Traceback (most recent call last): File "D:/pythonProject/find_k.py", line 11, in <module> x_train,x_test,y_train,y_test=train_test_split(data.iloc[:,1:],data.iloc[:,0],test_size=0.2,stratify=data.iloc[:,0]) File "C:\ProgramData\Anaconda3\envs\pythonProject\lib\site-packages\sklearn\model_selection\_split.py", line 2441, in train_test_split train, test = next(cv.split(X=arrays[0], y=stratify)) File "C:\ProgramData\Anaconda3\envs\pythonProject\lib\site-packages\sklearn\model_selection\_split.py", line 1600, in split for train, test in self._iter_indices(X, y, groups): File "C:\ProgramData\Anaconda3\envs\pythonProject\lib\site-packages\sklearn\model_selection\_split.py", line 1941, in _iter_indices "The least populated class in y has only 1" ValueError: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
时间: 2023-09-09 16:06:41 浏览: 433
这个错误是由于在使用`train_test_split`函数时,数据集中某个类别的样本数量过少导致的。`train_test_split`函数默认会根据`stratify`参数进行分层抽样,确保训练集和测试集中各类别样本的比例相同。但是,如果某个类别的样本数量只有1个,那么无法满足分层抽样的要求。
解决这个问题的方法是检查数据集中各类别的样本数量,确保每个类别至少有2个样本。可以考虑增加数据集中该类别的样本数量,或者使用其他的分割方法来避免这个问题。
相关问题
Traceback (most recent call last): File "/home/ros/catkin_ctr/src/jiangluo/scripts/eight_zi.py", line 6, in <module> from quadrotor_msgs.msg import PoseStamped ImportError: cannot import name 'PoseStamped' from 'quadrotor_msgs.msg' (/home/ros/catkin_ctr/devel/lib/python3/dist-packages/quadrotor_msgs/msg/__init__.py)
这个错误提示是在 Python 中导入 `quadrotor_msgs` 包中的 `PoseStamped` 消息类型时出现了问题。根据错误提示,似乎是找不到 `PoseStamped` 类型。
可能的原因包括:
1. `quadrotor_msgs` 包中确实没有定义 `PoseStamped` 类型。
2. `quadrotor_msgs` 包中定义了 `PoseStamped` 类型,但是在导入时出现了错误,比如路径或包名错误等。
解决方法:
1. 确认 `quadrotor_msgs` 包中是否真的没有定义 `PoseStamped` 类型。可以通过查看 `quadrotor_msgs` 包的文档或源代码来确定。
2. 如果 `quadrotor_msgs` 包中确实定义了 `PoseStamped` 类型,则需要检查导入时的路径或包名是否正确。可以使用 `rospack find quadrotor_msgs` 命令来查找该包的路径,并且确认导入时的包名是否正确。另外,也可以尝试重新编译该包以确保其已被正确安装到系统中。
list Traceback (most recent call last): File "/usr/bin/pip", line 9, in <module> from pip import main File "/usr/lib/python3/dist-packages/pip/__init__.py", line 22, in <module> from pip._vendor.requests.packages.urllib3.exceptions import DependencyWarning File "/usr/lib/python3/dist-packages/pip/_vendor/__init__.py", line 73, in <module> vendored("pkg_resources") File "/usr/lib/python3/dist-packages/pip/_vendor/__init__.py", line 33, in vendored __import__(modulename, globals(), locals(), level=0) File "/usr/share/python-wheels/pkg_resources-0.0.0-py2.py3-none-any.whl/pkg_resources/__init__.py", line 77, in <module> File "/usr/share/python-wheels/pkg_resources-0.0.0-py2.py3-none-any.whl/pkg_resources/_vendor/packaging/requirements.py", line 9, in <module> File "<frozen importlib._bootstrap>", line 1178, in _find_and_load File "<frozen importlib._bootstrap>", line 1149, in _find_and_load_unlocked File "<frozen importlib._bootstrap>", line 674, in _load_unlocked File "<frozen importlib._bootstrap>", line 634, in _load_backward_compatible File "/usr/share/python-wheels/pkg_resources-0.0.0-py2.py3-none-any.whl/pkg_resources/extern/__init__.py", line 43, in load_module File "/usr/share/python-wheels/pkg_resources-0.0.0-py2.py3-none-any.whl/pkg_resources/_vendor/pyparsing.py", line 943, in <module> AttributeError: module 'collections' has no attribute 'MutableMapping'
这个错误通常是因为使用的 Python 版本较旧所导致的,建议升级 Python 版本或者使用虚拟环境来避免不同 Python 版本之间的冲突。你可以尝试在终端中输入以下命令来升级 pip:
```
pip install --upgrade pip
```
如果还是无法解决问题,可以尝试升级 Python 版本。
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