{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "`Cortix` 2019 **03Aug2019**\n", "\n", "# City Criminal Justice Dynamics Example\n", "* This is part of the [Cortix](https://cortix.org)-on-[Jupyter-Notebook](https://github.com/dpploy/cortix-nb) examples.\n", "* You must be in a Jupyter Notebook server to run this notebook.\n", "* Select each of the cells below and run them sequentially (use the run button, `>|` on the tool bar or use the `Cell` option on the menu bar).\n", "* Alternatively, on the menu bar run all cells: `Cell -> Run All`.\n", "\n", "$ \n", " \\newcommand{\\Amtrx}{\\boldsymbol{\\mathsf{A}}}\n", " \\newcommand{\\Bmtrx}{\\boldsymbol{\\mathsf{B}}}\n", " \\newcommand{\\Smtrx}{\\boldsymbol{\\mathsf{S}}}\n", " \\newcommand{\\xvec}{\\boldsymbol{\\mathsf{x}}}\n", " \\newcommand{\\vvar}{\\boldsymbol{v}}\n", " \\newcommand{\\fvar}{\\boldsymbol{f}}\n", " \\newcommand{\\Power}{\\mathcal{P}}\n", " \\newcommand{\\bm}[1]{{\\boldsymbol{#1}}}\n", "$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Table of Contents\n", "* [Introduction](#intro)\n", " - [Prison population model](#prisonmodel)\n", " - [Parole population model](#parolemodel)\n", " - [Street population model](#streetmodel)\n", " - [Jail population model](#jailmodel)\n", " - [Arrested population model](#arrestedmodel)\n", " - [Probation population model](#probationmodel)\n", " - [Community population model](#communitymodel)\n", "* [Write a Cortix run file](#runfile)\n", "* [Verify the network connectivity](#net)\n", "* [Run the network simulation](#run)\n", "* [Results inspection through Cortix](#inspect)\n", " - [Results: Prison](#prison)\n", " - [Results: Parole](#parole)\n", " - [Results: Adjudication](#adjudication)\n", " - [Results: Jail](#jail)\n", " - [Results: Arrested](#arrested)\n", " - [Results: Probation](#probation)\n", " - [Results: Community](#community)\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This Cortix use-case simulates a population dynamics model across the network of a hypothetical criminal justice system. The mathematical model uses a population balance of different groups of individuals as described below. This work is in progress, author: [Prof. Valmor F. de Almeida](https://www.uml.edu/Engineering/Chemical/faculty/de-Almeida-Valmor.aspx), UMass Lowell, Dept. of Chemical Engineering; [Cortix Group](https://cortix.org)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prison node population model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The equation for the population balance in the prison node is:\n", "\n", "\\begin{equation*}\n", " d_t f_{\\text{p}_g} = I_{\\text{p}_g} - O_{\\text{p}_g} - D_{\\text{p}_g} ,\n", "\\end{equation*}\n", "\n", "where $f_{\\text{p}_g}(t)$ is the population for group $g$ at time $t$, $I_{\\text{p}_g}(t)$ is the population inflow for group $g$, $O_{\\text{p}_g}(t)$ is the outflow, and $D_{\\text{p}_g}(t)$ is the death rate term in prison for a given group $g$. The inflow and outflow rates depend on the particular coupling to the prison node. For example, the contribution from the \"adjudication\" node (awaiting adjudication) to the prison inflow is proposed as follows:\n", "\n", "\\begin{equation*}\n", "c_\\text{a,p}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,p}^{(g)} ,\n", "\\end{equation*}\n", "\n", "where $c_\\text{a,p}^{(g)}$ is the commitment rate to \"prison\" from the \"adjudication\" for the population group $g$ (adjudication \"a\" to prison \"p\"), $f_{\\text{a}_g}(t)$ is the population in the \"adjudication\" node, and $\\mu_{\\text{a}_g}$ is a conviction rate modifier. These group-dependent multiplying coefficients could be time dependent.\n", "\n", "Hence a tentative form of inflow reads\n", "\n", "\\begin{equation*}\n", "I_{\\text{p}_g}(t) = c_\\text{a,p}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,p}^{(g)} + \n", " c_\\text{j,p}^{(g)} \\, f_{\\text{j}_g}(t) \\, \\mu_\\text{j,p}^{(g)} +\n", " c_\\text{e,p}^{(g)} \\, f_{\\text{e}_g}(t) \\, \\mu_\\text{e,p}^{(g)} ,\n", "\\end{equation*}\n", "\n", "where the last two terms refer to the \"jail\" node and \"parole\" nodes respectively. Note that the inflow is dependent on populations from distinct nodes ($f_{\\text{a}_g}$, $f_{\\text{j}_g}$ and $f_{\\text{e}_g}$).