Generate Population from National Transport Survey Data¶

Generate caveat schedules and attributes inputs from UK NTS data.

Provided example uses toy data. You can access the real UK travel survey from 2002-2021 from the UK Data Service.

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from pathlib import Path

import pandas as pd
from pam import read
from pam.core import Population
from pam.utils import datetime_to_matsim_time

from caveat.evaluate.describe.times import (
    joint_time_distributions_plot,
    times_distributions_plot,
)
from caveat.evaluate.describe.transitions import sequence_prob_plot
from pathlib import Path

import pandas as pd
from pam import read
from pam.core import Population
from pam.utils import datetime_to_matsim_time

from caveat.evaluate.describe.times import (
    joint_time_distributions_plot,
    times_distributions_plot,
)
from caveat.evaluate.describe.transitions import sequence_prob_plot

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dir = Path("data/dummyNTS/")
trips_csv = dir / "trips.tab"
attributes_csv = dir / "individuals.tab"
hhs_csv = dir / "households.tab"

# dir = Path("/home/fred/Data/UKDA-5340-tab/tab")
# trips_csv = dir / "trip_eul_2002-2023.tab"
# attributes_csv = dir / "individual_eul_2002-2023.tab"
# hhs_csv = dir / "household_eul_2002-2023.tab"

assert dir.exists()
assert trips_csv.exists()
assert attributes_csv.exists()
assert hhs_csv.exists()

years = [2021]

write_dir = Path("tmp")
write_dir.mkdir(exist_ok=True)
schedules_path = write_dir / "nts_schedules_2019.csv"
attributes_path = write_dir / "nts_attributes_2019.csv"
dir = Path("data/dummyNTS/")
trips_csv = dir / "trips.tab"
attributes_csv = dir / "individuals.tab"
hhs_csv = dir / "households.tab"

# dir = Path("/home/fred/Data/UKDA-5340-tab/tab")
# trips_csv = dir / "trip_eul_2002-2023.tab"
# attributes_csv = dir / "individual_eul_2002-2023.tab"
# hhs_csv = dir / "household_eul_2002-2023.tab"

assert dir.exists()
assert trips_csv.exists()
assert attributes_csv.exists()
assert hhs_csv.exists()

years = [2021]

write_dir = Path("tmp")
write_dir.mkdir(exist_ok=True)
schedules_path = write_dir / "nts_schedules_2019.csv"
attributes_path = write_dir / "nts_attributes_2019.csv"

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travel_diaries = pd.read_csv(
    trips_csv,
    sep="\t",
    usecols=[
        "TripID",
        "JourSeq",
        "DayID",
        "IndividualID",
        "HouseholdID",
        "MainMode_B04ID",
        "TripPurpFrom_B01ID",
        "TripPurpTo_B01ID",
        "TripStart",
        "TripEnd",
        "TripOrigGOR_B02ID",
        "TripDestGOR_B02ID",
        "W5",
        "SurveyYear",
    ],
)
travel_diaries = travel_diaries.rename(
    columns={
        "TripID": "tid",
        "JourSeq": "seq",
        "DayID": "day",
        "IndividualID": "iid",
        "HouseholdID": "hid",
        "TripOrigGOR_B02ID": "ozone",
        "TripDestGOR_B02ID": "dzone",
        "TripPurpFrom_B01ID": "oact",
        "TripPurpTo_B01ID": "dact",
        "MainMode_B04ID": "mode",
        "TripStart": "tst",
        "TripEnd": "tet",
        "W5": "freq",
        "SurveyYear": "year",
    }
)

travel_diaries = travel_diaries[travel_diaries.year.isin(years)]

travel_diaries.tst = pd.to_numeric(travel_diaries.tst, errors="coerce")
travel_diaries.tet = pd.to_numeric(travel_diaries.tet, errors="coerce")
travel_diaries.ozone = pd.to_numeric(travel_diaries.ozone, errors="coerce")
travel_diaries.dzone = pd.to_numeric(travel_diaries.dzone, errors="coerce")
travel_diaries.freq = pd.to_numeric(travel_diaries.freq, errors="coerce")

travel_diaries["did"] = travel_diaries.groupby("iid")["day"].transform(
    lambda x: pd.factorize(x)[0] + 1
)
travel_diaries["pid"] = [
    f"{i}-{d}" for i, d in zip(travel_diaries.iid, travel_diaries.did)
]

travel_diaries = travel_diaries.loc[
    travel_diaries.groupby("pid")
    .filter(lambda x: pd.isnull(x).sum().sum() < 1)
    .index
]
# travel_diaries.freq = travel_diaries.freq / travel_diaries.groupby("iid").day.transform("nunique")
travel_diaries.loc[travel_diaries.tet == 0, "tet"] = 1440

travel_diaries = travel_diaries.drop(["tid", "day", "year", "did"], axis=1)

mode_mapping = {
    1: "walk",
    2: "bike",
    3: "car",  #'Car/van driver'
    4: "car",  #'Car/van driver'
    5: "car",  #'Motorcycle',
    6: "car",  #'Other private transport',
    7: "pt",  # Bus in London',
    8: "pt",  #'Other local bus',
    9: "pt",  #'Non-local bus',
    10: "pt",  #'London Underground',
    11: "pt",  #'Surface Rail',
    12: "car",  #'Taxi/minicab',
    13: "pt",  #'Other public transport',
    -10: "DEAD",
    -8: "NA",
}

purp_mapping = {
    1: "work",
    2: "work",  #'In course of work',
    3: "education",
    4: "shop",  #'Food shopping',
    5: "shop",  #'Non food shopping',
    6: "medical",  #'Personal business medical',
    7: "other",  #'Personal business eat/drink',
    8: "other",  #'Personal business other',
    9: "other",  #'Eat/drink with friends',
    10: "visit",  #'Visit friends',
    11: "other",  #'Other social',
    12: "other",  #'Entertain/ public activity',
    13: "other",  #'Sport: participate',
    14: "home",  #'Holiday: base',
    15: "other",  #'Day trip/just walk',
    16: "other",  #'Other non-escort',
    17: "escort",  #'Escort home',
    18: "escort",  #'Escort work',
    19: "escort",  #'Escort in course of work',
    20: "escort",  #'Escort education',
    21: "escort",  #'Escort shopping/personal business',
    22: "escort",  #'Other escort',
    23: "home",  #'Home',
    -10: "DEAD",
    -8: "NA",
}

travel_diaries["mode"] = travel_diaries["mode"].map(mode_mapping)
travel_diaries["oact"] = travel_diaries["oact"].map(purp_mapping)
travel_diaries["dact"] = travel_diaries["dact"].map(purp_mapping)
travel_diaries.tst = travel_diaries.tst.astype(int)
travel_diaries.tet = travel_diaries.tet.astype(int)

travel_diaries.head(20)
travel_diaries = pd.read_csv(
    trips_csv,
    sep="\t",
    usecols=[
        "TripID",
        "JourSeq",
        "DayID",
        "IndividualID",
        "HouseholdID",
        "MainMode_B04ID",
        "TripPurpFrom_B01ID",
        "TripPurpTo_B01ID",
        "TripStart",
        "TripEnd",
        "TripOrigGOR_B02ID",
        "TripDestGOR_B02ID",
        "W5",
        "SurveyYear",
    ],
)
travel_diaries = travel_diaries.rename(
    columns={
        "TripID": "tid",
        "JourSeq": "seq",
        "DayID": "day",
        "IndividualID": "iid",
        "HouseholdID": "hid",
        "TripOrigGOR_B02ID": "ozone",
        "TripDestGOR_B02ID": "dzone",
        "TripPurpFrom_B01ID": "oact",
        "TripPurpTo_B01ID": "dact",
        "MainMode_B04ID": "mode",
        "TripStart": "tst",
        "TripEnd": "tet",
        "W5": "freq",
        "SurveyYear": "year",
    }
)

travel_diaries = travel_diaries[travel_diaries.year.isin(years)]

travel_diaries.tst = pd.to_numeric(travel_diaries.tst, errors="coerce")
travel_diaries.tet = pd.to_numeric(travel_diaries.tet, errors="coerce")
travel_diaries.ozone = pd.to_numeric(travel_diaries.ozone, errors="coerce")
travel_diaries.dzone = pd.to_numeric(travel_diaries.dzone, errors="coerce")
travel_diaries.freq = pd.to_numeric(travel_diaries.freq, errors="coerce")

travel_diaries["did"] = travel_diaries.groupby("iid")["day"].transform(
    lambda x: pd.factorize(x)[0] + 1
)
travel_diaries["pid"] = [
    f"{i}-{d}" for i, d in zip(travel_diaries.iid, travel_diaries.did)
]

travel_diaries = travel_diaries.loc[
    travel_diaries.groupby("pid")
    .filter(lambda x: pd.isnull(x).sum().sum() < 1)
    .index
]
# travel_diaries.freq = travel_diaries.freq / travel_diaries.groupby("iid").day.transform("nunique")
travel_diaries.loc[travel_diaries.tet == 0, "tet"] = 1440

travel_diaries = travel_diaries.drop(["tid", "day", "year", "did"], axis=1)

mode_mapping = {
    1: "walk",
    2: "bike",
    3: "car",  #'Car/van driver'
    4: "car",  #'Car/van driver'
    5: "car",  #'Motorcycle',
    6: "car",  #'Other private transport',
    7: "pt",  # Bus in London',
    8: "pt",  #'Other local bus',
    9: "pt",  #'Non-local bus',
    10: "pt",  #'London Underground',
    11: "pt",  #'Surface Rail',
    12: "car",  #'Taxi/minicab',
    13: "pt",  #'Other public transport',
    -10: "DEAD",
    -8: "NA",
}

purp_mapping = {
    1: "work",
    2: "work",  #'In course of work',
    3: "education",
    4: "shop",  #'Food shopping',
    5: "shop",  #'Non food shopping',
    6: "medical",  #'Personal business medical',
    7: "other",  #'Personal business eat/drink',
    8: "other",  #'Personal business other',
    9: "other",  #'Eat/drink with friends',
    10: "visit",  #'Visit friends',
    11: "other",  #'Other social',
    12: "other",  #'Entertain/ public activity',
    13: "other",  #'Sport: participate',
    14: "home",  #'Holiday: base',
    15: "other",  #'Day trip/just walk',
    16: "other",  #'Other non-escort',
    17: "escort",  #'Escort home',
    18: "escort",  #'Escort work',
    19: "escort",  #'Escort in course of work',
    20: "escort",  #'Escort education',
    21: "escort",  #'Escort shopping/personal business',
    22: "escort",  #'Other escort',
    23: "home",  #'Home',
    -10: "DEAD",
    -8: "NA",
}

travel_diaries["mode"] = travel_diaries["mode"].map(mode_mapping)
travel_diaries["oact"] = travel_diaries["oact"].map(purp_mapping)
travel_diaries["dact"] = travel_diaries["dact"].map(purp_mapping)
travel_diaries.tst = travel_diaries.tst.astype(int)
travel_diaries.tet = travel_diaries.tet.astype(int)

travel_diaries.head(20)

