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niimpy API docs
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Demo notebook for Niimpy Exploration layer modules
Demo notebook for analysing location data
Demo notebook for analyzing application data
Demo notebook for analyzing audio data
Demo notebook: Analysing battery data
Feature extraction
Basic transformations
Demo notebook for analyzing calls and SMS data
Demo notebook for analyzing screen on/off data
Surveys
Demo notebook: Analysing tracker data
Demo Notebook on Reading and Exploring the Studentlife Dataset
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Q
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V
A
aggregate() (in module niimpy.preprocessing.util)
ALL (class in niimpy.reading.database)
app_count() (in module niimpy.preprocessing.application)
app_duration() (in module niimpy.preprocessing.application)
audio_count_loud() (in module niimpy.preprocessing.audio)
audio_count_silent() (in module niimpy.preprocessing.audio)
audio_count_speech() (in module niimpy.preprocessing.audio)
audio_max_db() (in module niimpy.preprocessing.audio)
audio_max_freq() (in module niimpy.preprocessing.audio)
audio_mean_db() (in module niimpy.preprocessing.audio)
audio_mean_freq() (in module niimpy.preprocessing.audio)
audio_median_db() (in module niimpy.preprocessing.audio)
audio_median_freq() (in module niimpy.preprocessing.audio)
audio_min_db() (in module niimpy.preprocessing.audio)
audio_min_freq() (in module niimpy.preprocessing.audio)
audio_std_db() (in module niimpy.preprocessing.audio)
audio_std_freq() (in module niimpy.preprocessing.audio)
B
bar() (in module niimpy.exploration.eda.missingness)
bar_count() (in module niimpy.exploration.eda.missingness)
barplot_() (in module niimpy.exploration.eda.countplot)
battery_charge_discharge() (in module niimpy.preprocessing.battery)
battery_discharge() (in module niimpy.preprocessing.battery)
battery_gaps() (in module niimpy.preprocessing.battery)
battery_mean_level() (in module niimpy.preprocessing.battery)
battery_median_level() (in module niimpy.preprocessing.battery)
battery_occurrences() (in module niimpy.preprocessing.battery)
battery_shutdown_time() (in module niimpy.preprocessing.battery)
battery_std_level() (in module niimpy.preprocessing.battery)
boxplot_() (in module niimpy.exploration.eda.countplot)
C
calculate_averages_() (in module niimpy.exploration.eda.lineplot)
calculate_bins() (in module niimpy.exploration.eda.countplot)
call_count() (in module niimpy.preprocessing.communication)
call_duration_mean() (in module niimpy.preprocessing.communication)
call_duration_median() (in module niimpy.preprocessing.communication)
call_duration_std() (in module niimpy.preprocessing.communication)
call_duration_total() (in module niimpy.preprocessing.communication)
call_outgoing_incoming_ratio() (in module niimpy.preprocessing.communication)
categorize_answers() (in module niimpy.exploration.eda.categorical)
classify_app() (in module niimpy.preprocessing.application)
clean_survey_column_names() (in module niimpy.preprocessing.survey)
cluster_locations() (in module niimpy.preprocessing.location)
combine_dataframe_() (in module niimpy.exploration.eda.punchcard)
compute_nbin_maxdist_home() (in module niimpy.preprocessing.location)
convert_survey_to_numerical_answer() (in module niimpy.preprocessing.survey)
count() (niimpy.reading.database.Data1 method)
countplot() (in module niimpy.exploration.eda.countplot)
create_categorical_dataframe() (in module niimpy.exploration.setup_dataframe)
create_dataframe() (in module niimpy.exploration.setup_dataframe)
create_missing_dataframe() (in module niimpy.exploration.setup_dataframe)
create_timeindex_dataframe() (in module niimpy.exploration.setup_dataframe)
D
