2387 lines
234 KiB
Plaintext
2387 lines
234 KiB
Plaintext
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "7f459b95-7bd3-4053-8e98-196bae61b14e",
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"metadata": {},
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"outputs": [],
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"source": [
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":dep ndarray = \"0.15.6\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "0309c3d7-c00f-4283-9208-44bcd92e9465",
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"metadata": {},
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"outputs": [],
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"source": [
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":dep linfa = { version = \"0.6.1\" }\n",
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"// clustering is a separate crate\n",
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":dep linfa-clustering = { version = \"0.6.1\" }"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "00bd5c64-87b9-429f-85d0-8e4b8482d835",
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"metadata": {},
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"outputs": [],
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"source": [
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"// apt install libfontconfig-dev on Ubuntu 22.04 LTS\n",
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":dep plotters = { version = \"^0.3.4\", default_features = false, features = [\"evcxr\", \"all_series\"] }\n",
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"extern crate plotters;\n",
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"// Import all the plotters prelude functions\n",
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"use plotters::prelude::*;"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "8b9ff0e5-7af6-4b89-b9b6-cf4ab2d3219c",
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"metadata": {},
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"outputs": [],
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"source": [
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":dep rand = \"0.8.5\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "64dba201-38f7-4c40-95fc-fc958a66f499",
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"metadata": {},
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"outputs": [],
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"source": [
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"// Import the linfa prelude and KMeans algorithm\n",
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"use linfa::prelude::*;\n",
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"use linfa_clustering::Dbscan;\n",
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"// We'll build our dataset on our own using ndarray and rand\n",
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"use ndarray::prelude::*;\n",
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"// Import the plotters crate to create the scatter plot\n",
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"use plotters::prelude::*;"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "a0ee40ad-529a-4d2b-accd-7d5209456dec",
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"metadata": {},
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"outputs": [],
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"source": [
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"use rand::prelude::*;\n",
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"use std::f32;"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "df831b7b-b5e7-4dea-8573-ba47172e858b",
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"metadata": {},
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"outputs": [],
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"source": [
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"// Creates random points contained in an approximately square area\n",
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"pub fn create_square(center_point: [f32; 2], edge_length: f32, num_points: usize) -> Array2<f32> {\n",
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" // We\n",
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" let mut data: Array2<f32> = Array2::zeros((num_points, 2));\n",
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" let mut rng = rand::thread_rng();\n",
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" for i in 0..num_points {\n",
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" let x = rng.gen_range(-edge_length * 0.5..edge_length * 0.5); // generates a float between 0 and 1\n",
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" let y = rng.gen_range(-edge_length * 0.5..edge_length * 0.5);\n",
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" data[[i, 0]] = center_point[0] + x;\n",
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" data[[i, 1]] = center_point[1] + y;\n",
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" }\n",
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"\n",
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" data\n",
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"}"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"id": "47387ec3-8cea-4be4-bfe8-94a8691af51a",
