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|
#![allow(non_camel_case_types)]
use rand::{thread_rng, prelude::SliceRandom};
#[derive(Clone, PartialEq)]
pub enum Events {
no_recurrence_events, recurrence_events
}
use Events::*;
#[derive(Clone)]
pub enum Age {
a10_19, a20_29, a30_39, a40_49, a50_59, a60_69, a70_79, a80_89, a90_99
}
use Age::*;
#[derive(Clone)]
pub enum Menopause {
lt40, ge40, premeno
}
use Menopause::*;
#[derive(Clone)]
pub enum TumorSize {
t0_4, t5_9, t10_14, t15_19, t20_24, t25_29, t30_34, t35_39, t40_44, t45_49, t50_54, t55_59
}
use TumorSize::*;
#[derive(Clone)]
pub enum InvNodes {
i0_2, i3_5, i6_8, i9_11, i12_14, i15_17, i18_20, i21_23, i24_26, i27_29, i30_32, i33_35, i36_39
}
use InvNodes::*;
#[derive(Clone)]
pub enum Binary {
yes, no, q
}
use Binary::*;
#[derive(Clone)]
pub enum Breast {
left, right
}
use Breast::*;
#[derive(Clone)]
pub enum BreastQuad {
left_up, left_low, right_up, right_low, central, qbq
}
use BreastQuad::*;
#[derive(Clone, Debug, PartialEq, Iterable)]
struct Person {
events: Events,
age: Age,
menopause: Menopause,
tumor_size: TumorSize,
inv_nodes: InvNodes,
node_caps: Binary,
deg_malig: u8,
breast: Breast,
breast_quad: BreastQuad,
irradiat: Binary,
}
impl Person {
const fn new(
events: Events,
age: Age,
menopause: Menopause,
tumor_size: TumorSize,
inv_nodes: InvNodes,
node_caps: Binary,
deg_malig: u8,
breast: Breast,
breast_quad: BreastQuad,
irradiat: Binary,
) -> Person {
Person {
events,
age,
menopause,
tumor_size,
inv_nodes,
node_caps,
deg_malig,
breast,
breast_quad,
irradiat,
}
}
}
/// Returns (training, testing)
/// Replace q and qbq!
pub fn get_data() -> (Vec<Person>, Vec<Person>) {
let mut vec = dataset.to_vec();
assert_eq!((vec.len() as f64 * 0.8) as usize - 1, 347);
// We want 70.27972% to be no_recurrence and the other to be recurrence
// We use 80% for training and 20% for testing
// Meaning, our training data is 229 elements,
// where 161 are no_recurrence and 68 are recurrence
vec.rotate_right(68);
let (a, b) = vec.split_at(229);
assert_eq!(
a.into_iter()
.fold(0, |acc, person| if person.events == recurrence_events {
acc + 1
} else {
acc
}),
68);
let (mut a, mut b) = (a.to_vec(), b.to_vec());
a.shuffle(&mut thread_rng());
b.shuffle(&mut thread_rng());
(a, b)
}
static dataset: [Person; 286] = [
Person::new(no_recurrence_events,a30_39,premeno,t30_34,i0_2,no,3,left,left_low,no),
Person::new(no_recurrence_events,a40_49,premeno,t20_24,i0_2,no,2,right,right_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t20_24,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t15_19,i0_2,no,2,right,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t0_4,i0_2,no,2,right,right_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t15_19,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a50_59,premeno,t25_29,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t20_24,i0_2,no,1,left,left_low,no),
Person::new(no_recurrence_events,a40_49,premeno,t50_54,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a40_49,premeno,t20_24,i0_2,no,2,right,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t0_4,i0_2,no,3,left,central,no),
Person::new(no_recurrence_events,a50_59,ge40,t25_29,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a60_69,lt40,t10_14,i0_2,no,1,left,right_up,no),
Person::new(no_recurrence_events,a50_59,ge40,t25_29,i0_2,no,3,left,right_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t30_34,i0_2,no,3,left,left_up,no),
Person::new(no_recurrence_events,a60_69,lt40,t30_34,i0_2,no,1,left,left_low,no),
Person::new(no_recurrence_events,a40_49,premeno,t15_19,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a50_59,premeno,t30_34,i0_2,no,3,left,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t30_34,i0_2,no,3,left,left_low,no),
Person::new(no_recurrence_events,a50_59,ge40,t30_34,i0_2,no,1,right,right_up,no),
Person::new(no_recurrence_events,a50_59,ge40,t40_44,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t15_19,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a30_39,premeno,t25_29,i0_2,no,2,right,left_low,no),
Person::new(no_recurrence_events,a50_59,premeno,t40_44,i0_2,no,2,left,left_up,no),
Person::new(no_recurrence_events,a50_59,premeno,t35_39,i0_2,no,2,right,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t25_29,i0_2,no,2,left,left_up,no),
Person::new(no_recurrence_events,a50_59,premeno,t20_24,i0_2,no,1,left,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t25_29,i0_2,no,3,right,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t40_44,i0_2,no,2,right,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t30_34,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a50_59,ge40,t40_44,i0_2,no,3,right,left_up,no),
Person::new(no_recurrence_events,a50_59,premeno,t15_19,i0_2,no,2,right,left_low,no),
Person::new(no_recurrence_events,a50_59,premeno,t10_14,i0_2,no,3,left,left_low,no),
Person::new(no_recurrence_events,a50_59,ge40,t10_14,i0_2,no,1,right,left_up,no),
Person::new(no_recurrence_events,a50_59,ge40,t10_14,i0_2,no,1,left,left_up,no),
Person::new(no_recurrence_events,a30_39,premeno,t30_34,i0_2,no,2,left,left_up,no),
Person::new(no_recurrence_events,a50_59,ge40,t0_4,i0_2,no,2,left,central,no),
Person::new(no_recurrence_events,a50_59,ge40,t15_19,i0_2,no,1,right,central,no),
Person::new(no_recurrence_events,a40_49,premeno,t10_14,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a40_49,premeno,t30_34,i0_2,no,1,left,left_low,no),
Person::new(no_recurrence_events,a50_59,ge40,t20_24,i0_2,no,1,right,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t25_29,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t5_9,i0_2,no,1,left,central,no),
Person::new(no_recurrence_events,a40_49,premeno,t10_14,i0_2,no,2,left,left_up,no),
Person::new(no_recurrence_events,a50_59,ge40,t50_54,i0_2,no,1,right,right_up,no),
Person::new(no_recurrence_events,a50_59,ge40,t30_34,i0_2,no,1,left,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t25_29,i0_2,no,2,right,left_low,no),
Person::new(no_recurrence_events,a50_59,premeno,t25_29,i0_2,no,1,right,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t20_24,i0_2,no,1,right,right_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t20_24,i0_2,no,1,right,left_low,no),
Person::new(no_recurrence_events,a50_59,lt40,t15_19,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a30_39,premeno,t20_24,i0_2,no,2,left,right_low,no),
Person::new(no_recurrence_events,a50_59,premeno,t15_19,i0_2,no,1,left,left_low,no),
Person::new(no_recurrence_events,a70_79,ge40,t20_24,i0_2,no,3,left,left_up,no),
Person::new(no_recurrence_events,a70_79,ge40,t40_44,i0_2,no,1,right,left_up,no),
Person::new(no_recurrence_events,a70_79,ge40,t40_44,i0_2,no,1,right,right_up,no),
Person::new(no_recurrence_events,a50_59,ge40,t0_4,i0_2,no,1,right,central,no),
Person::new(no_recurrence_events,a50_59,ge40,t5_9,i0_2,no,2,right,right_up,no),
Person::new(no_recurrence_events,a60_69,ge40,t30_34,i0_2,no,1,left,left_up,no),
Person::new(no_recurrence_events,a60_69,ge40,t15_19,i0_2,no,1,right,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t20_24,i0_2,no,2,left,central,no),
Person::new(no_recurrence_events,a40_49,premeno,t10_14,i0_2,no,1,right,right_low,no),
Person::new(no_recurrence_events,a50_59,ge40,t0_4,i0_2,no,1,left,left_low,no),
Person::new(no_recurrence_events,a20_29,premeno,t35_39,i0_2,no,2,right,right_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t25_29,i0_2,no,1,left,right_low,no),
Person::new(no_recurrence_events,a40_49,premeno,t10_14,i0_2,no,1,right,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t25_29,i0_2,no,1,right,right_low,no),
Person::new(no_recurrence_events,a50_59,ge40,t20_24,i0_2,no,3,left,left_up,no),
Person::new(no_recurrence_events,a50_59,ge40,t35_39,i0_2,no,3,left,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t50_54,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t10_14,i0_2,no,1,left,left_low,no),
Person::new(no_recurrence_events,a40_49,premeno,t25_29,i0_2,no,2,right,left_up,no),
Person::new(no_recurrence_events,a60_69,ge40,t20_24,i0_2,no,2,left,left_up,no),
Person::new(no_recurrence_events,a50_59,premeno,t15_19,i0_2,no,2,right,right_low,no),
Person::new(no_recurrence_events,a30_39,premeno,t5_9,i0_2,no,2,left,right_low,no),
Person::new(no_recurrence_events,a50_59,ge40,t10_14,i0_2,no,1,left,left_low,no),
Person::new(no_recurrence_events,a50_59,ge40,t10_14,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a30_39,premeno,t25_29,i0_2,no,1,left,central,no),
Person::new(no_recurrence_events,a50_59,premeno,t25_29,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a40_49,premeno,t25_29,i0_2,no,2,right,central,no),
Person::new(no_recurrence_events,a50_59,ge40,t10_14,i0_2,no,2,right,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t10_14,i0_2,no,1,left,left_up,no),
Person::new(no_recurrence_events,a60_69,ge40,t15_19,i0_2,no,2,right,left_low,no),
Person::new(no_recurrence_events,a50_59,ge40,t15_19,i0_2,no,2,right,left_low,no),
Person::new(no_recurrence_events,a40_49,premeno,t20_24,i0_2,no,1,left,right_low,no),
Person::new(no_recurrence_events,a50_59,ge40,t35_39,i0_2,no,3,left,left_up,no),
Person::new(no_recurrence_events,a60_69,ge40,t25_29,i0_2,no,2,right,left_low,no),
Person::new(no_recurrence_events,a70_79,ge40,t0_4,i0_2,no,1,left,right_low,no),
Person::new(no_recurrence_events,a50_59,ge40,t20_24,i0_2,no,3,right,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t40_44,i0_2,no,1,right,left_up,no),
Person::new(no_recurrence_events,a30_39,premeno,t0_4,i0_2,no,2,right,central,no),
Person::new(no_recurrence_events,a50_59,ge40,t20_24,i0_2,no,3,left,left_up,no),
