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Messenger_1Million_Stats
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Merge branch 'use_pydantic' of DemiSel/Messenger_1Million_Stats into master

feature/findHolesV2
DemiSel 8 months ago
parent
bf033c52a1 52c206e882
commit
3a1b3f446e
16 changed files with 1075 additions and 0 deletions
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  1. 41
    0
      .gitignore
  2. 23
    0
      million/analyze/count_participations.py
  3. 73
    0
      million/analyze/find_holes.py
  4. 16
    0
      million/analyze/retain_counts.py
  5. 11
    0
      million/model/fb_export.py
  6. 11
    0
      million/model/hole.py
  7. 26
    0
      million/model/message.py
  8. 6
    0
      million/model/participant.py
  9. 12
    0
      million/model/sequence.py
  10. 37
    0
      million/parse/fb_exports.py
  11. 16
    0
      million/view/bar_chart.py
  12. BIN
      participations.png
  13. 716
    0
      poetry.lock
  14. 18
    0
      pyproject.toml
  15. 46
    0
      scripts/find_holes.py
  16. 23
    0
      scripts/read_top.py

+ 41
- 0
.gitignore View File

1 
+*.pyc
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+
3 
+# Packages
4 
+*.egg
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+!/tests/**/*.egg
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+/*.egg-info
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+/dist/*
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+build
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+_build
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+.cache
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+*.so
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+
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+# Installer logs
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+pip-log.txt
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+
16 
+# Unit test / coverage reports
17 
+.coverage
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+.pytest_cache
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+
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+.DS_Store
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+.idea/*
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+.python-version
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+.vscode/*
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+
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+/test.py
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+/test_*.*
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+
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+/setup.cfg
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+MANIFEST.in
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+/setup.py
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+/docs/site/*
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+/tests/fixtures/simple_project/setup.py
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+/tests/fixtures/project_with_extras/setup.py
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+.mypy_cache
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+
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+.venv
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+/releases/*
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+pip-wheel-metadata
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+/poetry.toml
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+
41 
+poetry/core/*

+ 23
- 0
million/analyze/count_participations.py View File

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+
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+from typing import List
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+from million.model.message import Message
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+from million.model.participant import Participant
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+
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+
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+def count_participations(messages: List[Message], participants: List[Participant]):
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+    """
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+    Count the number of messages sent by each participant
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+    """
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+    participations = {}
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+    for participant in participants:
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+        participations[participant.name] = 0
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+
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+    for message in messages:
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+        if message.sender_name not in participations:
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+            participations[message.sender_name] = 1
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+        else:
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+            participations[message.sender_name] += 1
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+
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+    ordered_participations = sorted(
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+        participations.items(), key=lambda x: x[1], reverse=True)
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+    return [{"name": v[0], "participations": v[1]} for v in ordered_participations]

