{ "cells": [ { "cell_type": "markdown", "id": "2b5b6f0a", "metadata": {}, "source": [ "# TD2: Persistence Theory" ] }, { "cell_type": "markdown", "id": "f7e8a84a", "metadata": {}, "source": [ "In this second practical session, we will use `gudhi` to compute persistence diagrams of standard filtrations. We will first start with synthetic and intuitive examples, and then apply persistence on point clouds obtained from time series using time-delay embeddings." ] }, { "cell_type": "code", "execution_count": 1, "id": "51b0fe23", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "import matplotlib.cm\n", "import gudhi as gd" ] }, { "cell_type": "code", "execution_count": 2, "id": "45c9b2ca", "metadata": {}, "outputs": [], "source": [ "%matplotlib notebook" ] }, { "cell_type": "markdown", "id": "c80ffc60", "metadata": {}, "source": [ "## 1. Persistence Diagrams of standard spaces" ] }, { "cell_type": "markdown", "id": "dc34c58a", "metadata": {}, "source": [ "### 1. Functions, cubical complex\n", "#### Volcano\n", "Let us first define a function from $\\mathbb{R}^2 \\to \\mathbb{R}$." ] }, { "cell_type": "code", "execution_count": 3, "id": "a9e5968e", "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "/* global mpl */\n", "window.mpl = {};\n", "\n", "mpl.get_websocket_type = function () {\n", " if (typeof WebSocket !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof MozWebSocket !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert(\n", " 'Your browser does not have WebSocket support. ' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.'\n", " );\n", " }\n", "};\n", "\n", "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = this.ws.binaryType !== undefined;\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById('mpl-warnings');\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent =\n", " 'This browser does not support binary websocket messages. ' +\n", " 'Performance may be slow.';\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = document.createElement('div');\n", " this.root.setAttribute('style', 'display: inline-block');\n", " this._root_extra_style(this.root);\n", "\n", " parent_element.appendChild(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message('supports_binary', { value: fig.supports_binary });\n", " fig.send_message('send_image_mode', {});\n", " if (fig.ratio !== 1) {\n", " fig.send_message('set_device_pixel_ratio', {\n", " device_pixel_ratio: fig.ratio,\n", " });\n", " }\n", " fig.send_message('refresh', {});\n", " };\n", "\n", " this.imageObj.onload = function () {\n", " if (fig.image_mode === 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function () {\n", " fig.ws.close();\n", " };\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "};\n", "\n", "mpl.figure.prototype._init_header = function () {\n", " var titlebar = document.createElement('div');\n", " titlebar.classList =\n", " 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n", " var titletext = document.createElement('div');\n", " titletext.classList = 'ui-dialog-title';\n", " titletext.setAttribute(\n", " 'style',\n", " 'width: 100%; text-align: center; padding: 3px;'\n", " );\n", " titlebar.appendChild(titletext);\n", " this.root.appendChild(titlebar);\n", " this.header = titletext;\n", "};\n", "\n", "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n", "\n", "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n", "\n", "mpl.figure.prototype._init_canvas = function () {\n", " var fig = this;\n", "\n", " var canvas_div = (this.canvas_div = document.createElement('div'));\n", " canvas_div.setAttribute(\n", " 'style',\n", " 'border: 1px solid #ddd;' +\n", " 'box-sizing: content-box;' +\n", " 'clear: both;' +\n", " 'min-height: 1px;' +\n", " 'min-width: 1px;' +\n", " 'outline: 0;' +\n", " 'overflow: hidden;' +\n", " 'position: relative;' +\n", " 'resize: both;'\n", " );\n", "\n", " function on_keyboard_event_closure(name) {\n", " return function (event) {\n", " return fig.key_event(event, name);\n", " };\n", " }\n", "\n", " canvas_div.addEventListener(\n", " 'keydown',\n", " on_keyboard_event_closure('key_press')\n", " );\n", " canvas_div.addEventListener(\n", " 'keyup',\n", " on_keyboard_event_closure('key_release')\n", " );\n", "\n", " this._canvas_extra_style(canvas_div);\n", " this.root.appendChild(canvas_div);\n", "\n", " var canvas = (this.canvas = document.createElement('canvas'));\n", " canvas.classList.add('mpl-canvas');\n", " canvas.setAttribute('style', 'box-sizing: content-box;');\n", "\n", " this.context = canvas.getContext('2d');\n", "\n", " var backingStore =\n", " this.context.backingStorePixelRatio ||\n", " this.context.webkitBackingStorePixelRatio ||\n", " this.context.mozBackingStorePixelRatio ||\n", " this.context.msBackingStorePixelRatio ||\n", " this.context.oBackingStorePixelRatio ||\n", " this.context.backingStorePixelRatio ||\n", " 1;\n", "\n", " this.ratio = (window.devicePixelRatio || 1) / backingStore;\n", "\n", " var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n", " 'canvas'\n", " ));\n", " rubberband_canvas.setAttribute(\n", " 'style',\n", " 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n", " );\n", "\n", " // Apply a ponyfill if ResizeObserver is not implemented by browser.\n", " if (this.ResizeObserver === undefined) {\n", " if (window.ResizeObserver !== undefined) {\n", " this.ResizeObserver = window.ResizeObserver;\n", " } else {\n", " var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n", " this.ResizeObserver = obs.ResizeObserver;\n", " }\n", " }\n", "\n", " this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n", " var nentries = entries.length;\n", " for (var i = 0; i < nentries; i++) {\n", " var entry = entries[i];\n", " var width, height;\n", " if (entry.contentBoxSize) {\n", " if (entry.contentBoxSize instanceof Array) {\n", " // Chrome 84 implements new version of spec.\n", " width = entry.contentBoxSize[0].inlineSize;\n", " height = entry.contentBoxSize[0].blockSize;\n", " } else {\n", " // Firefox implements old version of spec.\n", " width = entry.contentBoxSize.inlineSize;\n", " height = entry.contentBoxSize.blockSize;\n", " }\n", " } else {\n", " // Chrome <84 implements even older version of spec.\n", " width = entry.contentRect.width;\n", " height = entry.contentRect.height;\n", " }\n", "\n", " // Keep the size of the canvas and rubber band canvas in sync with\n", " // the canvas container.\n", " if (entry.devicePixelContentBoxSize) {\n", " // Chrome 84 implements new version of spec.\n", " canvas.setAttribute(\n", " 'width',\n", " entry.devicePixelContentBoxSize[0].inlineSize\n", " );\n", " canvas.setAttribute(\n", " 'height',\n", " entry.devicePixelContentBoxSize[0].blockSize\n", " );\n", " } else {\n", " canvas.setAttribute('width', width * fig.ratio);\n", " canvas.setAttribute('height', height * fig.ratio);\n", " }\n", " canvas.setAttribute(\n", " 'style',\n", " 'width: ' + width + 'px; height: ' + height + 'px;'\n", " );\n", "\n", " rubberband_canvas.setAttribute('width', width);\n", " rubberband_canvas.setAttribute('height', height);\n", "\n", " // And update the size in Python. We ignore the initial 0/0 size\n", " // that occurs as the element is placed into the DOM, which should\n", " // otherwise not happen due to the minimum size styling.\n", " if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n", " fig.request_resize(width, height);\n", " }\n", " }\n", " });\n", " this.resizeObserverInstance.observe(canvas_div);\n", "\n", " function on_mouse_event_closure(name) {\n", " return function (event) {\n", " return fig.mouse_event(event, name);\n", " };\n", " }\n", "\n", " rubberband_canvas.addEventListener(\n", " 'mousedown',\n", " on_mouse_event_closure('button_press')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'mouseup',\n", " on_mouse_event_closure('button_release')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'dblclick',\n", " on_mouse_event_closure('dblclick')\n", " );\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband_canvas.addEventListener(\n", " 'mousemove',\n", " on_mouse_event_closure('motion_notify')\n", " );\n", "\n", " rubberband_canvas.addEventListener(\n", " 'mouseenter',\n", " on_mouse_event_closure('figure_enter')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'mouseleave',\n", " on_mouse_event_closure('figure_leave')\n", " );\n", "\n", " canvas_div.addEventListener('wheel', function (event) {\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " on_mouse_event_closure('scroll')(event);\n", " });\n", "\n", " canvas_div.appendChild(canvas);\n", " canvas_div.appendChild(rubberband_canvas);\n", "\n", " this.rubberband_context = rubberband_canvas.getContext('2d');\n", " this.rubberband_context.strokeStyle = '#000000';\n", "\n", " this._resize_canvas = function (width, height, forward) {\n", " if (forward) {\n", " canvas_div.style.width = width + 'px';\n", " canvas_div.style.height = height + 'px';\n", " }\n", " };\n", "\n", " // Disable right mouse context menu.