Person::new(no_recurrence_events,a50_59,ge40,t25_29,i0_2,no,2,right,left_up,no),
Person::new(no_recurrence_events,a60_69,ge40,t20_24,i0_2,no,2,right,left_up,no),
Person::new(no_recurrence_events,a50_59,premeno,t10_14,i0_2,no,1,left,left_low,no),
Person::new(no_recurrence_events,a40_49,premeno,t30_34,i0_2,no,2,right,right_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t30_34,i0_2,no,2,left,left_up,no),
Person::new(no_recurrence_events,a60_69,ge40,t15_19,i0_2,no,2,right,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t30_34,i0_2,no,1,left,right_up,no),
Person::new(no_recurrence_events,a30_39,premeno,t25_29,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a40_49,ge40,t20_24,i0_2,no,3,left,left_low,no),
Person::new(no_recurrence_events,a50_59,ge40,t30_34,i0_2,no,3,right,left_low,no),
Person::new(no_recurrence_events,a50_59,premeno,t25_29,i0_2,no,2,right,right_low,no),
Person::new(no_recurrence_events,a40_49,premeno,t20_24,i0_2,no,2,left,right_low,no),
Person::new(no_recurrence_events,a40_49,premeno,t10_14,i0_2,no,2,right,left_low,no),
Person::new(no_recurrence_events,a40_49,premeno,t30_34,i0_2,no,1,right,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t20_24,i0_2,no,2,left,left_up,no),
Person::new(no_recurrence_events,a30_39,premeno,t40_44,i0_2,no,2,right,right_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t30_34,i0_2,no,3,right,right_up,no),
Person::new(no_recurrence_events,a60_69,ge40,t30_34,i0_2,no,1,right,left_up,no),
Person::new(no_recurrence_events,a50_59,ge40,t25_29,i0_2,no,1,left,left_low,no),
Person::new(no_recurrence_events,a50_59,ge40,t15_19,i0_2,no,1,right,central,no),
Person::new(no_recurrence_events,a40_49,premeno,t20_24,i0_2,no,2,right,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t10_14,i0_2,no,1,right,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t35_39,i0_2,no,2,right,right_up,no),
Person::new(no_recurrence_events,a50_59,ge40,t20_24,i0_2,no,2,right,left_up,no),
Person::new(no_recurrence_events,a30_39,premeno,t15_19,i0_2,no,1,left,left_low,no),
Person::new(no_recurrence_events,a40_49,ge40,t20_24,i0_2,no,3,left,left_up,no),
Person::new(no_recurrence_events,a30_39,premeno,t10_14,i0_2,no,1,right,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t15_19,i0_2,no,1,left,right_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t20_24,i0_2,no,1,left,left_low,no),
Person::new(no_recurrence_events,a50_59,ge40,t15_19,i0_2,no,2,right,right_up,no),
Person::new(no_recurrence_events,a50_59,ge40,t40_44,i0_2,no,3,left,left_up,no),
Person::new(no_recurrence_events,a50_59,ge40,t30_34,i0_2,no,1,right,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t10_14,i0_2,no,1,right,left_low,no),
Person::new(no_recurrence_events,a70_79,ge40,t10_14,i0_2,no,2,left,central,no),
Person::new(no_recurrence_events,a30_39,premeno,t30_34,i6_8,yes,2,right,right_up,no),
Person::new(no_recurrence_events,a30_39,premeno,t25_29,i6_8,yes,2,right,left_up,yes),
Person::new(no_recurrence_events,a50_59,premeno,t25_29,i0_2,yes,2,left,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t35_39,i9_11,yes,2,right,left_up,yes),
Person::new(no_recurrence_events,a40_49,premeno,t35_39,i9_11,yes,2,right,right_up,yes),
