pandas._libs.hashtable.PyObjectHashTable.get_item KeyError:0 [英] pandas._libs.hashtable.PyObjectHashTable.get_item KeyError: 0
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问题描述
我正在尝试将情感从一个数据集中映射到另一个数据集中，并在当前数据集中删除大于6的所有内容.我该如何解决该错误?
I am trying to map emotions from one dataset to another and drop everything that is bigger than 6 in the current dataset. How should I fix this error?
import pandas as pd
csv_file = 'sample.csv'
count = 1
my_filtered_csv = pd.read_csv(csv_file, usecols=['subDirectory_filePath', 'expression'])
#my_filtered_csv['expression'] = my_filtered_csv['expression'].map({ '0':'6', '1':'3', '2':'4', '3':'5', '4':'2', '5':'1', '6':'0'})
df = pd.DataFrame(columns=['subDirectory_filePath', 'expression'])
print(my_filtered_csv.dtypes.index)
filtered_csv = my_filtered_csv[my_filtered_csv.expression <= 6 ]
for i in range(len(filtered_csv['expression'])):
if filtered_csv['expression'][i]==0:
filtered_csv['expression'][i] = 6
elif filtered_csv['expression'][i]==1:
filtered_csv['expression'][i] = 3
elif filtered_csv['expression'][i]==2:
filtered_csv['expression'][i] = 4
elif filtered_csv['expression'][i]==3:
filtered_csv['expression'][i] = 5
elif filtered_csv['expression'][i]==4:
filtered_csv['expression'][i] = 2
elif filtered_csv['expression'][i]==5:
filtered_csv['expression'][i] = 1
elif filtered_csv['expression'][i]==6:
filtered_csv['expression'][i] = 0
print(len(my_filtered_csv))
print('****')
for val in df['expression']:
print(val)
emotion_map = { '0':'6', '1':'3', '2':'4', '3':'5', '4':'2', '5':'1', '6':'0'}
print(emotion_map)
for key, value in emotion_map.items():
print(key,' : ', value)
'''
affectnet
0: Neutral,
1: Happiness,
2: Sadness,
3: Surprise,
4: Fear,
5: Disgust,
6: Anger,
7: Contempt,
8: None,
9: Uncertain,
10: No-Face
FER13
(0=Angry, 1=Disgust, 2=Fear, 3=Happy, 4=Sad, 5=Surprise, 6=Neutral).
0-->6
1-->3
2-->4
3-->5
4-->2
5-->1
6-->0
'''
错误是:
Index(['subDirectory_filePath', 'expression'], dtype='object')
Traceback (most recent call last):
File "/Users/mona/anaconda/lib/python3.6/site-packages/pandas/core/series.py", line 778, in _set_with_engine
self.index._engine.set_value(values, key, value)
File "pandas/_libs/index.pyx", line 116, in pandas._libs.index.IndexEngine.set_value
File "pandas/_libs/index.pyx", line 124, in pandas._libs.index.IndexEngine.set_value
File "pandas/_libs/index.pyx", line 154, in pandas._libs.index.IndexEngine.get_loc
File "pandas/_libs/hashtable_class_helper.pxi", line 1210, in pandas._libs.hashtable.PyObjectHashTable.get_item
File "pandas/_libs/hashtable_class_helper.pxi", line 1218, in pandas._libs.hashtable.PyObjectHashTable.get_item
KeyError: 0
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/Users/mona/anaconda/lib/python3.6/site-packages/pandas/core/indexes/base.py", line 2442, in get_loc
return self._engine.get_loc(key)
File "pandas/_libs/index.pyx", line 132, in pandas._libs.index.IndexEngine.get_loc
File "pandas/_libs/index.pyx", line 154, in pandas._libs.index.IndexEngine.get_loc
File "pandas/_libs/hashtable_class_helper.pxi", line 1210, in pandas._libs.hashtable.PyObjectHashTable.get_item
File "pandas/_libs/hashtable_class_helper.pxi", line 1218, in pandas._libs.hashtable.PyObjectHashTable.get_item
KeyError: 0
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/Users/mona/anaconda/lib/python3.6/site-packages/pandas/core/series.py", line 719, in setitem
self._set_with_engine(key, value)
File "/Users/mona/anaconda/lib/python3.6/site-packages/pandas/core/series.py", line 781, in _set_with_engine
values[self.index.get_loc(key)] = value
File "/Users/mona/anaconda/lib/python3.6/site-packages/pandas/core/indexes/base.py", line 2444, in get_loc
return self._engine.get_loc(self._maybe_cast_indexer(key))
File "pandas/_libs/index.pyx", line 132, in pandas._libs.index.IndexEngine.get_loc
File "pandas/_libs/index.pyx", line 154, in pandas._libs.index.IndexEngine.get_loc
File "pandas/_libs/hashtable_class_helper.pxi", line 1210, in pandas._libs.hashtable.PyObjectHashTable.get_item
File "pandas/_libs/hashtable_class_helper.pxi", line 1218, in pandas._libs.hashtable.PyObjectHashTable.get_item
KeyError: 0
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/Users/mona/CS585/project/affnet/emotion_map.py", line 17, in <module>
df['expression'][i] = 3
File "/Users/mona/anaconda/lib/python3.6/site-packages/pandas/core/series.py", line 771, in __setitem__
setitem(key, value)
File "/Users/mona/anaconda/lib/python3.6/site-packages/pandas/core/series.py", line 728, in setitem
values[key] = value
IndexError: index 0 is out of bounds for axis 0 with size 0
Process finished with exit code 1
几行简历是:
,subDirectory_filePath,expression
0,689/737db2483489148d783ef278f43f486c0a97e140fc4b6b61b84363ca.jpg,1
1,392/c4db2f9b7e4b422d14b6e038f0cdc3ecee239b55326e9181ee4520f9.jpg,0
2,468/21772b68dc8c2a11678c8739eca33adb6ccc658600e4da2224080603.jpg,0
3,944/06e9ae8d3b240eb68fa60534783eacafce2def60a86042f9b7d59544.jpg,1
4,993/02e06ee5521958b4042dd73abb444220609d96f57b1689abbe87c024.jpg,8
推荐答案
我认为此错误来自您的 [i] 表示法，该表示法试图查找DataFrame索引值为0，该值不存在.尝试将 [i] 的每个实例替换为 .iloc [i] .
I think this error comes from your [i] notation, which is trying to look for the DataFrame index value of 0, which doesn't exist. Try replacing every instance of [i] with .iloc[i].
此外，您应该能够用更紧凑，可读性更强，更不易出错的代码替换for循环，尤其是因为您定义了 emotion_map ，但仅将其用于输出.尝试使用 emotion_map = {0:6，1:3，2:4，3:5，4:2，5:1，6:0} 将字符串从整数映射为整数，然后移动将其放置在 filtered_csv = ... 下，然后将该 for 循环替换为
Also, you should be able to replace the for loop with much more compact, readable, and less error-prone code, especially since you define emotion_map but use it only for output. Try changing the mapping from strings to integers with emotion_map = { 0:6, 1:3, 2:4, 3:5, 4:2, 5:1, 6:0}, then move it to just under filtered_csv = ..., and replace that for loop with
filtered_csv['expression'] = filtered_csv['expression'].replace(emotion_map)
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