In [1]:

    

import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns


    

In [2]:

    

df = pd.read_csv('drifts_reformatted.csv')


    

In [3]:

    

df


    

    
Out[3]:







  

    

      

      
model
      
run
      
project
      
variable
      
drift
    
  
  

    

      
0
      
ACCESS1-0
      
r1i1p1
      
CMIP5
      
thermal OHC (J yr-1)
      
1.730000e+21
    
    

      
1
      
ACCESS1-3
      
r1i1p1
      
CMIP5
      
thermal OHC (J yr-1)
      
-1.800000e+21
    
    

      
2
      
BCC-CSM1-1
      
r1i1p1
      
CMIP5
      
thermal OHC (J yr-1)
      
7.520000e+19
    
    

      
3
      
BCC-CSM1.1(m)
      
r1i1p1
      
CMIP5
      
thermal OHC (J yr-1)
      
1.950000e+20
    
    

      
4
      
BNU-ESM
      
r1i1p1
      
CMIP5
      
thermal OHC (J yr-1)
      
3.870000e+21
    
    

      
...
      
...
      
...
      
...
      
...
      
...
    
    

      
223
      
HadGEM3-GC31-LL
      
r1i1p1f1
      
CMIP6
      
soga (g/kg yr-1)
      
6.670000e-07
    
    

      
224
      
IPSL-CM6A-LR
      
r1i1p1f1
      
CMIP6
      
soga (g/kg yr-1)
      
-9.180000e-07
    
    

      
225
      
IPSL-CM6A-LR
      
r1i2p1f1
      
CMIP6
      
soga (g/kg yr-1)
      
-9.210000e-07
    
    

      
226
      
MPI-ESM1-2-HR
      
r1i1p1f1
      
CMIP6
      
soga (g/kg yr-1)
      
-2.540000e-07
    
    

      
227
      
UKESM1-0-LL
      
r1i1p1f2
      
CMIP6
      
soga (g/kg yr-1)
      
-2.830000e-06
    
  

228 rows × 5 columns

In [18]:

    

df_subset = df[df['variable'] == 'thermal OHC (J yr-1)']
df_subset['drift'] = df_subset['drift'].abs()

sns.boxplot(x="project", y="drift", data=df_subset)
plt.title('OHC temperature component')
plt.show()


    

    




<ipython-input-18-e801ff78880d>:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_subset['drift'] = df_subset['drift'].abs()






    

In [20]:

    

df_subset = df[df['variable'] == 'hfds (J yr-1)']
df_subset['drift'] = df_subset['drift'].abs()

sns.boxplot(x="project", y="drift", data=df_subset)
plt.title('surface heat flux')
plt.ylim(0, 1e22)
plt.show()


    

    




<ipython-input-20-8e70e82ddb49>:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_subset['drift'] = df_subset['drift'].abs()






    

In [16]:

    

df_subset['drift'] = df_subset['drift'].abs()


    

    




<ipython-input-16-974c88bc26fb>:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_subset['drift'] = df_subset['drift'].abs()

In [21]:

    

df_subset = df[df['variable'] == 'netTOA (J yr-1)']
df_subset['drift'] = df_subset['drift'].abs()

sns.boxplot(x="project", y="drift", data=df_subset)
plt.title('netTOA')
plt.show()


    

    




<ipython-input-21-fa3f1ca4b178>:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_subset['drift'] = df_subset['drift'].abs()






    

In [24]:

    

df_subset = df[df['variable'] == 'wfo (kg yr-1)']
df_subset['drift'] = df_subset['drift'].abs()

sns.boxplot(x="project", y="drift", data=df_subset)
plt.title('wfo')
plt.ylim(0, 0.6e16)
plt.show()


    

    




<ipython-input-24-1dd1820ef2d1>:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_subset['drift'] = df_subset['drift'].abs()






    

In [27]:

    

df_subset = df[df['variable'] == 'masso (kg yr-1)']
df_subset['drift'] = df_subset['drift'].abs()

sns.boxplot(x="project", y="drift", data=df_subset)
plt.title('masso')
plt.ylim(0, 2e14)
plt.show()


    

    




<ipython-input-27-7d2838852f0f>:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_subset['drift'] = df_subset['drift'].abs()






    

In [30]:

    

df_subset = df[df['variable'] == 'soga (g/kg yr-1)']
df_subset['drift'] = df_subset['drift'].abs()

sns.boxplot(x="project", y="drift", data=df_subset)
plt.title('soga')
plt.ylim(0, 1e-5)
plt.show()


    

    




<ipython-input-30-957d595b4203>:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_subset['drift'] = df_subset['drift'].abs()






    

In [ ]: