diff --git a/module3/exo3/ConcentrationCO2.html b/module3/exo3/ConcentrationCO2.html
index b682fec8b964d956d1631ac26e4559982bab0189..e30470d7a954506bba229ee0aa07c1b7edcfdd4b 100644
--- a/module3/exo3/ConcentrationCO2.html
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+      // a. Let Pk be ToString(k).
+      //    This is implicit for LHS operands of the in operator
+      // b. Let kPresent be the result of calling the HasProperty
+      //    internal method of O with argument Pk.
+      //    This step can be combined with c
+      // c. If kPresent is true, then
+      if (k in O) {
+
+        // i. Let kValue be the result of calling the Get internal
+        // method of O with argument Pk.
+        kValue = O[k];
+
+        // ii. Call the Call internal method of callback with T as
+        // the this value and argument list containing kValue, k, and O.
+        callback.call(T, kValue, k, O);
+      }
+      // d. Increase k by 1.
+      k++;
+    }
+    // 8. return undefined
+  };
+}
+
+// Production steps of ECMA-262, Edition 5, 15.4.4.19
+// Reference: http://es5.github.io/#x15.4.4.19
+if (!Array.prototype.map) {
+
+  Array.prototype.map = function(callback, thisArg) {
+
+    var T, A, k;
+
+    if (this == null) {
+      throw new TypeError(' this is null or not defined');
+    }
+
+    // 1. Let O be the result of calling ToObject passing the |this|
+    //    value as the argument.
+    var O = Object(this);
+
+    // 2. Let lenValue be the result of calling the Get internal
+    //    method of O with the argument "length".
+    // 3. Let len be ToUint32(lenValue).
+    var len = O.length >>> 0;
+
+    // 4. If IsCallable(callback) is false, throw a TypeError exception.
+    // See: http://es5.github.com/#x9.11
+    if (typeof callback !== 'function') {
+      throw new TypeError(callback + ' is not a function');
+    }
+
+    // 5. If thisArg was supplied, let T be thisArg; else let T be undefined.
+    if (arguments.length > 1) {
+      T = thisArg;
+    }
+
+    // 6. Let A be a new array created as if by the expression new Array(len)
+    //    where Array is the standard built-in constructor with that name and
+    //    len is the value of len.
+    A = new Array(len);
+
+    // 7. Let k be 0
+    k = 0;
+
+    // 8. Repeat, while k < len
+    while (k < len) {
+
+      var kValue, mappedValue;
+
+      // a. Let Pk be ToString(k).
+      //   This is implicit for LHS operands of the in operator
+      // b. Let kPresent be the result of calling the HasProperty internal
+      //    method of O with argument Pk.
+      //   This step can be combined with c
+      // c. If kPresent is true, then
+      if (k in O) {
+
+        // i. Let kValue be the result of calling the Get internal
+        //    method of O with argument Pk.
+        kValue = O[k];
+
+        // ii. Let mappedValue be the result of calling the Call internal
+        //     method of callback with T as the this value and argument
+        //     list containing kValue, k, and O.
+        mappedValue = callback.call(T, kValue, k, O);
+
+        // iii. Call the DefineOwnProperty internal method of A with arguments
+        // Pk, Property Descriptor
+        // { Value: mappedValue,
+        //   Writable: true,
+        //   Enumerable: true,
+        //   Configurable: true },
+        // and false.
+
+        // In browsers that support Object.defineProperty, use the following:
+        // Object.defineProperty(A, k, {
+        //   value: mappedValue,
+        //   writable: true,
+        //   enumerable: true,
+        //   configurable: true
+        // });
+
+        // For best browser support, use the following:
+        A[k] = mappedValue;
+      }
+      // d. Increase k by 1.
+      k++;
+    }
+
+    // 9. return A
+    return A;
+  };
+}
+
+var PagedTable = function (pagedTable) {
+  var me = this;
+
+  var source = function(pagedTable) {
+    var sourceElems = [].slice.call(pagedTable.children).filter(function(e) {
+      return e.hasAttribute("data-pagedtable-source");
+    });
+
+    if (sourceElems === null || sourceElems.length !== 1) {
+      throw("A single data-pagedtable-source was not found");
+    }
+
+    return JSON.parse(sourceElems[0].innerHTML);
+  }(pagedTable);
+
+  var options = function(source) {
+    var options = typeof(source.options) !== "undefined" &&
+      source.options !== null ? source.options : {};
+
+    var columns = typeof(options.columns) !== "undefined" ? options.columns : {};
+    var rows = typeof(options.rows) !== "undefined" ? options.rows : {};
+
+    var positiveIntOrNull = function(value) {
+      return parseInt(value) >= 0 ? parseInt(value) : null;
+    };
+
+    return {
+      pages: positiveIntOrNull(options.pages),
+      rows: {
+        min: positiveIntOrNull(rows.min),
+        max: positiveIntOrNull(rows.max),
+        total: positiveIntOrNull(rows.total)
+      },
+      columns: {
+        min: positiveIntOrNull(columns.min),
+        max: positiveIntOrNull(columns.max),
+        total: positiveIntOrNull(columns.total)
+      }
+    };
+  }(source);
+
+  var Measurer = function() {
+
+    // set some default initial values that will get adjusted in runtime
+    me.measures = {
+      padding: 12,
+      character: 8,
+      height: 15,
+      defaults: true
+    };
+
+    me.calculate = function(measuresCell) {
+      if (!me.measures.defaults)
+        return;
+
+      var measuresCellStyle = window.getComputedStyle(measuresCell, null);
+
+      var newPadding = parsePadding(measuresCellStyle.paddingLeft) +
+            parsePadding(measuresCellStyle.paddingRight);
+
+      var sampleString = "ABCDEFGHIJ0123456789";
+      var newCharacter = Math.ceil(measuresCell.clientWidth / sampleString.length);
+
+      if (newPadding <= 0 || newCharacter <= 0)
+        return;
+
+      me.measures.padding = newPadding;
+      me.measures.character = newCharacter;
+      me.measures.height = measuresCell.clientHeight;
+      me.measures.defaults = false;
+    };
+
+    return me;
+  };
+
+  var Page = function(data, options) {
+    var me = this;
+
+    var defaults = {
+      max: 7,
+      rows: 10
+    };
+
+    var totalPages = function() {
+      return Math.ceil(data.length / me.rows);
+    };
+
+    me.number = 0;
+    me.max = options.pages !== null ? options.pages : defaults.max;
+    me.visible = me.max;
+    me.rows = options.rows.min !== null ? options.rows.min : defaults.rows;
+    me.total = totalPages();
+
+    me.setRows = function(newRows) {
+      me.rows = newRows;
+      me.total = totalPages();
+    };
+
+    me.setPageNumber = function(newPageNumber) {
+      if (newPageNumber < 0) newPageNumber = 0;
+      if (newPageNumber >= me.total) newPageNumber = me.total - 1;
+
+      me.number = newPageNumber;
+    };
+
+    me.setVisiblePages = function(visiblePages) {
+      me.visible = Math.min(me.max, visiblePages);
+      me.setPageNumber(me.number);
+    };
+
+    me.getVisiblePageRange = function() {
+      var start = me.number - Math.max(Math.floor((me.visible - 1) / 2), 0);
+      var end = me.number + Math.floor(me.visible / 2) + 1;
+      var pageCount = me.total;
+
+      if (start < 0) {
+        var diffToStart = 0 - start;
+        start += diffToStart;
+        end += diffToStart;
+      }
+
+      if (end > pageCount) {
+        var diffToEnd = end - pageCount;
+        start -= diffToEnd;
+        end -= diffToEnd;
+      }
+
+      start = start < 0 ? 0 : start;
+      end = end >= pageCount ? pageCount : end;
+
+      var first = false;
+      var last = false;
+
+      if (start > 0 && me.visible > 1) {
+        start = start + 1;
+        first = true;
+      }
+
+      if (end < pageCount && me.visible > 2) {
+        end = end - 1;
+        last = true;
+      }
+
+      return {
+        first: first,
+        start: start,
+        end: end,
+        last: last
+      };
+    };
+
+    me.getRowStart = function() {
+      var rowStart = page.number * page.rows;
+      if (rowStart < 0)
+        rowStart = 0;
+
+      return rowStart;
+    };
+
+    me.getRowEnd = function() {
+      var rowStart = me.getRowStart();
+      return Math.min(rowStart + me.rows, data.length);
+    };
+
+    me.getPaddingRows = function() {
+      var rowStart = me.getRowStart();
+      var rowEnd = me.getRowEnd();
+      return data.length > me.rows ? me.rows - (rowEnd - rowStart) : 0;
+    };
+  };
+
+  var Columns = function(data, columns, options) {
+    var me = this;
+
+    me.defaults = {
+      min: 5
+    };
+
+    me.number = 0;
+    me.visible = 0;
+    me.total = columns.length;
+    me.subset = [];
+    me.padding = 0;
+    me.min = options.columns.min !== null ? options.columns.min : me.defaults.min;
+    me.max = options.columns.max !== null ? options.columns.max : null;
+    me.widths = {};
+
+    var widthsLookAhead = Math.max(100, options.rows.min);
+    var paddingColChars = 10;
+
+    me.emptyNames = function() {
+      columns.forEach(function(column) {
+        if (columns.label !== null && columns.label !== "")
+          return false;
+      });
+
+      return true;
+    };
+
+    var parsePadding = function(value) {
+      return parseInt(value) >= 0 ? parseInt(value) : 0;
+    };
+
+    me.calculateWidths = function(measures) {
+      columns.forEach(function(column) {
+        var maxChars = Math.max(
+          column.label.toString().length,
+          column.type.toString().length
+        );
+
+        for (var idxRow = 0; idxRow < Math.min(widthsLookAhead, data.length); idxRow++) {
+          maxChars = Math.max(maxChars, data[idxRow][column.name.toString()].length);
+        }
+
+        me.widths[column.name] = {
+          // width in characters
+          chars: maxChars,
+          // width for the inner html columns
+          inner: maxChars * measures.character,
+          // width adding outer styles like padding
+          outer: maxChars * measures.character + measures.padding
+        };
+      });
+    };
+
+    me.getWidth = function() {
+      var widthOuter = 0;
+      for (var idxCol = 0; idxCol < me.subset.length; idxCol++) {
+        var columnName = me.subset[idxCol].name;
+        widthOuter = widthOuter + me.widths[columnName].outer;
+      }
+
+      widthOuter = widthOuter + me.padding * paddingColChars * measurer.measures.character;
+
+      if (me.hasMoreLeftColumns()) {
+        widthOuter = widthOuter + columnNavigationWidthPX + measurer.measures.padding;
+      }
+
+      if (me.hasMoreRightColumns()) {
+        widthOuter = widthOuter + columnNavigationWidthPX + measurer.measures.padding;
+      }
+
+      return widthOuter;
+    };
+
+    me.updateSlice = function() {
+      if (me.number + me.visible >= me.total)
+        me.number = me.total - me.visible;
+
+      if (me.number < 0) me.number = 0;
+
+      me.subset = columns.slice(me.number, Math.min(me.number + me.visible, me.total));
+
+      me.subset = me.subset.map(function(column) {
+        Object.keys(column).forEach(function(colKey) {
+          column[colKey] = column[colKey] === null ? "" : column[colKey].toString();
+        });
+
+        column.width = null;
+        return column;
+      });
+    };
+
+    me.setVisibleColumns = function(columnNumber, newVisibleColumns, paddingCount) {
+      me.number = columnNumber;
+      me.visible = newVisibleColumns;
+      me.padding = paddingCount;
+
+      me.updateSlice();
+    };
+
+    me.incColumnNumber = function(increment) {
+      me.number = me.number + increment;
+    };
+
+    me.setColumnNumber = function(newNumber) {
+      me.number = newNumber;
+    };
+
+    me.setPaddingCount = function(newPadding) {
+      me.padding = newPadding;
+    };
+
+    me.getPaddingCount = function() {
+      return me.padding;
+    };
+
+    me.hasMoreLeftColumns = function() {
+      return me.number > 0;
+    };
+
+    me.hasMoreRightColumns = function() {
+      return me.number + me.visible < me.total;
+    };
+
+    me.updateSlice(0);
+    return me;
+  };
+
+  var data = source.data;
+  var page = new Page(data, options);
+  var measurer = new Measurer(data, options);
+  var columns = new Columns(data, source.columns, options);
+
+  var table = null;
+  var tableDiv = null;
+  var header = null;
+  var footer = null;
+  var tbody = null;
+
+  // Caches pagedTable.clientWidth, specially for webkit
+  var cachedPagedTableClientWidth = null;
+
+  var onChangeCallbacks = [];
+
+  var clearSelection = function() {
+    if(document.selection && document.selection.empty) {
+      document.selection.empty();
+    } else if(window.getSelection) {
+      var sel = window.getSelection();
+      sel.removeAllRanges();
+    }
+  };
+
+  var columnNavigationWidthPX = 5;
+
+  var renderColumnNavigation = function(increment, backwards) {
+    var arrow = document.createElement("div");
+    arrow.setAttribute("style",
+      "border-top: " + columnNavigationWidthPX + "px solid transparent;" +
+      "border-bottom: " + columnNavigationWidthPX + "px solid transparent;" +
+      "border-" + (backwards ? "right" : "left") + ": " + columnNavigationWidthPX + "px solid;");
+
+    var header = document.createElement("th");
+    header.appendChild(arrow);
+    header.setAttribute("style",
+      "cursor: pointer;" +
+      "vertical-align: middle;" +
+      "min-width: " + columnNavigationWidthPX + "px;" +
+      "width: " + columnNavigationWidthPX + "px;");
+
+    header.onclick = function() {
+      columns.incColumnNumber(backwards ? -1 : increment);
+
+      me.animateColumns(backwards);
+      renderFooter();
+
+      clearSelection();
+      triggerOnChange();
+    };
+
+    return header;
+  };
+
+  var maxColumnWidth = function(width) {
+    var padding = 80;
+    var columnMax = Math.max(cachedPagedTableClientWidth - padding, 0);
+
+    return parseInt(width) > 0 ?