Person::new(no_recurrence_events,a40_49,premeno,t40_44,i3_5,yes,3,right,left_up,yes),
Person::new(no_recurrence_events,a40_49,premeno,t30_34,i6_8,no,2,left,left_up,no),
Person::new(no_recurrence_events,a50_59,ge40,t40_44,i0_2,no,3,left,right_up,no),
Person::new(no_recurrence_events,a60_69,ge40,t30_34,i0_2,no,2,left,left_low,yes),
Person::new(no_recurrence_events,a30_39,premeno,t20_24,i3_5,no,2,right,central,no),
Person::new(no_recurrence_events,a30_39,premeno,t40_44,i3_5,no,3,right,right_up,yes),
Person::new(no_recurrence_events,a40_49,premeno,t5_9,i0_2,no,1,left,left_low,yes),
Person::new(no_recurrence_events,a30_39,premeno,t40_44,i0_2,no,2,left,left_low,yes),
Person::new(no_recurrence_events,a40_49,premeno,t30_34,i0_2,no,2,left,right_low,no),
Person::new(no_recurrence_events,a50_59,ge40,t40_44,i3_5,yes,2,left,left_low,no),
Person::new(no_recurrence_events,a50_59,premeno,t20_24,i3_5,yes,2,left,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t10_14,i0_2,no,1,left,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t45_49,i0_2,no,2,left,left_low,yes),
Person::new(no_recurrence_events,a60_69,ge40,t45_49,i6_8,yes,3,left,central,no),
Person::new(no_recurrence_events,a40_49,premeno,t25_29,i0_2,q,2,left,right_low,yes),
Person::new(no_recurrence_events,a60_69,ge40,t50_54,i0_2,no,2,right,left_up,yes),
Person::new(no_recurrence_events,a50_59,premeno,t30_34,i3_5,yes,2,left,left_low,yes),
Person::new(no_recurrence_events,a30_39,premeno,t20_24,i0_2,no,3,left,central,no),
Person::new(no_recurrence_events,a50_59,lt40,t30_34,i0_2,no,3,right,left_up,no),
Person::new(no_recurrence_events,a50_59,ge40,t25_29,i15_17,yes,3,right,left_up,no),
Person::new(no_recurrence_events,a60_69,ge40,t30_34,i3_5,yes,3,left,left_low,no),
Person::new(no_recurrence_events,a50_59,ge40,t35_39,i15_17,no,3,left,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t15_19,i0_2,no,3,right,left_up,yes),
Person::new(no_recurrence_events,a30_39,lt40,t15_19,i0_2,no,3,right,left_up,no),
Person::new(no_recurrence_events,a60_69,ge40,t40_44,i3_5,no,2,right,left_up,yes),
Person::new(no_recurrence_events,a50_59,ge40,t25_29,i3_5,yes,3,right,left_up,no),
Person::new(no_recurrence_events,a50_59,premeno,t30_34,i0_2,no,1,left,central,no),
Person::new(no_recurrence_events,a50_59,ge40,t30_34,i0_2,no,1,right,central,no),
Person::new(no_recurrence_events,a40_49,premeno,t35_39,i0_2,no,1,left,left_low,no),
Person::new(no_recurrence_events,a40_49,premeno,t25_29,i0_2,no,3,right,left_up,yes),
Person::new(no_recurrence_events,a40_49,premeno,t30_34,i3_5,yes,2,right,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t10_14,i0_2,no,2,right,left_up,yes),
Person::new(no_recurrence_events,a60_69,ge40,t25_29,i3_5,q,1,right,left_up,yes),
Person::new(no_recurrence_events,a60_69,ge40,t25_29,i3_5,q,1,right,left_low,yes),
Person::new(no_recurrence_events,a40_49,premeno,t20_24,i3_5,no,2,right,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t20_24,i3_5,no,2,right,left_low,no),
Person::new(no_recurrence_events,a40_49,ge40,t40_44,i15_17,yes,2,right,left_up,yes),
Person::new(no_recurrence_events,a50_59,premeno,t10_14,i0_2,no,2,right,left_up,no),
