{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "bd462555",
   "metadata": {},
   "source": [
    "# Classifying demographics data using mask based detertminants in the citizen shield project"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e44ca360",
   "metadata": {
    "tags": []
   },
   "source": [
    "#### This script relies on the main following functions:\n",
    "\n",
    "- plot_decision_boundary()\n",
    "- plot_learning_curve()\n",
    "- multi_roc_auc_plot()\n",
    "- optimize_model()\n",
    "- plot_confusion_matrix()\n",
    "- summary_performance_metrics_classification()\n",
    "- CatBoostClassifier()\n",
    "- shap.TreeExplainer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0fecf3de",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "tmp = os.getcwd()\n",
    "os.chdir(tmp.split(\"matti_jms_collabs\")[0] + \"jmspack\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "03fa54e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import shap\n",
    "from jmspack.ml_utils import (\n",
    "                              plot_decision_boundary,\n",
    "                              plot_cv_indices,\n",
    "                              plot_learning_curve,\n",
    "                              dict_of_models,\n",
    "                              multi_roc_auc_plot,\n",
    "                              optimize_model,\n",
    "                              plot_confusion_matrix,\n",
    "                              summary_performance_metrics_classification\n",
    "                          )\n",
    "\n",
    "from jmspack.utils import JmsColors\n",
    "from sklearn.model_selection import (\n",
    "    TimeSeriesSplit,\n",
    "    KFold,\n",
    "    ShuffleSplit,\n",
    "    StratifiedKFold,\n",
    "    GroupShuffleSplit,\n",
    "    GroupKFold,\n",
    "    StratifiedShuffleSplit\n",
    ")\n",
    "\n",
    "from sklearn.model_selection import (\n",
    "    GridSearchCV, \n",
    "                                     RepeatedStratifiedKFold, \n",
    "#                                      cross_val_score, \n",
    "                                     cross_validate, \n",
    "#                                      train_test_split, \n",
    "#                                      KFold\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b3e18f38",
   "metadata": {},
   "outputs": [],
   "source": [
    "# list of potential sklearn models\n",
    "from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "from sklearn.ensemble import GradientBoostingClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.gaussian_process import GaussianProcessClassifier\n",
    "from sklearn.gaussian_process.kernels import RBF\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.tree import DecisionTreeClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "45b39173",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "83661c3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from catboost import CatBoostClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cfa582be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div align='center'><img src='data:image/png;base64,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' /></div><script charset='utf-8'>!function(t){function e(r){if(n[r])return n[r].exports;var i=n[r]={i:r,l:!1,exports:{}};return t[r].call(i.exports,i,i.exports,e),i.l=!0,i.exports}var n={};return e.m=t,e.c=n,e.i=function(t){return t},e.d=function(t,n,r){e.o(t,n)||Object.defineProperty(t,n,{configurable:!1,enumerable:!0,get:r})},e.n=function(t){var n=t&&t.__esModule?function(){return t.default}:function(){return t};return e.d(n,\"a\",n),n},e.o=function(t,e){return Object.prototype.hasOwnProperty.call(t,e)},e.p=\"\",e(e.s=410)}([function(t,e,n){\"use strict\";function r(t,e,n,r,o,a,u,c){if(i(e),!t){var s;if(void 0===e)s=new Error(\"Minified exception occurred; use the non-minified dev environment for the full error message and additional helpful warnings.\");else{var l=[n,r,o,a,u,c],f=0;s=new Error(e.replace(/%s/g,function(){return l[f++]})),s.name=\"Invariant Violation\"}throw s.framesToPop=1,s}}var i=function(t){};t.exports=r},function(t,e,n){\"use strict\";var r=n(8),i=r;t.exports=i},function(t,e,n){\"use strict\";function r(t){for(var e=arguments.length-1,n=\"Minified React error #\"+t+\"; visit http://facebook.github.io/react/docs/error-decoder.html?invariant=\"+t,r=0;r<e;r++)n+=\"&args[]=\"+encodeURIComponent(arguments[r+1]);n+=\" for the full message or use the non-minified dev environment for full errors and additional helpful warnings.\";var i=new Error(n);throw i.name=\"Invariant Violation\",i.framesToPop=1,i}t.exports=r},function(t,e,n){\"use strict\";function r(t){if(null===t||void 0===t)throw new TypeError(\"Object.assign cannot be called with null or undefined\");return Object(t)}function i(){try{if(!Object.assign)return!1;var t=new String(\"abc\");if(t[5]=\"de\",\"5\"===Object.getOwnPropertyNames(t)[0])return!1;for(var e={},n=0;n<10;n++)e[\"_\"+String.fromCharCode(n)]=n;var r=Object.getOwnPropertyNames(e).map(function(t){return e[t]});if(\"0123456789\"!==r.join(\"\"))return!1;var i={};return\"abcdefghijklmnopqrst\".split(\"\").forEach(function(t){i[t]=t}),\"abcdefghijklmnopqrst\"===Object.keys(Object.assign({},i)).join(\"\")}catch(t){return!1}}/*\n",
       "object-assign\n",
       "(c) Sindre Sorhus\n",
       "@license MIT\n",
       "*/\n",
       "var o=Object.getOwnPropertySymbols,a=Object.prototype.hasOwnProperty,u=Object.prototype.propertyIsEnumerable;t.exports=i()?Object.assign:function(t,e){for(var n,i,c=r(t),s=1;s<arguments.length;s++){n=Object(arguments[s]);for(var l in n)a.call(n,l)&&(c[l]=n[l]);if(o){i=o(n);for(var f=0;f<i.length;f++)u.call(n,i[f])&&(c[i[f]]=n[i[f]])}}return c}},function(t,e,n){\"use strict\";function r(t,e){return 1===t.nodeType&&t.getAttribute(d)===String(e)||8===t.nodeType&&t.nodeValue===\" react-text: \"+e+\" \"||8===t.nodeType&&t.nodeValue===\" react-empty: \"+e+\" \"}function i(t){for(var e;e=t._renderedComponent;)t=e;return t}function o(t,e){var n=i(t);n._hostNode=e,e[g]=n}function a(t){var e=t._hostNode;e&&(delete e[g],t._hostNode=null)}function u(t,e){if(!(t._flags&v.hasCachedChildNodes)){var n=t._renderedChildren,a=e.firstChild;t:for(var u in n)if(n.hasOwnProperty(u)){var c=n[u],s=i(c)._domID;if(0!==s){for(;null!==a;a=a.nextSibling)if(r(a,s)){o(c,a);continue t}f(\"32\",s)}}t._flags|=v.hasCachedChildNodes}}function c(t){if(t[g])return t[g];for(var e=[];!t[g];){if(e.push(t),!t.parentNode)return null;t=t.parentNode}for(var n,r;t&&(r=t[g]);t=e.pop())n=r,e.length&&u(r,t);return n}function s(t){var e=c(t);return null!=e&&e._hostNode===t?e:null}function l(t){if(void 0===t._hostNode?f(\"33\"):void 0,t._hostNode)return t._hostNode;for(var e=[];!t._hostNode;)e.push(t),t._hostParent?void 0:f(\"34\"),t=t._hostParent;for(;e.length;t=e.pop())u(t,t._hostNode);return t._hostNode}var f=n(2),p=n(21),h=n(157),d=(n(0),p.ID_ATTRIBUTE_NAME),v=h,g=\"__reactInternalInstance$\"+Math.random().toString(36).slice(2),m={getClosestInstanceFromNode:c,getInstanceFromNode:s,getNodeFromInstance:l,precacheChildNodes:u,precacheNode:o,uncacheNode:a};t.exports=m},function(t,e,n){\"use strict\";function r(t,e,n,a){function u(e){return t(e=new Date(+e)),e}return u.floor=u,u.ceil=function(n){return t(n=new Date(n-1)),e(n,1),t(n),n},u.round=function(t){var e=u(t),n=u.ceil(t);return t-e<n-t?e:n},u.offset=function(t,n){return e(t=new Date(+t),null==n?1:Math.floor(n)),t},u.range=function(n,r,i){var o=[];if(n=u.ceil(n),i=null==i?1:Math.floor(i),!(n<r&&i>0))return o;do o.push(new Date(+n));while(e(n,i),t(n),n<r);return o},u.filter=function(n){return r(function(e){if(e>=e)for(;t(e),!n(e);)e.setTime(e-1)},function(t,r){if(t>=t)for(;--r>=0;)for(;e(t,1),!n(t););})},n&&(u.count=function(e,r){return i.setTime(+e),o.setTime(+r),t(i),t(o),Math.floor(n(i,o))},u.every=function(t){return t=Math.floor(t),isFinite(t)&&t>0?t>1?u.filter(a?function(e){return a(e)%t===0}:function(e){return u.count(0,e)%t===0}):u:null}),u}e.a=r;var i=new Date,o=new Date},function(t,e,n){\"use strict\";var r=!(\"undefined\"==typeof window||!window.document||!window.document.createElement),i={canUseDOM:r,canUseWorkers:\"undefined\"!=typeof Worker,canUseEventListeners:r&&!(!window.addEventListener&&!window.attachEvent),canUseViewport:r&&!!window.screen,isInWorker:!r};t.exports=i},function(t,e,n){\"use strict\";function r(t,e){this._groups=t,this._parents=e}function i(){return new r([[document.documentElement]],D)}var o=n(272),a=n(273),u=n(261),c=n(255),s=n(131),l=n(260),f=n(265),p=n(268),h=n(275),d=n(253),v=n(267),g=n(266),m=n(274),y=n(259),_=n(258),b=n(252),x=n(276),w=n(269),C=n(254),M=n(277),k=n(262),E=n(270),T=n(264),S=n(251),P=n(263),N=n(271),A=n(256),O=n(70),I=n(257);n.d(e,\"c\",function(){return D}),e.b=r;var D=[null];r.prototype=i.prototype={constructor:r,select:o.a,selectAll:a.a,filter:u.a,data:c.a,enter:s.a,exit:l.a,merge:f.a,order:p.a,sort:h.a,call:d.a,nodes:v.a,node:g.a,size:m.a,empty:y.a,each:_.a,attr:b.a,style:x.a,property:w.a,classed:C.a,text:M.a,html:k.a,raise:E.a,lower:T.a,append:S.a,insert:P.a,remove:N.a,datum:A.a,on:O.c,dispatch:I.a},e.a=i},function(t,e,n){\"use strict\";function r(t){return function(){return t}}var i=function(){};i.thatReturns=r,i.thatReturnsFalse=r(!1),i.thatReturnsTrue=r(!0),i.thatReturnsNull=r(null),i.thatReturnsThis=function(){return this},i.thatReturnsArgument=function(t){return t},t.exports=i},function(t,e,n){\"use strict\";var r=null;t.exports={debugTool:r}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(59);n.d(e,\"color\",function(){return r.a}),n.d(e,\"rgb\",function(){return r.b}),n.d(e,\"hsl\",function(){return r.c});var i=n(210);n.d(e,\"lab\",function(){return i.a}),n.d(e,\"hcl\",function(){return i.b});var o=n(209);n.d(e,\"cubehelix\",function(){return o.a})},function(t,e,n){\"use strict\";function r(){T.ReactReconcileTransaction&&x?void 0:l(\"123\")}function i(){this.reinitializeTransaction(),this.dirtyComponentsLength=null,this.callbackQueue=p.getPooled(),this.reconcileTransaction=T.ReactReconcileTransaction.getPooled(!0)}function o(t,e,n,i,o,a){return r(),x.batchedUpdates(t,e,n,i,o,a)}function a(t,e){return t._mountOrder-e._mountOrder}function u(t){var e=t.dirtyComponentsLength;e!==m.length?l(\"124\",e,m.length):void 0,m.sort(a),y++;for(var n=0;n<e;n++){var r=m[n],i=r._pendingCallbacks;r._pendingCallbacks=null;var o;if(d.logTopLevelRenders){var u=r;r._currentElement.type.isReactTopLevelWrapper&&(u=r._renderedComponent),o=\"React update: \"+u.getName(),console.time(o)}if(v.performUpdateIfNecessary(r,t.reconcileTransaction,y),o&&console.timeEnd(o),i)for(var c=0;c<i.length;c++)t.callbackQueue.enqueue(i[c],r.getPublicInstance())}}function c(t){return r(),x.isBatchingUpdates?(m.push(t),void(null==t._updateBatchNumber&&(t._updateBatchNumber=y+1))):void x.batchedUpdates(c,t)}function s(t,e){x.isBatchingUpdates?void 0:l(\"125\"),_.enqueue(t,e),b=!0}var l=n(2),f=n(3),p=n(155),h=n(17),d=n(160),v=n(24),g=n(53),m=(n(0),[]),y=0,_=p.getPooled(),b=!1,x=null,w={initialize:function(){this.dirtyComponentsLength=m.length},close:function(){this.dirtyComponentsLength!==m.length?(m.splice(0,this.dirtyComponentsLength),k()):m.length=0}},C={initialize:function(){this.callbackQueue.reset()},close:function(){this.callbackQueue.notifyAll()}},M=[w,C];f(i.prototype,g,{getTransactionWrappers:function(){return M},destructor:function(){this.dirtyComponentsLength=null,p.release(this.callbackQueue),this.callbackQueue=null,T.ReactReconcileTransaction.release(this.reconcileTransaction),this.reconcileTransaction=null},perform:function(t,e,n){return g.perform.call(this,this.reconcileTransaction.perform,this.reconcileTransaction,t,e,n)}}),h.addPoolingTo(i);var k=function(){for(;m.length||b;){if(m.length){var t=i.getPooled();t.perform(u,null,t),i.release(t)}if(b){b=!1;var e=_;_=p.getPooled(),e.notifyAll(),p.release(e)}}},E={injectReconcileTransaction:function(t){t?void 0:l(\"126\"),T.ReactReconcileTransaction=t},injectBatchingStrategy:function(t){t?void 0:l(\"127\"),\"function\"!=typeof t.batchedUpdates?l(\"128\"):void 0,\"boolean\"!=typeof t.isBatchingUpdates?l(\"129\"):void 0,x=t}},T={ReactReconcileTransaction:null,batchedUpdates:o,enqueueUpdate:c,flushBatchedUpdates:k,injection:E,asap:s};t.exports=T},function(t,e,n){\"use strict\";var r=n(102);n.d(e,\"c\",function(){return r.a});var i=n(18);n.d(e,\"f\",function(){return i.a});var o=n(103);n.d(e,\"d\",function(){return o.a});var a=(n(185),n(104),n(105),n(186),n(197),n(198),n(108),n(188),n(189),n(190),n(191),n(106),n(192),n(193),n(57));n.d(e,\"e\",function(){return a.a});var u=n(107);n.d(e,\"g\",function(){return u.a});var c=(n(194),n(195),n(196),n(109));n.d(e,\"a\",function(){return c.a}),n.d(e,\"b\",function(){return c.b});n(110),n(111),n(199)},function(t,e,n){\"use strict\";n.d(e,\"e\",function(){return r}),n.d(e,\"d\",function(){return i}),n.d(e,\"c\",function(){return o}),n.d(e,\"b\",function(){return a}),n.d(e,\"a\",function(){return u});var r=1e3,i=6e4,o=36e5,a=864e5,u=6048e5},function(t,e,n){\"use strict\";function r(t,e,n,r){this.dispatchConfig=t,this._targetInst=e,this.nativeEvent=n;var i=this.constructor.Interface;for(var o in i)if(i.hasOwnProperty(o)){var u=i[o];u?this[o]=u(n):\"target\"===o?this.target=r:this[o]=n[o]}var c=null!=n.defaultPrevented?n.defaultPrevented:n.returnValue===!1;return c?this.isDefaultPrevented=a.thatReturnsTrue:this.isDefaultPrevented=a.thatReturnsFalse,this.isPropagationStopped=a.thatReturnsFalse,this}var i=n(3),o=n(17),a=n(8),u=(n(1),\"function\"==typeof Proxy,[\"dispatchConfig\",\"_targetInst\",\"nativeEvent\",\"isDefaultPrevented\",\"isPropagationStopped\",\"_dispatchListeners\",\"_dispatchInstances\"]),c={type:null,target:null,currentTarget:a.thatReturnsNull,eventPhase:null,bubbles:null,cancelable:null,timeStamp:function(t){return t.timeStamp||Date.now()},defaultPrevented:null,isTrusted:null};i(r.prototype,{preventDefault:function(){this.defaultPrevented=!0;var t=this.nativeEvent;t&&(t.preventDefault?t.preventDefault():\"unknown\"!=typeof t.returnValue&&(t.returnValue=!1),this.isDefaultPrevented=a.thatReturnsTrue)},stopPropagation:function(){var t=this.nativeEvent;t&&(t.stopPropagation?t.stopPropagation():\"unknown\"!=typeof t.cancelBubble&&(t.cancelBubble=!0),this.isPropagationStopped=a.thatReturnsTrue)},persist:function(){this.isPersistent=a.thatReturnsTrue},isPersistent:a.thatReturnsFalse,destructor:function(){var t=this.constructor.Interface;for(var e in t)this[e]=null;for(var n=0;n<u.length;n++)this[u[n]]=null}}),r.Interface=c,r.augmentClass=function(t,e){var n=this,r=function(){};r.prototype=n.prototype;var a=new r;i(a,t.prototype),t.prototype=a,t.prototype.constructor=t,t.Interface=i({},n.Interface,e),t.augmentClass=n.augmentClass,o.addPoolingTo(t,o.fourArgumentPooler)},o.addPoolingTo(r,o.fourArgumentPooler),t.exports=r},function(t,e,n){\"use strict\";var r={current:null};t.exports=r},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return i}),n.d(e,\"b\",function(){return o});var r=Array.prototype,i=r.map,o=r.slice},function(t,e,n){\"use strict\";var r=n(2),i=(n(0),function(t){var e=this;if(e.instancePool.length){var n=e.instancePool.pop();return e.call(n,t),n}return new e(t)}),o=function(t,e){var n=this;if(n.instancePool.length){var r=n.instancePool.pop();return n.call(r,t,e),r}return new n(t,e)},a=function(t,e,n){var r=this;if(r.instancePool.length){var i=r.instancePool.pop();return r.call(i,t,e,n),i}return new r(t,e,n)},u=function(t,e,n,r){var i=this;if(i.instancePool.length){var o=i.instancePool.pop();return i.call(o,t,e,n,r),o}return new i(t,e,n,r)},c=function(t){var e=this;t instanceof e?void 0:r(\"25\"),t.destructor(),e.instancePool.length<e.poolSize&&e.instancePool.push(t)},s=10,l=i,f=function(t,e){var n=t;return n.instancePool=[],n.getPooled=e||l,n.poolSize||(n.poolSize=s),n.release=c,n},p={addPoolingTo:f,oneArgumentPooler:i,twoArgumentPooler:o,threeArgumentPooler:a,fourArgumentPooler:u};t.exports=p},function(t,e,n){\"use strict\";e.a=function(t,e){return t<e?-1:t>e?1:t>=e?0:NaN}},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";function r(t){if(g){var e=t.node,n=t.children;if(n.length)for(var r=0;r<n.length;r++)m(e,n[r],null);else null!=t.html?f(e,t.html):null!=t.text&&h(e,t.text)}}function i(t,e){t.parentNode.replaceChild(e.node,t),r(e)}function o(t,e){g?t.children.push(e):t.node.appendChild(e.node)}function a(t,e){g?t.html=e:f(t.node,e)}function u(t,e){g?t.text=e:h(t.node,e)}function c(){return this.node.nodeName}function s(t){return{node:t,children:[],html:null,text:null,toString:c}}var l=n(82),f=n(55),p=n(90),h=n(171),d=1,v=11,g=\"undefined\"!=typeof document&&\"number\"==typeof document.documentMode||\"undefined\"!=typeof navigator&&\"string\"==typeof navigator.userAgent&&/\\bEdge\\/\\d/.test(navigator.userAgent),m=p(function(t,e,n){e.node.nodeType===v||e.node.nodeType===d&&\"object\"===e.node.nodeName.toLowerCase()&&(null==e.node.namespaceURI||e.node.namespaceURI===l.html)?(r(e),t.insertBefore(e.node,n)):(t.insertBefore(e.node,n),r(e))});s.insertTreeBefore=m,s.replaceChildWithTree=i,s.queueChild=o,s.queueHTML=a,s.queueText=u,t.exports=s},function(t,e,n){\"use strict\";function r(t,e){return(t&e)===e}var i=n(2),o=(n(0),{MUST_USE_PROPERTY:1,HAS_BOOLEAN_VALUE:4,HAS_NUMERIC_VALUE:8,HAS_POSITIVE_NUMERIC_VALUE:24,HAS_OVERLOADED_BOOLEAN_VALUE:32,injectDOMPropertyConfig:function(t){var e=o,n=t.Properties||{},a=t.DOMAttributeNamespaces||{},c=t.DOMAttributeNames||{},s=t.DOMPropertyNames||{},l=t.DOMMutationMethods||{};t.isCustomAttribute&&u._isCustomAttributeFunctions.push(t.isCustomAttribute);for(var f in n){u.properties.hasOwnProperty(f)?i(\"48\",f):void 0;var p=f.toLowerCase(),h=n[f],d={attributeName:p,attributeNamespace:null,propertyName:f,mutationMethod:null,mustUseProperty:r(h,e.MUST_USE_PROPERTY),hasBooleanValue:r(h,e.HAS_BOOLEAN_VALUE),hasNumericValue:r(h,e.HAS_NUMERIC_VALUE),hasPositiveNumericValue:r(h,e.HAS_POSITIVE_NUMERIC_VALUE),hasOverloadedBooleanValue:r(h,e.HAS_OVERLOADED_BOOLEAN_VALUE)};if(d.hasBooleanValue+d.hasNumericValue+d.hasOverloadedBooleanValue<=1?void 0:i(\"50\",f),c.hasOwnProperty(f)){var v=c[f];d.attributeName=v}a.hasOwnProperty(f)&&(d.attributeNamespace=a[f]),s.hasOwnProperty(f)&&(d.propertyName=s[f]),l.hasOwnProperty(f)&&(d.mutationMethod=l[f]),u.properties[f]=d}}}),a=\":A-Z_a-z\\\\u00C0-\\\\u00D6\\\\u00D8-\\\\u00F6\\\\u00F8-\\\\u02FF\\\\u0370-\\\\u037D\\\\u037F-\\\\u1FFF\\\\u200C-\\\\u200D\\\\u2070-\\\\u218F\\\\u2C00-\\\\u2FEF\\\\u3001-\\\\uD7FF\\\\uF900-\\\\uFDCF\\\\uFDF0-\\\\uFFFD\",u={ID_ATTRIBUTE_NAME:\"data-reactid\",ROOT_ATTRIBUTE_NAME:\"data-reactroot\",ATTRIBUTE_NAME_START_CHAR:a,ATTRIBUTE_NAME_CHAR:a+\"\\\\-.0-9\\\\u00B7\\\\u0300-\\\\u036F\\\\u203F-\\\\u2040\",properties:{},getPossibleStandardName:null,_isCustomAttributeFunctions:[],isCustomAttribute:function(t){for(var e=0;e<u._isCustomAttributeFunctions.length;e++){var n=u._isCustomAttributeFunctions[e];if(n(t))return!0}return!1},injection:o};t.exports=u},function(t,e,n){\"use strict\";function r(t){return\"button\"===t||\"input\"===t||\"select\"===t||\"textarea\"===t}function i(t,e,n){switch(t){case\"onClick\":case\"onClickCapture\":case\"onDoubleClick\":case\"onDoubleClickCapture\":case\"onMouseDown\":case\"onMouseDownCapture\":case\"onMouseMove\":case\"onMouseMoveCapture\":case\"onMouseUp\":case\"onMouseUpCapture\":return!(!n.disabled||!r(e));default:return!1}}var o=n(2),a=n(83),u=n(50),c=n(87),s=n(165),l=n(166),f=(n(0),{}),p=null,h=function(t,e){t&&(u.executeDispatchesInOrder(t,e),t.isPersistent()||t.constructor.release(t))},d=function(t){return h(t,!0)},v=function(t){return h(t,!1)},g=function(t){return\".\"+t._rootNodeID},m={injection:{injectEventPluginOrder:a.injectEventPluginOrder,injectEventPluginsByName:a.injectEventPluginsByName},putListener:function(t,e,n){\"function\"!=typeof n?o(\"94\",e,typeof n):void 0;var r=g(t),i=f[e]||(f[e]={});i[r]=n;var u=a.registrationNameModules[e];u&&u.didPutListener&&u.didPutListener(t,e,n)},getListener:function(t,e){var n=f[e];if(i(e,t._currentElement.type,t._currentElement.props))return null;var r=g(t);return n&&n[r]},deleteListener:function(t,e){var n=a.registrationNameModules[e];n&&n.willDeleteListener&&n.willDeleteListener(t,e);var r=f[e];if(r){var i=g(t);delete r[i]}},deleteAllListeners:function(t){var e=g(t);for(var n in f)if(f.hasOwnProperty(n)&&f[n][e]){var r=a.registrationNameModules[n];r&&r.willDeleteListener&&r.willDeleteListener(t,n),delete f[n][e]}},extractEvents:function(t,e,n,r){for(var i,o=a.plugins,u=0;u<o.length;u++){var c=o[u];if(c){var l=c.extractEvents(t,e,n,r);l&&(i=s(i,l))}}return i},enqueueEvents:function(t){t&&(p=s(p,t))},processEventQueue:function(t){var e=p;p=null,t?l(e,d):l(e,v),p?o(\"95\"):void 0,c.rethrowCaughtError()},__purge:function(){f={}},__getListenerBank:function(){return f}};t.exports=m},function(t,e,n){\"use strict\";function r(t,e,n){var r=e.dispatchConfig.phasedRegistrationNames[n];return m(t,r)}function i(t,e,n){var i=r(t,n,e);i&&(n._dispatchListeners=v(n._dispatchListeners,i),n._dispatchInstances=v(n._dispatchInstances,t))}function o(t){t&&t.dispatchConfig.phasedRegistrationNames&&d.traverseTwoPhase(t._targetInst,i,t)}function a(t){if(t&&t.dispatchConfig.phasedRegistrationNames){var e=t._targetInst,n=e?d.getParentInstance(e):null;d.traverseTwoPhase(n,i,t)}}function u(t,e,n){if(n&&n.dispatchConfig.registrationName){var r=n.dispatchConfig.registrationName,i=m(t,r);i&&(n._dispatchListeners=v(n._dispatchListeners,i),n._dispatchInstances=v(n._dispatchInstances,t))}}function c(t){t&&t.dispatchConfig.registrationName&&u(t._targetInst,null,t)}function s(t){g(t,o)}function l(t){g(t,a)}function f(t,e,n,r){d.traverseEnterLeave(n,r,u,t,e)}function p(t){g(t,c)}var h=n(22),d=n(50),v=n(165),g=n(166),m=(n(1),h.getListener),y={accumulateTwoPhaseDispatches:s,accumulateTwoPhaseDispatchesSkipTarget:l,accumulateDirectDispatches:p,accumulateEnterLeaveDispatches:f};t.exports=y},function(t,e,n){\"use strict\";function r(){i.attachRefs(this,this._currentElement)}var i=n(368),o=(n(9),n(1),{mountComponent:function(t,e,n,i,o,a){var u=t.mountComponent(e,n,i,o,a);return t._currentElement&&null!=t._currentElement.ref&&e.getReactMountReady().enqueue(r,t),u},getHostNode:function(t){return t.getHostNode()},unmountComponent:function(t,e){i.detachRefs(t,t._currentElement),t.unmountComponent(e)},receiveComponent:function(t,e,n,o){var a=t._currentElement;if(e!==a||o!==t._context){var u=i.shouldUpdateRefs(a,e);u&&i.detachRefs(t,a),t.receiveComponent(e,n,o),u&&t._currentElement&&null!=t._currentElement.ref&&n.getReactMountReady().enqueue(r,t)}},performUpdateIfNecessary:function(t,e,n){t._updateBatchNumber===n&&t.performUpdateIfNecessary(e)}});t.exports=o},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o=n(93),a={view:function(t){if(t.view)return t.view;var e=o(t);if(e.window===e)return e;var n=e.ownerDocument;return n?n.defaultView||n.parentWindow:window},detail:function(t){return t.detail||0}};i.augmentClass(r,a),t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(401),o=n(97),a=n(406),u=n(402),c=n(403),s=n(27),l=n(404),f=n(407),p=n(408),h=(n(1),s.createElement),d=s.createFactory,v=s.cloneElement,g=r,m={Children:{map:i.map,forEach:i.forEach,count:i.count,toArray:i.toArray,only:p},Component:o,PureComponent:a,createElement:h,cloneElement:v,isValidElement:s.isValidElement,PropTypes:l,createClass:u.createClass,createFactory:d,createMixin:function(t){return t},DOM:c,version:f,__spread:g};t.exports=m},function(t,e,n){\"use strict\";function r(t){return void 0!==t.ref}function i(t){return void 0!==t.key}var o=n(3),a=n(15),u=(n(1),n(176),Object.prototype.hasOwnProperty),c=n(174),s={key:!0,ref:!0,__self:!0,__source:!0},l=function(t,e,n,r,i,o,a){var u={$$typeof:c,type:t,key:e,ref:n,props:a,_owner:o};return u};l.createElement=function(t,e,n){var o,c={},f=null,p=null,h=null,d=null;if(null!=e){r(e)&&(p=e.ref),i(e)&&(f=\"\"+e.key),h=void 0===e.__self?null:e.__self,d=void 0===e.__source?null:e.__source;for(o in e)u.call(e,o)&&!s.hasOwnProperty(o)&&(c[o]=e[o])}var v=arguments.length-2;if(1===v)c.children=n;else if(v>1){for(var g=Array(v),m=0;m<v;m++)g[m]=arguments[m+2];c.children=g}if(t&&t.defaultProps){var y=t.defaultProps;for(o in y)void 0===c[o]&&(c[o]=y[o])}return l(t,f,p,h,d,a.current,c)},l.createFactory=function(t){var e=l.createElement.bind(null,t);return e.type=t,e},l.cloneAndReplaceKey=function(t,e){var n=l(t.type,e,t.ref,t._self,t._source,t._owner,t.props);return n},l.cloneElement=function(t,e,n){var c,f=o({},t.props),p=t.key,h=t.ref,d=t._self,v=t._source,g=t._owner;if(null!=e){r(e)&&(h=e.ref,g=a.current),i(e)&&(p=\"\"+e.key);var m;t.type&&t.type.defaultProps&&(m=t.type.defaultProps);for(c in e)u.call(e,c)&&!s.hasOwnProperty(c)&&(void 0===e[c]&&void 0!==m?f[c]=m[c]:f[c]=e[c])}var y=arguments.length-2;if(1===y)f.children=n;else if(y>1){for(var _=Array(y),b=0;b<y;b++)_[b]=arguments[b+2];f.children=_}return l(t.type,p,h,d,v,g,f)},l.isValidElement=function(t){return\"object\"==typeof t&&null!==t&&t.$$typeof===c},t.exports=l},function(t,e,n){\"use strict\";function r(t){for(var e=arguments.length-1,n=\"Minified React error #\"+t+\"; visit http://facebook.github.io/react/docs/error-decoder.html?invariant=\"+t,r=0;r<e;r++)n+=\"&args[]=\"+encodeURIComponent(arguments[r+1]);n+=\" for the full message or use the non-minified dev environment for full errors and additional helpful warnings.\";var i=new Error(n);throw i.name=\"Invariant Violation\",i.framesToPop=1,i}t.exports=r},function(t,e,n){\"use strict\";e.a=function(t){return null===t?NaN:+t}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(211);n.d(e,\"formatDefaultLocale\",function(){return r.a}),n.d(e,\"format\",function(){return r.b}),n.d(e,\"formatPrefix\",function(){return r.c});var i=n(117);n.d(e,\"formatLocale\",function(){return i.a});var o=n(115);n.d(e,\"formatSpecifier\",function(){return o.a});var a=n(215);n.d(e,\"precisionFixed\",function(){return a.a});var u=n(216);n.d(e,\"precisionPrefix\",function(){return u.a});var c=n(217);n.d(e,\"precisionRound\",function(){return c.a})},function(t,e,n){\"use strict\";var r=n(63);n.d(e,\"b\",function(){return r.a});var i=(n(118),n(62),n(119),n(121),n(43));n.d(e,\"a\",function(){return i.a});var o=(n(122),n(223));n.d(e,\"c\",function(){return o.a});var a=(n(124),n(225),n(227),n(123),n(220),n(221),n(219),n(218));n.d(e,\"d\",function(){return a.a});n(222)},function(t,e,n){\"use strict\";function r(t,e){return function(n){return t+n*e}}function i(t,e,n){return t=Math.pow(t,n),e=Math.pow(e,n)-t,n=1/n,function(r){return Math.pow(t+r*e,n)}}function o(t,e){var i=e-t;return i?r(t,i>180||i<-180?i-360*Math.round(i/360):i):n.i(c.a)(isNaN(t)?e:t)}function a(t){return 1===(t=+t)?u:function(e,r){return r-e?i(e,r,t):n.i(c.a)(isNaN(e)?r:e)}}function u(t,e){var i=e-t;return i?r(t,i):n.i(c.a)(isNaN(t)?e:t)}var c=n(120);e.b=o,e.c=a,e.a=u},function(t,e,n){\"use strict\";e.a=function(t){return t.match(/.{6}/g).map(function(t){return\"#\"+t})}},function(t,e,n){\"use strict\";function r(t){var e=t.domain;return t.ticks=function(t){var r=e();return n.i(o.a)(r[0],r[r.length-1],null==t?10:t)},t.tickFormat=function(t,r){return n.i(c.a)(e(),t,r)},t.nice=function(r){var i=e(),a=i.length-1,u=null==r?10:r,c=i[0],s=i[a],l=n.i(o.b)(c,s,u);return l&&(l=n.i(o.b)(Math.floor(c/l)*l,Math.ceil(s/l)*l,u),i[0]=Math.floor(c/l)*l,i[a]=Math.ceil(s/l)*l,e(i)),t},t}function i(){var t=n.i(u.a)(u.b,a.a);return t.copy=function(){return n.i(u.c)(t,i())},r(t)}var o=n(12),a=n(31),u=n(45),c=n(243);e.b=r,e.a=i},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return r}),n.d(e,\"b\",function(){return i}),n.d(e,\"d\",function(){return o}),n.d(e,\"c\",function(){return a});var r=1e-12,i=Math.PI,o=i/2,a=2*i},function(t,e,n){\"use strict\";e.a=function(t,e){if((r=t.length)>1)for(var n,r,i=1,o=t[e[0]],a=o.length;i<r;++i){n=o,o=t[e[i]];for(var u=0;u<a;++u)o[u][1]+=o[u][0]=isNaN(n[u][1])?n[u][0]:n[u][1]}}},function(t,e,n){\"use strict\";e.a=function(t){for(var e=t.length,n=new Array(e);--e>=0;)n[e]=e;return n}},function(t,e,n){\"use strict\";var r={};t.exports=r},function(t,e,n){(function(t,r){var i;(function(){function o(t,e){return t.set(e[0],e[1]),t}function a(t,e){return t.add(e),t}function u(t,e,n){switch(n.length){case 0:return t.call(e);case 1:return t.call(e,n[0]);case 2:return t.call(e,n[0],n[1]);case 3:return t.call(e,n[0],n[1],n[2])}return t.apply(e,n)}function c(t,e,n,r){for(var i=-1,o=null==t?0:t.length;++i<o;){var a=t[i];e(r,a,n(a),t)}return r}function s(t,e){for(var n=-1,r=null==t?0:t.length;++n<r&&e(t[n],n,t)!==!1;);return t}function l(t,e){for(var n=null==t?0:t.length;n--&&e(t[n],n,t)!==!1;);return t}function f(t,e){for(var n=-1,r=null==t?0:t.length;++n<r;)if(!e(t[n],n,t))return!1;return!0}function p(t,e){for(var n=-1,r=null==t?0:t.length,i=0,o=[];++n<r;){var a=t[n];e(a,n,t)&&(o[i++]=a)}return o}function h(t,e){var n=null==t?0:t.length;return!!n&&M(t,e,0)>-1}function d(t,e,n){for(var r=-1,i=null==t?0:t.length;++r<i;)if(n(e,t[r]))return!0;return!1}function v(t,e){for(var n=-1,r=null==t?0:t.length,i=Array(r);++n<r;)i[n]=e(t[n],n,t);return i}function g(t,e){for(var n=-1,r=e.length,i=t.length;++n<r;)t[i+n]=e[n];return t}function m(t,e,n,r){var i=-1,o=null==t?0:t.length;for(r&&o&&(n=t[++i]);++i<o;)n=e(n,t[i],i,t);return n}function y(t,e,n,r){var i=null==t?0:t.length;for(r&&i&&(n=t[--i]);i--;)n=e(n,t[i],i,t);return n}function _(t,e){for(var n=-1,r=null==t?0:t.length;++n<r;)if(e(t[n],n,t))return!0;return!1}function b(t){return t.split(\"\")}function x(t){return t.match(ze)||[]}function w(t,e,n){var r;return n(t,function(t,n,i){if(e(t,n,i))return r=n,!1}),r}function C(t,e,n,r){for(var i=t.length,o=n+(r?1:-1);r?o--:++o<i;)if(e(t[o],o,t))return o;return-1}function M(t,e,n){return e===e?Z(t,e,n):C(t,E,n)}function k(t,e,n,r){for(var i=n-1,o=t.length;++i<o;)if(r(t[i],e))return i;return-1}function E(t){return t!==t}function T(t,e){var n=null==t?0:t.length;return n?O(t,e)/n:Ut}function S(t){return function(e){return null==e?it:e[t]}}function P(t){return function(e){return null==t?it:t[e]}}function N(t,e,n,r,i){return i(t,function(t,i,o){n=r?(r=!1,t):e(n,t,i,o)}),n}function A(t,e){var n=t.length;for(t.sort(e);n--;)t[n]=t[n].value;return t}function O(t,e){for(var n,r=-1,i=t.length;++r<i;){var o=e(t[r]);o!==it&&(n=n===it?o:n+o)}return n}function I(t,e){for(var n=-1,r=Array(t);++n<t;)r[n]=e(n);return r}function D(t,e){return v(e,function(e){return[e,t[e]]})}function R(t){return function(e){return t(e)}}function L(t,e){return v(e,function(e){return t[e]})}function U(t,e){return t.has(e)}function F(t,e){for(var n=-1,r=t.length;++n<r&&M(e,t[n],0)>-1;);return n}function j(t,e){for(var n=t.length;n--&&M(e,t[n],0)>-1;);return n}function B(t,e){for(var n=t.length,r=0;n--;)t[n]===e&&++r;return r}function W(t){return\"\\\\\"+nr[t]}function V(t,e){return null==t?it:t[e]}function z(t){return Kn.test(t)}function H(t){return Gn.test(t)}function q(t){for(var e,n=[];!(e=t.next()).done;)n.push(e.value);return n}function Y(t){var e=-1,n=Array(t.size);return t.forEach(function(t,r){n[++e]=[r,t]}),n}function K(t,e){return function(n){return t(e(n))}}function G(t,e){for(var n=-1,r=t.length,i=0,o=[];++n<r;){var a=t[n];a!==e&&a!==ft||(t[n]=ft,o[i++]=n)}return o}function $(t){var e=-1,n=Array(t.size);return t.forEach(function(t){n[++e]=t}),n}function X(t){var e=-1,n=Array(t.size);return t.forEach(function(t){n[++e]=[t,t]}),n}function Z(t,e,n){for(var r=n-1,i=t.length;++r<i;)if(t[r]===e)return r;return-1}function Q(t,e,n){for(var r=n+1;r--;)if(t[r]===e)return r;return r}function J(t){return z(t)?et(t):_r(t)}function tt(t){return z(t)?nt(t):b(t)}function et(t){for(var e=qn.lastIndex=0;qn.test(t);)++e;return e}function nt(t){return t.match(qn)||[]}function rt(t){return t.match(Yn)||[]}var it,ot=\"4.17.4\",at=200,ut=\"Unsupported core-js use. Try https://npms.io/search?q=ponyfill.\",ct=\"Expected a function\",st=\"__lodash_hash_undefined__\",lt=500,ft=\"__lodash_placeholder__\",pt=1,ht=2,dt=4,vt=1,gt=2,mt=1,yt=2,_t=4,bt=8,xt=16,wt=32,Ct=64,Mt=128,kt=256,Et=512,Tt=30,St=\"...\",Pt=800,Nt=16,At=1,Ot=2,It=3,Dt=1/0,Rt=9007199254740991,Lt=1.7976931348623157e308,Ut=NaN,Ft=4294967295,jt=Ft-1,Bt=Ft>>>1,Wt=[[\"ary\",Mt],[\"bind\",mt],[\"bindKey\",yt],[\"curry\",bt],[\"curryRight\",xt],[\"flip\",Et],[\"partial\",wt],[\"partialRight\",Ct],[\"rearg\",kt]],Vt=\"[object Arguments]\",zt=\"[object Array]\",Ht=\"[object AsyncFunction]\",qt=\"[object Boolean]\",Yt=\"[object Date]\",Kt=\"[object DOMException]\",Gt=\"[object Error]\",$t=\"[object Function]\",Xt=\"[object GeneratorFunction]\",Zt=\"[object Map]\",Qt=\"[object Number]\",Jt=\"[object Null]\",te=\"[object Object]\",ee=\"[object Promise]\",ne=\"[object Proxy]\",re=\"[object RegExp]\",ie=\"[object Set]\",oe=\"[object String]\",ae=\"[object Symbol]\",ue=\"[object Undefined]\",ce=\"[object WeakMap]\",se=\"[object WeakSet]\",le=\"[object ArrayBuffer]\",fe=\"[object DataView]\",pe=\"[object Float32Array]\",he=\"[object Float64Array]\",de=\"[object Int8Array]\",ve=\"[object Int16Array]\",ge=\"[object Int32Array]\",me=\"[object Uint8Array]\",ye=\"[object Uint8ClampedArray]\",_e=\"[object Uint16Array]\",be=\"[object Uint32Array]\",xe=/\\b__p \\+= '';/g,we=/\\b(__p \\+=) '' \\+/g,Ce=/(__e\\(.*?\\)|\\b__t\\)) \\+\\n'';/g,Me=/&(?:amp|lt|gt|quot|#39);/g,ke=/[&<>\"']/g,Ee=RegExp(Me.source),Te=RegExp(ke.source),Se=/<%-([\\s\\S]+?)%>/g,Pe=/<%([\\s\\S]+?)%>/g,Ne=/<%=([\\s\\S]+?)%>/g,Ae=/\\.|\\[(?:[^[\\]]*|([\"'])(?:(?!\\1)[^\\\\]|\\\\.)*?\\1)\\]/,Oe=/^\\w*$/,Ie=/^\\./,De=/[^.[\\]]+|\\[(?:(-?\\d+(?:\\.\\d+)?)|([\"'])((?:(?!\\2)[^\\\\]|\\\\.)*?)\\2)\\]|(?=(?:\\.|\\[\\])(?:\\.|\\[\\]|$))/g,Re=/[\\\\^$.*+?()[\\]{}|]/g,Le=RegExp(Re.source),Ue=/^\\s+|\\s+$/g,Fe=/^\\s+/,je=/\\s+$/,Be=/\\{(?:\\n\\/\\* \\[wrapped with .+\\] \\*\\/)?\\n?/,We=/\\{\\n\\/\\* \\[wrapped with (.+)\\] \\*/,Ve=/,? & /,ze=/[^\\x00-\\x2f\\x3a-\\x40\\x5b-\\x60\\x7b-\\x7f]+/g,He=/\\\\(\\\\)?/g,qe=/\\$\\{([^\\\\}]*(?:\\\\.[^\\\\}]*)*)\\}/g,Ye=/\\w*$/,Ke=/^[-+]0x[0-9a-f]+$/i,Ge=/^0b[01]+$/i,$e=/^\\[object .+?Constructor\\]$/,Xe=/^0o[0-7]+$/i,Ze=/^(?:0|[1-9]\\d*)$/,Qe=/[\\xc0-\\xd6\\xd8-\\xf6\\xf8-\\xff\\u0100-\\u017f]/g,Je=/($^)/,tn=/['\\n\\r\\u2028\\u2029\\\\]/g,en=\"\\\\ud800-\\\\udfff\",nn=\"\\\\u0300-\\\\u036f\",rn=\"\\\\ufe20-\\\\ufe2f\",on=\"\\\\u20d0-\\\\u20ff\",an=nn+rn+on,un=\"\\\\u2700-\\\\u27bf\",cn=\"a-z\\\\xdf-\\\\xf6\\\\xf8-\\\\xff\",sn=\"\\\\xac\\\\xb1\\\\xd7\\\\xf7\",ln=\"\\\\x00-\\\\x2f\\\\x3a-\\\\x40\\\\x5b-\\\\x60\\\\x7b-\\\\xbf\",fn=\"\\\\u2000-\\\\u206f\",pn=\" \\\\t\\\\x0b\\\\f\\\\xa0\\\\ufeff\\\\n\\\\r\\\\u2028\\\\u2029\\\\u1680\\\\u180e\\\\u2000\\\\u2001\\\\u2002\\\\u2003\\\\u2004\\\\u2005\\\\u2006\\\\u2007\\\\u2008\\\\u2009\\\\u200a\\\\u202f\\\\u205f\\\\u3000\",hn=\"A-Z\\\\xc0-\\\\xd6\\\\xd8-\\\\xde\",dn=\"\\\\ufe0e\\\\ufe0f\",vn=sn+ln+fn+pn,gn=\"['’]\",mn=\"[\"+en+\"]\",yn=\"[\"+vn+\"]\",_n=\"[\"+an+\"]\",bn=\"\\\\d+\",xn=\"[\"+un+\"]\",wn=\"[\"+cn+\"]\",Cn=\"[^\"+en+vn+bn+un+cn+hn+\"]\",Mn=\"\\\\ud83c[\\\\udffb-\\\\udfff]\",kn=\"(?:\"+_n+\"|\"+Mn+\")\",En=\"[^\"+en+\"]\",Tn=\"(?:\\\\ud83c[\\\\udde6-\\\\uddff]){2}\",Sn=\"[\\\\ud800-\\\\udbff][\\\\udc00-\\\\udfff]\",Pn=\"[\"+hn+\"]\",Nn=\"\\\\u200d\",An=\"(?:\"+wn+\"|\"+Cn+\")\",On=\"(?:\"+Pn+\"|\"+Cn+\")\",In=\"(?:\"+gn+\"(?:d|ll|m|re|s|t|ve))?\",Dn=\"(?:\"+gn+\"(?:D|LL|M|RE|S|T|VE))?\",Rn=kn+\"?\",Ln=\"[\"+dn+\"]?\",Un=\"(?:\"+Nn+\"(?:\"+[En,Tn,Sn].join(\"|\")+\")\"+Ln+Rn+\")*\",Fn=\"\\\\d*(?:(?:1st|2nd|3rd|(?![123])\\\\dth)\\\\b)\",jn=\"\\\\d*(?:(?:1ST|2ND|3RD|(?![123])\\\\dTH)\\\\b)\",Bn=Ln+Rn+Un,Wn=\"(?:\"+[xn,Tn,Sn].join(\"|\")+\")\"+Bn,Vn=\"(?:\"+[En+_n+\"?\",_n,Tn,Sn,mn].join(\"|\")+\")\",zn=RegExp(gn,\"g\"),Hn=RegExp(_n,\"g\"),qn=RegExp(Mn+\"(?=\"+Mn+\")|\"+Vn+Bn,\"g\"),Yn=RegExp([Pn+\"?\"+wn+\"+\"+In+\"(?=\"+[yn,Pn,\"$\"].join(\"|\")+\")\",On+\"+\"+Dn+\"(?=\"+[yn,Pn+An,\"$\"].join(\"|\")+\")\",Pn+\"?\"+An+\"+\"+In,Pn+\"+\"+Dn,jn,Fn,bn,Wn].join(\"|\"),\"g\"),Kn=RegExp(\"[\"+Nn+en+an+dn+\"]\"),Gn=/[a-z][A-Z]|[A-Z]{2,}[a-z]|[0-9][a-zA-Z]|[a-zA-Z][0-9]|[^a-zA-Z0-9 ]/,$n=[\"Array\",\"Buffer\",\"DataView\",\"Date\",\"Error\",\"Float32Array\",\"Float64Array\",\"Function\",\"Int8Array\",\"Int16Array\",\"Int32Array\",\"Map\",\"Math\",\"Object\",\"Promise\",\"RegExp\",\"Set\",\"String\",\"Symbol\",\"TypeError\",\"Uint8Array\",\"Uint8ClampedArray\",\"Uint16Array\",\"Uint32Array\",\"WeakMap\",\"_\",\"clearTimeout\",\"isFinite\",\"parseInt\",\"setTimeout\"],Xn=-1,Zn={};Zn[pe]=Zn[he]=Zn[de]=Zn[ve]=Zn[ge]=Zn[me]=Zn[ye]=Zn[_e]=Zn[be]=!0,Zn[Vt]=Zn[zt]=Zn[le]=Zn[qt]=Zn[fe]=Zn[Yt]=Zn[Gt]=Zn[$t]=Zn[Zt]=Zn[Qt]=Zn[te]=Zn[re]=Zn[ie]=Zn[oe]=Zn[ce]=!1;var Qn={};Qn[Vt]=Qn[zt]=Qn[le]=Qn[fe]=Qn[qt]=Qn[Yt]=Qn[pe]=Qn[he]=Qn[de]=Qn[ve]=Qn[ge]=Qn[Zt]=Qn[Qt]=Qn[te]=Qn[re]=Qn[ie]=Qn[oe]=Qn[ae]=Qn[me]=Qn[ye]=Qn[_e]=Qn[be]=!0,Qn[Gt]=Qn[$t]=Qn[ce]=!1;var Jn={\"À\":\"A\",\"Á\":\"A\",\"Â\":\"A\",\"Ã\":\"A\",\"Ä\":\"A\",\"Å\":\"A\",\"à\":\"a\",\"á\":\"a\",\"â\":\"a\",\"ã\":\"a\",\"ä\":\"a\",\"å\":\"a\",\"Ç\":\"C\",\"ç\":\"c\",\"Ð\":\"D\",\"ð\":\"d\",\"È\":\"E\",\"É\":\"E\",\"Ê\":\"E\",\"Ë\":\"E\",\"è\":\"e\",\"é\":\"e\",\"ê\":\"e\",\"ë\":\"e\",\"Ì\":\"I\",\"Í\":\"I\",\"Î\":\"I\",\"Ï\":\"I\",\"ì\":\"i\",\"í\":\"i\",\"î\":\"i\",\"ï\":\"i\",\"Ñ\":\"N\",\"ñ\":\"n\",\"Ò\":\"O\",\"Ó\":\"O\",\"Ô\":\"O\",\"Õ\":\"O\",\"Ö\":\"O\",\"Ø\":\"O\",\"ò\":\"o\",\"ó\":\"o\",\"ô\":\"o\",\"õ\":\"o\",\"ö\":\"o\",\"ø\":\"o\",\"Ù\":\"U\",\"Ú\":\"U\",\"Û\":\"U\",\"Ü\":\"U\",\"ù\":\"u\",\"ú\":\"u\",\"û\":\"u\",\"ü\":\"u\",\"Ý\":\"Y\",\"ý\":\"y\",\"ÿ\":\"y\",\"Æ\":\"Ae\",\"æ\":\"ae\",\"Þ\":\"Th\",\"þ\":\"th\",\"ß\":\"ss\",\"Ā\":\"A\",\"Ă\":\"A\",\"Ą\":\"A\",\"ā\":\"a\",\"ă\":\"a\",\"ą\":\"a\",\"Ć\":\"C\",\"Ĉ\":\"C\",\"Ċ\":\"C\",\"Č\":\"C\",\"ć\":\"c\",\"ĉ\":\"c\",\"ċ\":\"c\",\"č\":\"c\",\"Ď\":\"D\",\"Đ\":\"D\",\"ď\":\"d\",\"đ\":\"d\",\"Ē\":\"E\",\"Ĕ\":\"E\",\"Ė\":\"E\",\"Ę\":\"E\",\"Ě\":\"E\",\"ē\":\"e\",\"ĕ\":\"e\",\"ė\":\"e\",\"ę\":\"e\",\"ě\":\"e\",\"Ĝ\":\"G\",\"Ğ\":\"G\",\"Ġ\":\"G\",\"Ģ\":\"G\",\"ĝ\":\"g\",\"ğ\":\"g\",\"ġ\":\"g\",\"ģ\":\"g\",\"Ĥ\":\"H\",\"Ħ\":\"H\",\"ĥ\":\"h\",\"ħ\":\"h\",\"Ĩ\":\"I\",\"Ī\":\"I\",\"Ĭ\":\"I\",\"Į\":\"I\",\"İ\":\"I\",\"ĩ\":\"i\",\"ī\":\"i\",\"ĭ\":\"i\",\"į\":\"i\",\"ı\":\"i\",\"Ĵ\":\"J\",\"ĵ\":\"j\",\"Ķ\":\"K\",\"ķ\":\"k\",\"ĸ\":\"k\",\"Ĺ\":\"L\",\"Ļ\":\"L\",\"Ľ\":\"L\",\"Ŀ\":\"L\",\"Ł\":\"L\",\"ĺ\":\"l\",\"ļ\":\"l\",\"ľ\":\"l\",\"ŀ\":\"l\",\"ł\":\"l\",\"Ń\":\"N\",\"Ņ\":\"N\",\"Ň\":\"N\",\"Ŋ\":\"N\",\"ń\":\"n\",\"ņ\":\"n\",\"ň\":\"n\",\"ŋ\":\"n\",\"Ō\":\"O\",\"Ŏ\":\"O\",\"Ő\":\"O\",\"ō\":\"o\",\"ŏ\":\"o\",\"ő\":\"o\",\"Ŕ\":\"R\",\"Ŗ\":\"R\",\"Ř\":\"R\",\"ŕ\":\"r\",\"ŗ\":\"r\",\"ř\":\"r\",\"Ś\":\"S\",\"Ŝ\":\"S\",\"Ş\":\"S\",\"Š\":\"S\",\"ś\":\"s\",\"ŝ\":\"s\",\"ş\":\"s\",\"š\":\"s\",\"Ţ\":\"T\",\"Ť\":\"T\",\"Ŧ\":\"T\",\"ţ\":\"t\",\"ť\":\"t\",\"ŧ\":\"t\",\"Ũ\":\"U\",\"Ū\":\"U\",\"Ŭ\":\"U\",\"Ů\":\"U\",\"Ű\":\"U\",\"Ų\":\"U\",\"ũ\":\"u\",\"ū\":\"u\",\"ŭ\":\"u\",\"ů\":\"u\",\"ű\":\"u\",\"ų\":\"u\",\"Ŵ\":\"W\",\"ŵ\":\"w\",\"Ŷ\":\"Y\",\"ŷ\":\"y\",\"Ÿ\":\"Y\",\"Ź\":\"Z\",\"Ż\":\"Z\",\"Ž\":\"Z\",\"ź\":\"z\",\"ż\":\"z\",\"ž\":\"z\",\"IJ\":\"IJ\",\n",
       "\"ij\":\"ij\",\"Œ\":\"Oe\",\"œ\":\"oe\",\"ʼn\":\"'n\",\"ſ\":\"s\"},tr={\"&\":\"&amp;\",\"<\":\"&lt;\",\">\":\"&gt;\",'\"':\"&quot;\",\"'\":\"&#39;\"},er={\"&amp;\":\"&\",\"&lt;\":\"<\",\"&gt;\":\">\",\"&quot;\":'\"',\"&#39;\":\"'\"},nr={\"\\\\\":\"\\\\\",\"'\":\"'\",\"\\n\":\"n\",\"\\r\":\"r\",\"\\u2028\":\"u2028\",\"\\u2029\":\"u2029\"},rr=parseFloat,ir=parseInt,or=\"object\"==typeof t&&t&&t.Object===Object&&t,ar=\"object\"==typeof self&&self&&self.Object===Object&&self,ur=or||ar||Function(\"return this\")(),cr=\"object\"==typeof e&&e&&!e.nodeType&&e,sr=cr&&\"object\"==typeof r&&r&&!r.nodeType&&r,lr=sr&&sr.exports===cr,fr=lr&&or.process,pr=function(){try{return fr&&fr.binding&&fr.binding(\"util\")}catch(t){}}(),hr=pr&&pr.isArrayBuffer,dr=pr&&pr.isDate,vr=pr&&pr.isMap,gr=pr&&pr.isRegExp,mr=pr&&pr.isSet,yr=pr&&pr.isTypedArray,_r=S(\"length\"),br=P(Jn),xr=P(tr),wr=P(er),Cr=function t(e){function n(t){if(sc(t)&&!xp(t)&&!(t instanceof b)){if(t instanceof i)return t;if(bl.call(t,\"__wrapped__\"))return aa(t)}return new i(t)}function r(){}function i(t,e){this.__wrapped__=t,this.__actions__=[],this.__chain__=!!e,this.__index__=0,this.__values__=it}function b(t){this.__wrapped__=t,this.__actions__=[],this.__dir__=1,this.__filtered__=!1,this.__iteratees__=[],this.__takeCount__=Ft,this.__views__=[]}function P(){var t=new b(this.__wrapped__);return t.__actions__=Bi(this.__actions__),t.__dir__=this.__dir__,t.__filtered__=this.__filtered__,t.__iteratees__=Bi(this.__iteratees__),t.__takeCount__=this.__takeCount__,t.__views__=Bi(this.__views__),t}function Z(){if(this.__filtered__){var t=new b(this);t.__dir__=-1,t.__filtered__=!0}else t=this.clone(),t.__dir__*=-1;return t}function et(){var t=this.__wrapped__.value(),e=this.__dir__,n=xp(t),r=e<0,i=n?t.length:0,o=No(0,i,this.__views__),a=o.start,u=o.end,c=u-a,s=r?u:a-1,l=this.__iteratees__,f=l.length,p=0,h=Xl(c,this.__takeCount__);if(!n||!r&&i==c&&h==c)return xi(t,this.__actions__);var d=[];t:for(;c--&&p<h;){s+=e;for(var v=-1,g=t[s];++v<f;){var m=l[v],y=m.iteratee,_=m.type,b=y(g);if(_==Ot)g=b;else if(!b){if(_==At)continue t;break t}}d[p++]=g}return d}function nt(t){var e=-1,n=null==t?0:t.length;for(this.clear();++e<n;){var r=t[e];this.set(r[0],r[1])}}function ze(){this.__data__=uf?uf(null):{},this.size=0}function en(t){var e=this.has(t)&&delete this.__data__[t];return this.size-=e?1:0,e}function nn(t){var e=this.__data__;if(uf){var n=e[t];return n===st?it:n}return bl.call(e,t)?e[t]:it}function rn(t){var e=this.__data__;return uf?e[t]!==it:bl.call(e,t)}function on(t,e){var n=this.__data__;return this.size+=this.has(t)?0:1,n[t]=uf&&e===it?st:e,this}function an(t){var e=-1,n=null==t?0:t.length;for(this.clear();++e<n;){var r=t[e];this.set(r[0],r[1])}}function un(){this.__data__=[],this.size=0}function cn(t){var e=this.__data__,n=In(e,t);if(n<0)return!1;var r=e.length-1;return n==r?e.pop():Dl.call(e,n,1),--this.size,!0}function sn(t){var e=this.__data__,n=In(e,t);return n<0?it:e[n][1]}function ln(t){return In(this.__data__,t)>-1}function fn(t,e){var n=this.__data__,r=In(n,t);return r<0?(++this.size,n.push([t,e])):n[r][1]=e,this}function pn(t){var e=-1,n=null==t?0:t.length;for(this.clear();++e<n;){var r=t[e];this.set(r[0],r[1])}}function hn(){this.size=0,this.__data__={hash:new nt,map:new(nf||an),string:new nt}}function dn(t){var e=Eo(this,t).delete(t);return this.size-=e?1:0,e}function vn(t){return Eo(this,t).get(t)}function gn(t){return Eo(this,t).has(t)}function mn(t,e){var n=Eo(this,t),r=n.size;return n.set(t,e),this.size+=n.size==r?0:1,this}function yn(t){var e=-1,n=null==t?0:t.length;for(this.__data__=new pn;++e<n;)this.add(t[e])}function _n(t){return this.__data__.set(t,st),this}function bn(t){return this.__data__.has(t)}function xn(t){var e=this.__data__=new an(t);this.size=e.size}function wn(){this.__data__=new an,this.size=0}function Cn(t){var e=this.__data__,n=e.delete(t);return this.size=e.size,n}function Mn(t){return this.__data__.get(t)}function kn(t){return this.__data__.has(t)}function En(t,e){var n=this.__data__;if(n instanceof an){var r=n.__data__;if(!nf||r.length<at-1)return r.push([t,e]),this.size=++n.size,this;n=this.__data__=new pn(r)}return n.set(t,e),this.size=n.size,this}function Tn(t,e){var n=xp(t),r=!n&&bp(t),i=!n&&!r&&Cp(t),o=!n&&!r&&!i&&Sp(t),a=n||r||i||o,u=a?I(t.length,hl):[],c=u.length;for(var s in t)!e&&!bl.call(t,s)||a&&(\"length\"==s||i&&(\"offset\"==s||\"parent\"==s)||o&&(\"buffer\"==s||\"byteLength\"==s||\"byteOffset\"==s)||Fo(s,c))||u.push(s);return u}function Sn(t){var e=t.length;return e?t[ni(0,e-1)]:it}function Pn(t,e){return na(Bi(t),jn(e,0,t.length))}function Nn(t){return na(Bi(t))}function An(t,e,n){(n===it||$u(t[e],n))&&(n!==it||e in t)||Un(t,e,n)}function On(t,e,n){var r=t[e];bl.call(t,e)&&$u(r,n)&&(n!==it||e in t)||Un(t,e,n)}function In(t,e){for(var n=t.length;n--;)if($u(t[n][0],e))return n;return-1}function Dn(t,e,n,r){return _f(t,function(t,i,o){e(r,t,n(t),o)}),r}function Rn(t,e){return t&&Wi(e,Hc(e),t)}function Ln(t,e){return t&&Wi(e,qc(e),t)}function Un(t,e,n){\"__proto__\"==e&&Fl?Fl(t,e,{configurable:!0,enumerable:!0,value:n,writable:!0}):t[e]=n}function Fn(t,e){for(var n=-1,r=e.length,i=al(r),o=null==t;++n<r;)i[n]=o?it:Wc(t,e[n]);return i}function jn(t,e,n){return t===t&&(n!==it&&(t=t<=n?t:n),e!==it&&(t=t>=e?t:e)),t}function Bn(t,e,n,r,i,o){var a,u=e&pt,c=e&ht,l=e&dt;if(n&&(a=i?n(t,r,i,o):n(t)),a!==it)return a;if(!cc(t))return t;var f=xp(t);if(f){if(a=Io(t),!u)return Bi(t,a)}else{var p=Af(t),h=p==$t||p==Xt;if(Cp(t))return Si(t,u);if(p==te||p==Vt||h&&!i){if(a=c||h?{}:Do(t),!u)return c?zi(t,Ln(a,t)):Vi(t,Rn(a,t))}else{if(!Qn[p])return i?t:{};a=Ro(t,p,Bn,u)}}o||(o=new xn);var d=o.get(t);if(d)return d;o.set(t,a);var v=l?c?wo:xo:c?qc:Hc,g=f?it:v(t);return s(g||t,function(r,i){g&&(i=r,r=t[i]),On(a,i,Bn(r,e,n,i,t,o))}),a}function Wn(t){var e=Hc(t);return function(n){return Vn(n,t,e)}}function Vn(t,e,n){var r=n.length;if(null==t)return!r;for(t=fl(t);r--;){var i=n[r],o=e[i],a=t[i];if(a===it&&!(i in t)||!o(a))return!1}return!0}function qn(t,e,n){if(\"function\"!=typeof t)throw new dl(ct);return Df(function(){t.apply(it,n)},e)}function Yn(t,e,n,r){var i=-1,o=h,a=!0,u=t.length,c=[],s=e.length;if(!u)return c;n&&(e=v(e,R(n))),r?(o=d,a=!1):e.length>=at&&(o=U,a=!1,e=new yn(e));t:for(;++i<u;){var l=t[i],f=null==n?l:n(l);if(l=r||0!==l?l:0,a&&f===f){for(var p=s;p--;)if(e[p]===f)continue t;c.push(l)}else o(e,f,r)||c.push(l)}return c}function Kn(t,e){var n=!0;return _f(t,function(t,r,i){return n=!!e(t,r,i)}),n}function Gn(t,e,n){for(var r=-1,i=t.length;++r<i;){var o=t[r],a=e(o);if(null!=a&&(u===it?a===a&&!bc(a):n(a,u)))var u=a,c=o}return c}function Jn(t,e,n,r){var i=t.length;for(n=Ec(n),n<0&&(n=-n>i?0:i+n),r=r===it||r>i?i:Ec(r),r<0&&(r+=i),r=n>r?0:Tc(r);n<r;)t[n++]=e;return t}function tr(t,e){var n=[];return _f(t,function(t,r,i){e(t,r,i)&&n.push(t)}),n}function er(t,e,n,r,i){var o=-1,a=t.length;for(n||(n=Uo),i||(i=[]);++o<a;){var u=t[o];e>0&&n(u)?e>1?er(u,e-1,n,r,i):g(i,u):r||(i[i.length]=u)}return i}function nr(t,e){return t&&xf(t,e,Hc)}function or(t,e){return t&&wf(t,e,Hc)}function ar(t,e){return p(e,function(e){return oc(t[e])})}function cr(t,e){e=Ei(e,t);for(var n=0,r=e.length;null!=t&&n<r;)t=t[ra(e[n++])];return n&&n==r?t:it}function sr(t,e,n){var r=e(t);return xp(t)?r:g(r,n(t))}function fr(t){return null==t?t===it?ue:Jt:Ul&&Ul in fl(t)?Po(t):Xo(t)}function pr(t,e){return t>e}function _r(t,e){return null!=t&&bl.call(t,e)}function Cr(t,e){return null!=t&&e in fl(t)}function kr(t,e,n){return t>=Xl(e,n)&&t<$l(e,n)}function Er(t,e,n){for(var r=n?d:h,i=t[0].length,o=t.length,a=o,u=al(o),c=1/0,s=[];a--;){var l=t[a];a&&e&&(l=v(l,R(e))),c=Xl(l.length,c),u[a]=!n&&(e||i>=120&&l.length>=120)?new yn(a&&l):it}l=t[0];var f=-1,p=u[0];t:for(;++f<i&&s.length<c;){var g=l[f],m=e?e(g):g;if(g=n||0!==g?g:0,!(p?U(p,m):r(s,m,n))){for(a=o;--a;){var y=u[a];if(!(y?U(y,m):r(t[a],m,n)))continue t}p&&p.push(m),s.push(g)}}return s}function Tr(t,e,n,r){return nr(t,function(t,i,o){e(r,n(t),i,o)}),r}function Sr(t,e,n){e=Ei(e,t),t=Qo(t,e);var r=null==t?t:t[ra(ka(e))];return null==r?it:u(r,t,n)}function Pr(t){return sc(t)&&fr(t)==Vt}function Nr(t){return sc(t)&&fr(t)==le}function Ar(t){return sc(t)&&fr(t)==Yt}function Or(t,e,n,r,i){return t===e||(null==t||null==e||!sc(t)&&!sc(e)?t!==t&&e!==e:Ir(t,e,n,r,Or,i))}function Ir(t,e,n,r,i,o){var a=xp(t),u=xp(e),c=a?zt:Af(t),s=u?zt:Af(e);c=c==Vt?te:c,s=s==Vt?te:s;var l=c==te,f=s==te,p=c==s;if(p&&Cp(t)){if(!Cp(e))return!1;a=!0,l=!1}if(p&&!l)return o||(o=new xn),a||Sp(t)?mo(t,e,n,r,i,o):yo(t,e,c,n,r,i,o);if(!(n&vt)){var h=l&&bl.call(t,\"__wrapped__\"),d=f&&bl.call(e,\"__wrapped__\");if(h||d){var v=h?t.value():t,g=d?e.value():e;return o||(o=new xn),i(v,g,n,r,o)}}return!!p&&(o||(o=new xn),_o(t,e,n,r,i,o))}function Dr(t){return sc(t)&&Af(t)==Zt}function Rr(t,e,n,r){var i=n.length,o=i,a=!r;if(null==t)return!o;for(t=fl(t);i--;){var u=n[i];if(a&&u[2]?u[1]!==t[u[0]]:!(u[0]in t))return!1}for(;++i<o;){u=n[i];var c=u[0],s=t[c],l=u[1];if(a&&u[2]){if(s===it&&!(c in t))return!1}else{var f=new xn;if(r)var p=r(s,l,c,t,e,f);if(!(p===it?Or(l,s,vt|gt,r,f):p))return!1}}return!0}function Lr(t){if(!cc(t)||zo(t))return!1;var e=oc(t)?El:$e;return e.test(ia(t))}function Ur(t){return sc(t)&&fr(t)==re}function Fr(t){return sc(t)&&Af(t)==ie}function jr(t){return sc(t)&&uc(t.length)&&!!Zn[fr(t)]}function Br(t){return\"function\"==typeof t?t:null==t?Ds:\"object\"==typeof t?xp(t)?Yr(t[0],t[1]):qr(t):Vs(t)}function Wr(t){if(!Ho(t))return Gl(t);var e=[];for(var n in fl(t))bl.call(t,n)&&\"constructor\"!=n&&e.push(n);return e}function Vr(t){if(!cc(t))return $o(t);var e=Ho(t),n=[];for(var r in t)(\"constructor\"!=r||!e&&bl.call(t,r))&&n.push(r);return n}function zr(t,e){return t<e}function Hr(t,e){var n=-1,r=Xu(t)?al(t.length):[];return _f(t,function(t,i,o){r[++n]=e(t,i,o)}),r}function qr(t){var e=To(t);return 1==e.length&&e[0][2]?Yo(e[0][0],e[0][1]):function(n){return n===t||Rr(n,t,e)}}function Yr(t,e){return Bo(t)&&qo(e)?Yo(ra(t),e):function(n){var r=Wc(n,t);return r===it&&r===e?zc(n,t):Or(e,r,vt|gt)}}function Kr(t,e,n,r,i){t!==e&&xf(e,function(o,a){if(cc(o))i||(i=new xn),Gr(t,e,a,n,Kr,r,i);else{var u=r?r(t[a],o,a+\"\",t,e,i):it;u===it&&(u=o),An(t,a,u)}},qc)}function Gr(t,e,n,r,i,o,a){var u=t[n],c=e[n],s=a.get(c);if(s)return void An(t,n,s);var l=o?o(u,c,n+\"\",t,e,a):it,f=l===it;if(f){var p=xp(c),h=!p&&Cp(c),d=!p&&!h&&Sp(c);l=c,p||h||d?xp(u)?l=u:Zu(u)?l=Bi(u):h?(f=!1,l=Si(c,!0)):d?(f=!1,l=Ri(c,!0)):l=[]:mc(c)||bp(c)?(l=u,bp(u)?l=Pc(u):(!cc(u)||r&&oc(u))&&(l=Do(c))):f=!1}f&&(a.set(c,l),i(l,c,r,o,a),a.delete(c)),An(t,n,l)}function $r(t,e){var n=t.length;if(n)return e+=e<0?n:0,Fo(e,n)?t[e]:it}function Xr(t,e,n){var r=-1;e=v(e.length?e:[Ds],R(ko()));var i=Hr(t,function(t,n,i){var o=v(e,function(e){return e(t)});return{criteria:o,index:++r,value:t}});return A(i,function(t,e){return Ui(t,e,n)})}function Zr(t,e){return Qr(t,e,function(e,n){return zc(t,n)})}function Qr(t,e,n){for(var r=-1,i=e.length,o={};++r<i;){var a=e[r],u=cr(t,a);n(u,a)&&ci(o,Ei(a,t),u)}return o}function Jr(t){return function(e){return cr(e,t)}}function ti(t,e,n,r){var i=r?k:M,o=-1,a=e.length,u=t;for(t===e&&(e=Bi(e)),n&&(u=v(t,R(n)));++o<a;)for(var c=0,s=e[o],l=n?n(s):s;(c=i(u,l,c,r))>-1;)u!==t&&Dl.call(u,c,1),Dl.call(t,c,1);return t}function ei(t,e){for(var n=t?e.length:0,r=n-1;n--;){var i=e[n];if(n==r||i!==o){var o=i;Fo(i)?Dl.call(t,i,1):yi(t,i)}}return t}function ni(t,e){return t+zl(Jl()*(e-t+1))}function ri(t,e,n,r){for(var i=-1,o=$l(Vl((e-t)/(n||1)),0),a=al(o);o--;)a[r?o:++i]=t,t+=n;return a}function ii(t,e){var n=\"\";if(!t||e<1||e>Rt)return n;do e%2&&(n+=t),e=zl(e/2),e&&(t+=t);while(e);return n}function oi(t,e){return Rf(Zo(t,e,Ds),t+\"\")}function ai(t){return Sn(rs(t))}function ui(t,e){var n=rs(t);return na(n,jn(e,0,n.length))}function ci(t,e,n,r){if(!cc(t))return t;e=Ei(e,t);for(var i=-1,o=e.length,a=o-1,u=t;null!=u&&++i<o;){var c=ra(e[i]),s=n;if(i!=a){var l=u[c];s=r?r(l,c,u):it,s===it&&(s=cc(l)?l:Fo(e[i+1])?[]:{})}On(u,c,s),u=u[c]}return t}function si(t){return na(rs(t))}function li(t,e,n){var r=-1,i=t.length;e<0&&(e=-e>i?0:i+e),n=n>i?i:n,n<0&&(n+=i),i=e>n?0:n-e>>>0,e>>>=0;for(var o=al(i);++r<i;)o[r]=t[r+e];return o}function fi(t,e){var n;return _f(t,function(t,r,i){return n=e(t,r,i),!n}),!!n}function pi(t,e,n){var r=0,i=null==t?r:t.length;if(\"number\"==typeof e&&e===e&&i<=Bt){for(;r<i;){var o=r+i>>>1,a=t[o];null!==a&&!bc(a)&&(n?a<=e:a<e)?r=o+1:i=o}return i}return hi(t,e,Ds,n)}function hi(t,e,n,r){e=n(e);for(var i=0,o=null==t?0:t.length,a=e!==e,u=null===e,c=bc(e),s=e===it;i<o;){var l=zl((i+o)/2),f=n(t[l]),p=f!==it,h=null===f,d=f===f,v=bc(f);if(a)var g=r||d;else g=s?d&&(r||p):u?d&&p&&(r||!h):c?d&&p&&!h&&(r||!v):!h&&!v&&(r?f<=e:f<e);g?i=l+1:o=l}return Xl(o,jt)}function di(t,e){for(var n=-1,r=t.length,i=0,o=[];++n<r;){var a=t[n],u=e?e(a):a;if(!n||!$u(u,c)){var c=u;o[i++]=0===a?0:a}}return o}function vi(t){return\"number\"==typeof t?t:bc(t)?Ut:+t}function gi(t){if(\"string\"==typeof t)return t;if(xp(t))return v(t,gi)+\"\";if(bc(t))return mf?mf.call(t):\"\";var e=t+\"\";return\"0\"==e&&1/t==-Dt?\"-0\":e}function mi(t,e,n){var r=-1,i=h,o=t.length,a=!0,u=[],c=u;if(n)a=!1,i=d;else if(o>=at){var s=e?null:Tf(t);if(s)return $(s);a=!1,i=U,c=new yn}else c=e?[]:u;t:for(;++r<o;){var l=t[r],f=e?e(l):l;if(l=n||0!==l?l:0,a&&f===f){for(var p=c.length;p--;)if(c[p]===f)continue t;e&&c.push(f),u.push(l)}else i(c,f,n)||(c!==u&&c.push(f),u.push(l))}return u}function yi(t,e){return e=Ei(e,t),t=Qo(t,e),null==t||delete t[ra(ka(e))]}function _i(t,e,n,r){return ci(t,e,n(cr(t,e)),r)}function bi(t,e,n,r){for(var i=t.length,o=r?i:-1;(r?o--:++o<i)&&e(t[o],o,t););return n?li(t,r?0:o,r?o+1:i):li(t,r?o+1:0,r?i:o)}function xi(t,e){var n=t;return n instanceof b&&(n=n.value()),m(e,function(t,e){return e.func.apply(e.thisArg,g([t],e.args))},n)}function wi(t,e,n){var r=t.length;if(r<2)return r?mi(t[0]):[];for(var i=-1,o=al(r);++i<r;)for(var a=t[i],u=-1;++u<r;)u!=i&&(o[i]=Yn(o[i]||a,t[u],e,n));return mi(er(o,1),e,n)}function Ci(t,e,n){for(var r=-1,i=t.length,o=e.length,a={};++r<i;){var u=r<o?e[r]:it;n(a,t[r],u)}return a}function Mi(t){return Zu(t)?t:[]}function ki(t){return\"function\"==typeof t?t:Ds}function Ei(t,e){return xp(t)?t:Bo(t,e)?[t]:Lf(Ac(t))}function Ti(t,e,n){var r=t.length;return n=n===it?r:n,!e&&n>=r?t:li(t,e,n)}function Si(t,e){if(e)return t.slice();var n=t.length,r=Nl?Nl(n):new t.constructor(n);return t.copy(r),r}function Pi(t){var e=new t.constructor(t.byteLength);return new Pl(e).set(new Pl(t)),e}function Ni(t,e){var n=e?Pi(t.buffer):t.buffer;return new t.constructor(n,t.byteOffset,t.byteLength)}function Ai(t,e,n){var r=e?n(Y(t),pt):Y(t);return m(r,o,new t.constructor)}function Oi(t){var e=new t.constructor(t.source,Ye.exec(t));return e.lastIndex=t.lastIndex,e}function Ii(t,e,n){var r=e?n($(t),pt):$(t);return m(r,a,new t.constructor)}function Di(t){return gf?fl(gf.call(t)):{}}function Ri(t,e){var n=e?Pi(t.buffer):t.buffer;return new t.constructor(n,t.byteOffset,t.length)}function Li(t,e){if(t!==e){var n=t!==it,r=null===t,i=t===t,o=bc(t),a=e!==it,u=null===e,c=e===e,s=bc(e);if(!u&&!s&&!o&&t>e||o&&a&&c&&!u&&!s||r&&a&&c||!n&&c||!i)return 1;if(!r&&!o&&!s&&t<e||s&&n&&i&&!r&&!o||u&&n&&i||!a&&i||!c)return-1}return 0}function Ui(t,e,n){for(var r=-1,i=t.criteria,o=e.criteria,a=i.length,u=n.length;++r<a;){var c=Li(i[r],o[r]);if(c){if(r>=u)return c;var s=n[r];return c*(\"desc\"==s?-1:1)}}return t.index-e.index}function Fi(t,e,n,r){for(var i=-1,o=t.length,a=n.length,u=-1,c=e.length,s=$l(o-a,0),l=al(c+s),f=!r;++u<c;)l[u]=e[u];for(;++i<a;)(f||i<o)&&(l[n[i]]=t[i]);for(;s--;)l[u++]=t[i++];return l}function ji(t,e,n,r){for(var i=-1,o=t.length,a=-1,u=n.length,c=-1,s=e.length,l=$l(o-u,0),f=al(l+s),p=!r;++i<l;)f[i]=t[i];for(var h=i;++c<s;)f[h+c]=e[c];for(;++a<u;)(p||i<o)&&(f[h+n[a]]=t[i++]);return f}function Bi(t,e){var n=-1,r=t.length;for(e||(e=al(r));++n<r;)e[n]=t[n];return e}function Wi(t,e,n,r){var i=!n;n||(n={});for(var o=-1,a=e.length;++o<a;){var u=e[o],c=r?r(n[u],t[u],u,n,t):it;c===it&&(c=t[u]),i?Un(n,u,c):On(n,u,c)}return n}function Vi(t,e){return Wi(t,Pf(t),e)}function zi(t,e){return Wi(t,Nf(t),e)}function Hi(t,e){return function(n,r){var i=xp(n)?c:Dn,o=e?e():{};return i(n,t,ko(r,2),o)}}function qi(t){return oi(function(e,n){var r=-1,i=n.length,o=i>1?n[i-1]:it,a=i>2?n[2]:it;for(o=t.length>3&&\"function\"==typeof o?(i--,o):it,a&&jo(n[0],n[1],a)&&(o=i<3?it:o,i=1),e=fl(e);++r<i;){var u=n[r];u&&t(e,u,r,o)}return e})}function Yi(t,e){return function(n,r){if(null==n)return n;if(!Xu(n))return t(n,r);for(var i=n.length,o=e?i:-1,a=fl(n);(e?o--:++o<i)&&r(a[o],o,a)!==!1;);return n}}function Ki(t){return function(e,n,r){for(var i=-1,o=fl(e),a=r(e),u=a.length;u--;){var c=a[t?u:++i];if(n(o[c],c,o)===!1)break}return e}}function Gi(t,e,n){function r(){var e=this&&this!==ur&&this instanceof r?o:t;return e.apply(i?n:this,arguments)}var i=e&mt,o=Zi(t);return r}function $i(t){return function(e){e=Ac(e);var n=z(e)?tt(e):it,r=n?n[0]:e.charAt(0),i=n?Ti(n,1).join(\"\"):e.slice(1);return r[t]()+i}}function Xi(t){return function(e){return m(Ps(ss(e).replace(zn,\"\")),t,\"\")}}function Zi(t){return function(){var e=arguments;switch(e.length){case 0:return new t;case 1:return new t(e[0]);case 2:return new t(e[0],e[1]);case 3:return new t(e[0],e[1],e[2]);case 4:return new t(e[0],e[1],e[2],e[3]);case 5:return new t(e[0],e[1],e[2],e[3],e[4]);case 6:return new t(e[0],e[1],e[2],e[3],e[4],e[5]);case 7:return new t(e[0],e[1],e[2],e[3],e[4],e[5],e[6])}var n=yf(t.prototype),r=t.apply(n,e);return cc(r)?r:n}}function Qi(t,e,n){function r(){for(var o=arguments.length,a=al(o),c=o,s=Mo(r);c--;)a[c]=arguments[c];var l=o<3&&a[0]!==s&&a[o-1]!==s?[]:G(a,s);if(o-=l.length,o<n)return so(t,e,eo,r.placeholder,it,a,l,it,it,n-o);var f=this&&this!==ur&&this instanceof r?i:t;return u(f,this,a)}var i=Zi(t);return r}function Ji(t){return function(e,n,r){var i=fl(e);if(!Xu(e)){var o=ko(n,3);e=Hc(e),n=function(t){return o(i[t],t,i)}}var a=t(e,n,r);return a>-1?i[o?e[a]:a]:it}}function to(t){return bo(function(e){var n=e.length,r=n,o=i.prototype.thru;for(t&&e.reverse();r--;){var a=e[r];if(\"function\"!=typeof a)throw new dl(ct);if(o&&!u&&\"wrapper\"==Co(a))var u=new i([],!0)}for(r=u?r:n;++r<n;){a=e[r];var c=Co(a),s=\"wrapper\"==c?Sf(a):it;u=s&&Vo(s[0])&&s[1]==(Mt|bt|wt|kt)&&!s[4].length&&1==s[9]?u[Co(s[0])].apply(u,s[3]):1==a.length&&Vo(a)?u[c]():u.thru(a)}return function(){var t=arguments,r=t[0];if(u&&1==t.length&&xp(r))return u.plant(r).value();for(var i=0,o=n?e[i].apply(this,t):r;++i<n;)o=e[i].call(this,o);return o}})}function eo(t,e,n,r,i,o,a,u,c,s){function l(){for(var m=arguments.length,y=al(m),_=m;_--;)y[_]=arguments[_];if(d)var b=Mo(l),x=B(y,b);if(r&&(y=Fi(y,r,i,d)),o&&(y=ji(y,o,a,d)),m-=x,d&&m<s){var w=G(y,b);return so(t,e,eo,l.placeholder,n,y,w,u,c,s-m)}var C=p?n:this,M=h?C[t]:t;return m=y.length,u?y=Jo(y,u):v&&m>1&&y.reverse(),f&&c<m&&(y.length=c),this&&this!==ur&&this instanceof l&&(M=g||Zi(M)),M.apply(C,y)}var f=e&Mt,p=e&mt,h=e&yt,d=e&(bt|xt),v=e&Et,g=h?it:Zi(t);return l}function no(t,e){return function(n,r){return Tr(n,t,e(r),{})}}function ro(t,e){return function(n,r){var i;if(n===it&&r===it)return e;if(n!==it&&(i=n),r!==it){if(i===it)return r;\"string\"==typeof n||\"string\"==typeof r?(n=gi(n),r=gi(r)):(n=vi(n),r=vi(r)),i=t(n,r)}return i}}function io(t){return bo(function(e){return e=v(e,R(ko())),oi(function(n){var r=this;return t(e,function(t){return u(t,r,n)})})})}function oo(t,e){e=e===it?\" \":gi(e);var n=e.length;if(n<2)return n?ii(e,t):e;var r=ii(e,Vl(t/J(e)));return z(e)?Ti(tt(r),0,t).join(\"\"):r.slice(0,t)}function ao(t,e,n,r){function i(){for(var e=-1,c=arguments.length,s=-1,l=r.length,f=al(l+c),p=this&&this!==ur&&this instanceof i?a:t;++s<l;)f[s]=r[s];for(;c--;)f[s++]=arguments[++e];return u(p,o?n:this,f)}var o=e&mt,a=Zi(t);return i}function uo(t){return function(e,n,r){return r&&\"number\"!=typeof r&&jo(e,n,r)&&(n=r=it),e=kc(e),n===it?(n=e,e=0):n=kc(n),r=r===it?e<n?1:-1:kc(r),ri(e,n,r,t)}}function co(t){return function(e,n){return\"string\"==typeof e&&\"string\"==typeof n||(e=Sc(e),n=Sc(n)),t(e,n)}}function so(t,e,n,r,i,o,a,u,c,s){var l=e&bt,f=l?a:it,p=l?it:a,h=l?o:it,d=l?it:o;e|=l?wt:Ct,e&=~(l?Ct:wt),e&_t||(e&=~(mt|yt));var v=[t,e,i,h,f,d,p,u,c,s],g=n.apply(it,v);return Vo(t)&&If(g,v),g.placeholder=r,ta(g,t,e)}function lo(t){var e=ll[t];return function(t,n){if(t=Sc(t),n=null==n?0:Xl(Ec(n),292)){var r=(Ac(t)+\"e\").split(\"e\"),i=e(r[0]+\"e\"+(+r[1]+n));return r=(Ac(i)+\"e\").split(\"e\"),+(r[0]+\"e\"+(+r[1]-n))}return e(t)}}function fo(t){return function(e){var n=Af(e);return n==Zt?Y(e):n==ie?X(e):D(e,t(e))}}function po(t,e,n,r,i,o,a,u){var c=e&yt;if(!c&&\"function\"!=typeof t)throw new dl(ct);var s=r?r.length:0;if(s||(e&=~(wt|Ct),r=i=it),a=a===it?a:$l(Ec(a),0),u=u===it?u:Ec(u),s-=i?i.length:0,e&Ct){var l=r,f=i;r=i=it}var p=c?it:Sf(t),h=[t,e,n,r,i,l,f,o,a,u];if(p&&Go(h,p),t=h[0],e=h[1],n=h[2],r=h[3],i=h[4],u=h[9]=h[9]===it?c?0:t.length:$l(h[9]-s,0),!u&&e&(bt|xt)&&(e&=~(bt|xt)),e&&e!=mt)d=e==bt||e==xt?Qi(t,e,u):e!=wt&&e!=(mt|wt)||i.length?eo.apply(it,h):ao(t,e,n,r);else var d=Gi(t,e,n);var v=p?Cf:If;return ta(v(d,h),t,e)}function ho(t,e,n,r){return t===it||$u(t,ml[n])&&!bl.call(r,n)?e:t}function vo(t,e,n,r,i,o){return cc(t)&&cc(e)&&(o.set(e,t),Kr(t,e,it,vo,o),o.delete(e)),t}function go(t){return mc(t)?it:t}function mo(t,e,n,r,i,o){var a=n&vt,u=t.length,c=e.length;if(u!=c&&!(a&&c>u))return!1;var s=o.get(t);if(s&&o.get(e))return s==e;var l=-1,f=!0,p=n&gt?new yn:it;for(o.set(t,e),o.set(e,t);++l<u;){var h=t[l],d=e[l];if(r)var v=a?r(d,h,l,e,t,o):r(h,d,l,t,e,o);if(v!==it){if(v)continue;f=!1;break}if(p){if(!_(e,function(t,e){if(!U(p,e)&&(h===t||i(h,t,n,r,o)))return p.push(e)})){f=!1;break}}else if(h!==d&&!i(h,d,n,r,o)){f=!1;break}}return o.delete(t),o.delete(e),f}function yo(t,e,n,r,i,o,a){switch(n){case fe:if(t.byteLength!=e.byteLength||t.byteOffset!=e.byteOffset)return!1;t=t.buffer,e=e.buffer;case le:return!(t.byteLength!=e.byteLength||!o(new Pl(t),new Pl(e)));case qt:case Yt:case Qt:return $u(+t,+e);case Gt:return t.name==e.name&&t.message==e.message;case re:case oe:return t==e+\"\";case Zt:var u=Y;case ie:var c=r&vt;if(u||(u=$),t.size!=e.size&&!c)return!1;var s=a.get(t);if(s)return s==e;r|=gt,a.set(t,e);var l=mo(u(t),u(e),r,i,o,a);return a.delete(t),l;case ae:if(gf)return gf.call(t)==gf.call(e)}return!1}function _o(t,e,n,r,i,o){var a=n&vt,u=xo(t),c=u.length,s=xo(e),l=s.length;if(c!=l&&!a)return!1;for(var f=c;f--;){var p=u[f];if(!(a?p in e:bl.call(e,p)))return!1}var h=o.get(t);if(h&&o.get(e))return h==e;var d=!0;o.set(t,e),o.set(e,t);for(var v=a;++f<c;){p=u[f];var g=t[p],m=e[p];if(r)var y=a?r(m,g,p,e,t,o):r(g,m,p,t,e,o);if(!(y===it?g===m||i(g,m,n,r,o):y)){d=!1;break}v||(v=\"constructor\"==p)}if(d&&!v){var _=t.constructor,b=e.constructor;_!=b&&\"constructor\"in t&&\"constructor\"in e&&!(\"function\"==typeof _&&_ instanceof _&&\"function\"==typeof b&&b instanceof b)&&(d=!1)}return o.delete(t),o.delete(e),d}function bo(t){return Rf(Zo(t,it,ma),t+\"\")}function xo(t){return sr(t,Hc,Pf)}function wo(t){return sr(t,qc,Nf)}function Co(t){for(var e=t.name+\"\",n=sf[e],r=bl.call(sf,e)?n.length:0;r--;){var i=n[r],o=i.func;if(null==o||o==t)return i.name}return e}function Mo(t){var e=bl.call(n,\"placeholder\")?n:t;return e.placeholder}function ko(){var t=n.iteratee||Rs;return t=t===Rs?Br:t,arguments.length?t(arguments[0],arguments[1]):t}function Eo(t,e){var n=t.__data__;return Wo(e)?n[\"string\"==typeof e?\"string\":\"hash\"]:n.map}function To(t){for(var e=Hc(t),n=e.length;n--;){var r=e[n],i=t[r];e[n]=[r,i,qo(i)]}return e}function So(t,e){var n=V(t,e);return Lr(n)?n:it}function Po(t){var e=bl.call(t,Ul),n=t[Ul];try{t[Ul]=it;var r=!0}catch(t){}var i=Cl.call(t);return r&&(e?t[Ul]=n:delete t[Ul]),i}function No(t,e,n){for(var r=-1,i=n.length;++r<i;){var o=n[r],a=o.size;switch(o.type){case\"drop\":t+=a;break;case\"dropRight\":e-=a;break;case\"take\":e=Xl(e,t+a);break;case\"takeRight\":t=$l(t,e-a)}}return{start:t,end:e}}function Ao(t){var e=t.match(We);return e?e[1].split(Ve):[]}function Oo(t,e,n){e=Ei(e,t);for(var r=-1,i=e.length,o=!1;++r<i;){var a=ra(e[r]);if(!(o=null!=t&&n(t,a)))break;t=t[a]}return o||++r!=i?o:(i=null==t?0:t.length,!!i&&uc(i)&&Fo(a,i)&&(xp(t)||bp(t)))}function Io(t){var e=t.length,n=t.constructor(e);return e&&\"string\"==typeof t[0]&&bl.call(t,\"index\")&&(n.index=t.index,n.input=t.input),n}function Do(t){return\"function\"!=typeof t.constructor||Ho(t)?{}:yf(Al(t))}function Ro(t,e,n,r){var i=t.constructor;switch(e){case le:return Pi(t);case qt:case Yt:return new i(+t);case fe:return Ni(t,r);case pe:case he:case de:case ve:case ge:case me:case ye:case _e:case be:return Ri(t,r);case Zt:return Ai(t,r,n);case Qt:case oe:return new i(t);case re:return Oi(t);case ie:return Ii(t,r,n);case ae:return Di(t)}}function Lo(t,e){var n=e.length;if(!n)return t;var r=n-1;return e[r]=(n>1?\"& \":\"\")+e[r],e=e.join(n>2?\", \":\" \"),t.replace(Be,\"{\\n/* [wrapped with \"+e+\"] */\\n\")}function Uo(t){return xp(t)||bp(t)||!!(Rl&&t&&t[Rl])}function Fo(t,e){return e=null==e?Rt:e,!!e&&(\"number\"==typeof t||Ze.test(t))&&t>-1&&t%1==0&&t<e}function jo(t,e,n){if(!cc(n))return!1;var r=typeof e;return!!(\"number\"==r?Xu(n)&&Fo(e,n.length):\"string\"==r&&e in n)&&$u(n[e],t)}function Bo(t,e){if(xp(t))return!1;var n=typeof t;return!(\"number\"!=n&&\"symbol\"!=n&&\"boolean\"!=n&&null!=t&&!bc(t))||(Oe.test(t)||!Ae.test(t)||null!=e&&t in fl(e))}function Wo(t){var e=typeof t;return\"string\"==e||\"number\"==e||\"symbol\"==e||\"boolean\"==e?\"__proto__\"!==t:null===t}function Vo(t){var e=Co(t),r=n[e];if(\"function\"!=typeof r||!(e in b.prototype))return!1;if(t===r)return!0;var i=Sf(r);return!!i&&t===i[0]}function zo(t){return!!wl&&wl in t}function Ho(t){var e=t&&t.constructor,n=\"function\"==typeof e&&e.prototype||ml;return t===n}function qo(t){return t===t&&!cc(t)}function Yo(t,e){return function(n){return null!=n&&(n[t]===e&&(e!==it||t in fl(n)))}}function Ko(t){var e=Ru(t,function(t){return n.size===lt&&n.clear(),t}),n=e.cache;return e}function Go(t,e){var n=t[1],r=e[1],i=n|r,o=i<(mt|yt|Mt),a=r==Mt&&n==bt||r==Mt&&n==kt&&t[7].length<=e[8]||r==(Mt|kt)&&e[7].length<=e[8]&&n==bt;if(!o&&!a)return t;r&mt&&(t[2]=e[2],i|=n&mt?0:_t);var u=e[3];if(u){var c=t[3];t[3]=c?Fi(c,u,e[4]):u,t[4]=c?G(t[3],ft):e[4]}return u=e[5],u&&(c=t[5],t[5]=c?ji(c,u,e[6]):u,t[6]=c?G(t[5],ft):e[6]),u=e[7],u&&(t[7]=u),r&Mt&&(t[8]=null==t[8]?e[8]:Xl(t[8],e[8])),null==t[9]&&(t[9]=e[9]),t[0]=e[0],t[1]=i,t}function $o(t){var e=[];if(null!=t)for(var n in fl(t))e.push(n);return e}function Xo(t){return Cl.call(t)}function Zo(t,e,n){return e=$l(e===it?t.length-1:e,0),function(){for(var r=arguments,i=-1,o=$l(r.length-e,0),a=al(o);++i<o;)a[i]=r[e+i];i=-1;for(var c=al(e+1);++i<e;)c[i]=r[i];return c[e]=n(a),u(t,this,c)}}function Qo(t,e){return e.length<2?t:cr(t,li(e,0,-1))}function Jo(t,e){for(var n=t.length,r=Xl(e.length,n),i=Bi(t);r--;){var o=e[r];t[r]=Fo(o,n)?i[o]:it}return t}function ta(t,e,n){var r=e+\"\";return Rf(t,Lo(r,oa(Ao(r),n)))}function ea(t){var e=0,n=0;return function(){var r=Zl(),i=Nt-(r-n);if(n=r,i>0){if(++e>=Pt)return arguments[0]}else e=0;return t.apply(it,arguments)}}function na(t,e){var n=-1,r=t.length,i=r-1;for(e=e===it?r:e;++n<e;){var o=ni(n,i),a=t[o];t[o]=t[n],t[n]=a}return t.length=e,t}function ra(t){if(\"string\"==typeof t||bc(t))return t;var e=t+\"\";return\"0\"==e&&1/t==-Dt?\"-0\":e}function ia(t){if(null!=t){try{return _l.call(t)}catch(t){}try{return t+\"\"}catch(t){}}return\"\"}function oa(t,e){return s(Wt,function(n){var r=\"_.\"+n[0];e&n[1]&&!h(t,r)&&t.push(r)}),t.sort()}function aa(t){if(t instanceof b)return t.clone();var e=new i(t.__wrapped__,t.__chain__);return e.__actions__=Bi(t.__actions__),e.__index__=t.__index__,e.__values__=t.__values__,e}function ua(t,e,n){e=(n?jo(t,e,n):e===it)?1:$l(Ec(e),0);var r=null==t?0:t.length;if(!r||e<1)return[];for(var i=0,o=0,a=al(Vl(r/e));i<r;)a[o++]=li(t,i,i+=e);return a}function ca(t){for(var e=-1,n=null==t?0:t.length,r=0,i=[];++e<n;){var o=t[e];o&&(i[r++]=o)}return i}function sa(){var t=arguments.length;if(!t)return[];for(var e=al(t-1),n=arguments[0],r=t;r--;)e[r-1]=arguments[r];return g(xp(n)?Bi(n):[n],er(e,1))}function la(t,e,n){var r=null==t?0:t.length;return r?(e=n||e===it?1:Ec(e),li(t,e<0?0:e,r)):[]}function fa(t,e,n){var r=null==t?0:t.length;return r?(e=n||e===it?1:Ec(e),e=r-e,li(t,0,e<0?0:e)):[]}function pa(t,e){return t&&t.length?bi(t,ko(e,3),!0,!0):[]}function ha(t,e){return t&&t.length?bi(t,ko(e,3),!0):[]}function da(t,e,n,r){var i=null==t?0:t.length;return i?(n&&\"number\"!=typeof n&&jo(t,e,n)&&(n=0,r=i),Jn(t,e,n,r)):[]}function va(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=null==n?0:Ec(n);return i<0&&(i=$l(r+i,0)),C(t,ko(e,3),i)}function ga(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=r-1;return n!==it&&(i=Ec(n),i=n<0?$l(r+i,0):Xl(i,r-1)),C(t,ko(e,3),i,!0)}function ma(t){var e=null==t?0:t.length;return e?er(t,1):[]}function ya(t){var e=null==t?0:t.length;return e?er(t,Dt):[]}function _a(t,e){var n=null==t?0:t.length;return n?(e=e===it?1:Ec(e),er(t,e)):[]}function ba(t){for(var e=-1,n=null==t?0:t.length,r={};++e<n;){var i=t[e];r[i[0]]=i[1]}return r}function xa(t){return t&&t.length?t[0]:it}function wa(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=null==n?0:Ec(n);return i<0&&(i=$l(r+i,0)),M(t,e,i)}function Ca(t){var e=null==t?0:t.length;return e?li(t,0,-1):[]}function Ma(t,e){return null==t?\"\":Kl.call(t,e)}function ka(t){var e=null==t?0:t.length;return e?t[e-1]:it}function Ea(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=r;return n!==it&&(i=Ec(n),i=i<0?$l(r+i,0):Xl(i,r-1)),e===e?Q(t,e,i):C(t,E,i,!0)}function Ta(t,e){return t&&t.length?$r(t,Ec(e)):it}function Sa(t,e){return t&&t.length&&e&&e.length?ti(t,e):t}function Pa(t,e,n){return t&&t.length&&e&&e.length?ti(t,e,ko(n,2)):t}function Na(t,e,n){return t&&t.length&&e&&e.length?ti(t,e,it,n):t}function Aa(t,e){var n=[];if(!t||!t.length)return n;var r=-1,i=[],o=t.length;for(e=ko(e,3);++r<o;){var a=t[r];e(a,r,t)&&(n.push(a),i.push(r))}return ei(t,i),n}function Oa(t){return null==t?t:tf.call(t)}function Ia(t,e,n){var r=null==t?0:t.length;return r?(n&&\"number\"!=typeof n&&jo(t,e,n)?(e=0,n=r):(e=null==e?0:Ec(e),n=n===it?r:Ec(n)),li(t,e,n)):[]}function Da(t,e){return pi(t,e)}function Ra(t,e,n){return hi(t,e,ko(n,2))}function La(t,e){var n=null==t?0:t.length;if(n){var r=pi(t,e);if(r<n&&$u(t[r],e))return r}return-1}function Ua(t,e){return pi(t,e,!0)}function Fa(t,e,n){return hi(t,e,ko(n,2),!0)}function ja(t,e){var n=null==t?0:t.length;if(n){var r=pi(t,e,!0)-1;if($u(t[r],e))return r}return-1}function Ba(t){return t&&t.length?di(t):[]}function Wa(t,e){return t&&t.length?di(t,ko(e,2)):[]}function Va(t){var e=null==t?0:t.length;return e?li(t,1,e):[]}function za(t,e,n){return t&&t.length?(e=n||e===it?1:Ec(e),li(t,0,e<0?0:e)):[]}function Ha(t,e,n){var r=null==t?0:t.length;return r?(e=n||e===it?1:Ec(e),e=r-e,li(t,e<0?0:e,r)):[]}function qa(t,e){return t&&t.length?bi(t,ko(e,3),!1,!0):[]}function Ya(t,e){return t&&t.length?bi(t,ko(e,3)):[]}function Ka(t){return t&&t.length?mi(t):[]}function Ga(t,e){return t&&t.length?mi(t,ko(e,2)):[]}function $a(t,e){return e=\"function\"==typeof e?e:it,t&&t.length?mi(t,it,e):[]}function Xa(t){if(!t||!t.length)return[];var e=0;return t=p(t,function(t){if(Zu(t))return e=$l(t.length,e),!0}),I(e,function(e){return v(t,S(e))})}function Za(t,e){if(!t||!t.length)return[];var n=Xa(t);return null==e?n:v(n,function(t){return u(e,it,t)})}function Qa(t,e){return Ci(t||[],e||[],On)}function Ja(t,e){return Ci(t||[],e||[],ci)}function tu(t){var e=n(t);return e.__chain__=!0,e}function eu(t,e){return e(t),t}function nu(t,e){return e(t)}function ru(){return tu(this)}function iu(){return new i(this.value(),this.__chain__)}function ou(){this.__values__===it&&(this.__values__=Mc(this.value()));var t=this.__index__>=this.__values__.length,e=t?it:this.__values__[this.__index__++];return{done:t,value:e}}function au(){return this}function uu(t){for(var e,n=this;n instanceof r;){var i=aa(n);i.__index__=0,i.__values__=it,e?o.__wrapped__=i:e=i;var o=i;n=n.__wrapped__}return o.__wrapped__=t,e}function cu(){var t=this.__wrapped__;if(t instanceof b){var e=t;return this.__actions__.length&&(e=new b(this)),e=e.reverse(),e.__actions__.push({func:nu,args:[Oa],thisArg:it}),new i(e,this.__chain__)}return this.thru(Oa)}function su(){return xi(this.__wrapped__,this.__actions__)}function lu(t,e,n){\n",
