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fscottfoti/bayarea_simulation1

Last active August 29, 2015 14:04
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inaugural urbansim simulation run
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bayarea_simulation1
{
"metadata": {
"name": "",
"signature": "sha256:3687bfe6e588cba4b1013e657e1f62b803fc49a204d980923fc3bdb31ced8c99"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": true,
"input": [
"%load_ext autoreload\n",
"%autoreload 2\n",
"import models, utils\n",
"import time\n",
"import urbansim.sim.simulation as sim"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sim.run(['build_networks'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Running model 'build_networks'\n",
"Time to execute model = 9.745s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute year = 9.745s\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"print \"Started\", time.ctime()\n",
"sim.run([\n",
" \"neighborhood_vars\", # accessibility variables\n",
"\n",
" \"rsh_simulate\", # residential sales hedonic\n",
" \"rrh_simulate\", # residenital rent hedonic\n",
" \"nrh_simulate\", # non-residential rent hedonic\n",
"\n",
" \"households_relocation\", # households relocation model\n",
" \"hlcmo_simulate\", # households location choice (owner)\n",
" \"hlcmr_simulate\", # households location choice (renter)\n",
" \"households_transition\", # households transition\n",
"\n",
" \"jobs_relocation\", # jobs relocation model\n",
" \"elcm_simulate\", # employment location choice\n",
" \"jobs_transition\", # jobs transition\n",
"\n",
" \"price_vars\", # compute average price measures\n",
"\n",
" \"feasibility\", # compute development feasibility\n",
" \"residential_developer\", # build residential buildings\n",
" \"non_residential_developer\", # build non-residential buildings\n",
" \"clear_cache\" # clear the cache each year\n",
"], years=range(2010, 2040), data_out=utils.get_run_filename(), out_interval=10)\n",
"print \"Finished\", time.ctime()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Started Tue Aug 5 23:55:42 2014\n",
"Filling column building_type_id with value 1.0 (0 values)"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Filling column residential_units with value 0 (0 values)"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Filling column year_built with value 1964.0 (233714 values)"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Filling column non_residential_sqft with value 0 (16531 values)"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running year 2010"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 18.990s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1796149.000000\n",
"mean 370.211967\n",
"std 166.551705\n",
"min 2.900189\n",
"25% 268.479588\n",
"50% 349.782538\n",
"75% 437.794331\n",
"max 14050.287976\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.948s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1796149.000000\n",
"mean 2.947548\n",
"std 0.503526\n",
"min 0.442574\n",
"25% 2.628218\n",
"50% 2.910269\n",
"75% 3.224142\n",
"max 16.073223\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.025s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 116797.000000\n",
"mean 21.076521\n",
"std 7.019626\n",
"min 0.401221\n",
"25% 11.414740\n",
"50% 23.964668\n",
"75% 25.799952\n",
"max 45.021582\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.815s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'households_relocation'\n",
"Total agents: 2608023\n",
"Total currently unplaced: 14024"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 143772"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.104s\n",
"Running model 'hlcmo_simulate'\n",
"There are 2983993 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 2608023 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 519793 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 301354 buildings total in the region\n",
"Assigned 78867 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 64905"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 440926 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 12.038s\n",
"Running model 'hlcmr_simulate'\n",
"There are 2983993 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 2608023 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 440926 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 265643 buildings total in the region\n",
"Assigned 64905 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 376021 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 10.785s\n",
"Running model 'households_transition'\n",
"2608023 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"2738424 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.195s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 4085844\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 204292"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.402s\n",
"Running model 'elcm_simulate'\n",
"There are 6668605 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 4085844 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 2928290 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 113952 buildings total in the region\n",
"Assigned 204292 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 2723998 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 29.485s\n",
"Running model 'jobs_transition'\n",
"4085844 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"4290136 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.412s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.343s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 23.560526 9.550028 23.604780 17.253065\n",
"std 6.529486 3.286218 5.698171 6.386755\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 22.287020 10.113648 24.412188 13.203070\n",
"50% 24.603710 10.594790 24.938841 17.089537\n",
"75% 27.066828 10.971909 25.383635 20.521719\n",
"max 34.986439 17.485878 42.407494 42.447852\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 40.574s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 2,738,424"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 2,983,993\n",
"Current vacancy = 0.08\n",
"Target vacancy = 0.08, target of new units = 0\n",
"384,871 feasible buildings before running developer\n",
"Sum of net units that are profitable: 2,971,150"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 0 buildings with 0 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"384,871 feasible buildings after running developer\n",
"Time to execute model = 7.665s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 4,290,136"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 6,668,605\n",
"Current vacancy = 0.36\n",
"Target vacancy = 0.08, target of new units = 0\n",
"384,871 feasible buildings before running developer\n",
"Sum of net units that are profitable: 10,423,374"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 0 buildings with 0 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"384,871 feasible buildings after running developer\n",
"Time to execute model = 9.894s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.014s\n",
"Time to execute year = 150.695s\n",
"Running year 2011\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 88.191s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1796149.000000\n",
"mean 370.344725\n",
"std 166.673980\n",
"min 2.900190\n",
"25% 268.578874\n",
"50% 349.842030\n",
"75% 437.997270\n",
"max 14088.913966\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 24.670s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1796149.000000\n",
"mean 2.940055\n",
"std 0.503358\n",
"min 0.443705\n",
"25% 2.620635\n",
"50% 2.902415\n",
"75% 3.216063\n",
"max 16.135162\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.893s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 116797.000000\n",
"mean 21.072291\n",
"std 7.021913\n",
"min 0.401221\n",
"25% 11.415915\n",
"50% 23.948827\n",
"75% 25.789598\n",
"max 46.086674\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.550s\n",
"Running model 'households_relocation'\n",
"Total agents: 2738424\n",
"Total currently unplaced: 130401"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 260818"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.070s\n",
"Running model 'hlcmo_simulate'\n",
"There are 2983993 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 2738424 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 506433 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 337507 buildings total in the region\n",
"Assigned 146585 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 114233"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 359848 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 12.786s\n",
"Running model 'hlcmr_simulate'\n",
"There are 2983993 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 2738424 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 359848 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 258921 buildings total in the region\n",
"Assigned 114233 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 245615 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 10.438s\n",
"Running model 'households_transition'\n",
"2738424 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"2875345 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.177s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 4290136\n",
"Total currently unplaced: 204292"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 408518"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.067s\n",
"Running model 'elcm_simulate'\n",
"There are 6668605 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 4290136 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 2921006 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 141977 buildings total in the region\n",
"Assigned 408518 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 2512488 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 42.760s\n",
"Running model 'jobs_transition'\n",
"4290136 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"4504643 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.769s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.869s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 23.510849 9.540818 23.588796 17.259379\n",
"std 6.518145 3.283215 5.693730 6.389112\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 22.227571 10.103529 24.395451 13.206119\n",
"50% 24.554235 10.584247 24.921499 17.089853\n",
"75% 27.004326 10.960227 25.367100 20.523039\n",
"max 38.278091 17.514671 42.586399 42.439038\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 45.912s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 2,875,345"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 2,983,993\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 141,382\n",
"384,088 feasible buildings before running developer\n",
"Sum of net units that are profitable: 2,975,278"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 1,436 buildings with 147,176 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"382,652 feasible buildings after running developer\n",
"Time to execute model = 6.014s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 4,504,643"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 6,668,605\n",
"Current vacancy = 0.32\n",
"Target vacancy = 0.08, target of new units = 0\n",
"382,652 feasible buildings before running developer\n",
"Sum of net units that are profitable: 10,273,525"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 0 buildings with 0 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"382,652 feasible buildings after running developer\n",
"Time to execute model = 9.972s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.016s\n",
"Time to execute year = 257.159s\n",
"Running year 2012\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 91.929s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1797585.000000\n",
"mean 371.936444\n",
"std 168.561084\n",
"min 2.859581\n",
"25% 268.843382\n",
"50% 350.518760\n",
"75% 439.858001\n",
"max 14313.346696\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 24.893s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1797585.000000\n",
"mean 2.935732\n",
"std 0.503783\n",
"min 0.444802\n",
"25% 2.616068\n",
"50% 2.897967\n",
"75% 3.211344\n",
"max 16.254357\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.909s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 116797.000000\n",
"mean 21.122064\n",
"std 7.054014\n",
"min 0.401221\n",
"25% 11.434988\n",
"50% 23.979100\n",
"75% 25.828027\n",
"max 45.232509\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.545s\n",
"Running model 'households_relocation'\n",
"Total agents: 2875345\n",
"Total currently unplaced: 136921"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 273978"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.193s\n",
"Running model 'hlcmo_simulate'\n",
"There are 3131169 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 2875345 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 529842 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 296899 buildings total in the region\n",
"Assigned 154081 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 119897"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 375761 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 12.943s\n",
"Running model 'hlcmr_simulate'\n",
"There are 3131169 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 2875345 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 375761 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 219985 buildings total in the region\n",
"Assigned 119897 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 255864 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 10.569s\n",
"Running model 'households_transition'\n",
"2875345 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"3019112 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.291s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 4504643\n",
"Total currently unplaced: 214507"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 429022"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.183s\n",
"Running model 'elcm_simulate'\n",
"There are 6668605 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 4504643 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 2720254 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 162027 buildings total in the region\n",
"Assigned 429022 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 2291232 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 43.216s\n",
"Running model 'jobs_transition'\n",
"4504643 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"4729875 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.849s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.717s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 23.542921 9.540318 23.584336 17.325868\n",
"std 6.533912 3.283649 5.692914 6.460693\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 22.245115 10.095409 24.389164 13.217152\n",
"50% 24.599310 10.580977 24.914038 17.103862\n",
"75% 27.016369 10.960000 25.361485 20.595111\n",
"max 36.296917 17.590282 42.857826 42.578568\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 43.477s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 3,019,112"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 3,131,169\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 150,474\n",
"382,290 feasible buildings before running developer\n",
"Sum of net units that are profitable: 2,899,158"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 1,613 buildings with 154,836 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"380,677 feasible buildings after running developer\n",
"Time to execute model = 6.122s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 4,729,875"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 6,668,605\n",
"Current vacancy = 0.29\n",
"Target vacancy = 0.08, target of new units = 0\n",
"380,677 feasible buildings before running developer\n",
"Sum of net units that are profitable: 10,094,661"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 0 buildings with 0 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"380,677 feasible buildings after running developer\n",
"Time to execute model = 9.898s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.014s\n",
"Time to execute year = 259.752s\n",
"Running year 2013\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 94.593s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1799198.000000\n",
"mean 373.610715\n",
"std 170.530145\n",
"min 2.838408\n",
"25% 269.255919\n",
"50% 351.198044\n",
"75% 441.635229\n",
"max 14550.531377\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 25.144s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1799198.000000\n",
"mean 2.933771\n",
"std 0.505077\n",
"min 0.443705\n",
"25% 2.612828\n",
"50% 2.895779\n",
"75% 3.209612\n",
"max 16.346288\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.917s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 116797.000000\n",
"mean 21.189737\n",
"std 7.105076\n",
"min 0.401221\n",
"25% 11.445081\n",
"50% 24.027800\n",
"75% 25.864726\n",
"max 45.328530\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.556s\n",
"Running model 'households_relocation'\n",
"Total agents: 3019112\n",
"Total currently unplaced: 143767"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 287463"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.301s\n",
"Running model 'hlcmo_simulate'\n",
"There are 3286005 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 3019112 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 554393 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 275912 buildings total in the region\n",
"Assigned 161257 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 126206"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 393136 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 13.233s\n",
"Running model 'hlcmr_simulate'\n",
"There are 3286005 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 3019112 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 393136 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 203391 buildings total in the region\n",
"Assigned 126206 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 266930 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 10.736s\n",
"Running model 'households_transition'\n",