\n", " this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n", " event.preventDefault();\n", " return false;\n", " });\n", "\n", " function set_focus() {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "};\n", "\n", "mpl.figure.prototype._init_toolbar = function () {\n", " var fig = this;\n", "\n", " var toolbar = document.createElement('div');\n", " toolbar.classList = 'mpl-toolbar';\n", " this.root.appendChild(toolbar);\n", "\n", " function on_click_closure(name) {\n", " return function (_event) {\n", " return fig.toolbar_button_onclick(name);\n", " };\n", " }\n", "\n", " function on_mouseover_closure(tooltip) {\n", " return function (event) {\n", " if (!event.currentTarget.disabled) {\n", " return fig.toolbar_button_onmouseover(tooltip);\n", " }\n", " };\n", " }\n", "\n", " fig.buttons = {};\n", " var buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'mpl-button-group';\n", " for (var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " /* Instead of a spacer, we start a new button group. */\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", " buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'mpl-button-group';\n", " continue;\n", " }\n", "\n", " var button = (fig.buttons[name] = document.createElement('button'));\n", " button.classList = 'mpl-widget';\n", " button.setAttribute('role', 'button');\n", " button.setAttribute('aria-disabled', 'false');\n", " button.addEventListener('click', on_click_closure(method_name));\n", " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", "\n", " var icon_img = document.createElement('img');\n", " icon_img.src = '_images/' + image + '.png';\n", " icon_img.srcset = '_images/' + image + '_large.png 2x';\n", " icon_img.alt = tooltip;\n", " button.appendChild(icon_img);\n", "\n", " buttonGroup.appendChild(button);\n", " }\n", "\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", "\n", " var fmt_picker = document.createElement('select');\n", " fmt_picker.classList = 'mpl-widget';\n", " toolbar.appendChild(fmt_picker);\n", " this.format_dropdown = fmt_picker;\n", "\n", " for (var ind in mpl.extensions) {\n", " var fmt = mpl.extensions[ind];\n", " var option = document.createElement('option');\n", " option.selected = fmt === mpl.default_extension;\n", " option.innerHTML = fmt;\n", " fmt_picker.appendChild(option);\n", " }\n", "\n", " var status_bar = document.createElement('span');\n", " status_bar.classList = 'mpl-message';\n", " toolbar.appendChild(status_bar);\n", " this.message = status_bar;\n", "};\n", "\n", "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n", " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", " // which will in turn request a refresh of the image.\n", " this.send_message('resize', { width: x_pixels, height: y_pixels });\n", "};\n", "\n", "mpl.figure.prototype.send_message = function (type, properties) {\n", " properties['type'] = type;\n", " properties['figure_id'] = this.id;\n", " this.ws.send(JSON.stringify(properties));\n", "};\n", "\n", "mpl.figure.prototype.send_draw_message = function () {\n", " if (!this.waiting) {\n", " this.waiting = true;\n", " this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", " var format_dropdown = fig.format_dropdown;\n", " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", " fig.ondownload(fig, format);\n", "};\n", "\n", "mpl.figure.prototype.handle_resize = function (fig, msg) {\n", " var size = msg['size'];\n", " if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n", " fig._resize_canvas(size[0], size[1], msg['forward']);\n", " fig.send_message('refresh', {});\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n", " var x0 = msg['x0'] / fig.ratio;\n", " var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n", " var x1 = msg['x1'] / fig.ratio;\n", " var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n", " x0 = Math.floor(x0) + 0.5;\n", " y0 = Math.floor(y0) + 0.5;\n", " x1 = Math.floor(x1) + 0.5;\n", " y1 = Math.floor(y1) + 0.5;\n", " var min_x = Math.min(x0, x1);\n", " var min_y = Math.min(y0, y1);\n", " var width = Math.abs(x1 - x0);\n", " var height = Math.abs(y1 - y0);\n", "\n", " fig.rubberband_context.clearRect(\n", " 0,\n", " 0,\n", " fig.canvas.width / fig.ratio,\n", " fig.canvas.height / fig.ratio\n", " );\n", "\n", " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", "};\n", "\n", "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n", " // Updates the figure title.\n", " fig.header.textContent = msg['label'];\n", "};\n", "\n", "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n", " fig.rubberband_canvas.style.cursor = msg['cursor'];\n", "};\n", "\n", "mpl.figure.prototype.handle_message = function (fig, msg) {\n", " fig.message.textContent = msg['message'];\n", "};\n", "\n", "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n", " // Request the server to send over a new figure.\n", " fig.send_draw_message();\n", "};\n", "\n", "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n", " fig.image_mode = msg['mode'];\n", "};\n", "\n", "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n", " for (var key in msg) {\n", " if (!(key in fig.buttons)) {\n", " continue;\n", " }\n", " fig.buttons[key].disabled = !msg[key];\n", " fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n", " if (msg['mode'] === 'PAN') {\n", " fig.buttons['Pan'].classList.add('active');\n", " fig.buttons['Zoom'].classList.remove('active');\n", " } else if (msg['mode'] === 'ZOOM') {\n", " fig.buttons['Pan'].classList.remove('active');\n", " fig.buttons['Zoom'].classList.add('active');\n", " } else {\n", " fig.buttons['Pan'].classList.remove('active');\n", " fig.buttons['Zoom'].classList.remove('active');\n", " }\n", "};\n", "\n", "mpl.figure.prototype.updated_canvas_event = function () {\n", " // Called whenever the canvas gets updated.\n", " this.send_message('ack', {});\n", "};\n", "\n", "// A function to construct a web socket function for onmessage handling.\n", "// Called in the figure constructor.\n", "mpl.figure.prototype._make_on_message_function = function (fig) {\n", " return function socket_on_message(evt) {\n", " if (evt.data instanceof Blob) {\n", " var img = evt.data;\n", " if (img.type !== 'image/png') {\n", " /* FIXME: We get \"Resource interpreted as Image but\n", " * transferred with MIME type text/plain:\" errors on\n", " * Chrome. But how to set the MIME type? It doesn't seem\n", " * to be part of the websocket stream */\n", " img.type = 'image/png';\n", " }\n", "\n", " /* Free the memory for the previous frames */\n", " if (fig.imageObj.src) {\n", " (window.URL || window.webkitURL).revokeObjectURL(\n", " fig.imageObj.src\n", " );\n", " }\n", "\n", " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", " img\n", " );\n", " fig.updated_canvas_event();\n", " fig.waiting = false;\n", " return;\n", " } else if (\n", " typeof evt.data === 'string' &&\n", " evt.data.slice(0, 21) === 'data:image/png;base64'\n", " ) {\n", " fig.imageObj.src = evt.data;\n", " fig.updated_canvas_event();\n", " fig.waiting = false;\n", " return;\n", " }\n", "\n", " var msg = JSON.parse(evt.data);\n", " var msg_type = msg['type'];\n", "\n", " // Call the \"handle_{type}\" callback, which takes\n", " // the figure and JSON message as its only arguments.\n", " try {\n", " var callback = fig['handle_' + msg_type];\n", " } catch (e) {\n", " console.log(\n", " \"No handler for the '\" + msg_type + \"' message type: \",\n", " msg\n", " );\n", " return;\n", " }\n", "\n", " if (callback) {\n", " try {\n", " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", " callback(fig, msg);\n", " } catch (e) {\n", " console.log(\n", " \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n", " e,\n", " e.stack,\n", " msg\n", " );\n", " }\n", " }\n", " };\n", "};\n", "\n", "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n", "mpl.findpos = function (e) {\n", " //this section is from http://www.quirksmode.org/js/events_properties.html\n", " var targ;\n", " if (!e) {\n", " e = window.event;\n", " }\n", " if (e.target) {\n", " targ = e.target;\n", " } else if (e.srcElement) {\n", " targ = e.srcElement;\n", " }\n", " if (targ.nodeType === 3) {\n", " // defeat Safari bug\n", " targ = targ.parentNode;\n", " }\n", "\n", " // pageX,Y are the mouse positions relative to the document\n", " var boundingRect = targ.getBoundingClientRect();\n", " var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n", " var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n", "\n", " return { x: x, y: y };\n", "};\n", "\n", "/*\n", " * return a copy of an object with only non-object keys\n", " * we need this to avoid circular references\n", " * https://stackoverflow.com/a/24161582/3208463\n", " */\n", "function simpleKeys(original) {\n", " return Object.keys(original).reduce(function (obj, key) {\n", " if (typeof original[key] !