+ 73
- 0
million/analyze/find_holes.py View File

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+
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+
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+from typing import List
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+from million.model.hole import Hole
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+from million.model.message import Message
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+from million.model.sequence import Sequence
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+
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+
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+def compute_sequences(messages: List[Message], accepted_max: int = 1_000_000) -> List[Sequence]:
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+    sequences: List[Sequence] = []
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+    current_sequence = Sequence(
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+        start=messages[0].get_counted_value(),
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+        start_message=messages[0],
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+        end=messages[0].get_counted_value(),
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+        end_message=messages[0]
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+    )
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+    for i in range(1, len(messages)):
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+        message = messages[i]
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+        message_value = message.get_counted_value()
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+        if message_value > accepted_max:
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+            continue
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+        if message_value - current_sequence.end == 1:
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+            current_sequence.end = message_value
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+            current_sequence.end_message = message
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+        else:
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+            sequences.append(current_sequence)
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+            current_sequence = Sequence(
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+                start=message_value,
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+                start_message=message,
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+                end=message_value,
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+                end_message=message
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+            )
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+
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+    # order the sequences by start
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+    sequences.sort(key=lambda s: s.start)
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+
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+    merged_sequences: List[Sequence] = []
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+    current_sequence = sequences[0]
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+    for i in range(1, len(sequences)):
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+        sequence = sequences[i]
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+        sequence_start_is_in_current_sequence = current_sequence.start <= sequence.start and current_sequence.end >= sequence.start
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+        sequence_end_is_further = sequence.end > current_sequence.end
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+        sequence_start_is_current_end_or_next = sequence.start == current_sequence.end + 1
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+
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+        if sequence_start_is_in_current_sequence or sequence_start_is_current_end_or_next:
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+            if sequence_end_is_further:
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+                current_sequence.end = sequence.end
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+                current_sequence.end_message = sequence.end_message
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+        else:
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+            merged_sequences.append(current_sequence)
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+            current_sequence = sequence
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+
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+    # Having merged the sequences once, any sequence having start = end can be removed
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+    return [s for s in merged_sequences if s.start != s.end]
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+
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+
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+def find_holes(messages: List[Message], accepted_max: int = 1_000_000) -> List[Hole]:
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+    """
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+    Find the holes in the conversation
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+    """
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+    merged_sequences = compute_sequences(messages, accepted_max)
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+    holes = []
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+    for i in range(1, len(merged_sequences)):
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+        previous_sequence = merged_sequences[i - 1]
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+        sequence = merged_sequences[i]
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+        if sequence.start - previous_sequence.end > 1:
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+            holes.append(Hole(
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+                start=previous_sequence.end,
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+                end=sequence.start,
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+                start_message=previous_sequence.end_message,
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+                end_message=sequence.start_message
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+            ))
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+    return holes

+ 16
- 0
million/analyze/retain_counts.py View File

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+
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+import re
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+from typing import List
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+from million.model.message import Message
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+
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+
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+def retain_counts(messages : List[Message])-> List[Message]:
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+    """
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+    Retain only the messages that have a content and a sender_name
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+    """
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+    return [
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+        m for m in messages
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+        if m.content and
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+        m.sender_name and
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+        re.search('(\d{2,}|^\d$)', m.content)
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+        ]

+ 11
- 0
million/model/fb_export.py View File

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+
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+from typing import List
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+from pydantic import BaseModel
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+from million.model.message import Message
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+
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+from million.model.participant import Participant
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+
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+
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+class FacebookExport(BaseModel):
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+    messages: List[Message]
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+    participants: List[Participant]

+ 11
- 0
million/model/hole.py View File

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+
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+from pydantic import BaseModel
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+
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+from million.model.message import Message
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+
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+
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+class Hole(BaseModel):
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+    start: int
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+    end: int
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+    start_message: Message
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+    end_message: Message

+ 26
- 0
million/model/message.py View File

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+
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+from math import floor
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+from typing import Optional
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+from pydantic import BaseModel
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+
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+
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+class Message(BaseModel):
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+    sender_name: str
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+    timestamp_ms: int
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+    content: Optional[str] = None
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+    is_geoblocked_for_viewer: Optional[bool] = None
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+
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+    def get_counted_value(self):
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+        """
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+        The content of the message should be (or contain) a number
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+        """
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+        value = None
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+        # Remove any number that is not a digit
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+        # TODO parse potential math expressions in content
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+        cleaned_content = ''.join([c for c in self.content if c.isdigit()])
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+        try:
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+            value = floor(float(cleaned_content))
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+        except Exception as e:
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+            raise ValueError(
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+                f"Message {cleaned_content} does not contain a number ({e})")
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+        return value

+ 6
- 0
million/model/participant.py View File

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+
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+from pydantic import BaseModel
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+
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+
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+class Participant(BaseModel):
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+    name: str

