zeenk-tql
Overview
What is TQL?
Installation
Obtaining a license key
Prerequisites
Installing
Where To Next?
Quick Start
Table of Contents
Starting the TQL Backend
Importing TQL
Creating Timelines
Introduction to Queries
The TQL Expression Language
Building a Machine Learning Dataset
Training A Machine Learning Model
Model Deployment
Making Predictions
What Next?
Key Concepts and Architecture
The Timeline
Executing Queries against Timelines
Creating Timelines
Creating A TimeSeries
Validating A TimeSeries
Loading A TimeSeries into Pandas or Spark
Getting an Example TimeSeries Row
Visualizing A TimeSeries
Analyzing A TimeSeries
Creating Another TimeSeries
Creating a TimeSeries from an External SQL Store
Listing All Available Projects
Loading a Project Definition
Using A Project In A TQL Query
Expression Language
Literals
Event Attributes
Booleans and Logical Operators
TQL Functions
Function Reference
Mathematical Operators
Probabilibity Distributions
Generating Random Numbers
Hashing
String Manipulation
Date/Time Manipulation
Array Manipulation
Array Manipulation of Timeline Events
Local Variables and Multi-Statement Expressions
The PREDICT Function
The SET_PROPERTY Function
Comments
User Defined Functions (UDFs)
Compile and Runtime Error Handling
Expression Language Cheat Sheet
Where To Next?
Writing Queries
Query Syntax
Query Columns
Expression Types
Selecting Event Attributes
The Select Wildcard Operator
The Validation Operator
The Timeline Limit Operator
The Where Operator
The From Timelines Operator
The Submit Operator
The Format Operator for Spark ResultSets
Column
FeatureColumn
Filtering on Columns
Using event_metadata() and event_time()
The Partition By Operator
The External Timelines Operator
The Downsample By Operator
The Options Operator
The *_var Operators
The Opportunities Operator
The Union or Sampling Operator
User-Defined Functions
Query Options
The drop_constant_feature_columns Option
The numerical_feature_epsilon Option
Using ResultSets
Loading ResultSet Data
ResultSet Partitions
Retrieving Column Names
Row Count
Positive row count
Get Query
Get ID
Load
Refresh
Metrics
User Defined Functions
Table-level UDFs
Query-level UDFs
Inline expression UDFs
Training ML Models
Inspect The bid TimeSeries
Create a Training ResultSet
Estimating a Model
Summarize the Model Training Session
Publish the Model into TQL:
Make Model Predictions with TQL
Jupyter Extensions
Installation
Debugger
Query Visualizer
Configuring TQL
The TQL Configuration File
Modifying the Configuration
Configuration Sections
Scaling TQL
TQL on Spark
Downsampling ResultSets
Optimizing Computation with Scoped Variables
Python API Reference
zeenk-tql
zeenk-causmos
zeenk-data-simulator
Expression Language Reference
Built-ins
UDFs
Quick Start
Table of Contents
Starting the TQL Backend
Importing TQL
Creating Timelines
Introduction to Queries
Creating and executing queries
Interactive Query Execution in Jupyter
The TQL Data Processing Model
The TQL Expression Language
Timeline Expressions
Building a Machine Learning Dataset
Training A Machine Learning Model
Model Deployment
Making Predictions
Batch Predictions
Real-Time Predictions
Prediction As A Service
What Next?
Key Concepts and Architecture
The Timeline
The TimeSeries
The Project
Building Timelines
The Timeline Data Structure
Executing Queries against Timelines
Creating Timelines
Creating A TimeSeries
Validating A TimeSeries
Loading A TimeSeries into Pandas or Spark
Getting an Example TimeSeries Row
Visualizing A TimeSeries
Analyzing A TimeSeries
Creating Another TimeSeries
Creating a TimeSeries from an External SQL Store
Listing All Available Projects
Loading a Project Definition
Using A Project In A TQL Query
Expression Language
Literals
Event Attributes
Booleans and Logical Operators
TQL Functions
Function Reference
Mathematical Operators
Probabilibity Distributions
Generating Random Numbers
Hashing
String Manipulation
Date/Time Manipulation
Array Manipulation
Array Manipulation of Timeline Events
Local Variables and Multi-Statement Expressions
The PREDICT Function
The SET_PROPERTY Function
Comments
User Defined Functions (UDFs)
Compile and Runtime Error Handling
Expression Language Cheat Sheet
Where To Next?
Writing Queries
Query Syntax
Query Columns
Expression Types
Selecting Event Attributes
The Select Wildcard Operator
The wildcard operator selects all event attributes.
The wildcard operator can also select a subset of event attributes.
The Validation Operator
The Timeline Limit Operator
The Where Operator
The From Timelines Operator
The Submit Operator
The Format Operator for Spark ResultSets
Column
FeatureColumn
Filtering on Columns
Using event_metadata() and event_time()
The Partition By Operator
The External Timelines Operator
The Downsample By Operator
The Options Operator
The *_var Operators
The Opportunities Operator
The Union or Sampling Operator
User-Defined Functions
Query Options
The drop_constant_feature_columns Option
The numerical_feature_epsilon Option
Using ResultSets
Loading ResultSet Data
Loading Data as a Python List
Loading Data as a Pandas Dataframe
Loading Data as a Spark Dataframe
ResultSet Partitions
Default Partition
Partition Names
Partitions
Partition
Retrieving Column Names
Row Count
Positive row count
Get Query
Get ID
Load
Refresh
Metrics
User Defined Functions
Table-level UDFs
Defining UDF function source strings
UDF Validation
Uploading a UDF to a table/project
Looking up Table-level UDFs
Deleting a UDF
List all existing UDFs on a table
Query-level UDFs
Inline expression UDFs
Training ML Models
Inspect The bid TimeSeries
Create a Training ResultSet
Estimating a Model
Summarize the Model Training Session
Publish the Model into TQL:
Make Model Predictions with TQL
Jupyter Extensions
Installation
Debugger
The debugger extension will be displayed with the current expression value:
Hovering over a keyword will display its documentation:
There is auto-completion for keywords, variables, and functions:
You can restore the expression value to the value stored in the notebook cell by right-clicking in the editor and selecting Restore Expression.