"3019112 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"3170068 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.314s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 4729875\n",
"Total currently unplaced: 225232"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 450480"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.334s\n",
"Running model 'elcm_simulate'\n",
"There are 6668605 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 4729875 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 2510126 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 177506 buildings total in the region\n",
"Assigned 450480 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 2059646 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 44.187s\n",
"Running model 'jobs_transition'\n",
"4729875 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"4966369 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.096s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.795s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 23.618308 9.540994 23.581043 17.395246\n",
"std 6.563669 3.284381 5.692353 6.533593\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 22.339348 10.088505 24.380999 13.234680\n",
"50% 24.660801 10.580291 24.907213 17.123758\n",
"75% 27.091087 10.959804 25.360025 20.663742\n",
"max 36.886986 17.650206 43.016441 42.728745\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 43.338s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 3,170,068"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 3,286,005\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 159,721\n",
"380,694 feasible buildings before running developer\n",
"Sum of net units that are profitable: 2,807,105"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 2,079 buildings with 165,627 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"378,615 feasible buildings after running developer\n",
"Time to execute model = 6.010s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 4,966,369"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 6,668,605\n",
"Current vacancy = 0.26\n",
"Target vacancy = 0.08, target of new units = 0\n",
"378,615 feasible buildings before running developer\n",
"Sum of net units that are profitable: 9,914,843"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 0 buildings with 0 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"378,615 feasible buildings after running developer\n",
"Time to execute model = 9.939s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.015s\n",
"Time to execute year = 264.512s\n",
"Running year 2014\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 98.467s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1801277.000000\n",
"mean 375.495123\n",
"std 172.630064\n",
"min 2.826791\n",
"25% 269.816436\n",
"50% 352.012368\n",
"75% 443.482793\n",
"max 14722.467089\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 27.624s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1801277.000000\n",
"mean 2.934102\n",
"std 0.507271\n",
"min 0.444802\n",
"25% 2.611185\n",
"50% 2.895468\n",
"75% 3.211057\n",
"max 16.439100\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.982s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 116797.000000\n",
"mean 21.269708\n",
"std 7.161301\n",
"min 0.401221\n",
"25% 11.466012\n",
"50% 24.093299\n",
"75% 25.919436\n",
"max 45.404832\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.597s\n",
"Running model 'households_relocation'\n",
"Total agents: 3170068\n",
"Total currently unplaced: 150956"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 301956"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.905s\n",
"Running model 'hlcmo_simulate'\n",
"There are 3451632 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 3170068 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 583557 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 270144 buildings total in the region\n",
"Assigned 169493 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 132463"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 414064 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 13.728s\n",
"Running model 'hlcmr_simulate'\n",
"There are 3451632 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 3170068 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 414064 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 201727 buildings total in the region\n",
"Assigned 132463 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 281601 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 10.930s\n",
"Running model 'households_transition'\n",
"3170068 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"3328571 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.587s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 4966369\n",
"Total currently unplaced: 236494"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 473044"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.443s\n",
"Running model 'elcm_simulate'\n",
"There are 6668605 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 4966369 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 2290064 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 189537 buildings total in the region\n",
"Assigned 473044 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 1817020 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 45.129s\n",
"Running model 'jobs_transition'\n",
"4966369 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"5214687 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.052s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.785s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 23.728253 9.544377 23.580985 17.472134\n",
"std 6.602456 3.286109 5.692545 6.614372\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 22.440216 10.087341 24.376343 13.260825\n",
"50% 24.764503 10.582306 24.903339 17.146220\n",
"75% 27.186330 10.965005 25.360626 20.735240\n",
"max 37.509346 17.705505 43.122688 42.903754\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 43.910s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 3,328,571"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 3,451,632\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 166,379\n",
"379,176 feasible buildings before running developer\n",
"Sum of net units that are profitable: 2,695,425"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 2,883 buildings with 174,319 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"376,293 feasible buildings after running developer\n",
"Time to execute model = 6.095s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 5,214,687"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 6,668,605\n",
"Current vacancy = 0.22\n",
"Target vacancy = 0.08, target of new units = 0\n",
"376,293 feasible buildings before running developer\n",
"Sum of net units that are profitable: 9,752,061"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 0 buildings with 0 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"376,293 feasible buildings after running developer\n",
"Time to execute model = 9.834s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.014s\n",
"Time to execute year = 274.085s\n",
"Running year 2015\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 100.137s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1804160.000000\n",
"mean 377.634294\n",
"std 175.032643\n",
"min 2.826791\n",
"25% 270.336380\n",
"50% 352.969337\n",
"75% 445.627317\n",
"max 14878.378371\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 25.377s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1804160.000000\n",
"mean 2.937067\n",
"std 0.510267\n",
"min 0.443500\n",
"25% 2.611780\n",
"50% 2.897457\n",
"75% 3.215385\n",
"max 16.511869\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.914s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 116797.000000\n",
"mean 21.358661\n",
"std 7.226266\n",
"min 0.401221\n",
"25% 11.466790\n",
"50% 24.159029\n",
"75% 25.983706\n",
"max 45.457347\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.554s\n",
"Running model 'households_relocation'\n",
"Total agents: 3328571\n",
"Total currently unplaced: 158503"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 316889"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.562s\n",
"Running model 'hlcmo_simulate'\n",
"There are 3625951 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 3328571 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 614306 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 272977 buildings total in the region\n",
"Assigned 177701 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 139188"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 436605 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 13.515s\n",
"Running model 'hlcmr_simulate'\n",
"There are 3625951 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 3328571 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 436605 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 207315 buildings total in the region\n",
"Assigned 139188 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 297417 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 11.178s\n",
"Running model 'households_transition'\n",
"3328571 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"3495000 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.804s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 5214687\n",
"Total currently unplaced: 248318"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 496678"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.594s\n",
"Running model 'elcm_simulate'\n",
"There are 6668605 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 5214687 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 2059534 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 198223 buildings total in the region\n",
"Assigned 496678 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 1562856 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 46.897s\n",
"Running model 'jobs_transition'\n",
"5214687 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"5475421 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.598s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.821s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 23.867988 9.550734 23.584514 17.556735\n",
"std 6.651831 3.288760 5.693733 6.708454\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 22.541483 10.094010 24.375586 13.284282\n",
"50% 24.908134 10.591139 24.906797 17.184201\n",
"75% 27.337698 10.974360 25.366529 20.802132\n",
"max 38.132076 17.743193 43.196560 43.145178\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 43.097s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 3,495,000"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 3,625,951\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 172,962\n",
"377,186 feasible buildings before running developer\n",
"Sum of net units that are profitable: 2,583,857"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 3,475 buildings with 183,172 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"373,711 feasible buildings after running developer\n",
"Time to execute model = 6.042s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 5,475,421"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 6,668,605\n",
"Current vacancy = 0.18\n",
"Target vacancy = 0.08, target of new units = 0\n",
"373,711 feasible buildings before running developer\n",
"Sum of net units that are profitable: 9,585,270"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 0 buildings with 0 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"373,711 feasible buildings after running developer\n",
"Time to execute model = 9.999s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.014s\n",
"Time to execute year = 275.107s\n",
"Running year 2016\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 104.530s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1807635.000000\n",
"mean 379.968821\n",
"std 177.660748\n",
"min 2.859330\n",
"25% 270.871467\n",
"50% 354.022836\n",
"75% 447.923280\n",
"max 15025.185409\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 24.910s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1807635.000000\n",
"mean 2.942805\n",
"std 0.513967\n",
"min 0.444157\n",
"25% 2.614529\n",
"50% 2.902303\n",
"75% 3.223395\n",
"max 16.564440\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.936s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 116797.000000\n",
"mean 21.457857\n",
"std 7.294408\n",
"min 0.401221\n",
"25% 11.482706\n",
"50% 24.228381\n",
"75% 26.064206\n",
"max 45.739215\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.571s\n",
"Running model 'households_relocation'\n",
"Total agents: 3495000\n",
"Total currently unplaced: 166429"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 332756"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.631s\n",
"Running model 'hlcmo_simulate'\n",
"There are 3809123 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 3495000 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 646914 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 279691 buildings total in the region\n",
"Assigned 187153 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 145603"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 459761 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 14.138s\n",
"Running model 'hlcmr_simulate'\n",
"There are 3809123 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 3495000 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 459761 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 214980 buildings total in the region\n",
"Assigned 145603 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 314158 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 11.277s\n",
"Running model 'households_transition'\n",
"3495000 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"3669750 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.824s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 5475421\n",
"Total currently unplaced: 260734"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 521416"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.737s\n",
"Running model 'elcm_simulate'\n",
"There are 6668605 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 5475421 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1818176 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 203581 buildings total in the region\n",
"Assigned 521416 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 1296760 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 47.921s\n",
"Running model 'jobs_transition'\n",
"5475421 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"5749192 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.548s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.813s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 24.035534 9.560491 23.593139 17.646354\n",
"std 6.707572 3.292658 5.696197 6.813078\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 22.693127 10.096266 24.380516 13.301337\n",
"50% 25.094574 10.602074 24.913563 17.219806\n",
"75% 27.544003 10.988651 25.377460 20.869064\n",
"max 38.700947 17.770416 43.246857 43.486963\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 42.987s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 3,669,750"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 3,809,123\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 179,735\n",
"375,213 feasible buildings before running developer\n",
"Sum of net units that are profitable: 2,461,093"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 4,459 buildings with 190,023 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"370,754 feasible buildings after running developer\n",
"Time to execute model = 6.071s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 5,749,192"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 6,668,605\n",
"Current vacancy = 0.14\n",
"Target vacancy = 0.08, target of new units = 0\n",
"370,754 feasible buildings before running developer\n",
"Sum of net units that are profitable: 9,421,563"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 0 buildings with 0 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"370,754 feasible buildings after running developer\n",
"Time to execute model = 9.909s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.015s\n",
"Time to execute year = 280.824s\n",
"Running year 2017\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 107.366s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1812094.000000\n",
"mean 382.574298\n",
"std 180.570257\n",
"min 2.859330\n",
"25% 271.525461\n",
"50% 355.152520\n",
"75% 450.418152\n",
"max 15165.767028\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 25.459s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1812094.000000\n",
"mean 2.951533\n",
"std 0.518281\n",
"min 0.443500\n",
"25% 2.619735\n",
"50% 2.910066\n",
"75% 3.234998\n",
"max 16.609623\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.963s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 116797.000000\n",
"mean 21.564328\n",
"std 7.362780\n",
"min 0.401221\n",
"25% 11.501886\n",
"50% 24.317764\n",
"75% 26.160144\n",
"max 46.269627\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.542s\n",
"Running model 'households_relocation'\n",
"Total agents: 3669750\n",
"Total currently unplaced: 174750"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 349536"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.685s\n",
"Running model 'hlcmo_simulate'\n",
"There are 3999146 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 3669750 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 678964 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 288037 buildings total in the region\n",
"Assigned 196555 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 152981"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 482409 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 14.421s\n",
"Running model 'hlcmr_simulate'\n",
"There are 3999146 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 3669750 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 482409 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 223581 buildings total in the region\n",
"Assigned 152981 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 329428 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 11.496s\n",
"Running model 'households_transition'\n",
"3669750 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"3853238 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.825s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 5749192\n",
