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master
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feature/se
236
.gitignore
vendored
236
.gitignore
vendored
@ -519,239 +519,3 @@ FodyWeavers.xsd
|
|||||||
# Additional files built by Visual Studio
|
# Additional files built by Visual Studio
|
||||||
|
|
||||||
# End of https://www.toptal.com/developers/gitignore/api/visualstudio,aspnetcore
|
# End of https://www.toptal.com/developers/gitignore/api/visualstudio,aspnetcore
|
||||||
|
|
||||||
### Flask ###
|
|
||||||
instance/*
|
|
||||||
!instance/.gitignore
|
|
||||||
.webassets-cache
|
|
||||||
.env
|
|
||||||
|
|
||||||
### Flask.Python Stack ###
|
|
||||||
# Byte-compiled / optimized / DLL files
|
|
||||||
__pycache__/
|
|
||||||
*.py[cod]
|
|
||||||
*$py.class
|
|
||||||
|
|
||||||
# C extensions
|
|
||||||
*.so
|
|
||||||
|
|
||||||
# Distribution / packaging
|
|
||||||
.Python
|
|
||||||
build/
|
|
||||||
develop-eggs/
|
|
||||||
dist/
|
|
||||||
downloads/
|
|
||||||
eggs/
|
|
||||||
.eggs/
|
|
||||||
lib/
|
|
||||||
lib64/
|
|
||||||
parts/
|
|
||||||
sdist/
|
|
||||||
var/
|
|
||||||
wheels/
|
|
||||||
share/python-wheels/
|
|
||||||
*.egg-info/
|
|
||||||
.installed.cfg
|
|
||||||
*.egg
|
|
||||||
MANIFEST
|
|
||||||
|
|
||||||
# PyInstaller
|
|
||||||
# Usually these files are written by a python script from a template
|
|
||||||
# before PyInstaller builds the exe, so as to inject date/other infos into it.
|
|
||||||
*.manifest
|
|
||||||
*.spec
|
|
||||||
|
|
||||||
# Installer logs
|
|
||||||
pip-log.txt
|
|
||||||
pip-delete-this-directory.txt
|
|
||||||
|
|
||||||
# Unit test / coverage reports
|
|
||||||
htmlcov/
|
|
||||||
.tox/
|
|
||||||
.nox/
|
|
||||||
.coverage
|
|
||||||
.coverage.*
|
|
||||||
.cache
|
|
||||||
nosetests.xml
|
|
||||||
coverage.xml
|
|
||||||
*.cover
|
|
||||||
*.py,cover
|
|
||||||
.hypothesis/
|
|
||||||
.pytest_cache/
|
|
||||||
cover/
|
|
||||||
|
|
||||||
# Translations
|
|
||||||
*.mo
|
|
||||||
*.pot
|
|
||||||
|
|
||||||
# Django stuff:
|
|
||||||
*.log
|
|
||||||
local_settings.py
|
|
||||||
db.sqlite3
|
|
||||||
db.sqlite3-journal
|
|
||||||
|
|
||||||
# Flask stuff:
|
|
||||||
instance/
|
|
||||||
|
|
||||||
# Scrapy stuff:
|
|
||||||
.scrapy
|
|
||||||
|
|
||||||
# Sphinx documentation
|
|
||||||
docs/_build/
|
|
||||||
|
|
||||||
# PyBuilder
|
|
||||||
.pybuilder/
|
|
||||||
target/
|
|
||||||
|
|
||||||
# Jupyter Notebook
|
|
||||||
.ipynb_checkpoints
|
|
||||||
|
|
||||||
# IPython
|
|
||||||
profile_default/
|
|
||||||
ipython_config.py
|
|
||||||
|
|
||||||
# pyenv
|
|
||||||
# For a library or package, you might want to ignore these files since the code is
|
|
||||||
# intended to run in multiple environments; otherwise, check them in:
|
|
||||||
# .python-version
|
|
||||||
|
|
||||||
# pipenv
|
|
||||||
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
|
|
||||||
# However, in case of collaboration, if having platform-specific dependencies or dependencies
|
|
||||||
# having no cross-platform support, pipenv may install dependencies that don't work, or not
|
|
||||||
# install all needed dependencies.
|
|
||||||
#Pipfile.lock
|
|
||||||
|
|
||||||
# poetry
|
|
||||||
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
|
|
||||||
# This is especially recommended for binary packages to ensure reproducibility, and is more
|
|
||||||
# commonly ignored for libraries.
|
|
||||||
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
|
|
||||||
#poetry.lock
|
|
||||||
|
|
||||||
# PEP 582; used by e.g. github.com/David-OConnor/pyflow
|
|
||||||
__pypackages__/
|
|
||||||
|
|
||||||
# Celery stuff
|
|
||||||
celerybeat-schedule
|
|
||||||
celerybeat.pid
|
|
||||||
|
|
||||||
# SageMath parsed files
|
|
||||||
*.sage.py
|
|
||||||
|
|
||||||
# Environments
|
|
||||||
.venv
|
|
||||||
env/
|
|
||||||
venv/
|
|
||||||
ENV/
|
|
||||||
env.bak/
|
|
||||||
venv.bak/
|
|
||||||
|
|
||||||
# Spyder project settings
|
|
||||||
.spyderproject
|
|
||||||
.spyproject
|
|
||||||
|
|
||||||
# Rope project settings
|
|
||||||
.ropeproject
|
|
||||||
|
|
||||||
# mkdocs documentation
|
|
||||||
/site
|
|
||||||
|
|
||||||
# mypy
|
|
||||||
.mypy_cache/
|
|
||||||
.dmypy.json
|
|
||||||
dmypy.json
|
|
||||||
|
|
||||||
# Pyre type checker
|
|
||||||
.pyre/
|
|
||||||
|
|
||||||
# pytype static type analyzer
|
|
||||||
.pytype/
|
|
||||||
|
|
||||||
# Cython debug symbols
|
|
||||||
cython_debug/
|
|
||||||
|
|
||||||
# PyCharm
|
|
||||||
# JetBrains specific template is maintainted in a separate JetBrains.gitignore that can
|
|
||||||
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
|
|
||||||
# and can be added to the global gitignore or merged into this file. For a more nuclear
|
|
||||||
# option (not recommended) you can uncomment the following to ignore the entire idea folder.
|
|
||||||
#.idea/
|
|
||||||
|
|
||||||
### Python ###
|
|
||||||
# Byte-compiled / optimized / DLL files
|
|
||||||
|
|
||||||
# C extensions
|
|
||||||
|
|
||||||
# Distribution / packaging
|
|
||||||
|
|
||||||
# PyInstaller
|
|
||||||
# Usually these files are written by a python script from a template
|
|
||||||
# before PyInstaller builds the exe, so as to inject date/other infos into it.
|
|
||||||
|
|
||||||
# Installer logs
|
|
||||||
|
|
||||||
# Unit test / coverage reports
|
|
||||||
|
|
||||||
# Translations
|
|
||||||
|
|
||||||
# Django stuff:
|
|
||||||
|
|
||||||
# Flask stuff:
|
|
||||||
|
|
||||||
# Scrapy stuff:
|
|
||||||
|
|
||||||
# Sphinx documentation
|
|
||||||
|
|
||||||
# PyBuilder
|
|
||||||
|
|
||||||
# Jupyter Notebook
|
|
||||||
|
|
||||||
# IPython
|
|
||||||
|
|
||||||
# pyenv
|
|
||||||
# For a library or package, you might want to ignore these files since the code is
|
|
||||||
# intended to run in multiple environments; otherwise, check them in:
|
|
||||||
# .python-version
|
|
||||||
|
|
||||||
# pipenv
|
|
||||||
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
|
|
||||||
# However, in case of collaboration, if having platform-specific dependencies or dependencies
|
|
||||||
# having no cross-platform support, pipenv may install dependencies that don't work, or not
|
|
||||||
# install all needed dependencies.
|
|
||||||
|
|
||||||
# poetry
|
|
||||||
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
|
|
||||||
# This is especially recommended for binary packages to ensure reproducibility, and is more
|
|
||||||
# commonly ignored for libraries.
|
|
||||||
