DemiSel
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Messenger_1Million_Stats
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Rozdělené zobrazení Ukázat statistiku rozdílových dat
  1. 41
    0
      .gitignore
  2. 23
    0
      million/analyze/count_participations.py
  3. 16
    0
      million/analyze/retain_counts.py
  4. 11
    0
      million/model/fb_export.py
  5. 10
    0
      million/model/message.py
  6. 6
    0
      million/model/participant.py
  7. 37
    0
      million/parse/fb_exports.py
  8. 16
    0
      million/view/bar_chart.py
  9. binární
      participations.png
  10. 716
    0
      poetry.lock
  11. 18
    0
      pyproject.toml
  12. 23
    0
      scripts/read_top.py

+ 41
- 0
.gitignore Zobrazit soubor 

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+/dist/*
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+_build
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+.cache
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+
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+
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+# Unit test / coverage reports
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+
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+pip-wheel-metadata
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+
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+poetry/core/*

+ 23
- 0
million/analyze/count_participations.py Zobrazit soubor 

@@ -0,0 +1,23 @@
1 
+
2 
+from typing import List
3 
+from million.model.message import Message
4 
+from million.model.participant import Participant
5 
+
6 
+
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+def count_participations(messages: List[Message], participants: List[Participant]):
8 
+    """
9 
+    Count the number of messages sent by each participant
10 
+    """
11 
+    participations = {}
12 
+    for participant in participants:
13 
+        participations[participant.name] = 0
14 
+
15 
+    for message in messages:
16 
+        if message.sender_name not in participations:
17 
+            participations[message.sender_name] = 1
18 
+        else:
19 
+            participations[message.sender_name] += 1
20 
+
21 
+    ordered_participations = sorted(
22 
+        participations.items(), key=lambda x: x[1], reverse=True)
23 
+    return [{"name": v[0], "participations": v[1]} for v in ordered_participations]

+ 16
- 0
million/analyze/retain_counts.py Zobrazit soubor 

@@ -0,0 +1,16 @@
1 
+
2 
+import re
3 
+from typing import List
4 
+from million.model.message import Message
5 
+
6 
+
7 
+def retain_counts(messages : List[Message])-> List[Message]:
8 
+    """
9 
+    Retain only the messages that have a content and a sender_name
10 
+    """
11 
+    return [
12 
+        m for m in messages
13 
+        if m.content and
14 
+        m.sender_name and
15 
+        re.search('(\d{2,}|^\d$)', m.content)
16 
+        ]

+ 11
- 0
million/model/fb_export.py Zobrazit soubor 

@@ -0,0 +1,11 @@
1 
+
2 
+from typing import List
3 
+from pydantic import BaseModel
4 
+from million.model.message import Message
5 
+
6 
+from million.model.participant import Participant
7 
+
8 
+
9 
+class FacebookExport(BaseModel):
10 
+    messages: List[Message]
11 
+    participants: List[Participant]

+ 10
- 0
million/model/message.py Zobrazit soubor 

@@ -0,0 +1,10 @@
1 
+
2 
+from typing import Optional
3 
+from pydantic import BaseModel
4 
+
5 
+
6 
+class Message(BaseModel):
7 
+    sender_name: str
8 
+    timestamp_ms: int
9 
+    content: Optional[str] = None
10 
+    is_geoblocked_for_viewer: bool

+ 6
- 0
million/model/participant.py Zobrazit soubor 

@@ -0,0 +1,6 @@
1 
+
2 
+from pydantic import BaseModel
3 
+
4 
+
5 
+class Participant(BaseModel):
6 
+    name: str

+ 37
- 0
million/parse/fb_exports.py Zobrazit soubor 

@@ -0,0 +1,37 @@
1 
+
2 
+import json
3 
+import os
4 
+import re
5 
+from typing import List
6 
+
7 
+from million.model.fb_export import FacebookExport
8 
+from million.model.message import Message
9 
+
10 
+
11 
+class FacebookExportParser:
12 
+
13 
+    def __init__(self):
14 
+        pass
15 
+
16 
+    def parse(self, file_dir) -> FacebookExport:
17 
+        files = [file_dir +
18 
+                 f for f in os.listdir(file_dir) if f.endswith('.json')]
19 
+        messages = []
20 
+        participants = []
21 
+        for file in files:
22 
+            print(file)
23 
+            with open(file, 'rb') as f:
24 
+                json_data = self.__read_broken_fb_json(f.read())
25 
+                messages += [Message(**m) for m in json_data['messages']]
26 
+                participants += json_data['participants']
27 
+
28 
+        messages.sort(key=lambda m: m.timestamp_ms)
29 
+        return FacebookExport(messages=messages, participants=participants)
30 
+
31 
+    def __read_broken_fb_json(self, binary_data):
32 
+        repaired = re.sub(
33 
+            rb'\\u00([\da-f]{2})',
34 
+            lambda m: bytes.fromhex(m.group(1).decode()),
35 
+            binary_data
36 
+        )
37 
+        return json.loads(repaired.decode('utf8'))