Running Tests
Code Stepper
Basic Usage
Query Visualizer
Configuring TQL
The TQL Configuration File
Modifying the Configuration
Configuration Sections
FileSystem
Amazon S3 Filesystem
Google GCS Filesystem:
PySpark
Icarus
Database
Scaling TQL
TQL on Spark
Submitting Queries to a Spark Cluster
Spark Resultsets
Retrieving Asynchronous Queries and ResultSets
Connecting to an external Spark Cluster
Reading and Writing To Cloud Storage
Downsampling ResultSets
Simple Downsampling
Downsampling By Attribute
Using the downsample_by() operator
Using the timeline_sample_rate() operator
Optimizing Computation with Scoped Variables
Python API Reference
zeenk-tql
Subpackages
tql.modeling package
Submodules
tql.column module
tql.column_utils module
tql.columnset module
tql.demo_projects module
tql.expression_debugger module
tql.expression_utils module
tql.function_doc module
tql.opportunity_conf module
tql.query module
tql.query_templates module
tql.resultset module
tql.sampling module
tql.timelines module
tql.timeseries module
tql.udf module
tql.validation module
tql.visualizer module
zeenk-causmos
Subpackages
causmos.tests package
Submodules
causmos.causmos_model module
causmos.event_group module
causmos.globals module
causmos.validation module
zeenk-data-simulator
Subpackages
lethe.configs package
lethe.tests package
Submodules
lethe.config module
lethe.config_objects module
lethe.core module
lethe.lethe module
lethe.storage module
lethe.util module
Expression Language Reference
Built-ins
UDFs
zeenk-tql
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Index
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Y
A
ab() (causmos.causmos_model.Causmos method)
ab_diff() (causmos.causmos_model.Causmos method)
ab_diff_continuous() (causmos.causmos_model.Causmos method)
ab_diff_panel() (causmos.causmos_model.Causmos method)
ab_tot() (causmos.causmos_model.Causmos method)
ab_tot_diff() (causmos.causmos_model.Causmos method)
ab_tot_diff_continuous() (causmos.causmos_model.Causmos method)
ab_tot_diff_panel() (causmos.causmos_model.Causmos method)
abort() (tql.query.Query method)
abortById() (tql.query.Query static method)
ABS()
built-in function
ACOS()
built-in function
Activity (class in lethe.config_objects)
activity_features() (in module lethe.configs.demo_set)
(in module lethe.configs.reasonably_rich)
activity_shape() (in module lethe.configs.demo_set)
(in module lethe.configs.reasonably_rich)
add_feature() (tql.modeling.publishedmodel.RowVector method)
add_lambda() (in module tql.expression_utils)
add_meta_feature() (tql.modeling.publishedmodel.RowVector method)
add_test_case() (tql.modeling.publishedmodel.ModelEstimate method)
affects (lethe.config_objects.Interaction property)
AG_MAX()
built-in function
AG_MIN()
built-in function
all() (tql.timelines.Project static method)
ALL_EVENTS()
built-in function
analyze() (tql.timeseries.TimeSeries method)
AND()
built-in function
annotate_columns() (tql.timeseries.TimeSeries method)
as_variable() (in module tql.expression_utils)
ASIN()
built-in function
assert_tql_resultset_generated() (causmos.tests.test_causmos_model.CausmosModelTest method)
astimezone() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
ATAN()
built-in function
attributes() (causmos.event_group.EventGroup method)
auction() (in module lethe.configs.abpp)
(in module lethe.configs.demo_set)
(in module lethe.configs.og)
(in module lethe.configs.reasonably_rich)
(in module lethe.core)
AVG()
built-in function
B
base_config() (in module lethe.config)
baseline() (causmos.causmos_model.Causmos method)
BootstrapConf (class in tql.modeling)
(class in tql.modeling.h2o.estimator)
BUCKET()
built-in function
build_acheron_1() (in module tql.demo_projects)
build_acheron_2() (in module tql.demo_projects)
build_lethe_3() (in module tql.demo_projects)
build_lethe_4() (in module tql.demo_projects)
build_timelines() (tql.timelines.Project method)
build_training_data() (in module lethe.lethe)
builder() (lethe.util.TimeFeature class method)
built-in function
ABS()
ACOS()
AG_MAX()
AG_MIN()
ALL_EVENTS()
AND()
ASIN()
ATAN()
AVG()
BUCKET()
CAUSAL_EFFECT()
CAUSAL_EFFECT_ENSEMBLE()
CBRT()
CDF()
CEIL()
COALESCE()
CONCAT()
CONCAT_WS()
COS()
COSH()
COUNT_UNIQ()
DATA_SUFFICIENT_RATE()
DATE()
DATE_FLOOR()
DATETIME()
DAY_OF_WEEK()
ENUM_BUCKET()
EVENT_VAR()
EXP()
EXPM1()
EXTRACT_DOMAIN()
FILTER()
FIRST_EVENT()
FLATTEN()
FLOOR()
FROM_UNIXTIME()
GET_PROPERTY()
GLOBAL_VAR()
HASH()
ICDF()
IF()
IFRETURN()
INT32()
JSON()
JSON_FROM_LIST()
JSON_MAP_VALUE()
JSON_TO_MAP()
LAST_EVENT()
LIST()
LIST_REVERSE()
LIST_TO_MAP()
LIST_VALUE()
LOG()
LOG10()
LOG1P()
LOG2()
LOWER()
MAP()
MAP_EXTRACT()
MAP_TO_LIST()
MAP_VALUE()
MAX()
MAX_NS()
MD5()
MD5_LONG()
MD5_MOD()
MILLIS()
MIN()
MIN_NS()
ML_BIN()
MOE()
MONOTONICALLY_INCREASING_ID()
NATLOG()
NEXT_EVENT()
NEXTDOWN()
NEXTUP()
NOT()
NOW()
OR()
PARSE_KERNEL()
PARSE_KERNELS()
PDF()
PI()
POISSON_RANDOM()
POW()
PREDICT()
PREDICT_ENSEMBLE()
PREVIOUS_EVENT()
RANDOM()
RANGE()
REDUCE()
REGEX_EXTRACT()
REGEX_EXTRACT_ALL()
REGEX_REPLACE()
REPLACE_BLACKLIST()
RNG()
ROUND()
SAMPLE()
SAMPLE_BETA()
SET_PROPERTY()
SIN()
SINH()
SIZE()
SORT()
SQRT()
STDEV()
STRING_SPLIT()
SUM()
SUM_OPPORTUNITIES()
TAN()
TANH()
TAU()
TIC()
TIMELINE_VAR()
TO_DATETIME()
TO_DOUBLE()
TO_INT()
TO_STRING()
TOC()
TODEGREES()
TORADIANS()
ULP()
UPPER()
VAR()
YEAR()
C
Cap (class in lethe.config_objects)
capped() (lethe.util.FrequencyCapper method)
capped_impressions() (lethe.util.FrequencyCapper method)
categorical() (in module causmos)
(in module tql)
(in module tql.column)
CAUSAL_EFFECT()
built-in function
CAUSAL_EFFECT_ENSEMBLE()
built-in function
causal_effects_conf() (tql.modeling.publishedmodel.PublishedModel method)
CausalEffectsConf (class in tql.modeling.publishedmodel)
causmos
module
Causmos (class in causmos.causmos_model)
causmos() (in module causmos)
(in module causmos.causmos_model)
causmos.causmos_model
module
causmos.event_group
module
causmos.globals
module
causmos.tests
module
causmos.tests.test_causmos_model
module
causmos.tests.test_causmos_quickstart
module
causmos.tests.test_causmos_sampling
module
causmos.tests.test_validation
module
causmos.validation
module
CausmosModelTest (class in causmos.tests.test_causmos_model)
CausmosModelTest.datetime (class in causmos.tests.test_causmos_model)
CBRT()
built-in function
CDF()
built-in function
CEIL()
built-in function
close() (lethe.storage.TmpBackedFile method)
cluster_by() (causmos.causmos_model.Causmos method)