+      Math.min(columnMax, parseInt(width)) + "px" :
+      columnMax + "px";
+  };
+
+  var clearHeader = function() {
+    var thead = pagedTable.querySelectorAll("thead")[0];
+    thead.innerHTML = "";
+  };
+
+  var renderHeader = function(clear) {
+    cachedPagedTableClientWidth = pagedTable.clientWidth;
+
+    var fragment = document.createDocumentFragment();
+
+    header = document.createElement("tr");
+    fragment.appendChild(header);
+
+    if (columns.number > 0)
+      header.appendChild(renderColumnNavigation(-columns.visible, true));
+
+    columns.subset = columns.subset.map(function(columnData) {
+      var column = document.createElement("th");
+      column.setAttribute("align", columnData.align);
+      column.style.textAlign = columnData.align;
+
+      column.style.maxWidth = maxColumnWidth(null);
+      if (columnData.width) {
+        column.style.minWidth =
+          column.style.maxWidth = maxColumnWidth(columnData.width);
+      }
+
+      var columnName = document.createElement("div");
+      columnName.setAttribute("class", "pagedtable-header-name");
+      if (columnData.label === "") {
+        columnName.innerHTML = "&nbsp;";
+      }
+      else {
+        columnName.appendChild(document.createTextNode(columnData.label));
+      }
+      column.appendChild(columnName);
+
+      var columnType = document.createElement("div");
+      columnType.setAttribute("class", "pagedtable-header-type");
+      if (columnData.type === "") {
+        columnType.innerHTML = "&nbsp;";
+      }
+      else {
+        columnType.appendChild(document.createTextNode("<" + columnData.type + ">"));
+      }
+      column.appendChild(columnType);
+
+      header.appendChild(column);
+
+      columnData.element = column;
+
+      return columnData;
+    });
+
+    for (var idx = 0; idx < columns.getPaddingCount(); idx++) {
+      var paddingCol = document.createElement("th");
+      paddingCol.setAttribute("class", "pagedtable-padding-col");
+      header.appendChild(paddingCol);
+    }
+
+    if (columns.number + columns.visible < columns.total)
+      header.appendChild(renderColumnNavigation(columns.visible, false));
+
+    if (typeof(clear) == "undefined" || clear) clearHeader();
+    var thead = pagedTable.querySelectorAll("thead")[0];
+    thead.appendChild(fragment);
+  };
+
+  me.animateColumns = function(backwards) {
+    var thead = pagedTable.querySelectorAll("thead")[0];
+
+    var headerOld = thead.querySelectorAll("tr")[0];
+    var tbodyOld = table.querySelectorAll("tbody")[0];
+
+    me.fitColumns(backwards);
+
+    renderHeader(false);
+
+    header.style.opacity = "0";
+    header.style.transform = backwards ? "translateX(-30px)" : "translateX(30px)";
+    header.style.transition = "transform 200ms linear, opacity 200ms";
+    header.style.transitionDelay = "0";
+
+    renderBody(false);
+
+    if (headerOld) {
+      headerOld.style.position = "absolute";
+      headerOld.style.transform = "translateX(0px)";
+      headerOld.style.opacity = "1";
+      headerOld.style.transition = "transform 100ms linear, opacity 100ms";
+      headerOld.setAttribute("class", "pagedtable-remove-head");
+      if (headerOld.style.transitionEnd) {
+        headerOld.addEventListener("transitionend", function() {
+          var headerOldByClass = thead.querySelector(".pagedtable-remove-head");
+          if (headerOldByClass) thead.removeChild(headerOldByClass);
+        });
+      }
+      else {
+        thead.removeChild(headerOld);
+      }
+    }
+
+    if (tbodyOld) table.removeChild(tbodyOld);
+
+    tbody.style.opacity = "0";
+    tbody.style.transition = "transform 200ms linear, opacity 200ms";
+    tbody.style.transitionDelay = "0ms";
+
+    // force relayout
+    window.getComputedStyle(header).opacity;
+    window.getComputedStyle(tbody).opacity;
+
+    if (headerOld) {
+      headerOld.style.transform = backwards ? "translateX(20px)" : "translateX(-30px)";
+      headerOld.style.opacity = "0";
+    }
+
+    header.style.transform = "translateX(0px)";
+    header.style.opacity = "1";
+
+    tbody.style.opacity = "1";
+  }
+
+  me.onChange = function(callback) {
+    onChangeCallbacks.push(callback);
+  };
+
+  var triggerOnChange = function() {
+    onChangeCallbacks.forEach(function(onChange) {
+      onChange();
+    });
+  };
+
+  var clearBody = function() {
+    if (tbody) {
+      table.removeChild(tbody);
+      tbody = null;
+    }
+  };
+
+  var renderBody = function(clear) {
+    cachedPagedTableClientWidth = pagedTable.clientWidth
+
+    var fragment = document.createDocumentFragment();
+
+    var pageData = data.slice(page.getRowStart(), page.getRowEnd());
+
+    pageData.forEach(function(dataRow, idxRow) {
+      var htmlRow = document.createElement("tr");
+      htmlRow.setAttribute("class", (idxRow % 2 !==0) ? "even" : "odd");
+
+      if (columns.hasMoreLeftColumns())
+        htmlRow.appendChild(document.createElement("td"));
+
+      columns.subset.forEach(function(columnData) {
+        var cellName = columnData.name;
+        var dataCell = dataRow[cellName];
+        var htmlCell = document.createElement("td");
+
+        if (dataCell === "NA") htmlCell.setAttribute("class", "pagedtable-na-cell");
+        if (dataCell === "__NA__") dataCell = "NA";
+
+        var cellText = document.createTextNode(dataCell);
+        htmlCell.appendChild(cellText);
+        if (dataCell.length > 50) {
+          htmlCell.setAttribute("title", dataCell);
+        }
+        htmlCell.setAttribute("align", columnData.align);
+        htmlCell.style.textAlign = columnData.align;
+        htmlCell.style.maxWidth = maxColumnWidth(null);
+        if (columnData.width) {
+          htmlCell.style.minWidth = htmlCell.style.maxWidth = maxColumnWidth(columnData.width);
+        }
+        htmlRow.appendChild(htmlCell);
+      });
+
+      for (var idx = 0; idx < columns.getPaddingCount(); idx++) {
+        var paddingCol = document.createElement("td");
+        paddingCol.setAttribute("class", "pagedtable-padding-col");
+        htmlRow.appendChild(paddingCol);
+      }
+
+      if (columns.hasMoreRightColumns())
+        htmlRow.appendChild(document.createElement("td"));
+
+      fragment.appendChild(htmlRow);
+    });
+
+    for (var idxPadding = 0; idxPadding < page.getPaddingRows(); idxPadding++) {
+      var paddingRow = document.createElement("tr");
+
+      var paddingCellRow = document.createElement("td");
+      paddingCellRow.innerHTML = "&nbsp;";
+      paddingCellRow.setAttribute("colspan", "100%");
+      paddingRow.appendChild(paddingCellRow);
+
+      fragment.appendChild(paddingRow);
+    }
+
+    if (typeof(clear) == "undefined" || clear) clearBody();
+    tbody = document.createElement("tbody");
+    tbody.appendChild(fragment);
+
+    table.appendChild(tbody);
+  };
+
+  var getLabelInfo = function() {
+    var pageStart = page.getRowStart();
+    var pageEnd = page.getRowEnd();
+    var totalRows = data.length;
+
+    var totalRowsLabel = options.rows.total ? options.rows.total : totalRows;
+    var totalRowsLabelFormat = totalRowsLabel.toString().replace(/(\d)(?=(\d\d\d)+(?!\d))/g, '$1,');
+
+    var infoText = (pageStart + 1) + "-" + pageEnd + " of " + totalRowsLabelFormat + " rows";
+    if (totalRows < page.rows) {
+      infoText = totalRowsLabel + " row" + (totalRows != 1 ? "s" : "");
+    }
+    if (columns.total > columns.visible) {
+      var totalColumnsLabel = options.columns.total ? options.columns.total : columns.total;
+
+      infoText = infoText + " | " + (columns.number + 1) + "-" +
+        (Math.min(columns.number + columns.visible, columns.total)) +
+        " of " + totalColumnsLabel + " columns";
+    }
+
+    return infoText;
+  };
+
+  var clearFooter = function() {
+    footer = pagedTable.querySelectorAll("div.pagedtable-footer")[0];
+    footer.innerHTML = "";
+
+    return footer;
+  };
+
+  var createPageLink = function(idxPage) {
+    var pageLink = document.createElement("a");
+    pageLinkClass = idxPage === page.number ? "pagedtable-index pagedtable-index-current" : "pagedtable-index";
+    pageLink.setAttribute("class", pageLinkClass);
+    pageLink.setAttribute("data-page-index", idxPage);
+    pageLink.onclick = function() {
+      page.setPageNumber(parseInt(this.getAttribute("data-page-index")));
+      renderBody();
+      renderFooter();
+
+      triggerOnChange();
+    };
+
+    pageLink.appendChild(document.createTextNode(idxPage + 1));
+
+    return pageLink;
+  }
+
+  var renderFooter = function() {
+    footer = clearFooter();
+
+    var next = document.createElement("a");
+    next.appendChild(document.createTextNode("Next"));
+    next.onclick = function() {
+      page.setPageNumber(page.number + 1);
+      renderBody();
+      renderFooter();
+
+      triggerOnChange();
+    };
+    if (data.length > page.rows) footer.appendChild(next);
+
+    var pageNumbers = document.createElement("div");
+    pageNumbers.setAttribute("class", "pagedtable-indexes");
+
+    var pageRange = page.getVisiblePageRange();
+
+    if (pageRange.first) {
+      var pageLink = createPageLink(0);
+      pageNumbers.appendChild(pageLink);
+
+      var pageSeparator = document.createElement("div");
+      pageSeparator.setAttribute("class", "pagedtable-index-separator-left");
+      pageSeparator.appendChild(document.createTextNode("..."))
+      pageNumbers.appendChild(pageSeparator);
+    }
+
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 <style type="text/css">code{white-space: pre;}</style>
 <style type="text/css">
@@ -387,10 +1658,8 @@ summary {