/tmp/ipykernel_18886/1552774066.py:1: DtypeWarning: Columns (40,45) have mixed types. Specify dtype option on import or set low_memory=False.
  travel_diaries = pd.read_csv(

Out[24]:

	iid	hid	seq	mode	oact	dact	tst	tet	ozone	dzone	freq	pid
928960	2019000134	2019000061	2	car	home	work	450	480	7	7	0.787878	2019000134-1
928961	2019000135	2019000061	2	car	escort	escort	565	570	7	7	0.859816	2019000135-1
928962	2019000135	2019000061	3	car	escort	other	575	600	7	7	0.778427	2019000135-1
928963	2019000135	2019000061	2	car	escort	escort	1140	1150	7	7	0.888253	2019000135-2
928964	2019000136	2019000061	2	walk	education	home	910	920	7	7	0.760308	2019000136-1
928965	2019000136	2019000061	1	pt	home	escort	1035	1040	7	7	0.888253	2019000136-2
934248	2019000024	2019000011	1	car	home	visit	605	693	8	9	0.777401	2019000024-1
934249	2019000024	2019000011	1	car	home	shop	503	507	9	9	0.975009	2019000024-2
934428	2019000015	2019000006	2	car	education	home	915	945	7	6	0.759657	2019000015-1
934429	2019000015	2019000006	2	car	education	home	915	945	7	6	0.777065	2019000015-2
934430	2019000017	2019000007	1	car	home	work	540	580	9	9	1.448530	2019000017-1
934431	2019000017	2019000007	1	car	home	work	480	500	9	9	1.465704	2019000017-2
934432	2019000021	2019000009	4	car	escort	home	924	936	9	9	1.081640	2019000021-1
934433	2019000021	2019000009	2	car	shop	home	920	951	9	9	1.186110	2019000021-2
934435	2019000022	2019000009	1	car	home	education	496	508	9	9	1.116068	2019000022-2
934436	2019000022	2019000009	2	car	education	home	941	953	9	9	1.143158	2019000022-3
934437	2019000022	2019000009	2	car	education	home	931	943	9	9	1.193024	2019000022-4
934438	2019000024	2019000011	4	car	other	other	745	759	9	9	0.777401	2019000024-3
934439	2019000024	2019000011	1	car	home	shop	545	550	9	9	0.954613	2019000024-4
934572	2019000030	2019000014	1	walk	home	work	495	510	9	9	1.352645	2019000030-1

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columns = {
    "SurveyYear": "year",
    "IndividualID": "iid",
    "HouseholdID": "hid",
    "Age_B01ID": "age",
    "Sex_B01ID": "gender",
    "EdAttn1_B01ID": "education",
    "DrivLic_B02ID": "license",
    "CarAccess_B01ID": "car_access",
    "EcoStat_B02ID": "work_status",
    "EthGroupTS_B02ID": "ethnicity",
}
attributes = pd.read_csv(
    attributes_csv, sep="\t", usecols=columns.keys()
).rename(columns=columns)

attributes = attributes[attributes.year.isin(years)]
attributes = attributes[attributes.iid.isin(travel_diaries.iid)]

# expand attributes to days and add pid
pid_to_iid = travel_diaries.set_index("pid")["iid"].to_dict()
expanded_attributes = []
for k, v in pid_to_iid.items():
    expanded_attributes.append(attributes[attributes.iid == v].assign(pid=k))
expanded_attributes = pd.concat(expanded_attributes)
assert set(expanded_attributes.pid) == set(travel_diaries.pid)

# fix special values to zero (DEAD, NULL, NA, etc)
for c in [
    "age",
    "gender",
    "education",
    "license",
    "car_access",
    "work_status",
    "ethnicity",
]:
    expanded_attributes.loc[expanded_attributes[c] < 0, c] = 0
    expanded_attributes.loc[expanded_attributes[c].isnull(), c] = 0

expanded_attributes.head()
columns = {
    "SurveyYear": "year",
    "IndividualID": "iid",
    "HouseholdID": "hid",
    "Age_B01ID": "age",
    "Sex_B01ID": "gender",
    "EdAttn1_B01ID": "education",
    "DrivLic_B02ID": "license",
    "CarAccess_B01ID": "car_access",
    "EcoStat_B02ID": "work_status",
    "EthGroupTS_B02ID": "ethnicity",
}
attributes = pd.read_csv(
    attributes_csv, sep="\t", usecols=columns.keys()
).rename(columns=columns)

attributes = attributes[attributes.year.isin(years)]
attributes = attributes[attributes.iid.isin(travel_diaries.iid)]

# expand attributes to days and add pid
pid_to_iid = travel_diaries.set_index("pid")["iid"].to_dict()
expanded_attributes = []
for k, v in pid_to_iid.items():
    expanded_attributes.append(attributes[attributes.iid == v].assign(pid=k))
expanded_attributes = pd.concat(expanded_attributes)
assert set(expanded_attributes.pid) == set(travel_diaries.pid)

# fix special values to zero (DEAD, NULL, NA, etc)
for c in [
    "age",
    "gender",
    "education",
    "license",
    "car_access",
    "work_status",
    "ethnicity",
]:
    expanded_attributes.loc[expanded_attributes[c] < 0, c] = 0
    expanded_attributes.loc[expanded_attributes[c].isnull(), c] = 0

expanded_attributes.head()

Out[25]:

	iid	hid	age	gender	ethnicity	education	license	car_access	work_status	year	pid
324390	2019000134	2019000061	15	1	2	1	1	2	1	2019	2019000134-1
324391	2019000135	2019000061	13	2	2	1	1	2	2	2019	2019000135-1
324391	2019000135	2019000061	13	2	2	1	1	2	2	2019	2019000135-2
324392	2019000136	2019000061	5	2	2	0	0	4	0	2019	2019000136-1
324392	2019000136	2019000061	5	2	2	0	0	4	0	2019	2019000136-2

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# additionally extract attributes from household table
# add them to individual table for simplicity
columns = {
    "HouseholdID": "hid",
    "Settlement2011EW_B04ID": "area",
    "SurveyYear": "year",
    "HHIncQISEngTS_B01ID": "income",
    "HHoldNumPeople": "hh_size",
    "HHoldStruct_B02ID": "hh_composition",
    "HHoldNumChildren": "hh_children",
    "NumCar": "hh_cars",
    "NumBike": "hh_bikes",
    "NumMCycle": "hh_motorcycles",
}
hhs = pd.read_csv(hhs_csv, sep="\t", usecols=columns.keys()).rename(
    columns=columns
)
hhs = hhs[hhs.year.isin(years)]

# add hh attributes to individuals
for c in [
    "area",
    "income",
    "hh_size",
    "hh_composition",
    "hh_children",
    "hh_cars",
    "hh_bikes",
    "hh_motorcycles",
]:
    mapper = hhs.set_index("hid")[c].to_dict()
    expanded_attributes[c] = expanded_attributes.hid.map(mapper)

for c in [
    "area",
    "income",
    "hh_size",
    "hh_composition",
    "hh_children",
    "hh_cars",
    "hh_bikes",
    "hh_motorcycles",
]:
    expanded_attributes[c] = (
        pd.to_numeric(expanded_attributes[c], errors="coerce")
        .fillna(0)
        .astype(int)
    )
    expanded_attributes.loc[expanded_attributes[c] < 0, c] = 0
    expanded_attributes.loc[expanded_attributes[c].isnull(), c] = 0

expanded_attributes.drop("hid", axis=1, inplace=True)

expanded_attributes.head()
# additionally extract attributes from household table
# add them to individual table for simplicity
columns = {
    "HouseholdID": "hid",
    "Settlement2011EW_B04ID": "area",
    "SurveyYear": "year",
    "HHIncQISEngTS_B01ID": "income",
    "HHoldNumPeople": "hh_size",
    "HHoldStruct_B02ID": "hh_composition",
    "HHoldNumChildren": "hh_children",
    "NumCar": "hh_cars",
    "NumBike": "hh_bikes",
    "NumMCycle": "hh_motorcycles",
}
hhs = pd.read_csv(hhs_csv, sep="\t", usecols=columns.keys()).rename(
    columns=columns
)
hhs = hhs[hhs.year.isin(years)]