Data1 (class in niimpy.reading.database)
date_range() (in module niimpy.preprocessing.util)
df_normalize() (in module niimpy.preprocessing.util)
distance_matrix() (in module niimpy.preprocessing.location)
duration_util_screen() (in module niimpy.preprocessing.screen)
E
event_classification_screen() (in module niimpy.preprocessing.screen)
execute() (niimpy.reading.database.Data1 method)
exists() (niimpy.reading.database.Data1 method)
extract_features_app() (in module niimpy.preprocessing.application)
extract_features_audio() (in module niimpy.preprocessing.audio)
extract_features_battery() (in module niimpy.preprocessing.battery)
extract_features_comms() (in module niimpy.preprocessing.communication)
extract_features_location() (in module niimpy.preprocessing.location)
extract_features_screen() (in module niimpy.preprocessing.screen)
extract_features_survey() (in module niimpy.preprocessing.survey)
extract_features_tracker() (in module niimpy.preprocessing.tracker)
F
filter_dataframe() (in module niimpy.preprocessing.filter)
filter_location() (in module niimpy.preprocessing.location)
finalize() (niimpy.reading.database.sqlite3_stdev method)
find_battery_gaps() (in module niimpy.preprocessing.battery)
find_home() (in module niimpy.preprocessing.location)
find_non_battery_gaps() (in module niimpy.preprocessing.battery)
find_real_gaps() (in module niimpy.preprocessing.battery)
first() (niimpy.reading.database.Data1 method)
format_battery_data() (in module niimpy.preprocessing.battery)
G
get_counts() (in module niimpy.exploration.eda.countplot)
get_speeds_totaldist() (in module niimpy.preprocessing.location)
get_survey_score() (niimpy.reading.database.Data1 method)
get_timerange_() (in module niimpy.exploration.eda.punchcard)
get_xticks_() (in module niimpy.exploration.eda.categorical)
group_data() (in module niimpy.preprocessing.application)
(in module niimpy.preprocessing.audio)
(in module niimpy.preprocessing.battery)
(in module niimpy.preprocessing.communication)
(in module niimpy.preprocessing.location)
(in module niimpy.preprocessing.screen)
(in module niimpy.preprocessing.survey)
(in module niimpy.preprocessing.tracker)
H
heatmap() (in module niimpy.exploration.eda.missingness)
hourly() (niimpy.reading.database.Data1 method)
I
install_extensions() (in module niimpy.preprocessing.util)
L
last() (niimpy.reading.database.Data1 method)
location_distance_features() (in module niimpy.preprocessing.location)
location_number_of_significant_places() (in module niimpy.preprocessing.location)
location_significant_place_features() (in module niimpy.preprocessing.location)
M
matrix() (in module niimpy.exploration.eda.missingness)
missing_data_format() (in module niimpy.exploration.missingness)
missing_noise() (in module niimpy.exploration.missingness)
module
niimpy
niimpy.analysis
niimpy.exploration
niimpy.exploration.eda
niimpy.exploration.eda.categorical
niimpy.exploration.eda.countplot
niimpy.exploration.eda.lineplot
niimpy.exploration.eda.missingness
niimpy.exploration.eda.punchcard
niimpy.exploration.missingness
niimpy.exploration.setup_dataframe
niimpy.preprocessing
niimpy.preprocessing.application
niimpy.preprocessing.audio
niimpy.preprocessing.battery
niimpy.preprocessing.communication
niimpy.preprocessing.filter
niimpy.preprocessing.location
niimpy.preprocessing.sampledata
niimpy.preprocessing.screen
niimpy.preprocessing.survey
niimpy.preprocessing.tracker
niimpy.preprocessing.util
niimpy.reading
niimpy.reading.database
niimpy.reading.read
N
niimpy
module
niimpy.analysis
module
niimpy.exploration
module
niimpy.exploration.eda
module
niimpy.exploration.eda.categorical
module
niimpy.exploration.eda.countplot
module
niimpy.exploration.eda.lineplot
module
niimpy.exploration.eda.missingness
module
niimpy.exploration.eda.punchcard