\n", "\n", "A tentative form for the outflow is similar but with one key difference\n", "\n", "\\begin{equation*}\n", "O_{\\text{p}_g}(t) = c_\\text{p,0}^{(g)} \\, f_{\\text{p}_g}(t) \\, \\mu_\\text{p,0}^{(g)} +\n", " c_\\text{p,e}^{(g)} \\, f_{\\text{p}_g}(t) \\, \\mu_\\text{p,e}^{(g)} ,\n", "\\end{equation*}\n", "\n", "that is, the rates are dependent on the population in prison. The first coefficient (or time-dependent) quantity is the unconditional rate of outflow associated to the prison population, $c_\\text{p,0}^{(g)}$, and the second coefficient is its modifier $\\mu_\\text{p,0}^{(g)}$. The second term corresponds to the outflow of the prison population group to the parole node. This is better expressed as\n", "\n", "\\begin{equation*}\n", "O_{\\text{p}_g}(t) = \\bigl( c_\\text{p,0}^{(g)} \\, \\mu_\\text{p,0}^{(g)} +\n", " c_\\text{p,e}^{(g)} \\mu_\\text{p,e}^{(g)} \\big) \\, f_{\\text{p}_g}(t) .\n", "\\end{equation*}\n", "\n", "All together the prison population balance gives\n", "\n", "\\begin{equation*}\n", "d_t f_{\\text{p}_g}(t) = \n", " \\bigl( c_\\text{a,p}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,p}^{(g)} + \n", " c_\\text{j,p}^{(g)} \\, f_{\\text{j}_g}(t) \\, \\mu_\\text{j,p}^{(g)} + \n", " c_\\text{e,p}^{(g)} \\, f_{\\text{e}_g}(t) \\, \\mu_\\text{e,p}^{(g)} \n", " \\bigr) - \n", " \\bigl( c_\\text{p,0}^{(g)} \\, \\mu_\\text{p,0}^{(g)} + \n", " c_\\text{p,e}^{(g)} \\, \\mu_\\text{p,e}^{(g)}\n", " \\big) \\,f_{\\text{p}_g}(t) -\n", " D_{\\text{p}_g} ,\n", "\\end{equation*}\n", "\n", "where the first term in parenthesis on the right side depends on populations on external nodes, the second term depends on the prison population, and the third term is likely a constant for each group. This population balance is non-conservative if the $D_{\\text{p}_g}$ term is non-zero which is always the case; no one lives for ever, less so in prison." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parole node population model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The equation for the population balance in the parole node is similar as before:\n", "\n", "\\begin{equation*}\n", " d_t f_{\\text{e}_g} = I_{\\text{e}_g} - O_{\\text{e}_g} - D_{\\text{e}_g} ,\n", "\\end{equation*}\n", "\n", "where $f_{\\text{e}_g}(t)$ is the population for group $g$ at time $t$, $I_{\\text{e}_g}(t)$ is the population inflow for group $g$, $O_{\\text{e}_g}(t)$ is the outflow, and $D_{\\text{e}_g}(t)$ is the death rate term in parole for a given group $g$. The inflow and outflow rates depend on the particular coupling to the prison node that is,\n", "\n", "\\begin{equation*}\n", " I_{\\text{e}_g}(t) = c_\\text{p,e}^{(g)} \\, f_{\\text{p}_g}(t) \\, \\mu_\\text{p,e}^{(g)}.\n", "\\end{equation*}\n", "\n", "Note this term is the outflow term in the prison node model. Likewise the outflow term in the parole node has two contributions and it reads\n", "\n", "\\begin{equation*}\n", " O_{\\text{e}_g}(t) = \\bigl( \n", " c_\\text{e,0}^{(g)} \\, \\mu_\\text{e,0}^{(g)} + \n", " c_\\text{e,p}^{(g)} \\, \\mu_\\text{e,p}^{(g)} \n", " \\bigr)\n", " f_{\\text{e}_g}(t),\n", "\\end{equation*}\n", "\n", "the first term being the outflow to freedom and the second is a familiar term from the prison population balance.\n", "Hence overall we have\n", "\n", "\\begin{equation*}\n", "d_t f_{\\text{e}_g}(t) = \n", " \\bigl( c_\\text{p,e}^{(g)} \\, f_{\\text{p}_g}(t) \\, \\mu_\\text{p,e}^{(g)} \\bigr) - \n", " \\bigl( c_\\text{e,0}^{(g)} \\, \\mu_\\text{e,0}^{(g)} + \n", " c_\\text{e,p}^{(g)} \\, \\mu_\\text{e,p}^{(g)}\n", " \\big) \\,f_{\\text{e}_g}(t) -\n", " D_{\\text{e}_g} ,\n", "\\end{equation*}\n", "\n", "where the first term in parenthesis on the right side depends on populations on external nodes (only the prison), the second term depends on the parole population, and the third term is likely a constant for each group. This population balance is non-conservative if the $D_{\\text{e}_g}$ term is non-zero which is always the case; no one lives for ever." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adjudication node population model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The equation for the population balance in the adjudication node is similar as before also:\n", "\n", "\\begin{equation*}\n", " d_t f_{\\text{a}_g} = I_{\\text{a}_g} - O_{\\text{a}_g} - D_{\\text{a}_g} ,\n", "\\end{equation*}\n", "\n", "where $f_{\\text{a}_g}(t)$ is the population for group $g$ at time $t$, $I_{\\text{a}_g}(t)$ is the population inflow for group $g$, $O_{\\text{a}_g}(t)$ is the outflow, and $D_{\\text{a}_g}(t)$ is the death rate term in adjudication for a given group $g$. The inflow and outflow rates depend on the particular coupling to the arrested (\"r\")\n", "node as follows:\n", "\n", "\\begin{equation*}\n", " I_{\\text{a}_g}(t) = c_\\text{r,a}^{(g)} \\, f_{\\text{r}_g}(t) \\, \\mu_\\text{r,a}^{(g)}.\n", "\\end{equation*}\n", "\n", "Note this term will be the same as the outflow term of the arrested node model to the adjudication node model. Likewise the outflow term in the adjudication node has four contributions and it reads\n", "\n", "\\begin{equation*}\n", " O_{\\text{a}_g}(t) = \\bigl( \n", " c_\\text{a,0}^{(g)} \\, \\mu_\\text{a,0}^{(g)} + \n", " c_\\text{a,j}^{(g)} \\, \\mu_\\text{a,j}^{(g)} +\n", " c_\\text{a,b}^{(g)} \\, \\mu_\\text{a,b}^{(g)} +\n", " c_\\text{a,p}^{(g)} \\, \\mu_\\text{a,p}^{(g)} \n", " \\bigr)\n", " f_{\\text{a}_g}(t),\n", "\\end{equation*}\n", "\n", "the first term being the outflow to freedom and the other terms associated to the jail, probation, and prison nodes, respectively.\n", "Hence overall we have\n", "\n", "\\begin{equation*}\n", "d_t f_{\\text{a}_g}(t) = \n", " \\bigl( c_\\text{r,a}^{(g)} \\, f_{\\text{r}_g}(t) \\, \\mu_\\text{r,a}^{(g)} \\bigr) - \n", " \\bigl( c_\\text{a,0}^{(g)} \\, \\mu_\\text{a,0}^{(g)} + \n", " c_\\text{a,j}^{(g)} \\, \\mu_\\text{a,j}^{(g)} +\n", " c_\\text{a,b}^{(g)} \\, \\mu_\\text{a,b}^{(g)} +\n", " c_\\text{a,p}^{(g)} \\, \\mu_\\text{a,p}^{(g)}\n", " \\big) \\,f_{\\text{a}_g}(t) -\n", " D_{\\text{a}_g} ,\n", "\\end{equation*}\n", "\n", "where the first term in parenthesis on the right side depends on a population on a external node (only the arrested node), the second term depends on the adjudication population, and the third term is likely a constant for each group. This population balance is non-conservative if the $D_{\\text{a}_g}$ term is non-zero which is always the case." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Jail node population model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The equation for the population balance in the jail node is similar as before also:\n", "\n", "\\begin{equation*}\n", " d_t f_{\\text{j}_g} = I_{\\text{j}_g} - O_{\\text{j}_g} - D_{\\text{j}_g} ,\n", "\\end{equation*}\n", "\n", "where $f_{\\text{j}_g}(t)$ is the population for group $g$ at time $t$, $I_{\\text{j}_g}(t)$ is the population inflow for group $g$, $O_{\\text{j}_g}(t)$ is the outflow, and $D_{\\text{j}_g}(t)$ is the death rate term in jail for a given group $g$. The inflow and outflow rates depend on the particular coupling to the arrested (\"r\"), probation (\"b\") and adjudication (\"a\") nodes as follows:\n", "\n", "\\begin{equation*}\n", " I_{\\text{j}_g}(t) = c_\\text{r,j}^{(g)} \\, f_{\\text{r}_g}(t) \\, \\mu_\\text{r,j}^{(g)} +\n", " c_\\text{b,j}^{(g)} \\, f_{\\text{b}_g}(t) \\, \\mu_\\text{b,j}^{(g)} +\n", " c_\\text{a,j}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,j}^{(g)} .\n", "\\end{equation*}\n", "\n", "Note this term will be the same as the outflow term of the respective models: arrested, probation and adjudication nodes model to the jail node model. Likewise the outflow term in the jail node has two contributions and it reads\n", "\n", "\\begin{equation*}\n", " O_{\\text{j}_g}(t) = \\bigl( \n", " c_\\text{j,0}^{(g)} \\, \\mu_\\text{j,0}^{(g)} + \n", " c_\\text{j,p}^{(g)} \\, \\mu_\\text{j,p}^{(g)} \n", " \\bigr)\n", " f_{\\text{j}_g}(t),\n", "\\end{equation*}\n", "\n", "the first term being the outflow to freedom and the other terms associated to the prison node, respectively.