# add hh attributes to individuals
for c in [
    "area",
    "income",
    "hh_size",
    "hh_composition",
    "hh_children",
    "hh_cars",
    "hh_bikes",
    "hh_motorcycles",
]:
    mapper = hhs.set_index("hid")[c].to_dict()
    expanded_attributes[c] = expanded_attributes.hid.map(mapper)

for c in [
    "area",
    "income",
    "hh_size",
    "hh_composition",
    "hh_children",
    "hh_cars",
    "hh_bikes",
    "hh_motorcycles",
]:
    expanded_attributes[c] = (
        pd.to_numeric(expanded_attributes[c], errors="coerce")
        .fillna(0)
        .astype(int)
    )
    expanded_attributes.loc[expanded_attributes[c] < 0, c] = 0
    expanded_attributes.loc[expanded_attributes[c].isnull(), c] = 0

expanded_attributes.drop("hid", axis=1, inplace=True)

expanded_attributes.head()

/tmp/ipykernel_18886/20560562.py:15: DtypeWarning: Columns (34,35) have mixed types. Specify dtype option on import or set low_memory=False.
  hhs = pd.read_csv(hhs_csv, sep="\t", usecols=columns.keys()).rename(

Out[26]:

	iid	age	gender	ethnicity	education	license	car_access	work_status	year	pid	area	income	hh_size	hh_composition	hh_children	hh_cars	hh_bikes
324390	2019000134	15	1	2	1	1	2	1	2019	2019000134-1	1	3	4	5	2	2	2
324391	2019000135	13	2	2	1	1	2	2	2019	2019000135-1	1	3	4	5	2	2	2
324391	2019000135	13	2	2	1	1	2	2	2019	2019000135-2	1	3	4	5	2	2	2
324392	2019000136	5	2	2	0	0	4	0	2019	2019000136-1	1	3	4	5	2	2	2
324392	2019000136	5	2	2	0	0	4	0	2019	2019000136-2	1	3	4	5	2	2	2

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age_mapping = {
    1: 0,
    2: 1,
    3: 3,
    4: 5,
    5: 11,
    6: 16,
    7: 17,
    8: 18,
    9: 19,
    10: 20,
    11: 21,
    12: 26,
    13: 30,
    14: 40,
    15: 50,
    16: 60,
    17: 65,
    18: 70,
    19: 75,
    20: 80,
    21: 85,
}
age_group_mapping = {
    1: "<5",
    2: "<5",
    3: "<5",
    4: "5-11",
    5: "11-16",
    6: "16-20",
    7: "16-20",
    8: "16-20",
    9: "16-20",
    10: "20-30",
    11: "20-30",
    12: "20-30",
    13: "30-40",
    14: "40-50",
    15: "50-70",
    16: "50-70",
    17: "50-70",
    18: "70+",
    19: "70+",
    20: "70+",
    21: "70+",
}
gender_mapping = {0: "unknown", 1: "M", 2: "F"}
education_mapping = {0: "unknown", 1: "Y", 2: "N"}
license_mapping = {0: "unknown", 1: "yes", 2: "yes", 3: "no"}
car_access_mapping = {
    0: "unknown",
    1: "yes",
    2: "yes",
    3: "yes",
    4: "yes",
    5: "no",
    6: "no",
}
work_status_mapping = {
    0: "unemployed",
    1: "employed",
    2: "employed",
    3: "unemployed",
    4: "unemployed",
    5: "student",
    6: "unemployed",
}
area_mapping = {
    0: "unknown",
    1: "suburban",
    2: "urban",
    3: "rural",
    4: "rural",
    5: "scotland",
}
ethnicity_mapping = {0: "unknown", 1: "white", 2: "non-white"}
hh_composition_mapping = {
    0: "unknown",
    1: "1adult",
    2: "2adults",
    3: "3+adults",
    4: "single_parent",
    5: "2adult_1+child",
    6: "3+adult_1+child",
}
mappings = {
    "age": age_mapping,
    "gender": gender_mapping,
    "education": education_mapping,
    "license": license_mapping,
    "car_access": car_access_mapping,
    "work_status": work_status_mapping,
    "area": area_mapping,
    "ethnicity": ethnicity_mapping,
    "hh_composition": hh_composition_mapping,
}

expanded_attributes["age_group"] = expanded_attributes["age"].map(
    age_group_mapping
)

for c, mapping in mappings.items():
    if c in expanded_attributes.columns:
        expanded_attributes[c] = expanded_attributes[c].map(mapping)
age_mapping = {
    1: 0,
    2: 1,
    3: 3,
    4: 5,
    5: 11,
    6: 16,
    7: 17,
    8: 18,
    9: 19,
    10: 20,
    11: 21,
    12: 26,
    13: 30,
    14: 40,
    15: 50,
    16: 60,
    17: 65,
    18: 70,
    19: 75,
    20: 80,
    21: 85,
}
age_group_mapping = {
    1: "<5",
    2: "<5",
    3: "<5",
    4: "5-11",
    5: "11-16",
    6: "16-20",
    7: "16-20",
    8: "16-20",
    9: "16-20",
    10: "20-30",
    11: "20-30",
    12: "20-30",
    13: "30-40",
    14: "40-50",
    15: "50-70",
    16: "50-70",
    17: "50-70",
    18: "70+",
    19: "70+",
    20: "70+",
    21: "70+",
}
gender_mapping = {0: "unknown", 1: "M", 2: "F"}
education_mapping = {0: "unknown", 1: "Y", 2: "N"}
license_mapping = {0: "unknown", 1: "yes", 2: "yes", 3: "no"}
car_access_mapping = {
    0: "unknown",
    1: "yes",
    2: "yes",
    3: "yes",
    4: "yes",
    5: "no",
    6: "no",
}
work_status_mapping = {
    0: "unemployed",
    1: "employed",
    2: "employed",
    3: "unemployed",
    4: "unemployed",
    5: "student",
    6: "unemployed",
}
area_mapping = {
    0: "unknown",
    1: "suburban",
    2: "urban",
    3: "rural",
    4: "rural",
    5: "scotland",
}
ethnicity_mapping = {0: "unknown", 1: "white", 2: "non-white"}
hh_composition_mapping = {
    0: "unknown",
    1: "1adult",
    2: "2adults",
    3: "3+adults",
    4: "single_parent",
    5: "2adult_1+child",
    6: "3+adult_1+child",
}
mappings = {
    "age": age_mapping,
    "gender": gender_mapping,
    "education": education_mapping,
    "license": license_mapping,
    "car_access": car_access_mapping,
    "work_status": work_status_mapping,
    "area": area_mapping,
    "ethnicity": ethnicity_mapping,
    "hh_composition": hh_composition_mapping,
}

expanded_attributes["age_group"] = expanded_attributes["age"].map(
    age_group_mapping
)

for c, mapping in mappings.items():
    if c in expanded_attributes.columns:
        expanded_attributes[c] = expanded_attributes[c].map(mapping)

In [28]:

Copied!





def filter_home_based(population: Population):
    new = Population()
    for _, _, person in population.people():
        if person.plan.first == "home" and person.plan.last == "home":
            new.add(person)
    return new


def squash(before: list, following: list, act="home") -> list:
    if not following:
        return before
    a = before[-1]
    b = following[1]
    if a.act == act and b.act == act:
        a.end_time = b.end_time
        following = following[2:]
        return squash(before, following, act)
    else:
        before = before + following[:2]
        following = following[2:]
        return squash(before, following, act)


def squash_population(population: Population, act="home"):
    new = Population()
    for _, _, person in population.people():
        person.plan.day = squash(
            [person.plan.day[0]], person.plan.day[1:], act=act
        )
        new.add(person)
    return new
def filter_home_based(population: Population):
    new = Population()
    for _, _, person in population.people():
        if person.plan.first == "home" and person.plan.last == "home":
            new.add(person)
    return new


def squash(before: list, following: list, act="home") -> list:
    if not following:
        return before
    a = before[-1]
    b = following[1]
    if a.act == act and b.act == act:
        a.end_time = b.end_time
        following = following[2:]
        return squash(before, following, act)
    else:
        before = before + following[:2]
        following = following[2:]
        return squash(before, following, act)


def squash_population(population: Population, act="home"):
    new = Population()
    for _, _, person in population.people():
        person.plan.day = squash(
            [person.plan.day[0]], person.plan.day[1:], act=act
        )
        new.add(person)
    return new

In [29]:

Copied!





pam_population = read.load_travel_diary(
    trips=travel_diaries,
    persons_attributes=expanded_attributes,
    trip_freq_as_person_freq=True,
)
print("Raw size: ", pam_population.stats)
pam_population.fix_plans()
print("PAM fix: ", pam_population.stats)
pam_population = filter_home_based(pam_population)
print("home based size: ", pam_population.stats)
pam_population = squash_population(pam_population, "home")
print("Squash home size: ", pam_population.stats)
pam_population = squash_population(pam_population, "work")
print("squash work size: ", pam_population.stats)
pam_population = squash_population(pam_population, "education")
print("squash edu size: ", pam_population.stats)
pam_population.fix_plans()
print("PAM 2nd fix: ", pam_population.stats)

pam_population.random_person().plot()
pam_population = read.load_travel_diary(
    trips=travel_diaries,
    persons_attributes=expanded_attributes,
    trip_freq_as_person_freq=True,
)
print("Raw size: ", pam_population.stats)
pam_population.fix_plans()
print("PAM fix: ", pam_population.stats)
pam_population = filter_home_based(pam_population)
print("home based size: ", pam_population.stats)
pam_population = squash_population(pam_population, "home")
print("Squash home size: ", pam_population.stats)
pam_population = squash_population(pam_population, "work")
print("squash work size: ", pam_population.stats)
pam_population = squash_population(pam_population, "education")
print("squash edu size: ", pam_population.stats)
pam_population.fix_plans()
print("PAM 2nd fix: ", pam_population.stats)

pam_population.random_person().plot()

Using from-to activity parser using 'oact' and 'dact' columns
Adding pid->hh mapping to persons_attributes from trips.

        Unable to load household area ('hzone') - not found in trips_diary or unable to build from attributes.
        Pam will try to infer home location from activities, but this behaviour is not recommended.
        