 <p>En 1958, Charles David Keeling a initié une mesure de la concentration de CO2 dans l’atmosphère à l’observatoire de Mauna Loa, Hawaii, États-Unis qui continue jusqu’à aujourd’hui. L’objectif initial était d’étudier la variation saisonnière, mais l’intérêt s’est déplacé plus tard vers l’étude de la tendance croissante dans le contexte du changement climatique. En honneur à Keeling, ce jeu de données est souvent appelé “Keeling Curve” (voir (<a href="https://en.wikipedia.org/wiki/Keeling_Curve" class="uri">https://en.wikipedia.org/wiki/Keeling_Curve</a>) pour l’histoire et l’importance de ces données).</p>
 <p>Les données sont disponibles sur le site Web de l’ <a href="https://scrippsco2.ucsd.edu/">Institut Scripps</a> . J’ai utilisé par erreur les observations mensuelles (je n’ai pas le temps de refaire tout le travail en utilisant les données hebdomadaires, ce sont d’ailleurs les données mensuelles qui sont utilisées en général dans les études d’impact climatiques ) <a href="https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/monthly/monthly_in_situ_co2_mlo.csv">observations mensuelles</a>. Attention, ce fichier est mis à jour régulièrement avec de nouvelles observations. Notez donc bien la date du téléchargement, et gardez une copie locale de la version précise que vous analysez. Faites aussi attention aux données manquantes.</p>
 </div>
-<div id="pré-requis" class="section level3">
-<h3>Pré-requis</h3>
-<p>Traitement de suites chronologiques</p>
-<p>Quelques références:</p>
+<div id="pré-requis-quelques-références-sur-le-traitement-de-suites-chronologiques" class="section level3">
+<h3>Pré-requis: Quelques références sur le traitement de suites chronologiques:</h3>
 <ul>
 <li><a href="https://perso.math.univ-toulouse.fr/jydauxoi/files/2017/04/poly_eleves.pdf">Introduction à l’Étude des Séries Temporelles</a> J-Y. Dauxois 2016-2017</li>
 <li><a href="https://otexts.com/fpp2/arima-r.html">ARIMA modelling in R</a></li>
@@ -398,30 +1667,30 @@ summary {
 <li><a href="https://www.imo.universite-paris-saclay.fr/~goude/Materials/time_series/cours1_R_serie_temp.pdf">Introduction à la manipulation de série temporelle avec R MAP-STA2 : Séries chronologiques</a> Yannig Goude <a href="mailto:yannig.goude@edf.fr" class="email">yannig.goude@edf.fr</a> 2019-2020</li>
 <li><a href="http://avram.perso.univ-pau.fr/proc/geo3.pdf">Séries temporelles, avec R</a> Florin Avram</li>
 </ul>
-<p>(<a href="https://github.com/Peymankor/Data-Science_Portfolio/blob/master/Time%20Series%20Analysis-Historical%20Co2/medium_post.Rmd" class="uri">https://github.com/Peymankor/Data-Science_Portfolio/blob/master/Time%20Series%20Analysis-Historical%20Co2/medium_post.Rmd</a>)</p>
 </div>
-<div id="pré-traitements-sur-les-données" class="section level3">
-<h3>Pré-traitements sur les données</h3>
-<p>Extrait des métadonnées dans le header du fichier csv téléchargé.</p>
+<div id="récupération-des-données-et-pré-traitements-mise-en-forme-et-description" class="section level3">
+<h3>Récupération des données et pré-traitements (mise en forme et description)</h3>
+<p><strong>Extrait des métadonnées d’intérêt et présentes dans le header (57 lignes) du fichier.</strong></p>
 <p>The data file below contains 10 columns.</p>
 <ul>
-<li>Columns 1-4 give the dates in several redundant formats.</li>
-<li>Column 5 below gives monthly Mauna Loa CO2 concentrations in micro-mol CO2 per mole (ppm), reported on the 2008A SIO manometric mole fraction scale. This is thestandard version of the data most often sought. The monthly values have been adjusted to 24:00 hours on the 15th of each month.<br />
-</li>
-<li>Column 6 gives the same data after a seasonal adjustment to remove the quasi-regular seasonal cycle. The adjustment involves subtracting from the data a 4-harmonic fit with a linear gain factor.<br />
-</li>
-<li>Column 7 is a smoothed version of the data generated from a stiff cubic spline function plus 4-harmonic functions with linear gain.<br />
-</li>
-<li>Column 8 is the same smoothed version with the seasonal cycle removed.<br />
-</li>
-<li>Column 9 is identical to Column 5 except that the missing values from Column 5 have been filled with values from Column 7.<br />
-</li>
-<li>Column 10 is identical to Column 6 except missing values have been filled with values from Column 8.</li>
+<li><p>Columns 1-4 give the dates in several redundant formats.</p></li>
+<li><p>Column 5 below gives monthly Mauna Loa CO2 concentrations in micro-mol CO2 per mole (ppm), reported on the 2008A SIO manometric mole fraction scale. This is thestandard version of the data most often sought. The monthly values have been adjusted to 24:00 hours on the 15th of each month.<br />
+</p></li>
+<li><p>Column 6 gives the same data after a seasonal adjustment to remove the quasi-regular seasonal cycle. The adjustment involves subtracting from the data a 4-harmonic fit with a linear gain factor.<br />
+</p></li>
+<li><p>Column 7 is a smoothed version of the data generated from a stiff cubic spline function plus 4-harmonic functions with linear gain.<br />
+</p></li>
+<li><p>Column 8 is the same smoothed version with the seasonal cycle removed.<br />
+</p></li>
+<li><p>Column 9 is identical to Column 5 except that the missing values from Column 5 have been filled with values from Column 7.<br />
+</p></li>
+<li><p>Column 10 is identical to Column 6 except missing values have been filled with values from Column 8.</p></li>
+<li><p>Missing values are denoted by -99.99</p></li>
+<li><p>CO2 concentrations are measured on the ‘08A’ calibration scale</p></li>
 </ul>
-<p>Missing values are denoted by -99.99</p>
-<p>CO2 concentrations are measured on the ‘08A’ calibration scale</p>
 <p><strong>Chargement des librairies R, du fichier de données, renommage des colonnes, premières statistiques</strong></p>
 <pre class="r"><code>setwd(&quot;C:/Users/hraynal/EspaceTravailBadet/FORMATION_PERSO/2020-Reproductibilite/mooc-rr/module3/exo3&quot;)
+
 library(tidyverse)
 library(forecast)
 library(lubridate)
@@ -429,9 +1698,14 @@ library(car)
 library(scales)
 library(patchwork)
 library(kableExtra)
+library(tinytex)
+
+
+data_url &lt;- c(&quot;https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/monthly/monthly_in_situ_co2_mlo.csv&quot;)
+dataCO2 &lt;- read.csv(data_url, sep=&quot;,&quot; ,skip = 57)
 
-dataCO2 &lt;- read.csv(&quot;monthly_in_situ_co2_mlo.csv&quot;, sep=&quot;,&quot; ,skip = 57)
 colnames(dataCO2) &lt;- c(&quot;Year&quot;, &quot;Month&quot;,&quot;Date1&quot;, &quot;Date2&quot;, &quot;ObsCO2&quot;, &quot;SeasAdjCO2&quot;,&quot;SplineAdjCO2&quot;, &quot;SplineAdjCO2Trend&quot;, &quot;ObsCO2Comp&quot;, &quot;SeasAdjCO2Comp&quot;)
+
 summary(dataCO2)</code></pre>
 <pre><code>##       Year          Month            Date1           Date2     
 ##  Min.   :1958   Min.   : 1.000   Min.   :21231   Min.   :1958  
@@ -442,24 +1716,24 @@ summary(dataCO2)</code></pre>
 ##  Max.   :2020   Max.   :12.000   Max.   :44180   Max.   :2021  
 ##      ObsCO2         SeasAdjCO2      SplineAdjCO2    SplineAdjCO2Trend
 ##  Min.   :-99.99   Min.   :-99.99   Min.   :-99.99   Min.   :-99.99   
-##  1st Qu.:328.40   1st Qu.:328.70   1st Qu.:328.46   1st Qu.:328.82   
-##  Median :351.34   Median :352.13   Median :351.33   Median :352.03   
-##  Mean   :346.18   Mean   :346.18   Mean   :348.95   Mean   :348.95   
-##  3rd Qu.:377.55   3rd Qu.:377.35   3rd Qu.:377.69   3rd Qu.:377.37   
-##  Max.   :414.83   Max.   :413.33   Max.   :414.94   Max.   :413.35   
+##  1st Qu.:328.50   1st Qu.:328.94   1st Qu.:328.46   1st Qu.:328.82   
+##  Median :351.67   Median :352.18   Median :351.33   Median :352.03   
+##  Mean   :346.87   Mean   :346.86   Mean   :348.95   Mean   :348.95   
+##  3rd Qu.:377.70   3rd Qu.:377.38   3rd Qu.:377.69   3rd Qu.:377.37   
+##  Max.   :416.18   Max.   :413.35   Max.   :414.88   Max.   :413.29   
 ##    ObsCO2Comp     SeasAdjCO2Comp  
 ##  Min.   :-99.99   Min.   :-99.99  
-##  1st Qu.:328.40   1st Qu.:328.70  
-##  Median :351.34   Median :352.13  
-##  Mean   :348.96   Mean   :348.95  
-##  3rd Qu.:377.55   3rd Qu.:377.35  
-##  Max.   :414.83   Max.   :413.33</code></pre>
-<pre class="r"><code>dataCO2$Date &lt;- ymd(paste0(dataCO2$Year, &quot; &quot;, dataCO2$Month, &quot; &quot;, &quot;15&quot;))</code></pre>
+##  1st Qu.:328.50   1st Qu.:328.94  
+##  Median :351.67   Median :352.18  
+##  Mean   :349.64   Mean   :349.63  
+##  3rd Qu.:377.70   3rd Qu.:377.38  
+##  Max.   :416.18   Max.   :413.35</code></pre>
 <p><strong>Traitement des valeurs manquantes notées -99.99</strong></p>
 <p>Il s’avère que dans la série des valeurs observées complétée par les valeurs interpolées, il reste des observations avec des valeurs manquantes (-99.99). On supprime ces observations.</p>
 <pre class="r"><code>dataCO2 &lt;- dataCO2[dataCO2$ObsCO2Comp != &quot;-99.99&quot;, ]</code></pre>
 <p><strong>Création d’une variable date au format YYYY MM DD</strong></p>
-<pre class="r"><code>dataCO2$Date &lt;- ymd(paste0(dataCO2$Year, &quot;-&quot;, dataCO2$Month, &quot;-&quot;, &quot;15&quot;))</code></pre>
+<pre class="r"><code>dataCO2$Date &lt;- ymd(paste0(dataCO2$Year, &quot; &quot;, dataCO2$Month, &quot; &quot;, &quot;15&quot;)) #Les données étant mensuelles, je fixe le 15 du mois comme jour de référence du mois
+dataCO2$Date &lt;- ymd(paste0(dataCO2$Year, &quot;-&quot;, dataCO2$Month, &quot;-&quot;, &quot;15&quot;))</code></pre>
 </div>
 <div id="représentations-graphiques-des-résultats" class="section level3">
 <h3>Représentations graphiques des résultats</h3>
@@ -474,20 +1748,24 @@ summary(dataCO2)</code></pre>