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"metadata": {},
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"outputs": [],
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"source": [
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"// Creates a circle of random points\n",
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"pub fn create_circle(center_point: [f32; 2], radius: f32, num_points: usize) -> Array2<f32> {\n",
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" let mut data: Array2<f32> = Array2::zeros((num_points, 2));\n",
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" let mut rng = rand::thread_rng();\n",
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" for i in 0..num_points {\n",
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" let theta = rng.gen_range(0.0..2.0 * f32::consts::PI);\n",
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" let r = rng.gen_range(0.0..radius);\n",
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" let x = r * f32::cos(theta);\n",
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" let y = r * f32::sin(theta);\n",
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"\n",
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" data[[i, 0]] = center_point[0] + x;\n",
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" data[[i, 1]] = center_point[1] + y;\n",
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" }\n",
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"\n",
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" data\n",
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"}"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"id": "5a5662b4-861d-482a-b2dc-2717a58506f5",
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"metadata": {},
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"outputs": [],
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"source": [
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"// Creates a line y = m*x + b with some noise\n",
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"pub fn create_line(m: f64, b: f64, num_points: usize, min_max: [f64; 2]) -> Array2<f64> {\n",
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" let mut data: Array2<f64> = Array2::zeros((num_points, 2));\n",
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"\n",
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" let mut rng = rand::thread_rng();\n",
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" for i in 0..num_points {\n",
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" let var_y = rng.gen_range(-0.5..0.5f64);\n",
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" data[[i, 0]] = rng.gen_range(min_max[0]..min_max[1]);\n",
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" data[[i, 1]] = (m * data[[i, 0]]) + b + var_y;\n",
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" }\n",
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"\n",
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" data\n",
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"}"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"id": "6e4c6c49-dbfc-40a4-b40f-cf011592d329",
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"metadata": {},
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"outputs": [],
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"source": [
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"// Creates a quadratic y = m*x^2 + b with some noise\n",
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"pub fn create_curve(m: f64, pow: f64, b: f64, num_points: usize, min_max: [f64; 2]) -> Array2<f64> {\n",
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" let mut data: Array2<f64> = Array2::zeros((num_points, 2));\n",
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"\n",
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" let mut rng = rand::thread_rng();\n",
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" for i in 0..num_points {\n",
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" let var_y = rng.gen_range(-0.5..0.5f64);\n",
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" data[[i, 0]] = rng.gen_range(min_max[0]..min_max[1]);\n",
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" data[[i, 1]] = (m * data[[i, 0]].powf(pow)) + b + var_y;\n",
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" }\n",
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"\n",
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" data\n",
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"}"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"id": "5fa62785-1de1-4569-9f1f-86c69f020f92",
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"metadata": {},
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"outputs": [],
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"source": [
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"// Creates a hollow circle of random points with a specified inner and outer diameter\n",
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"pub fn create_hollow_circle(\n",
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" center_point: [f32; 2],\n",
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" radius: [f32; 2],\n",
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" num_points: usize,\n",
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") -> Array2<f32> {\n",
