o
    h                     @   s   d Z ddlZddlZddlZddlZddlZddlmZ ddlm	  m
  m  mZ dddZdd Zed	krOejd
 Zejd Zejd Zeeee dS dS )a  
SCARE is a dataset of German text with sentiment annotations.

http://romanklinger.de/scare/

To run the script, pass in the directory where scare was unpacked.  It
should have subdirectories scare_v1.0.0 and scare_v1.0.0_text

You need to fill out a license agreement to not redistribute the data
in order to get the data, but the process is not onerous.

Although it sounds interesting, there are unfortunately a lot of very
short items.  Not sure the long items will be enough
    N)SentimentDatum*.csvc              	      sx  d}g }t  tj||}|D ]}t|dd}tj|ddd}	t|	}
|
D ]{  fddd	D \}}}}t|}t|}|	 d
krEq'|	 dkrNd}n|	 dkrWd}n|	 dkr`d}nt
d|||vrttd|| q'|| || }| |}dd |jD }tdd |jD }|dk r|d }|t|| q'W d   n1 sw   Y  qtd| |S )z4
    Read snippets from the given CSV directory
    r    )newline	")	delimiter	quotecharc                    s   g | ]} | qS  r
   ).0iliner
   h/var/www/html/env_mimamsha/lib/python3.10/site-packages/stanza/utils/datasets/sentiment/process_scare.py
<listcomp>)   s    z&get_scare_snippets.<locals>.<listcomp>)            unknownpositiver   neutralr   negativezBTell John he screwed up and this is why he can't have Mox Opal: {}z)Found snippet which can't be found: {}-{}c                 S   s   g | ]}|j D ]}|jqqS r
   )tokenstext)r   sentencetokenr
   r
   r   r   ;   s    c                 s   s    | ]}t |jV  qd S )N)lenr   )r   r   r
   r
   r   	<genexpr><   s    z%get_scare_snippets.<locals>.<genexpr>   NzNumber of short items: {})globospathjoinopencsvreaderlistintlower
ValueErrorformatprint	sentencessumappendr   )nlpcsv_dir_pathtext_id_mapfilename_patternnum_short_itemssnippets	csv_filescsv_filenamefincinlinesann_idbeginend	sentimentsnippetdocr   
num_tokensr
   r   r   get_scare_snippets   sF   rB   c              	   C   s6  t j|dd t j| ddd}t|}t|dkr!td| tdt||f  i }|D ];}t|-}|	 D ] }|
 }|sCq:|jd	d
\}	}
|	|v rVtd|	|
||	< q:W d    n1 sew   Y  q/tdt|  tjddd}t|t j| dd|}tt| tt j|d| | d S )NT)exist_okzscare_v1.0.0_textannotationsz*txtr   z"Did not find any input files in %szFound %d input files in %sr   )maxsplitzDuplicate key {}z Found %d total sentiment ratingsdetokenize)
processorszscare_v1.0.0z%s.train.json)r!   makedirsr"   r#   r    r   FileNotFoundErrorr,   r$   	readlinesstripsplitr*   r+   stanzaPipelinerB   process_utils
write_list)in_directoryout_directory
short_name
input_path
text_filesr2   filenamer8   r   keyvaluer0   r5   r
   r
   r   mainD   s2   



rZ   __main__r   r   r   )r   )__doc__r%   r    r!   sysrN   stanza.models.classifiers.datar   -stanza.utils.datasets.sentiment.process_utilsutilsdatasetsr>   rP   rB   rZ   __name__argvrR   rS   rT   r
   r
   r
   r   <module>   s     
)