     theme(axis.text.y = element_text(face = &quot;bold&quot;, color = &quot;#993333&quot;, 
                            size = 10, hjust = 1),axis.title.y = element_text(size = 10)) +
   ggtitle(&quot;Graphique 1: Evolution au cours du temps de la teneur en CO2&quot;)</code></pre>
-<p><img 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YT1WiBQ8zRt/VjuB8wJlZ2xqsmgN19R343+wyPbizl2nvfelz2hsvH7HAD99959o977Mx8t3lTdistvK2dmBuO0777+Sb0945cx6StIcC7v+rD/fY6xDUuu/pz120ZGWc0+ha/VnW9ccj8Xvny/mXX6y/0gqZ9BKNCRWkWgwTXpqk1XTblYiYVfs1cQFmtRUaCsc1AUKGudokBZ56AoUNY6RYGyzkFRoKx1igJlnYOiQFnrFAXKOgdFgbLWKQqUdQ6KAmWtUxgCZbFYLIFFgbJYLNbMokBZLBZrZlGgLBaLNbMoUBaLxZpZFCiLxWLNLAqUxWKxZhYFymKxWDOLAmWxWKyZRYGyWCzWzKJAWSwWa2ZRoCwWizWzKFAWi8WaWTkFup1eAcsGcUPAUsiAkdm/HGAZZMDIi8gUKBoZMDL7lwMsgwwYmQLV31AAF7GBgJHZvxxgGWTAyBSo/oYCuIgNBIzM/uUAyyADRqZA9TcUwEVsIGBk9i8HWAYZMDIFqr+hAC5iAwEjs385wDLIgJEpUP0NBXARGwgYmf3LAZZBBoxMgepvKICL2EDAyOxfDrAMMmBkClR/QwFcxAYCRmb/coBlkAEjU6D6GwrgIjYQMDL7lwMsgwwYmQLV31AAF7GBgJHZvxxgGWTAyBSo/oYCuIgNBIzM/uUAyyADRqZA9TcUwEVsIGBk9i8HWAYZMDIFqr+hAC5iAwEjs385wDLIgJEpUP0NBXARGwgYmf3LAZZBBoxMgepvKICL2EDAyOxfDrAMMmBkClR/QwFcxAYCRmb/coBlkAEjU6D6GwrgIjYQMDL7lwMsgwwYmQLV31AAF7GBgJHZvxxgGWTAyBSo/oYCuIgNBIzM/uUAyyADRqZA9TcUwEVsIGBk9i8HWAYZMDIFqr+hAC5iAwEjs385wDLIgJEpUP0NBXARGwgYmf3LAZZBBoxMgepvKICL2EDAyOxfDrAMMmBkClR/QwFcxAYCRmb/coBlkAEjU6D6GwrgIjYQMDL7lwMsgwwYmQLV31AAF7GBgJHZvxxgGWTAyBSo/oYCuIgNBIzM/uUAyyADRqZA9TcUwEVsIGBk9i8HWAYZMDIFqr+hAC5iAwEjs385wDLIgJEpUP0NBXARGwgYmf3LAZZBBoxMgepvKICL2EDAyOxfDrAMMmBkClR/QwFcxAYCRmb/coBlkAEjU6D6GwrgIjYQMDL7lwMsg4wSuSiKKGQKFI0MGJn9ywGWQUaJTIH6FgVp4GwyYGT2LwdYBhklsiHQYmDRQTIFikYGjMz+5QDLIKNELhSDVgKdblAKdB5YChkwMvuXAyyDjBKZAvUtCtLA2WTAyOxfDrAMMkpkCtS3KEgDZ5MBI7N/OcAyyCiRdYEG+JMCnQmWQgaMzP7lAMsgo0TeKXNvzZ1AZ5MpUDQyYGT2LwdYBhkkciXPXqAhO6AU6EywFDJgZPYvB1gGGSSyJtAgf1KgM8FSyICR2b8cYBlkkMgUqHdRjAbOJwNGZv9ygGWQQSJToN5FMRo4nwwYmf3LAZZBBolMgXoXxWjgfDJgZPYvB1gGGSNyrUwK1LkoRAMXkAEjs385wDLIGJEpUP+iEA1cQAaMzP7lAMsgY0SmQP2LQjRwARkwMvuXAyyDjBGZAvUvCtHABWTAyOxfDrAMMkZkCtS/KEQDF5ABI7N/OcAyyBiRa2NSoM5FIRq4gAwYmf3LAZZBhohcaAItigVkChSNDBiZ/csBlkFGiNybs/2DAlXfUABXxjrHDTAHWAoZMPJ56x8FOrQoQAMXkQEjs385wDLIAJELCnRoUfkNXEYGjMz+5QDLIMuMrJ0mMk8eUaD6GwrgyljnuAHmAEshA0bG75/6DE5ToDt/UqDqGwrgyljnuAHmAEshA0bG75/6AI+CAh1cVGQDI5IBI7N/OcAyyDIj6wLdan+lQI03FMCVsc5xA8wBlkIGjIzfP/UJSBTo8KIiGxiRDBiZ/csBlkGWGZkCnb6oyAZGJANGZv9ygGWQRUb2TZ/cfp0C1d5QAFfGOscNMAdYChkwMnz/KNCARSU2MCYZMDL7lwMsgywyMgUasKjEBsYkA0Zm/3KAZZBFRK6kqL30PQGpOTZKgWpvKIArY53jBpgDLIUMGBmuf4V+c5F/9k8K1F5UQgNTkgEjs385wDLIIiJToIOZhxeV0MCUZMDI7F8OsAyyhMgFBTqYeXhRAQ1MSgaMzP7lAMsgS4hsCLTQBGrOK0KBGosKaGBSMmBk9i8HWAZZQmRLoP1/KdDRRQU0MCkZMDL7lwMsgywgcqHed7SlQK3Mw4uu38C0ZMDI7F8OsAyygMjaRUtbZdrP5r8U6PCi6zcwLRkwMvuXAyyDLCDyiED1RQsK1Fh0/QamJQNGZv9ygGWQBUQOFOiyzBQoGhkwMvuXAyyDLCCyJdD+y+5nwFOg2hsK4MpY57gB5gBLIQNGBuufIVDt7FFBgY4tun4D05IBI7N/OcAyyAIie66b1788i9wsbfwsBYpFBozM/uUAyyALiOy78cj8aB9ObpY2fpYCxSIDRmb/coBlkPNHtj6VU6AjmYcXxVvnuAHmAEshA0YW3b+iMA1KgY5kHl4Ub53jBpgDLIUMGFl0/4zbjraGQAsK1Mo8vCjeOscNMAdYChkwsuj+jQpU+zoFOroo3jrHDTAHWAoZMLLo/jkEWi+tXT6//ysFOroo3jrHDTAHWAoZMLLo/lkCLXwCdbh2kOzLYfwsBYpFBozM/uUAyyCvIVDXjZulY+4QCnTKonjrHDfAHGApZMDIovvnue9oL1B9UQp0dFG8dY4bYA6wFDJgZNH9o0CDMw8virfOcQPMAZZCBowsun8UaHDm4UXx1jlugDnAUsiAkUX3jwINzjy8KN46xw0wB1gKGTCy6P7pAi3GBBpA9uUwfpYCxSIDRmb/coBlkFcXaLe0U6DOHVAKVH9DAVwZ6xw3wBxgKWTAyKL7FybQELIvh/GzFCgWGTAy+5cDLIO8ikAdU4d4PsKHkH05jJ+lQLHIgJHZvxxgGWTJAg0k+5Y2fpYCxSIDRmb/coBlkNcVaO9LCtSfeXhRvHWOG2AOsBQyYGTR/fMJ1D93yFSyb2njZ1cTKIvFYi2souj+o/zZ/V19naW4ByqeDBiZ/csBlkHOvwda/+ci7oHOzjy8KN46xw0wB1gKGTCy5P4VFGhw5uFF8dY5boA5wFLIgJEl90+b9VPxZdncuEmBOjIPL4q3znEDzAGWQgaMLLh/+q6nLdD5ZP/Sxs9SoFhkwMjsXw6wDHLeyMb1n5pAvXduTiIPLG38LAWKRQaMzP7lAMsgJ4/svreIAg3IPLwo3jrHDTAHWAoZMLKo/pkP6VD/QoFOyjy8KN46xw0wB1gKGTCyqP4NCFT9DgXqzzy8KN46xw0wB1gKGTCypP4VQQINIU/OYfwsBYpFBozM/uUAyyAnjmycWqdA52QeXhRvneMGmAMshQwYWVD/KFAKdCEZMDL7lwMsgyxIoGHk6UsbP0uBYpEBI7N/OcAyyDkEaj9CjgINyTy8KN46xw0wB1gKGTCyoP55nsFJgYZkHl4Ub53jBpgDLIUMGFlQ/zxPQLJnDqFA/ZmHF8Vb57gB5gBLIQNGFtQ/CpQCXUgGjMz+5QDLIOcUaEGBzso8vCjeOscNMAdYChkwsqD+NaK0Zv+sv0aBTsw8vCjeOscNMAdYChkwsqD+eZ6AZF3fRIEOZB5eFG+d4waYAyyFDBh5zf4pc8ybAjVv6qRAJ2YeXhRvneMGmAMshQwYecX+FYMC1RakQKdmHl4Ub53jBpgDLIUMGHm9/hWGQLVZ6wyB6jduUqD+zMOL4q1z3ABzgKWQASOv1j9tt7IXqD3759a6850C9WceXhRvneMGmAMshQwYmQL1kylQNDJgZPYvB1gGObZAe01SoBRoDDJgZPYvB1gGOalACwqUAl1KBozM/uUAyyAnFmj/dVOgYWR9WQpUfUMBXBnrHDfAHGApZMDIFKifTIGikQEjs385wDLIFCgFKpsMGJn9ywGWQU4p0IICpUAXkwEjs385wDLIaQWqfH3YnxToQObhRfHWOW6AOcBSyICRs/XPdKImSgqUAo1BBozM/uUAyyAvFGhhvN4qAi0oUAp0ORkwMvuXAyyDnFSgzq9PIg+noEDVNxTAlbHOcQPMAZZCBoxMgfrJFCgaGTAy+5cDLIMcU6D6yfaCAqVAI5ABI7N/OcAyyCkFqn1j2J8U6EDm4UXx1jlugDnAUsiAkXP1z5zTkwKlQOOTASOzfznAMsjxBeqYP9l6hNwYeSQFBaq+oQCujHWOG2AOsBQyYOR8AjWeE6fPvTTwBKQx8kgKClR9QwFcGescN8AcYClkwMirCVT9syhK75Kj5JEUFKj6hgK4MtY5boA5wFLIgJEpUD+ZAkUjA0Zm/3KAZZAXgM1TQ4MCHfEnBTqQeXhRvHWOG2AOsBQyYGQK1E+mQNHIgJHZvxxgGeSFAlUMqt/5rgvUumdpmDyWggJV31AAV8Y6xw0wB1gKGTDyKgI1TUqBUqBRyICR2b8cYBlkCpQClU0GjMz+5QDLIGcTaAh5bFkKVH1DAVwZ6xw3wBxgKWTAyGsI1Jw6xBBoGHlsWQpUfUMBXBnrHDfAHGApZMDIuQTa/Ndx42b9H5mDQYGikQEjs385wDLI88HeO9/b65tkDgYFikYGjMz+5QDLIAeAd14stVfqnxQoBZqGDBiZ/csBlkEOEqhyWNO66pMCpUCTkAEjs385wDLI08HFsEC1JSlQCjQWGTAy+5cDLIM8GVzPBzJZoNXHfZGDQYGikQEjs385wDLIFCgFKpsMGJn9ywGWQU4h0GbuEJmDQYGikQEjs385wDLIFCgFKpsMGJn9ywGWQQ4TqHG1fP8XCpQCTUQGjMz+5QDLIIcI1LrdqP+LJVCpg0GBopEBI7N/OcAyyDMFat/5ri9LgVKgkciAkdm/HGAZ5EQCDSE3OUKWpUDVNxTAlbHOcQPMAZZCBoycVaDWkz2Cyc3SIctSoOobCuDKWOe4AeYASyEDRk4oUHv2TwqUAk1KBozM/uUAyyAHCdQ1+ycFSoEmJQNGZv9ygGWQ5wpU/wYFSoGmIgNGZv9ygGWQKVAKVDYZMDL7lwMsgxxFoM4nHskcDAoUjQwYmf3LAZZB9oINKTYvS8fsn819RwFkd46QZSlQ9Q0FcGWsc9wAc4ClkAEjRxKofWlnL1BjSQqUAk1FBozM/uUAyyBToBSobDJgZPYvB1gGeUig5izzFCgFmp8MGJn9ywGWQY4j0CCyO0fIshSo+oYCuDLWOW6AOcBSyICRY51EMi9WokAp0PxkwMjsXw6wDLIP7J69ziPQILInR8iyFKj6hgK4MtY5boA5wFLIgJFn9M/aizTnDhkQ6DB5ao6QZSlQ9Q0FcGWsc9wAc4ClkAEjRxfo/rsUKAWamwwYmf3LAZZB9gi0MATaLa3djzSJPDVHyLIUqPqGArgy1jlugDnAUsiAkecJ1D6uSYFSoOuTASOzfznAMsgUKAUqmwwYmf3LAZZBbsDmhCCFdqyzl2vpnXvJR56cI2RZClR9QwFcGescN8AcYClkwMgxBOr4Y0uBUqD5yYCR2b8cYBnkvUAdl81ToBTo+mTAyOxfDrAMslOgxaBAp/lT6GBQoGhkwMjsXw6wDHINLiyBqn8WFCgFuh4ZMDL7lwMsg9wKdKsKtDAFqoI9cy95yNNzhCxLgapvKIArY53jBpgDLIUMGHm5QLW/UKB63f/lt4+OXvzux93r31QvX73VvfztT46Ojr7zsf1zszMPLypymCOSASOzfznAMsgUaGh98eOjpt5pdPrT5tWLP2u+/Un73Xcp0DhkwMjsXw6wDLJDoAUFOlCdMDtl3uxevvTr6uVn+ncp0MVkwMjsXw6wDHJZdsa07zvyCXQ6OSBHyLJrCvT3rxwdXb9V72heb4X58q37N9uXlV5f+rj89JXmJQW6nAwYmf3LAZZBbgRa/W2iQIPIAUtnIi8W6Kd/daPa16xM+fKtege02tesxfnrRq+vlfWXmz1SCnQpGTAy+5cDLINMgc6rL35UC7QTZ71H+m79R/3Z/TPHUdDZmYcXFTnMEcmAkdm/HGAZZAp0VtWf2d/td0Rrgb7W73l2e6IU6GIyYGT2LwdYBpkCnVP1maNKkNoe6PX+ZbWDep0CjUEGjMz+5QDLII8LVD1pJCLy+gKtz8R/71ar0voz+829QOsdUlWgf9TWrF/FYrGkVVG4Xpl/Vn8rzIXPWc0TaKXHo6NvdQc7X/64ufqTAmWxLkIVmhT9Ai0pUF9VBzm7s/FdeQTa1ey95uFFRe7oRyQDRmb/coBXJCsXw5elMXWINa0dP8I767P2KGh7Y9I3KdBEZMDI7F8OMIhACwrUWXtF3v/FK0cv/vX/+wpPIqUhA0Zm/3KA1yMXypx0YwLVbzzCH4z4Am3qM17GlIgMGJn9ywFeU6BbRaDm2Xfz4UgUqFr3f/mTb+8VqQiUF9KnIgNGZv9ygMUJtLtqiQIdqvYK+u7K+U9v3OguqOetnEnIgJHZvxzg1cjFiECNZSlQrap9y3a6kM6YL398//9ULqzf7YJyMpF4ZMDI7F8O8IoC3U4W6JYCNUq5buld7SWns0tDBozM/uUAYwg0BGwsK3IwFgu0V2ZzkqjaBa0vq6u0pKMAACAASURBVG8/sXNC5chkwMjsXw6wEIEaz5Ibnu4TfzCWC7Qsf3NDfaTHH36xU+g339k/0uNzPtIjKhkwMvuXA5yN7PxQ7hfodPBICJGDEUOgM2t25uFFRQ5zRDJgZPYvBzijQI3zQv1/dYGOP7MYfzAoUDQyYGT2Lwc4p0D1K5P6/1KgFKh0MmBk9i8HeF2Bdn9QoBSobDJgZPYvBzjnMVBzgpAtBUqBgpABI7N/OcAU6BrkiQK9840nDjebzcHlp96mQNclA0Zm/3KAZQjU/HRPgZbl2RuVPLs6eOrnFOiKZMDI7F8OMAW6BnlcoI0+H/jy19588wdf/+phPIXOzjy8qMhhjkgGjMz+5QCLFOiwP8/BYIwK9P3HN5srzys+ff+JzebB563lKNBMZMDI7F8O8GoC7b+8pUBNy73u2N88e/1w8ygFuhIZMDL7lwO8kkCLYYGGgEeWFTkYIwK9d/VR18f1s9e/9BcU6DpkwMjsXw5wLrJ+g6Y1dYjEyAnJIwI9+8hjv7vLD4POzjy8qMhhjkgGjMz+5QCvIlBzV5QCzVezMw8vKnKYI5IBI7N/OcCJyJUXKVAvmQJFIwNGZv9ygNOQ6/NApf4FClT9WQoUiwwYmf3LAU4l0K0p0P6/FOhEgd55QrmSPsL5Iwp0PhkwMvuXA5xOoKoUC69A20XXj5yVPEmgt9U7kSjQdcmAkdm/HOAsAi0o0BkCPd4cXHlzX2/xVs41yYCR2b8c4GQCdV31SYHuf3ZcoPeubp6J40wKdDkZMDL7lwOcQ6AFBTpLoLE+tVOgy8mAkdm/HOA8AjX+QoFOEOjZsxSoHDJgZPYvBzgJ2XgyMQU66xjoCT/CyyEDRmb/coAzCLQwVWpPXrd+5LzkSQI9e/bgaQpUCBkwMvuXAxyFbE7/YQpU/wYFOvE60HuPbzaXurrMy5jWJANGZv9ygCnQNciTBFr5k9eBCiEDRmb/coBXEKj5eM6CAnWq7ninzUvXuvoarwNdkwwYmf3LAY4l0EJ/vR0UqPXDQkZZlEDvXd18JZI0KdDFZMDI7F8OcAxyMfjM9zGBVq+FjLIwgfIyJjlkwMjsXw5wHIFahzWVP0YF6gf7YoQsK5I8RaC8DlQSGTAy+5cDnFegzaIU6BSBlse8DlQOGTAy+5cDHEmgpiWVP2yBTgb7YoQsK5I8SaC7z/BvU6BCyICR2b8c4AQCLXSB2hctTQb7YoQsK5I8RaBnf/fG4eby1zgbkwgyYGT2Lwc4iUC1PylQmzxFoPeubngdqBgyYGT2Lwc4Atk8M0SBjpIpUDQyYGT2Lwc4vkDNyesoUJs8RaCJanbm4UVFDnNEMmBk9i8HOIVAu6V99x1NBXtjhCwrkkyBopEBI7N/OcAZBGosTIEGCfTuhx9RoOuTASOzfznAuQXq/AQvZZSlCfTsvUfq458PPk+BrkwGjMz+5QAvJxszLBUjAp0O9i8dsqxI8jSB3u6nY3oo2l3xszMPLypymCOSASOzfznACQS6X7q5vIkCtcmTBFqdhr/8Zz/88IMfPBHRoLMzDy8qcpgjkgEjs385wDPIzqlD/AKdDp4cI2RZkeRJAj3eHLzQ/vX24eYxCnRNMmBk9i8HOJw8ee4lCtRLniLQs2eVe+FPo+2Czs48vKjIYY5IBozM/uUAzxHoxDvfKVAveYpAtens4s1tNzvz8KIihzkiGTAy+5cDvFigpjgp0AlkChSNDBiZ/csBXi7Q7k/rvqPSd9+RBzw9RsiyIslTBFoeK8c9TzcPx/EnBTqPDBiZ/csBXipQ8+QRBTqFPEmg965uusca3z7cn0+iQFchA0Zm/3KAFwrUMikFOoU8RaD1dHYPPPnmm2/++eObzZVYc9rNzjy8qMhhjkgGjMz+5QBHE6h5ORMFOkCeIlBjNqZYUzLNzjy8qMhhjkgGjMz+5QAHk/Xbi8YEOu06eimjTIEOZB5eVOQwRyQDRmb/coAjC1T1ZemZOcQDDogRsqxI8hSBJqrZmYcXFTnMEcmAkdm/HOCkAg0CBywdsqxIMgWKRgaMzP7lAI+S1Z3IvUBdD4yjQKeTAwTK6exEkAEjs385wGNk7TAmBRqJPFGgnM5ODBkwMvuXAzwu0O1EgVr3eLJ/XvI0gXI6OzlkwMjsXw5wqEC9d77bzzti/7zkSQLldHaCyICR2b8c4GUCNadlokCnkScJlNPZCSIDRmb/coAp0DXIUwTK6ewkkQEjs385wIECNZ5ZTIHOI08RKGdjkkQGjMz+5QAHC7T/+pYCnUumQNHIgJHZvxzgCQLttUiBRiJPESins5NEBozM/uUAU6BrkCcJlNPZCSIDRmb/coCjClS/853985KnCJTT2UkiA0Zm/3KAKdA1yFMEytmYJJEBI7N/OcARBRpI1haVMcoU6EDm4UVFDnNEMmBk9i8HeIpA955UBGrf+h5K1haVMcqiBJqoZmceXlTkMEckA0Zm/3KATbKhRH1HkwKNRKZA0ciAkdm/HGBboIX+sv/vdqv405o6ZJQ8uKiMUaZABzIPLypymCOSASOzfznABtk8EUSBJiGPCPTeH7