├── .Rbuildignore
├── .gitignore
├── LICENSE.md
├── README.md
├── README_files
└── libs
│ ├── bootstrap
│ ├── bootstrap-icons.css
│ ├── bootstrap-icons.woff
│ ├── bootstrap.min.css
│ └── bootstrap.min.js
│ ├── clipboard
│ └── clipboard.min.js
│ └── quarto-html
│ ├── anchor.min.js
│ ├── popper.min.js
│ ├── quarto-syntax-highlighting.css
│ ├── quarto.js
│ ├── tippy.css
│ └── tippy.umd.min.js
├── data
├── gsmc2024_logo_hex.png
├── prediction.csv
├── readme.md
├── test.csv
└── train.csv
└── submissions
├── readme.md
└── team_example
├── readme.md
├── submission_prediction.csv
└── submission_traintest.csv
/.Rbuildignore:
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1 | ^LICENSE\.md$
2 |
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/.gitignore:
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1 | .quarto
2 | .idea
3 | .Rproj.user
4 | challenge2024.Rproj
5 | _quarto.yml
6 | about.qmd
7 | *.html
8 | index.qmd
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/LICENSE.md:
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/README.md:
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1 | # The Groundwater Spatial Modeling Challenge 2024
2 |
3 | This challenge is strongly inspired by the last years [**Groundwater Time Series Modeling Challenge**](https://github.com/gwmodeling/challenge) organized by R.A. Collenteur (Eawag) et al. and can be considered as an extension to the spatial domain.
4 |
5 | This repository contains all the information and materials for the Groundwater Spatial Modeling Challenge, [as announced at the 2024 EGU General Assembly](https://meetingorganizer.copernicus.org/EGU24/EGU24-10386.html). We would like to invite every interested scientist or modeler to participate in this contest and submit the results of their best-performing models. In this way, we not only want to learn from each other, but also bring shared experience and creativity to this still very small community.
6 |
7 | **Organisers:** E. Haaf (Chalmers), T. Liesch & M. Ohmer (KIT), M. Nölscher (BGR)
8 |
9 | ## Background & Objectives
10 |
11 | Spatially continuous information (aka. maps) about groundwater related parameters is a crucial pre-condition for many tasks in water management and ecological questions. However, in hydrogeology, we often lack such reliable datasets due to the fact that observed data comes almost always from observation wells which reflect only a very narrow area around it. Based on such observed data, spatially continuous datasets can be then generated using deterministic methods like Voronoi-polygons or Inverse-Distance-Weighting or geostatistical methods like the Krigging-family for inter- and extrapolating over space. In the recent two decades machine learning approaches have been increasingly studied and applied for this task. Compared to time series modeling of groundwater levels, there has not yet been a comparable breakthrough in mapping/regionalizing groundwater related parameters. Whith this challenge, we want to
12 |
13 | - put more focus on this matter of research,
14 | - grow the community,
15 | - increase discussion,
16 | - showcase the diversity of approaches and evaluate their capabilities and
17 | - learn from each others experience and creativity.
18 |
19 | In order to get a tiny bit closer to these goals, this challenge is about modeling nitrate concentrations (including the prediction intervals) in shallow aquifers in southwest Germany using a broad range of geophysical predictor variables aka. features. Any model is welcome. It is not restricted to machine learning models.
20 |
21 | In the following, all necessary information on participating in the challenge is explained.
22 |
23 | ## Inputa data (features and target variable)
24 |
25 | We split the overall dataset with approx. 1800 samples/locations into a training and a test set using a proportion of 80% for training. This dataset has contains 3 types of columns:
26 |
27 | - one id column: this column is only for matching the the predictions with the solutions later on
28 | - one target column containing the nitrate concentrations: this column name has the prefix 'target\_'
29 | - many feature columns containing the explanatory variables/predictors: these columns have the prefix 'feature\_'
30 |
31 | > \[!TIP\]
32 | > Please find all meta data about all features in this [table](https://groundwater-spatial-modeling-challenge.github.io/challenge2024/features.html) Please find all data and descriptions in the [data folder](https://github.com/Groundwater-Spatial-Modeling-Challenge/challenge2024/tree/main/data).
33 |
34 | > \[!WARNING\]
35 | >
36 | >
37 | >
38 | > The data is licensed under CC BY-NC-ND 4.0
39 | >
40 | >
41 |
42 | As we do not provide the coordinates of the samples/locations, it is not possible or allowed to add other datasets as features. But it is of course allowed to only use some of the features or calculate new features from the provided ones. Any kind of feature engineering (e.g. encoding of nominal features) is allowed. It is not permitted to use the nitrate concentration as feature itself.
43 |
44 | ## Modeling rules
45 |
46 | - Anyone interested can participate as single person or as team
47 | - Participants may use any type of model
48 | - The target variable namely the nitrate concentrations must not be used as predictor/feature.
49 | - The modeling workflow must be reproducible, preferably through the use of scripts, but otherwise described in enough detail to reproduce the results. This requires freely available software, preferably open source
50 | - Supplementary model data must be described in sufficient detail and submitted with model outputs.
51 | - Submission of model results are done via a github pull request
52 |
53 | ## Model outputs and deliverables
54 |
55 | The model is expected to compute:
56 |
57 | - The prediction of the nitrate concentrations for the location ids in the submission files in the 'team_example' folder.
58 | - Optional: if the method/model allows the calculation of prediction intervals, the 95% prediction interval of the nitrate concentration should be added as separate columns for each location id as shown in the example file.
59 |
60 | Forms that can be used to submit the results are provided in the [submissions folder](https://github.com/Groundwater-Spatial-Modeling-Challenge/challenge2024/tree/main/submissions). There you can also find more details on what to submit.
61 |
62 | ## Model evaluation
63 |
64 | The models will be evaluated using several performance metrics, computed for both the training and the test split. The data solutions for the test split are not public yet and will be released after the deadline date.
65 |
66 | ## Deadline
67 |
68 | > \[!WARNING\]
69 | > The extended deadline for the challenge is now **15/07/2025 24:00 CET.** Please make sure to submit before this date. We plan to share the results of this challenge at the EGU General Assembly 2025.
70 |
71 | ## Participation & Submission
72 |
73 | If you intend to participate, [please open a GitHub Issue for your team](https://github.com/Groundwater-Spatial-Modeling-Challenge/challenge2024/issues), such that we can track the participating teams.
74 |
75 | Participants can submit their model results as a Pull Request to this Repository, adding a folder with their results in the 'submissions' folder. The model results must be submitted in a way that they are reproducible, either through the use of scripts (preferred) or detailed description of the modeling process. See the [submissions folder](https://github.com/Groundwater-Spatial-Modeling-Challenge/challenge2024/tree/main/submissions) for a more detailed description on how and what to submit.
76 |
77 | After the challenge we intend to write an article to submit to a peer-reviewed journal with all the organisers and participants.
78 |
79 | ## Questions/ Comments ?
80 |
81 | To make sure everyone has access to the same information we ask you to put any questions that are of general interest to all participants in the [GitHub Discussion Forum](https://github.com/Groundwater-Spatial-Modeling-Challenge/challenge2024/discussions).
82 |
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1 | /*!
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5 | * Licensed MIT © Zeno Rocha
6 | */
7 | !function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.amd?define([],e):"object"==typeof exports?exports.ClipboardJS=e():t.ClipboardJS=e()}(this,function(){return n={686:function(t,e,n){"use strict";n.d(e,{default:function(){return o}});var e=n(279),i=n.n(e),e=n(370),u=n.n(e),e=n(817),c=n.n(e);function a(t){try{return document.execCommand(t)}catch(t){return}}var f=function(t){t=c()(t);return a("cut"),t};var l=function(t){var e,n,o,r=1.anchorjs-link,.anchorjs-link:focus{opacity:1}",u.sheet.cssRules.length),u.sheet.insertRule("[data-anchorjs-icon]::after{content:attr(data-anchorjs-icon)}",u.sheet.cssRules.length),u.sheet.insertRule('@font-face{font-family:anchorjs-icons;src:url(data:n/a;base64,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) format("truetype")}',u.sheet.cssRules.length)),u=document.querySelectorAll("[id]"),t=[].map.call(u,function(A){return A.id}),i=0;i\]./()*\\\n\t\b\v\u00A0]/g,"-").replace(/-{2,}/g,"-").substring(0,this.options.truncate).replace(/^-+|-+$/gm,"").toLowerCase()},this.hasAnchorJSLink=function(A){var e=A.firstChild&&-1<(" "+A.firstChild.className+" ").indexOf(" anchorjs-link "),A=A.lastChild&&-1<(" "+A.lastChild.className+" ").indexOf(" anchorjs-link ");return e||A||!1}}});
9 | // @license-end
--------------------------------------------------------------------------------
/README_files/libs/quarto-html/popper.min.js:
--------------------------------------------------------------------------------
1 | /**
2 | * @popperjs/core v2.11.4 - MIT License
3 | */
4 |
5 | !function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?define(["exports"],t):t((e="undefined"!=typeof globalThis?globalThis:e||self).Popper={})}(this,(function(e){"use strict";function t(e){if(null==e)return window;if("[object Window]"!==e.toString()){var t=e.ownerDocument;return t&&t.defaultView||window}return e}function n(e){return e instanceof t(e).Element||e instanceof Element}function r(e){return e instanceof t(e).HTMLElement||e instanceof HTMLElement}function o(e){return"undefined"!=typeof ShadowRoot&&(e instanceof t(e).ShadowRoot||e instanceof ShadowRoot)}var i=Math.max,a=Math.min,s=Math.round;function f(e,t){void 0===t&&(t=!1);var n=e.getBoundingClientRect(),o=1,i=1;if(r(e)&&t){var a=e.offsetHeight,f=e.offsetWidth;f>0&&(o=s(n.width)/f||1),a>0&&(i=s(n.height)/a||1)}return{width:n.width/o,height:n.height/i,top:n.top/i,right:n.right/o,bottom:n.bottom/i,left:n.left/o,x:n.left/o,y:n.top/i}}function c(e){var 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t=f(e),n=e.offsetWidth,r=e.offsetHeight;return Math.abs(t.width-n)<=1&&(n=t.width),Math.abs(t.height-r)<=1&&(r=t.height),{x:e.offsetLeft,y:e.offsetTop,width:n,height:r}}function g(e){return"html"===p(e)?e:e.assignedSlot||e.parentNode||(o(e)?e.host:null)||u(e)}function y(e){return["html","body","#document"].indexOf(p(e))>=0?e.ownerDocument.body:r(e)&&h(e)?e:y(g(e))}function b(e,n){var r;void 0===n&&(n=[]);var o=y(e),i=o===(null==(r=e.ownerDocument)?void 0:r.body),a=t(o),s=i?[a].concat(a.visualViewport||[],h(o)?o:[]):o,f=n.concat(s);return i?f:f.concat(b(g(s)))}function x(e){return["table","td","th"].indexOf(p(e))>=0}function w(e){return r(e)&&"fixed"!==d(e).position?e.offsetParent:null}function O(e){for(var n=t(e),i=w(e);i&&x(i)&&"static"===d(i).position;)i=w(i);return i&&("html"===p(i)||"body"===p(i)&&"static"===d(i).position)?n:i||function(e){var t=-1!==navigator.userAgent.toLowerCase().indexOf("firefox");if(-1!==navigator.userAgent.indexOf("Trident")&&r(e)&&"fixed"===d(e).position)return null;var n=g(e);for(o(n)&&(n=n.host);r(n)&&["html","body"].indexOf(p(n))<0;){var i=d(n);if("none"!==i.transform||"none"!==i.perspective||"paint"===i.contain||-1!==["transform","perspective"].indexOf(i.willChange)||t&&"filter"===i.willChange||t&&i.filter&&"none"!==i.filter)return n;n=n.parentNode}return null}(e)||n}var j="top",E="bottom",D="right",A="left",L="auto",P=[j,E,D,A],M="start",k="end",W="viewport",B="popper",H=P.reduce((function(e,t){return e.concat([t+"-"+M,t+"-"+k])}),[]),T=[].concat(P,[L]).reduce((function(e,t){return e.concat([t,t+"-"+M,t+"-"+k])}),[]),R=["beforeRead","read","afterRead","beforeMain","main","afterMain","beforeWrite","write","afterWrite"];function S(e){var t=new Map,n=new Set,r=[];function o(e){n.add(e.name),[].concat(e.requires||[],e.requiresIfExists||[]).forEach((function(e){if(!n.has(e)){var 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6 |
7 |
--------------------------------------------------------------------------------
/README_files/libs/quarto-html/quarto-syntax-highlighting.css:
--------------------------------------------------------------------------------
1 | /* quarto syntax highlight colors */
2 | :root {
3 | --quarto-hl-ot-color: #003B4F;
4 | --quarto-hl-at-color: #657422;
5 | --quarto-hl-ss-color: #20794D;
6 | --quarto-hl-an-color: #5E5E5E;
7 | --quarto-hl-fu-color: #4758AB;
8 | --quarto-hl-st-color: #20794D;
9 | --quarto-hl-cf-color: #003B4F;
10 | --quarto-hl-op-color: #5E5E5E;
11 | --quarto-hl-er-color: #AD0000;
12 | --quarto-hl-bn-color: #AD0000;
13 | --quarto-hl-al-color: #AD0000;
14 | --quarto-hl-va-color: #111111;
15 | --quarto-hl-bu-color: inherit;
16 | --quarto-hl-ex-color: inherit;
17 | --quarto-hl-pp-color: #AD0000;
18 | --quarto-hl-in-color: #5E5E5E;
19 | --quarto-hl-vs-color: #20794D;
20 | --quarto-hl-wa-color: #5E5E5E;
21 | --quarto-hl-do-color: #5E5E5E;
22 | --quarto-hl-im-color: #00769E;
23 | --quarto-hl-ch-color: #20794D;
24 | --quarto-hl-dt-color: #AD0000;
25 | --quarto-hl-fl-color: #AD0000;
26 | --quarto-hl-co-color: #5E5E5E;
27 | --quarto-hl-cv-color: #5E5E5E;
28 | --quarto-hl-cn-color: #8f5902;
29 | --quarto-hl-sc-color: #5E5E5E;
30 | --quarto-hl-dv-color: #AD0000;
31 | --quarto-hl-kw-color: #003B4F;
32 | }
33 |
34 | /* other quarto variables */
35 | :root {
36 | --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace;
37 | }
38 |
39 | pre > code.sourceCode > span {
40 | color: #003B4F;
41 | }
42 |
43 | code span {
44 | color: #003B4F;
45 | }
46 |
47 | code.sourceCode > span {
48 | color: #003B4F;
49 | }
50 |
51 | div.sourceCode,
52 | div.sourceCode pre.sourceCode {
53 | color: #003B4F;
54 | }
55 |
56 | code span.ot {
57 | color: #003B4F;
58 | }
59 |
60 | code span.at {
61 | color: #657422;
62 | }
63 |
64 | code span.ss {
65 | color: #20794D;
66 | }
67 |
68 | code span.an {
69 | color: #5E5E5E;
70 | }
71 |
72 | code span.fu {
73 | color: #4758AB;
74 | }
75 |
76 | code span.st {
77 | color: #20794D;
78 | }
79 |
80 | code span.cf {
81 | color: #003B4F;
82 | }
83 |
84 | code span.op {
85 | color: #5E5E5E;
86 | }
87 |
88 | code span.er {
89 | color: #AD0000;
90 | }
91 |
92 | code span.bn {
93 | color: #AD0000;
94 | }
95 |
96 | code span.al {
97 | color: #AD0000;
98 | }
99 |
100 | code span.va {
101 | color: #111111;
102 | }
103 |
104 | code span.pp {
105 | color: #AD0000;
106 | }
107 |
108 | code span.in {
109 | color: #5E5E5E;
110 | }
111 |
112 | code span.vs {
113 | color: #20794D;
114 | }
115 |
116 | code span.wa {
117 | color: #5E5E5E;
118 | font-style: italic;
119 | }
120 |
121 | code span.do {
122 | color: #5E5E5E;
123 | font-style: italic;
124 | }
125 |
126 | code span.im {
127 | color: #00769E;
128 | }
129 |
130 | code span.ch {
131 | color: #20794D;
132 | }
133 |
134 | code span.dt {
135 | color: #AD0000;
136 | }
137 |
138 | code span.fl {
139 | color: #AD0000;
140 | }
141 |
142 | code span.co {
143 | color: #5E5E5E;
144 | }
145 |
146 | code span.cv {
147 | color: #5E5E5E;
148 | font-style: italic;
149 | }
150 |
151 | code span.cn {