== 'object') {\n", " obj[key] = original[key];\n", " }\n", " return obj;\n", " }, {});\n", "}\n", "\n", "mpl.figure.prototype.mouse_event = function (event, name) {\n", " var canvas_pos = mpl.findpos(event);\n", "\n", " if (name === 'button_press') {\n", " this.canvas.focus();\n", " this.canvas_div.focus();\n", " }\n", "\n", " var x = canvas_pos.x * this.ratio;\n", " var y = canvas_pos.y * this.ratio;\n", "\n", " this.send_message(name, {\n", " x: x,\n", " y: y,\n", " button: event.button,\n", " step: event.step,\n", " guiEvent: simpleKeys(event),\n", " });\n", "\n", " /* This prevents the web browser from automatically changing to\n", " * the text insertion cursor when the button is pressed. We want\n", " * to control all of the cursor setting manually through the\n", " * 'cursor' event from matplotlib */\n", " event.preventDefault();\n", " return false;\n", "};\n", "\n", "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n", " // Handle any extra behaviour associated with a key event\n", "};\n", "\n", "mpl.figure.prototype.key_event = function (event, name) {\n", " // Prevent repeat events\n", " if (name === 'key_press') {\n", " if (event.key === this._key) {\n", " return;\n", " } else {\n", " this._key = event.key;\n", " }\n", " }\n", " if (name === 'key_release') {\n", " this._key = null;\n", " }\n", "\n", " var value = '';\n", " if (event.ctrlKey && event.key !== 'Control') {\n", " value += 'ctrl+';\n", " }\n", " else if (event.altKey && event.key !== 'Alt') {\n", " value += 'alt+';\n", " }\n", " else if (event.shiftKey && event.key !== 'Shift') {\n", " value += 'shift+';\n", " }\n", "\n", " value += 'k' + event.key;\n", "\n", " this._key_event_extra(event, name);\n", "\n", " this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n", " return false;\n", "};\n", "\n", "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n", " if (name === 'download') {\n", " this.handle_save(this, null);\n", " } else {\n", " this.send_message('toolbar_button', { name: name });\n", " }\n", "};\n", "\n", "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n", " this.message.textContent = tooltip;\n", "};\n", "\n", "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n", "// prettier-ignore\n", "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n", "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", "\n", "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", "\n", "mpl.default_extension = \"png\";/* global mpl */\n", "\n", "var comm_websocket_adapter = function (comm) {\n", " // Create a \"websocket\"-like object which calls the given IPython comm\n", " // object with the appropriate methods. Currently this is a non binary\n", " // socket, so there is still some room for performance tuning.\n", " var ws = {};\n", "\n", " ws.binaryType = comm.kernel.ws.binaryType;\n", " ws.readyState = comm.kernel.ws.readyState;\n", " function updateReadyState(_event) {\n", " if (comm.kernel.ws) {\n", " ws.readyState = comm.kernel.ws.readyState;\n", " } else {\n", " ws.readyState = 3; // Closed state.\n", " }\n", " }\n", " comm.kernel.ws.addEventListener('open', updateReadyState);\n", " comm.kernel.ws.addEventListener('close', updateReadyState);\n", " comm.kernel.ws.addEventListener('error', updateReadyState);\n", "\n", " ws.close = function () {\n", " comm.close();\n", " };\n", " ws.send = function (m) {\n", " //console.log('sending', m);\n", " comm.send(m);\n", " };\n", " // Register the callback with on_msg.\n", " comm.on_msg(function (msg) {\n", " //console.log('receiving', msg['content']['data'], msg);\n", " var data = msg['content']['data'];\n", " if (data['blob'] !== undefined) {\n", " data = {\n", " data: new Blob(msg['buffers'], { type: data['blob'] }),\n", " };\n", " }\n", " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", " ws.onmessage(data);\n", " });\n", " return ws;\n", "};\n", "\n", "mpl.mpl_figure_comm = function (comm, msg) {\n", " // This is the function which gets called when the mpl process\n", " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", "\n", " var id = msg.content.data.id;\n", " // Get hold of the div created by the display call when the Comm\n", " // socket was opened in Python.\n", " var element = document.getElementById(id);\n", " var ws_proxy = comm_websocket_adapter(comm);\n", "\n", " function ondownload(figure, _format) {\n", " window.open(figure.canvas.toDataURL());\n", " }\n", "\n", " var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n", "\n", " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", " // web socket which is closed, not our websocket->open comm proxy.\n", " ws_proxy.onopen();\n", "\n", " fig.parent_element = element;\n", " fig.cell_info = mpl.find_output_cell(\"
\");\n", " if (!fig.cell_info) {\n", " console.error('Failed to find cell for figure', id, fig);\n", " return;\n", " }\n", " fig.cell_info[0].output_area.element.on(\n", " 'cleared',\n", " { fig: fig },\n", " fig._remove_fig_handler\n", " );\n", "};\n", "\n", "mpl.figure.prototype.handle_close = function (fig, msg) {\n", " var width = fig.canvas.width / fig.ratio;\n", " fig.cell_info[0].output_area.element.off(\n", " 'cleared',\n", " fig._remove_fig_handler\n", " );\n", " fig.resizeObserverInstance.unobserve(fig.canvas_div);\n", "\n", " // Update the output cell to use the data from the current canvas.\n", " fig.push_to_output();\n", " var dataURL = fig.canvas.toDataURL();\n", " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", " // the notebook keyboard shortcuts fail.\n", " IPython.keyboard_manager.enable();\n", " fig.parent_element.innerHTML =\n", " '';\n", " fig.close_ws(fig, msg);\n", "};\n", "\n", "mpl.figure.prototype.close_ws = function (fig, msg) {\n", " fig.send_message('closing', msg);\n", " // fig.ws.close()\n", "};\n", "\n", "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n", " // Turn the data on the canvas into data in the output cell.\n", " var width = this.canvas.width / this.ratio;\n", " var dataURL = this.canvas.toDataURL();\n", " this.cell_info[1]['text/html'] =\n", " '';\n", "};\n", "\n", "mpl.figure.prototype.updated_canvas_event = function () {\n", " // Tell IPython that the notebook contents must change.\n", " IPython.notebook.set_dirty(true);\n", " this.send_message('ack', {});\n", " var fig = this;\n", " // Wait a second, then push the new image to the DOM so\n", " // that it is saved nicely (might be nice to debounce this).\n", " setTimeout(function () {\n", " fig.push_to_output();\n", " }, 1000);\n", "};\n", "\n", "mpl.figure.prototype._init_toolbar = function () {\n", " var fig = this;\n", "\n", " var toolbar = document.createElement('div');\n", " toolbar.classList = 'btn-toolbar';\n", " this.root.appendChild(toolbar);\n", "\n", " function on_click_closure(name) {\n", " return function (_event) {\n", " return fig.toolbar_button_onclick(name);\n", " };\n", " }\n", "\n", " function on_mouseover_closure(tooltip) {\n", " return function (event) {\n", " if (!event.currentTarget.disabled) {\n", " return fig.toolbar_button_onmouseover(tooltip);\n", " }\n", " };\n", " }\n", "\n", " fig.buttons = {};\n", " var buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'btn-group';\n", " var button;\n", " for (var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " /* Instead of a spacer, we start a new button group. */\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", " buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'btn-group';\n", " continue;\n", " }\n", "\n", " button = fig.buttons[name] = document.createElement('button');\n", " button.classList = 'btn btn-default';\n", " button.href = '#';\n", " button.title = name;\n", " button.innerHTML = '';\n", " button.addEventListener('click', on_click_closure(method_name));\n", " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", " buttonGroup.appendChild(button);\n", " }\n", "\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = document.createElement('span');\n", " status_bar.classList = 'mpl-message pull-right';\n", " toolbar.appendChild(status_bar);\n", " this.message = status_bar;\n", "\n", " // Add the close button to the window.\n", " var buttongrp = document.createElement('div');\n", " buttongrp.classList = 'btn-group inline pull-right';\n", " button = document.createElement('button');\n", " button.classList = 'btn btn-mini btn-primary';\n", " button.href = '#';\n", " button.title = 'Stop Interaction';\n", " button.innerHTML = '';\n", " button.addEventListener('click', function (_evt) {\n", " fig.handle_close(fig, {});\n", " });\n", " button.addEventListener(\n", " 'mouseover',\n", " on_mouseover_closure('Stop Interaction')\n", " );\n", " buttongrp.appendChild(button);\n", " var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n", " titlebar.insertBefore(buttongrp, titlebar.firstChild);\n", "};\n", "\n", "mpl.figure.prototype._remove_fig_handler = function (event) {\n", " var fig = event.data.fig;\n", " if (event.target !== this) {\n", " // Ignore bubbled events from children.\n", " return;\n", " }\n", " fig.close_ws(fig, {});\n", "};\n", "\n", "mpl.figure.prototype._root_extra_style = function (el) {\n", " el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n", "};\n", "\n", "mpl.figure.prototype._canvas_extra_style = function (el) {\n", " // this is important to make the div 'focusable\n", " el.setAttribute('tabindex', 0);\n", " // reach out to IPython and tell the keyboard manager to turn it's self\n", " // off when our div gets focus\n", "\n", " // location in version 3\n", " if (IPython.notebook.keyboard_manager) {\n", " IPython.notebook.keyboard_manager.register_events(el);\n", " } else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "};\n", "\n", "mpl.figure.prototype._key_event_extra = function (event, _name) {\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which === 13) {\n", " this.canvas_div.blur();\n", " // select the cell after this one\n", " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n", " IPython.notebook.select(index + 1);\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_save = function (fig, _msg) {\n", " fig.ondownload(fig, null);\n", "};\n", "\n", "mpl.find_output_cell = function (html_output) {\n", " // Return the cell and output element which can be found *uniquely* in the notebook.