"Total currently unplaced: 273771"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 547692"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.856s\n",
"Running model 'elcm_simulate'\n",
"There are 6668605 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 5749192 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1565494 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 205795 buildings total in the region\n",
"Assigned 547692 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 1017802 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 47.511s\n",
"Running model 'jobs_transition'\n",
"5749192 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"6036652 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.372s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.838s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 24.225052 9.573792 23.607328 17.742622\n",
"std 6.764465 3.297530 5.699834 6.929933\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 22.879803 10.106770 24.391617 13.325191\n",
"50% 25.287268 10.617222 24.929272 17.250240\n",
"75% 27.779779 11.007777 25.394726 20.931892\n",
"max 39.169369 17.791653 43.282848 43.876584\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 43.951s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 3,853,238"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 3,999,146\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 189,156\n",
"372,505 feasible buildings before running developer\n",
"Sum of net units that are profitable: 2,334,612"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 5,491 buildings with 199,747 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"367,014 feasible buildings after running developer\n",
"Time to execute model = 6.076s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 6,036,652"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 6,668,605\n",
"Current vacancy = 0.09\n",
"Target vacancy = 0.08, target of new units = 0\n",
"367,014 feasible buildings before running developer\n",
"Sum of net units that are profitable: 9,246,637"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 0 buildings with 0 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"367,014 feasible buildings after running developer\n",
"Time to execute model = 9.936s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.015s\n",
"Time to execute year = 285.317s\n",
"Running year 2018\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 112.061s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1817585.000000\n",
"mean 385.553462\n",
"std 183.964650\n",
"min 2.882541\n",
"25% 272.249376\n",
"50% 356.342098\n",
"75% 453.273182\n",
"max 15317.344076\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 25.779s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1817585.000000\n",
"mean 2.963346\n",
"std 0.523081\n",
"min 0.443192\n",
"25% 2.627358\n",
"50% 2.920721\n",
"75% 3.250339\n",
"max 16.647427\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.937s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 116797.000000\n",
"mean 21.676635\n",
"std 7.431169\n",
"min 0.401221\n",
"25% 11.517778\n",
"50% 24.416786\n",
"75% 26.260999\n",
"max 46.606237\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.547s\n",
"Running model 'households_relocation'\n",
"Total agents: 3853238\n",
"Total currently unplaced: 183488"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 367053"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.792s\n",
"Running model 'hlcmo_simulate'\n",
"There are 4198893 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 3853238 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 712739 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 297246 buildings total in the region\n",
"Assigned 205570 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 161483"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 507169 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 14.626s\n",
"Running model 'hlcmr_simulate'\n",
"There are 4198893 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 3853238 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 507169 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 232493 buildings total in the region\n",
"Assigned 161483 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 345686 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 11.787s\n",
"Running model 'households_transition'\n",
"3853238 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"4045900 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.915s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 6036652\n",
"Total currently unplaced: 287460"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 574956"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.101s\n",
"Running model 'elcm_simulate'\n",
"There are 6668605 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 6036652 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1300381 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 203422 buildings total in the region\n",
"Assigned 574956 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 725425 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 48.764s\n",
"Running model 'jobs_transition'\n",
"6036652 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"6338485 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.928s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.849s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 24.441133 9.590424 23.625943 17.848075\n",
"std 6.823137 3.303383 5.704084 7.066607\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 23.096691 10.122585 24.410845 13.347702\n",
"50% 25.521887 10.637359 24.951271 17.288838\n",
"75% 28.038252 11.026819 25.417278 20.990968\n",
"max 40.407749 17.807383 43.309597 44.284097\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 43.739s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 4,045,900"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 4,198,893\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 198,824\n",
"369,173 feasible buildings before running developer\n",
"Sum of net units that are profitable: 2,193,563"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 6,726 buildings with 211,571 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"362,447 feasible buildings after running developer\n",
"Time to execute model = 6.179s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 6,338,485"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 6,668,605\n",
"Current vacancy = 0.05\n",
"Target vacancy = 0.08, target of new units = 221,052\n",
"362,447 feasible buildings before running developer\n",
"Sum of net units that are profitable: 9,083,816"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 762 buildings with 236,215 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"361,685 feasible buildings after running developer\n",
"Time to execute model = 9.929s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.013s\n",
"Time to execute year = 292.951s\n",
"Running year 2019\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 116.787s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1824311.000000\n",
"mean 388.926234\n",
"std 187.811295\n",
"min 2.882541\n",
"25% 273.080225\n",
"50% 357.650349\n",
"75% 456.407966\n",
"max 15436.571750\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 25.898s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1824311.000000\n",
"mean 2.978419\n",
"std 0.528122\n",
"min 0.443040\n",
"25% 2.638327\n",
"50% 2.934743\n",
"75% 3.269367\n",
"max 16.674157\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.902s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 117559.000000\n",
"mean 21.802220\n",
"std 7.483156\n",
"min 0.401221\n",
"25% 11.544317\n",
"50% 24.527777\n",
"75% 26.371898\n",
"max 46.917411\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.571s\n",
"Running model 'households_relocation'\n",
"Total agents: 4045900\n",
"Total currently unplaced: 192662"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 385366"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.896s\n",
"Running model 'hlcmo_simulate'\n",
"There are 4410464 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 4045900 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 749961 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 307569 buildings total in the region\n",
"Assigned 216214 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 169152"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 533747 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 15.039s\n",
"Running model 'hlcmr_simulate'\n",
"There are 4410464 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 4045900 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 533747 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 242136 buildings total in the region\n",
"Assigned 169152 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 364595 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 11.931s\n",
"Running model 'households_transition'\n",
"4045900 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"4248195 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.976s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 6338485\n",
"Total currently unplaced: 301833"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 603571"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.299s\n",
"Running model 'elcm_simulate'\n",
"There are 6912052 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 6338485 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1265903 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 195937 buildings total in the region\n",
"Assigned 603571 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 662332 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 50.517s\n",
"Running model 'jobs_transition'\n",
"6338485 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"6655409 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.517s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.855s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 24.647663 9.610173 23.665429 17.957042\n",
"std 6.823881 3.309987 5.685677 7.221581\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 23.269497 10.140029 24.445366 13.374934\n",
"50% 25.728706 10.662060 24.982931 17.323544\n",
"75% 28.299801 11.050569 25.450041 21.054737\n",
"max 42.198780 17.820204 43.327320 44.796182\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 43.860s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 4,248,195"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 4,410,464\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 207,139\n",
"364,864 feasible buildings before running developer\n",
"Sum of net units that are profitable: 2,030,052"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 8,515 buildings with 223,885 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"356,349 feasible buildings after running developer\n",
"Time to execute model = 5.995s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 6,655,409"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 6,912,052\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 322,088\n",
"356,349 feasible buildings before running developer\n",
"Sum of net units that are profitable: 8,857,923"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 1,143 buildings with 345,148 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"355,206 feasible buildings after running developer\n",
"Time to execute model = 9.910s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.014s\n",
"Time to execute year = 300.972s\n",
"Running year 2020"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 23.813s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1832826.000000\n",
"mean 392.987024\n",
"std 192.532894\n",
"min 2.932661\n",
"25% 273.929624\n",
"50% 359.131080\n",
"75% 460.201043\n",
"max 15539.110584\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.878s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1832826.000000\n",
"mean 2.993207\n",
"std 0.531627\n",
"min 0.444157\n",
"25% 2.649967\n",
"50% 2.947680\n",
"75% 3.286334\n",
"max 16.680434\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.022s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 118702.000000\n",
"mean 21.930219\n",
"std 7.510688\n",
"min 0.401221\n",
"25% 11.593633\n",
"50% 24.628884\n",
"75% 26.488856\n",
"max 47.171130\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.606s\n",
"Running model 'households_relocation'\n",
"Total agents: 4248195\n",
"Total currently unplaced: 202295"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 404640"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.216s\n",
"Running model 'hlcmo_simulate'\n",
"There are 4634349 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 4248195 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 790822 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 318700 buildings total in the region\n",
"Assigned 227252 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 177388"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 563570 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 16.090s\n",
"Running model 'hlcmr_simulate'\n",
"There are 4634349 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 4248195 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 563570 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 252878 buildings total in the region\n",
"Assigned 177388 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 386182 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 13.219s\n",
"Running model 'households_transition'\n",
"4248195 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"4460605 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.916s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 6655409\n",
"Total currently unplaced: 316924"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 633832"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.701s\n",
"Running model 'elcm_simulate'\n",
"There are 7269984 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 6655409 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1332878 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 191370 buildings total in the region\n",
"Assigned 633832 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 699046 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 52.523s\n",
"Running model 'jobs_transition'\n",
"6655409 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"6988179 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.889s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.350s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 24.832467 9.629118 23.710466 18.079923\n",
"std 6.821932 3.316440 5.662321 7.409976\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 23.483288 10.160420 24.478939 13.391594\n",
"50% 25.918221 10.681974 25.019922 17.362587\n",
"75% 28.495305 11.070623 25.478802 21.125439\n",
"max 44.676308 17.825006 43.333633 45.338324\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 39.073s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 4,460,605"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 4,634,349\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 214,134\n",
"358,190 feasible buildings before running developer\n",
"Sum of net units that are profitable: 1,861,349"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 10,466 buildings with 232,969 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"347,724 feasible buildings after running developer\n",
"Time to execute model = 6.125s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 6,988,179"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 7,269,984\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 325,862\n",
"347,724 feasible buildings before running developer\n",
"Sum of net units that are profitable: 8,426,068"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 1,347 buildings with 349,246 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"346,377 feasible buildings after running developer\n",
"Time to execute model = 9.771s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.015s\n",
"Time to execute year = 187.214s\n",
"Running year 2021\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 127.109s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1843292.000000\n",
"mean 397.765387\n",
"std 198.122725\n",
"min 2.849982\n",
"25% 274.943130\n",
"50% 360.809554\n",
"75% 464.705984\n",
"max 15624.809762\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 25.909s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1843292.000000\n",
"mean 3.005524\n",
"std 0.535248\n",
"min 0.444802\n",
"25% 2.660955\n",
"50% 2.957586\n",
"75% 3.300727\n",
"max 16.682136\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.971s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 120049.000000\n",
"mean 22.044469\n",
"std 7.529210\n",
"min 0.401221\n",
"25% 11.675723\n",
"50% 24.707372\n",
"75% 26.602102\n",
"max 48.810116\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.609s\n",
"Running model 'households_relocation'\n",
"Total agents: 4460605\n",
"Total currently unplaced: 212410"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 424894"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.378s\n",
"Running model 'hlcmo_simulate'\n",
"There are 4867318 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 4460605 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 831635 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 331484 buildings total in the region\n",
"Assigned 238316 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 186578"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 593319 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 16.726s\n",
"Running model 'hlcmr_simulate'\n",
"There are 4867318 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 4460605 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 593319 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 264708 buildings total in the region\n",
"Assigned 186578 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 406741 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 13.456s\n",
"Running model 'households_transition'\n",
"4460605 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"4683635 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.123s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 6988179\n",
