2024-election-modelling/main.go

192 lines
4.6 KiB
Go

package main
import (
"encoding/csv"
"fmt"
rand "math/rand/v2"
"os"
"strconv"
// "strings"
)
/* Structs */
type State struct {
Name string
Votes int
VictoriousPartyPerElection map[string]string
}
type VotesForEachParty struct {
Democrats int
Republicans int
}
// type src = *rand.Rand
/* Globals */
var r = rand.New(rand.NewPCG(uint64(100), uint64(2224)))
/* Load data from csvs */
func readStates() ([]State, error) {
var states map[string]State = make(map[string]State)
/* Electoral college votes for the 2024 election*/
votes_file, err := os.Open("data/electoral-college-votes-2010-census.csv")
if err != nil {
return nil, fmt.Errorf("error opening the votes file: %v", err)
}
defer votes_file.Close()
votes_reader := csv.NewReader(votes_file)
if _, err := votes_reader.Read(); err != nil { // Skip header
return nil, fmt.Errorf("error reading votes header: %v", err)
}
for {
csv_record, err := votes_reader.Read()
if err != nil {
break // EOF or an error
}
votes, err := strconv.Atoi(csv_record[1])
if err != nil {
continue // Error in converting votes, skip this record
}
state := csv_record[0]
if _, exists := states[state]; !exists {
states[state] = State{Name: state, Votes: votes, VictoriousPartyPerElection: make(map[string]string)}
}
}
/* Election results */
var years = []string{"2000", "2004", "2008", "2012", "2016", "2020"}
for _, year := range years {
results_filename := fmt.Sprintf("data/results/%s.csv", year)
results_file, err := os.Open(results_filename)
if err != nil {
return nil, fmt.Errorf("error opening the results file for %s: %v", year, err)
}
resultsReader := csv.NewReader(results_file)
if _, err := resultsReader.Read(); err != nil { // Skip header
return nil, fmt.Errorf("error reading results header for %s: %v", year, err)
}
for {
record, err := resultsReader.Read()
if err != nil {
break // EOF or an error
}
state, party := record[0], record[1]
data, exists := states[state]
if !exists {
continue // State not found in votes map, skip
}
// Update the party winning in the specific year
data.VictoriousPartyPerElection[year] = party
states[state] = data
}
results_file.Close()
}
// Convert statesData map to a slice for returning
var states_slice []State
for _, state := range states {
states_slice = append(states_slice, state)
}
return states_slice, nil
}
func sampleFromState(state State) VotesForEachParty {
switch state.Name {
case "Nebraska":
// 2000: R
// 2004: R
// 2008: Split, 1 D, 4 R
// 2012: R
// 2016: R
// 2020: Split, 1 D, 4 R
p_split := 2.0 / 6.0
if r.Float64() < p_split {
return VotesForEachParty{Democrats: 1, Republicans: 4}
} else {
return VotesForEachParty{Democrats: 0, Republicans: 5}
}
case "Maine":
// 2000: D
// 2004: D
// 2008: D
// 2012: D
// 2016: Split: 3 D, 1 R
// 2020: Split, 3 D, 1 R
p_split := 2.0 / 6.0
if r.Float64() < p_split {
return VotesForEachParty{Democrats: 3, Republicans: 1}
} else {
return VotesForEachParty{Democrats: 1, Republicans: 0}
}
default:
{
p_republican := 0.0
for _, party := range state.VictoriousPartyPerElection {
if party == "R" {
p_republican++
}
}
p_republican = p_republican / float64(len(state.VictoriousPartyPerElection))
if r.Float64() < p_republican {
return VotesForEachParty{Democrats: 0, Republicans: state.Votes}
} else {
return VotesForEachParty{Democrats: state.Votes, Republicans: 0}
}
}
}
}
func simulateElection(states []State) int {
republican_seats := 0
for _, state := range states {
election_sample := sampleFromState(state)
republican_seats += election_sample.Republicans
/*
fmt.Printf("%s: Votes: %d,\n\tWinners: ", state.Name, state.Votes)
for year, party := range state.VictoriousPartyPerElection {
fmt.Printf("[%s: %s] ", year, party)
}
fmt.Printf("\n\tSample: Democrat seats: %d, Republican seats: %d", election_sample.Democrats, election_sample.Republicans)
fmt.Println()
*/
}
// fmt.Printf("\nDemocrat seats: %d\n", republican_seats)
fmt.Printf(" (%d) ", republican_seats)
if republican_seats >= 270 {
return 1
} else {
return 0
}
}
func main() {
states, err := readStates()
if err != nil {
fmt.Println("Error:", err)
return
}
n_sims := 100_000
p_republicans := 0.0
for i := 0; i < n_sims; i++ {
result := simulateElection(states)
fmt.Printf("Election result: %d\n", result)
if result == 1 {
p_republicans++
}
}
p_republicans = p_republicans / float64(n_sims)
fmt.Printf("%% republicans: %f\n", p_republicans)
}