152 | color: #8f5902;
153 | }
154 |
155 | code span.sc {
156 | color: #5E5E5E;
157 | }
158 |
159 | code span.dv {
160 | color: #AD0000;
161 | }
162 |
163 | code span.kw {
164 | color: #003B4F;
165 | }
166 |
167 | .prevent-inlining {
168 | content: "";
169 | }
170 |
171 | /*# sourceMappingURL=debc5d5d77c3f9108843748ff7464032.css.map */
172 |
--------------------------------------------------------------------------------
/README_files/libs/quarto-html/quarto.js:
--------------------------------------------------------------------------------
1 | const sectionChanged = new CustomEvent("quarto-sectionChanged", {
2 | detail: {},
3 | bubbles: true,
4 | cancelable: false,
5 | composed: false,
6 | });
7 |
8 | window.document.addEventListener("DOMContentLoaded", function (_event) {
9 | const tocEl = window.document.querySelector('nav.toc-active[role="doc-toc"]');
10 | const sidebarEl = window.document.getElementById("quarto-sidebar");
11 | const leftTocEl = window.document.getElementById("quarto-sidebar-toc-left");
12 | const marginSidebarEl = window.document.getElementById(
13 | "quarto-margin-sidebar"
14 | );
15 | // function to determine whether the element has a previous sibling that is active
16 | const prevSiblingIsActiveLink = (el) => {
17 | const sibling = el.previousElementSibling;
18 | if (sibling && sibling.tagName === "A") {
19 | return sibling.classList.contains("active");
20 | } else {
21 | return false;
22 | }
23 | };
24 |
25 | // fire slideEnter for bootstrap tab activations (for htmlwidget resize behavior)
26 | function fireSlideEnter(e) {
27 | const event = window.document.createEvent("Event");
28 | event.initEvent("slideenter", true, true);
29 | window.document.dispatchEvent(event);
30 | }
31 | const tabs = window.document.querySelectorAll('a[data-bs-toggle="tab"]');
32 | tabs.forEach((tab) => {
33 | tab.addEventListener("shown.bs.tab", fireSlideEnter);
34 | });
35 |
36 | // fire slideEnter for tabby tab activations (for htmlwidget resize behavior)
37 | document.addEventListener("tabby", fireSlideEnter, false);
38 |
39 | // Track scrolling and mark TOC links as active
40 | // get table of contents and sidebar (bail if we don't have at least one)
41 | const tocLinks = tocEl
42 | ? [...tocEl.querySelectorAll("a[data-scroll-target]")]
43 | : [];
44 | const makeActive = (link) => tocLinks[link].classList.add("active");
45 | const removeActive = (link) => tocLinks[link].classList.remove("active");
46 | const removeAllActive = () =>
47 | [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link));
48 |
49 | // activate the anchor for a section associated with this TOC entry
50 | tocLinks.forEach((link) => {
51 | link.addEventListener("click", () => {
52 | if (link.href.indexOf("#") !== -1) {
53 | const anchor = link.href.split("#")[1];
54 | const heading = window.document.querySelector(
55 | `[data-anchor-id=${anchor}]`
56 | );
57 | if (heading) {
58 | // Add the class
59 | heading.classList.add("reveal-anchorjs-link");
60 |
61 | // function to show the anchor
62 | const handleMouseout = () => {
63 | heading.classList.remove("reveal-anchorjs-link");
64 | heading.removeEventListener("mouseout", handleMouseout);
65 | };
66 |
67 | // add a function to clear the anchor when the user mouses out of it
68 | heading.addEventListener("mouseout", handleMouseout);
69 | }
70 | }
71 | });
72 | });
73 |
74 | const sections = tocLinks.map((link) => {
75 | const target = link.getAttribute("data-scroll-target");
76 | if (target.startsWith("#")) {
77 | return window.document.getElementById(decodeURI(`${target.slice(1)}`));
78 | } else {
79 | return window.document.querySelector(decodeURI(`${target}`));
80 | }
81 | });
82 |
83 | const sectionMargin = 200;
84 | let currentActive = 0;
85 | // track whether we've initialized state the first time
86 | let init = false;
87 |
88 | const updateActiveLink = () => {
89 | // The index from bottom to top (e.g. reversed list)
90 | let sectionIndex = -1;
91 | if (
92 | window.innerHeight + window.pageYOffset >=
93 | window.document.body.offsetHeight
94 | ) {
95 | sectionIndex = 0;
96 | } else {
97 | sectionIndex = [...sections].reverse().findIndex((section) => {
98 | if (section) {
99 | return window.pageYOffset >= section.offsetTop - sectionMargin;
100 | } else {
101 | return false;
102 | }
103 | });
104 | }
105 | if (sectionIndex > -1) {
106 | const current = sections.length - sectionIndex - 1;
107 | if (current !== currentActive) {
108 | removeAllActive();
109 | currentActive = current;
110 | makeActive(current);
111 | if (init) {
112 | window.dispatchEvent(sectionChanged);
113 | }
114 | init = true;
115 | }
116 | }
117 | };
118 |
119 | const inHiddenRegion = (top, bottom, hiddenRegions) => {
120 | for (const region of hiddenRegions) {
121 | if (top <= region.bottom && bottom >= region.top) {
122 | return true;
123 | }
124 | }
125 | return false;
126 | };
127 |
128 | const categorySelector = "header.quarto-title-block .quarto-category";
129 | const activateCategories = (href) => {
130 | // Find any categories
131 | // Surround them with a link pointing back to:
132 | // #category=Authoring
133 | try {
134 | const categoryEls = window.document.querySelectorAll(categorySelector);
135 | for (const categoryEl of categoryEls) {
136 | const categoryText = categoryEl.textContent;
137 | if (categoryText) {
138 | const link = `${href}#category=${encodeURIComponent(categoryText)}`;
139 | const linkEl = window.document.createElement("a");
140 | linkEl.setAttribute("href", link);
141 | for (const child of categoryEl.childNodes) {
142 | linkEl.append(child);
143 | }
144 | categoryEl.appendChild(linkEl);
145 | }
146 | }
147 | } catch {
148 | // Ignore errors
149 | }
150 | };
151 | function hasTitleCategories() {
152 | return window.document.querySelector(categorySelector) !== null;
153 | }
154 |
155 | function offsetRelativeUrl(url) {
156 | const offset = getMeta("quarto:offset");
157 | return offset ? offset + url : url;
158 | }
159 |
160 | function offsetAbsoluteUrl(url) {
161 | const offset = getMeta("quarto:offset");
162 | const baseUrl = new URL(offset, window.location);
163 |
164 | const projRelativeUrl = url.replace(baseUrl, "");
165 | if (projRelativeUrl.startsWith("/")) {
166 | return projRelativeUrl;
167 | } else {
168 | return "/" + projRelativeUrl;
169 | }
170 | }
171 |
172 | // read a meta tag value
173 | function getMeta(metaName) {
174 | const metas = window.document.getElementsByTagName("meta");
175 | for (let i = 0; i < metas.length; i++) {
176 | if (metas[i].getAttribute("name") === metaName) {
177 | return metas[i].getAttribute("content");
178 | }
179 | }
180 | return "";
181 | }
182 |
183 | async function findAndActivateCategories() {
184 | const currentPagePath = offsetAbsoluteUrl(window.location.href);
185 | const response = await fetch(offsetRelativeUrl("listings.json"));
186 | if (response.status == 200) {
187 | return response.json().then(function (listingPaths) {
188 | const listingHrefs = [];
189 | for (const listingPath of listingPaths) {
190 | const pathWithoutLeadingSlash = listingPath.listing.substring(1);
191 | for (const item of listingPath.items) {
192 | if (
193 | item === currentPagePath ||
194 | item === currentPagePath + "index.html"
195 | ) {
196 | // Resolve this path against the offset to be sure
197 | // we already are using the correct path to the listing
198 | // (this adjusts the listing urls to be rooted against
199 | // whatever root the page is actually running against)
200 | const relative = offsetRelativeUrl(pathWithoutLeadingSlash);
201 | const baseUrl = window.location;
202 | const resolvedPath = new URL(relative, baseUrl);
203 | listingHrefs.push(resolvedPath.pathname);
204 | break;
205 | }
206 | }
207 | }
208 |
209 | // Look up the tree for a nearby linting and use that if we find one
210 | const nearestListing = findNearestParentListing(
211 | offsetAbsoluteUrl(window.location.pathname),
212 | listingHrefs
213 | );
214 | if (nearestListing) {
215 | activateCategories(nearestListing);
216 | } else {
217 | // See if the referrer is a listing page for this item
218 | const referredRelativePath = offsetAbsoluteUrl(document.referrer);
219 | const referrerListing = listingHrefs.find((listingHref) => {
220 | const isListingReferrer =
221 | listingHref === referredRelativePath ||
222 | listingHref === referredRelativePath + "index.html";
223 | return isListingReferrer;
224 | });
225 |
226 | if (referrerListing) {
227 | // Try to use the referrer if possible
228 | activateCategories(referrerListing);
229 | } else if (listingHrefs.length > 0) {
230 | // Otherwise, just fall back to the first listing
231 | activateCategories(listingHrefs[0]);
232 | }
233 | }
234 | });
235 | }
236 | }
237 | if (hasTitleCategories()) {
238 | findAndActivateCategories();
239 | }
240 |
241 | const findNearestParentListing = (href, listingHrefs) => {
242 | if (!href || !listingHrefs) {
243 | return undefined;
244 | }
245 | // Look up the tree for a nearby linting and use that if we find one
246 | const relativeParts = href.substring(1).split("/");
247 | while (relativeParts.length > 0) {
248 | const path = relativeParts.join("/");
249 | for (const listingHref of listingHrefs) {
250 | if (listingHref.startsWith(path)) {
251 | return listingHref;
252 | }
253 | }
254 | relativeParts.pop();
255 | }
256 |
257 | return undefined;
258 | };
259 |
260 | const manageSidebarVisiblity = (el, placeholderDescriptor) => {
261 | let isVisible = true;
262 |
263 | return (hiddenRegions) => {
264 | if (el === null) {
265 | return;
266 | }
267 |
268 | // Find the last element of the TOC
269 | const lastChildEl = el.lastElementChild;
270 |
271 | if (lastChildEl) {
272 | // Find the top and bottom o the element that is being managed
273 | const elTop = el.offsetTop;
274 | const elBottom =
275 | elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight;
276 |
277 | // Converts the sidebar to a menu
278 | const convertToMenu = () => {
279 | for (const child of el.children) {
280 | child.style.opacity = 0;
281 | child.style.overflow = "hidden";
282 | }
283 |
284 | const toggleContainer = window.document.createElement("div");
285 | toggleContainer.style.width = "100%";
286 | toggleContainer.classList.add("zindex-over-content");
287 | toggleContainer.classList.add("quarto-sidebar-toggle");
288 | toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom
289 | toggleContainer.id = placeholderDescriptor.id;
290 | toggleContainer.style.position = "fixed";
291 |
292 | const toggleIcon = window.document.createElement("i");
293 | toggleIcon.classList.add("quarto-sidebar-toggle-icon");
294 | toggleIcon.classList.add("bi");
295 | toggleIcon.classList.add("bi-caret-down-fill");
296 |
297 | const toggleTitle = window.document.createElement("div");
298 | const titleEl = window.document.body.querySelector(
299 | placeholderDescriptor.titleSelector
300 | );
301 | if (titleEl) {
302 | toggleTitle.append(titleEl.innerText, toggleIcon);
303 | }
304 | toggleTitle.classList.add("zindex-over-content");
305 | toggleTitle.classList.add("quarto-sidebar-toggle-title");
306 | toggleContainer.append(toggleTitle);
307 |
308 | const toggleContents = window.document.createElement("div");
309 | toggleContents.classList = el.classList;
310 | toggleContents.classList.add("zindex-over-content");
311 | toggleContents.classList.add("quarto-sidebar-toggle-contents");
312 | for (const child of el.children) {
313 | if (child.id === "toc-title") {
314 | continue;
315 | }
316 |
317 | const clone = child.cloneNode(true);
318 | clone.style.opacity = 1;
319 | clone.style.display = null;
320 | toggleContents.append(clone);
321 | }
322 | toggleContents.style.height = "0px";
323 | toggleContainer.append(toggleContents);
324 | el.parentElement.prepend(toggleContainer);
325 |
326 | // Process clicks
327 | let tocShowing = false;
328 | // Allow the caller to control whether this is dismissed
329 | // when it is clicked (e.g. sidebar navigation supports
330 | // opening and closing the nav tree, so don't dismiss on click)
331 | const clickEl = placeholderDescriptor.dismissOnClick
332 | ? toggleContainer
333 | : toggleTitle;
334 |
335 | const closeToggle = () => {
336 | if (tocShowing) {
337 | toggleContainer.classList.remove("expanded");
338 | toggleContents.style.height = "0px";
339 | tocShowing = false;
340 | }
341 | };
342 |
343 | const positionToggle = () => {
344 | // position the element (top left of parent, same width as parent)
345 | const elRect = el.getBoundingClientRect();
346 | toggleContainer.style.left = `${elRect.left}px`;
347 | toggleContainer.style.top = `${elRect.top}px`;
348 | toggleContainer.style.width = `${elRect.width}px`;
349 | };
350 |
351 | // Get rid of any expanded toggle if the user scrolls
352 | window.document.addEventListener(
353 | "scroll",
354 | throttle(() => {
355 | closeToggle();
356 | }, 50)
357 | );
358 |
359 | // Handle positioning of the toggle
360 | window.addEventListener(
361 | "resize",
362 | throttle(() => {
363 | positionToggle();
364 | }, 50)
365 | );
366 | positionToggle();
367 |
368 | // Process the click
369 | clickEl.onclick = () => {
370 | if (!tocShowing) {
371 | toggleContainer.classList.add("expanded");
372 | toggleContents.style.height = null;
373 | tocShowing = true;
374 | } else {
375 | closeToggle();
376 | }
377 | };
378 | };
379 |
380 | // Converts a sidebar from a menu back to a sidebar
381 | const convertToSidebar = () => {
382 | for (const child of el.children) {
383 | child.style.opacity = 1;
384 | child.style.overflow = null;
385 | }
386 |
387 | const placeholderEl = window.document.getElementById(
388 | placeholderDescriptor.id
389 | );
390 | if (placeholderEl) {
391 | placeholderEl.remove();
392 | }
393 |
394 | el.classList.remove("rollup");
395 | };
396 |
397 | if (isReaderMode()) {
398 | convertToMenu();
399 | isVisible = false;
400 | } else {
401 | if (!isVisible) {
402 | // If the element is current not visible reveal if there are
403 | // no conflicts with overlay regions
404 | if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) {
405 | convertToSidebar();
406 | isVisible = true;
407 | }
408 | } else {
409 | // If the element is visible, hide it if it conflicts with overlay regions
410 | // and insert a placeholder toggle (or if we're in reader mode)
411 | if (inHiddenRegion(elTop, elBottom, hiddenRegions)) {
412 | convertToMenu();
413 | isVisible = false;
414 | }
415 | }
416 | }
417 | }
418 | };
419 | };
420 |
421 | // Find any conflicting margin elements and add margins to the
422 | // top to prevent overlap
423 | const marginChildren = window.document.querySelectorAll(
424 | ".column-margin.column-container > * "
425 | );
426 |
427 | nexttick(() => {
428 | let lastBottom = 0;
429 | for (const marginChild of marginChildren) {
430 | const top = marginChild.getBoundingClientRect().top + window.scrollY;
431 | if (top < lastBottom) {
432 | const margin = lastBottom - top;
433 | marginChild.style.marginTop = `${margin}px`;
434 | }
435 | const styles = window.getComputedStyle(marginChild);
436 | const marginTop = parseFloat(styles["marginTop"]);
437 |
438 | lastBottom = top + marginChild.getBoundingClientRect().height + marginTop;
439 | }
440 | });
441 |
442 | // Manage the visibility of the toc and the sidebar
443 | const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, {
444 | id: "quarto-toc-toggle",
445 | titleSelector: "#toc-title",
446 | dismissOnClick: true,
447 | });
448 | const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, {
449 | id: "quarto-sidebarnav-toggle",
450 | titleSelector: ".title",
451 | dismissOnClick: false,
452 | });
453 | let tocLeftScrollVisibility;
454 | if (leftTocEl) {
455 | tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, {
456 | id: "quarto-lefttoc-toggle",
457 | titleSelector: "#toc-title",
458 | dismissOnClick: true,