Using freq of 'None' for all trips.
 Person pid:2019000004-5 hid:2019000001 plan does not start with 'home' activity: other
 Person pid:2019000005-3 hid:2019000002 plan does not start with 'home' activity: work
 Person pid:2019000011-3 hid:2019000004 plan does not start with 'home' activity: visit
 Person pid:2019000011-7 hid:2019000004 plan does not start with 'home' activity: visit
 Person pid:2019000042-1 hid:2019000021 plan does not start with 'home' activity: work
 Person pid:2019000042-5 hid:2019000021 plan does not start with 'home' activity: work
 Person pid:2019000045-1 hid:2019000023 plan does not start with 'home' activity: shop
 Person pid:2019000056-6 hid:2019000028 plan does not start with 'home' activity: visit
 Person pid:2019000060-1 hid:2019000029 plan does not start with 'home' activity: shop
 Person pid:2019000062-2 hid:2019000030 plan does not start with 'home' activity: work
 Person pid:2019000062-4 hid:2019000030 plan does not start with 'home' activity: work
 Person pid:2019000062-7 hid:2019000030 plan does not start with 'home' activity: work
 Person pid:2019000068-7 hid:2019000032 plan does not start with 'home' activity: visit
 Person pid:2019000079-1 hid:2019000038 plan does not start with 'home' activity: work
 Person pid:2019000079-2 hid:2019000038 plan does not start with 'home' activity: work
 Person pid:2019000079-4 hid:2019000038 plan does not start with 'home' activity: work
 Person pid:2019000079-6 hid:2019000038 plan does not start with 'home' activity: work
 Person pid:2019000079-7 hid:2019000038 plan does not start with 'home' activity: work
 Person pid:2019000084-7 hid:2019000041 plan does not start with 'home' activity: work
 Person pid:2019000099-1 hid:2019000047 plan does not start with 'home' activity: education
 Person pid:2019000100-6 hid:2019000047 plan does not start with 'home' activity: education
 Person pid:2019000106-1 hid:2019000049 plan does not start with 'home' activity: medical
 Person pid:2019000116-2 hid:2019000052 plan does not start with 'home' activity: other
 Person pid:2019000115-1 hid:2019000052 plan does not start with 'home' activity: work
 Person pid:2019000115-2 hid:2019000052 plan does not start with 'home' activity: work
 Person pid:2019000115-3 hid:2019000052 plan does not start with 'home' activity: work
 Person pid:2019000115-4 hid:2019000052 plan does not start with 'home' activity: work
 Person pid:2019000118-3 hid:2019000053 plan does not start with 'home' activity: work
 Person pid:2019000118-6 hid:2019000053 plan does not start with 'home' activity: work
 Person pid:2019000121-5 hid:2019000054 plan does not start with 'home' activity: visit
 Person pid:2019000122-1 hid:2019000055 plan does not start with 'home' activity: visit
 Person pid:2019000123-2 hid:2019000056 plan does not start with 'home' activity: other
 Person pid:2019000124-6 hid:2019000056 plan does not start with 'home' activity: medical
 Person pid:2019000134-1 hid:2019000061 plan does not start with 'home' activity: visit
 Person pid:2019000136-3 hid:2019000061 plan does not start with 'home' activity: visit
 Person pid:2019000137-2 hid:2019000061 plan does not start with 'home' activity: other
 Person pid:2019000135-5 hid:2019000061 plan does not start with 'home' activity: visit
 Person pid:2019000137-3 hid:2019000061 plan does not start with 'home' activity: visit
 Person pid:2019000136-4 hid:2019000061 plan does not start with 'home' activity: education
 Person pid:2019000136-5 hid:2019000061 plan does not start with 'home' activity: other
 Person pid:2019000146-3 hid:2019000067 plan does not start with 'home' activity: work
 Person pid:2019000146-4 hid:2019000067 plan does not start with 'home' activity: work
 Person pid:2019000146-6 hid:2019000067 plan does not start with 'home' activity: work
 Person pid:2019000159-4 hid:2019000072 plan does not start with 'home' activity: visit
 Person pid:2019000164-4 hid:2019000074 plan does not start with 'home' activity: work
 Person pid:2019000164-5 hid:2019000074 plan does not start with 'home' activity: work
 Person pid:2019000164-6 hid:2019000074 plan does not start with 'home' activity: work
 Person pid:2019000164-7 hid:2019000074 plan does not start with 'home' activity: work
 Person pid:2019000185-4 hid:2019000082 plan does not start with 'home' activity: work
 Person pid:2019000185-5 hid:2019000082 plan does not start with 'home' activity: visit
 Person pid:2019000191-3 hid:2019000084 plan does not start with 'home' activity: visit
 Person pid:2019000192-5 hid:2019000084 plan does not start with 'home' activity: visit
 Person pid:2019000189-6 hid:2019000084 plan does not start with 'home' activity: visit
 Person pid:2019000203-2 hid:2019000090 plan does not start with 'home' activity: work
 Person pid:2019000203-4 hid:2019000090 plan does not start with 'home' activity: work
 Person pid:2019000210-2 hid:2019000093 plan does not start with 'home' activity: education
 Person pid:2019000214-3 hid:2019000095 plan does not start with 'home' activity: visit
 Person pid:2019000215-3 hid:2019000095 plan does not start with 'home' activity: visit
 Person pid:2019000225-1 hid:2019000100 plan does not start with 'home' activity: work
 Person pid:2019000225-5 hid:2019000100 plan does not start with 'home' activity: work
 Person pid:2019000225-6 hid:2019000100 plan does not start with 'home' activity: work
 Person pid:2019000229-1 hid:2019000102 plan does not start with 'home' activity: work
 Person pid:2019000237-1 hid:2019000106 plan does not start with 'home' activity: visit
 Person pid:2019000242-3 hid:2019000110 plan does not start with 'home' activity: other
 Person pid:2019000245-3 hid:2019000111 plan does not start with 'home' activity: work
 Person pid:2019000246-2 hid:2019000112 plan does not start with 'home' activity: visit
 Person pid:2019000249-3 hid:2019000115 plan does not start with 'home' activity: work
 Person pid:2019000249-5 hid:2019000115 plan does not start with 'home' activity: visit
 Person pid:2019000249-6 hid:2019000115 plan does not start with 'home' activity: shop
 Person pid:2019000251-1 hid:2019000116 plan does not start with 'home' activity: visit
 Person pid:2019000250-7 hid:2019000116 plan does not start with 'home' activity: visit
 Person pid:2019000251-5 hid:2019000116 plan does not start with 'home' activity: visit
 Person pid:2019000257-1 hid:2019000119 plan does not start with 'home' activity: work
 Person pid:2019000259-2 hid:2019000120 plan does not start with 'home' activity: work
 Person pid:2019000281-1 hid:2019000129 plan does not start with 'home' activity: shop
 Person pid:2019000301-3 hid:2019000137 plan does not start with 'home' activity: visit
 Person pid:2019000301-7 hid:2019000137 plan does not start with 'home' activity: visit
 Person pid:2019000307-2 hid:2019000140 plan does not start with 'home' activity: visit
 Person pid:2019000309-5 hid:2019000141 plan does not start with 'home' activity: visit
 Person pid:2019000310-3 hid:2019000141 plan does not start with 'home' activity: visit
 Person pid:2019000313-1 hid:2019000142 plan does not start with 'home' activity: other
 Person pid:2019000320-1 hid:2019000146 plan does not start with 'home' activity: work
 Person pid:2019000321-3 hid:2019000147 plan does not start with 'home' activity: escort
 Person pid:2019000323-2 hid:2019000147 plan does not start with 'home' activity: other
 Person pid:2019000321-4 hid:2019000147 plan does not start with 'home' activity: other
 Person pid:2019000322-2 hid:2019000147 plan does not start with 'home' activity: other
 Person pid:2019000329-2 hid:2019000149 plan does not start with 'home' activity: visit
 Person pid:2019000329-5 hid:2019000149 plan does not start with 'home' activity: visit
 Person pid:2019000329-7 hid:2019000149 plan does not start with 'home' activity: visit
 Person pid:2019000328-4 hid:2019000149 plan does not start with 'home' activity: work
 Person pid:2019000328-5 hid:2019000149 plan does not start with 'home' activity: work
 Person pid:2019000328-6 hid:2019000149 plan does not start with 'home' activity: work
 Person pid:2019000331-2 hid:2019000151 plan does not start with 'home' activity: other
 Person pid:2019000359-6 hid:2019000166 plan does not start with 'home' activity: visit
 Person pid:2019000361-2 hid:2019000167 plan does not start with 'home' activity: visit
 Person pid:2019000360-6 hid:2019000167 plan does not start with 'home' activity: visit
 Person pid:2019000366-2 hid:2019000170 plan does not start with 'home' activity: escort
 Person pid:2019000366-4 hid:2019000170 plan does not start with 'home' activity: escort
 Person pid:2019000369-2 hid:2019000171 plan does not start with 'home' activity: work
 Person pid:2019000369-6 hid:2019000171 plan does not start with 'home' activity: work
 Person pid:2019000372-1 hid:2019000171 plan does not start with 'home' activity: visit
 Person pid:2019000372-3 hid:2019000171 plan does not start with 'home' activity: visit
 Person pid:2019000379-3 hid:2019000175 plan does not start with 'home' activity: work
 Person pid:2019000388-1 hid:2019000179 plan does not start with 'home' activity: work
 Person pid:2019000388-2 hid:2019000179 plan does not start with 'home' activity: work
 Person pid:2019000388-3 hid:2019000179 plan does not start with 'home' activity: work
 Person pid:2019000388-4 hid:2019000179 plan does not start with 'home' activity: work
 Person pid:2019000388-6 hid:2019000179 plan does not start with 'home' activity: work