\n", "Hence overall we have\n", "\n", "\\begin{equation*}\n", "d_t f_{\\text{j}_g}(t) = \n", " \\bigl( c_\\text{r,j}^{(g)} \\, f_{\\text{r}_g}(t) \\, \\mu_\\text{r,j}^{(g)} +\n", " c_\\text{b,j}^{(g)} \\, f_{\\text{b}_g}(t) \\, \\mu_\\text{b,j}^{(g)} +\n", " c_\\text{a,j}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,j}^{(g)}\n", " \\bigr) - \n", " \\bigl( c_\\text{j,0}^{(g)} \\, \\mu_\\text{j,0}^{(g)} + \n", " c_\\text{j,p}^{(g)} \\, \\mu_\\text{j,p}^{(g)}\n", " \\big) \\,f_{\\text{j}_g}(t) -\n", " D_{\\text{j}_g} ,\n", "\\end{equation*}\n", "\n", "where the first term in parenthesis on the right side depends on a population on a external node (only the arrested node), the second term depends on the adjudication population, and the third term is likely a constant for each group. This population balance is non-conservative if the $D_{\\text{a}_g}$ term is non-zero which is always the case." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Arrested node population model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The equation for the population balance in the arrested node is similar as before:\n", "\n", "\\begin{equation*}\n", " d_t f_{\\text{r}_g} = I_{\\text{r}_g} - O_{\\text{r}_g} - D_{\\text{r}_g} ,\n", "\\end{equation*}\n", "\n", "where $f_{\\text{r}_g}(t)$ is the population for group $g$ at time $t$, $I_{\\text{r}_g}(t)$ is the population inflow for group $g$, $O_{\\text{r}_g}(t)$ is the outflow, and $D_{\\text{r}_g}(t)$ is the death rate term while arrested for a given group $g$. The inflow and outflow rates depend on the particular couplings to the probation, jail, adjudication, and freedom nodes that is,\n", "\n", "\\begin{equation*}\n", " I_{\\text{r}_g}(t) = c_\\text{0,r}^{(g)} \\, f_{\\text{0}_g}(t) \\, \\mu_\\text{0,r}^{(g)}.\n", "\\end{equation*}\n", "\n", "Note this term is the outflow term in the freedom node model. Likewise the outflow term in the arrested node has four contributions and it reads\n", "\n", "\\begin{equation*}\n", " O_{\\text{r}_g}(t) = \\bigl( \n", " c_\\text{r,0}^{(g)} \\, \\mu_\\text{r,0}^{(g)} + \n", " c_\\text{r,b}^{(g)} \\, \\mu_\\text{r,b}^{(g)} +\n", " c_\\text{r,j}^{(g)} \\, \\mu_\\text{r,j}^{(g)} +\n", " c_\\text{r,a}^{(g)} \\, \\mu_\\text{r,a}^{(g)}\n", " \\bigr)\n", " f_{\\text{r}_g}(t),\n", "\\end{equation*}\n", "\n", "the first term being the outflow to freedom and the second is are by now familiar terms of the population balance.\n", "Hence overall we have\n", "\n", "\\begin{equation*}\n", "d_t f_{\\text{r}_g}(t) = \n", " \\bigl( c_\\text{0,r}^{(g)} \\, f_{\\text{0}_g}(t) \\, \\mu_\\text{0,r}^{(g)} \\bigr) - \n", " \\bigl( c_\\text{r,0}^{(g)} \\, \\mu_\\text{r,0}^{(g)} + \n", " c_\\text{r,b}^{(g)} \\, \\mu_\\text{r,b}^{(g)} +\n", " c_\\text{r,j}^{(g)} \\, \\mu_\\text{r,j}^{(g)} +\n", " c_\\text{r,a}^{(g)} \\, \\mu_\\text{r,a}^{(g)}\n", " \\big) \\,f_{\\text{r}_g}(t) -\n", " D_{\\text{r}_g} ,\n", "\\end{equation*}\n", "\n", "where the first term in parenthesis on the right side depends on populations on external nodes (only the freedom), the second term depends on the arrested population, and the third term is likely a constant for each group. This population balance is non-conservative if the $D_{\\text{r}_g}$ term is non-zero which is always the case." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Probation node population model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The equation for the population balance in the probation node is similar as before:\n", "\n", "\\begin{equation*}\n", " d_t f_{\\text{b}_g} = I_{\\text{b}_g} - O_{\\text{b}_g} - D_{\\text{b}_g} ,\n", "\\end{equation*}\n", "\n", "where $f_{\\text{b}_g}(t)$ is the population for group $g$ at time $t$, $I_{\\text{b}_g}(t)$ is the population inflow for group $g$, $O_{\\text{b}_g}(t)$ is the outflow, and $D_{\\text{b}_g}(t)$ is the death rate term while in probation for a given group $g$. The inflow and outflow rates depend on the particular couplings to the arrested, jail, adjudication, and freedom nodes that is,\n", "\n", "\\begin{equation*}\n", " I_{\\text{b}_g}(t) = c_\\text{r,b}^{(g)} \\, f_{\\text{r}_g}(t) \\, \\mu_\\text{r,b}^{(g)} +\n", " c_\\text{a,b}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,b}^{(g)} .