459 | });
460 | }
461 |
462 | // Find the first element that uses formatting in special columns
463 | const conflictingEls = window.document.body.querySelectorAll(
464 | '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]'
465 | );
466 |
467 | // Filter all the possibly conflicting elements into ones
468 | // the do conflict on the left or ride side
469 | const arrConflictingEls = Array.from(conflictingEls);
470 | const leftSideConflictEls = arrConflictingEls.filter((el) => {
471 | if (el.tagName === "ASIDE") {
472 | return false;
473 | }
474 | return Array.from(el.classList).find((className) => {
475 | return (
476 | className !== "column-body" &&
477 | className.startsWith("column-") &&
478 | !className.endsWith("right") &&
479 | !className.endsWith("container") &&
480 | className !== "column-margin"
481 | );
482 | });
483 | });
484 | const rightSideConflictEls = arrConflictingEls.filter((el) => {
485 | if (el.tagName === "ASIDE") {
486 | return true;
487 | }
488 |
489 | const hasMarginCaption = Array.from(el.classList).find((className) => {
490 | return className == "margin-caption";
491 | });
492 | if (hasMarginCaption) {
493 | return true;
494 | }
495 |
496 | return Array.from(el.classList).find((className) => {
497 | return (
498 | className !== "column-body" &&
499 | !className.endsWith("container") &&
500 | className.startsWith("column-") &&
501 | !className.endsWith("left")
502 | );
503 | });
504 | });
505 |
506 | const kOverlapPaddingSize = 10;
507 | function toRegions(els) {
508 | return els.map((el) => {
509 | const top =
510 | el.getBoundingClientRect().top +
511 | document.documentElement.scrollTop -
512 | kOverlapPaddingSize;
513 | return {
514 | top,
515 | bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize,
516 | };
517 | });
518 | }
519 |
520 | const hideOverlappedSidebars = () => {
521 | marginScrollVisibility(toRegions(rightSideConflictEls));
522 | sidebarScrollVisiblity(toRegions(leftSideConflictEls));
523 | if (tocLeftScrollVisibility) {
524 | tocLeftScrollVisibility(toRegions(leftSideConflictEls));
525 | }
526 | };
527 |
528 | window.quartoToggleReader = () => {
529 | // Applies a slow class (or removes it)
530 | // to update the transition speed
531 | const slowTransition = (slow) => {
532 | const manageTransition = (id, slow) => {
533 | const el = document.getElementById(id);
534 | if (el) {
535 | if (slow) {
536 | el.classList.add("slow");
537 | } else {
538 | el.classList.remove("slow");
539 | }
540 | }
541 | };
542 |
543 | manageTransition("TOC", slow);
544 | manageTransition("quarto-sidebar", slow);
545 | };
546 |
547 | const readerMode = !isReaderMode();
548 | setReaderModeValue(readerMode);
549 |
550 | // If we're entering reader mode, slow the transition
551 | if (readerMode) {
552 | slowTransition(readerMode);
553 | }
554 | highlightReaderToggle(readerMode);
555 | hideOverlappedSidebars();
556 |
557 | // If we're exiting reader mode, restore the non-slow transition
558 | if (!readerMode) {
559 | slowTransition(!readerMode);
560 | }
561 | };
562 |
563 | const highlightReaderToggle = (readerMode) => {
564 | const els = document.querySelectorAll(".quarto-reader-toggle");
565 | if (els) {
566 | els.forEach((el) => {
567 | if (readerMode) {
568 | el.classList.add("reader");
569 | } else {
570 | el.classList.remove("reader");
571 | }
572 | });
573 | }
574 | };
575 |
576 | const setReaderModeValue = (val) => {
577 | if (window.location.protocol !== "file:") {
578 | window.localStorage.setItem("quarto-reader-mode", val);
579 | } else {
580 | localReaderMode = val;
581 | }
582 | };
583 |
584 | const isReaderMode = () => {
585 | if (window.location.protocol !== "file:") {
586 | return window.localStorage.getItem("quarto-reader-mode") === "true";
587 | } else {
588 | return localReaderMode;
589 | }
590 | };
591 | let localReaderMode = null;
592 |
593 | // Walk the TOC and collapse/expand nodes
594 | // Nodes are expanded if:
595 | // - they are top level
596 | // - they have children that are 'active' links
597 | // - they are directly below an link that is 'active'
598 | const walk = (el, depth) => {
599 | // Tick depth when we enter a UL
600 | if (el.tagName === "UL") {
601 | depth = depth + 1;
602 | }
603 |
604 | // It this is active link
605 | let isActiveNode = false;
606 | if (el.tagName === "A" && el.classList.contains("active")) {
607 | isActiveNode = true;
608 | }
609 |
610 | // See if there is an active child to this element
611 | let hasActiveChild = false;
612 | for (child of el.children) {
613 | hasActiveChild = walk(child, depth) || hasActiveChild;
614 | }
615 |
616 | // Process the collapse state if this is an UL
617 | if (el.tagName === "UL") {
618 | if (depth === 1 || hasActiveChild || prevSiblingIsActiveLink(el)) {
619 | el.classList.remove("collapse");
620 | } else {
621 | el.classList.add("collapse");
622 | }
623 |
624 | // untick depth when we leave a UL
625 | depth = depth - 1;
626 | }
627 | return hasActiveChild || isActiveNode;
628 | };
629 |
630 | // walk the TOC and expand / collapse any items that should be shown
631 |
632 | if (tocEl) {
633 | walk(tocEl, 0);
634 | updateActiveLink();
635 | }
636 |
637 | // Throttle the scroll event and walk peridiocally
638 | window.document.addEventListener(
639 | "scroll",
640 | throttle(() => {
641 | if (tocEl) {
642 | updateActiveLink();
643 | walk(tocEl, 0);
644 | }
645 | if (!isReaderMode()) {
646 | hideOverlappedSidebars();
647 | }
648 | }, 5)
649 | );
650 | window.addEventListener(
651 | "resize",
652 | throttle(() => {
653 | if (!isReaderMode()) {
654 | hideOverlappedSidebars();
655 | }
656 | }, 10)
657 | );
658 | hideOverlappedSidebars();
659 | highlightReaderToggle(isReaderMode());
660 | });
661 |
662 | // grouped tabsets
663 | window.addEventListener("pageshow", (_event) => {
664 | function getTabSettings() {
665 | const data = localStorage.getItem("quarto-persistent-tabsets-data");
666 | if (!data) {
667 | localStorage.setItem("quarto-persistent-tabsets-data", "{}");
668 | return {};
669 | }
670 | if (data) {
671 | return JSON.parse(data);
672 | }
673 | }
674 |
675 | function setTabSettings(data) {
676 | localStorage.setItem(
677 | "quarto-persistent-tabsets-data",
678 | JSON.stringify(data)
679 | );
680 | }
681 |
682 | function setTabState(groupName, groupValue) {
683 | const data = getTabSettings();
684 | data[groupName] = groupValue;
685 | setTabSettings(data);
686 | }
687 |
688 | function toggleTab(tab, active) {
689 | const tabPanelId = tab.getAttribute("aria-controls");
690 | const tabPanel = document.getElementById(tabPanelId);
691 | if (active) {
692 | tab.classList.add("active");
693 | tabPanel.classList.add("active");
694 | } else {
695 | tab.classList.remove("active");
696 | tabPanel.classList.remove("active");
697 | }
698 | }
699 |
700 | function toggleAll(selectedGroup, selectorsToSync) {
701 | for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) {
702 | const active = selectedGroup === thisGroup;
703 | for (const tab of tabs) {
704 | toggleTab(tab, active);
705 | }
706 | }
707 | }
708 |
709 | function findSelectorsToSyncByLanguage() {
710 | const result = {};
711 | const tabs = Array.from(
712 | document.querySelectorAll(`div[data-group] a[id^='tabset-']`)
713 | );
714 | for (const item of tabs) {
715 | const div = item.parentElement.parentElement.parentElement;
716 | const group = div.getAttribute("data-group");
717 | if (!result[group]) {
718 | result[group] = {};
719 | }
720 | const selectorsToSync = result[group];
721 | const value = item.innerHTML;
722 | if (!selectorsToSync[value]) {
723 | selectorsToSync[value] = [];
724 | }
725 | selectorsToSync[value].push(item);
726 | }
727 | return result;
728 | }
729 |
730 | function setupSelectorSync() {
731 | const selectorsToSync = findSelectorsToSyncByLanguage();
732 | Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => {
733 | Object.entries(tabSetsByValue).forEach(([value, items]) => {
734 | items.forEach((item) => {
735 | item.addEventListener("click", (_event) => {
736 | setTabState(group, value);
737 | toggleAll(value, selectorsToSync[group]);
738 | });
739 | });
740 | });
741 | });
742 | return selectorsToSync;
743 | }
744 |
745 | const selectorsToSync = setupSelectorSync();
746 | for (const [group, selectedName] of Object.entries(getTabSettings())) {
747 | const selectors = selectorsToSync[group];
748 | // it's possible that stale state gives us empty selections, so we explicitly check here.
749 | if (selectors) {
750 | toggleAll(selectedName, selectors);
751 | }
752 | }
753 | });
754 |
755 | function throttle(func, wait) {
756 | let waiting = false;
757 | return function () {
758 | if (!waiting) {
759 | func.apply(this, arguments);
760 | waiting = true;
761 | setTimeout(function () {
762 | waiting = false;
763 | }, wait);
764 | }
765 | };
766 | }
767 |
768 | function nexttick(func) {
769 | return setTimeout(func, 0);
770 | }
771 |
--------------------------------------------------------------------------------
/README_files/libs/quarto-html/tippy.css:
--------------------------------------------------------------------------------
1 | .tippy-box[data-animation=fade][data-state=hidden]{opacity:0}[data-tippy-root]{max-width:calc(100vw - 10px)}.tippy-box{position:relative;background-color:#333;color:#fff;border-radius:4px;font-size:14px;line-height:1.4;white-space:normal;outline:0;transition-property:transform,visibility,opacity}.tippy-box[data-placement^=top]>.tippy-arrow{bottom:0}.tippy-box[data-placement^=top]>.tippy-arrow:before{bottom:-7px;left:0;border-width:8px 8px 0;border-top-color:initial;transform-origin:center top}.tippy-box[data-placement^=bottom]>.tippy-arrow{top:0}.tippy-box[data-placement^=bottom]>.tippy-arrow:before{top:-7px;left:0;border-width:0 8px 8px;border-bottom-color:initial;transform-origin:center bottom}.tippy-box[data-placement^=left]>.tippy-arrow{right:0}.tippy-box[data-placement^=left]>.tippy-arrow:before{border-width:8px 0 8px 8px;border-left-color:initial;right:-7px;transform-origin:center left}.tippy-box[data-placement^=right]>.tippy-arrow{left:0}.tippy-box[data-placement^=right]>.tippy-arrow:before{left:-7px;border-width:8px 8px 8px 0;border-right-color:initial;transform-origin:center right}.tippy-box[data-inertia][data-state=visible]{transition-timing-function:cubic-bezier(.54,1.5,.38,1.11)}.tippy-arrow{width:16px;height:16px;color:#333}.tippy-arrow:before{content:"";position:absolute;border-color:transparent;border-style:solid}.tippy-content{position:relative;padding:5px 9px;z-index:1}
--------------------------------------------------------------------------------
/README_files/libs/quarto-html/tippy.umd.min.js:
--------------------------------------------------------------------------------
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2 |
3 |
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/data/gsmc2024_logo_hex.png:
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https://raw.githubusercontent.com/Groundwater-Spatial-Modeling-Challenge/challenge2024/802488ee27d1f63fb44386df3e2a356f78f15b30/data/gsmc2024_logo_hex.png
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/data/readme.md:
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1 | # Data
2 |
3 | This folder contains all the data for the challenge. There are 3 .csv files:
4 |
5 | - train.csv: this file contains a ID column (id), the column containing the target variable (target_nitrate) and all feature columns (feat_...). This file contains all data that you can use to train or calibrate your model.
6 | - test.csv: this file contains a ID column (id) and all feature columns (feat_...). The target column is missing of course. This file contains all features of the samples in the test split. Use this file to make predictions on the test split.
7 | - prediction.csv: this file contains a ID column (cell_id) and all feature columns (feat_...). The target column is missing of course. This file contains all features belonging to a regularly sampled grid. Use this file to make predictions for. We will use this file in order to generate spatially continuous raster maps for a visual comparison.
8 |
9 | If you have any questions about the data, please post them in the appropriate GitHub Discussion forum. This
10 | ensures that all participants will have the same information available.
11 |
12 | > [!WARNING]
13 | > The data is licensed under CC BY-NC-ND 4.0
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/submissions/readme.md:
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1 | # Model results
2 |
3 | This folder contains the folders with the model results from the different participating teams. To submit your model
4 | results, please:
5 |
6 | 1. [fork](https://github.com/Groundwater-Spatial-Modeling-Challenge/challenge2024/fork) this repository;
7 | 2. Copy the 'team_example' folder and rename (e.g., 'team_XX');
8 | 3. Change the files in the folder;
9 | 4. Create a [Pull request](https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request-from-a-fork) to the original repository to submit your model.
10 |
11 | If you need any help with this submission, please post in the GitHub Discussion Forum.
12 |
13 | > [!NOTE]
14 | > Please do not change the names of the files contained in the example folder, only change the data within
15 | the files:
16 |
17 | - readme.md: Here you can provide information about yourself, the feature engineering, the model etc.
18 | - submission_traintest.csv: This table should contain the id column (id), a column with your predictions for the nitrate concentrations (target_nitrate) and optionally two more columns for the prediction intervals (target_nitrate_ub, target_nitrate_lb)
19 | - submission_prediction.csv: This table should contain the cell id column (cell_id), a column with your predictions for the nitrate concentrations (target_nitrate) and optionally two more columns for the prediction intervals (target_nitrate_ub, target_nitrate_lb)
20 |
21 |
22 |
23 |
24 |
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/submissions/team_example/readme.md:
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1 | # Team Example
2 | ## Author(s)
3 |
4 | - Firstname Lastname (Affiliation): [https://orcid.org/XXXX-XXXX-XXXX-XXXX](https://orcid.org/XXXX-XXXX-XXXX-XXXX)
5 | - Firstname Lastname (Affiliation): [https://orcid.org/XXXX-XXXX-XXXX-XXXX](https://orcid.org/XXXX-XXXX-XXXX-XXXX)
6 |
7 | ## Feature engineering description
8 |
9 | Here comes a short description of what you have done regarding subsetting, dimensionality reduction, embedding, encoding and generation of new features etc.
10 | You can also provide a list of features that you have used in the end for training your model.
11 |
12 | ## Training strategy
13 |
14 | Here your can briefly describe your validation strategy (cross-validation (CV), repeated CV, ...) and wether you did some kind of hyperparameter optimization etc.
15 |
16 | ## Model description
17 |
18 | Here comes a short description of the model or the model ensemble that you have used.
19 |
20 | ## Software
21 |
22 | Here you can describe the software used for modeling (programming language, libraries/packages, versions).
23 | If you developed your modeling on a code hosting platform like github, you can also put a link to the relevant repository or add your scripts to the submission.
24 |
25 |
26 | ## Estimation of effort
27 |
28 | Here we ask you to make an honest :-) estimation of your develompent time, calibration time and time to calculate the predictions for prediction.csv.
29 |
30 | | Development time (hrs) | Calibration time (s) | Prediction time (s) |
31 | |------------------------|----------------------|----------------------|
32 | | ~ X | X | X |
33 |
34 | ## Additional information
35 |
36 | Here you can add any comment or additional information.
