From fa64b7e6157d7afd2d6c7fc8c7279bc65a3ff19a Mon Sep 17 00:00:00 2001 From: Jeff Newman Date: Sun, 8 Aug 2021 16:40:59 -0500 Subject: [PATCH] fix estimation output file directory and tour mode choice notebook --- activitysim/estimation/larch/mode_choice.py | 1 + .../notebooks/17_tour_mode_choice.ipynb | 3144 +++++++++++++++-- 2 files changed, 2909 insertions(+), 236 deletions(-) diff --git a/activitysim/estimation/larch/mode_choice.py b/activitysim/estimation/larch/mode_choice.py index c6666dacb..80761308c 100644 --- a/activitysim/estimation/larch/mode_choice.py +++ b/activitysim/estimation/larch/mode_choice.py @@ -26,6 +26,7 @@ def mode_choice_model( ): if override_filenames is None: override_filenames = {} + edb_directory = edb_directory.format(name=name) data = simple_simulate_data( name=name, edb_directory=edb_directory, diff --git a/activitysim/examples/example_estimation/notebooks/17_tour_mode_choice.ipynb b/activitysim/examples/example_estimation/notebooks/17_tour_mode_choice.ipynb index 83a990f1d..49f3dadcf 100644 --- a/activitysim/examples/example_estimation/notebooks/17_tour_mode_choice.ipynb +++ b/activitysim/examples/example_estimation/notebooks/17_tour_mode_choice.ipynb @@ -26,10 +26,6 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "ExecuteTime": { - "end_time": "2021-03-29T23:52:25.463914Z", - "start_time": "2021-03-29T23:52:24.493719Z" - }, "colab": { "base_uri": "https://localhost:8080/", "height": 34 @@ -55,12 +51,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "ExecuteTime": { - "end_time": "2021-03-29T23:52:25.467575Z", - "start_time": "2021-03-29T23:52:25.465408Z" - } - }, + "metadata": {}, "outputs": [], "source": [ "os.chdir('test')" @@ -76,12 +67,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "ExecuteTime": { - "end_time": "2021-03-29T23:52:27.849315Z", - "start_time": "2021-03-29T23:52:25.469525Z" - } - }, + "metadata": {}, "outputs": [], "source": [ "modelname = \"tour_mode_choice\"\n", @@ -101,12 +87,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "ExecuteTime": { - "end_time": "2021-03-29T23:52:28.202527Z", - "start_time": "2021-03-29T23:52:27.851326Z" - } - }, + "metadata": {}, "outputs": [], "source": [ "model2, data2 = component_model(\"atwork_subtour_mode_choice\", return_data=True)" @@ -115,12 +96,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "ExecuteTime": { - "end_time": "2021-03-29T23:52:28.205695Z", - "start_time": "2021-03-29T23:52:28.203888Z" - } - }, + "metadata": {}, "outputs": [], "source": [ "model.extend(model2)" @@ -145,12 +121,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "ExecuteTime": { - "end_time": "2021-03-29T23:52:28.217583Z", - "start_time": "2021-03-29T23:52:28.207154Z" - } - }, + "metadata": {}, "outputs": [ { "data": { @@ -280,12 +251,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "ExecuteTime": { - "end_time": "2021-03-29T23:52:28.239125Z", - "start_time": "2021-03-29T23:52:28.219116Z" - } - }, + "metadata": {}, "outputs": [ { "data": { @@ -715,12 +681,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "ExecuteTime": { - "end_time": "2021-03-29T23:52:28.266530Z", - "start_time": "2021-03-29T23:52:28.241888Z" - } - }, + "metadata": {}, "outputs": [ { "data": { @@ -1253,12 +1214,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "ExecuteTime": { - "end_time": "2021-03-29T23:52:29.797376Z", - "start_time": "2021-03-29T23:52:28.268155Z" - } - }, + "metadata": {}, "outputs": [ { "name": "stderr", @@ -1291,6 +1247,62 @@ "problem: low-variance-data-co (1 issues)\n", "problem: low-variance-data-co (1 issues)\n" ] + }, + { + "data": { + "text/plain": [ + "[(,\n", + " ┣ chosen_but_not_available: n example rows\n", + " ┃ 12 2 45, 312\n", + " ┣ low_variance_data_co: n example cols\n", + " ┃ low_variance_co 58 util_BIKE_Unavailable_if_didnt_bike_to_work, u...),\n", + " (,\n", + " ┣ low_variance_data_co: n example cols\n", + " ┃ low_variance_co 87 util_BIKE_Unavailable_if_didnt_bike_to_work, u...),\n", + " (,\n", + " ┣ chosen_but_not_available: n example rows\n", + " ┃ 10 4 66, 184, 222\n", + " ┃ 12 3 205, 394, 560\n", + " ┣ low_variance_data_co: n example cols\n", + " ┃ low_variance_co 56 util_BIKE_Unavailable_if_didnt_bike_to_work, u...),\n", + " (,\n", + " ┣ chosen_but_not_available: n example rows\n", + " ┃ 10 4 25, 73, 98\n", + " ┃ 12 2 129, 320\n", + " ┣ low_variance_data_co: n example cols\n", + " ┃ low_variance_co 57 util_BIKE_Unavailable_if_didnt_bike_to_work, u...),\n", + " (,\n", + " ┣ chosen_but_not_available: n example rows\n", + " ┃ 10 25 3, 108, 145\n", + " ┃ 12 5 10, 23, 135\n", + " ┣ low_variance_data_co: n example cols\n", + " ┃ low_variance_co 88 util_BIKE_Unavailable_if_didnt_bike_to_work, u...),\n", + " (,\n", + " ┣ chosen_but_not_available: n example rows\n", + " ┃ 10 5 118, 300, 303\n", + " ┃ 12 1 252\n", + " ┣ low_variance_data_co: n example cols\n", + " ┃ low_variance_co 54 util_BIKE_Unavailable_if_didnt_bike_to_work, u...),\n", + " (,\n", + " ┣ chosen_but_not_available: n example rows\n", + " ┃ 10 3 71, 163, 170\n", + " ┣ low_variance_data_co: n example cols\n", + " ┃ low_variance_co 65 util_BIKE_Unavailable_if_didnt_bike_to_work, u...),\n", + " (, dictx()),\n", + " (,\n", + " ┣ chosen_but_not_available: n example rows\n", + " ┃ 10 36 21, 23, 95\n", + " ┃ 12 15 46, 243, 449\n", + " ┣ low_variance_data_co: n example cols\n", + " ┃ low_variance_co 108 util_BIKE_Unavailable_if_didnt_bike_to_work, u...),\n", + " (,\n", + " ┣ low_variance_data_co: n example cols\n", + " ┃ low_variance_co 106 util_Commuter_Rail, util_DRIVEALONEFREE_Unavai...)]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -1300,13 +1312,8 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "ExecuteTime": { - "end_time": "2021-03-29T23:56:20.839089Z", - "start_time": "2021-03-29T23:52:57.309044Z" - } - }, + "execution_count": 10, + "metadata": {}, "outputs": [ { "data": { @@ -3965,7 +3972,7 @@ " -1.163057e-05\n", " \n", " \n", - "nit168nfev409njev168status0message'Optimization terminated successfully'successTrueelapsed_time0:03:23.414529method'SLSQP'n_cases5778iteration_number168logloss1.0945673144866574" + "nit168nfev409njev168status0message'Optimization terminated successfully'successTrueelapsed_time0:02:43.294537method'SLSQP'n_cases5778iteration_number168logloss1.0945673144866574" ], "text/plain": [ "┣ x: -999 -999.000000\n", @@ -3999,14 +4006,14 @@ "┣ status: 0\n", "┣ message: 'Optimization terminated successfully'\n", "┣ success: True\n", - "┣ elapsed_time: datetime.timedelta(seconds=203, microseconds=414529)\n", + "┣ elapsed_time: datetime.timedelta(seconds=163, microseconds=294537)\n", "┣ method: 'SLSQP'\n", "┣ n_cases: 5778\n", "┣ iteration_number: 168\n", "┣ logloss: 1.0945673144866574" ] }, - "execution_count": 12, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -4015,6 +4022,33 @@ "model.maximize_loglike(method=\"SLSQP\", options={\"maxiter\": 1000})" ] }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_93506/3375301916.py:1: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n", + " model.calculate_parameter_covariance()\n", + "/Users/jeffnewman/LocalGit/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1755327986150339e-46 in general_inverse\n", + " warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n", + "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_93506/3375301916.py:1: PossibleOverspecification: WARNING: Model seems to have 58 parameter estimators with negative variance\n", + "- commuter_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork\n", + "- drive_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork\n", + "- drive_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork\n", + "- drive_transit_ASC_no_auto_all\n", + "- and 