       "var r=xp(t)?f:Kn;return n&&jo(t,e,n)&&(e=it),r(t,ko(e,3))}function fu(t,e){var n=xp(t)?p:tr;return n(t,ko(e,3))}function pu(t,e){return er(yu(t,e),1)}function hu(t,e){return er(yu(t,e),Dt)}function du(t,e,n){return n=n===it?1:Ec(n),er(yu(t,e),n)}function vu(t,e){var n=xp(t)?s:_f;return n(t,ko(e,3))}function gu(t,e){var n=xp(t)?l:bf;return n(t,ko(e,3))}function mu(t,e,n,r){t=Xu(t)?t:rs(t),n=n&&!r?Ec(n):0;var i=t.length;return n<0&&(n=$l(i+n,0)),_c(t)?n<=i&&t.indexOf(e,n)>-1:!!i&&M(t,e,n)>-1}function yu(t,e){var n=xp(t)?v:Hr;return n(t,ko(e,3))}function _u(t,e,n,r){return null==t?[]:(xp(e)||(e=null==e?[]:[e]),n=r?it:n,xp(n)||(n=null==n?[]:[n]),Xr(t,e,n))}function bu(t,e,n){var r=xp(t)?m:N,i=arguments.length<3;return r(t,ko(e,4),n,i,_f)}function xu(t,e,n){var r=xp(t)?y:N,i=arguments.length<3;return r(t,ko(e,4),n,i,bf)}function wu(t,e){var n=xp(t)?p:tr;return n(t,Lu(ko(e,3)))}function Cu(t){var e=xp(t)?Sn:ai;return e(t)}function Mu(t,e,n){e=(n?jo(t,e,n):e===it)?1:Ec(e);var r=xp(t)?Pn:ui;return r(t,e)}function ku(t){var e=xp(t)?Nn:si;return e(t)}function Eu(t){if(null==t)return 0;if(Xu(t))return _c(t)?J(t):t.length;var e=Af(t);return e==Zt||e==ie?t.size:Wr(t).length}function Tu(t,e,n){var r=xp(t)?_:fi;return n&&jo(t,e,n)&&(e=it),r(t,ko(e,3))}function Su(t,e){if(\"function\"!=typeof e)throw new dl(ct);return t=Ec(t),function(){if(--t<1)return e.apply(this,arguments)}}function Pu(t,e,n){return e=n?it:e,e=t&&null==e?t.length:e,po(t,Mt,it,it,it,it,e)}function Nu(t,e){var n;if(\"function\"!=typeof e)throw new dl(ct);return t=Ec(t),function(){return--t>0&&(n=e.apply(this,arguments)),t<=1&&(e=it),n}}function Au(t,e,n){e=n?it:e;var r=po(t,bt,it,it,it,it,it,e);return r.placeholder=Au.placeholder,r}function Ou(t,e,n){e=n?it:e;var r=po(t,xt,it,it,it,it,it,e);return r.placeholder=Ou.placeholder,r}function Iu(t,e,n){function r(e){var n=p,r=h;return p=h=it,y=e,v=t.apply(r,n)}function i(t){return y=t,g=Df(u,e),_?r(t):v}function o(t){var n=t-m,r=t-y,i=e-n;return b?Xl(i,d-r):i}function a(t){var n=t-m,r=t-y;return m===it||n>=e||n<0||b&&r>=d}function u(){var t=sp();return a(t)?c(t):void(g=Df(u,o(t)))}function c(t){return g=it,x&&p?r(t):(p=h=it,v)}function s(){g!==it&&Ef(g),y=0,p=m=h=g=it}function l(){return g===it?v:c(sp())}function f(){var t=sp(),n=a(t);if(p=arguments,h=this,m=t,n){if(g===it)return i(m);if(b)return g=Df(u,e),r(m)}return g===it&&(g=Df(u,e)),v}var p,h,d,v,g,m,y=0,_=!1,b=!1,x=!0;if(\"function\"!=typeof t)throw new dl(ct);return e=Sc(e)||0,cc(n)&&(_=!!n.leading,b=\"maxWait\"in n,d=b?$l(Sc(n.maxWait)||0,e):d,x=\"trailing\"in n?!!n.trailing:x),f.cancel=s,f.flush=l,f}function Du(t){return po(t,Et)}function Ru(t,e){if(\"function\"!=typeof t||null!=e&&\"function\"!=typeof e)throw new dl(ct);var n=function(){var r=arguments,i=e?e.apply(this,r):r[0],o=n.cache;if(o.has(i))return o.get(i);var a=t.apply(this,r);return n.cache=o.set(i,a)||o,a};return n.cache=new(Ru.Cache||pn),n}function Lu(t){if(\"function\"!=typeof t)throw new dl(ct);return function(){var e=arguments;switch(e.length){case 0:return!t.call(this);case 1:return!t.call(this,e[0]);case 2:return!t.call(this,e[0],e[1]);case 3:return!t.call(this,e[0],e[1],e[2])}return!t.apply(this,e)}}function Uu(t){return Nu(2,t)}function Fu(t,e){if(\"function\"!=typeof t)throw new dl(ct);return e=e===it?e:Ec(e),oi(t,e)}function ju(t,e){if(\"function\"!=typeof t)throw new dl(ct);return e=null==e?0:$l(Ec(e),0),oi(function(n){var r=n[e],i=Ti(n,0,e);return r&&g(i,r),u(t,this,i)})}function Bu(t,e,n){var r=!0,i=!0;if(\"function\"!=typeof t)throw new dl(ct);return cc(n)&&(r=\"leading\"in n?!!n.leading:r,i=\"trailing\"in n?!!n.trailing:i),Iu(t,e,{leading:r,maxWait:e,trailing:i})}function Wu(t){return Pu(t,1)}function Vu(t,e){return vp(ki(e),t)}function zu(){if(!arguments.length)return[];var t=arguments[0];return xp(t)?t:[t]}function Hu(t){return Bn(t,dt)}function qu(t,e){return e=\"function\"==typeof e?e:it,Bn(t,dt,e)}function Yu(t){return Bn(t,pt|dt)}function Ku(t,e){return e=\"function\"==typeof e?e:it,Bn(t,pt|dt,e)}function Gu(t,e){return null==e||Vn(t,e,Hc(e))}function $u(t,e){return t===e||t!==t&&e!==e}function Xu(t){return null!=t&&uc(t.length)&&!oc(t)}function Zu(t){return sc(t)&&Xu(t)}function Qu(t){return t===!0||t===!1||sc(t)&&fr(t)==qt}function Ju(t){return sc(t)&&1===t.nodeType&&!mc(t)}function tc(t){if(null==t)return!0;if(Xu(t)&&(xp(t)||\"string\"==typeof t||\"function\"==typeof t.splice||Cp(t)||Sp(t)||bp(t)))return!t.length;var e=Af(t);if(e==Zt||e==ie)return!t.size;if(Ho(t))return!Wr(t).length;for(var n in t)if(bl.call(t,n))return!1;return!0}function ec(t,e){return Or(t,e)}function nc(t,e,n){n=\"function\"==typeof n?n:it;var r=n?n(t,e):it;return r===it?Or(t,e,it,n):!!r}function rc(t){if(!sc(t))return!1;var e=fr(t);return e==Gt||e==Kt||\"string\"==typeof t.message&&\"string\"==typeof t.name&&!mc(t)}function ic(t){return\"number\"==typeof t&&Yl(t)}function oc(t){if(!cc(t))return!1;var e=fr(t);return e==$t||e==Xt||e==Ht||e==ne}function ac(t){return\"number\"==typeof t&&t==Ec(t)}function uc(t){return\"number\"==typeof t&&t>-1&&t%1==0&&t<=Rt}function cc(t){var e=typeof t;return null!=t&&(\"object\"==e||\"function\"==e)}function sc(t){return null!=t&&\"object\"==typeof t}function lc(t,e){return t===e||Rr(t,e,To(e))}function fc(t,e,n){return n=\"function\"==typeof n?n:it,Rr(t,e,To(e),n)}function pc(t){return gc(t)&&t!=+t}function hc(t){if(Of(t))throw new cl(ut);return Lr(t)}function dc(t){return null===t}function vc(t){return null==t}function gc(t){return\"number\"==typeof t||sc(t)&&fr(t)==Qt}function mc(t){if(!sc(t)||fr(t)!=te)return!1;var e=Al(t);if(null===e)return!0;var n=bl.call(e,\"constructor\")&&e.constructor;return\"function\"==typeof n&&n instanceof n&&_l.call(n)==Ml}function yc(t){return ac(t)&&t>=-Rt&&t<=Rt}function _c(t){return\"string\"==typeof t||!xp(t)&&sc(t)&&fr(t)==oe}function bc(t){return\"symbol\"==typeof t||sc(t)&&fr(t)==ae}function xc(t){return t===it}function wc(t){return sc(t)&&Af(t)==ce}function Cc(t){return sc(t)&&fr(t)==se}function Mc(t){if(!t)return[];if(Xu(t))return _c(t)?tt(t):Bi(t);if(Ll&&t[Ll])return q(t[Ll]());var e=Af(t),n=e==Zt?Y:e==ie?$:rs;return n(t)}function kc(t){if(!t)return 0===t?t:0;if(t=Sc(t),t===Dt||t===-Dt){var e=t<0?-1:1;return e*Lt}return t===t?t:0}function Ec(t){var e=kc(t),n=e%1;return e===e?n?e-n:e:0}function Tc(t){return t?jn(Ec(t),0,Ft):0}function Sc(t){if(\"number\"==typeof t)return t;if(bc(t))return Ut;if(cc(t)){var e=\"function\"==typeof t.valueOf?t.valueOf():t;t=cc(e)?e+\"\":e}if(\"string\"!=typeof t)return 0===t?t:+t;t=t.replace(Ue,\"\");var n=Ge.test(t);return n||Xe.test(t)?ir(t.slice(2),n?2:8):Ke.test(t)?Ut:+t}function Pc(t){return Wi(t,qc(t))}function Nc(t){return t?jn(Ec(t),-Rt,Rt):0===t?t:0}function Ac(t){return null==t?\"\":gi(t)}function Oc(t,e){var n=yf(t);return null==e?n:Rn(n,e)}function Ic(t,e){return w(t,ko(e,3),nr)}function Dc(t,e){return w(t,ko(e,3),or)}function Rc(t,e){return null==t?t:xf(t,ko(e,3),qc)}function Lc(t,e){return null==t?t:wf(t,ko(e,3),qc)}function Uc(t,e){return t&&nr(t,ko(e,3))}function Fc(t,e){return t&&or(t,ko(e,3))}function jc(t){return null==t?[]:ar(t,Hc(t))}function Bc(t){return null==t?[]:ar(t,qc(t))}function Wc(t,e,n){var r=null==t?it:cr(t,e);return r===it?n:r}function Vc(t,e){return null!=t&&Oo(t,e,_r)}function zc(t,e){return null!=t&&Oo(t,e,Cr)}function Hc(t){return Xu(t)?Tn(t):Wr(t)}function qc(t){return Xu(t)?Tn(t,!0):Vr(t)}function Yc(t,e){var n={};return e=ko(e,3),nr(t,function(t,r,i){Un(n,e(t,r,i),t)}),n}function Kc(t,e){var n={};return e=ko(e,3),nr(t,function(t,r,i){Un(n,r,e(t,r,i))}),n}function Gc(t,e){return $c(t,Lu(ko(e)))}function $c(t,e){if(null==t)return{};var n=v(wo(t),function(t){return[t]});return e=ko(e),Qr(t,n,function(t,n){return e(t,n[0])})}function Xc(t,e,n){e=Ei(e,t);var r=-1,i=e.length;for(i||(i=1,t=it);++r<i;){var o=null==t?it:t[ra(e[r])];o===it&&(r=i,o=n),t=oc(o)?o.call(t):o}return t}function Zc(t,e,n){return null==t?t:ci(t,e,n)}function Qc(t,e,n,r){return r=\"function\"==typeof r?r:it,null==t?t:ci(t,e,n,r)}function Jc(t,e,n){var r=xp(t),i=r||Cp(t)||Sp(t);if(e=ko(e,4),null==n){var o=t&&t.constructor;n=i?r?new o:[]:cc(t)&&oc(o)?yf(Al(t)):{}}return(i?s:nr)(t,function(t,r,i){return e(n,t,r,i)}),n}function ts(t,e){return null==t||yi(t,e)}function es(t,e,n){return null==t?t:_i(t,e,ki(n))}function ns(t,e,n,r){return r=\"function\"==typeof r?r:it,null==t?t:_i(t,e,ki(n),r)}function rs(t){return null==t?[]:L(t,Hc(t))}function is(t){return null==t?[]:L(t,qc(t))}function os(t,e,n){return n===it&&(n=e,e=it),n!==it&&(n=Sc(n),n=n===n?n:0),e!==it&&(e=Sc(e),e=e===e?e:0),jn(Sc(t),e,n)}function as(t,e,n){return e=kc(e),n===it?(n=e,e=0):n=kc(n),t=Sc(t),kr(t,e,n)}function us(t,e,n){if(n&&\"boolean\"!=typeof n&&jo(t,e,n)&&(e=n=it),n===it&&(\"boolean\"==typeof e?(n=e,e=it):\"boolean\"==typeof t&&(n=t,t=it)),t===it&&e===it?(t=0,e=1):(t=kc(t),e===it?(e=t,t=0):e=kc(e)),t>e){var r=t;t=e,e=r}if(n||t%1||e%1){var i=Jl();return Xl(t+i*(e-t+rr(\"1e-\"+((i+\"\").length-1))),e)}return ni(t,e)}function cs(t){return th(Ac(t).toLowerCase())}function ss(t){return t=Ac(t),t&&t.replace(Qe,br).replace(Hn,\"\")}function ls(t,e,n){t=Ac(t),e=gi(e);var r=t.length;n=n===it?r:jn(Ec(n),0,r);var i=n;return n-=e.length,n>=0&&t.slice(n,i)==e}function fs(t){return t=Ac(t),t&&Te.test(t)?t.replace(ke,xr):t}function ps(t){return t=Ac(t),t&&Le.test(t)?t.replace(Re,\"\\\\$&\"):t}function hs(t,e,n){t=Ac(t),e=Ec(e);var r=e?J(t):0;if(!e||r>=e)return t;var i=(e-r)/2;return oo(zl(i),n)+t+oo(Vl(i),n)}function ds(t,e,n){t=Ac(t),e=Ec(e);var r=e?J(t):0;return e&&r<e?t+oo(e-r,n):t}function vs(t,e,n){t=Ac(t),e=Ec(e);var r=e?J(t):0;return e&&r<e?oo(e-r,n)+t:t}function gs(t,e,n){return n||null==e?e=0:e&&(e=+e),Ql(Ac(t).replace(Fe,\"\"),e||0)}function ms(t,e,n){return e=(n?jo(t,e,n):e===it)?1:Ec(e),ii(Ac(t),e)}function ys(){var t=arguments,e=Ac(t[0]);return t.length<3?e:e.replace(t[1],t[2])}function _s(t,e,n){return n&&\"number\"!=typeof n&&jo(t,e,n)&&(e=n=it),(n=n===it?Ft:n>>>0)?(t=Ac(t),t&&(\"string\"==typeof e||null!=e&&!Ep(e))&&(e=gi(e),!e&&z(t))?Ti(tt(t),0,n):t.split(e,n)):[]}function bs(t,e,n){return t=Ac(t),n=null==n?0:jn(Ec(n),0,t.length),e=gi(e),t.slice(n,n+e.length)==e}function xs(t,e,r){var i=n.templateSettings;r&&jo(t,e,r)&&(e=it),t=Ac(t),e=Ip({},e,i,ho);var o,a,u=Ip({},e.imports,i.imports,ho),c=Hc(u),s=L(u,c),l=0,f=e.interpolate||Je,p=\"__p += '\",h=pl((e.escape||Je).source+\"|\"+f.source+\"|\"+(f===Ne?qe:Je).source+\"|\"+(e.evaluate||Je).source+\"|$\",\"g\"),d=\"//# sourceURL=\"+(\"sourceURL\"in e?e.sourceURL:\"lodash.templateSources[\"+ ++Xn+\"]\")+\"\\n\";t.replace(h,function(e,n,r,i,u,c){return r||(r=i),p+=t.slice(l,c).replace(tn,W),n&&(o=!0,p+=\"' +\\n__e(\"+n+\") +\\n'\"),u&&(a=!0,p+=\"';\\n\"+u+\";\\n__p += '\"),r&&(p+=\"' +\\n((__t = (\"+r+\")) == null ? '' : __t) +\\n'\"),l=c+e.length,e}),p+=\"';\\n\";var v=e.variable;v||(p=\"with (obj) {\\n\"+p+\"\\n}\\n\"),p=(a?p.replace(xe,\"\"):p).replace(we,\"$1\").replace(Ce,\"$1;\"),p=\"function(\"+(v||\"obj\")+\") {\\n\"+(v?\"\":\"obj || (obj = {});\\n\")+\"var __t, __p = ''\"+(o?\", __e = _.escape\":\"\")+(a?\", __j = Array.prototype.join;\\nfunction print() { __p += __j.call(arguments, '') }\\n\":\";\\n\")+p+\"return __p\\n}\";var g=eh(function(){return sl(c,d+\"return \"+p).apply(it,s)});if(g.source=p,rc(g))throw g;return g}function ws(t){return Ac(t).toLowerCase()}function Cs(t){return Ac(t).toUpperCase()}function Ms(t,e,n){if(t=Ac(t),t&&(n||e===it))return t.replace(Ue,\"\");if(!t||!(e=gi(e)))return t;var r=tt(t),i=tt(e),o=F(r,i),a=j(r,i)+1;return Ti(r,o,a).join(\"\")}function ks(t,e,n){if(t=Ac(t),t&&(n||e===it))return t.replace(je,\"\");if(!t||!(e=gi(e)))return t;var r=tt(t),i=j(r,tt(e))+1;return Ti(r,0,i).join(\"\")}function Es(t,e,n){if(t=Ac(t),t&&(n||e===it))return t.replace(Fe,\"\");if(!t||!(e=gi(e)))return t;var r=tt(t),i=F(r,tt(e));return Ti(r,i).join(\"\")}function Ts(t,e){var n=Tt,r=St;if(cc(e)){var i=\"separator\"in e?e.separator:i;n=\"length\"in e?Ec(e.length):n,r=\"omission\"in e?gi(e.omission):r}t=Ac(t);var o=t.length;if(z(t)){var a=tt(t);o=a.length}if(n>=o)return t;var u=n-J(r);if(u<1)return r;var c=a?Ti(a,0,u).join(\"\"):t.slice(0,u);if(i===it)return c+r;if(a&&(u+=c.length-u),Ep(i)){if(t.slice(u).search(i)){var s,l=c;for(i.global||(i=pl(i.source,Ac(Ye.exec(i))+\"g\")),i.lastIndex=0;s=i.exec(l);)var f=s.index;c=c.slice(0,f===it?u:f)}}else if(t.indexOf(gi(i),u)!=u){var p=c.lastIndexOf(i);p>-1&&(c=c.slice(0,p))}return c+r}function Ss(t){return t=Ac(t),t&&Ee.test(t)?t.replace(Me,wr):t}function Ps(t,e,n){return t=Ac(t),e=n?it:e,e===it?H(t)?rt(t):x(t):t.match(e)||[]}function Ns(t){var e=null==t?0:t.length,n=ko();return t=e?v(t,function(t){if(\"function\"!=typeof t[1])throw new dl(ct);return[n(t[0]),t[1]]}):[],oi(function(n){for(var r=-1;++r<e;){var i=t[r];if(u(i[0],this,n))return u(i[1],this,n)}})}function As(t){return Wn(Bn(t,pt))}function Os(t){return function(){return t}}function Is(t,e){return null==t||t!==t?e:t}function Ds(t){return t}function Rs(t){return Br(\"function\"==typeof t?t:Bn(t,pt))}function Ls(t){return qr(Bn(t,pt))}function Us(t,e){return Yr(t,Bn(e,pt))}function Fs(t,e,n){var r=Hc(e),i=ar(e,r);null!=n||cc(e)&&(i.length||!r.length)||(n=e,e=t,t=this,i=ar(e,Hc(e)));var o=!(cc(n)&&\"chain\"in n&&!n.chain),a=oc(t);return s(i,function(n){var r=e[n];t[n]=r,a&&(t.prototype[n]=function(){var e=this.__chain__;if(o||e){var n=t(this.__wrapped__),i=n.__actions__=Bi(this.__actions__);return i.push({func:r,args:arguments,thisArg:t}),n.__chain__=e,n}return r.apply(t,g([this.value()],arguments))})}),t}function js(){return ur._===this&&(ur._=kl),this}function Bs(){}function Ws(t){return t=Ec(t),oi(function(e){return $r(e,t)})}function Vs(t){return Bo(t)?S(ra(t)):Jr(t)}function zs(t){return function(e){return null==t?it:cr(t,e)}}function Hs(){return[]}function qs(){return!1}function Ys(){return{}}function Ks(){return\"\"}function Gs(){return!0}function $s(t,e){if(t=Ec(t),t<1||t>Rt)return[];var n=Ft,r=Xl(t,Ft);e=ko(e),t-=Ft;for(var i=I(r,e);++n<t;)e(n);return i}function Xs(t){return xp(t)?v(t,ra):bc(t)?[t]:Bi(Lf(Ac(t)))}function Zs(t){var e=++xl;return Ac(t)+e}function Qs(t){return t&&t.length?Gn(t,Ds,pr):it}function Js(t,e){return t&&t.length?Gn(t,ko(e,2),pr):it}function tl(t){return T(t,Ds)}function el(t,e){return T(t,ko(e,2))}function nl(t){return t&&t.length?Gn(t,Ds,zr):it}function rl(t,e){return t&&t.length?Gn(t,ko(e,2),zr):it}function il(t){return t&&t.length?O(t,Ds):0}function ol(t,e){return t&&t.length?O(t,ko(e,2)):0}e=null==e?ur:Mr.defaults(ur.Object(),e,Mr.pick(ur,$n));var al=e.Array,ul=e.Date,cl=e.Error,sl=e.Function,ll=e.Math,fl=e.Object,pl=e.RegExp,hl=e.String,dl=e.TypeError,vl=al.prototype,gl=sl.prototype,ml=fl.prototype,yl=e[\"__core-js_shared__\"],_l=gl.toString,bl=ml.hasOwnProperty,xl=0,wl=function(){var t=/[^.]+$/.exec(yl&&yl.keys&&yl.keys.IE_PROTO||\"\");return t?\"Symbol(src)_1.\"+t:\"\"}(),Cl=ml.toString,Ml=_l.call(fl),kl=ur._,El=pl(\"^\"+_l.call(bl).replace(Re,\"\\\\$&\").replace(/hasOwnProperty|(function).*?(?=\\\\\\()| for .+?(?=\\\\\\])/g,\"$1.*?\")+\"$\"),Tl=lr?e.Buffer:it,Sl=e.Symbol,Pl=e.Uint8Array,Nl=Tl?Tl.allocUnsafe:it,Al=K(fl.getPrototypeOf,fl),Ol=fl.create,Il=ml.propertyIsEnumerable,Dl=vl.splice,Rl=Sl?Sl.isConcatSpreadable:it,Ll=Sl?Sl.iterator:it,Ul=Sl?Sl.toStringTag:it,Fl=function(){try{var t=So(fl,\"defineProperty\");return t({},\"\",{}),t}catch(t){}}(),jl=e.clearTimeout!==ur.clearTimeout&&e.clearTimeout,Bl=ul&&ul.now!==ur.Date.now&&ul.now,Wl=e.setTimeout!==ur.setTimeout&&e.setTimeout,Vl=ll.ceil,zl=ll.floor,Hl=fl.getOwnPropertySymbols,ql=Tl?Tl.isBuffer:it,Yl=e.isFinite,Kl=vl.join,Gl=K(fl.keys,fl),$l=ll.max,Xl=ll.min,Zl=ul.now,Ql=e.parseInt,Jl=ll.random,tf=vl.reverse,ef=So(e,\"DataView\"),nf=So(e,\"Map\"),rf=So(e,\"Promise\"),of=So(e,\"Set\"),af=So(e,\"WeakMap\"),uf=So(fl,\"create\"),cf=af&&new af,sf={},lf=ia(ef),ff=ia(nf),pf=ia(rf),hf=ia(of),df=ia(af),vf=Sl?Sl.prototype:it,gf=vf?vf.valueOf:it,mf=vf?vf.toString:it,yf=function(){function t(){}return function(e){if(!cc(e))return{};if(Ol)return Ol(e);t.prototype=e;var n=new t;return t.prototype=it,n}}();n.templateSettings={escape:Se,evaluate:Pe,interpolate:Ne,variable:\"\",imports:{_:n}},n.prototype=r.prototype,n.prototype.constructor=n,i.prototype=yf(r.prototype),i.prototype.constructor=i,b.prototype=yf(r.prototype),b.prototype.constructor=b,nt.prototype.clear=ze,nt.prototype.delete=en,nt.prototype.get=nn,nt.prototype.has=rn,nt.prototype.set=on,an.prototype.clear=un,an.prototype.delete=cn,an.prototype.get=sn,an.prototype.has=ln,an.prototype.set=fn,pn.prototype.clear=hn,pn.prototype.delete=dn,pn.prototype.get=vn,pn.prototype.has=gn,pn.prototype.set=mn,yn.prototype.add=yn.prototype.push=_n,yn.prototype.has=bn,xn.prototype.clear=wn,xn.prototype.delete=Cn,xn.prototype.get=Mn,xn.prototype.has=kn,xn.prototype.set=En;var _f=Yi(nr),bf=Yi(or,!0),xf=Ki(),wf=Ki(!0),Cf=cf?function(t,e){return cf.set(t,e),t}:Ds,Mf=Fl?function(t,e){return Fl(t,\"toString\",{configurable:!0,enumerable:!1,value:Os(e),writable:!0})}:Ds,kf=oi,Ef=jl||function(t){return ur.clearTimeout(t)},Tf=of&&1/$(new of([,-0]))[1]==Dt?function(t){return new of(t)}:Bs,Sf=cf?function(t){return cf.get(t)}:Bs,Pf=Hl?function(t){return null==t?[]:(t=fl(t),p(Hl(t),function(e){return Il.call(t,e)}))}:Hs,Nf=Hl?function(t){for(var e=[];t;)g(e,Pf(t)),t=Al(t);return e}:Hs,Af=fr;(ef&&Af(new ef(new ArrayBuffer(1)))!=fe||nf&&Af(new nf)!=Zt||rf&&Af(rf.resolve())!=ee||of&&Af(new of)!=ie||af&&Af(new af)!=ce)&&(Af=function(t){var e=fr(t),n=e==te?t.constructor:it,r=n?ia(n):\"\";if(r)switch(r){case lf:return fe;case ff:return Zt;case pf:return ee;case hf:return ie;case df:return ce}return e});var Of=yl?oc:qs,If=ea(Cf),Df=Wl||function(t,e){return ur.setTimeout(t,e)},Rf=ea(Mf),Lf=Ko(function(t){var e=[];return Ie.test(t)&&e.push(\"\"),t.replace(De,function(t,n,r,i){e.push(r?i.replace(He,\"$1\"):n||t)}),e}),Uf=oi(function(t,e){return Zu(t)?Yn(t,er(e,1,Zu,!0)):[]}),Ff=oi(function(t,e){var n=ka(e);return Zu(n)&&(n=it),Zu(t)?Yn(t,er(e,1,Zu,!0),ko(n,2)):[]}),jf=oi(function(t,e){var n=ka(e);return Zu(n)&&(n=it),Zu(t)?Yn(t,er(e,1,Zu,!0),it,n):[]}),Bf=oi(function(t){var e=v(t,Mi);return e.length&&e[0]===t[0]?Er(e):[]}),Wf=oi(function(t){var e=ka(t),n=v(t,Mi);return e===ka(n)?e=it:n.pop(),n.length&&n[0]===t[0]?Er(n,ko(e,2)):[]}),Vf=oi(function(t){var e=ka(t),n=v(t,Mi);return e=\"function\"==typeof e?e:it,e&&n.pop(),n.length&&n[0]===t[0]?Er(n,it,e):[]}),zf=oi(Sa),Hf=bo(function(t,e){var n=null==t?0:t.length,r=Fn(t,e);return ei(t,v(e,function(t){return Fo(t,n)?+t:t}).sort(Li)),r}),qf=oi(function(t){return mi(er(t,1,Zu,!0))}),Yf=oi(function(t){var e=ka(t);return Zu(e)&&(e=it),mi(er(t,1,Zu,!0),ko(e,2))}),Kf=oi(function(t){var e=ka(t);return e=\"function\"==typeof e?e:it,mi(er(t,1,Zu,!0),it,e)}),Gf=oi(function(t,e){return Zu(t)?Yn(t,e):[]}),$f=oi(function(t){return wi(p(t,Zu))}),Xf=oi(function(t){var e=ka(t);return Zu(e)&&(e=it),wi(p(t,Zu),ko(e,2))}),Zf=oi(function(t){var e=ka(t);return e=\"function\"==typeof e?e:it,wi(p(t,Zu),it,e)}),Qf=oi(Xa),Jf=oi(function(t){var e=t.length,n=e>1?t[e-1]:it;return n=\"function\"==typeof n?(t.pop(),n):it,Za(t,n)}),tp=bo(function(t){var e=t.length,n=e?t[0]:0,r=this.__wrapped__,o=function(e){return Fn(e,t)};return!(e>1||this.__actions__.length)&&r instanceof b&&Fo(n)?(r=r.slice(n,+n+(e?1:0)),r.__actions__.push({func:nu,args:[o],thisArg:it}),new i(r,this.__chain__).thru(function(t){return e&&!t.length&&t.push(it),t})):this.thru(o)}),ep=Hi(function(t,e,n){bl.call(t,n)?++t[n]:Un(t,n,1)}),np=Ji(va),rp=Ji(ga),ip=Hi(function(t,e,n){bl.call(t,n)?t[n].push(e):Un(t,n,[e])}),op=oi(function(t,e,n){var r=-1,i=\"function\"==typeof e,o=Xu(t)?al(t.length):[];return _f(t,function(t){o[++r]=i?u(e,t,n):Sr(t,e,n)}),o}),ap=Hi(function(t,e,n){Un(t,n,e)}),up=Hi(function(t,e,n){t[n?0:1].push(e)},function(){return[[],[]]}),cp=oi(function(t,e){if(null==t)return[];var n=e.length;return n>1&&jo(t,e[0],e[1])?e=[]:n>2&&jo(e[0],e[1],e[2])&&(e=[e[0]]),Xr(t,er(e,1),[])}),sp=Bl||function(){return ur.Date.now()},lp=oi(function(t,e,n){var r=mt;if(n.length){var i=G(n,Mo(lp));r|=wt}return po(t,r,e,n,i)}),fp=oi(function(t,e,n){var r=mt|yt;if(n.length){var i=G(n,Mo(fp));r|=wt}return po(e,r,t,n,i)}),pp=oi(function(t,e){return qn(t,1,e)}),hp=oi(function(t,e,n){return qn(t,Sc(e)||0,n)});Ru.Cache=pn;var dp=kf(function(t,e){e=1==e.length&&xp(e[0])?v(e[0],R(ko())):v(er(e,1),R(ko()));var n=e.length;return oi(function(r){for(var i=-1,o=Xl(r.length,n);++i<o;)r[i]=e[i].call(this,r[i]);return u(t,this,r)})}),vp=oi(function(t,e){var n=G(e,Mo(vp));return po(t,wt,it,e,n)}),gp=oi(function(t,e){var n=G(e,Mo(gp));return po(t,Ct,it,e,n)}),mp=bo(function(t,e){return po(t,kt,it,it,it,e)}),yp=co(pr),_p=co(function(t,e){return t>=e}),bp=Pr(function(){return arguments}())?Pr:function(t){return sc(t)&&bl.call(t,\"callee\")&&!Il.call(t,\"callee\")},xp=al.isArray,wp=hr?R(hr):Nr,Cp=ql||qs,Mp=dr?R(dr):Ar,kp=vr?R(vr):Dr,Ep=gr?R(gr):Ur,Tp=mr?R(mr):Fr,Sp=yr?R(yr):jr,Pp=co(zr),Np=co(function(t,e){return t<=e}),Ap=qi(function(t,e){if(Ho(e)||Xu(e))return void Wi(e,Hc(e),t);for(var n in e)bl.call(e,n)&&On(t,n,e[n])}),Op=qi(function(t,e){Wi(e,qc(e),t)}),Ip=qi(function(t,e,n,r){Wi(e,qc(e),t,r)}),Dp=qi(function(t,e,n,r){Wi(e,Hc(e),t,r)}),Rp=bo(Fn),Lp=oi(function(t){return t.push(it,ho),u(Ip,it,t)}),Up=oi(function(t){return t.push(it,vo),u(Vp,it,t)}),Fp=no(function(t,e,n){t[e]=n},Os(Ds)),jp=no(function(t,e,n){bl.call(t,e)?t[e].push(n):t[e]=[n]},ko),Bp=oi(Sr),Wp=qi(function(t,e,n){Kr(t,e,n)}),Vp=qi(function(t,e,n,r){Kr(t,e,n,r)}),zp=bo(function(t,e){var n={};if(null==t)return n;var r=!1;e=v(e,function(e){return e=Ei(e,t),r||(r=e.length>1),e}),Wi(t,wo(t),n),r&&(n=Bn(n,pt|ht|dt,go));for(var i=e.length;i--;)yi(n,e[i]);return n}),Hp=bo(function(t,e){return null==t?{}:Zr(t,e)}),qp=fo(Hc),Yp=fo(qc),Kp=Xi(function(t,e,n){return e=e.toLowerCase(),t+(n?cs(e):e)}),Gp=Xi(function(t,e,n){return t+(n?\"-\":\"\")+e.toLowerCase()}),$p=Xi(function(t,e,n){return t+(n?\" \":\"\")+e.toLowerCase()}),Xp=$i(\"toLowerCase\"),Zp=Xi(function(t,e,n){return t+(n?\"_\":\"\")+e.toLowerCase()}),Qp=Xi(function(t,e,n){return t+(n?\" \":\"\")+th(e)}),Jp=Xi(function(t,e,n){return t+(n?\" \":\"\")+e.toUpperCase()}),th=$i(\"toUpperCase\"),eh=oi(function(t,e){try{return u(t,it,e)}catch(t){return rc(t)?t:new cl(t)}}),nh=bo(function(t,e){return s(e,function(e){e=ra(e),Un(t,e,lp(t[e],t))}),t}),rh=to(),ih=to(!0),oh=oi(function(t,e){return function(n){return Sr(n,t,e)}}),ah=oi(function(t,e){return function(n){return Sr(t,n,e)}}),uh=io(v),ch=io(f),sh=io(_),lh=uo(),fh=uo(!0),ph=ro(function(t,e){return t+e},0),hh=lo(\"ceil\"),dh=ro(function(t,e){return t/e},1),vh=lo(\"floor\"),gh=ro(function(t,e){return t*e},1),mh=lo(\"round\"),yh=ro(function(t,e){return t-e},0);return n.after=Su,n.ary=Pu,n.assign=Ap,n.assignIn=Op,n.assignInWith=Ip,n.assignWith=Dp,n.at=Rp,n.before=Nu,n.bind=lp,n.bindAll=nh,n.bindKey=fp,n.castArray=zu,n.chain=tu,n.chunk=ua,n.compact=ca,n.concat=sa,n.cond=Ns,n.conforms=As,n.constant=Os,n.countBy=ep,n.create=Oc,n.curry=Au,n.curryRight=Ou,n.debounce=Iu,n.defaults=Lp,n.defaultsDeep=Up,n.defer=pp,n.delay=hp,n.difference=Uf,n.differenceBy=Ff,n.differenceWith=jf,n.drop=la,n.dropRight=fa,n.dropRightWhile=pa,n.dropWhile=ha,n.fill=da,n.filter=fu,n.flatMap=pu,n.flatMapDeep=hu,n.flatMapDepth=du,n.flatten=ma,n.flattenDeep=ya,n.flattenDepth=_a,n.flip=Du,n.flow=rh,n.flowRight=ih,n.fromPairs=ba,n.functions=jc,n.functionsIn=Bc,n.groupBy=ip,n.initial=Ca,n.intersection=Bf,n.intersectionBy=Wf,n.intersectionWith=Vf,n.invert=Fp,n.invertBy=jp,n.invokeMap=op,n.iteratee=Rs,n.keyBy=ap,n.keys=Hc,n.keysIn=qc,n.map=yu,n.mapKeys=Yc,n.mapValues=Kc,n.matches=Ls,n.matchesProperty=Us,n.memoize=Ru,n.merge=Wp,n.mergeWith=Vp,n.method=oh,n.methodOf=ah,n.mixin=Fs,n.negate=Lu,n.nthArg=Ws,n.omit=zp,n.omitBy=Gc,n.once=Uu,n.orderBy=_u,n.over=uh,n.overArgs=dp,n.overEvery=ch,n.overSome=sh,n.partial=vp,n.partialRight=gp,n.partition=up,n.pick=Hp,n.pickBy=$c,n.property=Vs,n.propertyOf=zs,n.pull=zf,n.pullAll=Sa,n.pullAllBy=Pa,n.pullAllWith=Na,n.pullAt=Hf,n.range=lh,n.rangeRight=fh,n.rearg=mp,n.reject=wu,n.remove=Aa,n.rest=Fu,n.reverse=Oa,n.sampleSize=Mu,n.set=Zc,n.setWith=Qc,n.shuffle=ku,n.slice=Ia,n.sortBy=cp,n.sortedUniq=Ba,n.sortedUniqBy=Wa,n.split=_s,n.spread=ju,n.tail=Va,n.take=za,n.takeRight=Ha,n.takeRightWhile=qa,n.takeWhile=Ya,n.tap=eu,n.throttle=Bu,n.thru=nu,n.toArray=Mc,n.toPairs=qp,n.toPairsIn=Yp,n.toPath=Xs,n.toPlainObject=Pc,n.transform=Jc,n.unary=Wu,n.union=qf,n.unionBy=Yf,n.unionWith=Kf,n.uniq=Ka,n.uniqBy=Ga,n.uniqWith=$a,n.unset=ts,n.unzip=Xa,n.unzipWith=Za,n.update=es,n.updateWith=ns,n.values=rs,n.valuesIn=is,n.without=Gf,n.words=Ps,n.wrap=Vu,n.xor=$f,n.xorBy=Xf,n.xorWith=Zf,n.zip=Qf,n.zipObject=Qa,n.zipObjectDeep=Ja,n.zipWith=Jf,n.entries=qp,n.entriesIn=Yp,n.extend=Op,n.extendWith=Ip,Fs(n,n),n.add=ph,n.attempt=eh,n.camelCase=Kp,n.capitalize=cs,n.ceil=hh,n.clamp=os,n.clone=Hu,n.cloneDeep=Yu,n.cloneDeepWith=Ku,n.cloneWith=qu,n.conformsTo=Gu,n.deburr=ss,n.defaultTo=Is,n.divide=dh,n.endsWith=ls,n.eq=$u,n.escape=fs,n.escapeRegExp=ps,n.every=lu,n.find=np,n.findIndex=va,n.findKey=Ic,n.findLast=rp,n.findLastIndex=ga,n.findLastKey=Dc,n.floor=vh,n.forEach=vu,n.forEachRight=gu,n.forIn=Rc,n.forInRight=Lc,n.forOwn=Uc,n.forOwnRight=Fc,n.get=Wc,n.gt=yp,n.gte=_p,n.has=Vc,n.hasIn=zc,n.head=xa,n.identity=Ds,n.includes=mu,n.indexOf=wa,n.inRange=as,n.invoke=Bp,n.isArguments=bp,n.isArray=xp,n.isArrayBuffer=wp,n.isArrayLike=Xu,n.isArrayLikeObject=Zu,n.isBoolean=Qu,n.isBuffer=Cp,n.isDate=Mp,n.isElement=Ju,n.isEmpty=tc,n.isEqual=ec,n.isEqualWith=nc,n.isError=rc,n.isFinite=ic,n.isFunction=oc,n.isInteger=ac,n.isLength=uc,n.isMap=kp,n.isMatch=lc,n.isMatchWith=fc,n.isNaN=pc,n.isNative=hc,n.isNil=vc,n.isNull=dc,n.isNumber=gc,n.isObject=cc,n.isObjectLike=sc,n.isPlainObject=mc,n.isRegExp=Ep,n.isSafeInteger=yc,n.isSet=Tp,n.isString=_c,n.isSymbol=bc,n.isTypedArray=Sp,n.isUndefined=xc,n.isWeakMap=wc,n.isWeakSet=Cc,n.join=Ma,n.kebabCase=Gp,n.last=ka,n.lastIndexOf=Ea,n.lowerCase=$p,n.lowerFirst=Xp,n.lt=Pp,n.lte=Np,n.max=Qs,n.maxBy=Js,n.mean=tl,n.meanBy=el,n.min=nl,n.minBy=rl,n.stubArray=Hs,n.stubFalse=qs,n.stubObject=Ys,n.stubString=Ks,n.stubTrue=Gs,n.multiply=gh,n.nth=Ta,n.noConflict=js,n.noop=Bs,n.now=sp,n.pad=hs,n.padEnd=ds,n.padStart=vs,n.parseInt=gs,n.random=us,n.reduce=bu,n.reduceRight=xu,n.repeat=ms,n.replace=ys,n.result=Xc,n.round=mh,n.runInContext=t,n.sample=Cu,n.size=Eu,n.snakeCase=Zp,n.some=Tu,n.sortedIndex=Da,n.sortedIndexBy=Ra,n.sortedIndexOf=La,n.sortedLastIndex=Ua,n.sortedLastIndexBy=Fa,n.sortedLastIndexOf=ja,n.startCase=Qp,n.startsWith=bs,n.subtract=yh,n.sum=il,n.sumBy=ol,n.template=xs,n.times=$s,n.toFinite=kc,n.toInteger=Ec,n.toLength=Tc,n.toLower=ws,n.toNumber=Sc,n.toSafeInteger=Nc,n.toString=Ac,n.toUpper=Cs,n.trim=Ms,n.trimEnd=ks,n.trimStart=Es,n.truncate=Ts,n.unescape=Ss,n.uniqueId=Zs,n.upperCase=Jp,n.upperFirst=th,n.each=vu,n.eachRight=gu,n.first=xa,Fs(n,function(){var t={};return nr(n,function(e,r){bl.call(n.prototype,r)||(t[r]=e)}),t}(),{chain:!1}),n.VERSION=ot,s([\"bind\",\"bindKey\",\"curry\",\"curryRight\",\"partial\",\"partialRight\"],function(t){n[t].placeholder=n}),s([\"drop\",\"take\"],function(t,e){b.prototype[t]=function(n){n=n===it?1:$l(Ec(n),0);var r=this.__filtered__&&!e?new b(this):this.clone();return r.__filtered__?r.__takeCount__=Xl(n,r.__takeCount__):r.__views__.push({size:Xl(n,Ft),type:t+(r.__dir__<0?\"Right\":\"\")}),r},b.prototype[t+\"Right\"]=function(e){return this.reverse()[t](e).reverse()}}),s([\"filter\",\"map\",\"takeWhile\"],function(t,e){var n=e+1,r=n==At||n==It;b.prototype[t]=function(t){var e=this.clone();return e.__iteratees__.push({iteratee:ko(t,3),type:n}),e.__filtered__=e.__filtered__||r,e}}),s([\"head\",\"last\"],function(t,e){var n=\"take\"+(e?\"Right\":\"\");b.prototype[t]=function(){return this[n](1).value()[0]}}),s([\"initial\",\"tail\"],function(t,e){var n=\"drop\"+(e?\"\":\"Right\");b.prototype[t]=function(){return this.__filtered__?new b(this):this[n](1)}}),b.prototype.compact=function(){return this.filter(Ds)},b.prototype.find=function(t){return this.filter(t).head()},b.prototype.findLast=function(t){return this.reverse().find(t)},b.prototype.invokeMap=oi(function(t,e){return\"function\"==typeof t?new b(this):this.map(function(n){return Sr(n,t,e)})}),b.prototype.reject=function(t){return this.filter(Lu(ko(t)))},b.prototype.slice=function(t,e){t=Ec(t);var n=this;return n.__filtered__&&(t>0||e<0)?new b(n):(t<0?n=n.takeRight(-t):t&&(n=n.drop(t)),e!==it&&(e=Ec(e),n=e<0?n.dropRight(-e):n.take(e-t)),n)},b.prototype.takeRightWhile=function(t){return this.reverse().takeWhile(t).reverse()},b.prototype.toArray=function(){return this.take(Ft)},nr(b.prototype,function(t,e){var r=/^(?:filter|find|map|reject)|While$/.test(e),o=/^(?:head|last)$/.test(e),a=n[o?\"take\"+(\"last\"==e?\"Right\":\"\"):e],u=o||/^find/.test(e);a&&(n.prototype[e]=function(){var e=this.__wrapped__,c=o?[1]:arguments,s=e instanceof b,l=c[0],f=s||xp(e),p=function(t){var e=a.apply(n,g([t],c));return o&&h?e[0]:e};f&&r&&\"function\"==typeof l&&1!=l.length&&(s=f=!1);var h=this.__chain__,d=!!this.__actions__.length,v=u&&!h,m=s&&!d;if(!u&&f){e=m?e:new b(this);var y=t.apply(e,c);return y.__actions__.push({func:nu,args:[p],thisArg:it}),new i(y,h)}return v&&m?t.apply(this,c):(y=this.thru(p),v?o?y.value()[0]:y.value():y)})}),s([\"pop\",\"push\",\"shift\",\"sort\",\"splice\",\"unshift\"],function(t){var e=vl[t],r=/^(?:push|sort|unshift)$/.test(t)?\"tap\":\"thru\",i=/^(?:pop|shift)$/.test(t);n.prototype[t]=function(){var t=arguments;if(i&&!this.__chain__){var n=this.value();return e.apply(xp(n)?n:[],t)}return this[r](function(n){return e.apply(xp(n)?n:[],t)})}}),nr(b.prototype,function(t,e){var r=n[e];if(r){var i=r.name+\"\",o=sf[i]||(sf[i]=[]);o.push({name:e,func:r})}}),sf[eo(it,yt).name]=[{name:\"wrapper\",func:it}],b.prototype.clone=P,b.prototype.reverse=Z,b.prototype.value=et,n.prototype.at=tp,n.prototype.chain=ru,n.prototype.commit=iu,n.prototype.next=ou,n.prototype.plant=uu,n.prototype.reverse=cu,n.prototype.toJSON=n.prototype.valueOf=n.prototype.value=su,n.prototype.first=n.prototype.head,Ll&&(n.prototype[Ll]=au),n},Mr=Cr();ur._=Mr,i=function(){return Mr}.call(e,n,e,r),!(i!==it&&(r.exports=i))}).call(this)}).call(e,n(99),n(100)(t))},function(t,e,n){\"use strict\";var r={remove:function(t){t._reactInternalInstance=void 0},get:function(t){return t._reactInternalInstance},has:function(t){return void 0!==t._reactInternalInstance},set:function(t,e){t._reactInternalInstance=e}};t.exports=r},function(t,e,n){\"use strict\";t.exports=n(26)},function(t,e,n){\"use strict\";var r=n(61);e.a=function(t){return t=n.i(r.a)(Math.abs(t)),t?t[1]:NaN}},function(t,e,n){\"use strict\";e.a=function(t,e){return t=+t,e-=t,function(n){return t+e*n}}},function(t,e,n){\"use strict\";var r=n(228);n.d(e,\"a\",function(){return r.a})},function(t,e,n){\"use strict\";function r(t,e){return(e-=t=+t)?function(n){return(n-t)/e}:n.i(h.a)(e)}function i(t){return function(e,n){var r=t(e=+e,n=+n);return function(t){return t<=e?0:t>=n?1:r(t)}}}function o(t){return function(e,n){var r=t(e=+e,n=+n);return function(t){return t<=0?e:t>=1?n:r(t)}}}function a(t,e,n,r){var i=t[0],o=t[1],a=e[0],u=e[1];return o<i?(i=n(o,i),a=r(u,a)):(i=n(i,o),a=r(a,u)),function(t){return a(i(t))}}function u(t,e,r,i){var o=Math.min(t.length,e.length)-1,a=new Array(o),u=new Array(o),c=-1;for(t[o]<t[0]&&(t=t.slice().reverse(),e=e.slice().reverse());++c<o;)a[c]=r(t[c],t[c+1]),u[c]=i(e[c],e[c+1]);return function(e){var r=n.i(l.c)(t,e,1,o)-1;return u[r](a[r](e))}}function c(t,e){return e.domain(t.domain()).range(t.range()).interpolate(t.interpolate()).clamp(t.clamp())}function s(t,e){function n(){return s=Math.min(g.length,m.length)>2?u:a,l=h=null,c}function c(e){return(l||(l=s(g,m,_?i(t):t,y)))(+e)}var s,l,h,g=v,m=v,y=f.b,_=!1;return c.invert=function(t){return(h||(h=s(m,g,r,_?o(e):e)))(+t)},c.domain=function(t){return arguments.length?(g=p.a.call(t,d.a),n()):g.slice()},c.range=function(t){return arguments.length?(m=p.b.call(t),n()):m.slice()},c.rangeRound=function(t){return m=p.b.call(t),y=f.c,n()},c.clamp=function(t){return arguments.length?(_=!!t,n()):_},c.interpolate=function(t){return arguments.length?(y=t,n()):y},n()}var l=n(12),f=n(31),p=n(16),h=n(65),d=n(126);e.b=r,e.c=c,e.a=s;var v=[0,1]},function(t,e,n){\"use strict\";function r(t,e,n){t._context.bezierCurveTo((2*t._x0+t._x1)/3,(2*t._y0+t._y1)/3,(t._x0+2*t._x1)/3,(t._y0+2*t._y1)/3,(t._x0+4*t._x1+e)/6,(t._y0+4*t._y1+n)/6)}function i(t){this._context=t}e.c=r,e.b=i,i.prototype={\n",
       "areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._y0=this._y1=NaN,this._point=0},lineEnd:function(){switch(this._point){case 3:r(this,this._x1,this._y1);case 2:this._context.lineTo(this._x1,this._y1)}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;break;case 2:this._point=3,this._context.lineTo((5*this._x0+this._x1)/6,(5*this._y0+this._y1)/6);default:r(this,t,e)}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e}},e.a=function(t){return new i(t)}},function(t,e,n){\"use strict\";function r(t,e,n){t._context.bezierCurveTo(t._x1+t._k*(t._x2-t._x0),t._y1+t._k*(t._y2-t._y0),t._x2+t._k*(t._x1-e),t._y2+t._k*(t._y1-n),t._x2,t._y2)}function i(t,e){this._context=t,this._k=(1-e)/6}e.c=r,e.b=i,i.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._point=0},lineEnd:function(){switch(this._point){case 2:this._context.lineTo(this._x2,this._y2);break;case 3:r(this,this._x1,this._y1)}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2,this._x1=t,this._y1=e;break;case 2:this._point=3;default:r(this,t,e)}this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return new i(t,e)}return n.tension=function(e){return t(+e)},n}(0)},function(t,e,n){\"use strict\";function r(t){this._context=t}r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._point=0},lineEnd:function(){(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;default:this._context.lineTo(t,e)}}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";e.a=function(){}},function(t,e,n){\"use strict\";function r(t){return\"topMouseUp\"===t||\"topTouchEnd\"===t||\"topTouchCancel\"===t}function i(t){return\"topMouseMove\"===t||\"topTouchMove\"===t}function o(t){return\"topMouseDown\"===t||\"topTouchStart\"===t}function a(t,e,n,r){var i=t.type||\"unknown-event\";t.currentTarget=m.getNodeFromInstance(r),e?v.invokeGuardedCallbackWithCatch(i,n,t):v.invokeGuardedCallback(i,n,t),t.currentTarget=null}function u(t,e){var n=t._dispatchListeners,r=t._dispatchInstances;if(Array.isArray(n))for(var i=0;i<n.length&&!t.isPropagationStopped();i++)a(t,e,n[i],r[i]);else n&&a(t,e,n,r);t._dispatchListeners=null,t._dispatchInstances=null}function c(t){var e=t._dispatchListeners,n=t._dispatchInstances;if(Array.isArray(e)){for(var r=0;r<e.length&&!t.isPropagationStopped();r++)if(e[r](t,n[r]))return n[r]}else if(e&&e(t,n))return n;return null}function s(t){var e=c(t);return t._dispatchInstances=null,t._dispatchListeners=null,e}function l(t){var e=t._dispatchListeners,n=t._dispatchInstances;Array.isArray(e)?d(\"103\"):void 0,t.currentTarget=e?m.getNodeFromInstance(n):null;var r=e?e(t):null;return t.currentTarget=null,t._dispatchListeners=null,t._dispatchInstances=null,r}function f(t){return!!t._dispatchListeners}var p,h,d=n(2),v=n(87),g=(n(0),n(1),{injectComponentTree:function(t){p=t},injectTreeTraversal:function(t){h=t}}),m={isEndish:r,isMoveish:i,isStartish:o,executeDirectDispatch:l,executeDispatchesInOrder:u,executeDispatchesInOrderStopAtTrue:s,hasDispatches:f,getInstanceFromNode:function(t){return p.getInstanceFromNode(t)},getNodeFromInstance:function(t){return p.getNodeFromInstance(t)},isAncestor:function(t,e){return h.isAncestor(t,e)},getLowestCommonAncestor:function(t,e){return h.getLowestCommonAncestor(t,e)},getParentInstance:function(t){return h.getParentInstance(t)},traverseTwoPhase:function(t,e,n){return h.traverseTwoPhase(t,e,n)},traverseEnterLeave:function(t,e,n,r,i){return h.traverseEnterLeave(t,e,n,r,i)},injection:g};t.exports=m},function(t,e,n){\"use strict\";function r(t){return Object.prototype.hasOwnProperty.call(t,v)||(t[v]=h++,f[t[v]]={}),f[t[v]]}var i,o=n(3),a=n(83),u=n(360),c=n(89),s=n(393),l=n(94),f={},p=!1,h=0,d={topAbort:\"abort\",topAnimationEnd:s(\"animationend\")||\"animationend\",topAnimationIteration:s(\"animationiteration\")||\"animationiteration\",topAnimationStart:s(\"animationstart\")||\"animationstart\",topBlur:\"blur\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topChange:\"change\",topClick:\"click\",topCompositionEnd:\"compositionend\",topCompositionStart:\"compositionstart\",topCompositionUpdate:\"compositionupdate\",topContextMenu:\"contextmenu\",topCopy:\"copy\",topCut:\"cut\",topDoubleClick:\"dblclick\",topDrag:\"drag\",topDragEnd:\"dragend\",topDragEnter:\"dragenter\",topDragExit:\"dragexit\",topDragLeave:\"dragleave\",topDragOver:\"dragover\",topDragStart:\"dragstart\",topDrop:\"drop\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topFocus:\"focus\",topInput:\"input\",topKeyDown:\"keydown\",topKeyPress:\"keypress\",topKeyUp:\"keyup\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topMouseDown:\"mousedown\",topMouseMove:\"mousemove\",topMouseOut:\"mouseout\",topMouseOver:\"mouseover\",topMouseUp:\"mouseup\",topPaste:\"paste\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topScroll:\"scroll\",topSeeked:\"seeked\",topSeeking:\"seeking\",topSelectionChange:\"selectionchange\",topStalled:\"stalled\",topSuspend:\"suspend\",topTextInput:\"textInput\",topTimeUpdate:\"timeupdate\",topTouchCancel:\"touchcancel\",topTouchEnd:\"touchend\",topTouchMove:\"touchmove\",topTouchStart:\"touchstart\",topTransitionEnd:s(\"transitionend\")||\"transitionend\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\",topWheel:\"wheel\"},v=\"_reactListenersID\"+String(Math.random()).slice(2),g=o({},u,{ReactEventListener:null,injection:{injectReactEventListener:function(t){t.setHandleTopLevel(g.handleTopLevel),g.ReactEventListener=t}},setEnabled:function(t){g.ReactEventListener&&g.ReactEventListener.setEnabled(t)},isEnabled:function(){return!(!g.ReactEventListener||!g.ReactEventListener.isEnabled())},listenTo:function(t,e){for(var n=e,i=r(n),o=a.registrationNameDependencies[t],u=0;u<o.length;u++){var c=o[u];i.hasOwnProperty(c)&&i[c]||(\"topWheel\"===c?l(\"wheel\")?g.ReactEventListener.trapBubbledEvent(\"topWheel\",\"wheel\",n):l(\"mousewheel\")?g.ReactEventListener.trapBubbledEvent(\"topWheel\",\"mousewheel\",n):g.ReactEventListener.trapBubbledEvent(\"topWheel\",\"DOMMouseScroll\",n):\"topScroll\"===c?l(\"scroll\",!0)?g.ReactEventListener.trapCapturedEvent(\"topScroll\",\"scroll\",n):g.ReactEventListener.trapBubbledEvent(\"topScroll\",\"scroll\",g.ReactEventListener.WINDOW_HANDLE):\"topFocus\"===c||\"topBlur\"===c?(l(\"focus\",!0)?(g.ReactEventListener.trapCapturedEvent(\"topFocus\",\"focus\",n),g.ReactEventListener.trapCapturedEvent(\"topBlur\",\"blur\",n)):l(\"focusin\")&&(g.ReactEventListener.trapBubbledEvent(\"topFocus\",\"focusin\",n),g.ReactEventListener.trapBubbledEvent(\"topBlur\",\"focusout\",n)),i.topBlur=!0,i.topFocus=!0):d.hasOwnProperty(c)&&g.ReactEventListener.trapBubbledEvent(c,d[c],n),i[c]=!0)}},trapBubbledEvent:function(t,e,n){return g.ReactEventListener.trapBubbledEvent(t,e,n)},trapCapturedEvent:function(t,e,n){return g.ReactEventListener.trapCapturedEvent(t,e,n)},supportsEventPageXY:function(){if(!document.createEvent)return!1;var t=document.createEvent(\"MouseEvent\");return null!=t&&\"pageX\"in t},ensureScrollValueMonitoring:function(){if(void 0===i&&(i=g.supportsEventPageXY()),!i&&!p){var t=c.refreshScrollValues;g.ReactEventListener.monitorScrollValue(t),p=!0}}});t.exports=g},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o=n(89),a=n(92),u={screenX:null,screenY:null,clientX:null,clientY:null,ctrlKey:null,shiftKey:null,altKey:null,metaKey:null,getModifierState:a,button:function(t){var e=t.button;return\"which\"in t?e:2===e?2:4===e?1:0},buttons:null,relatedTarget:function(t){return t.relatedTarget||(t.fromElement===t.srcElement?t.toElement:t.fromElement)},pageX:function(t){return\"pageX\"in t?t.pageX:t.clientX+o.currentScrollLeft},pageY:function(t){return\"pageY\"in t?t.pageY:t.clientY+o.currentScrollTop}};i.augmentClass(r,u),t.exports=r},function(t,e,n){\"use strict\";var r=n(2),i=(n(0),{}),o={reinitializeTransaction:function(){this.transactionWrappers=this.getTransactionWrappers(),this.wrapperInitData?this.wrapperInitData.length=0:this.wrapperInitData=[],this._isInTransaction=!1},_isInTransaction:!1,getTransactionWrappers:null,isInTransaction:function(){return!!this._isInTransaction},perform:function(t,e,n,i,o,a,u,c){this.isInTransaction()?r(\"27\"):void 0;var s,l;try{this._isInTransaction=!0,s=!0,this.initializeAll(0),l=t.call(e,n,i,o,a,u,c),s=!1}finally{try{if(s)try{this.closeAll(0)}catch(t){}else this.closeAll(0)}finally{this._isInTransaction=!1}}return l},initializeAll:function(t){for(var e=this.transactionWrappers,n=t;n<e.length;n++){var r=e[n];try{this.wrapperInitData[n]=i,this.wrapperInitData[n]=r.initialize?r.initialize.call(this):null}finally{if(this.wrapperInitData[n]===i)try{this.initializeAll(n+1)}catch(t){}}}},closeAll:function(t){this.isInTransaction()?void 0:r(\"28\");for(var e=this.transactionWrappers,n=t;n<e.length;n++){var o,a=e[n],u=this.wrapperInitData[n];try{o=!0,u!==i&&a.close&&a.close.call(this,u),o=!1}finally{if(o)try{this.closeAll(n+1)}catch(t){}}}this.wrapperInitData.length=0}};t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=\"\"+t,n=o.exec(e);if(!n)return e;var r,i=\"\",a=0,u=0;for(a=n.index;a<e.length;a++){switch(e.charCodeAt(a)){case 34:r=\"&quot;\";break;case 38:r=\"&amp;\";break;case 39:r=\"&#x27;\";break;case 60:r=\"&lt;\";break;case 62:r=\"&gt;\";break;default:continue}u!==a&&(i+=e.substring(u,a)),u=a+1,i+=r}return u!==a?i+e.substring(u,a):i}function i(t){return\"boolean\"==typeof t||\"number\"==typeof t?\"\"+t:r(t)}var o=/[\"'&<>]/;t.exports=i},function(t,e,n){\"use strict\";var r,i=n(6),o=n(82),a=/^[ \\r\\n\\t\\f]/,u=/<(!--|link|noscript|meta|script|style)[ \\r\\n\\t\\f\\/>]/,c=n(90),s=c(function(t,e){if(t.namespaceURI!==o.svg||\"innerHTML\"in t)t.innerHTML=e;else{r=r||document.createElement(\"div\"),r.innerHTML=\"<svg>\"+e+\"</svg>\";for(var n=r.firstChild;n.firstChild;)t.appendChild(n.firstChild)}});if(i.canUseDOM){var l=document.createElement(\"div\");l.innerHTML=\" \",\"\"===l.innerHTML&&(s=function(t,e){if(t.parentNode&&t.parentNode.replaceChild(t,t),a.test(e)||\"<\"===e[0]&&u.test(e)){t.innerHTML=String.fromCharCode(65279)+e;var n=t.firstChild;1===n.data.length?t.removeChild(n):n.deleteData(0,1)}else t.innerHTML=e}),l=null}t.exports=s},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0}),e.default={colors:{RdBu:[\"rgb(255, 13, 87)\",\"rgb(30, 136, 229)\"],GnPR:[\"rgb(24, 196, 93)\",\"rgb(124, 82, 255)\"],CyPU:[\"#0099C6\",\"#990099\"],PkYg:[\"#DD4477\",\"#66AA00\"],DrDb:[\"#B82E2E\",\"#316395\"],LpLb:[\"#994499\",\"#22AA99\"],YlDp:[\"#AAAA11\",\"#6633CC\"],OrId:[\"#E67300\",\"#3E0099\"]},gray:\"#777\"}},function(t,e,n){\"use strict\";var r=n(29);e.a=function(t,e,n){if(null==n&&(n=r.a),i=t.length){if((e=+e)<=0||i<2)return+n(t[0],0,t);if(e>=1)return+n(t[i-1],i-1,t);var i,o=(i-1)*e,a=Math.floor(o),u=+n(t[a],a,t),c=+n(t[a+1],a+1,t);return u+(c-u)*(o-a)}}},function(t,e,n){\"use strict\";function r(){}function i(t,e){var n=new r;if(t instanceof r)t.each(function(t,e){n.set(e,t)});else if(Array.isArray(t)){var i,o=-1,a=t.length;if(null==e)for(;++o<a;)n.set(o,t[o]);else for(;++o<a;)n.set(e(i=t[o],o,t),i)}else if(t)for(var u in t)n.set(u,t[u]);return n}n.d(e,\"b\",function(){return o});var o=\"$\";r.prototype=i.prototype={constructor:r,has:function(t){return o+t in this},get:function(t){return this[o+t]},set:function(t,e){return this[o+t]=e,this},remove:function(t){var e=o+t;return e in this&&delete this[e]},clear:function(){for(var t in this)t[0]===o&&delete this[t]},keys:function(){var t=[];for(var e in this)e[0]===o&&t.push(e.slice(1));return t},values:function(){var t=[];for(var e in this)e[0]===o&&t.push(this[e]);return t},entries:function(){var t=[];for(var e in this)e[0]===o&&t.push({key:e.slice(1),value:this[e]});return t},size:function(){var t=0;for(var e in this)e[0]===o&&++t;return t},empty:function(){for(var t in this)if(t[0]===o)return!1;return!0},each:function(t){for(var e in this)e[0]===o&&t(this[e],e.slice(1),this)}},e.a=i},function(t,e,n){\"use strict\";function r(){}function i(t){var e;return t=(t+\"\").trim().toLowerCase(),(e=x.exec(t))?(e=parseInt(e[1],16),new s(e>>8&15|e>>4&240,e>>4&15|240&e,(15&e)<<4|15&e,1)):(e=w.exec(t))?o(parseInt(e[1],16)):(e=C.exec(t))?new s(e[1],e[2],e[3],1):(e=M.exec(t))?new s(255*e[1]/100,255*e[2]/100,255*e[3]/100,1):(e=k.exec(t))?a(e[1],e[2],e[3],e[4]):(e=E.exec(t))?a(255*e[1]/100,255*e[2]/100,255*e[3]/100,e[4]):(e=T.exec(t))?l(e[1],e[2]/100,e[3]/100,1):(e=S.exec(t))?l(e[1],e[2]/100,e[3]/100,e[4]):P.hasOwnProperty(t)?o(P[t]):\"transparent\"===t?new s(NaN,NaN,NaN,0):null}function o(t){return new s(t>>16&255,t>>8&255,255&t,1)}function a(t,e,n,r){return r<=0&&(t=e=n=NaN),new s(t,e,n,r)}function u(t){return t instanceof r||(t=i(t)),t?(t=t.rgb(),new s(t.r,t.g,t.b,t.opacity)):new s}function c(t,e,n,r){return 1===arguments.length?u(t):new s(t,e,n,null==r?1:r)}function s(t,e,n,r){this.r=+t,this.g=+e,this.b=+n,this.opacity=+r}function l(t,e,n,r){return r<=0?t=e=n=NaN:n<=0||n>=1?t=e=NaN:e<=0&&(t=NaN),new h(t,e,n,r)}function f(t){if(t instanceof h)return new h(t.h,t.s,t.l,t.opacity);if(t instanceof r||(t=i(t)),!t)return new h;if(t instanceof h)return t;t=t.rgb();var e=t.r/255,n=t.g/255,o=t.b/255,a=Math.min(e,n,o),u=Math.max(e,n,o),c=NaN,s=u-a,l=(u+a)/2;return s?(c=e===u?(n-o)/s+6*(n<o):n===u?(o-e)/s+2:(e-n)/s+4,s/=l<.5?u+a:2-u-a,c*=60):s=l>0&&l<1?0:c,new h(c,s,l,t.opacity)}function p(t,e,n,r){return 1===arguments.length?f(t):new h(t,e,n,null==r?1:r)}function h(t,e,n,r){this.h=+t,this.s=+e,this.l=+n,this.opacity=+r}function d(t,e,n){return 255*(t<60?e+(n-e)*t/60:t<180?n:t<240?e+(n-e)*(240-t)/60:e)}var v=n(60);e.f=r,n.d(e,\"h\",function(){return g}),n.d(e,\"g\",function(){return m}),e.a=i,e.e=u,e.b=c,e.d=s,e.c=p;var g=.7,m=1/g,y=\"\\\\s*([+-]?\\\\d+)\\\\s*\",_=\"\\\\s*([+-]?\\\\d*\\\\.?\\\\d+(?:[eE][+-]?\\\\d+)?)\\\\s*\",b=\"\\\\s*([+-]?\\\\d*\\\\.?\\\\d+(?:[eE][+-]?\\\\d+)?)%\\\\s*\",x=/^#([0-9a-f]{3})$/,w=/^#([0-9a-f]{6})$/,C=new RegExp(\"^rgb\\\\(\"+[y,y,y]+\"\\\\)$\"),M=new RegExp(\"^rgb\\\\(\"+[b,b,b]+\"\\\\)$\"),k=new RegExp(\"^rgba\\\\(\"+[y,y,y,_]+\"\\\\)$\"),E=new RegExp(\"^rgba\\\\(\"+[b,b,b,_]+\"\\\\)$\"),T=new RegExp(\"^hsl\\\\(\"+[_,b,b]+\"\\\\)$\"),S=new RegExp(\"^hsla\\\\(\"+[_,b,b,_]+\"\\\\)$\"),P={aliceblue:15792383,antiquewhite:16444375,aqua:65535,aquamarine:8388564,azure:15794175,beige:16119260,bisque:16770244,black:0,blanchedalmond:16772045,blue:255,blueviolet:9055202,brown:10824234,burlywood:14596231,cadetblue:6266528,chartreuse:8388352,chocolate:13789470,coral:16744272,cornflowerblue:6591981,cornsilk:16775388,crimson:14423100,cyan:65535,darkblue:139,darkcyan:35723,darkgoldenrod:12092939,darkgray:11119017,darkgreen:25600,darkgrey:11119017,darkkhaki:12433259,darkmagenta:9109643,darkolivegreen:5597999,darkorange:16747520,darkorchid:10040012,darkred:9109504,darksalmon:15308410,darkseagreen:9419919,darkslateblue:4734347,darkslategray:3100495,darkslategrey:3100495,darkturquoise:52945,darkviolet:9699539,deeppink:16716947,deepskyblue:49151,dimgray:6908265,dimgrey:6908265,dodgerblue:2003199,firebrick:11674146,floralwhite:16775920,forestgreen:2263842,fuchsia:16711935,gainsboro:14474460,ghostwhite:16316671,gold:16766720,goldenrod:14329120,gray:8421504,green:32768,greenyellow:11403055,grey:8421504,honeydew:15794160,hotpink:16738740,indianred:13458524,indigo:4915330,ivory:16777200,khaki:15787660,lavender:15132410,lavenderblush:16773365,lawngreen:8190976,lemonchiffon:16775885,lightblue:11393254,lightcoral:15761536,lightcyan:14745599,lightgoldenrodyellow:16448210,lightgray:13882323,lightgreen:9498256,lightgrey:13882323,lightpink:16758465,lightsalmon:16752762,lightseagreen:2142890,lightskyblue:8900346,lightslategray:7833753,lightslategrey:7833753,lightsteelblue:11584734,lightyellow:16777184,lime:65280,limegreen:3329330,linen:16445670,magenta:16711935,maroon:8388608,mediumaquamarine:6737322,mediumblue:205,mediumorchid:12211667,mediumpurple:9662683,mediumseagreen:3978097,mediumslateblue:8087790,mediumspringgreen:64154,mediumturquoise:4772300,mediumvioletred:13047173,midnightblue:1644912,mintcream:16121850,mistyrose:16770273,moccasin:16770229,navajowhite:16768685,navy:128,oldlace:16643558,olive:8421376,olivedrab:7048739,orange:16753920,orangered:16729344,orchid:14315734,palegoldenrod:15657130,palegreen:10025880,paleturquoise:11529966,palevioletred:14381203,papayawhip:16773077,peachpuff:16767673,peru:13468991,pink:16761035,plum:14524637,powderblue:11591910,purple:8388736,rebeccapurple:6697881,red:16711680,rosybrown:12357519,royalblue:4286945,saddlebrown:9127187,salmon:16416882,sandybrown:16032864,seagreen:3050327,seashell:16774638,sienna:10506797,silver:12632256,skyblue:8900331,slateblue:6970061,slategray:7372944,slategrey:7372944,snow:16775930,springgreen:65407,steelblue:4620980,tan:13808780,teal:32896,thistle:14204888,tomato:16737095,turquoise:4251856,violet:15631086,wheat:16113331,white:16777215,whitesmoke:16119285,yellow:16776960,yellowgreen:10145074};n.i(v.a)(r,i,{displayable:function(){return this.rgb().displayable()},toString:function(){return this.rgb()+\"\"}}),n.i(v.a)(s,c,n.i(v.b)(r,{brighter:function(t){return t=null==t?m:Math.pow(m,t),new s(this.r*t,this.g*t,this.b*t,this.opacity)},darker:function(t){return t=null==t?g:Math.pow(g,t),new s(this.r*t,this.g*t,this.b*t,this.opacity)},rgb:function(){return this},displayable:function(){return 0<=this.r&&this.r<=255&&0<=this.g&&this.g<=255&&0<=this.b&&this.b<=255&&0<=this.opacity&&this.opacity<=1},toString:function(){var t=this.opacity;return t=isNaN(t)?1:Math.max(0,Math.min(1,t)),(1===t?\"rgb(\":\"rgba(\")+Math.max(0,Math.min(255,Math.round(this.r)||0))+\", \"+Math.max(0,Math.min(255,Math.round(this.g)||0))+\", \"+Math.max(0,Math.min(255,Math.round(this.b)||0))+(1===t?\")\":\", \"+t+\")\")}})),n.i(v.a)(h,p,n.i(v.b)(r,{brighter:function(t){return t=null==t?m:Math.pow(m,t),new h(this.h,this.s,this.l*t,this.opacity)},darker:function(t){return t=null==t?g:Math.pow(g,t),new h(this.h,this.s,this.l*t,this.opacity)},rgb:function(){var t=this.h%360+360*(this.h<0),e=isNaN(t)||isNaN(this.s)?0:this.s,n=this.l,r=n+(n<.5?n:1-n)*e,i=2*n-r;return new s(d(t>=240?t-240:t+120,i,r),d(t,i,r),d(t<120?t+240:t-120,i,r),this.opacity)},displayable:function(){return(0<=this.s&&this.s<=1||isNaN(this.s))&&0<=this.l&&this.l<=1&&0<=this.opacity&&this.opacity<=1}}))},function(t,e,n){\"use strict\";function r(t,e){var n=Object.create(t.prototype);for(var r in e)n[r]=e[r];return n}e.b=r,e.a=function(t,e,n){t.prototype=e.prototype=n,n.constructor=t}},function(t,e,n){\"use strict\";e.a=function(t,e){if((n=(t=e?t.toExponential(e-1):t.toExponential()).indexOf(\"e\"))<0)return null;var n,r=t.slice(0,n);return[r.length>1?r[0]+r.slice(2):r,+t.slice(n+1)]}},function(t,e,n){\"use strict\";function r(t,e,n,r,i){var o=t*t,a=o*t;return((1-3*t+3*o-a)*e+(4-6*o+3*a)*n+(1+3*t+3*o-3*a)*r+a*i)/6}e.b=r,e.a=function(t){var e=t.length-1;return function(n){var i=n<=0?n=0:n>=1?(n=1,e-1):Math.floor(n*e),o=t[i],a=t[i+1],u=i>0?t[i-1]:2*o-a,c=i<e-1?t[i+2]:2*a-o;return r((n-i/e)*e,u,o,a,c)}}},function(t,e,n){\"use strict\";var r=n(10),i=n(123),o=n(118),a=n(121),u=n(43),c=n(122),s=n(124),l=n(120);e.a=function(t,e){var f,p=typeof e;return null==e||\"boolean\"===p?n.i(l.a)(e):(\"number\"===p?u.a:\"string\"===p?(f=n.i(r.color)(e))?(e=f,i.a):s.a:e instanceof r.color?i.a:e instanceof Date?a.a:Array.isArray(e)?o.a:isNaN(e)?c.a:u.a)(t,e)}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(229);n.d(e,\"scaleBand\",function(){return r.a}),n.d(e,\"scalePoint\",function(){return r.b});var i=n(235);n.d(e,\"scaleIdentity\",function(){return i.a});var o=n(34);n.d(e,\"scaleLinear\",function(){return o.a});var a=n(236);n.d(e,\"scaleLog\",function(){return a.a});var u=n(127);n.d(e,\"scaleOrdinal\",function(){return u.a}),n.d(e,\"scaleImplicit\",function(){return u.b});var c=n(237);n.d(e,\"scalePow\",function(){return c.a}),n.d(e,\"scaleSqrt\",function(){return c.b});var s=n(238);n.d(e,\"scaleQuantile\",function(){return s.a});var l=n(239);n.d(e,\"scaleQuantize\",function(){return l.a});var f=n(242);n.d(e,\"scaleThreshold\",function(){return f.a});var p=n(128);n.d(e,\"scaleTime\",function(){return p.a});var h=n(244);n.d(e,\"scaleUtc\",function(){return h.a});var d=n(230);n.d(e,\"schemeCategory10\",function(){return d.a});var v=n(232);n.d(e,\"schemeCategory20b\",function(){return v.a});var g=n(233);n.d(e,\"schemeCategory20c\",function(){return g.a});var m=n(231);n.d(e,\"schemeCategory20\",function(){return m.a});var y=n(234);n.d(e,\"interpolateCubehelixDefault\",function(){return y.a});var _=n(240);n.d(e,\"interpolateRainbow\",function(){return _.a}),n.d(e,\"interpolateWarm\",function(){return _.b}),n.d(e,\"interpolateCool\",function(){return _.c});var b=n(245);n.d(e,\"interpolateViridis\",function(){return b.a}),n.d(e,\"interpolateMagma\",function(){return b.b}),n.d(e,\"interpolateInferno\",function(){return b.c}),n.d(e,\"interpolatePlasma\",function(){return b.d});var x=n(241);n.d(e,\"scaleSequential\",function(){return x.a})},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";function r(t){return function(){var e=this.ownerDocument,n=this.namespaceURI;return n===a.b&&e.documentElement.namespaceURI===a.b?e.createElement(t):e.createElementNS(n,t)}}function i(t){return function(){return this.ownerDocument.createElementNS(t.space,t.local)}}var o=n(67),a=n(68);e.a=function(t){var e=n.i(o.a)(t);return(e.local?i:r)(e)}},function(t,e,n){\"use strict\";var r=n(68);e.a=function(t){var e=t+=\"\",n=e.indexOf(\":\");return n>=0&&\"xmlns\"!==(e=t.slice(0,n))&&(t=t.slice(n+1)),r.a.hasOwnProperty(e)?{space:r.a[e],local:t}:t}},function(t,e,n){\"use strict\";n.d(e,\"b\",function(){return r});var r=\"http://www.w3.org/1999/xhtml\";e.a={svg:\"http://www.w3.org/2000/svg\",xhtml:r,xlink:\"http://www.w3.org/1999/xlink\",xml:\"http://www.w3.org/XML/1998/namespace\",xmlns:\"http://www.w3.org/2000/xmlns/\"}},function(t,e,n){\"use strict\";e.a=function(t,e){var n=t.ownerSVGElement||t;if(n.createSVGPoint){var r=n.createSVGPoint();return r.x=e.clientX,r.y=e.clientY,r=r.matrixTransform(t.getScreenCTM().inverse()),[r.x,r.y]}var i=t.getBoundingClientRect();return[e.clientX-i.left-t.clientLeft,e.clientY-i.top-t.clientTop]}},function(t,e,n){\"use strict\";function r(t,e,n){return t=i(t,e,n),function(e){var n=e.relatedTarget;n&&(n===this||8&n.compareDocumentPosition(this))||t.call(this,e)}}function i(t,e,n){return function(r){var i=l;l=r;try{t.call(this,this.__data__,e,n)}finally{l=i}}}function o(t){return t.trim().split(/^|\\s+/).map(function(t){var e=\"\",n=t.indexOf(\".\");return n>=0&&(e=t.slice(n+1),t=t.slice(0,n)),{type:t,name:e}})}function a(t){return function(){var e=this.__on;if(e){for(var n,r=0,i=-1,o=e.length;r<o;++r)n=e[r],t.type&&n.type!==t.type||n.name!==t.name?e[++i]=n:this.removeEventListener(n.type,n.listener,n.capture);++i?e.length=i:delete this.__on}}}function u(t,e,n){var o=s.hasOwnProperty(t.type)?r:i;return function(r,i,a){var u,c=this.__on,s=o(e,i,a);if(c)for(var l=0,f=c.length;l<f;++l)if((u=c[l]).type===t.type&&u.name===t.name)return this.removeEventListener(u.type,u.listener,u.capture),this.addEventListener(u.type,u.listener=s,u.capture=n),void(u.value=e);this.addEventListener(t.type,s,n),u={type:t.type,name:t.name,value:e,listener:s,capture:n},c?c.push(u):this.__on=[u]}}function c(t,e,n,r){var i=l;t.sourceEvent=l,l=t;try{return e.apply(n,r)}finally{l=i}}n.d(e,\"a\",function(){return l}),e.b=c;var s={},l=null;if(\"undefined\"!=typeof document){var f=document.documentElement;\"onmouseenter\"in f||(s={mouseenter:\"mouseover\",mouseleave:\"mouseout\"})}e.c=function(t,e,n){var r,i,c=o(t+\"\"),s=c.length;{if(!(arguments.length<2)){for(l=e?u:a,null==n&&(n=!1),r=0;r<s;++r)this.each(l(c[r],e,n));return this}var l=this.node().__on;if(l)for(var f,p=0,h=l.length;p<h;++p)for(r=0,f=l[p];r<s;++r)if((i=c[r]).type===f.type&&i.name===f.name)return f.value}}},function(t,e,n){\"use strict\";function r(){}e.a=function(t){return null==t?r:function(){return this.querySelector(t)}}},function(t,e,n){\"use strict\";var r=n(70);e.a=function(){for(var t,e=r.a;t=e.sourceEvent;)e=t;return e}},function(t,e,n){\"use strict\";e.a=function(t){return t.ownerDocument&&t.ownerDocument.defaultView||t.document&&t||t.defaultView}},function(t,e,n){\"use strict\";function r(t,e,n){var r=t._x1,i=t._y1,a=t._x2,u=t._y2;if(t._l01_a>o.a){var c=2*t._l01_2a+3*t._l01_a*t._l12_a+t._l12_2a,s=3*t._l01_a*(t._l01_a+t._l12_a);r=(r*c-t._x0*t._l12_2a+t._x2*t._l01_2a)/s,i=(i*c-t._y0*t._l12_2a+t._y2*t._l01_2a)/s}if(t._l23_a>o.a){var l=2*t._l23_2a+3*t._l23_a*t._l12_a+t._l12_2a,f=3*t._l23_a*(t._l23_a+t._l12_a);a=(a*l+t._x1*t._l23_2a-e*t._l12_2a)/f,u=(u*l+t._y1*t._l23_2a-n*t._l12_2a)/f}t._context.bezierCurveTo(r,i,a,u,t._x2,t._y2)}function i(t,e){this._context=t,this._alpha=e}var o=n(35),a=n(47);e.b=r,i.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._l01_a=this._l12_a=this._l23_a=this._l01_2a=this._l12_2a=this._l23_2a=this._point=0},lineEnd:function(){switch(this._point){case 2:this._context.lineTo(this._x2,this._y2);break;case 3:this.point(this._x2,this._y2)}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){if(t=+t,e=+e,this._point){var n=this._x2-t,i=this._y2-e;this._l23_a=Math.sqrt(this._l23_2a=Math.pow(n*n+i*i,this._alpha))}switch(this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;break;case 2:this._point=3;default:r(this,t,e)}this._l01_a=this._l12_a,this._l12_a=this._l23_a,this._l01_2a=this._l12_2a,this._l12_2a=this._l23_2a,this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return e?new i(t,e):new a.b(t,0)}return n.alpha=function(e){return t(+e)},n}(.5)},function(t,e,n){\"use strict\";var r=n(44),i=n(19),o=n(48),a=n(139);e.a=function(){function t(t){var i,o,a,p=t.length,h=!1;for(null==s&&(f=l(a=n.i(r.a)())),i=0;i<=p;++i)!(i<p&&c(o=t[i],i,t))===h&&((h=!h)?f.lineStart():f.lineEnd()),h&&f.point(+e(o,i,t),+u(o,i,t));if(a)return f=null,a+\"\"||null}var e=a.a,u=a.b,c=n.i(i.a)(!0),s=null,l=o.a,f=null;return t.x=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(i.a)(+r),t):e},t.y=function(e){return arguments.length?(u=\"function\"==typeof e?e:n.i(i.a)(+e),t):u},t.defined=function(e){return arguments.length?(c=\"function\"==typeof e?e:n.i(i.a)(!!e),t):c},t.curve=function(e){return arguments.length?(l=e,null!=s&&(f=l(s)),t):l},t.context=function(e){return arguments.length?(null==e?s=f=null:f=l(s=e),t):s},t}},function(t,e,n){\"use strict\";function r(t){for(var e,n=0,r=-1,i=t.length;++r<i;)(e=+t[r][1])&&(n+=e);return n}var i=n(37);e.b=r,e.a=function(t){var e=t.map(r);return n.i(i.a)(t).sort(function(t,n){return e[t]-e[n]})}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(78);n.d(e,\"timeFormatDefaultLocale\",function(){return r.a}),n.d(e,\"timeFormat\",function(){return r.b}),n.d(e,\"timeParse\",function(){return r.c}),n.d(e,\"utcFormat\",function(){return r.d}),n.d(e,\"utcParse\",function(){return r.e});var i=n(149);n.d(e,\"timeFormatLocale\",function(){return i.a});var o=n(148);n.d(e,\"isoFormat\",function(){return o.a});var a=n(303);n.d(e,\"isoParse\",function(){return a.a})},function(t,e,n){\"use strict\";function r(t){return o=n.i(i.a)(t),a=o.format,u=o.parse,c=o.utcFormat,s=o.utcParse,o}var i=n(149);n.d(e,\"b\",function(){return a}),n.d(e,\"c\",function(){return u}),n.d(e,\"d\",function(){return c}),n.d(e,\"e\",function(){return s}),e.a=r;var o,a,u,c,s;r({dateTime:\"%x, %X\",date:\"%-m/%-d/%Y\",time:\"%-I:%M:%S %p\",periods:[\"AM\",\"PM\"],days:[\"Sunday\",\"Monday\",\"Tuesday\",\"Wednesday\",\"Thursday\",\"Friday\",\"Saturday\"],shortDays:[\"Sun\",\"Mon\",\"Tue\",\"Wed\",\"Thu\",\"Fri\",\"Sat\"],months:[\"January\",\"February\",\"March\",\"April\",\"May\",\"June\",\"July\",\"August\",\"September\",\"October\",\"November\",\"December\"],shortMonths:[\"Jan\",\"Feb\",\"Mar\",\"Apr\",\"May\",\"Jun\",\"Jul\",\"Aug\",\"Sep\",\"Oct\",\"Nov\",\"Dec\"]})},function(t,e,n){\"use strict\";var r=(n(5),n(306));n.d(e,\"t\",function(){return r.a}),n.d(e,\"n\",function(){return r.a});var i=n(309);n.d(e,\"s\",function(){return i.a}),n.d(e,\"m\",function(){return i.a});var o=n(307);n.d(e,\"r\",function(){return o.a});var a=n(305);n.d(e,\"q\",function(){return a.a});var u=n(304);n.d(e,\"a\",function(){return u.a});var c=n(316);n.d(e,\"p\",function(){return c.a}),n.d(e,\"c\",function(){return c.a}),n.d(e,\"d\",function(){return c.b});var s=n(308);n.d(e,\"o\",function(){return s.a});var l=n(317);n.d(e,\"b\",function(){return l.a});var f=n(312);n.d(e,\"l\",function(){return f.a});var p=n(311);n.d(e,\"k\",function(){return p.a});var h=n(310);n.d(e,\"e\",function(){return h.a});var d=n(314);n.d(e,\"j\",function(){return d.a}),n.d(e,\"g\",function(){return d.a}),n.d(e,\"h\",function(){return d.b});var v=n(313);n.d(e,\"i\",function(){return v.a});var g=n(315);n.d(e,\"f\",function(){return g.a})},function(t,e,n){\"use strict\";function r(t,e){return t===e?0!==t||0!==e||1/t===1/e:t!==t&&e!==e}function i(t,e){if(r(t,e))return!0;if(\"object\"!=typeof t||null===t||\"object\"!=typeof e||null===e)return!1;var n=Object.keys(t),i=Object.keys(e);if(n.length!==i.length)return!1;for(var a=0;a<n.length;a++)if(!o.call(e,n[a])||!r(t[n[a]],e[n[a]]))return!1;return!0}var o=Object.prototype.hasOwnProperty;t.exports=i},function(t,e,n){\"use strict\";function r(t,e){return Array.isArray(e)&&(e=e[1]),e?e.nextSibling:t.firstChild}function i(t,e,n){l.insertTreeBefore(t,e,n)}function o(t,e,n){Array.isArray(e)?u(t,e[0],e[1],n):v(t,e,n)}function a(t,e){if(Array.isArray(e)){var n=e[1];e=e[0],c(t,e,n),t.removeChild(n)}t.removeChild(e)}function u(t,e,n,r){for(var i=e;;){var o=i.nextSibling;if(v(t,i,r),i===n)break;i=o}}function c(t,e,n){for(;;){var r=e.nextSibling;if(r===n)break;t.removeChild(r)}}function s(t,e,n){var r=t.parentNode,i=t.nextSibling;i===e?n&&v(r,document.createTextNode(n),i):n?(d(i,n),c(r,i,e)):c(r,t,e)}var l=n(20),f=n(336),p=(n(4),n(9),n(90)),h=n(55),d=n(171),v=p(function(t,e,n){t.insertBefore(e,n)}),g=f.dangerouslyReplaceNodeWithMarkup,m={dangerouslyReplaceNodeWithMarkup:g,replaceDelimitedText:s,processUpdates:function(t,e){for(var n=0;n<e.length;n++){var u=e[n];switch(u.type){case\"INSERT_MARKUP\":i(t,u.content,r(t,u.afterNode));break;case\"MOVE_EXISTING\":o(t,u.fromNode,r(t,u.afterNode));break;case\"SET_MARKUP\":h(t,u.content);break;case\"TEXT_CONTENT\":d(t,u.content);break;case\"REMOVE_NODE\":a(t,u.fromNode)}}}};t.exports=m},function(t,e,n){\"use strict\";var r={html:\"http://www.w3.org/1999/xhtml\",mathml:\"http://www.w3.org/1998/Math/MathML\",svg:\"http://www.w3.org/2000/svg\"};t.exports=r},function(t,e,n){\"use strict\";function r(){if(u)for(var t in c){var e=c[t],n=u.indexOf(t);if(n>-1?void 0:a(\"96\",t),!s.plugins[n]){e.extractEvents?void 0:a(\"97\",t),s.plugins[n]=e;var r=e.eventTypes;for(var o in r)i(r[o],e,o)?void 0:a(\"98\",o,t)}}}function i(t,e,n){s.eventNameDispatchConfigs.hasOwnProperty(n)?a(\"99\",n):void 0,s.eventNameDispatchConfigs[n]=t;var r=t.phasedRegistrationNames;if(r){for(var i in r)if(r.hasOwnProperty(i)){var u=r[i];o(u,e,n)}return!0}return!!t.registrationName&&(o(t.registrationName,e,n),!0)}function o(t,e,n){s.registrationNameModules[t]?a(\"100\",t):void 0,s.registrationNameModules[t]=e,s.registrationNameDependencies[t]=e.eventTypes[n].dependencies}var a=n(2),u=(n(0),null),c={},s={plugins:[],eventNameDispatchConfigs:{},registrationNameModules:{},registrationNameDependencies:{},possibleRegistrationNames:null,injectEventPluginOrder:function(t){\n",
       "u?a(\"101\"):void 0,u=Array.prototype.slice.call(t),r()},injectEventPluginsByName:function(t){var e=!1;for(var n in t)if(t.hasOwnProperty(n)){var i=t[n];c.hasOwnProperty(n)&&c[n]===i||(c[n]?a(\"102\",n):void 0,c[n]=i,e=!0)}e&&r()},getPluginModuleForEvent:function(t){var e=t.dispatchConfig;if(e.registrationName)return s.registrationNameModules[e.registrationName]||null;if(void 0!==e.phasedRegistrationNames){var n=e.phasedRegistrationNames;for(var r in n)if(n.hasOwnProperty(r)){var i=s.registrationNameModules[n[r]];if(i)return i}}return null},_resetEventPlugins:function(){u=null;for(var t in c)c.hasOwnProperty(t)&&delete c[t];s.plugins.length=0;var e=s.eventNameDispatchConfigs;for(var n in e)e.hasOwnProperty(n)&&delete e[n];var r=s.registrationNameModules;for(var i in r)r.hasOwnProperty(i)&&delete r[i]}};t.exports=s},function(t,e,n){\"use strict\";function r(t){var e=/[=:]/g,n={\"=\":\"=0\",\":\":\"=2\"},r=(\"\"+t).replace(e,function(t){return n[t]});return\"$\"+r}function i(t){var e=/(=0|=2)/g,n={\"=0\":\"=\",\"=2\":\":\"},r=\".\"===t[0]&&\"$\"===t[1]?t.substring(2):t.substring(1);return(\"\"+r).replace(e,function(t){return n[t]})}var o={escape:r,unescape:i};t.exports=o},function(t,e,n){\"use strict\";function r(t){null!=t.checkedLink&&null!=t.valueLink?u(\"87\"):void 0}function i(t){r(t),null!=t.value||null!=t.onChange?u(\"88\"):void 0}function o(t){r(t),null!=t.checked||null!=t.onChange?u(\"89\"):void 0}function a(t){if(t){var e=t.getName();if(e)return\" Check the render method of `\"+e+\"`.\"}return\"\"}var u=n(2),c=n(26),s=n(366),l=(n(0),n(1),{button:!0,checkbox:!0,image:!0,hidden:!0,radio:!0,reset:!0,submit:!0}),f={value:function(t,e,n){return!t[e]||l[t.type]||t.onChange||t.readOnly||t.disabled?null:new Error(\"You provided a `value` prop to a form field without an `onChange` handler. This will render a read-only field. If the field should be mutable use `defaultValue`. Otherwise, set either `onChange` or `readOnly`.\")},checked:function(t,e,n){return!t[e]||t.onChange||t.readOnly||t.disabled?null:new Error(\"You provided a `checked` prop to a form field without an `onChange` handler. This will render a read-only field. If the field should be mutable use `defaultChecked`. Otherwise, set either `onChange` or `readOnly`.\")},onChange:c.PropTypes.func},p={},h={checkPropTypes:function(t,e,n){for(var r in f){if(f.hasOwnProperty(r))var i=f[r](e,r,t,\"prop\",null,s);if(i instanceof Error&&!(i.message in p)){p[i.message]=!0;a(n)}}},getValue:function(t){return t.valueLink?(i(t),t.valueLink.value):t.value},getChecked:function(t){return t.checkedLink?(o(t),t.checkedLink.value):t.checked},executeOnChange:function(t,e){return t.valueLink?(i(t),t.valueLink.requestChange(e.target.value)):t.checkedLink?(o(t),t.checkedLink.requestChange(e.target.checked)):t.onChange?t.onChange.call(void 0,e):void 0}};t.exports=h},function(t,e,n){\"use strict\";var r=n(2),i=(n(0),!1),o={replaceNodeWithMarkup:null,processChildrenUpdates:null,injection:{injectEnvironment:function(t){i?r(\"104\"):void 0,o.replaceNodeWithMarkup=t.replaceNodeWithMarkup,o.processChildrenUpdates=t.processChildrenUpdates,i=!0}}};t.exports=o},function(t,e,n){\"use strict\";function r(t,e,n){try{e(n)}catch(t){null===i&&(i=t)}}var i=null,o={invokeGuardedCallback:r,invokeGuardedCallbackWithCatch:r,rethrowCaughtError:function(){if(i){var t=i;throw i=null,t}}};t.exports=o},function(t,e,n){\"use strict\";function r(t){c.enqueueUpdate(t)}function i(t){var e=typeof t;if(\"object\"!==e)return e;var n=t.constructor&&t.constructor.name||e,r=Object.keys(t);return r.length>0&&r.length<20?n+\" (keys: \"+r.join(\", \")+\")\":n}function o(t,e){var n=u.get(t);if(!n){return null}return n}var a=n(2),u=(n(15),n(40)),c=(n(9),n(11)),s=(n(0),n(1),{isMounted:function(t){var e=u.get(t);return!!e&&!!e._renderedComponent},enqueueCallback:function(t,e,n){s.validateCallback(e,n);var i=o(t);return i?(i._pendingCallbacks?i._pendingCallbacks.push(e):i._pendingCallbacks=[e],void r(i)):null},enqueueCallbackInternal:function(t,e){t._pendingCallbacks?t._pendingCallbacks.push(e):t._pendingCallbacks=[e],r(t)},enqueueForceUpdate:function(t){var e=o(t,\"forceUpdate\");e&&(e._pendingForceUpdate=!0,r(e))},enqueueReplaceState:function(t,e){var n=o(t,\"replaceState\");n&&(n._pendingStateQueue=[e],n._pendingReplaceState=!0,r(n))},enqueueSetState:function(t,e){var n=o(t,\"setState\");if(n){var i=n._pendingStateQueue||(n._pendingStateQueue=[]);i.push(e),r(n)}},enqueueElementInternal:function(t,e,n){t._pendingElement=e,t._context=n,r(t)},validateCallback:function(t,e){t&&\"function\"!=typeof t?a(\"122\",e,i(t)):void 0}});t.exports=s},function(t,e,n){\"use strict\";var r={currentScrollLeft:0,currentScrollTop:0,refreshScrollValues:function(t){r.currentScrollLeft=t.x,r.currentScrollTop=t.y}};t.exports=r},function(t,e,n){\"use strict\";var r=function(t){return\"undefined\"!=typeof MSApp&&MSApp.execUnsafeLocalFunction?function(e,n,r,i){MSApp.execUnsafeLocalFunction(function(){return t(e,n,r,i)})}:t};t.exports=r},function(t,e,n){\"use strict\";function r(t){var e,n=t.keyCode;return\"charCode\"in t?(e=t.charCode,0===e&&13===n&&(e=13)):e=n,e>=32||13===e?e:0}t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=this,n=e.nativeEvent;if(n.getModifierState)return n.getModifierState(t);var r=o[t];return!!r&&!!n[r]}function i(t){return r}var o={Alt:\"altKey\",Control:\"ctrlKey\",Meta:\"metaKey\",Shift:\"shiftKey\"};t.exports=i},function(t,e,n){\"use strict\";function r(t){var e=t.target||t.srcElement||window;return e.correspondingUseElement&&(e=e.correspondingUseElement),3===e.nodeType?e.parentNode:e}t.exports=r},function(t,e,n){\"use strict\";/**\n",
       " * Checks if an event is supported in the current execution environment.\n",
       " *\n",
       " * NOTE: This will not work correctly for non-generic events such as `change`,\n",
       " * `reset`, `load`, `error`, and `select`.\n",
       " *\n",
       " * Borrows from Modernizr.\n",
       " *\n",
       " * @param {string} eventNameSuffix Event name, e.g. \"click\".\n",
       " * @param {?boolean} capture Check if the capture phase is supported.\n",
       " * @return {boolean} True if the event is supported.\n",
       " * @internal\n",
       " * @license Modernizr 3.0.0pre (Custom Build) | MIT\n",
       " */\n",
       "function r(t,e){if(!o.canUseDOM||e&&!(\"addEventListener\"in document))return!1;var n=\"on\"+t,r=n in document;if(!r){var a=document.createElement(\"div\");a.setAttribute(n,\"return;\"),r=\"function\"==typeof a[n]}return!r&&i&&\"wheel\"===t&&(r=document.implementation.hasFeature(\"Events.wheel\",\"3.0\")),r}var i,o=n(6);o.canUseDOM&&(i=document.implementation&&document.implementation.hasFeature&&document.implementation.hasFeature(\"\",\"\")!==!0),t.exports=r},function(t,e,n){\"use strict\";function r(t,e){var n=null===t||t===!1,r=null===e||e===!1;if(n||r)return n===r;var i=typeof t,o=typeof e;return\"string\"===i||\"number\"===i?\"string\"===o||\"number\"===o:\"object\"===o&&t.type===e.type&&t.key===e.key}t.exports=r},function(t,e,n){\"use strict\";var r=(n(3),n(8)),i=(n(1),r);t.exports=i},function(t,e,n){\"use strict\";function r(t,e,n){this.props=t,this.context=e,this.refs=a,this.updater=n||o}var i=n(28),o=n(98),a=(n(176),n(38));n(0),n(1);r.prototype.isReactComponent={},r.prototype.setState=function(t,e){\"object\"!=typeof t&&\"function\"!=typeof t&&null!=t?i(\"85\"):void 0,this.updater.enqueueSetState(this,t),e&&this.updater.enqueueCallback(this,e,\"setState\")},r.prototype.forceUpdate=function(t){this.updater.enqueueForceUpdate(this),t&&this.updater.enqueueCallback(this,t,\"forceUpdate\")};t.exports=r},function(t,e,n){\"use strict\";function r(t,e){}var i=(n(1),{isMounted:function(t){return!1},enqueueCallback:function(t,e){},enqueueForceUpdate:function(t){r(t,\"forceUpdate\")},enqueueReplaceState:function(t,e){r(t,\"replaceState\")},enqueueSetState:function(t,e){r(t,\"setState\")}});t.exports=i},function(t,e){var n;n=function(){return this}();try{n=n||Function(\"return this\")()||(0,eval)(\"this\")}catch(t){\"object\"==typeof window&&(n=window)}t.exports=n},function(t,e){t.exports=function(t){return t.webpackPolyfill||(t.deprecate=function(){},t.paths=[],t.children||(t.children=[]),Object.defineProperty(t,\"loaded\",{enumerable:!0,get:function(){return t.l}}),Object.defineProperty(t,\"id\",{enumerable:!0,get:function(){return t.i}}),t.webpackPolyfill=1),t}},function(t,e,n){\"use strict\";n.d(e,\"b\",function(){return i}),n.d(e,\"a\",function(){return o});var r=Array.prototype,i=r.slice,o=r.map},function(t,e,n){\"use strict\";var r=n(18),i=n(103),o=n.i(i.a)(r.a),a=o.right;o.left;e.a=a},function(t,e,n){\"use strict\";function r(t){return function(e,r){return n.i(i.a)(t(e),r)}}var i=n(18);e.a=function(t){return 1===t.length&&(t=r(t)),{left:function(e,n,r,i){for(null==r&&(r=0),null==i&&(i=e.length);r<i;){var o=r+i>>>1;t(e[o],n)<0?r=o+1:i=o}return r},right:function(e,n,r,i){for(null==r&&(r=0),null==i&&(i=e.length);r<i;){var o=r+i>>>1;t(e[o],n)>0?i=o:r=o+1}return r}}}},function(t,e,n){\"use strict\";var r=n(111);e.a=function(t,e){var i=n.i(r.a)(t,e);return i?Math.sqrt(i):i}},function(t,e,n){\"use strict\";e.a=function(t,e){var n,r,i,o=-1,a=t.length;if(null==e){for(;++o<a;)if(null!=(r=t[o])&&r>=r){n=i=r;break}for(;++o<a;)null!=(r=t[o])&&(n>r&&(n=r),i<r&&(i=r))}else{for(;++o<a;)if(null!=(r=e(t[o],o,t))&&r>=r){n=i=r;break}for(;++o<a;)null!=(r=e(t[o],o,t))&&(n>r&&(n=r),i<r&&(i=r))}return[n,i]}},function(t,e,n){\"use strict\";e.a=function(t,e){var n,r,i=-1,o=t.length;if(null==e){for(;++i<o;)if(null!=(r=t[i])&&r>=r){n=r;break}for(;++i<o;)null!=(r=t[i])&&n>r&&(n=r)}else{for(;++i<o;)if(null!=(r=e(t[i],i,t))&&r>=r){n=r;break}for(;++i<o;)null!=(r=e(t[i],i,t))&&n>r&&(n=r)}return n}},function(t,e,n){\"use strict\";e.a=function(t,e,n){t=+t,e=+e,n=(i=arguments.length)<2?(e=t,t=0,1):i<3?1:+n;for(var r=-1,i=0|Math.max(0,Math.ceil((e-t)/n)),o=new Array(i);++r<i;)o[r]=t+r*n;return o}},function(t,e,n){\"use strict\";e.a=function(t){return Math.ceil(Math.log(t.length)/Math.LN2)+1}},function(t,e,n){\"use strict\";function r(t,e,n){var r=Math.abs(e-t)/Math.max(0,n),i=Math.pow(10,Math.floor(Math.log(r)/Math.LN10)),c=r/i;return c>=o?i*=10:c>=a?i*=5:c>=u&&(i*=2),e<t?-i:i}var i=n(107);e.b=r;var o=Math.sqrt(50),a=Math.sqrt(10),u=Math.sqrt(2);e.a=function(t,e,o){var a=r(t,e,o);return n.i(i.a)(Math.ceil(t/a)*a,Math.floor(e/a)*a+a/2,a)}},function(t,e,n){\"use strict\";function r(t){return t.length}var i=n(106);e.a=function(t){if(!(u=t.length))return[];for(var e=-1,o=n.i(i.a)(t,r),a=new Array(o);++e<o;)for(var u,c=-1,s=a[e]=new Array(u);++c<u;)s[c]=t[c][e];return a}},function(t,e,n){\"use strict\";var r=n(29);e.a=function(t,e){var i,o,a=t.length,u=0,c=0,s=-1,l=0;if(null==e)for(;++s<a;)isNaN(i=n.i(r.a)(t[s]))||(o=i-u,u+=o/++l,c+=o*(i-u));else for(;++s<a;)isNaN(i=n.i(r.a)(e(t[s],s,t)))||(o=i-u,u+=o/++l,c+=o*(i-u));if(l>1)return c/(l-1)}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(201);n.d(e,\"axisTop\",function(){return r.a}),n.d(e,\"axisRight\",function(){return r.b}),n.d(e,\"axisBottom\",function(){return r.c}),n.d(e,\"axisLeft\",function(){return r.d})},function(t,e,n){\"use strict\";n.d(e,\"b\",function(){return r}),n.d(e,\"a\",function(){return i});var r=Math.PI/180,i=180/Math.PI},function(t,e,n){\"use strict\";var r=n(61);n.d(e,\"b\",function(){return i});var i;e.a=function(t,e){var o=n.i(r.a)(t,e);if(!o)return t+\"\";var a=o[0],u=o[1],c=u-(i=3*Math.max(-8,Math.min(8,Math.floor(u/3))))+1,s=a.length;return c===s?a:c>s?a+new Array(c-s+1).join(\"0\"):c>0?a.slice(0,c)+\".\"+a.slice(c):\"0.\"+new Array(1-c).join(\"0\")+n.i(r.a)(t,Math.max(0,e+c-1))[0]}},function(t,e,n){\"use strict\";function r(t){if(!(e=o.exec(t)))throw new Error(\"invalid format: \"+t);var e,n=e[1]||\" \",r=e[2]||\">\",a=e[3]||\"-\",u=e[4]||\"\",c=!!e[5],s=e[6]&&+e[6],l=!!e[7],f=e[8]&&+e[8].slice(1),p=e[9]||\"\";\"n\"===p?(l=!0,p=\"g\"):i.a[p]||(p=\"\"),(c||\"0\"===n&&\"=\"===r)&&(c=!0,n=\"0\",r=\"=\"),this.fill=n,this.align=r,this.sign=a,this.symbol=u,this.zero=c,this.width=s,this.comma=l,this.precision=f,this.type=p}var i=n(116),o=/^(?:(.)?([<>=^]))?([+\\-\\( ])?([$#])?(0)?(\\d+)?(,)?(\\.\\d+)?([a-z%])?$/i;e.a=function(t){return new r(t)},r.prototype.toString=function(){return this.fill+this.align+this.sign+this.symbol+(this.zero?\"0\":\"\")+(null==this.width?\"\":Math.max(1,0|this.width))+(this.comma?\",\":\"\")+(null==this.precision?\"\":\".\"+Math.max(0,0|this.precision))+this.type}},function(t,e,n){\"use strict\";var r=n(212),i=n(114),o=n(214);e.a={\"\":r.a,\"%\":function(t,e){return(100*t).toFixed(e)},b:function(t){return Math.round(t).toString(2)},c:function(t){return t+\"\"},d:function(t){return Math.round(t).toString(10)},e:function(t,e){return t.toExponential(e)},f:function(t,e){return t.toFixed(e)},g:function(t,e){return t.toPrecision(e)},o:function(t){return Math.round(t).toString(8)},p:function(t,e){return n.i(o.a)(100*t,e)},r:o.a,s:i.a,X:function(t){return Math.round(t).toString(16).toUpperCase()},x:function(t){return Math.round(t).toString(16)}}},function(t,e,n){\"use strict\";function r(t){return t}var i=n(42),o=n(213),a=n(115),u=n(116),c=n(114),s=[\"y\",\"z\",\"a\",\"f\",\"p\",\"n\",\"µ\",\"m\",\"\",\"k\",\"M\",\"G\",\"T\",\"P\",\"E\",\"Z\",\"Y\"];e.a=function(t){function e(t){function e(t){var e,n,a,u=_,l=b;if(\"c\"===y)l=x(t)+l,t=\"\";else{t=+t;var p=(t<0||1/t<0)&&(t*=-1,!0);if(t=x(t,m),p)for(e=-1,n=t.length,p=!1;++e<n;)if(a=t.charCodeAt(e),48<a&&a<58||\"x\"===y&&96<a&&a<103||\"X\"===y&&64<a&&a<71){p=!0;break}if(u=(p?\"(\"===o?o:\"-\":\"-\"===o||\"(\"===o?\"\":o)+u,l=l+(\"s\"===y?s[8+c.b/3]:\"\")+(p&&\"(\"===o?\")\":\"\"),w)for(e=-1,n=t.length;++e<n;)if(a=t.charCodeAt(e),48>a||a>57){l=(46===a?h+t.slice(e+1):t.slice(e))+l,t=t.slice(0,e);break}}g&&!d&&(t=f(t,1/0));var C=u.length+t.length+l.length,M=C<v?new Array(v-C+1).join(r):\"\";switch(g&&d&&(t=f(M+t,M.length?v-l.length:1/0),M=\"\"),i){case\"<\":return u+t+l+M;case\"=\":return u+M+t+l;case\"^\":return M.slice(0,C=M.length>>1)+u+t+l+M.slice(C)}return M+u+t+l}t=n.i(a.a)(t);var r=t.fill,i=t.align,o=t.sign,l=t.symbol,d=t.zero,v=t.width,g=t.comma,m=t.precision,y=t.type,_=\"$\"===l?p[0]:\"#\"===l&&/[boxX]/.test(y)?\"0\"+y.toLowerCase():\"\",b=\"$\"===l?p[1]:/[%p]/.test(y)?\"%\":\"\",x=u.a[y],w=!y||/[defgprs%]/.test(y);return m=null==m?y?6:12:/[gprs]/.test(y)?Math.max(1,Math.min(21,m)):Math.max(0,Math.min(20,m)),e.toString=function(){return t+\"\"},e}function l(t,r){var o=e((t=n.i(a.a)(t),t.type=\"f\",t)),u=3*Math.max(-8,Math.min(8,Math.floor(n.i(i.a)(r)/3))),c=Math.pow(10,-u),l=s[8+u/3];return function(t){return o(c*t)+l}}var f=t.grouping&&t.thousands?n.i(o.a)(t.grouping,t.thousands):r,p=t.currency,h=t.decimal;return{format:e,formatPrefix:l}}},function(t,e,n){\"use strict\";var r=n(63);e.a=function(t,e){var i,o=e?e.length:0,a=t?Math.min(o,t.length):0,u=new Array(o),c=new Array(o);for(i=0;i<a;++i)u[i]=n.i(r.a)(t[i],e[i]);for(;i<o;++i)c[i]=e[i];return function(t){for(i=0;i<a;++i)c[i]=u[i](t);return c}}},function(t,e,n){\"use strict\";var r=n(62);e.a=function(t){var e=t.length;return function(i){var o=Math.floor(((i%=1)<0?++i:i)*e),a=t[(o+e-1)%e],u=t[o%e],c=t[(o+1)%e],s=t[(o+2)%e];return n.i(r.b)((i-o/e)*e,a,u,c,s)}}},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";e.a=function(t,e){var n=new Date;return t=+t,e-=t,function(r){return n.setTime(t+e*r),n}}},function(t,e,n){\"use strict\";var r=n(63);e.a=function(t,e){var i,o={},a={};null!==t&&\"object\"==typeof t||(t={}),null!==e&&\"object\"==typeof e||(e={});for(i in e)i in t?o[i]=n.i(r.a)(t[i],e[i]):a[i]=e[i];return function(t){for(i in o)a[i]=o[i](t);return a}}},function(t,e,n){\"use strict\";function r(t){return function(e){var r,o,a=e.length,u=new Array(a),c=new Array(a),s=new Array(a);for(r=0;r<a;++r)o=n.i(i.rgb)(e[r]),u[r]=o.r||0,c[r]=o.g||0,s[r]=o.b||0;return u=t(u),c=t(c),s=t(s),o.opacity=1,function(t){return o.r=u(t),o.g=c(t),o.b=s(t),o+\"\"}}}var i=n(10),o=n(62),a=n(119),u=n(32);e.a=function t(e){function r(t,e){var r=o((t=n.i(i.rgb)(t)).r,(e=n.i(i.rgb)(e)).r),a=o(t.g,e.g),c=o(t.b,e.b),s=n.i(u.a)(t.opacity,e.opacity);return function(e){return t.r=r(e),t.g=a(e),t.b=c(e),t.opacity=s(e),t+\"\"}}var o=n.i(u.c)(e);return r.gamma=t,r}(1);r(o.a),r(a.a)},function(t,e,n){\"use strict\";function r(t){return function(){return t}}function i(t){return function(e){return t(e)+\"\"}}var o=n(43),a=/[-+]?(?:\\d+\\.?\\d*|\\.?\\d+)(?:[eE][-+]?\\d+)?/g,u=new RegExp(a.source,\"g\");e.a=function(t,e){var c,s,l,f=a.lastIndex=u.lastIndex=0,p=-1,h=[],d=[];for(t+=\"\",e+=\"\";(c=a.exec(t))&&(s=u.exec(e));)(l=s.index)>f&&(l=e.slice(f,l),h[p]?h[p]+=l:h[++p]=l),(c=c[0])===(s=s[0])?h[p]?h[p]+=s:h[++p]=s:(h[++p]=null,d.push({i:p,x:n.i(o.a)(c,s)})),f=u.lastIndex;return f<e.length&&(l=e.slice(f),h[p]?h[p]+=l:h[++p]=l),h.length<2?d[0]?i(d[0].x):r(e):(e=d.length,function(t){for(var n,r=0;r<e;++r)h[(n=d[r]).i]=n.x(t);return h.join(\"\")})}},function(t,e,n){\"use strict\";e.a=function(t,e){t=t.slice();var n,r=0,i=t.length-1,o=t[r],a=t[i];return a<o&&(n=r,r=i,i=n,n=o,o=a,a=n),t[r]=e.floor(o),t[i]=e.ceil(a),t}},function(t,e,n){\"use strict\";e.a=function(t){return+t}},function(t,e,n){\"use strict\";function r(t){function e(e){var n=e+\"\",r=u.get(n);if(!r){if(s!==a)return s;u.set(n,r=c.push(e))}return t[(r-1)%t.length]}var u=n.i(i.a)(),c=[],s=a;return t=null==t?[]:o.b.call(t),e.domain=function(t){if(!arguments.length)return c.slice();c=[],u=n.i(i.a)();for(var r,o,a=-1,s=t.length;++a<s;)u.has(o=(r=t[a])+\"\")||u.set(o,c.push(r));return e},e.range=function(n){return arguments.length?(t=o.b.call(n),e):t.slice()},e.unknown=function(t){return arguments.length?(s=t,e):s},e.copy=function(){return r().domain(c).range(t).unknown(s)},e}var i=n(203),o=n(16);n.d(e,\"b\",function(){return a}),e.a=r;var a={name:\"implicit\"}},function(t,e,n){\"use strict\";function r(t){return new Date(t)}function i(t){return t instanceof Date?+t:+new Date(+t)}function o(t,e,c,s,b,x,w,C,M){function k(n){return(w(n)<n?N:x(n)<n?A:b(n)<n?O:s(n)<n?I:e(n)<n?c(n)<n?D:R:t(n)<n?L:U)(n)}function E(e,r,i,o){if(null==e&&(e=10),\"number\"==typeof e){var u=Math.abs(i-r)/e,c=n.i(a.d)(function(t){return t[2]}).right(F,u);c===F.length?(o=n.i(a.b)(r/_,i/_,e),e=t):c?(c=F[u/F[c-1][2]<F[c][2]/u?c-1:c],o=c[1],e=c[0]):(o=n.i(a.b)(r,i,e),e=C)}return null==o?e:e.every(o)}var T=n.i(f.a)(f.b,u.a),S=T.invert,P=T.domain,N=M(\".%L\"),A=M(\":%S\"),O=M(\"%I:%M\"),I=M(\"%I %p\"),D=M(\"%a %d\"),R=M(\"%b %d\"),L=M(\"%B\"),U=M(\"%Y\"),F=[[w,1,h],[w,5,5*h],[w,15,15*h],[w,30,30*h],[x,1,d],[x,5,5*d],[x,15,15*d],[x,30,30*d],[b,1,v],[b,3,3*v],[b,6,6*v],[b,12,12*v],[s,1,g],[s,2,2*g],[c,1,m],[e,1,y],[e,3,3*y],[t,1,_]];return T.invert=function(t){return new Date(S(t))},T.domain=function(t){return arguments.length?P(l.a.call(t,i)):P().map(r)},T.ticks=function(t,e){var n,r=P(),i=r[0],o=r[r.length-1],a=o<i;return a&&(n=i,i=o,o=n),n=E(t,i,o,e),n=n?n.range(i,o+1):[],a?n.reverse():n},T.tickFormat=function(t,e){return null==e?k:M(e)},T.nice=function(t,e){var r=P();return(t=E(t,r[0],r[r.length-1],e))?P(n.i(p.a)(r,t)):T},T.copy=function(){return n.i(f.c)(T,o(t,e,c,s,b,x,w,C,M))},T}var a=n(12),u=n(31),c=n(79),s=n(77),l=n(16),f=n(45),p=n(125);e.b=o;var h=1e3,d=60*h,v=60*d,g=24*v,m=7*g,y=30*g,_=365*g;e.a=function(){return o(c.b,c.o,c.p,c.a,c.q,c.r,c.s,c.t,s.timeFormat).domain([new Date(2e3,0,1),new Date(2e3,0,2)])}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(66);n.d(e,\"creator\",function(){return r.a});var i=n(247);n.d(e,\"local\",function(){return i.a});var o=n(130);n.d(e,\"matcher\",function(){return o.a});var a=n(248);n.d(e,\"mouse\",function(){return a.a});var u=n(67);n.d(e,\"namespace\",function(){return u.a});var c=n(68);n.d(e,\"namespaces\",function(){return c.a});var s=n(249);n.d(e,\"select\",function(){return s.a});var l=n(250);n.d(e,\"selectAll\",function(){return l.a});var f=n(7);n.d(e,\"selection\",function(){return f.a});var p=n(71);n.d(e,\"selector\",function(){return p.a});var h=n(133);n.d(e,\"selectorAll\",function(){return h.a});var d=n(278);n.d(e,\"touch\",function(){return d.a});var v=n(279);n.d(e,\"touches\",function(){return v.a});var g=n(73);n.d(e,\"window\",function(){return g.a});var m=n(70);n.d(e,\"event\",function(){return m.a}),n.d(e,\"customEvent\",function(){return m.b})},function(t,e,n){\"use strict\";var r=function(t){return function(){return this.matches(t)}};if(\"undefined\"!=typeof document){var i=document.documentElement;if(!i.matches){var o=i.webkitMatchesSelector||i.msMatchesSelector||i.mozMatchesSelector||i.oMatchesSelector;r=function(t){return function(){return o.call(this,t)}}}}e.a=r},function(t,e,n){\"use strict\";function r(t,e){this.ownerDocument=t.ownerDocument,this.namespaceURI=t.namespaceURI,this._next=null,this._parent=t,this.__data__=e}var i=n(132),o=n(7);e.b=r,e.a=function(){return new o.b(this._enter||this._groups.map(i.a),this._parents)},r.prototype={constructor:r,appendChild:function(t){return this._parent.insertBefore(t,this._next)},insertBefore:function(t,e){return this._parent.insertBefore(t,e)},querySelector:function(t){return this._parent.querySelector(t)},querySelectorAll:function(t){return this._parent.querySelectorAll(t)}}},function(t,e,n){\"use strict\";e.a=function(t){return new Array(t.length)}},function(t,e,n){\"use strict\";function r(){return[]}e.a=function(t){return null==t?r:function(){return this.querySelectorAll(t)}}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(280);n.d(e,\"arc\",function(){return r.a});var i=n(135);n.d(e,\"area\",function(){return i.a});var o=n(75);n.d(e,\"line\",function(){return o.a});var a=n(299);n.d(e,\"pie\",function(){return a.a});var u=n(300);n.d(e,\"radialArea\",function(){return u.a});var c=n(140);n.d(e,\"radialLine\",function(){return c.a});var s=n(302);n.d(e,\"symbol\",function(){return s.a}),n.d(e,\"symbols\",function(){return s.b});var l=n(141);n.d(e,\"symbolCircle\",function(){return l.a});var f=n(142);n.d(e,\"symbolCross\",function(){return f.a});var p=n(143);n.d(e,\"symbolDiamond\",function(){return p.a});var h=n(144);n.d(e,\"symbolSquare\",function(){return h.a});var d=n(145);n.d(e,\"symbolStar\",function(){return d.a});var v=n(146);n.d(e,\"symbolTriangle\",function(){return v.a});var g=n(147);n.d(e,\"symbolWye\",function(){return g.a});var m=n(282);n.d(e,\"curveBasisClosed\",function(){return m.a});var y=n(283);n.d(e,\"curveBasisOpen\",function(){return y.a});var _=n(46);n.d(e,\"curveBasis\",function(){return _.a});var b=n(284);n.d(e,\"curveBundle\",function(){return b.a});var x=n(136);n.d(e,\"curveCardinalClosed\",function(){return x.a});var w=n(137);n.d(e,\"curveCardinalOpen\",function(){return w.a});var C=n(47);n.d(e,\"curveCardinal\",function(){return C.a});var M=n(285);n.d(e,\"curveCatmullRomClosed\",function(){return M.a});var k=n(286);n.d(e,\"curveCatmullRomOpen\",function(){return k.a});var E=n(74);n.d(e,\"curveCatmullRom\",function(){return E.a});var T=n(287);n.d(e,\"curveLinearClosed\",function(){return T.a});var S=n(48);n.d(e,\"curveLinear\",function(){return S.a});var P=n(288);n.d(e,\"curveMonotoneX\",function(){return P.a}),n.d(e,\"curveMonotoneY\",function(){return P.b});var N=n(289);n.d(e,\"curveNatural\",function(){return N.a});var A=n(290);n.d(e,\"curveStep\",function(){return A.a}),n.d(e,\"curveStepAfter\",function(){return A.b}),n.d(e,\"curveStepBefore\",function(){return A.c});var O=n(301);n.d(e,\"stack\",function(){return O.a});var I=n(293);n.d(e,\"stackOffsetExpand\",function(){return I.a});var D=n(36);n.d(e,\"stackOffsetNone\",function(){return D.a});var R=n(294);n.d(e,\"stackOffsetSilhouette\",function(){return R.a});var L=n(295);n.d(e,\"stackOffsetWiggle\",function(){return L.a});var U=n(76);n.d(e,\"stackOrderAscending\",function(){return U.a});var F=n(296);n.d(e,\"stackOrderDescending\",function(){return F.a});var j=n(297);n.d(e,\"stackOrderInsideOut\",function(){return j.a});var B=n(37);n.d(e,\"stackOrderNone\",function(){return B.a});var W=n(298);n.d(e,\"stackOrderReverse\",function(){return W.a})},function(t,e,n){\"use strict\";var r=n(44),i=n(19),o=n(48),a=n(75),u=n(139);e.a=function(){function t(t){var e,i,o,a,u,g=t.length,m=!1,y=new Array(g),_=new Array(g);for(null==h&&(v=d(u=n.i(r.a)())),e=0;e<=g;++e){if(!(e<g&&p(a=t[e],e,t))===m)if(m=!m)i=e,v.areaStart(),v.lineStart();else{for(v.lineEnd(),v.lineStart(),o=e-1;o>=i;--o)v.point(y[o],_[o]);v.lineEnd(),v.areaEnd()}m&&(y[e]=+c(a,e,t),_[e]=+l(a,e,t),v.point(s?+s(a,e,t):y[e],f?+f(a,e,t):_[e]))}if(u)return v=null,u+\"\"||null}function e(){return n.i(a.a)().defined(p).curve(d).context(h)}var c=u.a,s=null,l=n.i(i.a)(0),f=u.b,p=n.i(i.a)(!0),h=null,d=o.a,v=null;return t.x=function(e){return arguments.length?(c=\"function\"==typeof e?e:n.i(i.a)(+e),s=null,t):c},t.x0=function(e){return arguments.length?(c=\"function\"==typeof e?e:n.i(i.a)(+e),t):c},t.x1=function(e){return arguments.length?(s=null==e?null:\"function\"==typeof e?e:n.i(i.a)(+e),t):s},t.y=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(i.a)(+e),f=null,t):l},t.y0=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(i.a)(+e),t):l},t.y1=function(e){return arguments.length?(f=null==e?null:\"function\"==typeof e?e:n.i(i.a)(+e),t):f},t.lineX0=t.lineY0=function(){return e().x(c).y(l)},t.lineY1=function(){return e().x(c).y(f)},t.lineX1=function(){return e().x(s).y(l)},t.defined=function(e){return arguments.length?(p=\"function\"==typeof e?e:n.i(i.a)(!!e),t):p},t.curve=function(e){return arguments.length?(d=e,null!=h&&(v=d(h)),t):d},t.context=function(e){return arguments.length?(null==e?h=v=null:v=d(h=e),t):h},t}},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._k=(1-e)/6}var i=n(49),o=n(47);e.b=r,r.prototype={areaStart:i.a,areaEnd:i.a,lineStart:function(){this._x0=this._x1=this._x2=this._x3=this._x4=this._x5=this._y0=this._y1=this._y2=this._y3=this._y4=this._y5=NaN,this._point=0},lineEnd:function(){switch(this._point){case 1:this._context.moveTo(this._x3,this._y3),this._context.closePath();break;case 2:this._context.lineTo(this._x3,this._y3),this._context.closePath();break;case 3:this.point(this._x3,this._y3),this.point(this._x4,this._y4),this.point(this._x5,this._y5)}},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._x3=t,this._y3=e;break;case 1:this._point=2,this._context.moveTo(this._x4=t,this._y4=e);break;case 2:this._point=3,this._x5=t,this._y5=e;break;default:n.i(o.c)(this,t,e)}this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return new r(t,e)}return n.tension=function(e){return t(+e)},n}(0)},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._k=(1-e)/6}var i=n(47);e.b=r,r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._point=0},lineEnd:function(){(this._line||0!==this._line&&3===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1;break;case 1:this._point=2;break;case 2:this._point=3,this._line?this._context.lineTo(this._x2,this._y2):this._context.moveTo(this._x2,this._y2);break;case 3:this._point=4;default:n.i(i.c)(this,t,e)}this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return new r(t,e)}return n.tension=function(e){return t(+e)},n}(0)},function(t,e,n){\"use strict\";function r(t){this._curve=t}function i(t){function e(e){return new r(t(e))}return e._curve=t,e}var o=n(48);n.d(e,\"b\",function(){return a}),e.a=i;var a=i(o.a);r.prototype={areaStart:function(){this._curve.areaStart()},areaEnd:function(){this._curve.areaEnd()},lineStart:function(){this._curve.lineStart()},lineEnd:function(){this._curve.lineEnd()},point:function(t,e){this._curve.point(e*Math.sin(t),e*-Math.cos(t))}}},function(t,e,n){\"use strict\";function r(t){return t[0]}function i(t){return t[1]}e.a=r,e.b=i},function(t,e,n){\"use strict\";function r(t){var e=t.curve;return t.angle=t.x,delete t.x,t.radius=t.y,delete t.y,t.curve=function(t){return arguments.length?e(n.i(i.a)(t)):e()._curve},t}var i=n(138),o=n(75);e.b=r,e.a=function(){return r(n.i(o.a)().curve(i.b))}},function(t,e,n){\"use strict\";var r=n(35);e.a={draw:function(t,e){var n=Math.sqrt(e/r.b);t.moveTo(n,0),t.arc(0,0,n,0,r.c)}}},function(t,e,n){\"use strict\";e.a={draw:function(t,e){var n=Math.sqrt(e/5)/2;t.moveTo(-3*n,-n),t.lineTo(-n,-n),t.lineTo(-n,-3*n),t.lineTo(n,-3*n),t.lineTo(n,-n),t.lineTo(3*n,-n),t.lineTo(3*n,n),t.lineTo(n,n),t.lineTo(n,3*n),t.lineTo(-n,3*n),t.lineTo(-n,n),t.lineTo(-3*n,n),t.closePath()}}},function(t,e,n){\"use strict\";var r=Math.sqrt(1/3),i=2*r;e.a={draw:function(t,e){var n=Math.sqrt(e/i),o=n*r;t.moveTo(0,-n),t.lineTo(o,0),t.lineTo(0,n),t.lineTo(-o,0),t.closePath()}}},function(t,e,n){\"use strict\";e.a={draw:function(t,e){var n=Math.sqrt(e),r=-n/2;t.rect(r,r,n,n)}}},function(t,e,n){\"use strict\";var r=n(35),i=.8908130915292852,o=Math.sin(r.b/10)/Math.sin(7*r.b/10),a=Math.sin(r.c/10)*o,u=-Math.cos(r.c/10)*o;e.a={draw:function(t,e){var n=Math.sqrt(e*i),o=a*n,c=u*n;t.moveTo(0,-n),t.lineTo(o,c);for(var s=1;s<5;++s){var l=r.c*s/5,f=Math.cos(l),p=Math.sin(l);t.lineTo(p*n,-f*n),t.lineTo(f*o-p*c,p*o+f*c)}t.closePath()}}},function(t,e,n){\"use strict\";var r=Math.sqrt(3);e.a={draw:function(t,e){var n=-Math.sqrt(e/(3*r));t.moveTo(0,2*n),t.lineTo(-r*n,-n),t.lineTo(r*n,-n),t.closePath()}}},function(t,e,n){\"use strict\";var r=-.5,i=Math.sqrt(3)/2,o=1/Math.sqrt(12),a=3*(o/2+1);e.a={draw:function(t,e){var n=Math.sqrt(e/a),u=n/2,c=n*o,s=u,l=n*o+n,f=-s,p=l;t.moveTo(u,c),t.lineTo(s,l),t.lineTo(f,p),t.lineTo(r*u-i*c,i*u+r*c),t.lineTo(r*s-i*l,i*s+r*l),t.lineTo(r*f-i*p,i*f+r*p),t.lineTo(r*u+i*c,r*c-i*u),t.lineTo(r*s+i*l,r*l-i*s),t.lineTo(r*f+i*p,r*p-i*f),t.closePath()}}},function(t,e,n){\"use strict\";function r(t){return t.toISOString()}var i=n(78);n.d(e,\"b\",function(){return o});var o=\"%Y-%m-%dT%H:%M:%S.%LZ\",a=Date.prototype.toISOString?r:n.i(i.d)(o);e.a=a},function(t,e,n){\"use strict\";function r(t){if(0<=t.y&&t.y<100){var e=new Date(-1,t.m,t.d,t.H,t.M,t.S,t.L);return e.setFullYear(t.y),e}return new Date(t.y,t.m,t.d,t.H,t.M,t.S,t.L)}function i(t){if(0<=t.y&&t.y<100){var e=new Date(Date.UTC(-1,t.m,t.d,t.H,t.M,t.S,t.L));return e.setUTCFullYear(t.y),e}return new Date(Date.UTC(t.y,t.m,t.d,t.H,t.M,t.S,t.L))}function o(t){return{y:t,m:0,d:1,H:0,M:0,S:0,L:0}}function a(t){function e(t,e){return function(n){var r,i,o,a=[],u=-1,c=0,s=t.length;for(n instanceof Date||(n=new Date(+n));++u<s;)37===t.charCodeAt(u)&&(a.push(t.slice(c,u)),null!=(i=et[r=t.charAt(++u)])?r=t.charAt(++u):i=\"e\"===r?\" \":\"0\",(o=e[r])&&(r=o(n,i)),a.push(r),c=u+1);return a.push(t.slice(c,u)),a.join(\"\")}}function n(t,e){return function(n){var r=o(1900),u=a(r,t,n+=\"\",0);if(u!=n.length)return null;if(\"p\"in r&&(r.H=r.H%12+12*r.p),\"W\"in r||\"U\"in r){\"w\"in r||(r.w=\"W\"in r?1:0);var c=\"Z\"in r?i(o(r.y)).getUTCDay():e(o(r.y)).getDay();r.m=0,r.d=\"W\"in r?(r.w+6)%7+7*r.W-(c+5)%7:r.w+7*r.U-(c+6)%7}return\"Z\"in r?(r.H+=r.Z/100|0,r.M+=r.Z%100,i(r)):e(r)}}function a(t,e,n,r){for(var i,o,a=0,u=e.length,c=n.length;a<u;){if(r>=c)return-1;if(i=e.charCodeAt(a++),37===i){if(i=e.charAt(a++),o=Ut[i in et?e.charAt(a++):i],!o||(r=o(t,n,r))<0)return-1}else if(i!=n.charCodeAt(r++))return-1}return r}function u(t,e,n){var r=kt.exec(e.slice(n));return r?(t.p=Et[r[0].toLowerCase()],n+r[0].length):-1}function c(t,e,n){var r=Pt.exec(e.slice(n));return r?(t.w=Nt[r[0].toLowerCase()],n+r[0].length):-1}function tt(t,e,n){var r=Tt.exec(e.slice(n));return r?(t.w=St[r[0].toLowerCase()],n+r[0].length):-1}function nt(t,e,n){var r=It.exec(e.slice(n));return r?(t.m=Dt[r[0].toLowerCase()],n+r[0].length):-1}function rt(t,e,n){var r=At.exec(e.slice(n));return r?(t.m=Ot[r[0].toLowerCase()],n+r[0].length):-1}function it(t,e,n){return a(t,mt,e,n)}function ot(t,e,n){return a(t,yt,e,n)}function at(t,e,n){return a(t,_t,e,n)}function ut(t){return wt[t.getDay()]}function ct(t){return xt[t.getDay()]}function st(t){return Mt[t.getMonth()]}function lt(t){return Ct[t.getMonth()]}function ft(t){return bt[+(t.getHours()>=12)]}function pt(t){return wt[t.getUTCDay()]}function ht(t){return xt[t.getUTCDay()]}function dt(t){return Mt[t.getUTCMonth()]}function vt(t){return Ct[t.getUTCMonth()]}function gt(t){return bt[+(t.getUTCHours()>=12)]}var mt=t.dateTime,yt=t.date,_t=t.time,bt=t.periods,xt=t.days,wt=t.shortDays,Ct=t.months,Mt=t.shortMonths,kt=s(bt),Et=l(bt),Tt=s(xt),St=l(xt),Pt=s(wt),Nt=l(wt),At=s(Ct),Ot=l(Ct),It=s(Mt),Dt=l(Mt),Rt={a:ut,A:ct,b:st,B:lt,c:null,d:k,e:k,H:E,I:T,j:S,L:P,m:N,M:A,p:ft,S:O,U:I,w:D,W:R,x:null,X:null,y:L,Y:U,Z:F,\"%\":J},Lt={a:pt,A:ht,b:dt,B:vt,c:null,d:j,e:j,H:B,I:W,j:V,L:z,m:H,M:q,p:gt,S:Y,U:K,w:G,W:$,x:null,X:null,y:X,Y:Z,Z:Q,\"%\":J},Ut={a:c,A:tt,b:nt,B:rt,c:it,d:y,e:y,H:b,I:b,j:_,L:C,m:m,M:x,p:u,S:w,U:p,w:f,W:h,x:ot,X:at,y:v,Y:d,Z:g,\"%\":M};return Rt.x=e(yt,Rt),Rt.X=e(_t,Rt),Rt.c=e(mt,Rt),Lt.x=e(yt,Lt),Lt.X=e(_t,Lt),Lt.c=e(mt,Lt),{format:function(t){var n=e(t+=\"\",Rt);return n.toString=function(){return t},n},parse:function(t){var e=n(t+=\"\",r);return e.toString=function(){return t},e},utcFormat:function(t){var n=e(t+=\"\",Lt);return n.toString=function(){return t},n},utcParse:function(t){var e=n(t,i);return e.toString=function(){return t},e}}}function u(t,e,n){var r=t<0?\"-\":\"\",i=(r?-t:t)+\"\",o=i.length;return r+(o<n?new Array(n-o+1).join(e)+i:i)}function c(t){return t.replace(it,\"\\\\$&\")}function s(t){return new RegExp(\"^(?:\"+t.map(c).join(\"|\")+\")\",\"i\")}function l(t){for(var e={},n=-1,r=t.length;++n<r;)e[t[n].toLowerCase()]=n;return e}function f(t,e,n){var r=nt.exec(e.slice(n,n+1));return r?(t.w=+r[0],n+r[0].length):-1}function p(t,e,n){var r=nt.exec(e.slice(n));return r?(t.U=+r[0],n+r[0].length):-1}function h(t,e,n){var r=nt.exec(e.slice(n));return r?(t.W=+r[0],n+r[0].length):-1}function d(t,e,n){var r=nt.exec(e.slice(n,n+4));return r?(t.y=+r[0],n+r[0].length):-1}function v(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.y=+r[0]+(+r[0]>68?1900:2e3),n+r[0].length):-1}function g(t,e,n){var r=/^(Z)|([+-]\\d\\d)(?:\\:?(\\d\\d))?/.exec(e.slice(n,n+6));return r?(t.Z=r[1]?0:-(r[2]+(r[3]||\"00\")),n+r[0].length):-1}function m(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.m=r[0]-1,n+r[0].length):-1}function y(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.d=+r[0],n+r[0].length):-1}function _(t,e,n){var r=nt.exec(e.slice(n,n+3));return r?(t.m=0,t.d=+r[0],n+r[0].length):-1}function b(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.H=+r[0],n+r[0].length):-1}function x(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.M=+r[0],n+r[0].length):-1}function w(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.S=+r[0],n+r[0].length):-1}function C(t,e,n){var r=nt.exec(e.slice(n,n+3));return r?(t.L=+r[0],n+r[0].length):-1}function M(t,e,n){var r=rt.exec(e.slice(n,n+1));return r?n+r[0].length:-1}function k(t,e){return u(t.getDate(),e,2)}function E(t,e){return u(t.getHours(),e,2)}function T(t,e){return u(t.getHours()%12||12,e,2)}function S(t,e){return u(1+tt.a.count(n.i(tt.b)(t),t),e,3)}function P(t,e){return u(t.getMilliseconds(),e,3)}function N(t,e){return u(t.getMonth()+1,e,2)}function A(t,e){return u(t.getMinutes(),e,2)}function O(t,e){return u(t.getSeconds(),e,2)}function I(t,e){return u(tt.c.count(n.i(tt.b)(t),t),e,2)}function D(t){return t.getDay()}function R(t,e){return u(tt.d.count(n.i(tt.b)(t),t),e,2)}function L(t,e){return u(t.getFullYear()%100,e,2)}function U(t,e){return u(t.getFullYear()%1e4,e,4)}function F(t){var e=t.getTimezoneOffset();return(e>0?\"-\":(e*=-1,\"+\"))+u(e/60|0,\"0\",2)+u(e%60,\"0\",2)}function j(t,e){return u(t.getUTCDate(),e,2)}function B(t,e){return u(t.getUTCHours(),e,2)}function W(t,e){return u(t.getUTCHours()%12||12,e,2)}function V(t,e){return u(1+tt.e.count(n.i(tt.f)(t),t),e,3)}function z(t,e){return u(t.getUTCMilliseconds(),e,3)}function H(t,e){return u(t.getUTCMonth()+1,e,2)}function q(t,e){return u(t.getUTCMinutes(),e,2)}function Y(t,e){return u(t.getUTCSeconds(),e,2)}function K(t,e){return u(tt.g.count(n.i(tt.f)(t),t),e,2)}function G(t){return t.getUTCDay()}function $(t,e){return u(tt.h.count(n.i(tt.f)(t),t),e,2)}function X(t,e){return u(t.getUTCFullYear()%100,e,2)}function Z(t,e){return u(t.getUTCFullYear()%1e4,e,4)}function Q(){return\"+0000\"}function J(){return\"%\"}var tt=n(79);e.a=a;var et={\"-\":\"\",_:\" \",0:\"0\"},nt=/^\\s*\\d+/,rt=/^%/,it=/[\\\\\\^\\$\\*\\+\\?\\|\\[\\]\\(\\)\\.\\{\\}]/g},function(t,e,n){\"use strict\";var r=n(8),i={listen:function(t,e,n){return t.addEventListener?(t.addEventListener(e,n,!1),{remove:function(){t.removeEventListener(e,n,!1)}}):t.attachEvent?(t.attachEvent(\"on\"+e,n),{remove:function(){t.detachEvent(\"on\"+e,n)}}):void 0},capture:function(t,e,n){return t.addEventListener?(t.addEventListener(e,n,!0),{remove:function(){t.removeEventListener(e,n,!0)}}):{remove:r}},registerDefault:function(){}};t.exports=i},function(t,e,n){\"use strict\";function r(t){try{t.focus()}catch(t){}}t.exports=r},function(t,e,n){\"use strict\";function r(){if(\"undefined\"==typeof document)return null;try{return document.activeElement||document.body}catch(t){return document.body}}t.exports=r},function(t,e){function n(){throw new Error(\"setTimeout has not been defined\")}function r(){throw new Error(\"clearTimeout has not been defined\")}function i(t){if(l===setTimeout)return setTimeout(t,0);if((l===n||!l)&&setTimeout)return l=setTimeout,setTimeout(t,0);try{return l(t,0)}catch(e){try{return l.call(null,t,0)}catch(e){return l.call(this,t,0)}}}function o(t){if(f===clearTimeout)return clearTimeout(t);if((f===r||!f)&&clearTimeout)return f=clearTimeout,clearTimeout(t);try{return f(t)}catch(e){try{return f.call(null,t)}catch(e){return f.call(this,t)}}}function a(){v&&h&&(v=!1,h.length?d=h.concat(d):g=-1,d.length&&u())}function u(){if(!v){var t=i(a);v=!0;for(var e=d.length;e;){for(h=d,d=[];++g<e;)h&&h[g].run();g=-1,e=d.length}h=null,v=!1,o(t)}}function c(t,e){this.fun=t,this.array=e}function s(){}var l,f,p=t.exports={};!function(){try{l=\"function\"==typeof setTimeout?setTimeout:n}catch(t){l=n}try{f=\"function\"==typeof clearTimeout?clearTimeout:r}catch(t){f=r}}();var h,d=[],v=!1,g=-1;p.nextTick=function(t){var e=new Array(arguments.length-1);if(arguments.length>1)for(var n=1;n<arguments.length;n++)e[n-1]=arguments[n];d.push(new c(t,e)),1!==d.length||v||i(u)},c.prototype.run=function(){this.fun.apply(null,this.array)},p.title=\"browser\",p.browser=!0,p.env={},p.argv=[],p.version=\"\",p.versions={},p.on=s,p.addListener=s,p.once=s,p.off=s,p.removeListener=s,p.removeAllListeners=s,p.emit=s,p.binding=function(t){throw new Error(\"process.binding is not supported\")},p.cwd=function(){return\"/\"},p.chdir=function(t){throw new Error(\"process.chdir is not supported\")},p.umask=function(){\n",
