需要从 python3 中的文本文件中提取表格数据

Need to extract tabular data from a text file in python3

我有一个量子化学程序的输出,我希望从中提取表格数据以输入我大约 25 年前编写的 FORTRAN 程序的 Python 端口。

一些输出文件相当长,多达 6000 行,无法使用电子表格进行处理。

一个典型的 table 的形式是:

                             CARTESIAN COORDINATES

   1    C        0.011987266    -0.003842185     0.006578784
   2    H        1.097152909    -0.003956163     0.013339310
   3    H       -0.349612312     1.019316731     0.001903075
   4    H       -0.344276148    -0.517463019    -0.880495291
   5    H       -0.355315644    -0.513266496     0.891567896

我不是要别人为我编写 Python 代码,而是在可用代码的迷宫中给我一些指导。

我建议你研究一下 np.genfromtxt。 以下代码片段将从存储在名为 data.txt.

的文件中的问题中读取示例数据
import numpy as np
data = np.genfromtxt('data.txt', skip_header=2, dtype=[('id', 'i8'),('label','S1'),('x','f8'),('y','f8'),('z','f8')])
print(data)

输出

 [(1, b'C',  0.01198727, -0.00384219,  0.00657878)
 (2, b'H',  1.09715291, -0.00395616,  0.01333931)
 (3, b'H', -0.34961231,  1.01931673,  0.00190307)
 (4, b'H', -0.34427615, -0.51746302, -0.88049529)
 (5, b'H', -0.35531564, -0.5132665 ,  0.8915679 )]

正则表达式用于从数据中提取内容 - 如果您的表始终定义明确,您可以使用 f.e 提取它们:https://regex101.com/r/QUT2o3/2

import re

regex = r"(\d+ +\w+ (?: +-?\d+\.\d+){3}.+?(?:\n|\Z){2})+"

test_str = ("                      CARTESIAN COORDINATES\n\n"
    "   1    C        0.011987266    -0.003842185     0.006578784\n"
    "   2    H        1.097152909    -0.003956163     0.013339310\n"
    "   3    H       -0.349612312     1.019316731     0.001903075\n"
    "   4    H       -0.344276148    -0.517463019    -0.880495291\n"
    "   5    H       -0.355315644    -0.513266496     0.891567896\n\n\n\n"
    "                      CARTESIAN COORDINATES\n\n"
    "   1    C        0.011987266    -0.003842185     0.006578784\n"
    "   2    H        1.097152909    -0.003956163     0.013339310\n"
    "   3    H       -0.349612312     1.019316731     0.001903075\n"
    "   4    H       -0.344276148    -0.517463019    -0.880495291\n"
    "   5    H       -0.355315644    -0.513266496     0.891567896\n\n\n"
    "                      CARTESIAN COORDINATES\n\n"
    "   1    C        0.011987266    -0.003842185     0.006578784\n"
    "   2    H        1.097152909    -0.003956163     0.013339310\n"
    "   3    H       -0.349612312     1.019316731     0.001903075\n"
    "   4    H       -0.344276148    -0.517463019    -0.880495291\n"
    "   5    H       -0.355315644    -0.513266496     0.891567896")

应用正则表达式:

matches = re.findall(regex, test_str, re.MULTILINE | re.DOTALL)
for m in matches:
    print('\n'.join(x.strip() for x in m.splitlines()))

输出:

1    C        0.011987266    -0.003842185     0.006578784
2    H        1.097152909    -0.003956163     0.013339310
3    H       -0.349612312     1.019316731     0.001903075
4    H       -0.344276148    -0.517463019    -0.880495291
5    H       -0.355315644    -0.513266496     0.891567896

1    C        0.011987266    -0.003842185     0.006578784
2    H        1.097152909    -0.003956163     0.013339310
3    H       -0.349612312     1.019316731     0.001903075
4    H       -0.344276148    -0.517463019    -0.880495291
5    H       -0.355315644    -0.513266496     0.891567896

1    C        0.011987266    -0.003842185     0.006578784
2    H        1.097152909    -0.003956163     0.013339310
3    H       -0.349612312     1.019316731     0.001903075
4    H       -0.344276148    -0.517463019    -0.880495291
5    H       -0.355315644    -0.513266496     0.891567896

我会使用 readlines 和 split。

cc = 'CARTESIAN_COORDINATES.txt'

with open(cc) as data:
    lines = data.readlines()[2:] # skip first two lines
    for line in lines:
        ls = line.split()
        a, b, c, d, e = int(ls[0]), ls[1], float(ls[2]), float(ls[3]), float(ls[4])
        print(a, b, c, d, e)

输出:

1 C 0.011987266 -0.003842185 0.006578784
2 H 1.097152909 -0.003956163 0.01333931
3 H -0.349612312 1.019316731 0.001903075
4 H -0.344276148 -0.517463019 -0.880495291
5 H -0.355315644 -0.513266496 0.891567896