Holocene Ice Window Size

import pyleoclim as pyleo
import matplotlib.pyplot as plt
import numpy as np
from tqdm import tqdm
import ammonyte as amt
import seaborn as sns
import pandas as pd

from pylipd.lipd import LiPD

#We suppress warnings for these notebooks for presentation purposes. Best practice is to not do this though.
import warnings
warnings.filterwarnings('ignore')

color_list = sns.color_palette('colorblind')

lipd_path = './data/8k_ice'

all_files = LiPD()

if __name__=='__main__':
    all_files.load_from_dir(lipd_path)

record_names = all_files.get_all_dataset_names()

Directory ./data/8k_ice does not exist

series_list = []

# We specify the indices of interest in each dataframe by hand here

index_dict = {
    'GRIP.GRIP.1992' : 'd18O',
    'Renland.Johnsen.1992' : 'd18O',
    'EDML.Stenni.2010' : 'bagd18O',
    'EPICADomeC.Stenni.2010' : 'bagd18O',
    'Vostok.Vimeux.2002' : 'temperature',
    'GISP2.Grootes.1997' : 'd18O',
    'NGRIP.NGRIP.2004' : 'd18O',
    'TALDICE.Mezgec.2017' : 'd18O',
}

for record in record_names:
    d = LiPD()
    d.load(f'{lipd_path}/{record}.lpd')
    df = d.get_timeseries_essentials()
    row = df[df['paleoData_variableName']==index_dict[record]][df['time_variableName']=='age']
    lat = row['geo_meanLat'].to_numpy()[0]
    lon = row['geo_meanLon'].to_numpy()[0]
    elevation = row['geo_meanElev'].to_numpy()[0]
    value = row['paleoData_values'].to_numpy()[0]
    value_name = row['paleoData_variableName'].to_numpy()[0]
    value_unit = row['paleoData_units'].to_numpy()[0]
    time = row['time_values'].to_numpy()[0]
    time_unit = row['time_units'].to_numpy()[0]
    time_name = row['time_variableName'].to_numpy()[0]
    label = row['dataSetName'].to_numpy()[0]
    geo_series = pyleo.GeoSeries(time=time,
                                 value=value,
                                 lat=lat,
                                 lon=lon,
                                 elevation=elevation,
                                 time_unit=time_unit,
                                 time_name=time_name,
                                 value_name=value_name,
                                 value_unit=value_unit,
                                 label=label,
                                 archiveType='ice')
    series_list.append(geo_series)

geo_ms = pyleo.MultipleGeoSeries(series_list)

ms_list = []

for series in geo_ms.series_list:
    if series.lat > 0 or series.label == 'EPICADomeC.Stenni.2010':
        series.time_unit = 'Years BP'
        ms_list.append(series)

end_time = 10000

ms_ice = pyleo.MultipleSeries([series.slice((0,end_time)) for series in ms_list])
ms_ice.stackplot(colors=color_list[:len(ms_ice.series_list)])

---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
Cell In[7], line 4
      1 end_time = 10000
      3 ms_ice = pyleo.MultipleSeries([series.slice((0,end_time)) for series in ms_list])
----> 4 ms_ice.stackplot(colors=color_list[:len(ms_ice.series_list)])

File ~/miniconda3/envs/ammonyte/lib/python3.10/site-packages/pyleoclim/core/multipleseries.py:1866, in MultipleSeries.stackplot(self, figsize, savefig_settings, time_unit, xlim, fill_between_alpha, colors, cmap, norm, labels, ylabel_fontsize, spine_lw, grid_lw, label_x_loc, v_shift_factor, linewidth, plot_kwargs)
   1863         raise ValueError("The length of the label list should match the number of timeseries to be plotted")
   1865 # deal with time units
-> 1866 self = self.convert_time_unit(time_unit=time_unit)
   1868 # Deal with plotting arguments
   1869 if type(plot_kwargs)==dict:

