{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`Cortix` 2019 **03Aug2019** Updated: **24Nov2024** Valmor F. de Almeida\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": "stdout",
"output_type": "stream",
"text": [
"[28720] 2024-11-24 15:50:52,301 - 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 = 25 * const.year\n",
"time_step = 1 * const.day\n",
"n_groups = 10 # 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,1*const.year)\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"
],
"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": "stdout",
"output_type": "stream",
"text": [
"[28720] 2024-11-24 15:50:52,552 - cortix - INFO - Launching Module \n",
"[28720] 2024-11-24 15:50:52,559 - cortix - INFO - Launching Module \n",
"[28720] 2024-11-24 15:50:52,568 - cortix - INFO - Launching Module \n",
"[28720] 2024-11-24 15:50:52,579 - cortix - INFO - Launching Module \n",
"[28720] 2024-11-24 15:50:52,586 - cortix - INFO - Launching Module \n",
"[28720] 2024-11-24 15:50:52,591 - cortix - INFO - Launching Module \n",
"[28720] 2024-11-24 15:50:52,600 - cortix - INFO - Launching Module \n",
"[28745] 2024-11-24 15:50:54,694 - cortix - INFO - Community::time[y] = 0.0\n",
"[28745] 2024-11-24 15:51:00,503 - cortix - INFO - Community::time[y] = 1.0\n",
"[28745] 2024-11-24 15:51:06,112 - cortix - INFO - Community::time[y] = 2.0\n",
"[28745] 2024-11-24 15:51:11,773 - cortix - INFO - Community::time[y] = 3.0\n",
"[28745] 2024-11-24 15:51:17,430 - cortix - INFO - Community::time[y] = 4.0\n",
"[28745] 2024-11-24 15:51:23,164 - cortix - INFO - Community::time[y] = 5.0\n",
"[28745] 2024-11-24 15:51:28,217 - cortix - INFO - Community::time[y] = 6.0\n",
"[28745] 2024-11-24 15:51:33,095 - cortix - INFO - Community::time[y] = 7.0\n",
"[28745] 2024-11-24 15:51:38,200 - cortix - INFO - Community::time[y] = 8.0\n",
"[28745] 2024-11-24 15:51:43,448 - cortix - INFO - Community::time[y] = 9.0\n",
"[28745] 2024-11-24 15:51:49,752 - cortix - INFO - Community::time[y] = 10.0\n",
"[28745] 2024-11-24 15:51:55,118 - cortix - INFO - Community::time[y] = 11.0\n",
"[28745] 2024-11-24 15:52:00,987 - cortix - INFO - Community::time[y] = 12.0\n",
"[28745] 2024-11-24 15:52:06,550 - cortix - INFO - Community::time[y] = 13.0\n",
"[28745] 2024-11-24 15:52:12,384 - cortix - INFO - Community::time[y] = 14.0\n",
"[28745] 2024-11-24 15:52:18,686 - cortix - INFO - Community::time[y] = 15.0\n",
"[28745] 2024-11-24 15:52:24,027 - cortix - INFO - Community::time[y] = 16.0\n",
"[28745] 2024-11-24 15:52:30,256 - cortix - INFO - Community::time[y] = 17.0\n",
"[28745] 2024-11-24 15:52:35,610 - cortix - INFO - Community::time[y] = 18.0\n",
"[28745] 2024-11-24 15:52:40,803 - cortix - INFO - Community::time[y] = 19.0\n",
"[28745] 2024-11-24 15:52:46,246 - cortix - INFO - Community::time[y] = 20.0\n",
"[28745] 2024-11-24 15:52:51,576 - cortix - INFO - Community::time[y] = 21.0\n",
"[28745] 2024-11-24 15:52:56,910 - cortix - INFO - Community::time[y] = 22.0\n",
"[28745] 2024-11-24 15:53:03,768 - cortix - INFO - Community::time[y] = 23.0\n",
"[28745] 2024-11-24 15:53:10,557 - cortix - INFO - Community::time[y] = 24.0\n",
"[28745] 2024-11-24 15:53:16,360 - cortix - INFO - Community::time[y] = 25.0\n",
"[28720] 2024-11-24 15:53:17,552 - cortix - INFO - run()::Elapsed wall clock time [s]: 145.25\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':'npg','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.year, x_label='Time [year]', y_label=fxg_quant.name+' ['+fxg_quant.unit+' %]')\n",
"\n",
" # number of parameters in the prison model\n",
" n_params = (len(population_phase.actors)-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": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# parameters = 20\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"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": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# parameters = 20\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"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": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# parameters = 40\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"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": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# parameters = 20\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"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": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# parameters = 40\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"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": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# parameters = 20\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"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": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# parameters = 30\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"total_num_params += inspect_module_data(community,quant_names)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# parameters = 30\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"total_num_params += inspect_module_data(community,'n0')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"total number of unknowns = 70\n",
"total number of parameters = 220\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 (ipykernel)",
"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": "3.12.6"
},
"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": 4
}