37 |
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/submissions/team_example/submission_traintest.csv:
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1 | id,target_nitrate,target_nitrate_ub,target_nitrate_lb
2 | 1,41.85,42.13,41.44
3 | 2,16.04,16.41,15.26
4 | 3,34.02,34.08,33.23
5 | 4,34.91,35.19,34.1
6 | 5,22.85,23.43,22.39
7 | 6,35.07,35.12,34.08
8 | 7,20.79,21.63,20.46
9 | 8,15.16,15.81,14.61
10 | 9,43.83,44.33,43.19
11 | 10,5.95,6.55,4.96
12 | 11,45.09,45.34,44.8
13 | 12,47.66,47.99,47.23
14 | 13,35.18,35.59,35.06
15 | 14,25.79,26.14,25.12
16 | 15,22.47,22.98,21.76
17 | 16,42.11,43,41.92
18 | 17,5.52,6.49,4.54
19 | 18,43.16,43.4,42.84
20 | 19,6.55,7.02,6.48
21 | 20,14.77,15.42,13.78
22 | 21,2.36,2.77,2.12
23 | 22,5.6,6.2,5.57
24 | 23,34.02,34.14,33.9
25 | 24,42.5,42.93,41.74
26 | 25,39.87,40.6,39.16
27 | 26,14.62,14.9,14.35
28 | 27,30.76,31.23,29.85
29 | 28,40.78,41.43,40.15
30 | 29,0.03,0.27,-0.93
31 | 30,1.06,1.53,0.27
32 | 31,22.06,22.79,21.42
33 | 32,14.51,15.23,14.16
34 | 33,8.81,9.39,8.58
35 | 34,48.67,48.94,48.24
36 | 35,33.76,34.27,33.14
37 | 36,34.05,34.2,33.43
38 | 37,2.71,3.37,2.35
39 | 38,48.31,49.2,48.16
40 | 39,1.11,1.68,0.57
41 | 40,32.37,33.25,32.13
42 | 41,43.64,44.37,42.64
43 | 42,45.52,45.96,44.61
44 | 43,31.19,32.03,30.37
45 | 44,19.6,19.82,18.88
46 | 45,42.57,43.1,42.16
47 | 46,22.41,22.86,21.74
48 | 47,20.78,21.08,19.8
49 | 48,13.96,14.04,13.63
50 | 49,32.72,33.07,31.83
51 | 50,32.52,33.52,31.92
52 | 51,3.07,3.12,2.53
53 | 52,37.05,37.08,36.17
54 | 53,22.65,23.44,22.13
55 | 54,24.47,25.47,24.42
56 | 55,37.66,38.49,36.84
57 | 56,35.79,35.88,35.67
58 | 57,1,1.94,0.81
59 | 58,9.6,10,9.16
60 | 59,22.82,23.08,22.25
61 | 60,13.91,13.94,13.74
62 | 61,3.75,4.62,3.43
63 | 62,21.33,21.77,20.8
64 | 63,18.62,18.72,18.46
65 | 64,31.97,32.87,31.03
66 | 65,15.33,16.14,15.21
67 | 66,40.74,41.36,40.11
68 | 67,44.29,45.28,43.37
69 | 68,35.94,36.54,35.6
70 | 69,15.44,16.02,15.22
71 | 70,14.36,15.27,14.09
72 | 71,32.58,33.49,31.89
73 | 72,9.92,10.1,8.97
74 | 73,31.6,32.17,30.82
75 | 74,22.2,22.76,21.79
76 | 75,15.62,15.82,14.85
77 | 76,35.43,36,34.87
78 | 77,14.2,14.45,13.86
79 | 78,1.79,2.54,1.46
80 | 79,33.29,33.49,33.21
81 | 80,11.02,11.28,10.36
82 | 81,9.57,10.47,8.62
83 | 82,12.27,12.79,11.42
84 | 83,24.91,25.09,24.1
85 | 84,0.88,1.16,0.57
86 | 85,34.49,34.85,33.68
87 | 86,24.15,24.94,23.82
88 | 87,48.79,49.44,47.93
89 | 88,15.39,15.42,14.96
90 | 89,5.78,6.67,5.34
91 | 90,42.94,43.23,42.77
92 | 91,27.59,28.07,27.05
93 | 92,45.46,45.48,45.13
94 | 93,31.45,32.11,30.71
95 | 94,1.97,2.69,1.63
96 | 95,37.4,37.57,36.43
97 | 96,9.16,9.71,8.51
98 | 97,36.93,37.66,35.97
99 | 98,25.34,25.58,24.97
100 | 99,48.69,49.64,47.73
101 | 100,28.53,29.35,28.08
102 | 101,14.48,15.41,14.42
103 | 102,33.53,33.65,32.66
104 | 103,11.1,11.13,10.96
105 | 104,26.52,26.63,26.19
106 | 105,12.95,13.67,11.99
107 | 106,41.23,41.27,40.86
108 | 107,7.6,7.84,7.34
109 | 108,3.21,3.61,2.26
110 | 109,12.4,12.46,12.15
111 | 110,40.15,40.74,40.03
112 | 111,3.79,4.44,2.99
113 | 112,30.98,31.64,30.48
114 | 113,40.74,41.17,39.91
115 | 114,4.4,4.87,4.06
116 | 115,20.28,20.8,19.43
117 | 116,45.17,45.75,44.49
118 | 117,42.07,42.91,41.56
119 | 118,8.41,8.83,8.22
120 | 119,24.35,25.2,23.78
121 | 120,13.04,13.1,12.53
122 | 121,47.22,47.43,46.29
123 | 122,3.18,4.01,2.36
124 | 123,40.26,41.03,39.77
125 | 124,6.07,6.66,5.58
126 | 125,35.24,35.27,34.98
127 | 126,0.78,1.61,-0.09
128 | 127,28.48,28.8,27.86
129 | 128,40.61,41.53,40.4
130 | 129,47.51,47.88,47.18
131 | 130,49.77,50.61,49.46
132 | 131,22.44,22.8,22.44
133 | 132,0.71,0.86,0.01
134 | 133,1.15,1.79,0.37
135 | 134,22.36,22.95,21.48
136 | 135,38.13,38.17,37.48
137 | 136,33.98,34.31,33.35
138 | 137,34.43,34.48,33.94
139 | 138,4.62,5.36,4.28
140 | 139,0.85,1.69,0.81
141 | 140,30.03,30.07,29.81
142 | 141,43.55,43.83,43.26
143 | 142,17.51,17.84,17.04
144 | 143,5.67,5.81,4.86
145 | 144,23.2,23.22,22.57
146 | 145,30.82,31.21,30.39
147 | 146,49.72,50.3,49.57
148 | 147,26.5,27.2,25.73
149 | 148,13.04,13.88,12.47
150 | 149,28.89,29.48,27.92
151 | 150,18.95,19.02,18.05
152 | 151,18.86,19.46,18.31
153 | 152,22.14,22.21,21.58
154 | 153,46.12,47,45.7
155 | 154,9.07,9.36,8.15
156 | 155,37.64,37.84,37.26
157 | 156,21.86,22.59,21.67
158 | 157,7.47,7.49,6.65
159 | 158,0.67,1.27,-0.13
160 | 159,25.31,25.39,24.59
161 | 160,8.37,9.03,7.92
162 | 161,5.34,5.93,4.92
163 | 162,38.37,39.28,38.2
164 | 163,41.97,42.34,41.67
165 | 164,8.4,8.69,7.42
166 | 165,40.31,40.35,39.73
167 | 166,39.93,40.45,39.86
168 | 167,1.98,2.07,1.24
169 | 168,31.1,31.81,30.65
170 | 169,27.96,28.59,27.2
171 | 170,19.41,20.03,19.12
172 | 171,43.33,43.84,42.83
173 | 172,35.67,36.53,35.65
174 | 173,21.37,21.39,21.29
175 | 174,40.72,41.11,40
176 | 175,19.96,20.15,19.71
177 | 176,31.85,32.27,31.46
178 | 177,20.05,20.42,19.93
179 | 178,0.44,1.09,0.09
180 | 179,39.65,39.82,39.25
181 | 180,28.97,29.33,28.33
182 | 181,5.49,6.28,4.79
183 | 182,46.42,47.15,46.04
184 | 183,15.06,15.43,14.62
185 | 184,37.22,37.62,36.51
186 | 185,12.02,12.14,11.94
187 | 186,49.71,50.46,48.76
188 | 187,37.7,38.42,37.18
189 | 188,37.17,37.41,36.49
190 | 189,35.4,36.25,35.4
191 | 190,6.29,6.48,6.05
192 | 191,0.97,0.99,0.65
193 | 192,1.34,1.73,0.36
194 | 193,6.09,6.42,5.27
195 | 194,4.05,4.5,3.53
196 | 195,5.96,6.04,5.26
197 | 196,2.18,2.38,1.55
198 | 197,24.41,25.19,23.62
199 | 198,24.03,24.79,23.79
200 | 199,43.76,44.24,42.82
201 | 200,45.78,46.62,45.7
202 | 201,49.32,49.63,48.83
203 | 202,1.52,1.98,0.82
204 | 203,33.5,33.68,32.65
205 | 204,5.99,6.66,5.73
206 | 205,42.58,42.93,42.15
207 | 206,1.86,1.95,1.19
208 | 207,27.5,27.93,27.12
209 | 208,20.33,21.06,19.74
210 | 209,5.14,5.37,4.85
211 | 210,41.9,42.29,41.81
212 | 211,32.3,32.49,31.71
213 | 212,44.62,45.48,43.64
214 | 213,21.04,21.12,20.31
215 | 214,23.07,23.28,23
216 | 215,43.8,44.45,43.49
217 | 216,22.55,22.94,22.1
218 | 217,14.36,14.62,13.72
219 | 218,40.35,41.07,39.42
220 | 219,6.38,7.07,6.2
221 | 220,7.25,7.45,7.16
222 | 221,4.9,5.64,3.91
223 | 222,27.85,28.46,27.32
224 | 223,43.48,43.61,42.55
225 | 224,24.83,25.8,24.29
226 | 225,12.08,12.47,11.81
227 | 226,43.2,43.95,43.09
228 | 227,24.42,24.43,23.98
229 | 228,47.98,48.49,47.28
230 | 229,13.3,13.53,13.16
231 | 230,23.98,24.38,23.07
232 | 231,1.68,2.47,1.61
233 | 232,8.99,9.29,8.67
234 | 233,48.58,48.82,48.16
235 | 234,14.3,14.77,13.56
236 | 235,35.1,35.16,34.21
237 | 236,46.54,46.78,46.41
238 | 237,19.78,20.36,19.02
239 | 238,7.08,7.85,6.81
240 | 239,40.89,41.36,40.68
241 | 240,46.84,47.36,46.12
242 | 241,19.77,20.1,19.33
243 | 242,1.98,2.25,1.38
244 | 243,18.56,18.6,18.45
245 | 244,20.39,21.32,20.17
246 | 245,4.81,5.21,4.68
247 | 246,7.15,7.72,6.87
248 | 247,21.09,21.57,20.26
249 | 248,41.14,41.8,40.19
250 | 249,11.92,12.34,11.24
251 | 250,39.71,39.87,38.88
252 | 251,25.58,25.73,25.21
253 | 252,7.12,7.63,6.84
254 | 253,7.08,8.04,6.18
255 | 254,25.43,25.65,25.11
256 | 255,6.87,7.83,6.79
257 | 256,20.7,21,19.72
258 | 257,14.23,14.62,13.65
259 | 258,14.88,15.11,14.75
260 | 259,34.92,35.15,34.25
261 | 260,0.17,0.85,-0.02
262 | 261,8.3,8.46,7.83
263 | 262,3.1,3.68,2.35
264 | 263,27.66,28.3,27.23
265 | 264,36.07,36.33,35.99
266 | 265,12.9,13.04,12.7
267 | 266,29.12,29.53,28.87
268 | 267,25.73,25.87,25.19
269 | 268,9.73,10.1,8.89
270 | 269,47.73,48.02,47.2
271 | 270,49.4,49.99,48.79
272 | 271,9.98,10.91,9.04
273 | 272,4.06,4.46,3.17
274 | 273,5.75,5.85,5.12
275 | 274,2.85,3.78,2.31
276 | 275,35.06,35.92,34.09
277 | 276,23.25,23.81,23.08
278 | 277,31.39,31.87,30.98
279 | 278,5.94,5.98,5.06
280 | 279,19.11,19.14,18.98
281 | 280,49.41,49.56,49.09
282 | 281,35.47,36.32,35.3
283 | 282,29.39,29.41,28.76
284 | 283,5.31,5.85,4.75
285 | 284,28.23,29.21,27.99
286 | 285,10.64,11.01,10.63
287 | 286,18.24,19.15,17.43
288 | 287,47.97,48.54,47
289 | 288,49.33,49.73,48.7
290 | 289,40.31,41.17,39.71
291 | 290,1.92,2.38,1.41
292 | 291,38.38,39.09,37.52
293 | 292,42.91,43.08,41.95
294 | 293,47.93,48.03,47.87
295 | 294,36.81,36.89,35.9
296 | 295,27.75,27.8,26.88
297 | 296,19.15,19.63,18.7
298 | 297,40.42,40.77,39.6
299 | 298,36.92,37.48,36.39
300 | 299,42.66,43.39,42.38
301 | 300,9.44,9.98,8.65
302 | 301,6.38,6.98,5.73
303 | 302,31.54,31.86,31.19
304 | 303,24.13,24.61,23.81
305 | 304,35.12,35.94,34.15
306 | 305,49.58,49.97,48.94
307 | 306,4.59,4.99,4.43
308 | 307,44.67,45.66,44.55
309 | 308,30.06,30.19,29.46
310 | 309,11.07,11.45,11.06
311 | 310,41.87,42.45,41.01
312 | 311,0.08,0.79,-0.3
313 | 312,13.65,13.79,13.47
314 | 313,31.45,31.7,30.59
315 | 314,17.64,18.29,17.15
316 | 315,18.99,19.76,18.96
317 | 316,3.1,3.43,2.24
318 | 317,11.9,12.74,11.46
319 | 318,49.63,49.75,48.73
320 | 319,30.75,31.34,30.1
321 | 320,2.4,2.47,2.04
322 | 321,47.95,48.42,47.37
323 | 322,32.29,33.28,31.92
324 | 323,24.95,25.12,24.83
325 | 324,45.76,46.62,45.67
326 | 325,24.91,24.95,24.78
327 | 326,19.75,20.71,18.84
328 | 327,47.04,47.06,46.74
329 | 328,48.11,48.68,47.35
330 | 329,17.59,18.31,16.73
331 | 330,9.55,9.82,9.42
332 | 331,13.17,13.51,12.55
333 | 332,48.89,49.86,48.29
334 | 333,27.72,28.27,27.51
335 | 334,36.1,36.56,35.68
336 | 335,2.11,2.51,1.55
337 | 336,26.88,27.67,26.28
338 | 337,44.47,45.39,43.83
339 | 338,45.15,45.35,44.25
340 | 339,49.3,49.33,48.94
341 | 340,45.56,45.69,45.29
342 | 341,17.81,18.13,17.36
343 | 342,30.15,30.69,29.46
344 | 343,41.14,42.02,40.63
345 | 344,46.06,46.91,45.21
346 | 345,15.61,16.28,15.05
347 | 346,19.76,20.02,18.87
348 | 347,29.11,30.02,28.75
349 | 348,19.09,20,18.8
350 | 349,32.74,33.5,31.85
351 | 350,26.72,27.3,26.59
352 | 351,43.81,44.24,43.45
353 | 352,26.45,27.32,25.65
354 | 353,44.65,45.16,43.8
355 | 354,38.75,39.7,38.42
356 | 355,28.29,29.06,27.49
357 | 356,11.16,11.51,10.29
358 | 357,38.14,38.34,37.48
359 | 358,41.23,41.53,40.38
360 | 359,17.63,18.57,17.16
361 | 360,35.07,35.87,34.91
362 | 361,37.83,38.4,37.64
363 | 362,3.46,4.25,2.53
364 | 363,30.02,30.81,29.74
365 | 364,34.04,34.25,33.54
366 | 365,37.43,38,36.56
367 | 366,40.82,41.09,40.61
368 | 367,12.65,13.15,11.8
369 | 368,28.97,29.06,28.25
370 | 369,17.69,18.63,17.49
371 | 370,34.43,34.99,34.33
372 | 371,38.7,39.01,37.74
373 | 372,45.62,45.83,45.44
374 | 373,42.03,42.45,41.84