cluster_multiplier() (in module tql.modeling.h2o.utilities)
COALESCE()
built-in function
Coefficient (class in tql.modeling.publishedmodel)
coefficient (lethe.config_objects.VCO property)
coefficients() (tql.modeling.h2o.estimator.H2OModelSummary method)
col() (in module causmos)
(in module tql)
(in module tql.column)
Column (class in tql.column)
column_metrics() (tql.resultset.ResultSetMetrics method)
column_names() (tql.resultset.ResultSet method)
column_value_metrics() (tql.resultset.ResultSetMetrics method)
ColumnFilters (class in tql.column)
columns() (tql.resultset.Partition method)
(tql.resultset.ResultSet method)
combine() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
compute_column_ratios() (in module tql.modeling.h2o.utilities)
compute_model_metrics() (in module tql.modeling.h2o.utilities)
CONCAT()
built-in function
CONCAT_WS()
built-in function
config_from_build_py() (in module lethe.config_objects)
constant (lethe.config_objects.FBVM property)
constant() (in module causmos)
(in module tql)
(in module tql.columnset)
constant_draw() (in module lethe.config_objects)
Continuous (class in causmos.causmos_model)
continuous() (causmos.causmos_model.Causmos method)
continuous_rescale() (causmos.causmos_model.Continuous method)
CONTINUOUS_RESPONSES (tql.modeling.h2o.estimator.H2OEstimator attribute)
(tql.modeling.H2OEstimator attribute)
CopulaCorrelator (class in lethe.util)
copy() (tql.column.Column method)
(tql.column.FeatureColumn method)
(tql.query.Query method)
corr2d() (lethe.util.CopulaCorrelator static method)
correlation (lethe.config_objects.Activity property)
COS()
built-in function
COSH()
built-in function
COUNT_UNIQ()
built-in function
create_acheron2_time_series() (in module tql.demo_projects)
create_acheron_time_series() (in module tql.demo_projects)
create_causmos() (causmos.tests.test_causmos_model.CausmosModelTest method)
create_intervention() (causmos.tests.test_causmos_model.CausmosModelTest method)
create_lethe_time_series() (in module tql.demo_projects)
create_mojo() (in module tql.modeling.h2o.utilities)
create_opportunity() (causmos.tests.test_causmos_model.CausmosModelTest method)
create_outcome() (causmos.tests.test_causmos_model.CausmosModelTest method)
create_project() (in module causmos)
(in module tql)
(in module tql.timelines)
create_timeseries() (in module causmos)
(in module tql)
(in module tql.timeseries)
create_treatment() (causmos.tests.test_causmos_model.CausmosModelTest method)
Cross (class in causmos.causmos_model)
cross() (causmos.causmos_model.Causmos method)
ctime() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
D
daily() (causmos.causmos_model.Panel method)
daily_distribution (lethe.config_objects.Activity property)
data_path() (tql.resultset.Partition method)
DATA_SUFFICIENT_RATE()
built-in function
dataframe() (tql.query.Query method)
(tql.resultset.Partition method)
(tql.resultset.ResultSet method)
DATE()
built-in function
date() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
DATE_FLOOR()
built-in function
DATETIME()
built-in function
DAY_OF_WEEK()
built-in function
daypart_index() (in module lethe.util)
debug() (tql.resultset.ResultSetMetrics method)
debugger() (in module causmos)
(in module tql)
(in module tql.expression_debugger)
(tql.column.Column method)
(tql.query.Query method)
dedup() (causmos.event_group.EventGroup method)
default_partition() (tql.resultset.ResultSet method)
delay_distribution (lethe.config_objects.Incrementality property)
delete() (tql.modeling.publishedmodel.PublishedModel method)
(tql.timelines.Project method)
delete_udf() (in module causmos)
(in module tql)
(in module tql.udf)
describe() (causmos.event_group.EventGroup method)
(tql.modeling.publishedmodel.PublishedModel method)
(tql.opportunity_conf.OpportunityConf method)
(tql.query.Query method)
(tql.sampling.SamplingConf method)
describe_project() (in module causmos)
(in module tql)
description() (tql.timelines.Project method)
diff_in_diff() (causmos.causmos_model.Causmos method)
diff_in_diff_continuous() (causmos.causmos_model.Causmos method)
diff_in_diff_panel() (causmos.causmos_model.Causmos method)
disable_model() (tql.modeling.publishedmodel.PublishedModel method)
disable_prefixes() (tql.modeling.publishedmodel.PublishedModel method)
DISCRETE_RESPONSES (tql.modeling.h2o.estimator.H2OEstimator attribute)
(tql.modeling.H2OEstimator attribute)
DiscretePanel (class in causmos.causmos_model)
downsample_by() (tql.query.Query method)
drop_project() (in module causmos)
(in module tql)
(in module tql.timelines)
dropped_expanded_columns() (tql.resultset.ResultSetMetrics method)
dst() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
dynamics() (causmos.event_group.EventGroup method)
E
empty_typed_frame() (in module lethe.util)
enable_prefixes() (tql.modeling.publishedmodel.PublishedModel method)
ENUM_BUCKET()
built-in function
evaluate() (lethe.util.GhostBidder method)
event_metadata() (in module causmos)
(in module tql)
(in module tql.columnset)
event_runtime() (tql.resultset.ResultSetMetrics method)
event_time() (in module causmos)
(in module tql)
(in module tql.columnset)
EVENT_VAR()
built-in function
event_var() (tql.query.Query method)
event_vars() (tql.query.Query method)
EventGroup (class in causmos.event_group)
EXP()
built-in function
EXPM1()
built-in function
expression_compile_errors() (tql.resultset.ResultSetMetrics method)
expression_timing_stats() (tql.resultset.ResultSetMetrics method)
extend_config() (in module lethe.config)
external_timelines() (tql.query.Query method)
EXTRACT_DOMAIN()
built-in function
F
factor (lethe.config_objects.Interaction property)
failing_test_analysis_method_treated_where_filter() (causmos.tests.test_causmos_model.CausmosModelTest method)
FBVM (class in lethe.config_objects)
FBVMEvaluator (class in lethe.util)
FCO (class in lethe.config_objects)
Feature (class in lethe.config_objects)
feature_coefficients (lethe.config_objects.FBVM property)
FeatureColumn (class in tql.column)
FILTER()
built-in function
filter() (tql.column.FeatureColumn method)
find_function() (in module tql.function_doc)
finish() (lethe.util.ProgressPrinter method)
FIRST_EVENT()
built-in function
FLATTEN()
built-in function
FLOOR()
built-in function
fold (causmos.tests.test_causmos_model.CausmosModelTest.datetime attribute)
for_type() (tql.opportunity_conf.OpportunityConf class method)
format() (tql.query.Query method)
format_expression_error() (in module tql.validation)