       "return 0}},function(t,e,n){\"use strict\";function r(t,e){return t+e.charAt(0).toUpperCase()+e.substring(1)}var i={animationIterationCount:!0,borderImageOutset:!0,borderImageSlice:!0,borderImageWidth:!0,boxFlex:!0,boxFlexGroup:!0,boxOrdinalGroup:!0,columnCount:!0,flex:!0,flexGrow:!0,flexPositive:!0,flexShrink:!0,flexNegative:!0,flexOrder:!0,gridRow:!0,gridColumn:!0,fontWeight:!0,lineClamp:!0,lineHeight:!0,opacity:!0,order:!0,orphans:!0,tabSize:!0,widows:!0,zIndex:!0,zoom:!0,fillOpacity:!0,floodOpacity:!0,stopOpacity:!0,strokeDasharray:!0,strokeDashoffset:!0,strokeMiterlimit:!0,strokeOpacity:!0,strokeWidth:!0},o=[\"Webkit\",\"ms\",\"Moz\",\"O\"];Object.keys(i).forEach(function(t){o.forEach(function(e){i[r(e,t)]=i[t]})});var a={background:{backgroundAttachment:!0,backgroundColor:!0,backgroundImage:!0,backgroundPositionX:!0,backgroundPositionY:!0,backgroundRepeat:!0},backgroundPosition:{backgroundPositionX:!0,backgroundPositionY:!0},border:{borderWidth:!0,borderStyle:!0,borderColor:!0},borderBottom:{borderBottomWidth:!0,borderBottomStyle:!0,borderBottomColor:!0},borderLeft:{borderLeftWidth:!0,borderLeftStyle:!0,borderLeftColor:!0},borderRight:{borderRightWidth:!0,borderRightStyle:!0,borderRightColor:!0},borderTop:{borderTopWidth:!0,borderTopStyle:!0,borderTopColor:!0},font:{fontStyle:!0,fontVariant:!0,fontWeight:!0,fontSize:!0,lineHeight:!0,fontFamily:!0},outline:{outlineWidth:!0,outlineStyle:!0,outlineColor:!0}},u={isUnitlessNumber:i,shorthandPropertyExpansions:a};t.exports=u},function(t,e,n){\"use strict\";function r(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}var i=n(2),o=n(17),a=(n(0),function(){function t(e){r(this,t),this._callbacks=null,this._contexts=null,this._arg=e}return t.prototype.enqueue=function(t,e){this._callbacks=this._callbacks||[],this._callbacks.push(t),this._contexts=this._contexts||[],this._contexts.push(e)},t.prototype.notifyAll=function(){var t=this._callbacks,e=this._contexts,n=this._arg;if(t&&e){t.length!==e.length?i(\"24\"):void 0,this._callbacks=null,this._contexts=null;for(var r=0;r<t.length;r++)t[r].call(e[r],n);t.length=0,e.length=0}},t.prototype.checkpoint=function(){return this._callbacks?this._callbacks.length:0},t.prototype.rollback=function(t){this._callbacks&&this._contexts&&(this._callbacks.length=t,this._contexts.length=t)},t.prototype.reset=function(){this._callbacks=null,this._contexts=null},t.prototype.destructor=function(){this.reset()},t}());t.exports=o.addPoolingTo(a)},function(t,e,n){\"use strict\";function r(t){return!!s.hasOwnProperty(t)||!c.hasOwnProperty(t)&&(u.test(t)?(s[t]=!0,!0):(c[t]=!0,!1))}function i(t,e){return null==e||t.hasBooleanValue&&!e||t.hasNumericValue&&isNaN(e)||t.hasPositiveNumericValue&&e<1||t.hasOverloadedBooleanValue&&e===!1}var o=n(21),a=(n(4),n(9),n(394)),u=(n(1),new RegExp(\"^[\"+o.ATTRIBUTE_NAME_START_CHAR+\"][\"+o.ATTRIBUTE_NAME_CHAR+\"]*$\")),c={},s={},l={createMarkupForID:function(t){return o.ID_ATTRIBUTE_NAME+\"=\"+a(t)},setAttributeForID:function(t,e){t.setAttribute(o.ID_ATTRIBUTE_NAME,e)},createMarkupForRoot:function(){return o.ROOT_ATTRIBUTE_NAME+'=\"\"'},setAttributeForRoot:function(t){t.setAttribute(o.ROOT_ATTRIBUTE_NAME,\"\")},createMarkupForProperty:function(t,e){var n=o.properties.hasOwnProperty(t)?o.properties[t]:null;if(n){if(i(n,e))return\"\";var r=n.attributeName;return n.hasBooleanValue||n.hasOverloadedBooleanValue&&e===!0?r+'=\"\"':r+\"=\"+a(e)}return o.isCustomAttribute(t)?null==e?\"\":t+\"=\"+a(e):null},createMarkupForCustomAttribute:function(t,e){return r(t)&&null!=e?t+\"=\"+a(e):\"\"},setValueForProperty:function(t,e,n){var r=o.properties.hasOwnProperty(e)?o.properties[e]:null;if(r){var a=r.mutationMethod;if(a)a(t,n);else{if(i(r,n))return void this.deleteValueForProperty(t,e);if(r.mustUseProperty)t[r.propertyName]=n;else{var u=r.attributeName,c=r.attributeNamespace;c?t.setAttributeNS(c,u,\"\"+n):r.hasBooleanValue||r.hasOverloadedBooleanValue&&n===!0?t.setAttribute(u,\"\"):t.setAttribute(u,\"\"+n)}}}else if(o.isCustomAttribute(e))return void l.setValueForAttribute(t,e,n)},setValueForAttribute:function(t,e,n){if(r(e)){null==n?t.removeAttribute(e):t.setAttribute(e,\"\"+n)}},deleteValueForAttribute:function(t,e){t.removeAttribute(e)},deleteValueForProperty:function(t,e){var n=o.properties.hasOwnProperty(e)?o.properties[e]:null;if(n){var r=n.mutationMethod;if(r)r(t,void 0);else if(n.mustUseProperty){var i=n.propertyName;n.hasBooleanValue?t[i]=!1:t[i]=\"\"}else t.removeAttribute(n.attributeName)}else o.isCustomAttribute(e)&&t.removeAttribute(e)}};t.exports=l},function(t,e,n){\"use strict\";var r={hasCachedChildNodes:1};t.exports=r},function(t,e,n){\"use strict\";function r(){if(this._rootNodeID&&this._wrapperState.pendingUpdate){this._wrapperState.pendingUpdate=!1;var t=this._currentElement.props,e=u.getValue(t);null!=e&&i(this,Boolean(t.multiple),e)}}function i(t,e,n){var r,i,o=c.getNodeFromInstance(t).options;if(e){for(r={},i=0;i<n.length;i++)r[\"\"+n[i]]=!0;for(i=0;i<o.length;i++){var a=r.hasOwnProperty(o[i].value);o[i].selected!==a&&(o[i].selected=a)}}else{for(r=\"\"+n,i=0;i<o.length;i++)if(o[i].value===r)return void(o[i].selected=!0);o.length&&(o[0].selected=!0)}}function o(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return this._rootNodeID&&(this._wrapperState.pendingUpdate=!0),s.asap(r,this),n}var a=n(3),u=n(85),c=n(4),s=n(11),l=(n(1),!1),f={getHostProps:function(t,e){return a({},e,{onChange:t._wrapperState.onChange,value:void 0})},mountWrapper:function(t,e){var n=u.getValue(e);t._wrapperState={pendingUpdate:!1,initialValue:null!=n?n:e.defaultValue,listeners:null,onChange:o.bind(t),wasMultiple:Boolean(e.multiple)},void 0===e.value||void 0===e.defaultValue||l||(l=!0)},getSelectValueContext:function(t){return t._wrapperState.initialValue},postUpdateWrapper:function(t){var e=t._currentElement.props;t._wrapperState.initialValue=void 0;var n=t._wrapperState.wasMultiple;t._wrapperState.wasMultiple=Boolean(e.multiple);var r=u.getValue(e);null!=r?(t._wrapperState.pendingUpdate=!1,i(t,Boolean(e.multiple),r)):n!==Boolean(e.multiple)&&(null!=e.defaultValue?i(t,Boolean(e.multiple),e.defaultValue):i(t,Boolean(e.multiple),e.multiple?[]:\"\"))}};t.exports=f},function(t,e,n){\"use strict\";var r,i={injectEmptyComponentFactory:function(t){r=t}},o={create:function(t){return r(t)}};o.injection=i,t.exports=o},function(t,e,n){\"use strict\";var r={logTopLevelRenders:!1};t.exports=r},function(t,e,n){\"use strict\";function r(t){return u?void 0:a(\"111\",t.type),new u(t)}function i(t){return new c(t)}function o(t){return t instanceof c}var a=n(2),u=(n(0),null),c=null,s={injectGenericComponentClass:function(t){u=t},injectTextComponentClass:function(t){c=t}},l={createInternalComponent:r,createInstanceForText:i,isTextComponent:o,injection:s};t.exports=l},function(t,e,n){\"use strict\";function r(t){return o(document.documentElement,t)}var i=n(353),o=n(320),a=n(151),u=n(152),c={hasSelectionCapabilities:function(t){var e=t&&t.nodeName&&t.nodeName.toLowerCase();return e&&(\"input\"===e&&\"text\"===t.type||\"textarea\"===e||\"true\"===t.contentEditable)},getSelectionInformation:function(){var t=u();return{focusedElem:t,selectionRange:c.hasSelectionCapabilities(t)?c.getSelection(t):null}},restoreSelection:function(t){var e=u(),n=t.focusedElem,i=t.selectionRange;e!==n&&r(n)&&(c.hasSelectionCapabilities(n)&&c.setSelection(n,i),a(n))},getSelection:function(t){var e;if(\"selectionStart\"in t)e={start:t.selectionStart,end:t.selectionEnd};else if(document.selection&&t.nodeName&&\"input\"===t.nodeName.toLowerCase()){var n=document.selection.createRange();n.parentElement()===t&&(e={start:-n.moveStart(\"character\",-t.value.length),end:-n.moveEnd(\"character\",-t.value.length)})}else e=i.getOffsets(t);return e||{start:0,end:0}},setSelection:function(t,e){var n=e.start,r=e.end;if(void 0===r&&(r=n),\"selectionStart\"in t)t.selectionStart=n,t.selectionEnd=Math.min(r,t.value.length);else if(document.selection&&t.nodeName&&\"input\"===t.nodeName.toLowerCase()){var o=t.createTextRange();o.collapse(!0),o.moveStart(\"character\",n),o.moveEnd(\"character\",r-n),o.select()}else i.setOffsets(t,e)}};t.exports=c},function(t,e,n){\"use strict\";function r(t,e){for(var n=Math.min(t.length,e.length),r=0;r<n;r++)if(t.charAt(r)!==e.charAt(r))return r;return t.length===e.length?-1:n}function i(t){return t?t.nodeType===D?t.documentElement:t.firstChild:null}function o(t){return t.getAttribute&&t.getAttribute(A)||\"\"}function a(t,e,n,r,i){var o;if(x.logTopLevelRenders){var a=t._currentElement.props.child,u=a.type;o=\"React mount: \"+(\"string\"==typeof u?u:u.displayName||u.name),console.time(o)}var c=M.mountComponent(t,n,null,_(t,e),i,0);o&&console.timeEnd(o),t._renderedComponent._topLevelWrapper=t,j._mountImageIntoNode(c,e,t,r,n)}function u(t,e,n,r){var i=E.ReactReconcileTransaction.getPooled(!n&&b.useCreateElement);i.perform(a,null,t,e,i,n,r),E.ReactReconcileTransaction.release(i)}function c(t,e,n){for(M.unmountComponent(t,n),e.nodeType===D&&(e=e.documentElement);e.lastChild;)e.removeChild(e.lastChild)}function s(t){var e=i(t);if(e){var n=y.getInstanceFromNode(e);return!(!n||!n._hostParent)}}function l(t){return!(!t||t.nodeType!==I&&t.nodeType!==D&&t.nodeType!==R)}function f(t){var e=i(t),n=e&&y.getInstanceFromNode(e);return n&&!n._hostParent?n:null}function p(t){var e=f(t);return e?e._hostContainerInfo._topLevelWrapper:null}var h=n(2),d=n(20),v=n(21),g=n(26),m=n(51),y=(n(15),n(4)),_=n(347),b=n(349),x=n(160),w=n(40),C=(n(9),n(363)),M=n(24),k=n(88),E=n(11),T=n(38),S=n(169),P=(n(0),n(55)),N=n(95),A=(n(1),v.ID_ATTRIBUTE_NAME),O=v.ROOT_ATTRIBUTE_NAME,I=1,D=9,R=11,L={},U=1,F=function(){this.rootID=U++};F.prototype.isReactComponent={},F.prototype.render=function(){return this.props.child},F.isReactTopLevelWrapper=!0;var j={TopLevelWrapper:F,_instancesByReactRootID:L,scrollMonitor:function(t,e){e()},_updateRootComponent:function(t,e,n,r,i){return j.scrollMonitor(r,function(){k.enqueueElementInternal(t,e,n),i&&k.enqueueCallbackInternal(t,i)}),t},_renderNewRootComponent:function(t,e,n,r){l(e)?void 0:h(\"37\"),m.ensureScrollValueMonitoring();var i=S(t,!1);E.batchedUpdates(u,i,e,n,r);var o=i._instance.rootID;return L[o]=i,i},renderSubtreeIntoContainer:function(t,e,n,r){return null!=t&&w.has(t)?void 0:h(\"38\"),j._renderSubtreeIntoContainer(t,e,n,r)},_renderSubtreeIntoContainer:function(t,e,n,r){k.validateCallback(r,\"ReactDOM.render\"),g.isValidElement(e)?void 0:h(\"39\",\"string\"==typeof e?\" Instead of passing a string like 'div', pass React.createElement('div') or <div />.\":\"function\"==typeof e?\" Instead of passing a class like Foo, pass React.createElement(Foo) or <Foo />.\":null!=e&&void 0!==e.props?\" This may be caused by unintentionally loading two independent copies of React.\":\"\");var a,u=g.createElement(F,{child:e});if(t){var c=w.get(t);a=c._processChildContext(c._context)}else a=T;var l=p(n);if(l){var f=l._currentElement,d=f.props.child;if(N(d,e)){var v=l._renderedComponent.getPublicInstance(),m=r&&function(){r.call(v)};return j._updateRootComponent(l,u,a,n,m),v}j.unmountComponentAtNode(n)}var y=i(n),_=y&&!!o(y),b=s(n),x=_&&!l&&!b,C=j._renderNewRootComponent(u,n,x,a)._renderedComponent.getPublicInstance();return r&&r.call(C),C},render:function(t,e,n){return j._renderSubtreeIntoContainer(null,t,e,n)},unmountComponentAtNode:function(t){l(t)?void 0:h(\"40\");var e=p(t);if(!e){s(t),1===t.nodeType&&t.hasAttribute(O);return!1}return delete L[e._instance.rootID],E.batchedUpdates(c,e,t,!1),!0},_mountImageIntoNode:function(t,e,n,o,a){if(l(e)?void 0:h(\"41\"),o){var u=i(e);if(C.canReuseMarkup(t,u))return void y.precacheNode(n,u);var c=u.getAttribute(C.CHECKSUM_ATTR_NAME);u.removeAttribute(C.CHECKSUM_ATTR_NAME);var s=u.outerHTML;u.setAttribute(C.CHECKSUM_ATTR_NAME,c);var f=t,p=r(f,s),v=\" (client) \"+f.substring(p-20,p+20)+\"\\n (server) \"+s.substring(p-20,p+20);e.nodeType===D?h(\"42\",v):void 0}if(e.nodeType===D?h(\"43\"):void 0,a.useCreateElement){for(;e.lastChild;)e.removeChild(e.lastChild);d.insertTreeBefore(e,t,null)}else P(e,t),y.precacheNode(n,e.firstChild)}};t.exports=j},function(t,e,n){\"use strict\";var r=n(2),i=n(26),o=(n(0),{HOST:0,COMPOSITE:1,EMPTY:2,getType:function(t){return null===t||t===!1?o.EMPTY:i.isValidElement(t)?\"function\"==typeof t.type?o.COMPOSITE:o.HOST:void r(\"26\",t)}});t.exports=o},function(t,e,n){\"use strict\";function r(t,e){return null==e?i(\"30\"):void 0,null==t?e:Array.isArray(t)?Array.isArray(e)?(t.push.apply(t,e),t):(t.push(e),t):Array.isArray(e)?[t].concat(e):[t,e]}var i=n(2);n(0);t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){Array.isArray(t)?t.forEach(e,n):t&&e.call(n,t)}t.exports=r},function(t,e,n){\"use strict\";function r(t){for(var e;(e=t._renderedNodeType)===i.COMPOSITE;)t=t._renderedComponent;return e===i.HOST?t._renderedComponent:e===i.EMPTY?null:void 0}var i=n(164);t.exports=r},function(t,e,n){\"use strict\";function r(){return!o&&i.canUseDOM&&(o=\"textContent\"in document.documentElement?\"textContent\":\"innerText\"),o}var i=n(6),o=null;t.exports=r},function(t,e,n){\"use strict\";function r(t){if(t){var e=t.getName();if(e)return\" Check the render method of `\"+e+\"`.\"}return\"\"}function i(t){return\"function\"==typeof t&&\"undefined\"!=typeof t.prototype&&\"function\"==typeof t.prototype.mountComponent&&\"function\"==typeof t.prototype.receiveComponent}function o(t,e){var n;if(null===t||t===!1)n=s.create(o);else if(\"object\"==typeof t){var u=t,c=u.type;if(\"function\"!=typeof c&&\"string\"!=typeof c){var p=\"\";p+=r(u._owner),a(\"130\",null==c?c:typeof c,p)}\"string\"==typeof u.type?n=l.createInternalComponent(u):i(u.type)?(n=new u.type(u),n.getHostNode||(n.getHostNode=n.getNativeNode)):n=new f(u)}else\"string\"==typeof t||\"number\"==typeof t?n=l.createInstanceForText(t):a(\"131\",typeof t);return n._mountIndex=0,n._mountImage=null,n}var a=n(2),u=n(3),c=n(344),s=n(159),l=n(161),f=(n(391),n(0),n(1),function(t){this.construct(t)});u(f.prototype,c,{_instantiateReactComponent:o}),t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=t&&t.nodeName&&t.nodeName.toLowerCase();return\"input\"===e?!!i[t.type]:\"textarea\"===e}var i={color:!0,date:!0,datetime:!0,\"datetime-local\":!0,email:!0,month:!0,number:!0,password:!0,range:!0,search:!0,tel:!0,text:!0,time:!0,url:!0,week:!0};t.exports=r},function(t,e,n){\"use strict\";var r=n(6),i=n(54),o=n(55),a=function(t,e){if(e){var n=t.firstChild;if(n&&n===t.lastChild&&3===n.nodeType)return void(n.nodeValue=e)}t.textContent=e};r.canUseDOM&&(\"textContent\"in document.documentElement||(a=function(t,e){return 3===t.nodeType?void(t.nodeValue=e):void o(t,i(e))})),t.exports=a},function(t,e,n){\"use strict\";function r(t,e){return t&&\"object\"==typeof t&&null!=t.key?s.escape(t.key):e.toString(36)}function i(t,e,n,o){var p=typeof t;if(\"undefined\"!==p&&\"boolean\"!==p||(t=null),null===t||\"string\"===p||\"number\"===p||\"object\"===p&&t.$$typeof===u)return n(o,t,\"\"===e?l+r(t,0):e),1;var h,d,v=0,g=\"\"===e?l:e+f;if(Array.isArray(t))for(var m=0;m<t.length;m++)h=t[m],d=g+r(h,m),v+=i(h,d,n,o);else{var y=c(t);if(y){var _,b=y.call(t);if(y!==t.entries)for(var x=0;!(_=b.next()).done;)h=_.value,d=g+r(h,x++),v+=i(h,d,n,o);else for(;!(_=b.next()).done;){var w=_.value;w&&(h=w[1],d=g+s.escape(w[0])+f+r(h,0),v+=i(h,d,n,o))}}else if(\"object\"===p){var C=\"\",M=String(t);a(\"31\",\"[object Object]\"===M?\"object with keys {\"+Object.keys(t).join(\", \")+\"}\":M,C)}}return v}function o(t,e,n){return null==t?0:i(t,\"\",e,n)}var a=n(2),u=(n(15),n(359)),c=n(390),s=(n(0),n(84)),l=(n(1),\".\"),f=\":\";t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=Function.prototype.toString,n=Object.prototype.hasOwnProperty,r=RegExp(\"^\"+e.call(n).replace(/[\\\\^$.*+?()[\\]{}|]/g,\"\\\\$&\").replace(/hasOwnProperty|(function).*?(?=\\\\\\()| for .+?(?=\\\\\\])/g,\"$1.*?\")+\"$\");try{var i=e.call(t);return r.test(i)}catch(t){return!1}}function i(t){var e=s(t);if(e){var n=e.childIDs;l(t),n.forEach(i)}}function o(t,e,n){return\"\\n    in \"+(t||\"Unknown\")+(e?\" (at \"+e.fileName.replace(/^.*[\\\\\\/]/,\"\")+\":\"+e.lineNumber+\")\":n?\" (created by \"+n+\")\":\"\")}function a(t){return null==t?\"#empty\":\"string\"==typeof t||\"number\"==typeof t?\"#text\":\"string\"==typeof t.type?t.type:t.type.displayName||t.type.name||\"Unknown\"}function u(t){var e,n=k.getDisplayName(t),r=k.getElement(t),i=k.getOwnerID(t);return i&&(e=k.getDisplayName(i)),o(n,r&&r._source,e)}var c,s,l,f,p,h,d,v=n(28),g=n(15),m=(n(0),n(1),\"function\"==typeof Array.from&&\"function\"==typeof Map&&r(Map)&&null!=Map.prototype&&\"function\"==typeof Map.prototype.keys&&r(Map.prototype.keys)&&\"function\"==typeof Set&&r(Set)&&null!=Set.prototype&&\"function\"==typeof Set.prototype.keys&&r(Set.prototype.keys));if(m){var y=new Map,_=new Set;c=function(t,e){y.set(t,e)},s=function(t){return y.get(t)},l=function(t){y.delete(t)},f=function(){return Array.from(y.keys())},p=function(t){_.add(t)},h=function(t){_.delete(t)},d=function(){return Array.from(_.keys())}}else{var b={},x={},w=function(t){return\".\"+t},C=function(t){return parseInt(t.substr(1),10)};c=function(t,e){var n=w(t);b[n]=e},s=function(t){var e=w(t);return b[e]},l=function(t){var e=w(t);delete b[e]},f=function(){return Object.keys(b).map(C)},p=function(t){var e=w(t);x[e]=!0},h=function(t){var e=w(t);delete x[e]},d=function(){return Object.keys(x).map(C)}}var M=[],k={onSetChildren:function(t,e){var n=s(t);n?void 0:v(\"144\"),n.childIDs=e;for(var r=0;r<e.length;r++){var i=e[r],o=s(i);o?void 0:v(\"140\"),null==o.childIDs&&\"object\"==typeof o.element&&null!=o.element?v(\"141\"):void 0,o.isMounted?void 0:v(\"71\"),null==o.parentID&&(o.parentID=t),o.parentID!==t?v(\"142\",i,o.parentID,t):void 0}},onBeforeMountComponent:function(t,e,n){var r={element:e,parentID:n,text:null,childIDs:[],isMounted:!1,updateCount:0};c(t,r)},onBeforeUpdateComponent:function(t,e){var n=s(t);n&&n.isMounted&&(n.element=e)},onMountComponent:function(t){var e=s(t);e?void 0:v(\"144\"),e.isMounted=!0;var n=0===e.parentID;n&&p(t)},onUpdateComponent:function(t){var e=s(t);e&&e.isMounted&&e.updateCount++},onUnmountComponent:function(t){var e=s(t);if(e){e.isMounted=!1;var n=0===e.parentID;n&&h(t)}M.push(t)},purgeUnmountedComponents:function(){if(!k._preventPurging){for(var t=0;t<M.length;t++){var e=M[t];i(e)}M.length=0}},isMounted:function(t){var e=s(t);return!!e&&e.isMounted},getCurrentStackAddendum:function(t){var e=\"\";if(t){var n=a(t),r=t._owner;e+=o(n,t._source,r&&r.getName())}var i=g.current,u=i&&i._debugID;return e+=k.getStackAddendumByID(u)},getStackAddendumByID:function(t){for(var e=\"\";t;)e+=u(t),t=k.getParentID(t);return e},getChildIDs:function(t){var e=s(t);return e?e.childIDs:[]},getDisplayName:function(t){var e=k.getElement(t);return e?a(e):null},getElement:function(t){var e=s(t);return e?e.element:null},getOwnerID:function(t){var e=k.getElement(t);return e&&e._owner?e._owner._debugID:null},getParentID:function(t){var e=s(t);return e?e.parentID:null},getSource:function(t){var e=s(t),n=e?e.element:null,r=null!=n?n._source:null;return r},getText:function(t){var e=k.getElement(t);return\"string\"==typeof e?e:\"number\"==typeof e?\"\"+e:null},getUpdateCount:function(t){var e=s(t);return e?e.updateCount:0},getRootIDs:d,getRegisteredIDs:f};t.exports=k},function(t,e,n){\"use strict\";var r=\"function\"==typeof Symbol&&Symbol.for&&Symbol.for(\"react.element\")||60103;t.exports=r},function(t,e,n){\"use strict\";var r={};t.exports=r},function(t,e,n){\"use strict\";var r=!1;t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=t&&(i&&t[i]||t[o]);if(\"function\"==typeof e)return e}var i=\"function\"==typeof Symbol&&Symbol.iterator,o=\"@@iterator\";t.exports=r},,function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}function i(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function o(t,e){if(!t)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return!e||\"object\"!=typeof e&&\"function\"!=typeof e?t:e}function a(t,e){if(\"function\"!=typeof e&&null!==e)throw new TypeError(\"Super expression must either be null or a function, not \"+typeof e);t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,enumerable:!1,writable:!0,configurable:!0}}),e&&(Object.setPrototypeOf?Object.setPrototypeOf(t,e):t.__proto__=e)}Object.defineProperty(e,\"__esModule\",{value:!0});var u=\"function\"==typeof Symbol&&\"symbol\"==typeof Symbol.iterator?function(t){return typeof t}:function(t){return t&&\"function\"==typeof Symbol&&t.constructor===Symbol&&t!==Symbol.prototype?\"symbol\":typeof t},c=function(){function t(t,e){for(var n=0;n<e.length;n++){var r=e[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(t,r.key,r)}}return function(e,n,r){return n&&t(e.prototype,n),r&&t(e,r),e}}(),s=n(41),l=r(s),f=n(129),p=n(64),h=n(30),d=n(77),v=n(112),g=n(134),m=n(10),y=n(39),_=n(56),b=r(_),x=function(t){function e(){i(this,e);var t=o(this,(e.__proto__||Object.getPrototypeOf(e)).call(this));return window.lastAdditiveForceArrayVisualizer=t,t.topOffset=28,t.leftOffset=80,t.height=350,t.effectFormat=(0,h.format)(\".2\"),t.redraw=(0,y.debounce)(function(){return t.draw()},200),t}return a(e,t),c(e,[{key:\"componentDidMount\",value:function(){var t=this;this.mainGroup=this.svg.append(\"g\"),this.onTopGroup=this.svg.append(\"g\"),this.xaxisElement=this.onTopGroup.append(\"g\").attr(\"transform\",\"translate(0,35)\").attr(\"class\",\"force-bar-array-xaxis\"),this.yaxisElement=this.onTopGroup.append(\"g\").attr(\"transform\",\"translate(0,35)\").attr(\"class\",\"force-bar-array-yaxis\"),this.hoverGroup1=this.svg.append(\"g\"),this.hoverGroup2=this.svg.append(\"g\"),this.baseValueTitle=this.svg.append(\"text\"),this.hoverLine=this.svg.append(\"line\"),this.hoverxOutline=this.svg.append(\"text\").attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#fff\").attr(\"stroke\",\"#fff\").attr(\"stroke-width\",\"6\").attr(\"font-size\",\"12px\"),this.hoverx=this.svg.append(\"text\").attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#000\").attr(\"font-size\",\"12px\"),this.hoverxTitle=this.svg.append(\"text\").attr(\"text-anchor\",\"middle\").attr(\"opacity\",.6).attr(\"font-size\",\"12px\"),this.hoveryOutline=this.svg.append(\"text\").attr(\"text-anchor\",\"end\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#fff\").attr(\"stroke\",\"#fff\").attr(\"stroke-width\",\"6\").attr(\"font-size\",\"12px\"),this.hovery=this.svg.append(\"text\").attr(\"text-anchor\",\"end\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#000\").attr(\"font-size\",\"12px\"),this.xlabel=this.wrapper.select(\".additive-force-array-xlabel\"),this.ylabel=this.wrapper.select(\".additive-force-array-ylabel\");var e=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in b.default.colors?e=b.default.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),e=b.default.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(e=this.props.plot_cmap),this.colors=e.map(function(t){return(0,m.hsl)(t)}),this.brighterColors=[1.45,1.6].map(function(e,n){return t.colors[n].brighter(e)});var n=(0,h.format)(\",.4\");if(null!=this.props.ordering_keys&&null!=this.props.ordering_keys_time_format){var r=function(t){return\"object\"==(\"undefined\"==typeof t?\"undefined\":u(t))?this.formatTime(t):n(t)};this.parseTime=(0,d.timeParse)(this.props.ordering_keys_time_format),this.formatTime=(0,d.timeFormat)(this.props.ordering_keys_time_format),this.xtickFormat=r}else this.parseTime=null,this.formatTime=null,this.xtickFormat=n;this.xscale=(0,p.scaleLinear)(),this.xaxis=(0,v.axisBottom)().scale(this.xscale).tickSizeInner(4).tickSizeOuter(0).tickFormat(function(e){return t.xtickFormat(e)}).tickPadding(-18),this.ytickFormat=n,this.yscale=(0,p.scaleLinear)(),this.yaxis=(0,v.axisLeft)().scale(this.yscale).tickSizeInner(4).tickSizeOuter(0).tickFormat(function(e){return t.ytickFormat(t.invLinkFunction(e))}).tickPadding(2),this.xlabel.node().onchange=function(){return t.internalDraw()},this.ylabel.node().onchange=function(){return t.internalDraw()},this.svg.on(\"mousemove\",function(e){return t.mouseMoved(e)}),this.svg.on(\"click\",function(){return alert(\"This original index of the sample you clicked is \"+t.nearestExpIndex)}),this.svg.on(\"mouseout\",function(e){return t.mouseOut(e)}),window.addEventListener(\"resize\",this.redraw),window.setTimeout(this.redraw,50)}},{key:\"componentDidUpdate\",value:function(){this.draw()}},{key:\"mouseOut\",value:function(){this.hoverLine.attr(\"display\",\"none\"),this.hoverx.attr(\"display\",\"none\"),this.hoverxOutline.attr(\"display\",\"none\"),this.hoverxTitle.attr(\"display\",\"none\"),this.hovery.attr(\"display\",\"none\"),this.hoveryOutline.attr(\"display\",\"none\"),this.hoverGroup1.attr(\"display\",\"none\"),this.hoverGroup2.attr(\"display\",\"none\")}},{key:\"mouseMoved\",value:function(){var t=this,e=void 0,n=void 0;this.hoverLine.attr(\"display\",\"\"),this.hoverx.attr(\"display\",\"\"),this.hoverxOutline.attr(\"display\",\"\"),this.hoverxTitle.attr(\"display\",\"\"),this.hovery.attr(\"display\",\"\"),this.hoveryOutline.attr(\"display\",\"\"),this.hoverGroup1.attr(\"display\",\"\"),this.hoverGroup2.attr(\"display\",\"\");var r=(0,f.mouse)(this.svg.node())[0];if(this.props.explanations){for(e=0;e<this.currExplanations.length;++e)(!n||Math.abs(n.xmapScaled-r)>Math.abs(this.currExplanations[e].xmapScaled-r))&&(n=this.currExplanations[e]);this.nearestExpIndex=n.origInd,this.hoverLine.attr(\"x1\",n.xmapScaled).attr(\"x2\",n.xmapScaled).attr(\"y1\",0+this.topOffset).attr(\"y2\",this.height),this.hoverx.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-5).text(this.xtickFormat(n.xmap)),this.hoverxOutline.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-5).text(this.xtickFormat(n.xmap)),this.hoverxTitle.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-18).text(n.count>1?n.count+\" averaged samples\":\"\"),this.hovery.attr(\"x\",this.leftOffset-6).attr(\"y\",n.joinPointy).text(this.ytickFormat(this.invLinkFunction(n.joinPoint))),this.hoveryOutline.attr(\"x\",this.leftOffset-6).attr(\"y\",n.joinPointy).text(this.ytickFormat(this.invLinkFunction(n.joinPoint)));for(var i=[],o=void 0,a=void 0,u=this.currPosOrderedFeatures.length-1;u>=0;--u){var c=this.currPosOrderedFeatures[u],s=n.features[c];a=5+(s.posyTop+s.posyBottom)/2,(!o||a-o>=15)&&s.posyTop-s.posyBottom>=6&&(i.push(s),o=a)}var l=[];o=void 0;var p=!0,h=!1,d=void 0;try{for(var v,g=this.currNegOrderedFeatures[Symbol.iterator]();!(p=(v=g.next()).done);p=!0){var m=v.value,y=n.features[m];a=5+(y.negyTop+y.negyBottom)/2,(!o||o-a>=15)&&y.negyTop-y.negyBottom>=6&&(l.push(y),o=a)}}catch(t){h=!0,d=t}finally{try{!p&&g.return&&g.return()}finally{if(h)throw d}}var _=function(e){var r=\"\";return null!==e.value&&void 0!==e.value&&(r=\" = \"+(isNaN(e.value)?e.value:t.ytickFormat(e.value))),n.count>1?\"mean(\"+t.props.featureNames[e.ind]+\")\"+r:t.props.featureNames[e.ind]+r},b=this.hoverGroup1.selectAll(\".pos-values\").data(i);b.enter().append(\"text\").attr(\"class\",\"pos-values\").merge(b).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.posyTop+t.posyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").attr(\"opacity\",1).text(_),b.exit().remove();var x=this.hoverGroup2.selectAll(\".pos-values\").data(i);x.enter().append(\"text\").attr(\"class\",\"pos-values\").merge(x).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.posyTop+t.posyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"fill\",this.colors[0]).text(_),x.exit().remove();var w=this.hoverGroup1.selectAll(\".neg-values\").data(l);w.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(w).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.negyTop+t.negyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").attr(\"opacity\",1).text(_),w.exit().remove();var C=this.hoverGroup2.selectAll(\".neg-values\").data(l);C.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(C).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.negyTop+t.negyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"fill\",this.colors[1]).text(_),C.exit().remove()}}},{key:\"draw\",value:function(){var t=this;if(this.props.explanations&&0!==this.props.explanations.length){(0,y.each)(this.props.explanations,function(t,e){return t.origInd=e});var e={},n={},r={},i=!0,o=!1,a=void 0;try{for(var u,c=this.props.explanations[Symbol.iterator]();!(i=(u=c.next()).done);i=!0){var s=u.value;for(var l in s.features)void 0===e[l]&&(e[l]=0,n[l]=0,r[l]=0),s.features[l].effect>0?e[l]+=s.features[l].effect:n[l]-=s.features[l].effect,null!==s.features[l].value&&void 0!==s.features[l].value&&(r[l]+=1)}}catch(t){o=!0,a=t}finally{try{!i&&c.return&&c.return()}finally{if(o)throw a}}this.usedFeatures=(0,y.sortBy)((0,y.keys)(e),function(t){return-(e[t]+n[t])}),console.log(\"found \",this.usedFeatures.length,\" used features\"),this.posOrderedFeatures=(0,y.sortBy)(this.usedFeatures,function(t){return e[t]}),this.negOrderedFeatures=(0,y.sortBy)(this.usedFeatures,function(t){return-n[t]}),this.singleValueFeatures=(0,y.filter)(this.usedFeatures,function(t){return r[t]>0});var f=[\"sample order by similarity\",\"sample order by output value\",\"original sample ordering\"].concat(this.singleValueFeatures.map(function(e){return t.props.featureNames[e]}));null!=this.props.ordering_keys&&f.unshift(\"sample order by key\");var p=this.xlabel.selectAll(\"option\").data(f);p.enter().append(\"option\").merge(p).attr(\"value\",function(t){return t}).text(function(t){return t}),p.exit().remove();var h=this.props.outNames[0]?this.props.outNames[0]:\"model output value\";f=(0,y.map)(this.usedFeatures,function(e){return[t.props.featureNames[e],t.props.featureNames[e]+\" effects\"]}),f.unshift([\"model output value\",h]);var d=this.ylabel.selectAll(\"option\").data(f);d.enter().append(\"option\").merge(d).attr(\"value\",function(t){return t[0]}).text(function(t){return t[1]}),d.exit().remove(),this.ylabel.style(\"top\",(this.height-10-this.topOffset)/2+this.topOffset+\"px\").style(\"left\",10-this.ylabel.node().offsetWidth/2+\"px\"),this.internalDraw()}}},{key:\"internalDraw\",value:function(){var t=this,e=!0,n=!1,r=void 0;try{for(var i,o=this.props.explanations[Symbol.iterator]();!(e=(i=o.next()).done);e=!0){var a=i.value,c=!0,s=!1,l=void 0;try{for(var f,h=this.usedFeatures[Symbol.iterator]();!(c=(f=h.next()).done);c=!0){var d=f.value;a.features.hasOwnProperty(d)||(a.features[d]={effect:0,value:0}),a.features[d].ind=d}}catch(t){s=!0,l=t}finally{try{!c&&h.return&&h.return()}finally{if(s)throw l}}}}catch(t){n=!0,r=t}finally{try{!e&&o.return&&o.return()}finally{if(n)throw r}}var v=void 0,m=this.xlabel.node().value,_=\"sample order by key\"===m&&null!=this.props.ordering_keys_time_format;if(_?this.xscale=(0,p.scaleTime)():this.xscale=(0,p.scaleLinear)(),this.xaxis.scale(this.xscale),\"sample order by similarity\"===m)v=(0,y.sortBy)(this.props.explanations,function(t){return t.simIndex}),(0,y.each)(v,function(t,e){return t.xmap=e});else if(\"sample order by output value\"===m)v=(0,y.sortBy)(this.props.explanations,function(t){return-t.outValue}),(0,y.each)(v,function(t,e){return t.xmap=e});else if(\"original sample ordering\"===m)v=(0,y.sortBy)(this.props.explanations,function(t){return t.origInd}),(0,y.each)(v,function(t,e){return t.xmap=e});else if(\"sample order by key\"===m)v=this.props.explanations,_?(0,y.each)(v,function(e,n){return e.xmap=t.parseTime(t.props.ordering_keys[n])}):(0,y.each)(v,function(e,n){return e.xmap=t.props.ordering_keys[n]}),v=(0,y.sortBy)(v,function(t){return t.xmap});else{var b=function(){var e=(0,y.findKey)(t.props.featureNames,function(t){return t===m});(0,y.each)(t.props.explanations,function(t,n){return t.xmap=t.features[e].value});var n=(0,y.sortBy)(t.props.explanations,function(t){return t.xmap}),r=(0,y.map)(n,function(t){return t.xmap});if(\"string\"==typeof r[0])return alert(\"Ordering by category names is not yet supported.\"),{v:void 0};var i=(0,y.min)(r),o=(0,y.max)(r),a=(o-i)/100;v=[];for(var u=void 0,c=void 0,s=0;s<n.length;++s){var l=n[s];if(u&&!c&&l.xmap-u.xmap<=a||c&&l.xmap-c.xmap<=a){c||(c=(0,y.cloneDeep)(u),c.count=1);var f=!0,p=!1,h=void 0;try{for(var d,g=t.usedFeatures[Symbol.iterator]();!(f=(d=g.next()).done);f=!0){var _=d.value;c.features[_].effect+=l.features[_].effect,c.features[_].value+=l.features[_].value;\n",
       "}}catch(t){p=!0,h=t}finally{try{!f&&g.return&&g.return()}finally{if(p)throw h}}c.count+=1}else if(u)if(c){var b=!0,x=!1,w=void 0;try{for(var C,M=t.usedFeatures[Symbol.iterator]();!(b=(C=M.next()).done);b=!0){var k=C.value;c.features[k].effect/=c.count,c.features[k].value/=c.count}}catch(t){x=!0,w=t}finally{try{!b&&M.return&&M.return()}finally{if(x)throw w}}v.push(c),c=void 0}else v.push(u);u=l}u.xmap-v[v.length-1].xmap>a&&v.push(u)}();if(\"object\"===(\"undefined\"==typeof b?\"undefined\":u(b)))return b.v}this.currUsedFeatures=this.usedFeatures,this.currPosOrderedFeatures=this.posOrderedFeatures,this.currNegOrderedFeatures=this.negOrderedFeatures;var x=this.ylabel.node().value;if(\"model output value\"!==x){var w=v;v=(0,y.cloneDeep)(v);for(var C=(0,y.findKey)(this.props.featureNames,function(t){return t===x}),M=0;M<v.length;++M){var k=v[M].features[C];v[M].features={},v[M].features[C]=k,w[M].remapped_version=v[M]}this.currUsedFeatures=[C],this.currPosOrderedFeatures=[C],this.currNegOrderedFeatures=[C]}this.currExplanations=v,\"identity\"===this.props.link?this.invLinkFunction=function(e){return t.props.baseValue+e}:\"logit\"===this.props.link?this.invLinkFunction=function(e){return 1/(1+Math.exp(-(t.props.baseValue+e)))}:console.log(\"ERROR: Unrecognized link function: \",this.props.link),this.predValues=(0,y.map)(v,function(t){return(0,y.sum)((0,y.map)(t.features,function(t){return t.effect}))});var E=this.wrapper.node().offsetWidth;if(0==E)return setTimeout(function(){return t.draw(v)},500);this.svg.style(\"height\",this.height+\"px\"),this.svg.style(\"width\",E+\"px\");var T=(0,y.map)(v,function(t){return t.xmap});this.xscale.domain([(0,y.min)(T),(0,y.max)(T)]).range([this.leftOffset,E]).clamp(!0),this.xaxisElement.attr(\"transform\",\"translate(0,\"+this.topOffset+\")\").call(this.xaxis);for(var S=0;S<this.currExplanations.length;++S)this.currExplanations[S].xmapScaled=this.xscale(this.currExplanations[S].xmap);for(var P=v.length,N=0,A=0;A<P;++A){var O=v[A].features,I=(0,y.sum)((0,y.map)((0,y.filter)(O,function(t){return t.effect>0}),function(t){return t.effect}))||0,D=(0,y.sum)((0,y.map)((0,y.filter)(O,function(t){return t.effect<0}),function(t){return-t.effect}))||0;N=Math.max(N,2.2*Math.max(I,D))}this.yscale.domain([-N/2,N/2]).range([this.height-10,this.topOffset]),this.yaxisElement.attr(\"transform\",\"translate(\"+this.leftOffset+\",0)\").call(this.yaxis);for(var R=0;R<P;++R){var L=v[R].features,U=(0,y.sum)((0,y.map)((0,y.filter)(L,function(t){return t.effect<0}),function(t){return-t.effect}))||0,F=-U,j=void 0,B=!0,W=!1,V=void 0;try{for(var z,H=this.currPosOrderedFeatures[Symbol.iterator]();!(B=(z=H.next()).done);B=!0)j=z.value,L[j].posyTop=this.yscale(F),L[j].effect>0&&(F+=L[j].effect),L[j].posyBottom=this.yscale(F),L[j].ind=j}catch(t){W=!0,V=t}finally{try{!B&&H.return&&H.return()}finally{if(W)throw V}}var q=F,Y=!0,K=!1,G=void 0;try{for(var $,X=this.currNegOrderedFeatures[Symbol.iterator]();!(Y=($=X.next()).done);Y=!0)j=$.value,L[j].negyTop=this.yscale(F),L[j].effect<0&&(F-=L[j].effect),L[j].negyBottom=this.yscale(F)}catch(t){K=!0,G=t}finally{try{!Y&&X.return&&X.return()}finally{if(K)throw G}}v[R].joinPoint=q,v[R].joinPointy=this.yscale(q)}var Z=(0,g.line)().x(function(t){return t[0]}).y(function(t){return t[1]}),Q=this.mainGroup.selectAll(\".force-bar-array-area-pos\").data(this.currUsedFeatures);Q.enter().append(\"path\").attr(\"class\",\"force-bar-array-area-pos\").merge(Q).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].posyTop]}),n=(0,y.map)((0,y.rangeRight)(P),function(e){return[v[e].xmapScaled,v[e].features[t].posyBottom]});return Z(e.concat(n))}).attr(\"fill\",this.colors[0]),Q.exit().remove();var J=this.mainGroup.selectAll(\".force-bar-array-area-neg\").data(this.currUsedFeatures);J.enter().append(\"path\").attr(\"class\",\"force-bar-array-area-neg\").merge(J).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].negyTop]}),n=(0,y.map)((0,y.rangeRight)(P),function(e){return[v[e].xmapScaled,v[e].features[t].negyBottom]});return Z(e.concat(n))}).attr(\"fill\",this.colors[1]),J.exit().remove();var tt=this.mainGroup.selectAll(\".force-bar-array-divider-pos\").data(this.currUsedFeatures);tt.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-pos\").merge(tt).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].posyBottom]});return Z(e)}).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",function(){return t.colors[0].brighter(1.2)}),tt.exit().remove();var et=this.mainGroup.selectAll(\".force-bar-array-divider-neg\").data(this.currUsedFeatures);et.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-neg\").merge(et).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].negyTop]});return Z(e)}).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",function(){return t.colors[1].brighter(1.5)}),et.exit().remove();for(var nt=function(t,e,n,r,i){var o=void 0,a=void 0;\"pos\"===i?(o=t[n].features[e].posyBottom,a=t[n].features[e].posyTop):(o=t[n].features[e].negyBottom,a=t[n].features[e].negyTop);for(var u=void 0,c=void 0,s=n+1;s<=r;++s)\"pos\"===i?(u=t[s].features[e].posyBottom,c=t[s].features[e].posyTop):(u=t[s].features[e].negyBottom,c=t[s].features[e].negyTop),u>o&&(o=u),c<a&&(a=c);return{top:o,bottom:a}},rt=100,it=20,ot=100,at=[],ut=[\"pos\",\"neg\"],ct=0;ct<ut.length;ct++){var st=ut[ct],lt=!0,ft=!1,pt=void 0;try{for(var ht,dt=this.currUsedFeatures[Symbol.iterator]();!(lt=(ht=dt.next()).done);lt=!0)for(var vt=ht.value,gt=0,mt=0,yt=0,_t={top:0,bottom:0},bt=void 0;mt<P-1;){for(;yt<rt&&mt<P-1;)++mt,yt=v[mt].xmapScaled-v[gt].xmapScaled;for(_t=nt(v,vt,gt,mt,st);_t.bottom-_t.top<it&&gt<mt;)++gt,_t=nt(v,vt,gt,mt,st);if(yt=v[mt].xmapScaled-v[gt].xmapScaled,_t.bottom-_t.top>=it&&yt>=rt){for(;mt<P-1;){if(++mt,bt=nt(v,vt,gt,mt,st),!(bt.bottom-bt.top>it)){--mt;break}_t=bt}yt=v[mt].xmapScaled-v[gt].xmapScaled,at.push([(v[mt].xmapScaled+v[gt].xmapScaled)/2,(_t.top+_t.bottom)/2,this.props.featureNames[vt]]);var xt=v[mt].xmapScaled;for(gt=mt;xt+ot>v[gt].xmapScaled&&gt<P-1;)++gt;mt=gt}}}catch(t){ft=!0,pt=t}finally{try{!lt&&dt.return&&dt.return()}finally{if(ft)throw pt}}}var wt=this.onTopGroup.selectAll(\".force-bar-array-flabels\").data(at);wt.enter().append(\"text\").attr(\"class\",\"force-bar-array-flabels\").merge(wt).attr(\"x\",function(t){return t[0]}).attr(\"y\",function(t){return t[1]+4}).text(function(t){return t[2]}),wt.exit().remove()}},{key:\"componentWillUnmount\",value:function(){window.removeEventListener(\"resize\",this.redraw)}},{key:\"render\",value:function(){var t=this;return l.default.createElement(\"div\",{ref:function(e){return t.wrapper=(0,f.select)(e)},style:{textAlign:\"center\"}},l.default.createElement(\"style\",{dangerouslySetInnerHTML:{__html:\"\\n          .force-bar-array-wrapper {\\n            text-align: center;\\n          }\\n          .force-bar-array-xaxis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-array-xaxis .domain {\\n            opacity: 0;\\n          }\\n          .force-bar-array-xaxis paths {\\n            display: none;\\n          }\\n          .force-bar-array-yaxis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-array-yaxis paths {\\n            display: none;\\n          }\\n          .tick line {\\n            stroke: #000;\\n            stroke-width: 1px;\\n            opacity: 0.4;\\n          }\\n          .tick text {\\n            fill: #000;\\n            opacity: 0.5;\\n            font-size: 12px;\\n            padding: 0px;\\n          }\\n          .force-bar-array-flabels {\\n            font-size: 12px;\\n            fill: #fff;\\n            text-anchor: middle;\\n          }\\n          .additive-force-array-xlabel {\\n            background: none;\\n            border: 1px solid #ccc;\\n            opacity: 0.5;\\n            margin-bottom: 0px;\\n            font-size: 12px;\\n            font-family: arial;\\n            margin-left: 80px;\\n            max-width: 300px;\\n          }\\n          .additive-force-array-xlabel:focus {\\n            outline: none;\\n          }\\n          .additive-force-array-ylabel {\\n            position: relative;\\n            top: 0px;\\n            left: 0px;\\n            transform: rotate(-90deg);\\n            background: none;\\n            border: 1px solid #ccc;\\n            opacity: 0.5;\\n            margin-bottom: 0px;\\n            font-size: 12px;\\n            font-family: arial;\\n            max-width: 150px;\\n          }\\n          .additive-force-array-ylabel:focus {\\n            outline: none;\\n          }\\n          .additive-force-array-hoverLine {\\n            stroke-width: 1px;\\n            stroke: #fff;\\n            opacity: 1;\\n          }\"}}),l.default.createElement(\"select\",{className:\"additive-force-array-xlabel\"}),l.default.createElement(\"div\",{style:{height:\"0px\",textAlign:\"left\"}},l.default.createElement(\"select\",{className:\"additive-force-array-ylabel\"})),l.default.createElement(\"svg\",{ref:function(e){return t.svg=(0,f.select)(e)},style:{userSelect:\"none\",display:\"block\",fontFamily:\"arial\",sansSerif:!0}}))}}]),e}(l.default.Component);x.defaultProps={plot_cmap:\"RdBu\",ordering_keys:null,ordering_keys_time_format:null},e.default=x},function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}function i(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function o(t,e){if(!t)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return!e||\"object\"!=typeof e&&\"function\"!=typeof e?t:e}function a(t,e){if(\"function\"!=typeof e&&null!==e)throw new TypeError(\"Super expression must either be null or a function, not \"+typeof e);t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,enumerable:!1,writable:!0,configurable:!0}}),e&&(Object.setPrototypeOf?Object.setPrototypeOf(t,e):t.__proto__=e)}Object.defineProperty(e,\"__esModule\",{value:!0});var u=function(){function t(t,e){for(var n=0;n<e.length;n++){var r=e[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(t,r.key,r)}}return function(e,n,r){return n&&t(e.prototype,n),r&&t(e,r),e}}(),c=n(41),s=r(c),l=n(129),f=n(64),p=n(30),h=n(112),d=n(134),v=n(10),g=n(39),m=n(56),y=r(m),b=function(t){function e(){i(this,e);var t=o(this,(e.__proto__||Object.getPrototypeOf(e)).call(this));return window.lastAdditiveForceVisualizer=t,t.effectFormat=(0,p.format)(\".2\"),t.redraw=(0,g.debounce)(function(){return t.draw()},200),t}return a(e,t),u(e,[{key:\"componentDidMount\",value:function(){var t=this;this.mainGroup=this.svg.append(\"g\"),this.axisElement=this.mainGroup.append(\"g\").attr(\"transform\",\"translate(0,35)\").attr(\"class\",\"force-bar-axis\"),this.onTopGroup=this.svg.append(\"g\"),this.baseValueTitle=this.svg.append(\"text\"),this.joinPointLine=this.svg.append(\"line\"),this.joinPointLabelOutline=this.svg.append(\"text\"),this.joinPointLabel=this.svg.append(\"text\"),this.joinPointTitleLeft=this.svg.append(\"text\"),this.joinPointTitleLeftArrow=this.svg.append(\"text\"),this.joinPointTitle=this.svg.append(\"text\"),this.joinPointTitleRightArrow=this.svg.append(\"text\"),this.joinPointTitleRight=this.svg.append(\"text\"),this.hoverLabelBacking=this.svg.append(\"text\").attr(\"x\",10).attr(\"y\",20).attr(\"text-anchor\",\"middle\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").text(\"\").on(\"mouseover\",function(){t.hoverLabel.attr(\"opacity\",1),t.hoverLabelBacking.attr(\"opacity\",1)}).on(\"mouseout\",function(){t.hoverLabel.attr(\"opacity\",0),t.hoverLabelBacking.attr(\"opacity\",0)}),this.hoverLabel=this.svg.append(\"text\").attr(\"x\",10).attr(\"y\",20).attr(\"text-anchor\",\"middle\").attr(\"font-size\",12).attr(\"fill\",\"#0f0\").text(\"\").on(\"mouseover\",function(){t.hoverLabel.attr(\"opacity\",1),t.hoverLabelBacking.attr(\"opacity\",1)}).on(\"mouseout\",function(){t.hoverLabel.attr(\"opacity\",0),t.hoverLabelBacking.attr(\"opacity\",0)});var e=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in y.default.colors?e=y.default.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),e=y.default.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(e=this.props.plot_cmap),this.colors=e.map(function(t){return(0,v.hsl)(t)}),this.brighterColors=[1.45,1.6].map(function(e,n){return t.colors[n].brighter(e)}),this.colors.map(function(e,n){var r=t.svg.append(\"linearGradient\").attr(\"id\",\"linear-grad-\"+n).attr(\"x1\",\"0%\").attr(\"y1\",\"0%\").attr(\"x2\",\"0%\").attr(\"y2\",\"100%\");r.append(\"stop\").attr(\"offset\",\"0%\").attr(\"stop-color\",e).attr(\"stop-opacity\",.6),r.append(\"stop\").attr(\"offset\",\"100%\").attr(\"stop-color\",e).attr(\"stop-opacity\",0);var i=t.svg.append(\"linearGradient\").attr(\"id\",\"linear-backgrad-\"+n).attr(\"x1\",\"0%\").attr(\"y1\",\"0%\").attr(\"x2\",\"0%\").attr(\"y2\",\"100%\");i.append(\"stop\").attr(\"offset\",\"0%\").attr(\"stop-color\",e).attr(\"stop-opacity\",.5),i.append(\"stop\").attr(\"offset\",\"100%\").attr(\"stop-color\",e).attr(\"stop-opacity\",0)}),this.tickFormat=(0,p.format)(\",.4\"),this.scaleCentered=(0,f.scaleLinear)(),this.axis=(0,h.axisBottom)().scale(this.scaleCentered).tickSizeInner(4).tickSizeOuter(0).tickFormat(function(e){return t.tickFormat(t.invLinkFunction(e))}).tickPadding(-18),window.addEventListener(\"resize\",this.redraw),window.setTimeout(this.redraw,50)}},{key:\"componentDidUpdate\",value:function(){this.draw()}},{key:\"draw\",value:function(){var t=this;(0,g.each)(this.props.featureNames,function(e,n){t.props.features[n]&&(t.props.features[n].name=e)}),\"identity\"===this.props.link?this.invLinkFunction=function(e){return t.props.baseValue+e}:\"logit\"===this.props.link?this.invLinkFunction=function(e){return 1/(1+Math.exp(-(t.props.baseValue+e)))}:console.log(\"ERROR: Unrecognized link function: \",this.props.link);var e=this.svg.node().parentNode.offsetWidth;if(0==e)return setTimeout(function(){return t.draw(t.props)},500);this.svg.style(\"height\",\"150px\"),this.svg.style(\"width\",e+\"px\");var n=50,r=(0,g.sortBy)(this.props.features,function(t){return-1/(t.effect+1e-10)}),i=(0,g.sum)((0,g.map)(r,function(t){return Math.abs(t.effect)})),o=(0,g.sum)((0,g.map)((0,g.filter)(r,function(t){return t.effect>0}),function(t){return t.effect}))||0,a=(0,g.sum)((0,g.map)((0,g.filter)(r,function(t){return t.effect<0}),function(t){return-t.effect}))||0;this.domainSize=3*Math.max(o,a);var u=(0,f.scaleLinear)().domain([0,this.domainSize]).range([0,e]),c=e/2-u(a);this.scaleCentered.domain([-this.domainSize/2,this.domainSize/2]).range([0,e]).clamp(!0),this.axisElement.attr(\"transform\",\"translate(0,\"+n+\")\").call(this.axis);var s=0,l=void 0,h=void 0,v=void 0;for(l=0;l<r.length;++l)r[l].x=s,r[l].effect<0&&void 0===h&&(h=s,v=l),s+=Math.abs(r[l].effect);void 0===h&&(h=s,v=l);var m=(0,d.line)().x(function(t){return t[0]}).y(function(t){return t[1]}),y=function(e){return void 0!==e.value&&null!==e.value&&\"\"!==e.value?e.name+\" = \"+(isNaN(e.value)?e.value:t.tickFormat(e.value)):e.name};r=this.props.hideBars?[]:r;var b=this.mainGroup.selectAll(\".force-bar-blocks\").data(r);b.enter().append(\"path\").attr(\"class\",\"force-bar-blocks\").merge(b).attr(\"d\",function(t,e){var r=u(t.x)+c,i=u(Math.abs(t.effect)),o=t.effect<0?-4:4,a=o;return e===v&&(o=0),e===v-1&&(a=0),m([[r,6+n],[r+i,6+n],[r+i+a,14.5+n],[r+i,23+n],[r,23+n],[r+o,14.5+n]])}).attr(\"fill\",function(e){return e.effect>0?t.colors[0]:t.colors[1]}).on(\"mouseover\",function(e){if(u(Math.abs(e.effect))<u(i)/50||u(Math.abs(e.effect))<10){var r=u(e.x)+c,o=u(Math.abs(e.effect));t.hoverLabel.attr(\"opacity\",1).attr(\"x\",r+o/2).attr(\"y\",n+.5).attr(\"fill\",e.effect>0?t.colors[0]:t.colors[1]).text(y(e)),t.hoverLabelBacking.attr(\"opacity\",1).attr(\"x\",r+o/2).attr(\"y\",n+.5).text(y(e))}}).on(\"mouseout\",function(){t.hoverLabel.attr(\"opacity\",0),t.hoverLabelBacking.attr(\"opacity\",0)}),b.exit().remove();var x=_.filter(r,function(t){return u(Math.abs(t.effect))>u(i)/50&&u(Math.abs(t.effect))>10}),w=this.onTopGroup.selectAll(\".force-bar-labels\").data(x);if(w.exit().remove(),w=w.enter().append(\"text\").attr(\"class\",\"force-bar-labels\").attr(\"font-size\",\"12px\").attr(\"y\",48+n).merge(w).text(function(e){return void 0!==e.value&&null!==e.value&&\"\"!==e.value?e.name+\" = \"+(isNaN(e.value)?e.value:t.tickFormat(e.value)):e.name}).attr(\"fill\",function(e){return e.effect>0?t.colors[0]:t.colors[1]}).attr(\"stroke\",function(t){return t.textWidth=Math.max(this.getComputedTextLength(),u(Math.abs(t.effect))-10),t.innerTextWidth=this.getComputedTextLength(),\"none\"}),this.filteredData=x,r.length>0){s=h+u.invert(5);for(var C=v;C<r.length;++C)r[C].textx=s,s+=u.invert(r[C].textWidth+10);s=h-u.invert(5);for(var M=v-1;M>=0;--M)r[M].textx=s,s-=u.invert(r[M].textWidth+10)}w.attr(\"x\",function(t){return u(t.textx)+c+(t.effect>0?-t.textWidth/2:t.textWidth/2)}).attr(\"text-anchor\",\"middle\"),x=(0,g.filter)(x,function(n){return u(n.textx)+c>t.props.labelMargin&&u(n.textx)+c<e-t.props.labelMargin}),this.filteredData2=x;var k=x.slice(),E=(0,g.findIndex)(r,x[0])-1;E>=0&&k.unshift(r[E]);var T=this.mainGroup.selectAll(\".force-bar-labelBacking\").data(x);T.enter().append(\"path\").attr(\"class\",\"force-bar-labelBacking\").attr(\"stroke\",\"none\").attr(\"opacity\",.2).merge(T).attr(\"d\",function(t){return m([[u(t.x)+u(Math.abs(t.effect))+c,23+n],[(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+5,33+n],[(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+5,54+n],[(t.effect>0?u(t.textx)-t.textWidth:u(t.textx))+c-5,54+n],[(t.effect>0?u(t.textx)-t.textWidth:u(t.textx))+c-5,33+n],[u(t.x)+c,23+n]])}).attr(\"fill\",function(t){return\"url(#linear-backgrad-\"+(t.effect>0?0:1)+\")\"}),T.exit().remove();var S=this.mainGroup.selectAll(\".force-bar-labelDividers\").data(x.slice(0,-1));S.enter().append(\"rect\").attr(\"class\",\"force-bar-labelDividers\").attr(\"height\",\"21px\").attr(\"width\",\"1px\").attr(\"y\",33+n).merge(S).attr(\"x\",function(t){return(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+4.5}).attr(\"fill\",function(t){return\"url(#linear-grad-\"+(t.effect>0?0:1)+\")\"}),S.exit().remove();var P=this.mainGroup.selectAll(\".force-bar-labelLinks\").data(x.slice(0,-1));P.enter().append(\"line\").attr(\"class\",\"force-bar-labelLinks\").attr(\"y1\",23+n).attr(\"y2\",33+n).attr(\"stroke-opacity\",.5).attr(\"stroke-width\",1).merge(P).attr(\"x1\",function(t){return u(t.x)+u(Math.abs(t.effect))+c}).attr(\"x2\",function(t){return(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+5}).attr(\"stroke\",function(e){return e.effect>0?t.colors[0]:t.colors[1]}),P.exit().remove();var N=this.mainGroup.selectAll(\".force-bar-blockDividers\").data(r.slice(0,-1));N.enter().append(\"path\").attr(\"class\",\"force-bar-blockDividers\").attr(\"stroke-width\",2).attr(\"fill\",\"none\").merge(N).attr(\"d\",function(t){var e=u(t.x)+u(Math.abs(t.effect))+c;return m([[e,6+n],[e+(t.effect<0?-4:4),14.5+n],[e,23+n]])}).attr(\"stroke\",function(e,n){return v===n+1||Math.abs(e.effect)<1e-8?\"#rgba(0,0,0,0)\":e.effect>0?t.brighterColors[0]:t.brighterColors[1]}),N.exit().remove(),this.joinPointLine.attr(\"x1\",u(h)+c).attr(\"x2\",u(h)+c).attr(\"y1\",0+n).attr(\"y2\",6+n).attr(\"stroke\",\"#F2F2F2\").attr(\"stroke-width\",1).attr(\"opacity\",1),this.joinPointLabelOutline.attr(\"x\",u(h)+c).attr(\"y\",-5+n).attr(\"color\",\"#fff\").attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"stroke\",\"#fff\").attr(\"stroke-width\",6).text((0,p.format)(\",.2f\")(this.invLinkFunction(h-a))).attr(\"opacity\",1),console.log(\"joinPoint\",h,c,n,a),this.joinPointLabel.attr(\"x\",u(h)+c).attr(\"y\",-5+n).attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#000\").text((0,p.format)(\",.2f\")(this.invLinkFunction(h-a))).attr(\"opacity\",1),this.joinPointTitle.attr(\"x\",u(h)+c).attr(\"y\",-22+n).attr(\"text-anchor\",\"middle\").attr(\"font-size\",\"12\").attr(\"fill\",\"#000\").text(this.props.outNames[0]).attr(\"opacity\",.5),this.props.hideBars||(this.joinPointTitleLeft.attr(\"x\",u(h)+c-16).attr(\"y\",-38+n).attr(\"text-anchor\",\"end\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[0]).text(\"higher\").attr(\"opacity\",1),this.joinPointTitleRight.attr(\"x\",u(h)+c+16).attr(\"y\",-38+n).attr(\"text-anchor\",\"start\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[1]).text(\"lower\").attr(\"opacity\",1),this.joinPointTitleLeftArrow.attr(\"x\",u(h)+c+7).attr(\"y\",-42+n).attr(\"text-anchor\",\"end\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[0]).text(\"→\").attr(\"opacity\",1),this.joinPointTitleRightArrow.attr(\"x\",u(h)+c-7).attr(\"y\",-36+n).attr(\"text-anchor\",\"start\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[1]).text(\"←\").attr(\"opacity\",1)),this.props.hideBaseValueLabel||this.baseValueTitle.attr(\"x\",this.scaleCentered(0)).attr(\"y\",-22+n).attr(\"text-anchor\",\"middle\").attr(\"font-size\",\"12\").attr(\"fill\",\"#000\").text(\"base value\").attr(\"opacity\",.5)}},{key:\"componentWillUnmount\",value:function(){window.removeEventListener(\"resize\",this.redraw)}},{key:\"render\",value:function(){var t=this;return s.default.createElement(\"svg\",{ref:function(e){return t.svg=(0,l.select)(e)},style:{userSelect:\"none\",display:\"block\",fontFamily:\"arial\",sansSerif:!0}},s.default.createElement(\"style\",{dangerouslySetInnerHTML:{__html:\"\\n          .force-bar-axis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-axis paths {\\n            display: none;\\n          }\\n          .tick line {\\n            stroke: #000;\\n            stroke-width: 1px;\\n            opacity: 0.4;\\n          }\\n          .tick text {\\n            fill: #000;\\n            opacity: 0.5;\\n            font-size: 12px;\\n            padding: 0px;\\n          }\"}}))}}]),e}(s.default.Component);b.defaultProps={plot_cmap:\"RdBu\"},e.default=b},function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}function i(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function o(t,e){if(!t)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return!e||\"object\"!=typeof e&&\"function\"!=typeof e?t:e}function a(t,e){if(\"function\"!=typeof e&&null!==e)throw new TypeError(\"Super expression must either be null or a function, not \"+typeof e);t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,enumerable:!1,writable:!0,configurable:!0}}),e&&(Object.setPrototypeOf?Object.setPrototypeOf(t,e):t.__proto__=e)}Object.defineProperty(e,\"__esModule\",{value:!0});var u=function(){function t(t,e){for(var n=0;n<e.length;n++){var r=e[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(t,r.key,r)}}return function(e,n,r){return n&&t(e.prototype,n),r&&t(e,r),e}}(),c=n(41),s=r(c),l=n(64),f=n(30),p=n(39),h=n(56),d=r(h),v=function(t){function e(){i(this,e);var t=o(this,(e.__proto__||Object.getPrototypeOf(e)).call(this));return t.width=100,window.lastSimpleListInstance=t,t.effectFormat=(0,f.format)(\".2\"),t}return a(e,t),u(e,[{key:\"render\",value:function(){var t=this,e=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in d.default.colors?e=d.default.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),e=d.default.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(e=this.props.plot_cmap),console.log(this.props.features,this.props.features),this.scale=(0,l.scaleLinear)().domain([0,(0,p.max)((0,p.map)(this.props.features,function(t){return Math.abs(t.effect)}))]).range([0,this.width]);var n=(0,p.reverse)((0,p.sortBy)(Object.keys(this.props.features),function(e){return Math.abs(t.props.features[e].effect)})),r=n.map(function(n){var r=t.props.features[n],i=t.props.featureNames[n],o={width:t.scale(Math.abs(r.effect)),height:\"20px\",background:r.effect<0?e[0]:e[1],display:\"inline-block\"},a=void 0,u=void 0,c={lineHeight:\"20px\",display:\"inline-block\",width:t.width+40,verticalAlign:\"top\",marginRight:\"5px\",textAlign:\"right\"},l={lineHeight:\"20px\",display:\"inline-block\",width:t.width+40,verticalAlign:\"top\",marginLeft:\"5px\"};return r.effect<0?(u=s.default.createElement(\"span\",{style:l},i),c.width=40+t.width-t.scale(Math.abs(r.effect)),c.textAlign=\"right\",c.color=\"#999\",c.fontSize=\"13px\",a=s.default.createElement(\"span\",{style:c},t.effectFormat(r.effect))):(c.textAlign=\"right\",a=s.default.createElement(\"span\",{style:c},i),l.width=40,l.textAlign=\"left\",l.color=\"#999\",l.fontSize=\"13px\",u=s.default.createElement(\"span\",{style:l},t.effectFormat(r.effect))),s.default.createElement(\"div\",{key:n,style:{marginTop:\"2px\"}},a,s.default.createElement(\"div\",{style:o}),u)});return s.default.createElement(\"span\",null,r)}}]),e}(s.default.Component);v.defaultProps={plot_cmap:\"RdBu\"},e.default=v},function(t,e,n){\"use strict\";t.exports=n(345)},function(t,e,n){var r=(n(0),n(398)),i=!1;t.exports=function(t){t=t||{};var e=t.shouldRejectClick||r;i=!0,n(22).injection.injectEventPluginsByName({TapEventPlugin:n(396)(e)})}},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(101),n(102),n(184),n(105),n(187),n(109),n(108)},function(t,e,n){\"use strict\";e.a=function(t){return t}},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(29)},function(t,e,n){\"use strict\";n(18),n(29),n(57)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(18)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(101),n(18),n(29),n(57)},function(t,e,n){\"use strict\";n(104)},function(t,e,n){\"use strict\";n(110)},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return r});var r=Array.prototype.slice},function(t,e,n){\"use strict\";function r(t,e,n){var r=t(n);return\"translate(\"+(isFinite(r)?r:e(n))+\",0)\"}function i(t,e,n){var r=t(n);return\"translate(0,\"+(isFinite(r)?r:e(n))+\")\"}function o(t){var e=t.bandwidth()/2;return t.round()&&(e=Math.round(e)),function(n){return t(n)+e}}function a(){return!this.__axis}function u(t,e){function n(n){var p,b=null==c?e.ticks?e.ticks.apply(e,u):e.domain():c,x=null==s?e.tickFormat?e.tickFormat.apply(e,u):h.a:s,w=Math.max(l,0)+_,C=t===d||t===g?r:i,M=e.range(),k=M[0]+.5,E=M[M.length-1]+.5,T=(e.bandwidth?o:h.a)(e.copy()),S=n.selection?n.selection():n,P=S.selectAll(\".domain\").data([null]),N=S.selectAll(\".tick\").data(b,e).order(),A=N.exit(),O=N.enter().append(\"g\").attr(\"class\",\"tick\"),I=N.select(\"line\"),D=N.select(\"text\"),R=t===d||t===m?-1:1,L=t===m||t===v?(p=\"x\",\"y\"):(p=\"y\",\"x\");P=P.merge(P.enter().insert(\"path\",\".tick\").attr(\"class\",\"domain\").attr(\"stroke\",\"#000\")),N=N.merge(O),I=I.merge(O.append(\"line\").attr(\"stroke\",\"#000\").attr(p+\"2\",R*l).attr(L+\"1\",.5).attr(L+\"2\",.5)),D=D.merge(O.append(\"text\").attr(\"fill\",\"#000\").attr(p,R*w).attr(L,.5).attr(\"dy\",t===d?\"0em\":t===g?\"0.71em\":\"0.32em\")),n!==S&&(P=P.transition(n),N=N.transition(n),I=I.transition(n),D=D.transition(n),A=A.transition(n).attr(\"opacity\",y).attr(\"transform\",function(t){return C(T,this.parentNode.__axis||T,t)}),O.attr(\"opacity\",y).attr(\"transform\",function(t){return C(this.parentNode.__axis||T,T,t)})),A.remove(),P.attr(\"d\",t===m||t==v?\"M\"+R*f+\",\"+k+\"H0.5V\"+E+\"H\"+R*f:\"M\"+k+\",\"+R*f+\"V0.5H\"+E+\"V\"+R*f),N.attr(\"opacity\",1).attr(\"transform\",function(t){return C(T,T,t)}),I.attr(p+\"2\",R*l),D.attr(p,R*w).text(x),S.filter(a).attr(\"fill\",\"none\").attr(\"font-size\",10).attr(\"font-family\",\"sans-serif\").attr(\"text-anchor\",t===v?\"start\":t===m?\"end\":\"middle\"),S.each(function(){this.__axis=T})}var u=[],c=null,s=null,l=6,f=6,_=3;return n.scale=function(t){return arguments.length?(e=t,n):e},n.ticks=function(){return u=p.a.call(arguments),n},n.tickArguments=function(t){return arguments.length?(u=null==t?[]:p.a.call(t),n):u.slice()},n.tickValues=function(t){return arguments.length?(c=null==t?null:p.a.call(t),n):c&&c.slice()},n.tickFormat=function(t){return arguments.length?(s=t,n):s},n.tickSize=function(t){return arguments.length?(l=f=+t,n):l},n.tickSizeInner=function(t){return arguments.length?(l=+t,n):l},n.tickSizeOuter=function(t){return arguments.length?(f=+t,n):f},n.tickPadding=function(t){return arguments.length?(_=+t,n):_},n}function c(t){return u(d,t)}function s(t){return u(v,t)}function l(t){return u(g,t)}function f(t){return u(m,t)}var p=n(200),h=n(202);e.a=c,e.b=s,e.c=l,e.d=f;var d=1,v=2,g=3,m=4,y=1e-6},function(t,e,n){\"use strict\";e.a=function(t){return t}},function(t,e,n){\"use strict\";var r=(n(206),n(207),n(58));n.d(e,\"a\",function(){return r.a});n(205),n(208),n(204)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(58)},function(t,e,n){\"use strict\";function r(){}function i(t,e){var n=new r;if(t instanceof r)t.each(function(t){n.add(t)});else if(t){var i=-1,o=t.length;if(null==e)for(;++i<o;)n.add(t[i]);else for(;++i<o;)n.add(e(t[i],i,t))}return n}var o=n(58),a=o.a.prototype;r.prototype=i.prototype={constructor:r,has:a.has,add:function(t){return t+=\"\",this[o.b+t]=t,this},remove:a.remove,clear:a.clear,values:a.keys,size:a.size,empty:a.empty,each:a.each}},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";function r(t){if(t instanceof o)return new o(t.h,t.s,t.l,t.opacity);t instanceof u.d||(t=n.i(u.e)(t));var e=t.r/255,r=t.g/255,i=t.b/255,a=(g*i+d*e-v*r)/(g+d-v),s=i-a,l=(h*(r-a)-f*s)/p,m=Math.sqrt(l*l+s*s)/(h*a*(1-a)),y=m?Math.atan2(l,s)*c.a-120:NaN;return new o(y<0?y+360:y,m,a,t.opacity)}function i(t,e,n,i){return 1===arguments.length?r(t):new o(t,e,n,null==i?1:i)}function o(t,e,n,r){this.h=+t,this.s=+e,this.l=+n,this.opacity=+r}var a=n(60),u=n(59),c=n(113);e.a=i;var s=-.14861,l=1.78277,f=-.29227,p=-.90649,h=1.97294,d=h*p,v=h*l,g=l*f-p*s;n.i(a.a)(o,i,n.i(a.b)(u.f,{brighter:function(t){return t=null==t?u.g:Math.pow(u.g,t),new o(this.h,this.s,this.l*t,this.opacity)},darker:function(t){return t=null==t?u.h:Math.pow(u.h,t),new o(this.h,this.s,this.l*t,this.opacity)},rgb:function(){var t=isNaN(this.h)?0:(this.h+120)*c.b,e=+this.l,n=isNaN(this.s)?0:this.s*e*(1-e),r=Math.cos(t),i=Math.sin(t);return new u.d(255*(e+n*(s*r+l*i)),255*(e+n*(f*r+p*i)),255*(e+n*(h*r)),this.opacity)}}))},function(t,e,n){\"use strict\";function r(t){if(t instanceof o)return new o(t.l,t.a,t.b,t.opacity);if(t instanceof p){var e=t.h*v.b;return new o(t.l,Math.cos(e)*t.c,Math.sin(e)*t.c,t.opacity)}t instanceof d.d||(t=n.i(d.e)(t));var r=s(t.r),i=s(t.g),u=s(t.b),c=a((.4124564*r+.3575761*i+.1804375*u)/m),l=a((.2126729*r+.7151522*i+.072175*u)/y),f=a((.0193339*r+.119192*i+.9503041*u)/_);return new o(116*l-16,500*(c-l),200*(l-f),t.opacity)}function i(t,e,n,i){return 1===arguments.length?r(t):new o(t,e,n,null==i?1:i)}function o(t,e,n,r){this.l=+t,this.a=+e,this.b=+n,this.opacity=+r}function a(t){return t>C?Math.pow(t,1/3):t/w+b}function u(t){return t>x?t*t*t:w*(t-b)}function c(t){return 255*(t<=.0031308?12.92*t:1.055*Math.pow(t,1/2.4)-.055)}function s(t){return(t/=255)<=.04045?t/12.92:Math.pow((t+.055)/1.055,2.4)}function l(t){if(t instanceof p)return new p(t.h,t.c,t.l,t.opacity);t instanceof o||(t=r(t));var e=Math.atan2(t.b,t.a)*v.a;return new p(e<0?e+360:e,Math.sqrt(t.a*t.a+t.b*t.b),t.l,t.opacity)}function f(t,e,n,r){return 1===arguments.length?l(t):new p(t,e,n,null==r?1:r)}function p(t,e,n,r){this.h=+t,this.c=+e,this.l=+n,this.opacity=+r}var h=n(60),d=n(59),v=n(113);e.a=i,e.b=f;var g=18,m=.95047,y=1,_=1.08883,b=4/29,x=6/29,w=3*x*x,C=x*x*x;n.i(h.a)(o,i,n.i(h.b)(d.f,{brighter:function(t){return new o(this.l+g*(null==t?1:t),this.a,this.b,this.opacity)},darker:function(t){return new o(this.l-g*(null==t?1:t),this.a,this.b,this.opacity)},rgb:function(){var t=(this.l+16)/116,e=isNaN(this.a)?t:t+this.a/500,n=isNaN(this.b)?t:t-this.b/200;return t=y*u(t),e=m*u(e),n=_*u(n),new d.d(c(3.2404542*e-1.5371385*t-.4985314*n),c(-.969266*e+1.8760108*t+.041556*n),c(.0556434*e-.2040259*t+1.0572252*n),this.opacity)}})),n.i(h.a)(p,f,n.i(h.b)(d.f,{brighter:function(t){return new p(this.h,this.c,this.l+g*(null==t?1:t),this.opacity)},darker:function(t){return new p(this.h,this.c,this.l-g*(null==t?1:t),this.opacity)},rgb:function(){return r(this).rgb()}}))},function(t,e,n){\"use strict\";function r(t){return o=n.i(i.a)(t),a=o.format,u=o.formatPrefix,o}var i=n(117);n.d(e,\"b\",function(){return a}),n.d(e,\"c\",function(){\n",