+ 12
- 0
million/model/sequence.py View File

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+
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+from typing import Optional
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+from pydantic import BaseModel
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+
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+from million.model.message import Message
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+
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+
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+class Sequence(BaseModel):
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+    start: int
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+    start_message: Message
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+    end: int
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+    end_message: Message

+ 37
- 0
million/parse/fb_exports.py View File

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+
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+import json
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+import os
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+import re
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+from typing import List
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+
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+from million.model.fb_export import FacebookExport
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+from million.model.message import Message
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+
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+
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+class FacebookExportParser:
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+
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+    def __init__(self):
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+        pass
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+
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+    def parse(self, file_dir) -> FacebookExport:
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+        files = [file_dir +
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+                 f for f in os.listdir(file_dir) if f.endswith('.json')]
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+        messages = []
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+        participants = []
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+        for file in files:
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+            print(file)
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+            with open(file, 'rb') as f:
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+                json_data = self.__read_broken_fb_json(f.read())
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+                messages += [Message(**m) for m in json_data['messages']]
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+                participants += json_data['participants']
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+
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+        messages.sort(key=lambda m: m.timestamp_ms)
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+        return FacebookExport(messages=messages, participants=participants)
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+
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+    def __read_broken_fb_json(self, binary_data):
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+        repaired = re.sub(
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+            rb'\\u00([\da-f]{2})',
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+            lambda m: bytes.fromhex(m.group(1).decode()),
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+            binary_data
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+        )
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+        return json.loads(repaired.decode('utf8'))

+ 16
- 0
million/view/bar_chart.py View File

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

BIN
participations.png View File


+ 716
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poetry.lock View File

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+
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+[[package]]
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+name = "annotated-types"
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+version = "0.6.0"
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+description = "Reusable constraint types to use with typing.Annotated"
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+[[package]]
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+name = "contourpy"
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+version = "1.2.0"
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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 
+    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
688 
+    {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 View File

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"

+ 46
- 0
scripts/find_holes.py View File

1 
+from datetime import datetime
2 
+from million.analyze.find_holes import compute_sequences, find_holes
3 
+from million.view.bar_chart import plot as bar_chart
4 
+from million.analyze.count_participations import count_participations
5 
+from million.analyze.retain_counts import retain_counts
6 
+from million.parse.fb_exports import FacebookExportParser
7 
+
8 
+
9 
+DATA_PATH = './data/'
10 
+
11 
+parser = FacebookExportParser()
12 
+
13 
+export = parser.parse(DATA_PATH)
14 
+
15 
+filtered = retain_counts(export.messages)
16 
+
17 
+sequences = compute_sequences(filtered)
18 
+
19 
+actual_counted = sum([s.end - s.start for s in sequences])
20 
+
21 
+print(f"Actual counted: {actual_counted}")
22 
+
23 
+holes = find_holes(filtered)
24 
+
25 
+print(len(holes))
26 
+
27 
+for hole in holes:
28 
+    print(f"{hole.start} - {hole.end} ({hole.end - hole.start})")
29 
+
30 
+
31 
+# lets export a csv file of the holes and the people responsible for them
32 
+with open('holes.csv', 'w') as f:
33 
+    f.write('début,fin,taille,responsable1,responsable2,date1,date2\n')
34 
+    for hole in holes:
35 
+        date_start = datetime.utcfromtimestamp(
36 
+            hole.start_message.timestamp_ms / 1000.0).strftime('%Y-%m-%d %H:%M:%S')
37 
+        date_end = datetime.utcfromtimestamp(
38 
+            hole.end_message.timestamp_ms / 1000.0).strftime('%Y-%m-%d %H:%M:%S')
39 
+        f.write(
40 
+            f"{hole.start},"
41 
+            f"{hole.end},"
42 
+            f"{hole.end - hole.start},"
43 
+            f"{hole.start_message.sender_name},"
44 
+            f"{hole.end_message.sender_name},"
45 
+            f"{date_start},{date_end}\n"
46 
+        )

+ 23
- 0
scripts/read_top.py View File

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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