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" assert!(radius[0] < radius[1]);\n",
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" let mut data: Array2<f32> = Array2::zeros((num_points, 2));\n",
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" let mut rng = rand::thread_rng();\n",
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" for i in 0..num_points {\n",
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" let theta = rng.gen_range(0.0..2.0 * f32::consts::PI);\n",
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" let r = rng.gen_range(radius[0]..radius[1]);\n",
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" let x = r * f32::cos(theta);\n",
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" let y = r * f32::sin(theta);\n",
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"\n",
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" data[[i, 0]] = center_point[0] + x;\n",
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" data[[i, 1]] = center_point[1] + y;\n",
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" }\n",
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"\n",
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" data\n",
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"}"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"id": "fe246cc7-374c-43a0-88cb-16fe6731d57b",
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"metadata": {},
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"outputs": [],
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"source": [
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"// Check the array has the correct shape for plotting (Two-dimensional, with 2 columns)\n",
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"pub fn check_array_for_plotting(arr: &Array2<f32>) -> bool {\n",
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" if (arr.shape().len() != 2) || (arr.shape()[1] != 2) {\n",
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" panic!(\n",
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" \"Array shape of {:?} is incorrect for 2D plotting!\",\n",
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" arr.shape()\n",
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" );\n",
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" // false\n",
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" } else {\n",
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" true\n",
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" }\n",
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"}"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"id": "3398338c-2b27-49f4-9d46-4cdeab07d879",
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"metadata": {},
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"outputs": [],
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"source": [
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" // The goal is to be able to find each of these as distinct, and exclude some of the noise\n",
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"let circle: Array2<f32> = create_circle([5.0, 5.0], 1.0, 100); // Cluster 0\n",
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"let donut_1: Array2<f32> = create_hollow_circle([5.0, 5.0], [2.0, 3.0], 400); // Cluster 1\n",
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"let donut_2: Array2<f32> = create_hollow_circle([5.0, 5.0], [4.5, 4.75], 1000); // Cluster 2\n",
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"let noise: Array2<f32> = create_square([5.0, 5.0], 10.0, 100); // Random noise\n",
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"\n",
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"\n",
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"let data = ndarray::concatenate(\n",
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" Axis(0),\n",
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" &[circle.view(), donut_1.view(), donut_2.view(), noise.view()],\n",
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" )\n",
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" .expect(\"An error occurred while stacking the dataset\");\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 19,
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"id": "1fbebfd2-7c5f-4b24-88bc-06b850a5e4ac",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div style=\"width:90%\"><svg width=\"640\" height=\"240\" viewBox=\"0 0 640 240\" xmlns=\"http://www.w3.org/2000/svg\">\n",
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"DBSCAN\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"76\" x2=\"599\" y2=\"76\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"74\" x2=\"599\" y2=\"74\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"71\" x2=\"599\" y2=\"71\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"69\" x2=\"599\" y2=\"69\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"68\" x2=\"599\" y2=\"68\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"66\" x2=\"599\" y2=\"66\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"64\" x2=\"599\" y2=\"64\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"63\" x2=\"599\" y2=\"63\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"61\" x2=\"599\" y2=\"61\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"59\" x2=\"599\" y2=\"59\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