 Person pid:2019000406-2 hid:2019000184 plan does not start with 'home' activity: visit
 Person pid:2019000407-7 hid:2019000185 plan does not start with 'home' activity: other
 Person pid:2019000412-2 hid:2019000188 plan does not start with 'home' activity: visit
 Person pid:2019000412-4 hid:2019000188 plan does not start with 'home' activity: visit
 Person pid:2019000414-1 hid:2019000188 plan does not start with 'home' activity: visit
 Person pid:2019000414-2 hid:2019000188 plan does not start with 'home' activity: visit
 Person pid:2019000415-2 hid:2019000188 plan does not start with 'home' activity: visit
 Person pid:2019000413-1 hid:2019000188 plan does not start with 'home' activity: visit
 Person pid:2019000413-2 hid:2019000188 plan does not start with 'home' activity: visit
 Person pid:2019000416-3 hid:2019000188 plan does not start with 'home' activity: visit
 Person pid:2019000416-4 hid:2019000188 plan does not start with 'home' activity: visit
 Person pid:2019000415-5 hid:2019000188 plan does not start with 'home' activity: visit
 Person pid:2019000426-1 hid:2019000193 plan does not start with 'home' activity: work
 Person pid:2019000426-2 hid:2019000193 plan does not start with 'home' activity: work
 Person pid:2019000426-4 hid:2019000193 plan does not start with 'home' activity: visit
 Person pid:2019000428-4 hid:2019000193 plan does not start with 'home' activity: visit
 Person pid:2019000427-5 hid:2019000193 plan does not start with 'home' activity: visit
 Person pid:2019000429-4 hid:2019000193 plan does not start with 'home' activity: visit
 Person pid:2019000437-1 hid:2019000195 plan does not start with 'home' activity: work
 Person pid:2019000437-2 hid:2019000195 plan does not start with 'home' activity: work
 Person pid:2019000437-3 hid:2019000195 plan does not start with 'home' activity: work
 Person pid:2019000437-7 hid:2019000195 plan does not start with 'home' activity: work
 Person pid:2019000458-1 hid:2019000204 plan does not start with 'home' activity: work
 Person pid:2019000458-2 hid:2019000204 plan does not start with 'home' activity: work
 Person pid:2019000458-3 hid:2019000204 plan does not start with 'home' activity: work
 Person pid:2019000458-4 hid:2019000204 plan does not start with 'home' activity: work
 Person pid:2019000458-5 hid:2019000204 plan does not start with 'home' activity: work
 Person pid:2019000463-1 hid:2019000205 plan does not start with 'home' activity: visit
 Person pid:2019000473-2 hid:2019000208 plan does not start with 'home' activity: visit
 Person pid:2019000473-5 hid:2019000208 plan does not start with 'home' activity: visit
 Person pid:2019000473-7 hid:2019000208 plan does not start with 'home' activity: visit
 Person pid:2019000494-3 hid:2019000216 plan does not start with 'home' activity: work
 Person pid:2019000494-4 hid:2019000216 plan does not start with 'home' activity: work
 Person pid:2019000511-5 hid:2019000222 plan does not start with 'home' activity: visit
 Person pid:2019000517-2 hid:2019000224 plan does not start with 'home' activity: other
 Person pid:2019000532-1 hid:2019000231 plan does not start with 'home' activity: visit
 Person pid:2019000535-7 hid:2019000232 plan does not start with 'home' activity: work
 Person pid:2019000564-1 hid:2019000242 plan does not start with 'home' activity: work
 Person pid:2019000564-4 hid:2019000242 plan does not start with 'home' activity: work
 Person pid:2019000564-7 hid:2019000242 plan does not start with 'home' activity: work
 Person pid:2019000572-7 hid:2019000246 plan does not start with 'home' activity: work
 Person pid:2019000574-3 hid:2019000246 plan does not start with 'home' activity: visit
 Person pid:2019000577-1 hid:2019000247 plan does not start with 'home' activity: visit
 Person pid:2019000577-5 hid:2019000247 plan does not start with 'home' activity: visit
 Person pid:2019000577-7 hid:2019000247 plan does not start with 'home' activity: visit
 Person pid:2019000581-5 hid:2019000249 plan does not start with 'home' activity: visit
 Person pid:2019000598-6 hid:2019000256 plan does not start with 'home' activity: visit
 Person pid:2019000599-6 hid:2019000256 plan does not start with 'home' activity: visit
 Person pid:2019000607-2 hid:2019000260 plan does not start with 'home' activity: visit
 Person pid:2019000607-3 hid:2019000260 plan does not start with 'home' activity: other
 Person pid:2019000607-4 hid:2019000260 plan does not start with 'home' activity: visit
 Person pid:2019000610-2 hid:2019000260 plan does not start with 'home' activity: visit
 Person pid:2019000609-3 hid:2019000260 plan does not start with 'home' activity: visit
 Person pid:2019000617-4 hid:2019000262 plan does not start with 'home' activity: shop
 Person pid:2019000617-5 hid:2019000262 plan does not start with 'home' activity: other
 Person pid:2019000617-6 hid:2019000262 plan does not start with 'home' activity: other
 Person pid:2019000645-1 hid:2019000272 plan does not start with 'home' activity: work
 Person pid:2019000645-2 hid:2019000272 plan does not start with 'home' activity: work
 Person pid:2019000645-3 hid:2019000272 plan does not start with 'home' activity: work
 Person pid:2019000645-4 hid:2019000272 plan does not start with 'home' activity: work
 Person pid:2019000645-5 hid:2019000272 plan does not start with 'home' activity: work
 Person pid:2019000660-1 hid:2019000276 plan does not start with 'home' activity: escort
 Person pid:2019000660-2 hid:2019000276 plan does not start with 'home' activity: escort
 Person pid:2019000660-4 hid:2019000276 plan does not start with 'home' activity: escort
 Person pid:2019000660-7 hid:2019000276 plan does not start with 'home' activity: escort
 Person pid:2019000674-2 hid:2019000282 plan does not start with 'home' activity: visit
 Person pid:2019000674-3 hid:2019000282 plan does not start with 'home' activity: visit
 Person pid:2019000674-6 hid:2019000282 plan does not start with 'home' activity: visit
 Person pid:2019000673-3 hid:2019000282 plan does not start with 'home' activity: visit
 Person pid:2019000673-5 hid:2019000282 plan does not start with 'home' activity: visit
 Person pid:2019000673-6 hid:2019000282 plan does not start with 'home' activity: visit
 Person pid:2019000674-7 hid:2019000282 plan does not start with 'home' activity: visit
 Person pid:2019000673-7 hid:2019000282 plan does not start with 'home' activity: visit
 Person pid:2019000679-1 hid:2019000284 plan does not start with 'home' activity: work
 Person pid:2019000709-4 hid:2019000293 plan does not start with 'home' activity: visit
 Person pid:2019000710-2 hid:2019000293 plan does not start with 'home' activity: visit
 Person pid:2019000732-3 hid:2019000301 plan does not start with 'home' activity: work
 Person pid:2019000731-1 hid:2019000301 plan does not start with 'home' activity: work
 Person pid:2019000731-2 hid:2019000301 plan does not start with 'home' activity: work
 Person pid:2019000731-3 hid:2019000301 plan does not start with 'home' activity: work
 Person pid:2019000731-4 hid:2019000301 plan does not start with 'home' activity: work
 Person pid:2019000734-4 hid:2019000301 plan does not start with 'home' activity: education
 Person pid:2019000731-5 hid:2019000301 plan does not start with 'home' activity: other
 Person pid:2019000731-6 hid:2019000301 plan does not start with 'home' activity: work
 Person pid:2019000739-2 hid:2019000303 plan does not start with 'home' activity: visit
 Person pid:2019000738-7 hid:2019000303 plan does not start with 'home' activity: visit
 Person pid:2019000742-1 hid:2019000305 plan does not start with 'home' activity: work
 Person pid:2019000742-4 hid:2019000305 plan does not start with 'home' activity: work
 Person pid:2019000742-5 hid:2019000305 plan does not start with 'home' activity: work
 Person pid:2019000742-6 hid:2019000305 plan does not start with 'home' activity: work
 Person pid:2019000751-3 hid:2019000310 plan does not start with 'home' activity: visit
 Person pid:2019000760-5 hid:2019000315 plan does not start with 'home' activity: other
 Person pid:2019000773-4 hid:2019000319 plan does not start with 'home' activity: visit
 Person pid:2019000773-5 hid:2019000319 plan does not start with 'home' activity: visit
 Person pid:2019000774-5 hid:2019000319 plan does not start with 'home' activity: visit
 Person pid:2019000780-7 hid:2019000322 plan does not start with 'home' activity: shop
 Person pid:2019000791-2 hid:2019000327 plan does not start with 'home' activity: visit
 Person pid:2019000794-7 hid:2019000328 plan does not start with 'home' activity: other
 Person pid:2019000793-7 hid:2019000328 plan does not start with 'home' activity: visit
 Person pid:2019000829-4 hid:2019000340 plan does not start with 'home' activity: visit
 Person pid:2019000835-2 hid:2019000342 plan does not start with 'home' activity: visit
 Person pid:2019000837-2 hid:2019000342 plan does not start with 'home' activity: visit
 Person pid:2019000836-3 hid:2019000342 plan does not start with 'home' activity: visit
 Person pid:2019000838-3 hid:2019000343 plan does not start with 'home' activity: shop
 Person pid:2019000844-6 hid:2019000345 plan does not start with 'home' activity: other
 Person pid:2019000852-5 hid:2019000349 plan does not start with 'home' activity: visit
 Person pid:2019000853-2 hid:2019000349 plan does not start with 'home' activity: visit
 Person pid:2019000854-5 hid:2019000350 plan does not start with 'home' activity: other
