2632 lines
242 KiB
Plaintext
2632 lines
242 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "7f459b95-7bd3-4053-8e98-196bae61b14e",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2023-05-11T15:50:18.677782Z",
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},
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"tags": []
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},
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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": 3,
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"id": "0309c3d7-c00f-4283-9208-44bcd92e9465",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2023-05-11T15:50:25.893238Z",
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"shell.execute_reply": "2023-05-11T15:50:41.796988Z"
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},
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"duration": 15.907676,
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"end_time": "2023-05-11T15:50:41.797355",
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"exception": false,
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"start_time": "2023-05-11T15:50:25.889679",
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"status": "completed"
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},
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"tags": []
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},
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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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"execution": {
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"iopub.execute_input": "2023-05-11T15:50:41.802610Z",
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"iopub.status.busy": "2023-05-11T15:50:41.802277Z",
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"iopub.status.idle": "2023-05-11T15:50:46.188615Z",
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"shell.execute_reply": "2023-05-11T15:50:46.188302Z"
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},
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"papermill": {
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"duration": 4.389273,
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"end_time": "2023-05-11T15:50:46.188705",
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"exception": false,
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"start_time": "2023-05-11T15:50:41.799432",
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"status": "completed"
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},
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"tags": []
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},
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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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"execution": {
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"iopub.execute_input": "2023-05-11T15:50:46.193831Z",
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"iopub.status.busy": "2023-05-11T15:50:46.193513Z",
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"iopub.status.idle": "2023-05-11T15:50:48.419237Z",
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"shell.execute_reply": "2023-05-11T15:50:48.418944Z"
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},
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"papermill": {
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"duration": 2.228513,
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"end_time": "2023-05-11T15:50:48.419388",
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"exception": false,
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"start_time": "2023-05-11T15:50:46.190875",
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"status": "completed"
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},
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"tags": []
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},
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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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"execution": {
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"iopub.execute_input": "2023-05-11T15:50:48.425616Z",
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"iopub.status.busy": "2023-05-11T15:50:48.425282Z",
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"iopub.status.idle": "2023-05-11T15:50:48.560127Z",
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"shell.execute_reply": "2023-05-11T15:50:48.559842Z"
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},
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"papermill": {
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"duration": 0.138601,
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"end_time": "2023-05-11T15:50:48.560216",
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"exception": false,
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"start_time": "2023-05-11T15:50:48.421615",
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"status": "completed"
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},
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"tags": []
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},
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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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"execution": {
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"iopub.execute_input": "2023-05-11T15:50:48.565634Z",
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"iopub.status.busy": "2023-05-11T15:50:48.565316Z",
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"iopub.status.idle": "2023-05-11T15:50:48.702699Z",
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"shell.execute_reply": "2023-05-11T15:50:48.702396Z"
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},
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"papermill": {
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"duration": 0.14033,
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"end_time": "2023-05-11T15:50:48.702795",
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"exception": false,
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"start_time": "2023-05-11T15:50:48.562465",
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"status": "completed"
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},
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"tags": []
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},
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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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"execution": {
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"iopub.execute_input": "2023-05-11T15:50:48.708193Z",
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"iopub.status.busy": "2023-05-11T15:50:48.707837Z",
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"iopub.status.idle": "2023-05-11T15:50:48.855151Z",
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"shell.execute_reply": "2023-05-11T15:50:48.854811Z"
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},
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"papermill": {
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"duration": 0.150275,
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"end_time": "2023-05-11T15:50:48.855249",
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"exception": false,
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"start_time": "2023-05-11T15:50:48.704974",
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"status": "completed"
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|
},
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"tags": []
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},
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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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"execution": {
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"iopub.execute_input": "2023-05-11T15:50:48.860920Z",
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"iopub.status.busy": "2023-05-11T15:50:48.860593Z",
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"shell.execute_reply": "2023-05-11T15:50:49.019565Z"
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},
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"papermill": {
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"duration": 0.162439,
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"end_time": "2023-05-11T15:50:49.019930",
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"exception": false,
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"start_time": "2023-05-11T15:50:48.857491",