"Total currently unplaced: 332770"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 665698"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.798s\n",
"Running model 'elcm_simulate'\n",
"There are 7630493 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 6988179 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1388340 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 192216 buildings total in the region\n",
"Assigned 665698 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 722642 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 54.827s\n",
"Running model 'jobs_transition'\n",
"6988179 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"7337588 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 5.802s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.243s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 24.981317 9.643064 23.748586 18.216018\n",
"std 6.797703 3.321024 5.630481 7.628741\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 23.625616 10.179504 24.501640 13.414458\n",
"50% 26.093197 10.700328 25.039839 17.398817\n",
"75% 28.592791 11.083611 25.506133 21.188278\n",
"max 47.350407 17.825537 43.333290 46.103052\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 44.123s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 4,683,635"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 4,867,318\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 223,589\n",
"348,403 feasible buildings before running developer\n",
"Sum of net units that are profitable: 1,681,270"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 12,453 buildings with 245,433 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"335,950 feasible buildings after running developer\n",
"Time to execute model = 6.056s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 7,337,588"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 7,630,493\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 345,146\n",
"335,950 feasible buildings before running developer\n",
"Sum of net units that are profitable: 7,953,903"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 1,532 buildings with 371,867 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"334,418 feasible buildings after running developer\n",
"Time to execute model = 9.716s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.016s\n",
"Time to execute year = 321.865s\n",
"Running year 2022\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 132.606s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1855745.000000\n",
"mean 403.275212\n",
"std 204.553777\n",
"min 2.849982\n",
"25% 276.055528\n",
"50% 362.719102\n",
"75% 469.962923\n",
"max 15749.735680\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 26.036s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1855745.000000\n",
"mean 3.018248\n",
"std 0.539466\n",
"min 0.443705\n",
"25% 2.671377\n",
"50% 2.968678\n",
"75% 3.316144\n",
"max 16.680568\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.001s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 121581.000000\n",
"mean 22.161882\n",
"std 7.539247\n",
"min 0.401221\n",
"25% 11.764020\n",
"50% 24.770314\n",
"75% 26.694324\n",
"max 49.305388\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.597s\n",
"Running model 'households_relocation'\n",
"Total agents: 4683635\n",
"Total currently unplaced: 223030"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 446094"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.496s\n",
"Running model 'hlcmo_simulate'\n",
"There are 5112751 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 4683635 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 875237 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 345702 buildings total in the region\n",
"Assigned 249931 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 196163"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 625306 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 17.510s\n",
"Running model 'hlcmr_simulate'\n",
"There are 5112751 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 4683635 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 625306 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 277069 buildings total in the region\n",
"Assigned 196163 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 429143 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 13.986s\n",
"Running model 'households_transition'\n",
"4683635 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"4917817 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.220s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 7337588\n",
"Total currently unplaced: 349409"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 698621"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.020s\n",
"Running model 'elcm_simulate'\n",
"There are 8005281 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 7337588 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1442637 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 194382 buildings total in the region\n",
"Assigned 698621 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 744016 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 57.326s\n",
"Running model 'jobs_transition'\n",
"7337588 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"7704467 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.506s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.189s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 25.111382 9.655288 23.797451 18.364489\n",
"std 6.799137 3.325459 5.577843 7.875049\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 23.761993 10.190896 24.522621 13.444704\n",
"50% 26.232954 10.716797 25.060831 17.441618\n",
"75% 28.715382 11.097422 25.529480 21.257359\n",
"max 47.817039 17.825241 43.334206 46.794281\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 44.171s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 4,917,817"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 5,112,751\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 232,702\n",
"337,024 feasible buildings before running developer\n",
"Sum of net units that are profitable: 1,486,667"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 15,090 buildings with 258,249 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"321,934 feasible buildings after running developer\n",
"Time to execute model = 5.977s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 7,704,467"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 8,005,281\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 369,139\n",
"321,934 feasible buildings before running developer\n",
"Sum of net units that are profitable: 7,488,206"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 1,717 buildings with 400,104 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"320,217 feasible buildings after running developer\n",
"Time to execute model = 9.810s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.015s\n",
"Time to execute year = 330.471s\n",
"Running year 2023\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 138.546s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1870835.000000\n",
"mean 409.747287\n",
"std 212.109785\n",
"min 2.819813\n",
"25% 277.273705\n",
"50% 364.910324\n",
"75% 476.220485\n",
"max 15858.182849\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 26.198s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1870835.000000\n",
"mean 3.030925\n",
"std 0.544023\n",
"min 0.444802\n",
"25% 2.680750\n",
"50% 2.980758\n",
"75% 3.331771\n",
"max 16.680573\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.010s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 123298.000000\n",
"mean 22.279297\n",
"std 7.542575\n",
"min 0.401221\n",
"25% 11.874935\n",
"50% 24.836205\n",
"75% 26.784004\n",
"max 49.728064\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.619s\n",
"Running model 'households_relocation'\n",
"Total agents: 4917817\n",
"Total currently unplaced: 234182"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 468438"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.653s\n",
"Running model 'hlcmo_simulate'\n",
"There are 5371000 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 4917817 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 921648 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 360784 buildings total in the region\n",
"Assigned 263059 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 205379"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 658589 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 18.285s\n",
"Running model 'hlcmr_simulate'\n",
"There are 5371000 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 4917817 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 658589 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 290453 buildings total in the region\n",
"Assigned 205379 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 453210 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 13.860s\n",
"Running model 'households_transition'\n",
"4917817 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"5163708 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.281s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 7704467\n",
"Total currently unplaced: 366879"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 733799"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.185s\n",
"Running model 'elcm_simulate'\n",
"There are 8403435 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 7704467 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1505154 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 196658 buildings total in the region\n",
"Assigned 733799 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 771355 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 59.076s\n",
"Running model 'jobs_transition'\n",
"7704467 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"8089690 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 5.870s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.027s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 25.223234 9.665709 23.829391 18.528621\n",
"std 6.794180 3.329194 5.550148 8.159236\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 23.915001 10.195505 24.537109 13.470120\n",
"50% 26.361965 10.728701 25.070477 17.484424\n",
"75% 28.795616 11.109833 25.551523 21.328923\n",
"max 47.983536 17.825508 43.334724 47.505966\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 43.511s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 5,163,708"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 5,371,000\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 241,726\n",
"322,759 feasible buildings before running developer\n",
"Sum of net units that are profitable: 1,285,033"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 17,830 buildings with 271,957 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"304,929 feasible buildings after running developer\n",
"Time to execute model = 5.972s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 8,089,690"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 8,403,435\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 389,706\n",
"304,929 feasible buildings before running developer\n",
"Sum of net units that are profitable: 6,985,094"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 1,877 buildings with 435,999 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"303,052 feasible buildings after running developer\n",
"Time to execute model = 9.645s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.022s\n",
"Time to execute year = 339.764s\n",
"Running year 2024\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 145.690s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1888665.000000\n",
"mean 417.261832\n",
"std 220.930774\n",
"min 2.796550\n",
"25% 278.611266\n",
"50% 367.408323\n",
"75% 483.724661\n",
"max 15972.995614\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 26.768s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1888665.000000\n",
"mean 3.043531\n",
"std 0.549309\n",
"min 0.444802\n",
"25% 2.688464\n",
"50% 2.993544\n",
"75% 3.348527\n",
"max 16.683572\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.128s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 125175.000000\n",
"mean 22.401988\n",
"std 7.544389\n",
"min 0.401221\n",
"25% 11.997733\n",
"50% 24.915787\n",
"75% 26.878813\n",
"max 50.069338\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.613s\n",
"Running model 'households_relocation'\n",
"Total agents: 5163708\n",
"Total currently unplaced: 245891"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 491877"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.699s\n",
"Running model 'hlcmo_simulate'\n",
"There are 5642957 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 5163708 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 971153 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 378716 buildings total in the region\n",
"Assigned 277181 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 214696"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 693972 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 18.481s\n",
"Running model 'hlcmr_simulate'\n",
"There are 5642957 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 5163708 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 693972 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 305823 buildings total in the region\n",
"Assigned 214696 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 479276 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 15.055s\n",
"Running model 'households_transition'\n",
"5163708 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"5421893 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.474s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 8089690\n",
"Total currently unplaced: 385223"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 770452"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.405s\n",
"Running model 'elcm_simulate'\n",
"There are 8835703 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 8089690 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1585235 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 200302 buildings total in the region\n",
"Assigned 770452 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 814783 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 61.143s\n",
"Running model 'jobs_transition'\n",
"8089690 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"8494175 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 6.534s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.505s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 25.316270 9.674543 23.847849 18.706885\n",
"std 6.796291 3.332632 5.547418 8.480752\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 24.048897 10.203733 24.546467 13.491463\n",
"50% 26.482840 10.740497 25.080538 17.529291\n",
"75% 28.835062 11.119116 25.569061 21.394817\n",
"max 48.167667 17.825968 43.334473 48.407755\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 44.365s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 5,421,893"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 5,642,957\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 250,404\n",
"305,428 feasible buildings before running developer\n",
"Sum of net units that are profitable: 1,076,925"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 20,832 buildings with 285,056 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"284,596 feasible buildings after running developer\n",
"Time to execute model = 5.907s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 8,494,175"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 8,835,703\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 397,095\n",
"284,596 feasible buildings before running developer\n",
"Sum of net units that are profitable: 6,476,152"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 2,178 buildings with 451,214 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"282,418 feasible buildings after running developer\n",
"Time to execute model = 9.535s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.016s\n",
"Time to execute year = 353.322s\n",
"Running year 2025\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 156.016s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1909497.000000\n",
"mean 425.822894\n",
"std 230.721961\n",
"min 2.796550\n",
"25% 280.141102\n",
"50% 370.248245\n",
"75% 493.472685\n",
"max 16081.611049\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 26.933s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1909497.000000\n",
"mean 3.056514\n",
"std 0.555215\n",
"min 0.444802\n",
"25% 2.695023\n",
"50% 3.006016\n",
"75% 3.367073\n",
"max 16.686483\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.045s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 127353.000000\n",
"mean 22.535450\n",
"std 7.540691\n",
"min 0.401221\n",
"25% 12.215372\n",
"50% 24.996949\n",
"75% 26.992542\n",
"max 51.240733\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.636s\n",
"Running model 'households_relocation'\n",
"Total agents: 5421893\n",
"Total currently unplaced: 258185"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 516569"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.942s\n",
"Running model 'hlcmo_simulate'\n",
"There are 5928013 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 5421893 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1022714 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 397066 buildings total in the region\n",
"Assigned 290120 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 226449"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 732594 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 19.809s\n",
"Running model 'hlcmr_simulate'\n",
"There are 5928013 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 5421893 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 732594 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 322465 buildings total in the region\n",
"Assigned 226449 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 506145 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 14.741s\n",
"Running model 'households_transition'\n",
"5421893 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"5692988 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.559s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 8494175\n",
"Total currently unplaced: 404485"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 808952"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.908s\n",
"Running model 'elcm_simulate'\n",
"There are 9278133 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 8494175 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1658285 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 204665 buildings total in the region\n",
"Assigned 808952 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 849333 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 67.018s\n",
"Running model 'jobs_transition'\n",
"8494175 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"8918884 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 6.176s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.611s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 25.402210 9.681931 23.866074 18.897884\n",
"std 6.799399 3.335764 5.540459 8.826717\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 24.183151 10.208631 24.555115 13.516214\n",
"50% 26.599724 10.746722 25.091402 17.567181\n",
"75% 28.894777 11.126560 25.584305 21.502805\n",
"max 49.222954 17.825470 43.334740 49.224139\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 44.336s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 5,692,988"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 5,928,013\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 260,017\n",
"285,399 feasible buildings before running developer\n",
"Sum of net units that are profitable: 860,600"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 23,722 buildings with 298,140 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"261,677 feasible buildings after running developer\n",
"Time to execute model = 5.889s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 8,918,884"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 9,278,133\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 416,306\n",
"261,677 feasible buildings before running developer\n",
"Sum of net units that are profitable: 6,049,310"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 2,576 buildings with 501,746 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"259,101 feasible buildings after running developer\n",
"Time to execute model = 9.352s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.015s\n",
"Time to execute year = 370.989s\n",
"Running year 2026\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 162.446s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1933219.000000\n",
"mean 435.188416\n",
"std 241.058123\n",
"min 2.764895\n",
"25% 281.831720\n",
"50% 373.475501\n",
"75% 505.502892\n",
"max 16201.185668\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 27.172s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1933219.000000\n",
"mean 3.070016\n",
"std 0.561656\n",
"min 0.444802\n",
"25% 2.701046\n",
"50% 3.018401\n",
"75% 3.387187\n",
"max 16.688411\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.158s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 129929.000000\n",
"mean 22.679065\n",
"std 7.534122\n",
"min 0.401221\n",
"25% 12.566536\n",
"50% 25.082957\n",
"75% 27.125668\n",
"max 51.636295\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.696s\n",
"Running model 'households_relocation'\n",
"Total agents: 5692988\n",
"Total currently unplaced: 271095"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 542479"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.056s\n",
"Running model 'hlcmo_simulate'\n",
"There are 6226153 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 5692988 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1075667 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 417708 buildings total in the region\n",
"Assigned 304953 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 237526"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 770714 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 20.869s\n",
"Running model 'hlcmr_simulate'\n",
"There are 6226153 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 5692988 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 770714 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 340421 buildings total in the region\n",
"Assigned 237526 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 533188 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 14.968s\n",
"Running model 'households_transition'\n",
"5692988 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"5977637 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.687s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 8918884\n",
"Total currently unplaced: 424709"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 849484"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 5.238s\n",
"Running model 'elcm_simulate'\n",
"There are 9764259 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 8918884 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1756907 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 209633 buildings total in the region\n",
"Assigned 849484 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 907423 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 71.518s\n",
"Running model 'jobs_transition'\n",
"8918884 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"9364828 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 6.621s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.670s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 25.468140 9.689264 23.895198 19.097155\n",
"std 6.810635 3.338992 5.514192 9.184989\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 24.289883 10.215014 24.562135 13.544426\n",
"50% 26.673586 10.754107 25.101913 17.626160\n",
"75% 28.935001 11.132974 25.597485 21.621953\n",
"max 49.456001 17.826056 43.334969 50.568488\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 44.582s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 5,977,637"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 6,226,153\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 271,278\n",
"262,036 feasible buildings before running developer\n",
"Sum of net units that are profitable: 647,726"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 27,209 buildings with 314,009 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"234,827 feasible buildings after running developer\n",
"Time to execute model = 5.981s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 9,364,828"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 9,764,259\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 414,901\n",
"234,827 feasible buildings before running developer\n",
"Sum of net units that are profitable: 5,597,742"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 2,947 buildings with 519,209 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"231,880 feasible buildings after running developer\n",
"Time to execute model = 9.070s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.019s\n",
"Time to execute year = 384.758s\n",
"Running year 2027\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 170.853s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1960428.000000\n",
"mean 445.194621\n",
"std 251.148879\n",
"min 2.764895\n",
"25% 283.839473\n",
"50% 377.233258\n",
"75% 520.959858\n",
"max 16314.693780\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 27.592s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1960428.000000\n",
"mean 3.083945\n",
"std 0.568072\n",
"min 0.444802\n",
"25% 2.707409\n",
"50% 3.031072\n",
"75% 3.409124\n",
"max 16.690465\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.246s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 132876.000000\n",
"mean 22.834347\n",
"std 7.526630\n",
"min 0.401221\n",
"25% 13.358609\n",
"50% 25.171846\n",
"75% 27.293777\n",
"max 52.402087\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.778s\n",
"Running model 'households_relocation'\n",
"Total agents: 5977637\n",
"Total currently unplaced: 284649"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 569468"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.243s\n",
"Running model 'hlcmo_simulate'\n",
"There are 6540162 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 5977637 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1132015 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 440274 buildings total in the region\n",
"Assigned 319877 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 249591"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 812138 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 21.169s\n",
"Running model 'hlcmr_simulate'\n",
"There are 6540162 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 5977637 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 812138 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 358870 buildings total in the region\n",
"Assigned 249591 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 562547 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 15.682s\n",
"Running model 'households_transition'\n",
"5977637 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"6276519 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.750s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 9364828\n",
"Total currently unplaced: 445944"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 891740"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 5.629s\n",
"Running model 'elcm_simulate'\n",
"There are 10260577 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 9364828 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1846489 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 215213 buildings total in the region\n",
"Assigned 891740 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 954749 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 74.333s\n",
"Running model 'jobs_transition'\n",
"9364828 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"9833069 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 6.808s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.564s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 25.527497 9.694966 23.919066 19.311863\n",
"std 6.806651 3.341306 5.490215 9.534809\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 24.360279 10.216035 24.566824 13.579150\n",
"50% 26.702574 10.759640 25.107376 17.706232\n",
"75% 28.962414 11.143236 25.608642 21.783029\n",
"max 50.004734 17.825502 43.334251 51.655823\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 44.280s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 6,276,519"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 6,540,162\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 282,141\n",
"234,802 feasible buildings before running developer\n",
"Sum of net units that are profitable: 444,271"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 30,064 buildings with 326,146 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"204,738 feasible buildings after running developer\n",
"Time to execute model = 5.792s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 9,833,069"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 10,260,577\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 427,541\n",
"204,738 feasible buildings before running developer\n",
"Sum of net units that are profitable: 5,113,353"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 3,407 buildings with 570,451 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"201,331 feasible buildings after running developer\n",
"Time to execute model = 8.658s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.019s\n",
"Time to execute year = 397.401s\n",
"Running year 2028\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 179.244s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 1990492.000000\n",
"mean 454.354788\n",
"std 258.238519\n",
"min 2.757979\n",
"25% 286.103363\n",
"50% 381.785790\n",
"75% 540.155277\n",
"max 16441.917583\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 27.813s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 1990492.000000\n",
"mean 3.097829\n",
"std 0.573589\n",
"min 0.444157\n",
"25% 2.714036\n",
"50% 3.046472\n",
"75% 3.431930\n",
"max 16.693707\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.277s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 136283.000000\n",
"mean 23.012886\n",
"std 7.518535\n",
"min 0.401221\n",
"25% 17.415950\n",
"50% 25.282658\n",
"75% 27.480824\n",
"max 52.550337\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.754s\n",
"Running model 'households_relocation'\n",
"Total agents: 6276519\n",
"Total currently unplaced: 298882"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 597869"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.465s\n",
"Running model 'hlcmo_simulate'\n",
"There are 6866308 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 6276519 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1187680 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 462294 buildings total in the region\n",
"Assigned 335894 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 261975"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 851786 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 22.070s\n",
"Running model 'hlcmr_simulate'\n",
"There are 6866308 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 6276519 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 851786 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 374815 buildings total in the region\n",
"Assigned 261975 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 589811 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 16.250s\n",
"Running model 'households_transition'\n",
"6276519 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"6590345 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.333s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 9833069\n",
"Total currently unplaced: 468241"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 936308"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 5.623s\n",
"Running model 'elcm_simulate'\n",
"There are 10805952 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 9833069 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1965256 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 220646 buildings total in the region\n",
"Assigned 936308 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 1028948 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 79.361s\n",
"Running model 'jobs_transition'\n",
"9833069 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"10324722 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 7.519s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.729s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 25.583637 9.701658 23.937056 19.536640\n",
"std 6.816417 3.344128 5.488334 9.808220\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 24.422287 10.217715 24.576710 13.623663\n",
"50% 26.779722 10.766382 25.121315 17.804567\n",
"75% 28.988176 11.152975 25.627779 22.068595\n",
"max 50.081291 17.825441 43.334091 52.184814\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 43.143s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 6,590,345"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 6,866,308\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 297,110\n",
"203,206 feasible buildings before running developer\n",
"Sum of net units that are profitable: 242,646"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"WARNING THERE WERE NOT ENOUGH PROFITABLE UNITS TO MATCH DEMAND\n",
"Adding 30,865 buildings with 282,183 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"172,341 feasible buildings after running developer\n",
"Time to execute model = 5.805s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 10,324,722"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 10,805,952\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 416,571\n",
"172,341 feasible buildings before running developer\n",
"Sum of net units that are profitable: 4,518,593"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 3,818 buildings with 579,288 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"168,523 feasible buildings after running developer\n",
"Time to execute model = 8.110s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.023s\n",
"Time to execute year = 412.522s\n",
"Running year 2029\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 189.972s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 2021357.000000\n",
"mean 461.424900\n",
"std 260.712579\n",
"min 2.726821\n",
"25% 288.421721\n",
"50% 387.159251\n",
"75% 562.035214\n",
"max 16538.145795\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 27.896s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 2021357.000000\n",
"mean 3.109661\n",
"std 0.577364\n",
"min 0.444157\n",
"25% 2.719282\n",
"50% 3.060524\n",
"75% 3.453146\n",
"max 16.695783\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.352s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 140101.000000\n",
"mean 23.208472\n",
"std 7.511330\n",
"min 0.401221\n",
"25% 19.463574\n",
"50% 25.394027\n",
"75% 27.702548\n",
"max 54.400982\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.793s\n",
"Running model 'households_relocation'\n",
"Total agents: 6590345\n",
"Total currently unplaced: 313826"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 627696"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.714s\n",
"Running model 'hlcmo_simulate'\n",
"There are 7148491 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 6590345 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 1185863 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 480612 buildings total in the region\n",
"Assigned 352399 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 275297"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 833464 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 22.416s\n",
"Running model 'hlcmr_simulate'\n",
"There are 7148491 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 6590345 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 833464 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 381183 buildings total in the region\n",
"Assigned 275297 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 558167 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 16.229s\n",
"Running model 'households_transition'\n",
"6590345 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"6919862 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.952s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 10324722\n",