\n", " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", " // IPython event is triggered only after the cells have been serialised, which for\n", " // our purposes (turning an active figure into a static one), is too late.\n", " var cells = IPython.notebook.get_cells();\n", " var ncells = cells.length;\n", " for (var i = 0; i < ncells; i++) {\n", " var cell = cells[i];\n", " if (cell.cell_type === 'code') {\n", " for (var j = 0; j < cell.output_area.outputs.length; j++) {\n", " var data = cell.output_area.outputs[j];\n", " if (data.data) {\n", " // IPython >= 3 moved mimebundle to data attribute of output\n", " data = data.data;\n", " }\n", " if (data['text/html'] === html_output) {\n", " return [cell, data, j];\n", " }\n", " }\n", " }\n", " }\n", "};\n", "\n", "// Register the function which deals with the matplotlib target/channel.\n", "// The kernel may be null if the page has been refreshed.\n", "if (IPython.notebook.kernel !== null) {\n", " IPython.notebook.kernel.comm_manager.register_target(\n", " 'matplotlib',\n", " mpl.mpl_figure_comm\n", " );\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grid = np.linspace(-1,1,100)\n", "gridx = grid[:,np.newaxis]\n", "gridy = grid[np.newaxis,:]\n", "sq = - gridx**2 - gridy**2\n", "volcano = np.exp(sq) - 0.7 * np.exp(sq*4)\n", "fig = plt.figure()\n", "ax = fig.add_subplot(projection='3d')\n", "ax.plot_surface(gridx, gridy, volcano, cmap=matplotlib.cm.coolwarm)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "248cf6f7", "metadata": {}, "source": [ "Q1. Now that we have a function, build a filtered [cubical complex](https://gudhi.inria.fr/python/latest/cubical_complex_ref.html) from it and compute the persistence diagram of its **sub**levelsets. You should obtain the plots below." ] }, { "attachments": { "index1.png": { "image/png": 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CcNyVnHeO/pr6v5stWP+2z/j7uIM2PY51+o3z9J//nH4bbvxs3vXG8ataTYe2Rb8E6K9zWcDtPy8dY4m6TD+VO/7u008/nQT36RquM+7UxRMBOOZMvKMgrvno6GjycLP+FUEvfOMaw3h2nNM1mQ150Tb6j+uLvuN6+z7CYvp7h1PmZj+2dW2jFjG26fkZv6zqa7Ls3Q8xhv784fXZZ5+d6idCdP9LjfCNc/THTM+BTdY6dW44ngABAtsoIABvY9WMmQCBcyHQh6NFF9NviBc9EGoIQmzW485nvCKs9mFk+q5VhNX+bu68PhfdCYtAEiE57vpFSIgwMx0UZr9iKfru3/I77zxv376d/HiVfmf7i+uO8BTjiUA2G9rmnX+IVbTr35I6r4/+bvey61z0ltj+/FGPPkRGcJp9+/i8az2rxkPmyqJjIpxNf61WjDO+wiheMdZ4RXg9KwxG4ItwG/Olv76+Nv1XIUUYjqeJ98Fz1bm5yGhd2xj7hx9++F4oPsu3r22swX6NfPzxx5O3tMc6+dWvfjVZn/F38f8X/bJm6Bw9azz+ngABAmMWEIDHXH3XToAAAQIECBAgQIAAgREJCMAjKrZLJUCAAAECBAgQIECAwJgFBOAxV9+1EyBAgAABAgQIECBAYEQCAvCIiu1SCRAgQIAAAQIECBAgMGYBAXjM1XftBAgQIECAAAECBAgQGJGAADyiYrtUAgQIECBAgAABAgQIjFlAAB5z9V07AQIECBAgQIAAAQIERiQgAI+o2C6VAAECBAgQIECAAAECYxYQgMdcfddOgAABAgQIECBAgACBEQkIwCMqtkslQIAAAQIECBAgQIDAmAUE4DFX37UTIECAAAECBAgQIEBgRAIC8Dku9o9//OPu3/7t37qf/vSn5/gqXRoBAgQIECBAgACB7RD48ssvuw8++KD73e9+tx0DPoejFIDPYVH7S/rBD37QffPNN92VK1fO8VW6NAIECBAgQIAAAQLbIfDixYvuu9/9bvf1119vx4DP4SgF4HNY1P6S/vVf/3XyP58/f36Or9KlESBAgAABAgQIENgOAfvz+nUSgOvXoNgILLBitDomQIAAAQIECBAgkCxgf55Mlr2BAJydtJ0OLbB2amEkBAgQIECAAAECBOzP688BAbh+DYqNwAIrRqtjAgQIECBAgAABAskC9ufJZNkbCMDZSdvpcMwL7PXt/9JOIYyEAAECBAgQIECAwF8F/u//9//pvv2jH3lGT8XZIABXxC99agG4tLD+CRAgQIAAAQIECAwXEICHW5U6UgAuJdtAvwJwA0UwBAIECBAgQIAAAQJ/FxCA608FAbh+DYqNQAAuRqtjAgQIECBAgAABAskCAnAyWfYGAnB20nY6FIDbqYWRECBAgAABAgQIEBCA688BAbh+DYqNQAAuRqtjAgQIECBAgAABAskCAnAyWfYGAnB20nY6HHMAbqcKRkKAAAECBAgQIEDgbwL25/VnggBcvwbFRmCBFaPVMQECBAgQIECAAIFkAfvzZLLsDQTg7KTtdDjmBeZ7gNuZh0ZCgMD5Ebhw97+fn4txJQQIEKggMOb9eQXuuacUgFupRIFxjHmBCcAFJpQuCRAYvYAAPPopAIAAgTUFxrw/X5MuW3MBOBvlPzp6+fJl9/jx4+6Xv/xlt7u7W+AMw7oc8wITgIfNEUcRIEAgRUAATtFyLAECBN4XGPP+vJX5IAAXqMTDhw+7g4ODhT1HKH79+vW7vz88PJz87729ve7Fixdd/Pny5ctrj2zMC0wAXnv66IAAAQLvCQjAJgUBAgTWExjz/nw9uXytBeB8lqcC7bNnz+aG2LgzfOfOne7GjRuT469evdodHR29+/ObN28mP3v06NHaIXjMC0wALjCxdUmAwOgFBODRTwEABAisKTDm/fmadNmaC8DZKP/RUdzBjZA7+4q3RsfP7927N/mr+/fvT/4cd32nX9E+AnSE4HVeY15gAvA6M0dbAgQIzBcQgM0MAgQIrCcw5v35enL5WgvA+Szf9RRvge7v8E53H2+LfvDgwbsfXb9+ffIZ4emfxV/2b6GOt0mv8xliC6xAcXVJgAABAgQIECBAYEUB+/MV4TI2E4AzYi7rKu7qfvzxx93+/v67w3Z2drqbN2++uyPc/0Xc/Y23QUcwnhekhw55zAvMHeChs8RxBAgQGC7gDvBwK0cSIEBgnsCY9+etzAgBeAOViLc+37p169RbmuOzvhcuXFgagOOt0hGQV32NeYEJwKvOGu0IECCwWEAANjsIECCwnsCY9+fryeVrLQDns1zYU7z1OQLwtWvX3h0TofjKlSvd7du33/u8cH8HOD4fHH9/1qtfSLPHxWeL4xzPnz8/q4tz9/cC8LkrqQsiQKABAQG4gSIYAgECWy0gANcvnwBcuAYRdOPtzNNfexSnHBKA54XjecMVgN9XEYALT2zdEyAwSgEBeJRld9EECGQUEIAzYq7YlQC8ItzQZvHZ3/jqo5OTk1NN+rdAzwu5cXw8IGvoHeBFYxnzAhOAh85QxxEgQGC4gAA83MqRBAgQWHbjaozv0GxlRgjAhSsRb0G+fPny3K80WvQQrP4p0B6CtXpxBODV7bQkQIDAIgEB2NwgQIDAegJjvkG1nly+1gJwPsv3eurv8saTnGe/6igOjru88Zr9vt/4fuD4zLCvQSpYHF0TIECAAAECBAgQ2LCAALxh8DmnE4AL1qB/K/O8rzqK00bQjbdIz34+OMLv8fHxe2+bTh2qBZYq5ngCBAgQIECAAAEC5QTsz8vZDu1ZAB4qtcJx/VuZlz3MKt4iHZ/17b/vN+4aX7p0qXvy5Mmp7wxe4fTdmBeYt0CvMmO0IUCAwHIBb4E2QwgQILCewJj35+vJ5WstAOezfK+n/gnQn3322buAO3tQBN64C7y7u9vt7e11T58+7Y6OjtYOv3GeMS8wAbjgxNY1AQKjFRCAR1t6F06AQCaBMe/PMxGu3Y0AvDZhux2MeYEJwO3OSyMjQGB7BQTg7a2dkRMg0IbAmPfnbVSg6wTgVipRYBxjXmACcIEJpUsCBEYvIACPfgoAIEBgTYEx78/XpMvWXADORtleR2NeYAJwe/PRiAgQ2H4BAXj7a+gKCBCoKzDm/Xld+X+cXQBupRIFxjHmBSYAF5hQuiRAYPQCAvDopwAAAgTWFBjz/nxNumzNBeBslO11ZIG1VxMjIkCAAAECBAgQGK+A/Xn92gvA9WtQbAQWWDFaHRMgsAUC3gmyBUUyRAIERi0wxneV2J/Xn/ICcP0aFBuBBVaMVscECGyBgAC8BUUyRAIERi0gAI+6/NUuXgCuRl/+xAJweWNnIECgXQEBuN3aGBkBAgRCQAA2D2oICMA11Dd0TgF4Q9BOQ4BAkwICcJNlMSgCBAi8ExCATYYaAgJwDfUNnVMA3hC00xAg0KSAANxkWQyKAAECAvBfBZ4/f24mVBIQgCvBb+K0AvAmlJ2DAIFWBQTgVitjXAQIEPibgDvAZkINAQG4hvqGzikAbwjaaQgQIECAAAECBAgMELA/H4BU+BABuDBwze4tsJr6zk2AAAECBAgQIEDgtID9ef0ZIQDXr0GxEVhgxWh1TIAAgVEK/Pf/4TNroyy8iyZQSOC//Od/LdRzu93an9evjQBcvwbFRmCBFaPVMQECBEYpIACPsuwumkAxAQG4GK2OlwgIwOd4egjA57i4Lo0AAQIVBATgCuhOSeAcCwjA57i4DV+aANxwcdYdmgC8rqD2BAgQIDAtIACbDwQI5BQQgHNq6muogAA8VGoLjxOAt7BohkyAAIGGBQTghotjaAS2UEAA3sKinYMhC8DnoIiLLkEAPsfFdWkECBCoICAAV0B3SgLnWEAAPsfFbfjSBOCGi7Pu0ATgdQW1J0CAAAECBAgQIJBPwP48n+WqPQnAq8ptQTsLbAuKZIgECBAgQIAAAQKjEbA/r19qAbh+DYqNwAIrRqtjAgQIECBAgAABAskC9ufJZNkbCMDZSdvp0AJrpxZGQoAAAQIECBAgQMD+vP4cEIDr16DYCCywYrQ6JkCAAAECBAgQIJAsYH+eTJa9gQCcnbSdDi2wdmphJAQIECBAgAABAgTsz+vPAQG4fg2KjcACK0arYwIECBAgQIAAAQLJAvbnyWTZGwjA2Unb6dACa6cWRkKAAAECBAgQIEDA/rz+HBCA69eg2AgssGK0OiZAgAABAgQIECCQLGB/nkyWvYEAnJ20nQ4tsHZqYSQECBAgQIAAAQIE7M/rzwEBuH4Nio3AAitGq2MCBAgQIECAAAECyQL258lk2RsIwNlJ2+nQAmunFkZCgAABAgQIECBAwP68/hwQgOvXoNgILLBitDomQIAAAQIECBAgkCxgf55Mlr2BAJydtJ0OLbB2amEkBAgQIECAAAECBOzP688BAbh+DYqNwAIrRqtjAgQIECBAgAABAskC9ufJZNkbCMDZSdvp0AJrpxZGQoAAAQIECBAgQMD+vP4cEIDr16DYCCywYrQ6JkCAAAECBAgQIJAsYH+eTJa9gQCcnbSdDi2wdmphJAQIECBAgAABAgTsz+vPAQG4fg2KjcACK0arYwIECBAgQIAAAQLJAvbnyWTZGwjA2Unb6dACa6cWRkKAAAECBAgQIEDA/rz+HBCA69eg2AgssGK0OiZAgAABAgQIECCQLGB/nkyWvYEAnJ20nQ4tsHZqYSQECBAgQIAAAQIE7M/rzwEBuH4Nio3AAitGq2MCBAgQIECAAAECyQL258lk2RsIwNlJ2+nQAmunFkZCgAABAgQIECBAwP68/hwQgOvXoNgILLBitDomQIAAAQIECBAgkCxgf55Mlr2BAJydtJ0OLbB2amEkBAgQIECAAAECBOzP688BAbh+DYqNwAIrRqtjAgQIECBAgAABAskC9ufJZNkbCMDZSdvp0AJrpxZGQoAAAQIECBAgQMD+vP4cEIDr16DYCCywYrQ6JkCAAAECBAgQIJAsYH+eTJa9gQCcnbSdDi2wdmphJAQIECBAgAABAgTsz+vPAQG4fg2KjcACK0arYwIECBAgQIAAAQLJAvbnyWTZGwjA2Unb6dACa6cWRkKAAAECBAgQIEDA/rz+HBCA69eg2AgssGK0OiZAgAABAgQIECCQLGB/nkyWvYEAnJ20nQ4tsHZqYSQECBAgQIAAAQIE7M/rzwEBuH4Nio3AAitGq2MCBAgQIECAAAECyQL258lk2RsIwNlJ2+nQAmunFkZCgAABAgQIECBAwP68/hwQgOvXoNgILLBitDomQIAAAQIECBAgkCxgf55Mlr2BAJydtJ0OLbB2amEkBAgQIECAAAECBOzP688BAbh+DYqNwAIrRqtjAgQIECBAgAABAskC9ufJZNkbCMDZSdvp0AJrpxZGQoAAAQIECBAgQMD+vP4cEIDr16DYCCywYrQ6JkCAAAECBAgQIJAsYH+eTJa9gQCcnbSdDi2wdmphJAQIECBAgAABAgTsz+vPAQG4fg2KjcACK0arYwIECBAgQIAAAQLJAvbnyWTZGwjA2Unf7/Dw8PDUDz/++ONuf3//1M/6Y/b29roXL1508efLly+vNToLbC0+jQkQIECAAAECBAhkFbA/z8q5UmcC8Epswxq9fPmyOzg46O7cudNdu3Zt0ij+/OzZs0nI7V9Xr17tjo6Ouhs3bkx+9ObNmy5+9ujRo7VCsAU2rE6OIkCAAAECBAgQILAJAfvzTSgvP4cAXLAGEWLjbu/t27ffneX69euT/x3hNl7379+fBOTpQBw/jzvAEZT741YZpgW2ipo2BAgQIECAAAECBMoI2J+XcU3pVQBO0Uo49uHDh5O7va9fv+52d3cXtoxAHH//4MGDU8cMbb9sSBZYQsEcSoAAAQIECBAgQKCwgP15YeAB3QvAA5BWOSSC7fHx8SQAL3vt7Ox0N2/e7O7du3fqsLj7G3eQIxj3b41OHYcFlirmeAIECBAgQIAAAQLlBJXfXNcAACAASURBVOzPy9kO7VkAHiqVeNyFCxcmn9/97LPPus8//7zrH24Vd4X7zwPHZ33juGUBOIJx/P0qLwtsFTVtCBAgQIAAAQIECJQRsD8v45rSqwCcopVwbNzZjSc937p161SAjcAboTju6sZDsq5cuTL5jHB8Dnj61d8Bjp9Pf4Z43hD6hTT7d/G54uj/+fPnCSN3KAECBAgQIECAAAECJQQE4BKqaX0KwGleg47u7+zGwW/fvj3VJgLxr371q+6LL77oXr16dWYAnheOZwchAA8qi4MIECBAgAABAgQIVBUQgKvyT04uABeoQR+A4y3Qs093jqc+RwiOpzt/+OGHk7dAzwu5jx8/7uJzxEPuAC+6BAusQHF1SYAAAQIECBAgQGBFAfvzFeEyNhOAM2JOd9W/Bfrk5OTUGfoA3H+2d9FDsPqnQHsIVqEC6ZYAAQIECBAgQIDAhgUE4A2DzzmdAFyoBnH3Nj7ju+wOcDwMa/Z7gfvh9EH5rK9RWjZ8C6xQcXVLgAABAgQIECBAYAUB+/MV0DI3EYAzg/bd9XdwF30GuP96pAi6h4eH731dUrxNOr5GafYOcspwLbAULccSIECAAAECBAgQKCtgf17Wd0jvAvAQpRWPibu78STo/gnP8dngS5cuvXsKdN9tPKk5jum/77c/7smTJ5P2q74ssFXltCNAgAABAgQIECCQX8D+PL9pao8CcKpY4vFxdzcCbbziqc9HR0fvhdr4+zhud3d38n3BT58+nXtc4qk7CyxVzPEECBAgQIAAAQIEygnYn5ezHdqzADxUaguPs8C2sGiGTIAAAQIECBAgcG4F7M/rl1YArl+DYiOwwIrR6pgAAQIECBAgQIBAsoD9eTJZ9gYCcHbSdjq0wNqphZEQIECAAAECBAgQsD+vPwcE4Po1KDYCC6wYrY4JECBAgAABAgQIJAvYnyeTZW8gAGcnbadDC6ydWhgJAQIECBAgQIAAAfvz+nNAAK5fg2IjsMCK0eqYAAECBAgQIECAQLKA/XkyWfYGAnB20nY6tMDaqYWRECBAgAABAgQIELA/rz8HBOD6NSg2AgusGK2OCRAgQIAAAQIECCQL2J8nk2VvIABnJ22nQwusnVoYCQECBAgQIECAAAH78/pzQACuX4NiI7DAitHqmAABAgQIECBAgECygP15Mln2BgJwdtJ2OrTA2qmFkRAgQIAAAQIECBCwP68/BwTg+jUoNgILrBitjgkQIECAAAECBAgkC9ifJ5NlbyAAZydtp0MLrJ1aGAkBAgQIECBAgAAB+/P6c0AArl+DYiOwwIrR6pgAAQIECBAgQIBAsoD9eTJZ9gYCcHbSdjq0wNqphZEQIECAAAECBAgQsD+vPwcE4Po1KDYCC6wYrY4JECBAgAABAgQIJAvYnyeTZW8gAGcnbadDC6ydWhgJAQIECBAgQIAAAfvz+nNAAK5fg2IjsMCK0eqYAAECBAgQIECAQLKA/XkyWfYGAnB20nY6tMDaqYWRECBAgAABAgQIELA/rz8HBOD6NSg2AgusGK2OCRAgQIAAAQIECCQL2J8nk2VvIABnJ22nQwusnVoYCQECBAgQIECAAAH78/pzQACuX4NiI7DAitHqmAABAgQIECBAgECygP15Mln2BgJwdtJ2OrTA2qmFkRAgQIAAAQIECBCwP68/BwTg+jUoNgILrBitjgkQIECAAAECBAgkC9ifJ5NlbyAAZydtp0MLrJ1aGAkBAgQIECBAgAAB+/P6c0AArl+DYiOwwIrR6pgAAQIECBAgQIBAsoD9eTJZ9gYCcHbSdjq0wNqphZEQIECAAAECBAgQsD+vPwcE4Po1KDYCC6wYrY4JECBAgAABAgQIJAvYnyeTZW8gAGcnbadDC6ydWhgJAQIECBAgQIAAAfvz+nNAAK5fg2IjsMCK0eqYAAECBAgQIECAQLKA/XkyWfYGAnB20nY6tMDaqYWRECBAgAABAgQIELA/rz8HBOD6NSg2AgusGK2OCRAgQIAAAQIECCQL2J8nk2VvIABnJ22nQwusnVoYCQECBAgQIECAAAH78/pzQACuX4NiI7DAitHqmAABAgQIECBAgECygP15Mln2BgJwdtJ2OrTA2qmFkRAgQIAAAQIECBCwP68/BwTg+jUoNgILrBitjgkQIECAAAECBAgkC9ifJ5NlbyAAZydtp0MLrJ1aGAkBAgQIECBAgAAB+/P6c0AArl+DYiOwwIrR6pgAAQIECBAgQIBAsoD9eTJZ9gYCcHbSdjq0wNqphZEQIECAAAECBAgQsD+vPwcE4Po1KDYCC6wYrY4JECBAgAABAgQIJAvYnyeTZW8gAGcnbadDC6ydWhgJAQIECBAgQIAAAfvz+nNAAK5fg2IjsMCK0eqYAAECBAgQIECAQLKA/XkyWfYGAnB20nY6tMDaqYWRECBAgAABAgQIELA/rz8HBOD6NSg2AgusGK2OCRAgQIAAAQIECCQL2J8nk2VvIABnJ22nQwusnVoYCQECBAgQIECAAAH78/pzQACuX4NiI7DAitHqmAABAgQIECBAgECygP15Mln2BgJwdtJ2OrTA2qmFkRAgQIAAAQIECBCwP68/BwTg+jUoNgILrBitjgkQIECAAAECBAgkC9ifJ5NlbyAAZydtp0MLrJ1aGAkBAgQIECBAgAAB+/P6c0AArl+DYiOwwIrR6pgAAQIECBAgQIBAsoD9eTJZ9gYCcHbSdjq0wNqphZEQIECAAAECBAgQsD+vPwcE4Po1KDYCC6wYrY4JECBAgAABAgQIJAvYnyeTZW8gAGcnbadDC6ydWhgJAQIECBAgQIAAAfvz+nNAAK5fg2IjsMCK0eqYAAECBAgQIECAQLKA/XkyWfYGAnB20nY6tMDaqYWRECBAgAABAgQIELA/rz8HBOD6NSg2AgusGK2OCRAgQIAAAQIECCQL2J8nk2VvIABnJ22nQwusnVoYCQECBAgQIECAAAH78/pzQACuX4NiI7DAitHqmAABAgQIECBAgECygP15Mln2BgJwdtJ2OrTA2qmFkRAgQIAAAQIECBCwP68/BwTg+jUoNgILrBitjgkQIECAAAECBAgkC9ifJ5NlbyAAZydtp0MLrJ1aGAkBAgQIECBAgAAB+/P6c0AALlSDZ8+edfv7+6d6f/PmTffq1avu8uXLhc56ulsLbCPMTkKAAAECBAgQIEBgkID9+SCmogcJwIV4L1y40EXg7UNw/O94nZycdLu7u6fOenh4OPnz3t5e9+LFiy7+nCMkW2CFiqtbAgQIECBAgAABAisI2J+vgJa5iQCcGbTv7sqVK5O7vRF8I8zeuHGjOzo6ei/8Xr16dfLz+Pt4xfHxs0ePHq0dgi2wQsXVLQECBAgQIECAAIEVBOzPV0DL3EQAzgzad3dwcNA9ePBgae/379/v7ty5M7nrO/2KO8DxFuoIweu8LLB19LQlQIAAAQIECBAgkFfA/jyv5yq9CcCrqA1oMyQAX79+fXJHeDYoP3z4sIv2r1+/fu+O8YBTvzvEAkvRciwBAgQIECBAgACBsgL252V9h/QuAA9RWuGYIQF4Z2enu3nzZnfv3r1TZ4i7v/E26AjG/VujVxhCZ4GtoqYNAQIECBAgQIAAgTIC9udlXFN6FYBTtBKOjQAcd3jjM71fffVV9/Lly8lnfacfihUPyloWgCMYx9+v+rLAVpXTjgABAgQIECBAgEB+Afvz/KapPQrAqWIDj4/wG3dw+yc+RwCOB2PF53qvXbs2CcTx59u3b08+Bzz96u8Ax8/j78969Qtp9rj4bHGc4/nz52d14e8JECBAgAABAgQIECgsIAAXBh7QvQA8ACnXIRGKI/hGMB0SgOeF43ljEYBzVUg/BAgQIECAAAECBMoJCMDlbIf2LAAPlcpw3K1bt7p48nME4IsXL3bxFuh5Iffx48eTt08PvQO8aGgWWIai6YIAAQIECBAgQIBAJgH780yQa3QjAK+Bt6hphNf4DuCTk5NTh/QBOH4enwVe9BCs/inQHoJVoDi6JECAAAECBAgQIFBJQACuBD91WgG4QA3izm7c4Z39ft94MFaE27dv307OGkE5XrPf9xt3iSMs+xqkAsXRJQECBAgQIECAAIFKAgJwJXgBuCz84eHhew+2ijNGMP7www/fBd4IunFsBN3pV4Tf4+Pj9+4gp47aAksVczwBAgQIECBAgACBcgL25+Vsh/bsDvBQqYTj4gFX8fnd6e/3vXv3bvfpp592X3zxxbsnQ0eX8ZTmOLb/vt/42qRLly51T548efeVSQmnPnWoBbaqnHYECBAgQIAAAQIE8gvYn+c3Te1RAE4VG3h8H4Lj8Pg8cLwlOoJu/7VIfTcReOMucPx8b2+ve/r06anvCx54urmHWWDr6GlLgAABAgQIECBAIK+A/Xlez1V6E4BXUduSNhbYlhTKMAkQIECAAAECBEYhYH9ev8wCcP0aFBuBBVaMVscECBAgQIAAAQIEkgXsz5PJsjcQgLOTttOhBdZOLYyEAAECBAgQIECAgP15/TkgANevQbERWGDFaHVMgAABAgQIECBAIFnA/jyZLHsDATg7aTsdWmDt1MJICBAgQIAAAQIECNif158DAnD9GhQbgQVWjFbHBAgQIECAAAECBJIF7M+TybI3EICzk7bToQXWTi2MhAABAgQIECBAgID9ef05IADXr0GxEVhgxWh1TIAAAQIECBAgQCBZwP48mSx7AwE4O2k7HVpg7dTCSAgQIECAAAECBAjYn9efAwJw/RoUG4EFVoxWxwQIECBAgAABAgSSBezPk8myNxCAs5O206EF1k4tjIQAAQIECBAgQICA/Xn9OSAA169BsRFYYMVodUyAAAECBAgQIEAgWcD+PJksewMBODtpOx1aYO3UwkgIECBAgAABAgQI2J/XnwMCcP0aFBuBBVaMVscECBAgQIAAAQIEkgXsz5PJsjcQgLOTttOhBdZOLYyEAAECBAgQIECAgP15/TkgANevQbERWGDFaHVMgAABAgQIECBAIFnA/jyZLHsDATg7aTsdWmDt1MJICBAgQIAAAQIECNif158DAnD9GhQbgQVWjFbHBAgQIECAAAECBJIF7M+TybI3EICzk7bToQXWTi2MhAABAgQIECBAgID9ef05IADXr0GxEVhgxWh1TIAAAQIECBAgQCBZwP48mSx7AwE4O2k7HVpg7dTCSAgQIECAAAECBAjYn9efAwJw/RoUG4EFVoxWxwQIECBAgAABAgSSBezPk8myNxCAs5O206EF1k4tjIQAAQIECBAgQICA/Xn9OSAA169BsRFYYMVodUyAAAECBAgQIEAgWcD+PJksewMBODtpOx1aYO3UwkgIECBAgAABAgQI2J/XnwMCcP0aFBuBBVaMVscECBAgQIAAAQIEkgXsz5PJsjcQgLOTttOhBdZOLYyEAAECBAgQIECAgP15/TkgANevQbERWGDFaHVMgAABAgQIECBAIFnA/jyZLHsDATg7aTsdWmDt1MJICBAgQIAAAQIECNif158DAnD9GhQbgQVWjFbHBAgQIECAAAECBJIF7M+TybI3EICzk7bToQXWTi2MhAABAgQIECBAgID9ef05IADXr0GxEVhgxWh1TIAAAQIECBAgQCBZwP48mSx7AwE4O2k7HVpg7dTCSAgQIECAAAECBAjYn9efAwJw/RoUG4EFVoxWxwQIECBAgAABAgSSBezPk8myNxCAs5O206EF1k4tjIQAAQIECBAgQICA/Xn9OSAA169BsRFYYMVodUyAAAECBAgQIEAgWcD+PJksewMBODtpOx1aYO3UwkgIECBAgAABAgQI2J/XnwMCcP0aFBuBBVaMVscECBAgQIAAAQIEkgXsz5PJsjcQgLOTttOhBdZOLYyEAAECBAgQIECAgP15/TkgANevQbERWGDFaHVMgAABAgQIECBAIFnA/jyZLHsDATg7aTsdWmDt1MJICBAgQIAAAQIECNif158DAnD9GhQbgQVWjFbHBAgQIECAAAECBJIF7M+TybI3EICzk7bToQXWTi2MhAABAgQIECBAgID9ef05IADXr0GxEVhgxWh1TIAAAQIECBAgQCBZwP48mSx7AwE4O2k7HVpg7dTCSAgQIECAAAECBAjYn9efAwJw/RoUG4EFVoxWxwQIECBAgAABAgSSBezPk8myNxCAs5O206EF1k4tjIQAAQIECBAgQICA/Xn9OSAA169BsRFYYMVodUyAAAECBAgQIEAgWcD+PJksewMBODtpOx1aYO3UwkgIECBAgAABAgQI2J/XnwMCcP0aFBuBBVaMVscECBAgQIAAAQIEkgXsz5PJsjcQgLOTttOhBdZOLYyEAAECBAgQIECAgP15/TkgANevQbERWGDFaHVMgAABAgQIECBAIFnA/jyZLHsDATg7aTsdWmDt1MJICBAgQIAAAQIECNif158DAnD9GhQbgQVWjFbHBAgQIECAAAECBJIF7M+TybI3EICzk7bToQXWTi2MhAABAgQIECBAgID9ef05IADXr0GxEVhgxWh1TIAAAQIECBAgQCBZwP48mSx7AwE4O2k7HVpg7dTCSAgQIECAAAECBAjYn9efAwJw/RoUG4EFVoxWxwQIECBAgAABAgSSBezPk8myNxCAs5O206EF1k4tjIQAAQIECBAgQICA/Xn9OSAA169BsRFYYMVodUyAAAECBAgQIEAgWcD+PJksewMBODtpOx1aYO3UwkgIECBAgAABAgQI2J/XnwMCcP0aFBuBBVaMVscECBAgQIAAAQIEkgXsz5PJsjcQgLOTLu7w2bNn3b179yb/N/s6PDyc/Ghvb6978eJFF3++fPnyWqOzwNbi05gAAQIECBAgQIBAVgH786ycK3UmAK/EtlqjK1eudPv7+92DBw9OdXD16tXu6Oiou3HjxuTnb9686eJnjx49WisEW2Cr1UkrAgQIECBAgAABAiUE7M9LqKb1KQCnea189N27dyd3fmcD8P3797s7d+5M7vpOv+IOcNwxjhC86ssCW1VOOwIECBAgQIAAAQL5BezP85um9igAp4qtcHwE2ePj40kAjrc1T98Bvn79ere7u/veXeGHDx92BwcH3evXryd/v8rLAltFTRsCBAgQIECAAAECZQTsz8u4pvQqAKdorXhs3M2Nu7zxtubZALyzs9PdvHnzvc8FR2iO4yMs92+NTj29BZYq5ngCBAgQIECAAAEC5QTsz8vZDu1ZAB4qteJx8dbnCLARfGcDcHzW98KFC0sDcNw1joC8yssCW0VNGwIECBAgQIAAAQJlBOzPy7im9CoAp2glHvvy5cvu8ePH7wLsbACOv48HY92+fXtyh3j61d8Bjp/H3y979Qtp9pj4XHH0//z588SRO5wAAQIECBAgQIAAgdwCAnBu0fT+BOB0s8Et+rc+9w1WCcDzwvHsAATgwSVxIAECBAgQIECAAIFqAgJwNfp3JxaAC9Ugnu587dq1U19jtOgt0PNCbtw5jgdkDbkDvOgSLLBCxdUtAQIECBAgQIAAgRUE7M9XQMvcRADODBrdxVub4ynOs29dTnkIVv8UaA/BKlAgXRIgQIAAAQIECBCoICAAV0CfOaUAXKAGcfc2Hl41+4pQG19p1N8Zjru7cZc3XrPf9xt3kG/duuVrkArUR5cECBAgQIAAAQIEaggIwDXUT59TAN5gDeKJzxF+p78HOIJufFY4vu93+hXhN747+OTkZOURWmAr02lIgAABAgQIECBAILuA/Xl20uQOBeBkstUbxHf+RgCevdsbT2qOu8H99/3G1yNdunSpe/LkSbe/v7/yCS2wlek0JECAAAECBAgQIJBdwP48O2lyhwJwMll6g7ib238lUrSOoPvRRx+9+4xwBN64Cxxvj97b2+uePn3aHR0drRV+4zwWWHqttCBAgAABAgQIECBQSsD+vJTs8H4F4OFWW3ekBbZ1JTNgAgQIECBAgACBcyxgf16/uAJw/RoUG4EFVoxWxwQIECBAgAABAgSSBezPk8myNxCAs5O206EF1k4tjIQAAQIECBAgQICA/Xn9OSAA169BsRFYYMVodUyAAAECBAgQIEAgWcD+PJksewMBODtpOx1aYO3UwkgIECBAgAABAgQI2J/XnwMCcP0aFBuBBVaMVscECBAgQIAAAQIEkgXsz5PJsjcQgLOTttOhBdZOLYyEAAECBAgQIECAgP15/TkgANevQbERWGDFaHVMgAABAgQIECBAIFnA/jyZLHsDATg7aTsdWmDt1MJICBAgQIAAAQIECNif158DAnD9GhQbgQVWjFbHBAgQIECAAAECBJIF7M+TybI3EICzk7bToQXWTi2MhAABAgQIECBAgID9ef05IADXr0GxEVhgxWh1TIAAAQIECBAgQCBZwP48mSx7AwE4O2k7HVpg7dTCSAgQIECAAAECBAjYn9efAwJw/RoUG4EFVoxWxwQIECBAgAABAgSSBezPk8myNxCAs5O206EF1k4tjIQAAQIECBAgQICA/Xn9OSAA169BsRFYYMVodUyAAAECBAgQIEAgWcD+PJksewMBODtpOx1aYO3UwkgIECBAgAABAgQI2J/XnwMCcP0aFBuBBVaMVscECBAgQIAAAQIEkgXsz5PJsjcQgLOTttOhBdZOLYyEAAECBAgQIECAgP15/TkgANevQbERWGDFaHVMgAABAgQIECBAIFnA/jyZLHsDATg7aTsdWmDt1MJICBAgQIAAAQIECNif158DAnD9GhQbgQVWjFbHBAgQIECAAAECBJIF7M+TybI3EICzk7bToQXWTi2MhAABAgQIECBAgID9ef05IADXr0GxEVhgxWh1TIAAAQIECBAgQCBZwP48mSx7AwE4O2k7HVpg7dTCSAgQIECAAAECBAjYn9efAwJw/RoUG4EFVoxWxwQIECBAgAABAgSSBezPk8myNxCAs5O206EF1k4tjIQAAQIECBAgQICA/Xn9OSAA169BsRFYYMVodUyAAAECBAgQIEAgWcD+PJksewMBODtpOx1aYO3UwkgIECBAgAABAgQI2J/XnwMCcP0aFBuBBVaMVscECBAgQIAAAQIEkgXsz5PJsjcQgLOTttOhBdZOLYyEAAECBAgQIECAgP15/TkgANevQbERWGDFaHVMgAABAgQIECBAIFnA/jyZLHsDATg7aTsdWmDt1MJICBAgQIAAAQIECNif158DAnD9GhQbgQVWjFbHBAgQIECAAAECBJIF7M+TybI3EICzk7bToQXWTi2MhAABAgQIECBAgID9ef05IADXr0GxEVhgxWh1TIAAAQIECBAgQCBZwP48mSx7AwE4O2k7HVpg7dTCSAgQIECAAAECBAjYn9efAwJw/RoUG4EFVoxWxwQIECBAgAABAgSSBezPk8myNxCAs5O206EF1k4tjIQAAQIECBAgQICA/Xn9OSAA169BsRFYYMVodUyAAAECBAgQIEAgWcD+PJksewMBODtpOx1aYO3UwkgIECBAgAABAgQI2J/XnwMCcP0aFBuBBVaMVscECBAgQIAAAQIEkgXsz5PJsjcQgLOTttOhBdZOLYyEAAECBAgQIECAgP15/TkgANevQbERWGDFaHVMgAABAgQIECBAIFnA/jyZLHsDATg7aTsdWmDt1MJICBAgQIAAAQIECNif158DAnD9GhQbgQVWjFbHBAgQIECAAAECBJIF7M+TybI3EICzk7bToQXWTi2MhAABAgQIECBAgID9ef05IADXr0GxEVhgxWh1TIAAAQIECBAgQCBZwP48mSx7AwE4O2k7HVpg7dTCSAgQIECAAAECBAjYn9efAwJw/RoUG4EFVoxWxwQIECBAgAABAgSSBezPk8myNxCAs5O206EF1k4tjIQAAQIECBAgQICA/Xn9OSAA169BsRFYYMVodUyAAAECBAgQIEAgWcD+PJksewMBODtpOx1aYO3UwkgIECBAgAABAgQI2J/XnwMCcP0aFBuBBVaMVscECBAgQIAAAQIEkgXsz5PJsjcQgLOTttOhBdZOLYyEAAECBAgQIECAgP15/TkgANevQbERWGDFaHVMgAABAgQIECBAIFnA/jyZLHsDATg7aTsdWmDt1MJICBAgQIAAAQIECNif158DAnD9GhQbgQVWjFbHBAgQIECAAAECBJIF7M+TybI3EICzk7bToQXWTi2MhAABAgQIECBAgID9ef05IADXr0GxEVhgxWh1TIAAAQIECBAgQCBZwP48mSx7AwE4O2k7HVpg7dTCSAgQIECAAAECBAjYn9efAwJw/RoUG4EFVoxWxwQIECBAgAABAgSSBezPk8myNxCAs5P+o8OXL1929+7dm/zgzZs3Xfz58PCwu3bt2ntnjZ/Ha29vr3vx4sXkuMuXL681OgtsLT6NCRAgQIAAAQIECGQVsD/PyrlSZwLwSmxnN4rAGyG2D8DR4uHDh93BwUH34MGD7saNG+86uXr1and0dPTuZ9E2fvbo0aO1QrAFdnadHEGAAAECBAgQIEBgUwL255uSXnweAbhQDe7evTsJwNNhN4LthQsXuv39/e7k5GRy5vv373d37tyZ3PWdfkXbZ8+eTULwqi8LbFU57QgQIECAAAECBAjkF7A/z2+a2qMAnCo28PjHjx+/u9s7/ZbnnZ2dUwH4+vXr3e7u7iQoT7/6u8WvX7+e/P0qLwtsFTVtCBAgQIAAAQIECJQRsD8v45rSqwCcorXmsX2ojbdF37x5c9JbBOL439NvlY6fx93feBv07NulU4ZggaVoOZYAAQIECBAgQIBAWQH787K+Q3oXgIcoZTgm7gjfunVr8rboPvz2b4leFoCnw3LqMCywVDHHEyBAgAABAgQIECgnYH9eznZozwLwUKkVj4s7uRF+nz59OukhHnYVnwGOVzwV+sqVK93t27cnnwOefvV3gOPn8ffLXv1Cmj0mPlccJQa7JwAAIABJREFU/T9//nzF0WtGgAABAgQIECBAgEAuAQE4l+Tq/QjAq9slt5x9CvSQADwvHM+eWABOLoUGBAgQIECAAAECBDYuIABvnPy9EwrAG65BPAU63vocD7eKV/x5XsiNu8bxgKwhd4AXXYIFtuHiOh0BAgQIECBAgACBJQL25/WnhwBcqAbxFuZ49W937k8ToTbCbf9wq0UPwVr0ncEpw7XAUrQcS4AAAQIECBAgQKCsgP15Wd8hvQvAQ5RWOCaCbbxmv8ZoNgDHn+M1+32/8f3A8dAsX4O0Ar4mBAgQIECAAAECBBoUEIDrF0UALlSDeGtzfP/v7Pf7Tr8FOr7fN4JuPBm6f0t0P5wIv8fHx93JycnKI7TAVqbTkAABAgQIECBAgEB2Afvz7KTJHQrAyWTDGkSwjVf/lUfxv+d9D3D8PJ7UHJ/1vXHjxqRNfEb40qVL3ZMnT957C/Wws//tKAssRcuxBAgQIECAAAECBMoK2J+X9R3SuwA8RGnFY/rP+vbN46nPcbc37gxPvyLwxs/jjvDe3t7kK5Omvy5pxdMLwKvCaUeAAAECBAgQIECggIAAXAA1sUsBOBFsmw63wLapWsZKgAABAgQIECBw3gXsz+tXWACuX4NiI7DAitHqmAABAgQIECBAgECygP15Mln2BgJwdtJ2OrTA2qmFkRAgQIAAAQIECBCwP68/BwTg+jUoNgILrBitjgkQIECAAAECBAgkC9ifJ5NlbyAAZydtp0MLrJ1aGAkBAgQIECBAgAAB+/P6c0AArl+DYiOwwIrR6pgAAQIECBAgQIBAsoD9eTJZ9gYCcHbSdjq0wNqphZEQIECAAAECBAgQsD+vPwcE4Po1KDYCC6wYrY4JECBAgAABAgQIJAvYnyeTZW8gAGcnbadDC6ydWhgJAQIECBAgQIAAAfvz+nNAAK5fg2IjsMCK0eqYAAECBAgQIECAQLKA/XkyWfYGAnB20nY6tMDaqYWRECBAgAABAgQIELA/rz8HBOD6NSg2AgusGK2OCRAgQIAAAQIECCQL2J8nk2VvIABnJ22nQwusnVoYCQECBAgQIECAAAH78/pzQACuX4NiI7DAitHqmAABAgQIECBAgECygP15Mln2BgJwdtJ2OrTA2qmFkRAgQIAAAQIECBCwP68/BwTg+jUoNgILrBitjgkQIECAAAECBAgkC9ifJ5NlbyAAZydtp0MLrJ1aGAkBAgQIECBAgAAB+/P6c0AArl+DYiOwwIrR6pgAAQIECBAgQIBAsoD9eTJZ9gYCcHbSdjq0wNqphZEQIECAAAECBAgQsD+vPwcE4Po1KDYCC6wYrY4JECBAgAABAgQIJAvYnyeTZW8gAGcnbadDC6ydWhgJAQIECBAgQIAAAfvz+nNAAK5fg2IjsMCK0eqYAAECBAgQIECAQLKA/XkyWfYGAnB20nY6tMDaqYWRECBAgAABAgQIELA/rz8HBOD6NSg2AgusGK2OCRAgQIAAAQIECCQL2J8nk2VvIABnJ22nQwusnVoYCQECBAgQIECAAAH78/pzQACuX4NiI7DAitHqmAABAgQIECBAgECygP15Mln2BgJwdtJ2OrTA2qmFkRAgQIAAAQIECBCwP68/BwTg+jUoNgILrBitjgkQIECAAAECBAgkC9ifJ5NlbyAAZydtp0MLrJ1aGAkBAgQIECBAgAAB+/P6c0AArl+DYiOwwIrR6pgAAQIECBAgQIBAsoD9eTJZ9gYCcHbSdjq0wNqphZEQIECAAAECBAgQsD+vPwcE4Po1KDYCC6wYrY4JECBAgAABAgQIJAvYnyeTZW8gAGcnbadDC6ydWhgJAQIECBAgQIAAAfvz+nNAAK5fg2IjsMCK0eqYAAECBAgQIECAQLKA/XkyWfYGAnB20nY6tMDaqYWRECBAgAABAgQIELA/rz8HBOD6NSg2AgusGK2OCRAgQIAAAQIECCQL2J8nk2VvIABnJ22nQwusnVoYCQECBAgQIECAAAH78/pzQACuX4NiI7DAitHqmAABAgQIECBAgECygP15Mln2BgJwdtJ2OrTA2qmFkRAgQIAAAQIECBCwP68/BwTg+jUoNgILrBitjgkQIECAAAECBAgkC9ifJ5NlbyAAZydtp0MLrJ1aGAkBAgQIECBAgAAB+/P6c0AArl+DYiOwwIrR6pgAAQIECBAgQIBAsoD9eTJZ9gYCcHbSdjq0wNqphZEQIECAAAECBAgQsD+vPwcE4Po1KDYCC6wYrY4JECBAgAABAgQIJAvYnyeTZW8gAGcnbadDC6ydWhgJAQIECBAgQIAAAfvz+nNAAK5fg2IjsMCK0eqYAAECBAgQIECAQLKA/XkyWfYGAnB20nY6tMDaqYWRECBAgAABAgQIELA/rz8HBOD6NSg2AgusGK2OCRAgQIAAAQIECCQL2J8nk2VvIABnJ22nQwusnVoYCQECBAgQIECAAAH78/pzQACuX4NiI7DAitHqmAABAgQIECBAgECygP15Mln2BgJwdtJ2OrTA2qmFkRAgQIAAAQIECBCwP68/BwTg+jUoNgILrBitjgkQIECAAAECBAgkC9ifJ5NlbyAAZydtp0MLrJ1aGAkBAgQIECBAgAAB+/P6c0AArl+DYiOwwIrR6pgAAQIECBAgQIBAsoD9eTJZ9gYCcHbSdjq0wNqphZEQIECAAAECBAgQsD+vPwcE4Po1KDYCC6wYrY4JECBAgAABAgQIJAvYnyeTZW8gAGcnbadDC6ydWhgJAQIECBAgQIAAAfvz+nNAAK5fg2IjsMCK0eqYAAECBAgQIECAQLKA/XkyWfYGAnB20nY6tMDaqYWRECBAgAABAgQIELA/rz8HBOD6NSg2AgusGK2OCRAgQIAAAQIECCQL2J8nk2VvIABnJ22nQwusnVoYCQECBAgQIECAAAH78/pzQACuX4NiI7DAitHqmAABAgQIECBAgECygP15Mln2BgJwdtK/dfjy5cvuzp07k/99fHzcXbx4cfLn/f399854eHg4+dne3l734sWLLv58+fLltUdmga1NqAMCBAgQIECAAAEC2QTsz7NRrtyRALwy3eKGEX5v3brVPXr06N1BEWrv3r07+dm1a9fe/fzq1avd0dFRd+PGjcnP3rx508XP4rh1Q7AFVqC4uiRAgAABAgQIECCwooD9+YpwGZsJwBkx+64ODg4md3tnA+yFCxcmh7x+/Xry/+/fvz85Lu76Tr8iLD979uxUgF5lmBbYKmraECBAgAABAgQIECgjYH9exjWlVwE4RWvgsRF0405uBN3d3d13rSIYP3z4cBJ4Ixxfv3598vcPHjw41XMcE8fOth94+neHWWCpYo4nQIAAAQIECBAgUE7A/ryc7dCeBeChUgnHRXiNO7izd3b7AHxycjL5LPDOzk538+bN7t69e6d6j7bxNugIxv1boxNOLwCvgqUNAQIECBAgQIAAgcICAnBh4AHdC8ADkHIdcuXKlcnDsd6+fTu5Qxx3ipcF4AjG8ferviywVeW0I0CAAAECBAgQIJBfwP48v2lqjwJwqtiKx/d3deMzv7dv354E4QjE8b/7p0X3Xc8ee9Yp+4U0e1zcgY5zPH/+/Kwu/D0BAgQIECBAgAABAoUFBODCwAO6F4AHIOU4JIJovO25/7zvkAA8LxzPG4sAnKNC+iBAgAABAgQIECBQVkAALus7pHcBeIjSmsfEVyJF4J3+WqT+LdDzQu7jx48nD8jq7xavenoLbFU57QgQIECAAAECBAjkF7A/z2+a2qMAnCqWeHx81VEE39knPUc3ix6C1T8F2kOwErEdToAAAQIECBAgQKBhAQG4fnEE4II1iCD79OnTU5/xjTvB8eq/Bin+9/Sd4fhzhOa4a+xrkAoWR9cECBAgQIAAAQIENiwgAG8YfM7pBOBCNYgHWX3++efvPeDq7t27kyc7x/f/RtA9PDycBN3pV4Tf4+PjLr4uaZ2XBbaOnrYECBAgQIAAAQIE8grYn+f1XKU3AXgVtTPaxF3e+AzvtWvX3jsyPt87/f3A8XCs+Kxv/32/8dngS5cudU+ePJk8NGudlwW2jp62BAgQIECAAAECBPIK2J/n9VylNwF4FbUz2vTf9zvvsAi103d2I/DGXeC4I7y3tzd5y/TR0dHa4TfObYEVKK4uCRAgQIAAAQIECKwoYH++IlzGZgJwRszWurLAWquI8RAgQIAAAQIECIxZwP68fvUF4Po1KDYCC6wYrY4JECBAgAABAgQIJAvYnyeTZW8gAGcnbadDC6ydWhgJAQIECBAgQIAAAfvz+nNAAK5fg2IjsMCK0eqYAAECBAgQIECAQLKA/XkyWfYGAnB20nY6tMDaqYWRECBAgAABAgQIELA/rz8HBOD6NSg2AgusGK2OCRAgQIAAAQIECCQL2J8nk2VvIABnJ22nQwusnVoYCQECBAgQIECAAAH78/pzQACuX4NiI7DAitHqmAABAgQIECBAgECygP15Mln2BgJwdtJ2OrTA2qmFkRAgQIAAAQIECBCwP68/BwTg+jUoNgILrBitjgkQIECAAAECBAgkC9ifJ5NlbyAAZydtp0MLrJ1aGAkBAgQIECBAgAAB+/P6c0AArl+DYiOwwIrR6pgAAQIECBAgQIBAsoD9eTJZ9gYCcHbSdjq0wNqphZEQIECAAAECBAgQsD+vPwcE4Po1KDYCC6wYrY4JECBAgAABAgQIJAvYnyeTZW8gAGcnbadDC6ydWhgJAQIECBAgQIAAAfvz+nNAAK5fg2IjsMCK0eqYAAECBAgQIECAQLKA/XkyWfYGAnB20nY6tMDaqYWRECBAgAABAgQIELA/rz8HBOD6NSg2AgusGK2OCRAgQIAAAQIECCQL2J8nk2VvIABnJ22nQwusnVoYCQECBAgQIECAAAH78/pzQACuX4NiI7DAitHqmAABAgQIECBAgECygP15Mln2BgJwdtJ2OrTA2qmFkRAgQIAAAQIECBCwP68/BwTg+jUoNgILrBitjgkQIECAAAECBAgkC9ifJ5NlbyAAZydtp0MLrJ1aGAkBAgQIECBAgAAB+/P6c0AArl+DYiOwwIrR6pgAAQIECBAgQIBAsoD9eTJZ9gYCcHbSdjq0wNqphZEQIECAAAECBAgQsD+vPwcE4Po1KDYCC6wYrY4JECBAgAABAgQIJAvYnyeTZW8gAGcnbadDC6ydWhgJAQIECBAgQIAAAfvz+nNAAK5fg2IjsMCK0eqYAAECBAgQIECAQLKA/XkyWfYGAnB20nY6tMDaqYWRECBAgAABAgQIELA/rz8HBOD6NSg2AgusGK2OCRAgQIAAAQIECCQL2J8nk2VvIABnJ22nQwusnVoYCQECBAgQIECAAAH78/pzQACuX4NiI7DAitHqmAABAgQIECBAgECygP15Mln2BgJwdtJ2OrTA2qmFkRAgQIAAAQIECBCwP68/BwTg+jUoNgILrBitjgkQIECAAAECBAgkC9ifJ5NlbyAAZydtp0MLrJ1aGAkBAgQIECBAgAAB+/P6c0AArl+DYiOwwIrR6pgAAQIECBAgQIBAsoD9eTJZ9gYCcHbSdjq0wNqphZEQIECAAAECBAgQsD+vPwcE4Po1KDYCC6wYrY4JECBAgAABAgQIJAvYnyeTZW8gAGcnbadDC6ydWhgJAQIECBAgQIAAAfvz+nNAAK5fg2IjsMCK0eqYAAECBAgQIECAQLKA/XkyWfYGAnB20nY6tMDaqYWRECBAgAABAgQIELA/rz8HBOD6NSg2AgusGK2OCRAgQIAAAQIECCQL2J8nk2VvIABnJ22nQwusnVoYCQECBAgQIECAAAH78/pzQACuX4NiI7DAitHqmAABAgQIECBAgECygP15Mln2BgJwdtJ2OrTA2qmFkRAgQIAAAQIECBCwP68/BwTg+jUoNgILrBitjgkQIECAAAECBAgkC9ifJ5NlbyAAZydtp0MLrJ1aGAkBAgQIECBAgAAB+/P6c0AArl+DYiOwwIrR6pgAAQIECBAgQIBAsoD9eTJZ9gYCcHbSdjq0wNqphZEQIECAAAECBAgQsD+vPwcE4Po1KDYCC6wYrY4JECBAgAABAgQIJAvYnyeTZW8gAGcnbadDC6ydWhgJAQIECBAgQIAAAfvz+nNAAK5fg2IjsMCK0eqYAAECBAgQIECAQLKA/XkyWfYGAnB20nY6tMDaqYWRECBAgAABAgQIELA/rz8HBOD6NSg2AgusGK2OCRAgQIAAAQIECCQL2J8nk2VvIABnJ22nQwusnVoYCQECBAgQIECAAAH78/pzQACuX4NiI7DAitHqmAABAgQIECBAgECygP15Mln2BgJwdtJ2OrTA2qmFkRAgQIAAAQIECBCwP68/BwTg+jUoNgILrBitjgkQIECAAAECBAgkC9ifJ5NlbyAAZydtp0MLrJ1aGAkBAgQIECBAgAAB+/P6c0AArl+DYiOwwIrR6pgAAQIECBAgQIBAsoD9eTJZ9gYCcHbSdjq0wNqphZEQIECAAAECBAgQsD+vPwcE4Po1KDYCC6wYrY4JECBAgAABAgQIJAvYnyeTZW8gAGcnPd3hs2fPuoODg+7k5KTb3d2de7bDw8PJz/f29roXL1508efLly+vPTILbG1CHRAgQIAAAQIECBDIJmB/no1y5Y4E4JXpFjd88+ZN98knn3QXL17sjo+PuwjBr1+/nhuAr1692h0dHXU3btyYdBht42ePHj1aOwRbYAWKq0sCBAgQIECAAAECKwrYn68Il7GZAJwRc15Xd+/endzRnReA79+/3925c2dy13f6FcdHaI4QvM7LAltHT1sCBAgQIECAAAECeQXsz/N6rtKbALyKWkKbZQH4+vXrk7vCDx48ONXjw4cPJ2+bXnTXeOjpLbChUo4jQIAAAQIECBAgUF7A/ry88VlnEIDPElrz75cF4J2dne7mzZvdvXv3Tp0l7v7G26AjGPdvjV5lGBbYKmraECBAgAABAgQIECgjYH9exjWlVwE4RWuFYxcF4Pis74ULF5YG4AjGEZBXfVlgq8ppR4AAAQIECBAgQCC/gP15ftPUHgXgVLHE4xcF4JcvX3ZXrlzpbt++Pfkc8PSrvwMcP4+/P+vVL6TZ4+KzxXGO58+fn9WFvydAgAABAgQIEBihwNu3b7v4P680gXgnZ/xf6ksAThXLf7wAnN/0VI/rBOB54XjecAXgwkXUPQECBAgQIEDgHAn85S9/6b766qvu66+/7v785z+foyvb7KV8+9vf7v7pn/6p++d//ufuBz/4waBALABvtkbzziYAF67BWW+BnhdyHz9+3MUDsobeAV50CRZY4eLqngABAgQIECCwZQIRfr/88svuj3/845aNvO3hxoNtf/SjH3Xf+ta3lg7U/rx+HQXgwjVY5SFY/VOgPQSrcHF0T4AAAQIECBAYmcDvf//7yd3fuHsZge2DDz44M7SNjGjQ5cbbxv/0pz9N7qK/evVq0ubHP/7x5Bk/y14C8CDeogcJwEV5u+6sr0GK089+3298P/CtW7d8DVLh2uieAAECBAgQIDA2gXhGTLzt+Sc/+Un3wx/+cGyXX+R64xcK8YuF733ve93ly5cF4CLK+ToVgPNZzu1pWQCOoHt4eDgJutOvCL/Hx8fdycnJWqPzG6a1+DQmQIAAAQIECJwrgbhr+etf/3pyTT/72c+673znO+fq+mpdzDfffNP99re/nZz+5z//+dLPAtuf16rSP84rABeuQQTcCMHx27Z5vxGKpzTHZ3377/uNr0e6dOlS9+TJk25/f3+t0Vlga/FpTIAAAQIECBA4VwL//u//3v3mN7+ZXNO//Mu/eOtzpuqmuNqfZ0JfoxsBeA28ZU0PDg4mfx0PtIpQG2E2AnA83Gr6u33j7yIkxwfn9/b2uqdPn3ZHR0drh984twVWqLi6JUCAAAECBAhsoUBKUNvCy6s25BRX+/NqZXp3YgG4fg2KjcACK0arYwIECBAgQIDA1gkMCWqT7wX+wx+25tp2vv/9QV8/VPKChrj257c/L1mJYX0LwMOctvIoC2wry2bQBAgQIECAAIEiAkOC2r//7//d/a+f/UuR85fo9P/6/37Tfeuv38Vb8zXEVQCuWaHT5xaA26lF9pEIwNlJdUiAAAECBAgQ2FqBIUFNAE4v7xBXATjdtVQLAbiUbAP9CsANFMEQCBAgQIAAAQKNCAwJamMOwPFcnnjFc3niAbbx57O+1iiOH+IqADeyCP46DAG4nVpkH4kAnJ1UhwQIECBAgACBrRUYEtTGGoCvXr06