"58\" x2=\"599\" y2=\"58\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"56\" x2=\"599\" y2=\"56\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"54\" x2=\"599\" y2=\"54\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"52\" x2=\"599\" y2=\"52\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"51\" x2=\"599\" y2=\"51\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"49\" x2=\"599\" y2=\"49\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"47\" x2=\"599\" y2=\"47\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"46\" x2=\"599\" y2=\"46\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"44\" x2=\"599\" y2=\"44\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"42\" x2=\"599\" y2=\"42\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"41\" x2=\"599\" y2=\"41\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"39\" x2=\"599\" y2=\"39\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"37\" x2=\"599\" y2=\"37\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"36\" x2=\"599\" y2=\"36\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"34\" x2=\"599\" y2=\"34\"/>\n",
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"32\" x2=\"599\" y2=\"32\"/>\n",
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|
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"<line opacity=\"0.1\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"30\" x2=\"599\" y2=\"30\"/>\n",
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||
|
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"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"199\" x2=\"40\" y2=\"30\"/>\n",
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||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"95\" y1=\"199\" x2=\"95\" y2=\"30\"/>\n",
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||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"151\" y1=\"199\" x2=\"151\" y2=\"30\"/>\n",
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||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"207\" y1=\"199\" x2=\"207\" y2=\"30\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"263\" y1=\"199\" x2=\"263\" y2=\"30\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"319\" y1=\"199\" x2=\"319\" y2=\"30\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"375\" y1=\"199\" x2=\"375\" y2=\"30\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"431\" y1=\"199\" x2=\"431\" y2=\"30\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"487\" y1=\"199\" x2=\"487\" y2=\"30\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"543\" y1=\"199\" x2=\"543\" y2=\"30\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"599\" y1=\"199\" x2=\"599\" y2=\"30\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"199\" x2=\"599\" y2=\"199\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"183\" x2=\"599\" y2=\"183\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"166\" x2=\"599\" y2=\"166\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"149\" x2=\"599\" y2=\"149\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"132\" x2=\"599\" y2=\"132\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"115\" x2=\"599\" y2=\"115\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"98\" x2=\"599\" y2=\"98\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"81\" x2=\"599\" y2=\"81\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"64\" x2=\"599\" y2=\"64\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"47\" x2=\"599\" y2=\"47\"/>\n",
|
||
|
|
"<line opacity=\"0.2\" stroke=\"#000000\" stroke-width=\"1\" x1=\"40\" y1=\"30\" x2=\"599\" y2=\"30\"/>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"39,30 39,199 \"/>\n",
|
||
|
|
"<text x=\"30\" y=\"199\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"0.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,199 39,199 \"/>\n",
|
||
|
|
"<text x=\"30\" y=\"183\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"1.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,183 39,183 \"/>\n",
|
||
|
|
"<text x=\"30\" y=\"166\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"2.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,166 39,166 \"/>\n",
|
||
|
|
"<text x=\"30\" y=\"149\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"3.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,149 39,149 \"/>\n",
|
||
|
|
"<text x=\"30\" y=\"132\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"4.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,132 39,132 \"/>\n",
|
||
|
|
"<text x=\"30\" y=\"115\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"5.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,115 39,115 \"/>\n",
|
||
|
|
"<text x=\"30\" y=\"98\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"6.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,98 39,98 \"/>\n",
|
||
|
|
"<text x=\"30\" y=\"81\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"7.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,81 39,81 \"/>\n",
|
||
|
|
"<text x=\"30\" y=\"64\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"8.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,64 39,64 \"/>\n",
|
||
|
|
"<text x=\"30\" y=\"47\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"9.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,47 39,47 \"/>\n",
|
||
|
|