       "return u}),e.a=r;var o,a,u;r({decimal:\".\",thousands:\",\",grouping:[3],currency:[\"$\",\"\"]})},function(t,e,n){\"use strict\";e.a=function(t,e){t=t.toPrecision(e);t:for(var n,r=t.length,i=1,o=-1;i<r;++i)switch(t[i]){case\".\":o=n=i;break;case\"0\":0===o&&(o=i),n=i;break;case\"e\":break t;default:o>0&&(o=0)}return o>0?t.slice(0,o)+t.slice(n+1):t}},function(t,e,n){\"use strict\";e.a=function(t,e){return function(n,r){for(var i=n.length,o=[],a=0,u=t[0],c=0;i>0&&u>0&&(c+u+1>r&&(u=Math.max(1,r-c)),o.push(n.substring(i-=u,i+u)),!((c+=u+1)>r));)u=t[a=(a+1)%t.length];return o.reverse().join(e)}}},function(t,e,n){\"use strict\";var r=n(61);e.a=function(t,e){var i=n.i(r.a)(t,e);if(!i)return t+\"\";var o=i[0],a=i[1];return a<0?\"0.\"+new Array(-a).join(\"0\")+o:o.length>a+1?o.slice(0,a+1)+\".\"+o.slice(a+1):o+new Array(a-o.length+2).join(\"0\")}},function(t,e,n){\"use strict\";var r=n(42);e.a=function(t){return Math.max(0,-n.i(r.a)(Math.abs(t)))}},function(t,e,n){\"use strict\";var r=n(42);e.a=function(t,e){return Math.max(0,3*Math.max(-8,Math.min(8,Math.floor(n.i(r.a)(e)/3)))-n.i(r.a)(Math.abs(t)))}},function(t,e,n){\"use strict\";var r=n(42);e.a=function(t,e){return t=Math.abs(t),e=Math.abs(e)-t,Math.max(0,n.i(r.a)(e)-n.i(r.a)(t))+1}},function(t,e,n){\"use strict\";function r(t){return function e(r){function a(e,a){var u=t((e=n.i(i.cubehelix)(e)).h,(a=n.i(i.cubehelix)(a)).h),c=n.i(o.a)(e.s,a.s),s=n.i(o.a)(e.l,a.l),l=n.i(o.a)(e.opacity,a.opacity);return function(t){return e.h=u(t),e.s=c(t),e.l=s(Math.pow(t,r)),e.opacity=l(t),e+\"\"}}return r=+r,a.gamma=e,a}(1)}var i=n(10),o=n(32);n.d(e,\"a\",function(){return a});var a=(r(o.b),r(o.a))},function(t,e,n){\"use strict\";function r(t){return function(e,r){var a=t((e=n.i(i.hcl)(e)).h,(r=n.i(i.hcl)(r)).h),u=n.i(o.a)(e.c,r.c),c=n.i(o.a)(e.l,r.l),s=n.i(o.a)(e.opacity,r.opacity);return function(t){return e.h=a(t),e.c=u(t),e.l=c(t),e.opacity=s(t),e+\"\"}}}var i=n(10),o=n(32);r(o.b),r(o.a)},function(t,e,n){\"use strict\";function r(t){return function(e,r){var a=t((e=n.i(i.hsl)(e)).h,(r=n.i(i.hsl)(r)).h),u=n.i(o.a)(e.s,r.s),c=n.i(o.a)(e.l,r.l),s=n.i(o.a)(e.opacity,r.opacity);return function(t){return e.h=a(t),e.s=u(t),e.l=c(t),e.opacity=s(t),e+\"\"}}}var i=n(10),o=n(32);r(o.b),r(o.a)},function(t,e,n){\"use strict\";n(10),n(32)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";e.a=function(t,e){return t=+t,e-=t,function(n){return Math.round(t+e*n)}}},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return i});var r=180/Math.PI,i={translateX:0,translateY:0,rotate:0,skewX:0,scaleX:1,scaleY:1};e.b=function(t,e,n,i,o,a){var u,c,s;return(u=Math.sqrt(t*t+e*e))&&(t/=u,e/=u),(s=t*n+e*i)&&(n-=t*s,i-=e*s),(c=Math.sqrt(n*n+i*i))&&(n/=c,i/=c,s/=c),t*i<e*n&&(t=-t,e=-e,s=-s,u=-u),{translateX:o,translateY:a,rotate:Math.atan2(e,t)*r,skewX:Math.atan(s)*r,scaleX:u,scaleY:c}}},function(t,e,n){\"use strict\";function r(t,e,r,o){function a(t){return t.length?t.pop()+\" \":\"\"}function u(t,o,a,u,c,s){if(t!==a||o!==u){var l=c.push(\"translate(\",null,e,null,r);s.push({i:l-4,x:n.i(i.a)(t,a)},{i:l-2,x:n.i(i.a)(o,u)})}else(a||u)&&c.push(\"translate(\"+a+e+u+r)}function c(t,e,r,u){t!==e?(t-e>180?e+=360:e-t>180&&(t+=360),u.push({i:r.push(a(r)+\"rotate(\",null,o)-2,x:n.i(i.a)(t,e)})):e&&r.push(a(r)+\"rotate(\"+e+o)}function s(t,e,r,u){t!==e?u.push({i:r.push(a(r)+\"skewX(\",null,o)-2,x:n.i(i.a)(t,e)}):e&&r.push(a(r)+\"skewX(\"+e+o)}function l(t,e,r,o,u,c){if(t!==r||e!==o){var s=u.push(a(u)+\"scale(\",null,\",\",null,\")\");c.push({i:s-4,x:n.i(i.a)(t,r)},{i:s-2,x:n.i(i.a)(e,o)})}else 1===r&&1===o||u.push(a(u)+\"scale(\"+r+\",\"+o+\")\")}return function(e,n){var r=[],i=[];return e=t(e),n=t(n),u(e.translateX,e.translateY,n.translateX,n.translateY,r,i),c(e.rotate,n.rotate,r,i),s(e.skewX,n.skewX,r,i),l(e.scaleX,e.scaleY,n.scaleX,n.scaleY,r,i),e=n=null,function(t){for(var e,n=-1,o=i.length;++n<o;)r[(e=i[n]).i]=e.x(t);return r.join(\"\")}}}var i=n(43),o=n(226);r(o.a,\"px, \",\"px)\",\"deg)\"),r(o.b,\", \",\")\",\")\")},function(t,e,n){\"use strict\";function r(t){return\"none\"===t?o.a:(a||(a=document.createElement(\"DIV\"),u=document.documentElement,c=document.defaultView),a.style.transform=t,t=c.getComputedStyle(u.appendChild(a),null).getPropertyValue(\"transform\"),u.removeChild(a),t=t.slice(7,-1).split(\",\"),n.i(o.b)(+t[0],+t[1],+t[2],+t[3],+t[4],+t[5]))}function i(t){return null==t?o.a:(s||(s=document.createElementNS(\"http://www.w3.org/2000/svg\",\"g\")),s.setAttribute(\"transform\",t),(t=s.transform.baseVal.consolidate())?(t=t.matrix,n.i(o.b)(t.a,t.b,t.c,t.d,t.e,t.f)):o.a)}var o=n(224);e.a=r,e.b=i;var a,u,c,s},function(t,e,n){\"use strict\";Math.SQRT2},function(t,e,n){\"use strict\";function r(){this._x0=this._y0=this._x1=this._y1=null,this._=\"\"}function i(){return new r}var o=Math.PI,a=2*o,u=1e-6,c=a-u;r.prototype=i.prototype={constructor:r,moveTo:function(t,e){this._+=\"M\"+(this._x0=this._x1=+t)+\",\"+(this._y0=this._y1=+e)},closePath:function(){null!==this._x1&&(this._x1=this._x0,this._y1=this._y0,this._+=\"Z\")},lineTo:function(t,e){this._+=\"L\"+(this._x1=+t)+\",\"+(this._y1=+e)},quadraticCurveTo:function(t,e,n,r){this._+=\"Q\"+ +t+\",\"+ +e+\",\"+(this._x1=+n)+\",\"+(this._y1=+r)},bezierCurveTo:function(t,e,n,r,i,o){this._+=\"C\"+ +t+\",\"+ +e+\",\"+ +n+\",\"+ +r+\",\"+(this._x1=+i)+\",\"+(this._y1=+o)},arcTo:function(t,e,n,r,i){t=+t,e=+e,n=+n,r=+r,i=+i;var a=this._x1,c=this._y1,s=n-t,l=r-e,f=a-t,p=c-e,h=f*f+p*p;if(i<0)throw new Error(\"negative radius: \"+i);if(null===this._x1)this._+=\"M\"+(this._x1=t)+\",\"+(this._y1=e);else if(h>u)if(Math.abs(p*s-l*f)>u&&i){var d=n-a,v=r-c,g=s*s+l*l,m=d*d+v*v,y=Math.sqrt(g),_=Math.sqrt(h),b=i*Math.tan((o-Math.acos((g+h-m)/(2*y*_)))/2),x=b/_,w=b/y;Math.abs(x-1)>u&&(this._+=\"L\"+(t+x*f)+\",\"+(e+x*p)),this._+=\"A\"+i+\",\"+i+\",0,0,\"+ +(p*d>f*v)+\",\"+(this._x1=t+w*s)+\",\"+(this._y1=e+w*l)}else this._+=\"L\"+(this._x1=t)+\",\"+(this._y1=e);else;},arc:function(t,e,n,r,i,s){t=+t,e=+e,n=+n;var l=n*Math.cos(r),f=n*Math.sin(r),p=t+l,h=e+f,d=1^s,v=s?r-i:i-r;if(n<0)throw new Error(\"negative radius: \"+n);null===this._x1?this._+=\"M\"+p+\",\"+h:(Math.abs(this._x1-p)>u||Math.abs(this._y1-h)>u)&&(this._+=\"L\"+p+\",\"+h),n&&(v>c?this._+=\"A\"+n+\",\"+n+\",0,1,\"+d+\",\"+(t-l)+\",\"+(e-f)+\"A\"+n+\",\"+n+\",0,1,\"+d+\",\"+(this._x1=p)+\",\"+(this._y1=h):(v<0&&(v=v%a+a),this._+=\"A\"+n+\",\"+n+\",0,\"+ +(v>=o)+\",\"+d+\",\"+(this._x1=t+n*Math.cos(i))+\",\"+(this._y1=e+n*Math.sin(i))))},rect:function(t,e,n,r){this._+=\"M\"+(this._x0=this._x1=+t)+\",\"+(this._y0=this._y1=+e)+\"h\"+ +n+\"v\"+ +r+\"h\"+-n+\"Z\"},toString:function(){return this._}},e.a=i},function(t,e,n){\"use strict\";function r(){function t(){var t=c().length,r=l[1]<l[0],o=l[r-0],u=l[1-r];e=(u-o)/Math.max(1,t-p+2*h),f&&(e=Math.floor(e)),o+=(u-o-e*(t-p))*d,i=e*(1-p),f&&(o=Math.round(o),i=Math.round(i));var v=n.i(a.g)(t).map(function(t){return o+e*t});return s(r?v.reverse():v)}var e,i,o=n.i(u.a)().unknown(void 0),c=o.domain,s=o.range,l=[0,1],f=!1,p=0,h=0,d=.5;return delete o.unknown,o.domain=function(e){return arguments.length?(c(e),t()):c()},o.range=function(e){return arguments.length?(l=[+e[0],+e[1]],t()):l.slice()},o.rangeRound=function(e){return l=[+e[0],+e[1]],f=!0,t()},o.bandwidth=function(){return i},o.step=function(){return e},o.round=function(e){return arguments.length?(f=!!e,t()):f},o.padding=function(e){return arguments.length?(p=h=Math.max(0,Math.min(1,e)),t()):p},o.paddingInner=function(e){return arguments.length?(p=Math.max(0,Math.min(1,e)),t()):p},o.paddingOuter=function(e){return arguments.length?(h=Math.max(0,Math.min(1,e)),t()):h},o.align=function(e){return arguments.length?(d=Math.max(0,Math.min(1,e)),t()):d},o.copy=function(){return r().domain(c()).range(l).round(f).paddingInner(p).paddingOuter(h).align(d)},t()}function i(t){var e=t.copy;return t.padding=t.paddingOuter,delete t.paddingInner,delete t.paddingOuter,t.copy=function(){return i(e())},t}function o(){return i(r().paddingInner(1))}var a=n(12),u=n(127);e.a=r,e.b=o},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"1f77b4ff7f0e2ca02cd627289467bd8c564be377c27f7f7fbcbd2217becf\")},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"1f77b4aec7e8ff7f0effbb782ca02c98df8ad62728ff98969467bdc5b0d58c564bc49c94e377c2f7b6d27f7f7fc7c7c7bcbd22dbdb8d17becf9edae5\")},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"393b795254a36b6ecf9c9ede6379398ca252b5cf6bcedb9c8c6d31bd9e39e7ba52e7cb94843c39ad494ad6616be7969c7b4173a55194ce6dbdde9ed6\")},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"3182bd6baed69ecae1c6dbefe6550dfd8d3cfdae6bfdd0a231a35474c476a1d99bc7e9c0756bb19e9ac8bcbddcdadaeb636363969696bdbdbdd9d9d9\")},function(t,e,n){\"use strict\";var r=n(10),i=n(31);e.a=n.i(i.d)(n.i(r.cubehelix)(300,.5,0),n.i(r.cubehelix)(-240,.5,1))},function(t,e,n){\"use strict\";function r(){function t(t){return+t}var e=[0,1];return t.invert=t,t.domain=t.range=function(n){return arguments.length?(e=i.a.call(n,a.a),t):e.slice()},t.copy=function(){return r().domain(e)},n.i(o.b)(t)}var i=n(16),o=n(34),a=n(126);e.a=r},function(t,e,n){\"use strict\";function r(t,e){return(e=Math.log(e/t))?function(n){return Math.log(n/t)/e}:n.i(p.a)(e)}function i(t,e){return t<0?function(n){return-Math.pow(-e,n)*Math.pow(-t,1-n)}:function(n){return Math.pow(e,n)*Math.pow(t,1-n)}}function o(t){return isFinite(t)?+(\"1e\"+t):t<0?0:t}function a(t){return 10===t?o:t===Math.E?Math.exp:function(e){return Math.pow(t,e)}}function u(t){return t===Math.E?Math.log:10===t&&Math.log10||2===t&&Math.log2||(t=Math.log(t),function(e){return Math.log(e)/t})}function c(t){return function(e){return-t(-e)}}function s(){function t(){return v=u(p),g=a(p),o()[0]<0&&(v=c(v),g=c(g)),e}var e=n.i(d.a)(r,i).domain([1,10]),o=e.domain,p=10,v=u(10),g=a(10);return e.base=function(e){return arguments.length?(p=+e,t()):p},e.domain=function(e){return arguments.length?(o(e),t()):o()},e.ticks=function(t){var e,r=o(),i=r[0],a=r[r.length-1];(e=a<i)&&(f=i,i=a,a=f);var u,c,s,f=v(i),h=v(a),d=null==t?10:+t,m=[];if(!(p%1)&&h-f<d){if(f=Math.round(f)-1,h=Math.round(h)+1,i>0){for(;f<h;++f)for(c=1,u=g(f);c<p;++c)if(s=u*c,!(s<i)){if(s>a)break;m.push(s)}}else for(;f<h;++f)for(c=p-1,u=g(f);c>=1;--c)if(s=u*c,!(s<i)){if(s>a)break;m.push(s)}}else m=n.i(l.a)(f,h,Math.min(h-f,d)).map(g);return e?m.reverse():m},e.tickFormat=function(t,r){if(null==r&&(r=10===p?\".0e\":\",\"),\"function\"!=typeof r&&(r=n.i(f.format)(r)),t===1/0)return r;null==t&&(t=10);var i=Math.max(1,p*t/e.ticks().length);return function(t){var e=t/g(Math.round(v(t)));return e*p<p-.5&&(e*=p),e<=i?r(t):\"\"}},e.nice=function(){return o(n.i(h.a)(o(),{floor:function(t){return g(Math.floor(v(t)))},ceil:function(t){return g(Math.ceil(v(t)))}}))},e.copy=function(){return n.i(d.c)(e,s().base(p))},e}var l=n(12),f=n(30),p=n(65),h=n(125),d=n(45);e.a=s},function(t,e,n){\"use strict\";function r(t,e){return t<0?-Math.pow(-t,e):Math.pow(t,e)}function i(){function t(t,e){return(e=r(e,o)-(t=r(t,o)))?function(n){return(r(n,o)-t)/e}:n.i(a.a)(e)}function e(t,e){return e=r(e,o)-(t=r(t,o)),function(n){return r(t+e*n,1/o)}}var o=1,s=n.i(c.a)(t,e),l=s.domain;return s.exponent=function(t){return arguments.length?(o=+t,l(l())):o},s.copy=function(){return n.i(c.c)(s,i().exponent(o))},n.i(u.b)(s)}function o(){return i().exponent(.5)}var a=n(65),u=n(34),c=n(45);e.a=i,e.b=o},function(t,e,n){\"use strict\";function r(){function t(){var t=0,r=Math.max(1,u.length);for(c=new Array(r-1);++t<r;)c[t-1]=n.i(i.e)(a,t/r);return e}function e(t){if(!isNaN(t=+t))return u[n.i(i.c)(c,t)]}var a=[],u=[],c=[];return e.invertExtent=function(t){var e=u.indexOf(t);return e<0?[NaN,NaN]:[e>0?c[e-1]:a[0],e<c.length?c[e]:a[a.length-1]]},e.domain=function(e){if(!arguments.length)return a.slice();a=[];for(var n,r=0,o=e.length;r<o;++r)n=e[r],null==n||isNaN(n=+n)||a.push(n);return a.sort(i.f),t()},e.range=function(e){return arguments.length?(u=o.b.call(e),t()):u.slice()},e.quantiles=function(){return c.slice()},e.copy=function(){return r().domain(a).range(u)},e}var i=n(12),o=n(16);e.a=r},function(t,e,n){\"use strict\";function r(){function t(t){if(t<=t)return f[n.i(i.c)(l,t,0,s)]}function e(){var e=-1;for(l=new Array(s);++e<s;)l[e]=((e+1)*c-(e-s)*u)/(s+1);return t}var u=0,c=1,s=1,l=[.5],f=[0,1];return t.domain=function(t){return arguments.length?(u=+t[0],c=+t[1],e()):[u,c]},t.range=function(t){return arguments.length?(s=(f=o.b.call(t)).length-1,e()):f.slice()},t.invertExtent=function(t){var e=f.indexOf(t);return e<0?[NaN,NaN]:e<1?[u,l[0]]:e>=s?[l[s-1],c]:[l[e-1],l[e]]},t.copy=function(){return r().domain([u,c]).range(f)},n.i(a.b)(t)}var i=n(12),o=n(16),a=n(34);e.a=r},function(t,e,n){\"use strict\";var r=n(10),i=n(31);n.d(e,\"b\",function(){return o}),n.d(e,\"c\",function(){return a});var o=n.i(i.d)(n.i(r.cubehelix)(-100,.75,.35),n.i(r.cubehelix)(80,1.5,.8)),a=n.i(i.d)(n.i(r.cubehelix)(260,.75,.35),n.i(r.cubehelix)(80,1.5,.8)),u=n.i(r.cubehelix)();e.a=function(t){(t<0||t>1)&&(t-=Math.floor(t));var e=Math.abs(t-.5);return u.h=360*t-100,u.s=1.5-1.5*e,u.l=.8-.9*e,u+\"\"}},function(t,e,n){\"use strict\";function r(t){function e(e){var n=(e-o)/(a-o);return t(u?Math.max(0,Math.min(1,n)):n)}var o=0,a=1,u=!1;return e.domain=function(t){return arguments.length?(o=+t[0],a=+t[1],e):[o,a]},e.clamp=function(t){return arguments.length?(u=!!t,e):u},e.interpolator=function(n){return arguments.length?(t=n,e):t},e.copy=function(){return r(t).domain([o,a]).clamp(u)},n.i(i.b)(e)}var i=n(34);e.a=r},function(t,e,n){\"use strict\";function r(){function t(t){if(t<=t)return a[n.i(i.c)(e,t,0,u)]}var e=[.5],a=[0,1],u=1;return t.domain=function(n){return arguments.length?(e=o.b.call(n),u=Math.min(e.length,a.length-1),t):e.slice()},t.range=function(n){return arguments.length?(a=o.b.call(n),u=Math.min(e.length,a.length-1),t):a.slice()},t.invertExtent=function(t){var n=a.indexOf(t);return[e[n-1],e[n]]},t.copy=function(){return r().domain(e).range(a)},t}var i=n(12),o=n(16);e.a=r},function(t,e,n){\"use strict\";var r=n(12),i=n(30);e.a=function(t,e,o){var a,u=t[0],c=t[t.length-1],s=n.i(r.b)(u,c,null==e?10:e);switch(o=n.i(i.formatSpecifier)(null==o?\",f\":o),o.type){case\"s\":var l=Math.max(Math.abs(u),Math.abs(c));return null!=o.precision||isNaN(a=n.i(i.precisionPrefix)(s,l))||(o.precision=a),n.i(i.formatPrefix)(o,l);case\"\":case\"e\":case\"g\":case\"p\":case\"r\":null!=o.precision||isNaN(a=n.i(i.precisionRound)(s,Math.max(Math.abs(u),Math.abs(c))))||(o.precision=a-(\"e\"===o.type));break;case\"f\":case\"%\":null!=o.precision||isNaN(a=n.i(i.precisionFixed)(s))||(o.precision=a-2*(\"%\"===o.type))}return n.i(i.format)(o)}},function(t,e,n){\"use strict\";var r=n(128),i=n(77),o=n(79);e.a=function(){return n.i(r.b)(o.f,o.i,o.j,o.e,o.k,o.l,o.m,o.n,i.utcFormat).domain([Date.UTC(2e3,0,1),Date.UTC(2e3,0,2)])}},function(t,e,n){\"use strict\";function r(t){var e=t.length;return function(n){return t[Math.max(0,Math.min(e-1,Math.floor(n*e)))]}}var i=n(33);n.d(e,\"b\",function(){return o}),n.d(e,\"c\",function(){return a}),n.d(e,\"d\",function(){return u}),e.a=r(n.i(i.a)(\"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\"));var o=r(n.i(i.a)(\"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\")),a=r(n.i(i.a)(\"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\")),u=r(n.i(i.a)(\"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\"))},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";function r(){return new i}function i(){this._=\"@\"+(++o).toString(36)}e.a=r;var o=0;i.prototype=r.prototype={constructor:i,get:function(t){for(var e=this._;!(e in t);)if(!(t=t.parentNode))return;return t[e]},set:function(t,e){return t[this._]=e},remove:function(t){return this._ in t&&delete t[this._]},toString:function(){return this._}}},function(t,e,n){\"use strict\";var r=n(72),i=n(69);e.a=function(t){var e=n.i(r.a)();return e.changedTouches&&(e=e.changedTouches[0]),n.i(i.a)(t,e)}},function(t,e,n){\"use strict\";var r=n(7);e.a=function(t){return\"string\"==typeof t?new r.b([[document.querySelector(t)]],[document.documentElement]):new r.b([[t]],r.c)}},function(t,e,n){\"use strict\";var r=n(7);e.a=function(t){return\"string\"==typeof t?new r.b([document.querySelectorAll(t)],[document.documentElement]):new r.b([null==t?[]:t],r.c)}},function(t,e,n){\"use strict\";var r=n(66);e.a=function(t){var e=\"function\"==typeof t?t:n.i(r.a)(t);return this.select(function(){return this.appendChild(e.apply(this,arguments))})}},function(t,e,n){\"use strict\";function r(t){return function(){this.removeAttribute(t)}}function i(t){return function(){this.removeAttributeNS(t.space,t.local)}}function o(t,e){return function(){this.setAttribute(t,e)}}function a(t,e){return function(){this.setAttributeNS(t.space,t.local,e)}}function u(t,e){return function(){var n=e.apply(this,arguments);null==n?this.removeAttribute(t):this.setAttribute(t,n)}}function c(t,e){return function(){var n=e.apply(this,arguments);null==n?this.removeAttributeNS(t.space,t.local):this.setAttributeNS(t.space,t.local,n)}}var s=n(67);e.a=function(t,e){var l=n.i(s.a)(t);if(arguments.length<2){var f=this.node();return l.local?f.getAttributeNS(l.space,l.local):f.getAttribute(l)}return this.each((null==e?l.local?i:r:\"function\"==typeof e?l.local?c:u:l.local?a:o)(l,e))}},function(t,e,n){\"use strict\";e.a=function(){var t=arguments[0];return arguments[0]=this,t.apply(null,arguments),this}},function(t,e,n){\"use strict\";function r(t){return t.trim().split(/^|\\s+/)}function i(t){return t.classList||new o(t)}function o(t){this._node=t,this._names=r(t.getAttribute(\"class\")||\"\")}function a(t,e){for(var n=i(t),r=-1,o=e.length;++r<o;)n.add(e[r])}function u(t,e){for(var n=i(t),r=-1,o=e.length;++r<o;)n.remove(e[r])}function c(t){return function(){a(this,t)}}function s(t){return function(){u(this,t)}}function l(t,e){return function(){(e.apply(this,arguments)?a:u)(this,t)}}o.prototype={add:function(t){var e=this._names.indexOf(t);e<0&&(this._names.push(t),this._node.setAttribute(\"class\",this._names.join(\" \")))},remove:function(t){var e=this._names.indexOf(t);e>=0&&(this._names.splice(e,1),this._node.setAttribute(\"class\",this._names.join(\" \")))},contains:function(t){return this._names.indexOf(t)>=0}},e.a=function(t,e){var n=r(t+\"\");if(arguments.length<2){for(var o=i(this.node()),a=-1,u=n.length;++a<u;)if(!o.contains(n[a]))return!1;return!0}return this.each((\"function\"==typeof e?l:e?c:s)(n,e))}},function(t,e,n){\"use strict\";function r(t,e,n,r,i,o){for(var u,c=0,s=e.length,l=o.length;c<l;++c)(u=e[c])?(u.__data__=o[c],r[c]=u):n[c]=new a.b(t,o[c]);for(;c<s;++c)(u=e[c])&&(i[c]=u)}function i(t,e,n,r,i,o,u){var s,l,f,p={},h=e.length,d=o.length,v=new Array(h);for(s=0;s<h;++s)(l=e[s])&&(v[s]=f=c+u.call(l,l.__data__,s,e),f in p?i[s]=l:p[f]=l);for(s=0;s<d;++s)f=c+u.call(t,o[s],s,o),(l=p[f])?(r[s]=l,l.__data__=o[s],p[f]=null):n[s]=new a.b(t,o[s]);for(s=0;s<h;++s)(l=e[s])&&p[v[s]]===l&&(i[s]=l)}var o=n(7),a=n(131),u=n(246),c=\"$\";e.a=function(t,e){if(!t)return y=new Array(this.size()),d=-1,this.each(function(t){y[++d]=t}),y;var a=e?i:r,c=this._parents,s=this._groups;\"function\"!=typeof t&&(t=n.i(u.a)(t));for(var l=s.length,f=new Array(l),p=new Array(l),h=new Array(l),d=0;d<l;++d){var v=c[d],g=s[d],m=g.length,y=t.call(v,v&&v.__data__,d,c),_=y.length,b=p[d]=new Array(_),x=f[d]=new Array(_),w=h[d]=new Array(m);a(v,g,b,x,w,y,e);for(var C,M,k=0,E=0;k<_;++k)if(C=b[k]){for(k>=E&&(E=k+1);!(M=x[E])&&++E<_;);C._next=M||null}}return f=new o.b(f,c),f._enter=p,f._exit=h,f}},function(t,e,n){\"use strict\";e.a=function(t){return arguments.length?this.property(\"__data__\",t):this.node().__data__}},function(t,e,n){\"use strict\";function r(t,e,r){var i=n.i(a.a)(t),o=i.CustomEvent;o?o=new o(e,r):(o=i.document.createEvent(\"Event\"),r?(o.initEvent(e,r.bubbles,r.cancelable),o.detail=r.detail):o.initEvent(e,!1,!1)),t.dispatchEvent(o)}function i(t,e){return function(){return r(this,t,e)}}function o(t,e){return function(){return r(this,t,e.apply(this,arguments))}}var a=n(73);e.a=function(t,e){return this.each((\"function\"==typeof e?o:i)(t,e))}},function(t,e,n){\"use strict\";e.a=function(t){for(var e=this._groups,n=0,r=e.length;n<r;++n)for(var i,o=e[n],a=0,u=o.length;a<u;++a)(i=o[a])&&t.call(i,i.__data__,a,o);return this}},function(t,e,n){\"use strict\";e.a=function(){return!this.node()}},function(t,e,n){\"use strict\";var r=n(132),i=n(7);e.a=function(){return new i.b(this._exit||this._groups.map(r.a),this._parents)}},function(t,e,n){\"use strict\";var r=n(7),i=n(130);e.a=function(t){\"function\"!=typeof t&&(t=n.i(i.a)(t));for(var e=this._groups,o=e.length,a=new Array(o),u=0;u<o;++u)for(var c,s=e[u],l=s.length,f=a[u]=[],p=0;p<l;++p)(c=s[p])&&t.call(c,c.__data__,p,s)&&f.push(c);return new r.b(a,this._parents)}},function(t,e,n){\"use strict\";function r(){this.innerHTML=\"\"}function i(t){return function(){this.innerHTML=t}}function o(t){return function(){var e=t.apply(this,arguments);this.innerHTML=null==e?\"\":e}}e.a=function(t){return arguments.length?this.each(null==t?r:(\"function\"==typeof t?o:i)(t)):this.node().innerHTML}},function(t,e,n){\"use strict\";function r(){return null}var i=n(66),o=n(71);e.a=function(t,e){var a=\"function\"==typeof t?t:n.i(i.a)(t),u=null==e?r:\"function\"==typeof e?e:n.i(o.a)(e);return this.select(function(){return this.insertBefore(a.apply(this,arguments),u.apply(this,arguments)||null)})}},function(t,e,n){\"use strict\";function r(){this.previousSibling&&this.parentNode.insertBefore(this,this.parentNode.firstChild)}e.a=function(){return this.each(r)}},function(t,e,n){\"use strict\";var r=n(7);e.a=function(t){for(var e=this._groups,n=t._groups,i=e.length,o=n.length,a=Math.min(i,o),u=new Array(i),c=0;c<a;++c)for(var s,l=e[c],f=n[c],p=l.length,h=u[c]=new Array(p),d=0;d<p;++d)(s=l[d]||f[d])&&(h[d]=s);for(;c<i;++c)u[c]=e[c];return new r.b(u,this._parents)}},function(t,e,n){\"use strict\";e.a=function(){for(var t=this._groups,e=0,n=t.length;e<n;++e)for(var r=t[e],i=0,o=r.length;i<o;++i){var a=r[i];if(a)return a}return null}},function(t,e,n){\"use strict\";e.a=function(){var t=new Array(this.size()),e=-1;return this.each(function(){t[++e]=this}),t}},function(t,e,n){\"use strict\";e.a=function(){for(var t=this._groups,e=-1,n=t.length;++e<n;)for(var r,i=t[e],o=i.length-1,a=i[o];--o>=0;)(r=i[o])&&(a&&a!==r.nextSibling&&a.parentNode.insertBefore(r,a),a=r);return this}},function(t,e,n){\"use strict\";function r(t){return function(){delete this[t]}}function i(t,e){return function(){this[t]=e}}function o(t,e){return function(){var n=e.apply(this,arguments);null==n?delete this[t]:this[t]=n}}e.a=function(t,e){return arguments.length>1?this.each((null==e?r:\"function\"==typeof e?o:i)(t,e)):this.node()[t]}},function(t,e,n){\"use strict\";function r(){this.nextSibling&&this.parentNode.appendChild(this)}e.a=function(){return this.each(r)}},function(t,e,n){\"use strict\";function r(){var t=this.parentNode;t&&t.removeChild(this)}e.a=function(){return this.each(r)}},function(t,e,n){\"use strict\";var r=n(7),i=n(71);e.a=function(t){\"function\"!=typeof t&&(t=n.i(i.a)(t));for(var e=this._groups,o=e.length,a=new Array(o),u=0;u<o;++u)for(var c,s,l=e[u],f=l.length,p=a[u]=new Array(f),h=0;h<f;++h)(c=l[h])&&(s=t.call(c,c.__data__,h,l))&&(\"__data__\"in c&&(s.__data__=c.__data__),p[h]=s);return new r.b(a,this._parents)}},function(t,e,n){\"use strict\";var r=n(7),i=n(133);e.a=function(t){\"function\"!=typeof t&&(t=n.i(i.a)(t));for(var e=this._groups,o=e.length,a=[],u=[],c=0;c<o;++c)for(var s,l=e[c],f=l.length,p=0;p<f;++p)(s=l[p])&&(a.push(t.call(s,s.__data__,p,l)),u.push(s));return new r.b(a,u)}},function(t,e,n){\"use strict\";e.a=function(){var t=0;return this.each(function(){++t}),t}},function(t,e,n){\"use strict\";function r(t,e){return t<e?-1:t>e?1:t>=e?0:NaN}var i=n(7);e.a=function(t){function e(e,n){return e&&n?t(e.__data__,n.__data__):!e-!n}t||(t=r);for(var n=this._groups,o=n.length,a=new Array(o),u=0;u<o;++u){for(var c,s=n[u],l=s.length,f=a[u]=new Array(l),p=0;p<l;++p)(c=s[p])&&(f[p]=c);f.sort(e)}return new i.b(a,this._parents).order()}},function(t,e,n){\"use strict\";function r(t){return function(){this.style.removeProperty(t)}}function i(t,e,n){return function(){this.style.setProperty(t,e,n)}}function o(t,e,n){return function(){var r=e.apply(this,arguments);null==r?this.style.removeProperty(t):this.style.setProperty(t,r,n)}}var a=n(73);e.a=function(t,e,u){var c;return arguments.length>1?this.each((null==e?r:\"function\"==typeof e?o:i)(t,e,null==u?\"\":u)):n.i(a.a)(c=this.node()).getComputedStyle(c,null).getPropertyValue(t)}},function(t,e,n){\"use strict\";function r(){this.textContent=\"\"}function i(t){return function(){this.textContent=t}}function o(t){return function(){var e=t.apply(this,arguments);this.textContent=null==e?\"\":e}}e.a=function(t){return arguments.length?this.each(null==t?r:(\"function\"==typeof t?o:i)(t)):this.node().textContent}},function(t,e,n){\"use strict\";var r=n(72),i=n(69);e.a=function(t,e,o){arguments.length<3&&(o=e,e=n.i(r.a)().changedTouches);for(var a,u=0,c=e?e.length:0;u<c;++u)if((a=e[u]).identifier===o)return n.i(i.a)(t,a);return null}},function(t,e,n){\"use strict\";var r=n(72),i=n(69);e.a=function(t,e){null==e&&(e=n.i(r.a)().touches);for(var o=0,a=e?e.length:0,u=new Array(a);o<a;++o)u[o]=n.i(i.a)(t,e[o]);return u}},function(t,e,n){\"use strict\";function r(t){return t.innerRadius}function i(t){return t.outerRadius}function o(t){return t.startAngle}function a(t){return t.endAngle}function u(t){return t&&t.padAngle}function c(t){return t>=1?h.d:t<=-1?-h.d:Math.asin(t)}function s(t,e,n,r,i,o,a,u){var c=n-t,s=r-e,l=a-i,f=u-o,p=(l*(e-o)-f*(t-i))/(f*c-l*s);return[t+p*c,e+p*s]}function l(t,e,n,r,i,o,a){var u=t-n,c=e-r,s=(a?o:-o)/Math.sqrt(u*u+c*c),l=s*c,f=-s*u,p=t+l,h=e+f,d=n+l,v=r+f,g=(p+d)/2,m=(h+v)/2,y=d-p,_=v-h,b=y*y+_*_,x=i-o,w=p*v-d*h,C=(_<0?-1:1)*Math.sqrt(Math.max(0,x*x*b-w*w)),M=(w*_-y*C)/b,k=(-w*y-_*C)/b,E=(w*_+y*C)/b,T=(-w*y+_*C)/b,S=M-g,P=k-m,N=E-g,A=T-m;return S*S+P*P>N*N+A*A&&(M=E,k=T),{cx:M,cy:k,x01:-l,y01:-f,x11:M*(i/x-1),y11:k*(i/x-1)}}var f=n(44),p=n(19),h=n(35);e.a=function(){function t(){var t,r,i=+e.apply(this,arguments),o=+d.apply(this,arguments),a=m.apply(this,arguments)-h.d,u=y.apply(this,arguments)-h.d,p=Math.abs(u-a),x=u>a;if(b||(b=t=n.i(f.a)()),o<i&&(r=o,o=i,i=r),o>h.a)if(p>h.c-h.a)b.moveTo(o*Math.cos(a),o*Math.sin(a)),b.arc(0,0,o,a,u,!x),i>h.a&&(b.moveTo(i*Math.cos(u),i*Math.sin(u)),b.arc(0,0,i,u,a,x));else{var w,C,M=a,k=u,E=a,T=u,S=p,P=p,N=_.apply(this,arguments)/2,A=N>h.a&&(g?+g.apply(this,arguments):Math.sqrt(i*i+o*o)),O=Math.min(Math.abs(o-i)/2,+v.apply(this,arguments)),I=O,D=O;\n",
       "if(A>h.a){var R=c(A/i*Math.sin(N)),L=c(A/o*Math.sin(N));(S-=2*R)>h.a?(R*=x?1:-1,E+=R,T-=R):(S=0,E=T=(a+u)/2),(P-=2*L)>h.a?(L*=x?1:-1,M+=L,k-=L):(P=0,M=k=(a+u)/2)}var U=o*Math.cos(M),F=o*Math.sin(M),j=i*Math.cos(T),B=i*Math.sin(T);if(O>h.a){var W=o*Math.cos(k),V=o*Math.sin(k),z=i*Math.cos(E),H=i*Math.sin(E);if(p<h.b){var q=S>h.a?s(U,F,z,H,W,V,j,B):[j,B],Y=U-q[0],K=F-q[1],G=W-q[0],$=V-q[1],X=1/Math.sin(Math.acos((Y*G+K*$)/(Math.sqrt(Y*Y+K*K)*Math.sqrt(G*G+$*$)))/2),Z=Math.sqrt(q[0]*q[0]+q[1]*q[1]);I=Math.min(O,(i-Z)/(X-1)),D=Math.min(O,(o-Z)/(X+1))}}P>h.a?D>h.a?(w=l(z,H,U,F,o,D,x),C=l(W,V,j,B,o,D,x),b.moveTo(w.cx+w.x01,w.cy+w.y01),D<O?b.arc(w.cx,w.cy,D,Math.atan2(w.y01,w.x01),Math.atan2(C.y01,C.x01),!x):(b.arc(w.cx,w.cy,D,Math.atan2(w.y01,w.x01),Math.atan2(w.y11,w.x11),!x),b.arc(0,0,o,Math.atan2(w.cy+w.y11,w.cx+w.x11),Math.atan2(C.cy+C.y11,C.cx+C.x11),!x),b.arc(C.cx,C.cy,D,Math.atan2(C.y11,C.x11),Math.atan2(C.y01,C.x01),!x))):(b.moveTo(U,F),b.arc(0,0,o,M,k,!x)):b.moveTo(U,F),i>h.a&&S>h.a?I>h.a?(w=l(j,B,W,V,i,-I,x),C=l(U,F,z,H,i,-I,x),b.lineTo(w.cx+w.x01,w.cy+w.y01),I<O?b.arc(w.cx,w.cy,I,Math.atan2(w.y01,w.x01),Math.atan2(C.y01,C.x01),!x):(b.arc(w.cx,w.cy,I,Math.atan2(w.y01,w.x01),Math.atan2(w.y11,w.x11),!x),b.arc(0,0,i,Math.atan2(w.cy+w.y11,w.cx+w.x11),Math.atan2(C.cy+C.y11,C.cx+C.x11),x),b.arc(C.cx,C.cy,I,Math.atan2(C.y11,C.x11),Math.atan2(C.y01,C.x01),!x))):b.arc(0,0,i,T,E,x):b.lineTo(j,B)}else b.moveTo(0,0);if(b.closePath(),t)return b=null,t+\"\"||null}var e=r,d=i,v=n.i(p.a)(0),g=null,m=o,y=a,_=u,b=null;return t.centroid=function(){var t=(+e.apply(this,arguments)+ +d.apply(this,arguments))/2,n=(+m.apply(this,arguments)+ +y.apply(this,arguments))/2-h.b/2;return[Math.cos(n)*t,Math.sin(n)*t]},t.innerRadius=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(p.a)(+r),t):e},t.outerRadius=function(e){return arguments.length?(d=\"function\"==typeof e?e:n.i(p.a)(+e),t):d},t.cornerRadius=function(e){return arguments.length?(v=\"function\"==typeof e?e:n.i(p.a)(+e),t):v},t.padRadius=function(e){return arguments.length?(g=null==e?null:\"function\"==typeof e?e:n.i(p.a)(+e),t):g},t.startAngle=function(e){return arguments.length?(m=\"function\"==typeof e?e:n.i(p.a)(+e),t):m},t.endAngle=function(e){return arguments.length?(y=\"function\"==typeof e?e:n.i(p.a)(+e),t):y},t.padAngle=function(e){return arguments.length?(_=\"function\"==typeof e?e:n.i(p.a)(+e),t):_},t.context=function(e){return arguments.length?(b=null==e?null:e,t):b},t}},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return r});var r=Array.prototype.slice},function(t,e,n){\"use strict\";function r(t){this._context=t}var i=n(49),o=n(46);r.prototype={areaStart:i.a,areaEnd:i.a,lineStart:function(){this._x0=this._x1=this._x2=this._x3=this._x4=this._y0=this._y1=this._y2=this._y3=this._y4=NaN,this._point=0},lineEnd:function(){switch(this._point){case 1:this._context.moveTo(this._x2,this._y2),this._context.closePath();break;case 2:this._context.moveTo((this._x2+2*this._x3)/3,(this._y2+2*this._y3)/3),this._context.lineTo((this._x3+2*this._x2)/3,(this._y3+2*this._y2)/3),this._context.closePath();break;case 3:this.point(this._x2,this._y2),this.point(this._x3,this._y3),this.point(this._x4,this._y4)}},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._x2=t,this._y2=e;break;case 1:this._point=2,this._x3=t,this._y3=e;break;case 2:this._point=3,this._x4=t,this._y4=e,this._context.moveTo((this._x0+4*this._x1+t)/6,(this._y0+4*this._y1+e)/6);break;default:n.i(o.c)(this,t,e)}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t){this._context=t}var i=n(46);r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._y0=this._y1=NaN,this._point=0},lineEnd:function(){(this._line||0!==this._line&&3===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1;break;case 1:this._point=2;break;case 2:this._point=3;var r=(this._x0+4*this._x1+t)/6,o=(this._y0+4*this._y1+e)/6;this._line?this._context.lineTo(r,o):this._context.moveTo(r,o);break;case 3:this._point=4;default:n.i(i.c)(this,t,e)}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t,e){this._basis=new i.b(t),this._beta=e}var i=n(46);r.prototype={lineStart:function(){this._x=[],this._y=[],this._basis.lineStart()},lineEnd:function(){var t=this._x,e=this._y,n=t.length-1;if(n>0)for(var r,i=t[0],o=e[0],a=t[n]-i,u=e[n]-o,c=-1;++c<=n;)r=c/n,this._basis.point(this._beta*t[c]+(1-this._beta)*(i+r*a),this._beta*e[c]+(1-this._beta)*(o+r*u));this._x=this._y=null,this._basis.lineEnd()},point:function(t,e){this._x.push(+t),this._y.push(+e)}},e.a=function t(e){function n(t){return 1===e?new i.b(t):new r(t,e)}return n.beta=function(e){return t(+e)},n}(.85)},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._alpha=e}var i=n(136),o=n(49),a=n(74);r.prototype={areaStart:o.a,areaEnd:o.a,lineStart:function(){this._x0=this._x1=this._x2=this._x3=this._x4=this._x5=this._y0=this._y1=this._y2=this._y3=this._y4=this._y5=NaN,this._l01_a=this._l12_a=this._l23_a=this._l01_2a=this._l12_2a=this._l23_2a=this._point=0},lineEnd:function(){switch(this._point){case 1:this._context.moveTo(this._x3,this._y3),this._context.closePath();break;case 2:this._context.lineTo(this._x3,this._y3),this._context.closePath();break;case 3:this.point(this._x3,this._y3),this.point(this._x4,this._y4),this.point(this._x5,this._y5)}},point:function(t,e){if(t=+t,e=+e,this._point){var r=this._x2-t,i=this._y2-e;this._l23_a=Math.sqrt(this._l23_2a=Math.pow(r*r+i*i,this._alpha))}switch(this._point){case 0:this._point=1,this._x3=t,this._y3=e;break;case 1:this._point=2,this._context.moveTo(this._x4=t,this._y4=e);break;case 2:this._point=3,this._x5=t,this._y5=e;break;default:n.i(a.b)(this,t,e)}this._l01_a=this._l12_a,this._l12_a=this._l23_a,this._l01_2a=this._l12_2a,this._l12_2a=this._l23_2a,this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return e?new r(t,e):new i.b(t,0)}return n.alpha=function(e){return t(+e)},n}(.5)},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._alpha=e}var i=n(137),o=n(74);r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._l01_a=this._l12_a=this._l23_a=this._l01_2a=this._l12_2a=this._l23_2a=this._point=0},lineEnd:function(){(this._line||0!==this._line&&3===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){if(t=+t,e=+e,this._point){var r=this._x2-t,i=this._y2-e;this._l23_a=Math.sqrt(this._l23_2a=Math.pow(r*r+i*i,this._alpha))}switch(this._point){case 0:this._point=1;break;case 1:this._point=2;break;case 2:this._point=3,this._line?this._context.lineTo(this._x2,this._y2):this._context.moveTo(this._x2,this._y2);break;case 3:this._point=4;default:n.i(o.b)(this,t,e)}this._l01_a=this._l12_a,this._l12_a=this._l23_a,this._l01_2a=this._l12_2a,this._l12_2a=this._l23_2a,this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return e?new r(t,e):new i.b(t,0)}return n.alpha=function(e){return t(+e)},n}(.5)},function(t,e,n){\"use strict\";function r(t){this._context=t}var i=n(49);r.prototype={areaStart:i.a,areaEnd:i.a,lineStart:function(){this._point=0},lineEnd:function(){this._point&&this._context.closePath()},point:function(t,e){t=+t,e=+e,this._point?this._context.lineTo(t,e):(this._point=1,this._context.moveTo(t,e))}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t){return t<0?-1:1}function i(t,e,n){var i=t._x1-t._x0,o=e-t._x1,a=(t._y1-t._y0)/(i||o<0&&-0),u=(n-t._y1)/(o||i<0&&-0),c=(a*o+u*i)/(i+o);return(r(a)+r(u))*Math.min(Math.abs(a),Math.abs(u),.5*Math.abs(c))||0}function o(t,e){var n=t._x1-t._x0;return n?(3*(t._y1-t._y0)/n-e)/2:e}function a(t,e,n){var r=t._x0,i=t._y0,o=t._x1,a=t._y1,u=(o-r)/3;t._context.bezierCurveTo(r+u,i+u*e,o-u,a-u*n,o,a)}function u(t){this._context=t}function c(t){this._context=new s(t)}function s(t){this._context=t}function l(t){return new u(t)}function f(t){return new c(t)}e.a=l,e.b=f,u.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._y0=this._y1=this._t0=NaN,this._point=0},lineEnd:function(){switch(this._point){case 2:this._context.lineTo(this._x1,this._y1);break;case 3:a(this,this._t0,o(this,this._t0))}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){var n=NaN;if(t=+t,e=+e,t!==this._x1||e!==this._y1){switch(this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;break;case 2:this._point=3,a(this,o(this,n=i(this,t,e)),n);break;default:a(this,this._t0,n=i(this,t,e))}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e,this._t0=n}}},(c.prototype=Object.create(u.prototype)).point=function(t,e){u.prototype.point.call(this,e,t)},s.prototype={moveTo:function(t,e){this._context.moveTo(e,t)},closePath:function(){this._context.closePath()},lineTo:function(t,e){this._context.lineTo(e,t)},bezierCurveTo:function(t,e,n,r,i,o){this._context.bezierCurveTo(e,t,r,n,o,i)}}},function(t,e,n){\"use strict\";function r(t){this._context=t}function i(t){var e,n,r=t.length-1,i=new Array(r),o=new Array(r),a=new Array(r);for(i[0]=0,o[0]=2,a[0]=t[0]+2*t[1],e=1;e<r-1;++e)i[e]=1,o[e]=4,a[e]=4*t[e]+2*t[e+1];for(i[r-1]=2,o[r-1]=7,a[r-1]=8*t[r-1]+t[r],e=1;e<r;++e)n=i[e]/o[e-1],o[e]-=n,a[e]-=n*a[e-1];for(i[r-1]=a[r-1]/o[r-1],e=r-2;e>=0;--e)i[e]=(a[e]-i[e+1])/o[e];for(o[r-1]=(t[r]+i[r-1])/2,e=0;e<r-1;++e)o[e]=2*t[e+1]-i[e+1];return[i,o]}r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x=[],this._y=[]},lineEnd:function(){var t=this._x,e=this._y,n=t.length;if(n)if(this._line?this._context.lineTo(t[0],e[0]):this._context.moveTo(t[0],e[0]),2===n)this._context.lineTo(t[1],e[1]);else for(var r=i(t),o=i(e),a=0,u=1;u<n;++a,++u)this._context.bezierCurveTo(r[0][a],o[0][a],r[1][a],o[1][a],t[u],e[u]);(this._line||0!==this._line&&1===n)&&this._context.closePath(),this._line=1-this._line,this._x=this._y=null},point:function(t,e){this._x.push(+t),this._y.push(+e)}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._t=e}function i(t){return new r(t,0)}function o(t){return new r(t,1)}e.c=i,e.b=o,r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x=this._y=NaN,this._point=0},lineEnd:function(){0<this._t&&this._t<1&&2===this._point&&this._context.lineTo(this._x,this._y),(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line>=0&&(this._t=1-this._t,this._line=1-this._line)},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;default:if(this._t<=0)this._context.lineTo(this._x,e),this._context.lineTo(t,e);else{var n=this._x*(1-this._t)+t*this._t;this._context.lineTo(n,this._y),this._context.lineTo(n,e)}}this._x=t,this._y=e}},e.a=function(t){return new r(t,.5)}},function(t,e,n){\"use strict\";e.a=function(t,e){return e<t?-1:e>t?1:e>=t?0:NaN}},function(t,e,n){\"use strict\";e.a=function(t){return t}},function(t,e,n){\"use strict\";var r=n(36);e.a=function(t,e){if((o=t.length)>0){for(var i,o,a,u=0,c=t[0].length;u<c;++u){for(a=i=0;i<o;++i)a+=t[i][u][1]||0;if(a)for(i=0;i<o;++i)t[i][u][1]/=a}n.i(r.a)(t,e)}}},function(t,e,n){\"use strict\";var r=n(36);e.a=function(t,e){if((i=t.length)>0){for(var i,o=0,a=t[e[0]],u=a.length;o<u;++o){for(var c=0,s=0;c<i;++c)s+=t[c][o][1]||0;a[o][1]+=a[o][0]=-s/2}n.i(r.a)(t,e)}}},function(t,e,n){\"use strict\";var r=n(36);e.a=function(t,e){if((a=t.length)>0&&(o=(i=t[e[0]]).length)>0){for(var i,o,a,u=0,c=1;c<o;++c){for(var s=0,l=0,f=0;s<a;++s){for(var p=t[e[s]],h=p[c][1]||0,d=p[c-1][1]||0,v=(h-d)/2,g=0;g<s;++g){var m=t[e[g]],y=m[c][1]||0,_=m[c-1][1]||0;v+=y-_}l+=h,f+=v*h}i[c-1][1]+=i[c-1][0]=u,l&&(u-=f/l)}i[c-1][1]+=i[c-1][0]=u,n.i(r.a)(t,e)}}},function(t,e,n){\"use strict\";var r=n(76);e.a=function(t){return n.i(r.a)(t).reverse()}},function(t,e,n){\"use strict\";var r=n(37),i=n(76);e.a=function(t){var e,o,a=t.length,u=t.map(i.b),c=n.i(r.a)(t).sort(function(t,e){return u[e]-u[t]}),s=0,l=0,f=[],p=[];for(e=0;e<a;++e)o=c[e],s<l?(s+=u[o],f.push(o)):(l+=u[o],p.push(o));return p.reverse().concat(f)}},function(t,e,n){\"use strict\";var r=n(37);e.a=function(t){return n.i(r.a)(t).reverse()}},function(t,e,n){\"use strict\";var r=n(19),i=n(291),o=n(292),a=n(35);e.a=function(){function t(t){var n,r,i,o,p,h=t.length,d=0,v=new Array(h),g=new Array(h),m=+s.apply(this,arguments),y=Math.min(a.c,Math.max(-a.c,l.apply(this,arguments)-m)),_=Math.min(Math.abs(y)/h,f.apply(this,arguments)),b=_*(y<0?-1:1);for(n=0;n<h;++n)(p=g[v[n]=n]=+e(t[n],n,t))>0&&(d+=p);for(null!=u?v.sort(function(t,e){return u(g[t],g[e])}):null!=c&&v.sort(function(e,n){return c(t[e],t[n])}),n=0,i=d?(y-h*b)/d:0;n<h;++n,m=o)r=v[n],p=g[r],o=m+(p>0?p*i:0)+b,g[r]={data:t[r],index:n,value:p,startAngle:m,endAngle:o,padAngle:_};return g}var e=o.a,u=i.a,c=null,s=n.i(r.a)(0),l=n.i(r.a)(a.c),f=n.i(r.a)(0);return t.value=function(i){return arguments.length?(e=\"function\"==typeof i?i:n.i(r.a)(+i),t):e},t.sortValues=function(e){return arguments.length?(u=e,c=null,t):u},t.sort=function(e){return arguments.length?(c=e,u=null,t):c},t.startAngle=function(e){return arguments.length?(s=\"function\"==typeof e?e:n.i(r.a)(+e),t):s},t.endAngle=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(r.a)(+e),t):l},t.padAngle=function(e){return arguments.length?(f=\"function\"==typeof e?e:n.i(r.a)(+e),t):f},t}},function(t,e,n){\"use strict\";var r=n(138),i=n(135),o=n(140);e.a=function(){var t=n.i(i.a)().curve(r.b),e=t.curve,a=t.lineX0,u=t.lineX1,c=t.lineY0,s=t.lineY1;return t.angle=t.x,delete t.x,t.startAngle=t.x0,delete t.x0,t.endAngle=t.x1,delete t.x1,t.radius=t.y,delete t.y,t.innerRadius=t.y0,delete t.y0,t.outerRadius=t.y1,delete t.y1,t.lineStartAngle=function(){return n.i(o.b)(a())},delete t.lineX0,t.lineEndAngle=function(){return n.i(o.b)(u())},delete t.lineX1,t.lineInnerRadius=function(){return n.i(o.b)(c())},delete t.lineY0,t.lineOuterRadius=function(){return n.i(o.b)(s())},delete t.lineY1,t.curve=function(t){return arguments.length?e(n.i(r.a)(t)):e()._curve},t}},function(t,e,n){\"use strict\";function r(t,e){return t[e]}var i=n(281),o=n(19),a=n(36),u=n(37);e.a=function(){function t(t){var n,r,i=e.apply(this,arguments),o=t.length,a=i.length,u=new Array(a);for(n=0;n<a;++n){for(var f,p=i[n],h=u[n]=new Array(o),d=0;d<o;++d)h[d]=f=[0,+l(t[d],p,d,t)],f.data=t[d];h.key=p}for(n=0,r=c(u);n<a;++n)u[r[n]].index=n;return s(u,r),u}var e=n.i(o.a)([]),c=u.a,s=a.a,l=r;return t.keys=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(o.a)(i.a.call(r)),t):e},t.value=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(o.a)(+e),t):l},t.order=function(e){return arguments.length?(c=null==e?u.a:\"function\"==typeof e?e:n.i(o.a)(i.a.call(e)),t):c},t.offset=function(e){return arguments.length?(s=null==e?a.a:e,t):s},t}},function(t,e,n){\"use strict\";var r=n(44),i=n(141),o=n(142),a=n(143),u=n(145),c=n(144),s=n(146),l=n(147),f=n(19);n.d(e,\"b\",function(){return p});var p=[i.a,o.a,a.a,c.a,u.a,s.a,l.a];e.a=function(){function t(){var t;if(a||(a=t=n.i(r.a)()),e.apply(this,arguments).draw(a,+o.apply(this,arguments)),t)return a=null,t+\"\"||null}var e=n.i(f.a)(i.a),o=n.i(f.a)(64),a=null;return t.type=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(f.a)(r),t):e},t.size=function(e){return arguments.length?(o=\"function\"==typeof e?e:n.i(f.a)(+e),t):o},t.context=function(e){return arguments.length?(a=null==e?null:e,t):a},t}},function(t,e,n){\"use strict\";function r(t){var e=new Date(t);return isNaN(e)?null:e}var i=n(148),o=n(78),a=+new Date(\"2000-01-01T00:00:00.000Z\")?r:n.i(o.e)(i.b);e.a=a},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setHours(0,0,0,0)},function(t,e){t.setDate(t.getDate()+e)},function(t,e){return(e-t-(e.getTimezoneOffset()-t.getTimezoneOffset())*i.d)/i.b},function(t){return t.getDate()-1});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){var e=t.getTimezoneOffset()*i.d%i.c;e<0&&(e+=i.c),t.setTime(Math.floor((+t-e)/i.c)*i.c+e)},function(t,e){t.setTime(+t+e*i.c)},function(t,e){return(e-t)/i.c},function(t){return t.getHours()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(){},function(t,e){t.setTime(+t+e)},function(t,e){return e-t});i.every=function(t){return t=Math.floor(t),isFinite(t)&&t>0?t>1?n.i(r.a)(function(e){e.setTime(Math.floor(e/t)*t)},function(e,n){e.setTime(+e+n*t)},function(e,n){return(n-e)/t}):i:null},e.a=i;i.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setTime(Math.floor(t/i.d)*i.d)},function(t,e){t.setTime(+t+e*i.d)},function(t,e){return(e-t)/i.d},function(t){return t.getMinutes()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setDate(1),t.setHours(0,0,0,0)},function(t,e){t.setMonth(t.getMonth()+e)},function(t,e){return e.getMonth()-t.getMonth()+12*(e.getFullYear()-t.getFullYear())},function(t){return t.getMonth()});e.a=i;i.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setTime(Math.floor(t/i.e)*i.e)},function(t,e){t.setTime(+t+e*i.e)},function(t,e){return(e-t)/i.e},function(t){return t.getUTCSeconds()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setUTCHours(0,0,0,0)},function(t,e){t.setUTCDate(t.getUTCDate()+e)},function(t,e){return(e-t)/i.b},function(t){return t.getUTCDate()-1});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setUTCMinutes(0,0,0)},function(t,e){t.setTime(+t+e*i.c)},function(t,e){return(e-t)/i.c},function(t){return t.getUTCHours()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setUTCSeconds(0,0)},function(t,e){t.setTime(+t+e*i.d)},function(t,e){return(e-t)/i.d},function(t){return t.getUTCMinutes()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setUTCDate(1),t.setUTCHours(0,0,0,0)},function(t,e){t.setUTCMonth(t.getUTCMonth()+e)},function(t,e){return e.getUTCMonth()-t.getUTCMonth()+12*(e.getUTCFullYear()-t.getUTCFullYear())},function(t){return t.getUTCMonth()});e.a=i;i.range},function(t,e,n){\"use strict\";function r(t){return n.i(i.a)(function(e){e.setUTCDate(e.getUTCDate()-(e.getUTCDay()+7-t)%7),e.setUTCHours(0,0,0,0)},function(t,e){t.setUTCDate(t.getUTCDate()+7*e)},function(t,e){return(e-t)/o.a})}var i=n(5),o=n(13);n.d(e,\"a\",function(){return a}),n.d(e,\"b\",function(){return u});var a=r(0),u=r(1),c=r(2),s=r(3),l=r(4),f=r(5),p=r(6);a.range,u.range,c.range,s.range,l.range,f.range,p.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setUTCMonth(0,1),t.setUTCHours(0,0,0,0)},function(t,e){t.setUTCFullYear(t.getUTCFullYear()+e)},function(t,e){return e.getUTCFullYear()-t.getUTCFullYear()},function(t){return t.getUTCFullYear()});i.every=function(t){return isFinite(t=Math.floor(t))&&t>0?n.i(r.a)(function(e){e.setUTCFullYear(Math.floor(e.getUTCFullYear()/t)*t),e.setUTCMonth(0,1),e.setUTCHours(0,0,0,0)},function(e,n){e.setUTCFullYear(e.getUTCFullYear()+n*t)}):null},e.a=i;i.range},function(t,e,n){\"use strict\";function r(t){return n.i(i.a)(function(e){e.setDate(e.getDate()-(e.getDay()+7-t)%7),e.setHours(0,0,0,0)},function(t,e){t.setDate(t.getDate()+7*e)},function(t,e){return(e-t-(e.getTimezoneOffset()-t.getTimezoneOffset())*o.d)/o.a})}var i=n(5),o=n(13);n.d(e,\"a\",function(){return a}),n.d(e,\"b\",function(){return u});var a=r(0),u=r(1),c=r(2),s=r(3),l=r(4),f=r(5),p=r(6);a.range,u.range,c.range,s.range,l.range,f.range,p.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setMonth(0,1),t.setHours(0,0,0,0)},function(t,e){t.setFullYear(t.getFullYear()+e)},function(t,e){return e.getFullYear()-t.getFullYear()},function(t){return t.getFullYear()});i.every=function(t){return isFinite(t=Math.floor(t))&&t>0?n.i(r.a)(function(e){e.setFullYear(Math.floor(e.getFullYear()/t)*t),e.setMonth(0,1),e.setHours(0,0,0,0)},function(e,n){e.setFullYear(e.getFullYear()+n*t)}):null},e.a=i;i.range},function(t,e,n){\"use strict\";function r(t){return t.replace(i,function(t,e){return e.toUpperCase()})}var i=/-(.)/g;t.exports=r},function(t,e,n){\"use strict\";function r(t){return i(t.replace(o,\"ms-\"))}var i=n(318),o=/^-ms-/;t.exports=r},function(t,e,n){\"use strict\";function r(t,e){return!(!t||!e)&&(t===e||!i(t)&&(i(e)?r(t,e.parentNode):\"contains\"in t?t.contains(e):!!t.compareDocumentPosition&&!!(16&t.compareDocumentPosition(e))))}var i=n(328);t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=t.length;if(Array.isArray(t)||\"object\"!=typeof t&&\"function\"!=typeof t?a(!1):void 0,\"number\"!=typeof e?a(!1):void 0,0===e||e-1 in t?void 0:a(!1),\"function\"==typeof t.callee?a(!1):void 0,t.hasOwnProperty)try{return Array.prototype.slice.call(t)}catch(t){}for(var n=Array(e),r=0;r<e;r++)n[r]=t[r];return n}function i(t){return!!t&&(\"object\"==typeof t||\"function\"==typeof t)&&\"length\"in t&&!(\"setInterval\"in t)&&\"number\"!=typeof t.nodeType&&(Array.isArray(t)||\"callee\"in t||\"item\"in t)}function o(t){return i(t)?Array.isArray(t)?t.slice():r(t):[t]}var a=n(0);t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=t.match(l);return e&&e[1].toLowerCase()}function i(t,e){var n=s;s?void 0:c(!1);var i=r(t),o=i&&u(i);if(o){n.innerHTML=o[1]+t+o[2];for(var l=o[0];l--;)n=n.lastChild}else n.innerHTML=t;var f=n.getElementsByTagName(\"script\");f.length&&(e?void 0:c(!1),a(f).forEach(e));for(var p=Array.from(n.childNodes);n.lastChild;)n.removeChild(n.lastChild);return p}var o=n(6),a=n(321),u=n(323),c=n(0),s=o.canUseDOM?document.createElement(\"div\"):null,l=/^\\s*<(\\w+)/;t.exports=i},function(t,e,n){\"use strict\";function r(t){return a?void 0:o(!1),p.hasOwnProperty(t)||(t=\"*\"),u.hasOwnProperty(t)||(\"*\"===t?a.innerHTML=\"<link />\":a.innerHTML=\"<\"+t+\"></\"+t+\">\",u[t]=!a.firstChild),u[t]?p[t]:null}var i=n(6),o=n(0),a=i.canUseDOM?document.createElement(\"div\"):null,u={},c=[1,'<select multiple=\"true\">',\"</select>\"],s=[1,\"<table>\",\"</table>\"],l=[3,\"<table><tbody><tr>\",\"</tr></tbody></table>\"],f=[1,'<svg xmlns=\"http://www.w3.org/2000/svg\">',\"</svg>\"],p={\"*\":[1,\"?<div>\",\"</div>\"],area:[1,\"<map>\",\"</map>\"],col:[2,\"<table><tbody></tbody><colgroup>\",\"</colgroup></table>\"],legend:[1,\"<fieldset>\",\"</fieldset>\"],param:[1,\"<object>\",\"</object>\"],tr:[2,\"<table><tbody>\",\"</tbody></table>\"],optgroup:c,option:c,caption:s,colgroup:s,tbody:s,tfoot:s,thead:s,td:l,th:l},h=[\"circle\",\"clipPath\",\"defs\",\"ellipse\",\"g\",\"image\",\"line\",\"linearGradient\",\"mask\",\"path\",\"pattern\",\"polygon\",\"polyline\",\"radialGradient\",\"rect\",\"stop\",\"text\",\"tspan\"];h.forEach(function(t){p[t]=f,u[t]=!0}),t.exports=r},function(t,e,n){\"use strict\";function r(t){return t===window?{x:window.pageXOffset||document.documentElement.scrollLeft,y:window.pageYOffset||document.documentElement.scrollTop}:{x:t.scrollLeft,y:t.scrollTop}}t.exports=r},function(t,e,n){\"use strict\";function r(t){return t.replace(i,\"-$1\").toLowerCase()}var i=/([A-Z])/g;t.exports=r},function(t,e,n){\"use strict\";function r(t){return i(t).replace(o,\"-ms-\")}var i=n(325),o=/^ms-/;t.exports=r},function(t,e,n){\"use strict\";function r(t){return!(!t||!(\"function\"==typeof Node?t instanceof Node:\"object\"==typeof t&&\"number\"==typeof t.nodeType&&\"string\"==typeof t.nodeName))}t.exports=r},function(t,e,n){\"use strict\";function r(t){return i(t)&&3==t.nodeType}var i=n(327);t.exports=r},function(t,e,n){\"use strict\";var r=function(t){var e;for(e in t)if(t.hasOwnProperty(e))return e;return null};t.exports=r},function(t,e,n){\"use strict\";function r(t){var e={};return function(n){return e.hasOwnProperty(n)||(e[n]=t.call(this,n)),e[n]}}t.exports=r},function(t,e,n){\"use strict\";var r={Properties:{\"aria-current\":0,\"aria-details\":0,\"aria-disabled\":0,\"aria-hidden\":0,\"aria-invalid\":0,\"aria-keyshortcuts\":0,\"aria-label\":0,\"aria-roledescription\":0,\"aria-autocomplete\":0,\"aria-checked\":0,\"aria-expanded\":0,\"aria-haspopup\":0,\"aria-level\":0,\"aria-modal\":0,\"aria-multiline\":0,\"aria-multiselectable\":0,\"aria-orientation\":0,\"aria-placeholder\":0,\"aria-pressed\":0,\"aria-readonly\":0,\"aria-required\":0,\"aria-selected\":0,\"aria-sort\":0,\"aria-valuemax\":0,\"aria-valuemin\":0,\"aria-valuenow\":0,\"aria-valuetext\":0,\"aria-atomic\":0,\"aria-busy\":0,\"aria-live\":0,\"aria-relevant\":0,\"aria-dropeffect\":0,\"aria-grabbed\":0,\"aria-activedescendant\":0,\"aria-colcount\":0,\"aria-colindex\":0,\"aria-colspan\":0,\"aria-controls\":0,\"aria-describedby\":0,\"aria-errormessage\":0,\"aria-flowto\":0,\"aria-labelledby\":0,\"aria-owns\":0,\"aria-posinset\":0,\"aria-rowcount\":0,\"aria-rowindex\":0,\"aria-rowspan\":0,\"aria-setsize\":0},DOMAttributeNames:{},DOMPropertyNames:{}};t.exports=r},function(t,e,n){\"use strict\";var r=n(4),i=n(151),o={focusDOMComponent:function(){i(r.getNodeFromInstance(this))}};t.exports=o},function(t,e,n){\"use strict\";function r(){var t=window.opera;return\"object\"==typeof t&&\"function\"==typeof t.version&&parseInt(t.version(),10)<=12}function i(t){return(t.ctrlKey||t.altKey||t.metaKey)&&!(t.ctrlKey&&t.altKey)}function o(t){switch(t){case\"topCompositionStart\":return E.compositionStart;case\"topCompositionEnd\":return E.compositionEnd;case\"topCompositionUpdate\":return E.compositionUpdate}}function a(t,e){return\"topKeyDown\"===t&&e.keyCode===_}function u(t,e){switch(t){case\"topKeyUp\":return y.indexOf(e.keyCode)!==-1;case\"topKeyDown\":return e.keyCode!==_;case\"topKeyPress\":case\"topMouseDown\":case\"topBlur\":return!0;default:return!1}}function c(t){var e=t.detail;return\"object\"==typeof e&&\"data\"in e?e.data:null}function s(t,e,n,r){var i,s;if(b?i=o(t):S?u(t,n)&&(i=E.compositionEnd):a(t,n)&&(i=E.compositionStart),!i)return null;C&&(S||i!==E.compositionStart?i===E.compositionEnd&&S&&(s=S.getData()):S=v.getPooled(r));var l=g.getPooled(i,e,n,r);if(s)l.data=s;else{var f=c(n);null!==f&&(l.data=f)}return h.accumulateTwoPhaseDispatches(l),l}function l(t,e){switch(t){case\"topCompositionEnd\":return c(e);case\"topKeyPress\":var n=e.which;return n!==M?null:(T=!0,k);case\"topTextInput\":var r=e.data;return r===k&&T?null:r;default:return null}}function f(t,e){if(S){if(\"topCompositionEnd\"===t||!b&&u(t,e)){var n=S.getData();return v.release(S),S=null,n}return null}switch(t){case\"topPaste\":return null;case\"topKeyPress\":return e.which&&!i(e)?String.fromCharCode(e.which):null;case\"topCompositionEnd\":return C?null:e.data;default:return null}}function p(t,e,n,r){var i;if(i=w?l(t,n):f(t,n),!i)return null;var o=m.getPooled(E.beforeInput,e,n,r);return o.data=i,h.accumulateTwoPhaseDispatches(o),o}var h=n(23),d=n(6),v=n(340),g=n(377),m=n(380),y=[9,13,27,32],_=229,b=d.canUseDOM&&\"CompositionEvent\"in window,x=null;d.canUseDOM&&\"documentMode\"in document&&(x=document.documentMode);var w=d.canUseDOM&&\"TextEvent\"in window&&!x&&!r(),C=d.canUseDOM&&(!b||x&&x>8&&x<=11),M=32,k=String.fromCharCode(M),E={beforeInput:{phasedRegistrationNames:{bubbled:\"onBeforeInput\",captured:\"onBeforeInputCapture\"},dependencies:[\"topCompositionEnd\",\"topKeyPress\",\"topTextInput\",\"topPaste\"]},compositionEnd:{phasedRegistrationNames:{bubbled:\"onCompositionEnd\",captured:\"onCompositionEndCapture\"},dependencies:[\"topBlur\",\"topCompositionEnd\",\"topKeyDown\",\"topKeyPress\",\"topKeyUp\",\"topMouseDown\"]},compositionStart:{phasedRegistrationNames:{bubbled:\"onCompositionStart\",captured:\"onCompositionStartCapture\"},dependencies:[\"topBlur\",\"topCompositionStart\",\"topKeyDown\",\"topKeyPress\",\"topKeyUp\",\"topMouseDown\"]},compositionUpdate:{phasedRegistrationNames:{bubbled:\"onCompositionUpdate\",captured:\"onCompositionUpdateCapture\"},dependencies:[\"topBlur\",\"topCompositionUpdate\",\"topKeyDown\",\"topKeyPress\",\"topKeyUp\",\"topMouseDown\"]}},T=!1,S=null,P={eventTypes:E,extractEvents:function(t,e,n,r){return[s(t,e,n,r),p(t,e,n,r)]}};t.exports=P},function(t,e,n){\"use strict\";var r=n(154),i=n(6),o=(n(9),n(319),n(386)),a=n(326),u=n(330),c=(n(1),u(function(t){return a(t)})),s=!1,l=\"cssFloat\";if(i.canUseDOM){var f=document.createElement(\"div\").style;try{f.font=\"\"}catch(t){s=!0}void 0===document.documentElement.style.cssFloat&&(l=\"styleFloat\")}var p={createMarkupForStyles:function(t,e){var n=\"\";for(var r in t)if(t.hasOwnProperty(r)){var i=t[r];null!=i&&(n+=c(r)+\":\",n+=o(r,i,e)+\";\")}return n||null},setValueForStyles:function(t,e,n){var i=t.style;for(var a in e)if(e.hasOwnProperty(a)){var u=o(a,e[a],n);if(\"float\"!==a&&\"cssFloat\"!==a||(a=l),u)i[a]=u;else{var c=s&&r.shorthandPropertyExpansions[a];if(c)for(var f in c)i[f]=\"\";else i[a]=\"\"}}}};t.exports=p},function(t,e,n){\"use strict\";function r(t){var e=t.nodeName&&t.nodeName.toLowerCase();return\"select\"===e||\"input\"===e&&\"file\"===t.type}function i(t){var e=C.getPooled(T.change,P,t,M(t));_.accumulateTwoPhaseDispatches(e),w.batchedUpdates(o,e)}function o(t){y.enqueueEvents(t),y.processEventQueue(!1)}function a(t,e){S=t,P=e,S.attachEvent(\"onchange\",i)}function u(){S&&(S.detachEvent(\"onchange\",i),S=null,P=null)}function c(t,e){if(\"topChange\"===t)return e}function s(t,e,n){\"topFocus\"===t?(u(),a(e,n)):\"topBlur\"===t&&u()}function l(t,e){S=t,P=e,N=t.value,A=Object.getOwnPropertyDescriptor(t.constructor.prototype,\"value\"),Object.defineProperty(S,\"value\",D),S.attachEvent?S.attachEvent(\"onpropertychange\",p):S.addEventListener(\"propertychange\",p,!1)}function f(){S&&(delete S.value,S.detachEvent?S.detachEvent(\"onpropertychange\",p):S.removeEventListener(\"propertychange\",p,!1),S=null,P=null,N=null,A=null)}function p(t){if(\"value\"===t.propertyName){var e=t.srcElement.value;e!==N&&(N=e,i(t))}}function h(t,e){if(\"topInput\"===t)return e}function d(t,e,n){\"topFocus\"===t?(f(),l(e,n)):\"topBlur\"===t&&f()}function v(t,e){if((\"topSelectionChange\"===t||\"topKeyUp\"===t||\"topKeyDown\"===t)&&S&&S.value!==N)return N=S.value,P}function g(t){return t.nodeName&&\"input\"===t.nodeName.toLowerCase()&&(\"checkbox\"===t.type||\"radio\"===t.type)}function m(t,e){if(\"topClick\"===t)return e}var y=n(22),_=n(23),b=n(6),x=n(4),w=n(11),C=n(14),M=n(93),k=n(94),E=n(170),T={change:{phasedRegistrationNames:{bubbled:\"onChange\",captured:\"onChangeCapture\"},dependencies:[\"topBlur\",\"topChange\",\"topClick\",\"topFocus\",\"topInput\",\"topKeyDown\",\"topKeyUp\",\"topSelectionChange\"]}},S=null,P=null,N=null,A=null,O=!1;b.canUseDOM&&(O=k(\"change\")&&(!document.documentMode||document.documentMode>8));var I=!1;b.canUseDOM&&(I=k(\"input\")&&(!document.documentMode||document.documentMode>11));var D={get:function(){return A.get.call(this)},set:function(t){N=\"\"+t,A.set.call(this,t)}},R={eventTypes:T,extractEvents:function(t,e,n,i){var o,a,u=e?x.getNodeFromInstance(e):window;if(r(u)?O?o=c:a=s:E(u)?I?o=h:(o=v,a=d):g(u)&&(o=m),o){var l=o(t,e);if(l){var f=C.getPooled(T.change,l,n,i);return f.type=\"change\",_.accumulateTwoPhaseDispatches(f),f}}a&&a(t,u,e)}};t.exports=R},function(t,e,n){\"use strict\";var r=n(2),i=n(20),o=n(6),a=n(322),u=n(8),c=(n(0),{dangerouslyReplaceNodeWithMarkup:function(t,e){if(o.canUseDOM?void 0:r(\"56\"),e?void 0:r(\"57\"),\"HTML\"===t.nodeName?r(\"58\"):void 0,\"string\"==typeof e){var n=a(e,u)[0];t.parentNode.replaceChild(n,t)}else i.replaceChildWithTree(t,e)}});t.exports=c},function(t,e,n){\"use strict\";var r=[\"ResponderEventPlugin\",\"SimpleEventPlugin\",\"TapEventPlugin\",\"EnterLeaveEventPlugin\",\"ChangeEventPlugin\",\"SelectEventPlugin\",\"BeforeInputEventPlugin\"];t.exports=r},function(t,e,n){\"use strict\";var r=n(23),i=n(4),o=n(52),a={mouseEnter:{registrationName:\"onMouseEnter\",dependencies:[\"topMouseOut\",\"topMouseOver\"]},mouseLeave:{registrationName:\"onMouseLeave\",dependencies:[\"topMouseOut\",\"topMouseOver\"]}},u={eventTypes:a,extractEvents:function(t,e,n,u){if(\"topMouseOver\"===t&&(n.relatedTarget||n.fromElement))return null;\n",
       "if(\"topMouseOut\"!==t&&\"topMouseOver\"!==t)return null;var c;if(u.window===u)c=u;else{var s=u.ownerDocument;c=s?s.defaultView||s.parentWindow:window}var l,f;if(\"topMouseOut\"===t){l=e;var p=n.relatedTarget||n.toElement;f=p?i.getClosestInstanceFromNode(p):null}else l=null,f=e;if(l===f)return null;var h=null==l?c:i.getNodeFromInstance(l),d=null==f?c:i.getNodeFromInstance(f),v=o.getPooled(a.mouseLeave,l,n,u);v.type=\"mouseleave\",v.target=h,v.relatedTarget=d;var g=o.getPooled(a.mouseEnter,f,n,u);return g.type=\"mouseenter\",g.target=d,g.relatedTarget=h,r.accumulateEnterLeaveDispatches(v,g,l,f),[v,g]}};t.exports=u},function(t,e,n){\"use strict\";var r={topAbort:null,topAnimationEnd:null,topAnimationIteration:null,topAnimationStart:null,topBlur:null,topCanPlay:null,topCanPlayThrough:null,topChange:null,topClick:null,topCompositionEnd:null,topCompositionStart:null,topCompositionUpdate:null,topContextMenu:null,topCopy:null,topCut:null,topDoubleClick:null,topDrag:null,topDragEnd:null,topDragEnter:null,topDragExit:null,topDragLeave:null,topDragOver:null,topDragStart:null,topDrop:null,topDurationChange:null,topEmptied:null,topEncrypted:null,topEnded:null,topError:null,topFocus:null,topInput:null,topInvalid:null,topKeyDown:null,topKeyPress:null,topKeyUp:null,topLoad:null,topLoadedData:null,topLoadedMetadata:null,topLoadStart:null,topMouseDown:null,topMouseMove:null,topMouseOut:null,topMouseOver:null,topMouseUp:null,topPaste:null,topPause:null,topPlay:null,topPlaying:null,topProgress:null,topRateChange:null,topReset:null,topScroll:null,topSeeked:null,topSeeking:null,topSelectionChange:null,topStalled:null,topSubmit:null,topSuspend:null,topTextInput:null,topTimeUpdate:null,topTouchCancel:null,topTouchEnd:null,topTouchMove:null,topTouchStart:null,topTransitionEnd:null,topVolumeChange:null,topWaiting:null,topWheel:null},i={topLevelTypes:r};t.exports=i},function(t,e,n){\"use strict\";function r(t){this._root=t,this._startText=this.getText(),this._fallbackText=null}var i=n(3),o=n(17),a=n(168);i(r.prototype,{destructor:function(){this._root=null,this._startText=null,this._fallbackText=null},getText:function(){return\"value\"in this._root?this._root.value:this._root[a()]},getData:function(){if(this._fallbackText)return this._fallbackText;var t,e,n=this._startText,r=n.length,i=this.getText(),o=i.length;for(t=0;t<r&&n[t]===i[t];t++);var a=r-t;for(e=1;e<=a&&n[r-e]===i[o-e];e++);var u=e>1?1-e:void 0;return this._fallbackText=i.slice(t,u),this._fallbackText}}),o.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";var r=n(21),i=r.injection.MUST_USE_PROPERTY,o=r.injection.HAS_BOOLEAN_VALUE,a=r.injection.HAS_NUMERIC_VALUE,u=r.injection.HAS_POSITIVE_NUMERIC_VALUE,c=r.injection.HAS_OVERLOADED_BOOLEAN_VALUE,s={isCustomAttribute:RegExp.prototype.test.bind(new RegExp(\"^(data|aria)-[\"+r.ATTRIBUTE_NAME_CHAR+\"]*$\")),Properties:{accept:0,acceptCharset:0,accessKey:0,action:0,allowFullScreen:o,allowTransparency:0,alt:0,as:0,async:o,autoComplete:0,autoPlay:o,capture:o,cellPadding:0,cellSpacing:0,charSet:0,challenge:0,checked:i|o,cite:0,classID:0,className:0,cols:u,colSpan:0,content:0,contentEditable:0,contextMenu:0,controls:o,coords:0,crossOrigin:0,data:0,dateTime:0,default:o,defer:o,dir:0,disabled:o,download:c,draggable:0,encType:0,form:0,formAction:0,formEncType:0,formMethod:0,formNoValidate:o,formTarget:0,frameBorder:0,headers:0,height:0,hidden:o,high:0,href:0,hrefLang:0,htmlFor:0,httpEquiv:0,icon:0,id:0,inputMode:0,integrity:0,is:0,keyParams:0,keyType:0,kind:0,label:0,lang:0,list:0,loop:o,low:0,manifest:0,marginHeight:0,marginWidth:0,max:0,maxLength:0,media:0,mediaGroup:0,method:0,min:0,minLength:0,multiple:i|o,muted:i|o,name:0,nonce:0,noValidate:o,open:o,optimum:0,pattern:0,placeholder:0,playsInline:o,poster:0,preload:0,profile:0,radioGroup:0,readOnly:o,referrerPolicy:0,rel:0,required:o,reversed:o,role:0,rows:u,rowSpan:a,sandbox:0,scope:0,scoped:o,scrolling:0,seamless:o,selected:i|o,shape:0,size:u,sizes:0,span:u,spellCheck:0,src:0,srcDoc:0,srcLang:0,srcSet:0,start:a,step:0,style:0,summary:0,tabIndex:0,target:0,title:0,type:0,useMap:0,value:0,width:0,wmode:0,wrap:0,about:0,datatype:0,inlist:0,prefix:0,property:0,resource:0,typeof:0,vocab:0,autoCapitalize:0,autoCorrect:0,autoSave:0,color:0,itemProp:0,itemScope:o,itemType:0,itemID:0,itemRef:0,results:0,security:0,unselectable:0},DOMAttributeNames:{acceptCharset:\"accept-charset\",className:\"class\",htmlFor:\"for\",httpEquiv:\"http-equiv\"},DOMPropertyNames:{}};t.exports=s},function(t,e,n){\"use strict\";(function(e){function r(t,e,n,r){var i=void 0===t[n];null!=e&&i&&(t[n]=o(e,!0))}var i=n(24),o=n(169),a=(n(84),n(95)),u=n(172);n(1);\"undefined\"!=typeof e&&e.env,1;var c={instantiateChildren:function(t,e,n,i){if(null==t)return null;var o={};return u(t,r,o),o},updateChildren:function(t,e,n,r,u,c,s,l,f){if(e||t){var p,h;for(p in e)if(e.hasOwnProperty(p)){h=t&&t[p];var d=h&&h._currentElement,v=e[p];if(null!=h&&a(d,v))i.receiveComponent(h,v,u,l),e[p]=h;else{h&&(r[p]=i.getHostNode(h),i.unmountComponent(h,!1));var g=o(v,!0);e[p]=g;var m=i.mountComponent(g,u,c,s,l,f);n.push(m)}}for(p in t)!t.hasOwnProperty(p)||e&&e.hasOwnProperty(p)||(h=t[p],r[p]=i.getHostNode(h),i.unmountComponent(h,!1))}},unmountChildren:function(t,e){for(var n in t)if(t.hasOwnProperty(n)){var r=t[n];i.unmountComponent(r,e)}}};t.exports=c}).call(e,n(153))},function(t,e,n){\"use strict\";var r=n(81),i=n(350),o={processChildrenUpdates:i.dangerouslyProcessChildrenUpdates,replaceNodeWithMarkup:r.dangerouslyReplaceNodeWithMarkup};t.exports=o},function(t,e,n){\"use strict\";function r(t){}function i(t,e){}function o(t){return!(!t.prototype||!t.prototype.isReactComponent)}function a(t){return!(!t.prototype||!t.prototype.isPureReactComponent)}var u=n(2),c=n(3),s=n(26),l=n(86),f=n(15),p=n(87),h=n(40),d=(n(9),n(164)),v=n(24),g=n(38),m=(n(0),n(80)),y=n(95),_=(n(1),{ImpureClass:0,PureClass:1,StatelessFunctional:2});r.prototype.render=function(){var t=h.get(this)._currentElement.type,e=t(this.props,this.context,this.updater);return i(t,e),e};var b=1,x={construct:function(t){this._currentElement=t,this._rootNodeID=0,this._compositeType=null,this._instance=null,this._hostParent=null,this._hostContainerInfo=null,this._updateBatchNumber=null,this._pendingElement=null,this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._renderedNodeType=null,this._renderedComponent=null,this._context=null,this._mountOrder=0,this._topLevelWrapper=null,this._pendingCallbacks=null,this._calledComponentWillUnmount=!1},mountComponent:function(t,e,n,c){this._context=c,this._mountOrder=b++,this._hostParent=e,this._hostContainerInfo=n;var l,f=this._currentElement.props,p=this._processContext(c),d=this._currentElement.type,v=t.getUpdateQueue(),m=o(d),y=this._constructComponent(m,f,p,v);m||null!=y&&null!=y.render?a(d)?this._compositeType=_.PureClass:this._compositeType=_.ImpureClass:(l=y,i(d,l),null===y||y===!1||s.isValidElement(y)?void 0:u(\"105\",d.displayName||d.name||\"Component\"),y=new r(d),this._compositeType=_.StatelessFunctional);y.props=f,y.context=p,y.refs=g,y.updater=v,this._instance=y,h.set(y,this);var x=y.state;void 0===x&&(y.state=x=null),\"object\"!=typeof x||Array.isArray(x)?u(\"106\",this.getName()||\"ReactCompositeComponent\"):void 0,this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1;var w;return w=y.unstable_handleError?this.performInitialMountWithErrorHandling(l,e,n,t,c):this.performInitialMount(l,e,n,t,c),y.componentDidMount&&t.getReactMountReady().enqueue(y.componentDidMount,y),w},_constructComponent:function(t,e,n,r){return this._constructComponentWithoutOwner(t,e,n,r)},_constructComponentWithoutOwner:function(t,e,n,r){var i=this._currentElement.type;return t?new i(e,n,r):i(e,n,r)},performInitialMountWithErrorHandling:function(t,e,n,r,i){var o,a=r.checkpoint();try{o=this.performInitialMount(t,e,n,r,i)}catch(u){r.rollback(a),this._instance.unstable_handleError(u),this._pendingStateQueue&&(this._instance.state=this._processPendingState(this._instance.props,this._instance.context)),a=r.checkpoint(),this._renderedComponent.unmountComponent(!0),r.rollback(a),o=this.performInitialMount(t,e,n,r,i)}return o},performInitialMount:function(t,e,n,r,i){var o=this._instance,a=0;o.componentWillMount&&(o.componentWillMount(),this._pendingStateQueue&&(o.state=this._processPendingState(o.props,o.context))),void 0===t&&(t=this._renderValidatedComponent());var u=d.getType(t);this._renderedNodeType=u;var c=this._instantiateReactComponent(t,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,r,e,n,this._processChildContext(i),a);return s},getHostNode:function(){return v.getHostNode(this._renderedComponent)},unmountComponent:function(t){if(this._renderedComponent){var e=this._instance;if(e.componentWillUnmount&&!e._calledComponentWillUnmount)if(e._calledComponentWillUnmount=!0,t){var n=this.getName()+\".componentWillUnmount()\";p.invokeGuardedCallback(n,e.componentWillUnmount.bind(e))}else e.componentWillUnmount();this._renderedComponent&&(v.unmountComponent(this._renderedComponent,t),this._renderedNodeType=null,this._renderedComponent=null,this._instance=null),this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._pendingCallbacks=null,this._pendingElement=null,this._context=null,this._rootNodeID=0,this._topLevelWrapper=null,h.remove(e)}},_maskContext:function(t){var e=this._currentElement.type,n=e.contextTypes;if(!n)return g;var r={};for(var i in n)r[i]=t[i];return r},_processContext:function(t){var e=this._maskContext(t);return e},_processChildContext:function(t){var e,n=this._currentElement.type,r=this._instance;if(r.getChildContext&&(e=r.getChildContext()),e){\"object\"!=typeof n.childContextTypes?u(\"107\",this.getName()||\"ReactCompositeComponent\"):void 0;for(var i in e)i in n.childContextTypes?void 0:u(\"108\",this.getName()||\"ReactCompositeComponent\",i);return c({},t,e)}return t},_checkContextTypes:function(t,e,n){},receiveComponent:function(t,e,n){var r=this._currentElement,i=this._context;this._pendingElement=null,this.updateComponent(e,r,t,i,n)},performUpdateIfNecessary:function(t){null!=this._pendingElement?v.receiveComponent(this,this._pendingElement,t,this._context):null!==this._pendingStateQueue||this._pendingForceUpdate?this.updateComponent(t,this._currentElement,this._currentElement,this._context,this._context):this._updateBatchNumber=null},updateComponent:function(t,e,n,r,i){var o=this._instance;null==o?u(\"136\",this.getName()||\"ReactCompositeComponent\"):void 0;var a,c=!1;this._context===i?a=o.context:(a=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,a);var f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!m(s,l)||!m(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(y(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"):void 0),null!=e.dangerouslySetInnerHTML&&(null!=e.children?v(\"60\"):void 0,\"object\"==typeof e.dangerouslySetInnerHTML&&V in e.dangerouslySetInnerHTML?void 0:v(\"61\")),null!=e.style&&\"object\"!=typeof e.style?v(\"62\",r(t)):void 0)}function o(t,e,n,r){if(!(r instanceof I)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===H,u=o?i._node:i._ownerDocument;F(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;C.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;S.postMountWrapper(t)}function c(){var t=this;A.postMountWrapper(t)}function s(){var t=this;P.postMountWrapper(t)}function l(){var t=this;t._rootNodeID?void 0:v(\"63\");var e=U(t);switch(e?void 0:v(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case\"select\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"select\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"textarea\":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":A.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&y.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(96),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(81),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(85),s=n(4),l=n(11),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(81),a=n(20),u=n(4),c=n(54),s=(n(0),n(96),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(85),c=n(4),s=n(11),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;\n",
       "n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- >0;)n(c[s],\"captured\",o)}var c=n(2);n(0);t.exports={isAncestor:i,getLowestCommonAncestor:r,getParentInstance:o,traverseTwoPhase:a,traverseEnterLeave:u}},function(t,e,n){\"use strict\";function r(){this.reinitializeTransaction()}var i=n(3),o=n(11),a=n(53),u=n(8),c={initialize:u,close:function(){p.isBatchingUpdates=!1}},s={initialize:u,close:o.flushBatchedUpdates.bind(o)},l=[s,c];i(r.prototype,a,{getTransactionWrappers:function(){return l}});var f=new r,p={isBatchingUpdates:!1,batchedUpdates:function(t,e,n,r,i,o){var a=p.isBatchingUpdates;return p.isBatchingUpdates=!0,a?t(e,n,r,i,o):f.perform(t,null,e,n,r,i,o)}};t.exports=p},function(t,e,n){\"use strict\";function r(){C||(C=!0,y.EventEmitter.injectReactEventListener(m),y.EventPluginHub.injectEventPluginOrder(u),y.EventPluginUtils.injectComponentTree(p),y.EventPluginUtils.injectTreeTraversal(d),y.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),y.HostComponent.injectGenericComponentClass(f),y.HostComponent.injectTextComponentClass(v),y.DOMProperty.injectDOMPropertyConfig(i),y.DOMProperty.injectDOMPropertyConfig(s),y.DOMProperty.injectDOMPropertyConfig(b),y.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),y.Updates.injectReconcileTransaction(_),y.Updates.injectBatchingStrategy(g),y.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),m=n(361),y=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof Symbol&&Symbol.for&&Symbol.for(\"react.element\")||60103;t.exports=r},function(t,e,n){\"use strict\";function r(t){i.enqueueEvents(t),i.processEventQueue(!1)}var i=n(22),o={handleTopLevel:function(t,e,n,o){var a=i.extractEvents(t,e,n,o);r(a)}};t.exports=o},function(t,e,n){\"use strict\";function r(t){for(;t._hostParent;)t=t._hostParent;var e=f.getNodeFromInstance(t),n=e.parentNode;return f.getClosestInstanceFromNode(n)}function i(t,e){this.topLevelType=t,this.nativeEvent=e,this.ancestors=[]}function o(t){var e=h(t.nativeEvent),n=f.getClosestInstanceFromNode(e),i=n;do t.ancestors.push(i),i=i&&r(i);while(i);for(var o=0;o<t.ancestors.length;o++)n=t.ancestors[o],v._handleTopLevel(t.topLevelType,n,t.nativeEvent,h(t.nativeEvent))}function a(t){var e=d(window);t(e)}var u=n(3),c=n(150),s=n(6),l=n(17),f=n(4),p=n(11),h=n(93),d=n(324);u(i.prototype,{destructor:function(){this.topLevelType=null,this.nativeEvent=null,this.ancestors.length=0}}),l.addPoolingTo(i,l.twoArgumentPooler);var v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(86),u=n(159),c=n(51),s=n(161),l=n(11),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(86),p=(n(40),n(9),n(15),n(24)),h=n(342),d=(n(8),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],m=a[u];g===m?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(m,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(m)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(9),n(53)),l=n(88),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof t&&(n=t.ref,r=t._owner);var i=null,o=null;return null!==e&&\"object\"==typeof e&&(i=e.ref,o=e._owner),n!==i||\"string\"==typeof i&&o!==r},a.detachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&i(n,t,e._owner)}},t.exports=a},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=t,this.useCreateElement=!1,this.updateQueue=new u(this)}var i=n(3),o=n(17),a=n(53),u=(n(9),n(370)),c=[],s={enqueue:function(){}},l={getTransactionWrappers:function(){return c},getReactMountReady:function(){return s},getUpdateQueue:function(){return this.updateQueue},destructor:function(){},checkpoint:function(){},rollback:function(){}};i(r.prototype,a,l),o.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function i(t,e){}var o=n(88),a=(n(1),function(){function t(e){r(this,t),this.transaction=e}return t.prototype.isMounted=function(t){return!1},t.prototype.enqueueCallback=function(t,e,n){this.transaction.isInTransaction()&&o.enqueueCallback(t,e,n)},t.prototype.enqueueForceUpdate=function(t){this.transaction.isInTransaction()?o.enqueueForceUpdate(t):i(t,\"forceUpdate\")},t.prototype.enqueueReplaceState=function(t,e){this.transaction.isInTransaction()?o.enqueueReplaceState(t,e):i(t,\"replaceState\")},t.prototype.enqueueSetState=function(t,e){this.transaction.isInTransaction()?o.enqueueSetState(t,e):i(t,\"setState\")},t}());t.exports=a},function(t,e,n){\"use strict\";t.exports=\"15.4.2\"},function(t,e,n){\"use strict\";var r={xlink:\"http://www.w3.org/1999/xlink\",xml:\"http://www.w3.org/XML/1998/namespace\"},i={accentHeight:\"accent-height\",accumulate:0,additive:0,alignmentBaseline:\"alignment-baseline\",allowReorder:\"allowReorder\",alphabetic:0,amplitude:0,arabicForm:\"arabic-form\",ascent:0,attributeName:\"attributeName\",attributeType:\"attributeType\",autoReverse:\"autoReverse\",azimuth:0,baseFrequency:\"baseFrequency\",baseProfile:\"baseProfile\",baselineShift:\"baseline-shift\",bbox:0,begin:0,bias:0,by:0,calcMode:\"calcMode\",capHeight:\"cap-height\",clip:0,clipPath:\"clip-path\",clipRule:\"clip-rule\",clipPathUnits:\"clipPathUnits\",colorInterpolation:\"color-interpolation\",colorInterpolationFilters:\"color-interpolation-filters\",colorProfile:\"color-profile\",colorRendering:\"color-rendering\",contentScriptType:\"contentScriptType\",contentStyleType:\"contentStyleType\",cursor:0,cx:0,cy:0,d:0,decelerate:0,descent:0,diffuseConstant:\"diffuseConstant\",direction:0,display:0,divisor:0,dominantBaseline:\"dominant-baseline\",dur:0,dx:0,dy:0,edgeMode:\"edgeMode\",elevation:0,enableBackground:\"enable-background\",end:0,exponent:0,externalResourcesRequired:\"externalResourcesRequired\",fill:0,fillOpacity:\"fill-opacity\",fillRule:\"fill-rule\",filter:0,filterRes:\"filterRes\",filterUnits:\"filterUnits\",floodColor:\"flood-color\",floodOpacity:\"flood-opacity\",focusable:0,fontFamily:\"font-family\",fontSize:\"font-size\",fontSizeAdjust:\"font-size-adjust\",fontStretch:\"font-stretch\",fontStyle:\"font-style\",fontVariant:\"font-variant\",fontWeight:\"font-weight\",format:0,from:0,fx:0,fy:0,g1:0,g2:0,glyphName:\"glyph-name\",glyphOrientationHorizontal:\"glyph-orientation-horizontal\",glyphOrientationVertical:\"glyph-orientation-vertical\",glyphRef:\"glyphRef\",gradientTransform:\"gradientTransform\",gradientUnits:\"gradientUnits\",hanging:0,horizAdvX:\"horiz-adv-x\",horizOriginX:\"horiz-origin-x\",ideographic:0,imageRendering:\"image-rendering\",in:0,in2:0,intercept:0,k:0,k1:0,k2:0,k3:0,k4:0,kernelMatrix:\"kernelMatrix\",kernelUnitLength:\"kernelUnitLength\",kerning:0,keyPoints:\"keyPoints\",keySplines:\"keySplines\",keyTimes:\"keyTimes\",lengthAdjust:\"lengthAdjust\",letterSpacing:\"letter-spacing\",lightingColor:\"lighting-color\",limitingConeAngle:\"limitingConeAngle\",local:0,markerEnd:\"marker-end\",markerMid:\"marker-mid\",markerStart:\"marker-start\",markerHeight:\"markerHeight\",markerUnits:\"markerUnits\",markerWidth:\"markerWidth\",mask:0,maskContentUnits:\"maskContentUnits\",maskUnits:\"maskUnits\",mathematical:0,mode:0,numOctaves:\"numOctaves\",offset:0,opacity:0,operator:0,order:0,orient:0,orientation:0,origin:0,overflow:0,overlinePosition:\"overline-position\",overlineThickness:\"overline-thickness\",paintOrder:\"paint-order\",panose1:\"panose-1\",pathLength:\"pathLength\",patternContentUnits:\"patternContentUnits\",patternTransform:\"patternTransform\",patternUnits:\"patternUnits\",pointerEvents:\"pointer-events\",points:0,pointsAtX:\"pointsAtX\",pointsAtY:\"pointsAtY\",pointsAtZ:\"pointsAtZ\",preserveAlpha:\"preserveAlpha\",preserveAspectRatio:\"preserveAspectRatio\",primitiveUnits:\"primitiveUnits\",r:0,radius:0,refX:\"refX\",refY:\"refY\",renderingIntent:\"rendering-intent\",repeatCount:\"repeatCount\",repeatDur:\"repeatDur\",requiredExtensions:\"requiredExtensions\",requiredFeatures:\"requiredFeatures\",restart:0,result:0,rotate:0,rx:0,ry:0,scale:0,seed:0,shapeRendering:\"shape-rendering\",slope:0,spacing:0,specularConstant:\"specularConstant\",specularExponent:\"specularExponent\",speed:0,spreadMethod:\"spreadMethod\",startOffset:\"startOffset\",stdDeviation:\"stdDeviation\",stemh:0,stemv:0,stitchTiles:\"stitchTiles\",stopColor:\"stop-color\",stopOpacity:\"stop-opacity\",strikethroughPosition:\"strikethrough-position\",strikethroughThickness:\"strikethrough-thickness\",string:0,stroke:0,strokeDasharray:\"stroke-dasharray\",strokeDashoffset:\"stroke-dashoffset\",strokeLinecap:\"stroke-linecap\",strokeLinejoin:\"stroke-linejoin\",strokeMiterlimit:\"stroke-miterlimit\",strokeOpacity:\"stroke-opacity\",strokeWidth:\"stroke-width\",surfaceScale:\"surfaceScale\",systemLanguage:\"systemLanguage\",tableValues:\"tableValues\",targetX:\"targetX\",targetY:\"targetY\",textAnchor:\"text-anchor\",textDecoration:\"text-decoration\",textRendering:\"text-rendering\",textLength:\"textLength\",to:0,transform:0,u1:0,u2:0,underlinePosition:\"underline-position\",underlineThickness:\"underline-thickness\",unicode:0,unicodeBidi:\"unicode-bidi\",unicodeRange:\"unicode-range\",unitsPerEm:\"units-per-em\",vAlphabetic:\"v-alphabetic\",vHanging:\"v-hanging\",vIdeographic:\"v-ideographic\",vMathematical:\"v-mathematical\",values:0,vectorEffect:\"vector-effect\",version:0,vertAdvY:\"vert-adv-y\",vertOriginX:\"vert-origin-x\",vertOriginY:\"vert-origin-y\",viewBox:\"viewBox\",viewTarget:\"viewTarget\",visibility:0,widths:0,wordSpacing:\"word-spacing\",writingMode:\"writing-mode\",x:0,xHeight:\"x-height\",x1:0,x2:0,xChannelSelector:\"xChannelSelector\",xlinkActuate:\"xlink:actuate\",xlinkArcrole:\"xlink:arcrole\",xlinkHref:\"xlink:href\",xlinkRole:\"xlink:role\",xlinkShow:\"xlink:show\",xlinkTitle:\"xlink:title\",xlinkType:\"xlink:type\",xmlBase:\"xml:base\",xmlns:0,xmlnsXlink:\"xmlns:xlink\",xmlLang:\"xml:lang\",xmlSpace:\"xml:space\",y:0,y1:0,y2:0,yChannelSelector:\"yChannelSelector\",z:0,zoomAndPan:\"zoomAndPan\"},o={Properties:{},DOMAttributeNamespaces:{xlinkActuate:r.xlink,xlinkArcrole:r.xlink,xlinkHref:r.xlink,xlinkRole:r.xlink,xlinkShow:r.xlink,xlinkTitle:r.xlink,xlinkType:r.xlink,xmlBase:r.xml,xmlLang:r.xml,xmlSpace:r.xml},DOMAttributeNames:{}};Object.keys(i).forEach(function(t){o.Properties[t]=0,i[t]&&(o.DOMAttributeNames[t]=i[t])}),t.exports=o},function(t,e,n){\"use strict\";function r(t){if(\"selectionStart\"in t&&c.hasSelectionCapabilities(t))return{start:t.selectionStart,end:t.selectionEnd};if(window.getSelection){var e=window.getSelection();return{anchorNode:e.anchorNode,anchorOffset:e.anchorOffset,focusNode:e.focusNode,focusOffset:e.focusOffset}}if(document.selection){var n=document.selection.createRange();return{parentElement:n.parentElement(),text:n.text,top:n.boundingTop,left:n.boundingLeft}}}function i(t,e){if(y||null==v||v!==l())return null;var n=r(v);if(!m||!p(m,n)){m=n;var i=s.getPooled(d.select,g,t,e);return i.type=\"select\",i.target=v,o.accumulateTwoPhaseDispatches(i),i}return null}var o=n(23),a=n(6),u=n(4),c=n(162),s=n(14),l=n(152),f=n(170),p=n(80),h=a.canUseDOM&&\"documentMode\"in document&&document.documentMode<=11,d={select:{phasedRegistrationNames:{bubbled:\"onSelect\",captured:\"onSelectCapture\"},dependencies:[\"topBlur\",\"topContextMenu\",\"topFocus\",\"topKeyDown\",\"topKeyUp\",\"topMouseDown\",\"topMouseUp\",\"topSelectionChange\"]}},v=null,g=null,m=null,y=!1,_=!1,b={eventTypes:d,extractEvents:function(t,e,n,r){if(!_)return null;var o=e?u.getNodeFromInstance(e):window;switch(t){case\"topFocus\":(f(o)||\"true\"===o.contentEditable)&&(v=o,g=e,m=null);break;case\"topBlur\":v=null,g=null,m=null;break;case\"topMouseDown\":y=!0;break;case\"topContextMenu\":case\"topMouseUp\":return y=!1,i(n,r);case\"topSelectionChange\":if(h)break;case\"topKeyDown\":case\"topKeyUp\":return i(n,r)}return null},didPutListener:function(t,e,n){\"onSelect\"===e&&(_=!0)}};t.exports=b},function(t,e,n){\"use strict\";function r(t){return\".\"+t._rootNodeID}function i(t){return\"button\"===t||\"input\"===t||\"select\"===t||\"textarea\"===t}var o=n(2),a=n(150),u=n(23),c=n(4),s=n(375),l=n(376),f=n(14),p=n(379),h=n(381),d=n(52),v=n(378),g=n(382),m=n(383),y=n(25),_=n(384),b=n(8),x=n(91),w=(n(0),{}),C={};[\"abort\",\"animationEnd\",\"animationIteration\",\"animationStart\",\"blur\",\"canPlay\",\"canPlayThrough\",\"click\",\"contextMenu\",\"copy\",\"cut\",\"doubleClick\",\"drag\",\"dragEnd\",\"dragEnter\",\"dragExit\",\"dragLeave\",\"dragOver\",\"dragStart\",\"drop\",\"durationChange\",\"emptied\",\"encrypted\",\"ended\",\"error\",\"focus\",\"input\",\"invalid\",\"keyDown\",\"keyPress\",\"keyUp\",\"load\",\"loadedData\",\"loadedMetadata\",\"loadStart\",\"mouseDown\",\"mouseMove\",\"mouseOut\",\"mouseOver\",\"mouseUp\",\"paste\",\"pause\",\"play\",\"playing\",\"progress\",\"rateChange\",\"reset\",\"scroll\",\"seeked\",\"seeking\",\"stalled\",\"submit\",\"suspend\",\"timeUpdate\",\"touchCancel\",\"touchEnd\",\"touchMove\",\"touchStart\",\"transitionEnd\",\"volumeChange\",\"waiting\",\"wheel\"].forEach(function(t){var e=t[0].toUpperCase()+t.slice(1),n=\"on\"+e,r=\"top\"+e,i={phasedRegistrationNames:{bubbled:n,captured:n+\"Capture\"},dependencies:[r]};w[t]=i,C[r]=i});var M={},k={eventTypes:w,extractEvents:function(t,e,n,r){var i=C[t];if(!i)return null;var a;switch(t){case\"topAbort\":case\"topCanPlay\":case\"topCanPlayThrough\":case\"topDurationChange\":case\"topEmptied\":case\"topEncrypted\":case\"topEnded\":case\"topError\":case\"topInput\":case\"topInvalid\":case\"topLoad\":case\"topLoadedData\":case\"topLoadedMetadata\":case\"topLoadStart\":case\"topPause\":case\"topPlay\":case\"topPlaying\":case\"topProgress\":case\"topRateChange\":case\"topReset\":case\"topSeeked\":case\"topSeeking\":case\"topStalled\":case\"topSubmit\":case\"topSuspend\":case\"topTimeUpdate\":case\"topVolumeChange\":case\"topWaiting\":a=f;break;case\"topKeyPress\":if(0===x(n))return null;case\"topKeyDown\":case\"topKeyUp\":a=h;break;case\"topBlur\":case\"topFocus\":a=p;break;case\"topClick\":if(2===n.button)return null;case\"topDoubleClick\":case\"topMouseDown\":case\"topMouseMove\":case\"topMouseUp\":case\"topMouseOut\":case\"topMouseOver\":case\"topContextMenu\":a=d;break;case\"topDrag\":case\"topDragEnd\":case\"topDragEnter\":case\"topDragExit\":case\"topDragLeave\":case\"topDragOver\":case\"topDragStart\":case\"topDrop\":a=v;break;case\"topTouchCancel\":case\"topTouchEnd\":case\"topTouchMove\":case\"topTouchStart\":a=g;break;case\"topAnimationEnd\":case\"topAnimationIteration\":case\"topAnimationStart\":a=s;break;case\"topTransitionEnd\":a=m;break;case\"topScroll\":a=y;break;case\"topWheel\":a=_;break;case\"topCopy\":case\"topCut\":case\"topPaste\":a=l}a?void 0:o(\"86\",t);var c=a.getPooled(i,e,n,r);return u.accumulateTwoPhaseDispatches(c),c},didPutListener:function(t,e,n){if(\"onClick\"===e&&!i(t._tag)){var o=r(t),u=c.getNodeFromInstance(t);M[o]||(M[o]=a.listen(u,\"click\",b))}},willDeleteListener:function(t,e){if(\"onClick\"===e&&!i(t._tag)){var n=r(t);M[n].remove(),delete M[n]}}};t.exports=k},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={animationName:null,elapsedTime:null,pseudoElement:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={clipboardData:function(t){return\"clipboardData\"in t?t.clipboardData:window.clipboardData}};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={data:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(52),o={dataTransfer:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o={relatedTarget:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={data:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o=n(91),a=n(389),u=n(92),c={key:a,location:null,ctrlKey:null,shiftKey:null,altKey:null,metaKey:null,repeat:null,locale:null,getModifierState:u,charCode:function(t){return\"keypress\"===t.type?o(t):0},keyCode:function(t){return\"keydown\"===t.type||\"keyup\"===t.type?t.keyCode:0},which:function(t){return\"keypress\"===t.type?o(t):\"keydown\"===t.type||\"keyup\"===t.type?t.keyCode:0}};i.augmentClass(r,c),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o=n(92),a={touches:null,targetTouches:null,changedTouches:null,altKey:null,metaKey:null,ctrlKey:null,shiftKey:null,getModifierState:o};i.augmentClass(r,a),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={propertyName:null,elapsedTime:null,pseudoElement:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(52),o={deltaX:function(t){return\"deltaX\"in t?t.deltaX:\"wheelDeltaX\"in t?-t.wheelDeltaX:0},deltaY:function(t){return\"deltaY\"in t?t.deltaY:\"wheelDeltaY\"in t?-t.wheelDeltaY:\"wheelDelta\"in t?-t.wheelDelta:0},deltaZ:null,deltaMode:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t){for(var e=1,n=0,r=0,o=t.length,a=o&-4;r<a;){for(var u=Math.min(r+4096,a);r<u;r+=4)n+=(e+=t.charCodeAt(r))+(e+=t.charCodeAt(r+1))+(e+=t.charCodeAt(r+2))+(e+=t.charCodeAt(r+3));e%=i,n%=i}for(;r<o;r++)n+=e+=t.charCodeAt(r);return e%=i,n%=i,e|n<<16}var i=65521;t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){var r=null==e||\"boolean\"==typeof e||\"\"===e;if(r)return\"\";var i=isNaN(e);if(i||0===e||o.hasOwnProperty(t)&&o[t])return\"\"+e;if(\"string\"==typeof e){e=e.trim()}return e+\"px\"}var i=n(154),o=(n(1),i.isUnitlessNumber);t.exports=r},function(t,e,n){\"use strict\";function r(t){if(null==t)return null;if(1===t.nodeType)return t;var e=a.get(t);return e?(e=u(e),e?o.getNodeFromInstance(e):null):void(\"function\"==typeof t.render?i(\"44\"):i(\"45\",Object.keys(t)))}var i=n(2),o=(n(15),n(4)),a=n(40),u=n(167);n(0),n(1);t.exports=r},function(t,e,n){\"use strict\";(function(e){function r(t,e,n,r){if(t&&\"object\"==typeof t){var i=t,o=void 0===i[n];o&&null!=e&&(i[n]=e)}}function i(t,e){if(null==t)return t;var n={};return o(t,r,n),n}var o=(n(84),n(172));n(1);\"undefined\"!=typeof e&&e.env,1,t.exports=i}).call(e,n(153))},function(t,e,n){\"use strict\";function r(t){if(t.key){var e=o[t.key]||t.key;if(\"Unidentified\"!==e)return e}if(\"keypress\"===t.type){var n=i(t);return 13===n?\"Enter\":String.fromCharCode(n)}return\"keydown\"===t.type||\"keyup\"===t.type?a[t.keyCode]||\"Unidentified\":\"\"}var i=n(91),o={Esc:\"Escape\",Spacebar:\" \",Left:\"ArrowLeft\",Up:\"ArrowUp\",Right:\"ArrowRight\",Down:\"ArrowDown\",Del:\"Delete\",Win:\"OS\",Menu:\"ContextMenu\",Apps:\"ContextMenu\",Scroll:\"ScrollLock\",MozPrintableKey:\"Unidentified\"},a={8:\"Backspace\",9:\"Tab\",12:\"Clear\",13:\"Enter\",16:\"Shift\",17:\"Control\",18:\"Alt\",19:\"Pause\",20:\"CapsLock\",27:\"Escape\",32:\" \",33:\"PageUp\",34:\"PageDown\",35:\"End\",36:\"Home\",37:\"ArrowLeft\",38:\"ArrowUp\",39:\"ArrowRight\",40:\"ArrowDown\",45:\"Insert\",46:\"Delete\",112:\"F1\",113:\"F2\",114:\"F3\",115:\"F4\",116:\"F5\",117:\"F6\",118:\"F7\",119:\"F8\",120:\"F9\",121:\"F10\",122:\"F11\",123:\"F12\",144:\"NumLock\",145:\"ScrollLock\",224:\"Meta\"};t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=t&&(i&&t[i]||t[o]);if(\"function\"==typeof e)return e}var i=\"function\"==typeof Symbol&&Symbol.iterator,o=\"@@iterator\";t.exports=r},function(t,e,n){\"use strict\";function r(){return i++}var i=1;t.exports=r},function(t,e,n){\"use strict\";function r(t){for(;t&&t.firstChild;)t=t.firstChild;return t}function i(t){for(;t;){if(t.nextSibling)return t.nextSibling;t=t.parentNode}}function o(t,e){for(var n=r(t),o=0,a=0;n;){if(3===n.nodeType){if(a=o+n.textContent.length,o<=e&&a>=e)return{node:n,offset:e-o};o=a}n=r(i(n))}}t.exports=o},function(t,e,n){\"use strict\";function r(t,e){var n={};return n[t.toLowerCase()]=e.toLowerCase(),n[\"Webkit\"+t]=\"webkit\"+e,n[\"Moz\"+t]=\"moz\"+e,n[\"ms\"+t]=\"MS\"+e,n[\"O\"+t]=\"o\"+e.toLowerCase(),n}function i(t){if(u[t])return u[t];if(!a[t])return t;var e=a[t];for(var n in e)if(e.hasOwnProperty(n)&&n in c)return u[t]=e[n];return\"\"}var o=n(6),a={animationend:r(\"Animation\",\"AnimationEnd\"),animationiteration:r(\"Animation\",\"AnimationIteration\"),animationstart:r(\"Animation\",\"AnimationStart\"),transitionend:r(\"Transition\",\"TransitionEnd\")},u={},c={};o.canUseDOM&&(c=document.createElement(\"div\").style,\"AnimationEvent\"in window||(delete a.animationend.animation,delete a.animationiteration.animation,delete a.animationstart.animation),\"TransitionEvent\"in window||delete a.transitionend.transition),t.exports=i},function(t,e,n){\"use strict\";function r(t){return'\"'+i(t)+'\"'}var i=n(54);t.exports=r},function(t,e,n){\"use strict\";var r=n(163);t.exports=r.renderSubtreeIntoContainer},function(t,e,n){\"use strict\";function r(t,e){var n=l.extractSingleTouch(e);return n?n[t.page]:t.page in e?e[t.page]:e[t.client]+f[t.envScroll]}function i(t,e){var n=r(b.x,e),i=r(b.y,e);return Math.pow(Math.pow(n-t.x,2)+Math.pow(i-t.y,2),.5)}function o(t){return{tapMoveThreshold:g,ignoreMouseThreshold:m,eventTypes:C,extractEvents:function(e,n,o,a){if(!h(e)&&!d(e))return null;if(v(e))_=M();else if(t(_,M()))return null;var u=null,l=i(y,o);return d(e)&&l<g&&(u=s.getPooled(C.touchTap,n,o,a)),h(e)?(y.x=r(b.x,o),y.y=r(b.y,o)):d(e)&&(y.x=0,y.y=0),c.accumulateTwoPhaseDispatches(u),u}}}var a=n(339),u=n(50),c=n(23),s=n(25),l=n(397),f=n(89),p=n(329),h=(a.topLevelTypes,u.isStartish),d=u.isEndish,v=function(t){var e=[\"topTouchCancel\",\"topTouchEnd\",\"topTouchStart\",\"topTouchMove\"];return e.indexOf(t)>=0},g=10,m=750,y={x:null,y:null},_=null,b={x:{page:\"pageX\",client:\"clientX\",envScroll:\"currentPageScrollLeft\"},y:{page:\"pageY\",client:\"clientY\",envScroll:\"currentPageScrollTop\"}},x=[\"topTouchStart\",\"topTouchCancel\",\"topTouchEnd\",\"topTouchMove\"],w=[\"topMouseDown\",\"topMouseMove\",\"topMouseUp\"].concat(x),C={touchTap:{phasedRegistrationNames:{bubbled:p({onTouchTap:null}),captured:p({onTouchTapCapture:null})},dependencies:w}},M=function(){return Date.now?Date.now:function(){return+new Date}}();t.exports=o},function(t,e){var n={extractSingleTouch:function(t){var e=t.touches,n=t.changedTouches,r=e&&e.length>0,i=n&&n.length>0;return!r&&i?n[0]:r?e[0]:t}};t.exports=n},function(t,e){t.exports=function(t,e){if(t&&e-t<750)return!0}},function(t,e,n){\"use strict\";function r(t){var e=/[=:]/g,n={\"=\":\"=0\",\":\":\"=2\"},r=(\"\"+t).replace(e,function(t){return n[t]});return\"$\"+r}function i(t){var e=/(=0|=2)/g,n={\"=0\":\"=\",\"=2\":\":\"},r=\".\"===t[0]&&\"$\"===t[1]?t.substring(2):t.substring(1);return(\"\"+r).replace(e,function(t){return n[t]})}var o={escape:r,unescape:i};t.exports=o},function(t,e,n){\"use strict\";var r=n(28),i=(n(0),function(t){var e=this;if(e.instancePool.length){var n=e.instancePool.pop();return e.call(n,t),n}return new e(t)}),o=function(t,e){var n=this;if(n.instancePool.length){var r=n.instancePool.pop();return n.call(r,t,e),r}return new n(t,e)},a=function(t,e,n){var r=this;if(r.instancePool.length){var i=r.instancePool.pop();return r.call(i,t,e,n),i}return new r(t,e,n)},u=function(t,e,n,r){var i=this;if(i.instancePool.length){var o=i.instancePool.pop();return i.call(o,t,e,n,r),o}return new i(t,e,n,r)},c=function(t){var e=this;t instanceof e?void 0:r(\"25\"),t.destructor(),e.instancePool.length<e.poolSize&&e.instancePool.push(t)},s=10,l=i,f=function(t,e){var n=t;return n.instancePool=[],n.getPooled=e||l,n.poolSize||(n.poolSize=s),n.release=c,n},p={addPoolingTo:f,oneArgumentPooler:i,twoArgumentPooler:o,threeArgumentPooler:a,fourArgumentPooler:u};t.exports=p},function(t,e,n){\"use strict\";function r(t){return(\"\"+t).replace(b,\"$&/\")}function i(t,e){this.func=t,this.context=e,this.count=0}function o(t,e,n){var r=t.func,i=t.context;r.call(i,e,t.count++)}function a(t,e,n){if(null==t)return t;var r=i.getPooled(e,n);m(t,o,r),i.release(r)}function u(t,e,n,r){this.result=t,this.keyPrefix=e,this.func=n,this.context=r,this.count=0}function c(t,e,n){var i=t.result,o=t.keyPrefix,a=t.func,u=t.context,c=a.call(u,e,t.count++);Array.isArray(c)?s(c,i,n,g.thatReturnsArgument):null!=c&&(v.isValidElement(c)&&(c=v.cloneAndReplaceKey(c,o+(!c.key||e&&e.key===c.key?\"\":r(c.key)+\"/\")+n)),i.push(c))}function s(t,e,n,i,o){var a=\"\";null!=n&&(a=r(n)+\"/\");var s=u.getPooled(e,a,i,o);m(t,c,s),u.release(s)}function l(t,e,n){if(null==t)return t;var r=[];return s(t,r,null,e,n),r}function f(t,e,n){return null}function p(t,e){return m(t,f,null)}function h(t){var e=[];return s(t,e,null,g.thatReturnsArgument),e}var d=n(400),v=n(27),g=n(8),m=n(409),y=d.twoArgumentPooler,_=d.fourArgumentPooler,b=/\\/+/g;i.prototype.destructor=function(){this.func=null,this.context=null,this.count=0},d.addPoolingTo(i,y),u.prototype.destructor=function(){this.result=null,this.keyPrefix=null,this.func=null,this.context=null,this.count=0},d.addPoolingTo(u,_);var x={forEach:a,map:l,mapIntoWithKeyPrefixInternal:s,count:p,toArray:h};t.exports=x},function(t,e,n){\"use strict\";function r(t){return t}function i(t,e){var n=b.hasOwnProperty(e)?b[e]:null;w.hasOwnProperty(e)&&(\"OVERRIDE_BASE\"!==n?p(\"73\",e):void 0),t&&(\"DEFINE_MANY\"!==n&&\"DEFINE_MANY_MERGED\"!==n?p(\"74\",e):void 0)}function o(t,e){if(e){\"function\"==typeof e?p(\"75\"):void 0,v.isValidElement(e)?p(\"76\"):void 0;var n=t.prototype,r=n.__reactAutoBindPairs;e.hasOwnProperty(y)&&x.mixins(t,e.mixins);for(var o in e)if(e.hasOwnProperty(o)&&o!==y){var a=e[o],u=n.hasOwnProperty(o);if(i(u,o),x.hasOwnProperty(o))x[o](t,a);else{var l=b.hasOwnProperty(o),f=\"function\"==typeof a,h=f&&!l&&!u&&e.autobind!==!1;if(h)r.push(o,a),n[o]=a;else if(u){var d=b[o];!l||\"DEFINE_MANY_MERGED\"!==d&&\"DEFINE_MANY\"!==d?p(\"77\",d,o):void 0,\"DEFINE_MANY_MERGED\"===d?n[o]=c(n[o],a):\"DEFINE_MANY\"===d&&(n[o]=s(n[o],a))}else n[o]=a}}}else;}function a(t,e){if(e)for(var n in e){var r=e[n];if(e.hasOwnProperty(n)){var i=n in x;i?p(\"78\",n):void 0;var o=n in t;o?p(\"79\",n):void 0,t[n]=r}}}function u(t,e){t&&e&&\"object\"==typeof t&&\"object\"==typeof e?void 0:p(\"80\");for(var n in e)e.hasOwnProperty(n)&&(void 0!==t[n]?p(\"81\",n):void 0,t[n]=e[n]);return t}function c(t,e){return function(){var n=t.apply(this,arguments),r=e.apply(this,arguments);if(null==n)return r;if(null==r)return n;var i={};return u(i,n),u(i,r),i}}function s(t,e){return function(){t.apply(this,arguments),e.apply(this,arguments)}}function l(t,e){var n=e.bind(t);return n;\n",