+ 16
- 0
million/view/bar_chart.py Zobrazit soubor 

@@ -0,0 +1,16 @@
1 
+import pandas as pd
2 
+import matplotlib.pyplot as plt
3 
+
4 
+def plot(data):
5 
+    # Convert the list of dictionaries to a pandas DataFrame
6 
+    df = pd.DataFrame(data)
7 
+
8 
+    # Plotting
9 
+    plt.figure(figsize=(10, 6))  # Set the figure size
10 
+    plt.bar(df['name'], df['participations'],
11 
+            color='skyblue')  # Create a bar chart
12 
+    plt.xlabel('Name')  # Label on X-axis
13 
+    plt.ylabel('Participations')  # Label on Y-axis
14 
+    plt.title('Number of Participations by Name')  # Title of the chart
15 
+    plt.xticks(rotation=45)  # Rotate the X-axis labels for better readability
16 
+    plt.savefig('participations.png')  # Save the chart as a PNG file

binární
participations.png Zobrazit soubor


+ 716
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poetry.lock Zobrazit soubor 

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636 
+]
637 
+
638 
+[package.dependencies]
639 
+typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
640 
+
641 
+[[package]]
642 
+name = "pyparsing"
643 
+version = "3.1.1"
644 
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
645 
+optional = false
646 
+python-versions = ">=3.6.8"
647 
+files = [
648 
+    {file = "pyparsing-3.1.1-py3-none-any.whl", hash = "sha256:32c7c0b711493c72ff18a981d24f28aaf9c1fb7ed5e9667c9e84e3db623bdbfb"},
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650 
+]
651 
+
652 
+[package.extras]
653 
+diagrams = ["jinja2", "railroad-diagrams"]
654 
+
655 
+[[package]]
656 
+name = "python-dateutil"
657 
+version = "2.8.2"
658 
+description = "Extensions to the standard Python datetime module"
659 
+optional = false
660 
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
661 
+files = [
662 
+    {file = "python-dateutil-2.8.2.tar.gz", hash = "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86"},
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664 
+]
665 
+
666 
+[package.dependencies]
667 
+six = ">=1.5"
668 
+
669 
+[[package]]
670 
+name = "pytz"
671 
+version = "2024.1"
672 
+description = "World timezone definitions, modern and historical"
673 
+optional = false
674 
+python-versions = "*"
675 
+files = [
676 
+    {file = "pytz-2024.1-py2.py3-none-any.whl", hash = "sha256:328171f4e3623139da4983451950b28e95ac706e13f3f2630a879749e7a8b319"},
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678 
+]
679 
+
680 
+[[package]]
681 
+name = "six"
682 
+version = "1.16.0"
683 
+description = "Python 2 and 3 compatibility utilities"
684 
+optional = false
685 
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
686 
+files = [
687 
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+    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
689 
+]
690 
+
691 
+[[package]]
692 
+name = "typing-extensions"
693 
+version = "4.9.0"
694 
+description = "Backported and Experimental Type Hints for Python 3.8+"
695 
+optional = false
696 
+python-versions = ">=3.8"
697 
+files = [
698 
+    {file = "typing_extensions-4.9.0-py3-none-any.whl", hash = "sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd"},
699 
+    {file = "typing_extensions-4.9.0.tar.gz", hash = "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783"},
700 
+]
701 
+
702 
+[[package]]
703 
+name = "tzdata"
704 
+version = "2024.1"
705 
+description = "Provider of IANA time zone data"
706 
+optional = false
707 
+python-versions = ">=2"
708 
+files = [
709 
+    {file = "tzdata-2024.1-py2.py3-none-any.whl", hash = "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"},
710 
+    {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"},
711 
+]
712 
+
713 
+[metadata]
714 
+lock-version = "2.0"
715 
+python-versions = "^3.10"
716 
+content-hash = "2f3cf452fb668f0f7dc134643e52cee57a754cb616cd4525addbb07d985a24d8"

+ 18
- 0
pyproject.toml Zobrazit soubor 

@@ -0,0 +1,18 @@
1 
+[tool.poetry]
2 
+name = "messenger-1million-stats"
3 
+version = "0.1.0"
4 
+description = ""
5 
+authors = ["demisel <elias@demisel.space>"]
6 
+readme = "README.md"
7 
+packages = [{include = "messenger_1million_stats"}]
8 
+
9 
+[tool.poetry.dependencies]
10 
+python = "^3.10"
11 
+matplotlib = "^3.8.3"
12 
+pydantic = "^2.6.1"
13 
+pandas = "^2.2.0"
14 
+
15 
+
16 
+[build-system]
17 
+requires = ["poetry-core"]
18 
+build-backend = "poetry.core.masonry.api"

+ 23
- 0
scripts/read_top.py Zobrazit soubor 

@@ -0,0 +1,23 @@
1 
+from million.view.bar_chart import plot as bar_chart
2 
+from million.analyze.count_participations import count_participations
3 
+from million.analyze.retain_counts import retain_counts
4 
+from million.parse.fb_exports import FacebookExportParser
5 
+
6 
+
7 
+DATA_PATH = './data/'
8 
+
9 
+parser = FacebookExportParser()
10 
+
11 
+export = parser.parse(DATA_PATH)
12 
+
13 
+filtered = retain_counts(export.messages)
14 
+
15 
+print(len(filtered))
16 
+
17 
+counted_participations = count_participations(filtered, export.participants)
18 
+
19 
+kept_participations = [
20 
+    p for p in counted_participations if p['participations'] > 100]
21 
+
22 
+print("\n".join(
23 
+    [f"{p['name']}: {p['participations']}" for p in kept_participations]))

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