Snobol4 语言 文本分析实战 情感分析初步实现

Snobol4amuwap 发布于 8 天前 7 次阅读


Snobol4【1】 语言文本分析实战:情感分析【2】初步实现

情感分析是自然语言处理【3】(NLP)领域的一个重要分支,它旨在识别和提取文本中的主观信息,并对其进行分类。Snobol4 是一种古老的编程语言,以其简洁和高效著称。本文将探讨如何使用 Snobol4 语言实现一个简单的情感分析模型,以分析文本的情感倾向。

Snobol4 简介

Snobol4 是一种高级编程语言,由David J. Farber、Ralph E. Griswold 和 Ivan P. Polonsky 在1962年设计。它以其独特的模式匹配和字符串处理能力而闻名。Snobol4 的语法简洁,易于理解,适合于文本处理任务。

情感分析基础

在开始编写代码之前,我们需要了解情感分析的基本概念。情感分析通常分为以下几步:

1. 文本预处理【4】:包括去除停用词【5】、标点符号、数字等。
2. 特征提取【6】:将文本转换为计算机可以理解的格式,如词袋模型【7】或TF-IDF【8】
3. 模型训练【9】:使用标注好的数据集训练分类器。
4. 情感预测【10】:使用训练好的模型对新的文本进行情感分类。

Snobol4 情感分析实现

1. 文本预处理

我们需要编写一个 Snobol4 程序来处理文本,去除停用词和标点符号。

```snobol
:input
input:line
output:line
:remove_punctuation
|'.'|'!'|'?'|','|';'|':'|'('|')'|'['|']'|'{'|'}'|'-'|'_'|' '|
|'a'-'z'|'A'-'Z'|'0'-'9'|' '|
|'a'-'z'|'A'-'Z'|'0'-'9'|' '|
|'a'-'z'|'A'-'Z'|'0'-'9'|' '|
...
:remove_stopwords
|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'and'|'is'|'in'|'to'|'of'|'it'|'with'|'as'|'for'|'on'|'by'|'that'|'this'|'are'|'be'|'have'|'has'|'was'|'were'|'will'|'would'|'can'|'could'|'may'|'might'|'should'|'shall'|'must'|'do'|'does'|'did'|'done'|'a'|'an'|'the'|'a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