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"status": "completed"
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},
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"tags": []
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},
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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",
|
|
" data[[i, 1]] = center_point[1] + y;\n",
|
|
" }\n",
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|
"\n",
|
|
" data\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": 10,
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"id": "5a5662b4-861d-482a-b2dc-2717a58506f5",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2023-05-11T15:50:49.025548Z",
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"shell.execute_reply": "2023-05-11T15:50:49.176627Z"
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},
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"papermill": {
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"duration": 0.15476,
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"end_time": "2023-05-11T15:50:49.177027",
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"exception": false,
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"start_time": "2023-05-11T15:50:49.022267",
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"status": "completed"
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},
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"tags": []
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|
},
|
|
"outputs": [],
|
|
"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",
|
|
" }\n",
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"\n",
|
|
" data\n",
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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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"execution": {
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"iopub.execute_input": "2023-05-11T15:50:49.182427Z",
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"iopub.status.idle": "2023-05-11T15:50:49.335756Z",
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"shell.execute_reply": "2023-05-11T15:50:49.335474Z"
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},
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"papermill": {
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"duration": 0.156616,
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"end_time": "2023-05-11T15:50:49.335848",
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"exception": false,
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"start_time": "2023-05-11T15:50:49.179232",
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"status": "completed"
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},
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|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"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",
|
|
" }\n",
|
|
"\n",
|
|
" data\n",
|
|
"}"
|
|
]
|
|
},
|
|
{
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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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"execution": {
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"iopub.execute_input": "2023-05-11T15:50:49.341229Z",
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"iopub.status.busy": "2023-05-11T15:50:49.340912Z",
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"iopub.status.idle": "2023-05-11T15:50:49.498421Z",
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"shell.execute_reply": "2023-05-11T15:50:49.498137Z"
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},
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"papermill": {
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"duration": 0.160422,
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"end_time": "2023-05-11T15:50:49.498510",
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"exception": false,
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"start_time": "2023-05-11T15:50:49.338088",
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"status": "completed"
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},
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|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"// Creates a hollow circle of random points with a specified inner and outer diameter\n",
|
|
"pub fn create_hollow_circle(\n",
|
|
" center_point: [f32; 2],\n",
|
|
" radius: [f32; 2],\n",
|
|
" num_points: usize,\n",
|
|
") -> Array2<f32> {\n",
|
|
" assert!(radius[0] < radius[1]);\n",
|
|
" let mut data: Array2<f32> = Array2::zeros((num_points, 2));\n",
|
|
" let mut rng = rand::thread_rng();\n",
|
|
" for i in 0..num_points {\n",
|
|
" let theta = rng.gen_range(0.0..2.0 * f32::consts::PI);\n",
|
|
" let r = rng.gen_range(radius[0]..radius[1]);\n",
|
|
" let x = r * f32::cos(theta);\n",
|
|
" let y = r * f32::sin(theta);\n",
|
|
"\n",
|
|
" data[[i, 0]] = center_point[0] + x;\n",
|
|
" data[[i, 1]] = center_point[1] + y;\n",
|
|
" }\n",
|
|
"\n",
|
|
" data\n",
|
|
"}"
|
|
]
|
|
},
|
|
{
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|
"cell_type": "code",
|
|
"execution_count": 13,
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|
"id": "fe246cc7-374c-43a0-88cb-16fe6731d57b",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2023-05-11T15:50:49.503953Z",
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"iopub.status.busy": "2023-05-11T15:50:49.503623Z",
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"iopub.status.idle": "2023-05-11T15:50:49.666268Z",
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"shell.execute_reply": "2023-05-11T15:50:49.665988Z"
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},
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"papermill": {
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"duration": 0.165524,
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"end_time": "2023-05-11T15:50:49.666358",
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"exception": false,
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"start_time": "2023-05-11T15:50:49.500834",
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"status": "completed"
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|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"// Check the array has the correct shape for plotting (Two-dimensional, with 2 columns)\n",
|
|
"pub fn check_array_for_plotting(arr: &Array2<f32>) -> bool {\n",
|
|
" if (arr.shape().len() != 2) || (arr.shape()[1] != 2) {\n",
|
|
" panic!(\n",
|
|
" \"Array shape of {:?} is incorrect for 2D plotting!\",\n",
|
|
" arr.shape()\n",
|
|
" );\n",
|
|
" // false\n",
|
|
" } else {\n",
|
|
" true\n",
|
|
" }\n",
|
|
"}"
|
|
]
|
|
},
|
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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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"execution": {
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"iopub.execute_input": "2023-05-11T15:50:49.672040Z",
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"iopub.status.busy": "2023-05-11T15:50:49.671713Z",
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"status": "completed"
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},
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"tags": []
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},
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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",
|
|
"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",
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|
"\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"
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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": 15,
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"id": "1fbebfd2-7c5f-4b24-88bc-06b850a5e4ac",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2023-05-11T15:50:52.712598Z",
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"iopub.status.busy": "2023-05-11T15:50:52.712264Z",
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"iopub.status.idle": "2023-05-11T15:50:54.710411Z",
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"shell.execute_reply": "2023-05-11T15:50:54.706946Z"
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},
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"papermill": {
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"duration": 2.001295,
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"end_time": "2023-05-11T15:50:54.710498",
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"exception": false,
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"start_time": "2023-05-11T15:50:52.709203",
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"status": "completed"
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},
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"tags": []
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},
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"outputs": [
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{
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"data": {
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"0.0\n",
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"</text>\n",
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"1.0\n",
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"</text>\n",
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"2.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,166 39,166 \"/>\n",
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"3.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,149 39,149 \"/>\n",
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"4.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,132 39,132 \"/>\n",
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"<text x=\"30\" y=\"115\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"5.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,115 39,115 \"/>\n",
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"<text x=\"30\" y=\"98\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"6.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,98 39,98 \"/>\n",
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"<text x=\"30\" y=\"81\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"7.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,81 39,81 \"/>\n",
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"<text x=\"30\" y=\"64\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"8.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,64 39,64 \"/>\n",
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"<text x=\"30\" y=\"47\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"9.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,47 39,47 \"/>\n",
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"<text x=\"30\" y=\"30\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"10.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"34,30 39,30 \"/>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"40,200 599,200 \"/>\n",
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"<text x=\"40\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"0.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"40,200 40,205 \"/>\n",
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"<text x=\"95\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"1.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"95,200 95,205 \"/>\n",
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"<text x=\"151\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"2.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"151,200 151,205 \"/>\n",
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"<text x=\"207\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"3.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"207,200 207,205 \"/>\n",
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"<text x=\"263\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"4.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"263,200 263,205 \"/>\n",
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"<text x=\"319\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"5.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"319,200 319,205 \"/>\n",
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"<text x=\"375\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"6.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"375,200 375,205 \"/>\n",
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"<text x=\"431\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"7.0\n",
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|
"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"431,200 431,205 \"/>\n",
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"<text x=\"487\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"8.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"487,200 487,205 \"/>\n",
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"<text x=\"543\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"9.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"543,200 543,205 \"/>\n",
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"<text x=\"599\" y=\"210\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"10.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"599,200 599,205 \"/>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"600,30 600,199 \"/>\n",
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"<text x=\"632\" y=\"199\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"0.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"600,199 605,199 \"/>\n",
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"<text x=\"632\" y=\"183\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"1.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"600,183 605,183 \"/>\n",
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"<text x=\"632\" y=\"166\" dy=\"0.5ex\" text-anchor=\"end\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
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"2.0\n",
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"</text>\n",
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"<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"600,166 605,166 \"/>\n",
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]
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},
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"execution_count": 15,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
|
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"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": {
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"execution": {
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"iopub.execute_input": "2023-05-11T15:50:54.720203Z",
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|
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"iopub.status.idle": "2023-05-11T15:50:55.771325Z",
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"shell.execute_reply": "2023-05-11T15:50:55.771045Z"
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},
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"duration": 1.056514,
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"end_time": "2023-05-11T15:50:55.771413",
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"exception": false,
|
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"start_time": "2023-05-11T15:50:54.714899",
|
|
"status": "completed"
|
|
},
|
|
"tags": []
|
|
},
|
|
"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",
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"<circle cx=\"127\" cy=\"197\" r=\"5\" opacity=\"1\" fill=\"none\" stroke=\"#FF0000\" stroke-width=\"1\"/>\n",
|
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"<circle cx=\"191\" cy=\"176\" r=\"5\" opacity=\"1\" fill=\"none\" stroke=\"#FF0000\" stroke-width=\"1\"/>\n",
|
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"<circle cx=\"255\" cy=\"154\" r=\"5\" opacity=\"1\" fill=\"none\" stroke=\"#FF0000\" stroke-width=\"1\"/>\n",
|
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"<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",
|
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|
"status": "completed"
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},
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"tags": []
|
|
},
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|
"outputs": [],
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"source": []
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}
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],
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"kernelspec": {
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"display_name": "Rust",
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"language": "rust",
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"name": "rust"
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"codemirror_mode": "rust",
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"file_extension": ".rs",
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"environment_variables": {},
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"exception": null,
|
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"input_path": "DBSCAN.ipynb",
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"output_path": "DBSCAN.pdf",
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"parameters": {},
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"start_time": "2023-05-11T15:50:14.111381",
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"version": "2.4.0"
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