"<text x=\"30\" y=\"30\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"10.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,30 39,30 \"/>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"40,200 599,200 \"/>\n",
|
||
|
|
"<text x=\"40\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"0.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"40,200 40,205 \"/>\n",
|
||
|
|
"<text x=\"95\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"1.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"95,200 95,205 \"/>\n",
|
||
|
|
"<text x=\"151\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"2.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"151,200 151,205 \"/>\n",
|
||
|
|
"<text x=\"207\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"3.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"207,200 207,205 \"/>\n",
|
||
|
|
"<text x=\"263\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"4.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"263,200 263,205 \"/>\n",
|
||
|
|
"<text x=\"319\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"5.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"319,200 319,205 \"/>\n",
|
||
|
|
"<text x=\"375\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"6.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"375,200 375,205 \"/>\n",
|
||
|
|
"<text x=\"431\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"7.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"431,200 431,205 \"/>\n",
|
||
|
|
"<text x=\"487\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"8.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"487,200 487,205 \"/>\n",
|
||
|
|
"<text x=\"543\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"9.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"543,200 543,205 \"/>\n",
|
||
|
|
"<text x=\"599\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"10.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"599,200 599,205 \"/>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"600,30 600,199 \"/>\n",
|
||
|
|
"<text x=\"632\" y=\"199\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"0.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"600,199 605,199 \"/>\n",
|
||
|
|
"<text x=\"632\" y=\"183\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"1.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"600,183 605,183 \"/>\n",
|
||
|
|
"<text x=\"632\" y=\"166\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"2.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"600,166 605,166 \"/>\n",
|
||
|
|
"<text x=\"632\" y=\"149\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"3.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"600,149 605,149 \"/>\n",
|
||
|
|
"<text x=\"632\" y=\"132\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"4.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"600,132 605,132 \"/>\n",
|
||
|
|
"<text x=\"632\" y=\"115\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"5.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"600,115 605,115 \"/>\n",
|
||
|
|
"<text x=\"632\" y=\"98\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"6.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"600,98 605,98 \"/>\n",
|
||
|
|
"<text x=\"632\" y=\"81\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"7.0\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"600,81 605,81 \"/>\n",
|
||
|
|
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"<circle cx=\"301\" cy=\"94\" r=\"3\" opacity=\"1\" fill=\"#FF0000\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"230\" cy=\"43\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"285\" cy=\"57\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"360\" cy=\"75\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"311\" cy=\"120\" r=\"3\" opacity=\"1\" fill=\"#FF0000\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"304\" cy=\"135\" r=\"3\" opacity=\"1\" fill=\"#FF0000\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"493\" cy=\"83\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"429\" cy=\"164\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"366\" cy=\"97\" r=\"3\" opacity=\"1\" fill=\"#FF0000\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"439\" cy=\"128\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"273\" cy=\"99\" r=\"3\" opacity=\"1\" fill=\"#FF0000\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"190\" cy=\"44\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"368\" cy=\"184\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"282\" cy=\"32\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"227\" cy=\"90\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"410\" cy=\"133\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"508\" cy=\"123\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"428\" cy=\"151\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"305\" cy=\"62\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"548\" cy=\"104\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"101\" cy=\"186\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"125\" cy=\"126\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"344\" cy=\"173\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"43\" cy=\"170\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"556\" cy=\"52\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"298\" cy=\"188\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"313\" cy=\"48\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"457\" cy=\"141\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"232\" cy=\"85\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"357\" cy=\"145\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"167\" cy=\"133\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"115\" cy=\"187\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"44\" cy=\"67\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"502\" cy=\"107\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"280\" cy=\"39\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"139\" cy=\"135\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"404\" cy=\"186\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"524\" cy=\"151\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"533\" cy=\"166\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"208\" cy=\"193\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"569\" cy=\"68\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"222\" cy=\"38\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"339\" cy=\"130\" r=\"3\" opacity=\"1\" fill=\"#FF0000\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"475\" cy=\"34\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"286\" cy=\"127\" r=\"3\" opacity=\"1\" fill=\"#FF0000\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"205\" cy=\"131\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"510\" cy=\"158\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"344\" cy=\"191\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"590\" cy=\"35\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"434\" cy=\"198\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"198\" cy=\"166\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"534\" cy=\"143\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"454\" cy=\"147\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"62\" cy=\"73\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"497\" cy=\"199\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"273\" cy=\"61\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"173\" cy=\"104\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"420\" cy=\"54\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"68\" cy=\"198\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"238\" cy=\"68\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"417\" cy=\"32\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"335\" cy=\"141\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"401\" cy=\"46\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"61\" cy=\"150\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"417\" cy=\"76\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"223\" cy=\"48\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"211\" cy=\"67\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"541\" cy=\"117\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"63\" cy=\"70\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"144\" cy=\"128\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"499\" cy=\"46\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"67\" cy=\"65\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"168\" cy=\"159\" r=\"3\" opacity=\"1\" fill=\"#FFFFFF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"259\" cy=\"181\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"336\" cy=\"38\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"203\" cy=\"125\" r=\"3\" opacity=\"1\" fill=\"#00FF00\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"382\" cy=\"52\" r=\"3\" opacity=\"1\" fill=\"#0000FF\" stroke=\"none\" stroke-width=\"1\"/>\n",
|
||
|
|
"</svg>\n",
|
||
|
|
"</div>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"execution_count": 19,
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "execute_result"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"evcxr_figure((640, 240), |root| {\n",
|
||
|
|
" \n",
|
||
|
|
" root.fill(&WHITE).unwrap();\n",
|
||
|
|
"\n",
|
||
|
|
" let x_lim = 0.0..10.0f32;\n",
|
||
|
|
" let y_lim = 0.0..10.0f32;\n",
|
||
|
|
"\n",
|
||
|
|
" let mut ctx = ChartBuilder::on(&root)\n",
|
||
|
|
" .set_label_area_size(LabelAreaPosition::Left, 40) // Put in some margins\n",
|
||
|
|
" .set_label_area_size(LabelAreaPosition::Right, 40)\n",
|
||
|
|
" .set_label_area_size(LabelAreaPosition::Bottom, 40)\n",
|
||
|
|
" .caption(\"DBSCAN\", (\"sans-serif\", 25)) // Set a caption and font\n",
|
||
|
|
" .build_cartesian_2d(x_lim, y_lim)\n",
|
||
|
|
" .expect(\"Couldn't build our ChartBuilder\");\n",
|
||
|
|
" \n",
|
||
|
|
" let circle: Array2<f32> = create_circle([5.0, 5.0], 1.0, 100); // Cluster 0\n",
|
||
|
|
" let donut_1: Array2<f32> = create_hollow_circle([5.0, 5.0], [2.0, 3.0], 400); // Cluster 1\n",
|
||
|
|
" let donut_2: Array2<f32> = create_hollow_circle([5.0, 5.0], [4.5, 4.75], 1000); // Cluster 2\n",
|
||
|
|
" let noise: Array2<f32> = create_square([5.0, 5.0], 10.0, 100); // Random noise\n",
|
||
|
|
"\n",
|
||
|
|
" let data = ndarray::concatenate(\n",
|
||
|
|
" Axis(0),\n",
|
||
|
|
" &[circle.view(), donut_1.view(), donut_2.view(), noise.view()],\n",
|
||
|
|
" )\n",
|
||
|
|
" .expect(\"An error occurred while stacking the dataset\");\n",
|
||
|
|
"\n",
|
||
|
|
" // Compared to linfa's KMeans algorithm, the DBSCAN implementation can operate\n",
|
||
|
|