 Person pid:2019000857-4 hid:2019000351 plan does not start with 'home' activity: work
 Person pid:2019000888-4 hid:2019000364 plan does not start with 'home' activity: work
 Person pid:2019000889-2 hid:2019000365 plan does not start with 'home' activity: work
 Person pid:2019000891-5 hid:2019000366 plan does not start with 'home' activity: work
 Person pid:2019000891-6 hid:2019000366 plan does not start with 'home' activity: work
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 Person pid:2019015139-4 hid:2019006415 plan does not start with 'home' activity: visit
 Person pid:2019015143-1 hid:2019006416 plan does not start with 'home' activity: visit
 Person pid:2019015145-1 hid:2019006416 plan does not start with 'home' activity: visit
 Person pid:2019015144-1 hid:2019006416 plan does not start with 'home' activity: visit
 Person pid:2019015146-2 hid:2019006416 plan does not start with 'home' activity: visit
 Person pid:2019015144-3 hid:2019006416 plan does not start with 'home' activity: visit
 Person pid:2019015144-4 hid:2019006416 plan does not start with 'home' activity: visit
 Person pid:2019015145-4 hid:2019006416 plan does not start with 'home' activity: visit
 Person pid:2019015146-3 hid:2019006416 plan does not start with 'home' activity: visit
 Person pid:2019015143-4 hid:2019006416 plan does not start with 'home' activity: visit
 Person pid:2019015147-2 hid:2019006417 plan does not start with 'home' activity: shop
 Person pid:2019015147-6 hid:2019006417 plan does not start with 'home' activity: shop
 Person pid:2019015157-1 hid:2019006422 plan does not start with 'home' activity: visit
 Person pid:2019015157-2 hid:2019006422 plan does not start with 'home' activity: education
 Person pid:2019015157-5 hid:2019006422 plan does not start with 'home' activity: visit
 Person pid:2019015160-4 hid:2019006424 plan does not start with 'home' activity: visit
 Person pid:2019015161-2 hid:2019006425 plan does not start with 'home' activity: other
 Person pid:2019015162-4 hid:2019006425 plan does not start with 'home' activity: other
 Person pid:2019015162-6 hid:2019006425 plan does not start with 'home' activity: visit
 Person pid:2019015170-2 hid:2019006431 plan does not start with 'home' activity: shop
 Person pid:2019015179-4 hid:2019006434 plan does not start with 'home' activity: visit
 Person pid:2019015178-4 hid:2019006434 plan does not start with 'home' activity: work
 Person pid:2019015184-2 hid:2019006436 plan does not start with 'home' activity: work
 Person pid:2019015183-3 hid:2019006436 plan does not start with 'home' activity: work
 Person pid:2019015197-2 hid:2019006442 plan does not start with 'home' activity: visit
 Person pid:2019015197-3 hid:2019006442 plan does not start with 'home' activity: visit
 Person pid:2019015222-2 hid:2019006453 plan does not start with 'home' activity: other
 Person pid:2019015223-3 hid:2019006453 plan does not start with 'home' activity: other
 Person pid:2019015226-4 hid:2019006455 plan does not start with 'home' activity: visit
 Person pid:2019015228-2 hid:2019006456 plan does not start with 'home' activity: medical
 Person pid:2019015241-4 hid:2019006461 plan does not start with 'home' activity: visit
 Person pid:2019015241-6 hid:2019006461 plan does not start with 'home' activity: medical
 Person pid:2019015248-1 hid:2019006464 plan does not start with 'home' activity: other
 Person pid:2019015247-3 hid:2019006464 plan does not start with 'home' activity: other
 Person pid:2019015265-1 hid:2019006473 plan does not start with 'home' activity: education
 Person pid:2019015266-4 hid:2019006473 plan does not start with 'home' activity: education
 Person pid:2019015271-7 hid:2019006476 plan does not start with 'home' activity: visit
 Person pid:2019015275-3 hid:2019006478 plan does not start with 'home' activity: visit
 Person pid:2019015280-3 hid:2019006480 plan does not start with 'home' activity: education
 Person pid:2019015280-5 hid:2019006480 plan does not start with 'home' activity: education
 Person pid:2019015281-3 hid:2019006480 plan does not start with 'home' activity: education
 Person pid:2019015282-3 hid:2019006480 plan does not start with 'home' activity: escort
 Person pid:2019015282-4 hid:2019006480 plan does not start with 'home' activity: escort
 Person pid:2019015278-2 hid:2019006480 plan does not start with 'home' activity: escort
 Person pid:2019015278-3 hid:2019006480 plan does not start with 'home' activity: escort
 Person pid:2019015278-4 hid:2019006480 plan does not start with 'home' activity: escort
 Person pid:2019015280-6 hid:2019006480 plan does not start with 'home' activity: education
 Person pid:2019015281-4 hid:2019006480 plan does not start with 'home' activity: education
 Person pid:2019015280-7 hid:2019006480 plan does not start with 'home' activity: education
 Person pid:2019015282-6 hid:2019006480 plan does not start with 'home' activity: escort
 Person pid:2019015278-7 hid:2019006480 plan does not start with 'home' activity: escort
 Person pid:2019015281-6 hid:2019006480 plan does not start with 'home' activity: education
 Person pid:2019015282-7 hid:2019006480 plan does not start with 'home' activity: escort
 Person pid:2019015281-7 hid:2019006480 plan does not start with 'home' activity: education
 Person pid:2019015287-1 hid:2019006484 plan does not start with 'home' activity: visit
 Person pid:2019015293-6 hid:2019006487 plan does not start with 'home' activity: visit
 Person pid:2019015296-7 hid:2019006489 plan does not start with 'home' activity: work
 Person pid:2019015314-2 hid:2019006496 plan does not start with 'home' activity: other
 Person pid:2019015314-3 hid:2019006496 plan does not start with 'home' activity: other
 Person pid:2019015313-5 hid:2019006496 plan does not start with 'home' activity: other
 Person pid:2019015313-6 hid:2019006496 plan does not start with 'home' activity: other
 Person pid:2019015319-3 hid:2019006498 plan does not start with 'home' activity: visit
 Person pid:2019015324-6 hid:2019006501 plan does not start with 'home' activity: work
 Person pid:2019015348-5 hid:2019006510 plan does not start with 'home' activity: work
 Person pid:2019015358-5 hid:2019006516 plan does not start with 'home' activity: work
 Person pid:2019015365-5 hid:2019006518 plan does not start with 'home' activity: other
 Person pid:2019015410-3 hid:2019006541 plan does not start with 'home' activity: work
 Person pid:2019015410-4 hid:2019006541 plan does not start with 'home' activity: work
 Person pid:2019015413-2 hid:2019006542 plan does not start with 'home' activity: visit
 Person pid:2019015414-4 hid:2019006542 plan does not start with 'home' activity: visit
 Person pid:2019015421-2 hid:2019006547 plan does not start with 'home' activity: work
 Person pid:2019015421-7 hid:2019006547 plan does not start with 'home' activity: work
 Person pid:2019015423-3 hid:2019006548 plan does not start with 'home' activity: visit
 Person pid:2019015435-7 hid:2019006552 plan does not start with 'home' activity: work
 Person pid:2019015439-2 hid:2019006553 plan does not start with 'home' activity: work
 Person pid:2019015439-5 hid:2019006553 plan does not start with 'home' activity: work
 Person pid:2019015466-2 hid:2019006563 plan does not start with 'home' activity: education
 Person pid:2019015478-1 hid:2019006567 plan does not start with 'home' activity: education
 Person pid:2019015477-3 hid:2019006567 plan does not start with 'home' activity: education
 Person pid:2019015481-4 hid:2019006568 plan does not start with 'home' activity: visit
 Person pid:2019015481-6 hid:2019006568 plan does not start with 'home' activity: visit
 Person pid:2019015488-1 hid:2019006572 plan does not start with 'home' activity: other
 Person pid:2019015513-3 hid:2019006585 plan does not start with 'home' activity: work
 Person pid:2019015513-4 hid:2019006585 plan does not start with 'home' activity: work
 Person pid:2019015540-1 hid:2019006595 plan does not start with 'home' activity: escort
 Person pid:2019015543-1 hid:2019006596 plan does not start with 'home' activity: visit
 Person pid:2019015544-2 hid:2019006596 plan does not start with 'home' activity: visit
 Person pid:2019015543-2 hid:2019006596 plan does not start with 'home' activity: visit
 Person pid:2019015545-7 hid:2019006596 plan does not start with 'home' activity: visit
 Person pid:2019015557-2 hid:2019006601 plan does not start with 'home' activity: visit
 Person pid:2019015558-1 hid:2019006601 plan does not start with 'home' activity: visit
 Person pid:2019015557-6 hid:2019006601 plan does not start with 'home' activity: visit
 Person pid:2019015558-6 hid:2019006601 plan does not start with 'home' activity: visit
 Person pid:2019015561-2 hid:2019006602 plan does not start with 'home' activity: work
 Person pid:2019015561-4 hid:2019006602 plan does not start with 'home' activity: work
 Person pid:2019015576-6 hid:2019006611 plan does not start with 'home' activity: work
 Person pid:2019015576-7 hid:2019006611 plan does not start with 'home' activity: work
 Person pid:2019015594-1 hid:2019006618 plan does not start with 'home' activity: shop
 Person pid:2019015594-2 hid:2019006618 plan does not start with 'home' activity: shop
 Person pid:2019015594-4 hid:2019006618 plan does not start with 'home' activity: shop
 Person pid:2019015594-6 hid:2019006618 plan does not start with 'home' activity: shop