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
|
|
||||||
|
|
||||||
# PEP 582; used by e.g. github.com/David-OConnor/pyflow
|
|
||||||
|
|
||||||
# Celery stuff
|
|
||||||
|
|
||||||
# SageMath parsed files
|
|
||||||
|
|
||||||
# Environments
|
|
||||||
|
|
||||||
# Spyder project settings
|
|
||||||
|
|
||||||
# Rope project settings
|
|
||||||
|
|
||||||
# mkdocs documentation
|
|
||||||
|
|
||||||
# mypy
|
|
||||||
|
|
||||||
# Pyre type checker
|
|
||||||
|
|
||||||
# pytype static type analyzer
|
|
||||||
|
|
||||||
# Cython debug symbols
|
|
||||||
|
|
||||||
# PyCharm
|
|
||||||
# JetBrains specific template is maintainted in a separate JetBrains.gitignore that can
|
|
||||||
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
|
|
||||||
# and can be added to the global gitignore or merged into this file. For a more nuclear
|
|
||||||
# option (not recommended) you can uncomment the following to ignore the entire idea folder.
|
|
||||||
|
|
||||||
# End of https://www.toptal.com/developers/gitignore/api/python,flask
|
|
||||||
@ -11,7 +11,6 @@ using System.Collections.Generic;
|
|||||||
using System.Linq;
|
using System.Linq;
|
||||||
using System.Net.Http;
|
using System.Net.Http;
|
||||||
using System.Net.Http.Headers;
|
using System.Net.Http.Headers;
|
||||||
using System.Net.Http.Json;
|
|
||||||
using System.Threading.Tasks;
|
using System.Threading.Tasks;
|
||||||
|
|
||||||
namespace BitSearch.API.Controllers
|
namespace BitSearch.API.Controllers
|
||||||
@ -33,42 +32,11 @@ namespace BitSearch.API.Controllers
|
|||||||
}
|
}
|
||||||
|
|
||||||
[HttpGet("ranking")]
|
[HttpGet("ranking")]
|
||||||
public async Task<IActionResult> GetRanking()
|
public IActionResult GetRanking()
|
||||||
{
|
{
|
||||||
var cryptoHash = new Dictionary<string, string>()
|
//var request = new HttpRequestMessage(HttpMethod.Get, "https://api.twitter.com/2/tweets/counts/recent");
|
||||||
{
|
|
||||||
{"Bitcoin", "#btc"},
|
|
||||||
{"Etherum", "#eth"},
|
|
||||||
{"Tron", "#trx"},
|
|
||||||
{"Tether", "#usdt"},
|
|
||||||
{"Binance Coin", "#bnb"},
|
|
||||||
{"Cardano", "#ada"},
|
|
||||||
{"Dash", "#dash"},
|
|
||||||
{"Neo", "#neo"},
|
|
||||||
{"Steem", "#steem"},
|
|
||||||
{"Zcash", "#zec"}
|
|
||||||
};
|
|
||||||
|
|
||||||
var token = Configuration["Token"];
|
return Ok();
|
||||||
var twitterClient = _httpClientFactory.CreateClient();
|
|
||||||
twitterClient.BaseAddress = new Uri("https://api.twitter.com/2/tweets/counts/");
|
|
||||||
twitterClient.DefaultRequestHeaders.Authorization = new AuthenticationHeaderValue("Bearer", token);
|
|
||||||
twitterClient.DefaultRequestHeaders.Accept.Add(new MediaTypeWithQualityHeaderValue("application/json"));
|
|
||||||
var ranking = new List<CryptoRanking>();
|
|
||||||
|
|
||||||
foreach (KeyValuePair<string, string> crypto in cryptoHash)
|
|
||||||
{
|
|
||||||
var requestUri = QueryHelpers.AddQueryString("recent", "query", crypto.Value);
|
|
||||||
var request = new HttpRequestMessage(HttpMethod.Get, requestUri);
|
|
||||||
var response = await twitterClient.SendAsync(request);
|
|
||||||
if (response.IsSuccessStatusCode)
|
|
||||||
{
|
|
||||||
var tweetsDto = JsonConvert.DeserializeObject<TweetCount>(await response.Content.ReadAsStringAsync());
|
|
||||||
ranking.Add(new CryptoRanking() { Name = crypto.Key, TweetAmount = tweetsDto.meta.total_tweet_count });
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
return Ok(ranking.OrderByDescending(r => r.TweetAmount));
|
|
||||||
}
|
}
|
||||||
|
|
||||||
[HttpGet("analise/{hash}")]
|
[HttpGet("analise/{hash}")]
|
||||||
@ -76,31 +44,23 @@ namespace BitSearch.API.Controllers
|
|||||||
{
|
{
|
||||||
var queryString = new Dictionary<string, string>()
|
var queryString = new Dictionary<string, string>()
|
||||||
{
|
{
|
||||||
{"query", $"#{hash}"},
|
{"query", hash},
|
||||||
{"max_results", "100"},
|
{"max_results", "100"},
|
||||||
{"tweet.fields", "lang,referenced_tweets"},
|
{"tweet.fields", "lang,referenced_tweets"},
|
||||||
};
|
};
|
||||||
|
|
||||||
var token = Configuration["Token"];
|
var token = Configuration["Token"];
|
||||||
var twitterClient = _httpClientFactory.CreateClient();
|
var httpClient = _httpClientFactory.CreateClient();
|
||||||
twitterClient.BaseAddress = new Uri("https://api.twitter.com/2/tweets/search/");
|
httpClient.BaseAddress = new Uri("https://api.twitter.com/2/tweets/search/");
|
||||||
var requestUri = QueryHelpers.AddQueryString("recent", queryString);
|
var requestUri = QueryHelpers.AddQueryString("recent", queryString);
|
||||||
var twiiterRequest = new HttpRequestMessage(HttpMethod.Get, requestUri);
|
var request = new HttpRequestMessage(HttpMethod.Get, requestUri);
|
||||||
twitterClient.DefaultRequestHeaders.Authorization = new AuthenticationHeaderValue("Bearer", token);
|
httpClient.DefaultRequestHeaders.Authorization = new AuthenticationHeaderValue("Bearer", token);
|
||||||
twitterClient.DefaultRequestHeaders.Accept.Add(new MediaTypeWithQualityHeaderValue("application/json"));
|
httpClient.DefaultRequestHeaders.Accept.Add(new MediaTypeWithQualityHeaderValue("application/json"));
|
||||||
var response = await twitterClient.SendAsync(twiiterRequest);
|
var response = await httpClient.SendAsync(request);
|
||||||
|
|
||||||
if (response.IsSuccessStatusCode)
|
if (response.IsSuccessStatusCode)
|
||||||
{
|
{
|
||||||
var tweetsDto = JsonConvert.DeserializeObject<TweeterResponse>(await response.Content.ReadAsStringAsync());
|
return Ok(await response.Content.ReadAsStringAsync());
|
||||||
tweetsDto.data = tweetsDto.data.Where(d => d.lang == "en");
|
|
||||||
var microServiceClient = _httpClientFactory.CreateClient();
|
|
||||||
var microServiceRequest = new HttpRequestMessage(HttpMethod.Get, "http://127.0.0.1:5000/analysis");
|
|
||||||
microServiceRequest.Content = JsonContent.Create(tweetsDto);
|
|
||||||
var microServiceResponse = await microServiceClient.SendAsync(microServiceRequest);
|
|
||||||
|
|
||||||
return Ok(await microServiceResponse.Content.ReadAsStringAsync());
|
|
||||||
//return Ok(tweetsDto);
|
|
||||||
}
|
}
|
||||||
|
|
||||||
return Ok(response);
|
return Ok(response);
|
||||||
|
|||||||
@ -1,12 +0,0 @@
|
|||||||
using System;
|
|
||||||
using System.Collections.Generic;
|
|
||||||
using System.Linq;
|
|
||||||
using System.Threading.Tasks;
|
|
||||||
|
|
||||||
namespace BitSearch.API.Models
|
|
||||||
{
|
|
||||||
public class BaseTweetsDto<T>
|
|
||||||
{
|
|
||||||