\n", "\\end{equation*}\n", "\n", "Note these terms are the outflow terms in the corresponding nodes model. Likewise the outflow term in the probation node has two contributions and it reads\n", "\n", "\\begin{equation*}\n", " O_{\\text{b}_g}(t) = \\bigl( \n", " c_\\text{b,0}^{(g)} \\, \\mu_\\text{b,0}^{(g)} +\n", " c_\\text{b,j}^{(g)} \\, \\mu_\\text{b,j}^{(g)} \n", " \\bigr)\n", " f_{\\text{b}_g}(t),\n", "\\end{equation*}\n", "\n", "the first term being the outflow to freedom and the second is the outflow to the jail node.\n", "Hence overall we have\n", "\n", "\\begin{equation*}\n", "d_t f_{\\text{b}_g}(t) = \n", " \\bigl( c_\\text{r,b}^{(g)} \\, f_{\\text{r}_g}(t) \\, \\mu_\\text{r,b}^{(g)} +\n", " c_\\text{a,b}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,b}^{(g)} \n", " \\bigr) - \n", " \\bigl( c_\\text{b,0}^{(g)} \\, \\mu_\\text{b,0}^{(g)} + \n", " c_\\text{b,j}^{(g)} \\, \\mu_\\text{b,j}^{(g)} \n", " \\big) \\,f_{\\text{b}_g}(t) -\n", " D_{\\text{b}_g} ,\n", "\\end{equation*}\n", "\n", "where the first term in parenthesis on the right side depends on populations on external nodes (only the freedom), the second term depends on the arrested population, and the third term is likely a constant for each group. This population balance is non-conservative if the $D_{\\text{r}_g}$ term is non-zero which is always the case." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Community node population model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The equation for the population balance of offenders removed from the community node is similar as before:\n", "\n", "\\begin{equation*}\n", " d_t f_{\\text{0}_g} = I_{\\text{0}_g} - O_{\\text{0}_g} - D_{\\text{0}_g} ,\n", "\\end{equation*}\n", "\n", "where $f_{\\text{0}_g}(t) \\le\\ 0\\ \\forall\\ t$ is the population for group $g$ at time $t$, $I_{\\text{0}_g}(t)$ is the population inflow for group $g$, $O_{\\text{0}_g}(t)$ is the outflow, and $D_{\\text{0}_g}(t)$ is the death rate term while in freedom for a given group $g$. The inflow and outflow rates depend on the particular couplings to all other nodes that is,\n", "\n", "\\begin{equation*}\n", " I_{\\text{0}_g}(t) = c_\\text{r,0}^{(g)} \\, f_{\\text{r}_g}(t) \\, \\mu_\\text{r,0}^{(g)} +\n", " c_\\text{a,0}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,0}^{(g)} + \n", " c_\\text{p,0}^{(g)} \\, f_{\\text{p}_g}(t) \\, \\mu_\\text{p,0}^{(g)} +\n", " c_\\text{e,0}^{(g)} \\, f_{\\text{e}_g}(t) \\, \\mu_\\text{e,0}^{(g)} +\n", " c_\\text{b,0}^{(g)} \\, f_{\\text{b}_g}(t) \\, \\mu_\\text{b,0}^{(g)} +\n", " c_\\text{j,0}^{(g)} \\, f_{\\text{j}_g}(t) \\, \\mu_\\text{j,0}^{(g)} \n", " .\n", "\\end{equation*}\n", "\n", "Note these terms are the outflow terms in the corresponding nodes model. Likewise the outflow term in the community node depends on the recidivism and creation of new offenders from the general population of non-offenders\n", "\n", "\\begin{equation*}\n", " O_{\\text{0}_g}(t) = c_\\text{0,r}^{(g)} \\, \\mu_\\text{0,r}^{(g)} \\, \\left|f_{\\text{0}_g}(t)\\right| +\n", " c_\\text{0,0}^{(g)} \\, \\mu_\\text{0,0}^{(g)} \\, f_{\\text{0}}(t)\n", "\\end{equation*}\n", "\n", "the outflow of the community only takes place to an arrested node. It depends on the population of removed offenders and the non-offenders population where $f_{\\text{0}}(t)$ is a given function from a\n", "population dynamics model in the entire community; it couples with other urban dynamic models if any. $f_{\\text{0}}(t)$ could be taken as a constant number of individuals reaching maturity age. \n", "Hence overall we have\n", "\n", "\\begin{equation*}\n", "d_t