fraction (lethe.config_objects.Activity property)
(lethe.config_objects.Shape property)
fraction_fuzzer (lethe.config_objects.Shape property)
frame_for_features() (in module lethe.util)
frequency (lethe.config_objects.Activity property)
(lethe.config_objects.Shape property)
frequency_fco_cap() (in module lethe.config_objects)
frequency_features (lethe.config_objects.Incrementality property)
frequency_fuzzer (lethe.config_objects.Shape property)
FrequencyCapper (class in lethe.util)
from_events() (tql.query.Query method)
from_files() (tql.timeseries.TimeSeries method)
from_sql() (tql.timeseries.TimeSeries method)
from_timelines() (tql.query.Query method)
from_timeseries() (tql.timelines.Project method)
from_union() (tql.query.Query method)
FROM_UNIXTIME()
built-in function
from_url() (tql.timeseries.TimeSeries method)
fromtimestamp() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
full_fco() (in module lethe.config_objects)
function_usage() (in module tql.function_doc)
FunctionDoc (class in tql.function_doc)
FV (class in lethe.config_objects)
G
generate() (causmos.event_group.EventGroup method)
generate_events() (in module causmos)
(in module tql)
(in module tql.sampling)
generate_feature() (in module lethe.util)
generate_importance_events() (in module causmos)
(in module tql)
(in module tql.sampling)
generate_incrementals() (in module lethe.core)
generate_lethe() (in module lethe.lethe)
generate_organic() (in module lethe.core)
generate_traffic() (in module lethe.util)
generate_users() (in module lethe.core)
get_annotation() (tql.timelines.Timelines method)
(tql.timeseries.TimeSeries method)
get_annotations() (tql.timelines.Project method)
(tql.timeseries.TimeSeries method)
get_artifact_path() (tql.modeling.publishedmodel.ModelEstimate method)
get_artifacts() (tql.modeling.publishedmodel.PublishedModel method)
get_attribute_expressions() (tql.sampling.SamplingConf method)
get_attributes() (causmos.event_group.EventGroup method)
(tql.timelines.Timelines method)
get_attributes_table() (tql.timelines.Timelines method)
get_baseline() (causmos.causmos_model.Causmos method)
get_bootstraps() (tql.modeling.BootstrapConf method)
(tql.modeling.h2o.estimator.BootstrapConf method)
get_bounds() (tql.modeling.h2o.estimator.TuningConf method)
(tql.modeling.TuningConf method)
get_causal_effects_conf() (tql.modeling.publishedmodel.PublishedModel method)
get_cluster_by() (causmos.causmos_model.Causmos method)
get_coef() (tql.modeling.h2o.estimator.H2OEstimate method)
get_coef_dict() (tql.modeling.h2o.estimator.H2OModelSummary method)
get_col_type_h2o() (in module tql.modeling.h2o.utilities)
get_col_types_h2o() (in module tql.modeling.h2o.utilities)
get_columns() (tql.modeling.publishedmodel.PublishedModel method)
(tql.query.Query method)
get_config() (in module lethe.lethe)
get_continuous_rescale() (causmos.causmos_model.Continuous method)
get_created() (tql.timelines.Timelines method)
get_data_path() (tql.timelines.Timelines method)
(tql.timeseries.TimeSeries method)
get_decay_function() (tql.opportunity_conf.OpportunityConf method)
get_dedup() (causmos.event_group.EventGroup method)
get_description() (tql.timelines.Project method)
get_disabled_prefixes() (tql.modeling.publishedmodel.PublishedModel method)
get_duration_col() (tql.timeseries.TimeSeries method)
get_dynamics() (causmos.event_group.EventGroup method)
get_enabled() (tql.modeling.publishedmodel.PublishedModel class method)
get_enabled_prefixes() (tql.modeling.publishedmodel.PublishedModel method)
get_engine() (tql.modeling.publishedmodel.ModelEstimate method)
get_event_count() (tql.timelines.TimelineStats method)
get_event_counts_by_type() (tql.timelines.TimelineStats method)
get_event_vars() (tql.query.Query method)
get_example() (tql.timelines.Timelines method)
(tql.timeseries.TimeSeries method)
get_expr_compile_errors() (tql.validation.TQLAnalysisException method)
get_expression() (tql.column.Column method)
get_external_timelines() (tql.query.Query method)
get_features() (tql.modeling.h2o.estimator.H2OEstimator method)
(tql.modeling.H2OEstimator method)
get_filters() (tql.column.FeatureColumn method)
get_format() (tql.query.Query method)
(tql.timeseries.TimeSeries method)
get_functions() (tql.sampling.SamplingConf method)
get_generate() (causmos.event_group.EventGroup method)
get_global_vars() (tql.query.Query method)
get_h2o_estimates() (tql.modeling.h2o.estimator.H2OPublishedModel method)
get_h2o_params() (tql.modeling.h2o.estimator.H2OEstimate method)
get_heterogeneous() (causmos.causmos_model.Panel method)
get_homogenous() (causmos.causmos_model.Panel method)
get_id() (tql.modeling.publishedmodel.PublishedModel method)
(tql.query.Query method)
(tql.resultset.ResultSet method)
(tql.timelines.Project method)
(tql.timelines.Timelines method)
get_inherit_attributes() (tql.sampling.SamplingConf method)
get_init_pts() (tql.modeling.h2o.estimator.TuningConf method)
(tql.modeling.TuningConf method)
get_interactive() (tql.query.Query method)
get_intervention() (causmos.causmos_model.Causmos method)
get_iterations() (tql.modeling.h2o.estimator.TuningConf method)
(tql.modeling.TuningConf method)
get_kernels() (tql.opportunity_conf.OpportunityConf method)
get_label() (tql.modeling.h2o.estimator.H2OEstimator method)
(tql.modeling.H2OEstimator method)
get_label_column() (tql.query.Query method)
get_largest_timeline_size() (tql.timelines.TimelineStats method)
get_limit() (tql.query.Query method)
get_max_timestamp() (tql.timelines.TimelineStats method)
get_message() (tql.validation.TQLAnalysisException method)
(tql.validation.TQLAnalysisNotFound method)
get_metadata() (tql.timelines.Project method)
(tql.timeseries.TimeSeries method)
get_metric() (tql.modeling.h2o.estimator.TuningConf method)
(tql.modeling.TuningConf method)
get_min_timestamp() (tql.timelines.TimelineStats method)
get_model() (tql.modeling.h2o.estimator.H2OEstimate method)
get_model_class() (tql.modeling.h2o.estimator.H2OEstimator method)
(tql.modeling.H2OEstimator method)
get_model_metrics_dict() (tql.modeling.h2o.estimator.H2OModelSummary method)
get_name() (causmos.causmos_model.Causmos method)
(causmos.event_group.EventGroup method)
(tql.column.Column method)
(tql.timelines.Project method)
(tql.timeseries.TimeSeries method)
get_opportunities() (tql.query.Query method)
get_opportunity() (causmos.causmos_model.Causmos method)
get_opportunity_filter_expressions() (tql.opportunity_conf.OpportunityConf method)
