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3 changes: 2 additions & 1 deletion activitysim/abm/models/cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -32,7 +32,7 @@ def cdap_simulate(persons_merged, persons, households,

trace_label = 'cdap'
model_settings = config.read_model_settings('cdap.yaml')

person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap_indiv_spec = simulate.read_model_spec(file_name=model_settings['INDIV_AND_HHSIZE1_SPEC'])

# Rules and coefficients for generating interaction specs for different household sizes
Expand DownExpand Up@@ -80,6 +80,7 @@ def cdap_simulate(persons_merged, persons, households,

choices = cdap.run_cdap(
persons=persons_merged,
person_type_map=person_type_map,
cdap_indiv_spec=cdap_indiv_spec,
cdap_interaction_coefficients=cdap_interaction_coefficients,
cdap_fixed_relative_proportions=cdap_fixed_relative_proportions,
Expand Down
14 changes: 7 additions & 7 deletions activitysim/abm/models/util/cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -35,9 +35,6 @@

MAX_INTERACTION_CARDINALITY = 3

WORKER_PTYPES = [1, 2]
CHILD_PTYPES = [6, 7, 8]


def set_hh_index(df):

Expand All@@ -61,7 +58,7 @@ def add_pn(col, pnum):
raise RuntimeError("add_pn col not list or str")


def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):
def assign_cdap_rank(persons, person_type_map, trace_hh_id=None, trace_label=None):
"""
Assign an integer index, cdap_rank, to each household member. (Starting with 1, not 0)

Expand DownExpand Up@@ -109,7 +106,7 @@ def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):

# choose up to 2 workers, preferring full over part, older over younger
workers = \
persons.loc[persons[_ptype_].isin(WORKER_PTYPES), [_hh_id_, _ptype_]]\
persons.loc[persons[_ptype_].isin(person_type_map['WORKER']), [_hh_id_, _ptype_]]\
.sort_values(by=[_hh_id_, _ptype_], ascending=[True, True])\
.groupby(_hh_id_).head(2)
# tag the selected workers
Expand All@@ -118,7 +115,7 @@ def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):

# choose up to 3, preferring youngest
children = \
persons.loc[persons[_ptype_].isin(CHILD_PTYPES), [_hh_id_, _ptype_, _age_]]\
persons.loc[persons[_ptype_].isin(person_type_map['CHILD']), [_hh_id_, _ptype_, _age_]]\
.sort_values(by=[_hh_id_, _ptype_], ascending=[True, True])\
.groupby(_hh_id_).head(3)
# tag the selected children
Expand DownExpand Up@@ -795,6 +792,7 @@ def extra_hh_member_choices(persons, cdap_fixed_relative_proportions, locals_d,

def _run_cdap(
persons,
person_type_map,
cdap_indiv_spec,
interaction_coefficients,
cdap_fixed_relative_proportions,
Expand All@@ -815,7 +813,7 @@ def _run_cdap(
# assign integer cdap_rank to each household member
# persons with cdap_rank 1..MAX_HHSIZE will be have their activities chose by CDAP model
# extra household members, will have activities assigned by in fixed proportions
assign_cdap_rank(persons, trace_hh_id, trace_label)
assign_cdap_rank(persons, person_type_map, trace_hh_id, trace_label)

# Calculate CDAP utilities for each individual, ignoring interactions
# ind_utils has index of 'person_id' and a column for each alternative
Expand DownExpand Up@@ -892,6 +890,7 @@ def calc_rows_per_chunk(chunk_size, choosers, trace_label=None):

def run_cdap(
persons,
person_type_map,
cdap_indiv_spec,
cdap_interaction_coefficients,
cdap_fixed_relative_proportions,
Expand DownExpand Up@@ -950,6 +949,7 @@ def run_cdap(

cdap_results = \
_run_cdap(persons_chunk,
person_type_map,
cdap_indiv_spec,
cdap_interaction_coefficients,
cdap_fixed_relative_proportions,
Expand Down
2 changes: 1 addition & 1 deletion activitysim/abm/models/util/expressions.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -205,7 +205,7 @@ def skim_time_period_label(time_period):
return skim_time_periods['labels'][bin]

return pd.cut(time_period, skim_time_periods[period_label],
labels=skim_time_periods['labels'], right=True).astype(str)
labels=skim_time_periods['labels'], ordered=False).astype(str)


def annotate_preprocessors(
Expand Down
8 changes: 8 additions & 0 deletions activitysim/abm/models/util/test/configs/cdap.yaml
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,8 @@
PERSON_TYPE_MAP:
WORKER:
- 1
- 2
CHILD:
- 6
- 7
- 8
25 changes: 19 additions & 6 deletions activitysim/abm/models/util/test/test_cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -2,6 +2,7 @@
# See full license in LICENSE.txt.

import os.path
import yaml

import pandas as pd
import pandas.testing as pdt
Expand DownExpand Up@@ -29,6 +30,14 @@ def people(data_dir):
index_col='id')


@pytest.fixture(scope='module')
def model_settings(configs_dir):
yml_file = os.path.join(configs_dir, 'cdap.yaml')
with open(yml_file) as f:
model_settings = yaml.load(f, Loader=yaml.loader.SafeLoader)
return model_settings


@pytest.fixture(scope='module')
def cdap_indiv_and_hhsize1(configs_dir):
return simulate.read_model_spec(file_name='cdap_indiv_and_hhsize1.csv', spec_dir=configs_dir)
Expand DownExpand Up@@ -60,9 +69,11 @@ def test_bad_coefficients(configs_dir):
assert "Expect only M, N, or H" in str(excinfo.value)


def test_assign_cdap_rank(people):
def test_assign_cdap_rank(people, model_settings):

person_type_map = model_settings.get('PERSON_TYPE_MAP', {})

cdap.assign_cdap_rank(people)
cdap.assign_cdap_rank(people, person_type_map)

expected = pd.Series(
[1, 1, 1, 2, 2, 1, 3, 1, 2, 1, 3, 2, 1, 3, 2, 4, 1, 3, 4, 2],
Expand All@@ -72,9 +83,10 @@ def test_assign_cdap_rank(people):
pdt.assert_series_equal(people['cdap_rank'], expected, check_dtype=False, check_names=False)


def test_individual_utilities(people, cdap_indiv_and_hhsize1):
def test_individual_utilities(people, cdap_indiv_and_hhsize1, model_settings):

cdap.assign_cdap_rank(people)
person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap.assign_cdap_rank(people, person_type_map)
individual_utils = cdap.individual_utilities(people, cdap_indiv_and_hhsize1, locals_d=None)
individual_utils = individual_utils[['M', 'N', 'H']]

Expand DownExpand Up@@ -105,11 +117,12 @@ def test_individual_utilities(people, cdap_indiv_and_hhsize1):
individual_utils, expected, check_dtype=False, check_names=False)


def test_build_cdap_spec_hhsize2(people, cdap_indiv_and_hhsize1, cdap_interaction_coefficients):
def test_build_cdap_spec_hhsize2(people, cdap_indiv_and_hhsize1, cdap_interaction_coefficients, model_settings):

hhsize = 2

cdap.assign_cdap_rank(people)
person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap.assign_cdap_rank(people, person_type_map)
indiv_utils = cdap.individual_utilities(people, cdap_indiv_and_hhsize1, locals_d=None)

choosers = cdap.hh_choosers(indiv_utils, hhsize=hhsize)
Expand Down
9 changes: 9 additions & 0 deletions activitysim/examples/example_mtc/configs/cdap.yaml
Original file line numberDiff line numberDiff line change
Expand Up@@ -13,6 +13,15 @@ CONSTANTS:
SCHOOL: 7
PRESCHOOL: 8

PERSON_TYPE_MAP:
WORKER:
- 1
- 2
CHILD:
- 6
- 7
- 8

annotate_persons:
SPEC: annotate_persons_cdap
DF: persons
Expand Down
2 changes: 2 additions & 0 deletions activitysim/examples/example_mtc/configs/settings.yaml
Original file line numberDiff line numberDiff line change
Expand Up@@ -175,12 +175,14 @@ skim_time_periods:
period_minutes: 60
periods:
- 0
- 3
- 6
- 11
- 16
- 20
- 24
labels:
- EA
- EA
- AM
- MD
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
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3 changes: 2 additions & 1 deletion activitysim/abm/models/cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -32,7 +32,7 @@ def cdap_simulate(persons_merged, persons, households,

trace_label = 'cdap'
model_settings = config.read_model_settings('cdap.yaml')

person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap_indiv_spec = simulate.read_model_spec(file_name=model_settings['INDIV_AND_HHSIZE1_SPEC'])

# Rules and coefficients for generating interaction specs for different household sizes
Expand DownExpand Up@@ -80,6 +80,7 @@ def cdap_simulate(persons_merged, persons, households,

choices = cdap.run_cdap(
persons=persons_merged,
person_type_map=person_type_map,
cdap_indiv_spec=cdap_indiv_spec,
cdap_interaction_coefficients=cdap_interaction_coefficients,
cdap_fixed_relative_proportions=cdap_fixed_relative_proportions,
Expand Down
14 changes: 7 additions & 7 deletions activitysim/abm/models/util/cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -35,9 +35,6 @@

MAX_INTERACTION_CARDINALITY = 3

WORKER_PTYPES = [1, 2]
CHILD_PTYPES = [6, 7, 8]


def set_hh_index(df):

Expand All@@ -61,7 +58,7 @@ def add_pn(col, pnum):
raise RuntimeError("add_pn col not list or str")


def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):
def assign_cdap_rank(persons, person_type_map, trace_hh_id=None, trace_label=None):
"""
Assign an integer index, cdap_rank, to each household member. (Starting with 1, not 0)

Expand DownExpand Up@@ -109,7 +106,7 @@ def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):

# choose up to 2 workers, preferring full over part, older over younger
workers = \
persons.loc[persons[_ptype_].isin(WORKER_PTYPES), [_hh_id_, _ptype_]]\
persons.loc[persons[_ptype_].isin(person_type_map['WORKER']), [_hh_id_, _ptype_]]\
.sort_values(by=[_hh_id_, _ptype_], ascending=[True, True])\
.groupby(_hh_id_).head(2)
# tag the selected workers
Expand All@@ -118,7 +115,7 @@ def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):

# choose up to 3, preferring youngest
children = \
persons.loc[persons[_ptype_].isin(CHILD_PTYPES), [_hh_id_, _ptype_, _age_]]\
persons.loc[persons[_ptype_].isin(person_type_map['CHILD']), [_hh_id_, _ptype_, _age_]]\
.sort_values(by=[_hh_id_, _ptype_], ascending=[True, True])\
.groupby(_hh_id_).head(3)
# tag the selected children
Expand DownExpand Up@@ -795,6 +792,7 @@ def extra_hh_member_choices(persons, cdap_fixed_relative_proportions, locals_d,

def _run_cdap(
persons,
person_type_map,
cdap_indiv_spec,
interaction_coefficients,
cdap_fixed_relative_proportions,
Expand All@@ -815,7 +813,7 @@ def _run_cdap(
# assign integer cdap_rank to each household member
# persons with cdap_rank 1..MAX_HHSIZE will be have their activities chose by CDAP model
# extra household members, will have activities assigned by in fixed proportions
assign_cdap_rank(persons, trace_hh_id, trace_label)
assign_cdap_rank(persons, person_type_map, trace_hh_id, trace_label)

# Calculate CDAP utilities for each individual, ignoring interactions
# ind_utils has index of 'person_id' and a column for each alternative
Expand DownExpand Up@@ -892,6 +890,7 @@ def calc_rows_per_chunk(chunk_size, choosers, trace_label=None):

def run_cdap(
persons,
person_type_map,
cdap_indiv_spec,
cdap_interaction_coefficients,
cdap_fixed_relative_proportions,
Expand DownExpand Up@@ -950,6 +949,7 @@ def run_cdap(

cdap_results = \
_run_cdap(persons_chunk,
person_type_map,
cdap_indiv_spec,
cdap_interaction_coefficients,
cdap_fixed_relative_proportions,
Expand Down
2 changes: 1 addition & 1 deletion activitysim/abm/models/util/expressions.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -205,7 +205,7 @@ def skim_time_period_label(time_period):
return skim_time_periods['labels'][bin]

return pd.cut(time_period, skim_time_periods[period_label],
labels=skim_time_periods['labels'], right=True).astype(str)
labels=skim_time_periods['labels'], ordered=False).astype(str)


def annotate_preprocessors(
Expand Down
8 changes: 8 additions & 0 deletions activitysim/abm/models/util/test/configs/cdap.yaml
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,8 @@
PERSON_TYPE_MAP:
WORKER:
- 1
- 2
CHILD:
- 6
- 7
- 8
25 changes: 19 additions & 6 deletions activitysim/abm/models/util/test/test_cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -2,6 +2,7 @@
# See full license in LICENSE.txt.

import os.path
import yaml

import pandas as pd
import pandas.testing as pdt
Expand DownExpand Up@@ -29,6 +30,14 @@ def people(data_dir):
index_col='id')


@pytest.fixture(scope='module')
def model_settings(configs_dir):
yml_file = os.path.join(configs_dir, 'cdap.yaml')
with open(yml_file) as f:
model_settings = yaml.load(f, Loader=yaml.loader.SafeLoader)
return model_settings


@pytest.fixture(scope='module')
def cdap_indiv_and_hhsize1(configs_dir):
return simulate.read_model_spec(file_name='cdap_indiv_and_hhsize1.csv', spec_dir=configs_dir)
Expand DownExpand Up@@ -60,9 +69,11 @@ def test_bad_coefficients(configs_dir):
assert "Expect only M, N, or H" in str(excinfo.value)


def test_assign_cdap_rank(people):
def test_assign_cdap_rank(people, model_settings):

person_type_map = model_settings.get('PERSON_TYPE_MAP', {})

cdap.assign_cdap_rank(people)
cdap.assign_cdap_rank(people, person_type_map)

expected = pd.Series(
[1, 1, 1, 2, 2, 1, 3, 1, 2, 1, 3, 2, 1, 3, 2, 4, 1, 3, 4, 2],
Expand All@@ -72,9 +83,10 @@ def test_assign_cdap_rank(people):
pdt.assert_series_equal(people['cdap_rank'], expected, check_dtype=False, check_names=False)


def test_individual_utilities(people, cdap_indiv_and_hhsize1):
def test_individual_utilities(people, cdap_indiv_and_hhsize1, model_settings):

cdap.assign_cdap_rank(people)
person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap.assign_cdap_rank(people, person_type_map)
individual_utils = cdap.individual_utilities(people, cdap_indiv_and_hhsize1, locals_d=None)
individual_utils = individual_utils[['M', 'N', 'H']]

Expand DownExpand Up@@ -105,11 +117,12 @@ def test_individual_utilities(people, cdap_indiv_and_hhsize1):
individual_utils, expected, check_dtype=False, check_names=False)


def test_build_cdap_spec_hhsize2(people, cdap_indiv_and_hhsize1, cdap_interaction_coefficients):
def test_build_cdap_spec_hhsize2(people, cdap_indiv_and_hhsize1, cdap_interaction_coefficients, model_settings):

hhsize = 2

cdap.assign_cdap_rank(people)
person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap.assign_cdap_rank(people, person_type_map)
indiv_utils = cdap.individual_utilities(people, cdap_indiv_and_hhsize1, locals_d=None)

choosers = cdap.hh_choosers(indiv_utils, hhsize=hhsize)
Expand Down
9 changes: 9 additions & 0 deletions activitysim/examples/example_mtc/configs/cdap.yaml
Original file line numberDiff line numberDiff line change
Expand Up@@ -13,6 +13,15 @@ CONSTANTS:
SCHOOL: 7
PRESCHOOL: 8

PERSON_TYPE_MAP:
WORKER:
- 1
- 2
CHILD:
- 6
- 7
- 8

annotate_persons:
SPEC: annotate_persons_cdap
DF: persons
Expand Down
2 changes: 2 additions & 0 deletions activitysim/examples/example_mtc/configs/settings.yaml
Original file line numberDiff line numberDiff line change
Expand Up@@ -175,12 +175,14 @@ skim_time_periods:
period_minutes: 60
periods:
- 0
- 3
- 6
- 11
- 16
- 20
- 24
labels:
- EA
- EA
- AM
- MD
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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3 changes: 2 additions & 1 deletion activitysim/abm/models/cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -32,7 +32,7 @@ def cdap_simulate(persons_merged, persons, households,

trace_label = 'cdap'
model_settings = config.read_model_settings('cdap.yaml')

person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap_indiv_spec = simulate.read_model_spec(file_name=model_settings['INDIV_AND_HHSIZE1_SPEC'])

