notebook.community

Edit and run



In [40]:

    
import pandas as pd
import matplotlib.pyplot as plt



In [41]:

    
domain = 'food'
df = pd.read_csv('~/' + domain + '.csv', skiprows=[1])



In [42]:

    
df.head()









    Out[42]:







  
    
      
      buffer
      mode
      parent
      family
      iterations
      precision
      recall
      f1
      f_m
    
  
  
    
      0
      5
      reattach
      poincare
      fasttext
      1
      0.3333
      0.1890
      0.2413
      0.2087
    
    
      1
      5
      reattach
      poincare
      fasttext
      2
      0.3318
      0.1878
      0.2398
      0.2085
    
    
      2
      5
      reattach
      poincare
      fasttext
      3
      0.3318
      0.1878
      0.2398
      0.2085
    
    
      3
      5
      reattach
      poincare
      fasttext
      4
      0.3318
      0.1878
      0.2398
      0.2085
    
    
      4
      5
      reattach
      poincare
      fasttext
      5
      0.3318
      0.1878
      0.2398
      0.2085



In [43]:

    
buffer = 10
mode = 'reattach'



In [44]:

    
df = df.loc[(df['buffer'] == buffer) & (df['mode'] == mode)]



In [45]:

    
df_both = df.loc[(df['parent'] == 'poincare') & (df['family'] == 'fasttext')]
df_both









    Out[45]:







  
    
      
      buffer
      mode
      parent
      family
      iterations
      precision
      recall
      f1
      f_m
    
  
  
    
      60
      10
      reattach
      poincare
      fasttext
      1
      0.3326
      0.1884
      0.2405
      0.2087
    
    
      61
      10
      reattach
      poincare
      fasttext
      2
      0.3318
      0.1878
      0.2398
      0.2085
    
    
      62
      10
      reattach
      poincare
      fasttext
      3
      0.3318
      0.1878
      0.2398
      0.2085
    
    
      63
      10
      reattach
      poincare
      fasttext
      4
      0.3318
      0.1878
      0.2398
      0.2085
    
    
      64
      10
      reattach
      poincare
      fasttext
      5
      0.3304
      0.1865
      0.2384
      0.2083
    
    
      65
      10
      reattach
      poincare
      fasttext
      6
      0.3285
      0.1853
      0.2369
      0.2080
    
    
      66
      10
      reattach
      poincare
      fasttext
      7
      0.3255
      0.1834
      0.2346
      0.2085
    
    
      67
      10
      reattach
      poincare
      fasttext
      8
      0.3180
      0.1790
      0.2290
      0.2079
    
    
      68
      10
      reattach
      poincare
      fasttext
      9
      0.3161
      0.1777
      0.2275
      0.2084
    
    
      69
      10
      reattach
      poincare
      fasttext
      10
      0.3146
      0.1764
      0.2261
      0.2083



In [46]:

    
df_parent = df.loc[(df['parent'] == 'poincare') & (df['family'] == '-')]
df_parent



In [47]:

    
df_family = df.loc[(df['parent'] == '-') & (df['family'] == 'fasttext')]
df_family



In [50]:

    
# Buffer:  | Mode: 

metric = 'precision'
plt.plot(df_both['iterations'], df_both[metric], label='Both')
plt.plot(df_parent['iterations'], df_parent[metric], alpha=0.7, label='Only Parent')
plt.plot(df_family['iterations'], df_family[metric], alpha=0.7, label='Only Family')
plt.legend(loc='lower right')
plt.xlabel('Number of iterations')
plt.ylabel(metric)
plt.title('Buffer: ' + str(buffer) + ' | Mode: ' + mode + ' | ' + metric)
# plt.axis([0, 10, 0.364, 0.369])
plt.savefig('b5_mr.png')
plt.show()



In [ ]:

	buffer	mode	parent	family	iterations	precision	recall	f1	f_m
0	5	reattach	poincare	fasttext	1	0.3333	0.1890	0.2413	0.2087
1	5	reattach	poincare	fasttext	2	0.3318	0.1878	0.2398	0.2085
2	5	reattach	poincare	fasttext	3	0.3318	0.1878	0.2398	0.2085
3	5	reattach	poincare	fasttext	4	0.3318	0.1878	0.2398	0.2085
4	5	reattach	poincare	fasttext	5	0.3318	0.1878	0.2398	0.2085

	buffer	mode	parent	family	iterations	precision	recall	f1	f_m
70	10	reattach	poincare	-	1	0.3326	0.1884	0.2405	0.2087
71	10	reattach	poincare	-	2	0.3318	0.1878	0.2398	0.2085
72	10	reattach	poincare	-	3	0.3318	0.1878	0.2398	0.2085
73	10	reattach	poincare	-	4	0.3318	0.1878	0.2398	0.2085
74	10	reattach	poincare	-	5	0.3300	0.1865	0.2383	0.2085
75	10	reattach	poincare	-	6	0.3285	0.1853	0.2369	0.2078
76	10	reattach	poincare	-	7	0.3274	0.1840	0.2356	0.2078
77	10	reattach	poincare	-	8	0.3239	0.1802	0.2316	0.2052
78	10	reattach	poincare	-	9	0.3273	0.1821	0.2340	0.2044
79	10	reattach	poincare	-	10	0.3265	0.1815	0.2333	0.2053

	buffer	mode	parent	family	iterations	precision	recall	f1	f_m
80	10	reattach	-	fasttext	1	0.3311	0.1871	0.2391	0.2083
81	10	reattach	-	fasttext	2	0.3311	0.1871	0.2391	0.2083
82	10	reattach	-	fasttext	3	0.3292	0.1859	0.2376	0.2074
83	10	reattach	-	fasttext	4	0.3292	0.1859	0.2376	0.2074
84	10	reattach	-	fasttext	5	0.3270	0.1840	0.2355	0.2068
85	10	reattach	-	fasttext	6	0.3225	0.1815	0.2323	0.2065
86	10	reattach	-	fasttext	7	0.3221	0.1808	0.2316	0.2070
87	10	reattach	-	fasttext	8	0.3146	0.1764	0.2261	0.2064
88	10	reattach	-	fasttext	9	0.3145	0.1758	0.2255	0.2062
89	10	reattach	-	fasttext	10	0.3141	0.1752	0.2249	0.2061