54 more\n", + " model.calculate_parameter_covariance()\n" + ] + } + ], + "source": [ + "model.calculate_parameter_covariance()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -4024,124 +4058,2755 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "ExecuteTime": { - "end_time": "2021-03-29T20:31:04.183101Z", - "start_time": "2021-03-29T20:31:04.152275Z" - } - }, + "execution_count": 12, + "metadata": {}, "outputs": [ { "data": { "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - 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Value Std Err t Stat Signif Like Ratio Null Value Constrained
0.0 0.00 NA NA NA 0.00fixed value
coef_asc_alameda-0.109 0.00 NA[] 0.00 0.00
coef_asc_san_francisco-2.46 0.168-14.65*** NA 0.00
coef_asc_santa_clara 0.212 1.43e-16 BIG*** NA 0.00
coef_fewer_autos_than_workers-1.62 0.220-7.37*** NA 0.00
coef_hh_size_4_up 0.279 0.196 1.43 NA 0.00
coef_income_high-0.0531 0.242-0.22 NA 0.00
coef_income_very_high 0.297 0.208 1.43 NA 0.00
coef_more_autos_than_workers 0.223 0.241 0.93 NA 0.00
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 ValueStd Errt StatSignifLike RatioNull Value
-999-999. 0.00 NA NA-999.00
1 1.00 0.00 NA NA 1.00
bike_ASC_auto_deficient_eatout-95.1 0.00 NA[**] 3.97 0.00
bike_ASC_auto_sufficient_eatout-1.46 0.459-3.19** NA 0.00
bike_ASC_no_auto_eatout 7.20 0.740 9.73*** NA 0.00
coef_age010_trn_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work 0.720 0.387 1.86 NA 0.00
coef_age1619_da_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work-0.0191 0.214-0.09 NA 0.00
coef_age16p_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social-1.14 0.276-4.13*** NA 0.00
coef_hhsize1_sr_multiplier_eatout_escort_othdiscr_othmaint_school_shopping_social_univ_atwork 0.0210 0.0998 0.21 NA 0.00
coef_hhsize2_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork-0.00393 0.0708-0.06 NA 0.00
coef_ivt_eatout_escort_othdiscr_othmaint_shopping_social-0.0169 0.000785-21.58*** NA 0.00
coef_nest_AUTO 0.720 0.00 NA NA 1.00
coef_nest_AUTO_DRIVEALONE 0.350 0.00 NA NA 1.00
coef_nest_AUTO_SHAREDRIDE2 0.350 0.00 NA NA 1.00
coef_nest_AUTO_SHAREDRIDE3 0.350 0.00 NA NA 1.00
coef_nest_NONMOTORIZED 0.720 0.00 NA NA 1.00
coef_nest_RIDEHAIL 0.360 0.00 NA NA 1.00
coef_nest_TRANSIT 0.720 0.00 NA NA 1.00
coef_nest_TRANSIT_DRIVEACCESS 0.500 0.00 NA NA 1.00
coef_nest_TRANSIT_WALKACCESS 0.500 0.00 NA NA 1.00
commuter_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork-38.8 NA NA[***] BIG 0.00
drive_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork 0.940 NA NA[] 0.00 0.00
drive_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork-25.9 NA NA[***] 94.74 0.00
drive_transit_ASC_auto_deficient_eatout 14.7 1.77 8.30*** NA 0.00
drive_transit_ASC_auto_sufficient_eatout 12.1 1.88 6.45*** NA 0.00
drive_transit_ASC_no_auto_all 0.00 NA NA[] 0.00 0.00
drive_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social 0.553 0.813 0.68 NA 0.00
express_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork-61.5 NA NA[***] 94.10 0.00
heavy_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork-11.3 1.64-6.91*** NA 0.00
joint_bike_ASC_auto_deficient_all-155. NA NA[***] 49.72 0.00
joint_bike_ASC_auto_sufficient_all-108. NA NA[***] 89.09 0.00
joint_bike_ASC_no_auto_all-47.7 NA NA[] 1.65 0.00
joint_drive_transit_ASC_auto_deficient_all-36.1 NA NA[] 0.00 0.00
joint_drive_transit_ASC_auto_sufficient_all-24.1 NA NA[] 0.00 0.00
joint_drive_transit_ASC_no_auto_all 0.00 0.00 NA NA 0.00
joint_sr2_ASC_auto_deficient_all 0.00 0.00 NA NA 0.00
joint_sr2_ASC_auto_sufficient_all 0.00 0.00 NA NA 0.00
joint_sr2_ASC_no_auto_all 0.00 0.00 NA NA 0.00
joint_sr3p_ASC_auto_deficient_all-5.34 1.92-2.79** NA 0.00
joint_sr3p_ASC_auto_sufficient_all-3.33 0.983-3.39*** NA 0.00
joint_sr3p_ASC_no_auto_all 0.977 0.798 1.22 NA 0.00
joint_taxi_ASC_auto_deficient_all-45.5 NA NA[***] 31.66 0.00