vnr3v/j3kMdCUyYGT2LwfYEqgxwZIxeR0FGoU8ItCzZzdX3rbUd+eJzUMU6EpkwMjsXw7wmEDVPwZn/xwjD4eQMcpSBFqevb7ZXNb2Qs/ef3yzeTTChCKzMw8vKnKYI5IBI7N/OcA6uXAL1DX5EgWa9BhoPZny5afe+rCqv/vGI9HmpZ+deXhRkcMckQwYmf3LATYFaluy/1M/Pjr6yE32z0seF2hZvv+4dglorMd6zM48vKjIYY5IBozM/uUADwrUmryu1JalQOeSpwi0LO88d9ja84En7UOiFGhOMmBk9i8H2BaoYlDrviMKNA55mkCr+vDDNz/8MJY8KdDZZMDI7F8OMAW6Bnm6QKPX7MzDi4oc5ohkwMjsXw4wBboGmQJFIwNGZv9ygIcEWowJNIA8sqiMUaZABzIPLypymCOSASOzfznAwwLVvk6BRiNToGhkwMjsXw6wQ6CO6+bdAg0hjywqY5Qp0IHMw4uKHOaIZMDI7F8O8IBAi2GBhpFHFpUxyhToQObhRUUOc0QyYGT2LwfYEGjzX+u+Iwo0LpkCRSMDRmb/coA1ckGB5iFToGhkwMjsXw6wSvbf+d6eXGL/IpEpUDQyYGT2LwdYIVsXLVlTh7B/kcgUKBoZMDL7lwGsfiofeeY7BRqPPF2gH3b1EQW6JhkwMvuXHlyYUyQrf6FA05GnCfTOc3EfyEmBzicDRmb/0oML+0zRlgJNT54k0NuHmwQCZbFYkWqnxMqK/Sv1L8p3zCVZccst0OPN5sqfvdnVWxFmo69qtvSHFxX571REMmBk9i812Jr9U/uL+XS53Wv2LxJ5ikDvXd08FseZFOhyMmBk9i81WBeofd+RviwFGo88TaBJPrXPzjy8qMhhjkgGjMz+pQY3AvVPHaIvS4HGI1OgaGTAyOxfarB/7iX7gXEUaEzyFIGWx5tnKFApZMDI7F9qsCbQkWe+199m/yKRJwn09uFDkU4cUaCLyYCR2b/UYEOg+jco0ITkSQK9+97m4ArPwssgA0Zm/2KDzSmQQwQ6THbnCFhUxiiLEui9q5sU14HOzjy8qMhhjkgGjMz+xQY7BVq673x3zjfP/kUiU6BoZMDI7F9s8LBA9QWd882zf5HIUwRa3v1QLd4LvyoZMDL7FxlsWbF+5RKo74mb7F8k8iSBpqnZmYcXFTnMEcmAkdm/yGDTigUFuhaZAkUjA0Zm/yKDi8I6U7SlQFchTxXo3TcubTYHl558mwJdmQwYmf2LDC6ccy9RoCuQpwn07PX9KaRHo10ROjvz8KIihzkiGTAy+xcXXAQINIzsWzpgURmjLEygxztzfvnatWtP7P58mAJdlQwYmf2LC/bMvUSBrkCeJNDTzeYrzY7n2fc30W7rnJ15eFGRwxyRDBiZ/YsLpkDlkCcJ9FjZ7TyOtgs6O/PwoiKHOSIZMDL7FxdsTh1Cga5HniLQe1cPXti/uH3IC+lXJQNGZv/igj1zL1GgK5CnCVRxZry57WZnHl5U5DBHJANGZv/ignVPGgKd5E/2LxZ5mkC5ByqHDBiZ/YsKLihQOeQpAuUxUElkwMjs3yKwdd9R819r9k8KdAXyJIHyLLwgMmBk9m8J2JwPpDAFul+aAs1PniTQ+jrQy7wOVAQZMDL7twQ8/MRNXaCe2T895Ok5AhaVMcrCBMo7keSQASOzf0vA0wXqnT7ZQ56eI2BRGaMsTKD1vfCHm4NLT8Way44CnUsGjMz+TQdrn9cnCLQwBDrNn+xfLPJUgSao2ZmHFxU5zBHJgJHZv+lg7YjnJIEqZN/0yY4U7F8cMgWKRgaMzP5NB2s7kaEC9c295EjB/sUhjwj07O/e+vnuP2+qxYfKrUoGjMz+TQe7Bao96l37CwW6LnlEoPV9R3wmkiQyYGT2bzrYEqjpyUGBup8g50rB/sUhU6BoZMDI7N90sPYYTQpUPHlEoOXd6rQ7HyoniAwYmf2bDtaOeDoEaprUEujEFOxfHPKYQBPW7MzDi4oc5ohkwMjs33SwKdAiTKCTU7B/ccjhAj37kAJdkwwYmf2bDrYF2n99q31Ep0AlkKcIVJvBjrMxrUwGjMz+TQc3Au2mSHYIVFuSAl2bHCxQzge6MhkwMvs3GaxbcVyg6jFPEYMhZJTFCPSNa9euffXwoHqiXFOP8Cz8umTAyOzfZPCIQAsKVBh5TKC3DzdmPRbHnxToPDJgZPbPDzZOm5sC9V+0ZN2iJGMwhIyyGIGWr1+69Mhm88Clri4/FWs6ptmZhxcVOcwRyYCR2T8/2JwsWfuk3vuTAhVKHhVoGfOwJwW6nAwYmf3zgwdnS6ZAxZOnCPTs61+LNgkoBbqUDBiZ/fODdYEap4xGBaq9FjEYQkZZlEAT1ezMw4uKHOaIZMDI7J8frFuQAkUjTxXo/m7OD37wn/As/JpkwMjsnxesfwwvDIEOXTa/tT7+ixgMIaMsTKDvHXIyESlkwMjsnxdsClT/y9Bl81sKVAJ5kkD1a5ke4nyga5IBI7N/XnCYQK1rnijQtcmTBHq8OXjqB1cPnnrzjcc3B7GeakyBziMDRmb/vGBNoEW4QP3kkRTsXxzyFIGePVs9C/64fiD8e9E+wVOg88iAkdk/H7gwBLrV/madoKdAxZGnCPTe1YMXyvKkeSL8Ce9EWpcMGJn984H1/UpboKW+6PBsnyIGQ8goCxNotdd52hz8vH3IY6CrkgEjs38+MAWKTp4u0HYeO87GtDIZMDL75wPr59bHBDrsTxmDIWSURQn07NnqI3zzQZ4CXZsMGJn984ALChSdPEWg5Un96f24Pgh6wsuY1iUDRmb/PGDjZPugQM2LlobJoynYvzjkSQK9fVidez/dbB689sSmOZdEga5FBozM/nnAukAdl81ToNLJkwRantbHP4+j3ohEgc4jA0Zm/7oqTCc6/uj/SoHKJ08TaHn231af2997ZHPwaLSJmWZnHl5U5DBHJANGZv+6mirQ9px7aQh0JMbUFFv2Lxp5okBT1OzMw4uKHOaIZMDI7F9XboE6bnSnQEHIUwR69uzB0xSoFDJgZPavrWKJQMdjhCzL/sUhTxFoewETBSqCDBiZ/WurcM8/77jRnQIFIU8TKB/pIYcMGJn9a8u4llO/BYkCRSRPEWh5HO3+dwp0MRkwMvvXVpBAd/8TEDmUDBg5vUDPXt8cfO3Nrt7ihfRrkgEjs39tmc/voEBDlhVJniLQe1e158LzVs5VyYCR2b+23A9A2rpmCqmPlgqIHEoGjEyB6m8ogIvYQMDIF7V/5nVHxo6mLlDXbPOAgwEYOf1H+P0T5er6KI4/KdB5ZMDIF7V/5pWb5uR1FKiIyLyQXn9DAVzEBgJGvqj9M2++9M3+6REo5GAARs4s0LMPKdA1yYCRL2r/KNCIYKHkKQLVrgNt51WmQNciA0a+qP0ztUiBLgALJQcLlBMqr0wGjHxR+2eeWqdAF4CFkscE+sa1a9e+enjw5WtdPcKz8OuSASNf0P6Z1yYZd7wPC3QI7IsRsiz7F4c8JtDbhxuz+FTOVcmAkS9o/8yr45u/l/b88xQoLnlMoOXrly49stk8cKmry0/FmhB0dubhRUUOc0QyYOSL2T/r9iJdoMaHe+dcdYCDARg57zHQeDU78/CiIoc5Ihkw8oXsn3uKOgp0LlgoeYpAz77+tWjT0FOgS8mAkS9k/yyBFsMCnQz2xwhZlv2LQ54i0EQ1O/PwoiKHOSIZMPIF6Z/jtiPHre9OgQ6Dp8YIWZb9i0OeLlDeyimDDBj5YvTPddW8duc7BboELJQ8TaB3nuNkIlLIgJEvRP+cV807rloqHUdHB8HTY4Qsy/7FIU8SqH4tEwW6Khkw8oXon2eyZJ9Ap/gTcTAAI6cX6PFmc+XPOKGyDDJg5AvRP+OyeVOgBQW6DCyUPEWg967ykR5yyICRL0T/RgW6B1Ogc8BCydMEyutA5ZABI1+I/lGgacFCyRQoGhkw8oXony7QggKNDBZKniLQ8njzDAUqhQwY+SL0z/e4Dgo0ElgoeZJAbx8+lOBWpNmZhxcVOcwRyYCRL0L/fAK1LloqvVOHuMEBMUKWZf/ikCcJ9O57m4MrPAsvgwwY+SL0jwJNDBZKniJQPpVTEhkw8kXonzlZMgUaGSyUTIGikQEjX4T+eWebp0DjgIWSpwiUjzWWRAaMfBH6p3uSAo0OFkqeJNA0NTvz8KIihzkiGTDyueyfYsCyu7+dAkWMTIHqbyiAi9hAwMjnsX/q3EvjAlUXpkBngYWSpwr0znP10+Tu/fHb1rfu//LbR0cvfvdj/fWrt9qXv/3J0dHRdz62fowCnUcGjHwO+1c5UCX7BWreokSBzgMLJU8T6Nnr7dmje1eta+q/+PFRU+80rz9vX7/4s/rlJ+1336VA45ABI5/D/mkOpEAzgIWSpwn0eLN58D873An07NnNwQvat+7/tDVka8wvftS9frnaB/1M/y4FupgMGPkc9s8QaEGBpgYLJU8S6GllzeaO+J1B9ZmZfv/K0dH1W/WO5vXq9c3dX753q9bqu41eX/q4/PSV9rsU6GIyYORz2D/NiqX1qOJxgU4LgTEYWcBCyZMEelxJs51S5HSj39b56V/deOnXjSmrXc5qB/R67dUbN95p9Ppao9VqKQp0ORkw8vnrXzEsUG3/0tjfLL3P4HSEgBiMPGCh5CkCvXe1+tjeCtQzNVMlzkqgn+mHOz9pP7t/5jgKOjvz8KIihzkiGTDy+euffmq97IVoXrS09Qh0YgiIwcgDFkqeJtDKmYMCvX+zNeRN/Whnt+fZ7YlSoIvJgJHPX/8sgWrfoEATgIWSpwlU2QO9fegQaKXPRpCVQP/3X7zSXsZUHwKtBNp9sq/qj9py/SoWS2IVheN1/0Xjb4W2+O6F8eMmjXVuavwY6PHmYev79Smj73XGfPHb9Wn3lz7uj4xSoCzoKlwKHBCosSyNeVHKdxZ+83Qj0OqCUHty5ebSpW/9TL2oqTanU6Bdzd5rHl5U5I5+RDJgZPz+Wc98H5x7yVzY/Ag/PYTIwVgHLJQ8SaDVdaAPfPXw4L/86mbj2AGtqjrIufuw3gj0nfLzn9af6SnQ+GTAyPj9M86bG0c6B27c3FKgkcBCydMEWr6+n8zuUc90yp/tjdlexlSpkwKNTwaMjNe/YolA7d1V9bWIUT7v/RMn0PLuG4/s7PnAFftW+LYaRXYX0Lenj5wnkSjQRWTAyHD9qw556q/ta+P7P2yBmjAKdDlYKHmqQEerVeRNTaC8jCk+GTCy8P5ZFxUV8wU6fpumiFE+V/1blbxUoPd/+ZNv7xV5vZk75LVeoLyQPjoZMLLw/pmXZdp7kRTo+mCh5DCBfmh/qdvlbM3ZHPvc75DyVs7oZMDIsvtn3VhpCbQYFqi2u0qBJgILJU8U6J3n/sP6ZqSNdRD0s6P9dCHdPfHVZCI3+8lEdrugnEwkHhkwsuz+TRHo1hCo8nUKNA9YKHmaQE+aR8lVT5c7eFr/lnLlZ/0Zvdrn5HR2FOhcMoJAralDKND0YKHkSQI93XnzqerypbvvP25dSL83aHuSqDPot5qP7JxQOTIZMLLo/hXBAjUvX6JAc4CFkqcI9OzZzcP7qz+PjensdvWbG9ojPf7wi51Cv/lO90iPz/lIj6hkwMii+2cbzz7iadx3pC1pXPNEgSYCCyVPEag2AZNnOrsZNTvz8KIihzkiGTCy6P5NEWj/361LoCUFmh4slEyBopEBI4vu39SLliYLdGSyOhGjfI76tzJ5ikB3H+H7457mjPQUaGYyYGTR/YssUPucVPzIksmAkdOfRDrZHDzf/vX9Q+OZSBRoZjJgZNH9m3DRUpBARz7Byxjlc9S/lcmTBLrbBd0cfPnatWtfPdxE2wGlQOeRASOL7t9SgRamQMdihCzL/kknTxJobdC2ovmTAp1HBowsun9TBeq6cbP9WfYvA1goeZpAy/LO1y/t9j4vfe2HsfRJgc4kA0YW3b+Ri5a2QwJtz7mzfxnAQslTBZqgZmceXlTkMEckA0YW1T/HNUuO24z89x1RoOuAhZIpUDQyYGRR/bOmO+7/O/QFCnRlsFDydIF+2NVHFOiaZMDIovo3TaCOOzetb2wp0IxgoeRpAr3z3KYvXki/KhkwsqT+mZdpmgItTE8WFKik/kkjTxLo7cMNBSqFDBhZUv+spxtZAtX/tP5Cga4DFkqeJNDjzebKn73Z1Vu8E2lNMmBkSf1zPh5ukkDtT/sUaEawUPIUgd67Gu3uIwp0MRkwsqD+Fca96hRoZDJg5AwCjfWpnQJdTgaMLKh/7vvc1T99X3BcYd/tz7J/GcBCyRQoGhkwsqD+jQu0W9o+5EmBrgkWSp4i0PLYnIWeAl2PDBhZUP8MgTp2OLulJwlUIU+OEbIs+yedPEmgtw/j3QFPgS4kA0Zer3/qAU+3QPW/FBToQjJg5PQCvfve5uAKz8LLIANGXq1/hSnQ1oHWKSP7ZFLZnTKiQLn9DZCnCLR6GCevA5VCBoy8okC3DoE6zrkPCNSHm5tZxCiD9A+ATIGikQEjryvQ/Yfy0n/ZPAUaiwwYOcNH+A/V4r3wq5IBI68p0K0u0P2Xt/rfrA/sFOg8MmDk9AJNU7MzDy8qcpgjkgEjAwlUIduHPCnQFcFCyRQoGhkwshSBWhctbf13GVGg88iAkbMI9O4blzabg0tPvk2BrkwGjLyyQIuObN2eOXCbJgU6jwwYOYNAz17fn0J6lM9EWpcMGHlVgW79ArUuCKVAF5MBI2cQ6PHOnNVTOZ/Y/fkwBboqGTByvv4ZfhsWqH1LpyVQ88ZNCnQ1sFDyJIGebjZfaXY8z76/iXZb5+zMw4uKHOaIZMDI2fpXpBao05/sXw6wUPIkgR4ru53H0XZBZ2ceXlTkMEckA0YGEKj1gb107HBSoCuChZKnCPTe1YMX9i9uH/JC+lXJgJFz9a8wDacd6hwXqPqF0oVz+5P9ywEWSp4mUMWZ8ea2m515eFGRwxyRDBg5U/+sz9z6uaLenwECjZ9ZxCiL7B8keZpAuQcqhwwYeTWB9l/fUqB5yICReQxUf0MBXMQGAkZeSaAFBZqfDBiZZ+H1NxTARWwgYOS1BKp8fasdwZws0Ikp2L/0YKHkSQKtrwO9zOtARZABI2cVqO8+98HL5rfW/mZpXVQ6kIL9Sw8WSp4mUN6JJIcMGDmjQC1tbl0CdVzj6RDo9BTsX3qwUPI0gdb3wh9uDi49FWsuOwp0LhkwMgWaAyyDDBg5i0AT1OzMw4uKHOaIZMDIIgRqPQ6eAk1BBoxMgepvKICL2EDAyEIEWuqLUqApyICR8wn0TsTJ7CjQmWTAyLkE2vxXv3hpGyBQL3ksBfuXHiyUPEGgd57rTrwfbx58ngJdmQwYOU//9EOdjnPuwwIdII+mYP/Sg4WSxwV6sn+MXP1wucco0HXJgJET9a+wnKj8OSzQ8Yvk2b95ZMDIaQV6upPmlfbSpbP3Holo0NmZhxcVOcwRyYCRcwh0wlWfFGgGMmDkpALd7XU+pBz5PHs22lONKdB5ZMDIKwu0O7tEgWYgA0ZOKtCTzUPalfM7ocbaBZ2deXhRkcMckQwYOU3/CgpUIBkwckqB7vY4jVvfTw2jUqCZyYCRVxCo4z73kgLNQAaMnFKg2kx2dXE6u5XJgJFTCdQ+0LkNEOhIjqkxtuxfFrBQ8qhATV1yQuWVyYCRk/SvoEAlkgEjU6D6GwrgIjYQMHIigTpOtW+nCnQ8R8iy7F96sFDyiEDPnrU/wvMY6KpkwMhrC7Q+4kmBZiEDRk58Ft446c4Z6VcmA0YWIVApgyFilAX0LxQslDwm0NuH+i7o7UPOSL8uGTByMoEOTR2iL0uBZiIDRk4q0N0ep2rQnT9jfYKnQOeRASPH6Z81+cfWKVDjG+2XKNBMZMDIaQVa3QB/5YfN3z94bhPvRiQKdB4ZMHKU/pnnzQcF6pqqTshgiBhlCjQWeVSg5b3Hqyd5HFy6dFj9+WC8Ge1mZx5eVOQwRyQDRpYgUDGDIWKUKdBY5HGBluV7h90DkR54Opo+KdCZZMDIMfpn3TqkCbQYE+gA2ZMjZFn2Lz1YKHmKQMvy7g++fu3ak29Fe54cBTqfDBg5Qv/0q+bbr7hmT/bP9SlkMESMMgUaizxNoElqdubhRUUOc0QyYOQ4ArUvjt8t7Zg6pLnqczLZlyNkWfYvPVgomQJFIwNGXkGg08m+HCHLsn/pwULJFCgaGTAyBZoDLIMMGJkC1d9QABexgYCRZ/TPdcpIP9CpCrSgQKWQASNToPobCuAiNhAwchKBNkt77zvykqfmCFmW/UsPFkqmQNHIgJEjCdRx67tPoAPkqTlClmX/0oOFkilQNDJg5HkCNaS4VT1ZDAl0mDw1R8iy9DgKtgAAIABJREFU7F96sFAyBYpGBowc3j/rSiRLoO3SFKgwMmBkClR/QwFcxAYCRp4jUOtj+ZYCRSADRqZA9TcUwEVsIGDkWQJ1XLWk3PlOgQolA0ZOLtC7H37Uvzj7u1h3dM7OPLyoyGGOSAaMHNy/wn3S3Z46pHRNXjdEnp4jZFn2Lz1YKHlcoO89Uk0j8mjnUD4TaWUyYOQZAt26BGrf+l5673z3kKfnCFmW/UsPFkoeFehJOxHTwdMUqAgyYOTYAi0oULFkwMhJBXq62Tz4ww+rmZTbhyNRoCuTASOPk3sDVuBiVKA9mAKVRQaMnFSgx5uH60Oedx5vDUqBrkwGjDxKVq5ZagTafFFdwPHHlgKVRwaMnFKg/WONz57dbJ6mQNcnA0YeI1cXLangEIH6Jq9zhJAxGOewf1nAQskjAlV0WRn0GQp0dTJg5CkC3R/VdAt0v+BW31/13vnuCCFjMM5h/7KAhZKnC7Qy6G53lAJdmQwYebFAC0OgKpgCFUUGjJz2I7zyGPh7j+8MSoGuTAaMPEGg/b1FToEqC1KgosmAkZOeRDpRnwN/7+rm4L+iQNclA0ZeKtCCAoUhA0ZOKtDKmV/bK/TO1U28J8PPzjy8qMhhjkgGjDxPoPZl806B+mavs0PIGIxz2L8sYKHkMYGWp4eqMauHxFOgq5IBI4+Qtas+wwU6OYSMwQCMzO3PTx4VaHn3jcuKMc/eOKRAVyUDRg4UqClOChSIDBg5sUCT1ezMw4uKHOaIZMDIEQVq3KIEOBiAkbn9+ckUKBoZMLJBNo9ZTheodd8R4GAARub25ydPEujdNy5V84lceuoj57cp0JxkwMiWQAvj9VYVaGGI07wjiQKVTAaMnFqgZ89t9nXlbQp0ZTJgZFughf56qwtU+wYFCkUGjJxYoLcPd+K8/OSbb37jq9Wsdi9QoOuSASMPC1Tf0RwTaEGBiiYDRk4r0OpC0Ke7F+8dRjTo7MzDi4oc5ohkwMj2MVD/RCHDAjV/FnAwACNz+/OTRwV6vPmS8rF9p9OHYwmUdTGrKJr/q6/7P6pDoNp3CnXZ6pX6ksUSVZZAbx/qu5zm6wU1W/rDi4r8dyoiGTCyTjaPYxp7oOYcIubxUu014GAARub25yePCfS4nYh+XyfRdkFnZx5eVOQwRyQDRo4o0C0FKpsMGDmlQPsJlbu6ffgQn8q5Jhkw8qBAjYuWStOtFCgUGTBySoHak9