get_options() (causmos.causmos_model.Panel method)
(tql.query.Query method)
get_outcome() (causmos.causmos_model.Causmos method)
get_partition_by() (causmos.causmos_model.Causmos method)
(tql.query.Query method)
get_predictor() (causmos.causmos_model.Causmos method)
get_project() (in module causmos)
(in module causmos.globals)
(tql.query.Query method)
get_project1_files_dir() (in module tql.demo_projects)
get_project2_files_dir() (in module tql.demo_projects)
get_project3_files_dir() (in module tql.demo_projects)
get_project4_files_dir() (in module tql.demo_projects)
get_project_id() (causmos.event_group.EventGroup method)
(tql.modeling.publishedmodel.PublishedModel method)
(tql.query.Query method)
GET_PROPERTY()
built-in function
get_query() (tql.resultset.ResultSet method)
get_random_state() (tql.modeling.h2o.estimator.TuningConf method)
(tql.modeling.TuningConf method)
get_readable_expr_compile_errors() (tql.validation.TQLAnalysisException method)
get_response() (tql.modeling.h2o.estimator.H2OEstimator method)
(tql.modeling.H2OEstimator method)
get_resultset() (tql.modeling.h2o.estimator.H2OEstimator method)
(tql.modeling.H2OEstimator method)
get_row_limit() (tql.query.Query method)
get_sample_data_path() (tql.timelines.Timelines method)
get_sample_generator_expression() (tql.sampling.SamplingConf method)
get_sampling() (tql.query.Query method)
get_schema() (tql.timelines.Timelines method)
get_seed() (tql.modeling.BootstrapConf method)
(tql.modeling.h2o.estimator.BootstrapConf method)
get_simulation_data() (in module lethe.lethe)
get_smallest_timeline_size() (tql.timelines.TimelineStats method)
get_sql_statements() (tql.timeseries.TimeSeries method)
get_state() (tql.timelines.Timelines method)
get_statistics() (tql.timelines.Timelines method)
get_status() (tql.timelines.Project method)
get_sum_opportunities_epsilon() (tql.opportunity_conf.OpportunityConf method)
get_tag() (tql.modeling.h2o.estimator.H2OEstimator method)
(tql.modeling.H2OEstimator method)
get_test_cases() (tql.modeling.publishedmodel.ModelEstimate method)
get_test_frame() (tql.modeling.h2o.estimator.H2OEstimator method)
(tql.modeling.H2OEstimator method)
get_test_metrics() (tql.modeling.h2o.estimator.H2OEstimate method)
get_timeline_count() (tql.timelines.TimelineStats method)
get_timeline_id_col() (tql.timeseries.TimeSeries method)
get_timeline_limit() (tql.query.Query method)
get_timeline_sample_rate() (tql.query.Query method)
get_timeline_vars() (causmos.event_group.EventGroup method)
(tql.query.Query method)
get_timelines() (tql.timelines.Project method)
get_timelines_processed() (tql.resultset.ResultSetMetrics method)
get_timeseries() (tql.timelines.Project method)
get_timeseries_names() (tql.timelines.Project method)
get_timeseries_stats() (tql.timelines.TimelineStats method)
get_timestamp_col() (tql.timeseries.TimeSeries method)
get_train_frame() (tql.modeling.h2o.estimator.H2OEstimator method)
(tql.modeling.H2OEstimator method)
get_train_metrics() (tql.modeling.h2o.estimator.H2OEstimate method)
get_train_test_metrics() (tql.modeling.h2o.estimator.H2OEstimate method)
get_training_data() (in module lethe.lethe)
get_treatment() (causmos.causmos_model.Causmos method)
get_type() (causmos.causmos_model.Causmos method)
(causmos.event_group.EventGroup method)
(tql.column.Column method)
(tql.modeling.publishedmodel.PublishedModel method)
get_udf() (in module causmos)
(in module tql)
(in module tql.udf)
get_udf_map() (tql.udf.UDF method)
get_updated() (tql.timelines.Timelines method)
get_value() (causmos.event_group.EventGroup method)
get_variables() (tql.sampling.SamplingConf method)
get_vars() (causmos.event_group.EventGroup method)
(tql.query.Query method)
get_weight() (tql.modeling.h2o.estimator.H2OEstimator method)
(tql.modeling.H2OEstimator method)
get_weight_column() (tql.query.Query method)
get_where() (causmos.event_group.EventGroup method)
(tql.query.Query method)
get_where_event() (causmos.event_group.EventGroup method)
GhostBidder (class in lethe.util)
GLOBAL_VAR()
built-in function
global_var() (tql.query.Query method)
global_vars() (tql.query.Query method)
H
H2OEstimate (class in tql.modeling.h2o.estimator)
H2OEstimator (class in tql.modeling)
(class in tql.modeling.h2o.estimator)
H2OModelSummary (class in tql.modeling.h2o.estimator)
H2OModelTrainer (in module tql.modeling)
H2OPublishedModel (class in tql.modeling.h2o.estimator)
HASH()
built-in function
having (lethe.config_objects.Interaction property)
heterogeneous() (causmos.causmos_model.Panel method)
hidden (lethe.config_objects.Feature property)
hide_trace_back() (in module tql.validation)
history_value() (in module tql.columnset)
homogeneous() (causmos.causmos_model.Panel method)
hour (causmos.tests.test_causmos_model.CausmosModelTest.datetime attribute)
hour() (lethe.util.TimeFeature static method)
hourly() (causmos.causmos_model.Panel method)
hours (lethe.config_objects.Shape property)
I
ICDF()
built-in function
identified_by() (tql.timeseries.TimeSeries method)
IF()
built-in function
IFRETURN()
built-in function
impress() (lethe.util.FrequencyCapper method)
incremental_features() (in module lethe.configs.demo_set)
(in module lethe.configs.reasonably_rich)
Incrementality (class in lethe.config_objects)
indent (lethe.util.ProgressPrinter attribute)
INT32()
built-in function
Interaction (class in lethe.config_objects)
interactions (lethe.config_objects.Feature property)
intervention() (causmos.causmos_model.Causmos method)
(in module causmos)
(in module causmos.event_group)
is_continuous() (tql.modeling.h2o.estimator.H2OEstimator method)
(tql.modeling.H2OEstimator method)
is_feature() (tql.column.Column method)
is_label() (tql.column.Column method)
is_weight() (tql.column.Column method)
isoformat() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
J
JSON()
built-in function
json() (causmos.causmos_model.Causmos method)
(causmos.event_group.EventGroup method)
(tql.column.Column method)
(tql.column.ColumnFilters method)
(tql.column.FeatureColumn method)
(tql.modeling.publishedmodel.CausalEffectsConf method)
(tql.modeling.publishedmodel.ModelEstimate method)
(tql.modeling.publishedmodel.PublishedModel method)
(tql.modeling.publishedmodel.RowVector method)
(tql.opportunity_conf.OpportunityConf method)
(tql.query.Query method)
(tql.resultset.ResultSetMetrics method)
(tql.sampling.SamplingConf method)
(tql.timelines.Project method)
(tql.timeseries.TimeSeries method)
JSON_FROM_LIST()
built-in function
JSON_MAP_VALUE()