Person::new(no_recurrence_events,a40_49,ge40,t30_34,i0_2,no,2,left,left_up,yes),
Person::new(no_recurrence_events,a30_39,premeno,t20_24,i3_5,yes,2,right,left_up,yes),
Person::new(no_recurrence_events,a30_39,premeno,t15_19,i0_2,no,1,left,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t30_34,i6_8,yes,2,right,right_up,no),
Person::new(no_recurrence_events,a50_59,ge40,t20_24,i3_5,yes,2,right,left_up,no),
Person::new(no_recurrence_events,a50_59,premeno,t25_29,i3_5,yes,2,left,left_low,yes),
Person::new(no_recurrence_events,a40_49,premeno,t30_34,i0_2,no,2,right,right_up,yes),
Person::new(no_recurrence_events,a40_49,ge40,t25_29,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t10_14,i0_2,no,2,left,left_low,no),
Person::new(no_recurrence_events,a50_59,premeno,t25_29,i3_5,no,2,right,left_up,yes),
Person::new(no_recurrence_events,a40_49,premeno,t20_24,i0_2,no,3,right,left_low,yes),
Person::new(no_recurrence_events,a40_49,premeno,t35_39,i0_2,yes,3,right,left_up,yes),
Person::new(no_recurrence_events,a40_49,premeno,t35_39,i0_2,yes,3,right,left_low,yes),
Person::new(no_recurrence_events,a40_49,premeno,t25_29,i0_2,no,1,right,left_low,yes),
Person::new(no_recurrence_events,a50_59,ge40,t30_34,i9_11,q,3,left,left_up,yes),
Person::new(no_recurrence_events,a50_59,ge40,t30_34,i9_11,q,3,left,left_low,yes),
Person::new(no_recurrence_events,a40_49,premeno,t20_24,i6_8,no,2,right,left_low,yes),
Person::new(no_recurrence_events,a50_59,ge40,t25_29,i0_2,no,1,left,right_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t15_19,i0_2,no,2,left,left_up,yes),
Person::new(no_recurrence_events,a40_49,premeno,t10_14,i0_2,no,2,right,left_up,no),
Person::new(no_recurrence_events,a50_59,ge40,t20_24,i0_2,yes,2,right,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t15_19,i12_14,no,3,right,right_low,yes),
Person::new(no_recurrence_events,a40_49,premeno,t25_29,i0_2,no,2,left,left_up,yes),
Person::new(no_recurrence_events,a50_59,ge40,t30_34,i6_8,yes,2,left,left_low,no),
Person::new(no_recurrence_events,a30_39,premeno,t10_14,i0_2,no,2,left,right_low,no),
Person::new(no_recurrence_events,a50_59,premeno,t50_54,i0_2,yes,2,right,left_up,yes),
Person::new(no_recurrence_events,a50_59,ge40,t35_39,i0_2,no,2,left,left_up,no),
Person::new(no_recurrence_events,a50_59,premeno,t10_14,i3_5,no,1,right,left_up,no),
Person::new(no_recurrence_events,a40_49,premeno,t10_14,i0_2,no,2,left,left_low,yes),
Person::new(no_recurrence_events,a50_59,ge40,t15_19,i0_2,yes,2,left,central,yes),
Person::new(no_recurrence_events,a50_59,premeno,t25_29,i0_2,no,1,left,left_low,no),
Person::new(no_recurrence_events,a60_69,ge40,t25_29,i0_2,no,3,right,left_low,no),
Person::new(recurrence_events,a50_59,premeno,t15_19,i0_2,no,2,left,left_low,no),
Person::new(recurrence_events,a40_49,premeno,t40_44,i0_2,no,1,left,left_low,no),
Person::new(recurrence_events,a50_59,ge40,t35_39,i0_2,no,2,left,left_low,no),
Person::new(recurrence_events,a50_59,premeno,t25_29,i0_2,no,2,left,right_up,no),
Person::new(recurrence_events,a30_39,premeno,t0_4,i0_2,no,2,right,central,no),
Person::new(recurrence_events,a50_59,ge40,t30_34,i0_2,no,3,left,qbq,no),
Person::new(recurrence_events,a50_59,premeno,t25_29,i0_2,no,2,left,right_up,no),