dxOruVyYCRKdAcYBlkwMgUqP6GAriIDUSLXBlvQKC9EH3n3B1X3fcxpqbYyhiMlGAZZMDIaQVqfoSnQFcmo0U2BWoc2Ay5aMkRY2qKrYzBSAmWQQaMnPYYqDIjfV2nGx4DXZWMFtkpUHOOZMc32hcUKBYZMHLSs/DWSXfrtDwFmpeMFrm+clN73f9XO6RJgS4DyyADRk4q0NuH+i7oabxbkWZnHl5U5DBHJINFLsYEqn/DusuTAsUiA0ZOfSeSasz3DqPtgFKg88hgkWsHhgi0NH94MMbEFPWy6w9GUrAMMmDktAKtHgffzcF057lNtCOgFOhMMlhk60okCjQRWAYZMHJagdYG3WweuHSpnhP0SjR/UqDzyFiRC899R/7JPnWBjjwxDmsw0oJlkAEjJxbo7nP7I910oA8+H02fFOhMsuzIg5Mlb7emQB1XfWpgChSNDBg5uUDL8u4Pru3qT6NOSE+BziPLjrxYoAZ42J/CByMvWAYZMHIGgSap2ZmHFxU5zBHJsiNbk80vFOhYjJBlZZABI3P785MpUDSy6MjmQUtLkwUFmgosgwwYOZ9A70R8IhIFOpMsOrJ52twhUN93KNCFYBlkwMipBXrnue5mpOOoZ5FmZx5eVOQwRySLjjxdoPbRUQp0GVgGGTByYoGebDbt9CH3rm428a6jp0DnkSVH9ly05Jp7yTFVHQW6CCyDDBg5rUBPlYs/z6oLmngn0rpkyZF9p4wcU4dQoLHBMsiAkZMKdLfX+ZBy5PPs2U2s2ewo0HlkyZEp0BXBMsiAkZMK9MS4d3MnVM7GtCpZcmRToNYNmxQoYmRuf37yiEA5H6g4sqTIY1d9mgItRgS6ey1klC9G/xKQASOnFKg9I/3tQ85IvypZUuSRqz4LW6D6whRoRLAMMmDktALlM5GEkSVFHhWo8RdDoNZtn4WYUb4Y/UtABoxMgepvKICL2EBJkQ0JLhSoAp4cI2RZGWTAyNz+/OQRgfK58OLIgiIXwwLtd0+7ZxVToJCRuf35ySMCLU/Mk+7H5kOSKNC8ZEGRRy6b779FgWYAyyADRk4q0NuH+i6o+YwkCjQ3WU5k874j/0Wfpe/Odzc4IEbIsjLIgJG5/fnJYwI1nom082e0Z3rMzjy8qMhhjkiWE3n8oqX90hRoerAMMmDktAKtboC/8sPm7x88t4l3IxIFOo8sJzIFOocMGJnbn588KtDy3uPVwzwOLl06rB/qEW9Gu9mZhxcVOcwRyWIiT7hsfr+0U6Auf0oZ5QvQvzRkwMiJBVo/y7itB56Opk8KdCZZTOSAy+bL1rUUKGRkbn9+8hSBVs9E+vq1a0++Fe+JnBTobLKYyAFXfZaO+4784JAYIcvKIANG5vbnJ08TaJKanXl4UZHDHJEsJvKYQBVfUqAZwDLIgJEpUP0NBXARG7heZPVD916grquWrCOeFGgGsAwyYGQKVH9DAVzEBkoVaDEm0JFHvPfggGL/pJEBI1Og+hsK4CI2cE2B9lJ0CVRdcOsS6KQQMkb5PPYvCxkwMgWqv6EALmIDV4tchAm0oEDzgmWQASNToPobCuAiNnBFgW7DBKqSKdDkYBlkwMgUqP6GAriIDaRA1aVDlpVBBozM7c9PpkDRyGtFLjwCdVy1RIGuAZZBBoxMgepvKICL2MD1BLrVBDpw2ad1zp0CzQCWQQaMTIHqbyiAi9hAIQItDIEOThRCgWYAyyADRqZA9TcUwEVsYLbI1q3rW+ds81MFOu0yUCmjfA76tw4ZMDIFqr+hAC5iA3NFNpRnaHLoqk+XQCdeRi9mlPH7txIZMDIFqr+hAC5iAzNFHn3ekf4d6/GcpkAnh5AxyvD9W4sMGJkC1d9QABexgdkE6nre0aSLlijQVcAyyICRKVD9DQVwERsoTqCOiUIo0BXAMsiAkSlQ/Q0FcBEbSIHOA0shA0Zm//xkChSNnFWg5qkin0ALCnR1sAwyYGQKVH9DAVzEBmYUqH2u3S9QjUSBrgCWQQaMTIHqbyiAi9jARODdPuSQQK3L5kttUUug+hfYvwxgGWTAyBSo/oYCuIgNzCNQ8+JOCjQWGTAy++cnU6Bo5DTgIqpArRxTY4gZZbT+iSEDRqZA9TcUwEVsYDqBGpfCK39QoPHIgJHZPz+ZAkUjpxKodTOm8sfWnjqEAp1JBozM/vnJFCgaOQnYvnHTd9LdKdCx+9zZvwxgGWTAyBSo/oYCuIgNTCRQ52XzA3duUqAzyYCR2T8/mQJFI8sT6IQcAYvKGGWw/skhA0amQPU3FMBFbGBCgVqXzfeHQinQWGTAyOyfn0yBopGTCVQ70GkK1FqUG+BMMmBk9s9PpkDRyHkEqv/FnjqEG+BcMmBk9s9PpkDRyBToPLAUMmBk9s9PpkDRyFHA5nlzXaD2VZ8UaDQyYGT2z0+mQNHIMcDWhUf1y9I48rntBWosS4HOJwNGZv/8ZAoUjRwBbD0is3k1WaAFBTqfDBiZ/fOTKVA0chSB2juV216gjouW9IV3r7kBziUDRmb//GQKFI0cS6D2ne+9QI3vUKARyYCR2T8/mQJFI8cRqGvqEAo0BxkwMvvnJ1OgaOQZYNcpI8fUIRRoDjJgZPbPT6ZA0chJBNos7b1oyfhpCnQBGTAy++cnU6Bo5HCw86Ilx53ve4Fai/rIk3MELCpjlCX1D4oMGJkC1d9QABexgcsFanlyQKC+2ZK5Ac4lA0Zm//xkChSNPEegrlNG9tQhFGgOMmBk9s9PpkDRyMFgc7Z5h0Dbpb2XzXvI03MELCpjlAX1D4sMGJkC1d9QABexgaPLKr5rBeo85x4g0KWR2b8cYBlkwMgUqP6GAriIDZwg0L3xPAI1/6RAM5IBI7N/fjIFikYeW7YIF2i3dOG76nNhZPYvB1gGGTAyBaq/oQAuYgNHltUOeO4F6jhl5BCo67J56yLSGZHZvxxgGWTAyBSo/oYCuIgNNJZ1XOM5JlDjL4ZAnb5cFpn9ywGWQQaMTIHqbyiAi9jAKQLdK3GCQAsKNCsZMDL75ydToGjkcYFuAwXak60rnuJEZv9ygGWQASNToPobCuAiNlBf1jk3siHQ7sv9AupfVIH6LptfGJn9ywGWQQaMTIHqbyiAi9hAU6D2nUO6QH1XfXoE6j5ntCwy+5cDLIMMGJkC1d9QABexgZME2l3ZWbY7oI5TRnuzmgKNH5n9ywGWQQaMTIHqbyiAi9hAbdmR2zTL0n/Vpz2nCAWagwwYmf3zkylQNLIhUMf8napA/RctOQXquepzYWT2LwdYBhkw8toCvf/Lbx8dvfjdj90vy9/+5Ojo6Dsf2z83O/PwoiKHOSLZEqjjNiO/QIsRgU48h8QNcDYZMDL75ycvF+gXPz5q6h3Xy/KT9uW7FGgc8hSBdn+4BGosagp0agpugDPJgJHZPz95sUDv/7Q15NGLP7Nflp/pLynQxWQKdB5YChkwMvvnJy8W6O9fOTq6fqve0bxuv6x8+tLH5aevNC8p0OVkW6COa5R8ArWPl1KgmcmAkdk/P3mxQD/9qxsv/box5cu3rJeVT1/bLXVz59FfU6AxyAsFav4wBZqZDBiZ/fOTFwu0rS9+1BjTePlJ+9n9M8dR0NmZhxcVOcwRyUECHThlRIGuQwaMzP75yZEEev+mZsj9y27Ps9sTpUAXk9VlrQObwQJVvyBiMISMMgU6kwwYWYBAK18qgty/rA+BVgKt9kivt9/9o7bm/SqWUkWh/lH9pdC+0X+n/Vv/un2hfYHFYi2qeQKtT71/75b9sjsUSoHGKl14tkDNbygCLVw/ToGyWPFqnkArPR4dfetn1kunQLuavdc8vKjIHf1Y5EqD2kv1j6GJQhxXPFk30osYDAmjnJQMGJn985OjCLRsDnIq59nblxRoXHIRW6AFBZqbDBiZ/fOTYwm0Ps/+mvmSAo1LNoxn3d8+dtWncZ+mMXWIiMEQMMppyYCR2T8/OZpADUU2L50nkSjQ2WTjM7c905Ip0FJfmAJdnwwYmf3zk9MKlJcxxSV7BOq7T9MQqDXbPAW6AhkwMvvnJy8V6P1f/uTbe0VeN1/yQvq4ZN2B9g7nkEBN+5o/IWQwBIxyWjJgZPbPT14q0LK7ZP6T5hio8ZK3ci4hW5Nz6h/Dh66SdwrUnuyTAs1OBozM/vnJiwVa7Vu204VUijReVgdBd7ugnExkFtky3mKBDseYmnfLDXA+GTAy++cnLxZoP39dvedpvOR0dkvIriduqgc+C+MbFCgAGTAy++cnLxZor8zXXC85ofICsnnU0hSo5xvdV6q7jHQcBbo+GTAy++cnLxdoWf7mhvYMD+Pl53ykxzSybbfJAnVco1T/rBGZAhVABozM/vnJMQQ6s2ZnHl5U5DBPIDv2D4MEan/ctwQ6FiNkWW6AM8mAkdk/P5kClUJ2nyMPEajxswUFKpEMGJn985MpUClk12WapiWrF/s5PscFijgYgJEp0BxgoWQKVArZ5UDjTFH9d49A7SueKFCRZMDI7J+fTIEKIReO80Bb+1R7L1Djw73jJiMKVCIZMDL75ydToCuRtXnkSt+VSFMF6rppiQIVSQaMzP75yRToSmTVeE6Bmp4sBgXqvkQJZTBygKWQASOzf34yBboSeYZAO7B935E3BMhg5ABLIQNGZv/8ZAp0JbJ61LIsWx8GCXRKCJDByAGWQgaMzP75yRToSmRLoM0X1QXUP/o9Tgp0HlgKGTAy++cnU6DrkLVz7tMEugdToHPAUsiAkdk/P5kCXYc8KlBTnIZAJx0CRRmMLGApZMDI7J+fTIGuQx4TqPU3S6CTQmAMRhawFDJgZPbPT6ZAVyEXboHa+5sugbru+vSEgBiMPGApZMDI7J+fTIGuQtYPY5bW7ZmWQJUzThToLLAUMmBk9s9PpkBXIVOg2cFSyICR2T8/mQJdg1zoVqRAM4ClkAEjs39+MgWahWxM9mEc1ywLCjQ5WAoZMDL75ydToFnIowL1fGe7/7RPgS4ESyEDRmb//GQKNAvZUF6IQM2rlkrX5HUJIq9EBoxMgeYACyVToAnI9Uxy5hem3KZpf2DfUqCRwFLIgJHZPz+ZAk1Adgh02m2a0wUaO3JLnr4sN8CZZMDI7J+fTIEmIEcXaKELdHJJGIxAMmBkCjQHWCiZAk1Arh+IqX/BKVD/EU9LoEqM6YlFDEYgGTAyBZoDLJRMgcYnF6ZArecdFftvqH/s/65/QqdAo4ClkAEjs39+MgUan1wbTxfo1vE5fUuB5gRLIQNGZv/8ZAp0Mdk6ozMmUPuce6kvS4EmAEshA0Zm//xkCnQx2fFATMd59MFTRrpACwo0AVgKGTAy++cnU6CLyeZVmfYRz2CBGnwKNAJYChkwMvvnJ1OgS8mFLdCtKVD1Dwp0HbAUMmBk9s9PpkCXkt0f2KcJtLtoaUSg2hfw17l1wFLIgJHZPz+ZAl1KjiDQkgJND5ZCBozM/vnJFOhScnSBjtyoib/OrQOWQgaMzP75yRToUrL7lFHQVZ+mQFNHlkwGjEyB5gALJVOgS8nu2zRVgXq/0120xA0wA1gKGTAy++cnU6BLyWMCtS+b13949z9ugBnAUsiAkdk/P5kCXUoeEajjoiX9hynQPGApZMDI7J+fTIEuJNtHPIOnquMGmAMshQwYmf3zkylQtRznb/ovNWTXfZvaDqchzmGBNueMuAFmAEshA0Zm//xkClQt+wx4YQjUed+m6xO7T6C2gCnQLGApZMDI7J+fTIGq5ZgXxBKo46LPAYFqROuS0S0Fmg0shQwYmf3zkylQpaxrMAt1aqROoNswgRoL2/u43ACzgKWQASOzf34yBaqUS6Bbh0CHThntl3afMnIdZuUGmAMshQwYmf3zkylQpSYKdFtoC7j+pEDnkgEjs385wELJFGhf5tPb/QK1rpL3CXTw8XDzMuOvc+uApZABI7N/fjIF2pe9gzhZoPYhz9JYsv0uBboWWAoZMDL75ydfaIGOPHy4+0qhkIevWioo0KVkwMjsXw6wUPJFFujY09uN/c1GoP3XHX9RfpoCnUcGjMz+5QALJV9ggZpPb7cFqluxIo9ctaQKVL8GqluIAl0LLIUMGJn985MvjkDtK9gdfhsRqP+ckU+g9q8Myewq/HVuHbAUMmBk9s9PvkgCHbhEaf8Vx0WevUCtHc9ggbpnS+YGmAEshQwYmf3zkylQ/Su6QLU/4wg0KLNz4ZBlRa5z64ClkAEjs39+8oURqOcieesT+0yBWj/sEmhoZvfCIcuKXOfWAUshA0Zm//zk8ypQS11OgToOeao7lWMCLSjQ6GTAyOxfDrBQ8vkVqHXOyHHKSDOc+Snc1KVLoPpPq68p0HlkwMjsXw6wUPI5FujwGXDroCUFKoIMGJn9ywEWSr4oArXuc29elKovdSsWlkAtt1Kg8cmAkdm/HGCh5PMrUNuXYwJ1/+kX6OBMIaX3nLs388SFQ5YVuc6tA5ZCBozM/vnJF0ug1jWeIQItbIGqv5gCjUIGjMz+5QALJZ9Tgbp3OO1LlMIEavz0iEBDM09dOBVYBhkwMvuXAyyUTIHqX/Dvb+o/bV1Eau5wcgOcRwaMzP7lAAslU6Da6+3Q/ubAKaMtBRqJDBiZ/csBFkq+IAK1L1EKEGhn31L/CgWaggwYmf3LARZKvlACtT6nxxTolgKNQQaMzP7lAAslnw+BKnt/Ndf8wD4qUMcZ9hGB2hd5UqAxyICR2b8cYKFkClT/hvMMuy1Q1zVK+he4Ac4jA0Zm/3KAhZLPi0B7Je4F6jhn1H9gTyDQsMjastwA04OlkAEjs39+8kUVaAemQIWRASOzfznAQsmIAnV8eB4RqPci+dJ/xNP4jTt/lvqXKNAUZMDI7F8OsFAyoEDtnT/1nHjFtXYrDXEWtkANGgW6FhkwMvuXAyyUDCpQ8xLMYYGaUyP3P14Wti6dAi1sgQZEHilugBnAUsiAkdk/PxlSoLbexgSq/0URqEOXHoFKaSD+OrcOWAoZMDL75ydjCnTAeBMEWowL1NrFpUAzkQEjs385wELJ51Gg9g6nKVAF7DviudW/QoFmIgNGZv9ygIWSz6VAtW/YJ5MMgTp06RComAbir3PrgKWQASOzf34ynkCtXcbCEKjty8L7w6Vvf9NxikhIA/HXuXXAUsiAkdk/PxlfoMazjEpTl4Zst9ME6goho4H469w6YClkwMjsn598HgSq/UmBzgXLIANGZv9ygIWSz79ABydCLrfuC/Mp0LXIgJHZvxxgoWR4gZoXyTsEavywQ6Dm76NAVyMDRmb/coCFkmEF6rtIvhza4bROEHkE6g4ho4H469w6YClkwMjsn5+MJ9CmlgjUAFOgksiAkdm/HGChZHSBDj+snQINWFgGGTAy+5cDLJSMK1DzInkKdCFYBhkwMvuXAyyUjCpQ+y4jxzl3t0BHwP4QMhoIGJkbYA6wDDJgZFSBLqtqern+j/1fldfNK/0L5ksWi8WKVudgD7TUFxr+fA74LyBgZO7B5ADLIANGRt0DnZ25Kcc98fUndAp0JlgGGTAy+5cDLJR8jgTa6LKkQGeCZZABI7N/OcBCyeddoCOn2AEbCBiZG2AOsAwyYGQKtP+KQ6DBYO+yMhoIGJkbYA6wDDJg5AssUOuiJQp0PlgGGTAy+5cDLJSMLlDjK2IePswNcCYZMDL7lwMslHzOBTpyDgmxgYCRuQHmAMsgA0amQPsvWQKdAfYuK4MMGJkbYA6wDDJgZApU+RoFOhssgwwYmf3LARZKhhaofYRTzMOHuQHOJANGZv9ygIWSkQUq+dmZ3ABnkgEjs385wELJuAL1XKMkc5gjkgEjcwPMAZZBBoxMgcYajJFlZZABI3MDzAGWQQaMTIHGGoyRZWWQASNzA8wBlkEGjHxRBeq+Sl7mMEckA0bmBpgDLIMMGPkCC9S1qMhhjkgGjMwNMAdYBhkw8oUVqHtRkcMckQwYmf3LAZZBBoxMgepvKICL2EDAyOxfDrAMMmBkClR/QwFcxAYCRmb/coBlkAEjU6D6GwrgIjYQMDL7lwMsgwwYmQLV31AAF7GBgJHZvxxgGWTAyBSo/oYCuIgNBIzM/uUAyyADRqZA9TcUwEVsIGBk9i8HWAYZMDIFqr+hAC5iAwEjs385wDLIgJEpUP0NBXARGwgYmf3LAZZBBoxMgepvKICL2EDAyOxfDrAMMmBkClR/QwFcxAYCRmb/coBlkAEjU6D6GwrgIjYQMDL7lwMsgwwYmQLV31AAF7GBgJHZvxxgGWTAyBSo/oYCuIgNBIzM/uUAyyADRqZA9TcUwEVsIGBk9i8HWAYZMDIFqr+hAC5iAwEjs385wDLIgJEpUP0NBXARGwgYmf3LAZZBBoxMgepvKICL2EDAyOxfDrAMMmBkClR/QwFcxAYCRmb/coBlkAEjU6D6GwrgIjYQMDL7lwMsgwwYmQLV31AAF7GBgJHZvxxgGWTAyBSo/oYCuIgNBIzM/uUAyyADRqZA9TcUwEVsIGBk9i8HWAYZMDIFqr+hAC5iAwEjs385wDLIgJEpUP0NBXARGwgYmf3LAZZBBoxMgepvKICL2EDAyOxfDrAMMmBkClR/QwFcxAYCRmb/coBlkAEjU6D6GwrgIjYQMDL7lwMsgwwYmQLV31AAF7GBgJHZvxxgGWTAyBSo/oYCuIgNBIzM/uUAyyADRqZA9TcUwEVsIGBk9i8HWAYZMDIFqr+hAC5iAwEjs385wDLIgJFRBZqm/uiPSE4PZuQsZEZGI1Og54rMyNhkRkYjU6DniszI2GRGRiNToOeKzMjYZEZGI1Og54rMyNhkRkYjU6DniszI2GRGRiNToOeKzMjYZEZGI+MLlMVisVYqCpTFYrFmFgXKYrFYM4sCZbFYrJlFgbJYLNbMokBZLBZrZlGgLBaLNbMoUBaLxZpZFCiLxWLNLAqUxWKxZhYFymKxWDMLXqD/iEdmZGwyYGQORiowukA/OXoVjczI2GTAyByMZGBwgX5ydJRonJORGRmbDBiZg5EOjC3Q+z89SjTOyciMjE0GjMzBSAjGFmj9z0maDiYjMzI2GTAyByMdGFygnx2lGudkZEbGJgNG5mCkA58PgaYb5/hkRsYmA0bmYKQDnxOBphvn6GRGxiYDRuZgpAODC/STo6OX/jLJOCcjMzI2GTAyByMdGFygN4+OXv7nmynGORmZkbHJgJE5GOnA2AL94kdHR9fL+wnGORmZkbHJgJE5GAnB2AKtjme8VqYY52RkRsYmA0bmYCQEYwv0/k+PXvxZmWKck5EZGZsMGJmDkRCMLdDdcLx8q/4zQQcTkRkZmwwYmYORDgwo0M//5ttH3/zux82L+92fMYYjGZmRscmAkTkYOcCIAm1uxTo6+tbH2pcjDEcyMiNjkwEjczBygEtAgXaDcXT04r/WvrF4OJKRGRmbDBiZg5EDXBWaQPf3EdTv/Jb6rWY4XhNHZmRsMmBkDkaWyFWBCbSejOr67373i2Y4XraGY/ZgJCMzMjYZMDIHI0vkusAE+vtX2iH4/Meu4fjF/MFIRmZkbDJgZA5GDnBTYAKtdsev139rJkY1hkMimZGxyYCRORg5wE0BCvSlX9d/bYfjunQyI2OTASNzMHKAmwITaLU/3h20aIfjXeFkRsYmA0bmYOQANwUm0GYE3lVftP+6iCUzMjYZMDIHIwe4KTCBNtck1Dezlt1wXBdOZmRsMmBkDkYOcF1oAm3/CWlvKajmptqPjVQyI2OTASNK76Z3AAARvUlEQVRzMHKA60ITaHNIYz8c9b8uCy9ESE5mZGwyYGQORg5wVXACbW8s6IbjZsQd8mRkRsYmA0bmYOQAl4gCbW9tbffCP4s5GsnIjIxNBozMwcgBhhRoNxzvdH+Ptz+ejMzI2GTAyByMHGBIgXbTq3z34/LT6vDG7Mu6upkB45OtYuQEZLsikQEjc80YrGRgRIH+4rV+gqqjBbdmffFj82xcLLJVjJyAbFckMmBkrhmDla5/gAL9xW4PvDmxVtfsq2K/+LF5PUMsslWMnIBsVyQyYGSuGYOVrn+AAq2npXrt879pB+Nb1seAifXFj81/i2KRrWLkHJFjkQEjc80YrHT9Ey9Q7WEmdTXT+v03t8p6PL75zvzPD/VYKv8WRSIzco7I6TIDRuaakSWys2QL1H6YSTMY1xePga9/i8mMrFSyyOkyA0bmmqFUusjuEi1Q+2EmMP1j5DKHjKJnBozMNUOpdJE9JVmg9sNM2qkA4vbvfkQyI+eInC4zYGSuGVki+0qwQF0PM6m+FrV/n/+k+ut3Po5DZuQckdNlBozMNSNLZG8JFqjzYSb3fxpjMG5WvOpi2v0e/2tRyIysVqrICTMDRuaa0VfCyL4SLFD3w0zuxxiMek6rl36tHDHZ/aYIZEZWK1XkhJkBI3PN6CthZF8JF2iqh5nUx0quK9fWxrk9lpEtdoLIKTMDRuaaoWETPv/IVYIFmvRhJjcr3I3d/1/9p/uf1vv7MSZZZWS90kROmhkwMteMrhI//8hVggWa9GEm9YeIbrRjzPP/xX//caLINblMELnsQSij3FTKzICRuWZ0lfj5R64SLNC0DzNpJ1lV9vcXzTDwxY/rCVsTRG7JZfTIbSGNsoZNlBkwMtcMjZrs+UeukijQ+5/+7f/wb26leJhJR67qpjq6ysGTWVVfmLFbA+JH7sjRI3eV9pExSSKnzQwYOW7mf2z/jB/5H5W/R438h1/96u+rP9OOsqsECvQ3zaHlV29Ff5hJTy7b0b3efqd6sWCk+4kRYkfWplyIGbm8/7vfNX+J/siYPbmMG/n+p3914zv/Y50zbmYFHDmyUkmfzBMz8ydHr7Z/ix25J5dRIzcHUevtOukou0qeQLtLGyppxH2YiUou67F+tfvUUP3LNf9fwMZyDSBuZJUcNXJzoVwDixtZJUeN3P7z19zlHDOzBo4aWZvZIvIw63NmxMtcbSWd5+Jvf4pBo0XeXwwVXxnjJU6g3Wg0wxnzYSY6eVf/9zv77+2vwJ1TreXamDEj6+SIkfdTLiQb5W/FHmXlmsHv3YqZ2QBHjGzMbJFkmDuFxsrcfAjuPBczsk4uo0XWLiZN+vwjV0kTaL1j/63/+SedMuI9zMQkd/X/7FbBz3+0AN1Zrjv9FzGyQY4WuV/nmrU2XmSTnCByy46V2TtV+eLI1swWKYa5mzMjVuYWbRg0ysOEdHJXSyM3u5w3em2me/6Rq6QJ9BPzn4xoDzOxyE3txv/FV+wNfnq1Ryn/vx/tWxUrsk2OFLk5V/nt/SoXL7JNjhS5+efv3/xfP2mCVvu3cTI7wJEiO2a2iDrMGjlW5j1bN2iUhwkZ5DiRm0Opt8r79f3v1yNHHi9hAq1289st7/O/vXHjX/2vA3sIi8lV7W+GWPL8hypXxe/SxXpkjE2OE7n99179dz9SZAc5SuT+n79PXzENuiyzCxwnsmtmizjD7CLHyVz2cjYMunT7c5CjRP5sn+rmkX7gL0bk8RIo0HoQ7rfz73/rZ/0YL1oxXOT+et4Iz3+4qex0xXpkjE2OELl3RhWz01yUUXaSY0RWxqAN2l/ysCyzExwlsnNmiyjD7CRHyVwqe7f6ufil25+LHCNypc3X9jn1Vi6PPF4CBVoNQnsf1lE9OlEeZuIkd6vgi3+97PN7t3Oxd0bUR8YYB3IWRm7WufpzTTUW7/72V39/K05kHzlCZOXzQ7d/cT1KZg84QmTPzBYxhtlNjpG5rEfhpb/UPBfrYUI2OdLK3GwctYzfjRt5vAQKtFo31J3wd8sYDzPxkHff+O2v/mk+9pP96mucSFwc2UteGrlf5/b//n+3V+iiUfaRF0dWthP9LsDFmX3g5ZF9M1ssH2b/nBlLM5f1gLz8zzd1z8V5mJCLHGVlbsaiHor9Ac8Uzz9ylTCBNn57txqLb/3730WczCEZ+ZPObeq+TJRKRv6ke+s39/+URPqgk4Hcey4OORk44cwWKefMqAbhennf8pxU8md7mi7QXCVNoPW68eL/9qN2Jr+b6j+vMsn/0P0j5znNL4/cjMR3/93+IqmjWIfaU5Nr0e02mdduKnuKQsEJZ7ZIOWfGZ837T2DQNORKy811CIpA/yH5jue+pAl0v+/SrMT1oERaOdKRm1IOYkeu2OR+//Do1d/97pevxJNGYnJ1rKy6b+jdbkZeyeCEM1sknDNjR6vB8Q2aiPzZi+/s+a1Af5P61LtS4gRqHIiK6I505Ka6o6zxKza5P5FWj0W9ExZnlUtH3h9VbQT32VGs7iUDJ5zZIuWcGfd/2jQshUGTkLsjqPsjXb+JttJNKBkCVWdzaC926Ebg5sIpM1KR9Qko9vwI63EysgL+zY2jG3+139X6ZCk+B/nz/rjAuxEOeCUDK5VuZouUc2bcb6kJDJqMXFNbgf7mKOpwjJQIgeqzOXyi7iguPIGSjGxOQNERl//Tl4xsgj/RLiBcork85O4C3uYj281lnksG1qb5iDyzRTKyMTNJWzE8l4xsg9t1La8/RQjUnM2hff1qd+Hxsgu7k5DtCSiqirEnkIxsgW9qp58XzX+Wifz5/3Tjxnf+l35u1GX39SYBG9N8RJ3ZIhnZmpmkreWeS0Z2gJt1LbM/JQjUvvGq/co3//pXf/PKktFIRvbcK6adHRVGtsE391tdnCmHcpD3Fe0f1rhga5qPiDNbJCP7ZibpPCeQ7ALX28i/PFqWOLjWF6hrNoeId2anIHsnoKgPTS2a2T4V2TcZR7Uzvmz6nqzkum5+86+X/cOaDOyY5iPazBbJyL6ZSaqqPDd/NJKRnWDjBGamWl+gztkc1JtZZ9+MlYzsm4CiXakXeC4Z2QFuR+I79dxJy3YTs5G7L0cfjDhg1zQfESfDSUL2zUzSfvcX822UjOwG7wWa058CBHrTOZvD/V90K8aiO7PTkN3gquomLmhgMrILrGyAC45T5iX3/wJKBDun+Ygzs0UysmdmkgiVjOwB31zBn+sL1Dubw/1/95MbN/7VvxdI9oLL+tPhkofzpCK7wd0/JUumXMhN7h6AIxHsmeYjyswWyci+mUmWVzKyB/zJCv5cX6ADszmIJQ+Bf/+vfT+1KtkNbi7mefHVJSt2bvLOdH+76B/WhGDfNB8RZrZIRvbPTLK0kpE9YHWKgGy1vkDTzeYAOAFF9si//dWvliljBfLi4gQiOcD5I9/M708BAk03mwPgBBSMnIPMCURygPNH/v0r2f25pkD/sf2zXn+jzuaQjMzI2OR0kf/wq1/9ffVn/Gk+kpHPYeQ/LKLPqvUE+kl3H0L02RySkRkZm5wM3J5/evVW9Gk+kpEZOU6tJtDqOFS7OkeezSEZmZGxyUnBdb18K/I0H8nIjByp1hJo829IuzpHnc0hGZmRscnJwMpVr9fjTvORjMzIsWrVPVDluVXRZ3NIQGZkbHIicLMt32h8/LOY03wkIzNytFpNoO3trPZ8LEtnc0hHZmRschpwfQTu+q32DrfrZbxpPpKRGTlerS1QfXWOMJtDQjIjY5PTgCvqy90sfo2HI03zkYzMyPFqdYGqq3OE2RxSkhkZm5wGXG3QjX37h8TEmeYjGZmR49Wax0Bf+kt9dY4xm0NKMiNjk9OA+027/pj5rsaNpObIZEaOV6sJdDciL//zTW11jjGbQ0oyI2OT04Bv7jdf9WqoGNN8JCMzcrxaS6DVvyPXrZn9l8/mkJDMyNjkRODP9jj9ctI403wkITNyvFpLoNWAvJbk+XzJyIyMTU4ErrzcTDqlbNr/EGOLTkZm5Hi14oX09XGn+NtJMjIjY5NTgT9rLqVRN+3fxDmnkYzMyNFqtWOg93/avPsUW2AiMiNjk1OB/2nPb89GVU+GjLJtJyMzcqxabzKR++1x3wRbYCoyI2OT00VusO2mHf/JusnIjLy01hPovhKtzinJjIxNTgNuHkyeYstORmbkpSVAoNwCs5ABI4MNRrNpp9iyk5EZeWlJEGi7OqcYjWRkRsYmpwDXpzf+ZYotOxmZkZeWCIHWq3Oa0UhGZmRscgLw/sHk0RMnIzPy0pIh0PL+L1KNRjIyI2OT44P3m3b0xMnIjLy0hAiUxcKvm8m27GRkRl5YFCiLFak+SbZlJyMz8sKiQFmsSKU+rxyEzMgLiwJlsWJVsnNp6ciMvKwoUBYrVv3+lVRbdjIyIy8rCpTFilZ/wCMz8qKiQFksFmtmUaAsFos1syhQFovFmlkUKIvFYs0sCpTFYrFmFgXKYrFYM4sCZbFYrJlFgbJYLNbMokBZLBZrZlGgLBaLNbMoUBaLxZpZFCiLxWLNLAqUxWKxZhYFymKxWDOLAmWtWsebzcP9q7NnN5tnFtBu/4vLX3tLwb1/7dLD/qWtund189iC3866eEWBslatnbMUZZ5oOg2v24ebzcEL+5enm6m89/6jn5cUKCu4KFDWurWT3Jf+ov37zn/7v8+qSqCKA4+nCvR48xAFyppRFChr5TreK2/pB/haoJcaF1Z17+rBIxQoK2VRoKyVa2et9lP30g/wtUCfPNx/hj/d/AfPUqCslEWBstau3Yf4Tl/7nceZtRPo08/uJXhcvaBAWQmLAmWtXdUn98pbx8r5nzvPVaeDrrzdvf6ger259NTP2x945v3HN5sHXjBRO4E+c9Jp+N7VL/13e4FqwEqUZ288siPUwN2e76Y+dmp8ncUaKwqUtXrttLdT56ly+qdV2mbzaP3y7PXu9YPVOaadQK9VL+wTTpVAb3ef4U83D591Au2AB39SvdqJ8j9+vAeqAr1ytXmxdF+YdTGKAmWtX9XBz53r9tLava72Fe++3hp09/rR3ffuPN4cJK12WXeSvPO8BaoEetZ9hj/e7U62At0BHvzhbj/28eYsVXXt1MGf/Ly80+77Kh/hNwdPKV9nsYaLAmWtX5URL/Uf4HcabD94n9Rf3Hmted0eJfWfra8EWp50Njx4oRXo/ujq7nW127q/+LSztiJQ7ess1nBRoCwBpV+/ebL/cN4I8LRza+u/9g8355my/Qx/unNgK9CTvZx3Czymnq46bkjH5mms44UXpLIuSFGgLAl1ohx1PFNOnR/re4LHnUA9+4e1QNtz6btP8B2q12GzM7vfpe1c3QtU/zqLNVwUKEtCNXuGTd27ulGqE9ndD978+iObTqCei5NqgTY6PHt2t9fZLKkIt/lrf7mSJVD96yzWcFGgLAk1ItD3HlFfjgm0/sh/+7C2aCtQfZeWAmVFKgqUJaEMgep+rE4abTaXrv3pR8eTBFp78KQCcg+UlbYoUJaEUgVqHeJsr2IqlWOggwLdLfZw/Ql+4BgoBcqKURQoS0KpAlVuSapd2gt1J7hJAj3dfOkHh+0FT81Z+O6yp+ZqfQqUFakoUJaE0gS6e9Ea87QyXy/Qk2nHQCsRXuouufdcB0qBsmIUBcqSUJpA6xuHnt/p7vvNxU3tR/jqPqKN8sG8XfIxHVPvalYTgVZ/cdyJVC1uibK6UPTsIwqUFVoUKEtC6QLt74Vvdgzb+9Y3V75fe3FcoO2uar+kdS+8Lspq6vrdkhQoK7AoUJaEMgRa3nmuunDpcnu3ez1D0sGVH7bngMYF2t0MembMxvToR/ULW5Tv7b778M8pUFZgUaAs6Lp3lbN+sNYrCpQFXbcPlz0EhMVaUhQoC7nOnuVHbdaKRYGykOv25bfHF2KxUhUFymKxWDOLAmWxWKyZRYGyWCzWzKJAWSwWa2ZRoCwWizWzKFAWi8WaWRQoi8VizSwKlMVisWYWBcpisVgziwJlsVismUWBslgs1syiQFksFmtmUaAsFos1syhQFovFmlkUKIvFYs0sCpTFYrFm1v8P1a1IfKfvnw8AAAAASUVORK5CYII=" 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" width="672" /></p>
 <pre class="r"><code>dataCO2_by_year &lt;- dataCO2 %&gt;% group_by(&quot;Year&quot;)
 ggplot(dataCO2_by_year, aes(dataCO2_by_year$Month,dataCO2_by_year$ObsCO2Comp )) +
          geom_line(aes( group = dataCO2_by_year$Year , colour=dataCO2_by_year$Year)) +
          xlab(&quot;Month&quot;)+
          ylab(&quot;CO2 Concentration (ppm)&quot;) +
          ggtitle(&quot;Graphique 2: Evolution saisonnière de la concentration en CO2, par année&quot;)</code></pre>
-<p><img 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" width="672" /> - On déduit du graphique 1 que la série n’est pas stationnaire, elle présente une <strong>tendance</strong> (augmentation du taux de CO2 au cours du temps).</p>
+<p><img 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" width="672" /></p>
 <ul>
+<li><p>On déduit du graphique 1 que la série n’est pas stationnaire, elle présente une <strong>tendance</strong> (augmentation du taux de CO2 au cours du temps).</p></li>
 <li><p>La série montre une <strong>composante saisonnière</strong>, qui semble suivre le cycle annuel, comme en témoigne le graphique 2. En effet les courbes annuelles ont la même forme, tout en étant décalée dans le temps.</p></li>
 <li><p>On ne voit pas sur ces graphiques de ruptures dans le comportement de la série.</p></li>
 <li><p>On ne détecte pas d’observations aberrantes.</p></li>
 </ul>
-<p><strong>Question 1: Réalisez un graphique qui vous montrera une oscillation périodique superposée à une évolution systématique plus lente.</strong></p>
+</div>
+<div id="question-1-réalisez-un-graphique-qui-vous-montrera-une-oscillation-périodique-superposée-à-une-évolution-systématique-plus-lente." class="section level3">
+<h3>Question 1: Réalisez un graphique qui vous montrera une oscillation périodique superposée à une évolution systématique plus lente.</h3>
+<p>Le graphique 3 montre une oscillation périodique saisonnière, c’est la courbe orange. Cette oscillation périodique a été mise en évidence dans le graphique 2 et on l’a rapproché d’une composante saisonnière. La courbe bleue montre l’évolution systématique: la tendance. On voit que cette tendance n’est pas linéaire puisqu’elle ne peut pas être ajustée à une régression linéaire (courbe grise).</p>
 <pre class="r"><code># Définition en tant que série temporelle
 Co2_train &lt;- ts(dataCO2$ObsCO2Comp, start = c(1958,3), frequency = 12)
 T &lt;- time(Co2_train)
@@ -523,11 +1801,13 @@ ggplot() +
     scale_y_continuous() +
     theme(axis.text.y = element_text(face = &quot;bold&quot;, color = &quot;#993333&quot;, 
                            size = 10, hjust = 1),axis.title.y = element_text(size = 10)) +
-  ggtitle(&quot;Graphique 1: Evolution au cours du temps de la teneur en CO2&quot;)</code></pre>
-<p><img 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" width="672" /></p>
+  ggtitle(&quot;Graphique 3: Evolution au cours du temps de la teneur en CO2&quot;)</code></pre>
+<p><img 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" width="672" /></p>
 </div>
-<div id="modélisation-de-la-série-temporelle" class="section level3">
-<h3>Modélisation de la série temporelle</h3>
+<div id="question-2-séparez-ces-deux-phénomènes.-caractérisez-loscillation-périodique.-proposez-un-modèle-simple-de-la-contribution-lente-estimez-ses-paramètres-et-tentez-une-extrapolation-jusquà-2025-dans-le-but-de-pouvoir-valider-le-modèle-par-des-observations-futures." class="section level3">