built-in function
JSON_TO_MAP()
built-in function
K
kernelize() (in module causmos)
(in module tql)
(in module tql.columnset)
keys() (tql.column.Column method)
(tql.column.FeatureColumn method)
L
label() (in module causmos)
(in module tql)
(in module tql.column)
LAST_EVENT()
built-in function
lethe
module
lethe.config
module
lethe.config_objects
module
lethe.configs
module
lethe.configs.abpp
module
lethe.configs.demo_set
module
lethe.configs.og
module
lethe.configs.reasonably_rich
module
lethe.core
module
lethe.lethe
module
lethe.storage
module
lethe.util
module
lifetime_distribution (lethe.config_objects.Activity property)
limit() (tql.query.Query method)
LIST()
built-in function
list() (tql.modeling.publishedmodel.PublishedModel class method)
LIST_REVERSE()
built-in function
list_saves() (in module lethe.lethe)
(in module lethe.storage)
LIST_TO_MAP()
built-in function
list_udfs() (in module causmos)
(in module tql)
(in module tql.udf)
LIST_VALUE()
built-in function
load() (in module lethe.lethe)
(tql.modeling.publishedmodel.PublishedModel class method)
(tql.query.Query class method)
(tql.resultset.ResultSet class method)
(tql.timeseries.TimeSeriesStats static method)
load_project() (in module causmos)
(in module tql)
(in module tql.timelines)
load_published_model() (in module tql.modeling)
(in module tql.modeling.publishedmodel)
load_query() (in module causmos)
(in module tql)
(in module tql.query)
load_resultset() (in module causmos)
(in module tql)
(in module tql.resultset)
load_state() (in module lethe.storage)
load_training() (in module lethe.storage)
load_training_data() (in module lethe.lethe)
LOG()
built-in function
LOG10()
built-in function
LOG1P()
built-in function
LOG2()
built-in function
LOWER()
built-in function
M
MAP()
built-in function
MAP_EXTRACT()
built-in function
MAP_TO_LIST()
built-in function
MAP_VALUE()
built-in function
max (causmos.tests.test_causmos_model.CausmosModelTest.datetime attribute)
MAX()
built-in function
MAX_NS()
built-in function
MD5()
built-in function
MD5_LONG()
built-in function
MD5_MOD()
built-in function
metadata() (in module causmos)
(in module tql)
(in module tql.column)
(tql.timeseries.TimeSeries method)
METRIC_TYPES (tql.modeling.h2o.estimator.H2OModelSummary attribute)
metrics() (tql.resultset.ResultSet method)
microsecond (causmos.tests.test_causmos_model.CausmosModelTest.datetime attribute)
MILLIS()
built-in function
min (causmos.tests.test_causmos_model.CausmosModelTest.datetime attribute)
MIN()
built-in function
min_cardinality() (tql.column.ColumnFilters method)
min_label_sum() (tql.column.ColumnFilters method)
min_negative_count() (tql.column.ColumnFilters method)
min_negative_sum() (tql.column.ColumnFilters method)
min_negative_weighted_count() (tql.column.ColumnFilters method)
MIN_NS()
built-in function
min_positive_count() (tql.column.ColumnFilters method)
min_positive_sum() (tql.column.ColumnFilters method)
min_positive_weighted_count() (tql.column.ColumnFilters method)
min_total_count() (tql.column.ColumnFilters method)
min_total_weighted_count() (tql.column.ColumnFilters method)
min_weighted_label_sum() (tql.column.ColumnFilters method)
minute (causmos.tests.test_causmos_model.CausmosModelTest.datetime attribute)
ML_BIN()
built-in function
model() (causmos.causmos_model.Causmos method)
(tql.modeling.h2o.estimator.H2OModelSummary method)
MODEL_CLASSES (tql.modeling.h2o.estimator.H2OEstimator attribute)
(tql.modeling.H2OEstimator attribute)
model_metrics() (tql.modeling.h2o.estimator.H2OModelSummary method)
MODEL_TYPES (causmos.causmos_model.Causmos attribute)
ModelEstimate (class in tql.modeling.publishedmodel)
modify_config() (in module lethe.config)
module
causmos
causmos.causmos_model
causmos.event_group
causmos.globals
causmos.tests
causmos.tests.test_causmos_model
causmos.tests.test_causmos_quickstart
causmos.tests.test_causmos_sampling
causmos.tests.test_validation
causmos.validation
lethe
lethe.config
lethe.config_objects
lethe.configs
lethe.configs.abpp
lethe.configs.demo_set
lethe.configs.og
lethe.configs.reasonably_rich
lethe.core
lethe.lethe
lethe.storage
lethe.util
tql
tql.column
tql.column_utils
tql.columnset
tql.demo_projects
tql.expression_debugger
tql.expression_utils
tql.function_doc
tql.modeling
tql.modeling.h2o
tql.modeling.h2o.estimator
tql.modeling.h2o.utilities
tql.modeling.publishedmodel
tql.opportunity_conf
tql.query
tql.query_templates
tql.resultset
tql.sampling
tql.timelines
tql.timeseries
tql.udf
tql.validation
tql.visualizer
MOE()
built-in function
MONOTONICALLY_INCREASING_ID()
built-in function
N
name (lethe.config_objects.FCO property)
(lethe.config_objects.Feature property)
(lethe.config_objects.FV property)
name() (causmos.causmos_model.Causmos method)
(causmos.event_group.EventGroup method)
(tql.column.Column method)
(tql.resultset.Partition method)
NATLOG()
built-in function
negate (lethe.config_objects.FV property)
(lethe.config_objects.VCO property)
NEXT_EVENT()
built-in function
NEXTDOWN()
built-in function
NEXTUP()
built-in function
NOT()
built-in function
NOW()
built-in function
now() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
numerical() (in module causmos)
(in module tql)
(in module tql.column)
O
observables() (causmos.causmos_model.Causmos method)
occurrence (lethe.config_objects.Feature property)
open() (lethe.storage.TmpBackedFile method)
operator (lethe.config_objects.VCO property)
opportunities() (tql.query.Query method)
opportunity() (causmos.causmos_model.Causmos method)
(in module causmos)
(in module causmos.event_group)
OpportunityConf (class in tql.opportunity_conf)
options() (causmos.causmos_model.Panel method)
(tql.query.Query method)
OR()
built-in function
outcome() (causmos.causmos_model.Causmos method)
(in module causmos)
(in module causmos.event_group)
OVERVIEW_METRICS (tql.modeling.h2o.estimator.H2OModelSummary attribute)
P
pandas_dataframe() (tql.resultset.Partition method)
(tql.resultset.ResultSet method)
(tql.timelines.Timelines method)
(tql.timeseries.TimeSeries method)
Panel (class in causmos.causmos_model)
panel() (causmos.causmos_model.Causmos method)
Panel2 (class in causmos.causmos_model)
panel2() (causmos.causmos_model.Causmos method)
PANEL_TYPES (causmos.causmos_model.Causmos attribute)
parse_feature() (in module tql.column_utils)
PARSE_KERNEL()
built-in function
PARSE_KERNELS()
built-in function
Partition (class in tql.resultset)
partition() (tql.resultset.ResultSet method)
