{ "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": { "collapsed": true }, "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": [ "[23141] 2019-08-26 15:14:56,178 - 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": { "collapsed": true }, "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": [ "[23141] 2019-08-26 15:15:01,934 - cortix - INFO - Launching Module \n", "[23141] 2019-08-26 15:15:01,942 - cortix - INFO - Launching Module \n", "[23141] 2019-08-26 15:15:01,943 - cortix - INFO - Community::time[d] = 0.0\n", "[23141] 2019-08-26 15:15:01,948 - cortix - INFO - Launching Module \n", "[23141] 2019-08-26 15:15:01,957 - cortix - INFO - Launching Module \n", "[23141] 2019-08-26 15:15:01,974 - cortix - INFO - Launching Module \n", "[23141] 2019-08-26 15:15:01,996 - cortix - INFO - Launching Module \n", "[23141] 2019-08-26 15:15:02,015 - cortix - INFO - Launching Module \n", "[23141] 2019-08-26 15:15:02,963 - cortix - INFO - Community::time[d] = 10.0\n", "[23141] 2019-08-26 15:15:03,792 - cortix - INFO - Community::time[d] = 20.0\n", "[23141] 2019-08-26 15:15:04,683 - cortix - INFO - Community::time[d] = 30.0\n", "[23141] 2019-08-26 15:15:05,554 - cortix - INFO - Community::time[d] = 40.0\n", "[23141] 2019-08-26 15:15:06,486 - cortix - INFO - run()::Elapsed wall clock time [s]: 10.31\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": { "collapsed": true }, "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": [], "collapsed": true }, "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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YQOmlC5h240pTIoYxygy1/PdR37tJVd8cbsEiEgS+B1wK1AHrROQRVd2alWw/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\nWGbE/wdmhTgqP7cONAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "# parameters = 3600\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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VwkyKbRZpqatIsc/BnlKO3T4Hq3XGhE3cI0kKnwW+DbwS/7wnPk9RRl19fT0v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"text/plain": [ "
" ] }, "metadata": {}, "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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hNpuprKzk4osvVlcD5zjV85qinEU94R7uefseqg5VsbRsKQ9e9CBuy/B+UE/T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\nQUFBQYuiUygoKCgoaPH/AYP2ZPlBBL6GAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "# parameters = 1800\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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+Wtjcn7AJ+FhK+an1w1IU5XwVjRW8tP8ldpzeQaR/JC9Pfpl+Hh3ruC0rK+PH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yvvoJkZIlRD0xhaIjQF6gINgZYozRiaorTSdMs0Cdu0QHTaGe3ac5RKUWOGpMWgtBiQpLMvSkjO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\n", "text/plain": [ "
" ] }, "metadata": {}, "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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JY5za18n1713M/NWlYypHSkk4fIKe3h309u6kt3cn4fBJEr+wNC2f7OxFlJbe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\nKFloD1fbCg2lpMObr+uSr5xy3OXSkWuXTcXt1J3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MCK1jKdrrJhgI3s6vDTyBcTjNQMVl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\nAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "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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ste3rL6e0a4ujaWdRfhT+sxCqC+Cmf8HEhZ3O0mN3Uv5CFs68WmKu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sW5pT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\n", "text/plain": [ "
" ] }, "metadata": {}, "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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jTu3p4oHtFcC+i+dC19d8lWBZLBaWMXIxmhmXyuLUOFtKl0cRt9quWIO4Kl4W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\nkcBBgRSGFzI7YjZTAqfooPoNb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oxx38FFKoAnjTENN3l9LfAsMNTebu4t9rUMWAYQHByc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\negr5HEaMgwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "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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D21l/YIIfpyLu67LY2+ug5ptjpEPNtbk0L5vXyTXtWZ5XyNKTOvqvp44i6ps3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ZRrTMR6s+y6Or7WgpRMasWkUuzRmimVZjJBE5hO6kuLiMiVhI+vvIc6r1a2AwAyxQzX8uIUFa80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\nxz6mdYxyzamf8IODb6IeFggFfG+GKLNtklpv2K2DxFJD7NaEJMU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"text/plain": [ "
" ] }, "metadata": {}, "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)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python3", "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": "3.6.5" }, "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 }