+<h3>Question 2: Séparez ces deux phénomènes. Caractérisez l’oscillation périodique. Proposez un modèle simple de la contribution lente, estimez ses paramètres et tentez une extrapolation jusqu’à 2025 (dans le but de pouvoir valider le modèle par des observations futures).</h3>
+<div id="modélisation-de-la-série-temporelle" class="section level4">
+<h4>Modélisation de la série temporelle</h4>
 <p>On va chercher à modéliser la série en utilisant une catégorie de modèles qui cherche à déterminer chaque valeur de la série en fonction des valeurs qui la précède (yt = f(yt-1, yt-2, …)). C’est le cas des modèles ARIMA (“AutoRegressive – Integrated – Moving Average”). Cette catégorie de modèles a été popularisée et formalisée par Box et Jenkins (1976).</p>
 <p>Les processus autorégressifs supposent que chaque point peut être prédit par la somme pondérée d’un ensemble de points précédents, plus un terme aléatoire d’erreur.</p>
 <p>Le processus d’intégration suppose que chaque point présente une différence constante avec le point précédent.</p>
@@ -541,47 +1821,115 @@ ggplot() +
 <p>On va utiliser la fonction <strong>auto.arima()</strong> qui est un algorithme automatique qui permet de trouver le modèle ARIMA qui estime le mieux la série temporelle.</p>
 <pre class="r"><code>Co2_train &lt;- ts(dataCO2$ObsCO2Comp, start = c(1958,3), frequency = 12)
 Co2_train %&gt;% ggtsdisplay()</code></pre>
-<p><img 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" width="672" /></p>
-<pre class="r"><code>auto.arima(Co2_train)</code></pre>
+<p><img 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" width="672" /></p>
+<pre class="r"><code>set.seed(12356) # spécification de la graine pour assurer la replicabilité de nos résultats, (&quot;fixer l&#39;aléatoire&quot;)
+auto.arima(Co2_train)</code></pre>
 <pre><code>## Series: Co2_train 
 ## ARIMA(1,1,1)(2,1,2)[12] 
 ## 
 ## Coefficients:
-##          ar1      ma1     sar1     sar2    sma1     sma2
-##       0.2188  -0.5797  -0.3038  -0.0090  -0.545  -0.2643
-## s.e.  0.0891   0.0746      NaN   0.0408     NaN      NaN
+##          ar1      ma1     sar1     sar2     sma1     sma2
+##       0.2193  -0.5802  -0.3041  -0.0090  -0.5446  -0.2647
+## s.e.  0.0888   0.0744      NaN   0.0389      NaN      NaN
 ## 
-## sigma^2 estimated as 0.09695:  log likelihood=-182.81
-## AIC=379.62   AICc=379.77   BIC=411.79</code></pre>
-<p>En se basant sur le résultat de l’analyse précédente, on retient le modèle <span class="math inline">\(ARIMA(1,1,1)(2,1,2)[12]\)</span>. On peut ensuite vérifier que les résidus ressemblent à un bruit blanc ou non.</p>
+## sigma^2 estimated as 0.09685:  log likelihood=-182.66
+## AIC=379.31   AICc=379.47   BIC=411.49</code></pre>
+<p>En se basant sur le résultat de l’analyse précédente, on retient le modèle <span class="math inline">\(ARIMA(1,1,1)(2,1,2)[12]\)</span>. On peut ensuite vérifier si les résidus ressemblent à un bruit blanc ou non.</p>
 <pre class="r"><code>(fit_minaicc &lt;- Arima(Co2_train, order=c(1,1,1),seasonal=list(order=c(2,1,2),period=12),
                   lambda = &quot;auto&quot;
               ))</code></pre>
 <pre><code>## Series: Co2_train 
 ## ARIMA(1,1,1)(2,1,2)[12] 
-## Box Cox transformation: lambda= 0.3024523 
+## Box Cox transformation: lambda= 0.04611171 
 ## 
 ## Coefficients:
-##          ar1      ma1     sar1     sar2     sma1     sma2
-##       0.2105  -0.5733  -0.3345  -0.0088  -0.5363  -0.3081
-## s.e.  0.0897   0.0757      NaN      NaN      NaN      NaN
+##          ar1      ma1     sar1     sar2     sma1    sma2
+##       0.2169  -0.5781  -0.3383  -0.0105  -0.5332  -0.312
+## s.e.  0.0910   0.0767      NaN      NaN      NaN     NaN
 ## 
-## sigma^2 estimated as 2.992e-05:  log likelihood=2824.66
-## AIC=-5635.33   AICc=-5635.17   BIC=-5603.16</code></pre>
+## sigma^2 estimated as 2.036e-06:  log likelihood=3932.16
+## AIC=-7850.33   AICc=-7850.17   BIC=-7818.15</code></pre>
 <pre class="r"><code>checkresiduals(fit_minaicc, lag=36)</code></pre>
-<p><img 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" 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" width="672" /></p>
 <pre><code>## 
 ##  Ljung-Box test
 ## 
 ## data:  Residuals from ARIMA(1,1,1)(2,1,2)[12]
-## Q* = 25.374, df = 30, p-value = 0.7067
+## Q* = 30.041, df = 30, p-value = 0.4636
 ## 
 ## Model df: 6.   Total lags used: 36</code></pre>
 <pre class="r"><code>fit_minaicc$aicc</code></pre>
-<pre><code>## [1] -5635.174</code></pre>
+<pre><code>## [1] -7850.174</code></pre>
 <p>Les graphiques précédents montre que le résidu ressemble suffisamment au bruit blanc, que la valeur p est élevée et que le modèle a passé le test de la Ljong-Box.</p>
-<pre class="r"><code>autoplot(forecast(fit_minaicc, h=200))</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
+</div>
+<div id="extrapolation-jusquà-2025" class="section level4">
+<h4>Extrapolation jusqu’à 2025</h4>
+<p>Les prévisions ci-dessous (aussi représentées sur le graphique 4) permet de visualiser les prévisions de teneur en CO2 jusqu’en 2025, en utilisant le modèle ARIMA estimé précédemment. Ainsi, la valeur prédite par le modèle est 428.3680 pour le mois d’avril 2025, avec un intervalle de confiance [423.5816, 433.2060].</p>
+<pre class="r"><code>forecast(fit_minaicc, h=60)</code></pre>
+<pre><code>##          Point Forecast    Lo 80    Hi 80    Lo 95    Hi 95
+## May 2020       417.0723 416.4952 417.6501 416.1900 417.9563
+## Jun 2020       416.3214 415.6379 417.0060 415.2765 417.3689
+## Jul 2020       414.4725 413.7199 415.2265 413.3220 415.6262
+## Aug 2020       412.3290 411.5184 413.1411 411.0899 413.5716
+## Sep 2020       410.6638 409.8000 411.5292 409.3435 411.9881
+## Oct 2020       410.8612 409.9443 411.7799 409.4598 412.2671
+## Nov 2020       412.6284 411.6578 413.6012 411.1449 414.1170
+## Dec 2020       414.1127 413.0911 415.1368 412.5513 415.6798
+## Jan 2021       415.4457 414.3752 416.5187 413.8096 417.0878
+## Feb 2021       416.2138 415.0976 417.3329 414.5079 417.9264
+## Mar 2021       416.9610 415.8006 418.1245 415.1875 418.7417
+## Apr 2021       418.6402 417.4343 419.8493 416.7974 420.4907
+## May 2021       419.4669 418.1985 420.7390 417.5285 421.4139
+## Jun 2021       418.7110 417.3948 420.0312 416.6997 420.7317
+## Jul 2021       416.8524 415.4954 418.2136 414.7787 418.9359
+## Aug 2021       414.6915 413.2969 416.0906 412.5605 416.8330
+## Sep 2021       413.0196 411.5876 414.4562 410.8315 415.2187
+## Oct 2021       413.2307 411.7566 414.7098 410.9783 415.4948
+## Nov 2021       415.0151 413.4945 416.5411 412.6916 417.3510
+## Dec 2021       416.4950 414.9296 418.0660 414.1032 418.8999
+## Jan 2022       417.8384 416.2296 419.4533 415.3803 420.3105
+## Feb 2022       418.6140 416.9644 420.2698 416.0937 421.1488
+## Mar 2022       419.3644 417.6749 421.0604 416.7832 421.9608
+## Apr 2022       421.0540 419.3217 422.7932 418.4074 423.7166
+## May 2022       421.8933 420.1093 423.6846 419.1678 424.6358
+## Jun 2022       421.1279 419.3046 422.9587 418.3424 423.9310
+## Jul 2022       419.2550 417.3992 421.1187 416.4200 422.1085
+## Aug 2022       417.0878 415.2021 418.9816 414.2072 419.9875
+## Sep 2022       415.4071 413.4907 417.3320 412.4796 418.3544
+## Oct 2022       415.6117 413.6571 417.5751 412.6259 418.6181
+## Nov 2022       417.4045 415.4051 419.4131 414.3504 420.4801
+## Dec 2022       418.8977 416.8553 420.9496 415.7780 422.0398
+## Jan 2023       420.2495 418.1652 422.3438 417.0658 423.4564
+## Feb 2023       421.0278 418.9046 423.1612 417.7848 424.2947
+## Mar 2023       421.7791 419.6178 423.9511 418.4779 425.1052
+## Apr 2023       423.4777 421.2738 425.6925 420.1116 426.8694
+## May 2023       424.3196 422.0647 426.5859 420.8757 427.7903
+## Jun 2023       423.5518 421.2599 425.8556 420.0515 427.0799
+## Jul 2023       421.6700 419.3488 424.0035 418.1250 425.2437
+## Aug 2023       419.4890 417.1413 421.8494 415.9036 423.1040
+## Sep 2023       417.7989 415.4231 420.1878 414.1706 421.4576
+## Oct 2023       418.0071 415.5935 420.4341 414.3212 421.7243
+## Nov 2023       419.8102 417.3504 422.2838 416.0539 423.5988
+## Dec 2023       421.3100 418.8060 423.8282 417.4863 425.1671
+## Jan 2024       422.6689 420.1218 425.2306 418.7794 426.5927
+## Feb 2024       423.4519 420.8654 426.0535 419.5023 427.4369
+## Mar 2024       424.2085 421.5830 426.8495 420.1994 428.2540
+## Apr 2024       425.9164 423.2466 428.6023 421.8398 430.0306
+## May 2024       426.7636 424.0436 429.5002 422.6104 430.9557
+## Jun 2024       425.9910 423.2355 428.7636 421.7837 430.2382
+## Jul 2024       424.0984 421.3161 426.8983 419.8503 428.3876
+## Aug 2024       421.9061 419.0998 424.7302 417.6215 426.2325
+## Sep 2024       420.2067 417.3743 423.0575 415.8823 424.5740
+## Oct 2024       420.4153 417.5451 423.3044 416.0333 424.8414
+## Nov 2024       422.2281 419.3100 425.1657 417.7730 426.7286
+## Dec 2024       423.7367 420.7727 426.7206 419.2117 428.3082
+## Jan 2025       425.1031 422.0945 428.1322 420.5101 429.7440
+## Feb 2025       425.8903 422.8412 428.9603 421.2356 430.5940
+## Mar 2025       426.6507 423.5616 429.7613 421.9350 431.4166
+## Apr 2025       428.3680 425.2325 431.5255 423.5816 433.2060</code></pre>
+<pre class="r"><code>autoplot(forecast(fit_minaicc, h=60), title=&quot;Graphique 4: Extrapolation jusqu&#39;en 2025 &quot;) </code></pre>
+<p><img 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" 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