joint_taxi_ASC_auto_sufficient_all-11.7 0.00 NA NA 0.00
joint_taxi_ASC_no_auto_all-12.8 841.-0.02 NA 0.00
joint_tnc_shared_ASC_auto_deficient_all-37.8 NA NA[***] 42.60 0.00
joint_tnc_shared_ASC_auto_sufficient_all-13.2 0.00 NA NA 0.00
joint_tnc_shared_ASC_no_auto_all-24.5 NA NA[] 1.15 0.00
joint_tnc_single_ASC_auto_deficient_all-51.7 NA NA[***] 36.10 0.00
joint_tnc_single_ASC_auto_sufficient_all-14.0 0.00 NA NA 0.00
joint_tnc_single_ASC_no_auto_all-16.7 NA NA[] 0.72 0.00
joint_walk_ASC_auto_deficient_all-1.31 1.43-0.92 NA 0.00
joint_walk_ASC_auto_sufficient_all-3.63 1.11-3.27** NA 0.00
joint_walk_ASC_no_auto_all 0.968 1.21 0.80 NA 0.00
joint_walk_transit_ASC_auto_deficient_all 4.48 2.40 1.87 NA 0.00
joint_walk_transit_ASC_auto_sufficient_all-18.3 NA NA[] 0.00 0.00
joint_walk_transit_ASC_no_auto_all 13.6 1.87 7.24*** NA 0.00
local_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork-12.6 1.64-7.68*** NA 0.00
sr2_ASC_auto_deficient_eatout 0.235 0.415 0.57 NA 0.00
sr2_ASC_auto_sufficient_eatout 0.457 0.318 1.44 NA 0.00
sr2_ASC_no_auto_all 5.30 0.368 14.42*** NA 0.00
sr3p_ASC_auto_deficient_eatout-0.0844 0.448-0.19 NA 0.00
sr3p_ASC_auto_sufficient_eatout 0.502 0.313 1.60 NA 0.00
sr3p_ASC_no_auto_eatout 5.80 0.782 7.42*** NA 0.00
taxi_ASC_auto_deficient_eatout_othdiscr_social-34.3 NA NA[***] 10.47 0.00
taxi_ASC_auto_sufficient_eatout_othdiscr_social-2.38 0.505-4.71*** NA 0.00
taxi_ASC_no_auto_eatout_othdiscr_social-25.8 NA NA[] 0.00 0.00
tnc_shared_ASC_auto_deficient_eatout_othdiscr_social-2.92 1.01-2.89** NA 0.00
tnc_shared_ASC_auto_sufficient_eatout_othdiscr_social-3.47 0.610-5.69*** NA 0.00
tnc_shared_ASC_no_auto_eatout_othdiscr_social 5.50 0.507 10.85*** NA 0.00
tnc_single_ASC_auto_deficient_eatout_othdiscr_social-30.0 NA NA[***] 15.06 0.00
tnc_single_ASC_auto_sufficient_eatout_othdiscr_social-2.09 0.375-5.57*** NA 0.00
tnc_single_ASC_no_auto_eatout_othdiscr_social 6.70 0.465 14.39*** NA 0.00
walk_ASC_auto_deficient_eatout 2.96 0.472 6.27*** NA 0.00
walk_ASC_auto_sufficient_eatout 0.804 0.390 2.06* NA 0.00
walk_ASC_no_auto_eatout 10.2 0.673 15.17*** NA 0.00
walk_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork 0.940 NA NA[] 0.00 0.00
walk_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork-11.6 1.64-7.06*** NA 0.00
walk_transit_ASC_auto_deficient_eatout 12.3 1.69 7.30*** NA 0.00
walk_transit_ASC_auto_sufficient_eatout 10.8 1.67 6.43*** NA 0.00
walk_transit_ASC_no_auto_eatout 20.5 1.50 13.66*** NA 0.00
walk_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social 0.691 0.157 4.40*** NA 0.00
bike_ASC_auto_deficient_escort-80.8 NA NA[***] 15.70 0.00
bike_ASC_auto_sufficient_escort-4.23 0.746-5.68*** NA 0.00
bike_ASC_no_auto_escort-82.6 NA NA[] 0.00 0.00
drive_transit_ASC_auto_deficient_escort 12.0 1.93 6.23*** NA 0.00
drive_transit_ASC_auto_sufficient_escort-38.4 NA NA[] 0.00 0.00
sr2_ASC_auto_deficient_escort-0.0289 0.415-0.07 NA 0.00
sr2_ASC_auto_sufficient_escort-0.446 0.436-1.02 NA 0.00
sr3p_ASC_auto_deficient_escort-0.242 0.420-0.58 NA 0.00
sr3p_ASC_auto_sufficient_escort-0.573 0.437-1.31 NA 0.00
sr3p_ASC_no_auto_escort-48.6 NA NA[] 0.00 0.00
taxi_ASC_auto_deficient_escort_othmaint_shopping 0.221 0.304 0.73 NA 0.00
taxi_ASC_auto_sufficient_escort_othmaint_shopping-1.87 0.295-6.35*** NA 0.00
taxi_ASC_no_auto_escort_othmaint_shopping 7.36 0.451 16.30*** NA 0.00
tnc_shared_ASC_auto_deficient_escort_othmaint_shopping-0.244 0.228-1.07 NA 0.00
tnc_shared_ASC_auto_sufficient_escort_othmaint_shopping-2.71 0.286-9.46*** NA 0.00
tnc_shared_ASC_no_auto_escort_othmaint_shopping 6.66 0.440 15.13*** NA 0.00
tnc_single_ASC_auto_deficient_escort_othmaint_shopping 0.896 0.219 4.09*** NA 0.00
tnc_single_ASC_auto_sufficient_escort_othmaint_shopping-1.75 0.263-6.64*** NA 0.00
tnc_single_ASC_no_auto_escort_othmaint_shopping 7.44 0.437 17.05*** NA 0.00