# Rules and coefficients for generating interaction specs for different household sizes
Expand DownExpand Up@@ -80,6 +80,7 @@ def cdap_simulate(persons_merged, persons, households,

choices = cdap.run_cdap(
persons=persons_merged,
person_type_map=person_type_map,
cdap_indiv_spec=cdap_indiv_spec,
cdap_interaction_coefficients=cdap_interaction_coefficients,
cdap_fixed_relative_proportions=cdap_fixed_relative_proportions,
Expand Down
14 changes: 7 additions & 7 deletions activitysim/abm/models/util/cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -35,9 +35,6 @@

MAX_INTERACTION_CARDINALITY = 3

WORKER_PTYPES = [1, 2]
CHILD_PTYPES = [6, 7, 8]


def set_hh_index(df):

Expand All@@ -61,7 +58,7 @@ def add_pn(col, pnum):
raise RuntimeError("add_pn col not list or str")


def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):
def assign_cdap_rank(persons, person_type_map, trace_hh_id=None, trace_label=None):
"""
Assign an integer index, cdap_rank, to each household member. (Starting with 1, not 0)

Expand DownExpand Up@@ -109,7 +106,7 @@ def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):

# choose up to 2 workers, preferring full over part, older over younger
workers = \
persons.loc[persons[_ptype_].isin(WORKER_PTYPES), [_hh_id_, _ptype_]]\
persons.loc[persons[_ptype_].isin(person_type_map['WORKER']), [_hh_id_, _ptype_]]\
.sort_values(by=[_hh_id_, _ptype_], ascending=[True, True])\
.groupby(_hh_id_).head(2)
# tag the selected workers
Expand All@@ -118,7 +115,7 @@ def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):

# choose up to 3, preferring youngest
children = \
persons.loc[persons[_ptype_].isin(CHILD_PTYPES), [_hh_id_, _ptype_, _age_]]\
persons.loc[persons[_ptype_].isin(person_type_map['CHILD']), [_hh_id_, _ptype_, _age_]]\
.sort_values(by=[_hh_id_, _ptype_], ascending=[True, True])\
.groupby(_hh_id_).head(3)
# tag the selected children
Expand DownExpand Up@@ -795,6 +792,7 @@ def extra_hh_member_choices(persons, cdap_fixed_relative_proportions, locals_d,

def _run_cdap(
persons,
person_type_map,
cdap_indiv_spec,
interaction_coefficients,
cdap_fixed_relative_proportions,
Expand All@@ -815,7 +813,7 @@ def _run_cdap(
# assign integer cdap_rank to each household member
# persons with cdap_rank 1..MAX_HHSIZE will be have their activities chose by CDAP model
# extra household members, will have activities assigned by in fixed proportions
assign_cdap_rank(persons, trace_hh_id, trace_label)
assign_cdap_rank(persons, person_type_map, trace_hh_id, trace_label)

# Calculate CDAP utilities for each individual, ignoring interactions
# ind_utils has index of 'person_id' and a column for each alternative
Expand DownExpand Up@@ -892,6 +890,7 @@ def calc_rows_per_chunk(chunk_size, choosers, trace_label=None):

def run_cdap(
persons,
person_type_map,
cdap_indiv_spec,
cdap_interaction_coefficients,
cdap_fixed_relative_proportions,
Expand DownExpand Up@@ -950,6 +949,7 @@ def run_cdap(

cdap_results = \
_run_cdap(persons_chunk,
person_type_map,
cdap_indiv_spec,
cdap_interaction_coefficients,
cdap_fixed_relative_proportions,
Expand Down
2 changes: 1 addition & 1 deletion activitysim/abm/models/util/expressions.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -205,7 +205,7 @@ def skim_time_period_label(time_period):
return skim_time_periods['labels'][bin]

return pd.cut(time_period, skim_time_periods[period_label],
labels=skim_time_periods['labels'], right=True).astype(str)
labels=skim_time_periods['labels'], ordered=False).astype(str)


def annotate_preprocessors(
Expand Down
8 changes: 8 additions & 0 deletions activitysim/abm/models/util/test/configs/cdap.yaml
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,8 @@
PERSON_TYPE_MAP:
WORKER:
- 1
- 2
CHILD:
- 6
- 7
- 8
25 changes: 19 additions & 6 deletions activitysim/abm/models/util/test/test_cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -2,6 +2,7 @@
# See full license in LICENSE.txt.

import os.path
import yaml

import pandas as pd
import pandas.testing as pdt
Expand DownExpand Up@@ -29,6 +30,14 @@ def people(data_dir):
index_col='id')


@pytest.fixture(scope='module')
def model_settings(configs_dir):
yml_file = os.path.join(configs_dir, 'cdap.yaml')
with open(yml_file) as f:
model_settings = yaml.load(f, Loader=yaml.loader.SafeLoader)
return model_settings


@pytest.fixture(scope='module')
def cdap_indiv_and_hhsize1(configs_dir):
return simulate.read_model_spec(file_name='cdap_indiv_and_hhsize1.csv', spec_dir=configs_dir)
Expand DownExpand Up@@ -60,9 +69,11 @@ def test_bad_coefficients(configs_dir):
assert "Expect only M, N, or H" in str(excinfo.value)


def test_assign_cdap_rank(people):
def test_assign_cdap_rank(people, model_settings):

person_type_map = model_settings.get('PERSON_TYPE_MAP', {})

cdap.assign_cdap_rank(people)
cdap.assign_cdap_rank(people, person_type_map)

expected = pd.Series(
[1, 1, 1, 2, 2, 1, 3, 1, 2, 1, 3, 2, 1, 3, 2, 4, 1, 3, 4, 2],
Expand All@@ -72,9 +83,10 @@ def test_assign_cdap_rank(people):
pdt.assert_series_equal(people['cdap_rank'], expected, check_dtype=False, check_names=False)


def test_individual_utilities(people, cdap_indiv_and_hhsize1):
def test_individual_utilities(people, cdap_indiv_and_hhsize1, model_settings):

cdap.assign_cdap_rank(people)
person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap.assign_cdap_rank(people, person_type_map)
individual_utils = cdap.individual_utilities(people, cdap_indiv_and_hhsize1, locals_d=None)
individual_utils = individual_utils[['M', 'N', 'H']]

Expand DownExpand Up@@ -105,11 +117,12 @@ def test_individual_utilities(people, cdap_indiv_and_hhsize1):
individual_utils, expected, check_dtype=False, check_names=False)


def test_build_cdap_spec_hhsize2(people, cdap_indiv_and_hhsize1, cdap_interaction_coefficients):
def test_build_cdap_spec_hhsize2(people, cdap_indiv_and_hhsize1, cdap_interaction_coefficients, model_settings):

hhsize = 2

cdap.assign_cdap_rank(people)
person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap.assign_cdap_rank(people, person_type_map)
indiv_utils = cdap.individual_utilities(people, cdap_indiv_and_hhsize1, locals_d=None)

choosers = cdap.hh_choosers(indiv_utils, hhsize=hhsize)
Expand Down
9 changes: 9 additions & 0 deletions activitysim/examples/example_mtc/configs/cdap.yaml
Original file line numberDiff line numberDiff line change
Expand Up@@ -13,6 +13,15 @@ CONSTANTS:
SCHOOL: 7
PRESCHOOL: 8

PERSON_TYPE_MAP:
WORKER:
- 1
- 2
CHILD:
- 6
- 7
- 8

annotate_persons:
SPEC: annotate_persons_cdap
DF: persons
Expand Down
2 changes: 2 additions & 0 deletions activitysim/examples/example_mtc/configs/settings.yaml
Original file line numberDiff line numberDiff line change
Expand Up@@ -175,12 +175,14 @@ skim_time_periods:
period_minutes: 60
periods:
- 0
- 3
- 6
- 11
- 16
- 20
- 24
labels:
- EA
- EA
- AM
- MD
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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3 changes: 2 additions & 1 deletion activitysim/abm/models/cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -32,7 +32,7 @@ def cdap_simulate(persons_merged, persons, households,

trace_label = 'cdap'
model_settings = config.read_model_settings('cdap.yaml')

person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap_indiv_spec = simulate.read_model_spec(file_name=model_settings['INDIV_AND_HHSIZE1_SPEC'])

# Rules and coefficients for generating interaction specs for different household sizes
Expand DownExpand Up@@ -80,6 +80,7 @@ def cdap_simulate(persons_merged, persons, households,

choices = cdap.run_cdap(
persons=persons_merged,
person_type_map=person_type_map,
cdap_indiv_spec=cdap_indiv_spec,
cdap_interaction_coefficients=cdap_interaction_coefficients,
cdap_fixed_relative_proportions=cdap_fixed_relative_proportions,
Expand Down
14 changes: 7 additions & 7 deletions activitysim/abm/models/util/cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -35,9 +35,6 @@

MAX_INTERACTION_CARDINALITY = 3

WORKER_PTYPES = [1, 2]
CHILD_PTYPES = [6, 7, 8]


def set_hh_index(df):

Expand All@@ -61,7 +58,7 @@ def add_pn(col, pnum):
raise RuntimeError("add_pn col not list or str")


def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):
def assign_cdap_rank(persons, person_type_map, trace_hh_id=None, trace_label=None):
"""
Assign an integer index, cdap_rank, to each household member. (Starting with 1, not 0)

Expand DownExpand Up@@ -109,7 +106,7 @@ def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):

# choose up to 2 workers, preferring full over part, older over younger
workers = \
persons.loc[persons[_ptype_].isin(WORKER_PTYPES), [_hh_id_, _ptype_]]\
persons.loc[persons[_ptype_].isin(person_type_map['WORKER']), [_hh_id_, _ptype_]]\
.sort_values(by=[_hh_id_, _ptype_], ascending=[True, True])\
.groupby(_hh_id_).head(2)
# tag the selected workers
Expand All@@ -118,7 +115,7 @@ def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):

# choose up to 3, preferring youngest
children = \
persons.loc[persons[_ptype_].isin(CHILD_PTYPES), [_hh_id_, _ptype_, _age_]]\
persons.loc[persons[_ptype_].isin(person_type_map['CHILD']), [_hh_id_, _ptype_, _age_]]\
.sort_values(by=[_hh_id_, _ptype_], ascending=[True, True])\
.groupby(_hh_id_).head(3)
# tag the selected children
Expand DownExpand Up@@ -795,6 +792,7 @@ def extra_hh_member_choices(persons, cdap_fixed_relative_proportions, locals_d,

def _run_cdap(
persons,
person_type_map,
cdap_indiv_spec,
interaction_coefficients,
cdap_fixed_relative_proportions,
Expand All@@ -815,7 +813,7 @@ def _run_cdap(
# assign integer cdap_rank to each household member
# persons with cdap_rank 1..MAX_HHSIZE will be have their activities chose by CDAP model
# extra household members, will have activities assigned by in fixed proportions
assign_cdap_rank(persons, trace_hh_id, trace_label)
assign_cdap_rank(persons, person_type_map, trace_hh_id, trace_label)

# Calculate CDAP utilities for each individual, ignoring interactions
# ind_utils has index of 'person_id' and a column for each alternative
Expand DownExpand Up@@ -892,6 +890,7 @@ def calc_rows_per_chunk(chunk_size, choosers, trace_label=None):

def run_cdap(
persons,
person_type_map,
cdap_indiv_spec,
cdap_interaction_coefficients,
cdap_fixed_relative_proportions,
Expand DownExpand Up@@ -950,6 +949,7 @@ def run_cdap(

cdap_results = \
_run_cdap(persons_chunk,
person_type_map,
cdap_indiv_spec,
cdap_interaction_coefficients,
cdap_fixed_relative_proportions,
Expand Down
2 changes: 1 addition & 1 deletion activitysim/abm/models/util/expressions.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -205,7 +205,7 @@ def skim_time_period_label(time_period):
return skim_time_periods['labels'][bin]

return pd.cut(time_period, skim_time_periods[period_label],
labels=skim_time_periods['labels'], right=True).astype(str)
labels=skim_time_periods['labels'], ordered=False).astype(str)


def annotate_preprocessors(
Expand Down
8 changes: 8 additions & 0 deletions activitysim/abm/models/util/test/configs/cdap.yaml
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,8 @@
PERSON_TYPE_MAP:
WORKER:
- 1
- 2
CHILD:
- 6
- 7
- 8
25 changes: 19 additions & 6 deletions activitysim/abm/models/util/test/test_cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -2,6 +2,7 @@
# See full license in LICENSE.txt.

import os.path
import yaml

import pandas as pd
import pandas.testing as pdt
Expand DownExpand Up@@ -29,6 +30,14 @@ def people(data_dir):
index_col='id')


@pytest.fixture(scope='module')
def model_settings(configs_dir):
yml_file = os.path.join(configs_dir, 'cdap.yaml')
with open(yml_file) as f:
model_settings = yaml.load(f, Loader=yaml.loader.SafeLoader)
return model_settings


@pytest.fixture(scope='module')
def cdap_indiv_and_hhsize1(configs_dir):
return simulate.read_model_spec(file_name='cdap_indiv_and_hhsize1.csv', spec_dir=configs_dir)
Expand DownExpand Up@@ -60,9 +69,11 @@ def test_bad_coefficients(configs_dir):
assert "Expect only M, N, or H" in str(excinfo.value)


def test_assign_cdap_rank(people):
def test_assign_cdap_rank(people, model_settings):

person_type_map = model_settings.get('PERSON_TYPE_MAP', {})

cdap.assign_cdap_rank(people)
cdap.assign_cdap_rank(people, person_type_map)

expected = pd.Series(
[1, 1, 1, 2, 2, 1, 3, 1, 2, 1, 3, 2, 1, 3, 2, 4, 1, 3, 4, 2],
Expand All@@ -72,9 +83,10 @@ def test_assign_cdap_rank(people):
pdt.assert_series_equal(people['cdap_rank'], expected, check_dtype=False, check_names=False)


def test_individual_utilities(people, cdap_indiv_and_hhsize1):
def test_individual_utilities(people, cdap_indiv_and_hhsize1, model_settings):

cdap.assign_cdap_rank(people)
person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap.assign_cdap_rank(people, person_type_map)
individual_utils = cdap.individual_utilities(people, cdap_indiv_and_hhsize1, locals_d=None)
individual_utils = individual_utils[['M', 'N', 'H']]

Expand DownExpand Up@@ -105,11 +117,12 @@ def test_individual_utilities(people, cdap_indiv_and_hhsize1):
individual_utils, expected, check_dtype=False, check_names=False)


def test_build_cdap_spec_hhsize2(people, cdap_indiv_and_hhsize1, cdap_interaction_coefficients):
def test_build_cdap_spec_hhsize2(people, cdap_indiv_and_hhsize1, cdap_interaction_coefficients, model_settings):

hhsize = 2

cdap.assign_cdap_rank(people)
person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap.assign_cdap_rank(people, person_type_map)
indiv_utils = cdap.individual_utilities(people, cdap_indiv_and_hhsize1, locals_d=None)

choosers = cdap.hh_choosers(indiv_utils, hhsize=hhsize)
Expand Down
9 changes: 9 additions & 0 deletions activitysim/examples/example_mtc/configs/cdap.yaml
Original file line numberDiff line numberDiff line change
Expand Up@@ -13,6 +13,15 @@ CONSTANTS:
SCHOOL: 7
PRESCHOOL: 8

PERSON_TYPE_MAP:
WORKER:
- 1
- 2
CHILD:
- 6
- 7
- 8

annotate_persons:
SPEC: annotate_persons_cdap
DF: persons
Expand Down
2 changes: 2 additions & 0 deletions activitysim/examples/example_mtc/configs/settings.yaml
Original file line numberDiff line numberDiff line change
Expand Up@@ -175,12 +175,14 @@ skim_time_periods:
period_minutes: 60
periods:
- 0
- 3
- 6
- 11
- 16
- 20
- 24
labels:
- EA
- EA
- AM
- MD
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
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3 changes: 2 additions & 1 deletion activitysim/abm/models/cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -32,7 +32,7 @@ def cdap_simulate(persons_merged, persons, households,

trace_label = 'cdap'
model_settings = config.read_model_settings('cdap.yaml')

person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap_indiv_spec = simulate.read_model_spec(file_name=model_settings['INDIV_AND_HHSIZE1_SPEC'])

# Rules and coefficients for generating interaction specs for different household sizes
Expand DownExpand Up@@ -80,6 +80,7 @@ def cdap_simulate(persons_merged, persons, households,

choices = cdap.run_cdap(
persons=persons_merged,
person_type_map=person_type_map,
cdap_indiv_spec=cdap_indiv_spec,
cdap_interaction_coefficients=cdap_interaction_coefficients,
cdap_fixed_relative_proportions=cdap_fixed_relative_proportions,
Expand Down
14 changes: 7 additions & 7 deletions activitysim/abm/models/util/cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -35,9 +35,6 @@

MAX_INTERACTION_CARDINALITY = 3

WORKER_PTYPES = [1, 2]
CHILD_PTYPES = [6, 7, 8]


def set_hh_index(df):

Expand All@@ -61,7 +58,7 @@ def add_pn(col, pnum):
raise RuntimeError("add_pn col not list or str")


def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):
def assign_cdap_rank(persons, person_type_map, trace_hh_id=None, trace_label=None):
"""
Assign an integer index, cdap_rank, to each household member. (Starting with 1, not 0)

Expand DownExpand Up@@ -109,7 +106,7 @@ def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):

# choose up to 2 workers, preferring full over part, older over younger
workers = \
persons.loc[persons[_ptype_].isin(WORKER_PTYPES), [_hh_id_, _ptype_]]\
persons.loc[persons[_ptype_].isin(person_type_map['WORKER']), [_hh_id_, _ptype_]]\
.sort_values(by=[_hh_id_, _ptype_], ascending=[True, True])\
.groupby(_hh_id_).head(2)
# tag the selected workers
Expand All@@ -118,7 +115,7 @@ def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):

# choose up to 3, preferring youngest
children = \
persons.loc[persons[_ptype_].isin(CHILD_PTYPES), [_hh_id_, _ptype_, _age_]]\
persons.loc[persons[_ptype_].isin(person_type_map['CHILD']), [_hh_id_, _ptype_, _age_]]\
.sort_values(by=[_hh_id_, _ptype_], ascending=[True, True])\
.groupby(_hh_id_).head(3)
# tag the selected children
Expand DownExpand Up@@ -795,6 +792,7 @@ def extra_hh_member_choices(persons, cdap_fixed_relative_proportions, locals_d,

def _run_cdap(
persons,
person_type_map,
cdap_indiv_spec,
interaction_coefficients,
cdap_fixed_relative_proportions,
Expand All@@ -815,7 +813,7 @@ def _run_cdap(
# assign integer cdap_rank to each household member
# persons with cdap_rank 1..MAX_HHSIZE will be have their activities chose by CDAP model
# extra household members, will have activities assigned by in fixed proportions
assign_cdap_rank(persons, trace_hh_id, trace_label)
assign_cdap_rank(persons, person_type_map, trace_hh_id, trace_label)

# Calculate CDAP utilities for each individual, ignoring interactions
# ind_utils has index of 'person_id' and a column for each alternative
Expand DownExpand Up@@ -892,6 +890,7 @@ def calc_rows_per_chunk(chunk_size, choosers, trace_label=None):

def run_cdap(
persons,
person_type_map,
cdap_indiv_spec,
cdap_interaction_coefficients,
cdap_fixed_relative_proportions,
Expand DownExpand Up@@ -950,6 +949,7 @@ def run_cdap(

cdap_results = \
_run_cdap(persons_chunk,
person_type_map,
cdap_indiv_spec,
cdap_interaction_coefficients,
cdap_fixed_relative_proportions,
Expand Down
2 changes: 1 addition & 1 deletion activitysim/abm/models/util/expressions.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -205,7 +205,7 @@ def skim_time_period_label(time_period):
return skim_time_periods['labels'][bin]

return pd.cut(time_period, skim_time_periods[period_label],
labels=skim_time_periods['labels'], right=True).astype(str)
labels=skim_time_periods['labels'], ordered=False).astype(str)


def annotate_preprocessors(
Expand Down
8 changes: 8 additions & 0 deletions activitysim/abm/models/util/test/configs/cdap.yaml
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,8 @@
PERSON_TYPE_MAP:
WORKER:
- 1
- 2
CHILD:
- 6
- 7
- 8
25 changes: 19 additions & 6 deletions activitysim/abm/models/util/test/test_cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -2,6 +2,7 @@
# See full license in LICENSE.txt.

import os.path
import yaml

import pandas as pd
import pandas.testing as pdt
Expand DownExpand Up@@ -29,6 +30,14 @@ def people(data_dir):
index_col='id')


@pytest.fixture(scope='module')
def model_settings(configs_dir):
yml_file = os.path.join(configs_dir, 'cdap.yaml')
with open(yml_file) as f:
model_settings = yaml.load(f, Loader=yaml.loader.SafeLoader)
return model_settings


@pytest.fixture(scope='module')
def cdap_indiv_and_hhsize1(configs_dir):
return simulate.read_model_spec(file_name='cdap_indiv_and_hhsize1.csv', spec_dir=configs_dir)
Expand DownExpand Up@@ -60,9 +69,11 @@ def test_bad_coefficients(configs_dir):
assert "Expect only M, N, or H" in str(excinfo.value)


def test_assign_cdap_rank(people):
def test_assign_cdap_rank(people, model_settings):

person_type_map = model_settings.get('PERSON_TYPE_MAP', {})

cdap.assign_cdap_rank(people)
cdap.assign_cdap_rank(people, person_type_map)

expected = pd.Series(
[1, 1, 1, 2, 2, 1, 3, 1, 2, 1, 3, 2, 1, 3, 2, 4, 1, 3, 4, 2],
Expand All@@ -72,9 +83,10 @@ def test_assign_cdap_rank(people):
pdt.assert_series_equal(people['cdap_rank'], expected, check_dtype=False, check_names=False)


def test_individual_utilities(people, cdap_indiv_and_hhsize1):
def test_individual_utilities(people, cdap_indiv_and_hhsize1, model_settings):

cdap.assign_cdap_rank(people)
person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap.assign_cdap_rank(people, person_type_map)
individual_utils = cdap.individual_utilities(people, cdap_indiv_and_hhsize1, locals_d=None)
individual_utils = individual_utils[['M', 'N', 'H']]

Expand DownExpand Up@@ -105,11 +117,12 @@ def test_individual_utilities(people, cdap_indiv_and_hhsize1):
individual_utils, expected, check_dtype=False, check_names=False)


def test_build_cdap_spec_hhsize2(people, cdap_indiv_and_hhsize1, cdap_interaction_coefficients):
def test_build_cdap_spec_hhsize2(people, cdap_indiv_and_hhsize1, cdap_interaction_coefficients, model_settings):

hhsize = 2

cdap.assign_cdap_rank(people)
person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap.assign_cdap_rank(people, person_type_map)
indiv_utils = cdap.individual_utilities(people, cdap_indiv_and_hhsize1, locals_d=None)

choosers = cdap.hh_choosers(indiv_utils, hhsize=hhsize)
Expand Down
9 changes: 9 additions & 0 deletions activitysim/examples/example_mtc/configs/cdap.yaml
Original file line numberDiff line numberDiff line change
Expand Up@@ -13,6 +13,15 @@ CONSTANTS:
SCHOOL: 7
PRESCHOOL: 8

PERSON_TYPE_MAP:
WORKER:
- 1
- 2
CHILD:
- 6
- 7
- 8

annotate_persons:
SPEC: annotate_persons_cdap
DF: persons
Expand Down
2 changes: 2 additions & 0 deletions activitysim/examples/example_mtc/configs/settings.yaml
Original file line numberDiff line numberDiff line change
Expand Up@@ -175,12 +175,14 @@ skim_time_periods:
period_minutes: 60
periods:
- 0
- 3
- 6
- 11
- 16
- 20
- 24
labels:
- EA
- EA
- AM
- MD
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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3 changes: 2 additions & 1 deletion activitysim/abm/models/cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -32,7 +32,7 @@ def cdap_simulate(persons_merged, persons, households,

trace_label = 'cdap'
model_settings = config.read_model_settings('cdap.yaml')

person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap_indiv_spec = simulate.read_model_spec(file_name=model_settings['INDIV_AND_HHSIZE1_SPEC'])