375 | 374,1.28,1.68,0.55
376 | 375,17.97,18.83,17.93
377 | 376,31.94,32.85,31.5
378 | 377,12.57,13.22,12.53
379 | 378,2.58,2.89,1.83
380 | 379,34.19,34.24,34.04
381 | 380,7.46,7.53,6.64
382 | 381,13.9,14.76,13.31
383 | 382,15.47,15.99,14.53
384 | 383,7.4,7.7,6.74
385 | 384,34.68,35.21,33.93
386 | 385,35.53,36.06,34.89
387 | 386,21.06,21.84,20.25
388 | 387,42.83,43.01,42.53
389 | 388,31.62,31.81,31.36
390 | 389,45.05,45.37,44.49
391 | 390,18.91,18.95,18.5
392 | 391,36.01,36.31,35.13
393 | 392,8.77,9.55,7.88
394 | 393,44.85,44.96,44.2
395 | 394,6.48,6.87,6.15
396 | 395,34.37,34.96,34.13
397 | 396,43.34,44.11,42.79
398 | 397,49.46,49.49,48.62
399 | 398,44.74,44.94,44.71
400 | 399,1.75,2.45,1.65
401 | 400,38.05,38.48,37.99
402 | 401,25.04,25.65,24.76
403 | 402,44.3,44.75,44.01
404 | 403,34.14,34.36,34.13
405 | 404,49.45,50.37,48.58
406 | 405,10.92,11.13,10.57
407 | 406,2.78,3.31,2.32
408 | 407,29.07,29.36,29.05
409 | 408,28.31,29.27,27.57
410 | 409,42.34,43.21,41.5
411 | 410,37.86,38.77,37.39
412 | 411,7.81,8.8,6.94
413 | 412,20.38,20.85,20.19
414 | 413,11.3,11.65,11.2
415 | 414,23.77,23.84,23.67
416 | 415,27.87,28.36,27.7
417 | 416,40.22,40.79,40.09
418 | 417,40.54,40.83,40.44
419 | 418,20.05,20.97,19.06
420 | 419,33.34,33.89,33.1
421 | 420,3.56,3.76,2.93
422 | 421,12.24,12.74,11.33
423 | 422,49.64,49.74,49.19
424 | 423,35.6,35.85,34.73
425 | 424,40.98,41.34,40.78
426 | 425,14.32,15.16,13.93
427 | 426,49.31,50.26,48.55
428 | 427,0.15,0.5,-0.29
429 | 428,15.82,16.06,15.42
430 | 429,36.99,37.11,36.66
431 | 430,49.24,49.82,48.94
432 | 431,32.76,33.09,32.23
433 | 432,12.14,12.64,11.2
434 | 433,37.88,38.82,37.57
435 | 434,31.28,32.24,31.1
436 | 435,34.97,35.31,34.47
437 | 436,45.83,46.1,45.38
438 | 437,13.77,14.24,13.31
439 | 438,45.74,46.31,44.96
440 | 439,42.99,43.58,42.04
441 | 440,27.16,27.21,26.95
442 | 441,12.86,13.31,12.78
443 | 442,23.77,24.55,22.98
444 | 443,46.63,47.11,45.9
445 | 444,12.27,12.78,12.15
446 | 445,27.67,28.1,27.07
447 | 446,44.02,44.75,43.94
448 | 447,23.53,24.47,23.27
449 | 448,23.51,23.68,23.29
450 | 449,25.52,26.25,25.19
451 | 450,6.73,7.03,6.22
452 | 451,29.73,30.56,28.89
453 | 452,38.24,39.03,37.86
454 | 453,23.31,23.48,22.81
455 | 454,13.81,13.82,13.05
456 | 455,33.84,34.77,33.05
457 | 456,21.02,21.79,20.78
458 | 457,19.95,20.28,19.41
459 | 458,35.35,36.19,34.6
460 | 459,36.55,37.17,36.48
461 | 460,40.1,41.07,40.07
462 | 461,45.55,45.96,45.12
463 | 462,13.42,13.76,12.95
464 | 463,37.52,38.11,36.54
465 | 464,18.65,19.06,17.95
466 | 465,20.65,21.51,20.5
467 | 466,17.13,18.03,16.14
468 | 467,17.73,17.94,16.8
469 | 468,31.29,32.26,30.51
470 | 469,24.36,25.26,23.56
471 | 470,0.97,1.16,0.77
472 | 471,26.74,27.19,26
473 | 472,3.28,4.06,2.38
474 | 473,23.73,23.99,23.14
475 | 474,12.73,13.29,12.47
476 | 475,15.15,15.87,14.32
477 | 476,11.76,12.68,10.9
478 | 477,26.56,27,25.89
479 | 478,36.09,36.24,35.68
480 | 479,8.98,9.29,8.2
481 | 480,41.53,42.49,40.88
482 | 481,29.3,29.42,29.16
483 | 482,39.09,39.65,38.24
484 | 483,43.13,43.76,42.93
485 | 484,18.75,19.01,18.22
486 | 485,45.69,46.67,44.9
487 | 486,6.29,7.07,5.66
488 | 487,43.58,43.64,43.45
489 | 488,24.14,25.06,23.7
490 | 489,9.07,9.17,8.66
491 | 490,21.64,22.09,21.63
492 | 491,48.54,49.45,47.56
493 | 492,45.78,46.16,45.06
494 | 493,14.31,14.95,14.01
495 | 494,39.7,40.33,39.34
496 | 495,30.09,30.16,29.52
497 | 496,43.07,43.34,42.35
498 | 497,6.55,7.13,5.56
499 | 498,42.78,43.17,42.61
500 | 499,28.04,28.39,27.06
501 | 500,40.16,40.48,39.6
502 | 501,47.91,48.68,47.71
503 | 502,21.75,22.29,21.3
504 | 503,28.42,28.75,28
505 | 504,15.12,15.57,14.46
506 | 505,42.38,43.31,41.54
507 | 506,2.04,2.24,1.8
508 | 507,19.53,19.95,18.79
509 | 508,22.96,23.42,22.79
510 | 509,30.36,30.65,30.12
511 | 510,42.76,43.24,42.6
512 | 511,2.89,3.45,2.48
513 | 512,4.48,5.38,4.29
514 | 513,27.94,28.48,27.32
515 | 514,42,42.94,41.51
516 | 515,21.8,22.21,21.43
517 | 516,8.17,8.69,7.19
518 | 517,35.48,35.79,34.72
519 | 518,24.45,24.54,23.95
520 | 519,6.24,6.89,5.5
521 | 520,47.79,48.75,46.8
522 | 521,20.28,21.02,19.56
523 | 522,40.6,40.76,40.01
524 | 523,18.28,18.78,17.41
525 | 524,47.84,48.33,47.51
526 | 525,35.09,35.63,35
527 | 526,35.38,36.21,35.02
528 | 527,11.24,11.35,10.74
529 | 528,28.8,29.12,28.45
530 | 529,0.28,0.76,-0.04
531 | 530,12.72,12.83,12.51
532 | 531,36.43,36.44,36.07
533 | 532,42.83,43.77,41.94
534 | 533,16.23,16.67,16.13
535 | 534,30.35,30.87,29.81
536 | 535,38.35,39.02,38.1
537 | 536,1.93,2,1.48
538 | 537,35.27,36.16,35.11
539 | 538,15.28,15.41,14.72
540 | 539,41.13,42.05,40.91
541 | 540,26.76,27.38,26.67
542 | 541,40.73,41.4,40.62
543 | 542,26.26,26.37,26.1
544 | 543,21.44,21.74,20.47
545 | 544,32.93,33.48,31.96
546 | 545,4.49,5.37,3.53
547 | 546,31.83,31.95,31.06
548 | 547,10.38,11.2,9.94
549 | 548,5.66,6.08,5.21
550 | 549,35.81,36.52,35.39
551 | 550,31.69,31.88,31.47
552 | 551,25.61,26.08,24.79
553 | 552,26.82,26.86,26.42
554 | 553,13.38,14.23,12.77
555 | 554,45.27,45.73,44.84
556 | 555,2.81,3.61,2.45
557 | 556,27.36,28,26.64
558 | 557,8.74,8.96,8.6
559 | 558,39,39.04,38.87
560 | 559,22.64,23.34,22.6
561 | 560,41.9,41.96,41.9
562 | 561,37.35,38.34,36.91
563 | 562,26.55,27.05,25.79
564 | 563,29.74,30.17,28.87
565 | 564,31.67,32.56,31.24
566 | 565,45.68,46,45.38
567 | 566,3.97,4.3,3.04
568 | 567,29.42,30.12,28.51
569 | 568,7.97,8.56,7.89
570 | 569,36.46,37.35,36.06
571 | 570,39.45,39.55,38.66
572 | 571,17.38,17.51,16.7
573 | 572,29.2,29.95,28.71
574 | 573,10.9,11.83,10.33
575 | 574,0.62,1.32,-0.09
576 | 575,26.27,26.8,25.67
577 | 576,17.66,18.12,16.96
578 | 577,43.19,43.69,42.84
579 | 578,8.79,9.66,8.52
580 | 579,49.72,50.56,49.16
581 | 580,39.86,40.72,39.48
582 | 581,12.26,12.63,12.25
583 | 582,1.37,1.54,0.63
584 | 583,39.46,40.34,39.12
585 | 584,19.63,20.35,18.75
586 | 585,47.57,48.32,46.77
587 | 586,34.91,35.11,34.84
588 | 587,16.92,17.83,16.45
589 | 588,25.78,26.78,25.43
590 | 589,31.62,32.1,31.34
591 | 590,31.54,31.58,30.9
592 | 591,37.98,38.43,37.05
593 | 592,0.21,1.17,-0.02
594 | 593,45.27,45.39,45.15
595 | 594,42.96,43.96,42.75
596 | 595,5.48,5.64,5.09
597 | 596,45.68,46.51,44.8
598 | 597,5.06,5.54,4.58
599 | 598,35.75,35.9,34.81
600 | 599,27.71,27.84,27.65
601 | 600,32.52,32.65,32.05
602 | 601,38.08,38.86,37.19
603 | 602,39.56,39.72,38.72
604 | 603,13.18,13.23,12.32
605 | 604,32.9,33.44,32.9
606 | 605,18.76,19.61,18.62
607 | 606,36,36.08,35.29
608 | 607,42.86,43.03,42.48
609 | 608,13.51,13.9,13.16
610 | 609,47.22,47.55,46.62
611 | 610,41.01,41.66,40.59
612 | 611,33.67,33.83,32.69
613 | 612,36.13,37.05,35.82
614 | 613,22.85,23.39,22.71
615 | 614,20.01,20.7,19.72
616 | 615,38.14,38.88,37.73
617 | 616,48.92,49.61,48.59
618 | 617,28.57,29.26,28.26
619 | 618,19.1,19.19,18.53
620 | 619,45.32,46.01,44.61
621 | 620,35.54,36.34,34.91
622 | 621,32.58,33.33,31.76
623 | 622,23.04,23.76,22.76
624 | 623,4.55,4.85,3.98
625 | 624,3.93,4.79,3.36
626 | 625,2.69,3.16,2.49
627 | 626,42.8,43.58,42.11
628 | 627,9.61,10.6,8.81
629 | 628,38.42,39.12,37.89
630 | 629,49.92,50.6,49.11
631 | 630,25.25,25.72,24.9
632 | 631,16.83,17.63,16.37
633 | 632,47.24,47.82,47.1
634 | 633,24.21,24.56,23.69
635 | 634,14.87,15.13,14.26
636 | 635,25.76,25.84,25.29
637 | 636,42.56,43.36,42.3
638 | 637,42.57,42.7,41.78
639 | 638,24.83,25.23,24.12
640 | 639,13.03,14.01,12.48
641 | 640,17.37,18.07,17.18
642 | 641,7.13,7.74,6.43
643 | 642,5.2,5.47,4.27
644 | 643,28.96,29.12,28.12
645 | 644,28.03,28.73,27.81
646 | 645,32.55,32.89,31.64
647 | 646,4.69,5.36,3.84
648 | 647,12.42,12.84,11.98
649 | 648,37.34,37.38,37.03
650 | 649,49.8,50.76,49.21
651 | 650,20.72,20.89,19.83
652 | 651,21.76,22.35,21.32
653 | 652,1.54,2.16,0.89
654 | 653,7.64,8.26,6.64
655 | 654,28.92,29.27,27.95
656 | 655,37.68,38.12,37.46
657 | 656,42.26,43.09,41.61
658 | 657,1.27,1.89,0.36
659 | 658,34.56,34.99,34.41
660 | 659,17.88,18.62,17.23
661 | 660,37.82,37.83,37.54
662 | 661,26.67,27.21,25.87
663 | 662,30.79,31.07,30.59
664 | 663,13.3,13.76,12.71
665 | 664,26.49,26.91,25.72
666 | 665,45.48,46.05,44.7
667 | 666,2.5,3.22,2.45
668 | 667,15.81,16.33,15.44
669 | 668,25.26,25.77,24.36
670 | 669,43.55,43.74,42.99
671 | 670,7.09,7.52,6.95
672 | 671,3.24,3.59,2.92
673 | 672,33.2,33.99,33.13
674 | 673,45.74,45.97,45.04
675 | 674,27.51,27.87,26.72
676 | 675,0.95,1.15,0.11
677 | 676,12.56,13.34,11.73
678 | 677,25.17,25.23,25.14
679 | 678,21.92,22.58,21.2
680 | 679,33.55,34.51,32.58
681 | 680,41.99,42.29,41.75
682 | 681,12.84,13.49,11.91
683 | 682,30.25,30.83,30.12
684 | 683,2.79,3.59,2.19
685 | 684,22.37,23.05,21.57
686 | 685,31.42,32.18,30.6
687 | 686,23.85,24.6,23.57
688 | 687,25.7,25.93,25.58
689 | 688,13.06,13.34,12.82
690 | 689,38.28,38.74,37.57
691 | 690,3.22,3.86,3
692 | 691,46.74,46.85,46.65
693 | 692,15.73,15.78,14.99
694 | 693,6.25,6.29,5.89
695 | 694,27.13,27.39,26.29
696 | 695,34.2,34.71,34.18
697 | 696,9.53,10.12,8.58
698 | 697,6.3,6.92,5.89
699 | 698,46.86,47.16,46.37
700 | 699,45.13,45.81,44.95
701 | 700,1.53,1.6,1.27
702 | 701,17.06,17.92,16.41
703 | 702,30.19,30.6,29.69
704 | 703,39.36,39.37,39.12
705 | 704,6.33,7.24,5.85
706 | 705,38.26,38.73,38.09
707 | 706,4.47,5.4,3.71
708 | 707,11.21,11.37,10.6
709 | 708,16.69,17.61,15.73
710 | 709,1.03,1.49,0.7
711 | 710,14.49,14.68,14
712 | 711,15.27,16.16,14.54
713 | 712,42.99,43.34,42.4
714 | 713,38.35,38.76,37.55
715 | 714,21.15,21.72,20.43
716 | 715,39.63,40.2,38.99
717 | 716,5.15,5.34,4.17
718 | 717,44,44.38,43.67
719 | 718,11,11.47,10.23
720 | 719,6.76,6.88,6.08
721 | 720,35.37,36.25,34.46
722 | 721,20.15,20.4,20.06
723 | 722,10.82,11.44,10.49
724 | 723,35.44,35.51,34.97
725 | 724,49.23,49.25,49
726 | 725,11.34,11.39,11.33
727 | 726,7.3,8.12,7.25
728 | 727,12.86,13.34,11.93
729 | 728,38.31,39.3,37.74
730 | 729,33.53,34.41,32.72
731 | 730,32.94,33.35,32.48
732 | 731,14.92,15.25,14.15
733 | 732,8.35,9.28,7.38
734 | 733,28.4,28.67,28.03
735 | 734,42.64,42.83,42.6
736 | 735,27.32,27.68,26.4
737 | 736,3.29,3.41,2.89
738 | 737,36.13,36.96,35.91
739 | 738,24.8,25.12,24.67
740 | 739,11.93,12.4,11.92
741 | 740,7.54,8.35,7.09
742 | 741,47.97,48.71,47.69
743 | 742,6.27,7.07,5.86
744 | 743,16.78,17.77,16.07
745 | 744,24.87,25.27,24.5
746 | 745,17,17.84,16.46