eRDt9DezxM8ePXp0Zgge4ioAt7NsBOB2apF9JAJwdlIdEiBAgAABAgS2VmBIUBtjAL5///7ka0njru/0K+4AP3v2bBKCl72GuArA7SwbAbidWmQfiQCcnVSHBAgQIECAAIGtFRgS1MYYgONrSuMrSR88eHCqtg8fPuziq01fv349+ftFryGuAnA7y0YAbqcW2UciAGcn1SEBAgQIECBAYGsFhgS1MQbgnZ2d7ubNm929e/dO1Tbu/sbboCMY92+Nnlf8Ia4CcDvLRgBupxbZRyIAZyfVIQECBAgQIEBgawWGBLWxBeA3b950Fy5cWBqAIxhHQHYHeGun/qmBC8Dno45zr0IAPsfFdWkECBAgQIAAgUQBAfh9sJcvX3ZXrlzpbt++Pfkc8PSrvwMcP4+/F4ATJ1yjhwvAjRYmx7AE4ByK+iBAgAABAgQInA8BAXi1ADwvHE/3NMS1P97+vP5aEoDr16DYCCywYrQ6JkCAAAECBAhsncCQoDbWt0DPC7mPHz/u4gFZ7gBv3VRfOmAB+HzV89TVCMDnuLgujQABAgQIECCQKCAAzwdb9BCs/inQHoKVONEaP1wAbrxA6wxPAF5HT1sCBAgQIECAwPkSEIDn1zPu8sZr9vt+4/uBb9265WuQztcy6ATgc1bQ6csRgM9xcV0aAQIECBAgQCBRQACeDxZB9/DwcBJ0p18Rfo+Pj7uTk5Ol0kNc+w7szxMnbYHDBeACqK10aYG1UgnjIECAAAECBAjUFxgS1Mb2GeC+KvEk6Pisb/99v/H1SJcuXeqePHnS7e/vC8D1p2+2EQjA2Sjb60gAbq8mRkSAAAECBAgQqCUgAC+Wj8Abd4F3d3e7vb297unTp93R0dGZ4Td6HOLan9n+vNbs/8d5BeD6NSg2AgusGK2OCRAgQIAAAQJbJzAkqI31DvA6xRziKgCvI5y3rQCc17Op3gTgpsphMAQIECBAgACBqgJDgtrbt2+7t3/4Q9Vxppx85/vf7+IpzjVfQ1wF4JoVOn1uAbidWmQfiQCcnVSHBAgQIECAAIGtFUgJalt7kRUGnuJqf16hQDOnFIDr16DYCCywYrQ6JkCAAAECBAhsnUBKUNu6i6s44BRX+/OKhfr7qQXg+jUoNgILrBitjgkQIECAAAECWyeQEtS27uIqDjjF1f68YqEE4Pr4pUdggZUW1j8BAgQIECBAYHsEUoLa9lxV/ZGmuNqf16+XO8D1a1BsBBZYMVodEyBAgAABAgS2TiAlqG3dxVUccIqr/XnFQrkDXB+/9AgssNLC+idAgAABAgQIbI9ASlDbnquqP9IUV/vz+vVyB7h+DYqNwAIrRqtjAgQIECBAgMDWCaQEta27uIoDTnG1P69YKHeA6+OXHoEFVlpY/wQIECBAgACB7RFICWrbc1X1R5rian9ev17uANevQbERWGDFaHVMgAABAgQIENg6gZSgtnUXV3HAKa725xUL5Q5wffzSI7DASgvrnwABAgQIECCwPQIpQW17rqr+SFNc7c/r18sd4Po1KDYCC6wYrY4JECBAgAABAlsnMCSovX37tvvjN3/Zmmv7j9/9drezs1N1vENc+wHan1ct1eTkAnD9GhQbgQVWjFbHBAgQIECAAIGtExgS1P7w5//T/af/9mRrru1//tdfdN//D9+pOt4hrgJw1RKdOrkA3E4tso9EAM5OqkMCBAgQIECAwNYKDAlqAnB6eYe4CsDprqVaCMClZBvoVwBuoAiGQIAAAQIECBBoRGBIUBtzAH727Fl3cHDQnZycdLu7u4OrNsRVAB7MWfxAAbg4cb0TCMD17J2ZAAECBAgQINCawJCgNrYA/ObNm+6TTz7pLl682B0fH3cRgl+/fi0AtzZ5M45HAM6I2VpXAnBrFTEeAgQIECBAgEA9AQF4uf3du3e7w8NDAbjeFN3ImQXgjTDXOYkAXMfdWQkQIECAAAECLQoIwAJwi/Ny02MSgDctvsHzCcAbxHYqAgQIECBAgEDjAgKwANz4FN3I8ATgjTDXOYkAXMfdWQkQIECAAAECLQoIwAJwi/Ny02MSgDctvsHzCcAbxHYqAgQIECBAgEDjAgKwANz4FN3I8ATgjTDXOYkAXMfdWQkQIECAAAECLQoIwAJwi/Ny02MSgDctvsHzCcAbxHYqAgQIECBAgEDjAgKwANz4FN3I8ATgjTDXOYkAXMfdWQkQIECAAAECLQoIwAJwi/Ny02MSgDctvsHzCcAbxHYqAgQIECBAgEDjAgKwANz4FN3I8ATgjTDXOYkAXMfdWQkQIECAAAECLQoIwAJwi/Ny02MSgDctvsHzCcAbxHYqAgQIECBAgEDjAgLw8gIdHh52d+/e7V68eNFdvnx5cDWHuPad2Z8PZi12oABcjLZ+xxZY/RoYAQECBAgQIECgFYEhQe0Pf/4/3X/6b09aGfKZ4/if//UX3ff/w3fOPG7ZAQcHB5O/fvz4cffmzZtuf39/EoCvX7/e3bx588y+h7gKwGcybuwAAXhj1Js/kQC8eXNnJECAAAECBAi0KjAkqI0xAK9bryGuAvC6yvnaC8D5LJvrSQBuriQGRIAAAQIECBCoJjAkqL19+7b74zd/qTbG1BP/x+9+u9vZ2UltlvX4Ia4CcFbytToTgNfia7uxANx2fYyOAAECBAgQILCwXrmQAAARDklEQVRJgZSgtslxbfu5Ulztz+tXWwCuX4NiI7DAitHqmAABAgQIECCwdQIpQW3rLq7igFNc7c8rFurvpxaA69eg2AgssGK0OiZAgAABAgQIbJ1ASlDbuourOOAUV/vzioUSgOvjlx6BBVZaWP8ECBAgQIAAge0RSAlq23NV9Uea4mp/Xr9e7gDXr0GxEVhgxWh1TIAAAQIECBDYOoGUoLZ1F1dxwCmu9ucVC+UOcH380iOwwEoL658AAQIECBAgsD0CKUFte66q/khTXO3P69fLHeD6NSg2AgusGK2OCRAgQIAAAQJbJxBfcfTrX/96Mu6f/exn3Xe+852tu4YWB/zNN990v/3tbydD+/nPf770a5nsz+tXUACuX4NiI7DAitHqmAABAgQIECCwlQIvXrzo/vznP3c/+clPuh/+8IdbeQ2tDfqrr77qfv/733ff+973usuXLy8dnv15/eoJwPVrUGwEFlgxWh0TIECAAAECBLZSIIJaBLZvf/vb3Y9+9KPugw8+6L71rW9t5bXUHHTcTf/Tn/7Uff31192rV68mQ/nxj3/cXbhwQQCuWZgB5xaAByBt6yEC8LZWzrgJECBAgAABAmUE/vKXv3Rffvll98c//rHMCUba6+7u7uQXCmf9MsH+vP4EEYDr16DYCCywYrQ6JkCAAAECBAhsrUCE4LgLHHcv4+3QXqsJxF30uIP+gx/8YPJ/Ozs7Z3Zkf34mUfEDBODixPVOYIHVs3dmAgQIECBAgMA2CMRbeeP/vNIEIuwOCbyzvdqfpzmXOFoALqHaSJ8WWCOFMAwCBAgQIECAAAECfxWwP68/DQTg+jUoNgILrBitjgkQIECAAAECBAgkC9ifJ5NlbyAAZyddrcPDw8NJw729vS4eTx9/Pusx6medyQI7S8jfEyBAgAABAgQIENicgP355qwXnUkArl+D7urVq93R0VF348aNyWjevHkz+dmjR4/WCsEWWAPFNQQCBAgQIECAAAECfxewP68/FQTgyjW4f/9+d+fOncld3+lX3AF+9uzZJASv+rLAVpXTjgABAgQIECBAgEB+Afvz/KapPQrAqWKZj79+/XoX3xv24MGDUz0/fPiwOzg46F6/fj35+1VeFtgqatoQIECAAAECBAgQKCNgf17GNaVXAThFq8Cx8fj0mzdvdvfu3TvVe9z9jbdBRzDu3xqdenoLLFXM8QQIECBAgAABAgTKCdifl7Md2rMAPFSqwHHxWd8LFy4sDcARjCMgr/KywFZR04YAAQIECBAgQIBAGQH78zKuKb0KwClamY99+fJld+XKle727duTzwFPv/o7wPHz+Ptlr34hzR7z61//uvvud787OYcXAQIECBAgQIAAAQJ1BeK5P7E///rrr+sOZMRnF4ArFn9IAJ4XjmeHvCgA/+Y3v+m+//3vdz/96U/fu8r+oVvCccUJMKJTm28jKnYjl2rONVKIkQzDfBtJoRu5TPOtkUKsOIwvv/yy++CDD7rf/e53K/ag2boCAvC6gmu0798CPS/kPn78uIsHZA25A7zKELz9YhU1bVYVMN9WldNuVQFzblU57VYRMN9WUdNmVQHzbVU57Qj8TUAArjwTFj0Eq38K9DoPwVp2af7xrFz4kZ3efBtZwRu4XHOugSKMaAjm24iK3cClmm8NFMEQtlpAAK5cvrjLG6/Z7/uN7we+devWWl+DJABXLq7TvxPwH2uTYdMC5tymxcd9PvNt3PXf9NWbb5sWd77zJiAAV65oBN3Dw8NJ0J1+Rfg9Pj7uTk5OiozQP55FWHW6QMB8MzU2LWDObVp83Ocz38Zd/01fvfm2aXHnO28CAnADFY0HUcVnffvv+43PBl+6dKl78uRJt7+/X2SE/vEswqpTAdgcaETAv3GNFGIkwzDfRlLoRi7TfGukEIaxtQICcAOli8Abd4F3d3e7vb297unTp93R0VGx8BuX7B/PBgo/oiGYbyMqdiOXas41UoiRDMN8G0mhG7lM862RQhjG1goIwFtbOgMnQIAAAQIECBAgQIAAgRQBAThFy7EECBAgQIAAAQIECBAgsLUCAvDWls7ACRAgQIAAAQIECBAgQCBFQABO0XIsAQIECBAgQIAAAQIECGytgAC8taUzcAIECBAgQIAAAQIECBBIERCAU7QcS4AAAQIECBAgQIAAAQJbKyAAb23pDJwAAQIECBAgQIAAAQIEUgQE4BQtxxIgQIAAAQIECBBoUODZs2fd/v7+qZG9efOme/XqVXf58uUGR2xIBOoICMB13Iue9fDwcNL/3t5e9+LFiy7+nPoPX/wjenBw0J2cnHS7u7tFx6vz7RZYZ769fPmyu3PnzgTg+Pi4u3jx4uTPs/8B324ho88psO58u3fv3mQ4sSmM+Rf9Xbt2LecQ9XWOBNaZb7MM8d/VmH/9HDxHTC4lo8A6c+7ChQuTf9v6/4bG/46XvVzGAunqXAgIwOeijP+4iKtXr3ZHR0fdjRs33m3y4mePHj06MwTHP5SffPLJJIREGIn/WL9+/VoAPmdzJOflrDPfInzcunVrMjf7V/yH/+7du5OfCSU5K3U++lpnvsW/bzG/psPHw4cPJ7/oe/Dgwbt/M8+HlKvIIbDOfJt3/itXrkyCScw3LwLzBNadczHH4m5v/HsXNz5iLxh7QjcyzDcCpwUE4HM0I+7fvz+5exZ3fadfsemLMDsdNM667Agh0U4APktqvH+/7nyL4BHzdfbdCfEb7HjF3PMi0AusO9/6f9Omw25sEmO+RSiJOyReBHLNt1nJmH/xyxcB2BxbJLDuv3HRb/8LPcoECCwXEIDP0Qy5fv365Ld8s79d7u9ypIRZAfgcTYxCl7LufOvfqjU7L+M/4DFn4xc5qW/dL3Spum1AYN359vjx43ebw+l3F+zs7AjADdS3tSGsO9+mryd+AR3vqooAHP+muQPcWrXbGE+OOScAt1FLo2hfQABuv0aDRxgbuZs3b773+aL4j2+8rSblbX4C8GD20R647nyL/1DH3Jx9x0IfgOOOnM8Cj3Z6vXfh6863eZL9LwcjmMS/nV4EeoGc8y3eTRXvdon/DgvA5tgigRxzTgA2vwgMExCAhzk1f1T/Vr5lAThlkycAN1/yqgPMPd+mLyY+wxSfD3779m3Va3TydgRKzLe4IxyfQY9wIvy2U+sWRpJzvsV/S+NzmBF8BeAWqtvmGHLNuQjAcSc5+vvqq68m/y2NzwD7ZXKbdTeqegICcD37rGeOf+QiONy+ffvdU3X7E/R3gOM30PH3Q14C8BCl8R6Te76tM1fHW4XxXHnO+Rb/Hkb4ffr06QTQ5nA882joleaab9FPzLX+FywC8NAKjO+4XHMuwm+8269/6FXfrwdLjm9OueLlAgLwOZkhQ/7xnBeOF12+AHxOJkahy8g93/phekpqoYJtebel5punQG/5xCg0/FzzrX/rcz9MAbhQwc5Bt7nm3DyKCMXR/+zHjc4Bm0sgsLKAALwyXVsN+7fPzAu58Rvo+AfQHeC2arbNo8k938Ii3o4a/5FOeVr5Nhsa+3CBEvOtP/uih7ENH50jz5tAjvkWT/SNh61NP8hPAD5vMyXf9eSYc4tGE/9tjfnowZL56qWn7RcQgLe/hu+uYNEDFFa5y+EO8DmaGIUuJed8i/84R/D1dNRCxToH3a473+Ktz/Ga/Sxc/HIwfkmY8pDAc8DpEs4QWGe+xS/y4r+7sx85EoBNu2UC68y56Df+LYvvAJ79Src+AHuwpPlH4B8CAvA5mg3xj1+8Zu+gRbiIfwB9DdI5KnYDl5JrvsVGMT6PGe9Q6F+xgYyXr0FqoNCNDGHd+Raby3jN/jsoADdS4MaGsc58i1+oxEMnZ1/xb118NrO/Mzz9b15jl284FQTWmXMx3Hg3y8WLFxd+s4IHS1YoqlM2KyAAN1ua9IFF0I3PHMUGb/oV4Te+g3D2t4LLzuAOcLr/2FrkmG9xV+7zzz9/78FtMf/iwTH9gzzGZut63xdYd77F5jCCx+y7DLwF2mybJ7DufJvX56I5qAIEQmDdOTf7mfNeNebdhx9+6ONFphmBKQEB+JxNh3iIUPxWOb52IV7xuZJLly51T548effWv/6zJvFWwEWhOP4hjRDiMyPnbIJkvpx15lvc5Y3feEcomX3FHRQP7MhcrHPQ3TrzLTaX8Zr+yiPfA3wOJkXBS1hnvs0bVrwLIf6985yDgkXb8q7XmXPx39TY/02/+yD2cZ9++mn3xRdf+IXyls8Nw88rIADn9azeW4TbCK9x52xvb2/y1tJ5X/MR/8jGf4hn36YV3yEXrwgg0VeE5HgbagQV35VZvbzNDWCd+dZ/3++8i1r2y5nmEAxoYwLrzLf+37XpO8CxYYx/L+f9EmZjF+VEzQqsO9/6C+sf8Bf/XY1X/IL6o48+Gvy1hM0CGVh2gXXnXB+CY2DxeeB4S3SEYu+myl4qHW65gAC85QU0fAIECBAgQIAAAQIECBAYJiAAD3NyFAECBAgQIEDg/2+/Dm0AAAAQhv3/NS9gl9QjSFEQIECAAIG4gAMcH1B9AgQIECBAgAABAgQIEPgEHODPSYoAAQIECBAgQIAAAQIE4gIOcHxA9QkQIECAAAECBAgQIEDgE3CAPycpAgQIECBAgAABAgQIEIgLOMDxAdUnQIAAAQIECBAgQIAAgU/AAf6cpAgQIECAAAECBAgQIEAgLuAAxwdUnwABAgQIECBAgAABAgQ+AQf4c5IiQIAAAQIECBAgQIAAgbiAAxwfUH0CBAgQIECAAAECBAgQ+AQc4M9JigABAgQIECBAgAABAgTiAg5wfED1CRAgQIAAAQIECBAgQOATcIA/JykCBAgQIECAAAECBAgQiAs4wPEB1SdAgAABAgQIECBAgACBT8AB/pykCBAgQIAAAQIECBAgQCAu4ADHB1SfAAECBAgQIECAAAECBD4BB/hzkiJAgAABAgQIECBAgACBuIADHB9QfQIECBAgQIAAAQIECBD4BBzgz0mKAAECBAgQIECAAAECBOICDnB8QPUJECBAgAABAgQIECBA4BNwgD8nKQIECBAgQIAAAQIECBCICzjA8QHVJ0CAAAECBAgQIECAAIFPwAH+nKQIECBAgAABAgQIECBAIC7gAMcHVJ8AAQIECBAgQIAAAQIEPgEH+HOSIkCAAAECBAgQIECAAIG4gAMcH1B9AgQIECBAgAABAgQIEPgEHODPSYoAAQIECBAgQIAAAQIE4gIOcHxA9QkQIECAAAECBAgQIEDgE3CAPycpAgQIECBAgAABAgQIEIgLOMDxAdUnQIAAAQIECBAgQIAAgU/AAf6cpAgQIECAAAECBAgQIEAgLuAAxwdUnwABAgQIECBAgAABAgQ+AQf4c5IiQIAAAQIECBAgQIAAgbiAAxwfUH0CBAgQIECAAAECBAgQ+AQc4M9JigABAgQIECBAgAABAgTiAg5wfED1CRAgQIAAAQIECBAgQOATcIA/JykCBAgQIECAAAECBAgQiAs4wPEB1SdAgAABAgQIECBAgACBT8AB/pykCBAgQIAAAQIECBAgQCAu4ADHB1SfAAECBAgQIECAAAECBD4BB/hzkiJAgAABAgQIECBAgACBuIADHB9QfQIECBAgQIAAAQIECBD4BBzgz0mKAAECBAgQIECAAAECBOICDnB8QPUJECBAgAABAgQIECBA4BNwgD8nKQIECBAgQIAAAQIECBCICzjA8QHVJ0CAAAECBAgQIECAAIFPwAH+nKQIECBAgAABAgQIECBAIC7gAMcHVJ8AAQIECBAgQIAAAQIEPgEH+HOSIkCAAAECBAgQIECAAIG4wAB5+Y6sspE3bAAAAABJRU5ErkJggg==" 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" } }, "cell_type": "markdown", "id": "8f8c0b50", "metadata": {}, "source": [ "![index1.png](attachment:index1.png)![index2.png](attachment:index2.png)" ] }, { "cell_type": "markdown", "id": "982355f0", "metadata": {}, "source": [ "Q2. Compare the 2 plots. Why do we only see 3 red points but 5 red bars? Why are more than 60 of the bars invisible? You can print `diag` to help, the format is a list of `(dimension, (birth, death))`." ] }, { "cell_type": "markdown", "id": "6274b7f5", "metadata": {}, "source": [ "Q3. Now compute the persistence diagram of the **super**levelsets of this function (hint: there is no direct function to that, only sublevelsets). You should obtain the plots below." ] }, { "attachments": { "index3.png": { "image/png": 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" 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" } }, "cell_type": "markdown", "id": "2f039fa6", "metadata": {}, "source": [ "![index3.png](attachment:index3.png)![index4.png](attachment:index4.png)" ] }, { "cell_type": "markdown", "id": "4d22977a", "metadata": {}, "source": [ "Q4. What happened to the point corresponding to the crater of the volcano between the sub- and super-levelsets?" ] }, { "cell_type": "markdown", "id": "a1c963d9", "metadata": {}, "source": [ "#### 1d function\n", "Let $f$ be the function $f: t \\mapsto sin(t)+sin(2t)$\n", "\n", "Q1. Build a table with 200 values of $f$ between 0 and $2\\pi$. Plot the function, compute the persistence diagram of its sublevelsets, and draw its persistence diagram." ] }, { "cell_type": "markdown", "id": "90e1706f", "metadata": {}, "source": [ "### 2. Point sets" ] }, { "cell_type": "markdown", "id": "1dd7335c", "metadata": {}, "source": [ "Q1. Draw a set of points regularly spaced along a curve drawn on a torus. " ] }, { "attachments": { "curve.