# Rules and coefficients for generating interaction specs for different household sizes
Expand DownExpand Up@@ -80,6 +80,7 @@ def cdap_simulate(persons_merged, persons, households,

choices = cdap.run_cdap(
persons=persons_merged,
person_type_map=person_type_map,
cdap_indiv_spec=cdap_indiv_spec,
cdap_interaction_coefficients=cdap_interaction_coefficients,
cdap_fixed_relative_proportions=cdap_fixed_relative_proportions,
Expand Down
14 changes: 7 additions & 7 deletions activitysim/abm/models/util/cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -35,9 +35,6 @@

MAX_INTERACTION_CARDINALITY = 3

WORKER_PTYPES = [1, 2]
CHILD_PTYPES = [6, 7, 8]


def set_hh_index(df):

Expand All@@ -61,7 +58,7 @@ def add_pn(col, pnum):
raise RuntimeError("add_pn col not list or str")


def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):
def assign_cdap_rank(persons, person_type_map, trace_hh_id=None, trace_label=None):
"""
Assign an integer index, cdap_rank, to each household member. (Starting with 1, not 0)

Expand DownExpand Up@@ -109,7 +106,7 @@ def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):

# choose up to 2 workers, preferring full over part, older over younger
workers = \
persons.loc[persons[_ptype_].isin(WORKER_PTYPES), [_hh_id_, _ptype_]]\
persons.loc[persons[_ptype_].isin(person_type_map['WORKER']), [_hh_id_, _ptype_]]\
.sort_values(by=[_hh_id_, _ptype_], ascending=[True, True])\
.groupby(_hh_id_).head(2)
# tag the selected workers
Expand All@@ -118,7 +115,7 @@ def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):

# choose up to 3, preferring youngest
children = \
persons.loc[persons[_ptype_].isin(CHILD_PTYPES), [_hh_id_, _ptype_, _age_]]\
persons.loc[persons[_ptype_].isin(person_type_map['CHILD']), [_hh_id_, _ptype_, _age_]]\
.sort_values(by=[_hh_id_, _ptype_], ascending=[True, True])\
.groupby(_hh_id_).head(3)
# tag the selected children
Expand DownExpand Up@@ -795,6 +792,7 @@ def extra_hh_member_choices(persons, cdap_fixed_relative_proportions, locals_d,

def _run_cdap(
persons,
person_type_map,
cdap_indiv_spec,
interaction_coefficients,
cdap_fixed_relative_proportions,
Expand All@@ -815,7 +813,7 @@ def _run_cdap(
# assign integer cdap_rank to each household member
# persons with cdap_rank 1..MAX_HHSIZE will be have their activities chose by CDAP model
# extra household members, will have activities assigned by in fixed proportions
assign_cdap_rank(persons, trace_hh_id, trace_label)
assign_cdap_rank(persons, person_type_map, trace_hh_id, trace_label)

# Calculate CDAP utilities for each individual, ignoring interactions
# ind_utils has index of 'person_id' and a column for each alternative
Expand DownExpand Up@@ -892,6 +890,7 @@ def calc_rows_per_chunk(chunk_size, choosers, trace_label=None):

def run_cdap(
persons,
person_type_map,
cdap_indiv_spec,
cdap_interaction_coefficients,
cdap_fixed_relative_proportions,
Expand DownExpand Up@@ -950,6 +949,7 @@ def run_cdap(

cdap_results = \
_run_cdap(persons_chunk,
person_type_map,
cdap_indiv_spec,
cdap_interaction_coefficients,
cdap_fixed_relative_proportions,
Expand Down
2 changes: 1 addition & 1 deletion activitysim/abm/models/util/expressions.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -205,7 +205,7 @@ def skim_time_period_label(time_period):
return skim_time_periods['labels'][bin]

return pd.cut(time_period, skim_time_periods[period_label],
labels=skim_time_periods['labels'], right=True).astype(str)
labels=skim_time_periods['labels'], ordered=False).astype(str)


def annotate_preprocessors(
Expand Down
8 changes: 8 additions & 0 deletions activitysim/abm/models/util/test/configs/cdap.yaml
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,8 @@
PERSON_TYPE_MAP:
WORKER:
- 1
- 2
CHILD:
- 6
- 7
- 8
25 changes: 19 additions & 6 deletions activitysim/abm/models/util/test/test_cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -2,6 +2,7 @@
# See full license in LICENSE.txt.

import os.path
import yaml

import pandas as pd
import pandas.testing as pdt
Expand DownExpand Up@@ -29,6 +30,14 @@ def people(data_dir):
index_col='id')


@pytest.fixture(scope='module')
def model_settings(configs_dir):
yml_file = os.path.join(configs_dir, 'cdap.yaml')
with open(yml_file) as f:
model_settings = yaml.load(f, Loader=yaml.loader.SafeLoader)
return model_settings


@pytest.fixture(scope='module')
def cdap_indiv_and_hhsize1(configs_dir):
return simulate.read_model_spec(file_name='cdap_indiv_and_hhsize1.csv', spec_dir=configs_dir)
Expand DownExpand Up@@ -60,9 +69,11 @@ def test_bad_coefficients(configs_dir):
assert "Expect only M, N, or H" in str(excinfo.value)


def test_assign_cdap_rank(people):
def test_assign_cdap_rank(people, model_settings):

person_type_map = model_settings.get('PERSON_TYPE_MAP', {})

cdap.assign_cdap_rank(people)
cdap.assign_cdap_rank(people, person_type_map)

expected = pd.Series(
[1, 1, 1, 2, 2, 1, 3, 1, 2, 1, 3, 2, 1, 3, 2, 4, 1, 3, 4, 2],
Expand All@@ -72,9 +83,10 @@ def test_assign_cdap_rank(people):
pdt.assert_series_equal(people['cdap_rank'], expected, check_dtype=False, check_names=False)


def test_individual_utilities(people, cdap_indiv_and_hhsize1):
def test_individual_utilities(people, cdap_indiv_and_hhsize1, model_settings):

cdap.assign_cdap_rank(people)
person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap.assign_cdap_rank(people, person_type_map)
individual_utils = cdap.individual_utilities(people, cdap_indiv_and_hhsize1, locals_d=None)
individual_utils = individual_utils[['M', 'N', 'H']]

Expand DownExpand Up@@ -105,11 +117,12 @@ def test_individual_utilities(people, cdap_indiv_and_hhsize1):
individual_utils, expected, check_dtype=False, check_names=False)


def test_build_cdap_spec_hhsize2(people, cdap_indiv_and_hhsize1, cdap_interaction_coefficients):
def test_build_cdap_spec_hhsize2(people, cdap_indiv_and_hhsize1, cdap_interaction_coefficients, model_settings):

hhsize = 2

cdap.assign_cdap_rank(people)
person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap.assign_cdap_rank(people, person_type_map)
indiv_utils = cdap.individual_utilities(people, cdap_indiv_and_hhsize1, locals_d=None)

choosers = cdap.hh_choosers(indiv_utils, hhsize=hhsize)
Expand Down
9 changes: 9 additions & 0 deletions activitysim/examples/example_mtc/configs/cdap.yaml
Original file line numberDiff line numberDiff line change
Expand Up@@ -13,6 +13,15 @@ CONSTANTS:
SCHOOL: 7
PRESCHOOL: 8

PERSON_TYPE_MAP:
WORKER:
- 1
- 2
CHILD:
- 6
- 7
- 8

annotate_persons:
SPEC: annotate_persons_cdap
DF: persons
Expand Down
2 changes: 2 additions & 0 deletions activitysim/examples/example_mtc/configs/settings.yaml
Original file line numberDiff line numberDiff line change
Expand Up@@ -175,12 +175,14 @@ skim_time_periods:
period_minutes: 60
periods:
- 0
- 3
- 6
- 11
- 16
- 20
- 24
labels:
- EA
- EA
- AM
- MD
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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3 changes: 2 additions & 1 deletion activitysim/abm/models/cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -32,7 +32,7 @@ def cdap_simulate(persons_merged, persons, households,

trace_label = 'cdap'
model_settings = config.read_model_settings('cdap.yaml')

person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap_indiv_spec = simulate.read_model_spec(file_name=model_settings['INDIV_AND_HHSIZE1_SPEC'])

