Prompt
Answer
Pseudo Code for Epidemic Spread Simulation
Variables
attrKey
: Attribute key for node statusnew_infected_nodes
: Set to store new infected nodesnew_recovery_nodes
: Set to store nodes moving to recovery status
Main Loop for Infection and Recovery
- Initialize empty sets
new_infected_nodes
andnew_recovery_nodes
. - For each
node
ininfected_nodes
:- For each neighbor
nbr
in the adjacency list ofnode
:- If the neighbor's status is
Susceptible
:- If the node's status is
Asymptomatic_Infected
:- With probability
p_asymptomatic_infected
, add neighbor tonew_infected_nodes
.
- With probability
- Else if the node's status is
Symptomatic_Infected
:- With probability
p_symptomatic_infected
, add neighbor tonew_infected_nodes
.
- With probability
- If the node's status is
- If the neighbor's status is
- With probability
p_recovery
, add the node tonew_recovery_nodes
.
- For each neighbor
Process New Infected Nodes
- For each node in
new_infected_nodes
:- With probability
p_asymptomatic
, set node status toAsymptomatic_Infected
. - Else, set node status to
Symptomatic_Infected
. - Add node to
infected_nodes
.
- With probability
Process New Recovery Nodes
- For each node in
new_recovery_nodes
:- Set node status to
Recovery
. - Remove node from
infected_nodes
.
- Set node status to
Pseudo Code Implementation
DECLARE attrKey AS self.node_attrKey
DECLARE new_infected_nodes AS new empty set
DECLARE new_recovery_nodes AS new empty set
FOR EACH node IN self.infected_nodes:
FOR EACH nbr IN self.g.adj[node]:
IF self.g.nodes[nbr][attrKey] == Status.Susceptible:
IF self.g.nodes[node][attrKey] == Status.Asymptomatic_Infected:
IF random.random() < self.p_asymptomatic_infected:
new_infected_nodes.add(nbr)
ELSE IF self.g.nodes[node][attrKey] == Status.Symptomatic_Infected:
IF random.random() < self.p_symptomatic_infected:
new_infected_nodes.add(nbr)
IF random.random() < self.p_recovery:
new_recovery_nodes.add(node)
FOR EACH nin IN new_infected_nodes:
IF random.random() < self.p_asymptomatic:
self.g.nodes[nin][attrKey] = Status.Asymptomatic_Infected
ELSE:
self.g.nodes[nin][attrKey] = Status.Symptomatic_Infected
self.infected_nodes.add(nin)
FOR EACH nrn IN new_recovery_nodes:
self.g.nodes[nrn][attrKey] = Status.Recovery
self.infected_nodes.discard(nrn)
Explanation
- The pseudo code begins by declaring the necessary variables.
- It then iterates over each infected node to determine if their neighbors get infected or if the node recovers.
- The status of newly infected nodes is updated based on probabilities.
- Nodes recovering are updated to the recovery status and removed from the infected set.
Notes
- This pseudo code focuses on the epidemic spread and recovery logic.
- The use of common programming constructs and clear variable naming should help in understanding the process.
- This serves as a preliminary guide for implementation and further development of the simulation logic.
Description
This pseudo code simulates the spread of an epidemic among nodes, managing infection and recovery statuses based on defined probabilities for asymptomatic and symptomatic cases. It updates node states in a graph to reflect new infections and recoveries iteratively.
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