module
niimpy.exploration.missingness
module
niimpy.exploration.setup_dataframe
module
niimpy.preprocessing
module
niimpy.preprocessing.application
module
niimpy.preprocessing.audio
module
niimpy.preprocessing.battery
module
niimpy.preprocessing.communication
module
niimpy.preprocessing.filter
module
niimpy.preprocessing.location
module
niimpy.preprocessing.sampledata
module
niimpy.preprocessing.screen
module
niimpy.preprocessing.survey
module
niimpy.preprocessing.tracker
module
niimpy.preprocessing.util
module
niimpy.reading
module
niimpy.reading.database
module
niimpy.reading.read
module
number_of_significant_places() (in module niimpy.preprocessing.location)
O
occurrence() (in module niimpy.preprocessing.util)
(niimpy.reading.database.Data1 method)
open() (in module niimpy.reading.database)
P
plot_averages_() (in module niimpy.exploration.eda.lineplot)
plot_categories() (in module niimpy.exploration.eda.categorical)
plot_grouped_categories() (in module niimpy.exploration.eda.categorical)
plot_timeseries_() (in module niimpy.exploration.eda.lineplot)
punchcard_() (in module niimpy.exploration.eda.punchcard)
punchcard_plot() (in module niimpy.exploration.eda.punchcard)
Q
question_by_group() (in module niimpy.exploration.eda.categorical)
questionnaire_grouped_summary() (in module niimpy.exploration.eda.categorical)
questionnaire_summary() (in module niimpy.exploration.eda.categorical)
R
raw() (niimpy.reading.database.Data1 method)
read_csv() (in module niimpy.reading.read)
read_csv_string() (in module niimpy.reading.read)
read_sqlite() (in module niimpy.reading.read)
read_sqlite_tables() (in module niimpy.reading.read)
resample_data_() (in module niimpy.exploration.eda.lineplot)
reset_groups() (in module niimpy.preprocessing.application)
(in module niimpy.preprocessing.audio)
(in module niimpy.preprocessing.battery)
(in module niimpy.preprocessing.communication)
(in module niimpy.preprocessing.location)
(in module niimpy.preprocessing.screen)
(in module niimpy.preprocessing.survey)
(in module niimpy.preprocessing.tracker)
S
screen_count() (in module niimpy.preprocessing.screen)
screen_duration() (in module niimpy.preprocessing.screen)
screen_duration_max() (in module niimpy.preprocessing.screen)
screen_duration_mean() (in module niimpy.preprocessing.screen)
screen_duration_median() (in module niimpy.preprocessing.screen)
screen_duration_min() (in module niimpy.preprocessing.screen)
screen_duration_std() (in module niimpy.preprocessing.screen)
screen_first_unlock() (in module niimpy.preprocessing.screen)
screen_missing_data() (in module niimpy.exploration.missingness)
screen_off() (in module niimpy.preprocessing.screen)
set_tz() (in module niimpy.preprocessing.util)
shutdown_info() (in module niimpy.preprocessing.battery)
sms_count() (in module niimpy.preprocessing.communication)
sqlite3_stdev (class in niimpy.reading.database)
step() (niimpy.reading.database.sqlite3_stdev method)
step_summary() (in module niimpy.preprocessing.tracker)
sum_survey_scores() (in module niimpy.preprocessing.survey)
survey_statistic() (in module niimpy.preprocessing.survey)
T
tables() (niimpy.reading.database.Data1 method)
timeplot() (in module niimpy.exploration.eda.lineplot)
timestamps() (niimpy.reading.database.Data1 method)
tmp_timezone() (in module niimpy.preprocessing.util)
to_datetime() (in module niimpy.preprocessing.util)
tracker_daily_step_distribution() (in module niimpy.preprocessing.tracker)
U
uninstall_extensions() (in module niimpy.preprocessing.util)
user_table_counts() (niimpy.reading.database.Data1 method)
users() (niimpy.reading.database.Data1 method)
util_screen() (in module niimpy.preprocessing.screen)
V
validate_username() (niimpy.reading.database.Data1 method)
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