       "}function f(t){for(var e=t.__reactAutoBindPairs,n=0;n<e.length;n+=2){var r=e[n],i=e[n+1];t[r]=l(t,i)}}var p=n(28),h=n(3),d=n(97),v=n(27),g=(n(175),n(98)),m=n(38),y=(n(0),n(1),\"mixins\"),_=[],b={mixins:\"DEFINE_MANY\",statics:\"DEFINE_MANY\",propTypes:\"DEFINE_MANY\",contextTypes:\"DEFINE_MANY\",childContextTypes:\"DEFINE_MANY\",getDefaultProps:\"DEFINE_MANY_MERGED\",getInitialState:\"DEFINE_MANY_MERGED\",getChildContext:\"DEFINE_MANY_MERGED\",render:\"DEFINE_ONCE\",componentWillMount:\"DEFINE_MANY\",componentDidMount:\"DEFINE_MANY\",componentWillReceiveProps:\"DEFINE_MANY\",shouldComponentUpdate:\"DEFINE_ONCE\",componentWillUpdate:\"DEFINE_MANY\",componentDidUpdate:\"DEFINE_MANY\",componentWillUnmount:\"DEFINE_MANY\",updateComponent:\"OVERRIDE_BASE\"},x={displayName:function(t,e){t.displayName=e},mixins:function(t,e){if(e)for(var n=0;n<e.length;n++)o(t,e[n])},childContextTypes:function(t,e){t.childContextTypes=h({},t.childContextTypes,e)},contextTypes:function(t,e){t.contextTypes=h({},t.contextTypes,e)},getDefaultProps:function(t,e){t.getDefaultProps?t.getDefaultProps=c(t.getDefaultProps,e):t.getDefaultProps=e},propTypes:function(t,e){t.propTypes=h({},t.propTypes,e)},statics:function(t,e){a(t,e)},autobind:function(){}},w={replaceState:function(t,e){this.updater.enqueueReplaceState(this,t),e&&this.updater.enqueueCallback(this,e,\"replaceState\")},isMounted:function(){return this.updater.isMounted(this)}},C=function(){};h(C.prototype,d.prototype,w);var M={createClass:function(t){var e=r(function(t,n,r){this.__reactAutoBindPairs.length&&f(this),this.props=t,this.context=n,this.refs=m,this.updater=r||g,this.state=null;var i=this.getInitialState?this.getInitialState():null;\"object\"!=typeof i||Array.isArray(i)?p(\"82\",e.displayName||\"ReactCompositeComponent\"):void 0,this.state=i});e.prototype=new C,e.prototype.constructor=e,e.prototype.__reactAutoBindPairs=[],_.forEach(o.bind(null,e)),o(e,t),e.getDefaultProps&&(e.defaultProps=e.getDefaultProps()),e.prototype.render?void 0:p(\"83\");for(var n in b)e.prototype[n]||(e.prototype[n]=null);return e},injection:{injectMixin:function(t){_.push(t)}}};t.exports=M},function(t,e,n){\"use strict\";var r=n(27),i=r.createFactory,o={a:i(\"a\"),abbr:i(\"abbr\"),address:i(\"address\"),area:i(\"area\"),article:i(\"article\"),aside:i(\"aside\"),audio:i(\"audio\"),b:i(\"b\"),base:i(\"base\"),bdi:i(\"bdi\"),bdo:i(\"bdo\"),big:i(\"big\"),blockquote:i(\"blockquote\"),body:i(\"body\"),br:i(\"br\"),button:i(\"button\"),canvas:i(\"canvas\"),caption:i(\"caption\"),cite:i(\"cite\"),code:i(\"code\"),col:i(\"col\"),colgroup:i(\"colgroup\"),data:i(\"data\"),datalist:i(\"datalist\"),dd:i(\"dd\"),del:i(\"del\"),details:i(\"details\"),dfn:i(\"dfn\"),dialog:i(\"dialog\"),div:i(\"div\"),dl:i(\"dl\"),dt:i(\"dt\"),em:i(\"em\"),embed:i(\"embed\"),fieldset:i(\"fieldset\"),figcaption:i(\"figcaption\"),figure:i(\"figure\"),footer:i(\"footer\"),form:i(\"form\"),h1:i(\"h1\"),h2:i(\"h2\"),h3:i(\"h3\"),h4:i(\"h4\"),h5:i(\"h5\"),h6:i(\"h6\"),head:i(\"head\"),header:i(\"header\"),hgroup:i(\"hgroup\"),hr:i(\"hr\"),html:i(\"html\"),i:i(\"i\"),iframe:i(\"iframe\"),img:i(\"img\"),input:i(\"input\"),ins:i(\"ins\"),kbd:i(\"kbd\"),keygen:i(\"keygen\"),label:i(\"label\"),legend:i(\"legend\"),li:i(\"li\"),link:i(\"link\"),main:i(\"main\"),map:i(\"map\"),mark:i(\"mark\"),menu:i(\"menu\"),menuitem:i(\"menuitem\"),meta:i(\"meta\"),meter:i(\"meter\"),nav:i(\"nav\"),noscript:i(\"noscript\"),object:i(\"object\"),ol:i(\"ol\"),optgroup:i(\"optgroup\"),option:i(\"option\"),output:i(\"output\"),p:i(\"p\"),param:i(\"param\"),picture:i(\"picture\"),pre:i(\"pre\"),progress:i(\"progress\"),q:i(\"q\"),rp:i(\"rp\"),rt:i(\"rt\"),ruby:i(\"ruby\"),s:i(\"s\"),samp:i(\"samp\"),script:i(\"script\"),section:i(\"section\"),select:i(\"select\"),small:i(\"small\"),source:i(\"source\"),span:i(\"span\"),strong:i(\"strong\"),style:i(\"style\"),sub:i(\"sub\"),summary:i(\"summary\"),sup:i(\"sup\"),table:i(\"table\"),tbody:i(\"tbody\"),td:i(\"td\"),textarea:i(\"textarea\"),tfoot:i(\"tfoot\"),th:i(\"th\"),thead:i(\"thead\"),time:i(\"time\"),title:i(\"title\"),tr:i(\"tr\"),track:i(\"track\"),u:i(\"u\"),ul:i(\"ul\"),var:i(\"var\"),video:i(\"video\"),wbr:i(\"wbr\"),circle:i(\"circle\"),clipPath:i(\"clipPath\"),defs:i(\"defs\"),ellipse:i(\"ellipse\"),g:i(\"g\"),image:i(\"image\"),line:i(\"line\"),linearGradient:i(\"linearGradient\"),mask:i(\"mask\"),path:i(\"path\"),pattern:i(\"pattern\"),polygon:i(\"polygon\"),polyline:i(\"polyline\"),radialGradient:i(\"radialGradient\"),rect:i(\"rect\"),stop:i(\"stop\"),svg:i(\"svg\"),text:i(\"text\"),tspan:i(\"tspan\")};t.exports=o},function(t,e,n){\"use strict\";function r(t,e){return t===e?0!==t||1/t===1/e:t!==t&&e!==e}function i(t){this.message=t,this.stack=\"\"}function o(t){function e(e,n,r,o,a,u,c){o=o||E,u=u||r;if(null==n[r]){var s=w[a];return e?new i(null===n[r]?\"The \"+s+\" `\"+u+\"` is marked as required \"+(\"in `\"+o+\"`, but its value is `null`.\"):\"The \"+s+\" `\"+u+\"` is marked as required in \"+(\"`\"+o+\"`, but its value is `undefined`.\")):null}return t(n,r,o,a,u)}var n=e.bind(null,!1);return n.isRequired=e.bind(null,!0),n}function a(t){function e(e,n,r,o,a,u){var c=e[n],s=y(c);if(s!==t){var l=w[o],f=_(c);return new i(\"Invalid \"+l+\" `\"+a+\"` of type \"+(\"`\"+f+\"` supplied to `\"+r+\"`, expected \")+(\"`\"+t+\"`.\"))}return null}return o(e)}function u(){return o(M.thatReturns(null))}function c(t){function e(e,n,r,o,a){if(\"function\"!=typeof t)return new i(\"Property `\"+a+\"` of component `\"+r+\"` has invalid PropType notation inside arrayOf.\");var u=e[n];if(!Array.isArray(u)){var c=w[o],s=y(u);return new i(\"Invalid \"+c+\" `\"+a+\"` of type \"+(\"`\"+s+\"` supplied to `\"+r+\"`, expected an array.\"))}for(var l=0;l<u.length;l++){var f=t(u,l,r,o,a+\"[\"+l+\"]\",C);if(f instanceof Error)return f}return null}return o(e)}function s(){function t(t,e,n,r,o){var a=t[e];if(!x.isValidElement(a)){var u=w[r],c=y(a);return new i(\"Invalid \"+u+\" `\"+o+\"` of type \"+(\"`\"+c+\"` supplied to `\"+n+\"`, expected a single ReactElement.\"))}return null}return o(t)}function l(t){function e(e,n,r,o,a){if(!(e[n]instanceof t)){var u=w[o],c=t.name||E,s=b(e[n]);return new i(\"Invalid \"+u+\" `\"+a+\"` of type \"+(\"`\"+s+\"` supplied to `\"+r+\"`, expected \")+(\"instance of `\"+c+\"`.\"))}return null}return o(e)}function f(t){function e(e,n,o,a,u){for(var c=e[n],s=0;s<t.length;s++)if(r(c,t[s]))return null;var l=w[a],f=JSON.stringify(t);return new i(\"Invalid \"+l+\" `\"+u+\"` of value `\"+c+\"` \"+(\"supplied to `\"+o+\"`, expected one of \"+f+\".\"))}return Array.isArray(t)?o(e):M.thatReturnsNull}function p(t){function e(e,n,r,o,a){if(\"function\"!=typeof t)return new i(\"Property `\"+a+\"` of component `\"+r+\"` has invalid PropType notation inside objectOf.\");var u=e[n],c=y(u);if(\"object\"!==c){var s=w[o];return new i(\"Invalid \"+s+\" `\"+a+\"` of type \"+(\"`\"+c+\"` supplied to `\"+r+\"`, expected an object.\"))}for(var l in u)if(u.hasOwnProperty(l)){var f=t(u,l,r,o,a+\".\"+l,C);if(f instanceof Error)return f}return null}return o(e)}function h(t){function e(e,n,r,o,a){for(var u=0;u<t.length;u++){var c=t[u];if(null==c(e,n,r,o,a,C))return null}var s=w[o];return new i(\"Invalid \"+s+\" `\"+a+\"` supplied to \"+(\"`\"+r+\"`.\"))}return Array.isArray(t)?o(e):M.thatReturnsNull}function d(){function t(t,e,n,r,o){if(!g(t[e])){var a=w[r];return new i(\"Invalid \"+a+\" `\"+o+\"` supplied to \"+(\"`\"+n+\"`, expected a ReactNode.\"))}return null}return o(t)}function v(t){function e(e,n,r,o,a){var u=e[n],c=y(u);if(\"object\"!==c){var s=w[o];return new i(\"Invalid \"+s+\" `\"+a+\"` of type `\"+c+\"` \"+(\"supplied to `\"+r+\"`, expected `object`.\"))}for(var l in t){var f=t[l];if(f){var p=f(u,l,r,o,a+\".\"+l,C);if(p)return p}}return null}return o(e)}function g(t){switch(typeof t){case\"number\":case\"string\":case\"undefined\":return!0;case\"boolean\":return!t;case\"object\":if(Array.isArray(t))return t.every(g);if(null===t||x.isValidElement(t))return!0;var e=k(t);if(!e)return!1;var n,r=e.call(t);if(e!==t.entries){for(;!(n=r.next()).done;)if(!g(n.value))return!1}else for(;!(n=r.next()).done;){var i=n.value;if(i&&!g(i[1]))return!1}return!0;default:return!1}}function m(t,e){return\"symbol\"===t||(\"Symbol\"===e[\"@@toStringTag\"]||\"function\"==typeof Symbol&&e instanceof Symbol)}function y(t){var e=typeof t;return Array.isArray(t)?\"array\":t instanceof RegExp?\"object\":m(e,t)?\"symbol\":e}function _(t){var e=y(t);if(\"object\"===e){if(t instanceof Date)return\"date\";if(t instanceof RegExp)return\"regexp\"}return e}function b(t){return t.constructor&&t.constructor.name?t.constructor.name:E}var x=n(27),w=n(175),C=n(405),M=n(8),k=n(177),E=(n(1),\"<<anonymous>>\"),T={array:a(\"array\"),bool:a(\"boolean\"),func:a(\"function\"),number:a(\"number\"),object:a(\"object\"),string:a(\"string\"),symbol:a(\"symbol\"),any:u(),arrayOf:c,element:s(),instanceOf:l,node:d(),objectOf:p,oneOf:f,oneOfType:h,shape:v};i.prototype=Error.prototype,t.exports=T},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){this.props=t,this.context=e,this.refs=c,this.updater=n||u}function i(){}var o=n(3),a=n(97),u=n(98),c=n(38);i.prototype=a.prototype,r.prototype=new i,r.prototype.constructor=r,o(r.prototype,a.prototype),r.prototype.isPureReactComponent=!0,t.exports=r},function(t,e,n){\"use strict\";t.exports=\"15.4.2\"},function(t,e,n){\"use strict\";function r(t){return o.isValidElement(t)?void 0:i(\"143\"),t}var i=n(28),o=n(27);n(0);t.exports=r},function(t,e,n){\"use strict\";function r(t,e){return t&&\"object\"==typeof t&&null!=t.key?s.escape(t.key):e.toString(36)}function i(t,e,n,o){var p=typeof t;if(\"undefined\"!==p&&\"boolean\"!==p||(t=null),null===t||\"string\"===p||\"number\"===p||\"object\"===p&&t.$$typeof===u)return n(o,t,\"\"===e?l+r(t,0):e),1;var h,d,v=0,g=\"\"===e?l:e+f;if(Array.isArray(t))for(var m=0;m<t.length;m++)h=t[m],d=g+r(h,m),v+=i(h,d,n,o);else{var y=c(t);if(y){var _,b=y.call(t);if(y!==t.entries)for(var x=0;!(_=b.next()).done;)h=_.value,d=g+r(h,x++),v+=i(h,d,n,o);else for(;!(_=b.next()).done;){var w=_.value;w&&(h=w[1],d=g+s.escape(w[0])+f+r(h,0),v+=i(h,d,n,o))}}else if(\"object\"===p){var C=\"\",M=String(t);a(\"31\",\"[object Object]\"===M?\"object with keys {\"+Object.keys(t).join(\", \")+\"}\":M,C)}}return v}function o(t,e,n){return null==t?0:i(t,\"\",e,n)}var a=n(28),u=(n(15),n(174)),c=n(177),s=(n(0),n(399)),l=(n(1),\".\"),f=\":\";t.exports=o},function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}var i=n(41),o=r(i),a=n(182),u=r(a),c=n(183),s=r(c),l=n(181),f=r(l),p=n(180),h=r(p),d=n(179),v=r(d);(0,s.default)(),window.SHAP={SimpleListVisualizer:f.default,AdditiveForceVisualizer:h.default,AdditiveForceArrayVisualizer:v.default,React:o.default,ReactDom:u.default}}]);</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.initjs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b45c3630",
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir(tmp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cd84ecd4",
   "metadata": {},
   "outputs": [],
   "source": [
    "if \"jms_style_sheet\" in plt.style.available:\n",
    "    _ = plt.style.use(\"jms_style_sheet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3866fe10",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = (pd.read_csv(\"kp_determinants/kp_determinants_and_demographics.csv\")\n",
    "#       .assign(**{\"demographic_age_binary\": lambda d: (d[\"demographic_age\"] > 8).astype(int)})\n",
    "     )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "693a7235",
   "metadata": {},
   "outputs": [],
   "source": [
    "# df[\"demographic_age_binned\"] = np.nan\n",
    "# df.loc[df[\"demographic_age\"] < 7, \"demographic_age_binned\"] = 0\n",
    "# df.loc[df[\"demographic_age\"].between(7, 10), \"demographic_age_binned\"] = 1\n",
    "# df.loc[df[\"demographic_age\"] > 10, \"demographic_age_binned\"] = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "61ec04db",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"demographic_age_binned\"] = np.nan\n",
    "df.loc[df[\"demographic_age\"] < 8, \"demographic_age_binned\"] = 0\n",
    "df.loc[df[\"demographic_age\"] > 9, \"demographic_age_binned\"] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9fd448cf-c6ca-40e8-a335-5ff0aecd7b1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"demographic_gender_binned\"] = np.nan\n",
    "df.loc[df[\"demographic_gender\"] == 1, \"demographic_gender_binned\"] = 0\n",
    "df.loc[df[\"demographic_gender\"] == 2, \"demographic_gender_binned\"] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7a09ca5d-27a6-4d91-ade1-710fb8e1924a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"demographic_region_binned\"] = np.nan\n",
    "df.loc[df[\"demographic_region\"] == 17, \"demographic_region_binned\"] = 0\n",
    "df.loc[df[\"demographic_region\"] != 17, \"demographic_region_binned\"] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3184f3ac-ca59-4af2-ae88-25dcc786e8f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"demographic_education_binned\"] = np.nan\n",
    "df.loc[df[\"demographic_education\"] <=2, \"demographic_education_binned\"] = 0\n",
    "df.loc[df[\"demographic_education\"] > 2, \"demographic_education_binned\"] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "86b38365-83e1-49fc-8dca-904a317f9ced",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"demographic_living_with_binned\"] = np.nan\n",
    "df.loc[df[\"demographic_living_with\"]==1, \"demographic_living_with_binned\"] = 0\n",
    "df.loc[df[\"demographic_living_with\"]==2, \"demographic_living_with_binned\"] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b00f92e0-1f8b-4670-82d8-687b4dce6c8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"demographic_underage_children_binned\"] = np.nan\n",
    "df.loc[df[\"demographic_underage_children\"]==\"Yes\", \"demographic_underage_children_binned\"] = 0\n",
    "df.loc[df[\"demographic_underage_children\"]==\"No\", \"demographic_underage_children_binned\"] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c097b40d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1154 entries, 0 to 1153\n",
      "Data columns (total 37 columns):\n",
      " #   Column                                Non-Null Count  Dtype  \n",
      "---  ------                                --------------  -----  \n",
      " 0   demographic_gender                    1154 non-null   int64  \n",
      " 1   demographic_age                       1154 non-null   int64  \n",
      " 2   demographic_region                    1148 non-null   float64\n",
      " 3   demographic_education                 1152 non-null   float64\n",
      " 4   demographic_living_with               1137 non-null   float64\n",
      " 5   demographic_underage_children         1131 non-null   object \n",
      " 6   demographic_income                    1150 non-null   float64\n",
      " 7   effectiveness_masks                   1154 non-null   int64  \n",
      " 8   effectiveness_hometests               1154 non-null   int64  \n",
      " 9   effectiveness_ventilation             1154 non-null   int64  \n",
      " 10  effectiveness_quarantine              1154 non-null   int64  \n",
      " 11  effectiveness_avoid_meeting           1154 non-null   int64  \n",
      " 12  effectiveness_announce_test_result    1154 non-null   int64  \n",
      " 13  effectiveness_avoid_public_events     1154 non-null   int64  \n",
      " 14  effectiveness_covid_passport          1154 non-null   int64  \n",
      " 15  ease_masks                            1154 non-null   int64  \n",
      " 16  ease_hometests                        1154 non-null   int64  \n",
      " 17  ease_ventilation                      1154 non-null   int64  \n",
      " 18  ease_quarantine                       1154 non-null   int64  \n",
      " 19  ease_avoid_meeting                    1154 non-null   int64  \n",
      " 20  ease_announce_test_result             1154 non-null   int64  \n",
      " 21  ease_avoid_public_events              1154 non-null   int64  \n",
      " 22  ease_covid_passport                   1154 non-null   int64  \n",
      " 23  persistence_masks                     1154 non-null   int64  \n",
      " 24  persistence_hometests                 1154 non-null   int64  \n",
      " 25  persistence_ventilation               1154 non-null   int64  \n",
      " 26  persistence_quarantine                1154 non-null   int64  \n",
      " 27  persistence_avoid_meeting             1154 non-null   int64  \n",
      " 28  persistence_announce_test_result      1154 non-null   int64  \n",
      " 29  persistence_avoid_public_events       1154 non-null   int64  \n",
      " 30  persistence_covid_passport            1154 non-null   int64  \n",
      " 31  demographic_age_binned                894 non-null    float64\n",
      " 32  demographic_gender_binned             1150 non-null   float64\n",
      " 33  demographic_region_binned             1154 non-null   float64\n",
      " 34  demographic_education_binned          1152 non-null   float64\n",
      " 35  demographic_living_with_binned        1098 non-null   float64\n",
      " 36  demographic_underage_children_binned  1131 non-null   float64\n",
      "dtypes: float64(10), int64(26), object(1)\n",
      "memory usage: 333.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8b22f888",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = (df\n",
    "      .dropna(axis=0, inplace=False)\n",
    "      .assign(**{\"demographic_age_binned\": lambda d: d[\"demographic_age_binned\"].astype(int)})\n",
    "     )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "45e534c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>demographic_gender</th>\n",
       "      <th>demographic_age</th>\n",
       "      <th>demographic_region</th>\n",
       "      <th>demographic_education</th>\n",
       "      <th>demographic_living_with</th>\n",
       "      <th>demographic_underage_children</th>\n",
       "      <th>demographic_income</th>\n",
       "      <th>effectiveness_masks</th>\n",
       "      <th>effectiveness_hometests</th>\n",
       "      <th>effectiveness_ventilation</th>\n",
       "      <th>...</th>\n",
       "      <th>persistence_avoid_meeting</th>\n",
       "      <th>persistence_announce_test_result</th>\n",
       "      <th>persistence_avoid_public_events</th>\n",
       "      <th>persistence_covid_passport</th>\n",
       "      <th>demographic_age_binned</th>\n",
       "      <th>demographic_gender_binned</th>\n",
       "      <th>demographic_region_binned</th>\n",
       "      <th>demographic_education_binned</th>\n",
       "      <th>demographic_living_with_binned</th>\n",
       "      <th>demographic_underage_children_binned</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>17.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>17.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   demographic_gender  demographic_age  demographic_region  \\\n",
       "0                   1                7                17.0   \n",
       "1                   1                4                17.0   \n",
       "2                   1                6                17.0   \n",
       "3                   1                7                17.0   \n",
       "4                   1                4                17.0   \n",
       "\n",
       "   demographic_education  demographic_living_with  \\\n",
       "0                    2.0                      2.0   \n",
       "1                    3.0                      2.0   \n",
       "2                    4.0                      2.0   \n",
       "3                    4.0                      2.0   \n",
       "4                    2.0                      1.0   \n",
       "\n",
       "  demographic_underage_children  demographic_income  effectiveness_masks  \\\n",
       "0                           Yes                 3.0                    2   \n",
       "1                           Yes                 2.0                    3   \n",
       "2                           Yes                 3.0                    5   \n",
       "3                           Yes                 3.0                    5   \n",
       "4                            No                 4.0                    1   \n",
       "\n",
       "   effectiveness_hometests  effectiveness_ventilation  ...  \\\n",
       "0                        1                          5  ...   \n",
       "1                        1                          5  ...   \n",
       "2                        5                          5  ...   \n",
       "3                        5                          4  ...   \n",
       "4                        1                          3  ...   \n",
       "\n",
       "   persistence_avoid_meeting  persistence_announce_test_result  \\\n",
       "0                          4                                 5   \n",
       "1                          1                                 5   \n",
       "2                          3                                 5   \n",
       "3                          3                                 5   \n",
       "4                          1                                 1   \n",
       "\n",
       "   persistence_avoid_public_events  persistence_covid_passport  \\\n",
       "0                                5                           0   \n",
       "1                                4                           5   \n",
       "2                                1                           4   \n",
       "3                                3                           5   \n",
       "4                                1                           1   \n",
       "\n",
       "   demographic_age_binned  demographic_gender_binned  \\\n",
       "0                       0                        0.0   \n",
       "1                       0                        0.0   \n",
       "2                       0                        0.0   \n",
       "3                       0                        0.0   \n",
       "4                       0                        0.0   \n",
       "\n",
       "   demographic_region_binned  demographic_education_binned  \\\n",
       "0                        0.0                           0.0   \n",
       "1                        0.0                           1.0   \n",
       "2                        0.0                           1.0   \n",
       "3                        0.0                           1.0   \n",
       "4                        0.0                           0.0   \n",
       "\n",
       "   demographic_living_with_binned  demographic_underage_children_binned  \n",
       "0                             1.0                                   0.0  \n",
       "1                             1.0                                   0.0  \n",
       "2                             1.0                                   0.0  \n",
       "3                             1.0                                   0.0  \n",
       "4                             0.0                                   1.0  \n",
       "\n",
       "[5 rows x 37 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(826, 37)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(df.head()); display(df.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa2a5f6a",
   "metadata": {},
   "source": [
    "## Plot the amount of rows in each side of the target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f63f03c5-4657-42cf-b382-76fe19929a9c",
   "metadata": {},
   "outputs": [],
   "source": [
    "use_binned_target = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "87f906c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "unbinned_target = \"demographic_underage_children\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "95ecb0c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Amount in each outcome\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "No     602\n",
       "Yes    224\n",
       "Name: demographic_underage_children, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = sns.countplot(x=df[unbinned_target])\n",
    "print(\"Amount in each outcome\")\n",
    "df[unbinned_target].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6229a181",
   "metadata": {},
   "outputs": [],
   "source": [
    "binned_target = f\"{unbinned_target}_binned\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e0bb71b0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Amount in each outcome\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1.0    602\n",
       "0.0    224\n",
       "Name: demographic_underage_children_binned, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = sns.countplot(x=df[binned_target])\n",
    "print(\"Amount in each outcome\")\n",
    "df[binned_target].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "126e2b8d-bc0d-40e5-a265-cc49be345180",
   "metadata": {},
   "outputs": [],
   "source": [
    "if use_binned_target:\n",
    "    target = binned_target\n",
    "else:\n",
    "    target = unbinned_target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f1a529f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# target = \"demographic_age\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "215985c7",
   "metadata": {},
   "source": [
    "## dict_of_models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "78a5ed90",
   "metadata": {},
   "outputs": [],
   "source": [
    "# dict_of_models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "d1e8a117",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_models_dict = [\n",
    "     {'label': 'Logistic Regression', 'model': LogisticRegression()},\n",
    "     {'label': 'Gradient Boosting', 'model': GradientBoostingClassifier()},\n",
    "#      {'label': 'K_Neighbors Classifier',\n",
    "#       'model': KNeighborsClassifier(n_neighbors=3)},\n",
    "#      {'label': 'SVM Classifier (linear)',\n",
    "#       'model': SVC(C=0.025, kernel='linear', probability=True)},\n",
    "#      {'label': 'SVM Classifier (Radial Basis Function; RBF)',\n",
    "#       'model': SVC(C=1, gamma=2, probability=True)},\n",
    "     {'label': 'Gaussian Process Classifier',\n",
    "      'model': GaussianProcessClassifier(kernel=1**2 * RBF(length_scale=1))},\n",
    "     {'label': 'Decision Tree (depth=5)',\n",
    "      'model': DecisionTreeClassifier(max_depth=5)},\n",
    "     {'label': 'Random Forest Classifier(depth=5)',\n",
    "      'model': RandomForestClassifier(max_depth=5, max_features=1, n_estimators=10)},\n",
    "     {'label': 'Multilayer Perceptron (MLP) Classifier',\n",
    "      'model': MLPClassifier(alpha=1, max_iter=1000)},\n",
    "     {'label': 'AdaBoost Classifier', 'model': AdaBoostClassifier()},\n",
    "     {'label': 'Naive Bayes (Gaussian) Classifier', 'model': GaussianNB()},\n",
    "     {'label': 'Quadratic Discriminant Analysis Classifier',\n",
    "      'model': QuadraticDiscriminantAnalysis()},\n",
    "    {'label': 'Categorical Boosted Classifier(depth=5)',\n",
    "      'model': CatBoostClassifier(iterations=500,\n",
    "                               depth=5,\n",
    "                               learning_rate=None,\n",
    "                               loss_function=\"Logloss\",\n",
    "                               verbose=False,\n",
    "                                  random_seed=69420,\n",
    "                                 allow_writing_files=False)}\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d282a3d4",
   "metadata": {},
   "source": [
    "## multi_roc_auc_plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "5bf8d5b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_list = df.drop(df.filter(regex=\"demographic\").columns.tolist(), axis=1).columns.tolist()\n",
    "X = df.loc[:, feature_list]\n",
    "y = df.loc[:, target]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "e0fa52fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if y.nunique() == 2:\n",
    "    # fig, ax = multi_roc_auc_plot(X=X, y=y)\n",
    "    fig, ax = multi_roc_auc_plot(X=X, y=y, models=new_models_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "8b40a2e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# AdaBoostClassifier(random_state=69420).get_params().keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "87dfb610",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting estimator with 24 features.\n",
      "Fitting estimator with 23 features.\n",
      "Fitting estimator with 22 features.\n",
      "Fitting estimator with 21 features.\n",
      "Fitting estimator with 20 features.\n",
      "Fitting estimator with 19 features.\n",
      "Fitting estimator with 18 features.\n",
      "Fitting estimator with 17 features.\n",
      "Fitting estimator with 16 features.\n",
      "Fitting estimator with 15 features.\n",
      "Fitting estimator with 14 features.\n",
      "Fitting estimator with 13 features.\n",
      "Fitting estimator with 12 features.\n",
      "Fitting estimator with 11 features.\n",
      "Fitting estimator with 10 features.\n",
      "Fitting estimator with 9 features.\n",
      "Fitting estimator with 8 features.\n",
      "Fitting estimator with 7 features.\n",
      "Fitting estimator with 6 features.\n",
      "Fitting estimator with 5 features.\n",
      "\n",
      "- Sizes :\n",
      "- X shape = (826, 24)\n",
      "- y shape = (826,)\n",
      "- X_train shape = (578, 24)\n",
      "- X_test shape = (248, 24)\n",
      "- y_train shape = (578,)\n",
      "- y_test shape = (248,)\n",
      "\n",
      "- Model info :\n",
      "- Optimal Parameters = {'bootstrap': True, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'entropy', 'max_depth': 9, 'max_features': 'log2', 'max_leaf_nodes': None, 'max_samples': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 40, 'n_jobs': None, 'oob_score': False, 'random_state': 69420, 'verbose': 0, 'warm_start': False}\n",
      "- Selected feature list = ['effectiveness_hometests', 'effectiveness_avoid_meeting', 'ease_hometests', 'ease_quarantine']\n",
      "- Accuracy score on test set = 72.2%\n"
     ]
    }
   ],
   "source": [
    "(optimized_estimator, feature_ranking, feature_selected, feature_importance, optimal_params) = \\\n",
    "optimize_model(X=X, \n",
    "               y=y,\n",
    "               estimator=RandomForestClassifier(random_state=69420),\n",
    "               grid_params_dict = {'max_depth': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10], \n",
    "                                   'n_estimators': [1, 2, 3, 4, 5, 10, 20, 30, 40, 50], \n",
    "                                   'max_features': ['log2', 'auto', 'sqrt'], \n",
    "                                   'criterion': ['gini', 'entropy']},\n",
    "               gridsearch_kwargs = {'scoring': 'accuracy', \n",
    "                                    'cv': 5, \n",
    "                                    'n_jobs': -2},\n",
    "               rfe_kwargs = {'n_features_to_select': 4, 'verbose': 1}\n",
    "              )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "f8f2d912",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>feature</th>\n",
       "      <th>entropy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>effectiveness_ventilation</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>effectiveness_avoid_meeting</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>effectiveness_covid_passport</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>effectiveness_masks</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>effectiveness_quarantine</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        feature  entropy\n",
       "0     effectiveness_ventilation     0.06\n",
       "1   effectiveness_avoid_meeting     0.06\n",
       "2  effectiveness_covid_passport     0.06\n",
       "3           effectiveness_masks     0.05\n",
       "4      effectiveness_quarantine     0.05"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_importance_df = (feature_importance\n",
    "                         .to_frame(name=optimal_params[\"criterion\"].iloc[0]).sort_values(by=optimal_params[\"criterion\"].iloc[0], ascending=False)\n",
    "                         .reset_index()\n",
    "                         .rename(columns={\"index\": \"feature\"})\n",
    "                        )\n",
    "feature_importance_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "cf9a1e8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz8AAAFzCAYAAAAQULd9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9eVSUV77ocX+roJiKSYq5ilGZ44yoaAxRMEFPB3OSqO2QmOixc3t4k9M3966s9/zRy17LtbLu2xm8Jum0kW7jFTOoHRMZVDCAERxKREAEZCqmggKZKaAYqt4/WPUciRMmGrWzP/9Ea9jP3vup7vX83L/92zKLxWJBEARBEARBEAThX5z8YXdAEARBEARBEATh5yCCH0EQBEEQBEEQfhFE8CMIgiAIgiAIwi+CCH4EQRAEQRAEQfhFEMGPIAiCIAiCIAi/CCL4EQRBEARBEAThF0EEP4IgCIIgCIIg/CKI4EcQBEEQBEEQhF8E24fdAUEQ/vWYzWYGBgaws7NDJpM97O4IgiAIgvAvzmKxMDIygrOzM3L57dd3RPAjCMJ9NzAwwPvvv/+wuyEIgiAIwi/Mf/7nf+Lq6nrb90Xw8xi7dOkSeXl5jI6OMm/ePJKSkmhububYsWN0d3ejVqvZvHnzHaPfuxkbG2Pnzp24ubnx5ptvAtDT08OuXbtQq9Vs27btPo3ml2Uq85qXl0d+fj6rV68mNjZ2Su0ePnyY8vJyXnnlFYKDgwHYt28fDQ0N/O53v8PT0/MBjWgyOzs7AF72CMLuJ/z+BEEQBEF4/HluW/fAr2EymXj//felZ5DbEcHPY6qrq4v09HTkcjmBgYEoFAosFgtHjhyhp6cHjUaDvb39Twp8bkehUBAWFvazPUj/UjyoedVoNNjZ2d31/wzuJ2uqm51cLoIfQRAEQfiFs7e3/9mudbd0exH8PKaam5uxWCzExsby7LPPAtDX10dPTw8+Pj5s3br1gV1bqVSyYcOGB9b+L9WDmtfExMT73qYgCIIgCMLjSAQ/j7DR0VFOnTrFlStXMJlM+Pv7s2rVKoxGIwUFBQBUV1fT1dVFfHw8+fn5wEQQdPDgQWbOnMnMmTPp7e0lKyuL+vp6ZDIZ4eHhJCcn4+joOOk6ZWVljI6O4ufnx4oVKwgMDGTnzp0A9Pb2smPHDlJSUggODpbSs9avX897772Ht7c3r7/+utT31NRUrl+/zltvvYWNjQ0XL16ksLCQvr4+pk2bRkJCAjExMQAcPXqUkpIStm3bRkFBAbW1tSgUClJSUggLCwNgaGiIEydOUFVVxfj4OMHBwaxevRo3NzcAKisryc3NpaurCzc3NxYvXsz8+fMBKCoqorCwkN7eXry8vFi2bBlRUVG3nfeWlhb27t1LREQE69evl15/7733cHBw4Le//S1ms5kzZ85QVFSE0WjEy8uLZ555ZlKqWXNzM9u3b+fEiRM0NTWhVCp56aWX8Pf3v+u83i6dsKWlhby8PBoaGlAoFAQGBrJy5UqmTZvG0aNHKS8vB+Czzz4jKCiILVu23JT2Njo6Sk5ODleuXGFkZAS1Ws2qVavw9vaeUt8FQRAEQRAeVyIf5RFlsVhIS0vj/PnzODg4oNFopIfyzs5O2tvbgYn0t+rqanp6etDpdMBEoFBdXU1nZydGo5E9e/ZQVVWFl5cXKpWKsrIyUlNTGRsbw2KxcODAAc6fP49CocDLy4vGxkb2799PW1sbM2bMAMDW1pawsLCbNpA5OzsTGBiIwWCgr68PgMHBQVpaWoiMjMTGxobc3FwyMjIYGRkhMDCQwcFBDh8+THFx8aS2vvzyS/R6PW5ubhiNRo4dO4bFYmFsbIzU1FRKSkpwc3PD19eXmpoa9uzZg9FopKuri0OHDtHd3Y2/vz8mk4n09HSuX7+OTqcjPT2dwcFB1Go1PT09fP311wwNDd127tVqNe7u7tTV1TE2NgZAa2sr/f39REdHA/Dtt9+Sm5uLTCYjICCArq4u9u/fT11dndSO2Wxm//799Pb2olQq6enpISsrC+Cu83orZrOZL774Ar1ej1qtxtHRkcrKSr744gvMZjO+vr64uLgAE6luGo3mlr+rAwcOcOHCBWxtbfHx8aGhoYFPP/2Ujo6OKfVdEARBEAThcSVWfh5RFRUVNDQ0sGDBAlatWgVAe3s7n3zyCbW1taxevZqMjAyeeuopEhISgIkH3o8++kj6F3+AzMxMBgcHeemll6QH94sXL5KRkYFWq8XV1ZXGxkaCg4PZtGkTNjY2lJeXI5fLUalUrFu3jp07d05Kyerp6ZnU15iYGBoaGqiurmb+/PnU1NRgsViIjo6mv7+fgoIC/P39efXVV7G1tcVkMrFnzx5ycnKYNWuW1I6HhwebNm1CJpPx/vvv09/fz8DAAGVlZXR2dpKUlER8fDwANTU1pKWlcfr0aYKDgzGbzSQmJrJ48WLMZjONjY14enpSXV0NwHPPPUdUVBSjo6O0tbVJq163Ex0dTWFhIQ0NDUyfPl1qJyYmBr1eT0lJCREREaxbtw6ZTEZ/fz8ff/wxJ0+elFbALBYLoaGhPP/88wwNDfHuu++i1+sBpjSvPySXy9m8eTMqlQobGxssFgt79+5Fr9fT1dXFokWLaG5upry8nBUrVkirUD/8XTU2NhIYGMjmzZuxtbVFq9WSmZlJTk4Ov/71r+/ad0EQBEEQhMeVCH4eUdZVHK1Wi1arnfRefX29tHJwNw0NDQAcOnToltewpo3NnTsXGxsbACkdDZBWPu4kOjqarKwsKfiprq7GwcGB0NBQKU1Nr9dLqV43sq5gASxatAhb24mfpEqlwmg0YjKZpDFkZ2eTnZ190xgSEhLw9fUlLy8Pg8FAeHg44eHhAERGRnLhwgXS09Opra0lIiKC6dOn33VMMTExFBYWUl1dLQU/Xl5eeHl5UVhYCEBVVRV//vOfJ31veHh40qpSfHw8MpkMJycnnJ2d6evrm9Kc3k5HRwf//Oc/6ezsxNHREbPZDEyUlp5KoQTr72r+/PnSXM+fP58TJ05I792t79bvCYIgCIIgPG7EU8wjzsfH56aUqHs5NNJisQAQHByMQqGY9J63tzcmk+kn91GpVBIUFERdXR0jIyPU1NRIKW9WLi4u+Pr63vTdGz9z40P1jWO0jkGj0dy0YuPs7IyjoyPbt29Hp9NRUVFBZmYmWVlZbNq0CR8fH37/+99TU1NDZWUlR44cwdnZmZdffvmOqWb+/v5MmzaN6upqnnzySVpaWnjqqacmfcbDwwOVSnXTd60ByZ3G9GM0Nzdz5MgRZs+ezZYtWzCbzRw+fJj6+vp7buvGvtyuX/ez74IgCIIgCI8CEfw8ooKCgtBqtbi7u7N27Vrkcjnd3d1UVVURERFBbW3tlNvp6OggLCxMShmrq6ujr6+PyMhI6urq0Gq1FBcXExMTI6W9mc1mwsPDpeBkZGQEi8Uy6cH+RjExMeh0Os6cOcPw8LCUYqfRaJDL5cjlctasWYOTkxNjY2NotVoCAgKkTfZ3G0N1dTV+fn5SCqBer0ev1xMREcHw8DBVVVXMnDmTkJAQZs+ezd69e7l06RKLFi3CYDAQGRlJREQEM2bMkM7CWbx48R2vGx0dTUFBAefPn5fS+Kz9AXBwcGDt2rXY2toyNDTEpUuXmDFjBkqlcgp3hinNKyAFqI2NjVgsFkJCQnBwcGB4eBij0QhM7LP64XfGx8cnBZcwEQRrtVouXbpEdHQ0NjY2XLp0ifHx8SmtiAmCIAiCIDzORPDziIqOjiYoKIiqqip2796Ni4sLra2tWCwWAgMDp9xOQkICV69eJTs7m7KyMgAMBgNubm5ER0cTFRVFUFAQOp2ODz/8ECcnJ/R6PXK5nK1bt+Ln54ednZ2070OtVpOcnHzTdaKiosjMzOTs2bNSyhuAq6srS5cu5fTp0+zevRtfX18MBgNDQ0MkJyffclP+Dy1cuJDi4mK0Wi319fXY29vT2tqKnZ0d4eHhlJaWkpWVxcmTJ/H29qarqwsAT09PtFotZ8+exdXVFZVKhcFgkN67m5iYGAoKCjh79ize3t54eXkBEwURZs2aRWlpKbt27UKlUtHa2srIyAienp74+PjctW0bG5u7zqt1lev06dNUVVVJe7vS09MpLi7GYDBIBQ5KS0uJjo6WvnPkyBHkcjl/+MMfJrUZFRVFYGCgdL+dnZ1pbm7G1taWFStW3LXfgiAIgiAIjzMR/DyiZDIZGzdulEoSt7W1oVarWbFiBf7+/lPefK5UKtm+fTuZmZnU19djY2NDdHQ0K1eulA693Lhxo1Tq2mg0EhAQwPLly6WyxsuXLyc3NxdA2iN0q+uEhIRQV1fHE088MWnF4emnn8bZ2ZnCwkKamprw8PAgKSmJuXPnTmkMtra2bN26lePHj1NVVUV/fz/Tp08nKSkJV1dXFixYgEwmo6ioiKamJpycnFiyZAmxsbGMj4/j6OhISUkJjY2NuLi4sHTpUqmE9p34+fnh4eFBV1eXtOpjlZKSgoeHB0VFRbS0tODl5cVTTz1FRETElMYkk8nuOq9PPPEEZWVlGAyGSSXIz507h8FgIDY2lgULFrBnzx4p6ImLi0On09Hb24uPj89NaY0ymYxNmzZN+l0FBQWRnJw8pVW4e+W5bd3PerCZIAiCIAjCncgs1g0VgvALU1dXx7lz5ya95u3tLQ4FvQ9MJhPvvPMOb7/9tgh+BEEQBEF44Kb67CFWfoRfrL6+PqmEtdXIyMhD6o0gCIIgCILwoIng5z67dOkSeXl5jI6OMm/ePJKSkmhububYsWN0d3ejVqvZvHkzcvmPP192bGyMnTt34ubmxptvvglMnBGza9cu1Go127Ztu0+j+dc2Z84c5syZI/396NGjlJSUUFNTc9tS4nv37qWlpYU33ngDd3f3n6ej98BazOGVV16RzvnZt28fDQ0N/O53v5vSXqf7qX3vLuzkolKcIAiCIPyS+fyP//WwuyARwc991NXVRXp6OnK5nMDAQBQKBRaLhSNHjtDT04NGo8He3v4nBT63o1AoCAsL+9kfbv+V+Pr6Mjg4eE/V2h4HGo0GOzs7aY+XIAiCIAjCL5UIfu6j5uZmLBYLsbGxPPvss8BEalVPTw8+Pj5s3br1gV1bqVSyYcOGB9b+L8GiRYtYtGjRw+7GfSf2MAmCIAiCIEwQwc89Gh0d5dSpU1y5cgWTyYS/vz+rVq3CaDRSUFAAQHV1NV1dXcTHx5Ofnw9MBEEHDx5k5syZzJw5k97eXrKysqivr0cmkxEeHk5ycrJUtct6nbKyskmVvgIDA9m5cycAvb297Nixg5SUFIKDg6W0t/Xr1/Pee+/h7e3N66+/LvU9NTWV69ev89Zbb2FjY8PFixcpLCykr6+PadOmkZCQQExMDPDfKWDbtm2joKCA2tpaFAoFKSkpUqW0oaEhTpw4QVVVFePj4wQHB7N69WqpclllZSW5ubl0dXXh5ubG4sWLmT9/PgBFRUUUFhbS29uLl5cXy5YtIyoq6o5zPzw8TH5+PuXl5QwPD6NSqXjyySeJjo6mpaWFvXv3EhERwfr166XvvPfeezg4OPDb3/4Ws9nM6dOnuXTpEoODg3h7e/PMM89I5/ZYx7xx40ZmzJiByWTi2LFjVFVV4eLick9BRF5eHvn5+fz617+mtLSU6upq7OzspKpqGRkZNDc34+Xlxfr166UDV9vb28nKyqK5uRmFQsETTzxBUlKSdEDtneb86NGjlJeXA/DZZ58RFBTEli1bJqW92drasmvXLubPn4+vry/nzp2jp6eHsLAwXnjhBelgU2uJ77GxMebMmcO0adM4fvz4pHQ6QRAEQRCEx839z7/6F2axWEhLS+P8+fM4ODig0Wikh+7Ozk7a29uBifS36upqenp60Ol0wMRDa3V1NZ2dnRiNRvbs2UNVVRVeXl6oVCrKyspITU1lbGwMi8XCgQMHOH/+PAqFAi8vLxobG9m/fz9tbW3SfhRbW1vCwsKkB2crZ2dnAgMDMRgM9PX1AROHYLa0tBAZGYmNjQ25ublkZGQwMjJCYGAgg4ODHD58mOLi4kltffnll+j1etzc3DAajRw7dgyLxcLY2BipqamUlJTg5uaGr68vNTU17NmzB6PRSFdXF4cOHaK7uxt/f39MJhPp6elcv34dnU5Heno6g4ODqNVqenp6+PrrrxkaGrrj/H///fdcuHABZ2dn/P39MRgMHD58mKamJtRqNe7u7tTV1TE2NgZAa2sr/f39Upnqo0ePkp+fj9lslr7/2WefUVdXd8vrffHFF5SXl2NnZ4ezszP//Oc/6e7uvodfDBw7doympiZcXV0ZGBggPT2dAwcOMDw8jJ2dHa2trVKA3NHRwaeffkpjYyP+/v64uLig1WpJS0sDuOuc+/r6Suf+aDSaO56hdO3aNTIzM1EqlchkMiorK7l8+TIAZ86cIScnh5GREXx8fLh06ZIU2AuCIAiCIDzOxMrPPaioqKChoYEFCxawatUqYOJf6j/55BNqa2tZvXo1GRkZPPXUU9KBlBqNho8++kj6V3iAzMxMBgcHeemll6QH84sXL5KRkYFWq8XV1ZXGxkaCg4PZtGkTNjY2lJeXI5fLUalUrFu3jp07d05Kdevp6ZnU15iYGBoaGqiurmb+/PnU1NRgsViIjo6mv7+fgoIC/P39efXVV7G1tcVkMrFnzx5ycnKYNWuW1I6HhwebNm1CJpPx/vvv09/fz8DAAGVlZXR2dpKUlER8fDwANTU1pKWlcfr0aYKDgzGbzSQmJrJ48WLMZjONjY14enpKFdaee+45oqKiGB0dpa2tTVr1up34+HgWLlwoBXsXLlwgKyuLqqoqAgICiI6OprCwkIaGBqZPny5dJyYmBr1eT1lZGR4eHvzHf/wHDg4OVFdXc/DgQU6cOMH/+B//Y9K1Ghoa0Ol0uLu7s337dhwdHamrq+PAgQP38pNBqVSydetWZDIZ7777LkNDQ8TExLB69Wqampr4+9//TltbGwA5OTmMjY3xH//xH9IZSzk5ORQUFFBRUUF3d/cd5zw5OZnm5mbKy8tZsWLFHVdo+vv7pRWu8+fPc/z4cVpbWxkfH+fMmTPSIbc+Pj50dnby6aef3tO4BUEQBEEQHkUi+LkH1lUcrVaLVqud9F59ff1tK4T9UENDAwCHDh265TWsaWNz586VDgu1pqMB0srGnURHR5OVlSUFP9XV1Tg4OBAaGiqlTOn1eimF7kbWFSyY2AdjTYVSqVQYjUZMJpM0huzsbLKzs28aQ0JCAr6+vuTl5WEwGAgPDyc8PByAyMhILly4QHp6OrW1tURERDB9+vS7jmlkZISTJ0+i0+kwm83SKofRaJTmqLCwkOrqain48fLywsvLi8LCQgBmz56Ng4MDAGFhYXh4eNDe3s7g4OCka1kDktmzZ0tBWWhoKH5+flM+YBYm7qE1Zc3DwwO9Xs/ChQsB8PLyksZlnTfgloGGTqeTAtzbzfm98PX1lX6vN/ajq6sLk8lESEgIPj4+wMR9nz59OlevXr2nawiCIAiCIDxqRPDzI/j4+NyUaiaTTb2cr/Vc2eDgYOnB2Mrb2xuTyfST+6hUKgkKCqKuro6RkRFqamqklDcrFxcXfH19b/rujZ+xBj4weYzWMWg0mptWbJydnXF0dGT79u3odDoqKirIzMwkKyuLTZs24ePjw+9//3tqamqorKzkyJEjODs78/LLL980rzf6/PPPGRkZ4bXXXsPd3Z3Lly+TmZkp9cXf359p06ZRXV3Nk08+SUtLC0899dSkNqZ6n6yf+2Flvnu5zzB5Lq3ftc6ptW1r/63/te6putG0adOklLvbzfmP7deN/TCbzZP6+sO+C4IgCIIgPM5E8HMPgoKC0Gq1uLu7s3btWuRyOd3d3VRVVREREUFtbe2U2+no6CAsLExKX6qrq6Ovr4/IyEjq6urQarUUFxcTExMjpb2ZzWbCw8OlB9eRkZFJD6w/FBMTg06n48yZMwwPD0spdhqNBrlcjlwuZ82aNTg5OTE2NoZWqyUgIABvb+8pjaG6uho/Pz8pBVCv16PX64mIiGB4eJiqqipmzpxJSEgIs2fPZu/evVy6dIlFixZhMBiIjIwkIiKCGTNmSOfTLF68+JbXGxwcpKOjg5CQEGmlor+/H5jYT2WxWJDJZERHR1NQUMD58+elND9ASgErLS0lLi4Oe3t7amtr6erqwtvbGycnp0nXs6adXb58mQULFuDo6EhPTw+dnZ3Afwcq91NQUBA1NTXMmTNH6vfVq1cxm81ERkYyPj5+xzm/kclkYnx8fFKQMxUqlQqFQkFDQwOtra34+flhNBppamq6P4MUBEEQBEF4iETwcw+io6MJCgqiqqqK3bt34+LiQmtrKxaLhcDAwCm3k5CQwNWrV8nOzqasrAwAg8GAm5sb0dHRREVFERQUhE6n48MPP8TJyQm9Xi/tw/Dz88POzo6hoSHeffdd1Go1ycnJN10nKiqKzMxMzp49K6W8Abi6urJ06VJOnz7N7t278fX1xWAwMDQ0RHJy8h03ylstXLiQ4uJitFot9fX12Nvb09raip2dHeHh4ZSWlpKVlcXJkyfx9vamq6sLAE9PT7RaLWfPnsXV1RWVSoXBYJDeux0nJyfc3Nyor69nz549jI6OYrFYkMvlXLt2DZPJhIODAzExMVKlMm9vbylQ8vf3Z+bMmZSVlfHhhx/i4eFBc3MzMpmMlStX3nQ9jUZDWFgY1dXV7N69Gx8fH1paWqRg4tq1a1L62v2SlJSETqfj0KFDaDQaTCYTHR0dqNVqYmJi7jrngLQidOTIEeRyOX/4wx/uqQ+2trYsXLiQM2fO8Pe//x21Wk17e7tY+REEQRAE4V+CCH7ugUwmY+PGjeTk5HDlyhXa2tpQq9WsWLECf3//Ke8FUSqVbN++nczMTOrr67GxsSE6OpqVK1dKB1Fu3LhRKnVtNBoJCAhg+fLl0orE8uXLyc3NBZD2CN3qOiEhIdTV1fHEE09MWgV4+umncXZ2prCwkKamJjw8PEhKSmLu3LlTGoOtrS1bt27l+PHjVFVV0d/fz/Tp00lKSsLV1ZUFCxYgk8koKiqiqakJJycnlixZQmxsLOPj4zg6OlJSUkJjYyMuLi4sXbr0luleN1q7di3Hjh2jo6ODwMBAfvWrX5Gfn09lZaX0cO7n54eHhwddXV3S6onVmjVr8PDw4NKlS7S0tODj48PKlStvWxjgpZde4sSJE1y5cgWDwcC8efMICwvjn//8J+Pj41Oap3vh7e3Ntm3byMrKoqWlBXt7e+bNm0dSUhIymeyucw4QFxeHTqejt7cXHx+fH5VCuXz5ciwWC0VFRXR0dBAfH09TUxPXrl2755Uk721vYG9vf899EARBEARBeBBklgeRvyMIP1JdXR3nzp2b9Jq3t/cjeVCnwWDg1KlTk15TKpWkpKQ8pB7dH7W1tSiVSmk/WE9PD3/7298YGRnhf/7P/3lTiuCtmEwm3nnnHd5++20R/AiCIAiC8MBN9dlDrPwIj5S+vj6pRLWVtRrao8Z6dtONbrcK97gwm82cOHGC69ev4+XlhZOTE83NzYyNjZGQkDClwEcQBEEQBOFRJYKf++DSpUvk5eUxOjoqpSk1Nzdz7Ngxuru7UavVbN68+abKYfdibGyMnTt34ubmxptvvglM/Iv8rl27UKvVbNu27T6N5uGaM2cOc+bM+dmu98EHH9Db28t//dd/TapsZ3WrebcKDg7mT3/608/U05+HXC7nlVdeITs7m+rqarq7uxkbG0OlUrFs2bJ7bq/pk83YyW5dkEMQBEEQhF+GwP/P4YfdBYkIfn6irq4u0tPTkcvlBAYGolAosFgsHDlyhJ6eHjQaDfb29j8p8LkdhUJBWFjYHQsFCHcWEhKC0WgUG/pvoFQqWbNmDQDXr1/no48+wtnZWcyRIAiCIAiPPRH8/ETNzc1YLBZiY2N59tlngYnUrZ6eHnx8fNi6desDu7ZSqWTDhg0PrP1fgsd9f44gCIIgCIIwdSL4mYLR0VFOnTrFlStXMJlM+Pv7s2rVKoxGIwUFBQBUV1fT1dVFfHw8+fn5wEQQdPDgQWbOnMnMmTPp7e0lKyuL+vp6ZDIZ4eHhJCcnS+WJrdcpKytjdHQUPz8/VqxYQWBgIDt37gSgt7eXHTt2kJKSQnBwsJT2tn79et577z28vb15/fXXpb6npqZy/fp13nrrLWxsbLh48SKFhYX09fUxbdo0EhISiImJAeDo0aOUlJSwbds2CgoKqK2tRaFQkJKSIlViGxoa4sSJE1RVVTE+Pk5wcDCrV6+W9rpUVlaSm5tLV1cXbm5uLF68mPnz5wNQVFREYWEhvb29eHl5sWzZMqKiou46/w0NDZw8eRKDwYCTkxMzZ87k6aefltLUrKWzrWN6+umniY6OZmBg4K5zsnv37klpbx0dHXzzzTcYDAZ8fX1vWUL8dvbt28f169f593//d06cOEFnZydqtZrnnnsOlUoFTKyk5ObmUldXB0yU4E5KSpKKCzQ0NJCdnY3BYECpVDJ//nyWLl2KTCa77dxa0x/j4+ORy+UUFRVhNpuZO3cuiYmJUoW2wcFB6d6ZzWZCQkJYtWqVdO8++OADAF588UWOHTvG3LlzOXHihNSvHTt28Morr9y2Op4gCIIgCMKj7v7nYv2LsVgspKWlcf78eRwcHNBoNLS0tLB37146Oztpb28HJtLfqqur6enpQafTAf+9Ib6zsxOj0ciePXuoqqrCy8sLlUpFWVkZqampjI2NYbFYOHDgAOfPn0ehUODl5UVjYyP79++nra2NGTNmABMlpsPCwqTSxlbOzs4EBgZiMBjo6+sDJh52W1paiIyMxMbGhtzcXDIyMhgZGSEwMJDBwUEOHz5McXHxpLa+/PJL9Ho9bm5uGI1Gjh07hsViYWxsjNTUVEpKSnBzc8PX15eamhr27NmD0Wikq6uLQ4cO0d3djb+/PyaTifT0dK5fv45OpyM9PZ3BwUHUajU9PT18/fXXDA0N3XH+a2pq+Oyzz2hra8Pf35/x8XEKCws5evQoAN999x2ZmZmT2j106BDFxcVTmpMbDQ0N8Y9//IOWlhZcXV0ZHR3l888/v6ffi8lk4osvvsDW1hY3NzcaGxv5+9//zvDwMDARYNbW1uLt7Y2bmxt1dXWkpaUxPDyMyWTi888/p62tDT8/P2l81sNYbze3VsXFxZw/f146pPbcuXNkZGQASPeutLQUZ2dnPDw8uHbtmnTvbux/Wloao6OjODs7S4GOo6MjYWFhUqAuCIIgCILwOBIrP3dRUVFBQ0MDCxYsYNWqVQC0t7fzySefUFtby+rVq8nIyOCpp54iISEBmDgg86OPPiIoKIgtW7YASA/oL730knT+zMWLF8nIyECr1eLq6kpjYyPBwcFs2rQJGxsbysvLkcvlqFQq1q1bx86dOyeluvX09Ezqa0xMDA0NDVRXVzN//nxqamqwWCxER0fT399PQUEB/v7+vPrqq9ja2mIymdizZw85OTnMmjVLasfDw4NNmzYhk8l4//336e/vZ2BggLKyMjo7O0lKSiI+Ph6YCE7S0tI4ffo0wcHBmM1mEhMTWbx4MWazmcbGRjw9PaWqaM899xxRUVGMjo7S1tZ214fpkydPYrFY2LhxI9OnT2dwcJDLly8THh5Of38/hYWFODg48Prrr+Pm5kZbWxuffvopOTk5zJw5845z8kMXLlxgaGiIyMhIXnrpJeRyOXl5edJK3lSMjY2xYsUKli5disVi4euvv6asrIxz586RkJDA888/j6urKwqFAoCvvvqKiooKmpubUSqVmEwm4uLiSE5OxmKxoNPpCAkJoaKi4rZza/0djI+P85vf/AaVSkVfXx9/+9vfuHz5Mk8++SQVFRV0dXURExPDCy+8gEwmIzs7m8LCQk6fPi2tcA0PD0v9B/D19eWjjz7C29tbpFgKgiAIgvDYE8HPXVhXcbRaLVqtdtJ79fX10orM3TQ0NABw6NChW17Dmno0d+5caUXCmo4GEw/VdxMdHU1WVpb0oF9dXY2DgwOhoaFSmpper5dS6G5kXcECWLRokZRSplKpMBqNmEwmaQzZ2dlkZ2ffNIaEhAR8fX3Jy8vDYDAQHh5OeHg4AJGRkVy4cIH09HRqa2uJiIhg+vTpdxzP4OAgHR0deHh4SJ91cnKSAq+rV68yPj7OrFmzpPnz9fUlODiYuro62tvb7zgnP2QwGABYuHChVKDixjTGqYqMjAQmDsVduHAhZWVlNDY2AhOpkEePHsVgMKBQKKR5HhgYICQkhNDQUIqKihgYGCA8PFxqKzg4+LZza2VdUQRwdXUlOjqaixcv0tTUJN27uLg4qXDBwoULKSwslH7jVosWLbqn8QqCIAiCIDwuRPAzRT4+Pjelmt1L9SvrWbLBwcHSv/pbeXt7YzKZfnIflUolQUFB1NXVMTIyQk1NzU3pXS4uLtL+khvd+JkbSz7fOEbrGDQazU0rNs7Ozjg6OrJ9+3Z0Oh0VFRVkZmaSlZXFpk2b8PHx4fe//z01NTVUVlZy5MgRnJ2defnll2+a13t1p/swlTn5YTs3Vub7MVX6zOabSzsrFAp6e3s5ePAgwcHBvPHGG9ja2pKZmUlpaSkwcQ82b95Mc3MzFRUV5OXlcfz4cV588UWmT59+27m1HuR1q+vCxP203jtRsU0QBEEQhF8ysefnLoKCggBwd3dn/fr1bNiwgeTkZEJDQ6XqbvfSTlhYGBs2bGDDhg0sWrSI6OholixZIu2tKC4uZnx8HIDy8nLKysomBUYjIyNYLBbpMz8UExPD6OgoZ86cYXh4WErv0mg0yOVy5HI5a9asYcOGDaxdu5aQkBCWLVsm7ROZyhj8/PykMSQkJBAeHs7TTz/N8PAwpaWlBAUFsWrVKn79618zMDDApUuX6O7uprq6moiICFJSUvjVr35FZ2cn5eXlt72ek5MT3t7edHV1UVtbC0zsyzl9+jStra0EBARgY2NDZWUl/f39wMQKVkNDA46OjtKYbjcnP2TdZ3P+/HkpkLBe9158//33wESweOHCBWAieG5paWFsbIyAgACUSiU2NjYMDAwAE6tc4+PjFBUV4evrS1JSEtu2bWN4eBitVnvHubVqbW2lpqYGgP7+fq5evQr892oYTKRaWgMh60qm9b7eifU3eLvfnSAIgiAIwuNArPzcRXR0NEFBQVRVVbF7925cXFxobW3FYrEQGBg45XYSEhK4evUq2dnZlJWVARNpVm5ubkRHRxMVFUVQUBA6nY4PP/wQJycn9Ho9crmcrVu34ufnh52dHUNDQ7z77ruo1epbViKLiooiMzOTs2fPTkrvcnV1ZenSpZw+fZrdu3fj6+uLwWBgaGiI5ORkNBrNXcewcOFCiouL0Wq11NfXY29vT2trK3Z2doSHh1NaWkpWVhYnT56UghYAT09PqSKbq6srKpVKSjG72xlFzzzzDAcOHODgwYNoNBquX7/O4OAgra2trFu3jvj4eL7//ns+/vhjfHx80Ov1jI+Pk5iYKK1g3W5OfmjBggWcP3+eq1ev0traiouLC01NTTg4ONDX10dbW9stV81+SKfT8fHHH2OxWLh+/Tp2dnbExcVhMpmQyWTk5+dTV1dHV1eXtIJWWlqKp6cn6enp5OTk4OPjIwV0KpXqjnNr5eTkxJdffolarcZgMDA8PExUVBQeHh7ExcVRVFREaWkper0eW1tbac/VnQ4vtfavra2Nd999l6ioKGnvmyAIgiAIwuNGBD93IZPJ2LhxIzk5OVy5coW2tjbUajUrVqzA398fvV4/pXaUSiXbt28nMzOT+vp6bGxsiI6OZuXKldjZ2QGwceNGqdS10WgkICCA5cuX4+/vD8Dy5cvJzc0FkPa43Oo6ISEh1NXV8cQTT0xK73r66adxdnamsLCQpqYmPDw8SEpKYu7cuVMag62tLVu3buX48eNUVVXR39/P9OnTSUpKwtXVlQULFiCTySgqKqKpqQknJyeWLFlCbGws4+PjODo6UlJSQmNjIy4uLixdulQqoX07oaGhvPLKK5w8eZKWlhacnJxYtGgRK1askObExcWFs2fP0tzcPKnU9VTm5Eb29vZs3bqV9PR0dDodFouF1atXYzKZOH369JT2XcHE2UEFBQU0Nzfj7e1NSkoKzs7OODs7k5KSwnfffUdbWxtPPPEEiYmJpKam4ujoSHh4OC+88ALnzp2jpaUFe3t75s2bR0JCAra2tred297eXgCmTZvGwoUL+e677xgbG2PWrFn827/926R7d2Opa2updWdn59uORalUEh8fj1arRS6X4+LiMqU5sAp4/f9JaXmCIAiCIAgPm8xizYERhIekrq6Oc+fOTXrN29ubxMTEh9Sj2ysrK5NW7qxCQ0NZtGgR+/bto6Ghgd/97nd3XdG6n6zn/KjVarZt2/azXfdOTCYT77zzDm+//bYIfgRBEARBeOCm+uwhVn6Ee3Lp0iXy8vIYHR1l3rx5JCUl0dzczLFjx+ju7katVrN58+Z7KhTQ19cnlcK2qq6u5sqVK7z55pvAo/OA39nZeVNfnZycHlJvfpqHFawJgiAIgiA8LCL4Eaasq6uL9PR05HI5gYGBKBQKLBYLR44coaenB41Gg729/T1XSJszZw5z5syR/j42NnZTOW6FQkFYWNhDf0hPSEiQznMS7q7o72tRyG9dhU4QBEEQHjULfnPsYXdBeMBE8CNMWXNzMxaLhdjYWKnSXV9fHz09Pfj4+LB169YHdu0bD3d9VFkPtP25ubu786c//emhXFsQBEEQBOFxIoIfYZLR0VFOnTrFlStXMJlM+Pv7s2rVKoxGIwUFBcBESlpXV9ekA0D7+vo4ePAgM2fOZObMmfT29pKVlUV9fT0ymUzaXG+tHma9TllZGaOjo/j5+bFixQoCAwOlVZ/e3l527NhBSkoKwcHBUtrb+vXree+99/D29ub111+X+p6amsr169d56623sLGx4eLFixQWFtLX18e0adNISEiQDo49evQoJSUlbNu2jYKCAmpra1EoFKSkpEhFGIaGhqQCAePj4wQHB7N69Wqp2ERlZSW5ubl0dXXh5ubG4sWLmT9/PgBFRUUUFhbS29uLl5cXy5YtIyoq6o5zb+3Ta6+9xunTp2loaJCKJMjlco4fP057ezsBAQGsW7cOe3t7hoeHyc/Pp7y8nOHhYVQqFU8++aRU8MF6H3Q6HXK5nMjISBITE2+ZqnflyhWOHDlCTEwML774Ig0NDWRnZ2MwGFAqlcyfP5+lS5eKs4IEQRAEQXhsiXN+BInFYiEtLY3z58/j4OCARqOhpaWFvXv30tnZSXt7OzCR/lZdXU1PTw86nQ6YCBSqq6vp7OzEaDSyZ88eqqqq8PLyQqVSUVZWRmpqKmNjY1gsFg4cOMD58+dRKBR4eXnR2NjI/v37aWtrY8aMGcBEhbKwsLCbDkF1dnYmMDAQg8FAX18fMHFOTktLi3SAaW5uLhkZGYyMjBAYGMjg4CCHDx+muLh4Ultffvkler0eNzc3jEYjx44dw2KxMDY2RmpqKiUlJbi5ueHr60tNTQ179uzBaDTS1dXFoUOH6O7uxt/fH5PJRHp6OtevX0en05Gens7g4CBqtZqenh6+/vprhoaGpnQfvvrqK7q7u3FycqK7u5tvvvmGtLQ06Zym+vp66fyg77//ngsXLuDs7Iy/vz8Gg4HDhw/T1NQETARUVVVVeHh44OrqSnFxMYWFhTdds62tjW+//RYfHx9SUlIwmUx8/vnntLW1Secffffddz/q3CNBEARBEIRHhVj5ESQVFRU0NDSwYMEC6SyX9vZ2PvnkE2pra1m9ejUZGRk89dRT0r4XjUbDRx99RFBQkJT2lZmZyeDgIC+99JK0AnHx4kUyMjLQarW4urrS2NhIcHAwmzZtwsbGhvLycuRyOSqVinXr1rFz585JqW49PT2T+hoTE0NDQwPV1dXMnz+fmpoaLBYL0dHR9Pf3U1BQgL+/P6+++iq2traYTCb27NlDTk4Os2bNktrx8PBg06ZNyGQy3n//ffr7+xkYGKCsrIzOzk6SkpKIj48HoKamhrS0NE6fPk1wcDBms5nExEQWL16M2WymsbERT09PqSDCc889R1RUFKOjo9KZOlPh4+PDhg0bGBwc5L333qO7u5vExESWLFlCWVkZ//znP2lrawMgPj6ehQsXSgHihQsXyMrKoqqqioCAAPR6Pd7e3mzfvh0AvV6Ph4fHpOsNDg7y9ddfY2try7p161AoFLS2tmIymYiLiyM5ORmLxYJOpyMkJGRKYxAEQRAEQXgUieBHkFhXcbRaLVqtdtJ79fX10orM3TQ0NABw6NChW17DmjY2d+5c6cwdazoaMKXzdKKjo8nKypKCn+rqaukAU2uaml6vv6lwAiCtYAEsWrRIOgxVpVJhNBoxmUzSGLKzs8nOzr5pDAkJCfj6+pKXl4fBYCA8PJzw8HAAIiMjuXDhAunp6dTW1hIREcH06dPvOiarBQsWIJfLcXZ2xtHRkcHBQRYuXAiAl5cXACMjI9J/T548iU6nw2w2S+fwGI1GYOJg2jNnzrBv3z4iIiKIjo7GwcFh0vW+/fZbenp6WLp0KdOmTQMmSo2HhoZSVFTEwMAA4eHhREZGTnkMgiAIgiAIjyIR/Ag38fHxuSnV7F72eViPjgoODkahUEx6z9vbG5PJ9JP7qFQqCQoKoq6ujpGREWpqaqSUNysXFxd8fX1v+u6Nn7EGPjB5jNYxaDSam1ZsrEHJ9u3b0el0VFRUkJmZSVZWFps2bcLHx4ff//731NTUUFlZyZEjR3B2dubll1++aV5v5cb+Wftk7ae1kp61f59//jkjIyO89tpruLu7c/nyZTIzM6X3ly9fzty5c7l69Srl5eXk5OSQkJDAk08+KV2jr68Pd3d3tFotcXFxuLi4YGNjw+bNm2lubqaiooK8vDyOHz/Oiy++eE+BnCAIgiAIwqNEBD+CJCgoCK1Wi7u7O2vXrkUul9Pd3U1VVRURERFT3u8RFBRER0cHYWFhUspYXV0dfX19REZGUldXh1arpbi4mJiYGCntzWw2Ex4eLj38j4yMYLFYMJtvXSo5JiYGnU7HmTNnGB4ellLsNBqNtD9mzZo1ODk5MTY2hlarJSAgAG9v7ymNobq6Gj8/PykFUK/Xo9friYiIYHh4mKqqKmbOnElISAizZ89m7969XLp0iUWLFmEwGIiMjCQiIoIZM2Zw+PBhysvLWbx48ZTmcCoGBwfp6OggJCREWhHq7+8HJvZgWSwWysrKCA0NZcmSJSxZsoSPP/6YgoKCScHPmjVrcHR0ZP/+/WRlZbF27VrGx8e5fPkys2fPRqPREB8fz1/+8he0Wq0IfgRBEARBeGyJ4EeQREdHExQURFVVFbt378bFxYXW1lYsFguBgYFTbichIYGrV6+SnZ1NWVkZAAaDATc3N6Kjo4mKiiIoKAidTseHH36Ik5MTer0euVzO1q1b8fPzw87OjqGhId59913UajXJyck3XScqKorMzEzOnj0rpbwBuLq6snTpUk6fPs3u3bvx9fXFYDAwNDREcnIyGo3mrmNYuHAhxcXFaLVa6uvrsbe3p7W1FTs7O8LDwyktLSUrK4uTJ0/i7e1NV1cXAJ6enmi1Ws6ePYurqysqlQqDwSC9dz85OTnh5uZGfX09e/bsYXR0FIvFglwu59q1awwNDUkFHHx8fJDJZHR0dKBWqye14+3tjaenJ0888QRXrlyhqqoKmUxGeno6OTk5+Pj4SEGVSqW6r2MQBEEQBEH4OYlqb4JEJpOxceNG4uLiGBkZoa2tDbVazSuvvIK/v/+U21EqlWzfvp3w8HA6Ozvp6ekhOjqaV199FTs7O+k6CxcuZGRkhI6ODgICAti8eTP+/v7IZDKWL1+Ovb09gLRH6FbXCQkJYWxs7KaUt6effppVq1bh4OBAU1MTzs7OPPfcc8TFxU1pDLa2tmzdupVZs2bR39/P9evXmT59Oq+99hqurq5SUQgXFxeampqwWCwsWbKE2NhYli9fzvLly1EoFDQ2NmJnZ8fKlSulEtr309q1a/H19aWjowNXV1c2bdrErFmzcHBwwMbGhldffZXp06fT2dnJ9evXmTFjBv/+7/9+y7aeeeYZ7O3tyczMJDg4mBdeeAGVSkVLSwsmk4l58+aJA14FQRAEQXisySzWzQGCIDxwdXV1nDt3btJr3t7eJCYmPqQePRgmk4l33nmHt99+WwpiBUEQBEEQHpSpPnuItDdB+Bn19fVJpbCtrJXbBEEQBEEQhAdLBD+PqUuXLpGXl8fo6Cjz5s0jKSmJ5uZmjh07Rnd3N2q1ms2bN0vVwX6MsbExdu7ciZubG2+++SYwcd7Orl27UKvVbNu27T6N5pdjzpw5zJkz54G1bz2LaPbs2axZswaAy5cv880337BkyZKffYUpZ/+L2MrHf9ZrCoIgCMKP9czWzIfdBeEBE8HPY6irq4v09HTkcjmBgYEoFAosFgtHjhyhp6cHjUaDvb39Twp8bkehUBAWFnbfN+8LD46rq6u4Z4IgCIIgCIjg57HU3NyMxWIhNjaWZ599FphIp+rp6cHHx4etW7c+sGsrlUo2bNjwwNoX7r/Q0FCpEp4gCIIgCMIvmQh+HlGjo6OcOnWKK1euYDKZ8Pf3Z9WqVRiNRgoKCgCorq6mq6uL+Ph48vPzgYkg6ODBg8ycOZOZM2fS29tLVlYW9fX1yGQywsPDSU5Olg7utF6nrKyM0dFR/Pz8WLFiBYGBgezcuROA3t5eduzYQUpKCsHBwVLa2/r163nvvffw9vbm9ddfl/qemprK9evXeeutt7CxseHixYsUFhbS19fHtGnTSEhIICYmBoCjR49SUlLCtm3bKCgooLa2FoVCQUpKilQdbWhoiBMnTlBVVcX4+DjBwcGsXr1aqgJXWVlJbm4uXV1duLm5sXjxYubPnw9AUVERhYWF9Pb24uXlxbJly4iKirrr/JeWlvLdd98xODhIeHg4MTExfPXVV6xevZrY2Fh27NiBUqnkrbfeAuD69et89NFHBAUFsWXLFiwWCxcuXODixYt0d3fj6urK7NmzefLJJ5HL5VIq2q9+9Sva29u5evUqf/zjH2lpaSEvL4+GhgYUCgWBgYGsXLmSadOmAbBjxw6mT5/O/Pnzyc/P5/r169K9MBgMpKWlAVBSUkJJSQlvvPEGOp1uUtrbvn37aG5uZvv27Zw4cYKmpiaUSiUvvfSSVNXvbr8bQRAEQRCEx5Eodf0IslgspKWlcf78eRwcHNBoNLS0tLB37146Oztpb28HJtLfqqur6enpQafTAROBQnV1NZ2dnRiNRvbs2UNVVRVeXl6oVCrKyspITU1lbGwMi8XCgQMHOH/+PAqFAi8vLxobG9m/fz9tbW3MmDEDmCj7HBYWhqur66R+Ojs7ExgYiMFgoK+vD5g4eLOlpUUqPZ2bm0tGRgYjIyMEBgYyODjI4cOHKS4untTWl19+iV6vx83NDaPRKJ1PMzY2RmpqKiUlJbi5ueHr60tNTQ179uzBaDTS1dXFoUOH6O7uxt/fH5PJRHp6OtevX0en05Gens7g4CBqtZqenh6+/vprhoaG7jj/5eXlfP311/T39+Pr60tdXR2ZmfeWA1xTU8Px48cBpHHn5eVx9uzZSZ87c+YMRUVF+Pr6Yjab+eKLL9Dr9ajVahwdHamsrOSLL76YdNCrwWDg0KFD2NraSuW0CwoKcHR0lM7wsaa6KRSKW/bPbDazf/9+ent7USqV9PT0kJWVBXDX340gCIIgCMLjSqz8PIIqKipoaGiQzpIBaG9v55NPPqG2tpbVq1eTkZHBU089JZ27otFoJq08AGRmZjI4OMhLL71EdHQ0ABcvXiQjIwOtVourqyuNjY0EBwezadMmbGxsKC8vRy6Xo1KpWLduHTt37pyU6tbT0zOprzExMTQ0NFBdXc38+fOpqanBYrEQHR1Nf38/BQUF+Pv78+qrr2Jra4vJZGLPnj3k5OQwa9YsqR0PDw82bdqETCbj/fffp7+/n4GBAcrKyujs7CQpKYn4+Hjgvzf1nz59muDgYMxmM4mJiSxevBiz2UxjYyOenp5SVbXnnnuOqKgoRkdHaWtru+vqRW5uLgAvvvgiUVFRDA4Okpqaek/3cMaMGfzmN7/B19dXun9//etfqaysZMmSJZM++4c//EEKLDdv3oxKpcLGxgaLxcLevXvR6/V0dXVJe3YGBgakFaiqqiq++OILWltbSUxMJCEhgbS0NEJCQqSCB7disVgIDQ3l+eeflw6T1ev1AOTn59/xd7N48eJ7mgtBEARBEIRHhQh+HkHWVRytVotWq530Xn19vbQiczcNDQ0AHDp06JbXsKaNzZ07Vzog1JqOBkzpX/mjo6PJysqSgp/q6mocHBwIDQ2V0tT0er2UQncj6woWwKJFi7C1nfg5qlQqjEYjJpNJGkN2djbZ2dk3jSEhIQFfX1/y8vIwGAyEh4cTHh4OQGRkJBcuXCA9PZ3a2loiIiKYPn36HcdjMpno7OzE3d1dSo9zcnIiJiaG77///q7zYTU2NkZxcTEVFRUMDQ3h4eEBTAQuP5y/G1fUOjo6+Oc//0lnZyeOjo7Sis/AwIAU/Dg4OEhpfV5eXsCPK5cdHx+PTCbDyckJZ2dn+vr6GBsbu+vvRgQ/giAIgiA8rkTw8wjz8fG5KdVMJpNN+fvW82uDg4NvSn/y9vbGZDL95D4qlUqCgoKoq6tjZGSEmpoaKeXNysXFRVoBudGNn7EGPjB5jNYxaDSam1ZsnJ2dcXR0ZPv27eh0OioqKsjMzCQrK4tNmzbh4+PD73//e2pqaqisrOTIkSM4Ozvz8ssv3zSvP7z2Dyvl3apy3o3nA//wrOCTJ09SVFTE+vXrCQ0NpbOzk08++eSmz92oubmZI0eOMHv2bLZs2YLZbObw4cPU19dP+pyNjc1N/fwxZxXfbc5v97sRBEEQBEF4XIng5xEUFBSEVqvF3d2dtWvXIpfL6e7upqqqioiICGpra6fcTkdHB2FhYVLKWF1dHX19fURGRlJXV4dWq6W4uJiYmBgp7c1sNhMeHi4FJyMjI1gslkn7Tm4UExODTqfjzJkzDA8PS6lSGo0GuVyOXC5nzZo1ODk5MTY2hlarJSAgYEoP0kFBQVRXV+Pn5yelAOr1evR6PREREQwPD1NVVcXMmTMJCQlh9uzZ7N27l0uXLrFo0SIMBgORkZFEREQwY8YMDh8+THl5+W1XL+zs7Jg2bRpdXV3U1tYyffp0TCYTFRUVkz5nb2/P0NAQ/f39uLi4UFRUBPx34NDY2IidnR0hISHY2tpiNBqBiQITo6Ojt7x2Y2MjFouFkJAQHBwcGB4elr43ODh417m6kTWwHR+/9zN27va7EQRBEARBeFyJ4OcRFB0dTVBQEFVVVezevRsXFxdaW1uxWCwEBgZOuZ2EhASuXr1KdnY2ZWVlwMRmeTc3N6Kjo4mKiiIoKAidTseHH36Ik5MTer0euVzO1q1b8fPzw87OTtoTolarSU5Ovuk6UVFRZGZmcvbsWSnlDSY23S9dupTTp0+ze/dufH19MRgMDA0NkZycjEajuesYFi5cSHFxMVqtlvr6euzt7WltbcXOzo7w8HBKS0vJysri5MmTeHt709XVBYCnpydarZazZ8/i6uqKSqXCYDBI793Jk08+ybfffsvBgwfRaDR0d3fftLLi7+9PfX09e/fuxcHBgYGBAZycnGhpaaGtrQ0/Pz/a29v5+OOPcXZ2pr29nWnTptHd3X3b4NXPzw+A9PR0iouLMRgMuLi4ABPV56xB5Z1YV8cqKyt59913WbRoEUql8q7fu9HdfjeCIAiCIAiPK1Ht7REkk8nYuHEjcXFxjIyM0NbWhlqt5pVXXpFKEU+FUqlk+/bthIeH09nZSU9PD9HR0bz66qvY2dlJ11m4cCEjIyN0dHQQEBDA5s2b8ff3RyaTsXz5cuzt7QGkPUK3uk5ISAhjY2M3pbw9/fTTrFq1CgcHB5qamnB2dua5554jLi5uSmOwtbVl69atzJo1i/7+fq5fv8706dN57bXXcHV1lYpCuLi40NTUhMViYcmSJcTGxrJ8+XKWL18uVUSzs7Nj5cqVUgnt25k7dy4rV67EwcGB9vZ2YmJimDt37qTPrFy5Ei8vLwYHB3FycuLll19mzpw5yGQyxsbGSEpKIjw8HKPRyMjICOvWrWPp0qUoFArs7Oxued2QkBBWrFiBnZ0dBoOB2NhYNm3aJKX3TYW/vz8zZ86UKsE5OTlN6Xs3utvvRhAEQRAE4XEls/yYzQKC8Jirq6vj3Llzk17z9vYmMTHxlp/Py8sjPz+f5OTkKQduv2Qmk4l33nmHt99+WwqeBUEQBEEQHpSpPnuItDfhF6mvr08qhW11p4pp1sIChYWFIvgRBEEQBEF4TIngR/hFmjNnDnPmzLnjZ3p6eti1axdqtZrnnnuOoqKiH1VA4EHYu3cvLS0tvPHGG7i7u//k9qzn+Nx4dtT9cOTAv2MjfzTmTBAEQRDuZt2rxx92F4QHTAQ/gjAF3t7e/Od//ufD7oYgCIIgCILwE4iCB4IgCIIgCIIg/CKIlR/hkTE6OsqpU6e4cuUKJpMJf39/Vq1ahY+PD9evXyc3N5e6ujpgoqpZUlKSdHhqQ0MD2dnZGAwGlEol8+fPZ+nSpchkMsxmM2fOnKGoqAij0YiXlxfPPPMMwcHBU+5bZWUlp06doru7m4iICJ5//nnpkNDy8nLy8/Pp6urCxcWF+Ph4FixYAMDly5f55ptveO6559Dr9Vy5cgWYKCcdHR1NRkYGdXV1uLi4sG7dOunso97eXrKysqivr0cmkxEeHk5ycjKOjo7s27ePlpYWAHbt2sXs2bNZs2YNMJG+VlhYSF9fH9OmTSMhIYGYmJhJbep0OuRyOZGRkSQmJnLt2jUyMjIAyM/PJz8/nz/96U8MDw9z/Phxrl27htlsZvr06SQlJd2XNDtBEARBEISHQaz8CI8Ei8VCWloa58+fx8HBAY1GQ0tLC3v37qWjo4OjR49SW1uLt7c3bm5u1NXVkZaWxvDwMCaTic8//1w6Xwfgu+++k87T+fbbb8nNzUUmkxEQEEBXVxf79++XAqm76e7u5siRI1LZ6KtXr1JaWgrApUuXOHz4MN3d3ajVaoaGhsjMzCQ3N3dSG9999x1Xr17F3d2d4eFhTp48yYEDB+js7MTJyYmuri5OnjwJgNFoZM+ePVRVVeHl5YVKpaKsrIzU1FTGxsbQaDQ4ODgAE+WxrQFgbm4uGRkZjIyMEBgYyODgIIcPH6a4uBiAo0ePUlVVhYeHB66urhQXF1NYWIirq6sUdHl4eEilwE+cOEFJSQlKpRKVSkVFRQWnTp36cTdYEARBEAThESBWfoRHQkVFBQ0NDdK5PQDt7e188sknnDp1iueffx5XV1cUCgUAX331FRUVFTQ3N6NUKjGZTMTFxZGcnIzFYkGn0xESEoJer6ekpISIiAjWrVuHTCajv7+fjz/+mJMnT/L666/ftW+Dg4Ns2rSJ6dOnc/bsWU6ePElLSwuzZs0iJycHuVzOa6+9hp+fH319fXzyyScUFBQQGxsrtSGTyfjtb3+Lk5MTf/3rX+no6MDd3Z3169fT39/P+++/T2trKzCx+jI4OMhLL70kHSpqLUig1WpJTExEp9PR0tLCc889h7u7O/39/RQUFODv78+rr76Kra0tJpOJPXv2kJOTw6xZs9Dr9Xh7e7N9+3YA9Ho9Hh4eODg4sGDBAjIyMpg5c6ZU8ECv1+Pg4MBvf/tbZDIZnZ2d0mqXIAiCIAjC40g8yQiPBJ1OB4BWq0Wr1U56r76+nr6+Po4ePYrBYEChUEgP4QMDA4SEhBAaGkpRUREDAwOEh4cTGRk5qd2qqir+/Oc/T2p3eHiYoaGhux4g6uvry/Tp0wHw8fEBJspit7e3MzQ0REhIiLTi5OrqSmRkJMXFxTQ1NUltxMTEoFQqAfDy8qKjo4MFCxYgk8lwdXXFwcFBKrXd0NAAwKFDh245T4sXL77p9aamJsbHx9Hr9ezcufOm99vb21m4cCFnzpxh3759REREEB0dLa0g3cqCBQs4fvw4n376KZGRkURHR9/2oFtBEARBEITHgQh+hEeKj48Prq6uk14bHR3l4MGDBAcH88Ybb2Bra0tmZqaUemZjY8PmzZtpbm6moqKCvLw8jh8/zosvvii14eHhgUqluul6ZrP5rn2ysbGR/mw97+fGs4FlMtk9tWH9/I2rKDKZTGrT+t/g4GBppcvKmp52Oy4uLlIa3A+vv3z5cubOncvVq1cpLy8nJyeHhIQEnnzyyVu2FRsbS0REBBUVFVRWVpKbm0tsbCyrV6++63gFQRAEQRAeRSL4ER4JQUFBaLVa3N3dWbt2LXK5nO7ubqqqqjCbzeh0OgICAlAqlYyNjTEwMABMpKSNj49z+fJlZs+ejUajIT4+nr/85S9otVrpwd7BwYG1a9dia2vL0NAQly5dYsaMGdJqzI/h7e2No6MjDQ0NtLe34+3tTX9/P5WVldjY2BAQECDtO7rXuejo6CAsLIz4+HgA6urq6Ovrk1a0rEwmE+Pj42g0GuRyOXK5nDVr1uDk5MTY2BharZaAgAC8vb0pLS0lNDSUJUuWsGTJEj7++GMKCgomBT8mkwmYCAqvXbuGt7c3cXFxxMXFcfDgQS5evMjy5cvvulomCIIgCILwKBLBj/BIiI6OJigoiKqqKnbv3o2Liwutra1YLBa2bNmCTCYjPz+furo6urq6pIfv0tJSPD09SU9PJycnBx8fH/r7+wFQqVSo1WpmzZpFaWkpu3btQqVS0draysjICJ6enlIa249ha2tLYmIix44dY+/evfj7+2MwGBgeHubJJ5/ExcXlR7WbkJDA1atXyc7OpqysDACDwYCbm5u0B8hafOEf//gHtra2/PGPf2Tp0qWcPn2a3bt34+vri8FgYGhoiOTkZDw8PDh27BgWiwUfHx9kMhkdHR2o1WoAaT7Pnz9PWVkZycnJHD9+nMHBQby8vHBwcKCxsRFnZ+c7psoJgiAIgiA8ykTwIzwSZDIZGzduJCcnhytXrtDW1oZarWbFihVoNBpSUlL47rvvaGtr44knniAxMZHU1FQcHR0JDw/nhRde4Ny5c7S0tGBvb8+8efOkjfspKSl4eHhQVFRES0sLXl5ePPXUU0RERPzkfs+bNw97e3vy8vJobm7GxcWF5cuXS6WufwylUsn27dvJzMykvr4eGxsboqOjWblyJXZ2dgAsWbKE9vZ2hoeH8fX1xWQy8fTTT+Ps7ExhYSFNTU14eHiQlJTE3LlzAXj11VfJz8+X9hTNmDGD5ORkAMLDw5k+fToNDQ04OTmhUCjYsmULeXl51NbW0tXVRUBAAM8888yU0vysXtj0T+zt7X/0XAiCIAiCINxPMsuNmxcE4Rfom2++wWg0TnptxYoVP2lV6JfOZDLxzjvv8Pbbb4vgRxAEQRCEB26qzx5i5Uf4xauvr6e3t3fSa9a9NoIgCIIgCMK/DhH8CL94b7755sPuwn21d+9eWlpaeOONN3B3dwfggw8+oLe3l//6r//6Wc/q+fsXzyOXj/9s1xMEQRCEn+I3m0887C4ID5gIfgThFyAkJASj0XhP+3UEQRAEQRD+1YjgRxB+AVJSUh52FwRBEARBEB46EfwID93o6CinTp3iypUrmEwm/P39WbVqFT4+Ply/fp3c3Fzq6uoA8Pf3JykpSTrIs6GhgezsbAwGA0qlkvnz57N06VJkMhlms5kzZ85QVFSE0WjEy8uLZ555huDg4Lv2aXBwkGPHjlFTU4OLiwuJiYlcuHCB69ev89Zbb5GXl0d+fj6rV68mNjYWgMOHD1NeXs4rr7xCcHDwXfv+wQcfAPDiiy9y7Ngx5s6dS2xsLGfOnKGkpISBgQHc3d2Ji4uTqsdZr7thwwauXr1KVVUVFouFpKQk5s2bx759+2hpaQFg165dzJ49mzVr1kxKe2tubuazzz5j+fLlANL8zJ49m9WrV0urQxcvXqSwsJC+vj6mTZtGQkICMTEx9+GOC4IgCIIgPBzyh90B4ZfNYrGQlpbG+fPncXBwQKPR0NLSwt69e+no6ODo0aPU1tbi7e2Nm5sbdXV1pKWlMTw8jMlk4vPPP6etrQ0/Pz8AvvvuO+lg0W+//Zbc3FxkMhkBAQF0dXWxf/9+KRi5HbPZzP79+6msrMTJyQlHR0cOHz5MR0fHPY3tTn23MplMpKWlMTo6ipubG8XFxZw+fRp7e3s0Gg09PT1kZmZSXl4+qe1jx45RXV2Nu7s7w8PDZGZmYjKZ0Gg00jk8ISEhUqB1K1qtltOnT+Pm5sb4+DhFRUXS3OXm5pKRkcHIyAiBgYEMDg5y+PBhiouL72kOBEEQBEEQHiVi5Ud4qCoqKmhoaGDBggWsWrUKgPb2dj755BNOnTrF888/j6urKwqFAoCvvvqKiooKmpubUSqVmEwm4uLiSE5OxmKxoNPpCAkJQa/XU1JSQkREBOvWrUMmk9Hf38/HH3/MyZMnef3112/bp/LycgwGA2q1mldeeQWFQsH58+c5fvw4SqVyymO7U99nzJgBwPDwMCtWrGDp0qUAjIyMEBoaikqlAuDatWt8/vnnVFZWTlp1sbe3Z+vWrTg4OLBnzx5aW1tpb28nMTERnU5HS0sLzz33nFTw4FaGhobYunUrvr6+nDhxgnPnztHa2oqPjw8FBQX4+/vz6quvYmtri8lkYs+ePeTk5DBr1ixsbGymPA+CIAiCIAiPChH8CA+VTqcDJlYhtFrtpPfq6+vp6+vj6NGjGAwGFAqFVKlsYGCAkJAQQkNDKSoqYmBggPDwcCIjIye1W1VVxZ///OdJ7Q4PDzM0NISjo+Mt+9Ta2gpAbGysFLgsWLCA48eP39PY7tT3Gy1atEj68+joKN9//z01NTWYTCYpePnhd+bPny+t8Hh5edHa2orJZLqn/s2YMUNaGfLy8gImVqKampoYHx9Hr9ezc+fOm77X3t4urbQJgiAIgiA8TkTwIzwSfHx8cHV1nfTa6OgoBw8eJDg4mDfeeANbW1syMzMpLS0FwMbGhs2bN9Pc3ExFRQV5eXkcP36cF198UWrDw8NDWkW5kdlsvmufblzdkMtvnSF6u3Z6e3vv2Pfb+eabb2hsbGTjxo34+flRV1fH559/zg/PIr6xXPWPreB2t/G5uLjcMm1OrPoIgiAIgvC4EsGP8FAFBQWh1Wpxd3dn7dq1yOVyuru7qaqqwmw2o9PpCAgIQKlUMjY2Jq2ADA4OMj4+zuXLl5k9ezYajYb4+Hj+8pe/oNVqefLJJwFwcHBg7dq12NraMjQ0xKVLl5gxY8Yd09esD/yXLl0iOjoaGxsbLl++POkz1lUX6z6gnp4eab+M2WympaWFsbGx2/b9dhoaGnBxcUGj0SCTyaTvDA8PTylgu5HJZGJ8fPyegxWNRoNcLkcul7NmzRqcnJwYGxtDq9USEBCAt7f3PbUnCIIgCILwqBDBj/BQRUdHExQURFVVFbt378bFxYXW1lYsFgtbtmxBJpORn59PXV0dXV1dUqpaaWkpnp6epKenk5OTg4+PD/39/QCoVCrUajWzZs2itLSUXbt2oVKpaG1tZWRkBE9PT3x8fG7bp5iYGPLy8tDpdOzevRs3Nze6u7snfcaa9nXx4kUMBgMGgwFXV1eGh4cpKipi+fLld+x7fHz8La/t5+dHQ0MDf/3rX7G1taW3txelUonBYKC9vX1Kc+rk5ATAP/7xD2xtbfnjH/84pe9Zubq6snTpUk6fPs3u3bvx9fXFYDAwNDREcnIyGo3mntoTBEEQBEF4VIjgR3ioZDIZGzduJCcnhytXrtDW1oZarWbFihVoNBpSUlL47rvvaGtr44knniAxMZHU1FQcHR0JDw/nhRde4Ny5c7S0tGBvb8+8efNISEgAJs628fDwoKioiJaWFry8vHjqqaeIiIi4Y59sbGx45ZVX+Oc//0lLSwuOjo6sW7eOvXv3Sp8JCgpi4cKFXL58mZ6eHuLj44mJieHAgQOMjo6iUqnu2Pfbee655/jmm2/Q6/X4+vqyefNmKioqOHfu3KRUtztZsmQJ7e3tDA8P4+vre897gQCefvppnJ2dKSwspKmpCQ8PD5KSkpg7d+49tfPa+q+xt7e/5+sLgiAIgiA8CDLLDzcTCMIvxDfffIPRaJz02ooVK267KrRjxw4cHR353//7f/8c3XusmUwm3nnnHd5++20R/AiCIAiC8MBN9dlDrPwIv1j19fX09vZOeu126WgwsUo1NDTE5cuXmTNnzgPunSAIgiAIgnC/ieDnMXfp0iXy8vIYHR1l3rx5JCUl0dzczLFjx+ju7katVrN58+bbViubirGxMXbu3ImbmxtvvvkmMLHBf9euXajVarZt23afRvPzso7ldo4ePUpJSQkbN25kxowZxMbGUlRUxOjo6M/TwduoqakhLS2N2bNns2bNmvvS5l/+8heMRiN/+tOf7kt7Vv+/I88jsxm/r20KgiAIwoPyX+tOPOwuCA+YCH4eY11dXaSnpyOXywkMDEShUGCxWDhy5Ag9PT1oNBrs7e1/UuBzOwqFgrCwMDw9Pe9724+qVatWSQexCoIgCIIgCI8fEfw8xpqbm7FYLMTGxvLss88CEwdr9vT04OPjw9atWx/YtZVKJRs2bHhg7QuCIAiCIAjC/SaCn0fc6Ogop06d4sqVK5hMJvz9/Vm1ahVGo5GCggIAqqur6erqIj4+nvz8fGAiCDp48CAzZ85k5syZ9Pb2kpWVRX19PTKZjPDwcJKTk6XKY9brlJWVMTo6ip+fHytWrCAwMJCdO3cCEwd37tixg5SUFIKDg6W0t/Xr1/Pee+/h7e3N66+/LvU9NTWV69ev89Zbb2FjY8PFixcpLCykr6+PadOmkZCQQExMDPDfKWbbtm2joKCA2tpaFAoFKSkphIWFATA0NMSJEyeoqqpifHyc4OBgVq9ejZubGwCVlZXk5ubS1dWFm5sbixcvZv78+QAUFRVRWFhIb28vXl5eLFu2jKioqCndg+HhYY4ePUpFRQV2dnasWbOG6dOnAxNn9lj7ZDabCQkJYdWqVVKfPvjgA2xtbVm1ahXZ2dlcv34dX19f1q5dS3V1Nd9//z0DAwPExsbyzDPPSNe83VzpdDrS0tIAKCkpoaSkhDfeeAN3d/e73uPbzcEHH3wgFX7YsWMHTz31FAkJCXecT0EQBEEQhMfR/c+HEu4bi8VCWloa58+fx8HBAY1GQ0tLC3v37qWzs1M696Wrq4vq6mp6enrQ6XTARKBQXV1NZ2cnRqORPXv2UFVVhZeXFyqVirKyMlJTUxkbG8NisXDgwAHOnz+PQqHAy8uLxsZG9u/fT1tbGzNmzADA1taWsLAwXF1dJ/XT2dmZwMBADAYDfX19wERQ0NLSQmRkJDY2NuTm5pKRkcHIyAiBgYEMDg5y+PBhiouLJ7X15ZdfotfrcXNzw2g0cuzYMSwWC2NjY6SmplJSUoKbmxu+vr7U1NSwZ88ejEYjXV1dHDp0iO7ubvz9/TGZTKSnp3P9+nV0Oh3p6ekMDg6iVqvp6enh66+/ZmhoaEr34cSJEzQ0NODq6srAwMBNfSotLcXZ2RkPDw+uXbsm9cnKaDTy+eefY2Njg42NDc3NzRw8eJCsrCxcXV0ZGxvj3LlzNDU1AdxxrhwdHVGr1cDEeTxhYWEoFIq73uM7zUFISIh0EGpYWBgqleqO8ykIgiAIgvC4Eis/j7CKigoaGhpYsGCBtNekvb2dTz75hNraWlavXk1GRob0L/UAGo2Gjz76iKCgILZs2QJAZmYmg4ODvPTSS0RHRwMTKwsZGRlotVpcXV1pbGwkODiYTZs2YWNjQ3l5OXK5HJVKxbp169i5c+ekVLeenp5JfY2JiaGhoYHq6mrmz59PTU0NFouF6Oho+vv7KSgowN/fn1dffRVbW1tMJhN79uwhJyeHWbNmSe14eHiwadMmZDIZ77//Pv39/QwMDFBWVkZnZydJSUlSRTbrxv/Tp08THByM2WwmMTGRxYsXYzabaWxsxNPTk+rqamDiDJ2oqChGR0dpa2u743k7N/L09GTTpk1YLBbef/99ent7pT51dXURExPDCy+8gEwmIzs7m8LCQk6fPk1ycjIwsXL09NNPs2zZMsrLyzl8+DAGg4HXXnsNjUbDsWPHuHTpEm1tbbi7u99xrv74xz+SkJBAWloaISEhUsGDu91jq1vNQUpKCtXV1RiNRun+VlRU3HY+BUEQBEEQHlci+HmEWVdxtFrtpAdYmCjTbF2RuZuGhgYADh06dMtrWFO05s6dK60AWNPRYKLa291ER0eTlZUlBT/V1dU4ODgQGhoqpanp9Xophe5G1hUsgEWLFkmHeapUKoxGIyaTSRpDdnY22dnZN40hISEBX19f8vLyMBgMhIeHEx4eDkBkZCQXLlwgPT2d2tpaIiIipLS1qVi4cKE0L56enjQ2Nk7qU1xcHDKZTPpsYWGhdO9ubAPAy8sLALVajUajmfSayWSiqalpynN1o7vd42efffae5iA4OPi28ykIgiAIgvC4EsHPY8DHx+emVDPrw/ZUWM+xDQ4ORqFQTHrP29sbk8n0k/uoVCoJCgqirq6OkZERampqpJQ3KxcXF3x9fW/67o2fsQY+MHmM1jFoNJqbVmycnZ1xdHRk+/bt6HQ6KioqyMzMJCsri02bNuHj48Pvf/97ampqqKys5MiRIzg7O/Pyyy/fNK+3crc+TeVeWMdorbx345hvVY1vKnN1o7vd42nTpt3THNxtPgVBEARBEB5HIvh5hAUFBaHVanF3d2ft2rXI5XK6u7upqqoiIiKC2traKbfT0dFBWFiYlDJWV1dHX18fkZGR1NXVodVqKS4uJiYmRkp7M5vNhIeHSw/cIyMjWCwWzGbzLa9j3ZB/5swZhoeHpfQrjUaDXC5HLpezZs0anJycGBsbQ6vVEhAQgLe395TGUF1djZ+fn5QCqNfr0ev1REREMDw8TFVVFTNnziQkJITZs2ezd+9eLl26xKJFizAYDERGRhIREcGMGTM4fPgw5eXlLF68eEpzeCvBwcFUV1dz8eJFNBoNMplMWqELCgr6UW1OZa6s+6qsQev4+Phd73F3d/eU5sBkMmFra8vo6Oht59OazicIgiAIgvC4EcHPIyw6OpqgoCCqqqrYvXs3Li4utLa2YrFYCAwMnHI7CQkJXL16lezsbMrKygAwGAy4ubkRHR1NVFQUQUFB6HQ6PvzwQ5ycnNDr9cjlcrZu3Yqfnx92dnYMDQ3x7rvvolarb/kAHBUVRWZmJmfPnpVS3mBiY/7SpUs5ffo0u3fvxtfXF4PBwNDQEMnJyVL6150sXLiQ4uJitFot9fX12Nvb09raip2dHeHh4ZSWlpKVlcXJkyfx9vamq6sLmEhT02q1nD17FldXV1QqFQaDQXrvp4iLi6OoqIjS0lL0ej22trbSPpply5b9qDanMlfWla/KykreffddFi1adNd7fLc5cHJywmg0smvXLtzc3Jg7d+5t51MQBEEQBOFxJYKfR5hMJmPjxo3k5ORw5coV2traUKvVrFixAn9/f/R6/ZTaUSqVbN++nczMTOrr67GxsSE6OpqVK1diZ2cHwMaNG6VS10ajkYCAAJYvX46/vz8Ay5cvJzc3F0DaI3Sr64SEhFBXV8cTTzwxKUXr6aefxtnZmcLCQpqamvDw8CApKYm5c+dOaQy2trZs3bqV48ePU1VVRX9/P9OnTycpKQlXV1cWLFiATCajqKiIpqYmnJycWLJkCbGxsYyPj+Po6EhJSQmNjY24uLiwdOlSqYT2j2Xt042lrq3lpZ2dnX90u3ebK39/f2bOnElFRQUKhQInJ6e73uPly5ffcQ6eeuopsrKyMJvNTJs2jdjY2NvO5734Xy98jb29/Y+eC0EQBEEQhPtJZrFuFhCEX6C6ujrOnTs36TVvb28SExMfUo/+NZhMJt555x3efvttEfwIgiAIgvDATfXZQ6z8CL9ofX19Uilsq5GRkYfUG0EQBEEQBOFBEsGP8LPr6elh165dqNVqtm3bdsvPWM/wmT17tnSWzYMwZ84c5syZw9GjRykpKWHjxo23LSG+b98+Ghoa+N3vfoenpyc6nY7PPvuMmJgYXnzxxQfWx5+D9UygG8+Muh/+x7F/x2Izft/aEwRBEIQH6R/PH3/YXRAeMBH8CD87hUJBWFjYY7953tHRkbCwMPz8/B52VwRBEARBEIQpEMGP8LNTKpVs2LDhYXfjJ/Px8fmXGIcgCIIgCMIvhQh+HgGjo6OcOnWKK1euYDKZ8Pf3Z9WqVfj4+HD9+nVyc3Opq6sDJip9JSUlSQdgNjQ0kJ2djcFgQKlUMn/+fJYuXYpMJsNsNnPmzBmKioowGo14eXnxzDPPEBwcfNc+1dTU8P3336PX63FwcGDGjBkkJiaiVCpJS0ujpqaG3/zmN1I/ioqKSE9P56WXXiI6OhqDwUBWVhYtLS3Y2dnxxBNPkJiYiEKhuGXaW0VFBSdPnsRoNBIREUFERMSU52/Hjh3ExMSg0WgoLCyUzhhatWoVdnZ2t0xPu12a19DQEF999RU1NTU4OzuzatWq26bB3ardhoYGTp48icFgwMnJiZkzZ/L0009POij1VoaGhqSqcePj4wQHB7N69Wrc3NzIyMjg4sWLrFu3jsjISABqa2s5cOAASUlJxMfH09vbS1ZWFvX19chkMqnqnKOjozTf8+fPx9fXl3PnztHT00NYWBgvvPACV65cISMjA4D8/Hzy8/P505/+xPDwMMePH+fatWuYzWapup67u/uU740gCIIgCMKj5Oaj5YWflcViIS0tjfPnz+Pg4IBGo6GlpYW9e/fS0dHB0aNHqa2txdvbGzc3N+rq6khLS2N4eBiTycTnn39OW1ublHr13XffSYeffvvtt+Tm5iKTyQgICKCrq4v9+/dLgdTtDA0N8cUXX9Dd3U1AQAA2NjZcvnyZo0ePAhOHmQJcu3ZN+k51dbWUztbe3s7evXtpaGjAx8cHW1tbLly4QFpa2i2vV19fz1dffUVPTw9eXl40NjZy4sSJe5rH+vp6srOz8fDwQKFQUFJSwpdffnlPbQCcOHGCtrY2VCoV3d3dHDx4kLa2til9t6amhs8++4y2tjb8/f0ZHx+nsLBQmrfbGRsbIzU1lZKSEtzc3PD19aWmpoY9e/ZgNBpvOd/WP0dHR2M0GtmzZw9VVVV4eXmhUqkoKysjNTWVsbGxSd/JzMxEqVQik8morKzk8uXLuLq6SgfNenh4SOWvT5w4QUlJCUqlEpVKRUVFBadOnZryXAqCIAiCIDxqxMrPQ1ZRUUFDQwMLFixg1apVALS3t/PJJ59w6tQpnn/+eVxdXVEoFAB89dVXVFRU0NzcjFKpxGQyERcXR3JyMhaLBZ1OR0hICHq9npKSEiIiIli3bh0ymYz+/n4+/vhjTp48yeuvv37bPjk6OrJt2zZ8fHyQyWSMjY3xf//v/6W2tpbR0VEiIyNJT0+nurqaZcuWMTY2Rl1dHeHh4SgUCk6dOsXY2BjJycnExcUxNjbG//t//4+GhgYqKipu2iPz/fffA7By5UoWL17M2NgYn3/+OQMDA1Oex6GhIbZs2UJgYCDDw8OkpqZSV1eHTqe7p/vh5eXF5s2bkcvl5OTkUFBQwNmzZ3n++efv+t2TJ09isVjYuHEj06dPZ3BwkMuXLxMeHn7H7124cIHOzk5pFQf+u+DD6dOnefbZZ3F2dqampkb6TnV1NWq1Gnd3dzIzMxkcHJRW3eC/V7a0Wi1RUVEA9Pf3SwUdzp8/z/Hjx2ltbSU2NpYFCxaQkZHBzJkzpZUw66rfb3/7W2QyGZ2dnXddwRIEQRAEQXiUiSeZh8z6cK7VatFqtZPeq6+vp6+vj6NHj2IwGFAoFNLD58DAACEhIYSGhlJUVMTAwADh4eFSWpS13aqqKv785z9Pand4eJihoSEcHR1v26/GxkYOHz5MT08PLi4ujIyMYLFYMBqNuLu7ExoaSk1NDYODg+j1ekZHR6UHb51Oh42NjXQgpq2tLfPnz6exsZH6+vqbgp+2tjZsbGyIi4uTPr9w4cK7rlDdyMnJicDAQAAcHByYM2cOOTk5NDY2Sq9PxeLFi5HLJxZEFy1aREFBwZRWfgYHB+no6MDDw4Pp06dLfbIGM3fS0NAAQHZ2NtnZ2ZPe0+l0yGQyoqKi0Gq1tLW1YWtrS3d3tzS/1u8fOnToprZ1Op0U/Pj6+kopfF5eXsCdy3ovWLCA48eP8+mnnxIZGUl0dPRtD7gVBEEQBEF4HIjg5xHh4+ODq6vrpNdGR0c5ePAgwcHBvPHGG9ja2pKZmUlpaSkANjY2bN68mebmZioqKsjLy+P48eOTyi57eHigUqluup7ZbL5tX8rLy8nKymLZsmUsXbqU4eFh9u/fj8lkkj4TExNDdXU1NTU1NDc3SylvN5LJZFMau/VzN37eGoBM1e3O6r1xpeLGz9zu8zde1/rn0dHRe+rLvbL2RaPR3BSQOjs7AxPzrdVquXbtmjQma7Bp/X5wcLC0QmhlTWeDid+LlXVsdzrjODY2loiICCoqKqisrCQ3N5fY2FhWr179o8YpCIIgCILwsIng5yELCgpCq9Xi7u7O2rVrkcvldHd3U1VVhdlsRqfTERAQgFKpZGxsTEoFGxwcZHx8nMuXLzN79mw0Gg3x8fH85S9/QavV8uSTTwITqyBr167F1taWoaEhLl26xIwZM1Aqlbftk3UlYfr06SgUCoaGhhgaGpKu6+7uTmRkJDY2NtTU1NDU1CSlvMHEQ/i1a9e4dOkS8+fPZ3x8nOLiYum9H/Lz86O2tpYLFy6waNEiAGnf0lQNDg5y8eJFYmNjMZlMXL58GZhY7XBwcACgo6MDi8XC+Pi4FED+MAisqqqSVkfOnTsHQEBAwKTP3BgEWjk5OeHt7U17ezu1tbVMnz6doaEhtFrtXcthBwUFUV1djZ+fn5T6qNfr0ev1UuGHwMBAXFxcqKmpwcbGRkp5s36/o6ODsLAwaaWprq6Ovr4+IiMjGR4envI8WsdmNpu5du0a3t7exMXFERcXx8GDB7l48SLLly+/46qhIAiCIAjCo0oEPw9ZdHQ0QUFBVFVVsXv3blxcXGhtbcVisbBlyxZkMhn5+fnU1dXR1dUlPXSWlpbi6elJeno6OTk5+Pj40N/fD4BKpUKtVjNr1ixKS0vZtWsXKpWK1tZWRkZG8PT0xMfH57Z9sj6of/755/j4+NDa2oq7uztGo5HS0lL8/f2xt7dn+vTpVFRUMDY2RlJSkvT9FStWUFdXR3p6OpcvX2ZgYICenh4CAwOJioqit7d30vUSEhKoq6vjxIkTlJaWMj4+Ln2mqqpqSvOoUCjIycmhtLSU7u5uBgYG8Pf3JyQkhNHRUezs7Ojo6OCTTz5haGgIe3t7YKJK3fLly6V2KioqaGxsRCaTYTAYsLGxYdmyZQDS3B86dIgZM2bwxBNPTOrDM888w4EDBzh48CAajYbr168zODhIa2sr69atu23fFy5cSHFxMVqtlvr6euzt7WltbcXOzk7aL3Rj6ptMJmPFihWT5u/q1atkZ2dTVlYGgMFgwM3NTVoduhvr2M6fP09ZWRnJyckcP36cwcFBvLy8cHBwoLGxEWdnZymYFARBEARBeNyI4Ochk8lkbNy4kZycHK5cuUJbWxtqtZoVK1ag0WhISUnhu+++o62tTSoXnZqaiqOjI+Hh4bzwwgucO3eOlpYW7O3tmTdvnrRhPSUlBQ8PD4qKimhpacHLy4unnnrqrmWk58yZg8FgoKSkhK6uLpYvX05wcDD79u2b9OAbExPDtWvXbkp58/b2Ztu2bZNKXcfFxZGYmHjLVDiNRsPmzZs5fvw47e3teHt7s2HDBs6dOzflfT92dnb8+7//O1lZWQwNDTFjxgzWrFmDTCbDzs6O1atXk52dTW9vLxEREaxcuZKvvvqK1tbWSe38+te/lgoB+Pr68m//9m9S2mB8fDytra0MDQ3dcq9MaGgor7zyCidPnqSlpQUnJycWLVo0KVC5FVtbW7Zu3crx48epqqqiv79fKit9YypkTEwMFy5cwGKxTApqlEol27dvJzMzk/r6emxsbIiOjmblypXY2dkxODh41/kLDw9n+vTpNDQ04OTkhEKhYMuWLeTl5VFbW0tXVxcBAQE888wzU05nBPjrr/4pBZqCIAiCIAgPm8xyp6R/4V/aN998g9FonPTaihUr7rgq9LDk5OTQ3t4+6bVFixYRGhrKjh07UCqVvPXWWw+pd1Nz8ODBm15LSUm5Ywri48pkMvHOO+/w9ttvi+BHEARBEIQHbqrPHmLl5xesvr7+phS0qVQnexiam5ulvUhWU03pupPLly/zzTffsGTJEhITE2/5GWvJ65SUFObMmfOjr1VdXX3Taw+6mML9cPjwYcrLy3nllVemdECuIAiCIAjCo0oEP79gb7755sPuwpRt2bLlgbTr6upKWFgYnp6eD6T9G/3pT3964Nd41LyY/v9l3ObunxMEQRDuTeaadx92FwThsSSCH+Gx91OCitDQUEJDQ+9jbwRBEARBEIRHlQh+hElGR0c5deoUV65cwWQy4e/vz6pVq/Dx8eH69evk5uZKRQj8/f1JSkrC19cXmCiRnZ2djcFgQKlUMn/+fJYuXYpMJsNsNnPmzBmKioowGo14eXnxzDPPTCmNytqnsrIyRkdH8fPzY8WKFdLhpT09PWRlZVFfX49cLiciIoJnn30WR0dHMjIyuHjxIuvWrZMOgK2treXAgQMkJSXh5OQ0Ke3NYrGQn5/PhQsXAIiLi7vjWTg30ul0fPbZZ6xcuZLr169z5coVFAoFixYtYunSpcDEuToXLlzg4sWLdHd34+rqyuzZs3nyySeRy+WMj49z8uRJrl69islkIjAwkKSkJHx8fBgeHub48eNcu3YNs9ksFUVwd3fn6NGjlJSUSIUTDAYDKpWKX/3qV6jVaqmP5eXl5Ofn09XVhYuLC/Hx8SxYsAD47xTAX/3qV7S3t3P16lVCQ0MpLy8H4LPPPiMoKOiBrcIJgiAIgiA8aPd2kqTwL81isZCWlsb58+dxcHBAo9HQ0tLC3r176ejo4OjRo9TW1uLt7Y2bmxt1dXWkpaUxPDyMyWTi888/p62tTSqV/d1330nn9Xz77bfk5uYik8kICAigq6uL/fv337Wam8Vi4cCBA5w/fx6FQoGXlxeNjY3s37+ftrY2BgYG2LNnD9euXcPDwwNnZ2dKS0tJTU1lbGyMmJgYAK5duya1af3zrfYM5efnk5+fz+joKF5eXpw9e1Y6E2iqvv/+eyoqKvD19cVkMnHq1ClOnz4NQE1NDcePHwcmzu4ZHBwkLy+Ps2fPSt+9cOECtra2+Pj4oNPpSE9PB+DEiROUlJSgVCpRqVRUVFRw6tSpSdc+ePAgIyMjeHh4YDAY2LdvH11dXQBcunSJw4cP093djVqtZmhoiMzMTHJzcye1YQ1SfX198fX1xcXFBZioyqfRaO5pLgRBEARBEB4lYuVHkFRUVNDQ0MCCBQukwzbb29v55JNPOHXqFM8//zyurq7SYaZfffUVFRUVNDc3o1QqMZlMxMXFkZycjMViQafTERISgl6vp6SkhIiICNatW4dMJqO/v5+PP/6YkydP8vrrr9+2T1evXqWxsZHg4GA2bdqEjY0N5eXlyOVyVCoV2dnZDA0NsXjxYlauXInFYuGf//wnV65cQavVsmjRIpydnampqZHarK6unnRIqNXY2BiFhYXIZDK2bNmCWq2mr6+PvXv33tM8KhQKtm/fjlKppK2tjb1791JQUMCiRYuYMWMGv/nNb6TVsvb2dv76179SWVnJkiVLpNLb27dvx9HRkf7+fumQUr1ej4ODA7/97W+RyWR0dnZiazv5f8LR0dH827/9G/DfhRq+//57Vq9eTU5ODnK5nNdeew0/Pz/6+vr45JNPKCgoIDY2dlI7f/jDH6Qy283NzZSXl7NixQpR8EAQBEEQhMeaCH4EiU6nA0Cr1aLVaie9V19fT19fH0ePHsVgMKBQKKQH74GBAUJCQggNDaWoqIiBgQHCw8OlNDNru1VVVfz5z3+e1O7w8DBDQ0PSIZs/ZK3wNnfuXGxsJnbOW1dzbnx/0aJFwMS5SQsWLODKlSvodDoWL14sHQ7a1taGra0t3d3dNz3sA3R2djI6OkpwcLCUKubq6soTTzwhrcxMRUBAgFS+2tfXl9DQUKqrq6VVseLiYioqKhgaGsLDw0OaQ4B58+ah0+lITU0lKiqKqKgo/P39AViwYAHHjx/n008/JTIykujoaNzc3CZd2zrnAIsXL6agoICGhgba29sZGhoiJCREWplzdXUlMjKS4uJimpqapO9FR0dPOl9IEARBEAThX4UIfoSb+Pj43PTwOzo6ysGDBwkODuaNN97A1taWzMxMKSXMxsaGzZs309zcTEVFBXl5eRw/fpwXX3xRasPDw0M6MPRGZrP5R/fVuh/nTgdvxsTEoNVquXbtmhSw3SrlzdrGD9uSy+8tO/SH47H20dbWlpMnT1JUVMT69esJDQ2ls7OTTz75RPpMREQEb775JpWVlVRWVlJQUEB4eDhr164lNjaWiIgIKioqqKysJDc3l9jYWFavXn3bawPSSt2txiYIgiAIgvBLIvb8CJKgoCAA3N3dWb9+PRs2bCA5OZnQ0FDCwsIYGxuTVjVsbGyk1YrBwUHGx8elfSJJSUls27aN4eFhtFqt1K6DgwNr165lw4YNPP/88wQFBbFixYo7HvJpTbMqLi5mfHwcmNi0X1ZWhslkkt63FiiwWCxcvHhx0ngCAwNxcXGhpqbmtilvACqVCjs7OxoaGtDr9cBE0NfY2Ci1PRXXrl3DYDAA0NHRQX19Pba2tnh6etLY2IidnR0hISHY2tpKh8yOjo4yOjoqnb00d+5cfv