ELCM Estimation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from urbansim.models.dcm import MNLDiscreteChoiceModel\n",
    "\n",
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import orca\n",
    "from urbansim.utils import misc\n",
    "\n",
    "import dataset\n",
    "import variables\n",
    "import models\n",
    "import utils\n",
    "\n",
    "orca.run([\"build_networks\"])\n",
    "orca.run([\"neighborhood_vars\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ELCM Estimation Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def estimate_elcm(yaml_config):\n",
    "    model = MNLDiscreteChoiceModel.from_yaml(str_or_buffer=misc.config(yaml_config))\n",
    "\n",
    "    j = orca.get_table('jobs').to_frame(model.columns_used()).fillna(0)\n",
    "    b = orca.get_table('buildings').to_frame(model.columns_used()).fillna(0)\n",
    "\n",
    "    print model.fit(j, b, j[model.choice_column])\n",
    "\n",
    "    return model.fit_parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ELCM Configs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "elcm_configs = ['elcm/large_area_sector/elcm1200093.yaml',\n",
    "                 'elcm/large_area_sector/elcm1100125.yaml',\n",
    "                 'elcm/large_area_sector/elcm700003.yaml',\n",
    "                 'elcm/large_area_sector/elcm1000005.yaml',\n",
    "                 'elcm/large_area_sector/elcm100125.yaml',\n",
    "                 'elcm/large_area_sector/elcm1100161.yaml',\n",
    "                 'elcm/large_area_sector/elcm200003.yaml',\n",
    "                 'elcm/large_area_sector/elcm800115.yaml',\n",
    "                 'elcm/large_area_sector/elcm1300005.yaml',\n",
    "                 'elcm/large_area_sector/elcm700005.yaml',\n",
    "                 'elcm/large_area_sector/elcm1700147.yaml',\n",
    "                 'elcm/large_area_sector/elcm600147.yaml',\n",
    "                 'elcm/large_area_sector/elcm800125.yaml',\n",
    "                 'elcm/large_area_sector/elcm1600099.yaml',\n",
    "                 'elcm/large_area_sector/elcm1100099.yaml',\n",
    "                 'elcm/large_area_sector/elcm200125.yaml',\n",
    "                 'elcm/large_area_sector/elcm900161.yaml',\n",
    "                 'elcm/large_area_sector/elcm400099.yaml',\n",
    "                 'elcm/large_area_sector/elcm300125.yaml',\n",
    "                 'elcm/large_area_sector/elcm400125.yaml',\n",
    "                 'elcm/large_area_sector/elcm600125.yaml',\n",
    "                 'elcm/large_area_sector/elcm1100115.yaml',\n",
    "                 'elcm/large_area_sector/elcm700115.yaml',\n",
    "                 'elcm/large_area_sector/elcm200147.yaml',\n",
    "                 'elcm/large_area_sector/elcm1200005.yaml',\n",
    "                 'elcm/large_area_sector/elcm900003.yaml',\n",
    "                 'elcm/large_area_sector/elcm100099.yaml',\n",
    "                 'elcm/large_area_sector/elcm500147.yaml',\n",
    "                 'elcm/large_area_sector/elcm100115.yaml',\n",
    "                 'elcm/large_area_sector/elcm400003.yaml',\n",
    "                 'elcm/large_area_sector/elcm1500003.yaml',\n",
    "                 'elcm/large_area_sector/elcm1600125.yaml',\n",
    "                 'elcm/large_area_sector/elcm700099.yaml',\n",
    "                 'elcm/large_area_sector/elcm1200147.yaml',\n",
    "                 'elcm/large_area_sector/elcm900147.yaml',\n",
    "                 'elcm/large_area_sector/elcm1300003.yaml',\n",
    "                 'elcm/large_area_sector/elcm1300115.yaml',\n",
    "                 'elcm/large_area_sector/elcm600093.yaml',\n",
    "                 'elcm/large_area_sector/elcm400115.yaml',\n",
    "                 'elcm/large_area_sector/elcm100147.yaml',\n",
    "                 'elcm/large_area_sector/elcm900125.yaml',\n",
    "                 'elcm/large_area_sector/elcm1200003.yaml',\n",
    "                 'elcm/large_area_sector/elcm400093.yaml',\n",
    "                 'elcm/large_area_sector/elcm300093.yaml',\n",
    "                 'elcm/large_area_sector/elcm1600147.yaml',\n",
    "                 'elcm/large_area_sector/elcm500161.yaml',\n",
    "                 'elcm/large_area_sector/elcm300099.yaml',\n",
    "                 'elcm/large_area_sector/elcm1300147.yaml',\n",
    "                 'elcm/large_area_sector/elcm1600005.yaml',\n",
    "                 'elcm/large_area_sector/elcm500005.yaml',\n",
    "                 'elcm/large_area_sector/elcm1400147.yaml',\n",
    "                 'elcm/large_area_sector/elcm900099.yaml',\n",
    "                 'elcm/large_area_sector/elcm1400161.yaml',\n",
    "                 'elcm/large_area_sector/elcm400147.yaml',\n",
    "                 'elcm/large_area_sector/elcm1700099.yaml',\n",
    "                 'elcm/large_area_sector/elcm600099.yaml',\n",
    "                 'elcm/large_area_sector/elcm500003.yaml',\n",
    "                 'elcm/large_area_sector/elcm100093.yaml',\n",
    "                 'elcm/large_area_sector/elcm1300093.yaml',\n",
    "                 'elcm/large_area_sector/elcm200093.yaml',\n",
    "                 'elcm/large_area_sector/elcm300161.yaml',\n",
    "                 'elcm/large_area_sector/elcm1300125.yaml',\n",
    "                 'elcm/large_area_sector/elcm800147.yaml',\n",