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "3f859f8c", "metadata": {}, "source": [ "![curve.png](attachment:curve.png)" ] }, { "cell_type": "markdown", "id": "f4726d6d", "metadata": {}, "source": [ "Here is a solution in $\\mathbb{R}^4$." ] }, { "cell_type": "code", "execution_count": null, "id": "76cdf04e", "metadata": {}, "outputs": [], "source": [ "a = np.linspace(0, 2*np.pi, 50, False)\n", "b = np.stack((np.cos(a),np.sin(a),np.cos(5*a),np.sin(5*a)),axis=-1)\n", "# Plot the points on the unwrapped torus\n", "plt.figure()\n", "plt.scatter(a, 5*a % (2*np.pi))\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "f025d0be", "metadata": {}, "source": [ "Q2. Compute the persistence of the Čech filtration of these points. You can actually use an [$\\alpha$-complex](https://gudhi.inria.fr/python/latest/alpha_complex_ref.html) for that. You should obtain the following plot." ] }, { "attachments": { "index5.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "e8ffc60c", "metadata": {}, "source": [ "![index5.png](attachment:index5.png)" ] }, { "cell_type": "markdown", "id": "19fd4816", "metadata": {}, "source": [ "Q3. Can you recognize the features of a torus here? Is there anything extra?" ] }, { "cell_type": "markdown", "id": "a87862b5", "metadata": {}, "source": [ "Q4. Now do the same computation, but instead of using an $\\alpha$-complex, approximate the Čech complex with a [Rips complex](https://gudhi.inria.fr/python/latest/rips_complex_ref.html). What happens if you only change the name of the class? While the $\\alpha$-complex naturally has the ambient dimension, the Rips complex may be built up to an arbitrary dimension, so you need to specify a `max_dimension`. Can you still see the 3-sphere? What happens if you specify a larger dimension, say `max_dimension=5`?" ] }, { "cell_type": "markdown", "id": "53b270bf", "metadata": {}, "source": [ "### 3. Rips filtration and higher dimensions" ] }, { "cell_type": "markdown", "id": "40d428eb", "metadata": {}, "source": [ "In class, we saw that the Rips complex is not embedded, it is defined as an abstract simplicial complex. Here we will see that the higher dimensional simplices that appear can actually generate some topology." ] }, { "cell_type": "markdown", "id": "1ae8fa53", "metadata": {}, "source": [ "Q1. Generate 20 points evenly spaced on a circle in ℝ². Build the Rips filtration on those points up to dimension 8, and plot its persistence diagram. What do you notice?" ] }, { "cell_type": "markdown", "id": "e1a94e34", "metadata": {}, "source": [ "Q2. Try again with 21, 22, 23 or 24 points. You probably shouldn't try to increase the dimension or the number of points too much as it will quickly fill the memory on your computer." ] }, { "cell_type": "markdown", "id": "2d9c5de4", "metadata": {}, "source": [ "### 4. Distance and stability" ] }, { "cell_type": "markdown", "id": "b1b8c8f4", "metadata": {}, "source": [ "Q1. Let us consider again the point set on a curve on a torus in $\\mathbb{R}^4$, and compute the persistence diagram of dimension 1 of its Rips filtration. Now perturb each point randomly by a small noise, and compute the persistence diagram of dimension 1 of these new points. Compute the [bottleneck distance](https://gudhi.inria.fr/python/latest/bottleneck_distance_user.html#gudhi.bottleneck_distance) between these diagrams. Retry it a few times, maybe also with dimension 0 or 2. Can you confirm the stability result?" ] }, { "cell_type": "markdown", "id": "61fd57db", "metadata": {}, "source": [ "Q2. Now do the same experiment with the $\\alpha$-complex." ] }, { "cell_type": "markdown", "id": "950dfced", "metadata": {}, "source": [ "## 2. Application to time series" ] }, { "attachments": { "index6.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "8e7a1cf7", "metadata": {}, "source": [ "In this second part, we are going to apply persistence computations on time series data. The main motivation behind the use of persistence for time series is that several properties of time series can be encoded in a geometric point cloud and its associated Vietoris-Rips persistence diagram through the use of *time-delay embedding* (TDE). The definition of TDE is actually quite simple: given a time series $\\{x(t_1),\\dots,x(t_n)\\}$, and (user-defined) dimension $d\\in\\mathbb N^*$ and delay $T\\in \\mathbb N^*$, one can generate a point cloud in $\\mathbb R^{d+1}$ with:\n", "\n", "$$\\begin{bmatrix}\n", " x(t_1) & x(t_{1+T}) & \\dots & x(t_{1+dT}) \\\\ \n", " x(t_2) & x(t_{2+T}) & \\dots & x(t_{2+dT}) \\\\ \n", " \\vdots & \\vdots & \\vdots & \\vdots \\\\\n", " x(t_m) & x(t_{m+T}) & \\dots & x(t_{m+dT}) \\\\ \n", "\\end{bmatrix} \\in \\mathbb R^{m\\times d+1}$$\n", "\n", "\n", "where $ 1 \\leq m \\leq n-dT$. See figure below (taken from [this article](https://aip.scitation.org/doi/10.1063/1.1531823)).\n", "\n", "![index6.png](attachment:index6.png)" ] }, { "cell_type": "markdown", "id": "16898062", "metadata": {}, "source": [ "Q1. One of the very first observation is that periodicity in a time series directly translates into cycles in the associated point cloud. In order to check this, generate a simple periodic signal and visualize its TDE point cloud and Rips persistence diagram. For this, you can use the [TimeDelayEmbedding](https://gudhi.inria.fr/python/latest/point_cloud.html) function." ] }, { "cell_type": "markdown", "id": "cd2980fc", "metadata": {}, "source": [ "Q2. Another easy-to-detect time series property is shift, when the time series suddenly jumps from a range of values to another different range. Repeat the same experiment for such a phenomenon. " ] }, { "cell_type": "markdown", "id": "19a5b773", "metadata": {}, "source": [ "Now let's get more practical ;-) In the following, we will retrieve times series corresponding to magnetometer data of a person undergoing through four different activities, and use the corresponding persistence diagrams to classify activities with a k-nearest neighbor classifier. The data can be downloaded [here](http://www-sop.inria.fr/abs/teaching/centrale-FGMDA/slides_mathieu/activities_detection.zip)." ] }, { "cell_type": "code", "execution_count": 31, "id": "b46f63d8", "metadata": {}, "outputs": [], "source": [ "path = 'activities_detection/'" ] }, { "cell_type": "code", "execution_count": 32, "id": "aacf5787", "metadata": {}, "outputs": [], "source": [ "walking = np.load(path + 'walking_p1_left_leg.npy')\n", "stepper = np.load(path + 'stepper_p1_left_leg.npy')\n", "cross = np.load(path + 'cross_training_p1_left_leg.npy')\n", "jumping = np.load(path + 'jumping_p1_left_leg.npy')" ] }, { "cell_type": "markdown", "id": "419c7559", "metadata": {}, "source": [ "Q3. Visualize the three time series (one of each spatial coordinate) of each activity." ] }, { "cell_type": "markdown", "id": "5614a32f", "metadata": {}, "source": [ "Q4. Compute the four TDEs of the first spatial coordinate, randomly subsample these four point clouds 100 times to generate smaller point clouds (with only 100 points) in each activity, compute their persistence diagrams in dimension 1, and split them into train and test sets." ] }, { "cell_type": "markdown", "id": "553698bd", "metadata": {}, "source": [ "Q5. Use `gudhi` to compute the [bottleneck distance](https://gudhi.inria.fr/python/latest/bottleneck_distance_user.html) matrices of the train and test sets. Make sure to set the $\\epsilon$ approximation parameter adequately. This distance class has API similar to that of `Scikit-Learn`, with `fit` and `transform` methods." ] }, { "cell_type": "markdown", "id": "4bd118d5", "metadata": {}, "source": [ "Q6. Finally, train a k-nearest neighbor model on the train bottleneck distance matrix, and evaluate it on your test distance matrix. How good is the accuracy score?" ] }, { "cell_type": "code", "execution_count": null, "id": "250a1576", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.6" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }