有没有办法将数字词转换为整数?
- 2024-12-19 09:24:00
- admin 原创
- 127
问题描述:
我需要转换one
成1
,two
转换成2
等等。
有没有办法用库、类或者其他东西来做到这一点?
解决方案 1:
该代码的大部分用于设置 numwords 字典,这仅在第一次调用时完成。
def text2int(textnum, numwords={}):
if not numwords:
units = [
"zero", "one", "two", "three", "four", "five", "six", "seven", "eight",
"nine", "ten", "eleven", "twelve", "thirteen", "fourteen", "fifteen",
"sixteen", "seventeen", "eighteen", "nineteen",
]
tens = ["", "", "twenty", "thirty", "forty", "fifty", "sixty", "seventy", "eighty", "ninety"]
scales = ["hundred", "thousand", "million", "billion", "trillion"]
numwords["and"] = (1, 0)
for idx, word in enumerate(units): numwords[word] = (1, idx)
for idx, word in enumerate(tens): numwords[word] = (1, idx * 10)
for idx, word in enumerate(scales): numwords[word] = (10 ** (idx * 3 or 2), 0)
current = result = 0
for word in textnum.split():
if word not in numwords:
raise Exception("Illegal word: " + word)
scale, increment = numwords[word]
current = current * scale + increment
if scale > 100:
result += current
current = 0
return result + current
print text2int("seven billion one hundred million thirty one thousand three hundred thirty seven")
#7100031337
解决方案 2:
我刚刚向 PyPI 发布了一个名为word2number的 Python 模块,目的正是如此。https ://github.com/akshaynagpal/w2n
使用以下方式安装:
pip install word2number
确保您的 pip 已更新至最新版本。
用法:
from word2number import w2n
print w2n.word_to_num("two million three thousand nine hundred and eighty four")
2003984
解决方案 3:
我需要一些不同的东西,因为我的输入来自语音到文本的转换,而解决方案并不总是将数字相加。例如,“我的邮政编码是一二三四五”不应该转换为“我的邮政编码是 15”。
我采纳了 Andrew 的答案,并对其进行了修改,以处理人们强调为错误的其他几个案例,还增加了对上面提到的邮政编码等示例的支持。下面显示了一些基本测试用例,但我相信仍有改进的空间。
def is_number(x):
if type(x) == str:
x = x.replace(',', '')
try:
float(x)
except:
return False
return True
def text2int (textnum, numwords={}):
units = [
'zero', 'one', 'two', 'three', 'four', 'five', 'six', 'seven', 'eight',
'nine', 'ten', 'eleven', 'twelve', 'thirteen', 'fourteen', 'fifteen',
'sixteen', 'seventeen', 'eighteen', 'nineteen',
]
tens = ['', '', 'twenty', 'thirty', 'forty', 'fifty', 'sixty', 'seventy', 'eighty', 'ninety']
scales = ['hundred', 'thousand', 'million', 'billion', 'trillion']
ordinal_words = {'first':1, 'second':2, 'third':3, 'fifth':5, 'eighth':8, 'ninth':9, 'twelfth':12}
ordinal_endings = [('ieth', 'y'), ('th', '')]
if not numwords:
numwords['and'] = (1, 0)
for idx, word in enumerate(units): numwords[word] = (1, idx)
for idx, word in enumerate(tens): numwords[word] = (1, idx * 10)
for idx, word in enumerate(scales): numwords[word] = (10 ** (idx * 3 or 2), 0)
textnum = textnum.replace('-', ' ')
current = result = 0
curstring = ''
onnumber = False
lastunit = False
lastscale = False
def is_numword(x):
if is_number(x):
return True
if word in numwords:
return True
return False
def from_numword(x):
if is_number(x):
scale = 0
increment = int(x.replace(',', ''))
return scale, increment
return numwords[x]
for word in textnum.split():
if word in ordinal_words:
scale, increment = (1, ordinal_words[word])
current = current * scale + increment
if scale > 100:
result += current
current = 0
onnumber = True
lastunit = False
lastscale = False
else:
for ending, replacement in ordinal_endings:
if word.endswith(ending):
word = "%s%s" % (word[:-len(ending)], replacement)
if (not is_numword(word)) or (word == 'and' and not lastscale):
if onnumber:
# Flush the current number we are building
curstring += repr(result + current) + " "
curstring += word + " "
result = current = 0
onnumber = False
lastunit = False
lastscale = False
else:
scale, increment = from_numword(word)
onnumber = True
if lastunit and (word not in scales):
# Assume this is part of a string of individual numbers to
# be flushed, such as a zipcode "one two three four five"
curstring += repr(result + current)
result = current = 0
if scale > 1:
current = max(1, current)
current = current * scale + increment
if scale > 100:
result += current
current = 0
lastscale = False
lastunit = False
if word in scales:
lastscale = True
elif word in units:
lastunit = True
if onnumber:
curstring += repr(result + current)
return curstring
一些测试...
one two three -> 123
three forty five -> 345
three and forty five -> 3 and 45
three hundred and forty five -> 345
three hundred -> 300
twenty five hundred -> 2500
three thousand and six -> 3006
three thousand six -> 3006
nineteenth -> 19
twentieth -> 20
first -> 1
my zip is one two three four five -> my zip is 12345
nineteen ninety six -> 1996
fifty-seventh -> 57
one million -> 1000000
first hundred -> 100
I will buy the first thousand -> I will buy the 1000 # probably should leave ordinal in the string
thousand -> 1000
hundred and six -> 106
1 million -> 1000000
解决方案 4:
如果有人感兴趣的话,我破解了一个保留其余字符串的版本(尽管它可能有错误,但还没有进行太多测试)。
def text2int (textnum, numwords={}):
if not numwords:
units = [
"zero", "one", "two", "three", "four", "five", "six", "seven", "eight",
"nine", "ten", "eleven", "twelve", "thirteen", "fourteen", "fifteen",
"sixteen", "seventeen", "eighteen", "nineteen",
]
tens = ["", "", "twenty", "thirty", "forty", "fifty", "sixty", "seventy", "eighty", "ninety"]
scales = ["hundred", "thousand", "million", "billion", "trillion"]
numwords["and"] = (1, 0)
for idx, word in enumerate(units): numwords[word] = (1, idx)
for idx, word in enumerate(tens): numwords[word] = (1, idx * 10)
for idx, word in enumerate(scales): numwords[word] = (10 ** (idx * 3 or 2), 0)
ordinal_words = {'first':1, 'second':2, 'third':3, 'fifth':5, 'eighth':8, 'ninth':9, 'twelfth':12}
ordinal_endings = [('ieth', 'y'), ('th', '')]
textnum = textnum.replace('-', ' ')
current = result = 0
curstring = ""
onnumber = False
for word in textnum.split():
if word in ordinal_words:
scale, increment = (1, ordinal_words[word])
current = current * scale + increment
if scale > 100:
result += current
current = 0
onnumber = True
else:
for ending, replacement in ordinal_endings:
if word.endswith(ending):
word = "%s%s" % (word[:-len(ending)], replacement)
if word not in numwords:
if onnumber:
curstring += repr(result + current) + " "
curstring += word + " "
result = current = 0
onnumber = False
else:
scale, increment = numwords[word]
current = current * scale + increment
if scale > 100:
result += current
current = 0
onnumber = True
if onnumber:
curstring += repr(result + current)
return curstring
例子:
>>> text2int("I want fifty five hot dogs for two hundred dollars.")
I want 55 hot dogs for 200 dollars.
如果你有“$200”的话,可能会有问题。但是,这确实很难。
解决方案 5:
我需要处理一些额外的解析情况,例如序数词(“first”、“second”),带连字符的词(“one-hundred”),以及带连字符的序数词(“fifty-seventh”),所以我添加了几行:
def text2int(textnum, numwords={}):
if not numwords:
units = [
"zero", "one", "two", "three", "four", "five", "six", "seven", "eight",
"nine", "ten", "eleven", "twelve", "thirteen", "fourteen", "fifteen",
"sixteen", "seventeen", "eighteen", "nineteen",
]
tens = ["", "", "twenty", "thirty", "forty", "fifty", "sixty", "seventy", "eighty", "ninety"]
scales = ["hundred", "thousand", "million", "billion", "trillion"]
numwords["and"] = (1, 0)
for idx, word in enumerate(units): numwords[word] = (1, idx)
for idx, word in enumerate(tens): numwords[word] = (1, idx * 10)
for idx, word in enumerate(scales): numwords[word] = (10 ** (idx * 3 or 2), 0)
ordinal_words = {'first':1, 'second':2, 'third':3, 'fifth':5, 'eighth':8, 'ninth':9, 'twelfth':12}
ordinal_endings = [('ieth', 'y'), ('th', '')]
textnum = textnum.replace('-', ' ')
current = result = 0
for word in textnum.split():
if word in ordinal_words:
scale, increment = (1, ordinal_words[word])
else:
for ending, replacement in ordinal_endings:
if word.endswith(ending):
word = "%s%s" % (word[:-len(ending)], replacement)
if word not in numwords:
raise Exception("Illegal word: " + word)
scale, increment = numwords[word]
current = current * scale + increment
if scale > 100:
result += current
current = 0
return result + current`
解决方案 6:
以下是简单案例的方法:
>>> number = {'one':1,
... 'two':2,
... 'three':3,}
>>>
>>> number['two']
2
或者您正在寻找可以处理“一万二千一百七十二”的东西?
解决方案 7:
def parse_int(string):
ONES = {'zero': 0,
'one': 1,
'two': 2,
'three': 3,
'four': 4,
'five': 5,
'six': 6,
'seven': 7,
'eight': 8,
'nine': 9,
'ten': 10,
'eleven': 11,
'twelve': 12,
'thirteen': 13,
'fourteen': 14,
'fifteen': 15,
'sixteen': 16,
'seventeen': 17,
'eighteen': 18,
'nineteen': 19,
'twenty': 20,
'thirty': 30,
'forty': 40,
'fifty': 50,
'sixty': 60,
'seventy': 70,
'eighty': 80,
'ninety': 90,
}
numbers = []
for token in string.replace('-', ' ').split(' '):
if token in ONES:
numbers.append(ONES[token])
elif token == 'hundred':
numbers[-1] *= 100
elif token == 'thousand':
numbers = [x * 1000 for x in numbers]
elif token == 'million':
numbers = [x * 1000000 for x in numbers]
return sum(numbers)
使用 1 到百万范围内的 700 个随机数进行测试,效果良好。
解决方案 8:
使用 Python 包:WordToDigits
pip install wordtodigits
它可以找到句子中以单词形式出现的数字,然后将其转换为正确的数字格式。如果存在小数部分,它还会处理小数部分。数字的单词表示可以位于文章中的任何位置。
解决方案 9:
如果您想要解析的数字数量有限,那么可以很容易地将其硬编码到字典中。
对于稍微复杂一点的情况,您可能希望基于相对简单的数字语法自动生成此词典。类似这样的内容(当然,是通用的……)
for i in range(10):
myDict[30 + i] = "thirty-" + singleDigitsDict[i]
如果你需要更广泛的东西,那么看起来你需要自然语言处理工具。这篇文章可能是一个很好的起点。
解决方案 10:
我正在寻找一个可以帮助我支持上述所有内容以及更多边缘情况的库,例如序数(第一,第二),更大的数字,运算符等,然后我发现了这个numwords-to-nums
您可以通过以下方式安装
pip install numwords_to_nums
这是一个基本的例子
from numwords_to_nums.numwords_to_nums import NumWordsToNum
num = NumWordsToNum()
result = num.numerical_words_to_numbers("twenty ten and twenty one")
print(result) # Output: 2010 and 21
eval_result = num.evaluate('Hey calculate 2+5')
print(eval_result) # Output: 7
result = num.numerical_words_to_numbers('first')
print(result) # Output: 1st
解决方案 11:
进行了更改,以便 text2int(scale) 返回正确的转换。例如,text2int("hundred") => 100。
import re
numwords = {}
def text2int(textnum):
if not numwords:
units = [ "zero", "one", "two", "three", "four", "five", "six",
"seven", "eight", "nine", "ten", "eleven", "twelve",
"thirteen", "fourteen", "fifteen", "sixteen", "seventeen",
"eighteen", "nineteen"]
tens = ["", "", "twenty", "thirty", "forty", "fifty", "sixty",
"seventy", "eighty", "ninety"]
scales = ["hundred", "thousand", "million", "billion", "trillion",
'quadrillion', 'quintillion', 'sexillion', 'septillion',
'octillion', 'nonillion', 'decillion' ]
numwords["and"] = (1, 0)
for idx, word in enumerate(units): numwords[word] = (1, idx)
for idx, word in enumerate(tens): numwords[word] = (1, idx * 10)
for idx, word in enumerate(scales): numwords[word] = (10 ** (idx * 3 or 2), 0)
ordinal_words = {'first':1, 'second':2, 'third':3, 'fifth':5,
'eighth':8, 'ninth':9, 'twelfth':12}
ordinal_endings = [('ieth', 'y'), ('th', '')]
current = result = 0
tokens = re.split(r"[s-]+", textnum)
for word in tokens:
if word in ordinal_words:
scale, increment = (1, ordinal_words[word])
else:
for ending, replacement in ordinal_endings:
if word.endswith(ending):
word = "%s%s" % (word[:-len(ending)], replacement)
if word not in numwords:
raise Exception("Illegal word: " + word)
scale, increment = numwords[word]
if scale > 1:
current = max(1, current)
current = current * scale + increment
if scale > 100:
result += current
current = 0
return result + current
解决方案 12:
一个快速的解决方案是使用inflect.py生成一个用于翻译的词典。
inflect.py 有一个number_to_words()
函数,可以将数字(例如2
)转换为单词形式(例如'two'
)。不幸的是,它不提供反向功能(这可以让您避免使用翻译词典路线)。尽管如此,您可以使用该函数来构建翻译词典:
>>> import inflect
>>> p = inflect.engine()
>>> word_to_number_mapping = {}
>>>
>>> for i in range(1, 100):
... word_form = p.number_to_words(i) # 1 -> 'one'
... word_to_number_mapping[word_form] = i
...
>>> print word_to_number_mapping['one']
1
>>> print word_to_number_mapping['eleven']
11
>>> print word_to_number_mapping['forty-three']
43
如果您愿意花一些时间,也许可以检查 inflect.pynumber_to_words()
函数的内部工作原理并构建自己的代码来动态执行此操作(我还没有尝试这样做)。
解决方案 13:
Marc Burns 的ruby gem可以做到这一点。我最近将其分叉以添加多年的支持。您可以从 python 调用 ruby 代码。
require 'numbers_in_words'
require 'numbers_in_words/duck_punch'
nums = ["fifteen sixteen", "eighty five sixteen", "nineteen ninety six",
"one hundred and seventy nine", "thirteen hundred", "nine thousand two hundred and ninety seven"]
nums.each {|n| p n; p n.in_numbers}
结果:
`"fifteen sixteen"
1516
"eighty five sixteen"
8516
"nineteen ninety six"
1996
"one hundred and seventy nine"
179
"thirteen hundred"
1300
"nine thousand two hundred and ninety seven"
9297`
解决方案 14:
我采用了@recursive 的逻辑并将其转换为 Ruby。我还对查找表进行了硬编码,因此虽然不太酷,但可能有助于新手了解正在发生的事情。
WORDNUMS = {"zero"=> [1,0], "one"=> [1,1], "two"=> [1,2], "three"=> [1,3],
"four"=> [1,4], "five"=> [1,5], "six"=> [1,6], "seven"=> [1,7],
"eight"=> [1,8], "nine"=> [1,9], "ten"=> [1,10],
"eleven"=> [1,11], "twelve"=> [1,12], "thirteen"=> [1,13],
"fourteen"=> [1,14], "fifteen"=> [1,15], "sixteen"=> [1,16],
"seventeen"=> [1,17], "eighteen"=> [1,18], "nineteen"=> [1,19],
"twenty"=> [1,20], "thirty" => [1,30], "forty" => [1,40],
"fifty" => [1,50], "sixty" => [1,60], "seventy" => [1,70],
"eighty" => [1,80], "ninety" => [1,90],
"hundred" => [100,0], "thousand" => [1000,0],
"million" => [1000000, 0]}
def text_2_int(string)
numberWords = string.gsub('-', ' ').split(/ /) - %w{and}
current = result = 0
numberWords.each do |word|
scale, increment = WORDNUMS[word]
current = current * scale + increment
if scale > 100
result += current
current = 0
end
end
return result + current
end
我想处理像这样的字符串two thousand one hundred and forty-six
解决方案 15:
它处理印度风格的文字数字、一些分数、数字和文字的组合以及加法。
def words_to_number(words):
numbers = {"zero":0, "a":1, "half":0.5, "quarter":0.25, "one":1,"two":2,
"three":3, "four":4,"five":5,"six":6,"seven":7,"eight":8,
"nine":9, "ten":10,"eleven":11,"twelve":12, "thirteen":13,
"fourteen":14, "fifteen":15,"sixteen":16,"seventeen":17,
"eighteen":18,"nineteen":19, "twenty":20,"thirty":30, "forty":40,
"fifty":50,"sixty":60,"seventy":70, "eighty":80,"ninety":90}
groups = {"hundred":100, "thousand":1_000,
"lac":1_00_000, "lakh":1_00_000,
"million":1_000_000, "crore":10**7,
"billion":10**9, "trillion":10**12}
split_at = ["and", "plus"]
n = 0
skip = False
words_array = words.split(" ")
for i, word in enumerate(words_array):
if not skip:
if word in groups:
n*= groups[word]
elif word in numbers:
n += numbers[word]
elif word in split_at:
skip = True
remaining = ' '.join(words_array[i+1:])
n+=words_to_number(remaining)
else:
try:
n += float(word)
except ValueError as e:
raise ValueError(f"Invalid word {word}") from e
return n
测试:
print(words_to_number("a million and one"))
>> 1000001
print(words_to_number("one crore and one"))
>> 1000,0001
print(words_to_number("0.5 million one"))
>> 500001.0
print(words_to_number("half million and one hundred"))
>> 500100.0
print(words_to_number("quarter"))
>> 0.25
print(words_to_number("one hundred plus one"))
>> 101
解决方案 16:
我发现更快的方法:
Da_Unità_a_Cifre = {'one': 1, 'two': 2, 'three': 3, 'four': 4, 'five': 5, 'six': 6, 'seven': 7, 'eight': 8, 'nine': 9, 'ten': 10, 'eleven': 11,
'twelve': 12, 'thirteen': 13, 'fourteen': 14, 'fifteen': 15, 'sixteen': 16, 'seventeen': 17, 'eighteen': 18, 'nineteen': 19}
Da_Lettere_a_Decine = {"tw": 20, "th": 30, "fo": 40, "fi": 50, "si": 60, "se": 70, "ei": 80, "ni": 90, }
elemento = input("insert the word:")
Val_Num = 0
try:
elemento.lower()
elemento.strip()
Unità = elemento[elemento.find("ty")+2:] # è uguale alla str: five
if elemento[-1] == "y":
Val_Num = int(Da_Lettere_a_Decine[elemento[0] + elemento[1]])
print(Val_Num)
elif elemento == "onehundred":
Val_Num = 100
print(Val_Num)
else:
Cifre_Unità = int(Da_Unità_a_Cifre[Unità])
Cifre_Decine = int(Da_Lettere_a_Decine[elemento[0] + elemento[1]])
Val_Num = int(Cifre_Decine + Cifre_Unità)
print(Val_Num)
except:
print("invalid input")
解决方案 17:
这是一个很酷的解决方案,所以我从他们的答案中获取了@recursive 的 Python 代码,并在 ChatGPT 的帮助下将其转换为 C#,并对其进行了简化、格式化,并使其更紧凑一些。
是的,我必须向 ChatGPT 提供大量指令。这花了我一段时间,但这些指令都在这里。
我相信这样会更清楚、更容易理解这段代码以及算法的工作原理:
public class Parser
{
public static int ParseInt(string s)
{
Dictionary<string, (int scale, int increment)> numwords = new Dictionary<string, (int, int)>
{
{"and", (1, 0)}, {"zero", (1, 0)}, {"one", (1, 1)}, {"two", (1, 2)}, {"three", (1, 3)},
{"four", (1, 4)}, {"five", (1, 5)}, {"six", (1, 6)}, {"seven", (1, 7)}, {"eight", (1, 8)},
{"nine", (1, 9)}, {"ten", (1, 10)}, {"eleven", (1, 11)}, {"twelve", (1, 12)}, {"thirteen", (1, 13)},
{"fourteen", (1, 14)}, {"fifteen", (1, 15)}, {"sixteen", (1, 16)}, {"seventeen", (1, 17)}, {"eighteen", (1, 18)},
{"nineteen", (1, 19)}, {"twenty", (1, 20)}, {"thirty", (1, 30)}, {"forty", (1, 40)}, {"fifty", (1, 50)},
{"sixty", (1, 60)}, {"seventy", (1, 70)}, {"eighty", (1, 80)}, {"ninety", (1, 90)}, {"hundred", (100, 0)},
{"thousand", (1000, 0)}, {"million", (1000000, 0)}, {"billion", (1000000000, 0)}
};
int current = 0;
int result = 0;
foreach (string word in s.Replace("-", " ").Split())
{
var (scale, increment) = numwords[word];
current = current * scale + increment;
if (scale > 100)
{
result += current;
current = 0;
}
}
return result + current;
}
}
解决方案 18:
此代码适用于一系列数据:
import pandas as pd
mylist = pd.Series(['one','two','three'])
mylist1 = []
for x in range(len(mylist)):
mylist1.append(w2n.word_to_num(mylist[x]))
print(mylist1)
解决方案 19:
此代码仅适用于 99 以下的数字。word 到 int 和 int 到 word(其余需要实现 10-20 行代码和简单逻辑。这只是适合初学者的简单代码):
num = input("Enter the number you want to convert : ")
mydict = {'1': 'One', '2': 'Two', '3': 'Three', '4': 'Four', '5': 'Five','6': 'Six', '7': 'Seven', '8': 'Eight', '9': 'Nine', '10': 'Ten','11': 'Eleven', '12': 'Twelve', '13': 'Thirteen', '14': 'Fourteen', '15': 'Fifteen', '16': 'Sixteen', '17': 'Seventeen', '18': 'Eighteen', '19': 'Nineteen'}
mydict2 = ['', '', 'Twenty', 'Thirty', 'Fourty', 'fifty', 'sixty', 'Seventy', 'Eighty', 'Ninty']
if num.isdigit():
if(int(num) < 20):
print(" :---> " + mydict[num])
else:
var1 = int(num) % 10
var2 = int(num) / 10
print(" :---> " + mydict2[int(var2)] + mydict[str(var1)])
else:
num = num.lower()
dict_w = {'one': 1, 'two': 2, 'three': 3, 'four': 4, 'five': 5, 'six': 6, 'seven': 7, 'eight': 8, 'nine': 9, 'ten': 10, 'eleven': 11, 'twelve': 12, 'thirteen': 13, 'fourteen': 14, 'fifteen': 15, 'sixteen': 16, 'seventeen': '17', 'eighteen': '18', 'nineteen': '19'}
mydict2 = ['', '', 'twenty', 'thirty', 'fourty', 'fifty', 'sixty', 'seventy', 'eighty', 'ninty']
divide = num[num.find("ty")+2:]
if num:
if(num in dict_w.keys()):
print(" :---> " + str(dict_w[num]))
elif divide == '' :
for i in range(0, len(mydict2)-1):
if mydict2[i] == num:
print(" :---> " + str(i * 10))
else :
str3 = 0
str1 = num[num.find("ty")+2:]
str2 = num[:-len(str1)]
for i in range(0, len(mydict2)):
if mydict2[i] == str2:
str3 = i
if str2 not in mydict2:
print("----->Invalid Input<-----")
else:
try:
print(" :---> " + str((str3*10) + dict_w[str1]))
except:
print("----->Invalid Input<-----")
else:
print("----->Please Enter Input<-----")