" // directly on an ndarray `Array2` data structure, so there's no need to convert it\n",
|
||
|
|
" // into the linfa-native `Dataset` first.\n",
|
||
|
|
" let min_points = 20;\n",
|
||
|
|
" let clusters = Dbscan::params(min_points)\n",
|
||
|
|
" .tolerance(0.6)\n",
|
||
|
|
" .transform(&data)\n",
|
||
|
|
" .unwrap();\n",
|
||
|
|
" // println!(\"{:#?}\", clusters);\n",
|
||
|
|
"\n",
|
||
|
|
"\n",
|
||
|
|
" let x_lim = 0.0..10.0f32;\n",
|
||
|
|
" let y_lim = 0.0..10.0f32;\n",
|
||
|
|
" \n",
|
||
|
|
"\n",
|
||
|
|
" ctx.configure_mesh().draw().unwrap();\n",
|
||
|
|
" let root_area = ctx.plotting_area();\n",
|
||
|
|
" // ANCHOR_END: configure_chart\n",
|
||
|
|
"\n",
|
||
|
|
" // ANCHOR: run_check_for_plotting;\n",
|
||
|
|
" // check_array_for_plotting(dataset: &Array2<f32>) -> bool {}\n",
|
||
|
|
" check_array_for_plotting(&circle); // Panics if that's not true\n",
|
||
|
|
" // ANCHOR_END: run_check_for_plotting\n",
|
||
|
|
"\n",
|
||
|
|
" // ANCHOR: plot_points\n",
|
||
|
|
" for i in 0..data.shape()[0] {\n",
|
||
|
|
" let coordinates = data.slice(s![i, 0..2]);\n",
|
||
|
|
"\n",
|
||
|
|
" let point = match clusters[i] {\n",
|
||
|
|
" Some(0) => Circle::new(\n",
|
||
|
|
" (coordinates[0], coordinates[1]),\n",
|
||
|
|
" 3,\n",
|
||
|
|
" ShapeStyle::from(&RED).filled(),\n",
|
||
|
|
" ),\n",
|
||
|
|
" Some(1) => Circle::new(\n",
|
||
|
|
" (coordinates[0], coordinates[1]),\n",
|
||
|
|
" 3,\n",
|
||
|
|
" ShapeStyle::from(&GREEN).filled(),\n",
|
||
|
|
" ),\n",
|
||
|
|
" Some(2) => Circle::new(\n",
|
||
|
|
" (coordinates[0], coordinates[1]),\n",
|
||
|
|
" 3,\n",
|
||
|
|
" ShapeStyle::from(&BLUE).filled(),\n",
|
||
|
|
" ),\n",
|
||
|
|
" // Making sure our pattern-matching is exhaustive\n",
|
||
|
|
" // Note that we can define a custom color using RGB\n",
|
||
|
|
" _ => Circle::new(\n",
|
||
|
|
" (coordinates[0], coordinates[1]),\n",
|
||
|
|
" 3,\n",
|
||
|
|
" ShapeStyle::from(&RGBColor(255, 255, 255)).filled(),\n",
|
||
|
|
" ),\n",
|
||
|
|
" };\n",
|
||
|
|
"\n",
|
||
|
|
" root_area\n",
|
||
|
|
" .draw(&point)\n",
|
||
|
|
" .expect(\"An error occurred while drawing the point!\");\n",
|
||
|
|
" }\n",
|
||
|
|
" \n",
|
||
|
|
" Ok(())\n",
|
||
|
|
"}).style(\"width:90%\")"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 16,
|
||
|
|
"id": "a757a5d6-4105-4c76-a5bb-6ba1af81f3a6",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"text/html": [
|
||
|
|
"<div style=\"width:60%\"><svg width=\"640\" height=\"240\" viewBox=\"0 0 640 240\" xmlns=\"http://www.w3.org/2000/svg\">\n",
|
||
|
|
"<text x=\"320\" y=\"5\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"Arial\" font-size=\"16.129032258064516\" opacity=\"1\" fill=\"#000000\">\n",
|
||
|
|
"Hello Plotters Chart Context!\n",
|
||
|
|
"</text>\n",
|
||
|
|
"<circle cx=\"63\" cy=\"218\" r=\"5\" opacity=\"1\" fill=\"none\" stroke=\"#FF0000\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"127\" cy=\"197\" r=\"5\" opacity=\"1\" fill=\"none\" stroke=\"#FF0000\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"191\" cy=\"176\" r=\"5\" opacity=\"1\" fill=\"none\" stroke=\"#FF0000\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"255\" cy=\"154\" r=\"5\" opacity=\"1\" fill=\"none\" stroke=\"#FF0000\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"319\" cy=\"133\" r=\"5\" opacity=\"1\" fill=\"none\" stroke=\"#FF0000\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"383\" cy=\"112\" r=\"5\" opacity=\"1\" fill=\"none\" stroke=\"#FF0000\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"447\" cy=\"90\" r=\"5\" opacity=\"1\" fill=\"none\" stroke=\"#FF0000\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"511\" cy=\"69\" r=\"5\" opacity=\"1\" fill=\"none\" stroke=\"#FF0000\" stroke-width=\"1\"/>\n",
|
||
|
|
"<circle cx=\"575\" cy=\"48\" r=\"5\" opacity=\"1\" fill=\"none\" stroke=\"#FF0000\" stroke-width=\"1\"/>\n",
|
||
|
|
"</svg>\n",
|
||
|
|
"</div>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"execution_count": 16,
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "execute_result"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"extern crate plotters;\n",
|
||
|
|
"use plotters::prelude::*;\n",
|
||
|
|
"evcxr_figure((640, 240), |root| {\n",
|
||
|
|
" // The following code will create a chart context\n",
|
||
|
|
" let mut chart = ChartBuilder::on(&root)\n",
|
||
|
|
" .caption(\"Hello Plotters Chart Context!\", (\"Arial\", 20).into_font())\n",
|
||
|
|
" .build_cartesian_2d(0f32..1f32, 0f32..1f32)?;\n",
|
||
|
|
" // Then we can draw a series on it!\n",
|
||
|
|
" chart.draw_series((1..10).map(|x|{\n",
|
||
|
|
" let x = x as f32/10.0;\n",
|
||
|
|
" Circle::new((x,x), 5, &RED)\n",
|
||
|
|
" }))?;\n",
|
||
|
|
" Ok(())\n",
|
||
|
|
"}).style(\"width:60%\")"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "0ec6a01e-6c06-4d0d-b738-f46a7fe42fce",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": []
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"metadata": {
|
||
|
|
"kernelspec": {
|
||
|
|
"display_name": "Rust",
|
||
|
|
"language": "rust",
|
||
|
|
"name": "rust"
|
||
|
|
},
|
||
|
|
"language_info": {
|
||
|
|
"codemirror_mode": "rust",
|
||
|
|
"file_extension": ".rs",
|
||
|
|
"mimetype": "text/rust",
|
||
|
|
"name": "Rust",
|
||
|
|
"pygment_lexer": "rust",
|
||
|
|
"version": ""
|
||
|
|
}
|
||
|
|
},
|
||
|
|
"nbformat": 4,
|
||
|
|
"nbformat_minor": 5
|
||
|
|
}
|