walk_ASC_auto_deficient_escort-103. NA NA[*] 1.98 0.00
walk_ASC_auto_sufficient_escort-2.20 0.773-2.84** NA 0.00
walk_ASC_no_auto_escort 7.37 1.26 5.87*** NA 0.00
walk_transit_ASC_auto_deficient_escort 8.76 1.87 4.70*** NA 0.00
walk_transit_ASC_auto_sufficient_escort 7.57 1.77 4.29*** NA 0.00
walk_transit_ASC_no_auto_escort-44.3 NA NA[] 0.00 0.00
bike_ASC_auto_deficient_othdiscr 0.229 0.469 0.49 NA 0.00
bike_ASC_auto_sufficient_othdiscr-1.92 0.393-4.87*** NA 0.00
bike_ASC_no_auto_othdiscr 5.46 0.640 8.52*** NA 0.00
drive_transit_ASC_auto_deficient_othdiscr-61.4 NA NA[] 0.00 0.00
drive_transit_ASC_auto_sufficient_othdiscr 11.3 1.94 5.85*** NA 0.00
sr2_ASC_auto_deficient_othdiscr 0.739 0.378 1.96 NA 0.00
sr2_ASC_auto_sufficient_othdiscr 0.123 0.299 0.41 NA 0.00
sr3p_ASC_auto_deficient_othdiscr 0.935 0.364 2.57* NA 0.00
sr3p_ASC_auto_sufficient_othdiscr 0.246 0.295 0.83 NA 0.00
sr3p_ASC_no_auto_othdiscr 6.41 0.497 12.89*** NA 0.00
walk_ASC_auto_deficient_othdiscr 1.63 0.545 2.98** NA 0.00
walk_ASC_auto_sufficient_othdiscr 1.09 0.261 4.20*** NA 0.00
walk_ASC_no_auto_othdiscr 8.77 0.545 16.09*** NA 0.00
walk_transit_ASC_auto_deficient_othdiscr 13.3 1.67 7.97*** NA 0.00
walk_transit_ASC_auto_sufficient_othdiscr 11.3 1.65 6.84*** NA 0.00
walk_transit_ASC_no_auto_othdiscr 20.4 1.44 14.14*** NA 0.00
bike_ASC_auto_deficient_othmaint-1.55 0.792-1.96 NA 0.00
bike_ASC_auto_sufficient_othmaint-2.48 0.551-4.51*** NA 0.00
bike_ASC_no_auto_othmaint 7.09 0.520 13.63*** NA 0.00
drive_transit_ASC_auto_deficient_othmaint-65.9 NA NA[] 0.00 0.00
drive_transit_ASC_auto_sufficient_othmaint-32.2 NA NA[] 0.00 0.00
sr2_ASC_auto_deficient_othmaint-0.174 0.421-0.41 NA 0.00
sr2_ASC_auto_sufficient_othmaint 0.222 0.306 0.72 NA 0.00
sr3p_ASC_auto_deficient_othmaint-1.77 0.796-2.22* NA 0.00
sr3p_ASC_auto_sufficient_othmaint-0.251 0.322-0.78 NA 0.00
sr3p_ASC_no_auto_othmaint 4.59 0.844 5.44*** NA 0.00
walk_ASC_auto_deficient_othmaint 1.83 0.694 2.64** NA 0.00
walk_ASC_auto_sufficient_othmaint 0.890 0.354 2.51* NA 0.00
walk_ASC_no_auto_othmaint 6.29 0.883 7.13*** NA 0.00
walk_transit_ASC_auto_deficient_othmaint 9.41 1.92 4.90*** NA 0.00
walk_transit_ASC_auto_sufficient_othmaint 11.0 1.66 6.59*** NA 0.00
walk_transit_ASC_no_auto_othmaint 20.6 1.45 14.26*** NA 0.00
bike_ASC_auto_deficient_school-0.418 1.07-0.39 NA 0.00
bike_ASC_auto_sufficient_school-3.51 0.742-4.72*** NA 0.00
bike_ASC_no_auto_school-28.7 NA NA[] 0.00 0.00
coef_age010_trn_multiplier_school_univ-1.11 0.279-3.98*** NA 0.00
coef_age1619_da_multiplier_school_univ-1.60 0.496-3.22** NA 0.00
coef_age16p_sr_multiplier_school_univ_work_atwork-0.721 0.357-2.02* NA 0.00
coef_hhsize2_sr_multiplier_school_univ-0.534 0.528-1.01 NA 0.00
coef_ivt_school_univ-0.0212 0.00207-10.25*** NA 0.00
commuter_rail_ASC_school_univ-32.4 NA NA[***] 230.28 0.00
drive_ferry_ASC_school_univ 2.02 NA NA[] 0.00 0.00
drive_light_rail_ASC_school_univ-19.1 0.0154-BIG*** NA 0.00
drive_transit_ASC_auto_deficient_school-96.0 NA NA[***] BIG 0.00
drive_transit_ASC_auto_sufficient_school-46.2 153.-0.30 NA 0.00
drive_transit_CBD_ASC_school_univ 62.5 153. 0.41 NA 0.00
express_bus_ASC_school_univ 0.325 NA NA[] 0.00 0.00
heavy_rail_ASC_school_univ-12.4 305.-0.04 NA 0.00
local_bus_ASC_school_univ-13.9 305.-0.05 NA 0.00
sr2_ASC_auto_deficient_school 0.116 0.860 0.14 NA 0.00
sr2_ASC_auto_sufficient_school-1.65 0.362-4.55*** NA 0.00
sr3p_ASC_auto_deficient_school 0.721 0.848 0.85 NA 0.00
sr3p_ASC_auto_sufficient_school-1.19 0.353-3.36*** NA 0.00
sr3p_ASC_no_auto_school-6.02 NA NA[] 0.00 0.00
taxi_ASC_auto_deficient_school 1.59 0.932 1.71 NA 0.00
taxi_ASC_auto_sufficient_school-1.63 0.602-2.71** NA 0.00
taxi_ASC_no_auto_school_univ-7.00 0.00 NA NA 0.00
tnc_shared_ASC_auto_deficient_school 0.968 0.905 1.07 NA 0.00
tnc_shared_ASC_auto_sufficient_school-2.77 0.626-4.43*** NA 0.00
tnc_shared_ASC_no_auto_school-7.00 0.00 NA NA 0.00
