stress_at_work_analysis/exploration/expl_screen.py

62 lines
1.4 KiB
Python

# ---
# jupyter:
# jupytext:
# formats: ipynb,py:percent
# text_representation:
# extension: .py
# format_name: percent
# format_version: '1.3'
# jupytext_version: 1.11.2
# kernelspec:
# display_name: straw2analysis
# language: python
# name: straw2analysis
# ---
# %%
import os
import sys
from tabulate import tabulate
nb_dir = os.path.split(os.getcwd())[0]
if nb_dir not in sys.path:
sys.path.append(nb_dir)
import participants.query_db
# %%
from features.screen import *
# %%
df_screen_nokia = get_screen_data(["nokia_0000003"])
# %%
print(df_screen_nokia)
# %%
participants_inactive_usernames = participants.query_db.get_usernames()
df_screen_inactive = get_screen_data(participants_inactive_usernames)
# %%
df_screen_inactive["screen_status"] = (
df_screen_inactive["screen_status"]
.astype("category")
.cat.rename_categories(screen_status)
)
screen_freq = df_screen_inactive.value_counts("screen_status")
tabulate(screen_freq.to_frame(), tablefmt="html")
# %%
print(screen_status)
# %% [markdown]
# A typical sequence might be: off -> locked -> on -> unlocked (0 -> 2 -> 1 -> 3)
# %%
status_diff = df_screen_nokia.sort_values("timestamp")["screen_status"].diff()
status_diff.value_counts().to_frame()
# %% [markdown]
# But I have also seen off -> on -> unlocked (with 2 - locked missing) and off -> locked -> on -> off -> locked (*again*).