partition_by() (causmos.causmos_model.Causmos method)
(tql.query.Query method)
partition_names() (tql.resultset.ResultSet method)
partition_to_h2o() (in module tql.modeling.h2o.utilities)
partitions() (tql.resultset.ResultSet method)
passthrough_optional() (in module lethe.util)
PDF()
built-in function
penalty_factor_h2o() (in module tql.modeling.h2o.utilities)
period (lethe.config_objects.Cap property)
PI()
built-in function
POISSON_RANDOM()
built-in function
positive_row_count() (tql.resultset.Partition method)
(tql.resultset.ResultSet method)
POW()
built-in function
pre_post() (causmos.causmos_model.Causmos method)
pre_post_continuous() (causmos.causmos_model.Causmos method)
pre_post_panel() (causmos.causmos_model.Causmos method)
PREDICT()
built-in function
predict() (in module tql.modeling.h2o.utilities)
PREDICT_ENSEMBLE()
built-in function
predictor() (causmos.causmos_model.Causmos method)
PREVIOUS_EVENT()
built-in function
print_config() (in module lethe.config)
print_progress (lethe.util.ProgressPrinter attribute)
ProgressPrinter (class in lethe.util)
Project (class in tql.timelines)
project_id() (causmos.event_group.EventGroup method)
publish() (tql.modeling.publishedmodel.PublishedModel method)
PublishedModel (class in tql.modeling.publishedmodel)
purge() (in module lethe.lethe)
(in module lethe.storage)
Q
Query (class in tql.query)
query() (in module causmos)
(in module tql)
(in module tql.query_templates)
query_summary() (tql.resultset.ResultSetMetrics method)
R
RANDOM()
built-in function
random_partition() (in module causmos)
(in module tql)
(in module tql.columnset)
RANGE()
built-in function
read_option() (tql.timeseries.TimeSeries method)
rebuild_demo_projects() (in module tql.demo_projects)
REDUCE()
built-in function
refresh() (tql.resultset.ResultSet method)
REGEX_EXTRACT()
built-in function
REGEX_EXTRACT_ALL()
built-in function
REGEX_REPLACE()
built-in function
remove_lambda() (in module tql.expression_utils)
replace() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
REPLACE_BLACKLIST()
built-in function
request_features() (in module lethe.configs.abpp)
(in module lethe.configs.demo_set)
(in module lethe.configs.og)
(in module lethe.configs.reasonably_rich)
request_shape() (in module lethe.configs.demo_set)
(in module lethe.configs.reasonably_rich)
required_features() (lethe.util.FrequencyCapper static method)
reset() (lethe.util.ProgressPrinter method)
resolution (causmos.tests.test_causmos_model.CausmosModelTest.datetime attribute)
response (lethe.config_objects.Incrementality property)
ResultSet (class in tql.resultset)
ResultSetMetrics (class in tql.resultset)
RNG()
built-in function
ROUND()
built-in function
row_count() (tql.resultset.Partition method)
(tql.resultset.ResultSet method)
RowVector (class in tql.modeling.publishedmodel)
S
SAMPLE()
built-in function
SAMPLE_BETA()
built-in function
sampling() (tql.query.Query method)
SamplingConf (class in tql.sampling)
save() (in module lethe.lethe)
(tql.timelines.Project method)
save_state() (in module lethe.storage)
save_training() (in module lethe.storage)
save_training_data() (in module lethe.lethe)
scoring_overview() (tql.modeling.h2o.estimator.H2OModelSummary method)
second (causmos.tests.test_causmos_model.CausmosModelTest.datetime attribute)
second_interpolator() (in module lethe.util)
second_weights() (in module lethe.util)
select() (in module causmos)
(in module tql)
(in module tql.query)
(tql.query.Query method)
set_activity() (causmos.tests.test_causmos_model.CausmosModelTest method)
set_attribute_expressions_type() (tql.sampling.SamplingConf method)
set_auction_scale() (lethe.util.ProgressPrinter method)
set_bid() (causmos.tests.test_causmos_model.CausmosModelTest method)
set_config() (in module lethe.lethe)
set_events() (causmos.tests.test_causmos_model.CausmosModelTest method)
set_impression_scale() (lethe.util.ProgressPrinter method)
set_path() (in module lethe.storage)
set_project() (in module causmos)
(in module causmos.globals)
SET_PROPERTY()
built-in function
set_traffic_scale() (lethe.util.ProgressPrinter method)
setting (lethe.config_objects.Cap property)
settings() (in module lethe.configs.og)
setUp() (causmos.tests.test_causmos_model.CausmosModelTest method)
Shape (class in lethe.config_objects)
show() (tql.query.Query method)
show_projects() (in module causmos)
(in module tql)
(in module tql.timelines)
show_published_models() (in module tql.modeling)
(in module tql.modeling.publishedmodel)
show_trace_back() (in module tql.validation)
Simple (class in causmos.causmos_model)
simple() (causmos.causmos_model.Causmos method)
simple_continuous() (causmos.causmos_model.Causmos method)
simulate() (in module lethe.lethe)
SIN()
built-in function
SINH()
built-in function
SIZE()
built-in function
snippet() (in module tql.expression_utils)
SORT()
built-in function
spaces() (in module tql.column)
(in module tql.expression_utils)
(lethe.util.ProgressPrinter method)
spark_dataframe() (tql.resultset.Partition method)
(tql.resultset.ResultSet method)
(tql.timelines.Timelines method)
(tql.timeseries.TimeSeries method)
SQRT()
built-in function
state() (tql.query.Query method)
STDEV()
built-in function
STRING_SPLIT()
built-in function
strptime() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
submit() (tql.query.Query method)
SUM()
built-in function
SUM_OPPORTUNITIES()
built-in function
sum_to() (in module lethe.util)
sum_to_one() (in module lethe.util)
summarize() (tql.modeling.h2o.estimator.H2OPublishedModel method)
T
tag() (in module causmos)
(in module tql)
(in module tql.column)
TAN()
built-in function
TANH()
built-in function
TAU()
built-in function
tearDown() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_ab() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_ab_shape() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_abtot_shape() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_analysis_method_treated_with_attribute() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_analysis_method_treated_without_attributes() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_causmos_demo() (causmos.tests.test_causmos_quickstart.TestCausmosQuickstart method)