File ~/miniconda3/envs/ammonyte/lib/python3.10/site-packages/pyleoclim/core/multipleseries.py:268, in MultipleSeries.convert_time_unit(self, time_unit)
    266     for i, u in enumerate(unique_units):
    267         count_units[i] = units.count(u)
--> 268     time_unit = unique_units[count_units.argmax()]                
    270 new_ms = self.copy()
    271 new_ts_list = []

ValueError: attempt to get argmax of an empty sequence

m = 12
w_size_list = np.arange(10,51,10)
res_dict = {}
lp_dict = {}

for idx,series in enumerate(ms_ice.series_list):
    name = series.label
    print(f'Analyzing {name}')
    for w_size in tqdm(w_size_list):
        series_slice = series.slice((0,end_time))
        td = amt.TimeEmbeddedSeries(series.slice((0,end_time)),m)
        eps = td.find_epsilon(eps=1,target_density=.05,tolerance=.01,verbose=False)
        rm = eps['Output']
        lp = rm.laplacian_eigenmaps(w_size=w_size,w_incre=4)
        
        if name not in res_dict:
            res_dict[name] = []
        if name not in lp_dict:
            lp_dict[name] = []

        lp_dict[name].append(lp)

Analyzing Renland.Johnsen.1992

  0%|          | 0/5 [00:00<?, ?it/s]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 20%|██        | 1/5 [00:00<00:01,  2.39it/s]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 40%|████      | 2/5 [00:00<00:01,  2.17it/s]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 60%|██████    | 3/5 [00:01<00:01,  1.73it/s]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 80%|████████  | 4/5 [00:02<00:00,  1.40it/s]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
100%|██████████| 5/5 [00:03<00:00,  1.37it/s]

Analyzing EPICADomeC.Stenni.2010

  0%|          | 0/5 [00:00<?, ?it/s]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 20%|██        | 1/5 [00:00<00:01,  2.40it/s]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 40%|████      | 2/5 [00:01<00:01,  1.91it/s]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 60%|██████    | 3/5 [00:01<00:01,  1.51it/s]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 80%|████████  | 4/5 [00:03<00:01,  1.03s/it]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
100%|██████████| 5/5 [00:05<00:00,  1.02s/it]

Analyzing GISP2.Grootes.1997

  0%|          | 0/5 [00:00<?, ?it/s]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 20%|██        | 1/5 [00:00<00:03,  1.25it/s]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 40%|████      | 2/5 [00:02<00:03,  1.17s/it]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 60%|██████    | 3/5 [00:04<00:03,  1.62s/it]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 80%|████████  | 4/5 [00:07<00:02,  2.06s/it]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
100%|██████████| 5/5 [00:10<00:00,  2.20s/it]

Analyzing GRIP.GRIP.1992

  0%|          | 0/5 [00:00<?, ?it/s]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 20%|██        | 1/5 [00:01<00:07,  1.95s/it]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 40%|████      | 2/5 [00:05<00:07,  2.64s/it]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 60%|██████    | 3/5 [00:10<00:07,  3.77s/it]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 80%|████████  | 4/5 [00:17<00:05,  5.12s/it]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
100%|██████████| 5/5 [00:25<00:00,  5.17s/it]

Analyzing NGRIP.NGRIP.2004

  0%|          | 0/5 [00:00<?, ?it/s]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 20%|██        | 1/5 [00:00<00:01,  2.92it/s]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 40%|████      | 2/5 [00:00<00:01,  2.13it/s]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 60%|██████    | 3/5 [00:01<00:01,  1.60it/s]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
 80%|████████  | 4/5 [00:02<00:00,  1.24it/s]/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: auto_time_params is not specified. Currently default behavior sets this to True. In a future release this will be changed to False.
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
/Users/alexjames/Documents/GitHub/Ammonyte/ammonyte/core/rqa_res.py:22: UserWarning: No time_name parameter provided. Assuming "Time".
  super().__init__(time,value,time_name,time_unit,value_name,value_unit,label,sort_ts=None)
100%|██████████| 5/5 [00:04<00:00,  1.24it/s]