# Rules and coefficients for generating interaction specs for different household sizes
Expand DownExpand Up@@ -80,6 +80,7 @@ def cdap_simulate(persons_merged, persons, households,

choices = cdap.run_cdap(
persons=persons_merged,
person_type_map=person_type_map,
cdap_indiv_spec=cdap_indiv_spec,
cdap_interaction_coefficients=cdap_interaction_coefficients,
cdap_fixed_relative_proportions=cdap_fixed_relative_proportions,
Expand Down
14 changes: 7 additions & 7 deletions activitysim/abm/models/util/cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -35,9 +35,6 @@

MAX_INTERACTION_CARDINALITY = 3

WORKER_PTYPES = [1, 2]
CHILD_PTYPES = [6, 7, 8]


def set_hh_index(df):

Expand All@@ -61,7 +58,7 @@ def add_pn(col, pnum):
raise RuntimeError("add_pn col not list or str")


def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):
def assign_cdap_rank(persons, person_type_map, trace_hh_id=None, trace_label=None):
"""
Assign an integer index, cdap_rank, to each household member. (Starting with 1, not 0)

Expand DownExpand Up@@ -109,7 +106,7 @@ def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):

# choose up to 2 workers, preferring full over part, older over younger
workers = \
persons.loc[persons[_ptype_].isin(WORKER_PTYPES), [_hh_id_, _ptype_]]\
persons.loc[persons[_ptype_].isin(person_type_map['WORKER']), [_hh_id_, _ptype_]]\
.sort_values(by=[_hh_id_, _ptype_], ascending=[True, True])\
.groupby(_hh_id_).head(2)
# tag the selected workers
Expand All@@ -118,7 +115,7 @@ def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):

# choose up to 3, preferring youngest
children = \
persons.loc[persons[_ptype_].isin(CHILD_PTYPES), [_hh_id_, _ptype_, _age_]]\
persons.loc[persons[_ptype_].isin(person_type_map['CHILD']), [_hh_id_, _ptype_, _age_]]\
.sort_values(by=[_hh_id_, _ptype_], ascending=[True, True])\
.groupby(_hh_id_).head(3)
# tag the selected children
Expand DownExpand Up@@ -795,6 +792,7 @@ def extra_hh_member_choices(persons, cdap_fixed_relative_proportions, locals_d,

def _run_cdap(
persons,
person_type_map,
cdap_indiv_spec,
interaction_coefficients,
cdap_fixed_relative_proportions,
Expand All@@ -815,7 +813,7 @@ def _run_cdap(
# assign integer cdap_rank to each household member
# persons with cdap_rank 1..MAX_HHSIZE will be have their activities chose by CDAP model
# extra household members, will have activities assigned by in fixed proportions
assign_cdap_rank(persons, trace_hh_id, trace_label)
assign_cdap_rank(persons, person_type_map, trace_hh_id, trace_label)

# Calculate CDAP utilities for each individual, ignoring interactions
# ind_utils has index of 'person_id' and a column for each alternative
Expand DownExpand Up@@ -892,6 +890,7 @@ def calc_rows_per_chunk(chunk_size, choosers, trace_label=None):

def run_cdap(
persons,
person_type_map,
cdap_indiv_spec,
cdap_interaction_coefficients,
cdap_fixed_relative_proportions,
Expand DownExpand Up@@ -950,6 +949,7 @@ def run_cdap(

cdap_results = \
_run_cdap(persons_chunk,
person_type_map,
cdap_indiv_spec,
cdap_interaction_coefficients,
cdap_fixed_relative_proportions,
Expand Down
2 changes: 1 addition & 1 deletion activitysim/abm/models/util/expressions.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -205,7 +205,7 @@ def skim_time_period_label(time_period):
return skim_time_periods['labels'][bin]

return pd.cut(time_period, skim_time_periods[period_label],
labels=skim_time_periods['labels'], right=True).astype(str)
labels=skim_time_periods['labels'], ordered=False).astype(str)


def annotate_preprocessors(
Expand Down
8 changes: 8 additions & 0 deletions activitysim/abm/models/util/test/configs/cdap.yaml
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,8 @@
PERSON_TYPE_MAP:
WORKER:
- 1
- 2
CHILD:
- 6
- 7
- 8
25 changes: 19 additions & 6 deletions activitysim/abm/models/util/test/test_cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -2,6 +2,7 @@
# See full license in LICENSE.txt.

import os.path
import yaml

import pandas as pd
import pandas.testing as pdt
Expand DownExpand Up@@ -29,6 +30,14 @@ def people(data_dir):
index_col='id')


@pytest.fixture(scope='module')
def model_settings(configs_dir):
yml_file = os.path.join(configs_dir, 'cdap.yaml')
with open(yml_file) as f:
model_settings = yaml.load(f, Loader=yaml.loader.SafeLoader)
return model_settings


@pytest.fixture(scope='module')
def cdap_indiv_and_hhsize1(configs_dir):
return simulate.read_model_spec(file_name='cdap_indiv_and_hhsize1.csv', spec_dir=configs_dir)
Expand DownExpand Up@@ -60,9 +69,11 @@ def test_bad_coefficients(configs_dir):
assert "Expect only M, N, or H" in str(excinfo.value)


def test_assign_cdap_rank(people):
def test_assign_cdap_rank(people, model_settings):

person_type_map = model_settings.get('PERSON_TYPE_MAP', {})

cdap.assign_cdap_rank(people)
cdap.assign_cdap_rank(people, person_type_map)

expected = pd.Series(
[1, 1, 1, 2, 2, 1, 3, 1, 2, 1, 3, 2, 1, 3, 2, 4, 1, 3, 4, 2],
Expand All@@ -72,9 +83,10 @@ def test_assign_cdap_rank(people):
pdt.assert_series_equal(people['cdap_rank'], expected, check_dtype=False, check_names=False)


def test_individual_utilities(people, cdap_indiv_and_hhsize1):
def test_individual_utilities(people, cdap_indiv_and_hhsize1, model_settings):

cdap.assign_cdap_rank(people)
person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap.assign_cdap_rank(people, person_type_map)
individual_utils = cdap.individual_utilities(people, cdap_indiv_and_hhsize1, locals_d=None)
individual_utils = individual_utils[['M', 'N', 'H']]

Expand DownExpand Up@@ -105,11 +117,12 @@ def test_individual_utilities(people, cdap_indiv_and_hhsize1):
individual_utils, expected, check_dtype=False, check_names=False)


def test_build_cdap_spec_hhsize2(people, cdap_indiv_and_hhsize1, cdap_interaction_coefficients):
def test_build_cdap_spec_hhsize2(people, cdap_indiv_and_hhsize1, cdap_interaction_coefficients, model_settings):

hhsize = 2

cdap.assign_cdap_rank(people)
person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap.assign_cdap_rank(people, person_type_map)
indiv_utils = cdap.individual_utilities(people, cdap_indiv_and_hhsize1, locals_d=None)

choosers = cdap.hh_choosers(indiv_utils, hhsize=hhsize)
Expand Down
9 changes: 9 additions & 0 deletions activitysim/examples/example_mtc/configs/cdap.yaml
Original file line numberDiff line numberDiff line change
Expand Up@@ -13,6 +13,15 @@ CONSTANTS:
SCHOOL: 7
PRESCHOOL: 8

PERSON_TYPE_MAP:
WORKER:
- 1
- 2
CHILD:
- 6
- 7
- 8

annotate_persons:
SPEC: annotate_persons_cdap
DF: persons
Expand Down
2 changes: 2 additions & 0 deletions activitysim/examples/example_mtc/configs/settings.yaml
Original file line numberDiff line numberDiff line change
Expand Up@@ -175,12 +175,14 @@ skim_time_periods:
period_minutes: 60
periods:
- 0
- 3
- 6
- 11
- 16
- 20
- 24
labels:
- EA
- EA
- AM
- MD
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
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3 changes: 2 additions & 1 deletion activitysim/abm/models/cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -32,7 +32,7 @@ def cdap_simulate(persons_merged, persons, households,

trace_label = 'cdap'
model_settings = config.read_model_settings('cdap.yaml')

person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap_indiv_spec = simulate.read_model_spec(file_name=model_settings['INDIV_AND_HHSIZE1_SPEC'])