"Total currently unplaced: 491653"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 983381"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 5.990s\n",
"Running model 'elcm_simulate'\n",
"There are 11352447 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 10324722 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 2064425 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 227285 buildings total in the region\n",
"Assigned 983381 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 1081044 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 85.049s\n",
"Running model 'jobs_transition'\n",
"10324722 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"10840958 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 6.313s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.689s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 25.629120 9.707890 23.964718 19.757274\n",
"std 6.821091 3.346744 5.459777 9.962817\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 24.460550 10.227323 24.582958 13.686296\n",
"50% 26.857912 10.772342 25.130915 17.894160\n",
"75% 29.019592 11.160470 25.644524 22.519563\n",
"max 50.400009 17.824640 43.333778 52.373645\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 43.130s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 6,919,862"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 7,148,491\n",
"Current vacancy = 0.03\n",
"Target vacancy = 0.08, target of new units = 373,098\n",
"166,309 feasible buildings before running developer\n",
"Sum of net units that are profitable: 77,031"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"WARNING THERE WERE NOT ENOUGH PROFITABLE UNITS TO MATCH DEMAND\n",
"Adding 9,208 buildings with 88,918 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"157,101 feasible buildings after running developer\n",
"Time to execute model = 5.585s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 10,840,958"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 11,352,447\n",
"Current vacancy = 0.05\n",
"Target vacancy = 0.08, target of new units = 431,203\n",
"157,101 feasible buildings before running developer\n",
"Sum of net units that are profitable: 4,006,396"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 4,494 buildings with 631,133 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"152,607 feasible buildings after running developer\n",
"Time to execute model = 7.862s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.018s\n",
"Time to execute year = 428.966s\n",
"Running year 2030"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 34.316s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 2030565.000000\n",
"mean 463.075194\n",
"std 260.519618\n",
"min 2.726812\n",
"25% 289.181061\n",
"50% 388.913103\n",
"75% 568.487136\n",
"max 16552.534769\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.376s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 2030565.000000\n",
"mean 3.114959\n",
"std 0.579399\n",
"min 0.444157\n",
"25% 2.721054\n",
"50% 3.067656\n",
"75% 3.462575\n",
"max 16.694859\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.419s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 144595.000000\n",
"mean 23.432906\n",
"std 7.508774\n",
"min 0.401221\n",
"25% 20.899149\n",
"50% 25.504796\n",
"75% 27.992237\n",
"max 54.483727\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.866s\n",
"Running model 'households_relocation'\n",
"Total agents: 6919862\n",
"Total currently unplaced: 329517"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 659229"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.942s\n",
"Running model 'hlcmo_simulate'\n",
"There are 7237409 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 6919862 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 976797 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 465707 buildings total in the region\n",
"Assigned 369757 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 289472"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 607040 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 19.883s\n",
"Running model 'hlcmr_simulate'\n",
"There are 7237409 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 6919862 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 607040 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 336733 buildings total in the region\n",
"Assigned 289472 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 317568 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 16.087s\n",
"Running model 'households_transition'\n",
"6919862 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"7265855 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.017s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 10840958\n",
"Total currently unplaced: 516236"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 1032432"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 6.283s\n",
"Running model 'elcm_simulate'\n",
"There are 11945857 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 10840958 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 2187936 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 234169 buildings total in the region\n",
"Assigned 1032432 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 1155504 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 90.262s\n",
"Running model 'jobs_transition'\n",
"10840958 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"11383006 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 6.536s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.749s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 25.665159 9.713286 23.983305 19.800651\n",
"std 6.819428 3.349198 5.453978 9.990012\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 24.499346 10.231027 24.593132 13.697526\n",
"50% 26.904724 10.774256 25.142361 17.915770\n",
"75% 29.076803 11.166836 25.661499 22.678702\n",
"max 50.543758 17.824923 43.334396 52.365356\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 37.152s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 7,265,855"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 7,237,409\n",
"Current vacancy = -0.00\n",
"Target vacancy = 0.08, target of new units = 660,259\n",
"154,637 feasible buildings before running developer\n",
"Sum of net units that are profitable: 27,400"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"WARNING THERE WERE NOT ENOUGH PROFITABLE UNITS TO MATCH DEMAND\n",
"Adding 3,541 buildings with 31,794 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"151,096 feasible buildings after running developer\n",
"Time to execute model = 5.528s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 11,383,006"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 11,945,857\n",
"Current vacancy = 0.05\n",
"Target vacancy = 0.08, target of new units = 426,975\n",
"151,096 feasible buildings before running developer\n",
"Sum of net units that are profitable: 3,565,175"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 5,379 buildings with 679,314 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"145,717 feasible buildings after running developer\n",
"Time to execute model = 7.722s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.016s\n",
"Time to execute year = 247.161s\n",
"Running year 2031\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 210.790s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 2034106.000000\n",
"mean 463.638574\n",
"std 260.195568\n",
"min 2.708733\n",
"25% 289.617208\n",
"50% 389.694447\n",
"75% 570.557269\n",
"max 16565.628711\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 28.720s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 2034106.000000\n",
"mean 3.119015\n",
"std 0.581291\n",
"min 0.444157\n",
"25% 2.722091\n",
"50% 3.073079\n",
"75% 3.469910\n",
"max 16.693897\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.337s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 149974.000000\n",
"mean 23.700210\n",
"std 7.514733\n",
"min 0.401221\n",
"25% 21.812708\n",
"50% 25.638662\n",
"75% 28.364343\n",
"max 53.983297\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.836s\n",
"Running model 'households_relocation'\n",
"Total agents: 7265855\n",
"Total currently unplaced: 345993"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 692056"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 5.277s\n",
"Running model 'hlcmo_simulate'\n",
"There are 7269203 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 7265855 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 695423 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 404313 buildings total in the region\n",
"Assigned 389718 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 302338"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 305705 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 17.911s\n",
"Running model 'hlcmr_simulate'\n",
"There are 7269203 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 7265855 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 305705 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 220302 buildings total in the region\n",
"Assigned 302338 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 3367 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 13.341s\n",
"Running model 'households_transition'\n",
"7265855 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"7629148 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.968s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 11383006\n",
"Total currently unplaced: 542048"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 1084177"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 6.291s\n",
"Running model 'elcm_simulate'\n",
"There are 12581555 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 11383006 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 2330828 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 241899 buildings total in the region\n",
"Assigned 1084177 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 1246651 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 93.582s\n",
"Running model 'jobs_transition'\n",
"11383006 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"11952156 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 6.732s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.804s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 25.714824 9.718107 23.995975 19.801831\n",
"std 6.827321 3.351427 5.456646 9.998017\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 24.547962 10.230645 24.596893 13.702116\n",
"50% 26.941084 10.777530 25.151642 17.919940\n",
"75% 29.139872 11.173391 25.675238 22.744676\n",
"max 50.683781 17.825085 43.332603 52.316895\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 43.018s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 7,629,148"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 7,269,203\n",
"Current vacancy = -0.05\n",
"Target vacancy = 0.08, target of new units = 1,023,349\n",
"150,163 feasible buildings before running developer\n",
"Sum of net units that are profitable: 11,817"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"WARNING THERE WERE NOT ENOUGH PROFITABLE UNITS TO MATCH DEMAND\n",
"Adding 1,484 buildings with 13,638 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"148,679 feasible buildings after running developer\n",
"Time to execute model = 5.666s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 11,952,156"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 12,581,555\n",
"Current vacancy = 0.05\n",
"Target vacancy = 0.08, target of new units = 409,918\n",
"148,679 feasible buildings before running developer\n",
"Sum of net units that are profitable: 3,158,362"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 6,774 buildings with 670,724 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"141,905 feasible buildings after running developer\n",
"Time to execute model = 7.733s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.017s\n",
"Time to execute year = 453.026s\n",
"Running year 2032\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 226.016s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 2035590.000000\n",
"mean 463.638521\n",
"std 259.564823\n",
"min 2.708733\n",
"25% 290.061675\n",
"50% 390.021578\n",
"75% 570.520494\n",
"max 16574.971381\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 28.733s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 2035590.000000\n",
"mean 3.122447\n",
"std 0.583197\n",
"min 0.443040\n",
"25% 2.723153\n",
"50% 3.077340\n",
"75% 3.477048\n",
"max 16.693883\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.351s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 156748.000000\n",
"mean 24.026583\n",
"std 7.531203\n",
"min 0.401221\n",
"25% 22.555401\n",
"50% 25.796631\n",
"75% 28.828813\n",
"max 54.030961\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.820s\n",
"Running model 'households_relocation'\n",
"Total agents: 7629148\n",
"Total currently unplaced: 363293"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 726603"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 5.455s\n",
"Running model 'hlcmo_simulate'\n",
"There are 7282841 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 7629148 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 380314 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 233031 buildings total in the region\n",
"WARNING: Not enough locations for movers"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" reducing locations to size of movers for performance gain\n",
"Assigned 213499 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 513104"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 166815 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 14.775s\n",
"Running model 'hlcmr_simulate'\n",
"There are 7282841 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 7629148 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 166815 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 126286 buildings total in the region\n",
"WARNING: Not enough locations for movers"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" reducing locations to size of movers for performance gain\n",
"Assigned 166532 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 346572"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 283 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 12.703s\n",
"Running model 'households_transition'\n",
"7629148 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"8010605 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.022s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 11952156\n",
"Total currently unplaced: 569150"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 1138343"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 6.776s\n",
"Running model 'elcm_simulate'\n",
"There are 13202514 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 11952156 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 2434393 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 251195 buildings total in the region\n",
"Assigned 1138343 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 1296050 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 98.905s\n",
"Running model 'jobs_transition'\n",
"11952156 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"12549764 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 7.319s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.765s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 25.759855 9.722528 24.033448 19.777311\n",
"std 6.814140 3.353679 5.404532 9.988578\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 24.614454 10.229416 24.600391 13.718008\n",
"50% 26.969290 10.778472 25.159977 17.940359\n",
"75% 29.180504 11.179186 25.690982 22.727080\n",
"max 50.778564 17.823950 43.333225 52.224042\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 42.310s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 8,010,605"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 7,282,841\n",
"Current vacancy = -0.10\n",
"Target vacancy = 0.08, target of new units = 1,424,338\n",
"147,035 feasible buildings before running developer\n",
"Sum of net units that are profitable: 4,294"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"WARNING THERE WERE NOT ENOUGH PROFITABLE UNITS TO MATCH DEMAND\n",
"Adding 419 buildings with 4,792 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"146,616 feasible buildings after running developer\n",
"Time to execute model = 5.413s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 12,549,764"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 13,202,514\n",
"Current vacancy = 0.05\n",
"Target vacancy = 0.08, target of new units = 438,533\n",
"146,616 feasible buildings before running developer\n",
"Sum of net units that are profitable: 2,781,927"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 8,902 buildings with 733,058 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"137,714 feasible buildings after running developer\n",
"Time to execute model = 7.711s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.018s\n",
"Time to execute year = 470.094s\n",
"Running year 2033\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 237.733s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 2036009.000000\n",
"mean 463.759551\n",
"std 259.240138\n",
"min 2.752268\n",
"25% 290.374583\n",
"50% 390.317792\n",
"75% 570.553476\n",
"max 16590.269719\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 28.657s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 2036009.000000\n",
"mean 3.126252\n",
"std 0.585210\n",
"min 0.444157\n",
"25% 2.724173\n",
"50% 3.081403\n",
"75% 3.484742\n",
"max 16.694079\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.426s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 165650.000000\n",
"mean 24.428179\n",
"std 7.545737\n",
"min 0.401221\n",
"25% 23.142537\n",
"50% 26.009648\n",
"75% 29.428396\n",
"max 54.196861\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.896s\n",
"Running model 'households_relocation'\n",
"Total agents: 8010605\n",
"Total currently unplaced: 728029"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 1092228"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 5.493s\n",
"Running model 'hlcmo_simulate'\n",
"There are 7287633 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 8010605 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 369274 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 229089 buildings total in the region\n",
"WARNING: Not enough locations for movers"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" reducing locations to size of movers for performance gain\n",