name = ms_list[0].label

fig,ax = plt.subplots(nrows=len(lp_dict[name]),figsize=(10,4*len(w_size_list)),sharex=True)
fig.subplots_adjust(hspace=.5)
axes = ax.ravel()

for idx,series in tqdm(enumerate(lp_dict[name])):
    series.confidence_fill_plot(ax=axes[idx],title=f'W_size = {w_size_list[idx]}')
    axes[idx].set_ylabel('FI')
    if idx < len(axes)-1:
        axes[idx].set_xlabel('')
    axes[idx].get_legend().remove()

fig.suptitle(name)

5it [00:11,  2.21s/it]

Text(0.5, 0.98, 'Renland.Johnsen.1992')

name = ms_list[1].label

fig,ax = plt.subplots(nrows=len(lp_dict[name]),figsize=(10,4*len(w_size_list)),sharex=True)
fig.subplots_adjust(hspace=.5)
axes = ax.ravel()

for idx,series in tqdm(enumerate(lp_dict[name])):
    series.confidence_fill_plot(ax=axes[idx],title=f'W_size = {w_size_list[idx]}')
    axes[idx].set_ylabel('FI')
    if idx < len(axes)-1:
        axes[idx].set_xlabel('')
    axes[idx].get_legend().remove()

fig.suptitle(name)

0it [00:00, ?it/s]

5it [00:11,  2.23s/it]

Text(0.5, 0.98, 'EPICADomeC.Stenni.2010')

name = ms_list[2].label

fig,ax = plt.subplots(nrows=len(lp_dict[name]),figsize=(10,4*len(w_size_list)),sharex=True)
fig.subplots_adjust(hspace=.5)
axes = ax.ravel()

for idx,series in tqdm(enumerate(lp_dict[name])):
    series.confidence_fill_plot(ax=axes[idx],title=f'W_size = {w_size_list[idx]}')
    axes[idx].set_ylabel('FI')
    if idx < len(axes)-1:
        axes[idx].set_xlabel('')
    axes[idx].get_legend().remove()

fig.suptitle(name)

0it [00:00, ?it/s]

5it [00:11,  2.30s/it]

Text(0.5, 0.98, 'GISP2.Grootes.1997')

name = ms_list[3].label

fig,ax = plt.subplots(nrows=len(lp_dict[name]),figsize=(10,4*len(w_size_list)),sharex=True)
fig.subplots_adjust(hspace=.5)
axes = ax.ravel()

for idx,series in tqdm(enumerate(lp_dict[name])):
    series.confidence_fill_plot(ax=axes[idx],title=f'W_size = {w_size_list[idx]}')
    axes[idx].set_ylabel('FI')
    if idx < len(axes)-1:
        axes[idx].set_xlabel('')
    axes[idx].get_legend().remove()

fig.suptitle(name)

0it [00:00, ?it/s]

5it [00:12,  2.50s/it]

Text(0.5, 0.98, 'GRIP.GRIP.1992')

name = ms_list[4].label

fig,ax = plt.subplots(nrows=len(lp_dict[name]),figsize=(10,4*len(w_size_list)),sharex=True)
fig.subplots_adjust(hspace=.5)
axes = ax.ravel()

for idx,series in tqdm(enumerate(lp_dict[name])):
    series.confidence_fill_plot(ax=axes[idx],title=f'W_size = {w_size_list[idx]}')
    axes[idx].set_ylabel('FI')
    if idx < len(axes)-1:
        axes[idx].set_xlabel('')
    axes[idx].get_legend().remove()

fig.suptitle(name)

5it [00:10,  2.10s/it]

Text(0.5, 0.98, 'NGRIP.NGRIP.2004')