f_{\\text{0}_g}(t) = \n", " \\bigl( c_\\text{r,0}^{(g)} \\, f_{\\text{r}_g}(t) \\, \\mu_\\text{r,0}^{(g)} +\n", " c_\\text{a,0}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,0}^{(g)} +\n", " c_\\text{p,0}^{(g)} \\, f_{\\text{p}_g}(t) \\, \\mu_\\text{p,0}^{(g)} +\n", " c_\\text{e,0}^{(g)} \\, f_{\\text{e}_g}(t) \\, \\mu_\\text{e,0}^{(g)} +\n", " c_\\text{b,0}^{(g)} \\, f_{\\text{b}_g}(t) \\, \\mu_\\text{b,0}^{(g)} +\n", " c_\\text{j,0}^{(g)} \\, f_{\\text{j}_g}(t) \\, \\mu_\\text{j,0}^{(g)}\n", " \\bigr) - \n", " \\bigl( c_\\text{0,r}^{(g)} \\, \\mu_\\text{0,r}^{(g)} \\,\\left|f_{\\text{0}_g}(t)\\right| +\n", " c_\\text{0,0}^{(g)} \\, \\mu_\\text{0,0}^{(g)} \\, f_{\\text{0}}(t) \n", " \\bigr) -\n", " D_{\\text{b}_g} ,\n", "\\end{equation*}\n", "\n", "where the first term in parenthesis on the right side depends on populations on external nodes, the second term depends on the offending population in the community, and the next term depends on the population reaching the maturity age. The last term is likely a constant for each group. This population balance is non-conservative if the $D_{\\text{0}_g}$ term is non-zero which is always the case." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Write the run context" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import various packages; must have the Cortix repository installed\n", "\n", "import matplotlib.pyplot as plt\n", "import scipy.constants as const\n", "\n", "# Leave this block here for Azure\n", "try:\n", " import cortix\n", "except ImportError:\n", " print('Installing the \"cortix\" package...')\n", " print('')\n", " !pip install cortix\n", " import cortix\n", "\n", "from cortix.src.cortix_main import Cortix \n", "from cortix.src.network import Network\n", "\n", "from cortix.examples.city_justice.prison import Prison\n", "from cortix.examples.city_justice.parole import Parole\n", "from cortix.examples.city_justice.adjudication import Adjudication\n", "from cortix.examples.city_justice.jail import Jail\n", "from cortix.examples.city_justice.arrested import Arrested\n", "from cortix.examples.city_justice.probation import Probation\n", "from cortix.examples.city_justice.community import Community" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "code_folding": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[35416] 2019-10-23 14:42:49,868 - cortix - INFO - Created Cortix object \n", "_____________________________________________________________________________\n", " L A U N C H I N G \n", "_____________________________________________________________________________\n", " ... s . (TAAG Fraktur)\n", " xH88\"`~ .x8X :8 @88>\n", " :8888 .f\"8888Hf u. .u . .88 %8P uL ..\n", ":8888> X8L ^\"\"` ...ue888b .d88B :@8c :888ooo . .@88b @88R\n", "X8888 X888h 888R Y888r =\"8888f8888r -*8888888 .@88u \"\"Y888k/\"*P\n", "88888 !88888. 888R I888> 4888>\"88\" 8888 888E` Y888L\n", "88888 %88888 888R I888> 4888> \" 8888 888E 8888\n", "88888 `> `8888> 888R I888> 4888> 8888 888E `888N\n", "`8888L % ?888 ! u8888cJ888 .d888L .+ .8888Lu= 888E .u./\"888&\n", " `8888 `-*\"\" / \"*888*P\" ^\"8888*\" ^%888* 888& d888\" Y888*\"\n", " \"888. :\" \"Y\" \"Y\" \"Y\" R888\" ` \"Y Y\"\n", " `\"\"***~\"` \"\"\n", " https://cortix.org \n", "_____________________________________________________________________________\n" ] } ], "source": [ "# Setup parameters\n", "end_time = 50 * const.day\n", "time_step = 0.5 * const.day\n", "n_groups = 450 # number of population groups; these are typically large\n", "# cartesian product of individual attributes, say: \n", "# age (in groups, say 5 groups), \n", "# gender, \n", "# race/etnicity, \n", "# number of prior felony convictions, \n", "# violence in prior felony, \n", "# sex offence in prior felony, \n", "# current conviction offense\n", "# e.g. 18-24 year old, white male, one prior, violent prior, drug offense, sex offense, etc.