747 | 746,39.38,39.63,39.36
748 | 747,22.03,22.56,21.19
749 | 748,21.6,21.7,21.25
750 | 749,25.98,26.9,25.04
751 | 750,32.65,33.29,32.25
752 | 751,22.42,22.81,21.61
753 | 752,29.04,29.24,28.9
754 | 753,20.86,21.55,20.6
755 | 754,3.65,4.38,3.31
756 | 755,16.09,16.33,15.77
757 | 756,24.61,24.64,23.9
758 | 757,49.5,49.64,49.04
759 | 758,3.63,3.67,3.36
760 | 759,9.99,10.36,9.69
761 | 760,37.29,38.15,36.35
762 | 761,28.45,28.55,27.85
763 | 762,38.79,39.04,38.32
764 | 763,20.17,21.05,19.34
765 | 764,26.72,27.52,26
766 | 765,30.21,30.45,29.95
767 | 766,49.55,49.56,48.83
768 | 767,25.62,26.61,25.03
769 | 768,23.64,24.3,23.54
770 | 769,46.84,47.75,46.78
771 | 770,22.08,22.67,21.61
772 | 771,32.59,33.57,32.03
773 | 772,4.48,5.08,4.19
774 | 773,2.66,2.68,2.5
775 | 774,1.05,1.12,0.85
776 | 775,39.71,40.06,39.05
777 | 776,23.85,24.64,23.6
778 | 777,22.37,23.11,21.58
779 | 778,28.17,28.5,27.72
780 | 779,44.31,44.82,44.07
781 | 780,48.51,48.87,48.04
782 | 781,25.29,25.3,24.91
783 | 782,47.77,47.98,47.33
784 | 783,38.57,39.31,38.22
785 | 784,5.5,6.34,4.6
786 | 785,40.71,40.86,40.08
787 | 786,18.65,19.18,17.66
788 | 787,6.32,6.98,5.69
789 | 788,32.14,32.76,31.87
790 | 789,46.1,47.08,46.04
791 | 790,4.67,5.11,3.98
792 | 791,35.48,36.19,35.28
793 | 792,29.78,30.56,28.93
794 | 793,16.97,17.08,16.14
795 | 794,17.69,18.19,17.3
796 | 795,21.83,22.51,21.27
797 | 796,30.75,30.81,30
798 | 797,4.42,4.68,3.83
799 | 798,11.12,11.85,10.56
800 | 799,21.37,22.19,21.1
801 | 800,10.17,10.65,9.56
802 | 801,48.86,49.7,48.72
803 | 802,8.84,9.53,8.69
804 | 803,39.24,39.6,39.19
805 | 804,11.04,11.34,11.01
806 | 805,28.77,29.76,28.23
807 | 806,27.65,28.55,27.5
808 | 807,10.17,10.83,9.53
809 | 808,21.9,21.92,21.71
810 | 809,41.55,42.32,40.58
811 | 810,9.05,9.85,8.52
812 | 811,0.98,1.81,0.08
813 | 812,14.87,15.48,14.36
814 | 813,29.86,30.83,29.72
815 | 814,24.65,24.67,24.56
816 | 815,22.91,23.8,22.4
817 | 816,25.66,26.07,24.93
818 | 817,31.32,31.95,30.54
819 | 818,25.58,26.38,25.44
820 | 819,37.98,38.65,37.34
821 | 820,16.61,17.42,16.08
822 | 821,45.95,46.4,45.3
823 | 822,25.04,25.35,24.15
824 | 823,26.53,27.45,26.21
825 | 824,11.82,12.73,11.01
826 | 825,39.7,40.24,39.09
827 | 826,13.48,14.25,13.27
828 | 827,38.4,38.87,38.04
829 | 828,10.26,10.56,9.47
830 | 829,38.51,39.07,38.35
831 | 830,9.09,9.83,8.09
832 | 831,26.53,26.74,26.35
833 | 832,28.31,28.55,28.3
834 | 833,7,7.77,6.24
835 | 834,14.02,14.46,13.23
836 | 835,10.53,11.01,9.74
837 | 836,11.09,11.46,10.49
838 | 837,2.97,3.07,2.11
839 | 838,24.31,24.88,23.37
840 | 839,36.46,37.1,36.35
841 | 840,30.03,30.68,29.44
842 | 841,2.15,2.92,1.39
843 | 842,18.96,19.1,18.47
844 | 843,47.12,47.31,46.16
845 | 844,41.44,42.3,40.62
846 | 845,22.97,23.45,22.55
847 | 846,30.57,30.73,29.89
848 | 847,16.63,16.72,15.87
849 | 848,19.36,19.94,18.46
850 | 849,40.16,40.38,39.91
851 | 850,33.83,34.8,33.71
852 | 851,19.24,20.06,18.68
853 | 852,6,6.36,5.2
854 | 853,46.39,46.5,45.54
855 | 854,18.2,18.82,17.22
856 | 855,4.16,4.74,3.54
857 | 856,31.11,31.32,30.29
858 | 857,39.49,40.35,38.98
859 | 858,27.29,27.99,26.95
860 | 859,46.08,46.51,45.58
861 | 860,43.22,43.67,42.4
862 | 861,49.1,49.5,48.49
863 | 862,43.63,44.59,43.39
864 | 863,46.29,46.47,46.09
865 | 864,18.23,18.76,17.48
866 | 865,41.83,42.52,41.53
867 | 866,31.5,32.17,30.65
868 | 867,8.99,9.18,8.44
869 | 868,20.15,20.62,19.31
870 | 869,41.97,42.44,41.91
871 | 870,19.97,20,19.64
872 | 871,41.92,42.53,41.62
873 | 872,47.93,48.77,47.5
874 | 873,2.58,2.93,1.59
875 | 874,11.09,11.23,11.04
876 | 875,9.29,9.64,8.69
877 | 876,30.53,30.73,29.94
878 | 877,13.86,14.76,13.57
879 | 878,15.74,16.73,15.26
880 | 879,24.74,25.68,23.84
881 | 880,30.48,31.08,29.62
882 | 881,13.45,14.44,13.26
883 | 882,41.37,42.09,40.88
884 | 883,47.04,47.37,46.5
885 | 884,29.48,29.76,29.4
886 | 885,20.74,21.49,19.82
887 | 886,23.33,23.52,22.85
888 | 887,16.41,17.12,15.56
889 | 888,36.65,36.76,36.19
890 | 889,35.61,35.86,34.91
891 | 890,26.33,26.46,25.35
892 | 891,17.22,17.56,16.61
893 | 892,22.29,22.6,21.36
894 | 893,5.51,6.08,5.31
895 | 894,45.41,46.17,45.14
896 | 895,15.02,15.36,14.77
897 | 896,11.87,12.74,11.29
898 | 897,28.74,29.38,28
899 | 898,20.61,20.97,20.19
900 | 899,17.06,17.32,16.11
901 | 900,29.65,29.99,29.51
902 | 901,6.49,7.48,5.93
903 | 902,23.35,23.64,23.19
904 | 903,40.7,40.81,39.84
905 | 904,24.22,24.46,23.73
906 | 905,9.79,10.58,9.61
907 | 906,34.8,35.59,34.52
908 | 907,0.59,1.06,0.14
909 | 908,29.49,30.26,29.1
910 | 909,38.91,39.76,38.67
911 | 910,39.26,40.19,38.93
912 | 911,41.61,42.59,40.8
913 | 912,0.52,1.44,0.46
914 | 913,34.03,34.93,33.79
915 | 914,14.53,14.77,14.28
916 | 915,38.48,38.75,37.98
917 | 916,21.21,21.91,21.2
918 | 917,5.66,6.23,4.99
919 | 918,3.64,4.52,3.37
920 | 919,44.54,44.77,43.77
921 | 920,1.32,1.81,1.17
922 | 921,37.17,37.25,36.66
923 | 922,44.45,45.43,44.34
924 | 923,36.87,37.85,36.6
925 | 924,7.19,7.34,6.79
926 | 925,35.23,35.9,35.2
927 | 926,23.11,23.97,22.66
928 | 927,44.05,44.66,43.79
929 | 928,42.91,43.21,42.86
930 | 929,2.9,3.2,2.16
931 | 930,27.06,27.73,26.73
932 | 931,24.14,24.78,23.44
933 | 932,0.45,1.34,-0.47
934 | 933,27.72,28.21,27.27
935 | 934,31.83,32.07,31.27
936 | 935,45.14,45.24,44.67
937 | 936,6.68,6.9,5.78
938 | 937,48.39,48.59,47.96
939 | 938,19.72,20.2,18.79
940 | 939,13.94,14.39,13.76
941 | 940,28.54,29.29,28.53
942 | 941,39.02,39.23,38.93
943 | 942,9.86,10.42,9.53
944 | 943,20.87,21.82,20.59
945 | 944,14.85,15.75,14.81
946 | 945,18.81,18.94,18.38
947 | 946,16.02,16.64,15.57
948 | 947,24.18,24.4,23.59
949 | 948,15.08,15.86,14.44
950 | 949,20.73,21.09,19.99
951 | 950,16.94,17.21,16.48
952 | 951,24.26,24.7,24
953 | 952,24.76,25.13,23.78
954 | 953,23.79,23.96,23.03
955 | 954,0.96,1.38,0.27
956 | 955,11.54,11.99,11.3
957 | 956,27.15,27.97,26.23
958 | 957,14.7,15.18,14.26
959 | 958,13.8,14.71,13.5
960 | 959,37.25,37.45,36.44
961 | 960,27,27.35,26.94
962 | 961,31.01,31.82,30.3
963 | 962,49.25,50.1,48.64
964 | 963,13.7,14,13.17
965 | 964,44.91,45.84,44.56
966 | 965,12.18,12.43,11.73
967 | 966,29.61,29.73,29.41
968 | 967,36.05,36.21,35.08
969 | 968,34.34,34.68,34.08
970 | 969,9.32,9.71,9.05
971 | 970,1.48,1.94,0.59
972 | 971,31.8,32,31.25
973 | 972,49.53,50.37,48.84
974 | 973,20.4,20.66,19.47
975 | 974,41.77,42.63,40.85
976 | 975,29.64,30.05,28.98
977 | 976,34.01,34.96,33.57
978 | 977,15.58,16.11,15.17
979 | 978,16.14,16.53,15.45
980 | 979,42.05,42.65,41.67
981 | 980,47.71,48.25,47.34
982 | 981,24.6,25.43,24.25
983 | 982,42.81,43.58,42.77
984 | 983,22.34,23.24,22.07
985 | 984,33.41,33.48,32.65
986 | 985,32.52,33.01,31.97
987 | 986,20.65,21.53,20.09
988 | 987,20.94,21.61,20.24
989 | 988,3.11,3.88,2.88
990 | 989,9.86,10.49,9.76
991 | 990,36.94,37.09,36.9
992 | 991,27.88,28.02,27.78
993 | 992,35.57,36.08,35.15
994 | 993,13.77,14.43,13.18
995 | 994,32.32,32.58,32.23
996 | 995,41.41,41.78,40.75
997 | 996,26.32,27.18,26.15
998 | 997,3.21,4.14,2.52
999 | 998,35.5,35.75,35
1000 | 999,35.52,35.92,34.77
1001 | 1000,32.81,33.28,32.06
1002 | 1001,39.05,39.9,38.96
1003 | 1002,18.27,18.37,17.35
1004 | 1003,11.62,11.9,10.96
1005 | 1004,37.16,38.07,36.89
1006 | 1005,39.39,39.4,38.83
1007 | 1006,15.72,16.5,15.06
1008 | 1007,25.32,26.17,24.59
1009 | 1008,36.58,36.91,36.31
1010 | 1009,49.36,50.31,48.61
1011 | 1010,19.01,19.68,18.36
1012 | 1011,10.19,10.33,9.42
1013 | 1012,21.74,22.46,21.09
1014 | 1013,0.92,0.98,0.34
1015 | 1014,18.71,19.11,18.57
1016 | 1015,48.07,48.41,47.97
1017 | 1016,36,36.99,35.98
1018 | 1017,23.38,23.6,22.45
1019 | 1018,36.46,37.11,35.88
1020 | 1019,7.05,8.04,6.95
1021 | 1020,36.46,36.99,36.37
1022 | 1021,26.44,27.01,25.58
1023 | 1022,12.32,12.35,11.8
1024 | 1023,33.6,33.99,33.36
1025 | 1024,18.52,19.45,17.89
1026 | 1025,8.74,9.68,8.56
1027 | 1026,19.05,19.65,18.78
1028 | 1027,40.65,41,40.61
1029 | 1028,33.26,33.28,32.68
1030 | 1029,14.31,14.84,13.75
1031 | 1030,7.41,7.89,7.28
1032 | 1031,9.96,10.61,9.4
1033 | 1032,29.8,30.4,29.56
1034 | 1033,12.51,12.74,11.57
1035 | 1034,23.49,23.5,23.28
1036 | 1035,17.53,18,17.13
1037 | 1036,26.3,26.4,25.96
1038 | 1037,20.45,21.08,19.85
1039 | 1038,8.4,9.16,7.4
1040 | 1039,0.85,1.43,0.23
1041 | 1040,8.4,9.03,7.7
1042 | 1041,10.5,11.31,10.42
1043 | 1042,42.47,43.2,41.71
1044 | 1043,16.27,16.96,15.97
1045 | 1044,11.23,11.77,11.01
1046 | 1045,11.1,11.7,10.93
1047 | 1046,29.04,29.49,28.77
1048 | 1047,1.24,1.45,0.93
1049 | 1048,43.87,44.32,43.13
1050 | 1049,17.82,18.56,17.1
1051 | 1050,42.65,43.29,42.55
1052 | 1051,47.7,48.52,47.38
1053 | 1052,45.31,45.89,44.46
1054 | 1053,6.38,6.84,6.05
1055 | 1054,44.85,45.79,44.28
1056 | 1055,39.22,39.35,38.28
1057 | 1056,6.95,7.47,6.36
1058 | 1057,38.38,38.82,38.17
1059 | 1058,37.83,38.27,37.63
1060 | 1059,31.51,31.9,31.5
1061 | 1060,35.31,36.24,34.63
1062 | 1061,9.82,10.51,9.03
1063 | 1062,38.71,39.33,38.43
1064 | 1063,6.15,6.73,5.77
1065 | 1064,9.66,10.16,9.58
1066 | 1065,20.11,20.19,19.83
1067 | 1066,39.1,39.7,38.89
1068 | 1067,36.78,37.76,36.53
1069 | 1068,6.23,6.74,5.27
1070 | 1069,29.53,29.62,28.86
1071 | 1070,47.97,48.48,47.38
1072 | 1071,48.94,49.47,48.4
1073 | 1072,44.42,44.63,44.01
1074 | 1073,22.07,22.99,21.18
1075 | 1074,18.06,18.45,17.2
1076 | 1075,10.02,10.09,9.37
1077 | 1076,41.66,42.58,41.23
1078 | 1077,1.67,2.3,0.84
1079 | 1078,9.79,10.55,9.77
1080 | 1079,28.25,29.04,27.26
1081 | 1080,39.8,40.65,39.79
1082 | 1081,6.55,6.95,5.6
1083 | 1082,41.2,42.15,40.41
1084 | 1083,15.67,15.76,15.36
1085 | 1084,23.88,24.48,23.85
1086 | 1085,31.46,31.7,31.44
1087 | 1086,35.61,36.01,35.21
1088 | 1087,7.03,7.87,6.78
1089 | 1088,46.88,47.09,46.11
1090 | 1089,17.34,17.67,16.35
1091 | 1090,25.18,25.72,24.79
1092 | 1091,47.12,47.51,46.59
1093 | 1092,39.13,39.29,38.85
1094 | 1093,37.57,38.16,36.73
1095 | 1094,33.9,34.84,33.8
1096 | 1095,12.38,13.21,12.34
1097 | 1096,8.41,8.97,8.27
1098 | 1097,17.62,18.03,17.52
1099 | 1098,3.52,3.79,2.81
1100 | 1099,25.67,26.56,25.08
1101 | 1100,23.35,23.83,23.2
1102 | 1101,38.22,38.38,37.98
1103 | 1102,45.96,46.69,45.26
1104 | 1103,32.87,33.47,32.39
1105 | 1104,20.96,21.37,20.57
1106 | 1105,33.43,34.42,33.34
1107 | 1106,0.56,0.68,0.56
1108 | 1107,20.9,21.46,20.31
1109 | 1108,32.46,32.93,32.38
1110 | 1109,20.77,21.43,20.08
