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z$BlI>cuwao$dh^3s@#P55z;+P6XRkh?XHNcZ+U!#voT}dUBirN%}dPN2wTt`twJ}F zkv5^;!uHQrs7bpk>P9aTUc^s)E@$BFHQJGP(dBucHk)c<@CSd6>TR; N=ThA$np^hl^9SmTo96%k literal 0 HcmV?d00001 diff --git a/manage.py b/manage.py index 042972e..831a073 100755 --- a/manage.py +++ b/manage.py @@ -3,7 +3,7 @@ import sys if __name__ == "__main__": - os.environ.setdefault("DJANGO_SETTINGS_MODULE", "Axelbib.settings") + os.environ.setdefault("DJANGO_SETTINGS_MODULE", "WheresMyField.settings") from django.core.management import execute_from_command_line From a57f0ddc69f5a893498267ae5d280875c490b819 Mon Sep 17 00:00:00 2001 From: Geraint Palmer Date: Wed, 29 Mar 2017 12:07:52 +0100 Subject: [PATCH 04/10] update gitignore --- .gitignore | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 926abf7..ef95422 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,4 @@ .DS_Store -*.sqlite3 \ No newline at end of file +*.sqlite3 +*.hypothesis* +*__pycache__* \ No newline at end of file From d9a9f4a9916abf95e98ed9d9de276a343c3e7eb4 Mon Sep 17 00:00:00 2001 From: Blair Archibald Date: Wed, 29 Mar 2017 12:07:57 +0100 Subject: [PATCH 05/10] Completed basic boostrap hello world Based on simple templates and the boostrap3 library --- WheresMyField/settings.py | 7 +--- WheresMyField/urls.py | 11 +----- library/templates/library/base.html | 8 +++++ library/templates/library/index.html | 1 + library/views.py | 54 +++------------------------- requirements.txt | 25 ++++++++----- 6 files changed, 32 insertions(+), 74 deletions(-) create mode 100644 library/templates/library/base.html create mode 100644 library/templates/library/index.html diff --git a/WheresMyField/settings.py b/WheresMyField/settings.py index 21e2f52..2cd6a5b 100644 --- a/WheresMyField/settings.py +++ b/WheresMyField/settings.py @@ -27,15 +27,9 @@ ALLOWED_HOSTS = [] -REST_FRAMEWORK = { - 'DEFAULT_PERMISSION_CLASSES': ('rest_framework.permissions.IsAdminUser',), - 'PAGE_SIZE': 10 -} - # Application definition INSTALLED_APPS = [ - 'rest_framework', 'library.apps.LibraryConfig', 'django.contrib.admin', 'django.contrib.auth', @@ -43,6 +37,7 @@ 'django.contrib.sessions', 'django.contrib.messages', 'django.contrib.staticfiles', + 'bootstrap3', ] MIDDLEWARE_CLASSES = [ diff --git a/WheresMyField/urls.py b/WheresMyField/urls.py index a0b7c3d..5969180 100644 --- a/WheresMyField/urls.py +++ b/WheresMyField/urls.py @@ -1,18 +1,9 @@ from django.contrib import admin from django.conf.urls import url, include -from rest_framework import routers from library import views -router = routers.DefaultRouter() -router.register(r'article', views.ArticleViewSet) -router.register(r'author', views.AuthorViewSet) -router.register(r'year', views.YearViewSet) -router.register(r'label', views.LabelViewSet) -router.register(r'keyword', views.KeyWordViewSet) -router.register(r'strategies', views.StrategiesViewSet) - urlpatterns = [ + url(r'^index', views.viewDashboard), url(r'^admin/', admin.site.urls), - url(r'^', include(router.urls)), url(r'^api-auth/', include('rest_framework.urls', namespace='rest_framework')) ] diff --git a/library/templates/library/base.html b/library/templates/library/base.html new file mode 100644 index 0000000..14ca154 --- /dev/null +++ b/library/templates/library/base.html @@ -0,0 +1,8 @@ +{% load bootstrap3 %} + +{% bootstrap_css %} +{% bootstrap_javascript %} + +{% bootstrap_messages %} + +Hello world diff --git a/library/templates/library/index.html b/library/templates/library/index.html new file mode 100644 index 0000000..3d1f5af --- /dev/null +++ b/library/templates/library/index.html @@ -0,0 +1 @@ +{% extends 'library/base.html' %} diff --git a/library/views.py b/library/views.py index 3ff9185..07ec326 100644 --- a/library/views.py +++ b/library/views.py @@ -1,50 +1,6 @@ -from rest_framework import viewsets -from .serializers import * +from django.http import HttpResponse +from django.template import loader - -class ArticleViewSet(viewsets.ModelViewSet): - """ - View function for Article objects. - """ - queryset = Article.objects.all() - serializer_class = ArticleSerializer - - -class AuthorViewSet(viewsets.ModelViewSet): - """ - View function for Author objects. - """ - queryset = Author.objects.all() - serializer_class = AuthorSerializer - - -class YearViewSet(viewsets.ModelViewSet): - """ - View function for Year objects. - """ - queryset = Year.objects.all().order_by('year') - serializer_class = YearSerializer - - -class LabelViewSet(viewsets.ModelViewSet): - """ - View function for Label objects. - """ - queryset = Label.objects.all() - serializer_class = LabelsSerializer - - -class KeyWordViewSet(viewsets.ModelViewSet): - """ - View function for Key word objects. - """ - queryset = Year.objects.all() - serializer_class = KeyWordSerializer - - -class StrategiesViewSet(viewsets.ModelViewSet): - """ - View function for Strategies objects. - """ - queryset = Strategies.objects.all() - serializer_class = StrategiesSerializer +def viewDashboard(request): + template = loader.get_template('library/index.html') + return HttpResponse(template.render()) diff --git a/requirements.txt b/requirements.txt index e1b9032..d8c1b74 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,9 +1,16 @@ -django -hypothesis -faker -pytz -djangorestframework -markdown -django-filter -beautifulsoup4 -coverage +appdirs==1.4.3 +beautifulsoup4==4.5.3 +coverage==4.3.4 +Django==1.10.6 +django-bootstrap3==8.2.1 +django-filter==1.0.2 +djangorestframework==3.6.2 +Faker==0.7.10 +hypothesis==3.7.0 +Markdown==2.6.8 +packaging==16.8 +pkg-resources==0.0.0 +pyparsing==2.2.0 +python-dateutil==2.6.0 +pytz==2016.10 +six==1.10.0 From 89f32722d96abf3f449796b6b19229cd2bb1c6fc Mon Sep 17 00:00:00 2001 From: Geraint Palmer Date: Wed, 29 Mar 2017 12:14:18 +0100 Subject: [PATCH 06/10] remove pkg-resources from requirements --- requirements.txt | 1 - 1 file changed, 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index d8c1b74..f2191d1 100644 --- a/requirements.txt +++ b/requirements.txt @@ -9,7 +9,6 @@ Faker==0.7.10 hypothesis==3.7.0 Markdown==2.6.8 packaging==16.8 -pkg-resources==0.0.0 pyparsing==2.2.0 python-dateutil==2.6.0 pytz==2016.10 From 4a62d87bad72fda18f28ab2dbeefe82f4696264e Mon Sep 17 00:00:00 2001 From: Geraint Palmer Date: Wed, 29 Mar 2017 12:17:27 +0100 Subject: [PATCH 07/10] replace http response with render in views --- library/views.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/library/views.py b/library/views.py index 07ec326..c89af55 100644 --- a/library/views.py +++ b/library/views.py @@ -1,6 +1,6 @@ from django.http import HttpResponse from django.template import loader +from django.shortcuts import get_object_or_404, render, render_to_response def viewDashboard(request): - template = loader.get_template('library/index.html') - return HttpResponse(template.render()) + return render(request, 'library/index.html') \ No newline at end of file From a95e9821ee640c393453ecb00bd80574e2d5a3c4 Mon Sep 17 00:00:00 2001 From: Geraint Palmer Date: Wed, 29 Mar 2017 12:25:31 +0100 Subject: [PATCH 08/10] mock data displaying --- library/templates/library/base.html | 38 ++++++++++++++++++++++++++++- library/views.py | 5 +++- 2 files changed, 41 insertions(+), 2 deletions(-) diff --git a/library/templates/library/base.html b/library/templates/library/base.html index 14ca154..cf9cf47 100644 --- a/library/templates/library/base.html +++ b/library/templates/library/base.html @@ -5,4 +5,40 @@ {% bootstrap_messages %} -Hello world +Popular keywords:: + +

+ + +Popular Authors:: + +
    + +{% for author in authors %} + +
  • {{author}}
  • + +{% endfor %} + +
+ + +Popular Journals:: + +
    + +{% for journal in journals %} + +
  • {{journal}}
  • + +{% endfor %} + +