tnc_single_ASC_auto_deficient_school-3.36 113.-0.03 NA 0.00
tnc_single_ASC_auto_sufficient_school-2.37 0.650-3.65*** NA 0.00
tnc_single_ASC_no_auto_school-7.00 0.00 NA NA 0.00
walk_ASC_auto_deficient_school 3.23 0.931 3.47*** NA 0.00
walk_ASC_auto_sufficient_school 0.692 0.421 1.64 NA 0.00
walk_ASC_no_auto_school 31.9 NA NA[***] 241.14 0.00
walk_ferry_ASC_school_univ 2.02 NA NA[] 0.00 0.00
walk_light_rail_ASC_school_univ-12.1 305.-0.04 NA 0.00
walk_transit_ASC_auto_deficient_school 17.1 305. 0.06 NA 0.00
walk_transit_ASC_auto_sufficient_school 14.2 305. 0.05 NA 0.00
walk_transit_ASC_no_auto_school 48.7 NA NA[***] BIG 0.00
walk_transit_CBD_ASC_school_univ 0.788 0.260 3.03** NA 0.00
bike_ASC_auto_deficient_shopping-0.982 0.499-1.97* NA 0.00
bike_ASC_auto_sufficient_shopping-4.77 0.991-4.81*** NA 0.00
bike_ASC_no_auto_shopping 6.35 0.481 13.21*** NA 0.00
drive_transit_ASC_auto_deficient_shopping-69.1 NA NA[] 0.00 0.00
drive_transit_ASC_auto_sufficient_shopping-74.4 NA NA[] 0.00 0.00
sr2_ASC_auto_deficient_shopping 0.341 0.336 1.01 NA 0.00
sr2_ASC_auto_sufficient_shopping 0.145 0.293 0.49 NA 0.00
sr3p_ASC_auto_deficient_shopping-0.262 0.376-0.70 NA 0.00
sr3p_ASC_auto_sufficient_shopping-0.296 0.301-0.98 NA 0.00
sr3p_ASC_no_auto_shopping 5.65 0.463 12.20*** NA 0.00
walk_ASC_auto_deficient_shopping 2.80 0.360 7.78*** NA 0.00
walk_ASC_auto_sufficient_shopping 0.473 0.249 1.90 NA 0.00
walk_ASC_no_auto_shopping 8.22 0.493 16.65*** NA 0.00
walk_transit_ASC_auto_deficient_shopping 11.3 1.67 6.73*** NA 0.00
walk_transit_ASC_auto_sufficient_shopping 9.75 1.66 5.86*** NA 0.00
walk_transit_ASC_no_auto_shopping 19.7 1.43 13.75*** NA 0.00
bike_ASC_auto_deficient_social-0.269 1.04-0.26 NA 0.00
bike_ASC_auto_sufficient_social-0.854 0.716-1.19 NA 0.00
bike_ASC_no_auto_social 5.51 0.583 9.46*** NA 0.00
drive_transit_ASC_auto_deficient_social-52.8 NA NA[] 0.00 0.00
drive_transit_ASC_auto_sufficient_social-48.0 NA NA[] 0.00 0.00
sr2_ASC_auto_deficient_social 1.43 0.463 3.08** NA 0.00
sr2_ASC_auto_sufficient_social 0.977 0.351 2.78** NA 0.00
sr3p_ASC_auto_deficient_social 0.676 0.546 1.24 NA 0.00
sr3p_ASC_auto_sufficient_social 0.757 0.362 2.09* NA 0.00
sr3p_ASC_no_auto_social 3.97 0.820 4.84*** NA 0.00
walk_ASC_auto_deficient_social 3.17 0.911 3.48*** NA 0.00
walk_ASC_auto_sufficient_social 2.66 0.491 5.42*** NA 0.00
walk_ASC_no_auto_social 6.44 0.683 9.43*** NA 0.00
walk_transit_ASC_auto_deficient_social 12.9 1.75 7.36*** NA 0.00
walk_transit_ASC_auto_sufficient_social 12.6 1.67 7.54*** NA 0.00
walk_transit_ASC_no_auto_social 19.0 1.46 13.02*** NA 0.00
bike_ASC_auto_deficient_univ-0.669 NA NA[] 0.00 0.00
bike_ASC_auto_sufficient_univ-1.94 NA NA[] 0.00 0.00
bike_ASC_no_auto_univ 4.29 NA NA[] 0.00 0.00
drive_transit_ASC_auto_deficient_univ 1.85 NA NA[] 0.00 0.00
drive_transit_ASC_auto_sufficient_univ 1.36 NA NA[] 0.00 0.00
sr2_ASC_auto_deficient_univ-1.69 NA NA[] 0.00 0.00
sr2_ASC_auto_sufficient_univ-1.86 NA NA[] 0.00 0.00
sr3p_ASC_auto_deficient_univ-1.73 NA NA[] 0.00 0.00
sr3p_ASC_auto_sufficient_univ-1.90 4.83e-14-BIG*** NA 0.00
sr3p_ASC_no_auto_univ-6.06 2.85e-18-BIG*** NA 0.00
taxi_ASC_auto_deficient_univ 4.25 0.00 NA[] 0.00 0.00
taxi_ASC_auto_sufficient_univ-0.313 0.00 NA[] 0.00 0.00
tnc_shared_ASC_auto_deficient_univ 3.25 0.00 NA[] 0.00 0.00
tnc_shared_ASC_auto_sufficient_univ-0.907 0.00 NA[] 0.00 0.00
tnc_shared_ASC_no_auto_univ-5.81 0.00 NA[] 0.00 0.00
tnc_single_ASC_auto_deficient_univ 1.02 0.00 NA[] 0.00 0.00
tnc_single_ASC_auto_sufficient_univ 0.209 0.00 NA[] 0.00 0.00
tnc_single_ASC_no_auto_univ-2.52 0.00 NA[] 0.00 0.00
walk_ASC_auto_deficient_univ 4.51 0.00 NA[] 0.00 0.00
walk_ASC_auto_sufficient_univ 1.06 0.00 NA[] 0.00 0.00
walk_ASC_no_auto_univ 6.41 0.00 NA[] 0.00 0.00
walk_transit_ASC_auto_deficient_univ 3.14 0.00 NA[] 0.00 0.00
walk_transit_ASC_auto_sufficient_univ 0.473 0.00 NA[] 0.00 0.00