1111 | 1110,17.5,18.01,16.68
1112 | 1111,29.76,30.3,28.8
1113 | 1112,5,5.6,4.66
1114 | 1113,2.23,3.22,2.13
1115 | 1114,4.72,5.64,4.03
1116 | 1115,46.84,47.15,46.76
1117 | 1116,16.08,16.74,15.38
1118 | 1117,19.14,19.49,18.59
1119 | 1118,21.01,21.64,20.98
1120 | 1119,34.88,35.2,34.57
1121 | 1120,23.25,23.63,22.93
1122 | 1121,45.51,45.81,44.75
1123 | 1122,29.44,29.55,28.74
1124 | 1123,48.76,49.39,48.34
1125 | 1124,13.67,14.07,13.36
1126 | 1125,13.17,14.16,12.83
1127 | 1126,40.93,41.86,40.88
1128 | 1127,22.96,23.77,21.98
1129 | 1128,22.76,23.41,22.16
1130 | 1129,2.37,2.73,2.35
1131 | 1130,4.94,5.22,4.75
1132 | 1131,30.09,30.64,29.98
1133 | 1132,47.65,47.84,46.79
1134 | 1133,23.35,23.61,22.77
1135 | 1134,2.64,3.1,2.3
1136 | 1135,34.99,35.56,34.83
1137 | 1136,43.39,43.77,43.11
1138 | 1137,28.42,29.27,27.74
1139 | 1138,5.89,6.74,5.11
1140 | 1139,1.59,1.84,0.78
1141 | 1140,38.1,38.24,37.77
1142 | 1141,7.95,7.98,7.4
1143 | 1142,30.73,31.27,30.71
1144 | 1143,8.51,8.95,7.58
1145 | 1144,46.44,46.6,46.04
1146 | 1145,39.56,39.98,38.91
1147 | 1146,35.82,36.63,35.09
1148 | 1147,3.52,3.98,3.3
1149 | 1148,37.45,38.34,36.59
1150 | 1149,39.76,40.63,39.75
1151 | 1150,45.83,46.68,45.62
1152 | 1151,46.87,47.66,46.04
1153 | 1152,10.74,11.67,10.7
1154 | 1153,14.25,14.64,13.66
1155 | 1154,48.58,49.24,47.8
1156 | 1155,21.61,22.48,20.71
1157 | 1156,37.41,38.36,36.81
1158 | 1157,43.66,44.41,43.3
1159 | 1158,17.56,18.19,16.75
1160 | 1159,3.75,4.05,2.77
1161 | 1160,26.47,27.05,25.65
1162 | 1161,5.55,6.52,4.69
1163 | 1162,20.54,20.95,20.24
1164 | 1163,39.87,40.49,39.87
1165 | 1164,22.41,22.62,21.57
1166 | 1165,1.58,1.86,0.87
1167 | 1166,48.21,49.02,47.48
1168 | 1167,9.26,9.59,9.18
1169 | 1168,32.5,32.51,32.11
1170 | 1169,39.27,40.04,38.61
1171 | 1170,24.12,24.3,24.05
1172 | 1171,28.45,28.58,27.87
1173 | 1172,39.61,39.73,39.01
1174 | 1173,27.74,28.21,27.54
1175 | 1174,22.45,22.69,22.35
1176 | 1175,8.28,8.49,8.13
1177 | 1176,33.84,34.29,33
1178 | 1177,48.25,49.14,47.65
1179 | 1178,14.68,14.97,14.03
1180 | 1179,46.58,47.26,46
1181 | 1180,33.57,34.44,33.47
1182 | 1181,25.24,26.23,24.44
1183 | 1182,37.32,37.4,36.9
1184 | 1183,5.43,5.96,5.22
1185 | 1184,12.2,12.52,11.97
1186 | 1185,4.34,4.79,4.09
1187 | 1186,16.36,16.59,15.48
1188 | 1187,34.27,34.32,33.39
1189 | 1188,29.39,29.59,28.71
1190 | 1189,19.55,19.6,19.16
1191 | 1190,0.82,1.23,0.13
1192 | 1191,18.82,19.41,18.31
1193 | 1192,16.53,16.95,15.72
1194 | 1193,18.42,19.06,17.58
1195 | 1194,18.31,18.66,18.08
1196 | 1195,46.58,47.31,46.29
1197 | 1196,3.01,3.75,2.01
1198 | 1197,34.8,35,34.41
1199 | 1198,24.24,24.7,23.94
1200 | 1199,18.96,19.95,18.25
1201 | 1200,20.41,21.28,19.61
1202 | 1201,0.25,0.68,0.1
1203 | 1202,2.68,3.29,1.77
1204 | 1203,45.06,45.82,44.64
1205 | 1204,34.98,35.96,34.34
1206 | 1205,36.35,36.5,36.15
1207 | 1206,41.68,42.3,41.57
1208 | 1207,27.59,27.97,26.72
1209 | 1208,33.93,34.36,33.8
1210 | 1209,29.28,29.79,28.69
1211 | 1210,47.33,47.39,46.96
1212 | 1211,10.07,10.96,9.56
1213 | 1212,44.22,44.71,43.51
1214 | 1213,22.77,23.17,22.47
1215 | 1214,23.17,23.97,23.04
1216 | 1215,0.9,1.86,-0.02
1217 | 1216,17.92,18.53,17.05
1218 | 1217,23.27,24.19,22.59
1219 | 1218,24.47,24.51,23.73
1220 | 1219,15.52,16.2,14.9
1221 | 1220,46.35,46.89,46.35
1222 | 1221,5.36,6.28,4.48
1223 | 1222,4.02,4.6,3.22
1224 | 1223,44.2,44.64,43.48
1225 | 1224,35.56,36.14,35.39
1226 | 1225,12.86,13.1,12.08
1227 | 1226,20.39,20.79,19.61
1228 | 1227,47.23,47.65,46.51
1229 | 1228,28.43,28.75,28.02
1230 | 1229,34.2,34.56,33.37
1231 | 1230,42.7,43.63,42.59
1232 | 1231,9.67,10.63,9.45
1233 | 1232,5.38,6,4.8
1234 | 1233,40.57,40.86,39.96
1235 | 1234,6.64,7.5,6.17
1236 | 1235,49.42,50.16,49.2
1237 | 1236,32.48,33.17,32.47
1238 | 1237,26,26.66,25.77
1239 | 1238,13.22,13.59,13.09
1240 | 1239,27.84,28.64,27.23
1241 | 1240,22.68,23.1,21.91
1242 | 1241,39.63,39.83,39.25
1243 | 1242,6.63,7.42,5.71
1244 | 1243,7.07,8.05,6.62
1245 | 1244,20.06,20.38,19.76
1246 | 1245,18.33,19.29,17.74
1247 | 1246,24.74,24.93,24.45
1248 | 1247,11.5,11.5,10.98
1249 | 1248,18.58,19.42,18.56
1250 | 1249,21.06,21.69,20.59
1251 | 1250,12.4,13.18,12.38
1252 | 1251,40.54,41.48,39.84
1253 | 1252,27.49,28.22,27.44
1254 | 1253,19.47,20.4,18.68
1255 | 1254,2.99,3.82,2.44
1256 | 1255,6.22,6.89,5.69
1257 | 1256,35.22,35.68,35.03
1258 | 1257,21.84,22.33,21.58
1259 | 1258,42.84,43.05,42.49
1260 | 1259,21.83,22.35,21.17
1261 | 1260,10.89,11.1,10.84
1262 | 1261,4.21,4.33,3.37
1263 | 1262,25.89,26.18,25.34
1264 | 1263,7.89,8.1,7.23
1265 | 1264,17.72,18.23,16.77
1266 | 1265,2.3,2.53,2.19
1267 | 1266,35.12,35.3,34.64
1268 | 1267,18.51,19.45,17.83
1269 | 1268,6,6.9,6
1270 | 1269,10.5,11.21,9.64
1271 | 1270,45.6,46.51,45.33
1272 | 1271,44.55,45.22,43.56
1273 | 1272,37.28,37.35,36.4
1274 | 1273,6.71,7.08,6.7
1275 | 1274,36.17,36.52,35.23
1276 | 1275,37.87,37.97,37.81
1277 | 1276,5.99,6.23,5.44
1278 | 1277,28.64,29.13,28.29
1279 | 1278,38.08,38.35,37.14
1280 | 1279,46.01,46.16,45.05
1281 | 1280,27.28,28.01,26.51
1282 | 1281,10.84,11.06,10.08
1283 | 1282,13.49,14.43,13.1
1284 | 1283,15.38,15.98,15
1285 | 1284,15.52,16.01,14.7
1286 | 1285,37.9,38.89,37.8
1287 | 1286,40.78,41.67,40.59
1288 | 1287,38.83,39.11,38.75
1289 | 1288,46.48,47.14,46.07
1290 | 1289,28.82,29.51,28.81
1291 | 1290,43.65,44.14,43.02
1292 | 1291,4.83,4.86,4.55
1293 | 1292,37.65,38.58,37.62
1294 | 1293,8.69,9.51,8.1
1295 | 1294,20.63,21.54,20.04
1296 | 1295,48.88,49.55,48.14
1297 | 1296,46.43,46.92,45.92
1298 | 1297,15.56,16.3,15.39
1299 | 1298,29.87,30.54,29.15
1300 | 1299,1.03,1.08,0.3
1301 | 1300,14.36,15.06,13.55
1302 | 1301,41.87,42.18,41.31
1303 | 1302,17.44,18.15,16.89
1304 | 1303,10.09,10.22,9.82
1305 | 1304,45.32,45.99,44.71
1306 | 1305,17.04,17.05,16.04
1307 | 1306,25.82,26.1,25.49
1308 | 1307,19.55,19.56,18.73
1309 | 1308,22.49,22.97,22.08
1310 | 1309,35.51,35.6,35.28
1311 | 1310,18.45,19.33,18
1312 | 1311,43.07,43.11,42.47
1313 | 1312,38.65,39.58,37.91
1314 | 1313,12.87,13.56,12.01
1315 | 1314,34.05,34.43,33.72
1316 | 1315,18.82,19.53,18.34
1317 | 1316,30.3,30.38,29.55
1318 | 1317,21.29,21.59,21.22
1319 | 1318,46.66,47.4,46.55
1320 | 1319,25.54,25.74,25.2
1321 | 1320,27.47,27.96,27.2
1322 | 1321,36.11,36.62,35.96
1323 | 1322,12.3,12.74,11.33
1324 | 1323,14.16,15.05,13.79
1325 | 1324,0.99,1.25,0.11
1326 | 1325,27.96,28.33,27.09
1327 | 1326,23.51,23.55,23.25
1328 | 1327,40.14,40.66,39.48
1329 | 1328,24.07,24.45,23.28
1330 | 1329,2.31,3.04,2.01
1331 | 1330,6.27,7.1,5.34
1332 | 1331,34.91,35.55,34.44
1333 | 1332,32.29,33.21,31.7
1334 | 1333,11.81,12.34,11.04
1335 | 1334,21.73,22.4,21.45
1336 | 1335,40.17,40.92,40.08
1337 | 1336,21.03,21.62,20.94
1338 | 1337,23.76,23.8,23.03
1339 | 1338,8.32,8.44,7.78
1340 | 1339,17.19,17.98,16.78
1341 | 1340,0.09,0.16,-0.34
1342 | 1341,34.56,35.09,33.71
1343 | 1342,4.4,5.17,3.86
1344 | 1343,22.32,23.11,21.37
1345 | 1344,19.8,20.14,19.2
1346 | 1345,19.78,20.39,19.37
1347 | 1346,10.09,10.42,9.77
1348 | 1347,11.12,11.78,10.48
1349 | 1348,1.76,1.97,1.52
1350 | 1349,16.73,16.96,16.33
1351 | 1350,38.06,38.14,38.04
1352 | 1351,9.22,10,8.9
1353 | 1352,33.5,33.77,33.17
1354 | 1353,24.31,24.76,24.11
1355 | 1354,16.79,17.58,16.66
1356 | 1355,23.89,23.91,23.68
1357 | 1356,46.23,46.84,45.73
1358 | 1357,36.07,36.37,35.26
1359 | 1358,7.22,7.8,6.67
1360 | 1359,4.03,4.93,3.5
1361 | 1360,19.5,20.42,18.78
1362 | 1361,22.41,22.53,21.51
1363 | 1362,31.98,32.02,31.53
1364 | 1363,34.66,35.05,34.28
1365 | 1364,48.52,49.22,47.62
1366 | 1365,30.87,31.78,30.45
1367 | 1366,46.58,47.22,46.06
1368 | 1367,49.91,50.08,49.06
1369 | 1368,12.23,12.44,12.17
1370 | 1369,35.76,35.92,35.21
1371 | 1370,19.64,20.11,18.76
1372 | 1371,20.39,20.48,19.6
1373 | 1372,1.19,2,0.42
1374 | 1373,37.07,37.95,36.27
1375 | 1374,24.79,24.84,24.49
1376 | 1375,25.79,26.33,25.3
1377 | 1376,42.5,42.65,41.77
1378 | 1377,14.28,14.67,13.92
1379 | 1378,6.43,6.71,6.41
1380 | 1379,6.05,6.37,5.21
1381 | 1380,46.02,46.85,45.14
1382 | 1381,18.38,19.3,17.61
1383 | 1382,12.66,13.33,12.05
1384 | 1383,20.04,20.15,19.74
1385 | 1384,45.83,46.54,45.02
1386 | 1385,39.79,40.62,39.09
1387 | 1386,3.12,3.13,2.48
1388 | 1387,41.95,42.37,41.55
1389 | 1388,1.55,2.1,0.57
1390 | 1389,39.06,39.87,38.75
1391 | 1390,24.49,24.91,24.3
1392 | 1391,10.51,10.97,9.53
1393 | 1392,10.16,10.61,10.09
1394 | 1393,17.2,17.46,16.34
1395 | 1394,28.11,28.65,27.34
1396 | 1395,47.71,48.5,47.56
1397 | 1396,39.87,40.76,39.64
1398 | 1397,47.99,48.24,47.97
1399 | 1398,2.45,2.76,1.85
1400 | 1399,2.85,3.55,2.06
1401 | 1400,37.26,37.28,36.78
1402 | 1401,8.41,9.38,7.65
1403 | 1402,13.91,14.66,13.72
1404 | 1403,43.93,44.08,43.31
1405 | 1404,31.28,31.63,30.63
1406 | 1405,21.63,21.89,21.04
1407 | 1406,39.07,39.8,38.25
1408 | 1407,8.17,8.35,7.88
1409 | 1408,27.24,27.74,26.53
1410 | 1409,15.03,15.24,14.15
1411 | 1410,34.66,34.99,34.19
1412 | 1411,7.43,8.23,7.06
1413 | 1412,23.13,24.05,22.76
1414 | 1413,24.46,24.58,24.4
1415 | 1414,20.68,20.78,20.25
1416 | 1415,14.34,14.76,13.51
1417 | 1416,13.17,13.91,12.95
1418 | 1417,35.29,35.33,35.06
1419 | 1418,30.65,31.41,30.58
1420 | 1419,36.23,36.4,35.94
1421 | 1420,17.03,17.7,16.23
1422 | 1421,15.38,15.98,14.83
1423 | 1422,26.2,26.93,26.15
1424 | 1423,16.18,17.11,15.9
1425 | 1424,30.67,30.81,30.31
1426 | 1425,27.39,28.18,26.51
1427 | 1426,19.91,20.77,19.5
1428 | 1427,31.89,32.66,31.4
1429 | 1428,8.05,8.84,7.82
1430 | 1429,47.39,48.01,47.15
1431 | 1430,18.02,18.15,17.57
1432 | 1431,17.89,18.8,16.95
1433 | 1432,27.54,27.64,27.51
1434 | 1433,21.21,21.81,21.02
1435 | 1434,6.11,6.75,5.79
1436 | 1435,48.2,48.92,47.23
1437 | 1436,5.19,5.28,4.64
1438 | 1437,35.23,36.01,34.64
1439 | 1438,39.23,39.94,38.72
1440 | 1439,29.43,30.22,28.54
1441 | 1440,28.87,29.6,28.31
1442 | 1441,40.26,40.46,39.97
1443 | 1442,4.94,5.49,4.07
1444 | 1443,6.45,6.67,6.41
1445 | 1444,26.79,27.26,26.77
1446 | 1445,13.81,14.21,12.89
1447 | 1446,24.9,25.03,24.35
1448 | 1447,24.44,25.43,24.11
1449 | 1448,1.79,2.51,1.46
1450 | 1449,9.05,9.38,8.76
1451 | 1450,31.54,31.8,31.53
1452 | 1451,41.68,41.76,40.78
1453 | 1452,38.54,39.25,38.2
1454 | 1453,39.53,39.92,38.95
1455 | 1454,15.82,16.05,15.04
1456 | 1455,42.96,42.97,42.47
1457 | 1456,42.98,43.66,42.52
