From c200a696d0309f28c4cfb49d25a940cde8b7736c Mon Sep 17 00:00:00 2001 From: SouthFox Date: Fri, 30 Dec 2022 13:04:25 +0800 Subject: [PATCH] WIP/year analysis --- BDSM/commands.py | 80 +++ Pipfile | 3 + Pipfile.lock | 523 +++++++++++++--- input.txt | 25 + misc/mask.png | Bin 0 -> 120593 bytes misc/stopwords.txt | 1477 ++++++++++++++++++++++++++++++++++++++++++++ misc/user_dict.txt | 3 + requirements.txt | 19 +- 8 files changed, 2044 insertions(+), 86 deletions(-) create mode 100644 input.txt create mode 100644 misc/mask.png create mode 100644 misc/stopwords.txt create mode 100644 misc/user_dict.txt diff --git a/BDSM/commands.py b/BDSM/commands.py index bf8de89..f18899a 100644 --- a/BDSM/commands.py +++ b/BDSM/commands.py @@ -16,6 +16,86 @@ def initdb(drop): db.create_all() click.echo('Initialized database.') +@app.cli.command() +def analysis(): + """Analysis current Year""" + from BDSM.models import Toot, Other + from sqlalchemy.sql import extract + from sqlalchemy import func + from sqlalchemy import desc + from . import db + from wordcloud import WordCloud + from PIL import Image + import numpy as np + import jieba + import re + + year_toots = Toot.query.filter(extract('year', Toot.created_at) == 2022) + print("2022 总计嘟文" + str(len(year_toots.all()))) + print("2022 年发言最多天数排名" + + str(db.session.query(func.strftime("%Y-%m-%d", Toot.created_at + ).label('date'),func.count('date') + ).filter(extract('year', Toot.created_at) == 2022 + ).group_by('date' + ).order_by(desc(func.count('date')) + ).all()[:3]) + ) + + print("2022 年互动最多帐号排名" + + str(db.session.query(Other.acct.label('count'),func.count('count') + ).filter(extract('year', Other.created_at) == 2022 + ).group_by('count' + ).order_by(desc(func.count('count')) + ).all()[:3]) + ) + + toots_counter = 0 + public_counter = 0 + toots_content = '' + + html_pattern = re.compile(r'<[^>]+>',re.S) + url_pattern = re.compile(r'https?:\/\/(www\.)?[-a-zA-Z0-9@:%._\+~#=]{1,256}\.[a-zA-Z0-9()]{1,6}\b([-a-zA-Z0-9()!@:%_\+.~#?&\/\/=]*)',re.S) + emoji_pattern = re.compile(r':+?[a-zA-Z0-9_]+:',re.S) + at_pattern = re.compile(r'@+?[a-zA-Z0-9\._]+ ',re.S) + mask = np.array(Image.open("misc/mask.png")) + + for i in year_toots: + if i.content != None: + toot_content = html_pattern.sub('', i.content) + toot_content = url_pattern.sub('', toot_content) + toot_content = emoji_pattern.sub('', toot_content) + toot_content = at_pattern.sub('', toot_content) + toots_content += toot_content + + toots_counter += 1 + if i.visibility == 'public': + public_counter += 1 + + print("2022 实际有内容嘟文数量:" + str(toots_counter)) + print("2022 公开嘟文数量" + str(public_counter)) + + jieba.load_userdict(r'misc/user_dict.txt') + wordlist = jieba.lcut(toots_content) + space_list = ' '.join(wordlist) + stopwords = set() + content = [line.strip() for line in open('misc/stopwords.txt','r').readlines()] + stopwords.update(content) + + wc = WordCloud(width=1400, height=2200, + background_color='white', + mask=mask, + stopwords=stopwords, + mode='RGB', + max_words=500, + max_font_size=150, + #relative_scaling=0.6, + font_path="/usr/share/fonts/noto-cjk/NotoSerifCJK-Regular.ttc", + random_state=50, + scale=2 + ).generate(space_list) + wc.to_file("output.png") + print(" 词图统计已生成在根目录,名字为 output.png") + @app.cli.command() def renderfile(): """render toot""" diff --git a/Pipfile b/Pipfile index 3c2d9ee..5170776 100644 --- a/Pipfile +++ b/Pipfile @@ -9,6 +9,9 @@ flask = "*" flask-sqlalchemy = ">3.0.0" python-dotenv = "*" tenacity = "*" +jieba = "*" +wordcloud = "*" +numpy = "*" [dev-packages] diff --git a/Pipfile.lock b/Pipfile.lock index 2d1daad..155dfdd 100644 --- a/Pipfile.lock +++ b/Pipfile.lock @@ -1,7 +1,7 @@ { "_meta": { "hash": { - "sha256": "57b5f4bb9fd3f2d51e80ac64791821561c28edb776138137bfb3ef01295b8fc0" + "sha256": "ebc55cebd08f9b6f108b8cf54493152783ee04f2134f0766133c52bf28d2a170" }, "pipfile-spec": 6, "requires": { @@ -25,18 +25,18 @@ }, "certifi": { "hashes": [ - "sha256:0d9c601124e5a6ba9712dbc60d9c53c21e34f5f641fe83002317394311bdce14", - "sha256:90c1a32f1d68f940488354e36370f6cca89f0f106db09518524c88d6ed83f382" + "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3", + "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18" ], "markers": "python_version >= '3.6'", - "version": "==2022.9.24" + "version": "==2022.12.7" }, "charset-normalizer": { "hashes": [ "sha256:5a3d016c7c547f69d6f81fb0db9449ce888b418b5b9952cc5e6e66843e9dd845", "sha256:83e9a75d1911279afd89352c68b45348559d1fc0506b054b346651b5e7fee29f" ], - "markers": "python_version >= '3.6'", + "markers": "python_full_version >= '3.6.0'", "version": "==2.1.1" }, "click": { @@ -47,6 +47,89 @@ "markers": "python_version >= '3.7'", "version": "==8.1.3" }, + "contourpy": { + "hashes": [ + "sha256:0236875c5a0784215b49d00ebbe80c5b6b5d5244b3655a36dda88105334dea17", + 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[ "sha256:0109af1138afbfb8ae647e31a2b1ab030f58b21dd8528c27beaeb0093b7938a9", @@ -145,14 +236,6 @@ "markers": "python_version >= '3.5'", "version": "==3.4" }, - "importlib-metadata": { - "hashes": [ - "sha256:da31db32b304314d044d3c12c79bd59e307889b287ad12ff387b3500835fc2ab", - "sha256:ddb0e35065e8938f867ed4928d0ae5bf2a53b7773871bfe6bcc7e4fcdc7dea43" - ], - "markers": "python_version < '3.10'", - "version": "==5.0.0" - }, "itsdangerous": { "hashes": [ "sha256:2c2349112351b88699d8d4b6b075022c0808887cb7ad10069318a8b0bc88db44", @@ -161,6 +244,13 @@ "markers": "python_version >= '3.7'", "version": "==2.1.2" }, + "jieba": { + "hashes": [ + "sha256:055ca12f62674fafed09427f176506079bc135638a14e23e25be909131928db2" + ], + "index": "pypi", + "version": "==0.42.1" + }, "jinja2": { "hashes": [ "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852", @@ -169,6 +259,80 @@ "markers": "python_version >= '3.7'", "version": "==3.1.2" }, + "kiwisolver": { + "hashes": [ + 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