<jupyter_start><jupyter_text>导入所需的包<jupyter_code>!git pull
!git log
from autox import AutoX
import pandas as pd
import numpy as np
import os
from tqdm import tqdm<jupyter_output><empty_output><jupyter_text>配置数据信息<jupyter_code># 选择数据集
data_name = 'allstate_claims'
path = f'./data/{data_name}'
autox = AutoX(target = 'loss', train_name = 'train.csv', test_name = 'test.csv', 
               id = ['id'], path = path, metric = 'mae')
sub = autox.get_submit()
sub.to_csv("autox_1019_Allstate_oneclick.csv", index = False)
# !zip -r autox_0927_kaggle_ventilator_一键执行.csv.zip autox_0927_kaggle_ventilator_一键执行.csv<jupyter_output><empty_output>
{'fraction_non_alphanumeric': 0.12225705329153605, 'fraction_numerical': 0.018808777429467086, 'mean_word_length': 6.179775280898877, 'pattern_counts': {'":': 0, '<': 9, '<?xml version=': 0, '>': 9, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'chain_length': '2', 'dir': 'jupyter-structured-clean-dedup', 'id': '117260', 'license': 'Apache-2.0', 'n_tokens_mistral': 278, 'n_tokens_neox': 275, 'n_words': 49, 'path': 'demo/allstate/autox_Allstate.ipynb', 'repo_name': 'OneToolsCollection/4paradigm-AutoX', 'size': '638'}