\n", "\n", "# Create a Cortix object with Python multiprocessing\n", "city = Cortix(use_mpi=False,splash=True)\n", "\n", "city.network = Network()\n", "city_net = city.network" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Create the application network\n", "\n", "community = Community(n_groups=n_groups, non_offender_adult_population=100, offender_pool_size=0)\n", "city_net.module(community)\n", "community.end_time = end_time\n", "community.time_step = time_step\n", "community.show_time = (True,10*const.day)\n", "community.save = True\n", "\n", "prison = Prison(n_groups=n_groups, pool_size=0)\n", "city_net.module(prison)\n", "prison.end_time = end_time\n", "prison.time_step = time_step\n", "prison.save = True\n", "\n", "parole = Parole(n_groups=n_groups, pool_size=0)\n", "city_net.module(parole)\n", "parole.end_time = end_time\n", "parole.time_step = time_step\n", "parole.save = True\n", "\n", "adjudication = Adjudication(n_groups=n_groups, pool_size=0)\n", "city_net.module(adjudication)\n", "adjudication.end_time = end_time\n", "adjudication.time_step = time_step\n", "adjudication.save = True\n", "\n", "jail = Jail(n_groups=n_groups, pool_size=0)\n", "city_net.module(jail)\n", "jail.end_time = end_time\n", "jail.time_step = time_step\n", "jail.save = True\n", "\n", "arrested = Arrested(n_groups=n_groups, pool_size=0)\n", "city_net.module(arrested)\n", "arrested.end_time = end_time\n", "arrested.time_step = time_step\n", "arrested.save = True\n", "\n", "probation = Probation(n_groups=n_groups, pool_size=0)\n", "city_net.module(probation)\n", "probation.end_time = end_time\n", "probation.time_step = time_step\n", "probation.save = True\n", "\n", "city_net.connect( prison, parole,'bidirectional' )\n", "city_net.connect( adjudication, prison )\n", "city_net.connect( jail, prison )\n", "city_net.connect( adjudication, jail )\n", "city_net.connect( arrested, jail )\n", "city_net.connect( arrested, adjudication )\n", "city_net.connect( arrested, probation )\n", "city_net.connect( probation, jail )\n", "city_net.connect( adjudication, probation )\n", "city.save = True\n", "\n", "city_net.connect( prison, community )\n", "city_net.connect( jail, community )\n", "city_net.connect( arrested, community, 'bidirectional' )\n", "city_net.connect( parole, community )\n", "city_net.connect( adjudication, community )\n", "city_net.connect( probation, community )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Verify the network connectivity" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "network-0\n", "\n", "\n", "\n", "0\n", "\n", "Community\n", "\n", "\n", "\n", "5\n", "\n", "Arrested\n", "\n", "\n", "\n", "0->5\n", "\n", "\n", "\n", "\n", "\n", "1\n", "\n", "Prison\n", "\n", "\n", "\n", "1->0\n", "\n", "\n", "\n", "\n", "\n", "2\n", "\n", "Parole\n", "\n", "\n", "\n", "1->2\n", "\n", "\n", "\n", "\n", "\n", "2->0\n", "\n", "\n", "\n", "\n", "\n", "2->1\n", "\n", "\n", "\n", "\n", "\n", "3\n", "\n", "Adjudication\n", "\n", "\n", "\n", "3->0\n", "\n", "\n", "\n", "\n", "\n", "3->1\n", "\n", "\n", "\n", "\n", "\n", "4\n", "\n", "Jail\n", "\n", "\n", "\n", "3->4\n", "\n", "\n", "\n", "\n", "\n", "6\n", "\n", "Probation\n", "\n", "\n", "\n", "3->6\n", "\n", "\n", "\n", "\n", "\n", "4->0\n", "\n", "\n", "\n", "\n", "\n", "4->1\n", "\n", "\n", "\n", "\n", "\n", "5->0\n", "\n", "\n", "\n", "\n", "\n", "5->3\n", "\n", "\n", "\n", "\n", "\n", "5->4\n", "\n", "\n", "\n", "\n", "\n", "5->6\n", "\n", "\n", "\n", "\n", "\n", "6->0\n", "\n", "\n", "\n", "\n", "\n", "6->4\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# View the Cortix network created\n", "\n", "city_net.draw()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run network simulation" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[35416] 2019-10-23 14:42:50,158 - cortix - INFO - Launching Module \n", "[35416] 2019-10-23 14:42:50,165 - cortix - INFO - Launching Module \n", "[35416] 2019-10-23 14:42:50,168 - cortix - INFO - Community::time[d] = 0.0\n", "[35416] 2019-10-23 14:42:50,172 - cortix - INFO - Launching Module \n", "[35416] 2019-10-23 14:42:50,182 - cortix - INFO - Launching Module \n", "[35416] 2019-10-23 14:42:50,189 - cortix - INFO - Launching Module \n", "[35416] 2019-10-23 14:42:50,201 - cortix - INFO - Launching Module \n", "[35416] 2019-10-23 14:42:50,212 - cortix - INFO - Launching Module \n", "[35416] 2019-10-23 14:42:50,638 - cortix - INFO - Community::time[d] = 10.0\n", "[35416] 2019-10-23 14:42:50,925 - cortix - INFO - Community::time[d] = 20.0\n", "[35416] 2019-10-23 14:42:51,299 - cortix - INFO - Community::time[d] = 30.0\n", "[35416] 2019-10-23 14:42:51,660 - cortix - INFO - Community::time[d] = 40.0\n", "[35416] 2019-10-23 14:42:52,186 - cortix - INFO - run()::Elapsed wall clock time [s]: 2.32\n" ] } ], "source": [ "# Run the simulation!