Person::new(recurrence_events,a50_59,premeno,t30_34,i0_2,no,3,left,right_up,no),
Person::new(recurrence_events,a40_49,premeno,t35_39,i0_2,no,1,right,left_up,no),
Person::new(recurrence_events,a40_49,premeno,t20_24,i0_2,no,2,left,left_low,no),
Person::new(recurrence_events,a50_59,ge40,t20_24,i0_2,no,2,right,central,no),
Person::new(recurrence_events,a40_49,premeno,t30_34,i0_2,no,3,right,right_up,no),
Person::new(recurrence_events,a50_59,premeno,t25_29,i0_2,no,1,right,left_up,no),
Person::new(recurrence_events,a60_69,ge40,t40_44,i0_2,no,2,right,left_low,no),
Person::new(recurrence_events,a40_49,ge40,t20_24,i0_2,no,2,right,left_up,no),
Person::new(recurrence_events,a50_59,ge40,t20_24,i0_2,no,2,left,left_up,no),
Person::new(recurrence_events,a40_49,premeno,t15_19,i0_2,no,2,left,left_up,no),
Person::new(recurrence_events,a60_69,ge40,t30_34,i0_2,no,3,right,central,no),
Person::new(recurrence_events,a30_39,premeno,t15_19,i0_2,no,1,right,left_low,no),
Person::new(recurrence_events,a40_49,premeno,t25_29,i0_2,no,3,left,right_up,no),
Person::new(recurrence_events,a30_39,premeno,t30_34,i0_2,no,1,right,left_up,no),
Person::new(recurrence_events,a60_69,ge40,t25_29,i0_2,no,3,left,right_low,yes),
Person::new(recurrence_events,a60_69,ge40,t20_24,i0_2,no,3,right,left_low,no),
Person::new(recurrence_events,a30_39,premeno,t25_29,i3_5,yes,3,left,left_low,yes),
Person::new(recurrence_events,a40_49,ge40,t20_24,i3_5,no,3,right,left_low,yes),
Person::new(recurrence_events,a40_49,premeno,t30_34,i15_17,yes,3,left,left_low,no),
Person::new(recurrence_events,a50_59,premeno,t30_34,i0_2,no,3,right,left_up,yes),
Person::new(recurrence_events,a60_69,ge40,t40_44,i3_5,yes,3,right,left_low,no),
Person::new(recurrence_events,a60_69,ge40,t45_49,i0_2,no,1,right,right_up,yes),
Person::new(recurrence_events,a50_59,premeno,t50_54,i9_11,yes,2,right,left_up,no),
Person::new(recurrence_events,a40_49,premeno,t30_34,i3_5,no,2,right,left_up,no),
Person::new(recurrence_events,a30_39,premeno,t30_34,i3_5,no,3,right,left_up,yes),
Person::new(recurrence_events,a70_79,ge40,t15_19,i9_11,q,1,left,left_low,yes),
Person::new(recurrence_events,a60_69,ge40,t30_34,i0_2,no,3,right,left_up,yes),
Person::new(recurrence_events,a50_59,premeno,t25_29,i3_5,yes,3,left,left_low,yes),
Person::new(recurrence_events,a40_49,premeno,t25_29,i0_2,no,2,right,left_low,no),
Person::new(recurrence_events,a40_49,premeno,t25_29,i0_2,no,2,right,left_low,no),
Person::new(recurrence_events,a30_39,premeno,t35_39,i0_2,no,3,left,left_low,no),
Person::new(recurrence_events,a40_49,premeno,t20_24,i3_5,yes,2,right,right_up,yes),
Person::new(recurrence_events,a60_69,ge40,t20_24,i3_5,no,2,left,left_low,yes),
Person::new(recurrence_events,a40_49,premeno,t15_19,i15_17,yes,3,left,left_low,no),
Person::new(recurrence_events,a50_59,ge40,t25_29,i6_8,no,3,left,left_low,yes),
Person::new(recurrence_events,a50_59,ge40,t20_24,i3_5,yes,3,right,right_up,no),
Person::new(recurrence_events,a40_49,premeno,t30_34,i12_14,yes,3,left,left_up,yes),
Person::new(recurrence_events,a30_39,premeno,t30_34,i9_11,no,2,right,left_up,yes),
Person::new(recurrence_events,a30_39,premeno,t15_19,i6_8,yes,3,left,left_low,yes),