walk_transit_ASC_no_auto_univ 8.79 0.00 NA[] 0.00 0.00
bike_ASC_auto_deficient_work 0.109 0.159 0.69 NA 0.00
bike_ASC_auto_sufficient_work-1.71 0.201-8.54*** NA 0.00
bike_ASC_no_auto_work 7.92 0.643 12.31*** NA 0.00
coef_hhsize1_sr_multiplier_work-0.679 0.174-3.90*** NA 0.00
coef_ivt_work-0.0131 0.000672-19.44*** NA 0.00
commuter_rail_ASC_work 12.1 0.561 21.60*** NA 0.00
drive_ferry_ASC_work 0.933 0.00 NA[] 0.00 0.00
drive_light_rail_ASC_work-36.0 NA NA[] 0.00 0.00
drive_transit_ASC_auto_deficient_work-10.8 0.493-21.96*** NA 0.00
drive_transit_ASC_auto_sufficient_work-11.9 0.496-24.03*** NA 0.00
drive_transit_CBD_ASC_work 1.43 0.593 2.41* NA 0.00
express_bus_ASC_work-54.6 NA NA[] 0.00 0.00
heavy_rail_ASC_work 11.0 0.185 59.50*** NA 0.00
local_bus_ASC_work 10.3 0.173 59.60*** NA 0.00
sr2_ASC_auto_deficient_work 0.463 0.367 1.26 NA 0.00
sr2_ASC_auto_sufficient_work-0.391 0.369-1.06 NA 0.00
sr3p_ASC_auto_deficient_work-0.0501 0.372-0.13 NA 0.00
sr3p_ASC_auto_sufficient_work-0.716 0.373-1.92 NA 0.00
sr3p_ASC_no_auto_work 5.29 0.646 8.18*** NA 0.00
taxi_ASC_auto_deficient_work-1.36 0.326-4.16*** NA 0.00
taxi_ASC_auto_sufficient_work-56.0 NA NA[***] 89.02 0.00
taxi_ASC_no_auto_work 9.43 0.651 14.50*** NA 0.00
tnc_shared_ASC_auto_deficient_work-2.43 0.420-5.80*** NA 0.00
tnc_shared_ASC_auto_sufficient_work-63.4 NA NA[***] 180.49 0.00
tnc_shared_ASC_no_auto_work-47.3 NA NA[] 0.00 0.00
tnc_single_ASC_auto_deficient_work-0.788 0.211-3.73*** NA 0.00
tnc_single_ASC_auto_sufficient_work-4.88 1.00-4.86*** NA 0.00
tnc_single_ASC_no_auto_work 10.3 0.630 16.35*** NA 0.00
walk_ASC_auto_deficient_work 2.13 0.200 10.62*** NA 0.00
walk_ASC_auto_sufficient_work 0.176 0.215 0.82 NA 0.00
walk_ASC_no_auto_work 10.4 0.654 15.83*** NA 0.00
walk_ferry_ASC_work 0.933 0.00 NA[] 0.00 0.00
walk_light_rail_ASC_work 11.2 0.178 62.93*** NA 0.00
walk_transit_ASC_auto_deficient_work-9.77 0.182-53.62*** NA 0.00
walk_transit_ASC_auto_sufficient_work-11.3 0.187-60.43*** NA 0.00
walk_transit_ASC_no_auto_work-0.818 0.576-1.42 NA 0.00
walk_transit_CBD_ASC_work 0.977 0.121 8.07*** NA 0.00
bike_ASC_auto_deficient_atwork-1.38 0.914-1.51 NA 0.00
bike_ASC_auto_sufficient_atwork 15.7 726. 0.02 NA 0.00
bike_ASC_no_auto_atwork-28.4 NA NA[] 0.00 0.00
coef_age010_trn_multiplier_atwork 0.000722 0.00 NA[] 0.00 0.00
coef_age1619_da_multiplier_atwork-0.807 1.03-0.79 NA 0.00
coef_ivt_atwork-0.0210 0.00255-8.26*** NA 0.00
drive_transit_ASC_auto_deficient_atwork-999. 0.00 NA[] 0.00 0.00
drive_transit_ASC_auto_sufficient_atwork-999. 0.00 NA[] 0.00 0.00
drive_transit_CBD_ASC_atwork 0.564 0.00 NA[] 0.00 0.00
sr2_ASC_auto_deficient_atwork-1.89 0.573-3.31*** NA 0.00
sr2_ASC_auto_sufficient_atwork-0.652 0.398-1.64 NA 0.00
sr3p_ASC_auto_deficient_atwork-2.38 0.580-4.11*** NA 0.00
sr3p_ASC_auto_sufficient_atwork-0.822 0.401-2.05* NA 0.00
sr3p_ASC_no_auto_atwork 6.24 0.790 7.90*** NA 0.00
taxi_ASC_auto_deficient_atwork-28.5 NA NA[***] 64.57 0.00
taxi_ASC_auto_sufficient_atwork-28.6 NA NA[***] 38.13 0.00
taxi_ASC_no_auto_atwork 10.2 0.970 10.52*** NA 0.00
tnc_shared_ASC_auto_deficient_atwork-3.91 0.639-6.12*** NA 0.00
tnc_shared_ASC_auto_sufficient_atwork-2.69 0.496-5.42*** NA 0.00
tnc_shared_ASC_no_auto_atwork 9.06 0.890 10.18*** NA 0.00
tnc_single_ASC_auto_deficient_atwork-3.11 0.611-5.09*** NA 0.00
tnc_single_ASC_auto_sufficient_atwork-2.63 0.529-4.97*** NA 0.00
tnc_single_ASC_no_auto_atwork 10.5 0.917 11.43*** NA 0.00
walk_ASC_auto_deficient_atwork 1.82 0.671 2.72** NA 0.00
walk_ASC_auto_sufficient_atwork 1.43 0.379 3.77*** NA 0.00
walk_ASC_no_auto_atwork 12.8 1.04 12.31*** NA 0.00
walk_transit_ASC_auto_deficient_atwork 8.99 1.76 5.10*** NA 0.00
walk_transit_ASC_auto_sufficient_atwork 9.13 1.81 5.04*** NA 0.00
walk_transit_ASC_no_auto_atwork 21.2 1.66 12.81*** NA 0.00
walk_transit_CBD_ASC_atwork 0.352 0.549 0.64 NA 0.00