1458 | 1457,40.48,40.87,40.41
1459 | 1458,4.96,5.59,4.7
1460 | 1459,22.38,23.11,21.62
1461 | 1460,2.7,3.07,2.03
1462 | 1461,7.68,8.64,6.74
1463 | 1462,49.7,49.72,49.28
1464 | 1463,42.87,43.7,42.3
1465 | 1464,34.39,35.38,33.92
1466 | 1465,4.51,4.81,4.06
1467 | 1466,35.58,36.42,34.9
1468 | 1467,27.19,27.77,26.38
1469 | 1468,6.51,7.35,6.38
1470 | 1469,2.57,3.36,2.37
1471 | 1470,6.27,6.82,6.14
1472 | 1471,17.94,18.88,17.12
1473 | 1472,40.56,40.59,40.56
1474 | 1473,43.01,43.42,42.56
1475 | 1474,26.47,26.95,25.61
1476 | 1475,33.07,33.31,33.03
1477 | 1476,25.65,25.72,24.68
1478 | 1477,47.75,48.61,47.69
1479 | 1478,25.23,25.7,24.9
1480 | 1479,5.66,6.22,5.62
1481 | 1480,9.91,10.61,9.15
1482 | 1481,22.34,23.26,21.38
1483 | 1482,35.53,35.74,34.54
1484 | 1483,4.77,4.83,4.44
1485 | 1484,26.39,26.69,25.42
1486 | 1485,40.02,40.75,39.97
1487 | 1486,21,21.68,20.94
1488 | 1487,13.05,13.49,12.76
1489 | 1488,40.96,41.59,40.33
1490 | 1489,5.2,5.88,4.41
1491 | 1490,7.84,8.64,6.98
1492 | 1491,26.63,27.09,26.06
1493 | 1492,36.52,37.27,35.85
1494 | 1493,21.17,21.2,20.41
1495 | 1494,27.23,27.41,26.23
1496 | 1495,18.41,19.26,17.82
1497 | 1496,4.05,4.68,3.64
1498 | 1497,42.55,43.3,41.6
1499 | 1498,44.49,44.76,43.54
1500 | 1499,17.04,17.33,16.26
1501 | 1500,16.63,16.81,15.84
1502 | 1501,20.69,20.87,20.28
1503 | 1502,7.84,7.87,6.9
1504 | 1503,36.88,37.4,36.63
1505 | 1504,24.52,25.08,23.86
1506 | 1505,48.65,49.29,47.88
1507 | 1506,42.7,43.65,41.73
1508 | 1507,24.37,24.91,24.05
1509 | 1508,1.73,1.88,1.6
1510 | 1509,43.28,44.03,42.72
1511 | 1510,32.86,33.09,32.67
1512 | 1511,17.2,17.52,16.52
1513 | 1512,0.16,0.46,-0.6
1514 | 1513,23.05,23.33,22.3
1515 | 1514,7.07,7.45,6.84
1516 | 1515,28.21,28.54,28.01
1517 | 1516,47.13,47.88,46.18
1518 | 1517,5.79,5.92,5.08
1519 | 1518,39.97,40.74,39.06
1520 | 1519,49.55,50,48.66
1521 | 1520,30.4,30.77,29.78
1522 | 1521,8.01,8.76,7.6
1523 | 1522,14.71,14.99,14.16
1524 | 1523,21.96,22.06,21.22
1525 | 1524,39.43,39.7,38.63
1526 | 1525,1.71,1.83,0.95
1527 | 1526,25.53,26.22,24.87
1528 | 1527,20.92,21.06,20.61
1529 | 1528,46.12,47.09,45.16
1530 | 1529,1.31,2.07,0.55
1531 | 1530,33.05,33.08,32.96
1532 | 1531,10.67,11.36,10.4
1533 | 1532,41.39,41.79,40.78
1534 | 1533,17.9,18.79,17.5
1535 | 1534,31.45,32.16,31.3
1536 | 1535,30.29,30.39,30.14
1537 | 1536,40.12,40.75,39.94
1538 | 1537,0.09,0.42,-0.41
1539 | 1538,13.03,13.16,12.95
1540 | 1539,19.66,20.36,19.06
1541 | 1540,10.49,11.27,9.88
1542 | 1541,15.8,16.66,15.39
1543 | 1542,41.13,41.46,40.93
1544 | 1543,38.54,39.01,38.45
1545 | 1544,39.29,40.04,38.96
1546 | 1545,17.05,17.75,16.97
1547 | 1546,31.19,32.16,30.97
1548 | 1547,24.58,25.17,23.97
1549 | 1548,23.43,24.23,23.32
1550 | 1549,18.06,18.1,17.19
1551 | 1550,38.2,38.41,38.17
1552 | 1551,40.49,40.73,39.82
1553 | 1552,37.65,38.21,36.69
1554 | 1553,5.83,6.69,5.35
1555 | 1554,34.4,34.66,34.35
1556 | 1555,6.9,7.47,6.54
1557 | 1556,20.41,21.33,19.93
1558 | 1557,34.75,34.8,33.95
1559 | 1558,37.4,37.95,36.88
1560 | 1559,38,38.31,37.8
1561 | 1560,25.02,26,24.18
1562 | 1561,27.95,28.15,27.01
1563 | 1562,32.68,32.69,32.62
1564 | 1563,45.85,46.62,45.77
1565 | 1564,49.76,50.69,49.54
1566 | 1565,21.67,22.55,21.47
1567 | 1566,47.44,48.23,46.84
1568 | 1567,14.32,14.43,14.29
1569 | 1568,48.01,48.17,47.21
1570 | 1569,30.27,30.83,30.08
1571 | 1570,37.58,38.4,37.57
1572 | 1571,8.69,9.1,8.55
1573 | 1572,36.03,37,35.45
1574 | 1573,2.46,3.39,1.96
1575 | 1574,40.63,41.29,39.64
1576 | 1575,24.93,25.16,24.07
1577 | 1576,45.55,45.7,44.77
1578 | 1577,35.46,36.23,35.13
1579 | 1578,47.83,48.44,47.8
1580 | 1579,19.44,19.83,19.29
1581 | 1580,32.62,33.52,31.66
1582 | 1581,36.4,36.61,36.27
1583 | 1582,42.67,42.89,42.37
1584 | 1583,11.32,11.87,10.73
1585 | 1584,23.05,23.11,22.53
1586 | 1585,47.05,47.68,46.74
1587 | 1586,32.97,33.85,32.57
1588 | 1587,34.03,34.43,33.93
1589 | 1588,10.32,10.72,9.43
1590 | 1589,8.83,9.3,7.88
1591 | 1590,43.23,43.32,42.85
1592 | 1591,49.95,50.03,49.57
1593 | 1592,6.96,7.03,6.72
1594 | 1593,42.39,42.5,41.4
1595 | 1594,18.42,19.33,18.19
1596 | 1595,43.68,44.13,42.69
1597 | 1596,25.22,25.72,24.93
1598 | 1597,9.87,10.63,9.72
1599 | 1598,0.19,0.73,-0.6
1600 | 1599,44.06,44.3,43.5
1601 | 1600,15.13,15.9,14.22
1602 | 1601,21.38,21.65,20.84
1603 | 1602,48.66,49.41,48.01
1604 | 1603,21.08,21.34,20.12
1605 | 1604,37.38,37.6,36.94
1606 | 1605,43.26,43.74,42.69
1607 | 1606,44.98,44.99,44.81
1608 | 1607,17.12,17.64,16.9
1609 | 1608,8.1,8.81,7.23
1610 | 1609,5.1,5.29,4.91
1611 | 1610,45.58,45.73,45.02
1612 | 1611,44,44.92,43.62
1613 | 1612,28.19,28.31,27.77
1614 | 1613,6.95,7.08,6.62
1615 | 1614,27.87,28.68,27.25
1616 | 1615,14.75,15.59,14.06
1617 | 1616,30.12,30.47,30.01
1618 | 1617,29.95,30.95,29.43
1619 | 1618,3.58,3.94,3.55
1620 | 1619,46.23,46.25,45.31
1621 | 1620,31.93,32.07,31.88
1622 | 1621,13.94,14.62,13.02
1623 | 1622,15.41,16.1,15.24
1624 | 1623,41.9,42.71,41.57
1625 | 1624,49.55,49.8,49.07
1626 | 1625,19.86,20.53,19.77
1627 | 1626,46.54,46.82,46.08
1628 | 1627,6.71,7.25,5.78
1629 | 1628,46.47,47.09,45.62
1630 | 1629,27.1,27.41,26.28
1631 | 1630,7.75,7.93,7.26
1632 | 1631,22.43,22.64,22.35
1633 | 1632,24.53,25.2,24.3
1634 | 1633,34.61,34.73,34.39
1635 | 1634,26.19,26.51,25.8
1636 | 1635,7.33,7.49,6.88
1637 | 1636,32.71,33.48,32.4
1638 | 1637,12.16,12.97,11.71
1639 | 1638,23.44,24.05,23.35
1640 | 1639,22.08,22.85,21.22
1641 | 1640,40.17,40.37,39.29
1642 | 1641,8.23,8.95,7.35
1643 | 1642,18.03,18.22,17.98
1644 | 1643,15.01,15.53,15
1645 | 1644,25.2,25.47,24.47
1646 | 1645,23.21,23.37,22.46
1647 | 1646,1.54,2.08,0.67
1648 | 1647,36.84,37.37,36.52
1649 | 1648,8.04,8.25,7.37
1650 | 1649,12.89,13.13,12.12
1651 | 1650,42.84,43,42.39
1652 | 1651,44.35,45.31,43.9
1653 | 1652,14.83,15.32,13.86
1654 | 1653,19.25,19.95,18.48
1655 | 1654,33.8,34.12,33.1
1656 | 1655,20.74,21.65,20.04
1657 | 1656,38.34,38.68,38.1
1658 | 1657,6.35,6.85,5.82
1659 | 1658,27.19,27.93,26.25
1660 | 1659,7.62,8.32,7.33
1661 | 1660,24.2,24.61,23.99
1662 | 1661,29.46,29.9,28.84
1663 | 1662,15.95,16.88,15.29
1664 | 1663,4.62,5.4,4.49
1665 | 1664,4.77,5.54,4.72
1666 | 1665,21.76,22.65,21.6
1667 | 1666,2.56,2.92,1.61
1668 | 1667,40.25,40.79,39.9
1669 | 1668,17.74,18.52,16.76
1670 | 1669,9.5,9.58,8.83
1671 | 1670,28.97,29.68,28.46
1672 | 1671,31.94,32.49,31.37
1673 | 1672,2.34,2.39,1.67
1674 | 1673,14.84,15.15,14.81
1675 | 1674,35.85,36.75,35.5
1676 | 1675,4.79,5.15,4.66
1677 | 1676,7.57,7.83,7.54
1678 | 1677,44.77,45.28,43.94
1679 | 1678,14.31,14.76,14.06
1680 | 1679,9.07,9.31,8.17
1681 | 1680,41.83,42.3,41.16
1682 | 1681,2.69,3.27,2.67
1683 | 1682,27.83,28.81,27.19
1684 | 1683,49.22,50,48.73
1685 | 1684,31.56,31.73,30.83
1686 | 1685,49.29,49.8,49.15
1687 | 1686,18.85,19.39,18.46
1688 | 1687,1.77,2.38,1
1689 | 1688,7.5,7.82,6.94
1690 | 1689,41.6,42.15,41.01
1691 | 1690,5.16,5.86,4.44
1692 | 1691,47.38,47.5,46.48
1693 | 1692,16.74,16.85,16.33
1694 | 1693,43.71,44.19,43.24
1695 | 1694,0.84,1.21,0.05
1696 | 1695,34.28,35.04,34.24
1697 | 1696,31.45,32.19,30.59
1698 | 1697,49.56,50.49,49.13
1699 | 1698,49.08,49.42,48.74
1700 | 1699,9.14,9.75,8.66
1701 | 1700,47.56,47.75,46.6
1702 | 1701,31.47,31.9,30.91
1703 | 1702,49.64,49.7,49.36
1704 | 1703,25.61,25.8,25.4
1705 | 1704,16.88,17,15.99
1706 | 1705,47.55,47.87,47.08
1707 | 1706,11.43,12.01,10.64
1708 | 1707,17.97,18.44,17.31
1709 | 1708,29.03,29.9,28.52
1710 | 1709,2.66,3.39,1.91
1711 | 1710,5.16,6.13,4.67
1712 | 1711,33.48,33.66,32.86
1713 | 1712,9.24,10.15,8.88
1714 | 1713,46.86,47.17,46.2
1715 | 1714,14.1,14.51,13.8
1716 | 1715,10.64,10.98,10.39
1717 | 1716,23.18,23.64,22.98
1718 | 1717,17.95,18.53,17.82
1719 | 1718,16.19,17.09,15.77
1720 | 1719,15.67,16.29,15.32
1721 | 1720,19.4,20.14,18.79
1722 | 1721,6.42,6.86,6.33
1723 | 1722,36.36,36.48,35.71
1724 | 1723,3.99,4.2,3.77
1725 | 1724,19.37,20.33,18.62
1726 | 1725,13.39,13.7,13.09
1727 | 1726,0.21,0.52,-0.78
1728 | 1727,29.49,30.14,29.22
1729 | 1728,29.41,29.45,28.45
1730 | 1729,32.86,32.87,31.97
1731 | 1730,13,13.8,12.97
1732 | 1731,18.25,18.75,17.82
1733 | 1732,15.16,15.86,15.16
1734 | 1733,43.78,43.91,43.19
1735 | 1734,47.15,47.2,46.85
1736 | 1735,22.78,23.68,22.52
1737 | 1736,44.84,44.91,44.14
1738 | 1737,11.48,12.04,10.72
1739 | 1738,2.64,3.22,1.68
1740 | 1739,25.74,26.31,25.23
1741 | 1740,14.72,15.53,13.78
1742 | 1741,43.17,43.19,42.88
1743 | 1742,16.96,17.91,16.02
1744 | 1743,38.23,39.11,38.16
1745 | 1744,24.85,25,23.94
1746 | 1745,21.04,21.79,20.17
1747 | 1746,0.53,1.06,-0.33
1748 | 1747,9.94,10.39,9.35
1749 | 1748,33.67,33.85,33.66
1750 | 1749,47.36,47.59,46.98
1751 | 1750,5.74,5.88,5.45
1752 | 1751,49.07,49.33,48.29
1753 | 1752,48.27,48.37,48.21
1754 | 1753,13.47,14.33,12.81
1755 | 1754,49.02,49.13,48.06
1756 | 1755,29.83,30.6,28.9
1757 | 1756,4.56,4.64,3.92
1758 | 1757,25.18,25.9,24.92
1759 | 1758,32.75,33.63,32.35
1760 | 1759,13.35,13.98,12.82
1761 | 1760,26.13,27.05,25.71
1762 | 1761,39.61,39.93,39.25
1763 | 1762,20.78,21.09,20.58
1764 | 1763,1.33,1.68,1.08
1765 | 1764,32.27,33.26,31.27
1766 | 1765,17.51,18.26,17.47
1767 | 1766,7.69,8.12,7.54
1768 | 1767,29.49,29.62,29.37
1769 | 1768,1.97,1.99,1.05
1770 | 1769,37.19,37.51,36.65
1771 | 1770,26.28,26.82,25.92
1772 | 1771,35.92,36.4,35.48
1773 | 1772,31.65,32.02,30.85
1774 | 1773,33.9,34.55,33.44
1775 | 1774,11.53,11.91,11.28
1776 | 1775,46.18,46.31,45.22
1777 | 1776,17.08,17.51,16.33
1778 | 1777,36.99,37.46,36.97
1779 | 1778,27.02,27.93,27.02
1780 | 1779,41.2,42.16,40.58
1781 | 1780,47.62,47.81,47.11
1782 | 1781,17.19,17.22,17.02
1783 | 1782,49.92,50.62,49.01
1784 | 1783,46.32,46.37,45.61
1785 | 1784,38.27,39.12,37.3
1786 | 1785,14.76,15.14,13.97
1787 | 1786,46.21,46.44,45.98
1788 | 1787,7.52,8.38,7.48
1789 | 1788,11.97,11.99,11.17
1790 | 1789,42,42.56,41.11
1791 | 1790,14.22,14.36,13.41
1792 | 1791,1.46,1.57,0.93
1793 | 1792,17.65,17.84,16.79
1794 | 1793,27.77,28.36,27.46
1795 | 1794,44.68,45.1,44.44
1796 | 1795,49.45,50.06,48.59
1797 | 1796,22.96,23,22.55
1798 | 1797,44.91,45.18,44.6
1799 | 1798,2.35,2.51,1.63
1800 | 1799,25.69,25.82,25.37
1801 | 1800,22.18,22.91,21.44
1802 | 1801,34.08,34.96,33.44
1803 | 1802,43.91,44.61,43.2
1804 |
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