\ No newline at end of file diff --git a/library/views.py b/library/views.py index c89af55..c9eebf9 100644 --- a/library/views.py +++ b/library/views.py @@ -3,4 +3,7 @@ from django.shortcuts import get_object_or_404, render, render_to_response def viewDashboard(request): - return render(request, 'library/index.html') \ No newline at end of file + keywords = ['Game Theory', 'Prisoners Dilemma', 'Tournament'] + authors = ['Nikoleta Glynatsi', 'Prince Charles', 'Postman Pat', 'Madonna'] + journals = ['Management Science', 'Operations Research', 'EJOR'] + return render(request, 'library/index.html', {'keywords':keywords, 'authors':authors, 'journals':journals}) \ No newline at end of file From 4790dd01e92c6f510bd45e0cc091965e1f3d63fb Mon Sep 17 00:00:00 2001 From: Geraint Palmer Date: Wed, 29 Mar 2017 10:34:12 +0100 Subject: [PATCH 09/10] initial app, breaking --- .gitignore | 2 + WheresMyField/.DS_Store | Bin 0 -> 6148 bytes WheresMyField/__init__.py | 0 WheresMyField/settings.py | 128 +++++++++++++++++++++++++++++ WheresMyField/urls.py | 18 ++++ WheresMyField/wsgi.py | 16 ++++ library/.DS_Store | Bin 0 -> 6148 bytes library/__init__.py | 0 library/admin.py | 26 ++++++ library/apps.py | 5 ++ library/models.py | 156 +++++++++++++++++++++++++++++++++++ library/serializers.py | 82 +++++++++++++++++++ library/tests.py | 168 ++++++++++++++++++++++++++++++++++++++ library/views.py | 50 ++++++++++++ manage.py | 10 +++ requirements.txt | 9 ++ 16 files changed, 670 insertions(+) create mode 100644 .gitignore create mode 100644 WheresMyField/.DS_Store create mode 100644 WheresMyField/__init__.py create mode 100644 WheresMyField/settings.py create mode 100644 WheresMyField/urls.py create mode 100644 WheresMyField/wsgi.py create mode 100644 library/.DS_Store create mode 100644 library/__init__.py create mode 100644 library/admin.py create mode 100644 library/apps.py create mode 100644 library/models.py create mode 100644 library/serializers.py create mode 100644 library/tests.py create mode 100644 library/views.py create mode 100755 manage.py create mode 100644 requirements.txt diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..926abf7 --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +.DS_Store +*.sqlite3 \ No newline at end of file diff --git a/WheresMyField/.DS_Store b/WheresMyField/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..d087523c980393ac605927268613a34bebb94a89 GIT binary patch literal 6148 zcmeHKO-sW-5PefCR(k2t;~qT;{)14e;8pK_v`Q@mTWpK;mLKR3@Zad0*|C_UUPW{! z%)ZTJ-Y$8&WU>HcxV}FH1^{|=#m*s{9j4FKTh{T&K2dCp8CJOAb%I4JI|9E^0bRSk zt=SAu__}_Zi*i00m-8_*bbFlBkKfJM`(!P!!31~oM?B~_bynxP#ac3N#Y^X#VrhG& zIoE50b$~UVQSQ!`%U1RaGpC$E_hDmfd23|zHY^kf1ww&;rT}ZUTCblm+E5@A2nDtZ z==UMf6${5IqkTHq*b#u(W!Q{;{aI8_ax5IHjC?|qOeJQj_z^=go$=&(g=3X5(;l9mOB@p_J8bRv ziw^L!8_6@vXhqHEw>iy=#XK+OVDRg4f^zsFf!3F*qzx_T8s(N!9w$(}2C5j`CEX#@ zO5Tzni#ZGUyWp2N*1hbvfW0Rp-_Si&6>=2FvTn~Px(GBwXbQ|JrMy2&^d2bo!Ap@N zLzW!%vz+zLP+WUyxE5nxDfCr;E@Hph{6}O+>8YPDel_`!Yp4V2fI9G_16Z>;;*mqG z)d6)t9oRa+-v^7rn0Txm%BKUBYyp4+bW5PkKZ~rf9utqXLtH@^Cj~mG@mmbz Date: Wed, 29 Mar 2017 10:34:12 +0100 Subject: [PATCH 10/10] Machine Learning stuff --- .gitignore | 7 ++-- machine_learning/ml_journals.py | 63 +++++++++++++++++++++++++++++++++ machine_learning/nlp_tools.py | 57 +++++++++++++++++++++++++++++ manage.py | 2 +- scraping.py | 30 ++++++++++++++++ 5 files changed, 156 insertions(+), 3 deletions(-) create mode 100644 machine_learning/ml_journals.py create mode 100644 machine_learning/nlp_tools.py create mode 100644 scraping.py diff --git a/.gitignore b/.gitignore index 926abf7..bb13793 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,5 @@ -.DS_Store -*.sqlite3 \ No newline at end of file +DS_Store +*.sqlite3 +data/ +library/migrations/ +` diff --git a/machine_learning/ml_journals.py b/machine_learning/ml_journals.py new file mode 100644 index 0000000..8580ecb --- /dev/null +++ b/machine_learning/ml_journals.py @@ -0,0 +1,63 @@ +import collections +import itertools +import nlp_tools +from operator import add +from library import Article +from sklearn.cluster import KMeans + +from sklearn.feature_extraction.text import TfidfVectorizer + + +class MachineLearning(): + """A machine learning class to output some useful information to the + user""" + def __init__(self): + self.name = 'machine-learning' + self.data = Article.obj.all() + self.co_authors = [] + + def journals(self): + """ + A method that returns that most frequent journal authors in database + publish + """ + self.journals = [article.journal for article in self.data] + self.journals_freq = collections.Counter(self.journals) + + def author_connections(self): + """ + A method which returns a list of co-authors: + """ + self.authors = [[name.name.lower() for name in art.author.all()] for + art in self.data] + + for au in self.authors: + for pair in itertools.combinations(au, 2): + if (pair[0] == pair[1]) is False: + self.co_authors.append(pair) + + def link_keywords(self): + """ + A method which will return the 5 + """ + + self.titles = [article.title for article in self.data] + self.abstracts = [article.abstract for article in self.data] + + self.text = map(add, self.titles, self.abstracts) + + + tfidf_vectorizer = TfidfVectorizer(max_df=0.8, max_features=200000, + min_df=0.01, + tokenizer=nlp_tools.tokenize_text, + ngram_range=(2, 3)) + + tfidf_matrix = tfidf_vectorizer.fit_transform(self.text) + + terms = tfidf_vectorizer.get_feature_names() + + km = KMeans(n_clusters=1, max_iter=500) + km.fit(tfidf_matrix) + + order_centroids = km.cluster_centers_.argsort()[:, ::-1] + clusters = [[terms[ind] for ind in order_centroids[i, :]] for i in range(1)] diff --git a/machine_learning/nlp_tools.py b/machine_learning/nlp_tools.py new file mode 100644 index 0000000..8429ca2 --- /dev/null +++ b/machine_learning/nlp_tools.py @@ -0,0 +1,57 @@ +from spacy.en import English +from nltk.corpus import stopwords +from sklearn.feature_extraction.stop_words import ENGLISH_STOP_WORDS +import string + +parser = English() + +STOPLIST = set(stopwords.words('english') + list(ENGLISH_STOP_WORDS)) +SYMBOLS = " ".join(string.punctuation).split(" ") +SPECIAL_CHAR = ["-", "'", "‘", ":", "-----", "---", '--', "...", "…", "“", + "”", "–", "—"] + + +def clean_text(text): + # get rid of newlines + text = text.strip().replace("\n", " ").replace("\r", " ") + text = text.strip().replace("\\", " ").replace("$", " ") + + # repla ce HTML symbols + text = text.replace("&", "and").replace(">", ">").replace("<", + "<") + + # lowercase + text = text.lower() + + return text + + +def tokenize_text(raw_text): + raw_text = clean_text(raw_text) + # spacy function to get tokens + tokens = parser(raw_text) + + # lemmatize + lemmas = [] + for tok in tokens: + # if tok.like_num == False: + lemmas.append( + tok.lemma_.lower().strip() if tok.lemma_ != "-PRON-" else tok.lower_) + tokens = lemmas + + # remove stopwords & symbols + tokens = [tok for tok in tokens if tok not in STOPLIST] + tokens = [tok for tok in tokens if tok not in SYMBOLS] + tokens = [tok for tok in tokens if tok not in SPECIAL_CHAR] + + # remove spaces if they exist + while "" in tokens: + tokens.remove("") + while " " in tokens: + tokens.remove(" ") + while "\n" in tokens: + tokens.remove("\n") + while "\n\n" in tokens: + tokens.remove("\n\n") + + return tokens diff --git a/manage.py b/manage.py index 042972e..831a073 100755 --- a/manage.py +++ b/manage.py @@ -3,7 +3,7 @@ import sys if __name__ == "__main__": - os.environ.setdefault("DJANGO_SETTINGS_MODULE", "Axelbib.settings") + os.environ.setdefault("DJANGO_SETTINGS_MODULE", "WheresMyField.settings") from django.core.management import execute_from_command_line diff --git a/scraping.py b/scraping.py new file mode 100644 index 0000000..fc42d21 --- /dev/null +++ b/scraping.py @@ -0,0 +1,30 @@ +import arcas +from tqdm import tqdm + +keywords = ['sustainable software', 'replicability', 'reproducibility', + 'dopamine'] + +pbar = tqdm(total=(len(keywords) * 5)) +for p in [arcas.Plos, arcas.Plos, arcas.Arxiv, arcas.Springer]: + + api = p() + start = 1 + switch = True + for key in keywords: + while switch is not False: + parameters = api.parameters_fix(title=key, records=10, start=start) + + url = api.create_url_search(parameters) + request = api.make_request(url) + root = api.get_root(request) + raw_articles = api.parse(root) + try: + for art in raw_articles: + article = api.to_dataframe(art) + api.export(article, 'data/results_{}_{}_{}.json'.format( + api.__class__.__name__, key, start)) + except: + switch = False + start += 10 + pbar.update(1) +