public IEnumerable<T> data { get; set; }
|
|
||||||
}
|
|
||||||
}
|
|
||||||
15
BitSearch/BitSearch.API/Models/CryptoAnalysis.cs
Normal file
15
BitSearch/BitSearch.API/Models/CryptoAnalysis.cs
Normal file
@ -0,0 +1,15 @@
|
|||||||
|
using System;
|
||||||
|
using System.Collections.Generic;
|
||||||
|
using System.Linq;
|
||||||
|
using System.Threading.Tasks;
|
||||||
|
|
||||||
|
namespace BitSearch.API.Models
|
||||||
|
{
|
||||||
|
public class CryptoAnalysis
|
||||||
|
{
|
||||||
|
public string Name { get; set; }
|
||||||
|
public decimal Positive { get; set; }
|
||||||
|
public decimal Negative { get; set; }
|
||||||
|
|
||||||
|
}
|
||||||
|
}
|
||||||
@ -8,6 +8,7 @@ namespace BitSearch.API.Models
|
|||||||
public class CryptoRanking
|
public class CryptoRanking
|
||||||
{
|
{
|
||||||
public string Name { get; set; }
|
public string Name { get; set; }
|
||||||
|
public string Hasztag { get; set; }
|
||||||
public int TweetAmount { get; set; }
|
public int TweetAmount { get; set; }
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|||||||
@ -1,12 +0,0 @@
|
|||||||
using System;
|
|
||||||
using System.Collections.Generic;
|
|
||||||
using System.Linq;
|
|
||||||
using System.Threading.Tasks;
|
|
||||||
|
|
||||||
namespace BitSearch.API.Models
|
|
||||||
{
|
|
||||||
public class MetaData
|
|
||||||
{
|
|
||||||
public int total_tweet_count { get; set; }
|
|
||||||
}
|
|
||||||
}
|
|
||||||
@ -1,13 +0,0 @@
|
|||||||
using System;
|
|
||||||
using System.Collections.Generic;
|
|
||||||
using System.Linq;
|
|
||||||
using System.Threading.Tasks;
|
|
||||||
|
|
||||||
namespace BitSearch.API.Models
|
|
||||||
{
|
|
||||||
public class ReferencedTweets
|
|
||||||
{
|
|
||||||
public string type { get; set; }
|
|
||||||
public string id { get; set; }
|
|
||||||
}
|
|
||||||
}
|
|
||||||
@ -1,12 +0,0 @@
|
|||||||
using System;
|
|
||||||
using System.Collections.Generic;
|
|
||||||
using System.Linq;
|
|
||||||
using System.Threading.Tasks;
|
|
||||||
|
|
||||||
namespace BitSearch.API.Models
|
|
||||||
{
|
|
||||||
public class TweetCount
|
|
||||||
{
|
|
||||||
public MetaData meta { get; set; }
|
|
||||||
}
|
|
||||||
}
|
|
||||||
@ -1,11 +0,0 @@
|
|||||||
using System;
|
|
||||||
using System.Collections.Generic;
|
|
||||||
using System.Linq;
|
|
||||||
using System.Threading.Tasks;
|
|
||||||
|
|
||||||
namespace BitSearch.API.Models
|
|
||||||
{
|
|
||||||
public class TweeterResponse : BaseTweetsDto<TweetsDto>
|
|
||||||
{
|
|
||||||
}
|
|
||||||
}
|
|
||||||
@ -1,15 +0,0 @@
|
|||||||
using System;
|
|
||||||
using System.Collections.Generic;
|
|
||||||
using System.Linq;
|
|
||||||
using System.Threading.Tasks;
|
|
||||||
|
|
||||||
namespace BitSearch.API.Models
|
|
||||||
{
|
|
||||||
public class TweetsDto
|
|
||||||
{
|
|
||||||
public string id { get; set; }
|
|
||||||
public string text { get; set; }
|
|
||||||
public string lang { get; set; }
|
|
||||||
public IEnumerable<ReferencedTweets> referenced_tweets { get; set; }
|
|
||||||
}
|
|
||||||
}
|
|
||||||
@ -1,13 +1,13 @@
|
|||||||
{
|
{
|
||||||
|
"$schema": "http://json.schemastore.org/launchsettings.json",
|
||||||
"iisSettings": {
|
"iisSettings": {
|
||||||
"windowsAuthentication": false,
|
"windowsAuthentication": false,
|
||||||
"anonymousAuthentication": true,
|
"anonymousAuthentication": true,
|
||||||
"iisExpress": {
|
"iisExpress": {
|
||||||
"applicationUrl": "http://localhost:62241",
|
"applicationUrl": "http://localhost:62241",
|
||||||
"sslPort": 0
|
"sslPort": 44393
|
||||||
}
|
}
|
||||||
},
|
},
|
||||||
"$schema": "http://json.schemastore.org/launchsettings.json",
|
|
||||||
"profiles": {
|
"profiles": {
|
||||||
"IIS Express": {
|
"IIS Express": {
|
||||||
"commandName": "IISExpress",
|
"commandName": "IISExpress",
|
||||||
@ -19,13 +19,13 @@
|
|||||||
},
|
},
|
||||||
"BitSearch.API": {
|
"BitSearch.API": {
|
||||||
"commandName": "Project",
|
"commandName": "Project",
|
||||||
|
"dotnetRunMessages": "true",
|
||||||
"launchBrowser": true,
|
"launchBrowser": true,
|
||||||
"launchUrl": "swagger",
|
"launchUrl": "swagger",
|
||||||
|
"applicationUrl": "https://localhost:5001;http://localhost:5000",
|
||||||
"environmentVariables": {
|
"environmentVariables": {
|
||||||
"ASPNETCORE_ENVIRONMENT": "Development"
|
"ASPNETCORE_ENVIRONMENT": "Development"
|
||||||
},
|
}
|
||||||
"dotnetRunMessages": "true",
|
|
||||||
"applicationUrl": "https://localhost:5004;http://localhost:5005"
|
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
@ -1,51 +0,0 @@
|
|||||||
from flask import Flask, request
|
|
||||||
import flask.scaffold
|
|
||||||
flask.helpers._endpoint_from_view_func = flask.scaffold._endpoint_from_view_func
|
|
||||||
from flask_restful import Resource
|
|
||||||
import werkzeug
|
|
||||||
werkzeug.cached_property = werkzeug.utils.cached_property
|
|
||||||
from flask_restplus import Namespace, Resource, fields, Api
|
|
||||||
from flask import Blueprint
|
|
||||||
from twitter_pred import Predictor
|
|
||||||
|
|
||||||
|
|
||||||
app = Flask(__name__)
|
|
||||||
api = Api(app)
|
|
||||||
namespace = Namespace("test", "opis")
|
|
||||||
test_model = namespace.model("Test", {
|
|
||||||
'result': fields.String(
|
|
||||||
readonly = True,
|
|
||||||
description = 'test message'
|
|
||||||
)
|
|
||||||
})
|
|
||||||
predictor = Predictor()
|
|
||||||
|
|
||||||
@namespace.route('')
|
|
||||||
class Analysis(Resource):
|
|
||||||
@namespace.marshal_list_with(test_model)
|
|
||||||
@namespace.response(500, "error")
|
|
||||||
def get(self):
|
|
||||||
json = request.get_json()
|
|
||||||
|
|
||||||
data = predictor.anylise([tweet["text"] for tweet in json['data']])
|
|
||||||
return {"result": data}
|
|
||||||
|
|
||||||
|
|
||||||
blueprint = Blueprint('documented_api', __name__, url_prefix='/documented_api')
|
|
||||||
|
|
||||||
api_extension = Api(
|
|
||||||
blueprint,
|
|
||||||
title='Flask RESTplus Demo',
|
|
||||||
version='1.0',
|
|
||||||
description='Application tutorial to demonstrate Flask RESTplus extension\
|
|
||||||
for better project structure and auto generated documentation',
|
|
||||||
doc='/doc'
|
|
||||||
)
|
|
||||||
api_extension.add_namespace(namespace)
|
|
||||||
app.config['RESTPLUS_MASK_SWAGGER'] = False
|
|
||||||
app.register_blueprint(blueprint)
|
|
||||||
|
|
||||||
api.add_resource(Analysis, "/analysis")
|
|
||||||
|
|
||||||
if __name__ == "__main__":
|
|
||||||
app.run(debug=True)
|
|
||||||
Binary file not shown.
@ -1,76 +0,0 @@
|
|||||||
# %%
|
|
||||||
import pickle
|
|
||||||
import re
|
|
||||||
import json
|
|
||||||
# %%
|
|
||||||
|
|
||||||
class Predictor:
|
|
||||||
change_dict = {
|
|
||||||
# tokens
|
|
||||||
" username ": ['@\w+|@'],
|
|
||||||
" url ": ['http\S*'],
|
|
||||||
" emoji ": ["[;:][dbop\(\)\[\]]|[^\w][dbop\(\)\[\]][;:]|xd+|\S*&\S*", "[^\w\s,.?!:;#\'\"\(\)\$\-\+%\[\]\|]"],
|
|
||||||
" number ": ["[\+\-\$]?[\d]+[,\.\:k]?[\d]?[%]?"],
|
|
||||||
# standardization
|
|
||||||
', ': ['\s,'],
|
|
||||||
'. ': ['\s\.'],
|
|
||||||
' ': ['\s{2,}', '\n', '^rt[\s]+', '\s\:\s'],
|
|
||||||
"'": ["�"],
|
|
||||||
'?': ["\s\?"],
|
|
||||||
'!': ["\s\!"],
|
|
||||||
'".': ["\s\"\."],
|
|
||||||
'",': ["\s\"\,"],
|
|
||||||
'" ': ["\s\"\s"]
|
|
||||||
}
|
|
||||||
|
|
||||||
def clean_lines(self, line, change_dict):
|
|
||||||
line = str(line).lower()
|
|
||||||
for change_to, change_regex_list in change_dict.items():
|
|
||||||
for change_regex in change_regex_list:
|
|
||||||
line = re.sub(change_regex, change_to, line)
|
|
||||||
return line
|
|
||||||
|
|
||||||
def get_rep_idx_to_cut_out_from_str(self, line):
|
|
||||||
occurence = 0
|
|
||||||
idx_to_cut = []
|
|
||||||
for idx, letter in enumerate(line):
|
|
||||||
if idx > 0:
|
|
||||||
occurence = occurence + 1 if line[idx - 1] == letter else 0
|
|
||||||
if occurence >= 2:
|
|
||||||
idx_to_cut.append(idx)
|
|
||||||
return idx_to_cut
|
|
||||||
|
|
||||||
def truncate_duplicated_letters_to_two(self, line):
|
|
||||||
idx_to_cut = self.get_rep_idx_to_cut_out_from_str(line)
|
|
||||||
str_out = ''
|
|
||||||
for i, s in enumerate(line):
|
|
||||||
if i not in idx_to_cut:
|
|
||||||
str_out += s
|
|
||||||
return str_out
|
|
||||||
|
|
||||||
def clean_data(self, l):
|
|
||||||
text = [self.clean_lines(x, self.change_dict) for x in l]
|
|
||||||
text = [self.truncate_duplicated_letters_to_two(x).strip() for x in text]
|
|
||||||
return text
|
|
||||||
|
|
||||||
def __init__(self):
|
|
||||||
with open('model_pkl' , 'rb') as f:
|
|
||||||
self.model = pickle.load(f)
|
|
||||||
# %%
|
|
||||||
with open('vectorizer_pkl' , 'rb') as f:
|
|
||||||
self.vectorizer = pickle.load(f)
|
|
||||||
|
|
||||||
def anylise(self, text_to_predict):
|
|
||||||
# %%
|
|
||||||
text_to_predict = self.clean_data(text_to_predict)
|
|
||||||
test_matrix = self.vectorizer.transform(text_to_predict)
|
|
||||||
data_predicted = self.model.predict(test_matrix).tolist()
|
|
||||||
|
|
||||||
# %%
|
|
||||||
positives = sum([1 for x in data_predicted if x == 1])
|
|
||||||
negatives = sum([1 for x in data_predicted if x == -1])
|
|
||||||
# %%
|
|
||||||
data_to_send = {"pos_perc": positives/(positives+negatives),
|
|
||||||
"neg_perc": negatives/(positives+negatives)}
|
|
||||||
|
|
||||||
return data_to_send
|
|
||||||
Binary file not shown.
@ -1,398 +0,0 @@
|
|||||||
<#
|
|
||||||
.Synopsis
|
|
||||||
Activate a Python virtual environment for the current PowerShell session.
|
|
||||||
|
|
||||||
.Description
|
|
||||||
Pushes the python executable for a virtual environment to the front of the
|
|
||||||
$Env:PATH environment variable and sets the prompt to signify that you are
|
|
||||||
in a Python virtual environment. Makes use of the command line switches as
|
|
||||||
well as the `pyvenv.cfg` file values present in the virtual environment.
|
|
||||||
|
|
||||||
.Parameter VenvDir
|
|
||||||
Path to the directory that contains the virtual environment to activate. The
|
|
||||||
default value for this is the parent of the directory that the Activate.ps1
|
|
||||||
script is located within.
|
|
||||||
|
|
||||||
.Parameter Prompt
|
|
||||||
The prompt prefix to display when this virtual environment is activated. By
|
|
||||||
default, this prompt is the name of the virtual environment folder (VenvDir)
|
|
||||||
surrounded by parentheses and followed by a single space (ie. '(.venv) ').
|
|
||||||
|
|
||||||
.Example
|
|
||||||
Activate.ps1
|
|
||||||
Activates the Python virtual environment that contains the Activate.ps1 script.
|
|
||||||
|
|
||||||
.Example
|
|
||||||
Activate.ps1 -Verbose
|
|
||||||
Activates the Python virtual environment that contains the Activate.ps1 script,
|
|
||||||
and shows extra information about the activation as it executes.
|
|
||||||
|
|
||||||
.Example
|
|
||||||
Activate.ps1 -VenvDir C:\Users\MyUser\Common\.venv
|
|
||||||
Activates the Python virtual environment located in the specified location.
|
|
||||||
|
|
||||||
.Example
|
|
||||||
Activate.ps1 -Prompt "MyPython"
|
|
||||||
Activates the Python virtual environment that contains the Activate.ps1 script,
|
|
||||||
and prefixes the current prompt with the specified string (surrounded in
|
|
||||||
parentheses) while the virtual environment is active.
|
|
||||||
|
|
||||||
.Notes
|
|
||||||
On Windows, it may be required to enable this Activate.ps1 script by setting the
|
|
||||||
execution policy for the user. You can do this by issuing the following PowerShell
|
|
||||||
command:
|
|
||||||
|
|
||||||
PS C:\> Set-ExecutionPolicy -ExecutionPolicy RemoteSigned -Scope CurrentUser
|
|
||||||
|
|
||||||
For more information on Execution Policies:
|
|
||||||
https://go.microsoft.com/fwlink/?LinkID=135170
|
|
||||||
|
|
||||||
#>
|
|
||||||
Param(
|
|
||||||
[Parameter(Mandatory = $false)]
|
|
||||||
[String]
|
|
||||||
$VenvDir,
|
|
||||||
[Parameter(Mandatory = $false)]
|
|
||||||
[String]
|
|
||||||
$Prompt
|
|
||||||
)
|
|
||||||
|
|
||||||
<# Function declarations --------------------------------------------------- #>
|
|
||||||
|
|
||||||
<#
|
|
||||||
.Synopsis
|
|
||||||
Remove all shell session elements added by the Activate script, including the
|
|
||||||
addition of the virtual environment's Python executable from the beginning of
|
|
||||||
the PATH variable.
|
|
||||||
|
|
||||||
.Parameter NonDestructive
|
|
||||||
If present, do not remove this function from the global namespace for the
|
|
||||||
session.
|
|
||||||
|
|
||||||
#>
|
|
||||||
function global:deactivate ([switch]$NonDestructive) {
|
|
||||||
# Revert to original values
|
|
||||||
|
|
||||||
# The prior prompt:
|
|
||||||
if (Test-Path -Path Function:_OLD_VIRTUAL_PROMPT) {
|
|
||||||
Copy-Item -Path Function:_OLD_VIRTUAL_PROMPT -Destination Function:prompt
|
|
||||||
Remove-Item -Path Function:_OLD_VIRTUAL_PROMPT
|
|
||||||
}
|
|
||||||
|
|
||||||
# The prior PYTHONHOME:
|
|
||||||
if (Test-Path -Path Env:_OLD_VIRTUAL_PYTHONHOME) {
|
|
||||||
Copy-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME -Destination Env:PYTHONHOME
|
|
||||||
Remove-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME
|
|
||||||
}
|
|
||||||
|
|
||||||
# The prior PATH:
|
|
||||||
if (Test-Path -Path Env:_OLD_VIRTUAL_PATH) {
|
|
||||||
Copy-Item -Path Env:_OLD_VIRTUAL_PATH -Destination Env:PATH
|
|
||||||
Remove-Item -Path Env:_OLD_VIRTUAL_PATH
|
|
||||||
}
|
|
||||||
|
|
||||||
# Just remove the VIRTUAL_ENV altogether:
|
|
||||||
if (Test-Path -Path Env:VIRTUAL_ENV) {
|
|
||||||
Remove-Item -Path env:VIRTUAL_ENV
|
|
||||||
}
|
|
||||||
|
|
||||||
# Just remove the _PYTHON_VENV_PROMPT_PREFIX altogether:
|
|
||||||
if (Get-Variable -Name "_PYTHON_VENV_PROMPT_PREFIX" -ErrorAction SilentlyContinue) {
|
|
||||||
Remove-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Scope Global -Force
|
|
||||||
}
|
|
||||||
|
|
||||||
# Leave deactivate function in the global namespace if requested:
|
|
||||||
if (-not $NonDestructive) {
|
|
||||||
Remove-Item -Path function:deactivate
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
<#
|
|
||||||
.Description
|
|
||||||
Get-PyVenvConfig parses the values from the pyvenv.cfg file located in the
|
|
||||||
given folder, and returns them in a map.
|
|
||||||
|
|
||||||
For each line in the pyvenv.cfg file, if that line can be parsed into exactly
|
|
||||||
two strings separated by `=` (with any amount of whitespace surrounding the =)
|
|
||||||
then it is considered a `key = value` line. The left hand string is the key,
|
|
||||||
the right hand is the value.
|
|
||||||
|
|
||||||
If the value starts with a `'` or a `"` then the first and last character is
|
|
||||||
stripped from the value before being captured.
|
|
||||||
|
|
||||||
.Parameter ConfigDir
|
|
||||||
Path to the directory that contains the `pyvenv.cfg` file.
|
|
||||||
#>
|
|
||||||
function Get-PyVenvConfig(
|
|
||||||
[String]
|
|
||||||
$ConfigDir
|
|
||||||
) {
|
|
||||||
Write-Verbose "Given ConfigDir=$ConfigDir, obtain values in pyvenv.cfg"
|
|
||||||
|
|
||||||
# Ensure the file exists, and issue a warning if it doesn't (but still allow the function to continue).
|
|
||||||
$pyvenvConfigPath = Join-Path -Resolve -Path $ConfigDir -ChildPath 'pyvenv.cfg' -ErrorAction Continue
|
|
||||||
|
|
||||||
# An empty map will be returned if no config file is found.
|
|
||||||
$pyvenvConfig = @{ }
|
|
||||||
|
|
||||||
if ($pyvenvConfigPath) {
|
|
||||||
|
|
||||||
Write-Verbose "File exists, parse `key = value` lines"
|
|
||||||
$pyvenvConfigContent = Get-Content -Path $pyvenvConfigPath
|
|
||||||
|
|
||||||
$pyvenvConfigContent | ForEach-Object {
|
|
||||||
$keyval = $PSItem -split "\s*=\s*", 2
|
|
||||||
if ($keyval[0] -and $keyval[1]) {
|
|
||||||
$val = $keyval[1]
|
|
||||||
|
|
||||||
# Remove extraneous quotations around a string value.
|
|
||||||
if ("'""".Contains($val.Substring(0, 1))) {
|
|
||||||
$val = $val.Substring(1, $val.Length - 2)
|
|
||||||
}
|
|
||||||
|
|
||||||
$pyvenvConfig[$keyval[0]] = $val
|
|
||||||
Write-Verbose "Adding Key: '$($keyval[0])'='$val'"
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
return $pyvenvConfig
|
|
||||||
}
|
|
||||||
|
|
||||||
|
|
||||||
<# Begin Activate script --------------------------------------------------- #>
|
|
||||||
|
|
||||||
# Determine the containing directory of this script
|
|
||||||
$VenvExecPath = Split-Path -Parent $MyInvocation.MyCommand.Definition
|
|
||||||
$VenvExecDir = Get-Item -Path $VenvExecPath
|
|
||||||
|
|
||||||
Write-Verbose "Activation script is located in path: '$VenvExecPath'"
|
|
||||||
Write-Verbose "VenvExecDir Fullname: '$($VenvExecDir.FullName)"
|
|
||||||
Write-Verbose "VenvExecDir Name: '$($VenvExecDir.Name)"
|
|
||||||
|
|
||||||
# Set values required in priority: CmdLine, ConfigFile, Default
|
|
||||||
# First, get the location of the virtual environment, it might not be
|
|
||||||
# VenvExecDir if specified on the command line.
|
|
||||||
if ($VenvDir) {
|
|
||||||
Write-Verbose "VenvDir given as parameter, using '$VenvDir' to determine values"
|
|
||||||
}
|
|
||||||
else {
|
|
||||||
Write-Verbose "VenvDir not given as a parameter, using parent directory name as VenvDir."
|
|
||||||
$VenvDir = $VenvExecDir.Parent.FullName.TrimEnd("\\/")
|
|
||||||
Write-Verbose "VenvDir=$VenvDir"
|
|
||||||
}
|
|
||||||
|
|
||||||
# Next, read the `pyvenv.cfg` file to determine any required value such
|
|
||||||
# as `prompt`.
|
|
||||||
$pyvenvCfg = Get-PyVenvConfig -ConfigDir $VenvDir
|
|
||||||
|
|
||||||
# Next, set the prompt from the command line, or the config file, or
|
|
||||||
# just use the name of the virtual environment folder.
|
|
||||||
if ($Prompt) {
|
|
||||||
Write-Verbose "Prompt specified as argument, using '$Prompt'"
|
|
||||||
}
|
|
||||||
else {
|
|
||||||
Write-Verbose "Prompt not specified as argument to script, checking pyvenv.cfg value"
|
|
||||||
if ($pyvenvCfg -and $pyvenvCfg['prompt']) {
|
|
||||||
Write-Verbose " Setting based on value in pyvenv.cfg='$($pyvenvCfg['prompt'])'"
|
|
||||||
$Prompt = $pyvenvCfg['prompt'];
|
|
||||||
}
|
|
||||||
else {
|
|
||||||
Write-Verbose " Setting prompt based on parent's directory's name. (Is the directory name passed to venv module when creating the virutal environment)"
|
|
||||||
Write-Verbose " Got leaf-name of $VenvDir='$(Split-Path -Path $venvDir -Leaf)'"
|
|
||||||
$Prompt = Split-Path -Path $venvDir -Leaf
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
Write-Verbose "Prompt = '$Prompt'"
|
|
||||||
Write-Verbose "VenvDir='$VenvDir'"
|
|
||||||
|
|
||||||
# Deactivate any currently active virtual environment, but leave the
|
|
||||||
# deactivate function in place.
|
|
||||||
deactivate -nondestructive
|
|
||||||
|
|
||||||
# Now set the environment variable VIRTUAL_ENV, used by many tools to determine
|
|
||||||
# that there is an activated venv.
|
|
||||||
$env:VIRTUAL_ENV = $VenvDir
|
|
||||||
|
|
||||||
if (-not $Env:VIRTUAL_ENV_DISABLE_PROMPT) {
|
|
||||||
|
|
||||||
Write-Verbose "Setting prompt to '$Prompt'"
|
|
||||||
|
|
||||||
# Set the prompt to include the env name
|
|
||||||
# Make sure _OLD_VIRTUAL_PROMPT is global
|
|
||||||
function global:_OLD_VIRTUAL_PROMPT { "" }
|
|
||||||
Copy-Item -Path function:prompt -Destination function:_OLD_VIRTUAL_PROMPT
|
|
||||||
New-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Description "Python virtual environment prompt prefix" -Scope Global -Option ReadOnly -Visibility Public -Value $Prompt
|
|
||||||
|
|
||||||
function global:prompt {
|
|
||||||
Write-Host -NoNewline -ForegroundColor Green "($_PYTHON_VENV_PROMPT_PREFIX) "
|
|
||||||
_OLD_VIRTUAL_PROMPT
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
# Clear PYTHONHOME
|
|
||||||
if (Test-Path -Path Env:PYTHONHOME) {
|
|
||||||
Copy-Item -Path Env:PYTHONHOME -Destination Env:_OLD_VIRTUAL_PYTHONHOME
|
|
||||||
Remove-Item -Path Env:PYTHONHOME
|
|
||||||
}
|
|
||||||
|
|
||||||
# Add the venv to the PATH
|
|
||||||
Copy-Item -Path Env:PATH -Destination Env:_OLD_VIRTUAL_PATH
|
|
||||||
$Env:PATH = "$VenvExecDir$([System.IO.Path]::PathSeparator)$Env:PATH"
|
|
||||||
|
|
||||||
# SIG # Begin signature block
|
|
||||||
# MIIcwAYJKoZIhvcNAQcCoIIcsTCCHK0CAQExDzANBglghkgBZQMEAgEFADB5Bgor
|
|
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|
|
||||||
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|
|
||||||
# 8NAvsN7H7BO7/48rXCNwrg891FS5vaCCC38wggUwMIIEGKADAgECAhAECRgbX9W7
|
|
||||||
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|
|
||||||
# EwxEaWdpQ2VydCBJbmMxGTAXBgNVBAsTEHd3dy5kaWdpY2VydC5jb20xJDAiBgNV
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|
||||||
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|
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|
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
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|
||||||
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|
||||||
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|
||||||
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|
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
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|
||||||
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|
||||||
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|
||||||
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|
||||||
# xVWYpFv4KeQSSwoo0DzMvmERsTzNvVBMWhu9OriJNg+QfFmf96zVTu93cZ+r7xMp
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
# LWFzc3VyZWQtY3MtZzEuY3JsMEwGA1UdIARFMEMwNwYJYIZIAYb9bAMBMCowKAYI
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|
||||||
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|
||||||
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|
|
||||||
# ZXJ0LmNvbTBOBggrBgEFBQcwAoZCaHR0cDovL2NhY2VydHMuZGlnaWNlcnQuY29t
|
|
||||||
# L0RpZ2lDZXJ0U0hBMkFzc3VyZWRJRENvZGVTaWduaW5nQ0EuY3J0MAwGA1UdEwEB
|
|
||||||
# /wQCMAAwDQYJKoZIhvcNAQELBQADggEBAEt1oS21X0axiafPjyY+vlYqjWKuUu/Y
|
|
||||||
# FuYWIEq6iRRaFabNDhj9RBFQF/aJiE5msrQEOfAD6/6gVSH91lZWBqg6NEeG9T9S
|
|
||||||
# XbiAPvJ9CEWFsdkXUrjbWhvCnuZ7kqUuU5BAumI1QRbpYgZL3UA+iZXkmjbGh1ln
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|
||||||
# 8rUhWIxbBYL4Sg2nqpB44p7CUFYkPj/MbwU2gvBV2pXjj5WaskoZtsACMv5g42BN
|
|
||||||
# oVLoRAi+ev6s07POt+JtHRIm87lTyuc8wh0swTPUwksKbLU1Zdj9CpqtzXnuVE0w
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|
||||||
# 50exJvRSK3Vt4g+0vigpI3qPmDdpkf9+4Mvy0XMNcqrthw20R+PkIlMxghCXMIIQ
|
|
||||||
# kwIBATCBhjByMQswCQYDVQQGEwJVUzEVMBMGA1UEChMMRGlnaUNlcnQgSW5jMRkw
|
|
||||||
# FwYDVQQLExB3d3cuZGlnaWNlcnQuY29tMTEwLwYDVQQDEyhEaWdpQ2VydCBTSEEy
|
|
||||||
# IEFzc3VyZWQgSUQgQ29kZSBTaWduaW5nIENBAhADPtXtoGXRuMkd/PkqbJvYMA0G
|
|
||||||
# CWCGSAFlAwQCAQUAoIGaMBkGCSqGSIb3DQEJAzEMBgorBgEEAYI3AgEEMBwGCisG
|
|
||||||
# AQQBgjcCAQsxDjAMBgorBgEEAYI3AgEVMC4GCisGAQQBgjcCAQwxIDAeoByAGgBQ
|
|
||||||
# AHkAdABoAG8AbgAgADMALgA4AC4AMQAwMC8GCSqGSIb3DQEJBDEiBCAGueLiZxG/
|
|
||||||
# uwwkezGlE6NGik7PbC5BWsmef6UPtfvL6DANBgkqhkiG9w0BAQEFAASCAgBFCSGD
|
|
||||||
# sxcFCakg+TKDhbuPBHuY6y9GIgOIPoDAKzSNTmGd38nlGq9GNiOCDzYDS2tEdwwc
|
|
||||||
# 3Kt4G9Yc6OF8aPhYSjOg2N2DGoRDk5FYg1VAZYtdZGWIWkbxHKv1//04J38a18Wd
|
|
||||||
# QpSk+54Nu4ith/3HXeiUxb1IjHECHyq/cBj34op7Kl3SiSfLt4qW6n1FyQnrAq9M
|
|
||||||
# 8EyAJwx1q7sX5ugzvHTUE/stbLkxXO/k06MQ96GPt+knJgWy77EOgdwMQmnQoLQV
|
|
||||||
# XFyMQsa4SxpytVOtOgpdzAavrrmC6qbifbqLeUcioA4a2pm9Pa2xVetUFDilvSyM
|
|
||||||
# rIHRGx5LUCK1FGYccjXidJ4NFvINNT6pOylwkraxZdWJsptTrdR9oRUo8Lh6QAh1
|
|
||||||
# JPAw4mod88kbI5/5H0rOcTsa7P8jAtxkp0uwvxvGUxT+M+A5hwu81wTYsQZbEaVn
|
|
||||||
# H+JI2ADE4CnquMwhoUqQsqgVctZGX1r4AA7LhveEZEHOQ7m6KPYepdTKAGBf0KhO
|
|
||||||
# eEOSjJpnjQzaVmTaP2pfxgaoHHTSQ4AwIdIyO9m5wDoIznWT9T8618T6mzL0m8W5
|
|
||||||
# cX1fHREbifIJLSv3PXiYde0OWVqYIQO9PS7uTJ345Th+TCZUc+SYrC6Vq0PUsRZH
|
|
||||||
# IHLP6UH7SZfsjmlQbD/IiHR9g3kDInlij+IgQ6GCDUQwgg1ABgorBgEEAYI3AwMB
|
|
||||||
# MYINMDCCDSwGCSqGSIb3DQEHAqCCDR0wgg0ZAgEDMQ8wDQYJYIZIAWUDBAIBBQAw
|
|
||||||
# dwYLKoZIhvcNAQkQAQSgaARmMGQCAQEGCWCGSAGG/WwHATAxMA0GCWCGSAFlAwQC
|
|
||||||
# AQUABCBuuoKKI5VzqiwEcymFiOxOYAKyJj+lwucjo+Pb4yWr0QIQTCCWuLxarqMV
|
|
||||||
# tBcxlyFhXBgPMjAyMTA1MDMxMTUyNDhaoIIKNzCCBP4wggPmoAMCAQICEA1CSuC+
|
|
||||||
# Ooj/YEAhzhQA8N0wDQYJKoZIhvcNAQELBQAwcjELMAkGA1UEBhMCVVMxFTATBgNV
|
|
||||||
# BAoTDERpZ2lDZXJ0IEluYzEZMBcGA1UECxMQd3d3LmRpZ2ljZXJ0LmNvbTExMC8G
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|
||||||
# A1UEAxMoRGlnaUNlcnQgU0hBMiBBc3N1cmVkIElEIFRpbWVzdGFtcGluZyBDQTAe
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|
||||||
# Fw0yMTAxMDEwMDAwMDBaFw0zMTAxMDYwMDAwMDBaMEgxCzAJBgNVBAYTAlVTMRcw
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|
||||||
# FQYDVQQKEw5EaWdpQ2VydCwgSW5jLjEgMB4GA1UEAxMXRGlnaUNlcnQgVGltZXN0
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
# L1e1hyDrDo4s1SPa9E14RuMDgzEpSlwMMYpKjIjF9zBa+RSvFV9sQ0kJ/SYjU/aN
|
|
||||||
# Y+gaq1uxHTDCm2mCtNv8VlS8H6GHq756WwogL0sJyZWnjbL61mOLTqVyHO6fegFz
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|
||||||
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|
||||||
# BAIwADAWBgNVHSUBAf8EDDAKBggrBgEFBQcDCDBBBgNVHSAEOjA4MDYGCWCGSAGG
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|
||||||
# /WwHATApMCcGCCsGAQUFBwIBFhtodHRwOi8vd3d3LmRpZ2ljZXJ0LmNvbS9DUFMw
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|
||||||
# HwYDVR0jBBgwFoAU9LbhIB3+Ka7S5GGlsqIlssgXNW4wHQYDVR0OBBYEFDZEho6k
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|
||||||
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|
||||||
# Z2ljZXJ0LmNvbS9zaGEyLWFzc3VyZWQtdHMuY3JsMDKgMKAuhixodHRwOi8vY3Js
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|
||||||
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|
||||||
# eTB3MCQGCCsGAQUFBzABhhhodHRwOi8vb2NzcC5kaWdpY2VydC5jb20wTwYIKwYB
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|
||||||
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|
||||||
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|
||||||
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|
|
||||||
# 2Tu9/kQCZk3taaQP9rhwz2Lo9VFKeHk2eie38+dSn5On7UOee+e03UEiifuHokYD
|
|
||||||
# Tvz0/rdkd2NfI1Jpg4L6GlPtkMyNoRdzDfTzZTlwS/Oc1np72gy8PTLQG8v1Yfx1
|
|
||||||
# CAB2vIEO+MDhXM/EEXLnG2RJ2CKadRVC9S0yOIHa9GCiurRS+1zgYSQlT7LfySmo
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|
||||||
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|
||||||
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|
||||||
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|
||||||
# bmMxGTAXBgNVBAsTEHd3dy5kaWdpY2VydC5jb20xJDAiBgNVBAMTG0RpZ2lDZXJ0
|
|
||||||
# IEFzc3VyZWQgSUQgUm9vdCBDQTAeFw0xNjAxMDcxMjAwMDBaFw0zMTAxMDcxMjAw
|
|
||||||
# MDBaMHIxCzAJBgNVBAYTAlVTMRUwEwYDVQQKEwxEaWdpQ2VydCBJbmMxGTAXBgNV
|
|
||||||
# BAsTEHd3dy5kaWdpY2VydC5jb20xMTAvBgNVBAMTKERpZ2lDZXJ0IFNIQTIgQXNz
|
|
||||||
# dXJlZCBJRCBUaW1lc3RhbXBpbmcgQ0EwggEiMA0GCSqGSIb3DQEBAQUAA4IBDwAw
|
|
||||||
# ggEKAoIBAQC90DLuS82Pf92puoKZxTlUKFe2I0rEDgdFM1EQfdD5fU1ofue2oPSN
|
|
||||||
# s4jkl79jIZCYvxO8V9PD4X4I1moUADj3Lh477sym9jJZ/l9lP+Cb6+NGRwYaVX4L
|
|
||||||
# J37AovWg4N4iPw7/fpX786O6Ij4YrBHk8JkDbTuFfAnT7l3ImgtU46gJcWvgzyIQ
|
|
||||||
# D3XPcXJOCq3fQDpct1HhoXkUxk0kIzBdvOw8YGqsLwfM/fDqR9mIUF79Zm5WYScp
|
|
||||||
# iYRR5oLnRlD9lCosp+R1PrqYD4R/nzEU1q3V8mTLex4F0IQZchfxFwbvPc3WTe8G
|
|
||||||
# Qv2iUypPhR3EHTyvz9qsEPXdrKzpVv+TAgMBAAGjggHOMIIByjAdBgNVHQ4EFgQU
|
|
||||||
# 9LbhIB3+Ka7S5GGlsqIlssgXNW4wHwYDVR0jBBgwFoAUReuir/SSy4IxLVGLp6ch
|
|
||||||
# nfNtyA8wEgYDVR0TAQH/BAgwBgEB/wIBADAOBgNVHQ8BAf8EBAMCAYYwEwYDVR0l
|
|
||||||
# BAwwCgYIKwYBBQUHAwgweQYIKwYBBQUHAQEEbTBrMCQGCCsGAQUFBzABhhhodHRw
|
|
||||||
# Oi8vb2NzcC5kaWdpY2VydC5jb20wQwYIKwYBBQUHMAKGN2h0dHA6Ly9jYWNlcnRz
|
|
||||||
# LmRpZ2ljZXJ0LmNvbS9EaWdpQ2VydEFzc3VyZWRJRFJvb3RDQS5jcnQwgYEGA1Ud
|
|
||||||
# HwR6MHgwOqA4oDaGNGh0dHA6Ly9jcmw0LmRpZ2ljZXJ0LmNvbS9EaWdpQ2VydEFz
|
|
||||||
# c3VyZWRJRFJvb3RDQS5jcmwwOqA4oDaGNGh0dHA6Ly9jcmwzLmRpZ2ljZXJ0LmNv
|
|
||||||
# bS9EaWdpQ2VydEFzc3VyZWRJRFJvb3RDQS5jcmwwUAYDVR0gBEkwRzA4BgpghkgB
|
|
||||||
# hv1sAAIEMCowKAYIKwYBBQUHAgEWHGh0dHBzOi8vd3d3LmRpZ2ljZXJ0LmNvbS9D
|
|
||||||
# UFMwCwYJYIZIAYb9bAcBMA0GCSqGSIb3DQEBCwUAA4IBAQBxlRLpUYdWac3v3dp8
|
|
||||||
# qmN6s3jPBjdAhO9LhL/KzwMC/cWnww4gQiyvd/MrHwwhWiq3BTQdaq6Z+CeiZr8J
|
|
||||||
# qmDfdqQ6kw/4stHYfBli6F6CJR7Euhx7LCHi1lssFDVDBGiy23UC4HLHmNY8ZOUf
|
|
||||||
# SBAYX4k4YU1iRiSHY4yRUiyvKYnleB/WCxSlgNcSR3CzddWThZN+tpJn+1Nhiaj1
|
|
||||||
# a5bA9FhpDXzIAbG5KHW3mWOFIoxhynmUfln8jA/jb7UBJrZspe6HUSHkWGCbugwt
|
|
||||||
# K22ixH67xCUrRwIIfEmuE7bhfEJCKMYYVs9BNLZmXbZ0e/VWMyIvIjayS6JKldj1
|
|
||||||
# po5SMYICTTCCAkkCAQEwgYYwcjELMAkGA1UEBhMCVVMxFTATBgNVBAoTDERpZ2lD
|
|
||||||
# ZXJ0IEluYzEZMBcGA1UECxMQd3d3LmRpZ2ljZXJ0LmNvbTExMC8GA1UEAxMoRGln
|
|
||||||
# aUNlcnQgU0hBMiBBc3N1cmVkIElEIFRpbWVzdGFtcGluZyBDQQIQDUJK4L46iP9g
|
|
||||||
# QCHOFADw3TANBglghkgBZQMEAgEFAKCBmDAaBgkqhkiG9w0BCQMxDQYLKoZIhvcN
|
|
||||||
# AQkQAQQwHAYJKoZIhvcNAQkFMQ8XDTIxMDUwMzExNTI0OFowKwYLKoZIhvcNAQkQ
|
|
||||||
# AgwxHDAaMBgwFgQU4deCqOGRvu9ryhaRtaq0lKYkm/MwLwYJKoZIhvcNAQkEMSIE
|
|
||||||
# IF4QsNmEZSxyIoRHXsGFuji0l/UWCqW9PHVzCEWUlsAfMA0GCSqGSIb3DQEBAQUA
|
|
||||||
# BIIBAGLTB2GJcXOg7O2cTQmsIoasfSqq+sCpeV4z2od18Lx4IIdnj3R0gKY8UH2T
|
|
||||||
# 2j0JMcPogZDZxqxKY//0KP5AL1SzHwD5tN/61Fg/oVk6Yp7dw8HN1V5Kayg9IrXf
|
|
||||||
# xyfway7Zc6YAWWzRtf5vv7xpgRKGTUahGrYZwxJPnAyhW643vymwhkQ/cRodTJIz
|
|
||||||
# d3qdy4sTHORPKwPUzhxjhsGah6GBAe+Rho03JiRIvQsvUaF5igjA4fJ1QSFKZvqz
|
|
||||||
# rA0oiJNZckQHYEPxh1AQShen9Jhr7fd2j5bVVBpaWAALmRdr8Q12CiFlQyk4KKy7
|
|
||||||
# AEIHi2Rbf06++s+R2qJ5Tzfggs4=
|
|
||||||
# SIG # End signature block
|
|
||||||
@ -1,76 +0,0 @@
|
|||||||
# This file must be used with "source bin/activate" *from bash*
|
|
||||||
# you cannot run it directly
|
|
||||||
|
|
||||||
deactivate () {
|
|
||||||
# reset old environment variables
|
|
||||||
if [ -n "${_OLD_VIRTUAL_PATH:-}" ] ; then
|
|
||||||
PATH="${_OLD_VIRTUAL_PATH:-}"
|
|
||||||
export PATH
|
|
||||||
unset _OLD_VIRTUAL_PATH
|
|
||||||
fi
|
|
||||||
if [ -n "${_OLD_VIRTUAL_PYTHONHOME:-}" ] ; then
|
|
||||||
PYTHONHOME="${_OLD_VIRTUAL_PYTHONHOME:-}"
|
|
||||||
export PYTHONHOME
|
|
||||||
unset _OLD_VIRTUAL_PYTHONHOME
|
|
||||||
fi
|
|
||||||
|
|
||||||
# This should detect bash and zsh, which have a hash command that must
|
|
||||||
# be called to get it to forget past commands. Without forgetting
|
|
||||||
# past commands the $PATH changes we made may not be respected
|
|
||||||
if [ -n "${BASH:-}" -o -n "${ZSH_VERSION:-}" ] ; then
|
|
||||||
hash -r
|
|
||||||
fi
|
|
||||||
|
|
||||||
if [ -n "${_OLD_VIRTUAL_PS1:-}" ] ; then
|
|
||||||
PS1="${_OLD_VIRTUAL_PS1:-}"
|
|
||||||
export PS1
|
|
||||||
unset _OLD_VIRTUAL_PS1
|
|
||||||
fi
|
|
||||||
|
|
||||||
unset VIRTUAL_ENV
|
|
||||||
if [ ! "${1:-}" = "nondestructive" ] ; then
|
|
||||||
# Self destruct!
|
|
||||||
unset -f deactivate
|
|
||||||
fi
|
|
||||||
}
|
|
||||||
|
|
||||||
# unset irrelevant variables
|
|
||||||
deactivate nondestructive
|
|
||||||
|
|
||||||
VIRTUAL_ENV="J:\Desktop\Projekt\bitsearch"
|
|
||||||
export VIRTUAL_ENV
|
|
||||||
|
|
||||||
_OLD_VIRTUAL_PATH="$PATH"
|
|
||||||
PATH="$VIRTUAL_ENV/Scripts:$PATH"
|
|
||||||
export PATH
|
|
||||||
|
|
||||||
# unset PYTHONHOME if set
|
|
||||||
# this will fail if PYTHONHOME is set to the empty string (which is bad anyway)
|
|
||||||
# could use `if (set -u; : $PYTHONHOME) ;` in bash
|
|
||||||
if [ -n "${PYTHONHOME:-}" ] ; then
|
|
||||||
_OLD_VIRTUAL_PYTHONHOME="${PYTHONHOME:-}"
|
|
||||||
unset PYTHONHOME
|
|
||||||
fi
|
|
||||||
|
|
||||||
if [ -z "${VIRTUAL_ENV_DISABLE_PROMPT:-}" ] ; then
|
|
||||||
_OLD_VIRTUAL_PS1="${PS1:-}"
|
|
||||||
if [ "x(bitsearch) " != x ] ; then
|
|
||||||
PS1="(bitsearch) ${PS1:-}"
|
|
||||||
else
|
|
||||||
if [ "`basename \"$VIRTUAL_ENV\"`" = "__" ] ; then
|
|
||||||
# special case for Aspen magic directories
|
|
||||||
# see https://aspen.io/
|
|
||||||
PS1="[`basename \`dirname \"$VIRTUAL_ENV\"\``] $PS1"
|
|
||||||
else
|
|
||||||
PS1="(`basename \"$VIRTUAL_ENV\"`)$PS1"
|
|
||||||
fi
|
|
||||||
fi
|
|
||||||
export PS1
|
|
||||||
fi
|
|
||||||
|
|
||||||
# This should detect bash and zsh, which have a hash command that must
|
|
||||||
# be called to get it to forget past commands. Without forgetting
|
|
||||||
# past commands the $PATH changes we made may not be respected
|
|
||||||
if [ -n "${BASH:-}" -o -n "${ZSH_VERSION:-}" ] ; then
|
|
||||||
hash -r
|
|
||||||
fi
|
|
||||||
@ -1,33 +0,0 @@
|
|||||||
@echo off
|
|
||||||
|
|
||||||
rem This file is UTF-8 encoded, so we need to update the current code page while executing it
|
|
||||||
for /f "tokens=2 delims=:." %%a in ('"%SystemRoot%\System32\chcp.com"') do (
|
|
||||||
set _OLD_CODEPAGE=%%a
|
|
||||||
)
|
|
||||||
if defined _OLD_CODEPAGE (
|
|
||||||
"%SystemRoot%\System32\chcp.com" 65001 > nul
|
|
||||||
)
|
|
||||||
|
|
||||||
set VIRTUAL_ENV=J:\Desktop\Projekt\bitsearch
|
|
||||||
|
|
||||||
if not defined PROMPT set PROMPT=$P$G
|
|
||||||
|
|
||||||
if defined _OLD_VIRTUAL_PROMPT set PROMPT=%_OLD_VIRTUAL_PROMPT%
|
|
||||||
if defined _OLD_VIRTUAL_PYTHONHOME set PYTHONHOME=%_OLD_VIRTUAL_PYTHONHOME%
|
|
||||||
|
|
||||||
set _OLD_VIRTUAL_PROMPT=%PROMPT%
|
|
||||||
set PROMPT=(bitsearch) %PROMPT%
|
|
||||||
|
|
||||||
if defined PYTHONHOME set _OLD_VIRTUAL_PYTHONHOME=%PYTHONHOME%
|
|
||||||
set PYTHONHOME=
|
|
||||||
|
|
||||||
if defined _OLD_VIRTUAL_PATH set PATH=%_OLD_VIRTUAL_PATH%
|
|
||||||
if not defined _OLD_VIRTUAL_PATH set _OLD_VIRTUAL_PATH=%PATH%
|
|
||||||
|
|
||||||
set PATH=%VIRTUAL_ENV%\Scripts;%PATH%
|
|
||||||
|
|
||||||
:END
|
|
||||||
if defined _OLD_CODEPAGE (
|
|
||||||
"%SystemRoot%\System32\chcp.com" %_OLD_CODEPAGE% > nul
|
|
||||||
set _OLD_CODEPAGE=
|
|
||||||
)
|
|
||||||
@ -1,21 +0,0 @@
|
|||||||
@echo off
|
|
||||||
|
|
||||||
if defined _OLD_VIRTUAL_PROMPT (
|
|
||||||
set "PROMPT=%_OLD_VIRTUAL_PROMPT%"
|
|
||||||
)
|
|
||||||
set _OLD_VIRTUAL_PROMPT=
|
|
||||||
|
|
||||||
if defined _OLD_VIRTUAL_PYTHONHOME (
|
|
||||||
set "PYTHONHOME=%_OLD_VIRTUAL_PYTHONHOME%"
|
|
||||||
set _OLD_VIRTUAL_PYTHONHOME=
|
|
||||||
)
|
|
||||||
|
|
||||||
if defined _OLD_VIRTUAL_PATH (
|
|
||||||
set "PATH=%_OLD_VIRTUAL_PATH%"
|
|
||||||
)
|
|
||||||
|
|
||||||
set _OLD_VIRTUAL_PATH=
|
|
||||||
|
|
||||||
set VIRTUAL_ENV=
|
|
||||||
|
|
||||||
:END
|
|
||||||
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
@ -1,3 +0,0 @@
|
|||||||
home = C:\software\python3
|
|
||||||
include-system-site-packages = false
|
|
||||||
version = 3.8.10
|
|
||||||
@ -1,23 +0,0 @@
|
|||||||
aniso8601==9.0.1
|
|
||||||
attrs==21.4.0
|
|
||||||
click==8.0.3
|
|
||||||
colorama==0.4.4
|
|
||||||
Flask==2.0.2
|
|
||||||
Flask-RESTful==0.3.9
|
|
||||||
flask-restplus==0.13.0
|
|
||||||
importlib-resources==5.4.0
|
|
||||||
itsdangerous==2.0.1
|
|
||||||
Jinja2==3.0.3
|
|
||||||
joblib==1.1.0
|
|
||||||
jsonschema==4.4.0
|
|
||||||
MarkupSafe==2.0.1
|
|
||||||
numpy==1.22.1
|
|
||||||
pyrsistent==0.18.1
|
|
||||||
pytz==2021.3
|
|
||||||
scikit-learn==1.0.2
|
|
||||||
scipy==1.7.3
|
|
||||||
six==1.16.0
|
|
||||||
sklearn==0.0
|
|
||||||
threadpoolctl==3.0.0
|
|
||||||
Werkzeug==2.0.2
|
|
||||||
zipp==3.7.0
|
|
||||||
61
twitter.py
61
twitter.py
@ -1,61 +0,0 @@
|
|||||||
# %%
|
|
||||||
import pandas as pd
|
|
||||||
import os
|
|
||||||
import re
|
|
||||||
# %% [markdown]
|
|
||||||
### Reading data - this part need changing when data
|
|
||||||
# %%
|
|
||||||
path = os.getcwd()
|
|
||||||
filename = 'training_data_clean.csv'
|
|
||||||
filepath = path+'/'+filename
|
|
||||||
data = pd.read_csv(filepath, header=None,
|
|
||||||
delimiter=',', encoding_errors='surrogateescape')
|
|
||||||
data.columns = ['index', 'id','date', 'query', 'user', 'text']
|
|
||||||
# %% [markdown]
|
|
||||||
### Function definitions
|
|
||||||
# %%
|
|
||||||
change_dict = {
|
|
||||||
# tokens
|
|
||||||
"USERNAME": ['@\w+|@'],
|
|
||||||
"URL": ['http\S*'],
|
|
||||||
"EMOJI": ["[;:][dbop\(\)\[\]]|[dbop\(\)\[\]][;:]|xd+|\S*&\S*"],
|
|
||||||
# standardization
|
|
||||||
', ': ['\s,'],
|
|
||||||
'. ': ['\s\.'],
|
|
||||||
' ': ['\s{2,}'],
|
|
||||||
"'": ["<EFBFBD>"],
|
|
||||||
'?': ["\s\?+|\?+"],
|
|
||||||
'!': ["\s\!+|\!+"]
|
|
||||||
}
|
|
||||||
|
|
||||||
def clean_lines(line, change_dict):
|
|
||||||
line = line.lower()
|
|
||||||
for change_to, change_regex_list in change_dict.items():
|
|
||||||
for change_regex in change_regex_list:
|
|
||||||
line = re.sub(change_regex, change_to, line)
|
|
||||||
return line
|
|
||||||
|
|
||||||
def get_rep_idx_to_cut_out_from_str(line):
|
|
||||||
occurence = 0
|
|
||||||
idx_to_cut = []
|
|
||||||
for idx, letter in enumerate(line):
|
|
||||||
if idx > 0:
|
|
||||||
occurence = occurence+1 if line[idx-1] == letter else 0
|
|
||||||
if occurence >= 2:
|
|
||||||
idx_to_cut.append(idx)
|
|
||||||
return idx_to_cut
|
|
||||||
|
|
||||||
def truncate_duplicated_letters_to_two(line):
|
|
||||||
idx_to_cut = get_rep_idx_to_cut_out_from_str(line)
|
|
||||||
str_out =''
|
|
||||||
for i,s in enumerate(line):
|
|
||||||
if i not in idx_to_cut:
|
|
||||||
str_out += s
|
|
||||||
return str_out
|
|
||||||
# %% [markdown]
|
|
||||||
### Cleaning
|
|
||||||
# %%
|
|
||||||
text = [clean_lines(x, change_dict) for x in data.loc[:, 'text'].values.tolist()]
|
|
||||||
text = [truncate_duplicated_letters_to_two(x).strip() for x in text]
|
|
||||||
data.text = text
|
|
||||||
# %%
|
|
||||||
Loading…
Reference in New Issue
Block a user