# Rules and coefficients for generating interaction specs for different household sizes
Expand DownExpand Up@@ -80,6 +80,7 @@ def cdap_simulate(persons_merged, persons, households,

choices = cdap.run_cdap(
persons=persons_merged,
person_type_map=person_type_map,
cdap_indiv_spec=cdap_indiv_spec,
cdap_interaction_coefficients=cdap_interaction_coefficients,
cdap_fixed_relative_proportions=cdap_fixed_relative_proportions,
Expand Down
14 changes: 7 additions & 7 deletions activitysim/abm/models/util/cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -35,9 +35,6 @@

MAX_INTERACTION_CARDINALITY = 3

WORKER_PTYPES = [1, 2]
CHILD_PTYPES = [6, 7, 8]


def set_hh_index(df):

Expand All@@ -61,7 +58,7 @@ def add_pn(col, pnum):
raise RuntimeError("add_pn col not list or str")


def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):
def assign_cdap_rank(persons, person_type_map, trace_hh_id=None, trace_label=None):
"""
Assign an integer index, cdap_rank, to each household member. (Starting with 1, not 0)

Expand DownExpand Up@@ -109,7 +106,7 @@ def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):

# choose up to 2 workers, preferring full over part, older over younger
workers = \
persons.loc[persons[_ptype_].isin(WORKER_PTYPES), [_hh_id_, _ptype_]]\
persons.loc[persons[_ptype_].isin(person_type_map['WORKER']), [_hh_id_, _ptype_]]\
.sort_values(by=[_hh_id_, _ptype_], ascending=[True, True])\
.groupby(_hh_id_).head(2)
# tag the selected workers
Expand All@@ -118,7 +115,7 @@ def assign_cdap_rank(persons, trace_hh_id=None, trace_label=None):

# choose up to 3, preferring youngest
children = \
persons.loc[persons[_ptype_].isin(CHILD_PTYPES), [_hh_id_, _ptype_, _age_]]\
persons.loc[persons[_ptype_].isin(person_type_map['CHILD']), [_hh_id_, _ptype_, _age_]]\
.sort_values(by=[_hh_id_, _ptype_], ascending=[True, True])\
.groupby(_hh_id_).head(3)
# tag the selected children
Expand DownExpand Up@@ -795,6 +792,7 @@ def extra_hh_member_choices(persons, cdap_fixed_relative_proportions, locals_d,

def _run_cdap(
persons,
person_type_map,
cdap_indiv_spec,
interaction_coefficients,
cdap_fixed_relative_proportions,
Expand All@@ -815,7 +813,7 @@ def _run_cdap(
# assign integer cdap_rank to each household member
# persons with cdap_rank 1..MAX_HHSIZE will be have their activities chose by CDAP model
# extra household members, will have activities assigned by in fixed proportions
assign_cdap_rank(persons, trace_hh_id, trace_label)
assign_cdap_rank(persons, person_type_map, trace_hh_id, trace_label)

# Calculate CDAP utilities for each individual, ignoring interactions
# ind_utils has index of 'person_id' and a column for each alternative
Expand DownExpand Up@@ -892,6 +890,7 @@ def calc_rows_per_chunk(chunk_size, choosers, trace_label=None):

def run_cdap(
persons,
person_type_map,
cdap_indiv_spec,
cdap_interaction_coefficients,
cdap_fixed_relative_proportions,
Expand DownExpand Up@@ -950,6 +949,7 @@ def run_cdap(

cdap_results = \
_run_cdap(persons_chunk,
person_type_map,
cdap_indiv_spec,
cdap_interaction_coefficients,
cdap_fixed_relative_proportions,
Expand Down
2 changes: 1 addition & 1 deletion activitysim/abm/models/util/expressions.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -205,7 +205,7 @@ def skim_time_period_label(time_period):
return skim_time_periods['labels'][bin]

return pd.cut(time_period, skim_time_periods[period_label],
labels=skim_time_periods['labels'], right=True).astype(str)
labels=skim_time_periods['labels'], ordered=False).astype(str)


def annotate_preprocessors(
Expand Down
8 changes: 8 additions & 0 deletions activitysim/abm/models/util/test/configs/cdap.yaml
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,8 @@
PERSON_TYPE_MAP:
WORKER:
- 1
- 2
CHILD:
- 6
- 7
- 8
25 changes: 19 additions & 6 deletions activitysim/abm/models/util/test/test_cdap.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -2,6 +2,7 @@
# See full license in LICENSE.txt.

import os.path
import yaml

import pandas as pd
import pandas.testing as pdt
Expand DownExpand Up@@ -29,6 +30,14 @@ def people(data_dir):
index_col='id')


@pytest.fixture(scope='module')
def model_settings(configs_dir):
yml_file = os.path.join(configs_dir, 'cdap.yaml')
with open(yml_file) as f:
model_settings = yaml.load(f, Loader=yaml.loader.SafeLoader)
return model_settings


@pytest.fixture(scope='module')
def cdap_indiv_and_hhsize1(configs_dir):
return simulate.read_model_spec(file_name='cdap_indiv_and_hhsize1.csv', spec_dir=configs_dir)
Expand DownExpand Up@@ -60,9 +69,11 @@ def test_bad_coefficients(configs_dir):
assert "Expect only M, N, or H" in str(excinfo.value)


def test_assign_cdap_rank(people):
def test_assign_cdap_rank(people, model_settings):

person_type_map = model_settings.get('PERSON_TYPE_MAP', {})

cdap.assign_cdap_rank(people)
cdap.assign_cdap_rank(people, person_type_map)

expected = pd.Series(
[1, 1, 1, 2, 2, 1, 3, 1, 2, 1, 3, 2, 1, 3, 2, 4, 1, 3, 4, 2],
Expand All@@ -72,9 +83,10 @@ def test_assign_cdap_rank(people):
pdt.assert_series_equal(people['cdap_rank'], expected, check_dtype=False, check_names=False)


def test_individual_utilities(people, cdap_indiv_and_hhsize1):
def test_individual_utilities(people, cdap_indiv_and_hhsize1, model_settings):

cdap.assign_cdap_rank(people)
person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap.assign_cdap_rank(people, person_type_map)
individual_utils = cdap.individual_utilities(people, cdap_indiv_and_hhsize1, locals_d=None)
individual_utils = individual_utils[['M', 'N', 'H']]

Expand DownExpand Up@@ -105,11 +117,12 @@ def test_individual_utilities(people, cdap_indiv_and_hhsize1):
individual_utils, expected, check_dtype=False, check_names=False)


def test_build_cdap_spec_hhsize2(people, cdap_indiv_and_hhsize1, cdap_interaction_coefficients):
def test_build_cdap_spec_hhsize2(people, cdap_indiv_and_hhsize1, cdap_interaction_coefficients, model_settings):

hhsize = 2

cdap.assign_cdap_rank(people)
person_type_map = model_settings.get('PERSON_TYPE_MAP', {})
cdap.assign_cdap_rank(people, person_type_map)
indiv_utils = cdap.individual_utilities(people, cdap_indiv_and_hhsize1, locals_d=None)

choosers = cdap.hh_choosers(indiv_utils, hhsize=hhsize)
Expand Down
9 changes: 9 additions & 0 deletions activitysim/examples/example_mtc/configs/cdap.yaml
Original file line numberDiff line numberDiff line change
Expand Up@@ -13,6 +13,15 @@ CONSTANTS:
SCHOOL: 7
PRESCHOOL: 8

PERSON_TYPE_MAP:
WORKER:
- 1
- 2
CHILD:
- 6
- 7
- 8

annotate_persons:
SPEC: annotate_persons_cdap
DF: persons
Expand Down
2 changes: 2 additions & 0 deletions activitysim/examples/example_mtc/configs/settings.yaml
Original file line numberDiff line numberDiff line change
Expand Up@@ -175,12 +175,14 @@ skim_time_periods:
period_minutes: 60
periods:
- 0
- 3
- 6
- 11
- 16
- 20
- 24
labels:
- EA
- EA
- AM
- MD
Expand Down