\n", "\n", "city.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results inspection through Cortix" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "community = city_net.modules[0]\n", "prison = city_net.modules[1]\n", "parole = city_net.modules[2]\n", "adjudication = city_net.modules[3]\n", "jail = city_net.modules[4]\n", "arrested = city_net.modules[5]\n", "probation = city_net.modules[6]\n", "quant_names = {'Prison':'fpg','Parole':'feg','Adjudication':'fag',\n", " 'Jail':'fjg','Arrested':'frg','Probation':'fbg','Community':'f0g'}\n", "\n", "total_num_params = 0" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "code_folding": [] }, "outputs": [], "source": [ "'''Inspect Data Function'''\n", "def inspect_module_data(module,quant_names):\n", " population_phase = module.population_phase\n", " if isinstance(quant_names,dict):\n", " (fxg_quant, time_unit) = population_phase.get_quantity_history(quant_names[module.name])\n", " elif isinstance(quant_names,str):\n", " (fxg_quant, time_unit) = population_phase.get_quantity_history(quant_names)\n", " fxg_quant.plot( x_scaling=1/const.day, x_label='Time [day]', y_label=fxg_quant.name+' ['+fxg_quant.unit+' %]')\n", " plt.grid()\n", " plt.show()\n", "\n", " # number of parameters in the prison model\n", " n_params = (len(population_phase.GetActors())-1)*n_groups\n", " print('# parameters = ',n_params)\n", " return n_params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prison module" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "# parameters = 1800\n" ] } ], "source": [ "total_num_params += inspect_module_data(prison,quant_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parole module" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "# parameters = 1800\n" ] } ], "source": [ "total_num_params += inspect_module_data(parole,quant_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adjudication module" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "# parameters = 3600\n" ] } ], "source": [ "total_num_params += inspect_module_data(adjudication,quant_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Jail module" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "# parameters = 1800\n" ] } ], "source": [ "total_num_params += inspect_module_data(jail,quant_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Arrested module" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "# parameters = 3600\n" ] } ], "source": [ "total_num_params += inspect_module_data(arrested,quant_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Probation module" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "# parameters = 1800\n" ] } ], "source": [ "total_num_params += inspect_module_data(probation,quant_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Community module\n", "\n", "Offenders removed (negative sign) from the general non-offender community." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "# parameters = 2250\n" ] } ], "source": [ "total_num_params += inspect_module_data(community,quant_names)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "# parameters = 2250\n" ] } ], "source": [ "total_num_params += inspect_module_data(community,'f0g_free')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total number of unknowns = 3150\n", "total number of parameters = 18900\n" ] } ], "source": [ "'''Total number of unknowns and parameters'''\n", "\n", "print('total number of unknowns =', n_groups*len(city_net.modules))\n", "print('total number of parameters =', total_num_params)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 2 }