"Assigned 207106 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 885122"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 162168 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 15.331s\n",
"Running model 'hlcmr_simulate'\n",
"There are 7287633 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 8010605 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 162168 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 124064 buildings total in the region\n",
"WARNING: Not enough locations for movers"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" reducing locations to size of movers for performance gain\n",
"Assigned 161876 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 723246"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 292 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 12.444s\n",
"Running model 'households_transition'\n",
"8010605 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"8411135 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.246s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 12549764\n",
"Total currently unplaced: 597608"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 1195102"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 7.184s\n",
"Running model 'elcm_simulate'\n",
"There are 13880249 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 12549764 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 2568990 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 261729 buildings total in the region\n",
"Assigned 1195102 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 1373888 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 104.708s\n",
"Running model 'jobs_transition'\n",
"12549764 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"13177252 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 7.980s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.717s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 25.820255 9.726614 24.045448 19.748491\n",
"std 6.824503 3.355849 5.407387 9.993498\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 24.670988 10.231996 24.602924 13.728630\n",
"50% 27.009706 10.781378 25.166166 17.952473\n",
"75% 29.267879 11.185054 25.705257 22.709688\n",
"max 50.798023 17.824488 43.333370 52.183069\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 42.575s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 8,411,135"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 7,287,633\n",
"Current vacancy = -0.15\n",
"Target vacancy = 0.08, target of new units = 1,854,905\n",
"145,396 feasible buildings before running developer\n",
"Sum of net units that are profitable: 1,685"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"WARNING THERE WERE NOT ENOUGH PROFITABLE UNITS TO MATCH DEMAND\n",
"Adding 121 buildings with 1,823 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"145,275 feasible buildings after running developer\n",
"Time to execute model = 5.637s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 13,177,252"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 13,880,249\n",
"Current vacancy = 0.05\n",
"Target vacancy = 0.08, target of new units = 442,851\n",
"145,275 feasible buildings before running developer\n",
"Sum of net units that are profitable: 2,385,088"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 11,333 buildings with 774,306 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"133,942 feasible buildings after running developer\n",
"Time to execute model = 7.597s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.021s\n",
"Time to execute year = 489.650s\n",
"Running year 2034\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 250.578s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 2036130.000000\n",
"mean 463.842631\n",
"std 258.936278\n",
"min 2.729552\n",
"25% 290.663353\n",
"50% 390.590585\n",
"75% 570.548020\n",
"max 16606.613462\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 29.207s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 2036130.000000\n",
"mean 3.130333\n",
"std 0.587480\n",
"min 0.444157\n",
"25% 2.725338\n",
"50% 3.085427\n",
"75% 3.494475\n",
"max 16.694139\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.437s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 176983.000000\n",
"mean 24.899149\n",
"std 7.554532\n",
"min 0.401221\n",
"25% 23.533150\n",
"50% 26.272480\n",
"75% 30.115697\n",
"max 54.311108\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.946s\n",
"Running model 'households_relocation'\n",
"Total agents: 8411135\n",
"Total currently unplaced: 1123776"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 1487926"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 5.987s\n",
"Running model 'hlcmo_simulate'\n",
"There are 7289456 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 8411135 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 366263 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 228788 buildings total in the region\n",
"WARNING: Not enough locations for movers"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" reducing locations to size of movers for performance gain\n",
"Assigned 205163 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 1282763"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 161100 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 16.334s\n",
"Running model 'hlcmr_simulate'\n",
"There are 7289456 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 8411135 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 161100 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 124558 buildings total in the region\n",
"WARNING: Not enough locations for movers"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" reducing locations to size of movers for performance gain\n",
"Assigned 160800 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 1121963"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 300 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 13.116s\n",
"Running model 'households_transition'\n",
"8411135 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"8831692 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.327s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 13177252\n",
"Total currently unplaced: 627488"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 1254934"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 7.418s\n",
"Running model 'elcm_simulate'\n",
"There are 14589953 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 13177252 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 2708821 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 274889 buildings total in the region\n",
"Assigned 1254934 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 1453887 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 108.110s\n",
"Running model 'jobs_transition'\n",
"13177252 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"13836115 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 10.396s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.790s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 25.879818 9.731451 24.060531 19.709937\n",
"std 6.837581 3.358237 5.405340 10.002230\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 24.718636 10.233732 24.610809 13.732211\n",
"50% 27.037077 10.786764 25.173395 17.945996\n",
"75% 29.324163 11.191401 25.720268 22.691586\n",
"max 50.834545 17.823715 43.332634 52.132275\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 42.596s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 8,831,692"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 7,289,456\n",
"Current vacancy = -0.21\n",
"Target vacancy = 0.08, target of new units = 2,310,209\n",
"143,292 feasible buildings before running developer\n",
"Sum of net units that are profitable: 871"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"WARNING THERE WERE NOT ENOUGH PROFITABLE UNITS TO MATCH DEMAND\n",
"Adding 71 buildings with 952 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"143,221 feasible buildings after running developer\n",
"Time to execute model = 5.552s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 13,836,115"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 14,589,953\n",
"Current vacancy = 0.05\n",
"Target vacancy = 0.08, target of new units = 449,302\n",
"143,221 feasible buildings before running developer\n",
"Sum of net units that are profitable: 1,987,139"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 14,768 buildings with 842,010 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"128,453 feasible buildings after running developer\n",
"Time to execute model = 7.626s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.019s\n",
"Time to execute year = 511.444s\n",
"Running year 2035\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 264.795s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 2036201.000000\n",
"mean 463.923252\n",
"std 258.646072\n",
"min 2.741403\n",
"25% 290.937559\n",
"50% 390.871003\n",
"75% 570.534911\n",
"max 16617.546879\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 29.163s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 2036201.000000\n",
"mean 3.134511\n",
"std 0.589671\n",
"min 0.444802\n",
"25% 2.727068\n",
"50% 3.088908\n",
"75% 3.505658\n",
"max 16.695591\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.354s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 191751.000000\n",
"mean 25.460148\n",
"std 7.560889\n",
"min 0.401221\n",
"25% 23.907434\n",
"50% 26.643255\n",
"75% 30.917430\n",
"max 54.639038\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.946s\n",
"Running model 'households_relocation'\n",
"Total agents: 8831692\n",
"Total currently unplaced: 1542520"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 1907012"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 6.459s\n",
"Running model 'hlcmo_simulate'\n",
"There are 7290408 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 8831692 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 365743 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 229532 buildings total in the region\n",
"WARNING: Not enough locations for movers"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" reducing locations to size of movers for performance gain\n",
"Assigned 205785 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 1701227"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 159958 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 15.954s\n",
"Running model 'hlcmr_simulate'\n",
"There are 7290408 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 8831692 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 159958 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 124180 buildings total in the region\n",
"WARNING: Not enough locations for movers"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" reducing locations to size of movers for performance gain\n",
"Assigned 159652 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 1541575"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 306 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 13.479s\n",
"Running model 'households_transition'\n",
"8831692 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"9273277 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.437s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 13836115\n",
"Total currently unplaced: 658863"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 1317857"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 7.677s\n",
"Running model 'elcm_simulate'\n",
"There are 15358039 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 13836115 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 2878885 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 290727 buildings total in the region\n",
"Assigned 1317857 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 1561028 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 113.436s\n",
"Running model 'jobs_transition'\n",
"13836115 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"14527921 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 11.089s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.845s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 25.936539 9.736214 24.074140 19.662262\n",
"std 6.854657 3.360678 5.406361 10.016856\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 24.772820 10.235122 24.613430 13.725644\n",
"50% 27.082785 10.791627 25.178923 17.927734\n",
"75% 29.376328 11.193660 25.735504 22.676099\n",
"max 50.908218 17.824329 43.332855 52.093317\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 42.607s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 9,273,277"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 7,290,408\n",
"Current vacancy = -0.27\n",
"Target vacancy = 0.08, target of new units = 2,789,240\n",
"140,514 feasible buildings before running developer\n",
"Sum of net units that are profitable: 359"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"WARNING THERE WERE NOT ENOUGH PROFITABLE UNITS TO MATCH DEMAND\n",
"Adding 30 buildings with 392 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"140,484 feasible buildings after running developer\n",
"Time to execute model = 5.521s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 14,527,921"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 15,358,039\n",
"Current vacancy = 0.05\n",
"Target vacancy = 0.08, target of new units = 433,179\n",
"140,484 feasible buildings before running developer\n",
"Sum of net units that are profitable: 1,583,758"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 19,273 buildings with 879,885 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"121,211 feasible buildings after running developer\n",
"Time to execute model = 7.569s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.016s\n",
"Time to execute year = 532.352s\n",
"Running year 2036\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 284.252s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 2036231.000000\n",
"mean 463.991975\n",
"std 258.377044\n",
"min 2.741403\n",
"25% 291.215750\n",
"50% 391.106273\n",
"75% 570.513330\n",
"max 16634.786901\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 29.398s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 2036231.000000\n",
"mean 3.138536\n",
"std 0.591942\n",
"min 0.444157\n",
"25% 2.728566\n",
"50% 3.092084\n",
"75% 3.517666\n",
"max 16.697666\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.406s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 211024.000000\n",
"mean 26.122135\n",
"std 7.568772\n",
"min 0.401221\n",
"25% 24.278632\n",
"50% 27.153825\n",
"75% 31.798003\n",
"max 54.698987\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 1.967s\n",
"Running model 'households_relocation'\n",
"Total agents: 9273277\n",
"Total currently unplaced: 1983160"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 2347621"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 6.319s\n",
"Running model 'hlcmo_simulate'\n",
"There are 7290800 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 9273277 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 365158 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 229473 buildings total in the region\n",
"WARNING: Not enough locations for movers"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" reducing locations to size of movers for performance gain\n",
"Assigned 205329 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 2142292"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 159829 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 16.278s\n",
"Running model 'hlcmr_simulate'\n",
"There are 7290800 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 9273277 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 159829 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 124233 buildings total in the region\n",
"WARNING: Not enough locations for movers"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" reducing locations to size of movers for performance gain\n",
"Assigned 159519 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 1982773"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 310 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 13.447s\n",
"Running model 'households_transition'\n",
"9273277 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"9736941 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.731s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 14527921\n",
"Total currently unplaced: 691806"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 1383476"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 8.693s\n",
"Running model 'elcm_simulate'\n",
"There are 16154793 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 14527921 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 3047503 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 311131 buildings total in the region\n",
"Assigned 1383476 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 1664027 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 119.685s\n",
"Running model 'jobs_transition'\n",
"14527921 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"15254317 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 11.504s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.843s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 26.001423 9.740596 24.086080 19.602860\n",
"std 6.850631 3.362991 5.410921 10.036076\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 24.855085 10.235466 24.615520 13.692120\n",
"50% 27.116776 10.794390 25.183443 17.884198\n",
"75% 29.399439 11.198439 25.749659 22.639699\n",
"max 50.922295 17.824154 43.331848 52.053821\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 42.712s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 9,736,941"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 7,290,800\n",
"Current vacancy = -0.34\n",
"Target vacancy = 0.08, target of new units = 3,292,831\n",
"138,128 feasible buildings before running developer\n",
"Sum of net units that are profitable: 147"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"WARNING THERE WERE NOT ENOUGH PROFITABLE UNITS TO MATCH DEMAND\n",
"Adding 14 buildings with 161 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"138,114 feasible buildings after running developer\n",
"Time to execute model = 5.595s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 15,254,317"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 16,154,793\n",