test_causmos_options() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_configure_observables() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_diff_in_diff() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_diff_in_diff_cont() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_diff_in_diff_panel() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_outcome_not_preceded_by_intervention() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_outcome_preceded_by_intervention() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_pre_post() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_prepost_shape() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_sum_opp_ab_BKD_attributes() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_sum_opp_ab_KD() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_treated() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_treated_on_treated() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_treated_shape() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_uplift() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_uplift_requires_opportunity() (causmos.tests.test_causmos_model.CausmosModelTest method)
test_validate_attributes() (causmos.tests.test_validation.ValidationTest method)
test_validate_dedup() (causmos.tests.test_validation.ValidationTest method)
TestCausmosQuickstart (class in causmos.tests.test_causmos_quickstart)
TIC()
built-in function
time() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
TimeFeature (class in lethe.util)
timeline_runtime() (tql.resultset.ResultSetMetrics method)
timeline_sample_rate() (tql.query.Query method)
TIMELINE_VAR()
built-in function
timeline_var() (tql.query.Query method)
timeline_vars() (tql.query.Query method)
Timelines (class in tql.timelines)
TimelineStats (class in tql.timelines)
TimeSeries (class in tql.timeseries)
TimeSeriesStats (class in tql.timeseries)
TimeSeriesVisualizer (class in tql.visualizer)
timestamp() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
(lethe.util.TimeFeature static method)
timestamp_range() (causmos.causmos_model.Panel method)
timetuple() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
timetz() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
tmp_path (lethe.storage.TmpBackedFile attribute)
TmpBackedFile (class in lethe.storage)
TO_DATETIME()
built-in function
TO_DOUBLE()
built-in function
TO_INT()
built-in function
to_list() (in module tql.expression_utils)
TO_STRING()
built-in function
TOC()
built-in function
TODEGREES()
built-in function
TORADIANS()
built-in function
tql
module
tql() (causmos.causmos_model.Causmos method)
(causmos.event_group.EventGroup method)
tql.column
module
tql.column_utils
module
tql.columnset
module
tql.demo_projects
module
tql.expression_debugger
module
tql.expression_utils
module
tql.function_doc
module
tql.modeling
module
tql.modeling.h2o
module
tql.modeling.h2o.estimator
module
tql.modeling.h2o.utilities
module
tql.modeling.publishedmodel
module
tql.opportunity_conf
module
tql.query
module
tql.query_templates
module
tql.resultset
module
tql.sampling
module
tql.timelines
module
tql.timeseries
module
tql.udf
module
tql.validation
module
tql.visualizer
module
TQLAnalysisException
TQLAnalysisNotFound
train() (tql.modeling.h2o.estimator.H2OEstimator method)
(tql.modeling.H2OEstimator method)
transform (lethe.config_objects.FBVM property)
treated() (causmos.causmos_model.Causmos method)
treatment() (causmos.causmos_model.Causmos method)
(in module causmos)
(in module causmos.event_group)
treatments() (tql.query.Query method)
TuningConf (class in tql.modeling)
(class in tql.modeling.h2o.estimator)
type (lethe.config_objects.FCO property)
(lethe.config_objects.FV property)
type() (causmos.causmos_model.Causmos method)
(causmos.event_group.EventGroup method)
(tql.column.Column method)
tzinfo (causmos.tests.test_causmos_model.CausmosModelTest.datetime attribute)
tzname() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
U
UDF (class in tql.udf)
udf() (tql.query.Query method)
ULP()
built-in function
union() (tql.query.Query method)
unshaped() (in module lethe.config_objects)
update() (lethe.util.ProgressPrinter method)
update_udf() (in module causmos)
(in module tql)
(in module tql.udf)
uplift() (causmos.causmos_model.Causmos method)
upload_udf() (in module causmos)
(in module tql)
(in module tql.udf)
UPPER()
built-in function
user_activity() (in module lethe.configs.abpp)
(in module lethe.configs.demo_set)
(in module lethe.configs.og)
(in module lethe.configs.reasonably_rich)
user_features() (in module lethe.configs.abpp)
(in module lethe.configs.demo_set)
(in module lethe.configs.og)
(in module lethe.configs.reasonably_rich)
user_incrementality() (in module lethe.configs.abpp)
(in module lethe.configs.demo_set)
(in module lethe.configs.og)
(in module lethe.configs.reasonably_rich)
user_individuality() (in module lethe.configs.reasonably_rich)
utcfromtimestamp() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
utcnow() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
utcoffset() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
utctimetuple() (causmos.tests.test_causmos_model.CausmosModelTest.datetime method)
V
validate() (causmos.event_group.EventGroup method)
(tql.column.Column method)
(tql.query.Query method)
(tql.timeseries.TimeSeries method)
validate_attributes() (in module causmos.validation)
validate_dedup() (in module causmos.validation)
validate_dynamics() (in module tql.expression_utils)
validate_no_exception() (in module tql.validation)
validate_scale() (in module tql.expression_utils)
validate_tql_iterable_type() (in module tql.validation)
validate_tql_state() (in module tql.validation)
validate_tql_type() (in module tql.validation)
validate_udf() (in module causmos)
(in module tql)
(in module tql.udf)
ValidationTest (class in causmos.tests.test_validation)
value (lethe.config_objects.FV property)
(lethe.config_objects.VCO property)
value() (causmos.event_group.EventGroup method)
value_coefficients (lethe.config_objects.FCO property)
values (lethe.config_objects.Feature property)
values() (lethe.util.CopulaCorrelator method)
VAR()
built-in function
vars() (causmos.event_group.EventGroup method)
(tql.query.Query method)
VCO (class in lethe.config_objects)
visualize() (tql.query.Query method)
(tql.timeseries.TimeSeries method)
(tql.visualizer.TimeSeriesVisualizer method)
W
weekday (lethe.config_objects.Activity property)
weekend (lethe.config_objects.Activity property)
weekly() (causmos.causmos_model.Panel method)
weight() (in module causmos)
(in module tql)
(in module tql.column)
where() (causmos.event_group.EventGroup method)
(tql.query.Query method)
which_distribution() (in module tql.expression_utils)
Y
YEAR()
built-in function