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 10, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -4162,13 +6827,8 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "ExecuteTime": { - "end_time": "2021-03-29T20:31:04.194437Z", - "start_time": "2021-03-29T20:31:04.185054Z" - } - }, + "execution_count": 13, + "metadata": {}, "outputs": [], "source": [ "from activitysim.estimation.larch import update_coefficients\n", @@ -4188,23 +6848,16 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "ExecuteTime": { - "end_time": "2021-03-29T20:31:04.330532Z", - "start_time": "2021-03-29T20:31:04.196505Z" - } - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/jeffnewman/LocalGit/larch/larch/util/excel.py:521: FutureWarning: Use of **kwargs is deprecated, use engine_kwargs instead.\n", + " xl = ExcelWriter(filename, engine='xlsxwriter_larch', model=model, **kwargs)\n" + ] } ], "source": [ @@ -4225,13 +6878,8 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "ExecuteTime": { - "end_time": "2021-03-29T20:31:04.342040Z", - "start_time": "2021-03-29T20:31:04.332407Z" - } - }, + "execution_count": 15, + "metadata": {}, "outputs": [ { "data": { @@ -4262,69 +6910,93 @@ " \n", " \n", " 0\n", - " coef_asc_san_francisco\n", - " -2.456059\n", - " F\n", + " coef_one\n", + " 1.000000\n", + " T\n", " \n", " \n", " 1\n", - " coef_asc_santa_clara\n", - " 0.211800\n", - " F\n", + " coef_nest_root\n", + " 1.000000\n", + " T\n", " \n", " \n", " 2\n", - " coef_asc_alameda\n", - " -0.109200\n", - " F\n", + " coef_nest_AUTO\n", + " 0.720000\n", + " T\n", " \n", " \n", " 3\n", - " coef_income_very_high\n", - " 0.296661\n", - " F\n", + " coef_nest_AUTO_DRIVEALONE\n", + " 0.350000\n", + " T\n", " \n", " \n", " 4\n", - " coef_income_high\n", - " -0.053120\n", + " coef_nest_AUTO_SHAREDRIDE2\n", + " 0.350000\n", + " T\n", + " \n", + " \n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " \n", + " \n", + " 302\n", + " walk_transit_CBD_ASC_atwork\n", + " 0.351950\n", " F\n", " \n", " \n", - " 5\n", - " coef_hh_size_4_up\n", - " 0.279145\n", + " 303\n", + " drive_transit_CBD_ASC_eatout_escort_othdiscr_o...\n", + " 0.553404\n", + " F\n", + " \n", + " \n", + " 304\n", + " drive_transit_CBD_ASC_school_univ\n", + " 62.459413\n", " F\n", " \n", " \n", - " 6\n", - " coef_more_autos_than_workers\n", - " 0.223434\n", + " 305\n", + " drive_transit_CBD_ASC_work\n", + " 1.432631\n", " F\n", " \n", " \n", - " 7\n", - " coef_fewer_autos_than_workers\n", - " -1.619489\n", + " 306\n", + " drive_transit_CBD_ASC_atwork\n", + " 0.564000\n", " F\n", " \n", " \n", "\n", + "

307 rows × 3 columns

\n", "" ], "text/plain": [ - " coefficient_name value constrain\n", - "0 coef_asc_san_francisco -2.456059 F\n", - "1 coef_asc_santa_clara 0.211800 F\n", - "2 coef_asc_alameda -0.109200 F\n", - "3 coef_income_very_high 0.296661 F\n", - "4 coef_income_high -0.053120 F\n", - "5 coef_hh_size_4_up 0.279145 F\n", - "6 coef_more_autos_than_workers 0.223434 F\n", - "7 coef_fewer_autos_than_workers -1.619489 F" + " coefficient_name value constrain\n", + "0 coef_one 1.000000 T\n", + "1 coef_nest_root 1.000000 T\n", + "2 coef_nest_AUTO 0.720000 T\n", + "3 coef_nest_AUTO_DRIVEALONE 0.350000 T\n", + "4 coef_nest_AUTO_SHAREDRIDE2 0.350000 T\n", + ".. ... ... ...\n", + "302 walk_transit_CBD_ASC_atwork 0.351950 F\n", + "303 drive_transit_CBD_ASC_eatout_escort_othdiscr_o... 0.553404 F\n", + "304 drive_transit_CBD_ASC_school_univ 62.459413 F\n", + "305 drive_transit_CBD_ASC_work 1.432631 F\n", + "306 drive_transit_CBD_ASC_atwork 0.564000 F\n", + "\n", + "[307 rows x 3 columns]" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -4341,7 +7013,7 @@ "toc_visible": true }, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -4355,7 +7027,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.6" + "version": "3.9.6" }, "toc": { "base_numbering": 1,