"Current vacancy = 0.06\n",
"Target vacancy = 0.08, target of new units = 425,986\n",
"138,114 feasible buildings before running developer\n",
"Sum of net units that are profitable: 1,195,154"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 26,952 buildings with 956,569 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"111,162 feasible buildings after running developer\n",
"Time to execute model = 7.527s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.023s\n",
"Time to execute year = 560.385s\n",
"Running year 2037\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 302.649s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 2036245.000000\n",
"mean 464.049657\n",
"std 258.109789\n",
"min 2.741403\n",
"25% 291.447338\n",
"50% 391.338162\n",
"75% 570.508502\n",
"max 16645.921963\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 29.541s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 2036245.000000\n",
"mean 3.142393\n",
"std 0.594269\n",
"min 0.444802\n",
"25% 2.729702\n",
"50% 3.095067\n",
"75% 3.531045\n",
"max 16.697009\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.418s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 237976.000000\n",
"mean 26.858789\n",
"std 7.533741\n",
"min 0.401221\n",
"25% 24.679133\n",
"50% 27.792720\n",
"75% 32.671284\n",
"max 54.843731\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.021s\n",
"Running model 'households_relocation'\n",
"Total agents: 9736941\n",
"Total currently unplaced: 2446437"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 2811410"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 7.074s\n",
"Running model 'hlcmo_simulate'\n",
"There are 7290961 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 9736941 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 365443 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 229580 buildings total in the region\n",
"WARNING: Not enough locations for movers"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" reducing locations to size of movers for performance gain\n",
"Assigned 204898 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 2606512"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 160545 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 16.122s\n",
"Running model 'hlcmr_simulate'\n",
"There are 7290961 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 9736941 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 160545 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 124908 buildings total in the region\n",
"WARNING: Not enough locations for movers"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" reducing locations to size of movers for performance gain\n",
"Assigned 160230 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 2446282"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 315 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 13.475s\n",
"Running model 'households_transition'\n",
"9736941 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"10223788 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 5.621s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 15254317\n",
"Total currently unplaced: 726396"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 1453005"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 9.201s\n",
"Running model 'elcm_simulate'\n",
"There are 17013692 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 15254317 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 3247591 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 338684 buildings total in the region\n",
"Assigned 1453005 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 1794586 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 128.481s\n",
"Running model 'jobs_transition'\n",
"15254317 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"16017033 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 11.556s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 4.898s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 26.041973 9.744832 24.097878 19.519854\n",
"std 6.863083 3.365292 5.414902 10.060245\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 24.866859 10.235255 24.617842 13.638968\n",
"50% 27.145142 10.795750 25.189314 17.819495\n",
"75% 29.397440 11.202752 25.757549 22.560822\n",
"max 50.942032 17.823082 43.331787 52.013611\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 42.793s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 10,223,788"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 7,290,961\n",
"Current vacancy = -0.40\n",
"Target vacancy = 0.08, target of new units = 3,821,852\n",
"133,868 feasible buildings before running developer\n",
"Sum of net units that are profitable: 50"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"WARNING THERE WERE NOT ENOUGH PROFITABLE UNITS TO MATCH DEMAND\n",
"Adding 9 buildings with 59 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"133,859 feasible buildings after running developer\n",
"Time to execute model = 5.559s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 16,017,033"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 17,013,692\n",
"Current vacancy = 0.06\n",
"Target vacancy = 0.08, target of new units = 396,126\n",
"133,859 feasible buildings before running developer\n",
"Sum of net units that are profitable: 817,288"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 37,585 buildings with 897,884 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"96,274 feasible buildings after running developer\n",
"Time to execute model = 7.514s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.016s\n",
"Time to execute year = 589.943s\n",
"Running year 2038\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 322.150s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 2036254.000000\n",
"mean 464.102194\n",
"std 257.863354\n",
"min 2.741403\n",
"25% 291.687446\n",
"50% 391.546004\n",
"75% 570.479764\n",
"max 16655.762335\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 30.508s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 2036254.000000\n",
"mean 3.146206\n",
"std 0.596750\n",
"min 0.444802\n",
"25% 2.731018\n",
"50% 3.098275\n",
"75% 3.543470\n",
"max 16.695551\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.399s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 275561.000000\n",
"mean 27.540108\n",
"std 7.436140\n",
"min 0.401221\n",
"25% 24.984183\n",
"50% 28.419700\n",
"75% 33.400402\n",
"max 55.059216\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.049s\n",
"Running model 'households_relocation'\n",
"Total agents: 10223788\n",
"Total currently unplaced: 2933129"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 3297552"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 6.928s\n",
"Running model 'hlcmo_simulate'\n",
"There are 7291020 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 10223788 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 364796 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 229372 buildings total in the region\n",
"WARNING: Not enough locations for movers"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" reducing locations to size of movers for performance gain\n",
"Assigned 204835 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 3092717"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 159961 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 16.762s\n",
"Running model 'hlcmr_simulate'\n",
"There are 7291020 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 10223788 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 159961 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 124489 buildings total in the region\n",
"WARNING: Not enough locations for movers"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" reducing locations to size of movers for performance gain\n",
"Assigned 159643 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 2933074"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 318 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 13.924s\n",
"Running model 'households_transition'\n",
"10223788 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"10734977 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 5.833s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 16017033\n",
"Total currently unplaced: 762716"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 1525410"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 9.499s\n",
"Running model 'elcm_simulate'\n",
"There are 17811032 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 16017033 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 3352845 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 376642 buildings total in the region\n",
"Assigned 1525410 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 1827435 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 134.761s\n",
"Running model 'jobs_transition'\n",
"16017033 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"16817885 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 13.416s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 5.003s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 26.064535 9.749188 24.109442 19.383508\n",
"std 6.881950 3.366844 5.418633 10.085908\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 24.865702 10.235171 24.617155 13.581728\n",
"50% 27.134832 10.797834 25.196735 17.730270\n",
"75% 29.386189 11.206756 25.770664 22.373256\n",
"max 50.943069 17.823221 43.331520 51.969958\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 42.601s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 10,734,977"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 7,291,020\n",
"Current vacancy = -0.47\n",
"Target vacancy = 0.08, target of new units = 4,377,433\n",
"123,048 feasible buildings before running developer\n",
"Sum of net units that are profitable: 46"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"WARNING THERE WERE NOT ENOUGH PROFITABLE UNITS TO MATCH DEMAND\n",
"Adding 7 buildings with 53 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"123,041 feasible buildings after running developer\n",
"Time to execute model = 5.558s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 16,817,885"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 17,811,032\n",
"Current vacancy = 0.06\n",
"Target vacancy = 0.08, target of new units = 469,277\n",
"123,041 feasible buildings before running developer\n",
"Sum of net units that are profitable: 482,035"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Adding 56,023 buildings with 674,445 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"67,018 feasible buildings after running developer\n",
"Time to execute model = 7.415s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.019s\n",
"Time to execute year = 619.830s\n",
"Running year 2039\n",
"Running model 'neighborhood_vars'\n",
"Computing accessibility variables\n",
"Computing sum_residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sum_nonresidential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_unit_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_lot_sqft"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing population"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing poor"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing renters"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing sfdu"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing hhsize"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing jobs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing ave_income"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 344.022s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rsh_simulate'\n",
"count 2036261.000000\n",
"mean 464.157886\n",
"std 257.626680\n",
"min 2.741403\n",
"25% 291.908735\n",
"50% 391.733822\n",
"75% 570.514290\n",
"max 16661.813743\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 30.313s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'rrh_simulate'\n",
"count 2036261.000000\n",
"mean 3.151733\n",
"std 0.599411\n",
"min 0.444802\n",
"25% 2.734357\n",
"50% 3.103493\n",
"75% 3.557237\n",
"max 16.696924\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 3.467s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'nrh_simulate'\n",
"count 331584.000000\n",
"mean 27.736557\n",
"std 7.189886\n",
"min 0.401221\n",
"25% 24.923937\n",
"50% 28.014434\n",
"75% 33.702501\n",
"max 55.222877\n",
"dtype: float64"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 2.155s\n",
"Running model 'households_relocation'\n",
"Total agents: 10734977\n",
"Total currently unplaced: 3444263"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 3808839"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 7.398s\n",
"Running model 'hlcmo_simulate'\n",
"There are 7291073 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 10734977 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 364946 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 229897 buildings total in the region\n",
"WARNING: Not enough locations for movers"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" reducing locations to size of movers for performance gain\n",
"Assigned 205256 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 3603583"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 159690 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 17.351s\n",
"Running model 'hlcmr_simulate'\n",
"There are 7291073 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 10734977 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 159690 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 124277 buildings total in the region\n",
"WARNING: Not enough locations for movers"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" reducing locations to size of movers for performance gain\n",
"Assigned 159367 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 3444216"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 323 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 14.198s\n",
"Running model 'households_transition'\n",
"10734977 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"11271726 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 5.424s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'jobs_relocation'\n",
"Total agents: 16817885\n",
"Total currently unplaced: 800852"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Assinging for relocation...\n",
"Total currently unplaced: 1601549"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 10.962s\n",
"Running model 'elcm_simulate'\n",
"There are 18389510 total available units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 16817885 total choosers\n",
" but there are 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" for a total of 3204885 temporarily empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" in 430303 buildings total in the region\n",
"Assigned 1601549 choosers to new units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Total currently unplaced: 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and there are now 1603336 empty units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" and 0 overfull buildings"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 143.754s\n",
"Running model 'jobs_transition'\n",
"16817885 agents before transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"17658779 agents after transition"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 12.673s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'price_vars'\n",
"Computing accessibility variables\n",
"Computing residential\n",
"Computing retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 5.475s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'feasibility'\n",
"Describe of the yearly rent by use"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" retail industrial office residential\n",
"count 2023915.000000 2023915.000000 2023915.000000 2023915.000000\n",
"mean 26.071134 9.756259 24.122141 19.087716\n",
"std 6.906277 3.367766 5.422532 10.087790\n",
"min 0.000000 0.000000 0.000000 0.000000\n",
"25% 24.819721 10.236160 24.619678 13.368098\n",
"50% 27.104614 10.805363 25.205307 17.454190\n",
"75% 29.410877 11.215755 25.783567 21.658649\n",
"max 50.954220 17.823370 43.331497 51.951990\n",
"\n",
"[8 rows x 4 columns]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedoffice\n",
"Computing feasibility for form industrial"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form office"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form residential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form mixedresidential"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Computing feasibility for form retail"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Time to execute model = 42.903s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'residential_developer'\n",
"Number of agents: 11,271,726"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 7,291,073\n",
"Current vacancy = -0.55\n",
"Target vacancy = 0.08, target of new units = 4,960,803\n",
"96,345 feasible buildings before running developer\n",
"Sum of net units that are profitable: 68"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"WARNING THERE WERE NOT ENOUGH PROFITABLE UNITS TO MATCH DEMAND\n",
"Adding 9 buildings with 77 residential_units"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"96,336 feasible buildings after running developer\n",
"Time to execute model = 5.135s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'non_residential_developer'\n",
"Number of agents: 17,658,779"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Number of agent spaces: 18,389,510\n",
"Current vacancy = 0.04\n",
"Target vacancy = 0.08, target of new units = 804,815\n",
"96,336 feasible buildings before running developer\n",
"Sum of net units that are profitable: 151,177"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"WARNING THERE WERE NOT ENOUGH PROFITABLE UNITS TO MATCH DEMAND\n",
"Adding 21,899 buildings with 223,845 job_spaces"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"74,437 feasible buildings after running developer\n",
"Time to execute model = 6.878s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Running model 'clear_cache'\n",
"Time to execute model = 0.021s\n",
"Time to execute year = 652.140s\n",
"Finished"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Wed Aug 6 03:35:17 2014\n"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
}
],
"metadata": {}
}
]
}
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