 Person pid:2019015594-7 hid:2019006618 plan does not start with 'home' activity: shop
 Person pid:2019015598-5 hid:2019006619 plan does not start with 'home' activity: other
 Person pid:2019015596-5 hid:2019006619 plan does not start with 'home' activity: other
 Person pid:2019015597-5 hid:2019006619 plan does not start with 'home' activity: other
 Person pid:2019015599-7 hid:2019006620 plan does not start with 'home' activity: visit
 Person pid:2019015600-4 hid:2019006620 plan does not start with 'home' activity: visit
 Person pid:2019015601-5 hid:2019006620 plan does not start with 'home' activity: visit
 Person pid:2019015606-2 hid:2019006623 plan does not start with 'home' activity: visit
 Person pid:2019015613-4 hid:2019006625 plan does not start with 'home' activity: education
 Person pid:2019015613-7 hid:2019006625 plan does not start with 'home' activity: education
 Person pid:2019015619-1 hid:2019006627 plan does not start with 'home' activity: education
 Person pid:2019015625-2 hid:2019006629 plan does not start with 'home' activity: work
 Person pid:2019015625-3 hid:2019006629 plan does not start with 'home' activity: work
 Person pid:2019015625-5 hid:2019006629 plan does not start with 'home' activity: work
 Person pid:2019015625-6 hid:2019006629 plan does not start with 'home' activity: work
 Person pid:2019015625-7 hid:2019006629 plan does not start with 'home' activity: work
 Person pid:2019015626-2 hid:2019006630 plan does not start with 'home' activity: visit
 Person pid:2019015627-6 hid:2019006630 plan does not start with 'home' activity: visit
 Person pid:2019015644-6 hid:2019006636 plan does not start with 'home' activity: work
 Person pid:2019015644-7 hid:2019006636 plan does not start with 'home' activity: work
 Person pid:2019015660-1 hid:2019006644 plan does not start with 'home' activity: visit
 Person pid:2019015660-2 hid:2019006644 plan does not start with 'home' activity: visit
 Person pid:2019015661-1 hid:2019006645 plan does not start with 'home' activity: other
 Person pid:2019015671-4 hid:2019006649 plan does not start with 'home' activity: visit
 Person pid:2019015675-2 hid:2019006651 plan does not start with 'home' activity: work
 Person pid:2019015679-3 hid:2019006653 plan does not start with 'home' activity: work
 Person pid:2019015682-4 hid:2019006654 plan does not start with 'home' activity: shop
 Person pid:2019015694-2 hid:2019006660 plan does not start with 'home' activity: other
 Person pid:2019015701-2 hid:2019006664 plan does not start with 'home' activity: work
 Person pid:2019015707-6 hid:2019006666 plan does not start with 'home' activity: shop
 Person pid:2019015706-7 hid:2019006666 plan does not start with 'home' activity: shop
 Person pid:2019015711-1 hid:2019006668 plan does not start with 'home' activity: visit
 Person pid:2019015711-3 hid:2019006668 plan does not start with 'home' activity: visit
 Person pid:2019015711-4 hid:2019006668 plan does not start with 'home' activity: visit
 Person pid:2019015711-6 hid:2019006668 plan does not start with 'home' activity: visit
 Person pid:2019015711-7 hid:2019006668 plan does not start with 'home' activity: visit
 Person pid:2019015713-2 hid:2019006669 plan does not start with 'home' activity: other
 Person pid:2019015714-1 hid:2019006670 plan does not start with 'home' activity: work
 Person pid:2019015714-2 hid:2019006670 plan does not start with 'home' activity: work
 Person pid:2019015714-5 hid:2019006670 plan does not start with 'home' activity: work
 Person pid:2019015714-6 hid:2019006670 plan does not start with 'home' activity: work
 Person pid:2019015728-6 hid:2019006675 plan does not start with 'home' activity: other
 Person pid:2019015731-6 hid:2019006677 plan does not start with 'home' activity: other
 Person pid:2019015731-7 hid:2019006677 plan does not start with 'home' activity: other
 Person pid:2019015755-7 hid:2019006686 plan does not start with 'home' activity: visit
 Person pid:2019015763-2 hid:2019006690 plan does not start with 'home' activity: visit
 Person pid:2019015774-1 hid:2019006695 plan does not start with 'home' activity: work
 Person pid:2019015796-1 hid:2019006703 plan does not start with 'home' activity: work
 Person pid:2019015797-1 hid:2019006703 plan does not start with 'home' activity: education
 Person pid:2019015797-3 hid:2019006703 plan does not start with 'home' activity: education
 Person pid:2019015797-4 hid:2019006703 plan does not start with 'home' activity: education
 Person pid:2019015795-7 hid:2019006703 plan does not start with 'home' activity: work
 Person pid:2019015810-4 hid:2019006709 plan does not start with 'home' activity: shop
 Person pid:2019015826-1 hid:2019006715 plan does not start with 'home' activity: work
 Person pid:2019015829-2 hid:2019006717 plan does not start with 'home' activity: work
 Person pid:2019015829-3 hid:2019006717 plan does not start with 'home' activity: work
 Person pid:2019015829-4 hid:2019006717 plan does not start with 'home' activity: work
 Person pid:2019015829-5 hid:2019006717 plan does not start with 'home' activity: work
 Person pid:2019015829-6 hid:2019006717 plan does not start with 'home' activity: work
 Person pid:2019015832-1 hid:2019006719 plan does not start with 'home' activity: other
 Person pid:2019015838-3 hid:2019006723 plan does not start with 'home' activity: visit
 Person pid:2019015843-3 hid:2019006726 plan does not start with 'home' activity: work
 Person pid:2019015855-3 hid:2019006731 plan does not start with 'home' activity: other
 Person pid:2019015857-1 hid:2019006732 plan does not start with 'home' activity: work
 Person pid:2019015857-2 hid:2019006732 plan does not start with 'home' activity: work
 Person pid:2019015857-3 hid:2019006732 plan does not start with 'home' activity: work
 Person pid:2019015857-6 hid:2019006732 plan does not start with 'home' activity: work
 Person pid:2019015865-2 hid:2019006736 plan does not start with 'home' activity: visit
 Person pid:2019015865-3 hid:2019006736 plan does not start with 'home' activity: visit
 Person pid:2019015865-7 hid:2019006736 plan does not start with 'home' activity: visit
 Person pid:2019015867-1 hid:2019006737 plan does not start with 'home' activity: escort
 Person pid:2019015869-3 hid:2019006737 plan does not start with 'home' activity: other
 Person pid:2019015879-4 hid:2019006741 plan does not start with 'home' activity: work
 Person pid:2019015879-5 hid:2019006741 plan does not start with 'home' activity: work
 Person pid:2019015884-6 hid:2019006742 plan does not start with 'home' activity: other
 Person pid:2019015902-1 hid:2019006750 plan does not start with 'home' activity: other
 Person pid:2019015912-4 hid:2019006753 plan does not start with 'home' activity: visit
 Person pid:2019015918-1 hid:2019006755 plan does not start with 'home' activity: visit
 Person pid:2019015918-2 hid:2019006755 plan does not start with 'home' activity: visit
 Person pid:2019015918-3 hid:2019006755 plan does not start with 'home' activity: visit
 Person pid:2019015918-4 hid:2019006755 plan does not start with 'home' activity: visit
 Person pid:2019015918-5 hid:2019006755 plan does not start with 'home' activity: visit
 Person pid:2019015918-6 hid:2019006755 plan does not start with 'home' activity: visit
 Person pid:2019015918-7 hid:2019006755 plan does not start with 'home' activity: visit
 Person pid:2019015927-6 hid:2019006760 plan does not start with 'home' activity: visit
 Person pid:2019015949-3 hid:2019006770 plan does not start with 'home' activity: visit
 Person pid:2019015955-5 hid:2019006772 plan does not start with 'home' activity: work
 Person pid:2019015955-7 hid:2019006772 plan does not start with 'home' activity: work
 Person pid:2019015970-7 hid:2019006776 plan does not start with 'home' activity: other
 Person pid:2019015971-7 hid:2019006777 plan does not start with 'home' activity: shop
 Person pid:2019015974-1 hid:2019006779 plan does not start with 'home' activity: visit
 Person pid:2019015991-2 hid:2019006787 plan does not start with 'home' activity: visit
 Person pid:2019015990-1 hid:2019006787 plan does not start with 'home' activity: work
 Person pid:2019015992-2 hid:2019006787 plan does not start with 'home' activity: escort
 Person pid:2019015991-3 hid:2019006787 plan does not start with 'home' activity: visit
 Person pid:2019015992-4 hid:2019006787 plan does not start with 'home' activity: visit
 Person pid:2019015993-1 hid:2019006788 plan does not start with 'home' activity: work
 Person pid:2019016040-1 hid:2019006808 plan does not start with 'home' activity: visit
 Person pid:2019016040-4 hid:2019006808 plan does not start with 'home' activity: visit
 Person pid:2019016044-2 hid:2019006810 plan does not start with 'home' activity: work
 Person pid:2019016047-2 hid:2019006811 plan does not start with 'home' activity: escort
 Person pid:2019016048-3 hid:2019006811 plan does not start with 'home' activity: escort
 Person pid:2019016060-4 hid:2019006815 plan does not start with 'home' activity: medical
 Person pid:2019016061-4 hid:2019006816 plan does not start with 'home' activity: other
 Person pid:2019016062-5 hid:2019006816 plan does not start with 'home' activity: other
 Person pid:2019016078-6 hid:2019006822 plan does not start with 'home' activity: shop
 Person pid:2019016082-7 hid:2019006825 plan does not start with 'home' activity: work
 Person pid:2019016083-4 hid:2019006825 plan does not start with 'home' activity: visit