Person::new(recurrence_events,a50_59,ge40,t30_34,i9_11,yes,3,left,right_low,yes),
Person::new(recurrence_events,a60_69,ge40,t35_39,i6_8,yes,3,left,left_low,no),
Person::new(recurrence_events,a30_39,premeno,t20_24,i3_5,yes,2,left,left_low,no),
Person::new(recurrence_events,a40_49,premeno,t25_29,i0_2,no,3,left,left_up,no),
Person::new(recurrence_events,a40_49,premeno,t50_54,i0_2,no,2,right,left_low,yes),
Person::new(recurrence_events,a30_39,premeno,t40_44,i0_2,no,1,left,left_up,no),
Person::new(recurrence_events,a60_69,ge40,t50_54,i0_2,no,3,right,left_up,no),
Person::new(recurrence_events,a40_49,premeno,t30_34,i0_2,yes,3,right,right_up,no),
Person::new(recurrence_events,a40_49,premeno,t30_34,i6_8,yes,3,right,left_up,no),
Person::new(recurrence_events,a40_49,premeno,t30_34,i0_2,no,1,left,left_low,yes),
Person::new(recurrence_events,a40_49,premeno,t20_24,i3_5,yes,2,left,left_low,yes),
Person::new(recurrence_events,a50_59,ge40,t30_34,i6_8,yes,2,left,right_low,yes),
Person::new(recurrence_events,a50_59,ge40,t30_34,i3_5,no,3,right,left_up,no),
Person::new(recurrence_events,a60_69,ge40,t25_29,i3_5,no,2,right,right_up,no),
Person::new(recurrence_events,a40_49,ge40,t25_29,i12_14,yes,3,left,right_low,yes),
Person::new(recurrence_events,a60_69,ge40,t25_29,i0_2,no,3,left,left_up,no),
Person::new(recurrence_events,a50_59,lt40,t20_24,i0_2,q,1,left,left_up,no),
Person::new(recurrence_events,a50_59,lt40,t20_24,i0_2,q,1,left,left_low,no),
Person::new(recurrence_events,a30_39,premeno,t35_39,i9_11,yes,3,left,left_low,no),
Person::new(recurrence_events,a40_49,premeno,t30_34,i3_5,yes,2,left,right_up,no),
Person::new(recurrence_events,a60_69,ge40,t20_24,i24_26,yes,3,left,left_low,yes),
Person::new(recurrence_events,a30_39,premeno,t35_39,i0_2,no,3,left,left_low,no),
Person::new(recurrence_events,a40_49,premeno,t25_29,i0_2,no,2,left,left_low,yes),
Person::new(recurrence_events,a50_59,ge40,t30_34,i6_8,yes,3,left,right_low,no),
Person::new(recurrence_events,a50_59,premeno,t25_29,i0_2,no,3,right,left_low,yes),
Person::new(recurrence_events,a40_49,premeno,t15_19,i0_2,yes,3,right,left_up,no),
Person::new(recurrence_events,a60_69,ge40,t30_34,i0_2,yes,2,right,right_up,yes),
Person::new(recurrence_events,a60_69,ge40,t30_34,i3_5,yes,2,left,central,yes),
Person::new(recurrence_events,a40_49,premeno,t25_29,i9_11,yes,3,right,left_up,no),
Person::new(recurrence_events,a30_39,premeno,t25_29,i6_8,yes,3,left,right_low,yes),
Person::new(recurrence_events,a60_69,ge40,t10_14,i6_8,yes,3,left,left_up,yes),
Person::new(recurrence_events,a50_59,premeno,t35_39,i15_17,yes,3,right,right_up,no),
Person::new(recurrence_events,a50_59,ge40,t40_44,i6_8,yes,3,left,left_low,yes),
Person::new(recurrence_events,a50_59,ge40,t40_44,i6_8,yes,3,left,left_low,yes),
Person::new(recurrence_events,a30_39,premeno,t30_34,i0_2,no,2,left,left_up,no),
Person::new(recurrence_events,a30_39,premeno,t20_24,i0_2,no,3,left,left_up,yes),
Person::new(recurrence_events,a60_69,ge40,t20_24,i0_2,no,1,right,left_up,no),
Person::new(recurrence_events,a40_49,ge40,t30_34,i3_5,no,3,left,left_low,no),
Person::new(recurrence_events,a50_59,ge40,t30_34,i3_5,no,3,left,left_low,no),
];
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