    "                 'elcm/large_area_sector/elcm700125.yaml',\n",
    "                 'elcm/large_area_sector/elcm800161.yaml',\n",
    "                 'elcm/large_area_sector/elcm1000003.yaml',\n",
    "                 'elcm/large_area_sector/elcm800099.yaml',\n",
    "                 'elcm/large_area_sector/elcm1600093.yaml',\n",
    "                 'elcm/large_area_sector/elcm200161.yaml',\n",
    "                 'elcm/large_area_sector/elcm200099.yaml',\n",
    "                 'elcm/large_area_sector/elcm500093.yaml',\n",
    "                 'elcm/large_area_sector/elcm300003.yaml',\n",
    "                 'elcm/large_area_sector/elcm1700003.yaml',\n",
    "                 'elcm/large_area_sector/elcm900093.yaml',\n",
    "                 'elcm/large_area_sector/elcm1400003.yaml',\n",
    "                 'elcm/large_area_sector/elcm300005.yaml',\n",
    "                 'elcm/large_area_sector/elcm1100005.yaml',\n",
    "                 'elcm/large_area_sector/elcm900115.yaml',\n",
    "                 'elcm/large_area_sector/elcm1500005.yaml',\n",
    "                 'elcm/large_area_sector/elcm300147.yaml',\n",
    "                 'elcm/large_area_sector/elcm1200099.yaml',\n",
    "                 'elcm/large_area_sector/elcm1500125.yaml',\n",
    "                 'elcm/large_area_sector/elcm500125.yaml',\n",
    "                 'elcm/large_area_sector/elcm1200115.yaml',\n",
    "                 'elcm/large_area_sector/elcm1500115.yaml',\n",
    "                 'elcm/large_area_sector/elcm1100147.yaml',\n",
    "                 'elcm/large_area_sector/elcm1200161.yaml',\n",
    "                 'elcm/large_area_sector/elcm700093.yaml',\n",
    "                 'elcm/large_area_sector/elcm800005.yaml',\n",
    "                 'elcm/large_area_sector/elcm600005.yaml',\n",
    "                 'elcm/large_area_sector/elcm1400115.yaml',\n",
    "                 'elcm/large_area_sector/elcm1500147.yaml',\n",
    "                 'elcm/large_area_sector/elcm1200125.yaml',\n",
    "                 'elcm/large_area_sector/elcm100003.yaml',\n",
    "                 'elcm/large_area_sector/elcm1600003.yaml',\n",
    "                 'elcm/large_area_sector/elcm1600161.yaml',\n",
    "                 'elcm/large_area_sector/elcm700161.yaml',\n",
    "                 'elcm/large_area_sector/elcm800093.yaml',\n",
    "                 'elcm/large_area_sector/elcm1000093.yaml',\n",
    "                 'elcm/large_area_sector/elcm1100093.yaml',\n",
    "                 'elcm/large_area_sector/elcm1000115.yaml',\n",
    "                 'elcm/large_area_sector/elcm1400093.yaml',\n",
    "                 'elcm/large_area_sector/elcm1300161.yaml',\n",
    "                 'elcm/large_area_sector/elcm1400125.yaml',\n",
    "                 'elcm/large_area_sector/elcm200115.yaml',\n",
    "                 'elcm/large_area_sector/elcm1000147.yaml',\n",
    "                 'elcm/large_area_sector/elcm1700093.yaml',\n",
    "                 'elcm/large_area_sector/elcm100161.yaml',\n",
    "                 'elcm/large_area_sector/elcm800003.yaml',\n",
    "                 'elcm/large_area_sector/elcm1400099.yaml',\n",
    "                 'elcm/large_area_sector/elcm1500099.yaml',\n",
    "                 'elcm/large_area_sector/elcm1400005.yaml',\n",
    "                 'elcm/large_area_sector/elcm1000099.yaml',\n",
    "                 'elcm/large_area_sector/elcm1500161.yaml',\n",
    "                 'elcm/large_area_sector/elcm1700115.yaml',\n",
    "                 'elcm/large_area_sector/elcm1000125.yaml',\n",
    "                 'elcm/large_area_sector/elcm600115.yaml',\n",
    "                 'elcm/large_area_sector/elcm400161.yaml',\n",
    "                 'elcm/large_area_sector/elcm1000161.yaml',\n",
    "                 'elcm/large_area_sector/elcm1700005.yaml',\n",
    "                 'elcm/large_area_sector/elcm1500093.yaml',\n",
    "                 'elcm/large_area_sector/elcm1700161.yaml',\n",
    "                 'elcm/large_area_sector/elcm1300099.yaml',\n",
    "                 'elcm/large_area_sector/elcm100005.yaml',\n",
    "                 'elcm/large_area_sector/elcm1700125.yaml',\n",
    "                 'elcm/large_area_sector/elcm1600115.yaml',\n",
    "                 'elcm/large_area_sector/elcm600161.yaml',\n",
    "                 'elcm/large_area_sector/elcm600003.yaml',\n",
    "                 'elcm/large_area_sector/elcm500115.yaml',\n",
    "                 'elcm/large_area_sector/elcm200005.yaml',\n",
    "                 'elcm/large_area_sector/elcm1100003.yaml',\n",
    "                 'elcm/large_area_sector/elcm900005.yaml',\n",
    "                 'elcm/large_area_sector/elcm400005.yaml',\n",
    "                 'elcm/large_area_sector/elcm700147.yaml',\n",
    "                 'elcm/large_area_sector/elcm300115.yaml',\n",
    "                 'elcm/large_area_sector/elcm500099.yaml']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimate a particular ELCM submodel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "estimate_elcm(elcm_configs[0])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [Root]",
   "language": "python",
   "name": "Python [Root]"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}