Raw size:  {'num_households': 5980, 'num_people': 67893, 'num_activities': 264624, 'num_legs': 196731}
PAM fix:  {'num_households': 5980, 'num_people': 67893, 'num_activities': 264407, 'num_legs': 196514}
home based size:  {'num_households': 61651, 'num_people': 61651, 'num_activities': 243178, 'num_legs': 181527}
Squash home size:  {'num_households': 61651, 'num_people': 61651, 'num_activities': 241660, 'num_legs': 180009}
squash work size:  {'num_households': 61651, 'num_people': 61651, 'num_activities': 240353, 'num_legs': 178702}
squash edu size:  {'num_households': 61651, 'num_people': 61651, 'num_activities': 240328, 'num_legs': 178677}
PAM 2nd fix:  {'num_households': 61651, 'num_people': 61651, 'num_activities': 240328, 'num_legs': 178677}

No description has been provided for this image

In [ ]:

Copied!





# 2019

# Raw size:  {'num_households': 5980, 'num_people': 67893, 'num_activities': 264624, 'num_legs': 196731}
# PAM fix:  {'num_households': 5980, 'num_people': 67893, 'num_activities': 264407, 'num_legs': 196514}
# home based size:  {'num_households': 61651, 'num_people': 61651, 'num_activities': 243178, 'num_legs': 181527}
# Squash home size:  {'num_households': 61651, 'num_people': 61651, 'num_activities': 241660, 'num_legs': 180009}
# squash work size:  {'num_households': 61651, 'num_people': 61651, 'num_activities': 240353, 'num_legs': 178702}
# squash edu size:  {'num_households': 61651, 'num_people': 61651, 'num_activities': 240328, 'num_legs': 178677}
# PAM 2nd fix:  {'num_households': 61651, 'num_people': 61651, 'num_activities': 240328, 'num_legs': 178677}

# 2020

# Raw size:  {'num_households': 2675, 'num_people': 25119, 'num_activities': 93189, 'num_legs': 68070}
# PAM fix:  {'num_households': 2675, 'num_people': 25119, 'num_activities': 93159, 'num_legs': 68040}
# home based size:  {'num_households': 23452, 'num_people': 23452, 'num_activities': 87870, 'num_legs': 64418}
# Squash home size:  {'num_households': 23452, 'num_people': 23452, 'num_activities': 87532, 'num_legs': 64080}
# squash work size:  {'num_households': 23452, 'num_people': 23452, 'num_activities': 87165, 'num_legs': 63713}
# squash edu size:  {'num_households': 23452, 'num_people': 23452, 'num_activities': 87162, 'num_legs': 63710}
# PAM 2nd fix:  {'num_households': 23452, 'num_people': 23452, 'num_activities': 87162, 'num_legs': 63710}

# 2023

# Raw size:  {'num_households': 6130, 'num_people': 64366, 'num_activities': 250465, 'num_legs': 186099}
# PAM fix:  {'num_households': 6130, 'num_people': 64366, 'num_activities': 250245, 'num_legs': 185879}
# home based size:  {'num_households': 59265, 'num_people': 59265, 'num_activities': 233085, 'num_legs': 173820}
# Squash home size:  {'num_households': 59265, 'num_people': 59265, 'num_activities': 231640, 'num_legs': 172375}
# squash work size:  {'num_households': 59265, 'num_people': 59265, 'num_activities': 230784, 'num_legs': 171519}
# squash edu size:  {'num_households': 59265, 'num_people': 59265, 'num_activities': 230757, 'num_legs': 171492}
# PAM 2nd fix:  {'num_households': 59265, 'num_people': 59265, 'num_activities': 230757, 'num_legs': 171492}
# 2019

# Raw size:  {'num_households': 5980, 'num_people': 67893, 'num_activities': 264624, 'num_legs': 196731}
# PAM fix:  {'num_households': 5980, 'num_people': 67893, 'num_activities': 264407, 'num_legs': 196514}
# home based size:  {'num_households': 61651, 'num_people': 61651, 'num_activities': 243178, 'num_legs': 181527}
# Squash home size:  {'num_households': 61651, 'num_people': 61651, 'num_activities': 241660, 'num_legs': 180009}
# squash work size:  {'num_households': 61651, 'num_people': 61651, 'num_activities': 240353, 'num_legs': 178702}
# squash edu size:  {'num_households': 61651, 'num_people': 61651, 'num_activities': 240328, 'num_legs': 178677}
# PAM 2nd fix:  {'num_households': 61651, 'num_people': 61651, 'num_activities': 240328, 'num_legs': 178677}

# 2020

# Raw size:  {'num_households': 2675, 'num_people': 25119, 'num_activities': 93189, 'num_legs': 68070}
# PAM fix:  {'num_households': 2675, 'num_people': 25119, 'num_activities': 93159, 'num_legs': 68040}
# home based size:  {'num_households': 23452, 'num_people': 23452, 'num_activities': 87870, 'num_legs': 64418}
# Squash home size:  {'num_households': 23452, 'num_people': 23452, 'num_activities': 87532, 'num_legs': 64080}
# squash work size:  {'num_households': 23452, 'num_people': 23452, 'num_activities': 87165, 'num_legs': 63713}
# squash edu size:  {'num_households': 23452, 'num_people': 23452, 'num_activities': 87162, 'num_legs': 63710}
# PAM 2nd fix:  {'num_households': 23452, 'num_people': 23452, 'num_activities': 87162, 'num_legs': 63710}

# 2023

# Raw size:  {'num_households': 6130, 'num_people': 64366, 'num_activities': 250465, 'num_legs': 186099}
# PAM fix:  {'num_households': 6130, 'num_people': 64366, 'num_activities': 250245, 'num_legs': 185879}
# home based size:  {'num_households': 59265, 'num_people': 59265, 'num_activities': 233085, 'num_legs': 173820}
# Squash home size:  {'num_households': 59265, 'num_people': 59265, 'num_activities': 231640, 'num_legs': 172375}
# squash work size:  {'num_households': 59265, 'num_people': 59265, 'num_activities': 230784, 'num_legs': 171519}
# squash edu size:  {'num_households': 59265, 'num_people': 59265, 'num_activities': 230757, 'num_legs': 171492}
# PAM 2nd fix:  {'num_households': 59265, 'num_people': 59265, 'num_activities': 230757, 'num_legs': 171492}

In [31]:

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def dt_to_min(dt) -> int:
    h, m, s = datetime_to_matsim_time(dt).split(":")
    return (int(h) * 60) + int(m)


def pam_to_schedules(population: Population) -> pd.DataFrame:
    """write trace of population. Ignoring trips."""
    record = []
    for uid, (hid, pid, person) in enumerate(population.people()):
        for i in range(0, len(person.plan) - 1, 2):
            record.append(
                [
                    uid,
                    hid,
                    person.plan[i].act,
                    dt_to_min(person.plan[i].start_time),
                    dt_to_min(person.plan[i + 1].end_time),
                ]
            )
        record.append(
            [
                uid,
                hid,
                person.plan[-1].act,
                dt_to_min(person.plan[-1].start_time),
                dt_to_min(person.plan[-1].end_time),
            ]
        )

    df = pd.DataFrame(record, columns=["pid", "hid", "act", "start", "end"])
    df["duration"] = df.end - df.start
    return df


schedules = pam_to_schedules(population=pam_population)

attributes = pd.DataFrame(
    [
        {**{"pid": pid}, **p.attributes}
        for pid, (_, _, p) in enumerate(pam_population.people())
    ]
).drop(["iid", "year"], axis=1)
attributes.describe()

assert set(schedules.pid).issubset(set(attributes.pid))

schedules.to_csv(schedules_path, index=False)
attributes.to_csv(attributes_path, index=False)

schedules.describe()
def dt_to_min(dt) -> int:
    h, m, s = datetime_to_matsim_time(dt).split(":")
    return (int(h) * 60) + int(m)


def pam_to_schedules(population: Population) -> pd.DataFrame:
    """write trace of population. Ignoring trips."""
    record = []
    for uid, (hid, pid, person) in enumerate(population.people()):
        for i in range(0, len(person.plan) - 1, 2):
            record.append(
                [
                    uid,
                    hid,
                    person.plan[i].act,
                    dt_to_min(person.plan[i].start_time),
                    dt_to_min(person.plan[i + 1].end_time),
                ]
            )
        record.append(
            [
                uid,
                hid,
                person.plan[-1].act,
                dt_to_min(person.plan[-1].start_time),
                dt_to_min(person.plan[-1].end_time),
            ]
        )

    df = pd.DataFrame(record, columns=["pid", "hid", "act", "start", "end"])
    df["duration"] = df.end - df.start
    return df


schedules = pam_to_schedules(population=pam_population)

attributes = pd.DataFrame(
    [
        {**{"pid": pid}, **p.attributes}
        for pid, (_, _, p) in enumerate(pam_population.people())
    ]
).drop(["iid", "year"], axis=1)
attributes.describe()

assert set(schedules.pid).issubset(set(attributes.pid))

schedules.to_csv(schedules_path, index=False)
attributes.to_csv(attributes_path, index=False)

schedules.describe()

Out[31]:

	pid	start	end	duration
count	240328.000000	240328.000000	240328.000000	240328.000000
mean	30720.888898	616.978026	986.379178	369.401152
std	17796.068453	419.017919	339.457546	269.001603
min	0.000000	0.000000	15.000000	0.000000
25%	15348.750000	0.000000	690.000000	110.000000
50%	30521.500000	685.000000	960.000000	385.000000
75%	46203.000000	960.000000	1440.000000	550.000000
max	61650.000000	1440.000000	1440.000000	1440.000000

In [32]:

Copied!

_ = times_distributions_plot(schedules, ys={})
_ = times_distributions_plot(schedules, ys={})

In [33]:

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_ = joint_time_distributions_plot(schedules, ys={})
_ = joint_time_distributions_plot(schedules, ys={})

In [34]:

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_ = sequence_prob_plot(schedules, ys={}, figsize=(8, 6))
_ = sequence_prob_plot(schedules, ys={}, figsize=(8, 6))