3rXzN//nyqqqowGAxUVlYyOjpKXFwcL7/8MmFhYVy8eJGhoSHp2gUFBVIAdP78eWBi9cnb2xtHR0dpFQigv7+fyspKbGxsCAgIuOu4TCaTdA8EQRAEQRAeR2LlR5BER0cTFBREVVUVu3fvxsXFhdbWViwWC1u2bEEmk5Gfn09dXR1dXV1SqlppaSmenp6kp6eTk5ODj48P/f39wERAoVarmTVrFqWlpezatQuVSkVraysjIyN4enri4+Nz2z5FRUURFBSETqfjww8/xMnJCb1ej1wuZ+vWrSxbtowrV65w5swZampqGBsb4/r163h4eBAXFwdMrHZYU99kMhkrVqy45bVsbGxYtmwZOTk5/P3vf0etVtPd3S0dRHrt2jXmzp1713l0dHQkNTUVf39/9Ho94+PjLF68GDs7O/z8/Ghvb+fjjz/G2dmZ9vZ2pk2bRnd3N7W1tXz//ffo9Xo8PT1xcXGhsbERW1tbXFxcOHjwIIODg3h5eeHg4EBjYyPOzs44ODhI1+7q6uLDDz/EwcGB1tZWZDIZixcvxtbWlsTERI4dO8bevXvx9/fHYDAwPDzMk08+KRU1uN14AI4cOYJcLucPf/jDHQNWQRAEQRCER5VY+REkMpmMjRs3EhcXx8jICG1tbajVal555RU0Gg0pKSk4OzvT1tZGeHg4r776Kp6enjg6OhIeHs4LL7yASqWipaUFk8nEvHnzSEhIACAlJYWEhARkMhktLS2oVCrWr19PRETElPq0cOFCRkZG6OjoICAggM2bN+Pv74+zszPbt28nPDyczs5O+vv7mTVrFlu3bp1UDCAmJgaLxYLZbL5lypvVkiVLePbZZ6Ugy9/fny1btqBSqaacnhcUFMTy5cvp7OxEJpOxaNEiEhMTAUhKSiI8PByj0cjIyAjr1q1j6dKlKBQK7OzsWL9+PfPnz2d4eJimpia8vLxYt24dzs7ObNmyhejoaPr6+tDr9QQEBPDrX/96UirbypUr8fHxoaOjg2nTprFhwwapuMK8efN48cUXcXNzo7m5GQcHB1atWsXy5cvvOJ64uDjpEFgfHx9MJtOU5kEQBEEQBOFRI7NMNZdHEB6gb775RkoBs1qxYsUdV4UeloMHD970WkpKCh0dHXz22WfExMRM2uv0c7Ce87Nx40ZmzJjxs177VkwmE++88w5vv/029vb2D7s7giAIgiD8i5vqs4dIexMeCda9LjeKj49/SL25s+rq6ptes6bGCYIgCIIgCI8uEfz8BPv27aOhoYHf/e53UlrQ7fzlL3/BaDTypz/96Wfq3aPth3P35ptv3vSZn3POdDrdXVdtLl++zDfffMOSJUukNLYPPviA3t5enJ2d6enpeeD9fFDGxsbYuXMnbm5ut7wXP9aLx3ZhthEV5gRBEO63jOf/18PugiA8lkTw8xNoNBrs7Oyws7N72F157PyrzF1ISAhGoxGZTEZwcPBDC27XrFnDmjVrHsq1BUEQBEEQHhc/OviprKxEp9Mxbdo0YmNjpQMof0ms//ov3Lt/lblLSUl52F0QBEEQBEEQpuieg5+xsTHS0tJoaGgAICwsDGdnZ86dO8emTZse2ubmnp4edu3aRXx8PHK5nKKiIsxmM3PnziUxMREbGxuGhoY4ceIEVVVVjI+PExwczOrVq3FzcwNgx44dBAUFER8fT1ZWFs888wx+fn5kZWWh0+mQy+VERkaSmJiIk5PTTalbRUVFFBYW0tvbi5eXF8uWLSMqKooPPvhA2sy/Y8cOnnrqKRISEjCbzZw5c4aioiKMRiNeXl4888wz0tk1+/bto7m5me3bt3PixAmamppQKpW89NJL+Pv7A9Db20tWVhZ1dXXY2NgQGhrKM888Ix1S2tDQwMmTJzEYDDg6OjJ//nyWLVt214M7+/v7+e6777h27RpjY2N4e3uzYsUKgoODKS8v5/DhwyxcuJBnn30WgJGREf7P//k/hIaGsmHDBkZHR8nJyeHKlSuMjIygVqtZtWoV3t7e0thunLv+/n6++eYbGhoa8PDwYNWqVVO+99bN/lu3buX48eMYDAZUKhW/+tWvUKvVwH+np/3Xf/0Xtra2d0zzOnfuHAUFBYyMjDBv3jySkpJuO18/bPfG35jZbCYwMJCkpCRp3Hdy8eJFCgsL6evrY9q0aSQkJBATE0NLSwt79+4lIiKC9evXS59/7733cHBw4Le//e1P/i3t3LkTmPg97dixg5SUFObMmXPb37QgCIIgCMLj6J5LXWdnZ9PQ0EB8fLx06KNcLqe5uZmcnJz73sF7VVxczPnz56WHzXPnzpGRkcHY2BipqamUlJTg5uaGr68vNTU17NmzZ1KVse7ubr766isUCgVKpZKjR49SVVWFh4cHrq6uFBcXU1hYeNN1dTod6enpDA4Oolar6enp4euvv2ZoaIiQkBBpZSwsLAyVSgXAt99+S25uLjKZjICAALq6uti/fz91dXVSu2azmf3799Pb24tSqaSnp4esrCwABgYG+Nvf/kZVVRUqlQonJyeuXr3Kvn37GBkZoa6ujs8++4z29nYCAgJQKBTk5+fz7bff3nUeT5w4QXl5OR4eHnh5edHc3MzBgwfp7u4mPDwchUIxaeN/bW0t4+PjREdHY7FYOHDgABcuXMDW1hYfHx8aGhr49NNP6ejouOla4+PjfPbZZ9TW1uLk5IRCoeDgwYOMjIxM5ZZLrN/x8PDAYDCwb98+urq67qkNnU5Hbm4uHh4eWCwWzp07N+Xf9ejoKHv37qWkpASlUsm0adOoqanhH//4h3Tu0e3k5uaSkZHByMgIgYGBDA4OcvjwYYqLi6VDWevq6hgbGwOgtbWV/v5+qWz3T/0tWSvE2draEhYWhqur6x1/04IgCIIgCI+je175uXLlCt7e3iQmJlJQUABMHETp5eVFZWUlq1evvu+dvBfj4+P85je/QaVS0dfXx9/+9jcuX76Mp6cnnZ2dJCUlSVXEampqSEtL4/Tp0yQnJwPQ19fHCy+8wBNPPAGAXq/H29ub7du3S3/38PC46bqtra0APPfcc0RFRTE6OkpbWxuOjo6kpKRQXV2N0Whkw4YNUjslJSVERET8/9m786Coznzx/++GbrZm7WZfZN8VNS4oLhAFjZoJeo0mo4lJRkedTL6V1HxvfSu3puqbMlWpb35Tydw4SUxiTMZ4g2YxiVEUBdRgwK1FBAREdmRrlJ2maWi6f39QfUaCKGQ0avK8/rnN6dPnPOc5J3PPx+fzfB6eeuopZDIZPT097Nixg8zMTLZu3QqA2WwmJCSEVatWodfrefvtt2lqagIgJycHvV7P/PnzWbx4MWazmfPnz+Pj44NCoeDYsWPI5XJefPFFXF1dMZvNfPvttxQWFhIfH4+Pj8+Y/ZicnMyKFSukBS4zMzM5c+YMVVVVzJw5k/DwcEpLS2lra0OtVlNRUYG1tTVRUVGUlZVRX1/PpEmTePbZZ5HL5Wg0Go4cOUJ2dja///3vR5zr8uXLtLW1SWsKKRQKCgoKxhWk3SwmJobHH38cgOzsbPLy8vjxxx8nlJpmMBj44x//iKenJ1qtlp07d6LRaKT1im7n/PnztLe3M2XKFFatWoVMJuPixYs4Ozvj4OAw5u96enrIy8vD19eXF154AblcjsFgYOfOnWRnZxMXF0dMTAynT5+mrq6O0NBQKfCMjY29K8/SU089xRtvvIFSqZSe0TNnzgC3fqYFQRAEQRAeRhMOfgYHB2/58mNnZ/dAVLvy8PCQRlacnZ2JiYnhwoULZGVlAcMjV5bPFrW1tdJnpVIpBT4A8fHx5Obmsnv3biIjI4mJicHOzm7UeaOiojh//jzp6elUVVURGRlJaGjomO20nLO8vJzXX399xHf9/f0j/nU9ISEBmUyGg4MDjo6OdHd3YzQapdTDWbNmAcMLgsbHxwPQ19dHa2srANu3b7/l+W8X/Oj1eg4ePEhjY6N0bhgebYLhl+7S0lIqKipQqVRUVFQQEhKCnZ2ddG0zZsyQFhqdMWMGx44dG9HXFi0tLQDMnDkThUIBwPTp08nOzqavr2/MNv5UVFSU9Hnu3Lnk5eVJfTReERER0qihl5cXISEhVFZWcuPGjTv+1nKumTNnSguPPvLII3f83bVr1xgaGqKpqUlKP7tZa2srsbGxnD59moqKCin48fDwwMPDQxqJ/HeepVuZ6DMtCIIgCILwoJtw8OPn58e1a9ekkQ6AsrIyGhoaCAwMvKuN+zlMJtMtt1vmefj7+48K3hwdHcc83qJFi5g+fTqlpaWUlJSQnZ1NUlISCxYsGLGfm5sbL730EpWVlVy5coVvvvkGR0dHNmzYIM2/uRWVSiUFa2NdhyWAAKSX6p9+HotcLic4OHjUdicnpzF/MzAwwOeff46Liwt/+tOfUCqVnDp1itzcXGmf8PBwKfVt0qRJ9Pb2EhsbO+I4422r5bufzqsZz/Xd7Fb33hJMWY5l2WestX1/ek5Lm8azjs9E2/tTTk5OeHt7j9pubW2Np6cnbm5uVFRUsGDBAhobG0lMTByx37/zLN3Kz32mBUEQBEEQHlQTDn6WLVvGxx9/zMcff4xMJqOiokJKebKkjt1Pzc3NVFZWEhYWRk9PD6WlpQAkJSWRnZ2Nj4+PNJm+qamJpqYmIiMjxzxeUVERISEhzJs3j3nz5rFjxw7y8vJGBT8dHR1otVqioqKIjIwkLCyM/fv3U1JSwty5c6X9DAYDcrlcChTt7OxYu3atNFn+4sWLhIWFoVQq73itgYGBtLa2otFopLS3s2fP4unpSXBwsJTql5iYKE38LygowN7e/rbXfOPGDfr6+oiMjJTS5SxzViwjMQqFgoiICK5cucLly5extraWjhkUFIRGo+HixYvExMRgbW3NxYsXGRoauuXIgaV4w4ULF4iOjkahUNDU1CSNWJjN5nEFFnl5eYSFhWFlZcW5c+cApGDCUojj+vXr+Pn5kZ+fLx37ZteuXaOvrw8HBwdaW1uprq5GoVDg7e1NR0cHMHwPbyUwMJCrV6+Sn59PQEAAMpmM/Px8lEoloaGhUiD2U/7+/lhZWWFlZcXKlStxcHDAaDSi0WgICAiQRqJiYmLIy8vj3LlzmM1mab7P3XiWLAYGBjCbzZhMJrq7u8f1TAuCIAiCIDwsJhz8WOa/ZGdnSylMgYGBpKSk4OHhcbfbN2EODg58+eWX+Pn5odVq6e/vJzo6mvj4eAoKCtBoNNTU1GBra0tzczM2NjZERETc8lh9fX0cOnQIs9mMl5cXMplMenn+KY1Gw5kzZ3B2dkatVqPVagGkxU8dHBzQ6XRs374dFxcXtmzZQlxcHEVFRWzfvh21Wk1zczMDAwO4u7vj5eV1x2tNTEykpKSE3NxcKisrGRgYoL29HRcXF1588UUee+wx0tLS+PTTTwkICKCrq4vOzk5iYmJGpIj9lEqlwsbGhoKCAm7cuEFPT4+0Hk9RUZEUPMbGxlJSUoJGoyE0NFRKB4yOjmbSpEnU1tby3nvv4ejoSENDA3K5nMWLF486X0xMDLm5uVy7do13330XtVrNtWvXsLGxob+/n6tXr942WLNob2/nvffew87OjubmZmQymfSS7uPjg1arZe/evbi6utLa2oqrqyudnZ1cvXpVur6hoSHee+89PD09aWxsxGg0kpSUhK2trTRiWFBQQHNz84jKawCzZ8/m4sWLFBUV0dTUhJWVFa2trdja2vKnP/1Jqir4U87OzsyfP59Tp07x7rvv4u3tjVarRa/Xs2zZMvz9/aX+zsvL48yZM3h6ekr/vfn5+f3bz5K1tTU2NjbSXCA/Pz/UavVtn2lBEARBEISHzYSrvZ07d462tjZ+//vf81//9V/813/9F+vWrXsgAh8YTtV54okn6Orqwmg0EhcXx6pVq5DL5WzcuJG4uDh6enq4ceMGoaGh/OEPfxgzhcfBwYEXXniB0NBQ2trauHHjBmFhYfzHf/zHqH0XLVrEokWLUCgU1NfXY2Njw5IlSwgPDweGAxXLv8C7ublhNptJTU0lKSkJmUxGY2MjarWap59+elwv+jA8P2nz5s1ERkbS3t5OX18f0dHRPP/889jY2BAaGsqGDRvw8vKioaEBk8nEvHnzbtn+m9nZ2bFmzRrUajUtLS34+vry3HPPERQUNGLifnh4ODY2NhiNRmkUAobTqZ555hlmz57NwMAALS0tBAYGsmnTpluWfLaysmLDhg3ExsbS39/PjRs3WLhwIcuXL8fOzm7MOSk/tWTJEry8vLh+/Tpubm6sW7dOGvlJSkrC399fqiC3fv164uPjsbGxGZHSNn/+fGJiYmhpacHW1pbFixezcOFCAEJDQwkNDUUmk2EwGEaNAFmesalTp9Lb20tnZyehoaG88MILYwY+Fo8++qh0vdeuXcPR0ZEnnniC2bNnS/v4+PigUqlG9Tfwbz9LMpmMRYsWSSNkLi4ud3ymBUEQBEEQHjYy81iTH8bw4YcfMjg4yP/6X//rXrXpZ7Gs8+Pn58emTZvud3MeCsXFxRQXF4/YFhISwpw5c+5Ti8ZWXV3N2bNnR2yzVB20rPOzfv16qWTzg+js2bMjSk8DTJkyhSlTptynFt07BoOBN998k1dfffW+rf0lCIIgCMJvx3jfPSac9vb444+zd+9eTp8+LVUWu5llPRvhwdfW1jZirR7gtiWZ76fu7u5RbZ3oOkD3W0tLy6hrsMx3EgRBEARBEO69CQc/33zzDTC8jsqtFn/8v//3//77rRL+Lbt376auro4///nPt52fkZSUxIULF9DpdLz22mu/YAsnbtq0aUybNu2en2c8fffWW2/9rD5buXIlK1euvAutvL1du3bR2NjIyy+/jKurKwDvvPMOXV1d/PWvfx1R8e1ee/L7f2KynnB2rSAIgnAHh1dvvt9NEISH0oTfgsxmM7a2tqOGk8ZbketecXV1feBf4H8p/v7+2NjYSJP4f+3uZlDxa+274OBgdDrdff1vVBAEQRAE4X6bcPDzyiuv3INmCHdTcnLy/W7CQ+vX2nepqan3uwmCIAiCIAj33YSDH8sq9jczmUzk5+djNBpHlf/9rbMUYkhISMDKyor8/HxMJhPTp08nOTkZa2tr9Ho9x44do7y8nKGhIYKCglixYoVUIWzbtm0EBgaSkJBARkYGS5cuxcfHh4yMDGpra7GysiIqKork5GQcHBxGpW7l5+dz+vRpurq68PDwYOHChURHR/POO++g0+mkcyQmJpKUlITJZCI3N5f8/Hx0Oh0eHh4sXbqUoKAgYDg1rKGhgc2bN3Ps2DGuXbuGUqlkzZo10hyWrq4uMjIyqK6uxtrampCQEJYuXSpV1qurqyMzMxOtVou9vT0zZsxg4cKFoxY6/amenh5OnDjB1atXMRqNeHp6snjxYoKCgigpKWH//v3Ex8fz2GOPAcPzgv72t78REhLCunXrGBwcJDs7m8uXLzMwMICfnx/Lly+XqtD9tO96enr4/vvvqaurQ6VSSWW+x8NSiOEPf/gDp06doq6uDkdHR1JTU7GysuLo0aO0trYSEBDAU089JY2m3qlvLH1bU1ODTCYjIiKCZcuWYW9vz+7du2lsbARg+/btTJ06lZUrV45Ie2toaOCzzz5j0aJFANJ9njp1KitWrEAmk2EymcjOzqagoAArKyvi4+MZGBggLy9vRDqdIAiCIAjCw2TCwc/u3btvmTpjNpvFC9FtFBQUYDQa8fX1paWlhbNnz2IwGFi+fDmffPIJbW1teHl5YWNjQ2VlJTt37uTFF1+UymN3dHTw1VdfoVKpUCqVHDhwgNraWnx8fDCZTBQUFODg4DBq5KK2tpb09HTs7Ozw8/OjtbWV7777jqCgIIKDgykuLmZoaIjw8HDUajUABw8epLCwEBcXFwICAmhqamLPnj0888wzhISEAMMB7549e7Czs0OpVNLZ2UlGRgYbN26kt7eXjz76CL1ej7e3NwMDA5SWltLc3MzWrVtpaGjg888/x9raWlp/KCcnh87Ozjumrx07doyrV6/i5eWF2WymoaGBvXv38qc//YmIiAgUCgUVFRVS8FNVVcXQ0BAxMTGYzWY+//xz6uvrcXZ2xs3Njbq6Oj7++GM2b948qlz70NAQn332GW1tbTg7O6NQKNi7d++ohVHv5KuvvsLW1hYHBwc6Ojr4/vvv6evrw8PDAysrK2pqajh//jwLFiygurr6tn2j0+nYuXMnfX19+Pn5YTabKS4upqmpia1bt+Lv7y+tbxUcHCyV+r4VjUaDXq/H19eX7u5u8vPziYqKIiwsjCNHjpCfn4+trS3u7u7k5ORMaLFUQRAEQRCEB9GEg5/Y2NgRwY/ZbKaqqgonJyeeeuqpu9q4X5OhoSG2bNmCWq2mu7ubjz76iEuXLuHu7k5bWxspKSkkJCQAUFlZSVpaGqdOnWLZsmXAcLWz1atXM3nyZACampqkBWctf6tUqlHnbW5uBuCJJ54gOjqawcFBWlpasLe3JzU1lYqKCnQ6HevWrZOOU1hYSGRkJE899RQymYyenh527NhBZmYmW7duBYbve0hICKtWrZIWxmxqagIgJycHvV7P/PnzWbx4MWazmfPnz+Pj44NCoeDYsWPI5XJefPFFXF1dMZvNfPvttxQWFhIfH4+Pj8+Y/ZicnMyKFSukBUczMzM5c+YMVVVVzJw5k/DwcEpLS2lra0OtVlNRUYG1tTVRUVGUlZVRX1/PpEmTePbZZ5HL5Wg0Go4cOUJ2dja///3vR5zr8uXLtLW14efnx3PPPYdCoaCgoICDBw9O6N57eXmxbt06+vr6+Pvf/05HRwfJycnMmzeP4uJivv32W1paWgDu2DcFBQX09fWxZs0aaa2fCxcucPjwYTQaDcnJydTW1tLY2MgTTzxx23+Q0Ov1bNy4EW9vb44dO8bZs2dpbm7Gy8uLixcvYm9vz9atW3F2dubatWv885//nNB1C4IgCIIgPGgmHPw8+eSTo7Z1dnbywQcfUFJSIi0IKYzk4eEhjaw4OzsTExPDhQsXyMrKAiArK0v6bFFbWyt9ViqVUuADEB8fT25uLrt37yYyMpKYmBjs7OxGnTcqKorz58+Tnp5OVVUVkZGRhIaGjtlOyznLy8t5/fXXR3zX39+PXq+X/k5ISEAmk+Hg4ICjoyPd3d0YjUYpNXLWrFnA8AKalrLofX19tLa2AsNpWbc6/+2CH71ez8GDB2lsbJTODdDb2wsMB+elpaVUVFSgUqmoqKggJCQEOzs76dpmzJghVTybMWMGx44dG9HXFpaAZObMmSgUCgCmT59OdnY2fX19Y7bxp2bNmoWVlRWOjo7Y29vT19cn9YdltGlgYGBcfWPp26+//vqW38+dO3fc7QoLC5NGhiztMBgMtLS0YDabiYqKktIUAwIC8PHxkQJcQRAEQRCEh9FdqXnr6uqKl5cX+fn5IvgZg8lkuuV2uVyO0WjE399fGs2wcHR0HPN4ixYtYvr06ZSWllJSUkJ2djZJSUksWLBgxH5ubm689NJLVFZWcuXKFb755hscHR3ZsGGD9GJ7KyqVSgrWxrqOm0sm3zwaOJ6KYnK5nODg4FHbnZycxvzNwMAAn3/+OS4uLvzpT39CqVRy6tQpcnNzpX3Cw8Ol1LdJkybR29tLbGzsiOOMt62W7346D2miFdNuXvvK8ltL31mOfXMq3e36xrJfUFCQFJBZWOYt/Zx23XyNlnv80+sUleIEQRAEQXjYTTj4yc/PH/G3yWTi+vXrNDQ0iJXcb6O5uZnKykrCwsLo6emhtLQUGF5rJzs7Gx8fH2kyfVNTE01NTURGRo55vKKiIkJCQpg3bx7z5s1jx44d5OXljQp+Ojo60Gq1REVFERkZSVhYGPv376ekpGTEKIHBYEAulxMYGAiAnZ0da9euRS6Xo9fruXjxImFhYeOa9xEYGEhraysajUZKezt79iyenp4EBwdLqX6JiYn4+fkBw3Oi7O3tb3vNN27coK+vj8jISCklrKenB0AaiVEoFERERHDlyhUuX76MtbW1dMygoCA0Gg0XL14kJiYGa2trLl68yNDQ0C1HwyzFGy5cuEB0dDQKhYKmpiZp9Otul3d3cHC4Y9/U1dVx/fp1wsPDpTTJ6upquru7iYqKGnE8g8HA0NDQhBce9vLyAqCsrIyFCxfi4uJCe3s7169fvwtXKQiCIAiCcP9MOPhJT08f9cJn+dfoX2IRyoeVg4MDX375JX5+ftKE9OjoaGkeh0ajoaamBltbW5qbm7GxsSEiIuKWx+rr6+PQoUOYzWa8vLyQyWRcv35delm+mUaj4cyZMzg7O6NWq9FqtQDSAp4ODg7odDq2b9+Oi4sLW7ZsIS4ujqKiIrZv345araa5uZmBgQHc3d2lF+PbSUxMpKSkhNzcXCorKxkYGKC9vR0XFxdefPFFHnvsMdLS0vj000+lSf2dnZ3ExMSMeoG/mUqlwsbGhoKCAm7cuEFPT4+0Hk9RUZEUPMbGxlJSUoJGoyE0NFRKB4yOjmbSpEnU1tby3nvv4ejoSENDA3K5nMWLF486X0xMDLm5uVy7do13330XtVrNtWvXsLGxob+/n6tXr942WPs57tQ3SUlJlJaWkpWVRXFxMQBarRYXFxdpDpAlFfCf//wncrmcv/zlLxNqg6urK1OmTKG4uJgPPvgAHx8fmpubJxxECYIgCIIgPGgmHPwkJiaO+Fsmk2Fra4uvry+TJk26aw37tXFzcyM+Pp4TJ05gNBqJi4vj8ccfRy6Xs3HjRo4ePUp5eTk9PT2EhoaSkpIyZlqag4MDL7zwAjk5OdIckLCwMKk4ws0WLVqEvb09hYWF1NfX4+TkxPz58wkPDweG72dGRgYmkwk3NzfMZjOpqamoVCry8/NpbGzEw8ODxMTEcb/oK5VKNm/eLJVjtrKyIjo6miVLlmBjY0NoaCgbNmwgMzOThoYGlEol8+bN49FHH73tce3s7FizZg1Hjx6lpaWF8PBwVqxYwddff01XV5e0X3h4ODY2NgwMDEgBAQw/q88884xU6rqlpYXAwECWLVt2y5QxKysrNmzYwJEjR7h69So3btxg4cKFuLm5ceTIEYxG47j6YyLu1DeWvj1y5Ag1NTVYW1sTExMj9S3AvHnzaG1tpb+/H29vbwwGw4Tb8cQTTyCXy7l8+TLt7e089thjnDlzBr1eP6EgaH/qC2JEWBAEQRCEB4bMPMG6vV1dXSgUCulfl2E49e3s2bM4ODiI0Z+fsKzz4+fnx6ZNm+53cx4KxcXF0qiGRUhICHPmzLlPLRpbdXU1Z8+eHbHN09PzoV8stbS0FF9fX6laXFNTE5988gl2dnb87//9v++4HpPBYODNN9/k1VdfFcGPIAiCIAj33HjfPSY88rN9+3YiIiJGLGZqZWXFmTNnsLW1FcGP8G9ra2ujoqJixLabg+0HSXd396i2DgwM3KfW3B16vZ6MjAz0ej2enp4oFAoaGhowmUwsWbLkjoGPIAiCIAjCg2pcwc/3338vfTabzbS0tIzYZjAY6O3t/VnpNcLDa/fu3dTV1fHnP/9ZmkM0lrfeegudTsdrr712x+MmJSWRlJR0l1p5b02bNu2BC/gt6/4kJiZK/fjDDz+Qk5PDihUrmDlz5m1/b29vzx/+8AcyMzOpra3FbDbj5+fHvHnzJjzHac2BrzBZi2BJEAThbkt/cv39boIgPJTGFfxcunRJ+iyTyeju7h6xzSI6OvputetXw9XVdVwv/A8jf39/bGxspLkmwoNLrVYTHh6Oi4vLuPZ3c3MTixYLgiAIgvCrM67gZ/36f/3rQlpaGv7+/qMKHzg4ONx2cUrh1+dhn9fyWzJlyhSmTJlyv5shCIIgCIJwX40r+AkLC5M+P/fcczg4OIyqjmUwGBgcHBSjAPeJpbBCQkICVlZW5OfnYzKZmD59OsnJyVhbW6PX6zl27Bjl5eUMDQ0RFBTEihUrpNGAbdu2ERgYSEJCAhkZGSxduhQfHx8yMjKora3FysqKqKgokpOTcXBwGJX2lp+fz+nTp+nq6sLDw4OFCxcSHR3NO++8g06nk85hSccymUzk5uaSn5+PTqfDw8ODpUuXEhQUBAyn1TU0NLB582aOHTvGtWvXUCqVrFmzRlqDp6uri4yMDKqrq7G2tiYkJISlS5dKlfLq6urIzMxEq9Vib2/PjBkzWLhw4bjmrZw5c4bTp08zODjIlClT8PLy4vDhw6xfvx53d/dRhSwqKytJS0tj6tSprFy5EqPRSG5uLoWFhfT29uLq6srs2bOZNWsW8K9UtN///vdSVbVNmzZRWVnJjz/+SFNTE3Z2doSFhZGcnIxSqZTu84wZM/D29ubs2bN0dnYSHh7O6tWruXz5MocPHwYgJyeHnJwcXnvttVFpb++88w5yuZzf/e53ZGdn09LSgkql4umnn8bNzQ2A1tZWMjIyaGhoQKFQMHnyZFJSUkYtrioIgiAIgvCwmHAyflBQEAMDAxw/fpzvv/+e77//ni+++IL/7//7/3jnnXfuQROFiSgoKODcuXNScHr27FkOHz6M0Wjkk08+obCwEBcXF7y9vamsrGTnzp1SYALDi6J+9dVXKBQKlEolBw4coLy8HJVKhbOzMwUFBZw+fXrUeWtra0lPT6evrw8/Pz86Ozv57rvv0Ov1BAcHS+WRw8PDUavVABw8eJCTJ08ik8kICAigvb2dPXv2UF1dLR3XZDKxZ88eurq6pJf/jIwMAHp7e/noo48oLy9HrVbj4OBAaWkpu3fvZmBggOrqaj777DNaW1sJCAhAoVCQk5PDwYMH79iPeXl5ZGZm0t/fj5eXF0VFReTk5Ez4Xpw6dQpbW1v8/f3p7OzkyJEjlJSUjNjPUubc09MTvV7PF198QUdHBwEBAVhbW3Pp0iUOHDgw4jdXr17lyJEjKJVKZDIZV65c4dKlSzg7O0v3XqVSSSXNb0Wn0/H5559jNBqxs7OjtbWVEydOAHD9+nU+/vhj6uvr8fX1xcnJCY1GQ1pa2oT6QBAEQRAE4UEy4WpvZWVl7N+/H5PJhEwmkxY4tba2vusLPgoTNzQ0xJYtW1Cr1XR3d/PRRx9x6dIl3N3daWtrIyUlhYSEBOBfIxWnTp2S1gjq7u5m9erVTJ48GRgucezp6cnmzZulv1Uq1ajzNjc3A8Prw0RHRzM4OEhLSwv29vakpqZSUVGBTqdj3bp10nEKCwuJjIzkqaeeQiaT0dPTw44dO8jMzGTr1q3AcIGNkJAQVq1ahV6v5+2336apqQkYHtnQ6/XMnz+fxYsXYzabOX/+PD4+PigUCo4dO4ZcLufFF1/E1dUVs9nMt99+S2FhIfHx8WOmaQ4NDXHq1ClkMhnPP/88fn5+dHR08PHHH0/oXkydOpWQkBAp2Lt69Sr79u3jypUrxMbGSvs5ODiwefNmaTHWTZs2SYvXGo1G/vGPf1BVVcXg4KD0m56eHtavX09YWBjnzp3j6NGjNDc3M3PmTGbNmsXhw4eZMmXKbQtH9Pf3M2/ePJKTk9FqtXz44YdS32ZnZ2M0GvnjH/8ojbJlZ2eTl5dHWVmZmN8nCIIgCMJDacLBz6lTpwBYtmwZ58+fZ86cOXR3d1NWVvbQVOj6NfPw8JBetp2dnYmJieHChQtkZWUBkJWVJX22qK2tlT4rlUop8AGIj48nNzeX3bt3ExkZSUxMjPSSfrOoqCjOnz9Peno6VVVVREZGEhoaOmY7LecsLy/n9ddfH/Fdf38/er1e+jshIQGZTIaDgwOOjo50d3djNBqlBV4taWQymYz4+HgA+vr6aG1tBYbLs9/q/GMFP21tbQwMDBAUFISfnx8wXAAgPDycoqKiMa/ppwYHB/nxxx+prKzEYDBIa+b09vaO2G/atGkj+rS+vp79+/fT2dmJk5MTAwMDmM3mESN03t7eUjqqh4cH8PNKbM+fP/+Wx7Dcn1sFfLW1tSL4EQRBEAThoTTh4KetrY1JkyYxe/ZsTpw4wbRp05DL5Vy5coX09PQRxRGEX57JZLrldrlcjtFoxN/fH3t7+xHfOTo6jnm8RYsWMX36dEpLSykpKSE7O5ukpCQWLFgwYj83NzdeeuklKisruXLlCt988w2Ojo5s2LBBmn9zKyqVSgrWxroOufxfj6lMJrvl57HI5XKCg4NHbXdycrrjb386L+hW57t5jeCfrhf8/fffU19fz/r16/Hx8aG6upp9+/aN2u9mJSUlZGRksHDhQubPn09/fz979uwZVUbekkZ4czsnuF4x8K++/ekxLP/3VmlzljlBgiAIgiAID5sJBz/29vZS+o2VlRWdnZ24u7ujUCikf4kX7p/m5mYqKysJCwujp6eH0tJSYHjtnOzsbHx8fFi+fDkwnHrW1NR023TFoqIiQkJCmDdvHvPmzWPHjh3k5eWNCn46OjrQarVERUURGRlJWFgY+/fvp6SkhLlz50r7GQwG5HI5gYGBANjZ2bF27Vrkcjl6vZ6LFy8SFhaGUqm847UGBgbS2tqKRqOR0t7Onj2Lp6cnwcHBUqpfYmKiNIJTUFCAvb39ba9ZpVJJz3Nrayuenp709PSMmItkGanp6OjAaDRibW1NQUEB8K/Aoa6uDicnJ/z9/ZHJZNKIT39//5hBquW/odDQUBQKBXq9XhoF6+vrm9Bir5aAaaxz3U5gYCCVlZVMmzaNmJgYAEpLSzGZTERFRU34eIIgCIIgCA+CCQc/MTExaDQaenp6CAwMJC0tDZVKRVNTkyh1/QBwcHDgyy+/xM/PD61WS39/P9HR0cTHx1NQUIBGo6GmpgZbW1uam5uxsbEhIiLilsfq6+vj0KFDmM1maQ7K9evXpUDiZhqNhjNnzuDs7IxarUar1QJIi586ODig0+nYvn07Li4ubNmyhbi4OIqKiti+fTtqtZrm5mYGBgZwd3fHy8vrjteamJhISUkJubm5VFZWMjAwQHt7Oy4uLrz44os89thjpKWl8emnnxIQEEBXVxednZ3ExMTc9gVeLpczd+5cTp06xa5du/D19aW1tXXEaIudnR1ubm50dHTwwQcfYDabkclkUvGB3t5efHx8qKur44MPPkAul0tFG7RarZSS91OW/4b27duHl5cXzc3NuLq6otPpKCoqYs6cOXfsF8vI3rlz5yguLpbmc01ESkoKtbW1fP311/j7+2MwGKR7f/N8JUEQBEEQhIfJhIOfxMRErK2tsba2ZsmSJezbt4/q6mpcXV353e9+dy/aKEyAm5sb8fHxnDhxAqPRSFxcHI8//jhyuZyNGzdKlcV6enoIDQ0lJSVlzLQ0BwcHXnjhBXJycqQRibCwsFu+TC9atAh7e3sKCwupr6/HycmJ+fPnS2lTiYmJZGRkYDKZcHNzw2w2k5qaikqlIj8/n8bGRjw8PEhMTBx34QylUsnmzZvJyMigpqYGKysroqOjWbJkCTY2NoSGhrJhwwYyMzNpaGhAqVQyb948Hn300TseOykpiaGhIS5cuMCNGzdISEjgxo0bFBYWSvs8/vjjHDp0iJ6eHkJCQnjsscc4fvw4V65cwWQy8cQTT/D999/T1NSEt7c3zz77LGVlZZw9e3ZEKt/Npk2bhlarpbCwkPb2dhYtWkRQUBC7d+++5VyrW4mIiCA0NJS6ujocHBx+VmlqT09PNm3aREZGBo2Njdja2vLII4+QkpIyrnRDi69XrsXW1nbC5xcEQRAEQbgXZOafM1GA4VQay7+GOzo6jppHIvyyLOu/3LzujHB7xcXFFBcXj9gWEhIy5ujKgQMHKCws5Pe///2Yo2XCMIPBwJtvvsmrr74qgh9BEARBEO658b57THjkB+DSpUtkZ2fT19dHREQECxYsoKmpSaq6JQgPg7a2NioqKkZsu92cGktRgNOnT4vgRxAEQRAE4SE04eCntLSUgwcPolKp0Ol0mM1m6uvrycrKwsbGhqlTp96LdgoPqN27d1NXV8ef//xnaX7PWN566y10Oh2vvfbaL9S620tKSppQefbJkydz5coVhoaG7sr5b9y4wfvvv09gYCDPP/88MFxG+rPPPiM2NpYnn3xSGm2yrOkzHrt27aKxsZGXX35ZKq/9zjvv0NXVxV//+tcxU+7uhbUH0jHdNFdKEARBuDsOPbnyfjdBEB5KE34LOnnypLQo4//7f/8PGF5nJTc3l9OnT4vg5z5xdXW9L0GFv78/NjY22NjY/OLn/qWFhITwf/7P/7mn57C3tyc8PPyuFw8JDg5Gp9NNaL6OIAiCIAjCr82Eg5+Ojg4CAwNHvOzK5XI8PT1paGi4q40THnzJycn3uwm/Kl5eXqxbt+6uHzc1NfWuH1MQBEEQBOFhM+Hgx9nZmdbW1hGpP3q9Hq1WO66FI4V7x1L0ICEhASsrK/Lz8zGZTEyfPp3k5GSsra3R6/UcO3aM8vJyhoaGCAoKYsWKFbi4uACwbds2AgMDSUhIICMjg6VLl+Lj40NGRga1tbVYWVkRFRVFcnIyDg4Oo9Le8vPzOX36NF1dXXh4eLBw4UKio6N555130Ol00jkSExNJSkrCZDKRm5tLfn4+Op0ODw8Pli5dSlBQEDCcVtfQ0MDmzZs5duwY165dQ6lUsmbNGnx9fQHo6uoiIyOD6upqrK2tCQkJYenSpVIVu7q6OjIzM9Fqtdjb2zNjxgwWLlw4ahHTm5WUlLB//37i4+N57LHHABgYGOBvf/sbISEhrFu3jsHBQY4fP87ly5cxGAz4+vqyfPlyqUz3O++8g1wu53e/+x3Z2dm0tLSgUql4+umnkclkvP/++1L7tm3bxnPPPQcwIu3tViorK/nxxx9pamrCzs6OsLAwkpOTUSqV7N69m8bGRgC2b9/O1KlTWbly5ai0t76+Puk5MJlMBAcHs3z5cuk5uF3bxSKngiAIgiA8rMZ++xtDQkICvb29/POf/wSgpaWFnTt30t/fT0JCwl1voDBxBQUFnDt3Dk9PTwDOnj3L4cOHMRqNfPLJJxQWFuLi4oK3tzeVlZXs3LlTCkxgeHTvq6++QqFQoFQqOXDgAOXl5ahUKpydnSkoKOD06dOjzltbW0t6ejp9fX34+fnR2dnJd999h16vJzg4WFonJzw8HLVaDcDBgwc5efIkMpmMgIAA2tvb2bNnz4gFRU0mE3v27JHWyens7CQjIwOA3t5ePvroI8rLy1Gr1Tg4OFBaWsru3bsZGBigurqazz77jNbWVgICAlAoFOTk5HDw4MHb9mFERAQKhWJEQYSqqiqGhoaIiYnBbDaTlpbGuXPnsLOzw9/fn8bGRnbt2sX169el3+h0Oj7//HOMRiN2dna0trZy4sQJFAqFFOBZUt3GUzFRr9fzxRdf0NHRQUBAANbW1ly6dIkDBw4Aw2mIlpLYwcHBeHt7jzqG5TkoKirC0dERlUrF1atXRz0HY7VdEARBEAThYTWukZ/S0lIUCgXh4eHMnDmT3t5e8vLyAOju7sba2poFCxYwc+bMe9pYYXyGhobYsmULarWa7u5uPvroIy5duoS7uzttbW2kpKRIgWplZSVpaWmcOnVKWr+nu7ub1atXM3nyZACamprw9PRk8+bN0t8qlWrUeZubmwF44okniI6OZnBwkJaWFuzt7UlNTaWiogKdTieldTU1NVFYWEhkZCRPPfUUMpmMnp4eduzYQWZmJlu3bgXAbDYTEhLCqlWr0Ov1vP322zQ1NQGQk5ODXq9n/vz5LF68GLPZzPnz5/Hx8UGhUHDs2DHkcjkvvvgirq6umM1mvv32WwoLC4mPjx9zbo3leS8tLaWtrQ21Wk1FRQXW1tZERUVRVlZGXV0ds2bNYvny5QC0trby4Ycfcvz4cZ5++mkA+vv7mTdvHsnJyWi1Wj788EOamppQKpWsWLGC999/H09PT6lPamtrb3tv7e3t2bRpk7TorNFo5B//+AdVVVUMDg6SnJxMbW0tjY2NPPHEE1LBg5udP3+e9vZ2YmNjWb16NTKZjKysLE6fPj3iORir7YIgCIIgCA+rcQU/x44dQ6VSER4ezr59+6ioqOAvf/kL165dw2w24+/vP+ZCmcIvz8PDQxpZcXZ2JiYmhgsXLpCVlQVAVlaW9Nni5pdupVIpBT4A8fHx5Obmsnv3biIjI4mJibnlgptRUVGcP3+e9PR0qqqqiIyMJDQ0dMx2Ws5ZXl7O66+/PuK7/v5+9Hq99HdCQgIymQwHBwccHR3p7u7GaDRKi69ayqzLZDLi4+MB6Ovro7W1FRhOAbvV+W9XWCA2NpbS0lIqKipQqVRUVFQQEhKCnZ2d1HaNRoNGoxnxu5qamhF/z58/Hxi+LzCcPvfvqK+vZ//+/XR2duLk5MTAwABmsxmdTnfLYOenLH02e/ZsqQBCfHw8p0+fHhV83e22C4IgCIIg3E/jCn4GBga4ceMG5eXl9PX1AcNrpFjWROno6KCjowOAwMDAe9RUYbxMJtMtt8vlcoxGI/7+/qNSrBwdHcc83qJFi5g+fTqlpaWUlJSQnZ1NUlISCxYsGLGfm5sbL730EpWVlVy5coVvvvkGR0dHNmzYcNvgWKVSScHaWNdxc3nmmyuWjad6mVwuJzg4eNT2O81RCw8Pl1LfJk2aRG9vL7GxsSP28fLyGnVtP22Tpe2WOUY/c11hYHguUkZGBgsXLmT+/Pn09/ezZ88eDAbDuI9hOf94+w7uTtsFQRAEQRDut3EFP5MnT+bChQt8+eWX0rbPPvvslvv+3//7f+9Oy4Sfrbm5mcrKSsLCwujp6aG0tBQYXtcmOzsbHx8fKVWrqamJpqYmIiMjxzxeUVERISEhzJs3j3nz5rFjxw7y8vJGBT8dHR1otVqioqKIjIwkLCyM/fv3U1JSwty5c6X9DAYDcrlcCpTt7OxYu3YtcrkcvV7PxYsXCQsLQ6lU3vFaAwMDaW1tRaPRSGlvZ8+exdPTk+DgYCnVLzExET8/P2B4TpS9vf1trxmGU98iIiK4cuUKly9fxtraWvpNYGAgGo0GV1dX1q5di5WVFR0dHZSXl9/xuD9lCVxut36QZR/LqE1oaCgKhQK9Xi+NkPX19Y0Y+TEYDAwNDUlzrSyCgoKoqKjgwoUL+Pv7I5PJpNEr8Y8XgiAIgiD8mo0r+Fm+fDn+/v7U19dTUVFxy38BFx4cDg4OfPnll/j5+aHVaunv7yc6Opr4+HgKCgrQaDTU1NRga2tLc3MzNjY2RERE3PJYfX19HDp0CLPZLM0zuX79uhRI3Eyj0XDmzBmcnZ1Rq9VotVoAafFTBwcHdDod27dvx8XFhS1bthAXF0dRURHbt29HrVbT3NzMwMAA7u7uUtW020lMTKSkpITc3FwqKysZGBigvb0dFxcXXnzxRR577DHS0tL49NNPCQgIoKuri87OTmJiYoiKirrj8WNjYykpKUGj0RAaGiql+8XExBAYGEh5eTnvvvsuTk5ONDc3YzabmTRp0rgqollG31paWnj77beJjo4mJibmlvscOXKEy5cvS/dp3759eHl50dzcjKurKzqdjqKiInx9faUR2X/+85/I5XL+8pe/jDjm7Nmzyc/Pp6ioiKamJuRyuTQ3a+HChXdstyAIgiAIwsNqXMGPTCZj6tSpTJ06lbNnz6LVasW6IQ8wNzc34uPjOXHiBEajkbi4OB5//HHkcjkbN27k6NGjlJeX09PTQ2hoKCkpKWOmpTk4OPDCCy+Qk5MjjTqEhYVJk+JvtmjRIuzt7SksLKS+vh4nJyfmz59PeHg4MByoZGRkYDKZcHNzw2w2k5qaikqlIj8/n8bGRjw8PEhMTBz36IlSqWTz5s1kZGRQU1ODlZUV0dHRLFmyBBsbG0JDQ9mwYQOZmZk0NDSgVCqZN28ejz766LiOHx4ejo2NDQMDAyMCE5lMxvr168nOzuby5cu0tLTg5+fH4sWLpRLc42l7QkICGo0GKyurW6bhzZw5k8rKSjo7O9Hr9UybNg2tVkthYSHt7e0sWrSIoKAgdu/eLQVm8+bNo7W1lf7+fry9vUelxFmeg5tLXUdERLBs2bLbpj/+HF+tfBxbW9u7ekxBEARBEISfS2YWSfy/GpZ1fvz8/Ni0adP9bs5Dobi4mOLi4hHbQkJCmDNnzn1q0a+DwWDgzTff5NVXXxXBjyAIgiAI99x43z0mvMipIPyatLW1jVjLB5DSxgRBEARBEIRfFxH8CP+23bt3U1dXx5///Gdpfs9Y3nrrLXQ6Ha+99tov1LrbS0pKIikpaczvJ3Jtv6QLFy5w+PBhEhMTb9v+8TIajbzxxhu4uLjwyiuv/NvHs/j9gR8wWYv/mREEQbjbDjy5+H43QRAeSuKt5FfE1dX1vgQV/v7+2NjYYGNj84ufWxAEQRAEQRDGSwQ/wr8tOTn5fjdBEARBEARBEO5IBD+/MpaiBwkJCVhZWZGfn4/JZGL69OkkJydjbW2NXq+XKn0NDQ0RFBTEihUrcHFxAWDbtm0EBgaSkJBARkYGS5cuxcfHh4yMDGpra7GysiIqKork5GQcHBxGpYbl5+dz+vRpurq68PDwYOHChURHR/POO++g0+mkc1hStkwmE7m5ueTn56PT6fDw8GDp0qUEBQUBw6lnDQ0NbN68mWPHjnHt2jWUSiVr1qyRKqt1dXWRkZFBdXU11tbWhISEsHTpUqmKXV1dHZmZmWi1Wuzt7ZkxYwYLFy6UFu+8k56eHrKysqipqcHR0ZG1a9fi7e0t9fnN1eYiIyN57LHHpDLV27ZtIzQ0lKlTp5KTk0NXVxfBwcE8+eSTnDt3jvPnzzMwMEBiYiIJCQkAt+2TS5cucfjwYQBycnLIycmRRvxaW1vJyMigoaEBhULB5MmTSUlJQaFQAHDq1Cny8/Pp6+vDx8eHxYsXExgYyBtvvCH147Zt20hNTWXatGlj3ktBEARBEISH0fje/ISHTkFBAefOncPT0xOAs2fPcvjwYYxGI5988gmFhYW4uLjg7e1NZWUlO3fulAITGF6w9KuvvkKhUKBUKjlw4ADl5eWoVCqcnZ0pKCjg9OnTo85bW1tLeno6fX19+Pn50dnZyXfffYderyc4OFhacDM8PBy1Wg3AwYMHOXnyJDKZjICAANrb29mzZw/V1dXScU0mE3v27KGrqwulUikFHAC9vb189NFHlJeXo1arcXBwoLS0lN27dzMwMEB1dTWfffYZra2tBAQEoFAoyMnJ4eDBg+Puz2+//ZaOjg4cHBzo6OgYce6dO3dy9epVVCoVjo6OFBUV8cknn2A0GqXft7S0cODAAamYQkVFBf/85z/Jy8vDxcWFgYEBsrKy6O7uvmOfODs7S/dVpVJJpcSvX7/Oxx9/TH19Pb6+vjg5OaHRaEhLSwPg0qVLnDx5EpPJhK+vL1qtlm+//RaTyURYWBgwXAY7PDwcZ2fn295LQRAEQRCEh5EY+fmVGhoaYsuWLajVarq7u/noo4+4dOkS7u7utLW1kZKSIo0yVFZWkpaWxqlTp6T1e7q7u1m9ejWTJ08GoKmpCU9PTzZv3iz9rVKpRp23ubkZgCeeeILo6GgGBwelBTRTU1OpqKhAp9Oxbt066TiFhYVERkby1FNPIZPJ6OnpYceOHWRmZrJ161YAzGYzISEhrFq1Cr1ez9tvv01TUxMwPPqh1+uZP38+ixcvxmw2c/78eXx8fFAoFBw7dgy5XM6LL76Iq6srZrOZb7/9lsLCQuLj4/Hx8bljf4aEhLBy5Ur6+vr4+9//TmNjIzA8kqLX65k7dy5LliyRjn358mU0Gg1z584FQKfTsWrVKuLi4sjLyyM7O5v29na2bNmCSqXif/7nf6iurkar1dLb23vHPpk1axaHDx9mypQpUsGD7OxsjEYjf/zjH6URsezsbPLy8igrK5Puzbp16/Dx8UGv19PZ2YmVlRVPPfUUb7zxBkqlUro3Z86cGfNeCoIgCIIgPIxE8PMr5eHhIY2sODs7ExMTw4ULF8jKygIgKytL+mxRW1srfVYqlVLgAxAfH09ubi67d+8mMjKSmJgYaVHNm0VFRXH+/HnS09OpqqoiMjKS0NDQMdtpOWd5eTmvv/76iO/6+/tHjDIkJCQgk8lwcHDA0dGR7u5ujEajtPjqrFmzgOEFSOPj4wHo6+ujtbUVgO3bt9/y/OMJfubOnYtMJkOpVN7y3JZ1gWQyGbNmzeLy5cvU1tZKwY+9vT1xcXHA8L0BiIiIkAJIDw8PqqurMRgMXL9+fdx98tNrAfj4449v+d2UKVO4fPkyX3zxBdHR0URFRUmphbcy0XspCIIgCILwoBPBz6+UyWS65Xa5XI7RaMTf33/Uv+A7OjqOebxFixYxffp0SktLKSkpITs7m6SkJBYsWDBiPzc3N1566SUqKyu5cuUK33zzDY6OjmzYsEGaf3MrKpVKCtbGug65/F+Pq0wmu+XnscjlcoKDg0dtd3JyuuNvb3duyxrBd2rDzXOLLJ8tKYA//d5iPH1yM0tbLGlwN3Nzc8Pf35+XX36Zq1evUl5eTlpaGt7e3jzzzDMj2nLzb37OvRQEQRAEQXhQieDnV6q5uZnKykrCwsLo6emhtLQUGF7XJjs7Gx8fH5YvXw4Mp541NTURGRk55vGKiooICQlh3rx5zJs3jx07dpCXlzcq+Ono6ECr1RIVFUVkZCRhYWHs37+fkpISaRQEhlfhlcvlBAYGAmBnZ8fatWuRy+Xo9XouXrxIWFgYSqXyjtcaGBhIa2srGo1GSns7e/Ysnp6eBAcHS6l+iYmJ+Pn5AcNzouzt7W97zeMRFBTE9evXOX/+vHTuCxcuSO36OSbSJwaDARgOiAIDA6msrGTatGnExMQAUFpaislkIioqiqamJgYGBpg8eTKTJ0+W0u+qq6ulgGlgYACz2YzJZKK7u3tc91IQBEEQBOFhIYKfXykHBwe+/PJL/Pz80Gq19Pf3Ex0dTXx8PAUFBWg0GmpqarC1taW5uRkbGxsiIiJueay+vj4OHTqE2WzGy8sLmUzG9evXpUDiZhqNhjNnzuDs7IxarUar1QJIC4Q6ODig0+nYvn07Li4ubNmyhbi4OIqKiti+fTtqtZrm5mYGBgZwd3fHy8vrjteamJhISUkJubm5VFZWMjAwQHt7Oy4uLrz44os89thjpKWl8emnnxIQEEBXVxednZ3ExMQQFRX1b/QyLFy4kMuXL0vnNhqN3LhxA5VKxezZs3/WMf38/O7YJ5ZRu3PnzlFcXMyyZctISUmhtraWr7/+Gn9/fymFzs/Pj9jYWPLy8igtLcXNzQ1XV1caGxuRyWSo1Wqsra2xsbGR5lP5+fmhVqtvey8FQRAEQRAeNiL4+ZVyc3MjPj6eEydOYDQaiYuL4/HHH0cul7Nx40aOHj1KeXk5PT09hIaGkpKSMmYqk4ODAy+88AI5OTnSHJewsDCpOMLNFi1ahL29PYWFhdTX1+Pk5MT8+fOlkYXExEQyMjIwmUy4ublhNptJTU1FpVKRn59PY2MjHh4eJCYmjntURqlUsnnz5hHlpqOjo1myZAk2NjaEhoayYcMGMjMzaWhoQKlUMm/ePB599NGf2bv/4ujoOOrccXFxLF26dESq3ETdqU8iIiIIDQ2lrq4OBwcHFAoFnp6ebNq0iYyMDBobG7G1teWRRx4hJSUFmUzG7373O1xdXSkpKaG+vh43NzcWLFggVY5btGgRJ0+eBMDFxeWO93I89q1MwtbW9mf3gyAIgiAIwt0kM1smCgi/CpZ1fvz8/Ni0adP9bs5Dobi4mOLi4hHbQkJCpCIGwsQZDAbefPNNXn31VRH8CIIgCIJwz4333UOM/Ai/eW1tbVRUVIzYZlmP52aWkuBTp05l5cqVv1Drxu/GjRu8//77BAYG8vzzzwPDVd4+++wzYmNjefLJJ+9vAwVBEARBEO4zEfwIv3lJSUnMmjWL77//Hnd3d5YsWXK/m3TX2NvbEx4ePq5y3vfCs99fwmStuC/nFgRB+DXbv/qR+90EQXgoieDnV8bV1ZXXXnvtfjfjoXPz4p6/Jl5eXr/K6xIEQRAEQfg5RPAj3NLg4CDHjx/n8uXLGAwGfH19Wb58OV5eXty4cYOTJ09SXV0NgK+vLykpKXh7ewNQV1dHVlYWWq0WpVLJjBkzmD9/PjKZDJPJRG5uLvn5+eh0Ojw8PFi6dOltF9u0qKys5Mcff6SpqQk7OzvCwsJITk5GqVSSlpZGZWUlW7ZskdqRn59Peno6a9asISYmBq1WKxUDsLGxYfLkySQnJ6NQKG45V6qsrIzMzEx0Oh2RkZETKou9bds2QkNDmTp1Kjk5OXR1dREcHMyTTz7JuXPnOH/+PAMDAyQmJpKQkAAwrr4pKyvj5MmTtLe34+TkREJCArNmzaKzs5P3339f6v9t27bx3HPPAYxIeztw4ACFhYVs2rSJvLw8qqqqUCgUpKamSoUM2tvb+f7772lqasLd3Z3ly5fz5Zdf4u7uLqXTCYIgCIIgPIxGr6wo/OaZzWbS0tI4d+4cdnZ2+Pv709jYyK5du7h+/ToHDhygqqoKT09PXFxcqK6uJi0tjf7+fgwGA/v27aOlpUVKtTpx4gRVVVUAHDx4kJMnTyKTyQgICKC9vZ09e/ZIgdRY9Ho9X3zxBR0dHQQEBGBtbc2lS5c4cOAAALGxsQBcvXpV+k1FRQUKhYLw8HBaW1vZtWsXdXV1eHl5IZfLOX/+PGlpabc8X01NDV999RWdnZ14eHhQX1/PsWPHJtSPLS0tHDhwQJo/VFFRwT//+U/y8vJwcXFhYGCArKwsuru7x9U3BQUFfPXVV/T09DBp0iSGhoY4cuQIJ0+eRKFQSEGSJdXtp4vY3uzLL7+kqakJFxcXdDqdVMrcYDDw6aefUl9fj4uLC0NDQ6SlpTEwMDChaxcEQRAEQXgQiZEfYZSysjLq6uqYNWuWtBBqa2srH374IcePH2fVqlU4OzujUAzP5fjqq68oKyuTykgbDAZmz57NsmXLMJvN1NbWEhwcTFNTE4WFhURGRvLUU08hk8no6elhx44dZGZmsnXr1jHbZG9vz6ZNm6R1hoxGI//4xz+oqqpicHCQqKgo0tPTqaioYOHChRiNRqqrq4mIiEChUHD8+HGMRiPLli1j9uzZGI1G/ud//oe6ujrKyspGzYn58ccfAViyZAlz587FaDSyb98+ent7x92POp2OVatWERcXJy0o2t7ezpYtW1CpVPzP//wP1dXVaLVaent7b9s3mzZtIisrS1obyd7enqGhIfbs2UNeXh4zZ85kxYoVvP/++3h6ekqpbrW1tbdsm0ql4plnnkEmk/Hf//3f9PT00NvbS1FRETqdjtjYWFavXo1MJuPw4cPSwq2CIAiCIAgPMxH8CKNYXpg1Gg0ajWbEdzU1NXR3d3PgwAG0Wi0KhUJaz6a3t5fg4GBCQkLIz8+nt7eXiIgIaSFRy3HLy8t5/fXXRxy3v78fvV5/29GK+vp69u/fT2dnJ05OTgwMDGA2m9HpdLi6uhISEkJlZSV9fX00NTUxODhITEyMdG5ra2tmzpwJgFwuZ8aMGdTX11NTUzMq+GlpacHa2lpaqFQulxMfH3/HEaqb2dvbExcXB4CHhwcwvD6PSqWStlVXV0uLkd6ub1pbW9Hr9ej1ev72t7+NOldDQ4N0jvGYM2eOdN/UajU6nQ6DwUBTUxMAs2fPRiaTSZ9F8CMIgiAIwq+BCH6EMXl5eY1a+HRwcJC9e/cSFBTEyy+/jFwu58iRIxQVFQFgbW3Ns88+S0NDA2VlZfzwww8cPXp0RJlllUqFWq0edT6TyTRmW0pKSsjIyGDhwoXMnz+f/v5+9uzZg8FgkPaJjY2loqKCyspKGhoapJS3m1le6O/Est/N+1tZTSxL9Ob9LZ+tra1ve7yx+sayHJe9vT3+/v6jvrezs5tQ225egPXma7Tcg5u3jbfPBEEQBEEQHnQi+BFGCQwMRKPR4Orqytq1a7GysqKjo4Py8nJMJhO1tbUEBASgVCoxGo1SKlhfXx9DQ0NcunSJqVOn4u/vT0JCAm+99RYajYYFCxYAwy/qa9euRS6Xo9fruXjxImFhYSiVyjHbVFdXB0BoaCgKhUIaBbGc19XVlaioKKytramsrOTatWtSyhtAUFAQV69e5eLFi8yYMYOhoSEKCgqk737Kx8eHqqoqzp8/Ly12apm3dC8EBgYCY/eNWq3G3t4ek8nEsmXLcHNzw2QyceHCBdRqNcHBwdy4cQNACgiHhoYm3A5vb2+uXLnCuXPn8Pf3RyaTceXKlbt3oYIgCIIgCPeRCH6EUWJiYggMDKS8vJx3330XJycnmpubMZvNPP/888hkMnJycqiurqa9vV1KVSsqKsLd3Z309HSys7Px8vKip6cHGE6t8vPzIy4ujqKiIrZv345araa5uZmBgQHc3d3x8vIas02WtLR9+/bh5eVFc3Mzrq6u6HQ6ioqK8PX1xdbWltDQUMrKyjAajaSkpEi/X7x4MdXV1aSnp3Pp0iV6e3vp7Oxk0qRJREdH09XVNeJ8SUlJVFdXc+zYMYqKihgaGpL2KS8vv6v9DYyrb1JSUjh48CAffPABfn5+tLW10dPTw9y5cwkNDZXuQ0tLC2+//TbR0dFS2t94zZo1izNnzlBSUkJzczN2dnZ0dnbe9esVBEEQBEG4H0S1N2EUmUzG+vXrmT17NgMDA7S0tODn58dzzz2Hv78/qampODo60tLSQkREBC+88ALu7u7Y29sTERHB6tWrUavVNDY2YjAYeOSRR0hKSgIgNTWVpKQkZDIZjY2NqNVqnn766TuWkZ42bRrx8fHAcCnmRYsW8R//8R/Y2dmNSPmKjY3FaDSOSnnz9PRk06ZNBAYG0tLSwsDAALNnz5Ym/f+Uv78/zz77LJ6enrS2tmJtbc26deuIjo6WUtDutjv1zfTp01mzZg0uLi5cu3YNuVxOcnKyFOQplUoSEhJQKBRYWVnh5OQ04TY4ODjw/PPP4+3tTVdXFwqFQip6cXPKniAIgiAIwsNIZr5Xb3KC8DN8//336HS6EdsWL15821Gh+yU7O5vW1tYR2+bMmUNISMh9atG/z2AwUFpaSlxcnBTsHD16lHPnzjFnzhyWLl067uO8+eabvPrqq9ja2t7LJguCIAiCIIz73UOkvQkPlJqamlEpaJZFQB80DQ0N0lwki4mmmT1orl69ysGDB8nOzsbDw4Pe3l7a2tpQKpXMnz//fjdPEARBEATh3yKCH+GB8sorr9zvJozb888//2/9Pjs7m7y8PFJTU5k2bRoABw4coLCwkPXr1xMWFsa2bdtQKpX853/+57iOeePGDd5//30CAwOl9tXW1vLZZ58RGxs7ourerUyZMgWZTEZeXh6NjY04ODgQFxfHo48+etuCFGP5P4caMFvbTPh3giAIwu39Y1XA/W6CIDyURPAjCA8Qb29v+vr6flagMRZ7e3vCw8NHrWU0lsmTJzN58uS7dn5BEARBEIQHhQh+BOEBMmfOHKm09t3i5eXFunXr7uoxBUEQBEEQHkYi+BEeCIODgxw/fpzLly9jMBjw9fVl+fLleHl5cePGDU6ePEl1dTUAvr6+pKSk4O3tDQyvAZSVlYVWq0WpVDJjxgzmz5+PTCbDZDKRm5tLfn4+Op0ODw8Pli5desu1fW6WlpZGZWUlW7Zskc6Tn59Peno6a9asISYmhtbWVjIyMqQFVSdPnkxKSgoKhUJKNVu0aJH0W51Ox9SpU1mxYgU5OTnk5eUBw0UefvjhB1555ZVRaW8/ZTQayc3NpbCwkN7eXlxdXZk9ezazZs2is7OT999/X+qTbdu28dxzzwGMSnurra0lMzOT1tZWHBwcmDFjBgsWLMDKyuqObReLngqCIAiC8LASpa6F+85sNpOWlsa5c+ews7PD39+fxsZGdu3axfXr1zlw4ABVVVV4enri4uJCdXU1aWlp9Pf3YzAY2LdvHy0tLVJa14kTJ6QFSQ8ePMjJkyeRyWQEBATQ3t7Onj17pEBqLLGxscBwAQCLiooKqYT29evX+fjjj6mvr8fX1xcnJyc0Gg1paWkjjqPRaDh16hQuLi4MDQ2Rn59PVVUVarUaNzc3YHhkJjg4eFx9VVBQwKlTp7C1tcXf35/Ozk6OHDlCSUkJCoVCCuosqW6WtX9uVllZyZ49e9Bqtfj6+mIymfjhhx84ePDguNouCIIgCILwsBIjP8J9V1ZWRl1dHbNmzZLWlGltbeXDDz/k+PHjrFq1CmdnZxQKBQBfffUVZWVlNDQ0oFQqMRgMzJ49m2XLlmE2m6mtrSU4OJimpiYKCwuJjIzkqaeeQiaT0dPTw44dO8jMzGTr1q1jtikqKor09HQqKipYuHAhRqOR6upqIiIiUCgUZGdnYzQa+eMf/4ivry/wrwIGZWVlUtCh1+vZuHEj3t7eHDt2jLNnz9Lc3MyCBQvQarXk5eUxZ84cqeDBnUydOpWQkBDUajUwHJzt27ePK1euEBsby4oVK3j//ffx9PSUUt1qa2tHHCMrKwuz2czTTz9NREQE/f397Nq1i8LCQmbPni3tN1bbbzUiJQiCIAiC8DAQwY9w31lezjUaDRqNZsR3NTU1dHd3c+DAAbRaLQqFArl8+LHt7e0lODiYkJAQ8vPz6e3tJSIigqioqBHHLS8v5/XXXx9x3P7+fvR6/S1HRgDs7OwICQmhsrKSvr4+mpqaGBwclEpZW4798ccf3/J6oqOjAQgLC5PS5jw8PIDhOvQ/1+DgID/++COVlZUYDAZcXV2lvhiPvr4+WltbcXNzIyIiQrrWuLg4Tp48SW1trRTM3e22C4IgCIIg3G8i+BEeGF5eXjg7O4/YNjg4yN69ewkKCuLll19GLpdz5MgRioqKALC2tubZZ5+loaGBsrIyfvjhB44ePTqipLNKpZJGSm5mMplu257Y2FgqKiqorKyU5vWEh4cDw6l6gPT3zSzpbJb2WVhZ/ftZpt9//z319fWsX78eHx8fqqur2bdvHxNdq3g883budtsFQRAEQRDuNxH8CPddYGAgGo0GV1dX1q5di5WVFR0dHZSXl2MymaitrSUgIAClUonRaJRGOfr6+hgaGuLSpUtMnToVf39/EhISeOutt9BoNCxYsAAYHtlYu3YtcrkcvV7PxYsXCQsLu2M56aioKKytramsrOTatWtSypulzZWVlUybNk0aDSotLcVkMhEVFUVDQ8O4r99gMGAymcYMSAYHBzGbzchkMurq6nBycsLf3x+ZTCb1RX9//4hgzjJCMzQ0NOJYDg4OeHp60traSlVVFaGhoRgMBoqLiwEICgpiYGBg3G0XBEEQBEF4mIjgR7jvYmJiCAwMpLy8nHfffRcnJyeam5sxm808//zzyGQycnJyqK6upr29XUpVKyoqwt3dnfT0dLKzs/Hy8qKnpwcAtVqNn58fcXFxFBUVsX37dtRqNc3NzQwMDODu7o6Xl9dt22Vra0toaChlZWUYjUZSUlKk71JSUqitreXrr7/G398fg8HA9evX8fPzk4ol3InlOrKyssjJyWH9+vWj9rGzs6O/v5+PPvqImTNn4uPjQ11dHR988AFyuZyuri6USiVarZbW1lacnJwAaGlp4e233yY6OloKzm5u+969e9m7dy/+/v60t7fT29vLlClT8PX1HTVHSBAEQRAE4ddC5LII951MJmP9+vXMnj2bgYEBWlpa8PPz47nnnsPf35/U1FQcHR1paWkhIiKCF154AXd3d+zt7YmIiGD16tWo1WoaGxsxGAw88sgjJCUlAZCamkpSUhIymYzGxkbUajVPP/00kZGR42pbbGwsRqNxRMobgKenJ5s2bSIwMJCWlhb6+vp45JFHeOaZZ8ZdCnrq1Kn4+vpiZWUlzd35qUWLFmFra0tPTw9DQ0M88cQTTJo0iY6ODinlb8aMGdjY2CCXy1EqlSQkJKBQKLCyspKCoZuFhYWxYcMGvLy8aGxsRCaTkZiYyMqVK8fVbkEQBEEQhIeVzDzRyQKC8Cvy/fffo9PpRmxbvHjxHUeFhNszGAy8+eabvPrqq9ja2t7v5giCIAiC8Cs33ncPkfYm/KbV1NTQ1dU1YltCQsJ9ao0gCIIgCIJwL4ngR/hNe+WVV+53E+6L2tpaPvvsM2JjY0dUxrvbPjt4HStrm3t2fEEQhN+qTf/heb+bIAgPJTHnRxAEQRAEQRCE3wQR/AiCIAiCIAiC8Jsg0t6E36TBwUGOHz/O5cuXMRgM+Pr6snz5cry8vLhx4wYnT56kuroaAF9fX1JSUvD29gagrq6OrKwstFotSqWSGTNmMH/+fGQyGSaTidzcXPLz89HpdHh4eLB06VKCgoJu257Ozk62b9/OjBkzcHd35+zZs/T19RETE8OKFSs4ceIEhYWFACxbtowpU6YAUFlZyY8//khTUxN2dnaEhYWRnJwsrWGUn5/P6dOn6erqwsPDg4ULFxIdHX3L/vj000+5ceMGf/jDH/D09CQzM5PS0lIMBgOTJk0iJSVFFIIQBEEQBOGhJkZ+hN8cs9lMWloa586dw87ODn9/fxobG9m1axfXr1/nwIEDVFVV4enpiYuLC9XV1aSlpdHf34/BYGDfvn20tLTg4+MDwIkTJ6iqqgLg4MGDnDx5EplMRkBAAO3t7ezZs0cKpO6kvLyc7OxsXFxcMBqNFBYW8umnn1JcXIyzszN6vZ709HSMRiN6vZ4vvviCjo4OAgICsLa25tKlSxw4cAAYnteTnp5OX18ffn5+dHZ28t1336HX60ed99ChQ7S0tPC73/0OHx8ffvzxR86fP49cLsfLy0s6liAIgiAIwsNMjPwIvzllZWXU1dUxa9Ysli9fDkBraysffvghx48fZ9WqVTg7O6NQKAD46quvKCsro6GhAaVSicFgYPbs2Sxbtgyz2UxtbS3BwcE0NTVRWFhIZGQkTz31FDKZjJ6eHnbs2EFmZiZbt269Y9t6e3t5/vnnCQwM5PDhw1y4cIG+vj5efPFF7O3tef/992lra6OjowMPDw82bdqEl5cXMpkMo9HIP/7xD6qqqhgcHKS5uRmAJ554gujoaAYHB2lpaZEWV7U4ffo0xcXFzJkzh7i4OADpt5s3b8be3p6enh76+/vv2j0QBEEQBEG4H0TwI/zm1NbWAqDRaNBoNCO+q6mpobu7mwMHDqDValEoFMjlw/+Z9Pb2EhwcTEhICPn5+fT29hIREUFUVNSI45aXl/P666+POG5/fz96vX5U4PFT3t7eBAYGAuDh4QHAlClTcHBwkLa1tbVhMBgAqK+vZ//+/XR2duLk5MTAwABmsxmdTkdUVBTnz58nPT2dqqoqIiMjCQ0NHXG+pqYmSktLkcvl0sKwAI888gi1tbV88sknREdHEx0dja+v73i6VxAEQRAE4YElgh/hN8vLywtnZ+cR2wYHB9m7dy9BQUG8/PLLyOVyjhw5QlFREQDW1tY8++yzNDQ0UFZWxg8//MDRo0dHlItWqVSo1epR5zOZTHdsk7W1tfTZymo4K9USfAHIZDLpc0lJCRkZGSxcuJD58+fT39/Pnj17pMDIzc2Nl156icrKSq5cucI333yDo6MjGzZskI5hGUG6fv06p06dIiUlBYDIyEheeeUVrly5wpUrV8jLyyMiIoK1a9dK7RIEQRAEQXjYiOBH+M0JDAxEo9Hg6uoqvcx3dHRQXl6OyWSitraWgIAAlEolRqOR3t5eAPr6+hgaGuLSpUtMnToVf39/EhISeOutt9BoNCxYsAAAOzs71q5di1wuR6/Xc/HiRcLCwqQiBHdLXV0dAKGhoSgUCvR6vTSfp6+vD7PZjFarJSoqisjISMLCwti/fz8lJSXSfCUfHx/+8Ic/8Pnnn3P27FmmTJmCt7c3NTU12NvbM336dKZPny6l4Gm1Wum3giAIgiAIDxsR/Ai/OTExMQQGBlJeXs67776Lk5MTzc3NmM1mnn/+eWQyGTk5OVRXV9Pe3i6lqhUVFeHu7k56ejrZ2dl4eXnR09MDgFqtxs/Pj7i4OIqKiti+fTtqtZrm5mYGBgZwd3e/65XSLEHIvn378PLyorm5GVdXV3Q6HUVFRVhZWXHmzBmcnZ1Rq9VotVoA3N3dpWOoVCrkcjnLly/no48+4tChQ2zatIns7Gyamppwd3fHycmJ+vp65HI5Li4ud/UaBEEQBEEQfkki+BF+c2QyGevXryc7O5vLly/T0tKCn58fixcvxt/fn9TUVE6cOEFLSwuTJ08mOTmZTz75BHt7eyIiIli9ejVnz56lsbERW1tbHnnkEWm+TGpqKiqVivz8fBobG/Hw8CAxMZHIyMi7fh3Tpk1Dq9VSWFhIe3s7ixYtIigoiN27d2NnZ8f8+fOxt7ensLCQ+vp6nJycmD9/PuHh4dL8JAtPT0/mzJnD6dOnOXfuHE8//TQ5OTmUl5fT2dmJh4cHixcvluYejddzT3hga2t7F69aEARBEATh55OZzWbz/W6EIPxWfP/99+h0uhHbFi9e/KtbP8dgMPDmm2/y6quviuBHEARBEIR7brzvHmLkRxB+QTU1NXR1dY3YlpCQcJ9aIwiCIAiC8Nvy0AY/Fy9e5IcffmBwcJBHHnmElJQUGhoaOHToEB0dHfj5+fHss8/+W5WpjEYjb7zxBi4uLrzyyisAdHZ2sn37dvz8/Ni0adNduprflgMHDlBYWMj69esJCwu75T67du2isbGRl19+GVdX13vanvHc09raWj777DNiY2Olym67d++mrq6OP//5zyPm0dyO5Tl60Lz11lvodDpee+21u3rcrG/asLa2uavHFARBEGDZU+P7/zuCIIz0UAY/7e3tpKenY2VlxaRJk1AoFJjNZr755hs6Ozvx9/fH1tb2npTkVSgUhIeHj/tlVxjN29ubvr6+u1797Jfm7++PjY0NNjbi5V4QBEEQBOFh8FAGPw0NDZjNZmbOnMljjz0GQHd3N52dnXh5ebFx48Z7dm6lUsm6devu2fF/C+bMmcOcOXPudzP+bcnJyfe7CYIgCIIgCMIEPLDBz+DgIMePH+fy5csYDAZ8fX1Zvnw5Op2OvLw8ACoqKmhvbychIYGcnBxgOAjau3cvU6ZMYcqUKXR1dZGRkUFNTQ0ymYyIiAiWLVsmlS+2nKe4uJjBwUF8fHxYvHgxkyZN4o033gCgq6uLbdu2kZqaSlBQkJQi9fTTT/P3v/8dT09Ptm7dKrX9k08+4caNG/znf/4n1tbWXLhwgdOnT9Pd3Y2bmxtJSUnExsYC/0oB27RpE3l5eVRVVaFQKEhNTSU8PBwAvV7PsWPHKC8vZ2hoiKCgIFasWCGVHb5y5QonT56kvb0dFxcX5s6dy4wZMwDIz8/n9OnTdHV14eHhwcKFC4mOjr5t3/f395OTk0NJSQn9/f2o1WoWLFhATEwMjY2N7Nq1i8jISJ5++mnpN3//+9+xs7PjxRdfxGQycerUKS5evEhfXx+enp4sXbqUwMDAEddsSXszGAwcOnSI8vJynJycJhRU/PDDD+Tk5LB+/XrOnDlDfX09zs7OPPbYY1L/3So9baw0r8uXL3PixAl6e3uJiYlhxYoVKBSKW577p8e93bN0J2VlZdI9dHJyIiEhgVmzZtHb23vPn7F33nlHKsKwbds2EhMTSUpKuu1zJQiCIAiC8DB6IJdqN5vNpKWlce7cOezs7PD395deutva2mhtbQWG098qKiro7OyUSvfq9XoqKipoa2tDp9Oxc+dOysvL8fDwQK1WU1xczCeffILRaMRsNvP5559z7tw5FAoFHh4e1NfXs2fPHlpaWqT5KHK5nPDwcJydnUe009HRkUmTJqHVaunu7gaGF5dsbGwkKioKa2trTp48yeHDhxkYGGDSpEn09fWxf/9+CgoKRhzryy+/pKmpCRcXF3Q6HYcOHcJsNmM0Gvnkk08oLCzExcUFb29vKisr2blzJzqdjvb2dr7++ms6Ojrw9fXFYDCQnp7OjRs3qK2tJT09nb6+Pvz8/Ojs7OS7776TFsIcy48//sj58+dxdHTE19cXrVbL/v37uXbtGn5+fri6ulJdXY3RaASgubmZnp4eYmJigOGX7ZycHEwmk/T7zz77jOrq6lue74svvqCkpAQbGxscHR359ttv6ejomMATg/QbLy8v2tvb2bdvn7QI6Hh1dHTw/fff4+zsjLW1NYWFhXz33Xfj+u2dnqXbKSgo4KuvvqKnp4dJkyYxNDTEkSNHOHny5C/yjAUHB2NtbQ1AeHg4arX6ts+VIAiCIAjCw+qBHPkpKyujrq6OWbNmsXz5cgBaW1v58MMPqaqqYsWKFRw+fFj6F2oYnn/x/vvvExgYyPPPPw/AkSNH6OvrY82aNdKL+YULFzh8+DAajQZnZ2fq6+sJCgrimWeewdrampKSEqysrFCr1Tz11FO88cYbI1LdOjs7R7Q1NjaWuro6KioqmDFjBpWVlZjNZmJiYujp6SEvLw9fX19eeOEF5HI5BoOBnTt3kp2dTVxcnHQclUrFM888g0wm47//+7/p6emht7eX4uJi2traSElJkaqCVVZWkpaWxqlTpwgKCsJkMpGcnMzcuXMxmUzU19fj7u5ORUUFAE888QTR0dEMDg7S0tIijXqNJSEhgfj4eCnYO3/+PBkZGZSXlxMQEEBMTAynT5+mrq6O0NBQ6TyxsbE0NTVRXFyMSqXij3/8I3Z2dlRUVLB3716OHTvGn/70pxHnqquro7a2FldXVzZv3oy9vT3V1dV8/vnnE3lk8Pf35+mnn8bKykq6xz/88APPPffcuI/R19fHM888Q2hoKN3d3Xz44YeUlZXR3t5+x9+Wlpbe9lkai9FoJCsrCxcXF7Zs2YK9vT1DQ0Ps2bOHvLw8Zs6cec+fsdTUVCoqKtDpdNJzXlZWNuZzJQiCIAiC8LB6IIMfyyiORqNBo9GM+K6mpmbMCmE/ZfmX/6+//vqW57CkjU2fPl36l29LqhAgjWzcTkxMDBkZGdKLaUVFBXZ2doSEhEhpak1NTVIK3c0sI1gwPA9GLh++HWq1Gp1Oh8FgkK4hKyuLrKysUdeQlJSEt7c3P/zwA1qtloiICCIiIgCIiori/PnzpKenU1VVRWRkJKGhoXe8poGBATIzM6mtrcVkMuHk5AQgpUbFxsZy+vRpKioqpODHw8MDDw8PTp8+DcDUqVOxs7MDhkcTVCoVra2t9PX1jTiXZVRk6tSpUlAWEhKCj48PTU1Nd2yrRUREhFTgYsaMGWRlZVFfX89ElrHy9fWV+sfZ2ZmYmBjy8/NpaWm54+Kelvs01rM0ltbWVvR6PXq9nr/97W+jvm9oaLjnz5jl/t4sKChozOdKEARBEAThYfVABj8WXl5eo1LNZDLZuH9vefENCgoaNW/D09MTg8Hwb7dRqVQSGBhIdXU1AwMDVFZWSulIFk5OTnh7e4/67c37WF5KYeQ1Wq7B399/1IiNo6Mj9vb2bN68mdraWsrKyjhy5AgZGRk888wzeHl58dJLL1FZWcmVK1f45ptvcHR0ZMOGDaP69Wb79u1jYGCAP/zhD7i6unLp0iWOHDkitcXX1xc3NzcqKipYsGABjY2NJCYmjjjGeO+TZb+fVuabyH0GMJlMI/42m83I5XJkMpl0rJ/uM1ZbLCxtGhwcnFBbfg57e3v8/f1Hbbezs7vnz9hY7bndcyUIgiAIgvAweiCDn8DAQDQaDa6urqxduxYrKys6OjooLy8nMjKSqqqqcR/n+vXrhIeHSylj1dXVdHd3ExUVRXV1NRqNhoKCAmJjY6VUJZPJREREhPTiODAwgNlsHvPlOTY2ltraWnJzc+nv75dS7Pz9/bGyssLKyoqVK1fi4OCA0WhEo9EQEBCAp6fnuK6hoqICHx8fKQWwqamJpqYmIiMj6e/vp7y8nClTphAcHMzUqVPZtWsXFy9eZM6cOWi1WqKiooiMjCQsLIz9+/dTUlLC3Llzb3m+vr4+rl+/TnBwMB4eHgD09PQAw/OpzGYzMpmMmJgY8vLyOHfunJSCBcOBJkBRURGzZ8/G1taWqqoq2tvb8fT0HDWC4uvrC8ClS5eYNWsW9vb2dHZ20tbWBjDukZtz584xbdo0bGxsKCgoYHBwUCo0YFnl9/r163h6enLlyhVpFOvme3r9+nU6Ojpwc3Ojp6eH0tJSZDIZAQEB0nybgYGBW54/KCjots/SWCsNe3p6Ym9vj8lkYtmyZbi5uWEymbhw4QJqtZrg4GDg3j5jNzMYDMjlcgYHB8d8rpYtWzahYwqCIAiCIDwoHsjgJyYmhsDAQMrLy3n33XdxcnKiubkZs9k8rspZFklJSZSWlpKVlUVxcTEAWq0WFxcXYmJiiI6OJjAwkNraWt577z0cHBxoamrCysqKjRs34uPjg42NDXq9nrfffhs/P79bvvhFR0dz5MgRzpw5I6UjwXDq1Pz58zl16hTvvvsu3t7eaLVa9Ho9y5Ytu+W/9P9UfHw8BQUFaDQaampqsLW1pbm5GRsbGyIiIigqKiIjI4PMzEw8PT2l+Snu7u5oNBrOnDmDs7MzarUarVYrfTcWBwcHXFxcqKmpYefOnQwODmI2m7GysuLq1asYDAbs7OyIjY0lLy+PM2fO4OnpKQVKvr6+TJkyheLiYt577z1UKhUNDQ3IZDKWLFky6nz+/v6Eh4dTUVHBu+++i5eXF42NjVLgefXqVeLj4+/YTwMDA7z33nu4uLjQ0NAAwLx58wDw8fGhvLycgwcPcvbsWZqamlCr1bS1tZGfny9VhVMoFHz44Yf4+vrS3NyMwWBg2rRpqFQqafSnsrKSXbt2jXoO7vQsWYK8n5LL5aSkpHDw4EE++OAD/Pz8aGtro6enh7lz50ppePfyGYPh+67T6di+fTsuLi5Mnz59zOdKEARBEAThYfVABj8ymYz169eTnZ3N5cuXaWlpwc/Pj8WLF+Pr6zvuuSBKpZLNmzdz5MgRampqsLa2JiYmhiVLlkgLU65fv14qT6zT6QgICGDRokXSy+qiRYs4efIkgDRH6FbnCQ4Oprq6msmTJ49INXr00UdxdHTk9OnTXLt2DZVKRUpKCtOnTx/XNcjlcjZu3MjRo0cpLy+np6eH0NBQUlJScHZ2ZtasWchkMvLz87l27RoODg7MmzePmTNnMjQ0hL29PYWFhdTX1+Pk5MT8+fOll/2xrF27lkOHDnH9+nUmTZrE7373O3Jycrhy5YqULuXj44NKpaK9vV0ahbBYuXIlKpWKixcv0tjYiJeXF0uWLJFGhX5qzZo1HDt2jMuXL6PVannkkUcIDw/n22+/ZWhoaFz9NG/ePFpbWykpKcHJyYlFixZJc1Ti4+NpaGigtrYWg8HA6tWrATh06NCIkZypU6dKZaNlMhlz5syRym57eXkRFxdHaWkpOp1u1HwwyzN7u2dpLNOnT8fW1paTJ09y7do1nJ2dSU5OlkYr4d4+YwCJiYlkZGRgMplwc3Nj5syZYz5XE5GyWj3mqJcgCIIgCMIvTWaeyIxw4Vejurqas2fPjtjm6en5QC7cqdVqOX78+IhtSqWS1NRUaZ2fFStWTPjF/JdUXFwsjT5ahISE/CoWe70Vg8HAm2++yauvviqCH0EQBEEQ7rnxvns8kCM/wr3X3d0tlai2GGs+y/1mWbvpZmONwj2o2traRl3DnSrICYIgCIIgCHeXCH5+o6ZNm8a0adPudzPGJSgoiNdee036e/fu3dTV1Y1rwc233noLnU434vf3Q1JSkrQm1YPknXfeoauri7/+9a8jqsHdLfmfX0dhZXPXjysIwsNj1gsTK7wiCIJwL4ngR3jo+Pv7Y2Njg42NzQMbVAiCIAiCIAgPHhH8CA+dB3FekiAIgiAIgvDgE8GP8G/p7Oxk+/btJCQkYGVlRX5+PiaTienTp5OcnIy1tTV6vZ5jx45RXl7O0NAQQUFBrFixQpq3s23bNgIDA0lISCAjI4OlS5fi4+NDRkYGtbW1WFlZERUVRXJyMg4ODlLa25///Gfc3d3Jz8/n9OnTdHV14eHhwcKFC4mOjuadd96R1vPZtm0biYmJJCUlYTKZyM3NJT8/H51Oh4eHB0uXLpWq0e3evZuGhgY2b97MsWPHuHbtGkqlkjVr1kiV27q6usjIyKC6uhpra2tCQkJYunSptHhsXV0dmZmZaLVa7O3tmTFjBgsXLhy1mOtPWc69ceNGMjIyaG5uRqVS8eSTT9Le3s7x48fp6OggKiqKlStXYm1tTU9PDydOnODq1asYjUY8PT1ZvHixdD2tra0cPXqUhoYGbG1tmTJlCo8++uiohX8BcnNzOX78OPPmzSM5OZkrV65w8uRJ2tvbcXFxYe7cucyYMeNuPDqCIAiCIAi/uNu/iQnCOBUUFHDu3DlpUc2zZ89y+PBhjEYjn3zyCYWFhbi4uODt7U1lZSU7d+6UAhOAjo4OvvrqKxQKBUqlkgMHDlBeXo5KpcLZ2ZmCggJOnz496ry1tbWkp6fT19eHn58fnZ2dfPfdd+j1eoKDg6WS0OHh4ajVagAOHjzIyZMnpQVM29vb2bNnD9XV1dJxTSYTe/bsoaurC6VSSWdnJxkZGQD09vby0UcfUV5ejlqtxsHBgdLSUnbv3s3AwADV1dV89tlntLa2EhAQgEKhICcnh4MHD46rL00mE59//jkDAwPY2trS2trK/v372b9/P/b29pjNZi5fvkxpaSkAx44do6SkBJVKhYeHBw0NDezdu5eOjg4A9u3bR21tLV5eXtja2nLmzBkKCwtHnbeyspITJ04QGhrK4sWLaW9v5+uvv6ajowNfX18MBgPp6enjmmslCIIgCILwIBIjP8JdMTQ0xJYtW1Cr1XR3d/PRRx9x6dIl3N3daWtrIyUlRVq3prKykrS0NE6dOiUtFtrd3c3q1auZPHkyAE1NTXh6erJ582bpb5VKNeq8zc3NADzxxBNER0czODhIS0sL9vb2pKamUlFRgU6nY926ddJxCgsLiYyM5KmnnkImk9HT08OOHTvIzMxk69atAJjNZkJCQli1apW0yK1lfamcnBz0ej3z589n8eLFmM1mzp8/j4+PDwqFgmPHjiGXy3nxxRdxdXXFbDbz7bffUlhYSHx8PD4+PrftS7PZTGRkJE888QSNjY3s2rWL1tZWnnzySWJjY/nxxx85ceIELS0tTJkyheTkZFasWIG9vT0AmZmZnDlzhqqqKmJjY+ns7CQiIoLf//73wPCo1E8XP21vb+ebb77B1dWV1atXI5PJ0Gq1mEwmkpOTmTt3LiaTifr6erHQqSAIgiAIDy0R/Ah3hYeHhzSy4uzsTExMDBcuXCArKwuArKws6bNFbW2t9FmpVEqBDwwvTJqbm8vu3buJjIwkJiYGOzu7UeeNiori/PnzpKenU1VVRWRkJKGhoWO203LO8vJyXn/99RHf9ff3o9frpb8TEhKQyWQ4ODjg6OhId3c3RqORuro6AGbNmgUML3AaHx8PQF9fH62trQBs3779lue/U/BjuX4Y7lcAR0dHYmNjR2wzGAzAcCnwgwcP0tjYKLUXhkeo7O3tmTp1KkVFRezdu5eIiAiio6NHLJIK8NVXX9Hf309ycrIURAUFBeHt7c0PP/yAVqslIiJCWjhWEARBEAThYSSCH+GuMJlMt9wul8sxGo34+/tLL9UWjo6OYx5v0aJFTJ8+ndLSUkpKSsjOziYpKYkFCxaM2M/NzY2XXnqJyspKrly5wjfffIOjoyMbNmyQ5t/cikqlkoK1sa7j5tLPMpnslp/HIpfLCQ4OHrXdycnpjr8FpODEMkfo5mDl5nlDAwMDfP7557i4uPCnP/0JpVLJqVOnyM3NlfZZuXIlCQkJlJaWcv78eY4dO8bjjz/O1KlTpX36+/txcHAgNzeXuLg4FAoF9vb2bN68mdraWsrKyjhy5AgZGRk888wzeHl5jes6BEEQBEEQHiRizo9wVzQ3N1NZWQlAT0+PNB/FUobax8eHdevWsW7dOpKSkoiIiODRRx8d83hFRUUoFArmzZvHpk2bUKvV5OXljdqvo6ODiooKIiMjSU1N5Xe/+x1tbW2UlJSM2M9gMDA0NERgYCAAdnZ2rF27lnXr1rFq1SoCAwNZvHgxSqXyjtdqOYZGowGG09QsaWZ2dna4u7szNDREYmKidM3R0dE88sgj0ujN3XLjxg36+vrw9vbG1dUVuVxOT08PMDwKBXDx4kWcnZ1JSkpi69atWFtbc+bMmRHHWbduHcnJyXR2dnLy5ElgOCAqKioiMDCQ5cuX8/vf/57e3l4uXrx4V69BEARBEAThlyJGfoS7wsHBgS+//BI/Pz+0Wi39/f1ER0cTHx9PQUEBGo2GmpoabG1taW5uxsbGZswUqr6+Pg4dOoTZbMbLywuZTMb169fx8/Mbta9Go+HMmTM4OzujVqvRarUA0rwUBwcHdDod27dvx8XFhS1bthAXF0dRURHbt29HrVbT3NzMwMAA7u7u4xrRSExMpKSkhNzcXCorKxkYGJCqob344os89thjpKWl8emnnxIQEEBXVxednZ3ExMQQFRX1b/TyaCqVChsbGwoKCrhx4wY9PT3Y2AwvKlpUVMSMGTM4dOgQR48excvLi8HBQQwGw6h5O56envj4+FBQUMDZs2eZMmUK165dIyMjg8zMTDw9PWlvbx/Rt4IgCIIgCA8bEfwId4Wbmxvx8fGcOHECo9FIXFwcjz/+OHK5nI0bN3L06FHKy8vp6ekhNDSUlJSUMdPSHBwceOGFF8jJyZHm14SFhUnFEW62aNEi7O3tKSwspL6+HicnJ+bPn094eDgwHKhkZGRgMplwc3PDbDaTmpqKSqUiPz+fxsZGPDw8SExMJDIyclzXqlQq2bx5MxkZGdTU1GBlZUV0dDRLlizBxsaG0NBQNmzYQGZmJg0NDSiVSubNm3fbka6fy87OjjVr1nD06FFaWloIDw9nxYoVfP3113R1deHl5cWzzz7Ljz/+SGNjI3K5nNjY2Fv2pUwmY8WKFezcuZP09HQ2btyITCYjPz+fa9eu4eDgwLx585g5c+a42zfjGQ9sbW3v5iULgiAIgiD8bDKz2Wy+340QHl6WdX78/PzYtGnT/W7OQ6G4uJji4uIR20JCQpgzZ859atHdZzAYePPNN3n11VdF8CMIgiAIwj033ncPMfIjCL+wtrY2KioqRmyzVGgTBEEQBEEQ7h0R/AjCLdy4cYP333+fwMBAnn/++btyzF27dtHY2MjLL78sFYJ4kNTW1vLZZ58RGxvLk08+CcCFCxc4fPgwiYmJP6vNdTu02Mhs7nJLBUF4mAS94n2/myAIgiARwY/wb3F1deW11167380QBEEQBEEQhDsSpa4FQRAEQRAEQfhNECM/v4DBwUGOHz/O5cuXMRgM+Pr6snz5cry8vLhx4wYnT56kuroaAF9fX1JSUvD2Hk4TqKurIysrC61Wi1KpZMaMGcyfPx+ZTIbJZCI3N5f8/Hx0Oh0eHh4sXbqUoKCgO7apsrKSH3/8kaamJuzs7AgLCyM5ORmlUikVMZgxYwbe3t6cPXuWzs5OwsPDWb16NXK5nN27d9PQ0MDmzZs5duwY165dQ6lUsmbNGnx9fYHhYgg3V0SLjIzksccew97e/paFEiorK0lLS2Pq1KmsXLmSH374gZycHNatW0dpaSnl5eWYzWZSUlJ45JFHRvRtcXExg4OD+Pj4sHjxYiZNmgRAV1eX1AaZTEZERATLli0bteDqzTo7O3n//fel/t+2bRvPPfccQUFB6PV6jh07Rnl5OUNDQwQFBbFixQpcXFwAuHLlCidPnpRKX8+dO5cZM2awe/duGhsbAdi+fbt0jWOxpKAlJiZibW3N6dOnefnll7Gzs+PChQucPn2a7u5u3NzcSEpKktYPslxvbW0tVlZWREVFkZycjIODA++88w5dXV389a9/lRaffeONN3BxceGVV14Z1YZLly5x+PBhAHJycsjJyRGjfIIgCIIgPNTEyM89ZjabSUtL49y5c9jZ2eHv709jYyO7du3i+vXrHDhwgKqqKjw9PXFxcaG6upq0tDT6+/sxGAzs27ePlpYWfHx8ADhx4gRVVVUAHDx4kJMnTyKTyQgICKC9vZ09e/ZIgdRY9Ho9X3zxBR0dHQQEBGBtbc2lS5c4cODAiP2uXr3KkSNHUCqVyGQyrly5wqVLl6TvTSYTe/bsoaurSwqaMjIyAOjt7WXnzp1cvXoVlUqFo6MjRUVFfPLJJxiNxgn14aFDh6ioqMDV1ZX+/n6OHDmCwWDAbDbz+eefc+7cORQKBR4eHtTX17Nnzx5aWlrQ6XTs3LmT8vJyPDw8UKvVFBcX37ENCoVCCiDt7e0JDw/H3t4eo9HIJ598QmFhIS4uLnh7e1NZWcnOnTvR6XS0t7fz9ddf09HRga+vLwaDgfT0dG7cuIG/vz92dnYABAcHS8HtnRQVFfHDDz/g7u6OlZUVJ0+e5PDhwwwMDDBp0iT6+vrYv38/BQUFABw4cIDy8nJUKhXOzs4UFBRw+vTpCfW3hbOzM56ensDwekKW8uGCIAiCIAgPKzHyc4+VlZVRV1fHrFmzWL58OQCtra18+OGHHD9+nFWrVuHs7IxCoQDgq6++oqysTFofxmAwMHv2bJYtW4bZbKa2tpbg4GCampooLCwkMjKSp556CplMRk9PDzt27CAzM5OtW7eO2SZ7e3s2bdokLSBqNBr5xz/+QVVVFYODg9J+PT09rF+/nrCwMM6dO8fRo0dpbm6WvjebzYSEhLBq1Sr0ej1vv/02TU1NAJw6dQq9Xs/cuXNZsmQJZrOZb7/9lsuXL6PRaIiOjh53H9ra2rJx40bs7OzYuXMnzc3NtLa20t3dTX19PUFBQTzzzDNYW1tTUlKClZUVarWarKws+vr6WLNmDTExMcC/JvBrNBrmzp17y/MplUpWrFjB+++/j6enJ+vWrQPg9OnTtLW1kZKSQkJCAvCv0apTp04RFBSEyWQiOTmZuXPnYjKZqK+vx93dneTkZGpra2lsbOSJJ57A1dV1XNeu1+vZunUrHh4e9PT0kJeXh6+vLy+88AJyuRyDwcDOnTvJzs4mLi6OpqYmPD092bx5MwBNTU2oVKpx9/XNQkJCmDVrFocPH2bKlCkPZJEGQRAEQRCEiRDBzz1WW1sLgEajQaPRjPiupqaG7u5uDhw4gFarRaFQIJcP35Le3l6Cg4MJCQkhPz+f3t5eIiIiiIqKGnHc8vJyXn/99RHH7e/vR6/X3za1q76+nv3799PZ2YmTkxMDAwOYzWZ0Op20j7e3N2FhYQB4eHgAMDAwMOI4CQkJyGQyHBwccHR0pLu7G6PRKC1Oalm7RiaTMWvWLC5fvkxtbe2Egp8ZM2ZIoyYeHh40NzdjMBikc0yfPh1ra2sAKf0LkL7/+uuvRx2ztrZ2zOBnLJbjZWVlkZWVNep4SUlJeHt788MPP6DVaomIiCAiImJC5/ip0NBQqe+vXbvG0NAQTU1NvPHGG6P2bW1tJT4+ntzcXHbv3k1kZCQxMTFS3wmCIAiCIPzWieDnF+Ll5YWzs/OIbYODg+zdu5egoCBefvll5HI5R44coaioCABra2ueffZZGhoaKCsr44cffuDo0aNSGWIYTkdSq9WjzmcymcZsS0lJCRkZGSxcuJD58+fT39/Pnj17MBgMI/azBBQAVlbDGZI/XRPXEqzBcIBjYdnv5m23cvPxxlpvd6xz3InleEFBQdLImoUlnWsiLMfz9/cfFVg6Ojpib2/P5s2bqa2tpaysjCNHjpCRkcEzzzyDl5fXhM83Ficnp1umzVlbW7No0SKmT59OaWkpJSUlZGdnk5SUxIIFC6S+szwbYn1jQRAEQRB+a0Twc48FBgai0WhwdXVl7dq1WFlZ0dHRQXl5OSaTidraWgICAlAqlRiNRnp7ewHo6+tjaGiIS5cuMXXqVPz9/UlISOCtt95Co9GwYMECAOzs7Fi7di1yuRy9Xs/FixcJCwtDqVSO2SbLCEZoaCgKhQK9Xo9er5fOezcW3AwKCuL69eucP3+exYsXYzabuXDhgtQnltGIjo4OjEYj1tbW0ryV8b6UBwUFodFoKCgoIDY2Vkp7M5lMREREEBgYyPXr1wkPD5fS1Kqrq+nu7pZG0O7EEhAODQ0RGBhIRUUFPj4+UgpjU1MTTU1NREZG0t/fT3l5OVOmTCE4OJipU6eya9cuLl68yLJly0Ycc2hoaERwOR7+/v5YWVlhZWXFypUrcXBwwGg0otFoCAgIwNPTk6KiIkJCQpg3bx7z5s1jx44d5OXlsWDBAmm14+vXr+Pn50d+fj4wur9/Orp3cz+YTCYpEBYEQRAEQXjYiODnHouJiSEwMJDy8nLeffddnJycaG5uxmw28/zzzyOTycjJyaG6upr29nZpRKGoqAh3d3fS09PJzs7Gy8uLnp4eANRqNX5+fsTFxVFUVMT27dtRq9U0NzczMDCAu7v7bUcaLMUT9u3bh5eXF83Nzbi6uqLT6SgqKpJS1f4dCxcu5PLly+Tm5lJZWYnRaOTGjRuoVCpmz56NXC7Hzc2Njo4OPvjgA8xmMzKZTCqsYAkCbyc6OprAwEBqa2t57733cHBwoKmpCSsrKzZu3EhSUhKlpaVkZWVRXFwMgFarxcXFRZoDNBbLfWhpaeHtt98mOjqaJUuWUFBQgEajoaamBltbW5qbm7GxsSEiIoKioiIyMjLIzMzE09OT9vZ2ANzd3QGkoPKf//wncrmcv/zlLxMKJJydnZk/fz6nTp3i3XffxdvbG61Wi16vZ9myZahUKg4dOoTZbJbmc1kCHRi+71qtlr179+Lq6kprayuurq50dnZy9epVqWJdZWUlu3btGlEV79y5cxQXF7Ns2bIRqYWCIAiCIAgPExH83GMymYz169eTnZ3N5cuXaWlpwc/Pj8WLF+Pv709qaionTpygpaWFyZMnk5yczCeffIK9vT0RERGsXr2as2fP0tjYiK2tLY888og08Tw1NRWVSkV+fj6NjY14eHiQmJhIZGTkbds0bdo0tFothYWFtLe3s2jRIoKCgti9e/ddmx/i6OjI5s2bR5S6jouLY+nSpVIa2+OPP86hQ4fo6ekhJCSExx57jOPHj3PlypXbpu1ZWPrWUupap9MREBDAokWLpHLbmzdv5siRI9TU1GBtbU1MTAxLlizBxsbmtsdWKpUkJCSg0WiwsrLCyckJuVzOxo0bOXr0KOXl5fT09BAaGkpKSgrOzs7MmjULmUxGfn4+165dw8HBgXnz5jFz5kwA5s2bR2trK/39/Xh7e2MwGG47L+tWHn30URwdHTl9+jTXrl1DpVKRkpLC9OnTAXjhhRfIycmRRvfCwsKkUaekpCRu3LhBS0sLAOvXr6elpYWTJ08yODiIl5cXcXFxlJaWotPpMBqNREREEBoaSl1dHQ4ODqPSB+8k8EUvacRJEARBEAThfpOZReL/r9b3338/ooABwOLFi+/q/JOHmVar5fjx4yO2KZVKUlNTf7E27N27d9S21NTU26YtPgwMBgNvvvkmr776qgh+BEEQBEG458b77iFGfu5g9+7d1NXV8ec//1lKXxrLW2+9hU6ne2AWgqypqaGrq2vENsvcF2G4jHRFRcWIbZbUL4tdu3bR2NjIyy+/PO7y1Lfz/7d350FRnfni/98NDTZrQyPNLpusiruiYBRXoo7RTMYkY0xMojEm463cub+pe6dq/phyqlI191vJTKxkMjdGJ+oNmWSMxhiVuC8RN4IIuIAsskOzL0LTQHf//qD6XAkimKBo+Lz+wu7T5zzLqfY8/TzP52MLtT137lySkpL6XB/oFW58ONxvMlQhhBBCiMeFDH4GEBgYiKOj44DLpB5F8qB6byEhIcM+UB3u6z9ohvdv4qi6v6VyQoifF9//b3ABZoQQ4mGQwc8AFi5cONxFEEIIIYQQQgyBx2rw09TUxJYtW0hISMDOzo6MjAwsFguTJ09m4cKF2NvbYzQaOXz4MHl5eZjNZkJCQli2bJmynGnz5s0EBweTkJBAamoqycnJ+Pn5kZqaSnFxMXZ2dkRHR7Nw4UKcnZ37LHvLyMjg3LlzNDc34+3tzZw5c4iJieG9995T9tds3rxZWdZksVg4e/YsGRkZtLW14e3tTXJyMiEhIUDPsrry8nI2bNjA4cOHKSsrw8XFhVWrVimb9pubm0lNTaWoqAh7e3vCwsJITk5W8gaVlJRw5MgRDAYDTk5OTJ06lTlz5gwYSay1tZUTJ05w8+ZNuru70ev1LFiwYNBlu3LlCl9//TUrVqygpqaGnJwcTCYTiYmJzJ07F+gJjXzmzBkuX75Me3s7er2e5ORkgoODlWv8cFnhncsHbX0+depUfH19uXDhAk1NTURERPDMM88owROuX7/OqVOnaGhowM3NjalTp5KYmIhKpRqwD/qzY8cOKioqANiyZQsTJ05k5cqVQM/ytXPnztHS0oKnpydJSUlKFDRbf/3wfrp58yYHDx4E4PTp05w+fXrAmZ/33nsPgF/96ld88803TJ48mZkzZ1JTU0Nqairl5eU4ODgwfvx4Fi1apAQkOHPmDBkZGbS3t+Pn58eCBQsIDg7m1KlTnD59mmXLlimBGL788kuuXbvG2rVr79omtoSqzc3NbN68mRUrVjBp0qR7llsIIYQQ4lH0WCbsyMzM5OLFi0qiygsXLnDw4EG6u7vZvn07WVlZaLVafH19KSgoYOvWrb02/jc2NvKvf/0LBwcHXFxc2LdvH3l5eeh0Otzd3cnMzOTcuXN9rltcXMyBAwdob28nICCApqYmvvrqK4xGI6GhoUreloiICCXx6P79+zl58iQqlYqgoCAaGhrYtWsXRUVFynktFgu7du2iubkZFxcXmpqaSE1NBeD27dt89NFH5OXl4eXlhbOzM9evX2fHjh10dnZSVFTEzp07qampISgoCAcHB06fPs3+/fsHbMfDhw9z7do1dDod3t7elJeX89lnn9HY2DiostmcOHGCy5cv4+HhQVdXF6dOnaKurg6Affv2cfr0aSwWC/7+/hgMBnbu3Nmr/oNx8+ZNDh06hIuLixIO+8qVKwBcvnyZ3bt309TUREBAAEajkePHjyvBDAbTB3cTGBioRL8LDQ1VEouePHmSgwcP0tnZyZgxY2hvb+fLL79U8hT1dz+5u7sr96xOpyMiImJQdTeZTKSkpNDV1YVWq6W2tpaPP/6Y0tJS/P39cXNzIz09nZSUFACuXLnCyZMne7X53r17BxVB727Gjh0L9CSbjYiI6JOsVwghhBDicfFYzfzYmM1mXn/9dby8vGhpaeGjjz7iypUrjB49mvr6ehYtWqRs7C8oKCAlJYUzZ84oIX9bWlp45plnGD9+PNCTqFKv17Nhwwbl3zqdrs91q6qqAHjqqaeIiYmhq6uL6upqnJycWLFiBfn5+bS1tbF69WrlPFlZWURFRfHcc8+hUqlobW3lww8/5MiRI2zcuBHoSTIZFhbG008/jdFo5N1336WyshLomSEwGo3Mnj1bSRZ66dIl/Pz8cHBw4PDhw6jVat588008PDywWq3s3buXrKws4uPjlZw+d7Nw4UKWLVumhFs+cuQI58+fp7CwUJkVuFfZbCwWC2+88QZarZYvvviC3NxcJedQTk4OOp2O1157DY1GQ35+Pp999hmHDx/mjTfeGHSft7a28sILLzB27FguXrzIt99+S1VVFd3d3Rw7dgx7e3vWr1+PXq9XksjGxMQMug/6a5/i4mIqKip46qmn8PDwoLW1lbS0NPz9/XnllVdQq9WYTCa2bt3KsWPHmDBhQr/3k0ajYfr06Rw8eJC4uDglZPlAOjo6WLBgAbNnzwZ68jN1d3fz2muvKbODx44dIy0tjRs3bij36erVq/Hz88NoNNLU1PSjk5M+99xzvP3227i4uCj3thBCCCHE4+ixHPx4e3srMyvu7u7Exsby/fffc/ToUQCOHj2q/G1TXFys/O3i4qIMfADi4+M5e/YsO3bsICoqitjY2Lvmu4mOjubSpUscOHCAwsJCoqKiCA8P77ectmvm5eXxpz/9qdd7HR0dGI1G5d8JCQmoVCqcnZ1xdXWlpaWF7u5uJV/L9OnTgZ7cNvHx8QC0t7dTU1MD9CzLutv17zX4MRqN7N+/n4qKCuXaQJ8Eo/2VzWb8+PHKskJvb29yc3MxmUxK/SdOnKi0Z0REBDqdjpqaGtrb2/st2w/5+voqMxDe3t4AdHZ2UlNTg9FoJCwsTJlV8fT0VBK1Xrt2Dbh3H9xPrp2ysjLMZjOVlZXKcrA71dTUDPp+uh93Jp61tevHH3/c57ji4mLi4uK4evUqn3/+OTExMURHRw+4xE8IIYQQYiR4LAc//S3fsYXlDQwM7PNA6+rq2u/55s+fz+TJk7l+/TrXrl3j2LFjJCUl8cQTT/Q6ztPTk02bNlFQUEBubi579uzB1dWVl1566Z5LgXQ6nTJY668etr0r0DPAudvf/VGr1YSGhvZ53c3Nrd/PdHZ28umnn6LVannjjTdwcXHhzJkznD179q7nv1d57nz/brML96qD7b2BlmTZlhTeeY37SVE1mD64H25ubsoyuDvZ29sP+n76sWz1vtuyOU9PTwIDA3nrrbe4efMmeXl5pKSk4Ovry5o1a5Tjfmy9hRBCCCEeZ4/l4KeqqoqCggLGjh1La2sr169fB3oy2B87dgw/Pz+WLl0KlEkmSQAAL+hJREFU9Cw5qqysJCoqqt/zZWdnExYWRmJiIomJiXz44YekpaX1eVhtbGzEYDAQHR1NVFQUY8eOVTaLz5o1SznOZDKhVquVTf0ajYZnn30WtVqN0Wjk8uXLjB07dlCJLIODg6mpqSE9PV1Z9nbhwgX0ej2hoaHKUr+5c+cSEBAA9OyJcnJyumed6+rqaG9vJyoqSlku19raCnBfMzL3YpttyM7OZsaMGYwaNYrCwkIaGhrQ6/U4OzsrSahqa2vR6/Xk5uYq+7MG84Cu1+txcnKipKSEmpoa9Ho9TU1NXL16lejo6CHpA+jpU7PZTGBgIHZ2dtjZ2bFy5UqcnZ3p7u4mPT2doKAg9Hr9oO4nk8mk1PF+l6MFBwdTUFDApEmTiI2NBXoCPlgsFqKjo6msrKSzs5Px48czfvx40tLSOHbsGEVFRcoMVG1tLdATRKSwsFApyw/rfOfAtrOzE6vVisVi6TUYFUIIIYR4XDyWgx9nZ2e++OILAgICMBgMdHR0EBMTQ3x8PJmZmaSnp3Pr1i1GjRpFVVUVjo6OREZG3vVc7e3tfPPNN1itVnx8fFCpVNTW1ioDiTulp6dz/vx53N3d8fLywmAwAChRypydnWlra2PLli1otVpef/11JkyYQHZ2Nlu2bMHLy0vZCzN69Gh8fHwGrOvcuXO5du0aZ8+epaCggM7OThoaGtBqtbz55ps8+eSTpKSk8I9//IOgoCCam5tpamoiNjaW6Oj+cyvodDocHR3JzMykrq6O1tZWJZdRdna2Mnj8Kfz9/YmLiyMnJ4cPPvgAnU5HeXk5KpWKxYsXA+Dn50deXh779+/nwoULVFZW4uXlRX19PRkZGQMGBVCr1SxatIj9+/ezbds2/Pz8MBgMmEwm2traSE5O/kl9YFsK+Mknn6BWq/mP//gPZs+ezZkzZ3j//ffx9fXFYDBgNBpZsmQJOp3unveTbUby4sWL5OTksGTJEiVK3GAtWrSI4uJidu/eTWBgICaTSbnGuHHjSEtL4/r163h6euLh4aEsa7QFzICeaHUGgwGDwYC7uzsdHR1kZGQQFhaGk5MTzc3NfPLJJ4wbN46kpCQcHR2VPV8BAQH8+te/vq8yCyGEEEI8Ch7LaG+enp489dRTNDc3093dzYQJE3j66adRq9WsW7eOCRMm0NraSl1dHeHh4bz66qv9LktzdnbmlVdeITw8nPr6eurq6hg7diy//OUv+xw7f/585s+fj4ODA6WlpTg6OrJ48WLlAX3u3LnKTIKnpydWq5UVK1aQlJSESqWioqICLy8vnn/++XvOytzJxcWFDRs2EBUVRUNDA+3t7cTExPDyyy/j6OhIeHg4L730Ej4+PpSXl2OxWEhMTLxr+e+k0WhYtWoVXl5eVFdX4+/vr4Q6tj0gD4WVK1cyd+5cpf4+Pj689NJLyl6p+Ph4xo4di8ViwWQy8cwzzzB//nw0Gg2dnZ2DusbkyZN59tlnlQd9Jycn5s2bpwywfkofJCYmKvuZfH19MZlMzJs3j6VLl6LRaCgrK8PV1ZWnnnqKGTNmDHg/RUZGEh4ejr29Pc7Ozkpo6vuh1+tZv349wcHBVFdX097ezpQpU1izZg0qlYrly5eTkJCAxWKhtLQUd3d3Vq5ciV6vJzg4mPj4eEaNGkVTUxMJCQk899xzaLVaurq6AJgzZ44ykO/u7kalUjF//nxlls7WHkIIIYQQjxuV9X42TgwzW86XgIAA1q9fP9zFeSzk5OSQk5PT67WwsLBeG+hHuq+//rpXKHSABQsWDGpmbihcuHChT9jtuLg44uLiHsr1HwSTycSf//xnfv/73yuDJiGEEEKIB2Wwzx6P5bI3MXj19fXk5+f3em0oZ3Z+Dm7dukVzc3Ov12yh0h+G6urqPn1kC2EthBBCCCGGziM983P58mVOnTpFV1cXU6ZMYfr06WzZsgW1Wo1KpSIgIIAXX3zxR+cvAeju7ubtt99Gq9Xy7//+74DMMIketmAWtuWAP5Ut59TEiRNZuXLlTz7fg7Bjxw5KSkr4zW9+o+xle+edd2hra+OPf/zjoM9j+/XlVe18HFXyG4sQI5nPW7MGPkgIIX6iwc78PLJ7fhoaGjhw4ADt7e1KQk+tVouHhwfd3d34+PgwatSonzTw6Y+DgwMRERGMGTNmyM8thBBCCCGEGB6P7E+y5eXlWK1Wpk2bxpNPPglAS0sLTU1N+Pj4sG7dugd2bclkL4QQQgghxM/PsA5+urq6OH78OFevXsVkMuHv78/SpUtpa2sjLS0NgPz8fBoaGkhISOD06dNAzyDos88+UzaFNzc3k5qayq1bt1CpVERGRrJkyRIlrLDtOjk5OXR1deHn58eCBQsYM2YMb7/9NgDNzc1s3ryZFStWEBISoix7e/755/nLX/6CXq9n48aNStm3b99OXV0dv/vd77C3t+f777/n3LlztLS04OnpSVJSkhLCeN++fWRlZbF+/XrS0tIoLCzEwcGBFStWKJHijEYjhw8fJi8vD7PZTEhICMuWLVMia+Xm5nLy5EklzPWsWbOYOnUqABkZGZw7d47m5ma8vb2ZM2cOMTEx92z7jo4OTp8+zbVr1+jo6MDLy4snnnhCyRszUJmLi4vZuXMn8+fPV8rQ1tbGxIkTWbZsmZK81BYe3NYu8+bN63ONF154gbFjxwKwbds2KioqeOutt/Dw8GDz5s2Eh4czdepUTp8+TV1dndIvtv4tKSnhyJEjGAwGnJ2diYuLY968eUqOmnv1TX/27dvHtWvXANi5cyfBwcG8/PLLANy4cUPpCzc3NxISEpg+fbrSrt9++y03b97EYrEQHh7OokWLaGpqIiUlBYCsrCyysrKUOvbHtgRt06ZN7Nu3j8DAQJKTkwe83/u7H65cucLXX39NYmIiCxcuBODYsWOkpaWxYsUKJk2a1KcM7733nhIMYvPmzcydO5ekpKR7tp0QQgghxKNq2Ja9Wa1WUlJSuHjxIhqNhsDAQCoqKti2bRv19fXU1NQAPcvf8vPzaWpqori4GOgZKOTn51NfX09bWxtbt24lLy8Pb29vvLy8yMnJYfv27XR3d2O1Wvn000+5ePEiDg4OeHt7U1payq5du6iurlYeutVqNREREX1CYru6ujJmzBgMBgMtLS1AT26giooKoqOjsbe35+TJkxw8eJDOzk7GjBlDe3s7X375JZmZmb3O9cUXX1BZWYlWq6WtrU3JB9Pd3c327dvJyspCq9Xi6+tLQUEBW7dupa2tjYaGBnbv3k1jYyP+/v6YTCYOHDhAXV0dxcXFyvLAgIAAmpqa+OqrrzAajfds/++++45Lly7h6uqKv78/BoOBL7/8krKyskGV2SY9PZ0zZ86g1Woxm81kZGQoSTNPnDjBoUOHepVt9+7dfdplIAaDgd27d6NWq5Uw47bBcUFBATt37lTCdZvNZs6dO8e+ffsABt03P+Tr64ubmxsAgYGBBAYGAj0JZP/1r3/R2trKmDFjMJvNHDp0iJMnTwJw+PBhsrKycHFxwcvLixs3bnD8+HGcnJyUXD/u7u5EREQMOsx1SkoKLS0t6HS6Ae/3H3s/9Cc0NFRJaBoREYGXl9ePOo8QQgghxKNg2GZ+bty4QUlJCdOnT1cSatbU1PA///M/FBYWsmzZMg4ePNjrl+bAwED+9re/9foV3vZwvWrVKmVG4fvvv+fgwYOkp6fj7u5OaWkpISEhrFmzBnt7e65du4adnR1eXl4899xzvP32272WujU1NfUq67hx4ygpKSE/P5+pU6dSUFCA1WolNjaW1tZW0tLS8Pf355VXXkGtVmMymdi6dSvHjh1jwoQJynl0Op2Si+Wvf/0rra2t3L59m5ycHOrr61m0aJESZcy2Of7MmTOEhIRgsVhYuHAhs2bNUvK3jB49WokS9tRTTxETE0NXVxfV1dXKLEB/EhISiI+PVwZ7ly5dIjU1lby8PIKCggYss43RaGTdunX4+vpy+PBhLly4QFVVFT4+Ppw7dw6NRsPGjRvRarVUV1fz8ccfc+zYsfsK43z79m2WLVvGtGnTyMvL4/PPP6eqqgqAI0eOYLVaeeGFFwgPD6e9vZ0rV64QGRk5qL6xPdj/0MyZMykvL+fatWssWLCAkJAQuru7OXr0qJLA1snJCbPZzK5du0hLS2PatGlUVlai0Wh48803UalU1NfXo1ar0Wq1JCUlkZKSQmho6H0FPAgPD2fp0qWoVKoB73eb+70f+rNixQry8/Npa2uTpaBCCCGEeOwN2+DHNouTnp7e66ENekIP22ZkBlJSUgLA7t2773oN27KxyZMnKw+6dy556u7uHvAasbGxpKamKoOf/Px8NBoNYWFhyjK1yspKZQndnWwzWNDzQG1biuXl5UVbWxsmk0mpw9GjRzl69GifOiQlJeHr68upU6cwGAxERkYSGRkJQHR0NJcuXeLAgQMUFhYSFRWlJBC9l87OTo4cOUJxcTEWi0WZ5fhhvpv+ymwzduxYfH19AfD29gZ6om2UlZVhNpuZMGFCryShISEhFBUV9WqXgWg0GmWJn+0anZ2dtLe3U1tbi06nU+rs7OysDCCvX78+YN/4+fkNuhw1NTUYjUaMRiP/7//9vz7vl5eXM336dL799ls+/vhjoqOjiY2N/clJQePj45VlhAPd708++eSPuh+EEEIIIUaCYQ944OPj02epme1BbzBsS7BCQkL6LCPS6/W9HtR/LBcXF4KDgykqKqKzs5OCggJlyZuNm5ubMgi4053H2AYR0LuOtjoEBgb2+YXe1dUVJycnNmzYQHFxMTdu3ODQoUOkpqayZs0afHx82LRpEwUFBeTm5rJnzx5cXV156aWX+rTrnf75z3/S2dnJq6++ioeHB1euXOHQoUP8MPJ5f2W+W/3uFnnvXn1pe89isfR7jO0atmNt17ifCO2D6Zv74eTkpCyDu5NGoyEmJoaoqChu3Lih7NOaNm0ay5Yt+1HX+qGB7ndPT89+7webO9v7EY50L4QQQggx5IZt8BMcHEx6ejoeHh48++yz2NnZ0djYSF5eHlFRUcq+kcGcp7a2loiICOUX/6KiIlpaWoiOjqaoqIj09HQyMzMZN26csuzNYrEQGRmpPAB3dnZitVr7fRAfN24cxcXFnD17lo6ODmXJUWBgIHZ2dtjZ2bFy5UqcnZ3p7u4mPT2doKAg9Hr9oOqQn5+Pn5+fsgSwsrKSyspKoqKi6OjoIC8vj7i4OEJDQ5k4cSLbtm3j8uXLzJw5E4PBQHR0NFFRUYwdO1bJTzNr1t1zK9hmTEJDQ5WZlNbWVqBnGdtQPBAHBQVhb29Pbm4uSUlJuLm5UVNTQ0lJCU5OTuj1eiUGe21tLZGRkVRUVCjL2QYaEEHPLI9er6empobCwkLCw8MxGo2kp6cTERExJH0DPTNZZrMZvV6Pk5MTFouFJUuW4OnpicVi4fvvv8fLy4vQ0FByc3PR6/XMmDGDGTNm8Nlnn/H9998rgSFs5wMwm833PQAb6H5vbGzs937w9PRU2ht6+vrGjRtA3/a+248GJpMJtVr9oweNQgghhBDDbdgGP7GxsQQHB5OXl8f777+Pm5sbVVVVWK3W+8qvk5SUxPXr1zl69Cg5OTlAzwZ5rVZLbGwsMTExBAcHU1xczAcffICzszOVlZXY2dmxbt06/Pz8cHR0xGg08u677xIQEMCSJUv6XCcmJoZDhw5x/vx5Zckb9Gxenz17NmfOnOH999/H19cXg8GA0WhkyZIld50h+KH4+HgyMzNJT0/n1q1bjBo1iqqqKhwdHYmMjCQ7O5vU1FSOHDmCXq+noaEBgNGjRyvR1Nzd3fHy8sJgMCjv9cfZ2RmtVsutW7fYunUrXV1dWK1W7OzsuHnz5pDMltmioH333Xd8+OGH+Pj4UFlZidlsZuHChajVamXJ2cmTJ8nLy6OyshKdTkddXR0ZGRksWrRowOskJyfz6aef8tlnnxEYGEhdXR3t7e1UVVXx3HPP/aS+sc3C7dmzBzs7O/7t3/6NRYsWsX//fv7+978TEBBAfX09ra2tzJo1i5CQEA4ePEh7ezve3t5oNBpKS0txdXVFo9Eo58vNzeXdd99l5syZJCYm3le7DnS/3+t+8Pb2RqVSUVBQwMcff0xjYyMuLi5AT4S4KVOmKGXcvXs3Y8eO5Re/+AXOzs60tbWxZcsWZb+TEEIIIcTjaNiivalUKl544QVmzJhBZ2cn1dXVBAQEsHbtWvz9/Qd9HhcXFzZs2EBkZCT19fU0NTURGxvLK6+8gqOjo3Kd+Ph4Ojs7qa2tJSgoiBdffBF/f39UKhXz589XZiH625/h4uJCaGgo3d3dfZa8zZs3j6VLl6LRaCgrK8PV1ZWnnnqKGTNmDKoOarWadevWMWHCBFpbW6mrqyM8PJxXX30Vd3d3JSiEm5sbZWVlWK1WEhMTmTZtGvPnz2f+/PlKFDRHR0cWL16shNDuz7PPPouvry+1tbW4u7uzZs0aJkyYgEajua9lh/cyf/58li5dipOTE+Xl5Wi1WlatWsWUKVMAGD9+PHFxcdjZ2XH79m2Sk5NZvnw5Li4udHV1DeoaYWFhrF27Fl9fXyoqKrC3t2fmzJk888wzwE/rmxkzZiiDSB8fH0wmE5MnT2bVqlVotVrKyspQq9UsXLiQRYsWYW9vz8svv0xsbCwtLS1UVlYSFBTEr3/9a1QqFf7+/sTFxSlR65ydne+7TQe63+91P3h4eLBgwQKcnJxoamoiLi6Ol156Cb1er7R3QkICWq0Wo9FIZ2cnAHPnzlUGSZ6enrJUTgghhBCPLZVVnmR+toqKirhw4UKv1/R6vZLjRfTkuflh8IWZM2cqM3sPWk5OjjKDYxMWFsbMmTMfyvUfFJPJxJ///Gd+//vfKz8sCCGEEEI8KIN99hj2gAfiwWlpaVFCYdvYfs0XPcrLy5UIaja2/VwPQ319fZ8++jEzQkIIIYQQYmAy+PmZ2LFjByUlJfzmN79RlmpNmjSJSZMm9Tn2nXfeoa2tjT/+8Y8PuZSPnpdffpnNmzfj4uLC7373u7seU1dX1ye/1FBJSkpS8lg9qmw5pyZOnHhf+YkAaj86iqOdBEgQYiTTb+q7j1YIIYaLDH5+JgIDA3F0dMTR0XG4i/LYiYiI+NFJQIUQQgghxONDBj8/E7KP58dbvXr1cBdBCCGEEEI8BDL4eQCamprYsmULCQkJ2NnZkZGRgcViYfLkySxcuBB7e3uMRiOHDx8mLy8Ps9lMSEgIy5YtU6LNbd68meDgYBISEkhNTSU5ORk/Pz9SU1MpLi7Gzs6O6OhoFi5ciLOzc59lbxkZGZw7d47m5ma8vb2ZM2cOMTExvPfee7S1tSnXmDt3LklJSVgsFs6ePUtGRgZtbW14e3uTnJxMSEgI0LOsrry8nA0bNnD48GHKyspwcXFh1apVSnS+5uZmUlNTKSoqwt7enrCwMJKTk5VkqyUlJRw5cgSDwYCTkxNTp05lzpw5d02O+kPXr1/n1KlTNDQ04ObmxtSpU0lMTESlUmGxWDhz5gyXL1+mvb0dvV5PcnIywcHBVFRUsG3bNqKionj++eeV8/3lL39Bo9Hw5ptv9ln2VlpayoEDB2hsbFT6YLDee+89XF1dmTlzJidOnKC1tZWwsDCWL1+Oq6srABUVFZw6dYqSkhIcHBwYM2YMixcvVvLw2JKjNjQ0oNVqmTVrFlOnTgXot1+Li4vZuXMnixcvpq6ujqtXr+Lg4MDMmTOZPXt2r3szNTWVW7duYWdnR1RUFE8++aQy83W3++6LL74AICsri6ysLN566y08PDwG3SZCCCGEEI+KYQt1PRJkZmZy8eJFJZnmhQsXOHjwIN3d3Wzfvp2srCy0Wi2+vr4UFBSwdetWZWAC0NjYyL/+9S8cHBxwcXFh37595OXlodPpcHd3JzMzk3PnzvW5bnFxMQcOHKC9vZ2AgACampr46quvMBqNhIaGKmG6IyIi8PLyAmD//v2cPHkSlUpFUFAQDQ0N7Nq1i6KiIuW8FouFXbt20dzcjIuLi/IgDXD79m0++ugj8vLy8PLywtnZmevXr7Njxw46OzspKipi586d1NTUEBQUhIODA6dPn2b//v0DtuPly5fZvXs3TU1NBAQEYDQaOX78OMePHwdg3759nD59GovFgr+/PwaDgZ07d1JUVERAQAAeHh4UFRXR3d0NQFVVFa2trXcNbFBfX8+uXbuora1Fp9PR2NjIV199Naj+vvMcX331Fa6urjg7O3Pz5k127tyJxWLBYrHw+eefU1lZSUBAAE5OTuTm5vL5559jsVhoaGhg9+7dNDY24u/vj8lk4sCBA9TV1d2zX22+++47bty4ga+vLyaTiePHj3PmzBmlj7Zu3crNmzfR6XS4urqSnZ3N9u3blbaB3vedk5MTAQEBQE9Oq4iICBwcHO6rPYQQQgghHhUy8/MAmc1mXn/9dby8vGhpaeGjjz7iypUrjB49mvr6ehYtWqTMKtg2lZ85c0ZJstrS0sIzzzzD+PHjAaisrESv17Nhwwbl3zqdrs91q6qqAHjqqaeIiYmhq6uL6upqnJycWLFiBfn5+bS1tSnLvSorK8nKyiIqKornnnsOlUpFa2srH374IUeOHGHjxo0AWK1WwsLCePrpp5WksJWVlQCcPn0ao9HI7NmzWbBgAVarlUuXLuHn54eDgwOHDx9GrVbz5ptv4uHhgdVqZe/evWRlZREfH68kPP2h7u5ujh07hr29PevXr0ev19PY2EheXh4xMTFUVlaSk5ODTqfjtddeQ6PRkJ+fz2effcbhw4d54403iI2N5dy5c5SUlBAeHq5EVxs3blyf6509exaz2cyMGTNYsmQJVquV/fv3c+XKlUH3e0dHh9Jv3d3dfPrpp5SUlJCdnc2kSZN48cUX8fLywt7eHqvVyrZt26isrKShoYHa2losFgsLFy5k1qxZWCwWSktLGT16tFLuu/WrjYODAxs2bMDFxYXq6mq2bdtGWloaM2fO5MyZMxiNRmbNmsXixYuVPrh69Srp6enMmjXrrvddUlISKSkphIaG3nfAAyGEEEKIR4kMfh4gb29vZWbF3d2d2NhYvv/+e44ePQrA0aNHlb9tiouLlb9dXFyUB1CA+Ph4zp49y44dO4iKiiI2NhaNRtPnutHR0Vy6dIkDBw5QWFhIVFQU4eHh/ZbTds28vDz+9Kc/9Xqvo6Oj18xCQkICKpUKZ2dnXF1daWlpobu7WwkXPX36dKAniW18fDwA7e3tSi6dLVu23PX6/Q1+ampqMBqNhIWFKTNonp6eSh6ca9euATBx4kSlLSIiItDpdNTU1NDe3s64ceM4d+4c+fn5yuDH29sbb2/vPtczGAwAykBApVIxa9as+xr8QE8fQE8C2+nTp1NSUkJpaSmTJk2itraWvXv3Ul9fj5OTExaLBeiZmQkJCcHX15dTp05hMBiIjIwkMjJSOedA/RoUFKQkJPX19SUsLIz8/Hyqq6uVPrK1nUqlYvr06Vy9epXi4mKlzj+874QQQgghfi5k8PMA2R5qf0itVtPd3U1gYGCfKGO2fSF3M3/+fCZPnsz169e5du0ax44dIykpiSeeeKLXcZ6enmzatImCggJyc3PZs2cPrq6uvPTSS8r+m7vR6XTKYK2/eqjV/3fLqFSqu/7dH7VaTWhoaJ/X3dzcBvzsQO51fX9/fzw9PcnPz+eJJ56goqKCuXPn3vM8d+5DGsyepB+6W9+r1WrKy8vZs2cPEydO5OWXX8ZisfDll19y69YtAJycnNiwYQPFxcXcuHGDQ4cOkZqaypo1a/Dx8em3X/u7ri2HsVqtVv4eTF8JIYQQQvwcyZ6fB6iqqoqCggIAWltbuX79OoCS18XPz4/Vq1ezevVqkpKSiIyMZN68ef2eLzs7GwcHBxITE1m/fj1eXl6kpaX1Oa6xsZH8/HyioqJYsWIFy5cvp76+XpklsTGZTJjNZoKDgwHQaDQ8++yzrF69mqeffprg4GAWLFigzCTci+0c6enpQM9D9/nz5yksLESj0TB69GjMZjNz585V6hwTE8OUKVPuuvzMRq/X4+TkRElJiTJ71NTUxNmzZ6mrq1MCMmRnZ2MymQAoLCykoaEBvV6vJAyNjY2loaGBixcvYrVa+01kapuBunMvVWFh4YD1/yHbPhuz2cz3338P9MzElJaWYrVaCQ0NRaPRYGdnp+zzam9vp6Ojg+zsbIKDg1m6dCm//vWvuX37NpcvXx5Uv968eVOZvaqtreXWrVuo1WpGjx6ttNWlS5eAnj6ylc3Wf/dia1+z2Xzf7SGEEEII8SiQmZ8HyNnZmS+++IKAgAAMBgMdHR3ExMQQHx9PZmYm6enp3Lp1i1GjRlFVVYWjo6OyxOmH2tvb+eabb7Barfj4+KBSqaitrVU2o98pPT2d8+fP4+7ujpeXl/IwbEt+6uzsTFtbG1u2bEGr1fL6668zYcIEsrOz2bJlC15eXlRVVdHZ2cno0aPx8fEZsK5z587l2rVrnD17loKCAjo7O5VoZW+++SZPPvkkKSkp/OMf/yAoKIjm5maampqIjY1VlojdjVqtZtGiRezfv59t27bh5+eHwWDAZDLR1tZGcnIycXFx5OTk8MEHH6DT6SgvL0elUrF48WLlPOPGjSMtLY3z58+j1+vvuuQNYPbs2WRnZ3Px4kWKiopwcHCguroaBwcHKioquH379j1n52yysrK4desW7e3tNDU14e7uzoQJEygrKwPgwIEDZGZmYjAYlJmv7Oxsbt++TWpqKkeOHEGv19PQ0KD03UD9Cj0zR9u3b8ff35/KykrMZjOzZs3C0dGROXPmcPXqVaWPuru7qaurQ6fTMWPGjH7rYpudzM3N5d1332XmzJkkJiYO2AZCCCGEEI8aGfw8QJ6ensTHx3PixAm6u7uZMGECv/jFL1Cr1axbt45vv/2WvLw8WltbCQ8PZ9GiRf0uS3N2duaVV17h9OnTyt6NsWPHKsER7jR//nycnJzIysqitLQUNzc3Zs+eTUREBNAzUElNTcViseDp6YnVamXFihXodDoyMjKoqKjA29ubuXPnEhUVNai6uri4sGHDhl5hlGNiYli8eDGOjo6Eh4fz0ksvceTIEcrLy3FxcSExMfGeM102kydPRqPRcPLkSSoqKnBzcyMhIUFZ7rdy5Up0Oh2XL1+moqICHx8fFi9erMx0QM+Mjk6no6Ghod9ZHwAPDw/WrVvHgQMHqKqqwtPTk1WrVlFcXMyVK1f6Xcr4Q8899xypqam0trYSGBjI008/rSz7W7BgARcuXMBgMDBt2jSmT5/O1q1bcXJyYvr06ahUKjIyMigrK8PZ2ZnExESmTZuG2Wzut19t+7aCg4MJDAwkLS0NlUrFzJkzlRxQrq6uffpowoQJJCcn91rO+EP+/v7ExcVx48YNHBwclNm0wfB+fRGjRo0a9PFCCCGEEA+SymrbCCCGjC3PT0BAAOvXrx/u4jwWcnJyyMnJ6fVaWFiYsjn/UXLhwoVeIcAB4uLiiIuL47333qO5uZk//OEP9xxQDDVbnp9x48bxq1/96qFdtz8dHR3893//N7/97W9l8COEEEKIB85kMvHXv/6V//qv/7prQDAbmfkRj4T6+nollLPN/cwwPEzV1dV9ympL9Cp6dHZ2AvDXv/51mEsihBBCiJGks7NTBj/i0ZeUlKQEgnjUrVy5UvLdDMDV1ZXf/va3ODo6SnQ5IYQQQjxwVquVzs7OAfdmy7I3IYQQQgghxIggoa6FEEIIIYQQI4IMfoQQQgghhBAjggx+hBBCCCGEECOCDH6EEEIIIYQQI4IMfoQQQgghhBAjggx+hBBCCCGEECOCDH6EEEIIIYQQI4IkORVCCCGEEEIMmxs3bnDy5EkaGxvx8vJi9uzZjB8//oFcS2Z+hBBCCCGEEMOisLCQ3bt309TUhL+/Pw0NDezZs4eCgoIHcj2Z+RFCDNrZs2e5dOkSHR0dhIeHs2TJEtzd3fscV1dXR2pqKqWlpbi5uZGYmMjUqVN/1LlGiqFs2+rqanJzc/Hw8GDSpEkPqQaPnqFq046ODrKzs6moqEClUhESEsLEiRNRqVQPszqPjKFq19u3b3PlyhWqq6txdHQkLCyMcePGjdh2haH9HhD/Z6ja1WAwcPz48V6fGTNmDLNnz37gdXgUDVW7njhxAnt7e1577TW8vb1pampi7969jBkz5oGUWwY/QohBSUtL4/jx4zg7O+Pl5UVubi719fVs3LgRO7v/m0Q2mUzs3LmT27dv4+/vT319PQcOHMDR0ZG4uLj7OtdIMVRtazabuX79OgcPHsRkMhEcHDxiBz9D1aa1tbXs2LGD9vZ25TNZWVnU1NSwePHi4ajasBqqdq2pqeEf//gHJpNJ+UxmZia3bt1i+fLlw1G1YTeU37F3Onv2LMePH+c3v/kNo0ePfphVeiQMZbuWlpaSn5/f6/xq9ch8lB6qdm1tbaWyspLx48fj7e0NgIeHBy+//PIDex4YmT0mhLgvJpOJs2fPMmrUKDZu3Iibmxt79uzh6tWrZGVlMXnyZOXYCxcucPv2bRISEli0aBG1tbX8/e9/58SJE4wfP57Ozs5Bn2skGMq2zcnJ4euvv8bR0XEYazT8hrJNvby88Pb2JiwsjPj4eEpKSvjnP/9JVlbWiBv8DGW76nQ6goKCiImJIS4ujrq6OrZv305mZibJyckj7h4eyra9c+astLSUkydPDkeVHglD3a4GgwGA//zP/8TJyWm4qjXshrJda2pqAHBxceGTTz6hoqICLy8vFi9eTHh4+AMp/8j7iVUIcd/Kysro6OggMjISNzc3AKZMmQLQ51cw2xpd2/ve3t6MGTOGpqYmampq7utcI8FQtq2HhwdJSUmsWbPmIdbg0TOUbWpnZ8eaNWuYM2cOo0aNwsPDA2DEPZzD0LarWq3mhRdeYMqUKTg4OODm5jail7sNZdvatLe3s2fPHiwWy8OowiNpqNu1uroaV1fXET3wgaFtV9usenp6Og0NDQQEBFBXV8enn35KSUnJAym/zPwIIQZk+3JycXFRXrN94bW1td31WFdX17seez/nGgmGsm3DwsIICQmhrq7ugZb5UTeUbQo9y1qsViuZmZnKev958+Y9oNI/uoa6XW1/7927l8rKSrq7u5kxY8aIHFgOddtarVb27duH0Whk4sSJZGVlPbjCP8KGsl2tVqsycH/nnXcAiIyMZPHixWg0mgdXiUfQULarbdng6NGjWbduHY6Ojty6dYtdu3Zx5swZXnzxxSEvv8z8CCEG5OzsDPT+Urt9+3av92xsv4jZ3gdobW0Fer4o7+dcI8FQtq3oMdRt2tLSwieffMI333yjzFhMmDDhwVXgEfUg7tWuri6Kioro6Ohg9OjRzJo168EU/hE31G2blpZGfn4+y5YtG5H7fGyGsl0bGhro6urCaDSi1Wqxs7MjMzOTvXv3PtA6PIqGsl21Wi0A4eHhyg8foaGhaDQampubH0j5ZfAjhBhQUFAQo0aNIj8/X/kCy8zMBCAiIqLXsWPHju31fl1dHWVlZWi1WvR6/X2dayQYyrYVPYayTbu7u0lJSaGsrIyoqCjefPNN5TMjzYO4Vz08PPjDH/7A888/T1NTE59++umIXKY1lG1bVlbGyZMnmTRpEhMnTnyItXj0DGW7WiwW4uPjefbZZ3nttdfYtGkTWq2W/Pz8B/aQ/qgaynb19vbGwcGB/Px8JQBKYWGh8oPIg6CyWq3WB3JmIcTPSlpaGseOHcPFxQV3d3eqqqrw9vZm48aNnDhxAoCFCxfS0dHB3/72N27fvk1AQAD19fV0dHTwy1/+sle0t/7ONVKjvQ1F27a2tpKSkoLZbKaurg4HBwd0Oh3Tpk1j2rRpw1zLh2uo2jQvL4/PP/8cgLCwMOzt7ZVrLFiwAB8fn2Gp33AZyu+BH0pJSaGgoIDXX38dX1/fh1mtR8JQte3//u//UlRUhLe3N2q1mtu3b9Pa2oq3tzcLFy4kMjJymGv6cD3Ie3b37t1cv36dtWvXEhIS8hBrNfyGsl1PnjzJmTNncHV1RafTUV5ejkqlYsOGDQ/khz3Z8yOEGJTExETs7e1JS0ujtraW6Oholi9fjp2dHeXl5cpxGo2GdevWsX//fiWm/5IlS3r953Gvc41EQ9W2ZrNZiUYEPUuKDAZDr+UGI8VQtemd+6eKiop6XSMhIeHhVOYRMlTtarVaOXHiBLNnz2bUqFGYzWYaGxsBRmzgg6H8HgCora3tdf7a2tpeIdtHiqFqV9v+tOXLl+Ph4UFHR4fyeZ1ONyx1G05D+UyQlJSEnZ0dGRkZVFRUEBQURHJy8gNb0SAzP0IIIYR4qHJycti7dy/Ozs74+vpSX19Pc3MzwcHBrF27dsQOgB6EHTt2UFJSMmLz/AyVa9eu8eWXX+Lg4EBAQAC1tbW0tbUxbdo0li1bNtzFE/dBZn6EEEII8VDFxsbS0NBAdnY2JSUluLq6Mm3aNObNmycDH/FIGjduHGazmXPnzlFWVoaLiwvz588fkTPAjzuZ+RFCCCGEEEKMCCNzgb0QQgghhBBixJHBjxBCCCGEEGJEkMGPEEIIIYQQYkSQwY8QQgghhBBiRJDBjxBCCCGEEGJEkMGPEEIIIR6Kuro6Nm/ezI4dO4a7KEKIEUoGP0IIIYQQQogRQQY/QgghhBBCiBFBkpwKIYQQYtC6uro4fvw4V69exWQy4e/vz9KlS/Hx8eG9995DrVazfPlyjh07RnV1NTqdjueffx6VSsWWLVt6nWvt2rUA7Ny5k7lz52Jvb8+5c+d466230Gg0pKenc/78eVpaWvD09GTevHnExsYCcOrUKU6fPs0LL7zA+fPnKS0txd3dnSeffJKIiAhKS0v55JNPGDduHL/61a8AsFqtvPPOO2i1WjZs2PBwG04I8UiQmR8hhBBCDIrVaiUlJYWLFy+i0WgIDAykoqKCbdu2UVtbC0BbWxuffvop3d3daDQaampqOHHiBA4ODoSEhADg5OREREQETk5Oyrmzs7M5deoUo0ePxs7OjhMnTnDo0CHa29sJCAigqamJ3bt3k5mZ2atMe/fupbGxER8fHxoaGvjnP/9JSUkJY8aMQafTcfPmTbq6ugAoLy+nvb1dGUAJIUYeGfwIIYQQYlBu3LhBSUkJ06dPZ9OmTaxdu5YNGzZgNps5fvw4AB0dHcTHx/P666+zZs0aACorK3FxcWHZsmUA6PV6Vq9ejY+Pj3Juo9HIxo0bWbduHSaTiXPnzqHRaHjjjTd45ZVXWLduHXZ2dhw7dozu7m7lc4GBgWzatIn169ezbNkyrFYrp06dAmDixIl0dXWRn58PwM2bNwFk8CPECKYe7gIIIYQQ4vFQXFwMQHp6Ounp6b3eu3XrljKTM3v2bAC8vb0B6OzsHPDc4eHhyvFlZWWYzWYmTJiAVqsFwNfXl5CQEIqKiqipqVE+FxkZiZ1dz2+5U6dO5ejRo5SWlmK1Wpk4cSKnTp3i+vXrxMbGkp+fj5+fHzqd7ie0ghDicSaDHyGEEELcFx8fH9zd3Xu9plKpMBgMAKjVPY8XtkHJj91erFKpBjzGYrH0+rfVakWtVqNSqdBqtYSGhnLz5k3q6+sxGAwsWLDgR5VFCPHzIMvehBBCCDEowcHBAHh4ePD888+zevVqlixZQlhYGE8++eSgz2MymQAwm813fT8oKAh7e3tyc3NpbW0FoKamhpKSEpycnNDr9cqxFy9eVGaWMjMz6erqwtfXV3l/0qRJdHV1kZqaCsiSNyFGOpn5EUIIIcSgxMbGEhwcTF5eHu+//z5ubm5UVVVhtVoZM2bMgJ+3LYurrq7m3XffJSYm5q6DETc3NxISEvjuu+/48MMP8fHxobKyErPZzMKFC5WZJehZUvfBBx+g1WopLy8HIDExUXk/JiaGUaNGUVhYiK+vryx5E2KEk5kfIYQQQgyKSqXihRdeYMaMGXR2dlJdXU1AQABr167F399/wM+7uLiQkJCAg4MDdnZ2uLm59Xvs/PnzWbp0KU5OTpSXl6PValm1ahVTpkzpdVxiYiJjx46lpqYGNzc3VqxYQWRkpPK+Wq1W/i2zPkIIyfMjhBBCiMeOLc/PsmXLmDZtWr/HWa1W/va3v1FfX8+mTZvw8vJ6iKUUQjxqZNmbEEIIIX6WbFHp6uvrCQ4OloGPEEKWvQkhhBDi56mrq4uGhgaCg4NZuXLlcBdHCPEIkGVvQgghhBBCiBFBZn6EEEIIIYQQI4IMfoQQQgghhBAjggx+hBBCCCGEECOCDH6EEEIIIYQQI4IMfoQQQgghhBAjggx+hBBCCCGEECOCDH6EEEIIIYQQI4IMfoQQQgghhBAjggx+hBBCCCGEECPC/w8LC18H2xJMYAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plt.figure(figsize=(7, 4))\n",
    "_ = sns.barplot(data=feature_importance_df, x=optimal_params[\"criterion\"].iloc[0], y=\"feature\")\n",
    "# _ = plt.savefig(\"images/feature_importances_citizen_shield_age_all.png\", dpi=400, bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae03cd91",
   "metadata": {},
   "source": [
    "## Shap beeswarm plot with the optimized model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "2ecd3a4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "explainer = shap.TreeExplainer(optimized_estimator, X)\n",
    "shap_values = explainer(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "8585289e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7oAAAOfCAYAAADmZb/oAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3gUVdvA4d9s32TTOyEhgVBCFyIdAggEVGxgL4gIL4rttRcsWLBgwRf4lI6CgAKCFAUBQXoJofcS0ntv2+f7Y8kmmwQIqDTPfV1cZGfOzJyZ3WzmmfOccyRZlmUEQRAEQRAEQRAE4QahuNoVEARBEARBEARBEIS/kwh0BUEQBEEQBEEQhBuKCHQFQRAEQRAEQRCEG4oIdAVBEARBEARBEIQbigh0BUEQBEEQBEEQhBuKCHQFQRAEQRAEQRCEG4oIdAVBEARBEARBEIQbigh0BUEQBEEQBEEQhBuKCHQFQRAEQRAEQRCEG4rqaldAEARBEARBEARB+OdNnDiRoqIiRowYQcOGDV3WTZ48mby8PIYNG8bGjRtJSkpiyJAhtG7dul77Liws5Ouvv0apVDJ27Nh/ovqXRAS6giAIgiAIgiAIglNoaCgqlQqDwXC1q3LZRKArCIIgCIIgCIIgOPXv3/9qV+EvE4GuIAiCIAiCIAiC4DRnzpxaqcsHDx7kzz//pLCwkICAAPr27cv27dtJTEzkpZdectk+NzeX1atXk5ycjEajoX///rRr1+6KnoMYjEoQBEEQBEEQBEE4r/j4eH7++Wfy8vLw8/PDYrGwcOFCcnJyapWVZZnvvvuOoqIi3NzcKCsrY8WKFZSXl1/ROosWXUEQBEEQBOGKsVgszJ49G4Dhw4ejVquvco0E4Ton3VN7mfzzBTeZOXNmvXdvtVpZv349AHFxcXTp0gWAjRs38ueff9Yqb7fbad++Pbfccgtms5mJEydSUVFBWloaTZs2rfdx/yoR6AqCIAiCIAiCIPyLNGzYEK1W67IsOTkZi8VSq2x2djZGoxGdTkfnzp2dy3v16lVnoKtQKOjduzcAGo0Gf39/UlJSMJlMf+9JXIQIdAVBEARBEARBEP5F4uLizju9UE0qlSNklCQJSZKcyxWKunvBSpKEUqm8aLl/muijKwiCIAiCIAiCcN2S6vj39/Hz80Or1VJRUcHOnTudy/ft2/e3HufvJlp0BUEQBEEQBEEQhDoplUp69+7NmjVrWL16NQkJCSgUCkpLS6921S5ItOgKgiAIgiAIgiAI59WlSxcGDx6Mt7c3+fn5aDQa7rvvPuf66qnK1wpJlmX5aldCEARBEARB+HcQoy4Lwt9MGlp7mbz4bz1EUlISFouFqKgo57ItW7awfv16vLy8eOGFF/7W4/0dROqyIAiCIAiCIAiCUCe73c7atWtJS0vD09MTHx8fiouLKSgoQJIkBgwYcLWrWCeRuiwIgiAIgiAIgiDUSaFQ8Nhjj9GtWzcUCgWpqanYbDaaN2/OiBEjaNmy5dWuYp1Ei64gCIIgCIIgCIJwXhqNhv79+9O/f/+rXZV6E4GuIAiCIAiCIAjCdevvnU7oRiFSlwVBEARBEARBEIQbigh0BUEQBEEQBEEQhBuKSF0WBEEQBEEQBEG4bonU5bqIFl1BEARBEARBEAThhiICXUEQBEEQBEEQBOGGIgJdQRAEQRAEQRAE4YYiAl1BEARBEARBEAThhiICXUEQBEEQBEEQBOGGIkZdFgRBEARBEK5/W47CzzsgMhCG9QFPt3/uWLIMZito1f/cMQRB+EtEoCsIgiAIgiBcvypMcP8XsCK+atlny+Do/8Cgr1pmt8Py3bDrJMREwV2dHMsVl5jg+MOf8NpcSMuHqGAYfDP8ZwA0D/3LpyIIl0dML1QXEegKgiAIgiAI1yeTGZo8DRkFrstT8+DbNfDyXVXLhk+G7zdWvVYrwS5D56aw5FUI9oGCUpi/GUor4N5u0DjYUfZ0JizaBmVG+HBx1T5OZcJXK2DSKni4F9zZCe64GZTKf+qMBUGoJxHoCoIgCIIgCNenMdNrB7mVNh6uCnRPZbgGuQAWm+P/bcch4j/wnzhHa21eqWP56/McQWugF8zZAFbb+ethtcN3Gx3/AML8YdpoGNjh8s5LEIS/TAS6giAIgiAIwvVp89Hzr8ssgHcWgEKCLccuvB+TFf63qvby5bsvr14puTDoQ1BK4OcJHzwIowZc3r4E4aJE6nJdRKArCIIgCIIgXJ9ah8OJ9LrX7Tnj+Hc12WTILoL/fAsfLIL/3g7P3gZbj8HhFIhtCa0bXd06CsINSgS6giAIgiAIwvXp3q6OkZavB6l58NJ38Mr3jr7Blb54HF6846pVSxBuVGIeXUEQBEEQBOH69N2Gq12DS1c9yAV4+TuIeho+WuwYGVoQhL+FCHQFQRAEQRCE69PJjKtdg79Olh2jOo+dD58uvdq1Ea5LUh3/BBHo/gWpqamMHj2a7t27c9ttt/Hpp586161atYo77riD7t2789BDD7Fx48YrXr/BgwcTExPD+PHjr/ixhYtLT08nJiaGmJgY1qxZc9Hyzz77LDExMYwaNeoK1E4QBOHiLGVWktdnkLM//7xlZFnmq3g7LWZaaTvHys8nrt0WK3uhkfJfTmA+kF1rXVKRzNKTdpKL5Tq2/GeUppdz9vc0StLK61Xe+X4cOP/7ccMpMV7tGvy9pv4OqxPAbLnaNRGE657oo3uZZFnmlVde4eTJkwBkZWVx9Khj5L8jR47w3nvvIcuOP4YnTpwgNzf3H6lHfHw8o0ePBmD27Nm0adPmHzmOINxIpk6dyvTp09FoNGzbtu1qV0cQrqhjeTKJRTLdQyU8tfV76p9ZJrMnU6ZdoERDD8c22fvy+f3JbZgKzQCkRfrT9tObuauDHoC8I4VU5JqYafTivQNVtxtDltv4fhA82qrqWfvpZDNFJXZaN9OiUV+8Tqbd6diLTOh6hSNpLj5fqc0uc+SkGaUCWkSqMG9JZVeexEf2BhRkGel+MpWuB8+iOZ1Dnk6DR7kVpZ+eps+0ps0TTflyj8yrm+zcvfsQtl37yfJW0Grszbjd0wIAe7kF0+YUlA0MaNoE1jp+oVFmW7pMRH4h/p9swLIvG21sGL7/G4DCXYOp0Ez2vnzcTEYUm85SOucAxgIzqVoPirQ6KnRaWr3VAc/7mrI/oZCbygpp2DsUhUHjPEZWQh5rntyGpdgRIBU38eWBH3sS4u24PjabzKETJrQaiRZNtBe9Ztc0u90xmFN+iWOgpxtJUo5jtOYwf9jwPigVcCQFbo6CAK+rXTtBuK6IQPcy7dmzxxnkjhw5ktjYWEpLHfOu/fTTT8iyjIeHBxMmTMBsNhMVFXXF6zht2jSsVisGg+GKH1u4uMDAQJYudaQo+fn5XeXaCIJQlwKjzJ4smZZ+Eg0M/0wqmGl3OthkNJ0bIEkXP0ZZRjmFZ0rxb+ON1lODNb0Ey5FcNB2DUXjpMO1IQ9Iq0XYMcdnuWJ7M4KU2ThU6XusUMpP7KRjR1jVQNJdayD1QgEcjA+5eKsZ/fJr3PRtjUSpRIjMupIjXB7qx44P9ziAXIDQxl5VvH2Rsr+YM23UY3/2ZAPhqVNzdphHxjUNJ8fMGJF5fbyHqUDozs/SkpitR5ZoAsKskevQ1oGxkYN5RGbcSIzefSiOuLI92/QJwW32M8qUnkIsd5ZWhHpx+O47/swSwReWBVgGDQqy8eOYIIdHeuA1oTM6pEma+e4KMIuh76AiatHTUVhtHWkax+aHbqdDq2B0WxQ+eIbycuxm/MhMlWjWUwp9fHmNtgYbXFA15dvVmHt52kGQvHzLS7agf/g11i114+KmRN551jK4L5PeKYmFcL3x81TT1sjL/jJLlGi+skoQke3C7timTTh/HeroA4/qzFN/Tjp3Ls7EjoTOb6ZZyBgWgARpX5Dmv7/ov4Ot9biQFelOhCeHNiZsojo3imJsHHaUKIubsQS6vmufV83Q+U27fgrJTKFm+nmSllnL7ln1E5uSxr30jBi/qg7unGsvJfPYuTyXpQAl6k5WIgaEUdQ9n2cJUkgwGYnv783R7yfnZ/OGInVmHZBTI9FeV8MCiTaiO56JpG4jPV/1Q+uipsMhsz5DxLignpKKCwJt8UWrP80AivxQOJkOrMAjxdSyTZdh5AkoqHHPdbjoCm49AZBCMHgBPT3NscyNLyYWWz4HZ6nitUcFLd8DAmxzLOjQGX4+rW0fhGiJSlesiAt3LlJiY6Pz58ccfR6utejp65oxjKPuuXbsSExNzxetWKSQk5OKFhKtGpVIRFhZ2tashCH8buyzzf3tllp6SCXGH+0syUa9ORO2uotXwKIJj/Ou9r+RimY932jmaJ9MnXMGrN0vo69HSl1kmM36HnQM5Mu5qKLdCgF7ixRgFXRpc2o3AgqN2RqyxU2EFpSzTvSgPa6A7wY30vNBRSc+GEhaLzNK1Jew9bCIkQEnvLm78uauCtEwL7VvqGBLngbqOepuKzeybeIT0+Sdwzy0msiAP9zZ+BK15AGVQ1cPJhCyZz3fbyS6HIc0kumw+zt5JR5HtoJRkGjfVknGykOCcEixqNf7lpehNZnQ2K8lxLVFNHkTnJhqKTND5ByvF5qq6GO0ST/4u89omK33CYaxXAclTDpNxoIAivYo2GZkU+hj46JE7uXfXQW7bfwzf8gqsCgXHn8wnN6xJrfPyL7Nyz6r9hCemUqrV4VNeRmxiGnccPYRdgu+6dWDcXf1wT87H76Wf6B/RiLmxPZzbK6wy3++2cDy5Mj1YR3xoJFuTtMwbtpgyWcbNUpXSaUsrwfjOn2weMZSMczHS/xWr2JAexK8vfIfZR49UYmYwCtysFpf+Wr+3aUaFtqpFNMfLnfmx7XhqTTwqu0xCRDAzb+mASVKhsNk5ERRMulcyUfk5HAhuyFF1EM2PZ2OocE0r9t10CrWqAfHBwRRnZrGhV1us51rOZUlixU0tuTkxlQd37qc43cieZZlYFUo2toqgaU42YeXe5BrcaJecjurcZcgweCKZVTy3ZhdWhcTPnaL5pE93vpj7Oy2tNmSgZkJ1sZuOA80iybZokbPBqvfgjSEDeHbdZh77PZ4l3YoItlXQ/FgqQUAAkOLpw87duQSXbeKZLMeDiu+7tCPy8TgivMDXbmVpetWt43q7gbDdJXQ7nYVlbxZrtxYx+YlBHHTzosTieP96HclkxOFdDJrWBe2G05QvP4migTvuUVZCUrJRvfAUVJiRVUp23X8P68I78N8p43ErLqn1+WLbcewLtmGxq7jO26TrpzLIrfz5458d/yr1aAEr3gJv9ytfN0G4DohAtw6ZmZnMnDmTbdu2kZ+fj6+vL71792bEiBH4+vqSnZ1NUlISAGq1muxsR18eX19f8vPzyctzPIGVJImUlBRUKpUz6CwsLGTOnDls2LCB7OxsPD096dq1KyNHjiQ0NLTOemzdupXCwkL8/f3p2bMnw4cPx9/f35l+WWn48OEALF++nAYNGjB48GAyMjK45557eOaZZ4iLi8NisfDyyy/zwAMPOLcrKipiwIAB2Gw25s2bR4sWjlSsVatWsWTJEk6dOgVA8+bNefDBB+nbt69z28o6dOrUifHjxzN16lQ2b95Mfn4+jRo14q233qJ169bO8larlcWLF7NixQrOnj2LWq2mTZs2PP7443Ts2NFZTpZllixZwuLFi0lJSUGv1xMTE8PIkSNp0qRJvcvU15kzZ5g5cya7d++mrKyMoKAg+vXrx7Bhw3B3r/oDkp6ezowZM9i+fbvzPenduzdPPPEEPj4+ADz66KMcPXqUPn36MGHCBJfjPPTQQ5w4cYIXXniBvn37cscdjukEPvroI+Li4gDIzc1l8uTJbN68GavVSqdOnXjxxRcv6XwqVaa2+/n5sXjxYiZNmsSGDRuoqKggOjqaUaNGcfPNNzvLy7LM2rVr+fnnn52p+A0bNuSOO+5gyJAhqFRVXxm7du1ixowZnDx5ErvdTvPmzXn00Ufp2bNnvcusWLGCcePG0bp1az777DO++uordu7cidVqpX379jz99NPOz+OlvAeA8yHTlClTKC8vZ8qUKXTt2pXjx4+TkJAAgNlsJiYmhpCQEFasWHFZ11ioMnaLnY93Vt1uLzH7Mm7fAfxKK0j+I4PBi3rj39rnAntwqLDI9FxgI/ncfe6fqXYO5kgsvvPCKao2u0zfH20crdU9UWb5aRvxjyhpHVC/YLfMLDN6rSPIBbBJEpu8/cEMnIQVp21se0jJplUF/LHdEegcPA5rt5ZzrtcKh06YSc2w8vJI31r7XztqO1nxeYCKfG9fCvRudN5/lqIPtuI72fFdcLrQcR3Kz9Xh0IESPlp4tOp8ZYmzR8tZc1MLBu49TfekMyjlqus/XxnAt8uUNPOx8XgrySXIrS7PCItPwJoKNwZZvFn5SCfKdRoUdjv3xB9i5KZ4Xvp9S63tvEvLKHBzvcHudfw4rTIdgwPla/VIkszh0EAa5RXiU25k+NYEfm3bnPjIhuwKD+OPNq1r7fe0v6fLa7tCQf9jZzCYzZwKCiAqK8dlfaG7lowaLVtHGwSxNzyEdimZ7ApthLexgujcLJcyFlXtz9P+RiG88VA/nlqzi+9j22FSq5x1+K19U5rlFTFk5166JZ9GJZ+/r25gYSHFGhW3JyTw8aDOtdYrZRm1XUZtN9MmM43xt/bl5y4taZqZw7h7+gEwZt02XlmzBauk4FhAEHaFI0xX2WXu3XGEfE8dOZ5uNMwvqdWWk+XlzrHwEMxKBf4VVQ8GgkpMTOzfk4EHT9Dt6GnU1Ub4VQCNiguQFRJl6qoHAA/uOkiKnw8zet1Mw7xSCPB2rpMVEq/dO5Co7DwGHTjO3QlH2GfXU16te+mmlhF0PJNB9NDlBJ6qGjiqs14i1H4cyeTICpCsNmJ+WEQHaQlq+fz9uBV2Kxqs513/r7LlGISOgNPfQPDFv1sF4d9GBLo1HDt2jDFjxlBUVNXnIysrix9//JGNGzcybdo0xo0b57xRtlgs3H333QC8++67jBs3zrndmjVrWLNmjfMmOjMzk5EjR5KRUfVFn5eXx8qVK9m4cSNTpkyhVatW561Henq6sx4zZsy4pPPy9PSkS5cubN68mU2bNrkEulu2bMFmsxEeHu4MKsaNG1frxn/v3r3s3buX4cOHM2bMGJd1xcXFDBs2jLS0NOeykydP8sYbb7B8+XIkScJqtfLCCy+wY0fVfHcmk4nt27ezY8cO3njjDe655x4AZs2axTfffONSbt26dWzZsoV58+YRERFRrzL1sW3bNl555RVMJpNzWXJyMrNmzeLPP/9k5syZGAwGjh49ytNPP01JSdVT5oyMDBYsWMCGDRuYMWMGwcHBxMXFcfToUXbs2IHZbEajcdwwZGZmcuLECSRJYsCAAVittf9Ql5WVMWLECJfruGHDBg4ePIi/f/1bw2qyWq08/fTTzuAVHO/nmDFjeP/99xk4cCDgCLiXLVvmsu3x48eZMGECCQkJzgHX9uzZw7PPPovNVpUml5CQQEJCAu+99x633357vcpUKi4uZsSIES6/G9u2bWPPnj3873//cz4Eqe97UN26detYtmwZsizTtWvXy72EQj18s8/1xt+oUbOjaUNu23sSu0XmxKKkegW6vybKziC30s8nZbLKZILczx+obkiR6whyHUw2mHXIzpd9Lt6fE+BEARSbz7/eYoepe21k7XRtzasZ+2zaXc7oh7wxuFe1JeafKDoX5FYp1eoo1OnRxlf9Dnx3yO4McgEisgtr10Op4qHt+zEYLS5BLsAj2/bybZ/OnCiAZQfMgPr8JwSU6LUs7trSGVDZFQoWd2rLrven1Fm+WW4Wuxs2wq5QIgMKSaZlZlX990eG8MKDt1HkpkdjsfLqb5t4cnM8bVMz2d04jM1RjSlyd6u1X6mOALJy2YmQ4FqBboa3d531U8gyBwIbUKbV4W2qPWDRTUnprGwfXWt5gUHP3F7tKNXXbjMMz8kivKAAcLSgnu/TuC46gtEbdxFcVEqDgmLSfVyD95uS0p0/+1eUc2/CPjSShVuOnCbNx5MZvWIoOHdtyjUabArXz60EfDn/V874+mNVVN3KmVRKvu0fw8FGQQB4VljolFqA1uYIHBVASKmZYyEBdD1Vd+pvw8J85Gop9Gq7nTd+3cjxwIBa5wGQ4udNip83G6KbkOVpQK7joiT5e+G3KdNlmbpCxoI3eqoeQCgB5QWC3OrnL5xTbobnZsBPr1ztmghXlfitqIsYdbkau93O2LFjKSoqonnz5nz55ZcsXLiQDz/8kJCQELKyslwC2Uv1wQcfkJGRQWhoKB999BELFy7k888/p2nTppSWlvLWW29htVqx2Wy8+eabFBUV4e7uzptvvsmCBQt4/vnnUZy7AYmPj+eBBx7ggw8+cO7/k08+YenSpQQG1h4IA3C2GCYkJDj7EwNs2rTJZf3q1atZsWIFSqWSkSNHMm/ePGbPnu0M6GfPnk18fLzLvo8dO0Z+fj6vvvoq8+bNo0uXLoAjCDl+/DgA33//PTt27ECn0/Hiiy8yf/58pk6dSp8+fZBlmc8++8zZUj5//nwAbr/9dr7//nsmTpzIkCFDaNmyJeHh4fUuczGlpaW8/fbbmEwm/P39+eijj1iwYAGPPvoo4HiQsX//fmw2G2PHjqWkpAR3d3def/115s2bx7PPPotarSYzM5P3338fgAEDBqBQKKioqGDXrl21rvNNN9103vdozpw5ziB30KBBzJo1iwkTJuDm5saxY8fqdU51KSoqIjExkZdffpkffviBN954A09PT+x2Ox9//LEzcGzatCktW7bknXfeYe7cuUybNo0OHToAsH79emfr/sKFC7HZbLRs2ZKpU6cybdo0Ro8eTXh4uPO9r0+ZSsnJyVRUVPDee+85r6tWq8VkMvH+++9js9ku6T2obunSpXTu3JmvvvqKYcOG8eGHH3L//fcDjoyMpUuXMm3atMu+tn+3/Px8l4cupaWlLoG92Wx2Zo1Uqv6AoK7XmZmZzsHx/tFj1HE+1W96zWazy8/nO8b5GsqysrMveB7l5RcefVWuo97nu1bNfMDrIrmR9Rp7V4bMLNcb/Nyc8w9OqL05xPl+1Nz/2UDvWkdV26yo7TbqIlUrm1NoQao5d2cdKoPc6nSWulvPUrx9sZ8LwCRAZbVhPxcgmZRKXr5/EEVujoGpzGoVH93ehyQ/b/aHhSDJMo2z8tFbaj9NaJviGsh6VJjocjqVXA8DhW5u7I2o+n7P9PLkbGAAWoulxj4yaJ+S6QzYstw9sNXo//zwjn3ccuRUneeW6ueJVx2fp3bJVZ+Xum4rZeBAWCgr2jbDUGFEKctM+OlXvMsqAFDZbDz/+1ZaZrieY9fEVD5ZvIb+R07x+NYElk76gS1Nw8lz1+NmNqGs8R5LskxgWSlhhYUuy/9oHekMcgGK9WqOB7iO06G024lOz+bP5pF1nrskSahr/BIqZGiSk0+fw2fr3KbS9NhOVGg0tZY3yikERe0rZlW5ft6u3HjWN5gDjnun6/rvxw1wDOHaI1p0q4mPj+fs2bMAvPLKK84Bglq1asVzzz3HG2+8QUJCAj/++CPr1q2rc9TWwYMHu6QMv/nmm4BjKqKdO3cCMGbMGKKjHU+RmzRpwmuvvcbIkSNJTU1lx44dqFQqkpMdT1pff/11Bg0aBDiCkP79+7u0WAUEBDh/DgoKumCfz9jYWHQ6HUajka1btzpTmStbWCsD3cWLFwPQt29fbr31Vuf2jz32GGfOnGH//v0sWrSoVv/jd955h/79+wMwYsQI534zMzNp0aIFS5YsAeCee+5xpq7q9XqeffZZTpw4QVpaGsuWLeP55593pshGR0fTsmVLAHr06IEsy84BMepT5mJ+//13Z6v5J598Qvv27QF4/vnnuf/++53XeufOnc4g/NVXX+W2224DoEWLFlgsFr799lt27dpFSkoKYWFhtG/fnoSEBDZt2kSPHo7+ZzUfKNQkyzI//+zoe9O2bVuXhxht2rRh6NChLg8oLtUrr7zCnXfeCTjS0IOCgnjhhRcoKyvjjz/+4M4772To0KHOILDSa6+95lx2+vRpoqKinNc+NDSU9u3bo1Qq6dChAyNGjKj1/lyoTHUff/yxM426RYsW6PV6PvvsM9LS0khISMBut1/Se1CpW7dufP311y7H9PR0tEpIknTN9ZP29XVNc605mJxGo6k1eFnN/vg1X9ds5f6njjG6nY1Pd1XdSGjNVrqeSAVAUkm0eqhpvY5xW2OJMA9Iqdaqe2eURNvIIJfyNc/j1uZ6mm+3cbyOVl2NEp5orSAkoH7Xyl0D0/orGP6bjXKbhGS3I1cLAlUK+E97JZvS3Niwo6pVV5JcA/UeN+uJaux6ns26N+F4hxSyE6oq6m4yEhjthdc7PVAaHOnAw1rJfBFvc6ZPZ3kbsHcKQrkzC1mSUNptROdkMnFANwYmnCasqMClVfeHLu2dP7eKcsfnYCEJ7rVHbTUYLZTqHK29Cru9VrC7o3EYA2oEhBaFggwP131ZlCpy3AwEl5WQ5O9NnsE1rVlWSHzVvzvxEaEM2XmUxrkF+Bw9wfKbOzjLKK02xvy5m32NAtnYMoKm2XmM2rgbvdXOl7cNpOfRYyzt1JFfYjqgN5uxA/du38G65g3pdTKJ/WEhtEnN5KkNO12ObVUqORAUSvvMVGeAqrPamDn7Z5596HZW3NTSpXybtCyeXbedFx68jTKdFpXNxnPrthGVc4FplIA0gycLunXFy2Qjw9tAo/xCup9KZseH/8fh0CDC8osILCk77z4qBZSWEXv8LEOffpg3V22gcWY+SV5+2BUKJFkmKi8bndXqfJjhWVFBjqcbCZG1x+Yo0Fe15NuBtmeTmN+lHf+7pRsTfvqNu/cecQnaK1Rq3C1ml2V2Cf6MjuCFlTsZsX4PM/t2cHzYayiu0QouyTKxR87SsLAU5f2tYP5B5zqLXuLAnQHELs9HKjdhVSgp0HkQUF54wWtjRYkCOwoRFlfp7rinvJ7/ftwIxxCuPSLQrebEiRPOn5988snzljty5Mgl77uyVRNwBr91OXz4MHq93vk6NjbWZX3NX9RLodfr6dWrF7///jubN28mLi6OPXv2UFZWRvPmzZ2pvpXXYe3ataxdu7bOfdW8Bmq1mn79+jlfVw/ATSYThYWFZGU50pPmz5/vbI2t6fDhw4AjKBs/fjwTJkxgyZIldO7cmdjYWJfguj5lLqZy5GwvLy9nkFup+rWu/tmo+Z707t2bb7/9FnC8z2FhYcTFxZGQkMCWLY5+beXl5ezZsweVSsUtt9xSZ10KCgqcQXflA4NK/v7+tGnThu3bt9f73Gpq3Lixy+vu3bvj5uZGeXm5cwC1iooKfvjhBzZs2EB6ejo6nY5GjRo5t6lskRs1ahTHjx9n7dq17N27l86dO9OjRw969erlHJitPmWqi4x0bV3o378/n332GeAIsC3VWmzq8x5U6tChQ70ffAh/zfieCkLcZX4+aaeBQeKB4nzUbQxoDN60Gt6UgDb160OmV0tsfkDJRzvtHMmT6Rsm8XrniycgqRQSf9yn5KMddvbnyBiqDUb1UoyCNvXsn1vpvhYK4iIlNuwowbr0JNusbmxr2pDgcD3/jVFyc4hE+2E+hAarSDhspEGAit5d9OcGo7JyUysdQwbWPSrqgOnd2P/NcbL35uMdoKb1nQ3w7h/hUibKR2LTA0o+22Unu1zm3uYKnnypO/kLjpE59QApJXbe7tmPNW2acSA0hFdXQeuyfDzcJRb0aM//tXGk/Id7wOe9Fdi7etFztok8jeP3z6fMSMvcUuIbON4XD6WdIXlp/OgVQoVKhSTLjLFl0KqRmoSyhngYzXgYjSjsdhID/LFLUq1WzQJ3N4LLSgjLL8KjwkiJXueyfllHR/ecxlkFlKk13HLwMG5mM3siI3A3meh38DDpeg/+s3cfL67fgkWhcPYj9TQbWRlTFRT7FhczbtEyFMCni9egt1h47bdNzvXKhh7kDWmLtNLx/ZbnbuBgYAgtczNRnWvd3tCiMWvaNHOpo19pGe8vXUv7lEyWTPmB/+vdlbd+3UBQseuDRjuOtDgbcMI/iBx3D8wqFfedPkJoZy/WtWxKlzOOBz06q42O1dKVa6orDVpjs5EY6Mt/ht3Npo+n0TPpFCUaHe4WE1qbDaNKxfc9b2JEUxvKBfs54e1DYlDt37GI7AIis7IxKxU0zsygcVY2j/znfmwqJbs6N+euw8eRzI4BrSQJDBYzKB0htGSTsSkkfr67GyHt/Sho14PYL7dy4HQ6u6NCax0rvKSEZkEqhvV2Z0MKnD5RRtsOXtz2WRzhPhIlHQIp/+UEilADW5tlUBqqovv/XkB9KIWysAZsWXCW/p9MxFB+7mGAv4djtOF0R7q4XaWiuNnNqDo1wuPwHqTdJ897TW9InnoI8ITkXMdo1ABNQ2Dc/RfeThD+pUSgW43dfvF+IeDoR3mp5AsMWlFz325uVX2W6lun+oqLi+P3339n27ZtWK1W/vzzTwBnH836HrPmNZAkySWYUNRoEbiU8wfo168fXbt2ZfPmzWzZsoWVK1eyYMECoqOj+eKLLwgMDKxXmfqqb/3qOre63HLLLUyYMIHs7GyOHj1KWloaFouFHj164H2e/mTVXYnATJZll/faYrHw7LPPcvDgQe68805ef/11lEol+/fvZ+/evS7bRkZGsmjRInbv3u3s971q1SoCAgJ4//33ufnmm+tV5kKq9+2tqT7vgXDlKSSJ5ztKPN+x8v1pAA81uKx9NfKSmDagfv1pq2tgkJjS79K3Ox8vrcRdsZ4Q25GhdaxXqyUeuN2TB26v6rvYvqW+jpKutF4aOr1+8XnPY4IlfrrD9Xz8HorG76FoWgFhuTJjko1EF6to+P5d6HwcQezbwO1ZMoUmmR6hEmqlBKhIfVnBx8vKOX3aRKtAuG+4LzaDmrPFMt0aKDFoIvnaJLM9Xaapj0Rj73B4PRzTngy2HzazPFuP3SJzS0AFFb+nYE2oSsE1q1W4NfVC194NvxHt+CIlk2esYZiVSiS7zJA9h9gQ3Zg8gzuTB3biiUPHaOJto8eBk/Q8dgIZSG8bQeyMAYTe7If5YDbWjBIkhQKFl5aPmwexYEUxJxLN+ASo6V5SgK4oEgpNdLslgvKuEbDgAIpTeWhuCsLrnZ48EWzgcGt3Ti5NQuOhJublXpgaeJDT8lvSDQaeeGKIS3/U2MNneGb9dkIKSlnergWf3NabZuEaAn9zfehr0WsImNQPbRMfUCvQfbaT3FQjPnEhNPygO3cpFeQ3KyF1tydeWcWOjSRq5ebKQGmPCAxbz7qsK9WoWdmuBZIsc/ue4xSq3Sn01RMYpEafX0i+XUFJj0imf9kcVbgXfN6Vg/MzUKfZsUhV3486m405gyTC5yRRvDebM1ENmPbw7fQMUjO6ncTQ5tHYP22MaXsaqqY+KNzUmPdno2kXCBol5t0ZqKP9eDnci5cB8EV+8HZ67M7jfykm1hRrKTLK+GDjsVYSL/fyQXHuej7SChjo2urv+VJnPF/qjMVioXT2bMdCb3fo0wYv4O63/eDlGY45chv4QstzDy1PZcCZLBRdm+PrUfn7dR+89j18tqyO35wbiEoB4x5wtNr2aAHKc98HO084RmLu3gLE30RB9NGtkwh0q6k+1+3ChQtdXptMJpRKpTMdc+rUqZe97y+//JJevXo5X1f2y61s5apMcQbHQESDBw92vk5PTycoKAil8vJu5Lp164anpyfFxcXs27ePzZs3I0mSSwtiVFQUhw4dqnPU4LKyMpdRiOvLx8cHPz8/8vLyePjhh/nvf/97wf0WFhbi7e3NwIEDGThwIEajkdGjR3Po0CG++eYb3n333XqVuZjmzZsDjsGQ4uPjXVqDU1NTCQ0NRZIkmjWreuK/adMmlwcDGzdurLU/b29vunTpwpYtW9i0aZOz3+350pYrr1HlyN1//PGHy4BhdrvdObr35dq0aRNt2lTdWG/btg2j0dEHLTIykp07d3Lw4EEMBgNvv/22s5y3tzcTJ04Eqh4IlJaWotPp6NKlC126dOHll1/myy+/ZMGCBXzwwQcsX768XmVq1q9yMDKAP/74w/lz48aNXR5G1Oc9qI9LecAhCNeiVv4Srfz1QO3g+qYgiZo3PzqNgnH3GQDXNL1mvtVS+7UScZGu22k7htC7I/Sutsz8QCjbvzrK2U3ZeDf2oNfL0fg0rQr4RwJ3lslsmJtIyLtraJRdgFGlYtJDtxAxpj0vv3UTcBO2zFJMu9LRtA0kIsLbub2mTSCaNlUPLLXAUw9Xb7H0hZervtN8AAZH1LoObZ5sSpsnm7osa3h8BOGjVzNz1WpmdumAKdybAbZibs5PRd8vipCRzWgR4sdPaoluDcDS41EK3tmEcX8Oqu5hhE3pj8JQ1Re1wS9h1Hyk43tbFL6Zz2DamYa90ISudziWkwUUf7kTc0ImyiB3PF/tQsQtkdhyy8h9bAWWAzmo2wWieq0n0xp4EWkqJy/DSEGncII7+9P2uWi0Xhrq6nAx6qEQOmfLjNtm40Au3BwEUweo8dSGwMC7CQCaAP1rbKfw1KKPq8r40QdXfTaqL68kKSQiO/vzlctg0hce6OyS6LXQr53rsqgQx7+aPn0Mvl4JphtwFOabIuHlO2FAe/CvPQgYnZvVXiYIggsR6FbTqVMnwsPDSU5O5uWXX+bpp5+mSZMmZGRkMH36dE6dOsU999zDSy+9dMn7joiIICYmhvj4eD744APGjBlD69atKSgoYO7cuezatYvY2Fg+/fRTYmJiiIyMJDExkc8//xyz2Uzbtm3Zs2cPkyZNQqfTMWrUKO6//36XgHfx4sWcPn2aBg0a0KlTpzrroVar6du3L8uWLWPGjBlkZmZy0003uaTpDh06lEOHDrFhwwY+/fRTbrvtNtRqNZs3b2bGjBn4+/szZcoUl5TW+hg6dChTp05l4cKFuLm5ERsbi81m4/fff2f+/PlERkYyffp0tFotw4YNIzg4mLvuuoumTZtSVFTkHBSgsLAQo9F40TL10b9/fyZPnkxhYSFvvfUW//3vf2nSpAl//PEHM2fOxN/fnxdffJE+ffo4PxuffPKJc3qeXbt2MXPmTMDx+ameMhsXF8eWLVvYuHEj2dnZaLXaWim31UmSxH333ce3335LQkICb7zxhrNv7Pfff8/p06cBx/RD5eXlLi3/9TFnzhwUCgV9+/bl5MmTfPXVV4Cjv2q/fv04cOAA4AhiZ8+eTY8ePUhMTHSmBAMsW7aMO+64g/Hjx3P06FHuu+8+2rdvjyRJzv7tlenX9SlT3eeff05FRQUxMTHs3buXyZMnAxAeHu5MP77U9+B8Kn9vLBYL3333HUqlkltuuUX0txGES6AxqIl9uy3n/1aDQHeJ+0c3xnrHI5i2paJpFcDkaNcR5JXBBtzuuLI37cogA4FLhzIcGO5c6g7PVn0HVP8m0bQKIGjJkMs6lrZzVYqvpnUA/rNur1VG6e9O0K8PuCxzbGWALy+c/VJdu0CJn+/6l93a1THI1XVJp3YEtu0joVdLCKjdn14QhEvzL/s2vDCVSsX48eMZM2YMqamptfrS+vv7u7Q4Xar33nvPOb3Qhx9+6LLO3d3d2YKnVCr56KOPeOqppygqKuLjjz92KWswGOjWrRsAYWFhKJVKbDYbq1atYtWqVQwaNOi8gS44ArBly5Y5R06u2cpYOTXMihUrWLRoEYsWLXJZ36dPn0sOcsExz+/+/fvZsWMH06dPd5kDWJIk7rzzTry8vMjNzUWj0bBnzx727NlTaz+33norpaWlFy1TH+7u7nz44Ye89NJL5OXlMXbsWJf1lXPzVr4nlVPbfPTRRy7lgoKCam1bOfhXZT/g/v37XzQ4feyxx1i/fj0nT56s1Ue68kFJcnIyR44cuaS+yAA9e/Zk5syZzqCw0n/+8x8MBgPt27cnJCSEjIwMpkyZwpQpjilFoqOj6dmzJ5s3b+bMmTPIsozFYiElJYUvvvii1nEGDRpUrzI1denSxRl8V5IkyWVwskt9D86n+tRTkyZNAhy/V3fddVe9thcE4dKoGnigGlp7Kh9B+MtuhNZcrcoxF26D2nNuC0J9yHWkLt8gj4D+EhHo1tCiRQt++OEHZsyYwbZt2ygoKCAgIIDu3bszfPjwS+r3WVNwcDBz585l9uzZzlY+Hx8fYmJieOKJJ1xuvps1a8b8+fOZOXMmW7ZsoaCgAD8/P3r06METTzzhrIe/vz9vvPEGU6dOpaysjIiICG666aYL1qNjx474+/uTm5uLUql0GUSq0rvvvktMTAyLFy/m1KlTKJVKoqKiuO+++xgwYMBlnb9KpWLixIksWrSIFStWkJSUhE6nIzo6mkceecQ55Yy/vz9z585l0aJF/P777yQmJqJWq2nSpAmPPPIIvXv3BqhXmezsbJfh46vXpbL1rkuXLsybN4+ZM2eya9cuSktLCQoKok+fPgwfPhwPD8dgMtHR0S6fjcLCQvz9/YmNjWXEiBG1RvBzc3OjZ8+ezmD1QmnLlTQaDdOnT2fq1KmsX7+ewsJCIiIieOihh+jRowejR48mIyMDnc4xwEtKSkqd+3F3d69Vn+HDh9O5c2cWLlxIZmYmYWFhPPbYY875bN3c3Jg8eTITJ05k7969aLVa+vbtyzPPPMOhQ4c4cOAAAQEBSJLEhAkTWLduHUuXLuXo0aOYzWYaNGjAHXfcwQMPPFCvMjW9/vrrNG/enOXLl1NQUECTJk34z3/+4xy1+nLeg/Pp27cvQ4cOZfXq1ahUKpo3b37Njb4sCIIg1MP13gOlWQjs/BS8DRcvKwjCJZFk0UlNuIGNGjWKhISEWstDQkJYsWLFVajR3+t8rbq333477733HvHx8YwePRpwzH9cvY/utWDFihXOualXr16Nv7//RbYQBEEQrncWi4XZ5wajGj58OGr1X+jjq7jn+gx2A71gwmPwWJ+rXRPhBiBLj9ZaJslzr0JNri2iRVcQBEEQBEG4Pl0oyK05sfW1wkMPJyaD16UP7ikIQv2JQFe4oU2bNu1qV+EfVdnPWhAEQRCEGmQZIgIhJRdCvCE1/8ocV6sGU9Xc79weA8fTICkH2jSCiU+IIFcQrgAR6AqCIAiCIAjXJx8DFJSef/2DPWD8I2C3g/pesNdo4fX3hPwS1+VaFax8yzHN0fE0mLUOJv8G5eYL10WpgOF9YepoWBkPB5IcIyj3anX55ycIwmUTfXQFQRAEQRCEK+Zv7aM7dwM8Nun86zd/BD3Ojfg9fjG8Nb9qXYgPHPkfeLtDwmlYEQ+hvvBgT3DXue7HZIGftsKpTBjQDpbuhC+qzQcf7A1nvnHMAywIV5joo1s30aIrCIIgCIIgXJ8e7QMtw2HJdnDTwMbD8Mch8DXAO/dVBbkAbw6FuJtg0TZHQPtob0eQC9ChiePf+WjVjvKVukfDgPaw/gC0CIWHejnKCMJVISYTqosIdAVBEARBEITrV8cmjn8AY4FykyP9WKm8cNm/akB7xz9BEK5JItAVBEEQBEEQbhxuIn1YEAQR6AqCIAiCIAiCIFy35DpSl0UyMyiudgUEQRAEQRAEQRAE4e8kAl1BEARBEARBEAThhiICXUEQBEEQBEG4llmsjkG2BKFOUh3/BBHoCoIgCIIgCMK16r2F4PsYGB6CWz+A4vKrXSNBuC6IQFcQBEEQBEEQrkWLt8G4n6DUCLIMv+2FmJfBZrvaNROEa54IdAVBEARBEAThWvRrQu1lJzNh7qYrXxdBuM6I6YUEQRAEQRD+hdLnnebM2L1Yi8x49Qii1ZzuaPx0V7ta/yjZbKX8i62Yfz2JIsIbdbdwzCuOYUsuAgmUTXzRj+mMdUcKxoUHkYtNKMK8cHu2C7oH2175Cgd51738+w3weJ8rWhXhWib65NZFBLqCIAiCIAg3qKJyO0aLTJCX0mV5+g+nOfLoFufrvJWp7Gj9CzfvvA1sMtqG7ijUCoxpZRx5YhtF27Nxa+pJw2ejKVibTu6vaWgCdUS+3RbfW0JQ6JSofbRX+vTqr6CUiqk7KfloK5RaHMu2JGGat9+lmO1QNuZfjjlfS9jQpx5Bs/137K/4oZg0HO7u4lwvGy3YM0pRNPJCUlwkUXLBZkcaclYhDGwPnz8OoX5gt8N7P8L0tY5yz9wKbw11/OzlVve+LCJ1WRAuRgS6giAIgiAI16Gicju7T1sI91fSLMT1ls5ul3lvUSk/bTNitUPTMBWv3etJ70hHwHt8zM5a+zNnGtnaaAkApcHu5L3eCf1newhMLwYg71ARJ8ceQiHL+JRasRYWc/hcsCypJBqMaEqL/+uCpLg6rUu2tGKs8Wmo2oegbOQNgGVnMooPFqJYsxulVQNEcimtXxpK0VPkeJGWg3zv51jmvIIc4Is9uZDS19ZCQQnaIAX6yUNQD+0Au09CTjH0bo0sS5g3JqLMzUM1fKKjny3Awq3w41a4txt4u8O0tciABXcY+wvqxGykGU87Rluus2LKupcLguAkAl1BEARBEIS/oLjczsoEE2VGmbj2WsL96x+ElJ8pIXtJEioPNUEPRKL21tRruw2HTDw3u5gKM5hVCpq0cOOemzXYZTDbJAylJuZvMTrLZ58q57P38vkxUsvTuSnYiiwX3L8hs4yScbt499Ee/GdVAp3TU6gI1lMaoCPPw4vE5jJtt59Fb3TsR7bKpE09gWcnf0K76mHZTkfa7f3dwf2fT4cu/7+dlD7/K1jtIEmo+0ZiLzAiJZxGRyFaoJiGXGqKpwkvzOSjwTHSsWSzY350FuUEAqCiDG+SUWTZke/9ELmhH1JqHgCylxtFtlCUpSVoKEGF7LpzGfhpm/PHQsKx4AGAcmYi3k8noTxf6nJq/iWdh3Bjk0Xqcp0kWZblixcTBEEQBEEQakrYmM/MqekUWSSO+XpR7q5l5lNedG128YD18JosPpiSRaanO52OpXF7djadd92GNljPphSZWYfsqBXwn3YKYoIlDqdYWDknncD1iXwT3Yx8lZoyvZrMAHeQHDe6PiUVPLj+EPsbB5PpZQCgUXEpvdMynSOQ6ktNtNqVhLIed4AyMk1JxQ3Tudewpk17pvXsjLLETI8DyfTZn+Qs7xtkoX32byjO3V7KLRoi7fwEPKtScC0WC7NnzwZg+PDhqNXqi1ekLkdSYMpvyDklFC1Nx2w9T5ovAFYut33HjRwMZDtfl+FLGcE4gmYZN3JwJ+fcKyjHDyt6VFSgJx9FzQD3PMzoKaQxABpKcFfno7aU1l041BdSZ1zW+Qg3Hpv0RK1lSnnWVajJtUUEujeo1NRUPvzwQw4ePIi3tze9evXitddeA2DVqlVMnTqVvLw8GjVqxKhRo+jdu/cVrd/gwYPJyMjgnnvu4c0337yixxb+uhUrVjBu3DgAVq9ejb+/P6NGjSIhIYGuXbsyadKkv/V47733HitXrqRRo0YsWbLkb923IAj/LmabjEZZ/9YPuyxjl0FVRzruwXU5LP/kFHZAliRsksRPLSJo30TLd894oVaA3SazeJeZhVsrkGW4v5uO3m21vLrZzqrdFRQY9M793bfhMK82qGCLxoPTaRaOBPmwsXEwSpWC2X0h/qldDNrpON6R8AB8Syt4a0Qf0gI9Xeo1amUC92w+xld3deZUA1/uOZ1ERGo+IUkFKOx2coM90VZYCE4ruuj5e1NCOFkuy3Ld3WjzzkvYz/VJHf7bPh764zAADVSJtLQecCkvfz0C2y0xlI5dj+1IDooeYayx5GDYqsHP4EuDYVEEPxeNVlW7j6tss4MsI6mUYLaAxhEUmyf9ifqFyUj2qr6qxYRixPsCZyNzOYP2eJBalb4M5NEE9bkgVokFBVV1sKEij6ZUTmyiphQfkmru8ry1yyEaHUV4kn7hwv4e8HAsrE6AJsHw3v3QLsJxfWQZrDZQnwvsK6ciUirrfi1c90SgWzeRunwDkmWZV155hZMnTwKQlZXF0aNHAThy5Ajvvfcelc83Tpw4QW5u7j9Sj/j4eEaPHg3A7NmzadOmzT9yHOGf808Gr3WJiYkB4JlnnuHxxx//x48nCMK/x7okO6N+t5NYBDFBMCNOSbvACwc9H+2w8/luOyVm6B8u82ULI6FBGjwDHYMu7VycweaIYDY1DsGkUtAqq4CwojI2ZWrRfmWjYX4JKqudswGeKOzueBdVkPZdHutz8zka7k9BWKDL8ZZ3b84dk37FHOGLNdib7okZ9DqTDjIUzClm0OFMJEAJtEnOAaDYUHsAqCxvd5R2mdiDSZxq4EuDzEKaHsxwhnjup3Ip8LtQ62cVNbX7iPqXlaOzWinXOFqtF8dG89Afh6nQKfEzZmNHgQK7s/yJsdvwenUPCpMjzdl6IpfeSOThxY5AL0Yk+nJ0op0og5UvokoYfIsvAGVvrMU0aRMVsgJjoIGI5N2oIv0xDb8d89srUCJRGarJgJqSiwS6l5feWUIoRrzQUI4buagwnjcQVWJFTz4mPLGjwYKBCjzRUIqy2jU5X+08SUN9Lk36gvJL4OuVjp+Pp8NvCY6LEBEIxeVQUAb920EDH5i/GZQKeCrOMYhV5aBXI/vDl8NBde4qyjLsPwt+HhDmD4lZjvl72zSq13USriaRulwXEejegPbs2eMMckeOHElsbCylpY7Ul59++glZlvHw8GDChAmYzWaioqKueB2nTZuG1WrFYDBc8WMLf13fvn1p3749AD4+Pv/48Z577jlGjBhx+eltgiBcl2RZJml/MUWZJiI7euEZUBXUpRTLrEuSifSC3uGO1rMjuTLbM2TCDJBeBg094JZwiZQSmYGL7djO5bDFZ8EtP9mYOkBB9wawNgl8dNA7DNachYJcC9lJ5YxNc/SX9C0z0mzeSX4uMyIDbQcEcPtLTditdGNNVJizTgdD/MjXa8l21/Pg+kMUumv5rUtTADzMZu44lUKxXoNdraBVej57QwOwV2spNisVnPV0J+JYLsoSC3rJUeFCf3cKgzzJKDbRILnA5Rp1OZLG2pjGLsvan8qgQqNCVkpYDUoancqtdRvsnVdOvp8b3nnlXGis4AKFgWB7nsv2W5pEOINcAKPG0ftUZ7RxkM4olBbc/XPxshcQlXuG074RxCQlY0FJCW5osOJOBUqsvP9YLMlBXgCcKlVw/2439rw4jfChUag+/YH4xu3Y3qgTdoUS97AO3HFgDYa3twMBVOCPnny0FFJEI+R/7LZWwoIHFtwoxx9PUi9Y2oMsPMjCiCfFhFJGIDpK6nUkLcX1q1LNmLkyP/NsVYo1v+9zLfPlCtfXk36FtHz46SVHX+EXZ0NmoSMN3tcd8s6lTbcOh9/GQkN/x+vkHFh/ABoHQ2yr+tVXEK4CEejegBITE50/P/7442i1VTcGZ86cAaBr167O1rOrISQk5KodW/jr3N3dcXd3v2LH8/X1xdfX94odTxD+DSw2mR+OyuzNlunaQOLeZhLKOtJzZbvMsc35pBwuJjDSnWbdfTiyIY/8tAoiO3jTtMvFH3YZrTJzj8gczpWJDZO4K0pCklyPlVsuM/uQTGaZzD3NFLRzszDvpSPkJVcAoFBJ3PVmU6J7+bHouJ2HVtmxnrvZj/K207MhzD5U+9hR3qCUQLbakRQS8rnj5hlh6HI71dNZVRJYZQAlCruhMvuU244lU6FW8VvzMAxmC+Ubclmcl8pGL79ax0vzcsenpAKLSsHW1lVBcNv0PL6PaeZM9w0oKaddag57w6tadcNyihk78hYC80uZ8dWvzoGezBolRzqGUejvXivQffqXeIwaFVtbN8TNaOHh9YcIKixn2Ot30CQtnyQ/T5Tm2lPRyMC+yCD65iXWWmeTQClDhZuGxBYNyTZ6EXP6BO4mI+UaNXO7dmXQ0WSOBnlz1teTjsk5zkC4wk3NkY6NsWocAZDeWEG7o2cowp1kgp2D5rhTxgn/QGeQW8moVrNR5cXj4xaQ52lga2RX57oyrTu/tRzAvTs2nVsiUYEfFfjABcP1v4sCGaneA//oKMaOCh35l9TedkXb5n7eAd6POlpuK8lyVZALcCgZeo11TIdkNMOjX4P9XGTduxX88b6zj/h5ncqA7zY4PniP9YZmDf7mExGE2kSge53JzMxk5syZbNu2jfz8fHx9fenduzcjRozA19eX7OxskpIcfUHUajXZ2Y4ne76+vuTn55OX5xgJUJIkUlJSUKlUzqCzsLCQOXPmsGHDBrKzs/H09KRr166MHDmS0NDQOuuxdetWCgsL8ff3p2fPngwfPhx/f3+mTp3K9OnTneWHDx8OwPLly2nQoIFLH91nnnmGuLg4LBYLL7/8Mg888IBzu6KiIgYMGIDNZmPevHm0aNECcPQzXrJkCadOnQKgefPmPPjgg/Tt29e5bWUdOnXqxPjx45k6dSqbN28mPz+fRo0a8dZbb9G6dWtneavVyuLFi1mxYgVnz55FrVbTpk0bHn/8cTp27OgsJ8syS5YsYfHixaSkpKDX64mJiWHkyJE0adKk3mUu5tFHH+Xo0aP06dOHCRMmuKx76KGHOHHiBC+88AKPPPIIAAcOHGD27NkcOHCAiooKGjZsyODBg3nggQecLaGV6eRKpZKtW7cyf/58Vq5cSVpaGt7e3owcOZK77roLwOVByPbt24mJieH222/nvffeq7OP7vlYrVZ++eUXVqxYwalTp9BqtYSHh3P//fcTFxeHJEkuae4AkydPZvLkybz77rsMHjz4vH10T506xcyZM4mPj6esrIzg4GDi4uJ49NFHcXNzpOWlp6dzxx13AI7Pzfbt21myZAmJiYno9XoeeOABRowYUa/3RBBuJPf8YmflGcfN6v8SZFa3kpgzqHafvd++PsPeVVWtROu+UWIqdwROu3/OpPtDofR+Ivy8x5FlmbjFNjadawT7OkHm+Q4SE/tWHSu/QiZmno2kc41ZX+6x8cDpVFqfC3IB7FaZtd+cpVl3H/67oSrIBThV6PhXl1OFoLbaCCo1kuFd1wO6qht0a7VRS6q3tObqNOxsHIjOZMPkrWRnwwB6nkpHCq4j/VeSKPB0Y3FsS+dUMpJdZk/DAGeQC5Dj4QYyxBxLJ8vXnU7H0rFJkBTszb2bjjqDXACN2YZ/ShFGr9ppygajhZcW7eBEw1spMOhocyabn3u2oMBDT3wLx9/uVD8PmqW7BshHw/xoeSq71v4AFDIc7hBGqY+j/3AJbpiVSnofPsDKjt2IySgCiuielMXRAC+6HEh2bpsW6YdVU3V7WaHTk+frhSrfdWTYMtzxKjWjttiwqF0/d4ZCO8X2IJK8XINggEJ3A0aVGp21+qjRVyLIhcrPSgV+aCmpV0Cqo/CSandVElCrB7nnk5gNQz4DnboqyAXYeBjeWQAfPHT+bfeegZ5joezccb5cDhs/gE5N/1q9BeEiRKB7HTl27BhjxoyhqKhqQISsrCx+/PFHNm7cyLRp0xg3bhwJCQmAY1TDu+++G4B3333XGZgArFmzhjVr1hASEsKKFSvIzMxk5MiRZGRkOMvk5eWxcuVKNm7cyJQpU2jVqtV565Genu6sx4wZlzYKoKenJ126dGHz5s1s2rTJJdDdsmULNpuN8PBwZ5A7btw4VqxwTb/Zu3cve/fuZfjw4YwZM8ZlXXFxMcOGDSMtLc257OTJk7zxxhssX74cSZKwWq288MIL7Nixw1nGZDKxfft2duzYwRtvvME999wDwKxZs/jmm29cyq1bt44tW7Ywb948IiIi6lXmYuLi4jh69Cg7duzAbDajOZcmlpmZyYkTJ5AkiQEDBgCOBwgffvghdnvVnd+ZM2f4+uuv2bp1K5MmTaqV9vv666+zceNG5+usrCzGjx9PTEwMDRs2vGj96uu5555j165dztdGo5GDBw9y8OBBjh8/zvPPP39Z+92yZQuvvvoqZrPZuSw5OZnp06fz559/Mm3atFqp8V9++SXr1693qcs333xDu3btrmqGgyBcaQlZsjPIrfT9YZn3uslEeFXdahfnmtj3m2swVBnkVtq5JINuD4ai0dc9sM2GFNkZ5Fb6v30yb3eV8dM7jjXnsOwMciutDgmi9UnXQZBKcszkF9tIK720cMCiUlKsr9+0PS5kGZ/CCo4bvPApdow6rDdZMWqUHArxo7Ta96qb2YJJqcSmrBbWSBLIMoG5ZWQF1u6qk+Ppxms/bKXdGcc1LtFrWN6tOWHZtdNXSyQF6Tod2c0bEGg0oVXI5Gi0JPt78Eu35mT5Ovb/3qO9UFvsRKQUYtSqyPXR83PXFry8ZLvzpq9Yp6ZVSt55T1sCmu9PIyvMmzIPLZ6F5cSmHeRUSCjFbq4PC1rkFOFVYnK+rnCvfZ0L3d3xraPfqcFo5o5tx1kS29K5rO/RkzRPLOQsoWS41w50PStKaGA9hB015fhivmCf3H+GBXcKiERPwbm+t+eZ6xaQLtIv97pjrGNaqlnrLxzofv5LVZALUGGGCctg0St/e/X+rcTIwnW7Uo/AhL/IbrczduxYioqKaN68OV9++SULFy7kww8/JCQkhKysLJdA9lJ98MEHZGRkEBoaykcffcTChQv5/PPPadq0KaWlpbz11ltYrVZsNhtvvvkmRUVFuLu78+abb7JgwQKef/55FOeeVMfHx/PAAw/wwQcfOPf/ySefsHTpUgIDA+s8flxcHAAJCQnO/sQAmzZtclm/evVqVqxYgVKpZOTIkcybN4/Zs2c7A/rZs2cTHx/vsu9jx46Rn5/Pq6++yrx58+jSpQsAGRkZHD9+HIDvv/+eHTt2oNPpePHFF5k/fz5Tp06lT58+yLLMZ5995mwpnz9/PgC3334733//PRMnTmTIkCG0bNmS8PDwepe5mAEDBqBQKKioqHAJFCuvyU033URgYCBpaWl8/PHH2O12+vXrx/Tp0/nhhx94/vnn0Wq1xMfHM2uW68h7NpuNjRs38uCDDzJ37lwee+wxwPE5+/PPPwFYunSp8+HGTTfdxNKlS3nuuefqVffqmjdvTqdOnfjwww/54YcfmDx5srNf+Pz58ykpKaF169YsXbrUuc2jjz7K0qVLXVroqystLeXdd9/FbDbj7+/PBx98wNy5cxk2bBiSJHHixAkmTpxYa7v169cTFxfHnDlzePHFF53Lqwf8V1t+fj4mU9VNY2lpKSUlVX27zGazMzOjUvUHVHW9zszMpPoA++IY4hjJ+RXUJAM51WKRjIwMKoqtyBe5T7ea7JjKbec9j5w6xtWx2KHAWFXvnPLat2llmtrP4gMaa/F0s9Mh6MJ1qktAae1zvhjvYhO+xaZarWw6s408nYYSgxY3s4XHdx/nzT/20SmldgupyiZjqLCgMdUdDBUaquaYdTeaUdvs7IuqfYL7mgbzyf3dePfJPjz71ABmDLqJ/w3pxJS7bib13KjLkizjXm7BzWhFaZdxr7AQlllMSqAnnw/tiuncqMaGuoKVWvW2E3o2n2YHMwhOKUKyg1FdO4i1SzC/UzOs51JXPQtqX2e3fDNaTC7LEoO8GPXirSyJbYneaKbL4RS++n4V381ZSDk6Toc24Fioa99jlc3KoKNrKCWEQiIx4wnUTsu+Eqy4YcYdRbUgt65g498wRJDdVPV5quv7ypSaU3uj7KrGkmvhO/HvOIZw7REtuteJ+Ph4zp49C8Arr7yCn5+jX1CrVq147rnneOONN0hISODHH39k3bp1TJ8+HY1Gw7Zt25z7GDx4cJ3T+qSmprJz504AxowZQ3R0NABNmjThtddeY+TIkaSmprJjxw5UKhXJyY4Upddff51BgwYB0LRpU/r3709wcLDzeAEBAc6fg4KCCAur6qtUU2xsLDqdDqPRyNatW52pzJUtrJWB7uLFiwHHYEi33nqrc/vHHnuMM2fOsH//fhYtWlSrde6dd96hf//+AIwYMcK538zMTFq0aOFMh73nnnvo2bMnAHq9nmeffZYTJ06QlpbGsmXLeP7551GpHL820dHRtGzpeArdo0cPZFl29jmrT5mLCQwMpH379iQkJLBp0yZ69OgB1A7+ly9fjsVioUGDBjz99NPO/ffu3Zvc3Fx++OEHlixZwqhRo1z2P3ToUF566SXA8f79+OOPmEwmMjMzAQgLC3P279bpdBd8/y7kmWeeQVljCoNnnnmGF154AZvNxtmzZ2nTpo3L/r28vC54vHXr1jkzCj7++GNuuukmwHG9CwoKWL58OatWrXKeX6Xu3bvz4YcfIkkSrVu35qeffiI1NdV5zteCmn2Ra7ZKazQa5+9/pZp93mu+rv57KY4hjgEQF6UnQG8jp1pM0tgLOlbbLCQkBFmW8QvTkZdy/tTGhq088PDTAHWfR1yEjIcGSqqSL2gfCFE+EuCo95BmCj7dZXMJFFpnuabaat2V3P1mC7RaLd8NdKRDp5edt1qu21qs3H3oLMtaR5Do54nCbkeWqvrrno+h3HzedUqbjAwMOpZCVJ6jBTY6u4DtjYJq9Fd0nFVQbhmpIZ7I1VKi3YxmYk5U3Szvat4Ak0bFyk5NaZxeQK8DKUjIbG/ZkPXtGzFk0zGKDFo2tQ1nW2QwjdILoVoXaZ3RisrmGm4p7NAyJReTSoX2XL73pQZfdgnMsoqInEwSIqOQq6VgHwnyYXX7KDZ0iOTZjQeIyC5CZbY60pdlGb/MEgJTizChRcKOjAIJO58+3JXEEMdnpkKnYWd0Qz7+dSXp9kBsKMkL8qhVj5E7ZqM26qig8vfh0sPIy5tgqDYJC16k1Vh2ZetwVTT0hdR8l0WKh3o5f67r+0r7cG/YdMx1P/d2c/54LXwn/h3HEK49ItC9Tpw4ccL585NPPnneckeOHLnkfVe2agIXnNP28OHD6PVV8/3Fxsa6rK/5JXIp9Ho9vXr14vfff2fz5s3ExcWxZ88eysrKaN68uTPVt/I6rF27lrVr19a5r5rXQK1W069fP+fr6gG4yWSisLCQrCxHetz8+fOdrbE1HT7smCPwlVdeYfz48UyYMIElS5bQuXNnYmNjXYLr+pSpj7i4OBISEtiyZQsA5eXl7NmzB5VKxS233OJyTdLT053p1TXl5+fXevJY+ZACHIG5t7c3WVlZLk84/w4FBQXMmTOHnTt3kpmZicFgICioqrXico5X+Zn18vJyBrmV+vTp4wz+ExMT8fb2dq4bNGiQy4OGgIAAUlNT//ZzFoRrnV4tsXqokuf/sLE3G7o2kJjUV4GiRuAnSRL3fdCCNZMTSTlUQlATd1r19WP/6hzyUiqI7OhF3LORFzyWt07ityFKXtpo41Au9A6TmHyLa0JZTLDED7cpGLfdTmYZDGkq8Z/2KhIKdZTkWWgc48XtLzVB6+64bWkdIJH2lIo3Ntn4/rCMxQ7tAuF4PpSa4a6mcKbQMbpygFam98bT+FWYGLH7OMVaNQdCfFndIhy13Y5FIXG+sEOpkqCOWNekVlKuV+NZaiIqt6plSpKlWoPyWFVKvEsrKDToCcsoJtvXDbNGSURmIR4VZrK83QkqKGVXdCgL+7SkUWohSpvM/+7qxP/ddTOSXaZpWj7ffL0atc0RqN6/4QjPjxmAVaFg2Jr9rOjaDIABu0+zO8p1TA2A3keSUFiqAuCaZ2s/t6z6cqNaiSxJ7I0KZlFsNO9+vwnfijLcs0s53SQQL5OFo4HerIp2ZCmZNCrmd27O09sdf4MDUwpomJiPymJz7ldGQTgZGA0Sp0NcgwhZIbEkqiN3ZjtmjdBbjJTg2gdaKcuY+WsDIf59AabkErDaUVKBD1a06ChCS2mtLWTAgg4JGTXXwN8difrnvKqVjumKJo+EPw7C+z9BSQU80AM+ffTC247s72jB/b/Vjv69/xkATw/8q7UXXFy3j07+USLQvU5U73t5IWVl9Xy8XU31VI6L7btygJ9LqVN9xcXF8fvvv7Nt2zasVqszhXbgwKovw/ocs+Y1kCTX0T0VCtcbrEs5f4B+/frRtWtXNm/ezJYtW1i5ciULFiwgOjqaL774gsDAwHqVqY9bbrmFCRMmkJ2dzdGjR0lLS8NisdCjRw9nAHe5n42a16Hm679DcXGxMyNg2LBh9O7dG6vVyubNmzl0qI7hUf8GF3o/a7am17d1XRBuRB2CJDY/ePHbAN+Geh78pKXLspg7L60lo3uoxI6HL3ysB6MVPBhd/XvIn079zj/QHcDHvZR83OuCRQDIjotk1pRUzpw1cTzAiy2RwUR4wt7H1GSVw/gddk4VynQPlSizwN5smZggiQF+brw8u9g58JUEaPzVdGnvzrhYFYX5Sma9pMbD7Ehf9S03IslyrZbis6Fe3Ln5BCkBXvTZf5aBu0+xsUMkWm81//dgFwr0GprlFKEyykhKx3dYYF456YEGjAY1T8zY5wxyASKyioiLP8OmVuF0PJ7BI+uqvk/L7tBwJLzqgW7LjDxCC8vxzj//3KyVVz3Vz0CRQcfJhr780K8NhQYdo3+J56OZG1DIMsVqHTO7tuZYY/9aA0gBZHi6OYM/o5sGtaV2WnEBnoRUZONXWkaewTVobZmbjBf5eJNHVHICC/2HYlM4PjdKm40SKRADRmzoau330tWnXfX8ZdSUVQvgJQqIcNbLhDe+nECFa4q4BKgxnQuRrwEv3wUjboHxSxyjIvdp46jkHwfBXeeYc1cChvVx/Ks0IghG9DvPTusgSTD2Xsc/QbiCRKB7nag+1+3ChQtdXptMJpRKpTNddurUqZe97y+//JJevaruGir75VamsFamOANs2LCBwYMHO1+np6cTFBRUK021vrp164anpyfFxcXs27ePzZs3I0mSM+W4sq6HDh2qcyTisrKyy5ryxsfHBz8/P/Ly8nj44Yf573//e8H9FhYW4u3tzcCBAxk4cCBGo5HRo0dz6NAhvvnmG9599916lakPb29vunTpwpYtW9i0aZNzQK3KtOXKa7J161b8/f1ZsWKFy6BT5eXl6PV6Z0BXs//yP6F6oLl69WpSUlJo1qwZzzzzjHO5yWTiu+++u+xjNG/eHHCMyn3gwAHatm3rXFfZ31atVhMZGUlBQUFduxAE4V8kMNKN1z9vxppEO8tPy8QZJEa2lfDWSXjr4Ltbz/d3S0nky94s3WVCq4Z7u+qJCKhW1ltDyuNh7Jt8ErUs42WyEJOcw+5Grg8z87zd2ds0mF4HknE3WpjTvx2RNiOBZRXce8Ax7Z8V+D46yhk8SUBodimZfm4EF9R+iB2aU4xnqYkpt8Xw+Lr9xJxydMF4atUetrcIJSXAi8jMAjzdJHTltfvk1hXCaa02Xnim6u9Ls5Q87tly3KVc74NJ5Pi4kxngXqv1OrSoKvgzFFelu0sqCfnckNZnPP35qldnBicc4fseHZ0jUXc6m0ZnDzNt3gpHnavHXCZx17KtnAgOQ0KmWXoqGqMGOzYkpYxs+6sPKuuzvYSBdIx4YqV6aquMJ1VZUiYMtYLvIhriR+2pm/62INfPA4b3gf/9CucetBDuD/3awZEUCA+A9hHw7kJHwFqdmwY+ewzGnOsC9l2N8Tc+QBBuCCLQvU506tSJ8PBwkpOTefnll3n66adp0qQJGRkZTJ8+nVOnTnHPPffU6pNYHxEREcTExBAfH88HH3zAmDFjaN26NQUFBcydO5ddu3YRGxvLp59+SkxMDJGRkSQmJvL5559jNptp27Yte/bsYdKkSeh0OkaNGsX999/vEvAuXryY06dP06BBAzp16lRnPdRqNX379mXZsmXMmDGDzMxMbrrpJpeU6KFDh3Lo0CE2bNjAp59+ym233YZarWbz5s3MmDEDf39/pkyZQqNGjS7pGgwdOpSpU6eycOFC3NzciI2NxWaz8fvvvzN//nwiIyOZPn06Wq2WYcOGERwczF133UXTpk0pKipyDlhQWFiI0Wi8aJlLERcXx5YtW9i4cSPZ2dlotVqXtPG77rqLH374gdzcXJ5//nmGDRuGv78/R44cYcqUKZjNZl599VWXlvH6qnwPjx07xi+//EJubu55p+KpfNBy7Ngxdu/ejUqlcrYSnz59mmXLltGyZUuOHDnCt99+69xu2bJlzpRuhUKB3W5n48aN+Pv7Y7fbnVMDVdevXz8mTZpEUVERr7/+Oi+88ALh4eGsW7fOOSL3bbfdhl6vF4GuIAhOcZEK4i6caV1LqzA1rcLU511/151+fLvLipRUglmppFBWEZpRzAMDDDQNUmGToUewHfPTp1ifb6ZCq6J9WQl7gv0IKjeilmWskoRbbAgxHmr2nHINSrtFKjnWtgEddyW5LE/y80QhO1J+0yP9kE9lOloMbXZ6HU4BUpCBM80D0dYx+JT93Fy5AAcjA8jxcse/oMyRWqqQkGSZZ3/eXSsc7HYklV9vbkp4WhFZ/u6YtCqQJNxNFu447KijR0E5IUnnvnsl6LBuABVnSqhAQUGjQHotOE2j704Suz2DAx3DiIgL5rbHvWg86VHng1kNEHUqj/C1p1E28UXy0GDdm4G6c0OUkT6UvrIG49z9jiBOIblOeVNvF2/VNeGJnerTOtkApctoynIdY7va0GNHgeKfHHV5wuPw+hD4ZRe4a+GOm0FfYwqqJ26B5btBrwGLFVRKuKszeOjr3KVwfarv3M7/NiLQvU6oVCrGjx/PmDFjSE1NrdWX1t/f/7z9M+vjvffec04v9OGHH7qsc3d3d075o1Qq+eijj3jqqacoKiri448/dilrMBjo1s0xwEBYWBhKpRKbzcaqVatYtWoVgwYNOm+gC46gbtmyZc6Wx+otl+AYxXjPnj2sWLGCRYsWsWjRIpf1ffr0ueQgFxzz/O7fv58dO3Ywffp0lzmAJUnizjvvxMvLi9zcXDQaDXv27GHPnj219nPrrbdSWlp60TKXonKgrpMnHf2W+vfv75JCHhYWxhtvvMH48ePZtWuXywjNAG3btqV3796XdMxKERER7N69m4KCAuco2pVTGtXUuHFjdu3aRWFhIU899RSNGzdm0qRJTJ48mdLSUpfPVc+ePcnNzeXo0aOcOXPG5Xhnzpzh0KFDHDp0iMDAwDoDXYPBwLhx43j11VfJzs6u9fsQFRV12dMWCYIgXKofXg/guVladp2y4KGXeDVOx5O3VB+hWAFL+xB9vAhrkRn3Dn6MX1bOks3ueJWb6NbZwOvDfMgvtfPK3BJ2nLRg0Es80c+N5wboMN/WhZ0PWjGtT0PlqSbijTY8tTCZs3vO4G0yYzCasSlAaXcN2+xKicgT2XXeAif7exKeV8I7j8eyK9rRr1dpq9pB6zPZtEitPQWR9dz0SWqbTMOsUiTsnGrkR5lWzdI2EUxYs56mpTaKbXbUAVqafNgBn9hgfGIdD62bAJaerZgbuQtlkYlP3rsNTc3g7BxVlB+qqKq+vJquVbMWeM68G8PnA7EezkbVKhB7ThnFo37B+ufZi71d58hI2JAvcitsRY9M9RZ/x89GvNHjCOa1lFKKzaWcSm11DC/+T6kc6djPwxHMnk+Qt6OPrCD8C4lA9zrSokULfvjhB2bMmMG2bdsoKCggICCA7t27M3z48Hr3+6xLcHAwc+fOZfbs2c6WQx8fH2JiYnjiiSdc5n1t1qwZ8+fPZ+bMmWzZsoWCggL8/Pzo0aMHTzzxhLMe/v7+vPHGG0ydOpWysjIiIiJqDRxUU8eOHfH39yc3NxelUukyiFSld999l5iYGBYvXsypU6dQKpVERUVx3333nTcIuxiVSsXEiRNZtGgRK1asICkpCZ1OR3R0NI888ohzSiJ/f3/mzp3LokWL+P3330lMTEStVtOkSRMeeeQRZ0BZnzLZ2dl1DoKkUqlcRvJzc3OjZ8+ezsG3agb/AHfeeSeRkZHMnj2b/fv3YzKZCA0N5dZbb+XBBx90pp5fqieffJLk5GT27duHj48P7du3d7bc1vTEE09w9uxZ9u3bh7u7Oy1atCAoKIgpU6bw9ddfc+zYMTw8PBg8eDBPPvkkq1evZsKECS4DU40dO5aPPvqI1NRUQkJC6NatG1Zr3VNy9OjRg++++46ZM2cSHx9PWVkZISEh9O/fn8cee+yy0tgFQRAuh5+Hgh+e96bcJKNRgUpZd+uKe/OqeWHfGWrgtTvdkWXQaRzlQ3yUzHvOmzKTjE4NynMjNGv8dfRc2w9bmQVJo0ShVhD8aBN+i12HpsBEubuWk20a0KipnkYpBRiTyvAb2IDG77ZjzScncft6X626BBWWMemOGGeQC7jMAZzt7UaZuxr3MtfWYLNKSaOsQiq0am4+kc7yHk2d63y8Fdy/7S5USgXWEgtKNyWSsu7xH6z+YPWXkVSXPz6EwkePpkcj589es+4mr+UkqD6Vk7cWyiy1gk41ZWgoo4zqUznZcZ15U64R5DpIQe6UZAUjo0BLMTbUKDBBu8bIBRVobmmMYcJAFBoJdp2Et+fD9hO19nNBEtA+EkqNcLKOaWzcLu/vuiD8m0hyfUfiEQThbzVq1CgSEhJqLQ8JCXGm3wqCIAjC+ZQXWdi1JIPsxHLCWnsQc1cwaq1rYGaz2Nkctx7rhnTnMu9eQRRuymLqbTexuHfLmrvl7s1HaVtYwm2jGsK3hynaUnt+YACdZGRtr3B2RIbTUi7nzS/bE+B7/jTvShaLhdmzZwOOjKrqY0v8VdYj2ZR/vR05txztfa3R3d8Gy64UCmJngbEqAFZiwo9TGPHChCcKrOjJw4YaIz5IyOjIp5gw7LjWz2vZQ1i2p2DZmoRstKJo5I3+yRi0A5vWrE6VdxbAB4vOv76SVgV3dYLxj0DjYHB/EMrrGKFZqYC9X0CbS89iE248FmlkrWVqeXodJf9dRIuuIAiCIAjCdcjNS03vJ8IvWEapVhC7rh85K1Io3p2LZ4w/njF+bI1YQpejabUC3eYpeTwZaqbdJ20IjfaAh8Mp2p1L7ooUNKFuqH00lB4owLODH97BEu1Xn0QZXoHuoXZIbn9fwHq5VC0D8Zx6p8sydacw/M++RPnMPVh3pmI9noPteB5l+OFOHjqKkAE5IgjV2Sy0VA3+pSOfckWwsw+w7vGb0N4ZjfbO6Eur2Kt3we/7YKejGxJuGvh6BPxvFRxMdiwL9II/P4AWDau2C/CEpJza+7PZYdrvMKl2gCP8G4k+unURLbqCIAiCIAj/MunfneL487uY2Tman/q0xKJS0lRlYdGt0K7ZPztQ0T/ZolvvOnyxBtt7y9CU5qAwaODLx2HkAKw/7qLiuaXYs0uwq/Vo3r4V/aibMf+ZiLKZP+r2lza1lgtZho2HoKgcBrR3pB/b7bDhEJQZHfPU1uyvPHMtPPlN3fv7zwD4dvTl10e4YVikUbWWqeVpV6Em1xYR6AqCIAiCIPwL2cqtGJNKMTb0IM+ioKnPlZlf/FoIdAHHgE5nsqBxEGir6iDLMrYTuSiCPVB4/R1z9v5Fvo9CzSmmFBJs/wQ6XSBdWvjXEIFu3S5/BABBEARBEAThuqV0U+Ee7Y2fh5JmvtIVCXKvKVo1RDd0CXLBEeyrmgdcG0EuOPrrVqdRwfz/iiBXcJKRav0TRB9dQRAEQRAEQbh2jY5ztDov3u7oxzt6ADT0v9q1EoRrngh0BUEQBEEQBOFaNqC9458gCPUmAl1BEARBEARBEITrlkhVrovooysIgiAIgiAIgiDcUESgKwiCIAiCIAiCINxQRKArCIIgCIIgCIIg3FBEoCsIgiAIgiAIV0JRGRxOBqvtatdEuIGI6YXqJgJdQRAEQRAEQfinfbUCgp+A1i+A1yPw/YarXSNBuKGJQFcQBEEQBEEQ/ikWK7z9A7w4G4wWx7JyEwybBLtPXt26CcINTAS6giAIgiAIgvBPiR0LHy6pe93T065sXQThX0TMoysIgiAIgiAIfzebDbYdg+0nzl8ms+DK1UcQ/mVEoCsIgiAIgiAIf6cvfoG3F0CF+cLlGvhdmfoIwr+QCHQFQRAEQRCEq0q22pFUjh51uzJklp+200Bj55F2Kjy118kIsjlF8N0GWLUHNh6u3zaBXv9snYR/BTHKct1EoCsIgiAIgiBcWTKQqCbhnb1o15zEe28S6ua+xL/Yn0/2Sny2aDmt806T7uuNbf5j+ITrsUz7k/IzFhS9muP2RHuUPvorV9+8EvhhEyScBg836N8WujaHhVugpMKRnrwy/tL3G93w76+rIAgASLIsy1e7EoIgCIIgCML1wZZbTvmPR5Ctdtzua4kqxHBJ21ssFn7svwBTatV2wSVFtM7OoEKtQm0vQ2sDGxpUGNFRggk3LLhROY6qpFPS4PhoVOH/UItoXgn8uAXMViiugPd/ApvdtYxWBSbrXzvOqP4w9am/tg/hX88oPV1rmU7+v6tQk2uLCHQFQbjmxcTEAPDMM8/w+OOPX93KCILwr5dSLLP0lIyPFoY0k3BTXzht0FphJXF1OuZiM436N8DQwO1vq4uxwMTZ1WkgSUQODEXrrblg+bwCK0/+WM6aMh0hBolxPZU80rL2JBzmEguJv6Zit8pEDGyA3k9H6bxDFLzxB7bU0qpESaWE+/C2GNeexZpdhrVTOMGzbsVYbiNjRw7eTT0JdLNTseYMxg1JmHakUe7vwTZVIEiu161L8hkMFjOO5t56pGLqlAQsGYJ+UBPs+RWULz4GkoT+7maYt6dR/L/dmOMzwWjGJ0aH++0RKB7sDo0Cke0yFatOUrHyFLipcb83Gl23c62riVlw00tQVH7xOvxVblrYOh7aR/7zxxJuWCLQrZsIdAVBuCasWLGCcePGAbB69Wr8/f2d60SgKwjCP8FskZm9qIg/d5Wj0UkEt/Ggb3c3+jeSkKS6A605202M2qrAci4Q85ds7HhYSZNgR2+w9CwrM7/JoCghG89wd2IayWTOOIbVDgcaBVHkpWfMM+F06ePH6UKZ1YkyIXo73gUmzGaZFh4Wyg7l493EgwbdAlieYGbxsiI8j2TSJiWdPHctOb0bE3d/A3x/Psqh2acccSGg9lQhxQSzrkhLsEHiqceDCe0WwPKTdnJnH8VtYxL55TKr2jdlbbsmAEiyzHclJ9BuSaE8x4jWQ4O5zIqtwopc2YApgVKC4IICmuVmoaxxTWySRIFOj19FORKQ6uVNvs6NcrUGd7MJL6MRb2M5nmYTALsbhFGkd691bdunJ+NbUV6PuS/tVJ8hU9M5BMuBHOQKMxI2FNixoT23VsaTdHzIOPdKwtg4gpIkDRU2D+c+fDmDQSpEUkng6eZo0b2SHusNCgUs3+Xot9u3DXRqCnd3dtRHEC7AKI2ptUwnT7kKNbm2iEBXEIRrwoUC3ZSUFAC8vb3x8PCoc3tBEK5fR06aSEq30LqpFiQ4dMJEeAM1rZpqL7hdbrnMitMyPjq4rbGEWimRV+FY5qWFnspycnfl4BVhIKRLgMu2e89YeG5OCaZCC333nyIsJx+jRs0vMc3xuz2caZFFHIsvZKrRmzV4Eq62EXogj82B3hS6ubaa9rCW83YPJXqdxJz/naXL9mMozt1dlWtU5Bj0fH5Hdyp0ju0UdjuP7z1GupsXNpUKhR1U527H7EC746cJzi9mWZdodjcOxaqQaJhXTHhuITuaheNfbqZJRi4P/7nP2e5Z6Kbl+17tONgoCPlckN4ou5BBB0+S4WFgcMJJlzrviQxmQbc2PLFxLy3Tci/6HpXoNPzYrRUWlcSSb+bXWr83uCFI0D4jFYtCyYHgUHQWC5meVanFwcWFNM/LxobEjvDGWJVVIbPKZqNn0imU9bwtrR7qXqz9V4GVhuxHOvdEwIgHWTSvtt5CKAdRYD/fLq4eCYgMhAd7QlQIDL4Z/MTfQcGVCHTrJgajEgThmhcWFna1qyAIl+V0spnEFAstmmhoGKyu93Z2u8y+oyaKim10aK3Dy6NmG9rfx2iV+fWMjF12BIv686Thni6U2Zwq08pPIkSycuy0mcZhahqHO4K37DKZuQkW9u0uQ5FhJLqJhvbRWjw9lNzcRof63H4zc6wcOmEiLERFvk7D3AV5JB81OuqiVHDG141MDx2RBWW0t+ZSXiEjy+DtqeCxu72IDFMzZ0kRm3IVbPbyADu0yyjk2woLIQFKdqKjBAUFOjVaK5hUwbgfMjFk2RlatfJh9wEjGe4a1rt5YPP0BE/I0isZtX4vJp2Wu3ceJevoWZZnOeY37QOY20VxPDyEPd4GSrW1b52SSuF/cwqwSjAw4YwzyAVwM1tZ2z7KGeQCGExWMtx9UQJKm2tgpwA2t21GocLOrftOMWjPSQ6FBbK4S0vOBPnQ+3QOblY7SBp+i4kmbs8xlLLM/w24GYPJzOtLt+BVbmRvZAjLOjZjZmwH3li6pVadOyZm0i4xs943gj93asGOZmGEFBZjl3A5R4AWORmkevlwxscPpd2OFVyCXIXdTtP8HNR2O0ogsLSYDA8vZIUjXG2TmVrvILfyOlW6WJKzHRV2lChx9Ke14PoARU/RtRnkgiOKP5MNHy1xvNao4Jlb4eU7IMS3dvnNR+CZ6ZCeD7e0hS8eh9A6pjCy2uC3BCg1wm0dRauxcEMSga5wQ8rMzGTmzJls27aN/Px8fH196d27NyNGjMDX1/GHwWg08uOPP7JmzRqSkpIwGAxERETw2GOP0b17d+e+ZFlmyZIlLF68mJSUFPR6PTExMYwcOZImTZo4yxmNRubNm8eaNWtIS0tDr9fTsWNHnnzySZo1a3bJ57B69WrmzZtHYmIiPj4+3HXXXQwdOpR+/fo51/v7+zN48GAyMjK45557ePPNN53bz5kzh8mTJwMQH181EuSOHTtYuHAhBw4cwGKxEBoaSr9+/Xj44YfR6/XO8qNHjwZg+/btfP/99/z444+8+eab9O7dm6ysLObOncvmzZvJycnB39+fVq1aMXLkSBo3buw8VmXd3n//fYKCgpgzZw6HDh3CarUSGxvLW2+9hV6v57333mPlypXO7QYOHOhS75qpy5Wtvw0bNmTBggXMmjWLdevWkZWVRXBwMP/973/p2bOny/VctWoVS5Ys4dSpUwA0b96cBx98kL59+17yeyMI9TH9x0J+WVsKOLoiDh/qxT1xF2+JMZll3v4yhyOnHPNv6rQS7zzrR9sWur+9jqklMj0X2Dhb7Hjd0AM23a8k0ts1dPhmn51n1tuxy9A4r4zonKq0zjv7Gwjv5Mldy+wYbQrAAz+Dhpz4ArbEVwAQHKDk09cCiT9gZMrcAuzn4pksdy1BZSbnvnQ2Oy1zSinTqDgS5IkqQybM6thHboGdL2cVgBKSPPSkeei4ObkA3wqLM9DJybTSGMc1T/LScyjEEWiV6dR8g4H2ewsJLbaxy0OPTVEVKiUHeDO/T0ciC8qRkWmUmgXnAl2A3ofOsLhzC2dQVlNgqeMcjgS4c6+x9rypnuUml9cGs+2C6blqO9y2/wTNMh11iD2ahEe5kT/aNsarqBjfcjOFbloqFDJKWSbXQ49ZrWTML7udwWL/g2dokZbDlLhOeNc4fqVLuQm8e9cxdjZtSIa3Jz/e3JYHdx1wWa+UIcfdg3KNI4iU7K6Bo09FOVqbDYAzvv6ke/lUrZTleqQr/zXZROFIXLbhQxoNOIAZAwU0xF7HlahnL+Erz2yFL5fDpFWw+BW4o1PVujV7YdAHzlR2ftwKx9Ng75eu+ygohdi34WCS47WvAf4YB+1EP+HrlZheqG4i0BVuOMeOHWPMmDEUFRU5l2VlZfHjjz+yceNGpk2bRlBQEI8++iiJiYnOMiaTiby8PPbs2cOrr77KfffdB8CsWbP45ptvXMqtW7eOLVu2MG/ePCIiIigtLWXUqFGcOHHCWc5sNvPHH3+wZcsWPv3001qB14XMnj2bKVOqUk4yMzP59ttvOXy4nvPyncfMmTNdzgXg1KlTnDp1ii1btjBz5kyUSteWo88++4ylS5c6XycmJvL4449TVlbmXJaenk56ejqbNm1ixowZREdHu+xjw4YNbNy4keo9JVavXk1YWBj/+c9/Lvt8LBYLo0ePdrkuycnJvPnmm6xZswY3N8cT6nHjxrFixQqXbffu3cvevXsZPnw4Y8bUTvkRhL8iNdPiDHIBZBnmLi2if3d3PAwXvqXfsKPMGeQCGE0ysxYVMfHtvz/Q/WSn3RnkAqSWwEc77cyIq/oeKDXLvPqnI8hV2+w0y3Xtu/jL2lJScnUYbVW3FHnuWjI8dYQWO1pqM3Ns/LSqmI07yp1BLuAS5FYXWmwk20NHmqeOsKIKl3WyDc56u9EjKQ/lBRoA071qTz2T5qkntNhIWR2tsqUaxzIJibMNg2mZlI7e4mgBPBgeVDvIlWUUMoQXlhNcasKikEjxMZDq50nDvGKXokfCXNOmLcoLfwZy3LUYjBaXZTclZdEhKevc9kq2Ng0lN9AbAJ3ZSueTabVaREPzS7hr5zHcjXVf50vhaTTTMjWHfZEhvDkkjs1NI/hk8Wo8TY7ParK3jzPIBWpdL0u1vy2ZBk/XnUsSmQZPfIyu73V1NQPPSw1EzRgAGw056GzZVZOPmnLstXodQxk+GCiotfyaYbHBC7NdA91nplcFuZX2nYWjqa7TGE35rSrIBcgvhTd/gFVj/8kaC8IV908/QBOEK8putzN27FiKiopo3rw5X375JQsXLuTDDz8kJCSErKwsxo0bh0qlokmTJvTp04fPPvuMBQsW8PnnnxMUFATA9OnTnUHZ/PmOvki3334733//PRMnTmTIkCG0bNmS8PBwAL7++mtOnDiBj48PY8eOZeHChUyePJkOHTpgNpt55513KCmp38AWKSkpTJ8+HYCQkBA+/fRT5s6dy5AhQ9i8efNfuj7NmjWjUaNGvPbaa8yZM4c5c+Y4WzQPHTrEtm3bam2zbNky7r33XqZNm0anTp1o2LAhfn5+PPTQQ0yaNIkFCxbw2muvoVQqMZlMzJ49u9Y+NmzYQIsWLZg8eTITJ07EYHBMKbFx40YAnnvuOZ599lln+dmzZ7sE1+eTlZXFsWPHGD16NPPmzePWW28FoKKigp07dwKOgHrFihUolUpGjhzJvHnzmD17NnfffbfzWNVbvK+2/Px8TKaqm9LS0lKXz47ZbCYvL89lm4yMjAu+zszMdHnIII7xzx8jNaP2lCMWK2TmWi96jDNJtW/2k9Ndg56/6zyOuFYdgCN5sss+U0ug9Nzh3cy2OoPLrOza51sZOFY6k2ymrKJ+qalWhSOEUdlrl5eBgDLzBYNcAFXNqWAA9blWRv86Amz/aq2eCuB4aFVwWqKvo6+wJGFXSCT5uJHo44ZCllHZZA40jaTA4HjIZlYp2ds0As8KC62Ss1FZHS2a6nP/V2c/d26ZBi3a8jIaFJa6rK8e1KltNlql5bIrKpQcDzcMJgvBNcpXnkdASVmdKcGXM0BLhcaRfi8rJNxMFmeQC1CmuXB/6mKdnpJzZVT22u9NXcuqqxnUupOF7RIbsXxJdga5lTQY0VHmssyKmjLqSPe91iRmIZcbnS/llNp9rWUAT8dDH+f31dHU2vs6mgZc39+7V/sYwrVHtOgKN5T4+HjOnj0LwCuvvIKfn+MPVatWrXjuued44403SEhI4PTp03z00UcurZdNmzYlOzubzz77jIKCAvLy8vD390elcvyaREdH07JlSwB69OiBLMtIkoTRaGTVqlUADBs2jI4dOwIQGhrKa6+9xvDhwykpKeG3335zthJfyJIlSzCbzSiVSr766iuioqKcxy8uLmbt2rWXfX169OhB9+7dUVR70v7uu++yYcMGZFnm9OnTtVqex4wZU2uk40WLFtW6dvHx8axfv57Tp0/XOq6/vz//93//5xxIqm/fvixfvpzMzEwAfH19nSnl4Ajwqw9GdSFPP/00w4YNc/7866+/Ajj3vXjxYucxKwNhgMcee4wzZ86wf/9+Fi1a5EyPvtqqXwfA+VCgkkajcX6uK4WEhFzwdXBwsDjGFT6Gm8GGWuUIbit5GhREhKpRqy98jI5tDPz6p2sg1i7atTX37zqPvuF2NqS4hjx9wiSXfTb1caQ0p5ZAiVaFSSmhrdavVK2CllEasrJcdoNfuWsK781tdeQX2cnKrQryKlvlqrfOWSWJsz5uSLJM43zXAATApJRQ1KMvZ+OCcnIMWufATAq7TES+Y7qYllkllKuVFOk1SHaZiMIyQkqqrrlJqUB3Logr12pAq0OSZee+KvfXIquYI8GeHAvwILSogqi8Ukw6LRtjWqMxW7ApJDodOc2LK88CUKzX8F3vDjSocAR1KZ5aZElBnruGLHcNEhLRKdmMWXfxh2++pRVoLTY+uqcnvY4mEVhYilGlRFcjiG6cU0iZVo27qephyeWm5SpsNsJzCrkpMYMn/kxwWedTUU6Ou2tqfoqvJ8GFpajtdnzLy9BaHNc0ojCfQ0ENnOVUNhuhxYWXVBc11vM87LBBHS20AFpqPwyoiwoLZvSY0KLlr7eG/2O6NENyq/pukPq3g5V7XIpIsa2cfXSd31d9WsP8Gg/O+7QGru/v3at9jKtLpC7XRQS6wg2leurwk08+ed5yR44cQaPRMGvWLPbt20dOTg7e3t54eVUNnGE2O/4gv/LKK4wfP54JEyawZMkSOnfuTGxsrDMwSkxMdJadOHEiEydOPO8x6+PMmTMANGnSxBnkVurWrdtfCnTNZjOLFi1i9erVpKamolQqadKkCZIkIcuyy9PNSpWBe3V79+5l7ty5nDx5ktLSUoKCgpzXoPL/6nr27OkyWnJgYCBAnce7VNWD18r9Vt935Wdi7dq157129X1vBKG+vDyUvPCEL9/+UEhJmR1fbwX/He7rHJDpQjq313NPnIHl60uxWiGqkZqnHvb+R+r5UozEvmyJn0/KyMAdTSTe7Oya7KVUSCy4TclDq2yklEicbORNTFYRxjI7ngYF/3nIm9CmaoYst3EgB5SyTGReGf7VAt2eMXruHuBJmxY6JkzLJzvPhkojcdrLjUY5ZUhAuUpBjruWXHcNvhVm2mUU4WWyuoQt9gANm7y8CCkxYVQp0FldWwE1OokKk4xSBu9yM93P5pHi7WjNqlApOOPrTmCZCTuO822WU0JkQTlJ3m6YFRIau4xRpSDFQ4N740acbdSQCq0GJIkOqQUcDPHCrFKisdppnVVESImJbE8due5airUqJLudCpUCvdWOWaOmUXo2wflV3Wg8K8wMSjjBb51bk++mwWKz4m6xku7hCFZaJ2fTPD2HA+FBdDib6dyuZqAKoJBl3l7yJxtaRZLQOIQMHw8U9j10O5VW631e0LU1Q3cdwbvchEmlRGO1obZasKhcB0iTZDuydP5kv64n0wgoLiO4oAT/MtegsWFRAcVanSMtWZLwLS8lI0DH2w/0ps/R00xYvMZZNri0GJtCpkjrjtpuI7SoEDerpebhLkhHMUU0oOYNfiAnMeFBEcFUD3g9yEJTz6DVjoQ3Gdd2kBsVDLOecV02ZRSkfQJ7E0EhQb+2dacjD+8LO0/C7D/AZofereHTR69MvQXhChKBrnBDsV8k9alSaWkpjz/+OOXl5Tz99NN06NCBiooKVq1axfHjx13K9uvXj65du7J582a2bNnCypUrWbBgAdHR0XzxxRf1Pmb1Pq31UdmSXF/1mSls7NixbNiwgdjYWF544QX0ej2JiYns37+/3sfZuHEjr7zyCoGBgTz33HM0atSIvLw8Zs2aRVpa7RssoNZ8lOebn/JyVN+Xoo6BYurz/lzqeyMI9RHbyY2uN+nJzbcR5K9Eqaz/5/6Je7257zZPysrtBPn/c3+q9WqJxXcqySxzjGwcYqi7jj0aSiSOVJJYBKEGNzQKN7Jybfj7KtGcC973D1ORWChjUMls267keKKekAAV/bq7ERLoCKiim2iZ8XEwmTk2fL0V2CSJuSuUrFlXgpvFTpjZzJD+7rRzs/HzFhWlkpbYm914vIMCtUqBVq/g2/0yuzJVNFBq2b69nIpSGwVuam7tpGfKYDVphXb+t91Kik3J7X52+gbZ8QvUMO0QbE6VKbfqaOQJLbbmccqsRGWXiSgoI9lLT7lGic5i47EoC5tKFVgtVdc+oMLMLadyqFA7Wk0rWxM9jRby3DS0GODDW03NzPgyi+MWd6xqFZ5l5bWuZYOCYvY38Aag97EUHtm4l0I3LZIMWouVD4f0ItfTjTviT9AmLY80X0/md27BY1sO0uFMGgq5qkXWX7LyWjeJWb+dZE7fDhxtGFAr0JWB/ZHB7G4ail9pOSPWJ9AkuxCbQklQSRFZ5wJTD5MRv7ISzvoG1KyyU5eTqY7WdEnCXuP7VgE0y83Ct7wUn4oK9DYrbTPTGLLnMNkebi6tyHaFhbbF+yggDDuamoepg4wCy7mydrzIwIKOmr129RRiwe1c2rFrq66S2g9hz3808ODiUy5dUaG+0LaRo6/tE7dAq/DaZcIDIOELOJsN3u6Of3VRKmH60/DxI1BhhrD6ZVAJwvVGBLrCDaV6C+jChQtdXptMJpRKJSqViq+//pqioiJiY2N59NGqp5ipqanOQYsqA8fCwkK8vb0ZOHAgAwcOxGg0Mnr0aA4dOsQ333zDyy+/jEqlwmq18vLLL/PAAw+41KmsrAx39/P8salDREQE27Zt4+TJk6SmptKwYdUAEocOHapVvnKk5JycHJfle/a4pi+dPn2aDRs2APDee+85W1ibNGnCBx98UO/6zZo1C1mWefjhh52jIwOsWbOGAwcO1CvgvpKioqI4dOgQffr0YcKECS7rLvW9EYRLpVFLNAi6vD+1BjcFBrcrM5RGsPvFg3ClQiKq2kC5dZ2XY7RmiTv7n390aYXC9ZqMHuLJI4MMFBTaCA1WoTjXP/fuXnX/bv43prKuShik5US+Yx7dADfH8oY+Sj67tXbq6tiurq8rbglg2e8l/LbJTH6hncjCCnQ6iReG+fD/7N13eBTV3sDx72xP770QCIEUOhGpUpQiRREFsQJS9IrYu75XuSo2BCyINFEDCIKKAgqCAtKV3ksgENJ72STb5/1jySbLBghI93yeJw+ZmTNnzsyE3fnNaZ1vCuBVWWb5T4XsSpcJCVZzx22e/HdyAZm5zn089ToV3w1QcE+8EtDw/owk1myp4KvFxfzZOIzGmXlO6Y+F2JtMKiVo/0AkLXupKN2QhdVNzdrmDWmh9MT/SB6d9x8nz88XSaGiSX4J029rg6ehGRGFZTz45x7CjVXcsag7fk28mVWeRWx2ITsahTHwr0ME1Oq3uTMpiiqtGpXNRrujmcTmlQBgUygodnMnprgArdWKMciLE7pAkEFSS8hm18/y2n+NGd5+BOvLneayNSuUeJlMnAwKRGGy19R6mM3E1KrVBpBsagx41WukWLMk4aE9RaghFws6FJhRYiWLxDNSSlThRxW1/kixYg+GFZQShpZKdJx/vAzponow/wOtG0K4P6Rmw9FssMng6w5fPwntm0BpJcSFnz+fajHB508DEOh9/jSCcB0Tga5wQ2nXrh3R0dGkp6fz/PPP8/jjjxMbG0t2djYzZ84kNTWVQYMGodHY3yBv27aN1atXExkZyY4dO5gxY4YjryVLljBy5EiGDRtGaGgoAwcOJC4ujtLSUscABSUlJXh4eHD77bezdOlSPvvsM2w2G8nJyVRWVvLDDz+wYsUKWrRowRdffFGvWtqBAweycOFCzGazY5CmiIgIfv31V77//nuX9KGhoRw/fpytW7eycuVKIiMjmT9/Pps3b3akSU1NdTr29OnTufPOO8nOzmbWrFlYT0/58Ouvvzr6u55Nda3pzz//TEJCAgqFgtWrV7Nypb1ZWl5eHps3b6ZDhw7nyuas+QLMmzeP8PBwmjdvTnx8/AXlc6Z77rmHffv2sWbNGt5//3369euHWq1m/fr1zJo1i8DAQKZOnUqDBg3+0XEEQbh4/ySob+J/cS1E3HQK7rvDh/vu8KGwxEq53kaDCJWjlYgkSfQfGEj/Wvs8O9KPt6cWUlxqbykSFq1h9zgdoX7OgXX39h50b+/BygUZ/JkeRMO0fCRAG+XBK9NbMNxXSYRndXAeBUPsc4X3cuQQQd6dbhxIOYahopJRna1E9FGy5w89yt9OousZQOLDjfFrYg9UZr8cxidbrSw5aOHQ8124/9hxbFkVRHQO5qH7GjKmREGEp5LytT5sOKjCXGEP1iMGxNDmGXvA6NvIi6pCA5V5Bvya+JC1MY99Xx1FtsjE3dMArY+Go4tPcurPHCwVVkrc3NkeHk1kWQlKmw0bEmoVBNwfT6+Pe7BxQwHLf0mn7YqDxO63D35kVigo1rmhi/JEcm48VUt1kGm/D2pZRjL4YJaK0MgGZCRKCMdMHfO+apRok/yQfHSosnLxOrIPkChThWOzgBUVsocbUtcEqDRCl0S48yaYsgwyi+D2NnAwA8WBU/amvVfK9on2OcgASiogLReSouD04F+cHl1bEM5GTC9UNxHoCjcUlUrFhAkTGDt2LBkZGU7zyoJ9UKRBgwZhNBqZN28eFRUVvPzyy47tgwcPZtWqVZSUlHD8+HH0ej0ajYbt27e71JBCTf/Q5557jsOHD3PkyBEmTXKer06lUjF06NB6N0Vu1KgRQ4YM4dtvvyU9PZ0XXnjBsa1Lly4uIy/36tWLTZs2YTabee211xzrR4wY4RgB+aeffuKZZ54hMTGRAwcOsGDBAhYsWADYB1MYMGAAS5cuJSMjA7P53P2k+vTpw759+0hNTWX06NGA/YFw1KhRzJw5E5vNRlpa2gUHujExMY7fU1JSAHjkkUf+caDbv39/tm/fztKlS1m0aBGLFi1y2t69e3cR5ArCv1yAr5IA37oHMKqtaSMtc94P41i6mUD/8+/Te2gkvYdGUn6qAmOpiYBEXySFREg9yhTcyp/gVs4D5kQMDIGBrnurFBLPdlDxbAcVoANaOm1vdbqCL6hvJA1vj6BwfwkaLzXeDZwH4HEL0OEWYO8vHHlLCJG3OB8rqmsoNrON9S9v59jSU5S6uVPq5k7CAw1pPLAB/vHeqNzs33Wde4TQuUcITLyJ3J+Pc+Tb45RYVMTd04CYDr5kxE9DXedsQq4P7Ea8yZabo6ESC1ps1PQtVvjqCPnjfmSzDU2bUCRVrRcmJ/KgoIzANo0gtwTSC+y1pxrnvsmkPO1ajKdmI3/6C5IsY0WJGZ1jdGYZ6dLV+kpSTZAL9ubGrRudPb0gCPUmAl3hhhMfH8+8efOYNWsWmzZtori4mKCgIDp16sSIESMcAxZNnjyZadOmcezYMYKDgxk8eDD33XcfwcHBfPnllwQHBxMYGEhKSgqLFi3it99+Iy0tDbVaTWxsLA8++CDdunUD7KP1ffnll6SkpLBy5UqysrLw8vKiRYsWDB8+nKSkJEf5srOzsVhcp+LQarWOsj3zzDOEhISwaNEi8vPziYmJ4ZFHHqGqqsol0O3bty+ZmZn89NNPlJeXExcXx4MPPkiPHj3Iyclh1apVeHp6olAomDRpElOmTGHLli3YbDY6derEU089RUlJCVu3bsVms7nMo3ume++9F5vNxqJFi8jLyyMuLo4xY8bQoUMHDh06xI4dO/D19b3g+5aUlMRjjz3Gt99+i81mIzY29h8HudXeeOMNkpOTWbx4MampqSiVSho3bsyQIUPo1avX+TMQBEE4TaWSaNqoPv1Ka3hFeeAVdW10k5AkicBmfudPeBYKtYKuH91EpwltKNhTjGeEO57hddSu1hJyRyNC7qgJ3sxmM1tf9CXhWz0BRy3Ocx0pJbyebkf5R1udM9GoMdm8wWIDCZQRXui6N8D7pQ5oks7SrzgmuKYZb5i//ae+Ph6J9NwdWP46Qe6rf2E5WooKAzp3I36NLUgFpZBV5CgzCoV9btsLpVOfP40gCBdFkq+1DnWCcIMbMGBAnXOvtWnTxqnpdF2WLl3K+PHjAfv8sPWdgkcQBEEQrhVms9nR4mjYoPupmLAZ48YMlEEeeD3bDrceMVStOEbplL+x5epxvzse39c7YysxYPw7G3V8AKqoK9e/VLbJGDdlIOlUaJNrTSlzJAtOFUDHpmC0QPgjUHVho0fTLRHWvH1pCyz861RKT7qsc5c/uQolubaIGl1BuE6tW7eOu++++2oXQxAEQRAumsJHi/+kni7r3frE4tYn1jmtrw63ng2vVNEcJIWErnOU64Ym4fYfADctbJsI//sO9py0D/S0vh5T15UZzp9GEISLIgJdQbjCqkd1vhi156LdtGmTCHQFQRAE4VqRGAULnqtZ3nAQXvgathw5+z55pWffJgjCP3Jl5i0QBOGS6NixI126dEGlUolpcQRBEAThWtY5ATa/ByNvPXuam+OuXHmEG5aM5PIjiBpdQbiuaDQaJk+efLWLIQiCIAhCfc0aa6/dPZzlvF6pgM/HXJ0yCcK/gKjRFQRBEARBEITLafp/QFurfslDC4c+FXPkCsJlJGp0BUEQBEEQBOFy6poEaV/Az3+DvxfccRNoxdRCgnA5iUBXEARBEARBEC63MH94tPfVLoVwQxJ9cusimi4LgiAIgiAIgiAINxQR6AqCIAiCIAiCIAg3FNF0WRAEQRAEQRAE4TolphOqm6jRFQRBEARBEP6dCsqgpOJql0IQhMtABLqCIAiCIAjCv8uRTIgeDUHDIeBhuHciWKxXu1SCIFxCoumyIAiCIAiCcGM7kgX3fAAHM8DX016TW80mw3ebIDEK3rj36pVREC6SaLpcN1GjKwiCIAiCINxYjGawnq6htdmg5TOwNx0sNucgt7bxCyH+CZjxG5gtV66sgiBcFqJGVxAEQRAEQbgxlFbAA5Nh+Q5QKaB3a2jRAAzm8+8rA4ez4NEv4D9fQKNQaNkQ7usMd3e47EUXBOHSEoGuIAiCIAiCcGMYOglW7LT/brHB8u32nwtlA1Jz7D/fb4b3H4IX77qkRRUE4fISTZcFQRAEQRCE69+RzJog91J774fLk68gCJeNCHQFQRAEQRCE69/9ky9f3mIKIkG47oimy4IgCIIgCML1Z8th2HYMKo2wYgdsPw5ApUqNu6UefXIvhIx9OqLbWsLEYeDvdWnzFwThkhOBriAI17UBAwaQnZ3NoEGDePXVV692cQRBEITL7cApuO1NyC522VSsc8fPUIlJoURju8Tz4p4qhDl/2PvsLnsNuiRe2vwF4SKJ6YXqJpouC4IgCIIgCNcumw3GzYSg4RAxCto+X2eQKwN+hkoANDYruR7e3PLof7Fd6iCgrApueR18HrRPSSQIwjVJ1OgKgiAIgnBDMhQbyd6cj0eYO8Gt/V22W002MjfkIiklPCPcKTpUSlBzP7wbeJ4z3/LMSvJ3FeHXxBu/OG8ASlLLKDpcRlArf7wi3M+5v6ncTObGPHT+WkJvCkCSXAOxzL0lbNhahm+rAHq2defEmhwWLiuiUqUmrHMwLdv60Cni/AGcpcpCxoY81O5KFCoFhmITEZ2C0XipHWkKq2T+SJeJ8pJoHy5xclsRKd/nY8upoGlGAe6+GlqNjSeqW+h5jwdgMVrJXJ+LUqskvGMwCmVNOY+XyGzKgFyrNyHKWvPZZhXB+gMQH2Gf0qe2+HFwNPu8xz3zaoRUlHHrsf0okOtV7gtWVglvLoSv/oCDn4JOY1+/45h9tOauSRDie3mOLQjCeYlAVxAEQRD+xYqPlqHxVOERZg/OqgoNVOUb8WvijaRwDaQq8w0YioyoY7z4ej8cKbDSVF/O4kIdG8vUxJkqeamtxMO97AGgPqsSS6UF38beLseqlq2XKaiCZoFwfG8pm3/NI6qyApUMub4eNL41jAi1FavFxsnfssivgvhB0TRK8qbshB4UEjazjYPzj2OpstJ8VBwn0qq4c7WCDN9gPLabuXv8Nm4+eIrNcVEsuqU5RoUCj0oT3fcVYNCo2dTUC7XVl9u+PMaTzW1glVG5KfEIc6Ngbwm6ht4sadoQ5dqTRP14AIsksSUukpPxYSQHykjLU9kfFYzXnCKCMRPpq8B/VzYavRF3fw2GEjM2k83lekpKkH01WCptGNUqjG5q8pUammYVcjTUn4Ud3Ej/XY1C9ifebOOW3Sco2pbHL0G+lPl6cE9DG0FLD6MvNHK8eTg+kkzQgVzUSljbLZETJTKdDp9CZ7IQVFaBEigP8uTw/a3Yn24mExVpwf5oTRZansxh4L5j+BTqwdMNrdVGgcFEXpmCQ09ux9AhgumJCeRalbQMhGdUBdhSi4ksr6Byy0kCjh5FK5k47hZNqeSJyaeMUEMOURXFJOVnojaZ8FV6Ut6sC9uatmLo7k0U/t9zWH21vNWsO6GlJYzcMpcgQzG6RoHQvRn7/8rmlBSEb5QHGb4B9D+wHZ3VUq+/bYskcee+vy/sP8TFOJGPLfQRFHoDWGvusQzgoUV6qBt8PgYkCTIK7DXCiVHOecgy7E+HAC8I84dv1thHkO7QFB65FTx0l/88hOuYaLpcF0mW5cv0mksQhLrk5OQwe/ZsNm3aRFFREf7+/nTr1o2RI0fi72+vcTAYDCxcuJCVK1dy8uRJPD09iYmJ4eGHH6ZTp06OvGRZ5vvvv2fx4sWcOnUKNzc3kpOTGT16NLGxsY50BoOBuXPnsnLlSjIzM3Fzc6Nt27aMGjWKJk2a1LvsWVlZ3HHHHQAsW7aMNWvW8MMPP5CVlUVwcDDjxo2jR48ebNy4kdmzZ3P48GF8fX0ZPXo0AwcOdOSTm5tLSkoK69evJz8/n8DAQJKSkhg9ejSNGjVypNPr9cyePZs//viD/Px8AgICHNfK19cXqLuPbnZ2NsOHD6ewsJAHHniAZ555BrPZTEpKCsuXLycnJwcvLy86duzImDFjCA2tXy2FINxIKrIrWfXoZgoPlIIEsXdEofPXciDlGLJFxivag9u+aI9/Ex/HPpvf2s3BuceRrTIlAR4sbNWUIZsP4FdpwKxUkO/lTniJHgAp3p8GMTpOrMwCGZQ6JVaDFSRofGc0Xd5rg6SUGPe7jS92y1hlaFJVTpraHbNKiVeFAW+DicwAe8DcKi2bR1dvR306kDCpFPzdpQmd1hxyObdiDx3/d293DJqaWktkmbs378emULC8bRNMatd3/Z5VRjocyeD2nUfxNphctpfrNCjNFtytNqb2vomdDcMc2246msGjv++o9/Wvfvg62+OpWSHxyv23UuLpjmSTUcgyVqXCcS7UqgUesmkfvfbYB2I6EupPRoA3kYWlaCw2GhSU8nvzhvzVOAJ3o5mOB9OZ17UlFdW1j2cIKyrDu9JIj31plLtpWd28EfFZBRR56jgcHoix1jX1rDTw3vzf0ZktjvJIspXmJQeJqTpOUFVNja0MrA3uzHHPBmhtJvpn/YqvSe/YXqbyYFlEH6ySkjszluNtqaDQ3ZNDQRF0OnnYkc4iKVDJri8M6rIjvAFtsk7WK+1lF+QN3ZrB4s32+9cyBpa+ClGBcDQL7ngXDmWCUgGBXpBbWrNvYhTsngQq5VUrvnBtK5Oed1nnLU+8CiW5tohAVxCuoEOHDjF27FhKS0tdtoWEhDBjxgxCQkK47777SEtLqzOPF198kSFDhgAwe/Zspk2b5pJGp9Mxd+5cYmJi0Ov1jBkzhiNHjrik02g0vP/++3Tp0qVe5a8d6Hbt2pV169Y5bVepVIwbN44pU6ZQ+6NFoVDwww8/EBkZSVpaGsOHD6eiwnWqBq1Wy6xZs0hISABg7NixbN261SVdgwYNWLhwISqVyiXQrays5JFHHiE1NZWOHTsyefJklEolb7/9NkuWLHHJy8/Pj0WLFjkCZ0H4t/jjya2k/ZJ5zjTBrf0ZsKgbAOlrslk1erPTdpNSgcZav6DjTF3ebcOBVtHc9VP99797ywFu35XqWN7aOALvSiMJWQVO6Wbe2oatcZFO6zoeOskja3ezPzKIyf07nPM4Qzfs5bZ9dX8G6zVqSjx1vDmku8u2d779nZDSC5uGpsRNg2+Va1ANsDs6hJNBPty29zgai5VtseHM6doK6xkBj7vRxJQ5K/ima0s2JDRwrL9r60FkCZa0S3Csk2wych019S5kmfZHTvHI2l0oTn+c74sK4uPb2zv277Y/jQfX73XZ1dtUxuBTP7us/yGyP8VaX5qVHODmQueXAjZgbsMhNC5Po2PB3+wKb0D3R99gz6QXiCotPH95z3BZRl6+1O7pAItegF7jYdXuc6dd+ir0T74y5RKuOyLQrZtouiwIV4jNZuP111+ntLSUpk2b8uijjxIeHk5qaipTp04lOzub8ePHM2PGDGJjY4mJieH2228nKiqKzMxMPvzwQ3Jzc5k5cyaDBw9GkiTmz58PQP/+/RkyZAhFRUWsX7+etLQ0oqOjAfj44485cuQIfn5+jB07lmbNmlFQUMCXX37Jjh07+O9//8vPP/+Ml9eFTZWwbt067rvvPvr168eCBQtYtmwZFouFyZMn07t3bx588EFWr17N119/jc1mY926dTzwwANERkYSEBDAnXfeSYcOHQgMDGTXrl1MnDgRo9HInDlz+OCDD0hNTXUEuU8//TTJycmkp6ezbNkymjRpgkrl+vFls9l47bXXSE1NJSYmhgkTJqBUKtHr9fz8s/2h66GHHqJ3797k5OTw22+/IUmSCHKFf6Xc7ecPHvJ2FiHbZCSFRO7frukvNsgFyNlWwIagqPMnrCU11LmfrVeVkdQwf5dA92ioa39cm8JeG6o/S01mbesTGpw10DWrFGfNQ6/TXHCg61tlotBDR0CFwWVby/RcWqbnOpbbH83kr9gI9sQ4t0Kp1Kg5GejjFOQCLG3bBO8q53zrFeQCCllm8JaDjiAXoNmpfFqk57L79PHjsovq3FdndT0XAK3Nvt7DUul6PKBBRYZj3zd6DaHE3ZOgijKXtPVxzQe5AOsP2v/dcPD8aTMvPNgXhH87MeqyIFwh27Zt48SJEwC88MILNGzYEK1WS1JSEk8++SQAO3bs4NixY7zzzjt8+OGH9OjRg7i4OLp168awYcMAKC4uprDQ/oVXHewlJCSQmJhI586deeWVV5g+fToKhQKDwcDy5csBGDZsGG3btkWr1RIREcFLL72Eu7s75eXl/Prrrxd8PrfeeivPPfcc8fHxPPbYY471iYmJvPXWWyQkJPCf//wHrVYL2JtsA6jVahYtWsSzzz5Lhw4diIuLY/DgwXTr1g2AY8eOOZ0bQPv27YmPj6dXr1588sknjB07ts4yTZkyhfXr1+Pj48PkyZPx9LQPKKNU1tR+tGnThvj4eLp168aECRN4++23L/jcL6eioiKMRqNjWa/XU15e7lg2mUyO+18tOzv7nMs5OTlONeziGOIYer0e71gPzsc3rqafrhTqGtRa6hhEqb78m/oQpXZt3XIukYXOQc+22HCXdQCRRXWsO50u6VQeWtO5+3gqbWcP4P+ODadhbjG+FVVO6wPKK4nJKzlnvmeT5133vairyd1te4+7rHM3minych0Ay6JScrF999xMFnyqjC7rg+sRyOfrArFIzrXOZklFni4IgJPuEXWemw0FJzyisSFxNNDeLHxRi/YXXvjrhCXpdKuD5g3OnVCS4K6br9nPEnGMq09GcvkRRI2uIFwxtZsOjxo16qzpDhw4gEaj4csvv2TXrl3k5+fj6+uLj09NPzmTyd7M7YUXXmDChAl8+OGHfP/999x888107dqV5GR786a0tDRH2ilTpjBlypSzHvNCde9e02wvODjY8Xu3bt1QnK45UalU+Pr6kpub6/SFsnPnTlJSUjh69Ch6vZ6QkBBHOav/jYmJYfjw4aSkpPDAAw/QvHlz2rdvz6233krDhmeMyAls3LiR3Fx7zUe7du2IiqqpKXJzc+O5557j008/5ZlnniEhIYH27dvTvXt3EhOvrXkQq/tpV6sO1qtpNBoCAgKc1oWFhZ1z+cw+yOIY4hienp50eLUVvw7bgKHQ/n8zqLUfOl8tp9acfinloaLDf1s69mlzXzMK/ywnY639/5nkoWJHu1ha/3nU0W+2QqPGw2SvSbP4uxEcoqHo4OlgVsIRuQW38afp0IY00Sr5NdvGyhP2DVqFjNFmf0BTWm24mS2O2tPIglJ67jmGUaWkQqtmXWIMBj83Wq63l1ehlrCZ7fkM3naQ48F+6N3sL9q0JjO3HDhhP3ejmad/2cKi9olk+3nhVWUkz9f5mt9auza3VrlPBvrwQ/tEdjYM4/EVf/FD+0ROBPnSMK+E+zbuRSnL2ACrQkJlc33UPFu/3O2NwkgP8qXT4XQ8jTU1kflebgSXOwfUUh0RYueDJ2mSXYjKYj0d3Nr5VlTRfd9xvu/QrFYhnPv3nk2FTsOJIB9i8p1fRjTKKeQ2CRrmlZCcWnfT9yBDAUc9YkjQ219cyoAZ8LKUUar2I8c9jAz3EKIqa2qrDQo1J93DsSo1rAnpQvej+zkYEsnYu0ZiUqq4a99fyJJEQKW+zmNe80J8ICIAdpx+URHkjWrSCPvvUx6Bvm9DyemXCIFeUHA66FJI8N5DEOxLGL5OWV4rnyXiGMK1SgS6gnCF2M5RQ1CbXq9n+PDhVFZW8vjjj9OmTRuqqqpYvnw5hw8fdkp722230aFDB9avX8+GDRtYtmwZ3377LQkJCXz00Uf1PmZd/WXPp/Z0GNWB7Zm/17W8du1aXnjhBYKDg3nyySdp0KABhYWFfPnll2RmOj80PfHEEwwePJg1a9awceNGZs2axfTp0+nTpw9vvPGGU61vbm4ufn5+lJaWsmrVKu68807at6+pCbj33nvp3bs3a9euZcOGDXz77bfMmTOH9u3b895777l8yQnCjc4/3od71/Ymc2MeGm+NY5qb/N1FVORWEdY+CK13TRNdhVpB71mdyNtZRGV+FeEdgnnES01VYSw5fxeSYVMyNcMNTY6e7tESo+4PRaGWyPmrALPeQnAbf3K3FzodC2DFPUo2Z8nkVsjc2kDiZCkcKpLpEqnET6dm9UkZudxE00wDASO7QpQXa9JlunlJtA2UybqjIygkwjsEUbCvhMo8e9nu2ZDH9KmnUJcaaVhahhzlhS2zHIXRSqjJwLiSdPgjD4MVZt3ahmNhAXhWmeh66CR3+BuJeiKeJoNj0PlqyNyUh8Jbw+5Af36WZL7cF8iXHm3pufsY9x05TuOeIRQYg8jaIfFbYkMiFRbubKXBb082VXkGZBsUHbIHjHsahhCeV0aQvooKjZoN8dEM3byf9EAfjgf5kphTiMpiQ1JKeFUa0WvVjuDXopBY2ibOfkNkeyB9c1Yug3YdQWW0MmbtDuZ3bkGJTktARRXd9hxDZZEJKKuk0NsdZJnkUIlHW8A7W+BEOdjDUPu90CjAZpOxnF7+5paWjF3xFwEVBowqJZKflkBPBU13peJdacTY0AdNuDtepVUoLDa0leUkZO8jsDSTNeEd2F+ViL+5lOJGDfhtZDfSrRIPrN9E51/+IKwyj9pH10lWhmQtI1cdiFJh4+m/Msn09efnxLY8dvdo1jVKZM53n2PjGm6O6O9pD2izipHLqpBkGUurhqheHAh33QxatX0KpZIKuK0luNtfxNChKaTPgN/32Kcj6tAUtqVCegF0bwZ+4vtJEC6GGIxKEK6QTZs2OZooL1iwgMaNGzu2GY1GlEolKpWKjz/+mJSUFLp27cpHH33kSLNkyRJHM9uffvqJiIgISkpKnPqXGgwGHnvsMfbt28eAAQN4/vnnufXWW7FYLDz//PMMHTrUqUwVFRV4eJy/+WK12oNRvfPOO/Tu3duxrboW+YknnmD48OGO9WcOFvXwww9z4MABnn32We6//35Huv/7v//j119/JTQ0lGXLlgG4nF9OTg6DBw+mqqqKN998k/79+zvy9/X1ZcaMGSxatIhFixYRFhbGwoULcXd3rzOv0tJSHnzwQbKzsxkzZgxjxoyp93UQBOH6YLPYMBQZcQvUIZ2egshQbMQtSIckScg2maoCAyckLd8dkQlyhxHNFLirz1/jWWyQUUrgra1Ja9KbkS0yWl/XPrzGUhOSQkLjpebvdAsrtlcSG+vGwMYSUqUFpVaJLMuo3VX2MgfpMBabsJpsHFqZzd8nzMz3CyPX3Y1EDxtd4lQMipOI8VFgqbJgrrTiFqDFYpPJr4RQDyisAqsss/w4nCiVGRQn0SqkJkwsqJTJrbSx9BjoVBL3NpVQK2DBIZlKvYV74yUUBwrJ/quAsPaBRN1irxUzV1iwmqzo/LTnvEaGIiNKnRK1u3O9itlsZsHkaSgsVoY8MQZ1hdE+pU6FAapMEGgfaZsNBylauQ/1xCV4GarqOMKlsaBlRwIryrkt1XVgrfPSqaFbErzzALSpme0AfRUYLfbpggThMiuRXnRZ5yt/cBVKcm0RNbqCcIW0a9eO6Oho0tPTef7553n88ceJjY0lOzubmTNnkpqayqBBg9Bo7A9I27ZtY/Xq1URGRrJjxw5mzJjhyGvJkiWMHDmSYcOGERoaysCBA4mLi6O0tNTRp6SkpAQPDw9uv/12li5dymeffYbNZiM5OZnKykp++OEHVqxYQYsWLfjiiy/qHNzpcqiu4f35559JSEhAoVCwevVqVq5cCUBeXh6bN28mODiYhx9+mNtuu42ePXsSERHB4cOHHU2bS0pKnPLt0aMHjRo14oknnuDPP/8kOzubTz/9lJdeeonCwkIGDx5M69at6devHzExMWRlZTn649Q1CrYgCNc/hUqBe7BbzbLaeVlSSLgHu5EIvBl0YXn76VyDYY2nuo6UdlqfmuD3pmgVN0V712w8IxCsLqPO3x5Ith3WiLbAY9RN5aZC5WbPQ6WQCDtdARjoDiDxSPO69wt0lwh0V5IU6Lz+iTYScLq8waFEdXNu9qn2UKH2OP93RnX561Lle3peWDcNVPdR9tA5zxfbOQH/zglwT7K9aW9WMWhV0CIG/k51yfNivNlzMON7DebHORcRFAzvDtMfA00d993TDURFrCBcVSLQFYQrRKVSMWHCBMaOHUtGRoZjztdqgYGBDBo0CKPRyLx586ioqODll192bB88eDCrVq2ipKSE48ePo9fr0Wg0bN++ne3bt7scr2/fvgA899xzHD58mCNHjjBp0iSXMg0dOvSKBbkAffr0Yd++faSmpjJ69GjA3gx61KhRzJw5E5vNRlpaGlqtFpVKxfLlyx0DalVzc3Nz6iNcm4eHBy+88ALPP/88ixcvplevXvj6+qLRaFi3bp3LlEhKpdKpZloQBEG4xrRsCJmzwWSuCSpf/gbeX/KPsrVKEp916M1XCz5jwEHX79GzursDzHsKtOcfwVsQhKtHBLqCcAXFx8czb948Zs2axaZNmyguLiYoKIhOnToxYsQIx6BOkydPZtq0aRw7dozg4GAGDx7MfffdR3BwMF9++SXBwcEEBgaSkpLCokWL+O2330hLS0OtVhMbG8uDDz7oGMXY09OTL7/8kpSUFFauXElWVhZeXl60aNGC4cOHk5SU5ChfdnY2FovraKRardZpwKl/4t5778Vms7Fo0SLy8vKIi4tjzJgxdOjQgUOHDrFjxw58fX1p06YNixcv5ptvvmHDhg3k5uY6yj1mzBgiIiLOeoxu3brRvXt31qxZw1tvvcX8+fNZtGgR8+bN448//iAzMxM3Nzfi4+MZOXIkLVq0uCTnJgiCIFxGtWtO33sYbkmCSUshpxgyCqHUddqic7FKEiP//p1h2/+s3w7j+sJzd0CDS/N9KAiXjhhluS6ij64gCA7V/V3P1KZNG6em04IgCIJwscxmM3PmzAFgxIgRqNVnb/Jdb8V66PM/+OvCmjTvCY2mRU56/RIfnwYNQy6icIJweZVIL7ms85XfvwolubZcswPXCYIgCIIgCEK9+HnC1g+gcej509aSkJdRv4RJUSLIFYTrjGi6LAiCw9KlS692EQRBEATh4n01DnqOt4/eXA/q+kzD1ywKFruOaisIwrVNBLqCIAiCIAjCjaFTApycDtN/g9922eeiPZl/cXk93A3evg+iLnBIbkG4wkQ/1LqJQFcQBEEQBEG4cQT5wOuD7T/6KvB9CKz1qLkFUErQOBzmjIUO8Ze3nIIgXFaij64gCIIgCIJwY/J0g59eAV93+7LmHHU8wT5QsQAOfSqCXEG4AYhAVxAEQRAEQbhx9WsLBV9D1iyomA+je9ZsUyrA1wPuvAnWvgXaSzACtCBcYTKSy48gmi4LgiAIgiAINzqlEsL87b/P+A+8dBdkFsLNTURwKwg3KBHoCoIgCIIgCP8usaH2H0EQblgi0BUEQRAEQRAEQbhuiabKdRF9dAVBEARBEARBEIQbigh0BUEQBEEQhH8Pi/Vql0AQhCtANF0WBEEQBEEQbhw5xfDhEtibDh5aSI6FTglwJAte+BrKquzTDX39JNzR7mqXVhCEy0QEuoIgCIIgCMKNwWyBTq/C8dyadUv+ck1XUgl3vgdP9oWPR1258gnCZSCmE6qbaLosCIIgCIIg3BjmrnMOcs/nk18gv/TylUcQhKtG1OgKgiAIgiAI1yd9FWw9ArtOQE4JfLfxwvNYtx/u6XipSyYIwlUmAl1BEARBEATh+rNwA4yaZg92/4nWjS5NeQThKhFNl+smAl1BEARBEATh+mC22JsmF5bDwx+D6R+OoBzmC0Hel6RogiBcW0SgKwiCIAiCIFzbft0BY2fAiTyQL2G+2SWQ9BRseheiAi9hxoIgXG0i0BUEQRAEQRCuXVuPQN+3L1/+GYXQ+HGwWiHED6Y8AoNFn11BuN6JUZcF4SrZtm0bycnJJCcns3fv3vOmv/vuu0lOTubNN9+8/IUTBEEQhGvFs3Mu/zFMFrDKkFUEQybCvvTLf0xBEC4rEegKgvCv8+abb5KcnMzdd999tYsiCIIg1CUtF56aDbe8BtuPXfnjvzz3yh9TEIRLSjRdFoSrpFmzZvz4448AhISEXOXSCIIgCJeDucSEMbMCj3gfJKW9fiG/UqawCuIDLnykVMuhfBT+biiCPV22yWYr1sMF2IwWLGvSUIR7ob07CUmrwlpcRdUnm5HUSnTDW6MM93bZT9HAF4WX9qzHthVUYMuvQBkfhCRdxlFe0/Pt/WarTJfvGOezfJs90P545NUrgyAI/4gIdAXhKtHpdERFRV3tYgiCUIvJKrM2XcZPJ3FT2D9/kJdl2SUgqF5X17ZLqb75n6uMda07W77ZepntuTKtgyUivCSMZpm/Us34eUokRaqQJImTBRYmrTRgttjo0URNgJeCozlmth614OGmoNQkE+irolsrLb1jlVQYbHy+opLcUhvBPgosR3IJWHGAKrUG95sb0HRAFG2buaE6VIyhwMjRCD/cPNW0aqBk0RH445CZRmXljOzqxlGjGo0S2jRSI1eZMa8/iSLUE3XLMKwWG9N/KmXOQRlbmQVZkomqrCLy5gAeuEnDTbFqVEqJYgNszpJp6g8mq8TJMpkOGafQbM9A2TIUTbeGWI8XYz1SiK2ggsLPd5P/dxlFNi+saiXWXlGwO4uAggLcpQoWxjXCEB9BXpGZFkVZlDQJoXVHf6LaBJKy1cCsKn/u2r6XvhTTIEiJaf5e0NuDPyk+CDnKH1W4B2pfLeYtpzDvykYyOo9CbBm7glNdEvmxSofKYuWeHXtQT9hMalgwjYqK8AzW4ZlZjFx+Ot9Ib3Sj2mDZmomkVeH2TAcMc3eza3U22Ro3bj6ejtpdxZ63B+FnthB/9ASaUA+0I9ugDPXC9OcJJI0SdcdoqtL06Lfl4WGrQtsqBGXTwLP/TZot8MYCmL8e8kqgynzev93L7pPlsPsEdG8GneLBQwftm9i3Xc5AXxAukJheqG6SLMuXcuw64V8oJyeH2bNns2nTJoqKivD396dbt26MHDkSf39/AAwGAwsXLmTlypWcPHkST09PYmJiePjhh+nUqZMjL1mW+f7771m8eDGnTp3Czc2N5ORkRo8eTWxsrCOdwWBg7ty5rFy5kszMTNzc3Gjbti2jRo2iSZMmF3wOe/bsYc6cOezZswej0UhERAT9+vXj/vvvR6WqeR+UmprK7Nmz2bZtGxUVFYSGhtK7d28eeugh3N3dsVqt9O3bl8LCQu6//36effZZx75Wq5VevXpRWlrKBx98gLe3N4899hgAc+bMoXnz5gCkp6fz6aef8tdff6FSqbjlllt4+umneeSRRzh58iT9+/evdz/dpUuXMn78eJo1a8YHH3zA5MmT2bp1KxaLhVatWvH4448THx/vSG+xWPjpp59YunQpqampaLVaoqOjuffee+ndu7fTA8qqVatISUnhxIkTKJVKmjdvziOPPEKrVq3qnWb69OnMnDmTnj17Mnr0aKZMmcLu3btRKBS0b9+esWPHEhkZ6XRO57sHAFlZWdxxxx0A/Pjjj/z999/MmTOH+++/n/nz55Odne2UZ5s2bZgxY0a9rqlw4/rgLyuvrpexnv5W7BIBK+9R4qa+8AeIn1NtPL/ORmox9IyRmNFTQfbKbDZ/l0m+WcHqznFsV7gT7QXv3qJgaPyl60lUUmHj9QXlrN5jItBbwZN93RnSwc0lXaVR5n+L9fy8zYCnTmLMbe7ofXW8u9VGiRGGNpWYepuCHzYb+HxlBcUVMmolWKzQu5WWt+71xNvdXu5hi4yknFAgSxISMs8m2ti4UU9+mQ2ADidO8GDGAcZ16oNNqjlXq0Ii39+dSp2K4KJKPCrNSIBFIWF0V+FfXIlRrXak73oslXd//QWAcrWW/9xxN/3/Ok7iqQIASj00uHuW0TY3g+WJTXl+0B0Y1Cp0Bgs+5UYUgK+xijbZJ0kLDsCnsoq/k2JJ13qALBNVWE5ifilqm5X9Pr4o7MXHJkFGqBdmtRIkCYXVyoCD6XRNTafvzm3siQhibrs2SEgM2/w3nY6fdLrWpRote9UN8K6wOdYdauBHRgM3fkxqASorQ/buJj4nn60NownS63l0/VZkqNfjaykeZBOACTWeVBJJPhosAOR5efDQ8KE8uWYDt+87XK8+a2ced01cI4aOeQgAn8oq3vpqLe3S0imKUOJtMtA4v9CeXgFUXzM3DbYqC0psNXkpJSQfHboWnqj/2ojSYkPxyK0o338Ymj8N6QX1KN1VdvpvgMEd4fMx4O1+tUskCORLr7usC5Iv4wBu1wkR6Ar/yKFDhxg7diylpaUu20JCQpgxYwYhISHcd999pKWl1ZnHiy++yJAhQwCYPXs206ZNc0mj0+mYO3cuMTEx6PV6xowZw5EjR1zSaTQa3n//fbp06VLvc/jpp5945513sNlsLtuSk5P57LPPUKlUbNiwgRdffBGTybUpVZMmTZgxYwaenp58+OGHLFy4kMjISJYsWeJIs3PnTkaPHo2Hhwe//fYbe/fudQl0c3JyeOCBB1yuZ2xsLJWVlWRnZ19UoBsdHY3ZbHYJ8LRaLZ988glt27YF4PHHH+evv/6qM6+HHnqIp556CoBff/2V//u//3NJo1QqmTp1KsnJyfVKUx3oJiYmkp6ejl6vd0rr4+PDrFmzaNiwIUC970HtQPeuu+5yNBF/9tln+fbbb0WgK7jYmy/T4mvX+Tg/6aFgXJsLC0LTy2Qaz7JirvWRcqepmJv+SAXgq+QmpAb6OLYpJNg3XEnCRTRjrcuTX5bxy06j07rFz/nSKkbttO6txXq+XlfltC47yINKd41jeXCYhR1byus8zh3JWiYN8+bXPSb6rZSQa70IC88px81ocUrfOuMUOyOdW7HkBHpQ4aEhsKgSn3LnMiutZqxK5zIDzJs3l4bFRQAcVkZgtDoH8Z5UEqwtoMXrz1Khq2mG611uJKioEgCjWkFGeM09iMso5NV5G4ksKKfMTcM3PVuwLzrYKd9ydw15QR4AdD2WRc+jmXQ8vJ9sTzUPjrgfWWE/f4XNxnczUuhy7ITT/jYkThCKHg/HuvFDO5Md6MVXC7+lSX5NkLesWTxt0zMJK6v72tdmRMVhGlA7NHWnisZkAvD5Le0ZvH0PQRWV583rXPo+MZLtDewvHm86ns6P075BzcXPYetNBjpOf9e1bgg7635GuKaNvBVmjb3apRAEEeiehRiMSrhoNpuN119/ndLSUpo2bcqkSZNYsGABb7/9NmFhYeTm5jJ+/HhUKhWxsbF0796dDz74gG+//ZaJEyc6+qXOnDmT6vct8+fPB6B///588803TJkyhbvvvpvExESio6MB+Pjjjzly5Ah+fn68/vrrLFiwgM8++4w2bdpgMpn473//S3n5+R8OADIyMnj33Xex2Ww0aNCAyZMnM2/ePPr27QtAWVkZR44cQa/X88Ybb2AymQgMDOStt94iJSWFYcOGIUkSR44cYcqUKQD07t3bkffx48cdx/rzzz8B6N69O1pt3X2gPvvsM0eQe9999/H1118zfvx4SkpKXIKzC5Genk5VVRVvvvkmc+fOZdy4cWi1WoxGI//73/+wWu0PK02bNqVdu3a8/fbbzJs3j88++4zGjRsD9ntTfV3nzZsHQMeOHfnyyy+ZOnUqDz/8MI0aNSIpKaneaaodOHAAHx8f3n//fb755huGDx+OUqmktLSUCRMmAFzQPajtxx9/pFevXkydOpV+/foxY8YMunfvDkBERAQ//vgjb78tvgz+7ZYeq/ud7/bcC38X/Mtx2SnIBVAcLgHApFBwLMDbaZtNPvvxL8bqvUbXdXtc162qY51HpXNz0a2Hz95HsjrPxXvMTkEugMbkGgDleXq5rKtwV58+rutx/CurXNYBlOp0jt8VVteXA1VoWN4swSnIBSjz1GA7nVxjtiFVv9yUZV47HeQCeFeZ+M/S7QSWOgeGWlNN4J6QWwxAQHkZszu1cwS5ADaFgjmdbnIplwKZMAqd1rmbLbTNPOUU5AL03X+IY4H+dZ7/mcrx4Mx630rcsJx+xIssLvvHQS5A88ya76CknNx/FOQCGKn197Dn5NkTXst++vtql0AQAHvT5TN/BBHoCv/Atm3bOHHiBAAvvPACDRs2RKvVkpSUxJNPPgnAjh07OHbsGO+88w4ffvghPXr0IC4ujm7dujFs2DAAiouLKSy0f/lXNxNOSEggMTGRzp0788orrzB9+nQUCgUGg4Hly5cDMGzYMNq2bYtWqyUiIoKXXnoJd3d3ysvL+fXXX+t1Dj/99BMWiwW1Ws3HH39Mly5daNq0KePHj2f58uXMnz+fxMREVq9e7QhA3333XW6//XYSEhIYN24cAwYMAGD58uVUVVXRokULwsPDgZrgFmDdunVATSB8pvLycn777TcA+vTpw3PPPUdSUhL9+vVj6tSpKJXKep3T2bz77rv079+f+Ph4hg0b5qidzczMZMeOHQA88cQTfP755/Tp04emTZvSvn17nnjiCcDe9Lr6flffp9jYWFq0aMHNN9/Mk08+yfz583Fzc6t3mmoKhYLPPvuMW2+9lcTERJ544gnuv/9+wF4TnpGRcUH3oLZBgwYxYcIEbr75Znx8fAgLC8PDw8NRxqioKIKDnWturqaioiKMxpoARK/XO724MZlMjv8v1c58CXLmck5ODrUb74hjuC6Hu47rA0ALn8oLPobOXOySj/F0QKey2XAzW1y2B2lr1v3TaxXi4/rV7qU2uJxHoJdrcG1ROe/r5XH2h6UATxlZlmkWKCHZnPMyal0/rzqe/vyoTWW1B5sWpWuZfauqCCkrc1oXUlZGsxz7ucqAFdfjuGPEXEd+ZxNSXEFEgfPLUaUs0zTD+ZobtDXdWMp09lrvXB9fTHV8Nte1DkBLzYuECq2aUwFe6EyufVEVMiRk59ar/Gpc/54UWFGcbkPc9uSlmSZnW4OabiQNCl3/xi+Uona5da4199eFcD/HrzfaZ6I4xoUfQ7j2iEBXuGi1mw6PGjWKu+66y/HzyiuvOLYdOHCArKwsxo8fz1133UXnzp3p378/P/30kyNNdVPUF154AW9vbz788EOGDBnCRx99xLZt2xx9Q9PS0hxpp0yZ4nTMe++9l8rKSscxL+Qc4uLinPqCSpLkNBLy4cOHAXtT2tatWzvlUV07aDabHc2ze/XqBdQEuunp6aSnp+Pn58dNN7m+6Qc4efKko/n0bbfd5rStcePGLn1VL1R1899qPXv2dPx+7Jh96obi4mImTpzI4MGD6dKlC7fffjuzZs1ypKv+UnjqqacIDg4mJSWFO++8kwkTJrB+/Xqn5t/1SVOtOuCsrfY1OH78+AXfg2rVzbKvF/7+/k41/p6ennh51dR8aDQaAgICnPYJCws753JoaKhT/2pxDNflIU0l4s+oQGsTAuNu9rzgYzzY1p+O4c55dRkUimeAGgVw69FMp22tg+G+pJoH/X96rZ7u5+E0Tk6jYCX3d3O9Vk/390ZdKx4L8lbgGVqTRqWA/+vrRoS/66OCQoLn7/BGkiSGddYRb6pyBLuSTaZ/Ox0Ngmoy73X4EE9uXM9z69YSVlKCymIPcvxLDCDLFPu6UTtUtkqQ6e3FWyt/pV36SbwMBm5KT+fVX/9AlhUY0HCKEIq0buxsVPNZXaVTEE4+ffcdwsPgXGPtWWlGcfoglToVssJ+XsVeOvR1BFonQmpq3rVWK0W+NS/o1jUKw6RQsCumMf32uXajuf+vnbh+0tlrm/U6NduahDG7b0uGrj/I7tAIcj2d37Rke3sSUGUA7AH9uer7vanADYPTuhCKHQ94EWV6152Av6MjWNSmOfvDzj/q/+9NG3PgdLqwkjK6HDmG9Tw1RvI5NkuSFffTtduymwb+d995y3DNUSpg/FDH4o32mSiOceHHEK49YtRl4aLVFbDURa/XM3z4cCorK3n88cdp06YNVVVVLF++3BG8VLvtttvo0KED69evZ8OGDSxbtoxvv/2WhIQEPvroo3ofs6Kiol7pqj/0qpvuXoy6urn37t2br776in379lFcXOyozb3tttucBrc6G4Xi8r+DOvOcy8rKGD16NBkZGQwbNoxu3bphsVhYv349+/btc0rbunVrlixZwqZNm1i/fj3r1q3jhx9+IDo6mg8++IDGjRvXK8251PdeQ933QBAuhLtaYtuDSuYftPFXtkyfRgrubnJx/w9VConfhyhZeEgmtUSmZwMFt0SpqGzXkn2/F3BLpZXHkyxsqlDTwEfivngJnerSNTO78yYdjUOVrNpjIthHwR3JWjx1rudyS4KGZS/78ctOI15uEnfepENWSMw7KFNsgHuaSCQGSvSJ9eOnv43klVpRKkChkOjVQktCpP2zzN9TwZZnPfl2i5FDRTL3J2u4KcYNm03H/gwLbtvSCfUxYn7oHvy/z2TewvnozBa+6NSRea3aoDFbqfBQQ4AGd7MVL08FTZu5M6alH+k39eWJ2RsJ2L+F30Oj+b+Bfei68yRJGQVIEZ6sat+YTD8vct2MnKqC9f4BPJx7jCetmayNyeQVuQEH8mViPWzIRiOV3gpuDrZSUF7JYTN0bKgiqYk7R/Pa0OrjrUinP0p2NA0ltXEQXlUmbsnJxz+njJsrivHsGcHP5W5Ibu4YRyUSX1iCtDef57ZsZ2WjGHRBbtweYMTqH8xXvWIZcHIXQYezHNfcgJr/PdyFnXH2B+TA0krenPsne7xiaOOei5vKjMpqJUySKVN5U1mkpAQv3DASqiyi0kvD6oYNaZGZg5vZjEGlQtckAM9TVjzTCzkaEESxr4bILAPy6cYtGX5++GuseOTW1I7neXrwdfu2qCR73+H4nDyUpz9HHQNRKSWI8oG8Cm49nMq2CR+T4+1FQmYuZbIXmT4BaGQDAfpKNIFuaB9oiapJAJbtWSgb+6Mb2ZbKObsw7M/HvWMk6mZBmNekIbmpUXaP5K8JX6Ay22j1/jjUTSPtIxvf8jronYP2q85NAyG+9qmO+rWFVjFQpIe720OzBle7dIJwmmiqXBcR6AoXrXagsmDBAqdlo9GIUqlEpVLx8ccfU1paSteuXXnooYccaTIyMli6dClQE6iUlJTg6+tLnz596NOnDwaDgccee4x9+/Yxbdo0nn/+eVQqFRaLheeff56hQ2vepoI9wK1ullofTZo0YcOGDRw7doz09HRHP+Dq8lXXojZt2hSA0tJS9uzZQ4sWLRzp1q5dC4BarXbUmsbFxdGoUSOOHz/O+vXrHTW7Z2u2DBATE4NSqcRqtfL7779zyy23OLYZDIY6B/y6EH/++SeDBg1yLP/xxx+O3xs1asSKFSs4deoUTZo0cTRXBvu9/Prrr53yKikpwcfHh27dujkC4ldeeYU1a9bw4YcfMn369HqlqWYymdiyZQvt27c/a/mKiuyDz9TnHhQX//NmdcK/j4dGYnRLJaNb/vO8dCqJYc2cHzzcfdS0G1RTA9Dnnx/mrJKi1CRFnb85aGyoinG3Oz8KjGvjXG4fdwUPd3Udtbk2b3cFj/Y4s0uCRPNoNUTHwiD7qPn3PtQCufJWZL2J/wZ78ppNpqDcRqCXAqXC9UGt/ZhGMKYRAE2Bx4G80nB83BVo1RJ1z3CaCCQSDqxyWn+O0XHbxFM5NpyiP7KpauBDt54hPG20YTba8PANckr6ieM3DeAFRDEUmFg70SO9Tv/SAdOWdIyr01B1bkBA0wDWfLiR33YcIq9JGD3vVhH9v1tQxAWiCXa+fsGAvtBIxpIM/HxVBPWPRKFVElhlY206lJigT4x9KicAY3Ylzfy0VOwu4OQrHmSUmvB5NIm2Y5oiG8xsfXE9mX+cYntYGGl3J/Px/T6EekgYf/XGcigMyUONJINmQFMkpQJFiKdj3l/zzix0n/9FxMEitH1bE/lsR1RNArGVG8FkRRFQ97X1eqFT7Z64aDraA0Oz2czenvbvy1bVNfKtG0HZPPh1B3y7Hub+yVWnkGDjBHvZBEG47ohAV7ho7dq1Izo6mvT0dJ5//nkef/xxYmNjyc7OZubMmaSmpjJo0CA0Gntfpm3btrF69WoiIyPZsWOH0yi3S5YsYeTIkQwbNozQ0FAGDhxIXFwcpaWljj4SJSUleHh4cPvtt7N06VI+++wzbDYbycnJVFZW8sMPP7BixQpatGjBF198Ua+a04EDBzJ37lxMJhNPP/00Tz/9NCEhISxZsoRFixYRGRnJm2++yW233cann35KaWkpL7/8Mk8//TTR0dGsXr3aEaz369fPqe9p7969mTZtGsuWLWPPnj2EhobSsuXZn6A9PT0dTbqXL1+Oh4cHffv2paKighkzZlBSUgLY+9RaLJZ6nV9tEydOpKqqiuTkZHbu3Mlnn30GQHR0NG3atCE93d6P69ixYyxZsoTExEQOHDjAF1984XSf2rZty3PPPYfBYOCee+4hKSkJk8nk6KtSWlqKLMvnTXOmV199laeeeoqmTZuyfv16x8BkycnJREZG4uvrW+97cL5At7rGPDs7m8WLF1NSUsKDDz6IrtYgN4IgXB6Suwbp9MjOSoVEiM+FjT8QfIHp68u9sTfujWsNFOamROP2z4+laR+Npn3NS1SfSX0YXM99PQO0xI+MdVoX4Kbg7qauabVh9mDT++YQmv/R32mbpFPT/pMeANx9xn66/k2hfx0Z1qJuHY565kC8z1iv8Kp7YMWLJknQt639Z1w/eO8H2HQIKoxXtqY32BsG3gwvD4KG52/aLQjCtUkEusJFU6lUTJgwgbFjx5KRkcGrr77qtD0wMJBBgwZhNBqZN28eFRUVvPzyy47tgwcPZtWqVZSUlHD8+HH0ej0ajYbt27ezfft2l+NVj4T83HPPcfjwYY4cOcKkSZNcyjR06NB6B4Hh4eG8+uqrvPXWW6SnpzvNewsQEBBAUlISarWa8ePH8+KLL5KXl+dyro0bN3YM7lStOtCtHuipV69eTv1D6vLEE0+wZcsWcnNz+e677/juu+8AexPrtm3bsn37dnbu3EleXp5jwKv6at++PZMnT3ZaJ0kSTz31FCqVii5duvDZZ5+h1+udRiHu0qULBQUFHDx4kOPHj2Mw2B82Dh8+zDvvvONynNtvv71eaWrTaDQkJiby1ltvuayvHtjM09Pzgu/B2cTExAD2muT33nsPgObNm3PzzTfXa39BEAThMmsXBz+8VLOsvgcs9e/SctHC/WHXRxDkc/60giBc00SgK/wj8fHxzJs3j1mzZrFp0yaKi4sJCgqiU6dOjBgxwjGa7eTJk5k2bRrHjh0jODiYwYMHc9999xEcHMyXX35JcHAwgYGBpKSksGjRIn777TfS0tJQq9XExsby4IMP0q1bN8Ae8Hz55ZekpKSwcuVKsrKy8PLyokWLFgwfPtxp6prs7GwsFtcRKbVaraNs/fv3p0GDBsyZM4ddu3ZhNBqJiIigT58+PPjgg6jV9uZ/nTt35uuvv2b27Nls27aNiooKwsLC6NmzJw8//LBLk+nIyEiSkpLYv38/cO5my9X8/Pz46quv+Pzzz9mwYQOVlZU0adKEkSNHEhUVxbhx49Dr9ajVaiwWy1lH/PP29sbHx/lL+uWXX6Zp06b8/PPPFBcXExsby6OPPkrnzp0B+7zHU6dO5eOPP+bQoUN4eXkxYMAARo0axYoVK/jwww8JCQnBzc2N6dOns3TpUpYvX87Ro0cBe83w4MGDHfPX1idNbRMnTuTTTz9l9erV6PV6kpKSGDduHImJiY40F3oPzmbIkCEcOHCAjRs34uHhQVJSEv7+9ZvKQxAEQbgKkqJh94nLe4zIADj4CXieu6m+IFxrxEgldZNkMYqLcAMbMGBAncFgmzZtnJpOX4+ysrLqDBgBRo8ezaOPPsrSpUsZP348ACtWrCAwMPBKFvG8pk+fzsyZM9FoNGzatOlqF0cQBEG4AsxmM3PmzAFgxIgRjhfK57R4EwyeeP50F+uNIfDm0POnE4RrUK70X5d1IfL/rkJJri2iRlcQBEEQBEG4tt3TEVa/CZ/9Akey4FQBlF+CfrsqCQpTwPscg5UJgnBdEoGucEOrHqToRhQeHs62bduudjEEQRAE4cq4tYX9B6BYD+EjwWD+Z3laZMguFoGucF2TxfRCdbr8k3UKgiAIgiAIwqXk5wnLXoPYUPuyjzu0bACaixgpOy330pZNEIRrguijKwiCIAiCIFwxF9VH91wsVlCdDnCbjIWjdQ/UWCcvN8icZf9XEK5TOdIbLutC5fFXoSTXFlGjKwiCIAiCIFy/VLVqcUfdWv/9lBIsel4EucJ1T0Zy+RFEoCsIgiAIgiDcKJ4eAL1bOq97rBfozqg11qlhxX+hd+srVzZBEK4oMRiVIAiCIAiCcGPQqGHFG3A4E0oq4KbGoFDA64MhZR0UlEFyY7jzJnDTXu3SCoJwGYlAVxAEQRAEQbixNI1wXo4IgJcHXZ2yCIJwVYhAVxAEQRAEQRAE4bol+uTWRfTRFQRBEARBEARBEG4oItAVBEEQBEEQBEEQbiii6bIgCIIgCIJw/dmfDq/Ow7bjBGWqYKRGAXg/djPS4A5U7sjDuDUDj76N0TTwvtolFYTLSkwnVDcR6AqCIAiCIAjXlwoDdP8vhnwLx2iBEQ+CTpzC7Y9PUPMhWhS4Y8OElrJn7sV70sCrXWJBEK4w0XRZEARBEARBuL6s2An5ZUjYSGILiYr1RHEEDUYkQIkNAA1GPCenIIeMgBe/Bqv16pZbEIQrRgS6giAIgiAIwnXDlFVB0c8nsSFRjh+b/LtQ5OF31vQKZKS8UvjwJxg97QqWVBCuDLmOH0EEuoIgCIIgCMJ1wvjrQczRT+LxzRJAIpBsOhatx9dQes79KvDEgDt8vQZkEQYIwr+B6KMrCIIgCIIgXFMyxn2H/5xlyEaJwkYt0Xkp0RXloD6RQZEcjgof3CnHm0IkwN1sOGtehYRykmYA+NpyafDpSpRP9rlCZyIIwtUiAl1BEARBEAThmnFo/O/Ef7aAMvw5RivkI/YGiBoCsRGEBZ0jrR85NGQfAAeDYokuzkZnqcKCGjVmMmlMPg0c6UsIwf2pFehOWfB9uDn4eUBk4JU9QUEQrggR6AqCIAiCIAjXDPN3WwDIIha5Vi87E26c2fuwmFBCOIE7ekyV/hy2xOBFEToqsKKihGDX/NERNPErMidGo1f446EoJ+zZlijfuw8kMU2LcP0R0wvVTQS6giAIgiAIwjVD72Gf99ZUq+a2husDvQkdbuhpUrEfG0pkFFThiScl6Kggizin9O6Uk0ZzyggCG1TY/CmamEXziOVIT/a/HKckCMJVIAajEq6YjIwMHnvsMTp16kS/fv14//33HduWL1/OHXfcQadOnbj//vtZu3btFS/fgAEDSE5OZsKECVf82MLFGzNmDMnJyYwbN+5qF0UQBEGoB8XUX7nnpc30ejKN9FZfUbTgKPLpAaIq9xaQ7pPA2z2eZVHvTuyOb3B6oiA7JSbnvLDgRTES4EYlBURwhJs4RQIH6QCAhgpHeh/ycKfEHuTWYrG5U/j8CmwbD0NW0WU5b0EQrixRoytcEbIs88ILL3D06FEAcnNzOXjwIAAHDhzgzTffdHzJHTlyhIKCgstSjm3btvHYY48BMGfOHJo3b35ZjiMIgiAIQg1DpRVZBt1367A9M48Mbrb3tT1gpvS+VeS8uZUA32JOpFWyuXNNreruRA8Uso1Wh48TIJ2iylPCUh5IFV5oqSCKwyixz41biSeFRDodN5tGJLEeI16oMOFGBVV41FlGq1nJns6/4E4ZAap8PGc/iPbh9pfvogjCJSOaLtdFBLrCFbF9+3ZHkDt69Gi6du2KXq8H4LvvvkOWZby8vPjwww8xmUw0btz4ipdxxowZWCwWPD09r/ixBUG4cowWGZMNvDRX58Gg+vg2m8y2HKi0wm3REm5qCb1JZleeTEY53BIF4Z71b3hVbJDx0YLiLH0McypkNmbKJPhLhHuCpwYUEpQYwN9NQpZlig2gkGTWnoJwT4k4P86Z54UyW2UqLeCjPX9+Nlmm1Ah+Oqle6+vDYJGx2MDzPPfeYrZhscjo3JSOdRUmGYUEbmqJMqOMTgUapT2fcpOMRgFalWu+dR3TZLQhy6DVKercbjHbOLKnApVGIqaJGzYr6NyVmIz2uk2NtubvwmiwIUn2dZV6Kzp3BQqF5JK2+pxyTxnJzTLRLNkLd8+a86smW2xY9WZUvlpsJiuywYpVq+Lo3go0ShkfXwWZH+xBuS4da5URb+NJrBYlulB/fO9syK7EJPYfsiAXGyA1m8jSbApaNeVQjoree3/nptT9HKcTtjMeQQ2HSwhiHavbDnQp0574aIx+Jo4Hdeb1lZPx5Bg2FCic6nrBiLvr+aDEjA4vik8vgxsVuFNGJd6OdBqqCCYDBTaKCEG22Kh4ZAbrP/ib6PJs4nRl2B7ugfLFOzAcL+fki5vRb8jAEOpD2LPxNPKtxNi2CYpwP9Qa0WBSEK4FItAVroi0tDTH78OHD0er1TqWjx8/DkCHDh1ITk6+4mWrFhYWdtWOLQg3msxymTc22diWI9MuTOJ/nRSEetQdXKw7JfP+XzbyK2WGNFXwbLKEUiFRbJB5c5ONdadkmgVKjO+kINb3nwVcI1dY+Ho/WGWI8YZWwZBWCrdGS7zRUYF3rQCs1CgzfpONNafsweHAxhIpB2SyKmQGNlbgq5GZd0jGUy3xbLJE30YKVqbZ+GibTKlR5oFEBeNaS0i1gsTHfrMya6+M9YxpPFUSuKugzOy83kttIzkUnr9JQd9G9odnk1VmwhYbS4/L6JRQZoTUEjBYIdIT2ofbl2N97OfUPEjiq71WRq6UncICiZphfTzUYLDgUi6wl6t1MOjN0CNa4qV2Ep/tlFl+XKaBt8T/dVDQJsQeKH++SyblgA0vjcRzyRJ9GtY88E/aZuOtzTZKjPY81QoI8YCn2ih4vHVNuoJKmeErrPx2Asw28NNCsDs09ZdoV1nOgTVFmM0yWVE+6ON88dZC/0YS23LgaIlMrwYS/+2gwKNW4PjdISvPrpXJKZdpk1VEcoWekAAl2yMDyPN14+FEexmOlcg8MreSA0UyEaVVtLVV8vhT4Uzar2Df2mIaFZVzKsCTyEI9HlYbHn4qDGUWKm0SByL8GNjbm2gvia/323BTykSmlWA5VIZBqaAwwJ2eUgWVeSYqy62Ua1RkBnhw1NuT4/6eDGwM7cMklu0yEvl3DtsDfYksqyQxPx2VTUYToGGNlw8nvd2J95KZdb8bb31ZxL5C8K80kVhSjtJkQ6MFlVpBZYUNZFCqJGw22T517Bn3N7qxloQ2XuzfpsfHX42PZOD3vw3oLDKhlZU0338Sd72Blbe0wqhVA9Bu5xHi07KxAOXuOv5M6ERWiD8qi5VbP96Hd8UxErw0rElugVKlYcymJVRs8qJUEYjCBlnEuQS51X+RMhK6OqYJsipVHAiPt6ey2U/izCAXwJMSJGzIKPAlhyq8MOLBMVoTyRF8yKeYMAy4E8RJ9PhTgQ9ulBPOcSRkgsgkiEz0eHM0III2x3dgVGtZGZ7Irf9dgPx/C0lVJNPYugstVVAE+aPCMVCChiqKNQGo/dV4DWmDNH4o+HpgTCsj+42/qNqShaelkDCvbFR3J8PLd4FGXce1EAThUpBkWcyaLfwzOTk5zJ49m02bNlFUVIS/vz/dunVj5MiR+Pv7k5eXxzfffMOCBQtQq9V89913APj7+1NUVMRjjz1Gbm4uvXv35rHHHkOlUjmCzpKSEr766ivWrFlDXl4e3t7edOjQgdGjRxMREVFnOTZu3EhJSQmBgYF06dKFESNGEBgYyPTp05k5c6ZL+X/++WfCw8MZMGAA2dnZDBo0iCeeeILevXtjNpt5/vnnGTp0qCN9aWkpvXr1wmq1MnfuXOLj7V++y5cv5/vvvyc1NRWApk2bct9999GjRw/HvtVlaNeuHRMmTGD69OmsX7+eoqIiGjRowGuvvUazZs0c6S0WC4sXL2bp0qWcOHECtVpN8+bNGT58OG3btnWkk2WZ77//nsWLF3Pq1Cnc3NxITk5m9OjRxMbG1jtNfVS/jJg1axZZWVnMnz+ftLQ0fH19GTFiBPfccw/79u3j888/Z9++fWi1WoYOHcrIkSOdruG8efP4448/yMrKwtfXl7i4OEaNGuXUnNxsNpOSksLy5cvJycnBy8uLjh07MmbMGEJDQwF7H90dO3bQoUMHPv30UwDKy8sZMWIEJ06coHv37nzwwQcAl+T8hfOzyTLNv7JyoLBmXcsg2Pmw0inoA9hfINMmxYrJWrPutfYSb3dWcut3Vv5Ir/mKivSCoyOV6OqoNauPabusPL767F95/RpJLBtUU8N1+2IrK07U7ytSIcEXPRX8Z5XNKVh8/xYFL7azB3Ff7bMxYoXrw3l98/9zqJJOERL/WWXli931K5efDvYOUxA7y4bRev709RHhCZn6mmUvDRx+RMm3h2SeW1tzfgoJNtynpEO4xJ+nZLouPHsBpnRX8FRb+3Vql2Lh71zXNFElFQw6mOG0bnWjEPaH+LqkHdxE4rs77Pdy2TEbA360l6vTyXySa/W/tEgS81s0oNhdy4ddJSZutpJrqgm6I0sraF5YRoa7jh5peayPDqTjqQKUdVx+GViSEEm6r71ZbJvMIrqk5zu224CdYX60zS7GCtSuS90e5seGGPvowD2OZbMpOogwvYE7DmU6HeNQoBcr48IB0NpsGBW1y1rJoAOn/lEDRquE07kpbDYCC8vIC/IFWab9ziNE5hThbjBhVUgs6dWOCveaAaNC8kvovX63/XpIMgv6d6bT3wdokFOAjGvtcW3eFNCYXeR6BjKp+2MY1adfiMsynpUGNGYzccez6XTiL6I5ctZ8igihAm/KCcBA7RZaNtzQU1WrFjeENCI4dta89Bp3PE2VjuXj/lE0KjqFCQ2aM/oKZxJDBCecM+jZEtvS1znQZB6m9Jr/NJ4U04Tt8HgfmDrm7BdFEOrplPSOy7oo+bWrUJJri6jRFf6RQ4cOMXbsWEpLSx3rcnNzWbhwIWvXrmXGjBmMHz+eHTt2APbA5a677gLgjTfeYPz48Y79Vq5cycqVKwkLC2Pp0qXk5OQwevRosrOzHWkKCwtZtmwZa9euZerUqSQlJZ21HFlZWY5yzJo164LOy9vbm/bt27N+/Xr+/PNPp0B3w4YNWK1WoqOjHUHu+PHjWbp0qVMeO3fuZOfOnYwYMYKxY8c6bSsrK2PYsGFkZtY8xBw9epRXXnmFn3/+GUmSsFgsPP3002zZssWRxmg0snnzZrZs2cIrr7zCoEGDAPjyyy+ZNm2aU7rVq1ezYcMG5s6dS0xMTL3SXIiUlBTWrVvnWM7NzeW9997DZDLx6aefYjbbq6YqKyuZNm0aLVu2JDk5mZKSEoYOHerUDzsvL4+8vDw2bdrERx99xC233ALA+++/z5IlS5zK/PPPP7N+/XoWLVqEr6+vS7ksFgsvv/wyJ06coEmTJvzvf/9DkiRmz559Sc9fOLvNWTgFuQC782FbDtx0RsOJlAM2pyAXYPZemZHNZKcgFyCjHFaekLmz8cU9ys/Zd+7gcPlxmZwKmVAPicxyud5BLoBNttdYnlkjOnuvzRHoztxzcUFudf5z9tloH6bgq/31L1exAWbtvXRBLjgHuQDlJvjusMzsvc7nV13mDuFKfk0797nP2mvjqbYKDhTIdQa5YA/kzpSUV1pnoPv9UZkSg4yvTuLLWvc9Ma/UKZ1KlokvKGNzdBCf7ZSdglyADB8POp3MJ0lvBMDLZKkzyAV7DXliXqkj0E0641gKwMNkAXAJ+VrmlPB3ZABGlZIqlQqDWkWD4grO1KCkZl3tINdeVncyvd2ILKuqu4D1cOa52RQKinztwWJEThEV7jpMahXuBhPZwX5OQS5AbpAvZR46vCsMSLJEq8PHUNo4b5DrSRENTs+FG6Iv4P9WfsSWBm1J94whKr2EhoWnMKOhCh8KiCaYU+io+zx9KMCDEqe5c+0UTkEuQB7RhHLC0cfXpVwm57+5yNIcANRnBLkA/uS5ZrBqN+Xf7ncKcgH0+GHADd2cP+DTUaAQTZ0F4XIQ/7OEi2az2Xj99dcpLS2ladOmTJo0iQULFvD2228TFhZGbm6uUyB7od566y2ys7OJiIjgnXfeYcGCBUycOJG4uDj0ej2vvfYaFosFq9XKq6++SmlpKR4eHrz66qt8++23PPXUUyhOf3ls27aNoUOH8tZbbznyf++99/jxxx8JDnadYw+gd+/eAOzYscPRnxjgzz//dNq+YsUKli5dilKpZPTo0cydO5c5c+Y4Avo5c+awbds2p7wPHTpEUVERL774InPnzqV9e/tgF9nZ2Rw+fBiAb775hi1btqDT6Xj22WeZP38+06dPp3v37siyzAcffMDJkycBmD9/PgD9+/fnm2++YcqUKdx9990kJiYSHR1d7zQXYt26dfTu3ZuUlBSGDRvmWD9p0iRat27NV199xfPPP+9YXz2Stq+vL+Hh4dxxxx1MnjyZBQsW8L///Q9PT09kWXbUuuv1en7++WcAHnroIebOncvEiRPp1asX7dq1qzPIBZg4cSJbt24lICCASZMm4ebmdlnO/3IpKirCaDQ6lvV6PeXl5Y5lk8lEYaFzFFn7ZVBdyzk5OdRuvHO5j3G27mlmY81DevUx1HWk1ShArbQ3ZDxT7fQXeh5BbucOkBUSFObnIcsyaoV9+ULUeS7KmmsV7P7Pml1rFPYpPus6zrmEu9d9LS8ljRIUch3BgtX+wqvReZqca07HQcWF+WdPY3UNlm1n6TuslEB5+jpZTVXnTF+9rs7rKsvoNSpHGlUdZajNWuuPxlZH0VS2uu+DSpbRWuzXr1Sndvq3tjKt5pzHr1Rf+voLjyr7/7GAknKKfD052NjemkpxlnOpvd6rooLgwtI6UlWnsRFAJnHsQI3FsdXTVMVtRzfwyM659Cxcdnq6IB/H9hxiXHKsvjNKrKgxo6iV39nIKLFeQJ2P2mpGr6pryiPqzEeWJCRt3UG+hIysVjrm7b0ePtvFMc59DOHaI2p0hYu2bds2Tpw4AcALL7xAQEAAAElJSTz55JO88sor7Nixg4ULF7J69WpmzpyJRqNh06ZNjjwGDBjg1GT41VdfBexTEW3duhWAsWPHkpCQAEBsbCwvvfQSo0ePJiMjgy1btqBSqUhPTwfg5Zdf5vbbbwcgLi6Onj17Opq4AgQF1UwnEBISQlRU1FnPr2vXruh0OgwGAxs3bnQ0Za6uYa0OdBcvXgxAjx496Nu3r2P/hx9+mOPHj7N7924WLVrk0v/4v//9Lz179gRg5MiRjnxzcnKIj4/n+++/B2DQoEF06dIFADc3N8aNG8eRI0fIzMxkyZIlPPXUU6hU9v/KCQkJJCYmAtC5c2dkWXY0Fa1PmguRlJTEW2+9hUKhIC4ujgULFmA0GgkJCWHSpEnodDqaNWvGggULyMjIICcnx7HvzJkzUSprvvwbN27M0aNHSUlJ4dgxezOy2tvbtGlDfHw88fHxdOvWjbP1uFiwYAGLFy9Go9Hw4YcfOt37S33+l4u/v7/T8pmDo2k0Gsf/tWpn9i8/c7n2dbgSx7gpTKJDuL1mt1rXSOgYU3Oc6mM80kzm4x1WymtVkDzZRkGkl8SgOAXfH6251wn+0Cum5l5d6HlM7i6x8oRr/9hq9ydIJMWEABDsAfc2lfj2UE1ihWSvpayLVglvdFTw4C82DLWer59so3Bcq4+6SfyUKl9UyKlVwqMtFSgkiSdaS7y7tX65RHrB0EQlq09Z+e7wRRy4Dk394HBxzXKIu/1a6ZRqHllZEwjqVPBEsr356QMJEtN3w/az1NY+1cYeZXZqGszt+6z8muZ6foeDvGmeV+JU67grzK/O/EY0kxyDjT3fwYNlJ63YgF1hvnROr2lNYlQqOBBsD6BebS/xwVaZQ7XOrVGRntxYfywVFsIOZuNXZcKkkNDU8YdgleBUtK9T2W47XnPCFknCx2D/Q5dxHiM1z0OL3k0DMhzz98TdZGF/sA9JeaUEVJkc+2+KDnTso5FkTHJNLhqL1anG92KYFRLqWuemMlvosOMwW1vFkR/gQ0h+CbuSGtL8UDqhecX4luop8an5fxeVVYBnVXXwIFOl0KG2lrucsR85hHH8dFDqWjtamw0F5dj/r3tTQABZyEjo8UKLEZBPB7Y1FNgI5xgZNHWskzAjo3Iqh5YKNNQEO9WllIFSAvChyOklkUVSMLXrSB7c8gMRFdm19pMoIQAPypzuqzS4A15DEtBN2IthX02TeR/y0GKAcfc4At3r4bNdHOPcxxCuPSLQFS7akSM1fWRGjRp11nQHDhy44LyrazUBR/Bbl/379ztq7MAenNZ25gfbhXBzc+OWW27ht99+Y/369fTu3Zvt27dTUVFB06ZNHU1dq6/DqlWrWLVqVZ15nXkN1Go1t912m2O5dgBuNBopKSkhN9f+gDR//nxHbeSZ9u/fD9hfNEyYMIEPP/yQ77//nptvvpmuXbs6Bdf1SXMhunbt6qgxV6lU+Pr6kpubS8eOHdHpat54BwUFkZGR4fTm9OjRo3z11Vfs37+fkpISAgIC0GjsNRUmk/2hx83Njeeee45PP/2UZ555hoSEBNq3b0/37t0dgWptR48e5a+//gKgSZMmtGjRwmn7pT5/4dx+vVvJ5G02/s6Bm8Mknkmu+2VCQ1+JzfcrmbLdRn4VDGkqcX+C/e9qbj8F7XbIrDsl0zwInktWoLrQatZamvgr2DMMnvrDRk4F3NEYjFaJQ0X2QZbGtXbO+6vbFbQNkU8PRgWD4iS+OSCTqYe7Gkv46WRSDoCn2h7Qtg2VaOQj8ckOG6UmeDBBYlCTmsfvRr4K9g6T6f+jTHo5qCVo6AuBbtDIBzLLYVMWVNWqGA1yg54N4NlkJS2D7eV7p7OCRj4yPx+TcVfZ+0TnVUKUl8SDSXCkCFaegMa+9mvmpZH4tr+SrpE25h+UOVUOp8rtD/NqBbQPhUhv+DXNPrBVQx/oEglLUqHUCKHu9uUKi0T3KImxreHr/bDsmEyMDzzbVoG/m8SI5hJ+Okg5IOOlsV+TFkH2MrurJTbdr2TJUZlVJ2X2F8jkVkK0NzzdVsGdjWuu0+I7FEzZLvNTqg0vDTQPgmMlEpGe7gzp34Atq4op0sv4tfahrc6TZAkGNYZN2XC0GHrHSPynVc297BIpsW6okk92WDkRGoA1Tk18sR7ZTcn2UD96emgYliRxR2MF/RvJTNhsZfk+C+5VJnp0cOPlW7VIEny1XIn37lJ0Wg3FVTIqm8wphZrSAjNqjYImXfzYdpcHf5yS+XqfjHuiH+26qji0qZQSvY0wL4lW3grMRjXlJRZKSq1UlFspCnBH7hJC+gAFm7Ng/iE1aoWMrcrK315R6DIr8bRZuflmT/pU2NhbYaZzYzVDk5T85zcr2/PA12qhb34B7tjwCVYTFKqhKN+MvsxMVaWMUgm+/mrcm3qy8qiN6AI9WqsVdZCW/j19SDtchYevirX+vmzcVUWT/DLi/WQScwvJjgnGqlJi9NIQevAEYblF7GsaTftdR+m1fjcH4qIo9vEgqKCUhGPVfahl3FUlxJ0Ce+hYHT7KeFNINIfO2ly4Nhmowg0VJjwoJZY9TtuOkIwP+YRy0mXfYE4RxCmM6MiiMSW4Pg80YrfTsgTkEEU+DTCjQ6spIlCTjm9VKSf9Ivn65iFUaD3J9/HDp0KPCismtGQTi0GjIcu7CVHeOQRFyaj6t4Jx/ZCUCpqsuZPcj3ZRtTkLT2Mewf4aGPQ4PHLrea+BINSHGHCpbiLQFS6azVa//mYVFRf+hrm+Y6RVVFTg7l4znUB9y1RfvXv35rfffmPTpk1YLBZHn9Q+ffpc0DHPvAaS5DwSq+KM/jkXcv4At912Gx06dGD9+vVs2LCBZcuW8e2335KQkMBHH31EcHBwvdJciDPLXL18Zu3omcv79u3j0UcfRa1W89RTTxEfH09paSkLFy50jMBd7d5776V3796sXbuWDRs28O233zJnzhzat2/Pe++95/QGtqCgAHd3d2w2G/v27ePHH390NB+v7zUSLh0frcSbnc7dL69aUqDEzN6uaXUqiRfbSbzY7tKVKzFQwaoh9Wv7q1FKPHeTxHM31azr4DwGHgPjnJdbh0jMuf3s550UpCStHmPP7M6TcVNBE3/XwF6SJEa1kBjVoo4dgd4xMK6N8zqFJPF4ayWPtz7/savNOce2R1vaf840ME7hck2qaZQSQ+IlhsSf+7juaolX20u82r6u++RJl5vqngJu8Dny7Rwp0Tmy+pHH//SPqyB3icm3qph8qwpwbqL6wmAfGOxT5361DYiVGOAY384X+vued59q9zS1/9hVl7fuprIAWx+uvkZq4OwtlGr7j1lmTz408bNPK1Xb/QD3ugPVNVmNzti7DTcvPMrJP3JRd2yJ98kSvKw2ihtq8RnUgcSbvTHtL0Ib54uqvAzDaz9Q+ncZ1ibhZPdMpmrKDjQnDJjRoDzdx9aGhALZpZbbvk2JBxWEcwxPip22SUAERyiuI4CtnUaHgYbsw8YBKvAhnQRMp6ch0lLHCM9oMaMDZCq8NWT5JhJ4dwt2BcbR0CLT/lY/mq1qBd+UYnV3g2fvpumDN5+1DACqQDci3u1wzjSCIFx6ItAVLlrtuW4XLFjgtGw0GlEqlY7motOnT7/ovCdNmuQYnAhw9MutnqKouokzwJo1axgwYIBjOSsri5CQEKdmsBeiY8eOeHt7U1ZWxq5du1i/fj2SJDmaHFeXdd++fXTv3p0PP/zQaf+Kigo8POqemP5c/Pz8CAgIoLCwkAceeIBnnnnmnPmWlJTg6+tLnz596NOnDwaDgccee4x9+/Yxbdo03njjjXqluRJSUlIwGo0MGjTIKRDdsWMH69evB3A0J64u88CBAxk4cCClpaU8+OCDbNmyhfnz5zNmTE3EoNVqmTx5MgcOHODjjz9mypQpdOzYkZCQkHpfI0G4VlTX3grCpeaulmgffvH7+90bh9+9Z3mbAajbnw48A3To5j3mCNPDgYqOfqT2W86B/I64U4YNFUZ0uKv06Po3RbHkL0JJQ4UFG6A4XesbQFZdh0KLgSLCCDrH4FRgD3iV2PCmmCQ2kaWKxM9S6jJFkRUlRYTgQy5aqnA3W/F/rhc81gOnd0Q33QOv3oMS14HFBEG4dohAV7ho7dq1Izo6mvT0dJ5//nkef/xxYmNjyc7OZubMmaSmpjJo0CCee+65C847JiaG5ORktm3bxltvvcXYsWNp1qwZxcXFpKSk8Ndff9G1a1fef/99kpOTadiwIWlpaUycOBGTyUSLFi3Yvn07n376KTqdjjFjxnDvvfc6BbyLFy/m2LFjhIeH065d3VVGarWaHj16sGTJEmbNmkVOTg6tW7d2ahJdPZ3OmjVreP/99+nXrx9qtZr169cza9YsAgMDmTp1Kg0anDkC5Lndc889TJ8+nQULFuDu7k7Xrl2xWq389ttvzJ8/n4YNGzJz5ky0Wi3Dhg0jNDSUgQMHEhcXR2lpqWMQhZKSEgwGw3nTXCnVNb9//PGH40XCxo0bmTt3riPNkiVLuOWWWxg8eDCtW7emX79+xMTEkJWV5RgsovYI22Dvx9u2bVtatWrFihUrOHz4MO+++y5Tpky5ps5fEATh38rjphCapz9M6Z8ZrFz6Kx4noG2XdgQNS0Ad4o7x2K1UpZVR1OcLAq3peGJvtWTEDQVWlyl9rEgosJJKGzRUEUYaXmfU/J5JAkIsORQRhjv27xMZqMSLDJrS4N02eI9sA/6ecJEvyQXhSpP/0cRiNy4R6AoXTaVSMWHCBMaOHUtGRoZLX9rAwEDH9DcX480333RML/T22287bfPw8HBM+aNUKnnnnXf4z3/+Q2lpKe+++65TWk9PTzp27AhAVFQUSqUSq9XK8uXLWb58ObfffvtZA12wN19esmSJY+Tk6kGoqvXv35/t27ezdOlSFi1axKJFi5y2d+/e/YKDXIARI0awe/dutmzZwsyZM53mAJYkiTvvvBMfHx8KCgrQaDRs376d7du3u+TTt29f9Hr9edNcKbfffjurVq0iNzeXcePGOdaPHj2aWbNmIcsyx48fp1WrVmg0GtatW+c0jRHY7/mZ96H2ttdff53hw4ezYcMGfvnlF9q1a3fNnL8gCMK/mUKnwrN7BGUnlJQ1h6ARLVCr7SNMa2N90Mb6UBxhwZKuhdOBrpYq0mhGDPucBp0qIvx0M2Mw4UYqPiSw5Zy1uwAKLFTizX7ao6WSKjww40HEBx3wfuEC2vcLgnBNE9MLCf9IfHw88+bNY+DAgQQHB6NWqwkPD2fw4MF88803NGzY8KLzDg0NJSUlhQceeICIiAjUajXBwcH07duXr7/+mtata76MmjRpwvz58xk0aJCjHKGhodxzzz2kpKQ4RlcODAzklVdeISgoCHd3dxITE53yqUvbtm0JDLSPdKlUKp0GkapWPSdw8+bNcXNzw9PTk1atWjFhwoSLqtEG+4uEKVOm8Nxzz9GkSRO0Wi0+Pj60b9+eTz/9lAceeMBxTikpKTz11FMkJCSg0+nw8vKiVatWTJw4kZ49e9YrDdjnsz116pTLz6UcQv+WW27hrbfeIjY2Fq1WS+PGjfnf//7Ho48+yt13342bmxsBAQE0bNiQRYsWMWrUKBo1aoRWq8XX15f27dvzxRdfuAw2VVtCQoLjRchHH32EJEn1On9BEATh6vurZz9UqkrHADsSEMJJjtMSy+k6GhnIPWOaIRklxYScN38F4Ks9ybFELwLVp4js60PS8QcIEUGuINxQJLm+o94IgnDDGzNmDDt27HBZHxYWxtKlS69CiQRBEIQbjdlsZs4c+3BnI0aMcNToVjuyV8+Xrx2m9/4/6HZ8s6NRphEtGkyOKX92cwtWnOcWjuQwwZw6+7FRoYgPR7n0JQjwAo0KPM4+4JcgXA9OSO+6rIuRX7kKJbm2iKbLgiAIgiAIwjWjSXNPxrzWiLWTrKSGtKZH2T4aNDRRckqN7+6/Ts+fCyGkk0XN4JUqjPiTU+cIztWsqFH3bg6NxRyognCjE4GuIAgOM2bMuNpFEARBEAQa3exHo4XV42fYuwwFFBs4frMPMUdXosFMCCewoMaIDh1VBHEKFeZz5qujChqdfUoiQRBuHCLQFQRBEARBEK55Kj8djfcOo/SnW9AfyUL72yby1nvSmjWO5szn1SgEhne/vAUVBOGaIAJdQRAEQRAE4bqg0CrxG9IYaAzBBhqu/4Fy/PCmyJFGBgx4oKUSCRmpSwJUmmBAMrx0F+g0Z81fEK5PYnqhuohAVxAEQRAEQbj+DO+O3687YMlfgD3AlVFQij8qrOgUVfDVk/BQ16tbTkEQrgoR6AqCIAiCIAjXH40afnwZ9qfD0m1IlQakW5Lwa9EADmVCyxjw8bjapRQE4SoRga4gCIIgCIJw/UqKtv/UFux7VYoiCFeDmCu2boqrXQBBEARBEARBEARBuJREoCsIgiAIgiAIgiDcUESgKwiCIAiCIAiCINxQRB9dQRAEQRAEAQDzoTyqJm9G8tbi/vjNKBv6Xe0iCYJwHrKYXqhOItAVBEEQBEEQqErZRfnDi/AgHw16zBMXYPvmUdQPdbjaRRMEQbhgoumyIAiCIAiCgP7J5XiThQcFqDGgowzlwx9h3Zt5tYsmCIJwwUSgKwiCIAiC8C8nGy3IJZVoKXVar8BG8T1zrlKpBEGoDxnJ5UcQga4gCIIgCMK/nqQ9e2821YlTV7AkgiAIl4YIdAVBEARBEP7ljL8cAeoe1EYnG650cQRBEP4xMRiVIAiCIAjCv0zRH9mUfbKBsLW/odGXIOm8UOKHhOySVuV+FQooCEK9iabKdROBriAIgiAIwg3MmF1J6qs7MK0+jrePFVvTEIp+OMxNbESBDQBNRQk+VFJCFL6ccjw2y4DKU33Vyi4IgnCxRKArCIIgCIJwA9vV73e8dh4mglLIgKz9xcST5ghyq6kwocZAJvFoKMaTCrKIJizzJB4bD0KnhKt0BoIgCBdOBLrCVTN9+nRmzpyJRqNh06ZNV7s41xxxfQRBEIQLkpoNBWVwU2NQKgEo31OEYWcuiRzDnUKMeBKOjBVtnVl4kk8WwRyiPRI2IskljWbE3T0Z5UcjUD3QAcuxIuSMElSSAalRMEQGXsmzdFi2Sc+qYza8G3rwaEsF5aeq+Hl9ObkaLUdyZQ5nWdB6KBnc1Z03+ugc+x0vkcmrhORQUClEk09BuFGJQFe47ixdupTx48cDsGLFCgIDr84XrFA/V/J+vfnmmyxbtowGDRrw/fffX7bjCIIgXA2y0YItrwJFpDeSJGErqQKzDYW/DoZ8BD9ssaeTwObujtJmQbb6EkswJrywocSINwrMWNBhxBMtepfjRJJGOo2RUZBDIE04iSFXQvHgNEwPLsaGCjWl5BBEIaHooj2InXc7vp1DADAXGcn5Ng1zkZGAPhH43BRIWb4Rdx81SiUY0ivACpIVjBmVKMI82D30T8o25KELd0Nxb2MObCvDPaOMiA4BtHglCZWHCjdvNTarzEdf5LBxSxneRgtxRWXku2l51teDyBI96T6e7PX1xSrZx1s16K18vbycnw5ZGdpQZvopFccN9sdfDzV80kPitgYSCknCWyljtkKAV81YrXkVMlUWGZ0S1p60seqETIUJbmuk4L5EBe5qiYxymQAduKmdg+bcCplig0yUl4RSAfmVEOVdk8ZklZm1x0a2HgY0VtAuTATdwsVx7VkvgAh0hato6NCh9O3bF0kSH+yCIAjCDayoHFbshCBvuLUFKBRYDuZh/isTdXI4qqQQZJsN8x9p2HL1aPrEoQiwjwAlV5ow/nIE008HMSzcB2YbklZCqZOxnJ7yVqcsxtuahQyYcccmq1FX6KnAGyP+aE7X4CowE0AqSixYUVFOKIBLsKuo9dhsRo2KKvIJxoYHvlQAYCIIGW+q8KQqHbZ3W0HbzX0xb05nzwv7kU0yNgmO/3cXWYEe5IZ7E1FQQUBOOUqbTIykRZJhy7glWFQKVBZ7M2p9oRHbvm2oAzzZF+bHod9LyJqzBEmtBDcVS1o1Ql1pweDnhcmmIN/fj3CbmV+aRlGh06C0WAkoMeBeaUIpV58PnMyz8MvWfB7cl47GYmXFTbFsaBHNEz+bMKqV2BQK3E1mMFoJ95DwC9NytNCGqdSMTZLwrjDhWWkGoFKnYtlONc/8JGF2V2FAiQqZIJWN5AC4OdDGpFQ1RcbTF1G2obLK6AwWgmULU+/zIDEMGs8G8+nW429vtdIsAPo0hHh/icZ+EidKoV0oJASKSVIE4WKIQFe4anx8fPDx8bnaxRAEQRAELEcLqZr+N7LehO7Blmg6N7BvKCqHL1bC0Wzo1Qp6trQvH8uB29vAkE6wbBv8uBVLlUzVwUqkQxm4m7KRZBtIEpIsg2yPumwo0BOCAX/Hsd0HxWLcloc1vRx73YwMKOxPaRbXsspGGYvRsYTNat+jlAaY8Dy93oYbxcgoHcs+ZKDACoASCz5kUkwMGiqcRlvOpIHjdw/KCeI4fqgpIg5qje7qTxn5+GFCjWyFbe2Wn95iT6M4nWV4QQXhBRXItfZW1KqCqg5yqbXN4qlBFeRGkQnKyiqIyixhU2gE2xqEYlEqndIfUIB7uQlNpQWlTUZnMCOdUcXlW25iX8Ng9jQO4bbtx4jLKGB7kzCqdDUDbVVq1EhqFamSBLkACpQaFRE55ahtNRl6GCxIskx2qLdjnQWJbIuS1ceMrD4OVe4yVL/IlxRYVKD3VCJXSDw2rYSTkT4120/bV2j/wWpFkkFW2QPcaC8bu4cp+TtH5vXfTBzJtQISEb4K4qJUaBXw+ykoqIIwD2gfBi2CJLy1sCJNpswErQPAv8KAzSjTp5WW1rFq7l9u49c0e2312NYSH3RVcqJU5ovdNooMcG9TiVsbiCBbuH5JsiyL2u5/gQEDBpCdnc0nn3xCfn4+8+bNIyMjg6CgIO644w6GDRuGSlXz3mP58uV8//33pKamAtC0aVPuu+8+evTo4UhT3Ye0ZcuWTJkyhQ8//JA1a9bw66+/4unpyapVq0hJSeHEiRMolUqaN2/OI488QqtWrZz2r90HVa/XM3v2bP744w/y8/MJCAigW7dujBw5El9fX0fT1DNt27bN8fvx48eZPXs2f//9N+Xl5YSGhtKzZ0+GDRuGh4cHAFlZWdxxxx2Oc928eTPff/89aWlpuLm5MXToUEaOHOl0jD179jBnzhz27NmD0WgkIiKCfv36cf/99ztdu/ocvz5qX5+1a9cya9YsfvnlF4qKimjUqBGvvfYaCQk1A4NYLBYWLlzIsmXLSE9PR6PR0KJFC4YPH07r1q0d6aqv4Z133slDDz3E1KlT2bFjBxaLhQ4dOvD6668D8Pnnn/PHH39QXl5O27ZteeONNwgICHDkU1JSwldffcWaNWvIy8vD29ubDh06MHr0aCIiIpyO9U/vF0B6ejrTpk1j586dlJeXExUVxYABA7j33ntRqVSOv/Ha2rRpw4wZMwA4ePAgX3zxBfv378dgMBAbG8s999zDgAED6n1PBEG4MVkO51N803Tk8tPRoyThvfhedH3joPVzcCizJrGfBxRX1Czf1gJW73EsWlFhwAsPip2OUR3kWVFRSBNwmg5ERkUVFi52Hh8rXmRRTpTTWgkzMvZATk0Ffpxw2bOEaGQkPMlFiYkcYjhIIjJKdFTSkq14UYYJd0po6LL/McKpuOhyn12Zt5ZtNzdCr1UTVFJBeGoB7w7qCP+wT60MlHppsCkUlHlqsKqUZ02rslgJy9WjtNoctcPVeRT56ijx1rkEqxqDGZPuHKNUyzKe5Qb03m4XVG5fLZQY69ggyy5lOBuF1UZUdhkqq4xvKx+2FzsHsS+3gxl7oKjWtMlf9VEwrJkIdq91R6WJLuvi5OevQkmuLaJG919m3rx5bN261bGcmZnJtGnT2Lt3L5MmTUKhUDB+/HiWLl3qtN/OnTvZuXMnI0aMYOzYsU7bzGYz//nPfzh06BAAsizz66+/8n//939O6TZt2sTWrVuZOnUqycnJdZbvpZdecipfdnY23377LZs2bWLhwoXnPb9NmzbxwgsvYDTWfBucOnWKL7/8kj///JMZM2bg7e3ttM+kSZP4/fffHcsGg4Fp06bRsmVLRzl/+ukn3nnnHWy2mrfOx44d45NPPmHTpk189tlnqFSqizp+fbz00kusX7/esXzo0CFeeeUVfvzxRyRJwmKxMG7cOP7++29HGqPRyMaNG9m8eTOvvfYad955p1OeGRkZDB8+HL2+psna6tWrcXd3JzU1lQMHDjhd108++cTR1zYnJ4fRo0c7BZaFhYUsW7aMtWvXMnXqVJKSks57XvW9XkVFRTz66KPk5+c70qWmpjJ58mSOHTvGf//733Me58SJEzz66KNUVlY61u3fv5/9+/eTm5vLqFGjzltWQRBuXFWf/1UT5ALIMpUfbkRnLnYOcsE5yAWnIBfsNaU6ylyOUR2KWNGAy5yXEpazDA5VPwos6FzWyqiRMKHEiheZdewHXmQhYUOBDRnwJ5+27MSCDW+K0GC/LiqqkLAg13p0tKCg0um4tets/xnvMiOmQiMb20ZwZ+pBDof5OwW55e5qyj21SLKMT7kRd0MdVd91kLDX7gJoTVZygj3Pmta/uAqNxYZZKaG01kS6hX5ulHq7Xm/g3EEugCSh97jwe11nkHs6v/qyKRWUeWr/n737Do+i2hs4/p3tm03vhQAhQEJvoRikV1FAuYjYQFAQwXZfC4oFvSp2bCiXIqAU4QKCRERBpVcTQAgtdEgnPbvJ9nn/WLJhSQIBUUDP53nQzOyZc87M7ibzm9MILDazu0Cq8lZ9sRdKrJ773t3lFIGucNMSn9x/mJ07d9KnTx/mzZvHtGnT3K2rW7ZsISkpiR9//JGkpCSUSiVjxoxhwYIFzJ07l7vuuguAuXPnerTGARw8eJCzZ8/yxBNPMH/+fAwGAwsXLgQgMTGROXPm8PnnnzNixAgaNGhQYwB07Ngxd5D79NNPs2DBAqZMmUJiYiI9evRApVLx5JNP8sQTT7iPmTt3LitWrADAZDLxyiuvYLFYaN++PdOmTeObb75h0qRJ+Pn5cezYMaZOnVql3F9++YV+/foxb948/u///s+9f8OGDYArIHz77bdxOp3Uq1ePjz76iIULFzJgwAAASkpKSEtLu+ryL8dqtZKSksKLL77I/PnzadeunbteR44cAWDevHnuIHfgwIHMnTuXjz76iHr16uF0OnnnnXfIyPC8yUlJScHPz4+PP/6YTz/9FG9v1x/7VatWkZmZyVtvvcXs2bMJDw/3uB4Ab7zxBllZWURFRfHWW2+xePFiPvjgAxo1aoTRaOSll17Cbrdfs/dr7dq1nDt3Dh8fHz744AO+/vprXnjhBRo0aEDv3r0BmDlzJj169AAgKiqKFStW8OabbwKwYsUKysrKiIqKYtq0acyZM4d///vfREdH061btyt+T/5MBQUFHoG/0WiktLTUvW21WsnPz/c45uKW7Iu3s7OzubDzjihDlCHK8CzDWWzmYnJRORSXVdlfOzUHHyrMSOe7D1dy8kduyXQUVjuplBoTgZzAl3RU2Kq8LuMKzCuWGZIAHaX4k0EQ2ZgJAMBEEPk0RkZxvq7gxMEpIs7vc1FWOa8/ptORDIq1GrY1iUZnrQxkS7w15IZ4U65XU+alISvUG5vyygNsr3IbGkvNAbLO6jqfYh8t9gvyLzVoqj+gtp0kldfv9tt5/mGBVE1dHdVUv6Dc8bf5nv/ZZQg3HhHo/sO0bduWt99+m+bNm9OpUyemTZvmDmS+//57li1bBkDPnj0ZMGAABoMBf39/RowYQatWrQBYunSpR56SJPHZZ58xcuRImjRpgkKhcHfljY2NpWXLlnTs2JEnn3ySRYsWoddX313nwu6/nTp1Ij4+nr59+/Lpp5+6W5EDAwMJDKwc1xQREUF0tKur1rp16yguLkan0/Hcc88RFRWFTqejffv2jB49GoA1a9Z4tGACdO7cmTfffJPmzZtz3333UadOHcD1SxFcrbl2ux21Ws0nn3xCly5diIuL4/XXX2f16tUsWrSIpk2bXnX5tfHKK6/wr3/9iyZNmvDoo4+691fU8dtvvwWgffv2TJ48mRYtWtClSxc++eQT1Go1NpuN7777ziNPSZL48MMPufXWW0lMTPTolj558mT69etH69atufPOOwFXYGo0GklPT3c/kJgwYQJNmzZFq9USGxvLxIkTkSSJ9PR0duzYcc3er4rPhq+vLwkJCTRt2pShQ4eyZMkSEhMT3XlXdHVWqVRER0cTGhrq3gYICgqibdu2tGzZkvvvv59vv/2WRo0aXfH78WcKDAxEq6182u/t7Y2Pj497W6PReHQhB9e5X2o7PDzcY9I3UYYoQ5ThWYbuvlZcTHd/KxjcAQwXtdwpLrp1qus5k7wMGAlBviDYdaJ0j4BV4MSXdKTzg28l7BjIQUX1QXVlUFxzEKWnEA1leJFLRSCqxIwPmShxoMJa5RgTQRRRv8Y8JWT0FFFEHUyEn2/JVQAKCjHgzwn3OVTUz4eiGvMDKPbScCzcn3wfXXVDj6swq12/u49HBNDpUAYqu+talHhf1CIqSRT7VN9Kar9EV2cJiMourTFAtWiU7vzPRPqRE2wgJ9jgDharZngFwfb1GDkoy3ibXJ+FTv5VH0rcF1/1Ec2DzVR/m+/5n13G9SQjVfkniK7L/zj169f32NbpdHTp0oWlS5dy4sQJbDbXE99169axbt26avO4sEsrgFqtpmXLlh77nnrqKV566SXmz5/Pr7/+SseOHenSpQuJiYkoL5pE4sK6PfTQQ8yfP5/777+fFi1a0KlTJ3r16kVMTNVxQRdLS0sDXF2Phw0bVm0ah8PB4cOHiYyMdO+77bbbPH75hYSEkJ6e7n7SV5Fvo0aN3EEwuALFsLCwqyq/pq7b1VGr1e5WS8AdvIGre3JRURG5ubkAVVon69SpQ8OGDTl06JC7fhWio6Np2LBhlXzVajW33nqre39ISIj7Z7PZ7G5FBpg0aVKN9T5w4IBHPhe7kut1++23s2nTJrZt28aAAQNo164diYmJ9OrVyyOQrsl9993Hb7/9xr59+7jtttto3749nTt3pkePHu6WbEEQ/rm0fRviO/9flL2/BafRin5Ea7xe7OpqeVv7Kry0CI5mQr82MKQjvLcSTuRA/zbw+nB4bwXytztx2hUYbYE4tD4U5nujMRchn+9W7MtZQEKBAy1GgknDggGb2gfDyLbozHZKlpzBYVMh4URFOSrMlClCwelEQwlW/C95Ht6cw4t8nChR4HC31FbHivcFE1VVT4UFK1UnjQzAhBl/2rOJbOpgQYcPRRygLQpsaLDgQINdKeNwalHIkB7ozVv3dkE+//fWy2yj3dFMBqQcI8BYfb/ctW0bAKCz23FolYxZt5d9reqwKliPRet5C+usppXUopTIiPAlMtfobp29mFmnqgxQZRmlzYFD48o731+P1uLAt9RCibcWY0VL7uWCVKeMwunEqVBc2ZjiivG21Yy7faE9IEksOCBTanHixLVkkaSQiPWHchucLgGdylVkfV/Xzyk54JQhVCsTbjSj9Zbp31rP/92h4+1dTr7YKyMDj7WWeD1RQd/6Mu/scpJfDsPjJV7vLNrEhJuXCHQFHI7KX/4XjkGticlkumyaNm3asHLlSrZt28bmzZvZuHEj3377LXXr1uW9997zCLAu9Pjjj3P33Xezfv16tm7dyuzZs5kxYwb9+/dn8uTJHq2+F6vtvGoX1//i5Y1q2r7wOl3L8i9HkiSPOikubk24QHWv1VSvms7zcuVdq/O8knz0ej2ffvopLwR9FAABAABJREFUR44cYePGjWzevJl3332XTz75hMcee4z777//knkEBQXx9ddfs3fvXjZt2sTmzZv5+eef+eijj3j++efp379/reoiCMLfl+6B1ugeaF31hcR4WP8fz323X/Sw8uOHkT5+GCW4w0JZlrHvSgdJQhXthXTgLLSOAW8dzl9TsedYUHePRxfj6h6sBALmA1YbbDviWoqoWV0MgHN/OuUfbIYtJ7CdKUe2u7pA21HjGj0bgBpXN0oFTiSclBCBL1nudp0LR8+a8cWGAW8u3fXSVs243wpWQihBiwobVrRkKRvSLuUuUu/dhPehwwSTjcWhJ4cIbEoddQqdPPDr73zXKZ5SLy2h5WUEYMVxURxoB/Y3CGVT83ocqhuCwunk1sNnWd6nOY3UNhoajXQ/kcXKFhc8AJdlfEot2JQSKodrWaMSg4aCIFcvn4wIX7yNFgKLylGff12SXcsEnQuqnPTQSw1Wh4TeZkPWqjArFZyJ8kVncaCy27Fpzo+/ra7l9nxwalA4kdQK7KUyYVYT5QolJQoFZr3GfZyXChIj4OczngGtJEl0ioAveivIM0s08oejRRAXILnX33276yXfssvwHD/8Wmclr3X2TDE0TmJonAhuhb8HEej+w+zatQuz2YxO5/rjVTFhEUBMTAx2u53U1FR69OjB+++/73GsyWSq9azBRUVF+Pn50b17d7p3747dbufFF19k/fr1vP/++8yYMaPG48LCwhg+fDjDhw8nOzubu+++mzVr1tCxY0fuuOOOGsuMjY0FXN1NfvjhB/z9/d2vmc1mNBqNO2jLzMys1XkANG7cmC1btnD8+HHOnDlD3bp13a+lp6e7W3mvpPxryd/fn9DQUHJzc9m0aZNH62h6ejrHjx93n8e1cOFDiqlTp9K1a+VfXbvdjsPh8OgOVJMruV6yLFNcXExcXBxxcXGMHTuWX3/9leeff56PPvqInj17XrILkcViweFw0Lp1a1q3bs2TTz7JggUL+Pjjj/nPf/5Dr169UKsvM4GIIAjCFZAkCXXHC2ZBjqjsfaIY0JYaRnmCRg3dm3vsUrSog+Gre93bssN5vuFPxrr2GM4f9mGbtvJ8l0Ul5fijowSnjzeWUhUg4UUhdjSY8ceGHh8y0FN8yemjNJTjyxmMROA8HyTJyCiwocSOCX9MGFDiJOZ/d+DbKojEg3dRuDWHU+/sx3zSSECvCBp/2B6FSkHwcQtNcp20jIZNP6xEluGuNSM59kQyWV+6VnnQBWjoMT6G/eow6uc76Ko0M+6uuoT0cnU9tZQ5+HneWcp3n+H3iCDKlCoMJit6q530CF8saiVeZhuBRWa8Moqx6FRorA4UTpmGmAnKLGZjw0iMejUWnZrWWhtje+roFCnRMkSBwymjVEg4nDKrTzhZd0qmWbCKe5so2JUFZ0qcRHlLZJgk2oXCsSJXi+ltMeClllAqXLfWDqcSpUJ3/mcZiwO+P+56wDswVkKvlkg65uS17U6cMjzeWmJ0C0WVh9D1xCqMgnDVRKD7D5Oens4TTzzBuHHjkGWZOXPmkJOTA+Aei5mamsr69et59913uf3221Gr1WzevJnZs2cTHBzM559/Tr169WosQ5ZlnnnmGcxmM0OHDqVZs2ZYrVb3oP3i4uJqjzt+/DgjRoygd+/e9OnTh6ioKI4cOYLV6hpPUlRUBHi2MC5cuJDIyEhatGhBv379mD59OsXFxTz++OOMHTuWqKgoTp48yfTp0zl37hxjx47lgQceuKJrduedd7JgwQKsVitPP/00Tz/9NGFhYaxcuZKlS5dSp04dXnvttT+t/NoYMmQI//3vf9mxYwdvvvkmd955J4WFhXzyySfYbDbUarV7OaU/qn79+iQkJJCcnMwbb7zBhAkTaN68OYWFhcyfP59du3bRrVs33n33XeDavF/ffvst06ZNY+jQoSQmJuLn50dqaqo73+LiYiIiItxlZWVlsWzZMoqKinjggQeYPXs233//PcOGDaNDhw7odDqOHj0KuCacMJlMHoG2IAjCjUw6301XArS3xcFtcTCuI/Ky7TiVOvweuMUVvNYPxWvZNuT7PwYrqLDiTa47HxkoIwgD+dWU4qKjFDVGiqmPOsaAduo9qAuysW45SamyLl6h/oRNaIE2snKJoYDOYQQkhVXJq3WsltaxrtUaNuFqzFSoFDSb3ZnG7yfgKLOji3I9UP/afZTnGGitl5Lbx9cn4qSNj743cfRsGfHedp79lx51Iw1zUmXCvLScO+Zg2TYzWqMVWSGRmGhgxpBAvNR1+Pmglc1pNjrUlenXygvVBRNNKc93NVYqJAY1VDLogg5oferDxdPbtK56mh75VPzspYBh8Z5B7MCGCgY2FK2nwh8nxuRWTwS6/zDt27fnwIEDHhMaATRr1owBAwagUChISUkhKSmJpUuXVpl4qkePHpcMcsHVGgdw5MgR3nrrrSqv33bbbdUeV1xcjEqlYvXq1axevdrjNb1e755R98JxxvPnzwdg9OjRjB8/njfeeIPnnnuOw4cPe8ygDFCvXr0ay76UyMhIJk2axBtvvMGZM2eq5BsUFESzZs1Qq9V/Svm1MXLkSFJSUvjtt99YuXIlK1eudL8mSRLPP/+8x/jiP+q1115zLy9UMbNxBYPBwPDhw93b1+L9MpvNGI1G5s6dy9y5cz3SxcbGuieUqijLarXyzjvvANCiRQssFgt5eXl88cUXfPHFFx7HJyYmiiBXEISbX7O6SM3qVh11OzQRKSYM+daXkMyek1KZ8cVEGAoc6C8xkZQZf3y8ClGvnwj1QoHmaEfDpe8Grow6QIs6oPbL7rSNUTP/Cf8q+9+tmKqivQ8T+nqRUeCgdX01WnVlINC7qYbeTWtsUxcE4W9CBLr/MNHR0Tz11FN88sknpKamotVq6dWrF48//ri7NWzy5MkkJCSwbNkyjh07hlKppGHDhgwbNoy+fftetgy9Xs+MGTNISkpi9erV7pazunXrcvfdd9fYsti2bVuWLVvG119/zZYtW8jJycHHx4eWLVu6W/vAFZSPGzeOb775BqfTSWxsLPHx8YAraJk/fz6zZ88mOTkZo9FIeHg4vXr1YsSIER4z6l2JO+64g3r16jF37lz27t2LxWIhKiqK/v3788ADD7i7vda2fLPZ7LEm7IUCAwNr3UW8glqt5rPPPmPx4sWsXr2aM2fOoNFoaNGiBSNHjnQvSXSthIeHM3/+fObOncuGDRvIzc0lICCAhIQERo8e7RHcXov36/7776dNmzYsXLiQlJQUSkpKCA4OpmvXrjz88MPuCc6GDRvGwYMH2bp1KwaDgWbNmhEYGMgzzzzDrbfeypIlS9i3bx/l5eWEhYXRt29fRowYcU2vjSAIwg2nXSxS9pcw+2f4aQ/O/DLMewrQykUEcRQrXpThi45SFNXM7mzT+GLY/tT5IPfmUSdISZ2gS0+4JQjC35ck13ZGGOGmNnDgQLKyshgyZMglZ8oV/hrJycmMGzeu2tcmT57MwIED/+IaCYIgCP8kjjNFWP6XimQyokk9iOWHoxjLAjGQi54CFLhm4y0niLL6cQSffPaalW2z2dy9c0aNGiXmSBCEP+iwNLXKvnj5/6pJ+c8iWnQFQRAEQRD+YZR1/fF6tmIJuP7o95/B0vIjTIRjIhQVZpyocaJG7yi6nlUVBEG4KiLQFYTroGIyJ0EQBEG4EUgt6qJSW9DaijESjh0vwImBbHQKcbsoCMLNR/zmEgRBEARB+Iez7TiLxWYgmGy8KMKJEgknEjJy45bXu3qCIFyCmHW5eiLQ/YdISkq63lUQBEEQBOEGJZvtONFhQ4saCwocADiRULzz4HWunSAIwpUTi3cJgiAIgiD8w6m71EMZG0ghDTASjA0d5fhhfXAAtI293tUTBEG4YqJFVxAEQRAE4R9OUirw/2UUxpfWYd54CmuoF94f9EfTQwS5giDcnESgKwiCIAiCIKCs54/fgruvdzUEQbhCYoxu9UTXZUEQBEEQBEEQBOFvRQS6giAIgiAIgiAIwt+K6LosCIIgCIIgCIJwk5KvdwVuUKJFVxAEQRAEQfhbchabKfv2MOZt6de7KoIg/MVEi64gCIIgCIJwUzMXWlCoFGh81JX7tpwlt+83yOV2ABShXvg81xG5yIIusQ76AQ2vV3UFQfgLiEBXEARBEARBuClZjTY2PZfM6Z+zQIYwH5mgOG/yZS0N1+5Ffz7IBXDmllH83HoASgCvu+MJ+d+Q61RzQbh2xKzL1ROBriAIgiAIgnDdyLLMutMye3Ig0d9Cl8Y6kGp3477740OcXpdFZEkR0cWFSLJMxll/cvwDyQuIopk1k+Ayk3usnkmlwmB3Bb+mpYdR/mczga92+ZPOTBCE60mM0RUEQRAEQRCum1E/Oum3zMkLm510TVLzwpDv4JtNtTo2Y2sugSYjdUqK8LZa8LZZicvPJaqkCIdCySn/IJwXBM1ah8P9swScfWsXtmMF1/qUBEG4AYgWXUEQBEEQBOG6SM2Drw645oyNLC7gPz8tocPZY5hW56DLM6J8YkCNx5adK6fsVAlWgze7DN6o7TYa5Z8jwlhCeGkxGb7+NCjMRyVXzkmrkmVkcHf09LdayBmwBPu0QVgKLNTtHYk+WPcnnrEgCH8VEegKgiAIgiAIf76SMjiVCw3DAJAcTg59/TsoWyM5nfw06y2a55x1J5efnI2lTSzaW+M8srGV2Ul5djM+C36miUrNce/6GDW+2FRqDoZFcjIgiEb5uTgUEnti65Ln60uj7BzanjiFAqqMZnQcLaT09m+QJMhw2NEObUKdRQORlKLjo3BzEGN0qycCXUEQBEEQBOHPcSgd3l4OWw8jn8lDsjtQhPoTMSQO88/BBJl+JWJUfSb9tJqgYgsAZUo9ewOak60NQTvsFxJjlxOQ9BT4GwD4/dUdxM3+iq0hncjRh4LsuYpouUbLvrAoTDotJ6LCOBkZypb4xjRJz8RgtVapohNQImPUaDnuE0Ljb9M4d88KQpf960+/PIIg/HkkWZbFGsOCIAiCIAjCtZVXAvFPQH6pR3dhALNCy89hXWhRdJBfI7rhlJQARJVlUqryokTjX5lYllFjJ7SxF+dyoOnpFCySjmPeDbCpLt9mc7B+FCfqhPHxV4sum9YO7AuPIsRipP3vI9BG+1zRKQvC9bBf+rTKvhbyk9ehJjcW0SfjGklPT2fcuHF07tyZ22+/nXfffdf92urVqxk0aBCdO3fmvvvuY8OGDX95/QYOHEhCQgJTpkz5y8sWaudK3qN58+aRkJBAQkLCX1Cz62vGjBkkJCSQmJh4vasiCIIg1FbqaejzOuSXUqrRV+lYqXNaMNjL+C24nTvIBcjwivQMcgEkCZukJuOoDVtROX4lEpH5TrqePkbL7PQqLboXi8nMxaZScSI05LLVNqs1pEWE8L/WrRn6VjY//HCO9E05OKxOnCUWypKOYt2XW8uLIAh/Dbmaf4LounxNyLLMc889x9GjRwHIycnh0KFDABw8eJDXXnuNiobztLQ08vLy/pR6JCcnM27cOADmzp1LixYt/pRyBOHPMHDgQLKyshgyZAiTJk263tURBEG4qZisMk7AR+MZUpqtTj7cUE7xN9uJKimgzn0d+Ne/6teckc1O7uML8Fq5FdnPG/3kf0F2IfL0Hym1QfJd/Yh95XYidE681u2G/acpS4hnrTIGm13mlrZ66hjzoM0zYHcC4GMtr7aoGONpTvg2uKLzrF9UiMauIIDT6CkiwqShpFjilF9k5ZJEsuyxPJF8/ucfWzbjwU3b8bFacEgSkix7tPiYVSp+i6pHcImZ4BIzrc7kkPUzZAFKnDTPzCC43IRTkjjZpB45Si/0UQba/F8z6nYIBI0ShV59RecjCMKfRwS610BKSoo7yB0zZgzdunXDaDQC8L///Q9ZlvHx8eH999/HarXSsGHDv7yOM2fOxG634+3t/ZeXLdSOeI+qN3z4cAYMGIBUyzUVBUH4e3HKMjuzwKCGliGu3wOFxQ7OZtloUFeDt9df3zlt595yNv1WhkWjJK6VgTbBMmUmJ6V6DQadROvQ6n9fFZU4OJ1ho4GfHZ8jJ6FxJEQFuV9PP1aI/ePVROVko+7XCtvInuzIURDqBY0DIO1AKaoj6cR2CIXoYPadkymyyCw66GT+PidR+WXEK23ExGgZ0ceLvTuMrPjZCE5ol+nkoY1JeK9YwoejHuNci6aM8snktE84uwv01FOUcuu6NWTszqXTid9dFcrNR35gqrs1NhDo+8k8xqareXLLWprnnAbAC2gZGMm0zsOZH1qPnmc3s+OeJ4guyufJLWuILs5HBkwqLw74xWNSehFsKUAGwspzXeNsa8nXXI63IgMf5zkAVNhIyE8lrNRKrsEHjcOOl83K3ohod4CbERpIi9NnaJl2mp3RMYSUFNGoIA8vh90j70xvPxxKZZUyARwoyPT1J6TcRIHeC5/T+Tj0ZaSbHPwybjsd0k/hK9sw3NsU7wnt0LaPFH+3BOE6E4HuNXDy5En3zw899BBarda9feLECQBuueWW69rNNCIi4rqVLdSOeI+q5+fnh5+f3/WuhnCDK7XKLE+TsTlhSCOJIP3NeYPpcMqsOSlzohj61pOID6rdeezNldl4VqZpEPSuJyFJEtkmmZVHZRSSjEMGrVJiSCMJf13NecqyzM+nZQ7mQ7doV8BWkY+PBu5qJLEzS+bHkzI7smRyyqBHtMTwOIm956BZMPSq6yo/yyiz8piMnxbuaiihV0ucLpZJOi4TZoDBDSU0Sldd9p2TWX9GJj4Q+tZ3HV9qdLJiezkvHVGTbnYFs6EWK00KSkn1NlCqU6OQbETpZFoaTQSX2wgPUdKmiZZSk8zGfWY2ePlgVCppKlsY0UZFy6Y6Xtnm5HC6g6bl5fSOksnOsnH0lA1ZlmnWSMuIu3xZstnMj6dkwn0kmjTUkHLMRkCBmcgwFXuMChynypAlCVmC5XttnPH3wqJSElhmpEivJtBXwY6RKsL9lOQV2pm1uIjdqWbKLdDx9D6e2TgfbBacCgVpDwyi9Jm7mb+nnCf/7yUaFOSiQMb27U7u36JnWbOOSLJMx8wCAox2JHypt/AEHTO+Y3bC7RwK8SbPoEXphHKFgrXevlgKlSz+0kz7DKP7vU2JbsqsTkN4duN8hn67hIAFJn6Kv5UNsQkU67wIOp5C9K51RF/0maju0/LE5p9onnvGY1+DgkzeS/qIgaMn8+8+w9z7F7a5ldQPn8HLYmdV1G2Uq/QAnPSpD4DBZiSyLBN/awkmlRdn9ZE4lTXfnqaGRdLm1JbKzyxQRB18rBZ8rBb3/hBTKbneviDL9Nx/AKtCwTmDL7H5uYSaSqsEuQBOxaW/bxaVKwgOKTMBEGYqxc9cTmpYFDnevvgWnMP0dSqmr1ORA3ScffAW0n8rRBegpvWt/gR5yei61kUVF0T5yjTsp4uRAXWMH153xoFCouy7NJy5JvR3NEJVT/ztE2pHzLpcPRHoXkZ2djZffvkl27Zto6CggMDAQLp3787DDz9MYGAgubm5nD7teqKpVqvJzXWN2wgMDKSgoID8/HwAJEni7NmzqFQqd0BTVFTEvHnzWL9+Pbm5ufj6+nLLLbcwZswYoqKiqq3H1q1bKSoqIjg4mC5dujBq1CiCg4OZMWMGs2bNcqcfNWoUAKtWrSIyMtKjW+jjjz9Ov379sNlsPPvsswwfPtx9XHFxMX379sXhcLBgwQLi4+MB1zjj5cuXc+zYMQDi4uK499576dmzp/vYijp06NCBKVOmMGPGDDZv3kxBQQH16tXjpZdeonnz5u70drudZcuWkZSUxKlTp1Cr1bRo0YKHHnqIdu3audPJsszy5ctZtmwZZ8+eRa/Xk5CQwJgxY4iNja11mtowm80sWbKEn376idOnT+Pt7U39+vUZMWIEnTt3BmDJkiW8//77KJVK1q5d6xGEffPNN3z44Yc0bNiQxYsXA1BYWMicOXPYuHEj586dw8/Pj8TERB555BEiIyPdx1bXdddmszFnzhySkpIoLCwkLi6O8ePH1/p8LlbxsGX27NlkZmayaNEiTp48ib+/P6NGjWLo0KGkpqbyxRdfkJqailarZfjw4Tz88MMe+ezbt4+5c+eyb98+ysvLqVOnDgMHDmT48OGo1Z7dtrZs2cKiRYs4cOAAdrud2NhYhgwZwuDBg5EkiczMTAYNGuRO/+233/Ltt98yZswYHn30UffnSqPRsG3bNo9r9Z///IewsDDmzZtHamoqdrudbt268dJLL6HX69157t27lxkzZrB//360Wi1du3blqaeeYvz48aSlpfHWW2/Rr1+/q76uwvV1pkQmcZGDinv6iZtg0z1KmofcXH/4HU6Z/sud/HzaNdRFAr7sp2BUi0u3WL6/y8nzm5zu7WFxEv9up6D3Ugcm24UpZV7cDFvvVdIwoPprMyzJybK0ytFdj7eWmHtAdufjq4GSiyatPVIg89/fK4+5N15ifGsF/ZY5KDsfSzQOgP8kKhjxoxOrw7WvbZjrfZq9X+bp9ZX1v7OhxCcdnLzw3jk2+vqQ6atA4ZSpU1yOSaNkc1ggTgl319Tjdjir8qHHuXNk5thZcwosSomDYQE4FAqQocChw/5tAfbvjOys449KltDnOfj5mGeX2j0HLew9co41DUJxeCnALsMRCVCj8NHT7mghXhY7BrvTfVvpY3VgVSk5GOaLSatC5XBy2qqgx7ulfDFIw8dzC3CcP2eVw84TWxZTqjXwv1Z9MWr0dF27my+NTcnyDeLZQRPR2q0MTl3Pj/FtKdFE0utoLr9FB7A9KgiVUyY234STSHIMSo4Hasjzdq35KktQqlPjlCT+tW8HEaVOTgZVdgsuVyn4pWErntk4nzrFBfyvVV8Wtrvd/fqqZj1IPLWP2Lyz6JxVg8ALhRWbquxb1rI3y1r2QpIMtM4oIjXcF7tSQZZfIItbd6Zn6gkckoJgcz4yTpoUH0OWwKrQ0qL4oPt6ZujD+SmiJ7JU+blXOuyoZRtmlR6HQolNoUbpdAW1Mkqgaiuszm6nUV4Op/yDOOsfBLJMfF4OdUqKADArVdiUSrytFnfZFkX1rbkAfuVltMs8W2V/mLGUEwFmvC4IsgHOOL04ujoLgAb7T6D4oYTC868pgvQ48z0/e6r4ICSNElvF+N//+4XQFf9CP+Cv7wUoCH8XItC9hMOHDzNhwgSKi4vd+3JycliyZAkbNmxg5syZvP766+zevRtwBSV33XUXAJMnT+b11193H/fTTz/x008/ERERQVJSEtnZ2YwZM4asrCx3mvz8fL7//ns2bNjA559/TrNmzWqsR2Zmprses2fPvqLz8vX1pVOnTmzevJlNmzZ5BLpbtmzB4XBQt25dd5D7+uuvk5SU5JHHnj172LNnD6NGjWLChAker5WUlDBy5EgyMjLc+44ePcqLL77IqlWrkCQJu93O008/zY4dO9xpLBYL27dvZ8eOHbz44osMGTIEgDlz5jB9+nSPdD///DNbtmxhwYIF1K9fv1ZpLsdut/Pggw96tNBbLBby8/NJSUnh+eefZ9iwYfTp04epU6ficDjYunUrAwZULma/adMmAHfQlJmZyZgxY8jJyXGnycvLY9WqVWzYsIEvvvjCfZ2r8/LLL/PLL7+4t/ft28eECRPo2LHjZc/nUubPn8/GjRvd2zk5ObzzzjtYrVY+++wzbDbXXW1ZWRnTp0+nVatW7iB51apVvPnmmzidlTemJ06c4JNPPmHr1q189tln7mB35syZzJw506PsgwcPcvDgQVJSUnjjjTf+0HmsX7+eDRs2cOHk8T/++CPR0dE8+uijAOzcuZOnnnoKu91142Y2m0lKSnIH3sLN74PfnFzQcEWhGf6z3cn/BtV803ojWn1Cdge54GqpmrjJyYPNJFQ1tDSVWGQmb3N67PvfEZkTRRcHuS65ZfD2Tidf9q96bbZmyB5BLsAXv8s4L9h1cZBbnW8OyxzKrwxyAdIK4cn1lUEuwO4cmL3fyctbPMtceUwmLNNEidFJUajrd0m7jEJKtSrOBHhVW6ZVpSDXoCWy1EyI0cKPjcOQL7hmdqWCtBBv2qcXEWqykuOjo1ivgaKqY0dlBwSXudJcOM7TqZBI99XTNqu4yjF1iss5GObrLgugQK3ivwsL3UEuQKixAKtKzdODn6NU51oq58cmtxJoKsKhVJ8/XsWi8wGoyilzKMzXVVfArpQ4EurDOYOGAkO4O1+1w0m34+fQOmXuS1nNfXt/4tvmPTgZ1AAncCRYx8kgP2RJotmzU1kyfyrfNe/ued4KBU/e9W/u3f0Lj/z2XbXXGcCmULKwdX8eS1mKzu76QOyMbs689q4HlgogqtSMXSmRGu56EGzSaIkoz+be09+ilF0XpKbHUFHl2USXZXDG4GpblmSnO8h17ZDY59+UDgV7zpfnQKEox+msfLgpAzaFgsbFhXjZbPweUQeAiFJXC+qhkHAyffxAkvCyWmmVfRa7pCDL179KfRQOB0pZJi4vB0U1U/xIQMf00ygvmhAr09d17r7mcsKNJR6vXRzkAtgP53vusDoonLheBLqC8AeIWZdr4HQ6efnllykuLiYuLo6pU6eyePFi3nzzTSIiIsjJyfEIZK/UG2+8QVZWFlFRUbz11lssXryYDz74gEaNGmE0GnnppZew2+04HA4mTZpEcXExBoOBSZMm8c033/DUU0+hULjevuTkZIYPH+4RNLzzzjusWLGC0NDqx71UBGK7d+92jyeGqoHajz/+SFJSEkqlkjFjxrBgwQLmzp3rDujnzp1LcnKyR96HDx+moKCA559/ngULFtCpUycAsrKyOHLkCABff/01O3bsQKfT8X//938sWrSIGTNm0KNHD2RZ5r333nO3lC9a5FoO4I477uDrr7/m448/5l//+hdNmzalbt26tU5zOSqVitjYWHr06MF7773HN998wwcffEBYmGth+1mzZiHLMoGBgbRv397jegEYjUb27HH94e3bty8Ab775Jjk5OajVaiZMmMCCBQuYNGkSBoOBkpISXnrpJRwX3gVdYOfOne4gt0mTJkybNo3Zs2fTsWNHd8vm1dq4cSP9+vVj/vz5jBw50r1/6tSptGnThnnz5vHss8+691fMFJ6RkcHbb7+N0+mkd+/ezJo1i4ULF/LUU0+h1WpJTk5mzpw5gKsVtSLIvfvuu5k3bx7z589n1KhRKBQK1qxZQ1JSEqGhoR6f1X79+rFixQqPBzA1Wb9+PfHx8UybNo2PP/7YPb65or4Oh4MPPvgAu92OXq9n4sSJLFiwgMcff5wzZ85w5syZS+R+fRQUFGCxVLYMGI1GSktL3dtWq9XdU6TChQ/MqtvOzs72eBjwdyvjeBFVHCuS/xbnca4c8o22GsvIMkF5Nc9rThY5q+4873iRXO157EsvrZLWWfW+vlbOVM2K/PKqme06U4axmoD8xPlY0s9sw8dsI9RkJfd8y2VNKgIN5/kuxRczqV3P9g3no23HJcZPOmp4sBBislS731lNcr3NQZnZ85xzvQNZ0ayHO8itUOBVcxfVXG9tlX0FXhqPbZtScb412cZdqesB6HdkO3ULs/A1Z3Ei2N89XvVQWB0m9b8Pk1pfJV+9HVa27MWpAM+hNDaFkh3RzSjWGkCW6ZKxh2mJwyjQu4L7XXWbVckrzOi6Vnqrhbv37cDXbkRVQ5B78Scjqsz1+TbYjHTP2YKv3XWfIsmuz/X+gGasDe/OEZ9YVjXuzjsDB3MkIvx8XRXk6w3E57keMAeVGd2TUzmBXIMPmecD2ob5ubTPOIXG4cCiUqOu5u9xaJmRrqeP4Wut+t5bFa7Q9+IgF0B5/mGw3lbNB7yWbMcKPLZvpN9Xooyq28KNR7To1iA5OZlTp04B8NxzzxEU5JosolmzZjz55JO8+OKL7N69myVLlvDzzz9X6VoJru6V1XVHTU9PZ+fOnQBMmDCBJk2aABAbG8vEiRMZM2YM6enp7NixA5VK5b4Zf+GFF7jtttsAaNSoEX369CE8vPKJbkhI5bT5YWFhREdfPNKmUrdu3dDpdJjNZrZu3eruylzRwloR6C5btgyAnj17erRcjhgxghMnTvD777+zdOnSKuOPX331Vfr06QPAww8/7M43Ozub+Ph4li9fDsCQIUPo0qULAHq9nieeeIK0tDQyMjJYuXIlTz31FKrza+Q1adKEpk2bAnDrrbciy7J7oofapKmNt956C+UFE1E0atSI3Nxc3nvvPQoLC8nPzyc4OJh+/fqxY8cOtm/fjs1mQ61Ws2XLFux2Oy1atCAqKoqzZ8+ya9cu9zWo6E4eHx+PVqtl8uTJnD59muTk5GpbaCuuvcFg4LPPPsPf3x+Ajz76iDFjxrBv375an9fFmjVrxhtvvIFCoaBRo0YsXrwYi8VCWFgYU6dORafT0bx5cxYvXkx6ejrZ2dmAqzXXZrMRGRnJ+PHj3de2e/fu5OXlsXDhQpYvX87YsWPd73HLli2577773GUPGjSI9PR01q1bx9KlSxk4cCDR0dHu624wGC752b1QcHAwX3zxBT4+rnUOe/bsyapVq9z13blzp7uF/tlnn2Xw4MGA6z0wGAwey4DdKAIDAz22L56cTKPRuH8fVbh4fPfF2xf+nvg7ltE/xskPJz1vNPvHSDfdefSt7xpldeGZtA+HMF8NUH0ZjQKggV9lYAigVsBtsUoWHKw+Su0Xo6j2PAY1VfPkVkfFRLlA9V2VL0ejhH71Jb457Fl+21CJ33I80z7UxkBKoZMjF9zPKyUY0FDBz8ch/pyRI0Guuups1T8UBPC22Ak5H1idCdB7tMRWCDVZkIFzBleQmOutxaqQ0FwUzTuUEnkXBZLuc3NU/wAh0/eioFGWaVBgIsBPQcEFDx3sShU76zWnikv8ndLZHZjVF7XAV5PeplCgdjjQ2l2BlcFm5uOV7zF+yCNV0m6PieOW09U8jThv0m2PMzL5e5pnHyPEWMje8Ia0yUxD63DlnZB+EB+LiVH3vM6s/71OsKmoaiaygz5pvzN53TLqF7omjrp4LV13UiSk8598GWhakkZcyTEUODErtGwKTSTMWEDLkt/ZEtqJcpWes4Y6nAiO5PsOHUGS+HRAOD32HWDobykEl1d2rbaoVASVGck3+GBXKinSud6rekUF1C+q/OCFlhkJPn2M3ZF1KdK7eg54WS3EFpyrsfVZAkwqNd72qsFs3eICUnVRFOq9cCJV2xp8OfrbPIde3Ui/r0QZN9bcKmKMbvVEoFuDtLQ098+PPFL1j0SFgwcPXnHeFa2awCWXUTlw4IDHOMNu3bp5vH7xl/ZK6PV6unbtytq1a9m8eTP9+vUjJSUFk8lEXFycu6tvxXVYt24d69atqzavi6+BWq2md+/e7u0LA3CLxUJRUZG7K++iRYvcrbEXO3DgAOB60DBlyhTef/99li9fTseOHenWrZtHcF2bNLWRmZnJnDlz2Lt3L+fOncPf399jDK7V6rrj69GjB2+//TYmk4mUlBR3V3CofEhw4fvcvXt3j3Iu3E5LS6s20K140NK+fXt3kAugVCrp2rXrHwp0u3Xr5u4RoFKp8Pf3Jycnh8TERHS6ylaTkJAQ0tPT3U89Kz4PmZmZ7q7lFysoKCArK8uddt++fe4eABc7fPgwDofD4+HClejSpYs7yAXcrcIV9a0YUw7Qq1cvj2MrxlwLN7/HWksczJeYkyrjcLrGqL7c6ebrsNQsWGJGXwUvbnaSXw4JYbBgwKW/GwpJYukgJSN+cHAgHyIM8ElPBX3qSZRYnCQdl1FIrpZZpQQPNpN4JqH6G6IoH4kFAxT8e72TLBM0D4bPeyn4MNk1gZROBf1j4LcsSDdCkA5ahkCHCIlVx2QOFUCUt6v8HtESpVYnq0/I6FXwZFuJJ9sqeOAHJ7+ekfHVwAsdFfSpr+B/AyUeWO1gfx6EG+DD7gr+FeuDvcjOpt/KaJ1TjFUh0TDfRK631t01GGT0yFgdEF5STraPjnMGDel+eiIdNupqnOxyaHDKEF5qoVlpGakRvpTqXF2EtXYHDknGrJDQOl23iRGhSsY9EkT6OpnUUldw4pQBScLHbCPPR02IyerRHc6qkDgY6uNxLWPzTQSpZN74dwhzl5WQvN/sDvJyfYKrLH8jSZ5LwfqVl+JAgVFvoPE5I7/VCXB3xdbbHCgcTky6yvkQNHYHwWUWyjU6fqvbjI5nUl37nQ7aZpzky4ve6yY56XQ6c4bt9Vu598nnw02AEr0Pn3W5Fx9zKbOWvEZC5uEqXQDjzp3m1gOp/Fy3Pbcf3srPjTuR4+MKDFQOO+/+OJN2GYdxoGBHUDtOeNcnxHyOPjmbuJgVPTrKKNYa2BDbjk5n9hNmLKRE5c32oI50SD9DuO0sgWRwz+kV5OpC8HKUYdaq+altAmH5hUTkFRKQb6RUo3VPSiUDOQYf2mRnYJcUqGQnAWUmzvoHEmqqGugrgITMMxRrdMiShJ+l3B0+VBekq51OMr198T4/7vdC4cZS1I4zpAWFcjgmmibF55AKylE3DUbTLhzT0kNgPt/CbVDj+0xHJK2S4ne2I5da0fWsR+Dn/avkKwhC7YlAtwYXjj+8FJOp6oQMlyNX08Wlpry9vCrHI9W2TrXVr18/1q5dy7Zt27Db7e4xm/37V/5irU2ZF18DSZI8WlErAqoKV3L+AL179+aWW25h8+bNbNmyhe+//55vvvmGJk2a8OGHHxIaGlqrNJeTkZHBQw89RFlZGePHj6dt27aUl5ezevVqj6AVXE/+OnfuzPr169m0aRMJCQls27YNpVLpEeRfeE2u1p+xPMHF70nF9sVlXbx9Jd+L2rzPTqeT8vLyq15Sqbb1vfgzKfy9qBQS0/so+aBb9euI3kzGtFTwUDOJEiu1njm6bZhE6igVeWUyATpQng+IvrtLSbFFRqMAx/mvo/dlrs098QqGNpYoNEOwlytt12jc+ejVEk5ZJr8cgvWV37l3usK5MpnAC8pPGqKkyCyjVbqOA/hlmJJCs4yXCrQq176WIRL7HnLV31+Hezzys2MCGf+gPwoJvku1k/R9Mf2yC7BFe9G2pZ6nblER5gWbfrdw8rQSOUDPKYWaGB+4v7kOtVKizCa7WqhtCrx0Bk6WwvI0GT+NTDt/BVtyw5EVCoY0gBA97qWK9j8KBeUy3hrYcMbJ+rPQMULLbTFavtio47tvi9FZHRTq1Xi19qWdWuJkMdQ1yPTVmuncRknvzhF46RS89lQwxjIndlnm28NODp+1Yz9mpOicHVmGTq11PHiXLwu/K+HnrWVo1BJD746ke5zMxmNKzBaZvRlGfsqQ0MhOok0W7AqJQzpfzmnVhHtLNHPaMB9z4kDBR13u59nkJcRkneKkTzC9j+6nx7FU1jd0tSSHlhbx2U8LqJedjY/FRHKdZvhbSmmafZDZHW4nvKIvueykbfohxv/rBd5aM4PoklyPz4pFqSY+K4vxDwyl++e/8emKd9nUoC1GrReJJ/fiYykDIDmoNQf8XT3XznjX5WxRfepYTrl7L5jx4YR3BDsi2pKU2B67Ss3sTkN4ZOt3GMsDqFtcisFmRYmrXkqcRJhdD8t1TjU9k1MJMhqpW1SA1mHnrG8AsgShxlK0NiuhJle3Z9X5bs8h5SYa52ZhvcTMzn5Wc5V91QW6pRot6ov+1hkeboW2azT2o4WE9mlAk2ah6IO0yA4nzoJylCGubuuBM24DqwNkkHQqJJ2rPr7PdMRZZkMZULVruSAIV0YEujW4cK3bxYsXe2xbLBaUSqW7u+yMGTOuOu+pU6fStWtX93bFuNyKJYoqujiDazziwIED3duZmZmEhYVddWtYYmIivr6+lJSUsHfvXjZv3owkSe4uxxV1TU1NpUePHrz//vsex5tMJgwGw8XZXlZAQABBQUHk5+dz//338+9///uS+RYVFeHv70///v3p378/ZrOZcePGkZqayvTp05k8eXKt0lzOsmXLKC4uplu3bjz44IPu/enp6e7JuC4M3vr168f69evZvHkzPXr0oLS0lA4dOhAcHAy4ZqausGnTJo/ZnyvGkAI0bty42vrExsZy8uRJdu/e7T6/ChVdc/9qDRs2ZOvWrQQHB5OUlOQxw3JZWRl6vd594xsbG8uJEydo2rQpX331lUegebWfnStV0TNBlmV++eUXj9mdK1rMhb8Pw00c4F5IrZQIuop73IrA9EJ+2iu/JkqFRPBFcz5dmI9CkgipZk6okGrKr24po4Aaljeqrv5eOlfgeU87Dfe0C6nyOkC31jq6ta5+/K7X+QAbrevvZKMAeKFjRTlKOsRUexgAgecfNPSNUdL3gnT/7qVnRKKOLRkyjfwlmgZXaeerkldFAD26nRLaqYGqb/CY4QGMGR7gsW9Qfdf/hwFTaq4q4E3hUD2HT1ipGxFGVPirOBwymeuN7PrxKMsXzuCw1pfCwEB6PNQS/fF3wWrjyfWprqp06Qg5cdx/29t8q6iHSpYYVN+M47snWbrGyAdxr/LEnKk0TD/hLnFPly6MvmskeVaJB+57khXzP+S2I9sgwIBzcAey1qXxQasHiTxdhtpe+bdzbVRnbsn2IbIsDycKNFIJBwKbgFOF3mylde5+gk2FFMkB2NVeeFvzACgjAF+yPYLN/SFx+JvKaJWZTqGXF1alikYFuZz182dLg1jq5+XTJieDC0lA3dJiTEpVjV2pLyYDhVo9ZVoNEaWlqGQnJrWGEwHBtPQpw/u+NmhvrYO+dwzK8Oof3EpKhTvIBVDo1aCv+lmRtCqUWnF7LlyZq5xO4W9PfJNq0KFDB+rWrcuZM2d49tlnGT9+PLGxsWRlZTFr1iyOHTvGkCFDeOaZZ6447/r165OQkEBycjJvvPEGEyZMoHnz5hQWFjJ//nx27dpFt27dePfdd0lISCAmJoaTJ0/ywQcfYLVaadmyJSkpKXz22WfodDrGjh3LPffc4xHwLlu2jOPHjxMZGUmHDh2qrYdaraZnz56sXLmS2bNnk52dTZs2bTy6RFcsN7N+/Xreffddbr/9dtRqNZs3b2b27NkEBwfz+eefU69evSu6BkOHDmXGjBksXrwYLy8vunXrhsPhYO3atSxatIiYmBhmzZqFVqtl5MiRhIeHc+edd9KoUSOKi4vdEwQUFRVhNpsvm6Y2Lpzc6+eff6ZOnTrs3r3bY9bglStXumeZ7tKlCwaDgaysLL780tUx7MIlaqKjo+nQoQO7du1i1qxZKJVKOnTowKFDh/j4448BqFevXo3dq++55x5+/vlniouLGT9+POPHjyc4OJh169bx7bffutOdOnWqVrNKXwt33nknCxcuJC8vj6eeeoqRI0cSHBzMwYMH+fzzz7FarTz//PP079+foUOHsm7dOg4ePMikSZMYNmwYPj4+JCcnM336dHQ6HVOmTHEvJXXh9f/+++8xGo21mpDqUhITE4mMjCQzM5P3338fo9FIu3btOHLkCJ988skfvh6CIPwzBeklBje8sR6sBPgpuaVNZQCtVEoM6u0DvdvC+19wy6lcCPMHr/OTW2nU0K9NZQbhAfjseY+RZ/PAWwcBroBtzHB/wB9enEL5lxvgcAb6O1rTqV8bzgEZpTJ6VSv8Pp8Hp89BZCAKnYYos5U7Nuax7cV9qEvKKsuRJLJ8fbFoZeySiqM+HSlXeWFWK5n863+JP+eaiFIGNoZ2pkjnTWB5GVYM5NEAfzJRYCXXO4DdAc2IyjORXKcedqWSMq2G3fExnAvwo/3REzQ+erjG62WoZh3daqkVoFagbxmG72MJWBfu4+zuAjT+Grq+noD/fVUn4hIE4cYgAt0aqFQqpkyZwoQJE0hPT68yljY4OLjGMYq18dprr7mXF3rzzTc9XjMYDO4bfKVSyVtvvcVjjz1GcXExb7/9tkdab29vEhMTAdwT+jgcDlavXs3q1au57bbbagx0wRWYrVy50j1z8sVrid5xxx2kpKSQlJTE0qVLWbp0qcfrPXr0uOIgF1zr/P7+++/s2LGDWbNmeawBLEkSgwcPxs/Pj7y8PDQaDSkpKaSkpFTJZ8CAARiNxsumqY0+ffqwcOFCTCYTL7zwgnv/3Xffzbp16ygqKuLEicqn2Vqtlm7duvHDDz+QnJzsfnBwoZdfftm9vNCnn37q8ZqPjw9vvvlmjS3ybdq04a677mLFihWkpaXx9NNPu1+reFACrqWrKpbS+bNFR0fz4osvMmXKFHbt2uWebKtCy5Yt3eOP27Vrx9ixY5k5c2a1Y7w7dOhAmzaVN1n169cnIyODM2fO8Nprr6FSqbjzzjv/UH01Gg3PPPMMzz33HOXl5UydOtX9WqdOnTyWtxIEQfjbkiSICatd2ujg6vfrNOgn9K2yO8qnsoWcBuEe6Tv0iyTY7mT907vcTU46h5mO5/Zw3CeG/QFNkSUFensZ/bM2E1V2rrLKQEL+HpZFD8bXbCa43EQZgZTrfDE4TqOyyTTLOcZZQwPs5/+O/t6wLl5mK3GnM3hgyzZUf3DIV+Sxx1DHerayM6IxTf5QroIg/FVEoHsJ8fHxLFy4kNmzZ7Nt2zYKCwsJCQmhc+fOjBo1qlbjPmsSHh7O/PnzmTt3Lhs2bCA3N5eAgAASEhIYPXq0Rwtd48aNWbRoEV9++SVbtmyhsLCQoKAgbr31VkaPHu2uR3BwMC+++CIzZszAZDJRv359j0CiOu3atSM4OJi8vLwax5dOnjyZhIQEli1bxrFjx1AqlTRs2JBhw4a5l9G5UiqVio8//pilS5eSlJTE6dOn0el0NGnShAceeMC9JFFwcDDz589n6dKlrF27lpMnT6JWq4mNjeWBBx5wB1W1SZObm+sxlfyFdYmIiCA+Pp6PPvqI6dOnc/z4cUJDQ7n77ru59957CQ0NZc6cOVXe8379+vHDDz8ArtbDCydGAoiMjGTBggXMmTOHDRs2uCe4uuWWW3jkkUeIioq65HV68cUXiY2NZfny5aSnpxMcHMyAAQMYPXo0r732Gps2bcLX17dW53etDB48mJiYGObOncvvv/+OxWIhKiqKAQMGcO+997q73QOMHTuWpk2bsnDhQg4ePIgsy9SrV4/BgwczZMgQj7HC//73vykpKSEtLY3g4GA6dOjgnvzrj+jWrRufffYZ//3vf0lLS8Pf359BgwbRrVs3d6B7YRdsQRAE4dppcHsdDOF6fvjkGMY92RhKbPwU2Y1O+ckEWQrI0wUz9PR3aKg6q7bBUYasgL2R0bQcHEHr8fGoYwOYE7cC2SHjZTchyXZAi0OChMMnUDucRJQUXTLItSgUaJ1OzAolOqdnuRXdmSVfTdUgVxBuUGLW5epJcm1nBhKEm9zYsWPZvXt3lf0RERHuMbg3s7/7+V2til4BFQ8EKnz11Vd89tlngGv275rGSguCIAjXxrFTVg6fsFAvSsHBJTNIWHWMmBIJxdHq1yO1Sip+6T+Cdm8lEtqmcjmYtWO2cXa9a64KL5uJMrXBY7xtQLmJdplnPfKqbjzuOb0Xersdb1vlQ9VSjRZfrUzoj/egS6zdUneCcL3tlj6vsq+tPOE61OTGIlp0BUH428rOzubhhx9GkiQeeOABWrdujdPpZOvWrcydOxdw9dwQQa4gCMKfr2F9DQ3ra7DZbGwP9+aXsa0Z3bAjil6vV5v+rFcU9YY38QhyAW59qw0bn0shc2suZWrXBE/SBUs2Feq8yPMyEFxmokSjJS04jFKtFj9zOfF5OXjZbMi41kVOiYymTmkxXlYrZf4G2n3ZHd9e9ZCUN98SZYIgeBItuoIg/G05nU5efvll1q5dW+3rgYGB/Pe//6VBgwZ/cc0EQRD+uWw2m/th46h77kNd/zEoqlyq0IHEr2FdsfdtS5+Ziah01c9lYTPZObToOL+9e6Dqi7JMaGkJed4+OC8YJuNltXDL2ZOullulA2u4H+f8ffH7VxyN/90StZdoAxJuPqJFt3ri2ywIwt+WQqFgypQpdOrUiRUrVnDixAlsNhsRERF06dKFESNGEBgYePmMBEEQhD+Hlxb+9ww8NA0yC5B1aopu60abV+8huHXQJQ9VG1Q0uqseKR8dwmlxuFt0kWWiSorwspjJ9fXzOKZMo6VUoyXPy5uGS/qg79uARn/WuQnCX0aM0a2OCHQFQfjbGzRokMcauoIgCMINpE9rODMDsouQwvwJUlXfglsdfbCO/vNuZdcrKej3pKOy2QgtLcVLJ2G0V9P9WJY57RdAgzb+6PuK3jyC8HcmAl1BEARBEATh+lIqIerSLbg1iegQzOCf+iHbnZh/PYVsc6LvE0PuoKUE7TOS7+XtTquz24hp50+T1Xddq5oLgnCDEoGuIAiCIAiCcNOTVAqPVtrgr+6g06M/cnJTDsYgHyIH1CVuUltUYd6XyEUQbj5ieaHqiUBXEARBEARB+NtRhnkTvnIo4de7IoIgXBdi7nRBEARBEARBEAThb0W06AqCIAiCIAiCINykxFqx1RMtuoIgCIIgCIIgCMLfigh0BUEQBEEQBEEQhL8VEegKgiAIgiAIf3+l5TDyU9DfAyEPwbQfrneNBEH4E4kxuoIgCIIgCMLN62QOvP4/5N9PY4+vj+Ld+1HWDfBMk1MEt74Ex7Jc22YbPDEb8krgteF/eZUF4VoSywtVTwS6giAIgiAIws3JYoPur8CZPCRAvfcEpsW/kdFjCHVGRuGVvAesdlj1G2QXVT3+P/+DJ2+HQJ+/uuaCIPzJRKArCIIgCIIg3JzW7IYzecjgbtPyopR66xehXm+7/PEy8O0OeKTPBftk+GkPpJ6Bbs2gfaM/oeKCIPzZRKArCIIgCIIg3Jx+2I0FHVrM7l0SoMFW+86cKqXndv//wNrfK7efGQQfPPQHKyoIfx6xvFD1RKArCIIgCIIg3DiyCmBqEqRlYuzaEse4fvgZVK5xtlNXwYGzOFrG4hw/ANWWQ1gvCnTBNWZRqu3t/zvfwpIt8FBPCPP3DHIBPlwF3ZvDHQnX5PQEQfhriEBXEARBEARBuC4cxVaKlhzGllOO/10xeMX7QueXXBNMAd6rfuOXz/fw/XtPMXXSS0hHszhFUwpW58HbCzAQjpYyfCjyyFdxJW1cRzJd/37cC1GB1ad5bIYIdAXhJiMCXUEQBEEQBOGKmH7LwXKsBJ8eUajDvdz7nRYHJT+dQVJI+PaLRlJXdguWZRnjxkwsWUaU5TL1fs+BJyYQYC2niGDS3owjuouCoPNBboWeJ/cgP7IIZ3E2pQRTh6PU5RAyEsWEkkkMZ2lMCOkAOFBioPTqTiyjoPr96fmw9yS0jrm6fAXhT+QUsy5XSwS6fzPp6em8+eab7N+/H39/f7p27crEiRMBWL16NTNmzCA/P5969eoxduxYunfv/pfWb+DAgWRlZTFkyBAmTZr0l5Yt3LzE50YQhL87pyxzKB/CvCDY6/rctJ7LsqBSKwCw25yERGirpsm0cOKxTahXHQVAlkBXz4Dh1kiCRjfh5P0/Y88qA0AVoqPhr4PBKVPyw2myp+zGWeqaIKoTRpqy1317HkwWDllF0SZ/gqqUKhNSXE45PviT57E/kGy0mLCjwYKeAiII4cy1uygXavMM/N8g+PChPyd/QRCuKRHo/o3Issxzzz3H0aOuPz45OTkcOnQIgIMHD/Laa68hy66uPGlpaeTl5dWY1x+RnJzMuHHjAJg7dy4tWrT4U8oR/l7E50YQhH+qnWkWXv+ykDKjg+PBvjzQy4u3uyovf+AlyLKMJFUNmHMyLOz6tQh1ag71s/PxbeCN131xzJmXz5p8FdneOlofz+TejfvQ+app9mVXghKCOD39EMv2QJZdTdxpmQSFhNIpI8lgOWVCcSqF8oWrCZEVZCujOVA/Bv+SMmwtllTT1iTjRQkSrkl0HKg4SUtKCQRkjtKGWH5HgROAYkJwoEGDpdpzvbD11o/8P3TdLmvqKhjXFxpGQDXXVxCEG4cIdP9GUlJS3EHumDFj6NatG0ajEYD//e9/yLKMj48P77//PlarlYYNG/7ldZw5cyZ2ux1vb++/vGzh5iU+N4Ig/NWy0y0c3W8kNFJL45YGAI78buJcloXGLb1JV2rYninTNkwiMcoV8NhtTg6kGDGW2Gme4INfoBqAMpOD5A1FpJ8sR+ulJCRMQ4sOPqj91Dy2woz+29M0tjsAaJVdxHJLBLfW8eP2BlWD3eICG6nJpXj7qmie4INSVRlsHT9oYkNSHkf2mbBZnCT6mfFv7sOBpnVo29SLBnYzPwzbQsu9J9DYHZSB6997v7P+zi50P5jGLWnpeJutpEaH0vp0Dmd7r+T++3vRMcuMyd8Hb1M57X8/huKCOkk4iCMZhewKTP2lLM7Ygog8Z6zh6koUEkEpgdjRosGMGgvx7MALIyZ8yaIeBnUhOZpISsvCUcgyEo4/9J5eM7e8AMVl4OsFLwyB5+683jUSBKEaItD9Gzl58qT754ceegittrLL0YkTJwC45ZZbSEi4fpMpREREXLeyhZuX+NwIwo3L4ZR5aa2V705L6HUKnmmv4P6mihrTpxXIvLjZye4cmVujJD7qoSDYS8Ipy+zKgoJyGV+tRMcIUCsv3WImyzJnj5tRKKFOjB5ZltlxxsnvP5wjM9VIUJiabneGUBygp1UI7DsHb+10kmWUaaaxEXvkHMYMC2e8dPxWPwSHRknv/HwijhdiMTlxSJAW5MPxOg46nCkgoKgclVNGAn5uEMaBMH+CTWYCZQf1i034FFsILylHJcssnZGFRifRIF7P4d/Lqqz/sWxuNic7RqI+WESQvTKAk4D2GQXMfi2HRo3K+aBOQ3aWqpCMduIyCvjN358SrZZ6RSaazDjHwc7RUG5Hf9bIIYOBtpkKumYUobHZ2WTy4n/RUeTu19L4xxx6HTrDI8lHq1xHrzIrry/6xWNf69M57K8TDAoFry3dwI/d2wEQml/Cxe+ujBIrOnS4uizr7RYCVVmUhuvxyVZCteMHJezoALCjJp6dqLADYKAEhcLG3KYjaHvgFBrZdX3S6EBjfkNNLdbHrcGF6+1etfzzAXyBEZ7/GuZvgNPnXJkH+7haev28YGxfGNsHdh0Fbx00r/dHSxaEaslijG61RKB7k8jOzubLL79k27ZtFBQUEBgYSPfu3Xn44YcJDAwkNzeX06dPA6BWq8nNzQUgMDCQgoIC8vNdXXkkSeLs2bOoVCp38FBUVMS8efNYv349ubm5+Pr6cssttzBmzBiioqKqrcfWrVspKioiODiYLl26MGrUKIKDg5kxYwazZs1ypx81ahQAq1atIjIy0mOs5eOPP06/fv2w2Ww8++yzDB8+3H1ccXExffv2xeFwsGDBAuLj4wHXOOPly5dz7NgxAOLi4rj33nvp2bOn+9iKOnTo0IEpU6YwY8YMNm/eTEFBAfXq1eOll16iefPm7vR2u51ly5aRlJTEqVOnUKvVtGjRgoceeoh27dq508myzPLly1m2bBlnz55Fr9eTkJDAmDFjiI2NrXWa2tqxYwezZ8/m0KFDeHt7069fP8aPH0///v0xGo3u7r1jx45l9+7d3HLLLXz22Wfu43/66Sdeeuklj+sPkJqaysKFC0lJScFkMhEREUFiYiKjR4/G398fgMzMTAYNGgTAihUr+O2335g7dy733Xcf9957L8XFxSxcuJBff/2VzMxM/P39adSoEY888ohHl+OKuo0bN45u3boxc+ZM9uzZQ3l5Oe3atWPy5MkEBQVd0edm0qRJ7m7OSqWSrVu3smjRIr7//nsyMjLw9/dnzJgx3HnnnR7Xc8uWLSxatIgDBw5gt9uJjY1lyJAhDB48uNrufYIgXJ7V4mTwh0X8qPF17SiFB1Y7+Pm0k7m3Vb3FKLfJJC5ykH9+JZhTJTIb0x1sGq6k3zIHaYWVaSMMsHqIkjZh1X8/S4vs/PfN02ScdGVWp7GexQ2jCNqVS5O8EgBKsi0c2W/i69YxOLzU2J1gl0GSZdruPYvR7AqY6hZaCco1YVFIBFrs7g6yShma5JXSKL8UhQzHAr05FuRDWGk5XU7l0vnMOXR2J782CGNtZAhESXhZ7Qw8kkG40YzVLHN4b1m19VfIUG9nFiq56uzAOruDXxuEY3z1G9o3y0EXV5dddYJYUTcSm9IVZuZ7aTFqVOgPFSMh0/7UOfoVHKPn9oN4WawAHK0XjkatJqSgBF+TmbgTmexoFMUvLWMIKjYx9uc97qB1f3QIKzo2AQnu2nmYw5GBvPOvrgDEpZ9jzM40jN56Cn0NVc8FO5qLlvcxWMvYFdGCvtk78SeXLBpgoeqxAN4UuYPcCnpnOZ1/P4QDjXufBS/OEU0EJyggnBKC8SGfILJqfZv/p/y233/BmODS8sqfH5sBry+B7CLXdv828O3zoK869lkQhGtPBLo3gcOHDzNhwgSKi4vd+3JycliyZAkbNmxg5syZvP766+zevRsAm83GXXfdBcDkyZN5/fXX3cf99NNP/PTTT0RERJCUlER2djZjxowhKyvLnSY/P5/vv/+eDRs28Pnnn9OsWbMa65GZmemux+zZs6/ovHx9fenUqRObN29m06ZNHoHuli1bcDgc1K1b1x3kvv766yQlJXnksWfPHvbs2cOoUaOYMGGCx2slJSWMHDmSjIwM976jR4/y4osvsmrVKiRJwm638/TTT7Njxw53GovFwvbt29mxYwcvvvgiQ4YMAWDOnDlMnz7dI93PP//Mli1bWLBgAfXr169VmtpYs2YNr776qntMtcViYdGiRRw5csS972qsXr3aY6w2wKlTpzh16hQbN25k0aJFGAyeNyJff/01K1asAFyBfFFREcOHD/cY452bm0tubi7btm3jww8/pGvXrh55HDhwgDlz5mC1Wt37tm3bxqeffurx+bwaL7zwAhs2bHBv5+TkMGXKFBISEqhTpw7g6vo8c+ZMj+MOHjzIwYMHSUlJ4Y033vhDdRCEf6rNawrYfHHwIknMOwDjW8u0j/AMK348JbuD3ApnS+HBHzyDXIAsE0z4xcG2+6q/VVmzJNcd5AKkp5WjNhXQOL/EI53GKdOowMhebYB7X2RJOf5mz1ZBg81RQxgGqvO/MhsXGDke6E2d0nK0ThmcMif9DaSG+bvTlmlU/NogjPv2na4htwvzlTnl50X9Ys9gOC3Ih9BiEwANT2dzIK4uepvDHeRWOBrkQ+LpXH6rE0y3U+fotPe4O8gF0NjsOFRKssMCyQbS6ocTfjqLF5dvwQnuIDelQQSPjb0dx/n8v2/XmKeTttP2eCZtT2RTqtfQ5sBJ8gJ8KPXWkxXsR0Re5b2AF8XkEo0SO4Fko8TBruiWFCjNLOzdmN5HzTQ+fYrTNKv2OtioGvjJgAq7R6ALkE8EYZxCj5Ec6lNIOKUEUJ+DwJ8UyP4RFUEuwI97YMZaeHrgdauOIPyTiED3Bud0Onn55ZcpLi4mLi6ORx99lMjISI4dO8bnn39OVlbWHwoU3njjDbKysoiKimL8+PHExsaSnp7OjBkzOHr0KC+99BLLli1DkiQmTZpEcXExBoOBp556ihYtWrBjxw53K2JycjLDhw+nbt26vPLKKwC88847xMXFERoaWm35/fr1Y/PmzezevRuj0egeg7lp0yb36wA//vgjSUlJKJVKRo8eTbdu3bDZbKxatYoVK1Ywd+5cOnbs6NEt+/Dhw+j1ep5//nlatmzJtGnT2LFjB1lZWRw5coT4+Hi+/vprduzYgU6nY/z48SQkJFBaWsrixYtZv3497733Hu3ataNevXosWrQIgDvuuINhw4ZRUFDA5s2bOXnyJHXr1gWoVZrLKSkp4cMPP0SWZfz8/Hj66adp1KgRGzZs4Msvv/xDgW7Fe3HPPffQsmVLdDodK1euZNmyZWRkZPD9999zzz33eByzYsUK+vbty+DBg4mPj8fPz4/IyEgSExPp0aMHERERpKWl8d5772E0Gpk1a1aVQHfz5s3UqVOHp59+Gj8/P15++WVycnLcAeqVfm4qOBwONmzYwL333suAAQNYt24dX3/9NU6nk40bN3L//fezd+9ed5B79913c/vtt6NUKvn111/56quvWLNmDR06dGDgQHHjIQhX6szRclROr2pf25VdNdAtrX4uIQ7UMDfirqzq9wOcOVZeZZ9/mQWnJKG86PekXeFZD4fi6sOhjukFBJorg8kcb12VNOcMOhySq0X4Ugp1alY1qUNcXgkJGQXo7A6OBPuyKzKQD79a66rr+eBT5XRWOV7plEn3M6B0yiDLBBd5LqlzsFEdzwmTFAp8kFCAR/fjb25t7i6nosxdjesw67/fu/dZVEru+nEnslKB2u45VtZIIMbzcyVnSg042syPd7v34FSgq6X/1X738N738xmx8XeyicGB2uP4cnwoJJQAct37JMCHfCx4fr5s6MmmAVEcI4b9HOIWConEhyKCycSBEicKTPjhS16VbtbX3a5j17sGwt/Q1d8Z/r3dcN9/wVNycjKnTp0C4LnnniMmJgatVkuzZs148sknAdi9ezcTJ05kzJgxAGg0GpKTk0lOTmbgwIEkJye7uykPGTKE5ORkkpKSSE9PZ+fOnQBMmDCBpk2botVqiY2NZeLEiUiSRHp6Ojt27OC3337jzBlX15wXXniBIUOG0KhRIx588EFWrVrF6tWrGThwIH5+foSEhLjrHxYWRnR0NCpV9c9UunXrhk6nw263s3XrVsDVIl3RwloR6C5btgyAnj17MmDAAAwGA/7+/owYMYJWrVoBsHTp0ir5v/rqqwwbNoz4+Hgefvhh9/7s7GwAli9f7r4uXbp0Qa/XExoayhNPPEFUVBR2u52VK1cCuM+hSZMmNG3alFtvvZUXX3yRGTNmoFAoap3mctasWUNRUREA//nPfxg4cCDx8fGMGzeOESNG1CqPmjRs2JBVq1YxYsQIWrduTXx8PBMnTiQgwNXScfz48SrHDBkyhClTptCxY0f8/PwAmDVrFq+++ipdunShYcOGDBgwwN2LoLo8tFot06dPp3v37rRp08ad1mQyYTQar/hzc6GhQ4fyzDPP0KRJE8aPH+8em37xe9yyZUvuu+8+/Pz88Pb2ZtCgQfTq1Quo/rNzvRQUFGCxVEYDRqOR0tLKm1er1eoeilDhwh4Z1W1nZ2d7PCARZYgyrlUZdWJ1tMnybIpVOlwBWVPf8ipl9AopRFVNjNkuvOo+gFZBthrPIzpWXyV9oZeO38P9PfYZ1SrSgnw86+6jJ/OiANVWyyEMFwecoUZzlTTBJrNHkFs1RHU5429AliQOh/ixoHUMsxMasrl+KP+d+T2Jaa41YQ81dPVMaVhgxNvi2QodbLJwOsDb9R5IEvn+nhP22ZVV/+4Yyqo+bSjXVP1da1V5ToSltTuQkKsEuS6V184ha5GNkjvIrfBG73/ho84mlOpbuk/SggwaeOyL5DiqamZaLj4fVOsx4XN+uSEnrvoqcXCK5pygNYdIJJNYztIIC1UfSPzZqg0+ElzDmG6m77koo3ZlCDce0aJ7g0tLS3P//Mgjj9SY7uDBg1ec95EjR9w/X2pt0gMHDqDXV95QdOvWzeP18PAa7lBqQa/X07VrV9auXcvmzZvp16+fe+xoXFycu6tvxXVYt24d69atqzavi6+BWq2md+/e7u0LAymLxUJRURE5Oa5F6RctWuRujb3YgQMHANeDhilTpvD++++zfPlyOnbsSLdu3TxakWuT5nIqJhXz8fGhc+fOHq/dcsstfPXVV7XO62JOp5OkpCRWrVrF6dOncTqd1KtXz92l+MKuxRUuHKdc4ejRo8ybN48DBw5QVFREUFAQGo2mxjxat27tMaHUhe+F2Wz+Q7Mp33bbbe6fVSoV/v7+5OTkuP+AVXx29u3b5w6wL3b48GEcDgdK5R9bzuNaCAwM9Ni++NpoNBqCgjxXmbx4sq6Lty/+jooyRBnXqoyA2xwc3nsGryMZHA3yQZIhw0/P2A5KesR6dgTWaDREhQXx1QAHD62RsTld4dGz7WFcKyV9ljo4UdkbllAvmNFf5zGG/sLz6H9PCKeOlJF1xvVdj4zVY2kUwM4iBYV6LTGFRkq1avZEBGBVKdEqQa0A4/lY8bsmdWidXUiI0UKZWkXL3CKqc/HkRalhfrTMLsbb5hpTGlNkokluMYdCXQ8CtTYHDfNKKNaoUMoyRVoVh0P96X4iBxV4dBn2M1edVElvtaNWqjhZJ4QT0WFkRAQhAya1kntSz7AnIoA8vQYZCY3TSf+0TOLyXTfom9rF0WtbKr7lrmuiKbeAv2eQH51Ztfn8juQ0dsRFe+y7PaXqpFWZoQFE5xRW2X8xX1PVccmlOi+K9AaKbSHVHAEgkUMDQklHjevviOp8V+hcPCdx0lLZmt+AfRyhA/4XtAZ7UYwPhchI5BOJFT0qbERw6rJ1v2YUEtIjveGX/XDc9eCVXi1hnOsB/s30PRdl1K4M4cYjAt0bnLOarkrVMZlMV5x3bbvAmkwmvLwquw7Vtk611a9fP9auXcu2bduw2+1s3LgRgP79+19RmRdfA0mSPG6QLm5RvZLzB+jduze33HILmzdvZsuWLXz//fd88803NGnShA8//JDQ0NBapamtKw26anM+n3zyCQsXLqR169a88cYb+Pv7k56eznvvvVfrclJTU3n00UdRq9U89dRTxMfHU1xczJIlS9yze1/s4mtf29bt2rhc3rW5Lk6nk/LycrF8kSBcIa1eyRP/ieHOE+UUGR1k++hpGKAgxr/m1tH7mii5o4HMziyZxgES9fxcadMeVrI1A86VywTooHOkhLa65t/z/ALUPPdhLKfTylGqJOo21POsLLMjE2yOAGxyAA38JHQqOJDnWgYo2wQvb3GSkiNTbldy3DuYprESdwdb2LvKjinXgt5PTUGhnSyLgr0R/tgVCrpm5uGjhq2+fiRHBHA0yJce6eeIt5sJCFAyWi4iPb0U71gDpWlFnLGrUAA+DgexQUoKtDJJreviU2whrLSc5nkl6PQKOmvKOZlXyL7g8+OHZZlytZJ3hnSmZVYRWr2dtlrItykI9lPjlGQCzuQhyxAUpsbsBKdOIr9dEMVpRcxp3Zz3erWi1ekcirx0tMkrwcfqwClJ+FgsdDl8Em9j1S7f/fcex6xRseyWpshIDN1xkNt3ewa6MlCmq90kSg3KTqBy2LErK28z26afwL/ESjZ+NR4n4URx0RJCoZyhkDBs51tkldiIoPJvjRInDdnjXmNXBiI54X44EcoZTtCcYDK4WjbUmPBBjwntxS3MrerDOw+AUgFmGzicoNdAQkMI8gGHA7YeBh89tGlQbf6C8EeJWZerJwLdG9yFa90uXrzYY9tisaBUKt3dO2fMmHHVeU+dOtVjXKXdbsfhcLi7gVZ0cQZYv369x3jGzMxMwsLCrro1LDExEV9fX0pKSti7dy+bN29GkiT69OnjUdfU1FR69OjB+++/73G8yWSqMoFSbQQEBBAUFER+fj73338///73vy+Zb1FREf7+/vTv35/+/ftjNpsZN24cqampTJ8+ncmTJ9cqzeVUtGIXFRWxd+9eWrdu7X4tNTW1SvqK1vaKmbYrJCcne2wbjUYWL14MuFqe4+LiAFc3608++QSoXVA4f/58LBYLQ4YM8Wgh3b17N5s3b3bnc6PMZBwbG8uJEydo2rQpX331lUe9rvazIwiCp+gGeqKBFpdN6eKrlehT3/N3hFIh0TUarmQ6IYVCIia+8kGsQpJIjKqaR6S3aztIDyvurO5vlRcD2nu2Gu7Okdl4VqZ5MPSu548kSeSVySw/KqNRKPlX47r4aqvW1WoJYt/OEspNDlp29MUvUM2L5187eUTJ6TSo0yCQhs1cv3uekWV+OCEzfX05Zw+VEV1ShtbuYFOLKNaP1dMooLbXI5xck8y3R2WKLHVQALIUjFKCDuEKukZLQEtypu0jc+IO5DJXi7RNqeBseCB9Uk9x164jHjnaFRIqp4wizAtHThlxp7OrlFro40WZXkNEbhFOBUTKx6ljOsmSBR/zzMARnAoMpcuJg3zyv284Thv3cTKuscAqR+WDbA1llOONN8VY0FFMEHbUNGU7RYTiRIE/uVWWF6oIcm2ocaLwCEaVOIjl9z80Vi+POmQRSzDp1H0oEnq3gKIyuLMDRAVd+mClErpWPwmXIAh/LhHo3uA6dOhA3bp1OXPmDM8++6x7wqisrCxmzZrFsWPHGDJkCM8888wV512/fn0SEhJITk7mjTfeYMKECTRv3pzCwkLmz5/Prl276NatG++++y4JCQnExMRw8uRJPvjgA6xWKy1btiQlJYXPPvsMnU7H2LFjueeeezwC3mXLlnH8+HEiIyPp0KFDtfVQq9X07NmTlStXMnv2bLKzs2nTpo1HN5OhQ4eSmprK+vXreffdd7n99ttRq9Vs3ryZ2bNnExwczOeff069ele2Rt3QoUOZMWMGixcvxsvLi27duuFwOFi7di2LFi0iJiaGWbNmodVqGTlyJOHh4dx55500atSI4uJi9/iNoqIizGbzZdPURv/+/Zk+fTomk4mJEyfy5JNP0rhxY7Zv384XX3xRJX3FdTpx4gRLliyhVatWrF692j1TMrjGzSYkJLgD2Xnz5vHQQw9RWFjIwoUL3V24d+zY4f65JhUtpr/++qv7IcXWrVtZsGCBO83KlStr7CZckyv93NTW0KFDWbduHQcPHmTSpEkMGzYMHx8fkpOTmT59OjqdjilTplTbRVsQhH+utmESbS9a2ijYS+LRVpcOPDVaBQld/at9LSbOi5g4z8mVFJLEHbESd8Qa2JrhxcL9dnz0Ct5vpSD2Ei3j1Qk1SIxrfeljwh5vSeiEFsg2J8bt2RT97zhRBhU5iTF8u6yAwGPniMouwGjQcbpJFIMfi6Z1r0BKfj7LyWFrcRRakIF8Py/UDhtb28dT4O+D5HTSzMfC837duXPvNgB8zOV0ST3JJ19tQib6fHjqxImCE9GhZAX7U6RWIDud7Gxch5YZJ7hnozcSTuQLQlMfigji8uMhs4gliMwqra5/tA9RKYEYKCKc4/Di49A48g/mKAjCX0EEujc4lUrFlClTmDBhAunp6VXG0gYHB7uXv7kar732mnt5oTfffNPjNYPB4F7yR6lU8tZbb/HYY49RXFzM22+/7ZHW29ubxMREAKKjo1EqlTgcDlavXs3q1au57bbbLhmw9OvXj5UrV7pbISsmoapwxx13kJKSQlJSEkuXLq0yeVCPHj2uOMgF13qtv//+Ozt27GDWrFkea7lKksTgwYPx8/MjLy8PjUZDSkoKKSkpVfIZMGAARqPxsmlqw9/fn3HjxvHhhx+Sn5/v0QrcpUsXd6tphb59+7onXLqwtfvuu+9mzZo1GI1GVq5cSZcuXejWrRvr16/3GOvs4+PDvffeyzfffEN+fj5FRUX4+HiO6brQbbfdxrp168jJyeGJJ55w7x8zZgyzZ89GluUauzBfytV8bmqjXbt2jB07lpkzZ1Y7xrtDhw60adOmhqMFQRD+Op2jJDpHqS+f8A+SJAlJo8S3WxS+3aIAqAO0uzOCzNNmFAqwWWVCIzVo9a6HkL69o2lV8DDl+/MpNMOhbeXkZlro6GenUc9g/Br4EBSqoXuhzBtbG3Mww85tMQom1itHP/E+VP5abL8eQf/tz1hOFqPOzSPsYDhjxw8iLTIYgG3x0dx6MJ+oc56zR5+gFQ34HR+KajwnGSgmGAV2DJTUmO5KOVASzSH0lFHaohUaEeQKwk1DBLo3gfj4eBYuXMjs2bPZtm0bhYWFhISE0LlzZ0aNGnVF4z4vFh4ezvz585k7dy4bNmwgNzeXgIAAEhISGD16tMe6r40bN2bRokV8+eWXbNmyhcLCQoKCgrj11lsZPXq0ux7BwcHumYZNJhP169e/bCDRrl07goODycvLQ6lUekwiVWHy5MkkJCSwbNkyjh07hlKppGHDhgwbNoy+ffte1fmrVCo+/vhjli5dSlJSEqdPn0an09GkSRMeeOABOnXq5D6n+fPns3TpUtauXcvJkydRq9XExsbywAMP0L17d4BapcnNzfWY6e/CulRMbHDvvffi4+PD119/zdmzZ4mIiODee+8lJiamSqDbrl07Jk6cyIIFC8jLy6N+/foMHTqUu+66C29vbxYuXIivr6/7GgYHB/Prr79iNptp164dTz31FAaDgW3btlFcXIxOd+mZKbt27cobb7zBvHnzSE9PJzo6mhEjRjBgwAAKCwtZvXp1lQkcauNqPje1NXbsWJo2bcrChQs5ePAgsixTr149Bg8ezJAhQ67pmGFBEISbWWS9S/8N0LcIQg880L761xsGSHx1h4rKW8zKdXDV97eF+9uitNlInjaH5q/amf/JCnY0roNJq+Ge8XUJ/a4Pabd+6zFVtQM1JQRzJtqfZmdPVVuuDPiTSz4RRHAc5dUuuCLhMV2yEgd6ysikAYYpI68uT0H4k4kxutWT5D+yKKcgCFds7Nix7N69u8r+iIgIkpKSLnlscnIy48aNA2Du3Lm0aFHbEXGCIAiCcGOw2WzMnTsXpUlmgLM9znMW/O9qgKFjGADZ7+8h8/nt7vQK7DR5UEfSo3cTOHIqPY8fwI6EUeGH3akniKw/fpuvVcFLd8Pmg7Dud4+XnEhkPzGByE97/tFSBOFPsUWaXWXfrXLNq7X8U4gWXUG4SW3cuFEEuoIgCMJNy2GQCB7VArXas7t2+HNtUId7UbT0OCoviZDHm6O9NZqhwHc/vs7Dm/NReGkY3clA2593Ij8yFelqW3ABBiXA4mdAr4UVO6oEutyRIIJcQbgJiUBXEP5iM2fOvOpjLxw7u23bNh5//PFrUSVBEARBuKEEPRhH0INxVfYPbqhgcMML1uJ9qBNljxjwwuiRzoHCHfwqLhcE55W6glyAuzrB7PHw/kowmmFUTxT/ufePnIog/OlE99zqiYFpgnATiYuLY/DgwWg0GrHmqyAIgiAolSibhFFCIDJgR0UGDSkiDBkFR6QOmNEjc4lgoF6I5/bDveHwNEifDW/cBzfIcnmCIFwZEegKwk3mlVdeYdu2bX+oZVgQBEEQ/i60Sx5Ho7CQSUPSaYQPBQRFlKP8z900PDiKguceI0vVoOZxvONv+yurKwjCX0R0XRYEQRAEQRBuXi3qodv3FlFPfwln82FAZ3jtHvD1Qg1EvhcKjzWChuPBeUG7rkoB3zwDtza5blUXhGtBzLpcPRHoCoIgCIIgCDe3ZnVh3es1vx4TBtvehhGfwNFsaF0fvhgLnaqOAxYE4e9BBLqCIAiCIAjC31/HxnDk8+tdC0EQ/iJijK4gCIIgCIIgCILwtyJadAVBEARBEARBEG5SYoxu9USLriAIgiAIgiAIgvC3IgJdQRAEQRAE4fIKSsFmB4cD8kuvd20EQRAuSXRdFgRBEARBEGp2MgfufAf2ncbVQ1ICWQaNCh7sDp+PAa36OldSEP655Msn+UcSga4gCIIgCIJQs/7/gbQs18+y+z9gtcOXP8PZPMgpdC3bE+QNb94HI3pcr9oKgiAAItAVBEEQBEEQavLr75VBbk3W7q38ucwCIz+DOsHQs8WfWjVBEIRLEWN0BUEQBEEQhOpNXnJ1x7208NrWQxCEGslIVf4JItAVBEEQBEEQalJgvLrjdqa5xvEKgiBcJyLQFQRBEARBEDyVWVzB6oB2V3e8jJiZWRCE60qM0RUEQRAEQfinO5sHX6yBPSdBIcFPe8H5B1tk1+x2zcosCIJwHYhAVxAEQRAE4Z8suxDa/B/kX2U35Zq0jrm2+QmCUC0xSKB6//iuyzNmzCAhIYHExMTrXRVBEK6h5ORkEhISSEhIYP/+/de7OoIgCDeueeuvfZCrkOBX8btXEITr5x8f6F6tpKQk9010Xl7e9a6O8DdV8RmbN2/en1rOPy0oHDhwIAkJCUyZMuV6V0UQBOGvUWaBzILKbZsdPloFrf4Nr13lzMqX4pTh6Tkw95drn/dlWOwyxwucrNlj4dudZgrPGnEWlv/l9RAE4fr6x3ddHj58OAMGDECSxDTcgiAIgiD8DT0zFz77AWwOUCogyAcczr9msqhH/4sjNBjz98egXjC6B9tAqP6qs3NkluA8VYSyeShl03ZiWbAXR7YR/PXseqALs2Ob8GuOilKFigCjhad/2UTjvamYTWVoO9UhYP1oJG3V21+nQ+bsISNpspqG0Vpi/Ku/LzQdLsZhtOHTLuiS945lx0uw5VnwTQhCUlZtV7LYZZYckTlcINPRbqRnkAOfloFXfV2EfzaxnFD1/vGBrp+fH35+fte7GoIgCILwj2W0ymiVoFaKmzWKTODnBTUFUXY7rP0dSsuhTyvQaWD7EfjwOzCawWSBIqNrv04Du094Hu9wQm7xn38eFWwOHHe8h4kGAJhe/BlVYh1i6xah0JqwZqyjaNpe7EXl5If44H1nM/wLjViXpYITUIDqtkb4fHAbxidWY/v5eLXFrA+KoMlHv9Cv4QliQ4OZ07kDPY4eZ9yWne409u1nOdr8v6y8vw+bZX+cSokuchHee04Rtf8MHU+eoYFKydKE1qS2juWj3zbjVKs5nudD8UkrksOJTjaTH6Rj4a0t6Ggrpuu/ovhfdAxZx0vQZpeyvcxAo2N5dN5/hoRj2QAcT4zCfEdDenUwsKZYw/almfzYvD7lWjUA4XlOpny5gaxgH2bd0YZz/ga6lhUzJaQIrwIz3x1zsFPnS8i5UuIKSynw1aPMNBFZYkKO9iY6WEn8v+oQc18MmYdKydx6Dq3FTkz3ELT1fTi9JhOdXsFvDSOQi620iVKwP0umYbiK+FAJR5kdSaVA5a2m8FgpKd/nUBxioNtdYQR7VQ3SHU4Zkw18teL7KtzYJFn+6xY5GzhwIFlZWXz66aecO3eOhQsXkp6eTkhICIMGDWLkyJGoVJWx9+rVq1m+fDnHjh0DIC4ujnvvvZeePXu608yYMYNZs2bRqlUrPv74Y95//33Wr1/PmjVr8Pb2Zt26dcyfP59Tp06hVCpp0aIFo0ePpnXr1h7HazQatm3bBoDRaOTLL7/k119/5dy5cwQFBdG9e3cefvhh/P39ee211/j++++rnF9ycrL75xMnTvDll1/y22+/UVpaSnh4OH369GHkyJEYDAYAMjMzGTRokPtct2/fzvLlyzl58iR6vZ7hw4fz8MMPe5Sxb98+5s6dy759+7BYLERFRXH77bdz3333eVy72pRfW6mpqSxcuJCUlBRMJhMREREkJiYyevRo/P39r/hcrua89+zZw7x589i/fz8Wi4Xo6GjuuOMOhg8f7j7vpKQkXn/9dQB+/PFHgoOD3ccnJiZitVoZM2YMjz766A1/7ZOTkxk3blyV/ZMnT2bgwIEAmM1mFixYwE8//URGRgZ6vZ527drxyCOP0LhxY/cxNpuN+fPns3r1arKzs/Hx8SExMZGxY8cSHh7u/g5cbNWqVURGRl5RXbdv387XX3/NkiVLmDRpEt27dwdgy5YtLFq0iAMHDmC324mNjWXIkCEMHjzY44n4rl27mD17NkePHsXpdBIXF8eDDz5Ily5dgOq/rwB5eXn079/f4xpdWK+5c+fSokULj/f9QhWfC0EQ/lp5ZTIj1zhZc1LGRwMvdFTwYsd/6Kiq7Ufg4c/hUDo0CIP/Pgp9Wnummb0OJswCq921rZD++MzIfwEnCvJo4t62KJVoHQ7UGHGiwIEWUCJhB5zIaKrNR4Ya260ckoTy/C1tsU7L1tj6+JgtdDl+yiNdpo8Pox64h331InAqFUhOGVnhyrVL2gkWzVmIxuEkqUU8rw/ow1PLkml1/BwAdcghkNIqdTmj9+eXqGY0P3UOlUNmd8NwNrSox6h1vxNcWo4TWNC7Of4WCwM3p7G+dX3evv9Wd52Cist4ef5mnh/XG5tK6d7f/lAGd+xI47+3t6NcqwGFjMbiwMdkQ2Oz89j6vdTJKaHcS0N2tD9eNjtHfH3Z1CCSYoMOg9lCZrgveX5eKO1OHCrXdysyr4T+24+zsWV9uh44w33rUwEoCTXgnWtyj2u0KyRUryXQ+5Wm7jrNS3XywiYnOWVwSyTMH6AktobWb+Gv84s0r8q+XvJDf3k9bjTXpUV34cKF7NxZ+YQtIyOD6dOns3//fqZOnYpCoeD1118nKSnJ47g9e/awZ88eRo0axYQJEzxes9lsPPbYYxw+fBgAWZZZs2YNr7zyike6bdu2sXPnTj7//HMSEhKqrd/EiRM96peVlcU333zDtm3bWLLk8uNYtm3bxnPPPYfFYnHvO3v2LHPmzGHTpk3MnDkTX19fj2OmTp3KL79UjmMxm81Mnz6dVq1auev53Xff8dZbb+F0Ot3pjh8/zqeffsq2bduYNm0aKpXqqsqvyerVq3nttde48HnIqVOnOHXqFBs3bmTRokVVgrfanMuVpF2xYgVvv/22x3kfO3aMjz/+mO3bt/PJJ594BJpX6ka99pdiNBoZO3YsaWlp7n1Wq5Vff/2VLVu28O6777qDw3fffZeVK1e601ksFlatWsXmzZtZunTpH67Lhd577z1WrFjhsW/mzJnMnDnTY9/Bgwc5ePAgKSkpvPHGGwCkpKTwxBNP4HA43Ol2797N7t27ee2117jjjjuuaV0FQbj+nvjVyQ8nXX9fSqwwabOTNqHQP+YfFuxabXDXu5BT5No+kQP/eh/SZ4Gvl2vfoXQYM93zuJsgyAWQL5oSRutwsDWmHp1PnubCkFG+zG3ppcKpiiD3i2638G6/HpjVar6ZtaDaTPY2iKqsm6Iy182NG/Bdq+bcvXsfHU+eIdfXlxYnXEGugXJ3kHtxXeqWF9Hj2HFK8Aag/dEsmp86h97meiChAO7/9QAKp4yExJoOsR5VyvfzYtYdbT2CXIDkuEieXr6TmMxicgJceRf46ZCxMe6nPTQ55aqbT7EZ/3wTye3r832zGGSFhEMhsb9RmPv8KoJcgMxgXwr99bQ8mcOmZnXpnHqGeudK8M01eZSvcsrIr/5GUd8Q/DuGcChfZvSPTvcMv9sz4f7VDnbc/4/vIHrdia7L1bsuf0l27txJnz59mDdvHtOmTXO3rm7ZsoWkpCR+/PFHkpKSUCqVjBkzhgULFjB37lzuuusuwNU6c2HrKbhunM+ePcsTTzzB/PnzMRgMLFy4EHC15s2ZM4fPP/+cESNG0KBBA5o1a1Zt3Y4dO+YOcp9++mkWLFjAlClTSExMpEePHqhUKp588kmeeOIJ9zFz585139ybTCZeeeUVLBYL7du3Z9q0aXzzzTdMmjQJPz8/jh07xtSpU6uU+8svv9CvXz/mzZvH//3f/7n3b9iwAYD09HR3sFevXj0++ugjFi5cyIABAwAoKSkhLS3tqsuvSVxcHKGhoTz55JPMnj2bBQsWMHToUMD1gKK6lu3LncuVnvd7772H0+mkbt26fPDBB8ybN4/BgwcDrs/SV199Vevzqc6NeO2bN2/uETA++OCDrFixwt2b4ZNPPiEtLY2AgABefvllFi9ezLRp02jbti1Wq5VXX32V0tJSjEYjq1atcuexYMECPvjgA/r27UuHDh3w9/dn+PDh7mAT4J133mHFihWEhoZe8bVcuXIld999NzNnzqRDhw7s3bvXHeTefffdzJs3j/nz5zNq1CgUCgVr1qxxP9BavHgxDoeDpk2bMmPGDGbOnMm4ceOoW7cunTp1uuK6VCc0NNTj3Pr168eKFSsYPnz4NclfEIQrs+Zk1UDthxM3R/B2Te05WRnkVigthy2HKrd/2vOXVulakQEjIVX2r2jT/PxP1+4GPS0kiNfv6ItZ7eoSPLtzB49lV2RgRavm1R5b4UBEGAAbG8ViUyooO9+9WIv1ksfpsXhunw9yKyidlaGIVV01MCzx0lbN02IjwGihX0pld22/Ugsam5340+c80mqsDhwWhzuwLdepPIL4i50O86P5qVwAsgJ9akwnAWfed7X4/nRKrrKMzc4sKCj/B35nhZvCdQl027Zty9tvv03z5s3p1KkT06ZNIzw8HIDvv/+eZcuWAdCzZ08GDBiAwWDA39+fESNG0KpVK4AqLVGSJPHZZ58xcuRImjRpgkKhcLfyxcbG0rJlSzp27MiTTz7JokWL0OurnwjhwpbBTp06ER8fT9++ffn000/drciBgYEEBlZOGBAREUF0dDQA69ato7i4GJ1Ox3PPPUdUVBQ6nY727dszevRoANasWYPR6DmNf+fOnXnzzTdp3rw59913H3Xq1AEgO9s1vuO7777DbrejVqv55JNP6NKlC3Fxcbz++uusXr2aRYsW0bRp06suvyYNGzZk1apVjBgxgtatWxMfH8/EiRMJCAgAXK2aF7vcuVxJ2lWrVmGz2VCpVHz66ad0796d5s2b88orr9ChQwcAli9fXqtzqcmNeO11Op37MwWuseTR0dEYDAbMZjOrV68GYOTIkbRr1w6tVktUVBQTJ07Ey8uL0tJS1qxZg1JZ+XS4bdu2xMfH0717d6ZMmcKbb77pzjskpPImJCwsjOjo6KtqJZ8wYQITJ06kbdu2eHl5ud+bli1bct999+Hn54e3tzeDBg2iV69eQOV3uaK8qKgoWrduTdu2bXnkkUdYvny5Rzf0P0KlUhEdHe2+LgaDgejo6BtqnH5BQYFHjwCj0UhpaWUrgtVqJT8/3+OYrKysS25nZ2d79MoQZYgybpQy6njZuFiMX+XN+c1yHn+0DFOgHrmaCYuICas8xk9d9fWbgARIFwWzu6PDORZa8Xv92gVJOX6eAVv/g0eqhNH+5kvPvtzp5GmcwNK2LXEqFSzu6WoYMaG75HEXv+6sNpVrb5ujVe+HbjmQTv3sIo99wzYcRO1wElRaWWelU0bpqP6aGSyV3ye1vfoaVGhxMpc8Xy8kp0xsVsEl0yp9XZ+9mGr+VAbqZLBU3tfcrN/Ba1GGcOO5Ln0N6tev77Gt0+no0qULS5cu5cSJE9hsri/qunXrWLduXbV5HDx40GNbrVbTsmVLj31PPfUUL730EvPnz+fXX3+lY8eOdOnShcTERI8A4OK6PfTQQ8yfP5/777+fFi1a0KlTJ3r16kVMzOUXPq/oSmo2mxk2bFi1aRwOB4cPH/YY/3jbbbd5jFUMCQkh/f/Zu+/4KIr+geOfvZpL7xWSQCihSgdBBUSqiIiAoAgoiDyC7RFsj4r+ECsiKEoRAQUEpQoiIEjvhCI9QBIIIZUkd6nX9/fHkUuOJBCagM779coLbm93Znbvkrvvzsx3UlKcv4Ql5dauXdsZiIEjwA8JKf0gvJb6Kxu6XZbdbmfVqlWsXLmSc+fOOXs1zWbHnc2Sf8u62rlcy74l51OrVi2X8wZo3749e/fuJTMzE71ef9Vzqcydeu0rk5SU5LzukydPZvLkyRXud/z4cfr3789rr73G119/zauvvkq9evVo06YNHTt2pH79+hUedyOaN2/u8rjkmhw+fNg5IuNyJ0+exGazMWLECOLj41m/fj0HDx6kdevW3HfffTzwwANoteXvdP9Tlb2JBuDp6enyWKPREBAQ4LItLCzsio9LbiSKOkQdd1odn3fU0vtXO+ZLMxbqB8CzjUr/Ht8t53GjdXjUrg7/7QWfryjd+GwnqFf6meP/dGf4cSdsPsrdxotUNBRgwR270srgoS8zfuWGS89KXHn2bamr7RWSVxpwuZvMDIg75PK8BPQ9cISZ99/LybBLo5ZkGSQJpd1Oj2NnqJWRxSOjniUu2nGz+eeODUgI96PViVTaXPCk89mTKJCxI6G4FKQXoaGA0mlcRrWSfbXDuP94inPb7tgIJA8r7fZf4IlNx0iI8GN3fcfr2+rEBZ7ecISnNh5lbcsY0vw9aXUylVbxqQAciS4dYWVWKZDd1MTVDqfVqdTS7RolVh8tkbn5JPt5oTXb8Cw0U+BRfr5z26PneeDQOab1aMGArccIynME0rLkuBwut1wUEpGvOL4vPFxTokN1ic3nZef1/Ph+Jf6+pTcY7tbfwZtRh3DnuWMG1Zedl1d2HmRlCgsLr7pP06ZNWbFiBTt37mTbtm1s2bKFZcuWERkZyWeffUatWrUqPG706NH069ePTZs2sWPHDmbNmsWMGTPo1q0b48aNu2JPV1Vze13e/stT1Ff2uOx1upn1V2bKlCksWLCAJk2aMH78eHx9fZ3DiStztXO5nn0VivJ3um9WHrU79dpXpiq/H2XreeKJJ+jatSubN29m+/btLFy4kDlz5tCmTRs++eSTcn/cb6aqXBO73U5xcTE1atRg8eLF7Nu3j23btrF161ZWr15NUFAQ//d//0fLli2vqVxBEO583WsqOPmMxK8JMoE6eLy2hE79L51r9tlgeKQF7D4FTWtAJ9eb96iUsH4crNoHh89C0xgwmeHDJY5lgnILoMgMXjqw2RzZlU3WCqv6u0mAG3loyGfavd34YsUyehyJx6LQobA7+nwtSiseSj2nqsUQfi4ftc1OkVrFD62b0T3tPDWLC/grLJTIEyn4FZXvlc3RuRGZncOTew7wU+tmKGQZRQWfFSaVknVTZvJ7kwYkR4cSlpyHwcOd2LRUgnMvciQiFJ9ioyNJlQQKWSaubjipAV74/V5MdrQ3/hjodO40liAvDBovTvtHsCyqGo2Pp9EoMQPsdk5VC2BXbDVqp+aQ56nlYMMw7jEV8UCegbDTGXz8w3rO+fihkmVC9EXO9vXefpJiTy0e+SbswNlgH3ZcCogVdjsdT11A66FAK9uQAatOxYUoPxK61+bxwWEMPJjO+vhsCqv70CrEwOE1GZy0a+jYREe1UDUXf0nC/2IBqU18mUYy/gP8KTqpRFfDi9RIP3bGFRK57SyB+mL8antS6+NmzmWPVAqJ9f0UrEqQSdBD12iJRkH/0t/XO0zVvhn++9yWQHfv3r0YjUbc3BzDPEwmEzt27ACgRo0aWK1Wjh49SseOHfn8889dji0sLKxy5lq9Xo+Pjw8dOnSgQ4cOWK1W3nrrLTZt2sTnn3/OjBkzKj0uJCSEAQMGMGDAANLT0+nXrx9r1qyhdevWV0yKExPjSDCg0Wj4/fffnVmJwdHTp9FonEFbampqRUVUqE6dOmzfvp2EhASSk5OJjIx0PpeSkuLsabyW+q+moKCARYsWATB27Fjq1q0LQL169ZgyZQpw6wOOkvM+ffo0qampLr3gW7duBRzzLn19fV2Go2dmZjqHu/71118V9jxfaxv+zmt/JdHR0ahUKqxWK2PGjCk3v/Ty3xG9Xo+vry+9e/emd+/eGAwGBg0axO7du/npp58YMWLEDbepMjExMSQmJlK/fn1++OEHl5sIl7ezoKAANzc32rRpQ5s2bRgzZgyTJk1i4cKFjB8/npUrVzpfY4vF4jwvoNyc/cuJwFgQ7lw1fCVeaS6+LANwf33HT2VUSnisjeOnRL92jn9lGYpM4FFmCK0sw6o4ePZryK7alKVbQVZIUCsMxcQhjHqkJZa8Qub8NB+FVWZg+H2ofXSoW4UjebrR6tLnhGljAsqsYt7rXguFt+OcOgP2AhP5axJQ5RZi2p/K6V1ZHJHcuejpwRP7DvHl8t8YtnMvCYEBWBUKVPYyN6kVElH7nkNVK4DnNUqwyxhnH8C8/RwJXWtzuns/uobIdE0vJj8/n5hm3mh1Kv48beFYuhvBPsHcf/I0/o2i8RjVH0mnpjrQEHhUljFaG+Mm2zEWWKkZp6fojxTUnjYC2noQ/mwICrUCiKEw3kDBX7l4hnlzYUESylWJ2HKNaOv5UffLFgS2DSZnQxq2QgsdO4fzjEoic2sWGrMV/y6NULopgcbYCi0oPS4b0t6kFmU/1dv1vazX8QnX0XFlxQD3DweoOI8NOILdx2qL31fh7nBbAt2UlBRefPFFRo4ciSzLzJ49m4yMDAB69+4NOJa02bRpE59++ikPP/wwarWabdu2MWvWLAIDA/nmm2+IioqqtA5ZlnnttdcwGo307duXBg0aYDabnePpDYaK15BLSEhg8ODBPPTQQ3Tu3JmIiAji4+OdgVLJENmyAcuCBQsIDw+nUaNGdO3alWnTpmEwGBg9ejQjRowgIiKCpKQkpk2bRlZWFiNGjGDQoEHXdM169+7N/PnzMZvNvPLKK7zyyiuEhISwYsUKFi9eTLVq1Xj//fdvav1KpdIZIMydO5ehQ4eSm5vLggULnK/X7t27nf+/FXr16sW8efOwWCy8/PLLvPTSS/j5+bF8+XL27t0LwOOPPw64DkuZMWMG//nPf0hKSnJJAJWUlFTlHtESt+Pal1AoFNjtdjZv3kxgYCB2u51evXrRvXt3Vq1axdSpU7Hb7bRo0YKioiKWLVvG2rVrady4MdOnT8dgMNCvXz+aNm3Kww8/THR0NKmpqc55KCW/B2WH8i9ZsoSEhATCw8Od86CvV9++fVm/fj3Hjx/n7bffpn///nh5eREXF8e0adNwc3Pjo48+onnz5nz00UecOHGC/v3706RJEyRJ4uzZsy7tLPsaT5kyhYEDB/LXX385b7xA6bzxsiMv1q5di9lspmbNmvj7+zt/f+Pi4vjtt98oKCgQCakEQbi7SZJrkFuyrVdLuPgjbDkKC7ZB40gY8iAs3gn/94ujJ7ig+NZ1CamVSCe/hpplho7qNKCQsGskNI/URa0uP/9Y+2AMFU1aUXhq8ennuBngAbQGWuYZsZ3IQhnbFclDzf0H02gf7o1c+BAFb67HuicFRYgnnl8/jLpRmXYoQfd8S3TPt6QZ0Kxke6hrzV3qauhSF2jfgMqCQIUk4a52FOrur6R+lxDoElLhvh51ffCo60MI0OJ+f5jevNw+gd0iXB5HdCu/3F+5IFcQBBe3JdBt2bIlx44dK7duZYMGDejRowcKhYL9+/ezatUqFi9eXC7xVMeOHa8Y5IKjBw0gPj6eCRMmlHu+e/fuFR5nMBhQqVSsXr3amfCnhE6no2PHjoDrPON58+YB8Oyzz/LCCy8wfvx4xo4dy8mTJ12y+AJERUVVWveVhIeH8/bbbzN+/HiSk5PLlRsQEECDBg1Qq9U3rX6dTkf79u3ZtGmTy3xpLy8vBg4cyMKFC8nOzkav1+PlVXnGvhtRrVo1Xn/9dT7++GOSkpJ49dVXXZ5v2bIlQ4YMARw9zdWqVSMlJYUdO3Y4RwmEh4fTunVr1q5dy4YNG/jf//53TW24Hde+RHR0NImJiRw9epSjR48SHBxMr169eO2114iPj+fUqVPlMjmrVCrn+sJ5eXloNBq2bNnCli1bXPZTKpV07doVwJmgyWazOd/73bt3v+FAt3nz5owYMYKZM2dWOOe+VatWNG3aFFmWsVgsnD9/ni+++KJcOSXXrW3btnh6elJQUMCqVaucGZvr16+Pt7c3u3fvZsWKFbzyyitERkY6e75/+eUXfvnlFz755BMeeughoqOjuXDhAsnJybz//vuoVCp69+7tHGUiCILwj9O+oeOnxLOdHD8AR88hN3r15i9QEhvhGJJdM/Tq+94AhbcbitalCRzVLUt7LX2XPXlL6xaEO8GVMmz/m92WQLd69eq8/PLLTJkyhaNHj6LVaunUqROjR4929rSMGzeOFi1asGTJEs6cOYNSqaRWrVr079+fLl26XLUOnU7HjBkzWLVqFatXr+b06dMAREZG0q9fP3r16lXhcc2aNWPJkiX8+OOPbN++nYyMDLy8vGjcuLGzhw4cQfnIkSNZuHAhdrudmJgYYmNjAceX8Xnz5jFr1izi4uIoKCggNDSUTp06MXjw4OsOCnv27ElUVBRz5szh0KFDmEwmIiIi6NatG4MGDXLeEa1q/UajkaysrArr8vf3x8PDg3HjxhEYGMjGjRsxGo00b96cl19+GQ8PD3bu3OnMMnwrPfbYY0RHRzN37lwOHz6MyWSievXq9OzZ0xnQgSNwmzhxIh9//DHx8fF4e3vzwAMPMHLkSM6fP8++ffswGo3XNXz4dlx7gHfeeYcJEyaQkpJCWFgYbdu2xWq14unpyezZs5k3bx7r1q0jNTXV+T4dOnSoc/msknmvCxYsYOPGjVy4cAGdTkdsbCzDhg1zJnALDAzkrbfeYsaMGRQWFhIdHU3Tpk0BxzrAFfHw8CiXzKEiI0aMoH79+ixYsIDjx48jyzJRUVE8+uij9OnTx/l6fP7552zYsIHly5dz4sQJzGYz4eHh9OrVy9nb6unpyZdffsnEiRM5e/YsgYGBdO7cmeHDh7N7926OHTvmvMb+/v68+eabzJw5E4PBQFRUlHMN41dffdW5LFRgYCCtWrXCbDaLQFcQhH+nhlFI/+2FPGnlzQt2OzWCDR/crNIEQRCumST/jZPXHnnkEdLS0ujTpw9vv/3231WtUIm4uDhGjhxZ4XPjxo3jkUce+Ztb9O9xN137yjJE9+zZk/fff//vbYwgCIJw6/x5GIZ/A2crvhF7TVQKyJwLfuUTHlosFubMmQPAM888U+HQZUEQqm6d8sdy27raBt+GltxZ7pisy4IgCIIgCMJt1KkxJM0AfSF8uRKOnXcMOy677FFVWe2QZagw0BUE4eaSxcjlColA91+sRYsWV81WK9wad9O1v1vaKQiCINwkvh7wwUDH/xPTry/QBTBablqTBEEQrtWNr3UiCIIgCIIg/DOlZF//sWm5N68dgiAI1+hv7dEtyZAqCIIgCIIg3AUiA6/vOJUCGl15hQxBEIRbSfToCoIgCIIgCBWLDoEg7yvvc/k8XIUEnzwN4VfPzC8Iwo2TFVK5H0HM0RUEQRAEQRCuJPFbaPIaJGS4bteo4N1+8E4/sNshXQ/7E6BJDah+nT3BgiAIN4kIdAVBEARBEITKebrDmWmObMznL0KID2QaoH51KFmbXqFw9OCKXlxBEO4QItAVBEEQBEEQrs7Xw/EDEOx7W5siCEIpWUxGrZC4LIIgCIIgCIIgCMI/igh0BUEQBEEQBEEQhH8UMXRZEARBEARBEAThLiUrRZbliohAVxAEQRAEQbg7HT8P366FrDwwmmDXaTAUQo1g6NkCereC++rf7lYKgnAbiEBXEARBEARBuHu88xNMWwtGM5gsYJPL7xOfCvEr4YuVcF892Dbh72+nIAi3lZijKwiCIAiCINwd3lkAE5ZATgEUmSsOci+3/QQs3nnr2yYIwh1FBLqCIAiCIAjCne/IOfh42fUdu2rfzW2LINxB7Aqp3I8gAl1BEARBEAThbvDct2CvQg9uRR665+a2RRCEO56YoysIgiAIgiDcmUwW+HYtlsW7Ue05zXX1U4X6wpP33+SGCYJwpxOBriAIgiAIgnBnSc+Fs1kwYCK5GSZ8jfnXF+QC+HqASnkzWycIdxRZjNGtkAh0BUEQBEEQhFuu8EAmqW/vpujARRpbrFxsK5FfPQX99/FQbCK8uzfaVhHw1BSkM2nIgAR4oUZPEG4UoaPw2is+eQH8BkGXJvDt8xDgdZPPTBCEO5Eky/J1TnYQBEEQBEEQhIpZc43k/BhP4sYs4jIVFCrV1D9zgYiMnEt7lISyOB9HcpRAMpxb9ASRRENkHD2yAVwgihPX3yh/Tzj9DfiLYFf451jps6Dctl6Gp25DS+4soqNb+Edo0aIFLVq0YO7cuVfd96OPPqJFixY88sgjt75hVTBjxgxatGhB27Ztq7R/Reeamprq3L5u3bpb1FJBEAThn6Yw30riySKMRbZrPtZ6sZhTC8+ybl4q+35N5+LPp0n7aD8ZEw+S8PpujtRYQMorO9CsPMW9u08SeeEiW1vVIyPAGxUmvMkihkNEchwJGyCRTCNO0ww7CmQkzlPXGeQCZBNBPr7Xf8I5BRAwBMYtuv4yBOEOIyukcj+CGLosCMI/zPvvv89vv/1GVFQUS5cuvd3NEQRBuGOtmpfBnysuAiAh00JXxEOdfQh4LIrcn85gzTHh07U67s2DMfyWxMWZx5FtMvYHo8hZeQ7VtmQUMviolGxrXpclgT7YJSUqm5379iUQZjA565KAumfTCMk2cDoqhDrZZ4jhMACJNHIJZvPxJ4tq+JOOBbdy7S7GCy/0N3by//cLLN7hWIe3ZS34ehj4iV5eQfgnEYGu8I+wfPlyAHx9fW9vQ26T4OBg5zUICAi4za0RBOHfxGS1M/8E2OwyvWopCPW4ek9CVpGMTYZQD4mfjttYHC/TIhTebK1EeVlPxPk8GU8N+LldXw9Fvlnm2EWZ2n4SAbrKy8gplim2QoSXY5+UfBmVJFNolYjyBtWldmUWyny+z86pXOhdS6KD1siZM0aCa+q4J1bnbPOieDvVPGVahSootMD20xZ8MwppGKlGV9ODMDeZ0wcLsNtl6jT2wFQs4x+kJq0IdCrQmG3Y7TKJRgWbzthoU1PFvRGlA/FsdplZR2R+PW1HMlkZ0VxF9xoK8nKt+AerSU82cfZUEdVq6gj3kzDrTZz/I43z+/Xk2RRIyXqyL5jwiwgm19cTGYm4IndMH58m/NW9bGlVD53ZQu3vtlMj7SKpAb78VT+aIjcNET9n0fZACopLk980Vhv37o8nJSyA8MxcCt3dKNRpKrzOvvlFRKZm4y+lOkYuA0V4l9uvCG+CSUZLESbcXZ7zvNEgt8SJC45/T6XCgq3QvCZ0awovdIdwfzAUgr4QooKdh1jMdgw5jmusEL1mgnBHE4Gu8I9QvXr1292E20qlUv3rr4FQsblH7Uw5YMdsg2cbKvhvCwlJqvzL2cozdj7eYyfbCAPqSrx7rwK1snT/YovMuzvsrDgjE+4J792r4KGoO3MWjF2W+XiPzLzjdrzUMKalgidib25bZ/xl55uDdmRg5D0KRjUtLf/YRZk3t9o5elHm/moSn7WvWhB4JblGR5l/nHUEbhPuU5BeJPPRbsdr1r+uxP9aS3y2D346YUchgSSB2eYIysa3UzD9L5lZR+yoFfBSMwXPNrq2a1L2nJsHw7wTpUubPr/ehrcG1Aqo4wfv3quge83S8jectTN4jZ20CvIJrUiAd3bYaBQIPlpIzoOLxVBkdTyvVUJ1L0cHXI8aEh8/oODoRXh3u51Eg0y3aMc2H23pNX50uZWVCaV1eKigUZCjXH83x3viYIadbw5BvtkRd7UIgQQ95JZ2RqJWQJAOavpC6pECWlzIxtdq4w+lghVqFfuqBVC0X8aDfDzDdJzSlz0zOwq7nYAiC4UaHZbTSiyb7ahsdvyKFIQWGmn39Rm0Njv5WhV/1AylYaaB2tn5HAj3Z0dUEKCAPXY8lDYCZCuNM/REGU0s9g0g09MNJBVnZxv442wGapuMJEHZDCyeBUUE5uTT6vAZzG4a3h/cmSPdm6G22ui76zjZnlraJaVT53wWRToNW1rVx6pWkeOhY4+fNweNNTBr1Y43E3C2eghqq417D5521qG12og5nwmAzmQhILfy95C/Pp8inRa/okuvCwbM6Fz28cCABERxjCQaYcENCTuhJOFOfuWF34j9iY6fj5aClw7yix1vinA/WPk2ew1+rJieQpFNiZ81n6c72aj5Urtb0xZB+JexWq0UFRXh7V3+xtf1EoHuHSQ9PZ3vv/+enTt3kpOTg7+/Px06dGDYsGH4+/sDYDQa+fnnn1m3bh3nzp3D09OT6OhoBg8eTLt2pX9sZVlm6dKlLFmyhPPnz6PT6WjRogXPPfccMTExzv2MRiPz589n3bp1XLhwAZ1OR/PmzRk+fDh16tS5pvYbDAYWLFjAxo0bSU1NxdfXl9q1azN8+HAaNWoEwOTJk5k/fz6+vr788ccfKBSlX4C++OILFi5cyP3338+XX34JOOaezpo1i127dqHX6wkMDKRDhw48++yz+Pn5OY9t0aIFAKNHj2bo0KEAFBQUMH36dNavX09RURGNGzfmlVdeuaZzKpGamkqvXr0A2Lx5M3PmzGHNmjUYDAZq1qzJ4MGD6dy5s3P/ESNGcODAAe69916+/vpr5/Z169bxv//9D4CVK1cSHh7uUk9xcTHffPMN69evp7CwkEaNGvHyyy8TGxtb5fZNmDCBrl27Ao4/GkuWLGHlypWcO3cOnU5HvXr1GDx4MC1btryma6DX65k7dy6bNm0iMzMTb29v7r33Xp577jkiIiIAeP3119m4cSN169ZlwQLXxAhjxoxh8+bNPPHEE4wdOxaAxMREvv/+e/bt20d+fj6hoaF07tyZIUOG4OHhUe7cVq9eza5du1i6dClJSUnodDoGDBjAsGHDAHjkkUdIS0sD4Ny5c7Ro0YJmzZoxc+ZMAE6cOMH06dM5duwYRqORmJgY+vbte8fM177Zfj1j55m1dufjMVvsaJQKXmxWcbC1L03msV/tzqBl/G4Zk83Op+1LhxS+vMnOd4cdOyToocdSO0eGStT1v/N6Nj7eI/PO9tLzH/CbnSB3eDDy5gS7C47bGbm+tPzRf9rxUMPQhgqKLDIP/mIj89IX+bPHZU7l2tj91I197D612s6aJMf1P5sns/OCjWJbaaA5YbfMn+dkdqeVP/aLOJldqTZ2ppZuG7bOjq8W+tSp2jW5/JyPXiy/T57Z8e+uNOi1ws7+pyUaB0ksOG5n0O/28gdc5kgFZQKYbHBG7/j/N4dkkvPsbDwvU2hxbJv2l0x6kZ1ljzrerxP32VyCXIBCKy7Xpv+q8u2Jyyi3CYsdUgvBmmHkifgLzgQnWe5aVsVGIF8KAA1ARZ2NdoWCLE/XIbhWpWPboydT0Noc7fAyWel5KhWtzY5RpWB3ddcROoU2iULUJAcF8dCZNHLdtSBJeBktdEpId7br8jSjBZ7utNsfj5vZyhcDOnIkKsRxXiolC+9vxKjVe+i57bBz/+qp2azp0MT52OxWvnc2ITIUldWOd0ERMckZFLppyPPyICjHgJvZigQkRQRRPT0blc31OqvtMkeCGhJxztGjGs4ZivHEiCcAWvLxw/FCeWKgITsoxhMTbviRVf4C32wykFdc+jg1F/m+/7G88xiK1Y6APFflxY9rDLxX6wCKHs1ufZsE4QrkO+8juMpycnJYu3YtCQkJyLLMe++9R3x8PJGRkeh0uqsXcAUi0L1DnDx5klGjRmEwGJzbMjIy+Pnnn9m8eTMzZ84kJCSEp59+mqSkJOc+JpOJ7Oxs9u/fz+uvv07//v0BmD17NtOmTXPZb8OGDWzfvp358+cTHR1NQUEBI0aM4NSpU879zGYzGzduZPv27Xz66afcf3/VFljX6/UMGDCAixdLv6FkZmaSmZnJzp07+eKLL3jggQfo1q0b8+fPR6/Xc/jwYZo0aeLcf9u2bQDOIO3EiRO88MIL5OeX3rlNS0tj4cKFbNq0iVmzZhEaGlphe2w2Gy+++CJHjhxxbtuzZw/Dhg2jXr16VTqnyrzxxhvs2bPH+fjEiRO89dZbpKamMmTIkOsuV5ZlXnvtNfbu3evctm/fPoYPH873339P3bp1r6k8q9XKK6+8wu7du53bTCYTu3btYs+ePbz11ls89thjVSorPT2d5557zhlEAmRnZ/Pbb7+xefNmvvnmGxo0aEC3bt3YuHEj8fHxpKenO18fk8nkvGYlr+/OnTsZO3YsJlNpt8n58+eZPXs2W7duZebMmeXu6k2aNIk///zT+dhoNDJt2jTuuece582Oypw9e5bnn3+eoqIi57Zjx45x7NgxMjIyGD58eJWuxd1k3rHySfXnHbfzYrOKg5qfTpYGuaX7y3zavvTx/OOuO1js8PNJmffa3nmfsvOPlw9i5h+XeTDy5pQ/73hF11dmaEP446zsDHJL7EmDUzkyda7zpsDFItkZ5JYotJbfb2965WXsSi2/bd5xmT5VvK9Z0TlfidUOC0/YaRyk5JO9Vw9yr8XqJLnc+/XXMzJ5JhlvrVTh+/9G1b2Y55LFMz7QyxnkXhdJItNTRw19aRd3SdCbp1VjU1R+A+J4sA8WpeP5anlFV8wu6lFoJCQ7D4B9MeHlnk+7LAPx7mZ1sCuvvO6sXangRO1qAPwVG4XRTQOShNJmo21cPDUuZKH3ckdptVI9I7fcGrgWozez2jxJ26R9AOyIroFnvo3ex39DRxGZVCOYFMAxf1hGIpfgvyfQrYBkNHNPyjF21yj9rNG7+5A5bwehItAVhOtiNBqZM2cOBQUFAM4RZxs2bADg2WefvaFg984cb/YvY7fbeeeddzAYDNStW5dJkyaxaNEiPvzwQ8LCwsjIyOCDDz5ApVIRExNDx44d+eyzz1i4cCETJ04kJMRxZ/a7776jZLWon376CYCePXvy448/MnnyZB5//HHq169PZKTjW96UKVM4deoUfn5+vPPOOyxatIipU6fSrFkzzGYz7733nkuQeSW+vr6Eh4fTq1cvvvzySxYtWsT//d//4enpiSzLfPfddwDExsY669+yZYvz+ISEBFJSUnBzc6N9+/bYbDbeeecd8vPz8fDw4M0332T+/Pm8+OKLqNVq0tPT+b//+79K27Ny5UpnkHvvvfcyY8YMpk6dSo0aNdi/f/+1vDzlxMXFMWLECObPn8+HH37ovP7ffvstycnJ112uxWLh+PHjvPPOO8yfP5/hw4ejUCgwGo1MmTLlmsubO3euM8h99NFHmTt3LlOnTiUiIgK1Ws3evXux2aqWZXP8+PGkpaURERHBhAkTWLRoERMnTqR27doUFBTwv//9D6vVSrt27Zw9sSU3LsARsBcXFxMeHk6jRo0oLCzk3XffxWQy0bJlS6ZOncrChQt5++238fHx4cyZM0yaNKlcO/7880+6du3K3Llz+e9//+vcvnnzZgBmzpxJx44dAYiIiGD58uV8+OGHgGMed1FREREREUydOpXZs2fz6quvUr16ddq3b1+urtslJyfHJfgvKChw+T00m81kZ2e7HFP2BkTZx14VTJHz0kiV1uGprmh/1zI9KtknPT2dsqvV3czzKHGtdXioygc6CovrmNkbqaOy65WWloZnBddewnH9rvdaaVWguXLsAYDqCnGXqoJPfS9N1V+Pis75arw0jgblFt/cwFNdwblolTJ5esfSNcHu5Z+/UZbLAk+17QbPSZbxM5pdNtkuvX4BRSZ05gruZFzibrbiZXR0Z+dUMh/WWaZSQclthugsfbnna2aUjjPO9fYg+xqTMhl1WuewZptSyd4mtSlw09Dk5DkiKwhyASIyclHlujGn5UDifO7jnrhsYo9ncYamHOIB1JixAzaUZBPKKZrjRnEFJf193C2u9WstJnwvzem+0b9Xf8ffRFHHra1DuHZ//vknhYWFtGzZEje30lEv/v7+ZGdnu8QK10MEuneAuLg4zp49C8DYsWOpUaMGWq2WBg0a8NJLLwFw4MABEhISmDBhAp9//jkPPvggtWvXpkOHDs5exNzcXOcvpUrl6KyvV68e9evX57777uOtt95ixowZzuBp9erVAAwZMoTmzZuj1WqJiIjgjTfewN3dnfz8fNasWVPl8/juu+947733uP/++6lVqxY9evRw9hgmJJSOHyvp0du6datzW8n/H3jgAXQ6HXFxcZw7dw5wDIft27cvsbGxDBkyxDlMde/evZw/f77CtpRk2w0PD2fSpEk0b96cNm3aMH36dOcw2+v1zDPPMGLECGJjY+nWrRuTJ09GoVBgs9n4/fffb6jsTz75hN69exMbG8vIkSMZMGAA4DjXlJSUayqr5Bq0atWKd999l4YNG9KmTRt++OEH/vzzTz7++GOUV7ljD5CSkuLsjR01ahT169dHq9USExPDG2+8gSRJpKSksHv3brRarTPQLPv6lvyh6tKlC5IksX79egwGA25ubowdO5aIiAjc3Nxo2bIlzz77LABr1qxx3uEr0a5dOz788EMaNmzIk08+SbVqjt6E9HRHF1ZYWJgz0C6ZtxwcHOx8DI5kXc2aNaNx48Y89dRTLFu2jNq1a1/Ttb2V/P390Wq1zseenp54eZV+6dRoNOUSjoWFhVX4+MVmCtzKjNtRSPDf5lKldQxvpMDvsgSnY1sqXMoseVwi1AMG1ZcIDQ11mft7M8/DWdc11jG2lev721MNY9q6foG/kTpeaa5wCbZUCnilmURYWBgPRko0D3EpmifrSUR4Xf+18tJIjLzHNWSo4QN+WpdNPFmv8kj36foSZfPnaJXwYlNFlV+Py8/5agJ18ExDR4UD693crxwvNpWo6eO6bXRTBdVCHOfxeQfFVb/k6CoY13alY46F+GBUlu7RIMuAm6UKNwwvH0tcQpI4710akcvAnmqBGLRqlDL0OJ2Kp8lSvo12maZpuXRISsfbaCbDS0d8QOXBqdFNQ2Kk4w358m+7cS8TXPsUGnEzl9ahsFfc8y5Zq778kEmrxq5UVBjgltU4PpknVu+k4anzqGx2ZJRY0OHLRfzIRAEosRFAOr5kEkzFn/l/C5UCRZvSzwpJttPz9EbcXuwC3Pjfq7/jb6Ko49bWcTvdrcsLxcfHA9CpUyeX6YwlU9ZKnr9eYujyHaDs0OErDZ88fvw4Go2G2bNnc+jQIbKysvD19cXHp/ST3mx2fHiNHTuWjz76iM8//5ylS5fSunVr2rdv7xzemZSU5Nx38uTJTJ48udI6q+r06dPMnTuXY8eOodfrCQgIQKPRuLQLHIHud999x7lz50hOTiYyMrLcsOWy1+Ty3rYOHTowffp0wPELUFESppLh3e3bt0etLu2C0Ol0tG7dmmXLllX5vC5Xo0YNl8e1a9cmOjqaxMREl4D+Wmk0Gtq0aeOyrXPnzs7e+cTERGdgdzW5ublkZTmGd3Xo0MHluWvNTF32j8zbb79d6X7Hjh3jvvvuo2vXrvz222/s37+foqIidDod27dvB8q/vkaj0Tnc/nI2m42TJ0+6zGPu3r27ywdVUFAQKSkpLndlK/Pkk0+yb98+Dh8+TPfu3WnZsiXt2rWjY8eOeHp6XvX4u1GzEIk9TymZ+Zcdk80xd7RdROUfflE+EvsGKfn2oCOx0RN1JZdEQgCvt1JQyxdnMqpRTRQEud+ZH6hPxCoIcncMV/bSwH/uURAbcPPael81iV1PKpl1xDHke1gjBa3CHOUrJIk/+yv59pDsSEYVITG88Y3X/WVHBc2CZdafcySjGtVEIs8M3xwsTUbVo6aCgfXsLDwho1SAQpIxWiV615LoU0fBsEYyc47a0ShhRGMF9wRXvV2Xn3OTIPjuiEyCHuoHQP0AifP5MkoJGgVJvNBEQZino/wJ9yuQJDvzj8sYTI4ebo0SrDbw1kKYpyPxVE4xaFWOxFN1/eFABpzIBjeVo74IL4keNSWerKdgbEuZbw7ZSdBDtxoST5UJ8psEKzg8BF7faudkNgS5Qy0/qOkrcT4PfN3ghSYKTuXI/BxvJ98MD1STeLq+xMub7Kw47Zj73CwEavuCjEQdfw17I6LI269HbbFxOsALbw8FMVobqWYFxVYJlcIRQOtUpTchUvIllAqIcrdTaIVTBgldsQVfk5kdUUEk+XpQQ1+ArZoHbdt4E+0VwOmD+QTaYHigneUZNgpREO4lUVM201SfR6uHvVDd40fRykKC/0rFv9gMCvD0VGI22nHzUNCglSenDhWSnWFhV7O6nA3xIzIlk3mTl/FnoxrE1amGT0Exei8Pcr10+BQUozFbCcvIIS3E33ktA3Ly6LjrKGkh/uiMZg7Vi+JiwGV3GS7jXnz1v8uAM3NzWZcnpgKI5hiJ/pHE5Fz/yKkq06mhezPYexpyi6BuGHz8ND27NKHhz8dIX3WSGK8igsb3hwY3aS6EIPwLFRUVodFoXG46AHh4eKBSqcp1eFwrEejeAeyV3D29XEFBAUOHDqWoqIgXXniBZs2aUVxczOrVq8vd8XjooYe499572bZtG9u3b+e3335j4cKF1KtXjy+++KLKdRYWVpAaswJHjx7l+eefR61WO5MnGQwGfv75ZxITE132jY6Opm7dusTHx7N161Z69OjB0aNH8fb2pm3btuXKVlxhjtLV3Mix16KyIcByZXfxq6gqPa4VKRsMVvW1rkxVz6HkvdKqVSv8/f3Jyclh165dhIWFkZWVRc2aNZ09p9daZonLswVfKXvw5QICAvjxxx85dOgQW7duZdu2bWzYsIEvv/yS119/nW7dulW5rLtJ4yCJqQ9V/X0U4yvxRccr79+njqLKczpvtwcjFTdtTm5FmodKNA+t+Hr5aCXean1zbwIoJIkhDSWGNCzdFuhOudesS7SCLtEVl9E2QqJtxPX9bYHy5/yfplU7TqOU+Ky9ks9u4kyBYA+JD9pVfi4NghSsfvzKnwO1/SQejnHdZ8HDVzimjTvWwTricyDSu3Ro9rVK0qtQK3VU85LISgOtmyfefmXGhrcqTbj4pcuRKiiz3M5DY32x233IvGDC20+Nu2f561GYb6XAYCM4ogGms/kc+C2N/4ZpqfloNbr/aEZapCfLz5uk6iH45hfRcfcxNreMpSDCj5gwBQ3cjShjvKh2NhdNkRmf/EL2NKnNhRB/5JLPWVl2zNG12mhyPAlFJX/nZbhqT6+S8r3Y2Tof1PbKh3JfNwnnMkc0joZR3aB/O/D1qHD36CcaEP1Eg5vfDkH4F/L29kav15cLaJOSkrBYLM5kvNdLBLp3gFq1ajn/v2jRIpfHJpMJpVKJSqViypQpGAwG2rdvz9NPP+3cJyUlhVWrVgGlAYRer8fX15du3brRrVs3jEYjI0eO5OjRo0ybNo0xY8agUqmwWq2MGTPGOUS2RGFhoXMIaFXMmzcPk8lEnz59XBIcHThwwNlbK8uyMzDp1q2bM9D18vLCbrfz4IMPOntfy2Z83rp1q0sQUjIfE6g0QVNMTAzHjx9n27ZtjBo1ytmzDKXDXK/X1q1bnT2TAGfOnHEOoa5ZsyaAc+J8Zmamy7FxcXGVlmu1Wrlw4YLL0OqyiZcu70m+UrDo6+tLSEgIGRkZbNy40eX1NRgMSJJU5fTtZd+PkyZN4oEHHnBps81mc7kTp1Qq6dSpE4sXL2br1q3OoT1lr1lJ5m+NRsPvv//u0stsNBrRaDTOmxSpqRVkz7kOJpMJm81GkyZNaNKkCS+99BLz589n8uTJ/N///R+dOnVy6f0XBEGojEoh0SDwxsqo4VtmdEqY9gp7Xp1CIRFa3a3S5z28VHh4Ob7yudXwpu2LpX//fxnkxmd1W/J9QhO6H07kPlU+ATXr0bRPTdRB5XtWjaf16JcmEJ1RTOHeU6T/ZaDYw428KF/cLuQTnpWLUiOhCHPnYoGEb34RFpWSTH8vTBo1tc5nlivzcnYU5QJirdVMYLGhskOuj6cbJE2DlBzHckIxFSe4FIQ7nf3OHFh1VQ0bNmTbtm2sXLnS2Wm0ZcsWdu/ejSRJNG7c+IbKF4HuHaBVq1ZERkaSnJzMmDFjeOGFF4iJiSEtLY3vvvuOM2fO0KdPH2ewFhcXx4YNG6hWrRoHDhxwLp0CsGLFCoYNG8aQIUMIDQ2ld+/e1K5dG4PB4Jy/q9fr8fDwoHv37qxatYqpU6dit9tp0aIFRUVFLFu2jLVr19K4cWOmT5/unNt4JSVBycaNG2nbti3e3t7s2LGD+fPnu7StJAju0qULX331FX/99Zfz+bKBUIsWLZzX5JNPPqG4uJh69eqxd+9evv/+e+d1q2zt2AEDBvDee++RnJzMyy+/zLPPPou7uztLly5l586dAOTl5ZGbm+uyTFFVrFu3Dnd3d/r06UNaWhqTJ0/GbrejVCqdy9SUZBtOTEzk559/5p577mH16tUsX77cWU5CQoLLsFy73c6LL77ISy+9REhICJs3b3Zev8aNGzvPValUYrPZ2LFjB02bNsXT0xN39/JZV/r27cs333zDgQMH+OCDD3j88ccpKCjgq6++IiEhgdatWzNp0qSrvr7R0dG0aNGCuLg4xo8fz6hRo2jYsCG5ubnMmzePvXv30r59ez799FPnMV27dmXx4sXs2LGDwMBA57ayz0+bNg2DwcDo0aMZMWIEERERJCUlMW3aNLKyshgxYgSDBg26ptcGSt+LaWlpLFmyBL1ez6BBg5g1axa//fYb/fv3p1WrVri5uXH6tGMNSLPZTGFh4TUP6xYEQbjbeWslPrxPCfcpgfpX3d+tti+hbzZ3Pq5b5iZ22RvaANvWZDP/uzRnoqoa5zPKBbp2SudFS1gJJwErGvLwx5scZ7BbpHXH67JkUNclzA+UCmgXC588DYE+jh9BEP529913H6dOneL06dPOvx1btmxBlmXCw8OrvPpLZUSgewdQqVR89NFHjBo1ipSUlHLzIAMDA+nTpw8mk4kFCxZQWFjIm2++6Xy+X79+rF+/Hr1eT2JiIgUFBWg0Gvbv319hhuEePXoA8NprrxEfH8+pU6fKZbhVqVQMGDCgSkEuOOZOrl+/noyMDF588UXn9ueee45Zs2Yhy7LLEOaQkBCaNGnCwYMHOXDgAAEBATRvXvrBqVQqmTBhgnN5oQkTJrjUFxISwjvvvFNpe3r06MGaNWvYtWsX+/btY9++fc7nSoK2wsJCtm/ffs1rqN5///0sX77cJWgFGDhwoHMObZcuXZzJoD7//HPnPv369XMmWVqxYoXLL3Djxo05e/YsY8aMcSnXx8eHd9991/m4Zs2anD59mkOHDjF8+HD69evn0sNf4umnn+bgwYPs3LmTVatWOXv9wTHkt23btlV+fd9//33n8kIlWYxLeHh4lBsRcM899xAaGkp6ejp6vZ4GDRq4zC/28vJi/PjxjB07lpMnT7pkUAaIioqie/fuVWrb5aKjowFH8PrJJ58A0KhRI0wmExcvXuTbb7/l22+/dTmmbdu2IsgVBEG4DmUD28unk9zfPYCmbX3Yu0lPZqoJ5VEztjgJZZkRSUWBHhh1GrzS8jDqtPgplUTokyh0c8dmUqKQbUhAcEE2FoUStb3qSbFcKIAZ/4Hhna+6qyAIfw+NRsOzzz7L1q1bOX78OHl5eXh5edGgQQMeeOCBG56CKALdO0RsbCwLFixg1qxZ7Ny5k9zcXIKCgmjXrh3PPPOMM3Psl19+ybRp00hISCA4OJh+/foxcOBAgoODmT17NsHBwQQGBjJv3jwWL17MH3/8QVJSEmq1mpiYGAYNGuRMTuTp6cns2bOZN28e69atIzU1FS8vLxo3bszQoUNp0KB0DkpaWhpWa/m5MVqtluDgYB544AHGjx/P3LlzSUlJoXr16gwePJgePXqQm5vL6tWry2Wv69q1KwcPHgQcgeHlb+Z69eq5XBO9Xk9gYCDt27dn2LBhVx23/8UXXzBnzhx+//13MjMzCQsLo0+fPvTt25eXXnqJ48ePO4dnX+38yurWrRvdu3dn9uzZJCcnExQURN++fV16H5s3b84bb7zB/PnzuXjxItHR0fTt25fHHnsMT09PFixYUG7ocEnwPmXKFA4ePIhSqaRVq1aMHj3apef67bffZsKECc66K+vVVqlUTJo0iaVLl/Lrr79y7tw53NzcqFu3Lk8//TT33nsv4BjKnJeXV2EZYWFhqFQqQkNDmTdvHnPmzGHz5s1kZmbi5+dHixYtePbZZ53BZQlJkujSpQs//vgj4NqbW6Jt27bMmzePWbNmERcXR0FBAaGhoXTq1InBgwe7ZD+8Fv379+f48ePs2LEDDw8PGjRogL+/P6+99hr33XcfP//8M4cPH6a4uJiQkBC6dOnC4MGDr6suQRAE4co8fVQ82LtknHcEhc+Ek/bJAZJPJ5HTXOLRmU+iVqspKrChUIKbTgk5+eQfNbBu/G4KDVY6nN5FDf356w9yATZ8AB0b3ZRzEgTh5tFoNDz00EM89NBDN71sSb7RbDnCv8IjjzxS4XphzZo1cxk6fbe62vmlpqY6U51PmDChwsDtbjVjxgznOseXW7lypcvwakEQBEG4URaLhTlz5gCOJfuumB/hXCYUGDG3fR9FXj5KbFdNZlWh7ROgXb3raq8g3OmWhCwqt61vxoAK9ryzVLZaidlsZvv27Wi12hvqjBA9uoIgCIIgCMKdKcoxqkqT8g22as8j5V3nciOq6880LgjCrTF//vxKV9CQZRk3t8qT7FWFCHSFKik7v/Of6J9+flfy/PPP8/zzz9/uZgiCIAhC5bx0KD3VUPFMmyuTgFa1b3aLBEG4CSobXBwVFUWbNm1uqGwR6AqCIAiCIAh3vqY1IDX32o/TaZ2ZnwXhn0i+S9/e48aNK7etqKiIpUuXkp6eTkhIyA2Vf2OprAThXyI8PJy4uDji4uL+UfNzBUEQBOGu8flQ0FzHEOQn2t70pgiCcGu4u7vz2GOPUVxczMaNG2+oLBHoCoIgCIIgCHe+etXgry/hpYehf1tY8ApUD7zyMe3rwzcj/pbmCYJwc7i5uaFQKCpNVlVVYuiyIAiCIAiCcHeIrQZThpU+7nsvrNwHZ7MgwBMMxVAvAuqEg1oJ1a4SCAvCP4B8lw7N379/f7ltZrOZkydPYrPdwHJil4hAVxAEQRAEQbg7adTQVwxNFoS70W+//VZh1uWSBFWxsbE3VL4IdAVBEARBEARBEIS/lY+PT7lAV6FQ4OnpSa1atUTWZUEQBEEQBEEQBOHu8sorr1T6nNFopLCwEF9f3+suXySjEgRBEARBEARBuEvZpfI/dzO73c6UKVNYunTpDZUjenQFQRAEQRCE63MmDY6dh3vrQLDv7W6NIAh3uOzs7Kvuk5ubi9lsJjMz84bqEoGuIAiCIAiCcO3eno/8yXIkWUaWJOxNa6Ps2xJGdgU/z9vdOkEQ7kDffPNNlffVaDQ3VJcIdAVBEARBEIQrsmcWkP/SasxrTqMI8cTzP43QfryMkhGSkiwjHTiD5UAy6h82w+FJjozIgiDccrLi7hmrXJJR+WqUSiUdOnS4obpEoCsIgiAIgiBckWHQElJ3pvN73YbE5CXT4Y2f0F62jwI7hXijjr8Aq+Lg8XtvS1sFQbhzvfzyy1fdR5IkPDw8UKluLFQVga4gCIIgCILgwnrqItjsqOoFY88tJmPbBS56eTPi8Cp8rLkVHmNHia0k/E1Iv+Y6C47monBX4V7T60aaLgjCHawqWZSzsrI4e/Ysbm5u1K1b97rrEoGuIAiCIAiCAIC9wIShz0Is6xMAUFT3IfnF9oSaTAQZk/GhfJBrQ4WETB4RqKV8kIEwvyrXmb0hlWNPb8OcbgQgoEc4/g+GY823ENIvCs8GrmXJsszqRJmdqTJNgyX61JZQ3kVDNwXhZpPv4rf/8ePH2bdvH3l5edjtdgAKCwuxWq1oNBrefPPN6y5bBLqCIAiCIAgCAEUTdziDXIBl3tXIXpzOMFlGgbXCYwxUQ6/x4Ux4GFEFZ6h7MRfur4e52EbG7otkf32comN6vFoEUPerVkiyCZ+MQgzB7mQtOcfxJ3e4lJf9eyrZv6cCcPb/DlH38yZE/Pce9GkmtB5K3tpggYmHaHomnWOhPqx7vimzRvvfuosiCMItcebMGRYvXlzhc5IkUa9evRsqXwS6giAIgiAI/wKyzY555Ums8RfRdKqJumU11x2OJWNZEFe6PzCvWTNG7d4MgAV3bKhQlgl4baix4o6/OYcuZ//CLCkB2DflCJtPeWI2ybgVK2iefpGCn9JJXLKeOvaTPGG1UajT8pfRBnhU3mZZImHMbpatMGCSJTxyi2mRnk9YTiEA1S7mUzQmnYMP96NpjWvL0CrLMluPmzlxwUazmipa1bqxDK+CIFybHTt2OAPa7OxsAgICiIqKYufOnURERNCrV68bKl8EuoIgCIIgCP9ghVN2YlxyFPvxi8g5xY5tgOdLzXGf0ht7cjbSM18jbTyMB+7kEY4dR9D388LZ+FgvUkgIoMBAFJ6ko6IYKzryCQMk7Je+UmpkG9nufvxx2B0kR3ZVo07D4QY1eGrXGgLMSc52eRSbMFMaXNoVElaVApObCs88kzOjs1HSscPDh04Hkoi6mE+euwY7oADOBvuwrnkMhg8u0L+TJwM7uONR3QO7XSYr306ApwKVUiKtQMbfDbQqR6lGq0zHmUYO5kqorOC7Lp+IEDWe/ioea6ZlVFMFknQXjwcVhLtAZmYmkiTx6KOP8u2339KyZUuio6MJDQ1l7ty5bNu2jQceeOC6yxeBriDcoVJTU513siZMmEDXrl1vc4sEQRCEO1JajiPLcVou+HrAg42gURTW+Cz0D83BnpJf4WEFX+3jdLJM1O+/4Wt2zL3VUIQnmeRRDQkJlVVNIWFoyMOMN1bc0BNdriwtpXWc842Ey4LEfHcPDkXXJMZgIzo32bk9iDTSiCS9mg8pNQOxqZU03pVE2aOVMvgUmTlUJ4xpvVqSr9PiU2Skx/4ElrapS0xaLsOX7sX/ByPrdBoOtIpiTcvaGIygcFdQGKgjVdLg5wYf3adgZBMFT6ywsbtIDVowaaHQXU220cr9u9JYs8PO6nbhNKurpZYvuKkk9CYZbw3oTRK1fCFBDzG+0CVaQpIkZFlm/TmZM7nwUJREHX8RJAt/H/kuvSljsVhQq9VoNBqKi4tRqx1LkkVGRqJUKjlw4IAIdAVBuLO1aNECgNGjRzN06NBbVk9cXBwjR44EYM6cOTRq1OiW1SUIgnBH2HwUS9dPKTb7YEOJlgJ0zMbSpyMF8fZKg1wHBYfO2bnHXJpgKp9Qigkot6eN8sN6ZRxJcM4H+pPtF0rbc3vxNuXjXVhcbl83swnZriOXaC4E1cFghvXNapLt5U5kehFaLx8Ul/bVGsvPBe6x7wwzHm9Fm6xszEoFx/x9WXhffdRWO8PXHcTD5DjGu9hM611JLK9bAzQqzvl4YJYcX3dzjfCfDTZWbMnnD7O7azAuSRh1atbXi3Q8zpVZu6dkvc+y6366rgGqUUCjQEjUQ665dHuMD7QIhTdaKWka4qjHZpcxWsFDc3cGJYJwswUFBZGWlobFYsHHx4cDBw4QERHBuXPnsFqtGI3GGypfBLqCIAiCIAi3gWy3Y96QiJxdhKZbbRR+Otcdik0wbwscS4Y+90L7BmAoxDZ7C9aUQpQDWmPuPQOL2QctBWjJQ0aBEV/yl10A1FesP9vTi0K30jqtqCmmsqROcrktmxrcQ0JohPPx6aBajNz1PTqLEcluR1YonM81SzhFg9TzAORptbz01GAM7o66d0ZCbI6eezMu4p5vwq6QUNhd60uN9OO+9Czn48j8Qn6LrkZgdoEzyC2hM1upkaHnWFQQZs3lX3UlNudr0NrNGHWacj3PpbtVLRg122F/ZvntCQbHz8/xNl5qCvG5sPMC5Fugnj+0CoPGgRLBHhL3BML2VJm0Qrg/QqJTlISiCvXbZZmNyTIZhTI6FRRbJer4wYkcaBwk0SRYBNTCna1JkyakpqaSlJREvXr12Lp1KydOnMBkMiFJElFRUTdUvgh0BUEQBEEQ/mZykZncjrOx7r3g2KCUULWKQNO+BrLJinzoLJ7bN6OwWJGB4q92Ytb4obQU4S5no8WKbdISLATjQTYqTIBjtqwOPVZUFBMMVBzsnPUPYG+dBhjcPUn0j6JmzrlLvbYV7+9ONsUEYMURnBpVahJDwkCWnUFhnps3pwNjSPMOdQa5kizT5a84IrNLg9RjISHOILfEaV9vWqVmEnvgPCqrvfQ6ASk1Asit7ovKYiM0ORddoYl8X3divT054eONXQJFmbjYLkGWjzsKu4zCZseuVLjUFZRbRJa/h7PdbkYL3gWO7tg8Ty1Gt5v79firgyUn47hWJ3IcweilPvHL9pbx1UKYB3ioIcpbwmqXqeEr8WpzBZHejjZnFdlpOd/OuTzXY8sKdof7IyDcUyKlAGr6wKvNFZzIkZlzVEajgBeaKGgZJlFolvnqoMyeNJkWIRIvN5fwukLP8940mW8P2bHYYVgjiQcjFZXuK9x69rv0nkbz5s3R6/WEhYURHR3NhQsXSEhwZH0PCQmhR48eN1S+JMty+Vt0gvAPkZ6ezvfff8/OnTvJycnB39+fDh06MGzYMPz9HXetjUYjP//8M+vWrePcuXN4enoSHR3N4MGDadeunbMsWZZZunQpS5Ys4fz58+h0Olq0aMFzzz1HTEyMcz+j0cj8+fNZt24dFy5cQKfT0bx5c4YPH06dOnWq3PbL5+h6eHjw/fffc+rUKby8vHjqqad4+umnXY45ePAgc+fO5ciRI5hMJqpXr07Pnj0ZMGAAKpXjg7tkeK9SqWTbtm3MmTOH33//nYsXLxIZGcnrr79O06ZN+f3335k/fz7nzp0jODiY//73v9x///0u9a1evZqlS5dy5swZAOrWrcvAgQN58MEHXeq63Lhx43jkkUeu6XpZLBbmzZvH6tWrSU9Px8vLi7Zt2zJixAhCQ0OZMWMG3333Xbm6Vq5cSXh4OAUFBXz//fds3LiRrKwsAgICnO+FqixeLgiCcDMVfbOHgtG/VfKsTCDxKLA5t5jwxICjd0OBmQDOICGTTwg6clFhdinBiDd5VK+w9I87dORQZDSDjxwD4KKXF23O76NW+lmUxX64BrsyXqSgIw8bSnKohYwCd2UKNhV4mQs4FViLNbFdKNK40/3oBk6F1CAhyPG5GJ2ZTucjB1zqL1Br6PL8ZZ8NsszYpbuISdeXa298g1DM7hrqHEl1GdacEeDJvAcaMGjTEUL1Rc7tdiDXS8fMbk05UjOYrIDSYcruRRZ8DcXkeWkodlOjsdgJyyxwnrEMnIvwxqZSlr9wsox7sQWrUoFZ+/f3FYV5wLFnlPi5SdT53srp8ksaX1WAG2SXGQ2qVsD2gUr+t93OhnOlIUG7CNg+sOJz3JUq036RDcul+xESsKK3gl61RLB7u8yLKr9Ez9Pn+t2GllyboqIi3N3dXbaVJKgKDAy84YRwokdX+Mc6efIko0aNwmAwOLdlZGTw888/s3nzZmbOnElISAhPP/00SUmlWSBNJhPZ2dns37+f119/nf79+wMwe/Zspk2b5rLfhg0b2L59O/Pnzyc6OpqCggJGjBjBqVOnnPuZzWY2btzI9u3b+fTTT8sFi1WxYcMGNm/eTMl9KZPJxJQpU2jYsCFNmzYFYPny5Xz88cfOxbbBsT7Z5MmT2bVrF1OmTHEGuyXeeOMNtm3b5nx8+vRpxowZw8CBA5k+fbpz+/nz53n77bdZt26d8w/SBx98wKpVq1zKO3jwIAcPHuSZZ55h1KhRVz2va7len376KStWrHDuZzKZWLlyJdu2bat0DbbLz3XPnj3Ox2lpaSxcuJCdO3fy888/l7s2giAIt5Jt19lKn1NR7BLkAmgpQIkJG1rsaDDhhRt5qDBhQ1Mu0LVWMGxZRmZZw8bsjK7B178uJzrXESnp3T3YF1OHOuZMLu/RlbChw9FtqMSGB1kY8cXDlo90qYmxWaeRZJk1sZ2RlXYSAms6j/crLCjXDk+LGU+TiQKt1rktLLegwiAXYEN0BE9tOlpu7m5IdgFjlu8pt78CCMgvplirxrvQjM5kpchNhdpqR2e0IgGaXCMKezFGrdLljCVAYZcvu/olT0r4641oLTYK3NVkBHpUeYjzzZBWCD+flGkZynUFueAa5AJY7PDhLhsbzrlu33EB9qXJtAwrf37fHLQ7g1xw3ByYckCmV63ra5Pw7zVp0iRiYmJo1KgRdevWRa1WExwcfNPKF7dehH8ku93OO++8g8FgoG7dukyaNIlFixbx4YcfEhYWRkZGBh988AEqlYqYmBg6duzIZ599xsKFC5k4cSIhISEAfPfdd87g8qeffgKgZ8+e/Pjjj0yePJnHH3+c+vXrExnpSF4xZcoUTp06hZ+fH++88w6LFi1i6tSpNGvWDLPZzHvvvUd+/pUSg1Rs06ZNdO/enR9//JHRo0c7t2/YsAGAlJQUPvvsM+x2O5GRkUycOJG5c+fy6KOPArBnzx5++OEHlzJtNhs7duxg1KhRzJ8/n3vvvRcAg8HA9OnTGThwIPPnz6dnz54AFBcXOwPFtWvXsmrVKpRKJc899xzz589nzpw5PPbYY4AjEVRcXBwNGzZk+fLlzjqffvppli9f7uzxrer1KigoYOXKlc4y5s+fz8SJE+nSpQutWrXC19eXAQMGMH78eGddn3zyCcuXLyc4OJgzZ8442/7KK68wf/58PvroI9q2bUvHjh3vqCA3JycHk8nkfFxQUODynjGbzWRnZ7sck5aWdsXH6enplB28I+oQdYg6bn8dUuPyCZ9KSNivul2+9BXOggeFBGEvE67ZUFFEYAXHSwQYcxi8P84Z5AL4FhXS+chBJJtbpW0q2wYN+eUGONe5eIZBcT+xsXZ7l+Av1a/8nN8Mb18eSsmgpiEfrdURUpYdrlzWqXA/jtQIYV/tsKu2rcTeumE88c5jpPl7YpPAolLgUWzB/VKQC6C0y0iAm6l8SKs1VxjmAo7kWwCeRRY8ii1VbtPNUmwFY+XNuy5F5XN/AY56KnrvFprLv1ZGq2Ofu+l38GbXcTvJklTu524gSRKnTp1i2bJlTJw4kRUrVpCQkMDNGnAshi4L/0h79+7lhRdeAGDWrFkEBJR+oTh58iRvvfUWAD///DPR0dEola5DlH755Rc+++wzwBHUBQYG0rVrV7Kzsxk7dixPPPGEc19ZlpEkCaPRyIMPPojZbOaVV16hffv2zn3MZjPPPPMMRUVFLr3EV1J26HK7du2YMmWK87lHH32UCxcu0KFDByZOnMi3337L7NmzUalULFmyhGrVqjn3feGFF9i7dy/BwcH8/vvvLsOJn376aV5++WXA0Rv73HPPAdCxY0c+//xzwPHhUBLsvvbaawwcOJDhw4dz6NAhOnfu7LzOJd5//33++usvOnXqxKeffgpUnHX5Wq7XI488Qvv27bHb7Xz55ZcuveIl1x8qz7p89uxZ+vbtC8CiRYuoVatWhccLgiD8XWRZpiD0bYozFZTvd5AJ4DRKSgMpC27k4hgOLGHFn9NYccdAJCChxoAaM3ZUWNBiw52KWSlSK3G3VPx3T0ZGKhPGunMRTzIuPQd6olFixpvUcsfmazz46v4Xym1vmnCKZmcTUCBj0LrzR5Pm6D29ANgf5M/hQH+QZf7383aqXywNNgq0al5/thN2pYJqmQbe+WVHJefkanKfVqy+tzYehSaKdBpkhQSyjJ/BiL/B6DyXyv7ypwV6UORRPsu02myjelqe87gcHzdyfXXl9qtQmbnM18tDDSefVRLuCQ3m2DiZc+1luCnLB8qrH5N4c5vMkYul2+r4wfFnlCgV5dv8W4KdR5a7BrvfdVEwvLHoP7tdfoxeUm7b4LN9b0NLro3FYiEhIYGTJ09y6tQpiouLkSQJDw8PGjZsSKNGjQgPD7/u8u+cbgxBuInKDoUdPnx4pfsdP34cjUbD7NmzOXToEFlZWfj6+uLj4+Pcx2x2DAcbO3YsH330EZ9//jlLly6ldevWtG/f3hnEJSUlOfedPHkykydPrrTOa9W9e3eXx8HBwVy4cMF5N7LkfGvVquUS5AK0b9+evXv3kpmZiV6vd3muQ4cOzv8HBQU5/9+pUyeXukpcXt/69etZv359hW2+2nley/Xq378/r732Gl9//TWvvvoq9erVo02bNnTs2JH69etfsR6A6Ohohg4dyrx583jqqado1KgRbdq0oVOnTtSoUeOqxwuCINxskiThdfgNPMbMx7o9AaPkj0XlgbJeMJjt5J3xwlN5EZUpHyw2TAWeKE12lGobHtXtmELupfBAMRiMgA0LPlgACQt+JJJHNax4VFCzCj+LHhO+FbcLGQUW7KhxIxc3spEBOyqK8MeNHDQUYKc0PC8JGj3MRXgb88hz83Yp87wuGDdsqLCRGuHnDHIBHjiazNmW7uR5uDG1Z0t6746n6Zl03Kw2tjWo7kwkFZVVmnXJJkkoK+mnORviw5/NogEodC+TVVmSyPXV4VloRmMt7f+2Axf9dc5kVAYvbYVBrnuRmaCcIpfg2HgN83Q1Jhs2lQKbqvJgUMI1nZS3BiK9wWqHmj4S77VVUM3L0YI/+ip5Z7udPWkyDQIl6vrJrEwAN5XjdUkrdAxLDtBBiDtkFEKMn8S4exXsTZeZfcSOVgUvNVXQI0ZBkxCZ/22zszddpnmIxIf3KSoMcgF6xihY2BO+PmDHbIPhjUWQK1wftVpNbGwssbGx2O12zp07x8mTJ4mPj2f37t3s2bOH995777rLF4Gu8I9Udp7qlRQUFDB06FCKiop44YUXaNasGcXFxaxevZr4+HiXfR966CHuvfdetm3bxvbt2/ntt99YuHAh9erV44svvqhynYWFhdd8Ppf3OFbWA6lQlP+gudKgjbL7l/1/2fIrKrMq53q187zW6/XEE0/QtWtXNm/ezPbt21m4cCFz5syhTZs2fPLJJ3h6el6xnNGjR9OvXz82bdrEjh07mDVrFjNmzKBbt26MGzfujhq+LAjCv0SIL4p5o9FABavUuvK89FNCDbgDhj4/YVn+F1r0KDGjxYANDZqGvliPmUAu/zfcMQTaBpRPuKTAjJZ8ivHHiD9G/NCRjRcZeJJ5WZoqKMKfYjzw5zwSMo8c/53lDR+hSOOBZJcJS8um3cljyEi4Y6TmuVSKfbSk+gcSlGqg5okM3juTxZ66ERjVKmqk63G7NJz5gWPJbLonGoVdpudexw3WPHcNy++vxyM74vEvMGJTSOyuE0G2j47ECD/+bBaNUXtpfnIFn5UmrQqN1exsf7afjnwvN/K9Lhu2Lcso7LIj0JZlpDLLHck4AuJi3ZWXb1JYbdQKUtK/rsTOCyp83SQery3z0wlHgN2/jsS5fIkANxhUX8Iuw4ITMrlG6FtHon5g5T3A1b0lfujh+vp99MAVm+PUPFTiP01c3xfhnhJzuleQgKsSA2IVDIgVwa1w8ygUCgIDAwkKCiI7O5u8vLyrH3QV4pud8I9Udmjq5UNVTSYTSqUSlUrFlClTMBgMtG/f3iWDcUpKijPRUkmgqNfr8fX1pVu3bnTr1g2j0cjIkSM5evQo06ZNY8yYMahUKqxWK2PGjGHAgAEubSosLMTDo6K76zeuTp06bN++ndOnT5OamuoyzGPr1q2Ao2f2ZmUXrlWrFkePHnUZ4lyiqucZHR19Tder5Pr37t2b3r17YzAYGDRoELt37+ann35ixIgRV6xPr9cTEhLCgAEDGDBgAOnp6fTr1481a9bQunVr5/BsQRCEu4nXnD4UBHtiWnIYTWEOSk812sGt0Ex4Cu2hDHLbzeTyKb9G51q5Vsp+FUz39qRaXiYWvCgNgiWKCURLARpcb2BKl37Sqc5x6uOHgbDcbJ7a/gdZnkGYijV4W4vwpjQjMjZ4+OBe9DoPLpiCsKHC02ih019ny52bh8lK713x/PjQPXz0xH34FhpJ9fOgcY6BdwZ3IOJiPnpPN/LdteR5aMgKvPSZUckwYUmWeaAol1RvT7Q6BbtkHcaKglVZxsdgxLvARL6nFr23G8VeWgr8NajNVrJsSmyXepqVEkx90LGW7uwjuMyi7lFHyU89leWW6XnyCgORXmwmptII106+i982WVlZzl7c1FTHlAhZlvHy8qJBgwY3VLYIdIV/pFatWhEZGUlycjJjxozhhRdeICYmhrS0NL777jvOnDlDnz590Ggc99Dj4uLYsGED1apV48CBA8ycOdNZ1ooVKxg2bBhDhgwhNDSU3r17U7t2bQwGgzNRgV6vx8PDg+7du7Nq1SqmTp2K3W6nRYsWFBUVsWzZMtauXUvjxo2ZPn36Te897NWrF/PmzcNisfDyyy/z0ksv4efnx/Lly9m7dy8Ajz/++E2rr2/fvhw9epRNmzbx6aef8vDDD6NWq9m2bRuzZs0iMDCQb775xrnQt0KhwG63s3nzZgIDA7Hb7fTq1avK18tgMNCvXz+aNm3Kww8/THR0NKmpqc7EESWZtcvOtV6yZAkJCQmEh4cTEBDA4MGDeeihh+jcuTMRERHEx8c7h05fPqRbEAThbqHwccN7ei+Y3qvcc+o21dGNuY+iz7aT46nDrrGSr9Vhl92pmXuGINN5LMMfpWDuCXTWTBrl5WIHsimf9dSCrlygC6DAghYLPhRhRYMdDcgQlJ+HHYmiSvqqtcVmbBX0KF8uJs2RNCvfXUu+u5bq+QXkaVRobXbOB1+aZiTL1L6QTcvTFwg0FFPsocHwYCRyiDtbLoBZdgx1HhuYz8djox3lmWW8p5TPwiTZ7MhKBXm+Ov7TRUexVaKmr8QzDUvWlVVz1iAz96gdow0G1VPQMMgRZbx7r2N92iKLzFP1lTQOuoujD0H4G0ydOpWcHMdkc1mW0Wq1xMbG0rhxY2rUqCGWFxKEiqhUKj766CNGjRpFSkoKb7/9tsvzgYGB9OnTB5PJxIIFCygsLOTNN990Pt+vXz/Wr1+PXq8nMTGRgoICNBoN+/fvZ//+/eXqK1nQ+rXXXiM+Pp5Tp04xadKkcm0qu57tzVStWjVef/11Pv74Y5KSknj11Vddnm/ZsiVDhgy5afX17NmT/fv3s2rVKhYvXlxueZ+OHTs6g1xw9N4mJiZy9OhRjh49SnBwML169ary9crLy0Oj0bBlyxa2bNnisp9SqaRr164AVK9eHaVSic1mY/Xq1axevZru3bvz2GOPoVKpnNvK0ul0dOzY8aZdG0EQhDuJ5/hOYLWjmP8X+X6B6ELsRCUeRhlkhxH9Ub7TD1udHRS9/jtmvFFR6FzGqCwVxgrLt6DDhyJ8LvXaWlCgvtSvqUAm38cdT4Op3HHp+JXbVlGCKK3FRsTFPLJ83FHb7SjsdhJ9vF2zykoSzcyF/G+EHxqtPz4tA1B6OHpq880y+9Nl6vhLhHuWZoD20kiMaiLxzV+lxbgrZBQqBXUCHMmVmoVUPDQ32kfi/Xblg/RIb4lxbUVwKwhVlZ2djVKpdC4xFBsbe1O/J4tAV/jHio2NZcGCBcyaNYudO3eSm5tLUFAQ7dq145lnnnEmWfryyy+ZNm0aCQkJBAcH069fPwYOHEhwcDCzZ88mODiYwMBA5s2bx+LFi/njjz9ISkpCrVYTExPDoEGDnEmdPD09mT17NvPmzWPdunWkpqbi5eVF48aNGTp0qMsQjLS0NKzW8neTtVrtda0h9thjjxEdHc3cuXM5fPgwJpOJ6tWr07Nnz1sSYI8bN44WLVqwZMkSzpw5g1KppFatWvTv358uXbq47PvOO+8wYcIEUlJSCAsLo23btlit1ipfrxo1arB48WIWLFjAxo0buXDhAjqdjtjYWIYNG0bjxo0Bxw2Mt956ixkzZlBYWEh0dDRNmzalWbNmLFmyhB9//JHt27eTkZHhrGfEiBFERETc1GsjCIJwp5A0Kry+6I7XF90JqmQfj7H3oYoNxPTrSbAa8fxhNXlUR77U46pFj7qC3lwbSoovW8ZIgwUdWRwMa0740Aak+gQT+MEvqItL1/m1oKQALxypr0qD24pCRN8iE5MLzlJjVEP+8g9g2ZIsUtJlbErXvVuNrElox/LTZrw0Eh0iKw4+v35ISbtqMuvPydTxkxh5j4SvmwhUhbuP/S5dPaJHjx40aNAAd/fKssTfGLG8kCDcJo888kiFa7A1a9bMZei0IAiCIPydClp8hnb/IWyoABk3CrGiQkJyWfKogCCKKhjmHEA850KiiDr/CUq1EsuBVPJH/Ir1YBrKRiHovu7B0iUbsLuDMqMphv25eOQbCUnRo7TYsWmUqK02NKE66nzZitD+0S7lv/NmEosKS1NzhfhIrHnbH293kRxJ+HeaU3NpuW3PJN68KWt3K9GjKwiCIAiCIDh5bHuV4m/2YNl9HlXzcOzJp5CnbyKPYNzR44YjG6qF8mvIOpYdslIzIwE2HYEuTVA3C8c/7j/OfSwWC8UnHP0s3Z6KYfE7p9EXeHKhZiCeAWqentQA/4jK16cd/3E0zfea2HjMTDV/BYPb60SQKwhCOSLQFYTbpCSrsyAIgiDcSSSdGvcx95VusLSjeMFhrPle5OFFEUUosWCh/LJuRbhxgWiqcRbOpEGXJlesK6yuJ6MXNCMxzoCbl4ropt5XTUAjSRKPtXbjsdZuV9xPEP4t7uasy7eSuP0lCIIgCIIgVE6tQrfzDZAcvbBW3DHhg7mC/hIDnlwkxPHgoXuqVLzWQ0W99gHUaOZzw1lWBUEQSohAVxAEQRAEQbgiRcNq+Cx7EkWgY0ixMtoX+yudyMMdGS4tS+RNNj7olEb4fhTUCb9imYIgCFarlZ07dzJ79my+/vprAHJzc29K2WLosiAIgiAIgnBV2t710TwSi3yxCCnYgwBJIjHAm+Pj9iPbJewo0HhCZNxLULf88kGCIAhlybLMvHnzOH/+PLIsO0d0LFu2DG9vb/r27XtDozxEoCsIgiAIgiBUiaRUIIWUzs2t+c49RDxXh8wl51BoFAT3i0btq7mNLRSEfx/5Lh3yv2vXLpKTk6levToZGRlYLI6s7sXFxVy4cIE9e/bQpk2b6y5fDF0WBEEQBEEQrps2REf1UbFEPFdHBLmCIFTZgQMHkCSJPn36oFKV9r/269cPWZY5cODADZUvAl1BEARBEARBEAThb6XX69FoNPj6+rpsDwkJQaPRoNfrb6h8EegKgiAIgiAIgiDcpWRJKvdzN9DpdJjNZueQ5RI5OTmYzWa0Wu0NlS8CXUEQBEEQBEEQBOFvFRMTA8D27duRZcfyZefOnWPx4sVIkkStWrVuqHwR6AqCIAiCIAjXL1MPh8+C3e66vaAYDiaSrzdxKFPGaJVvR+sEQbhDdejQATc3N7Zt24bRaATghx9+ID09HXd3dzp37nxD5YtAVxAEQRAEQbg+T30JYcPgnv9Czf84Al6AHzdB8DMc6/Yl/cYcpvlcC4Hf2FgSb7utzRUE4c7h6+vLkCFDiIiIQJZl50+1atUYPHgw7u7uN1S+WF5IEARBEARBqBqzBV6ZDfO2gM0OxebS585lQft3oH512BkPwJxOD7IutikAhRYYsMrOxRduR8MF4Z9Lvjum5FYoJCSEYcOGYTAYyMvLw8vLq1xyquslAl1BEARBEAShaoZ9A/O3Oh/Ob3Y/i+5pi19xIa9v/pVG6eedQW6uzoOv23VzOdyGxNzdhdxYP40gCP8EH330EQBvv/02Pj4++Pj43NTyxdBlQRAEQRAEoXIZepi8Cr74FX7e4dw8+b4ePD3wRYpVGj5bPZ9G6ecpOws3T6vDrFKXK057PPnWt1kQhDtevXr1sFgsJCffmr8JokdXEARBEARBqNiaA/Dox2ApP7d2artutEo+zR/ffYjyUohbdgRllP4irZJPszeytnOb2mbl8VAjK3JudcMF4d9DVtydY5d79OiBXq9n1apVPProo+h0unL7BAQEXHf5ItAVBEEQBEEQyjNboN/nFQa5DjLf//ytM8ityNIfv+DF3s+yoXYjPE1GfIsL8BsQCesO3po2C4Jw15g4cSIANpuN2bNnV7jPe++9d93li0BXEARBEARBKG/LMSg0Vfr00h+/oGHmhSsWUc2Qw/IfJjofb6pZHz74301rIoDZJrPyjEyOEXrVkgj1uDt7twTh38Zqtd7S8iW5ZHVeQRAEQRAE4d/rdCooFVAzFH7ZDiOmg6Go0t1lXIcqV5Xlw4GsOpyB+x4tAWFhVBtVj7BBMRTGG1C4KdFFeVa5LINJZvR7Z+i8ajd5Oi2HalTn6UmtaR9ZPg3NsS0X2b4knewcK6cDvUlrF8mY1goeihIpa4S724x6v5bb9vyJR29DS66NXq+/6j43koFZBLrCbTNjxgy+++47NBoNO3fuvN3NEa7BI488QlpaGn369OHtt98mLi6OkSNHAjBnzhwaNWp00+pKTU2lV69eAEyYMIGuXbvetLIFQRAEIMsAD7wLJ1P+lursQBrVSSeSXAIB0AVIFGc7vpL61dLQ4JtWuHWJcR5zNEtm/gk7GgU801BBxIEkTCtPsqDAi9+N3myoV5tirQad2cwjZxNZ9GUdiucexBZ/kcNNajNzn4qY0xkoL5VnlSTifb34K9ifURnnaZmRjU+bICJfqodbdY+/5ToIws1ytwa6V5KZmYlSqRRzdIV/l1WrVvHBBx8AsHbtWgIDA29zi/6ZbmXwWhFx40MQBOHWyi6W2ZgsU91Lok34pb7Ys5lQ70UwWv62diiACM4TwXnMqDlNA9Kyo5zP554xk9B1OX89XJ9PYprjppbpv203zxw5RoFWS5x7MOdTTRgVGk618Gb9o3UxalQobHZCMgtpG3eC/sNNrG3QEB/PYqK36mlyIZ1fa0RSrFISkZ+Pu8lESF4u/ZPO02x/InnoMGzP5MzUeKKfj+HXGlFsOWHGUwW9Hw9kUEcP7LLMuyuLmXlUJlutwV0lM7yxgtY6M7UKC6lZ35OAauWT6QiCULGlS5dWuN1sNnP69GnUajVvvfXWdZcvAl3hthkwYAA9evRAksRcmrvNzJkzsVqteHpWfXjZ9QoODmb58uXAjWXeEwRB+FexWB3LAoX7g0LBn4fyeGFZIR0PxzFm22oM1mK8GldDsf3EbW2mBgsG/AGQsKPEhi8FeFJMu3X78HoqlsePHGbQgf2O/YshVy9jRoPCDj32JtAx/gwrO9RmdtuWGDzdmNOyDedCfbGh4IK/L9nuHmR4eqOx2UGCJD8/dGYzb23cQM0cR/pns6TknBxKsLEY5dTzPGxT4Vu3Hher+XNu/HmWz5TYkC/zV0gwOXVrEJRfQI6nO3N3mticm89DZy7gW2wm1G6menEBS+5rSEbbCMa2UHBaDwtP2Alyl3irtYJGQY7vPXlGO0nZduoEK7hYLBHuCVY7ZBVDhCfkXzTj7qNGpXEdWm0x2jAW2PAK1Px9L5Qg3AJHjx5FkiTKDjAuiQtkWb6hYcsgAl3hNroVC0MLf4+wsLC/rS6VSkX16tX/tvoEQRBuF4NJZuEJmVwTPF5boo7WBIu2Q7oeHm0JDaMgLQcWbgdJghYxsO04BHrDwPvhr7Mw8w84nQZHzjkSSbmpwdONjhfzOcllc2q3n6BYpebrdt0Yu2XVdc23vRm8MOCBlWByXDM4W2H60sXYytwQT78UFJflabAz4de11LyYzbdt2jF89V/EXsjGrFLwa9u6rGxTiwdT0qheUIQMnPHxJjL9vDPIBdDINoK1F/ExmeBSkum2qcd4+v4n6XYmnndC63K8eSiSXcZfX0R0Rg7mcBV2hcSRUH+OhPnzn53HkPJlEt01PLB6C+8puvJAgj+lV11m2TEz26ul8mmCO8vd/LApFEiyDbXZhla2U6xTY5UlAouNDN4TT4DVwj09Q2nxTBQLT8oY/7yAfXMqstmOe7QHQ8fXxi/s6r3IZqvMukMmzmbZuC9WQ9Ma5dc3Fu5ed+vyQvfcc0+5Dq/CwkJOnz5NbGwsvXv3vqHyxRzdf4mSOZVfffUVWVlZLFiwgJSUFIKCgujVqxdDhgxBpSq977F69WqWLl3KmTNnAKhbty4DBw7kwQcfdO5TMtT0nnvuYfLkyXz++eds2rSJNWvW4Onpyfr165k3bx5nz55FqVTSqFEjnn32WZo0aeJyfNmhqgUFBXz//fds3LiRrKwsAgIC6NChA8OGDcPX15f333+f3377rdz5xcXFOf+fmJjI999/z759+8jPzyc0NJTOnTszZMgQPDwc827KzvtcvXo1u3btYunSpSQlJaHT6RgwYADDhg1zqePw4cPMmTOHw4cPYzKZiIiI4OGHH+bJJ590uXZVqf9qtm3bxquvvgrAwoULqV27dA3CzZs3M2bMGHx8fFi3bh0qlQqj0cj8+fNZt24dFy5cQKfT0bx5c4YPH06dOnWcx44YMYIDBw4wcuRI2rdvz8yZMzl48CDFxcU0b96ccePGERAQ4HxtLrdy5UrCw8OvaY7u2bNn+eGHH9izZw96vZ6QkBCaNWvGc889R2hoqEu7ygoLC2PVqlWVztG1Wq38/PPP/PbbbyQnJ6PRaGjcuDFDhw6ladOmznJK3jOPPvoow4YNY8aMGezevZv8/HxiY2N5//33iYyMrNLrIgiCcKtkFcm0XmAjyeB4rFbI/Lr2O7qv3+DYoFDAp4PgwyUVJ4jy94Kc/OuqO93Dm4DiAtR2+3W2/sbk408xld9AzXR3J7ioCCNqzlANO0oSQ335tXUdsnzcaZqUylu7/kBrtXJGFYHJ6hr4LeveiAiza/boqAspdDl5+KptswM/t7iHV/s96gwmWp8+h17pgVXpmPFrU0icD/NGkmS8TBbCM/OocV7PhQBvLCqJU9GBmDVKZ5mtEs9xpFoYxZrSHlmt0YxJq3bcwJBlhsSdonZ2nvP57XXDOenjxfC98S7tM0Z5M/77Blc8B5tdZtDXBvadKR2e/tZjHgx70P2q5y/cHaY3WFlu28hjvW5DS26O3bt388cff/D444/ToMGV399XItLM/cssWLCA8ePHk5iYiNls5sKFC0ybNo0xY8Zgv/QB98EHHzBu3DgOHz5MUVERRUVFHDx4kNdff51vvvmmXJkWi4X//Oc//P777xQXFyPLMmvWrOGtt97i+PHjFBUVkZ+fz86dO3n++eddgtLLvfHGG8ybN48LFy5gNptJS0tj4cKFDBs2rEopyHfu3MnTTz/NunXryMnJwWKxcP78eWbPns2wYcPIy8srd8ykSZP48MMPOXHiBEajkdzcXKZNm+bSzl9//ZXhw4ezbds2DAYDRqORhIQEvvrqK0aPHu1s2/XUX5F7773X2du9ZcsWl+e2bt0KwIMPPohKpaKgoIBnn32W6dOnk5SUhNlsxmAwsHHjRoYOHcq2bdvKlX/s2DGGDBnCpk2b0Ov1mEwmdu7cyVdffVWl9lVVXFwcAwcOZNWqVWRmZmI2mzl//jy//vorTz31FOnp6ddVrtVq5cUXX+TLL7/k9OnTmEwm8vPz2bFjB88//zy//lo+KUNqaipPP/00q1evJjs7G7PZzOHDh/nwww9v9DQFQRBu2MzDsjPIBbDYJd6rV3pzGbsd/u+XyrMgX2eQCxBamHfNQa4MGAijmOufwiIDW6NjWVW/9RX3Cy5y9MRaUVKHZIrcFUzp1Yr46oGEFxr4776NuFutKIFgq+FSyaVCio3lyizWVHzjOR1/LuLtfKwABsb9xagtOwCIybxIRFa+M8gFUNplfPJNWJVKct3d0GvdOBEZRJ6HlmKthrCMfCR7aZv21oxyCXKB0iAXqJmT7xLkArQ6nU7dLAOX05zLI0l/5ddu8zGzS5AL8PWaIkwW0dcl3Jlat26NUqlk165dN1SOCHT/Zfbs2UPnzp2ZO3cuU6dOdfaubt++nVWrVrF27VpWrVqFUqnkueeeY/78+cyZM4fHHnsMcPTWXR6oHj9+nPPnz/Piiy8yb948PDw8WLBgAQBt27Zl9uzZfPPNNwwePJiaNWtWemfmzJkz7NmzB4BXXnmF+fPn89FHH9G2bVs6duyISqXipZde4sUXX3QeM2fOHOf8zcLCQt59911MJhMtW7Zk6tSpLFy4kLfffhsfHx/OnDnDpEmTytX7559/0rVrV+bOnct///tf5/bNmzcDkJKSwscff4zdbicqKoovv/ySBQsW0KNHDwDy8vI4derUdddfEZVK5ew9LwlswTFfYccOx4dtSc/mlClTOHXqFH5+frzzzjssWrSIqVOn0qxZM8xmM++99x75+a5fgLZt20ZwcDATJ07ku+++IyQkxOWcBwwYwPjx4537f/LJJyxfvpzg4OAqtb9ETEwMfn5+PPfcc0ybNo2ffvqJ559/HgCDwcCiRYsA+PDDD3niiScAUKvVLF++nJkzZ1Za7ty5c9m3bx/gGK0wZ84cvvzyS6KiorDb7XzyySdcuOC6tuO+fftQKpV88MEHzJ0719nTffDgwSqlt/+75OTkYDKV9jwUFBS4vH5ms5ns7GyXY9LS0q74OD093WX+i6hD1CHquPPqSMw2c7nzvpclWyyofE3bmyXp8jorYcILO1rUlG93VS1r1JoO/3mfpU1aXHVfCfDAiAYbF2poMWkcI6nGbt6En7E0kPWjAC9cbwYUqMvP1FMW2SnAzRkSG3EM5S1G6zp8+pK+B44A0OvwcbIqyE+hsjrGO6stNtzMNtfn7DK6qyT7KhsI+xjLX1ON3U6+pvxw4xx3LamFjgC5svduWm75QLjAKFNglO+a34+7oY7bSpLK/9zFMjMzsdlsZGZm3lA5Yo7uv0yzZs34+OOPnY+bNGlC3759SU9P57fffnP+EXjwwQedgRzA4MGDSUxM5K+//mLx4sW0aFH6oSRJEl9//TWNGzd2bisZyhsTE+Pc3rp1a1588cVKk0+VHf7bpk0batWqRWxsLF26dHG2y9/fH3//0vk5YWFhzqzL69evx2Aw4ObmxtixY1GrHR8ILVu25Nlnn+XLL79kzZo1jBkzxqXedu3a8eGHHyJJEg0bNuSXX34hJSXF2dv466+/YrVaUavVTJkyhWrVqgGOnu9Ro0Y5g8QVK1ZUuf6qJHHq2rUry5cv58SJE1y8eJHAwECOHDlCdnY2QUFBNGvWDKPRyOrVqwEYMmQIzZs3ByAiIoI33niDZ555hvz8fNasWUP//v2dZWu1WqZNm+aca/vYY48xffp0CgsLKSgowMfHh6CgIOf+ISEh1zVP1s/Pz3njpESdOnXYtm0bx48fJyEhAXAknPL2dtxBlyTpqnUtW7YMcFzbcePGObfXqFGDfv36YbFY+PXXX3nhhRdcjps0aRINGzYE4KmnnmLcuHHIskxmZuYNJzy4Wcq+v4Fy7xWNRlMuKdflc6Yvf1wyRFzUIeoQddy5dTxez87sE64BSa9jl42AahQJh89xs1glCdVlM9gi8nJdHle0Vq6MRD5hBHAGBdc/3Hli+0eQFQpWNarPoJr7aZfoem52XHtkStrhaXEEgiqbjdrZF8uV646RfBw9tomhvixuFsOwffEoLn3/8Cwu4r7kw3hidNaTjTch5FKIDi8Ky5VZoNU4/70/KZGfmzR1eb7Q3fG8XZIqvGb2K82hlGW8C0wYfBxDrk8H+mBRSKjLBL/pnjr2RAVTPzOX6NwCwPH67b4nkk8vvb0qe+92aGBDtdSR6KrEPdEqArwU4HV3/H7cDXUI1+77778vt81isZCVlQWAl5fXDZUvAt1/mejoaJfHbm5u3H///SxevJjExEQsFscdx/Xr17N+/foKyzh+/LjLY7Va7RLkArz88sv873//Y968eWzcuJHWrVtz//3307ZtW5eg5/K2DR06lHnz5vHUU0/RqFEj2rRpQ6dOnahRo8ZVz+3UqVMAGI1Gl6CuLJvNxsmTJwkPD3du6969u0vwHRQUREpKivNOX0m5tWvXdga54AjISoLca62/7I2CyjRr1oygoCCysrLYtm0bjz32mHMYcufOnVEoFM6hygCTJ09m8uTJFZZ1+WvWpEkTlz/QZYNao9F4U7Mpb9myhV9++YXExETn3OaSu6Rl76ZWlV6vd97ha9++vctz1apVo1atWpw4ccL5epSIjIx0BrmAS+/09bRDEAThZupRU8Hn7eGTvXYMJuhbR2Kihwq2+cDFfHikBUx/Hj5ZBt9tAFmGagGQmAF+nvB8F/h9PxxMAiDN04cljVpTLyuVjgnHUMhyueDLqFbjaXbtPdTYS3sjbUgV9m6acUeN8YaCXIACjRsAFpWSx58fQsdTZ+j113EGxh0CIMPHjzBDaeBdEkB2SDjDbH0rzvv6cSowkDoXXYPdQPQU6jTsr1WHA3XCuCcjl5Dci9RPS0VptxN1MQNVmaHaCiAIPecIw46CbHzxI9957jJwPiCE91asJ1PlzaB9+8lzc2N97TroLBYaZGWyLLS+45qpFBR4aPAqLL2uRo0So9bxlVtxqV67QnHpsUzj5Exy1G4oZND7uFGkVbG1WTRtDyajs9lQRrjj3isGtxQF8++NpUGOASnfgibWh69669Aor9x7Vy1AyeRnvPlkeQEpOXba1Fbz8ZM3FkAIws2QklL52t0KhYIOHTrcUPki0BWw2Uo/1OxVmKNTWFj+TuflmjZtyooVK9i5cyfbtm1jy5YtLFu2jMjISD777DNq1apV4XGjR4+mX79+bNq0iR07djBr1ixmzJhBt27dGDdunEuv7+Wqmlft8vZf3sNc2eOy1+lm1l8ZhUJB586d+emnn9i6dSuPPfaYc75ut27dgKq9XhXVqVAorvj4Zlm0aBETJ06kZs2avPXWW4SGhpKRkcFXX31VbkjQ9aio3ZW9Dld7nQVBEG63MS0VvNZCwiaDSiEBD8HITmCzg+rSTeLJw+CLoY6hiQoFWG2gVDgef/ikY1kh4K8UBQdP2DmfdJ5a+zYQfTQe9ie61Hd5kFuWWaFAU8lnjJZCivG76vnIgIwC6VJAfPlf3UEHtvHmw0859lVIbIytzcituwEw6NzZXasevffvRMIRdOvxwpd8tDYbM5YsZmmjxmyrUZOo3Fy0NhsykOLjw09NmuFmligM8KaGvoCa+gKanUsiMqd8728JBTKFOHpUTWg4Q3WkIBt2tYLToREU27S023kBhZxJOkGM3LaHJ44c4XRoNVIDg3l+9wkW31OTCz4euFnMNDmbjjLcgzaxKmou3M7SyJqobXae8TWg/rALs4/IqFQSwxpINA4OR6FwZEbWqCRkGZSKUKy2ELDbUakdr/3HsnzpuUAsNhn1VQLcsro10dKtifaajxPuDndr1uXLOyzA8d3Oy8uLmjVr3vDqLCLQ/ZfZu3cvRqMRNzfHXVSTyeSc81mjRg2sVitHjx6lY8eOfP755y7HFhYWVjlrsF6vx8fHhw4dOtChQwesVitvvfUWmzZt4vPPP2fGjBmVHhcSEsKAAQMYMGAA6enp9OvXjzVr1tC6dWt69uxZaZ0xMTGAY7jJ77//7jIU1Wg0otFonIFRampqlc4DHENtt2/fTkJCAsnJyS4ZelNSUpy9vNdSf1V169aNn376ib1793LmzBkSExOpXr069es77hxHR0ejUqmwWq2MGTOGAQMGuBx/La/ZzVI20Jw1axYAL7zwgvOuXL169Zg3bx7JyclXPb4ivr6+BAcHk5mZydatW116z1NSUpzDoctmmxYEQbhbSJKESnLZUBrklig7Mury5y7NR+1WA7rVUAA1gOfAZoOPlsKCbaBWQs/m0KUJTP8DftlRrh3vdh1A85RE+h/ZXWE7NRRgQ4Gykl5dR5ArufT6lvTIykAu1Xh8SzLn2cXvLeqgsEs0y8wl0z+CX5uHkOXjS938ZOQod6wZNlKNPhjwIp0AcsIV6BTFDNu3F5sk8Uft2mysVYekgABSfXwIKCxk2M6dZOZYiMnPwu4jkRjgfcVANx93snzcUMgSvl4KjgSFkxvgGN2k1CkZOi4Gj6A2/PbxadKyrOQoVZwI9iW7aSjarCLOu7vTJkLFay0kjFIATYMD8XW7tB7o6CfovicFRbAHqjqO6VatI8q3wU196YW/9I9KKbm81gpJcj53vcGqCHKFO0llPbayLJORkYHJZLrm/DBliUD3XyYlJYUXX3yRkSNHIssys2fPJiMjA8C5VtXRo0fZtGkTn376KQ8//DBqtZpt27Yxa9YsAgMD+eabb4iKiqq0DlmWee211zAajfTt25cGDRo4MyiDIwlRRRISEhg8eDAPPfQQnTt3JiIigvj4eOfQ3JKEQWWDxQULFhAeHk6jRo3o2rUr06ZNw2AwMHr0aEaMGEFERARJSUlMmzaNrKwsRowYwaBBg67pmvXu3Zv58+djNpt55ZVXeOWVVwgJCWHFihUsXryYatWq8f7779+S+uvXr09kZCTJyclMnDgRKE1CBeDh4UH37t1ZtWoVU6dOxW6306JFC4qKili2bBlr166lcePGTJ8+/Yq94RUpO8R8yZIlJCQkEB4eTqtWrcrtW7bstWvXYjabqVmzprOMRYsWERQUhNFoZMWKFfz1118AnDx5kpMnTxIbG+vc12Kx8MMPP6BUKunUqVOFbevTpw/Tp09n9+7dfPjhh/Tu3Zvc3FymTJmCxWJBrVY7lyQSBEEQcARM7/Z3/JTVMNKRsXnDYewKBdk6D7LcPZl6Xzd6HttfaaDrjv6K1UmAdNmwZ6nMv75cIF0O4LHNZ+i1OZECdxX6cF/Sq/kiKxVUq+FG94mP4+7jyHfhtiEVw+4svJsH4HmPH2e6riQnJQ+FLONmtREfEsxFD08i9Hre/nM9m5s0YtCOvQTl6TFnqjBoNS5zZ+VLPwogHx2pBBIS40HjhQ8QWMeb/Itmjm++iEIl0aBjoLMdA6e7zs11uPI6tpJaiea+yr83CcK/1Q8//ICbm5szIWmJlJQU5syZQ61atXjyySevu3wR6P7LtGzZkmPHjjkz35Zo0KABPXr0QKFQsH//flatWsXixYtZvHixy34dO3a8YpALjt5LgPj4eCZMmFDu+e7du1d4nMFgQKVSsXr1ameCpRI6nY6OHTsCrvOM582bB8Czzz7LCy+8wPjx4xk7diwnT550yaAMEBUVVWndVxIeHs7bb7/N+PHjSU5OLlduQEAADRo0QK1W35L6u3TpwqxZs5zZrssGugCvvfYa8fHxnDp1qlxWZ5VKxYABA645yAWoXr06SqUSm83mfE26d+9eYaAbGRnp7Fn+5Zdf+OWXX/jkk0/o1q0bCxYsIC4ujiFDhgCOOd3PPPMMc+bMoaioiPT0dGJjY11e16+//hpwJIeoqL4hQ4awf/9+9u3bx4oVK1ixYoXzOUmSeP31113mUwuCIAiVCPKB9e/DxTwUOg2eGi1yvoUd6cWc3n/+llRprx5IsSGPCFU8/s10+L7SnUK1Pxe+O41NYSV4SC0ierh2eQY8FE7AQ6X5NRoeGYg5y4jSQ8WRkdv4Ze5cCnRuBBQVsbZOXR6d0pr6kfdizy1Gtslk9FlF5ok01DYbRpUWuXoI2ntCiXwxFv8GgURa7Kj9tc7yvQI1tO4bjiAIt87Zs2dxdy+/nrNGo0GW5WsagVkREej+y1SvXp2XX36ZKVOmcPToUbRaLZ06dWL06NHOntJx48bRokULlixZwpkzZ1AqldSqVYv+/fvTpUuXq9ah0+mYMWMGq1atYvXq1Zw+fRpwBEP9+vWrtKetWbNmLFmyhB9//JHt27eTkZGBl5cXjRs3dvaOgiMoHzlyJAsXLsRutxMTE0NsbCzgWM5o3rx5zsCwoKCA0NBQOnXqxODBg687e1vPnj2Jiopizpw5HDp0yJlUqVu3bgwaNMiZYbmq9RuNRmdGucv5+/u7DDfu2rWrcwhwnTp1yiXm8vT0ZPbs2cybN49169aRmprqvG5Dhw697oW2AwMDeeutt5gxYwaFhYVER0fTtGlFd7IdbX7zzTeZOXMmBoOBqKgovL29GT16NFqtlt9//x2DwUDDhg0ZNWoUtWrVYt++fZw9e9aZ+OrBBx+kb9++rF27FpVKRd26dSvNvqxWq/n6669ZtGgRq1evJjk5GY1GQ6NGjVyyTwuCIAhVFOjIfK8DdP4agv01NGmghGXld60oq3CVeemwnZjCggWOG9XPPPMMarUaNyCgSwXjea9AE+SYhtXz+w5Mbl+f1N8SKQj1o/uQaNrUdmRBVoY6Pneb73mKCyfzyb9oJraJD26e4iuw8M8h30V5R7744guXx8XFxeW2lSQJtVqtN1SXJFc1g45wV3vkkUdIS0ujT58+vP3227e7Of96cXFxjBw5ssLnxo0bxyOPPPI3t0gQBEEQLrNoOwys2vrvVSEDUq8WWJaMZc6cOUBpoCsIwvX79p7V5ba98NfDt6ElV/fBBx84/1+SGLSycLRVq1bXNRqyhLidJQiCIAiCIJTX5R7QqsBUpldFIYHd9UupDNgqWJP3chLAmoOQlXfTmyoIwt3h0Ucfdf7/119/RavVOlcTKSFJEj4+PuWWRb1WItAVhNugRYsWzjm3giAIgnBH8veCVW/D8zMgKQNiI6BuOMmbE4k0lC4Rt7J+c3ZF1eGTNQuvXqbFhvTnkVvYaEH495GlW7NM5K3QpEkT5//1ej1qtdpl280kAl1BEARBEAShYp2bQOI0x/q8ahVsOoLv2k/45t4ueJuK2RFdl33VYlg955OqlxkZAPG3rMWCINwlSpYXstlsFBYWOocwJyYmkpycjIeHBw899NB1ly8C3X+JVatW3e4mCIIgCIJwt7q0Pi8dG+H94wuMmvgrB7V+1N23iWnLZlU9OVXnxshtYyF+161qqSD8P3v3HR5FtTdw/Dtbsum9VyD0XkIH6VIEFATFRhFBBEWvigW9glfEqyIg4ot0rnQBQQERQUGalNB7SALpvWeT7fP+sWSTJQECKEXP53kCmXbOmdmS+c1pwgPCYrHw888/c/z4ccxms902WZZxcHAQga4gCIIgCIJwlzzREZ7oSAuA15fCrLjybRo1zB8HSdmw/QTsO29dr5BgZDdY8BJYLPeg0ILw9yUrHpxRlyuKjo7myJEjVW7z9/evcorJWyECXUEQBEEQBOH2fDESmoRbR2gO9oa3B0H9q/OYvz8UdAa4lGpdV1YrLAJdQRCA48ePI0kSPXv25Pz589SuXZsGDRqwbds2iouLadCgwR2l/+D0XBYEQRAEQRDuL5IEo3rA9imw9JXyILeMowM0qVEe5AqCIFyVm5uLUqmkffv25OXlERkZib+/P48++ijZ2dns2LHjjtIXga4gCIIgCIIgCIJwVykUCiRJQpIkzGYzRqMRAE9PT1QqFRcv3tmodeLxmiAIgiAIgiAIwgNKlh7MPrqhoaHExcWh1Wrx8fHh999/x9nZmZiYGEwmE46OjneUvqjRFQRBEARBEARBEO6qtm3bIssy8fHxREVFkZCQwPz589m1axcADRs2vKP0RY2uIAiCIAiCcF+TZRlZZ6Zodwoqb0dc2gZcb0drv2FBEO57tWvX5umnn6Z27dpIkkRRUREHDx5EkiQaNmxIr1697ih9EegKgiAIgiAI96Xig+kkvboXU3QSbpZcXMkjB1/MHRoT+esgZLNM4drzKA5fxG3tjyjytRDgAYsmQP+oe118Qbg7HuBnO3Xq1AGsA1NFRETQuXPnPy1tEegKgiAIgiAI95W0RB3nH/0ZzxOpqCnFiBO5BJNPAJGcQDpwGaPHj0gGE17okalwr59RAI9+AimLINDrHp6FIAg3k5SUxObNm8nOzgbggw8+4NixY9SsWRMvrzv7/Io+uoIgCIIgCMJ9oyjfxJJxJwk9cZoQLmDEybbNgpJk6uBKMRqDFgf0QBUVWhYZfjh89wotCMItKywsZOXKlWRlZSHLsm393r17WbJkCQUFBXeUvgh0BUEQBEEQhPvGsX35tDl9hGDiyCWk0nYdLtVLKMDzzy2YINynZEmq9PMg2LlzJwaDge7du+PkVP5Aq1atWhQXF7N79+47Sl8EuoIgCIIgCMJ9ozgmm1bJZ4ihNaW4VdruRl71Eqp1nQGrBEG4L8TFxSFJEu3bt0eqEJw//PDDKBQK4uLi7ih9EegKgiAIgiAI943WP24hizCqGmHHmQLCuFCtdOToO7tJFgThr2UwGFCpVKhU9sNGOTg4oFAoKC0tvaP0RaArCIIgCIIg3FMWi0zCpRL2/ZwDxy5jwqHSPu5kUZcjOKCrXqKjv4Ztx/7kkgqC8Gfx8vLCaDSSl2ffSuPs2bOYTKY7HoxKjLosCIIgCIIg3DNJcSUs/CSRwjwzAPUa9+KhPyrX2hpxJI1ahBB/0zRlIBd/vAd8gpS9DDyr2a9XEB5AsuLB6JN7rWbNmrFz5042bNiA0WgE4IcffuD06dNIkkTr1q3vKP37okY3OTmZcePG0bFjRx555BE+/fRT27atW7cycOBAOnbsyNNPP33HnZJvx4ABA4iKimL69Ol3PW+hem7lNVq2bBlRUVFERd0f8+tt3rzZVp6yodVv5HrnWpbGsmXL/qKSCoIgCMKt0Zea0essldYbZSU7ihsz8K1EPpkUR1GOifpxKfTad5Qn/thGAw4TSBwOlKJCD1iQkXBAT2m1BqOSSKIRCeb68J/vKN6bQs6X0ejj72wUV0EQ/jzt27cnMjKSlJQUW6B78uRJzGYzderUueNA957X6MqyzKRJk7h06RIAGRkZnD9/HoBz584xdepU23DTMTEx1QoEbkd0dDTjxo0DYOnSpTRp0uQvyUcQhL/W/PnzWbhwIQ4ODhw4cOBeF0cQBOFvo8ggk1oMdbxAcXXgmJwMA2oHiaQ4HWlJOnwDHDAoFSz4qYg2P5wiLCWHUo2aS43CMdbyoIWiGO+DSeyr25C3923AL9mRef0ep2FMIpdqBpPrpya7oCs9Y/YSUnCZYC6Tjx9a3AmhvM+tAQccMFy3rDkEYUFJLoFIsy7iN+tXfChB95oz+e88i+cnff7qyyUIwk0oFAqeeeYZjh49yrlz5ygsLMTNzY1GjRrRqlWrO07/nge6R48etQW5Y8aMoUuXLhQXFwPw3XffIcsybm5ufP755xgMBmrXrn3Xy7hgwQJMJhOurq53PW+hesRrBBs3bgTA09Pz3hZEEARBuC0GvYXkyzr8Ah1w81RhkWW+j5E5lGbBx1Gif6REY7/qNcb7NcbE9qOlRNRwpEW4EjcHiSZ+EiaLzMcHZdZdtKA3yigK9GCS8XFX4JOlJSw+l9rOZh56OoTQWk7g5cCe46Vs3FPM90oPDEolvgY9ExwKkC4VkZdtKs9UlkGSaHoxnhfPJaEsnxaT0PRcPgjuxRpvHzoFFPHm9p9wz3MnB18CM/OIqRVCsasTRTiT6e7PucC6vLvzKzxLC8khkJqcsTs/dRVBrgyU4EY+AWQQfnWthC8pqLCW05ESlP9diunJhqhKSpCb1UR7Kg91sAuaiMojPAvCg+BBmU4IrJWaCoUCPz8/ACRJ+staWt7zQPfy5cu230eOHIlGo7Etx8db+2C0b9/+njYzDQoKumd5C9UjXiMICwu710UQhL+lAykyhQaZbmESGtWDczNxK4oNMruTZIJdJVoGVP8ckwpljmXKtPSXCHOvfNzBVJk8nUy3cAnHG1w77dX8A10kWgXa72eRZX5PtHAqG+p4SfQIv/HrcCpLJqFQpkuoxMVcyCq1vnansyG7VKa5H0RnQG1PCYUEMXkyvk6QXQqdQyW8HCUSCi18sE+myABP1Jd4sp5kN/VFQa6R//sqjS1FGkyeGl7opKFOLQ1mGfQmma9PyAQ4Q++aCn69YORMigmTi5qhDZXU9YJXfpNJK4YWpcU0jc3CodSEo5eaJLOSvcG+FGqMtPbQ4xXoQMbvOTTMKiBLIbHO34Mwg4Hw3GJwUXG5kT/5gS4U6iFfD1ojNPCw4HAhn/ox2agtMucUEt8GeZHt7IhCIdM0PR//Ih1dZZk8RzUg8WODUBIKFQy8XISD1kyiFlZ8mQLAFQ9njgZ7kezpbTv/bAcNs0s9GZGdh0khkezujLPRhFalxLeohNDkXCxKJUqT2XaMymxh+vrvaFl8hEzCSKYeRVe3dTh6kVWPdbZ7HfVqR46GNqXHpX14kIUC2W57Ve8AM0piiEJGaVvnRjYuaO32U2NEbvEaJlTkEEQGNZCw4COlYXZ0wqBwRh3qTkg7CWUdP0jJhbQ86NcSujaGc8nQrq6Yp1cQbsM333yDi4sLb775pm1dUlISFouFiIiIPzWvvzTQTU9PZ/HixRw4cIDc3Fy8vb3p2rUro0ePxtvbm8zMTBISEgBQq9VkZmYC4O3tTW5uLjk5OYA10k9KSkKlUtkCmvz8fJYtW8auXbvIzMzE3d2d9u3bM2bMGEJCQqosx/79+8nPz8fX15fOnTszatQofH19bU0dy4waNQqAH3/8keDgYAYMGEBaWhqDBw/m5Zdfpnfv3hiNRt58802GDRtmO66goICHH34Ys9nMihUrqF+/PmDtZ7xhwwZiY2MBqFevHk899RTdu3e3HVtWhjZt2jB9+nTmz5/P3r17yc3NJSIigvfee4/GjRvb9jeZTKxfv57Nmzdz5coV1Go1TZo0YeTIkXZV/bIss2HDBtavX09SUhJOTk5ERUUxZswYIiMjq71Pdeh0OtauXcv27dtJSEjA1dWVGjVqMHz4cDp27AjA2rVr+fzzz1Eqlfzyyy94eHjYjl+9ejVffPEFtWvXZs2aNQDk5eWxZMkSfv/9d7KysvDw8KBDhw688MILBAcH246t+BpNnjwZAKPRyJIlS9i8eTN5eXnUq1eP8ePHV/t8rlX2sOW7775j3759bNiwgaysLEJDQ3niiSd4/PHHbTdCU6dOZcuWLURERLBhwwZbGqdPn7a9v7755ptKD3DMZjMLFizgxx9/JC8vjzp16vDSSy/Rtm3bapfv5ZdfZuTIkbb1Ze+/S5cuoVKpqF27NsOGDaNHjx63dP46nY4VK1awfft2UlJScHJyolWrVrzwwgvUrVsXgNmzZ7NixQo8PT355ZdfUCjKax6++OILVq9eTefOnZk1axZw8++Ia89t0aJF5OXlsWrVKmJiYpAkiUceeYTXX38dpVLJ2LFjOXbMOsKmwWAgKiqKoKAgNm/eDEBiYiLz5s3j+PHjFBUVERYWxoABA3jyyScrDW0vCFqDTN/vzexNti4Hu8LOoUoa+Py9gt0DKTL9N5rJuzqQ7aA6Et8NUKC6yeAmM6MtvPW7BbMMSglmdFXwWivrZ77UKPPI9xZ2JVmDk0AX+GWIkiZ+VQfDj3xvJvdq/gMjJTY8as0/u0Sm63dmztp6LckEucCuJ5XU864cED/3k4VV5615KiUwX42N1AowVu4mWomzCt6Igo8PQtnuG2NlotMlZnS1Bk8mo4Upb8Qzv24EukDr98bhaCC6cgZLT5vRmGX0ag2UwpE95cGaZ6mBtidTbLWeliw9Oi8XWqTlUTu3iFKVinRXDW3zyoO0zonWC6FTKvjN14c4ozNysmxXm7NPp6Cm7EATizVhtUWmdWoeh0O8aZ+cYxcg+pUaORziTbFGTacrmQQXVx7NuEZBCUpZJtnTvsVUgZMDlz1d2FE7EJ3aeh1q5BXTv7CEn7q3ovXJWBrEp9od411axOGw5qiSvagYtypl+yC2jHR1J1/SK22TASNqSvDAjAoPskmkoV2QCxbCOX+dtEGFiQCS8CMZCRlJBq7OZmK+qKDwog9eZJUftOlw+e9qFSx8CUZ0qzJ9QRCuT77mM79mzRpKS0v54IMP/tR8/rLBqC5cuMAzzzzDxo0bycjIwGg0kpGRwdq1a3nuuedISUnh/ffftwU0RqORQYMGMWjQIH777TcGDRpERkYGANu3b2fQoEGMHTsWsN4cP/fcc6xYscLWeTknJ4ctW7bwzDPPcPbs2SrLkZmZicFgIDU1lbVr1zJixAjS0tJu6bzc3d1p164dAHv27LHbtm/fPsxmM+Hh4bYg98MPP2TKlCmcOnWKkpISSkpKOH78OG+99RZff/11pfQLCwsZMWIE69atIz09HYPBwKVLl3j33XdtbwqTycRrr73GjBkzuHjxInq9nuLiYv744w/GjRvH999/b0tvyZIl/Pe//yU2Nha9Xk9+fj47d+5kxIgRXLlypdr73IzJZOK5557jq6++IiYmBr1eT05ODkePHuXVV1/lu+++A6BXr14olUrMZjP79++3S6Psevbu3RuA1NRUnn32WVavXk1qaipGo5Hs7Gx+/PFHnn32WS5cuPE8eu+//z4LFy4kPT0dvV7PqVOnmDBhgi0Qul1ffPEFc+bMISUlBT23GlsAAQAASURBVIPBQHx8PP/973/tBlG7XZ988gkLFiywlfnMmTNMnDjxtvuaVnz/lZaWUlRUxPHjx3n77beZN29etdMpLi7m+eef55tvvuHy5csYDAYKCgr47bffGDlyJHv37gWgTx9rn6f8/HxOnTpll0bZPmWvb3W+I661evVqJk2axPHjx9FqtRQXF7N27Vq2bt1603PIzc3lxRdfZMeOHWRnZ6PX64mNjWXWrFlioDmhSvNPybYgFyC1GN76vRrR0gPm5V/Lg1yAjZeszWVvJK1Y5u09FlsgaZat1yZDa12x5IxsC3IB0rXw5nWu3cTfyoNcgB/jZL67aD3208OWCkHu1by18O7eymn9FC/bgtyyMpWpTpALUGKCjw+VB7llvjomU2ywJrh3Wy6H3Nxtwd0NKST019mvdm6RXdNegFp5WurlWNe7Gk3UztNWeezumgFc8nXHopCqbLJ4xcsFY4UHFSpZJjK3uMpaUJ8SPQBBVQS5ZXyv7lORk9HEkVAfu+twxcuVi77uIElEN4mkVKO2bbMo4NuuA1jb4jFkWWmXlgREJGXarXMwGglMKqYIz0p5y1ePyaAG8TQngcacphP5+F2zpwIDmkrHX0uBXOnaKLHYB7nXMppg4mLQVnOqI0H4C8mSVOlH+IsCXYvFwvvvv09BQQH16tVj5syZrFmzhmnTphEUFERGRgYffvjhbaf/0UcfkZaWRkhICB9//DFr1qxhxowZ1KlTh+LiYt577z1MJhNms5nJkydTUFCAi4sLkydPZvXq1bz66qu2mqbo6GiGDRvGRx99ZEv/v//9Lxs3bsTf37/K/Mtu1I8dO2brTwyVA7Wff/6ZzZs3o1QqGTNmDCtWrGDp0qUMGjQIsA56FR0dbZf2hQsXyM3N5a233mLFihW2oDotLY2LFy8C8O2333Lw4EEcHR15/fXXWbVqFfPnz6dbt27Issxnn31mqylftWoVAP379+fbb79l9uzZPP744zRs2JDw8PBq73MzKpWKyMhIunXrxmeffcbq1auZMWMGAQEBACxcuBBZlvH29raNoFbxQUFxcTHHjx8H4OGHHwZg2rRpZGRkoFarmTBhAitWrGDy5Mm4uLhQWFjIe++9h9lspiqHDh3i119/BaBBgwbMnTuXRYsW0bZt2zseoOjQoUM88cQTLF++nC+++IJatWoBsH79eo4cOXLHab/22musWLGC119/HY1Gg9lsZubMmdc91+vZunWrrSazc+fOLFq0iEWLFtGgQQNUKhVnzpyxe//eyJdffklMTAxeXl62B1Rz586lZcuWGAwGPvjgA4qKiqhfv77tPfP777/bjo+LiyM5ORlHR0e6dOly298Rv/76K23btmXRokVMmzYNpdJ6s1Q2Gvu0adN48sknAWsrkY0bN7JgwQIAfvnlF7KysnBzc2PGjBl8++23vPPOO9SqVYuePXve0rX9K+Xm5qLXl99UFhcXU1RUZFs2GAy21i5lrn1gd+1yenq63dNTkUf18jiZWTnYO55heeDO42Z5nKziXv54pnzDPM7lyJiuiQaNFjiRbu03eaKKa3ciw1LleZzIrLQrxzOsxx9OrhxgVdx+s/O4HZYqYnyDBXRXu6JmpJSS6eJ4x/noVMqb73Qd8d43Ho9CbbagrHAiZqnqpr4AkXlaQgtKyHS5fkDoZLJQP6t8tGKFReahK5lkO1c+JuvqOlmpYH3fdhxsXpu4UD+2dW5Eroc7ZpWSUkd1pePqxKXQ9PwV3ItKCE3Nps/uE+h0fmirCHQloAhPsgm1rZOv00hRWemxxZ+osATirLXN9/vnXOTx1+ch3H/+krZ60dHRtprASZMm4ePjA0CjRo2YOHEi7777LseOHWPt2rXs3LmzyhFSBwwYUGVz1OTkZA4dOgTAhAkTaNCgAQCRkZG8/fbbjBkzhuTkZA4ePIhKpSIxMRGAd955h759+wJQp04devXqRWBgoC2/sg7RAAEBATfs79ilSxccHR3R6XTs37/f1pT54MGDQHmgu379egC6d+9Ov379bMcPHz6c+Ph4Tp48ybp16yo1X/3ggw/o1asXAKNHj7alm56eTv369W1NYQcPHkznztY+LU5OTrzyyivExMSQkpLCpk2bePXVV23NMRs0aEDDhg0B6NSpE7Is25rZVmef6vj4449tgQdYr3NmZiafffYZeXl55OTk4OvrS+/evTl48CB//PEHRqMRtVrNvn37MJlMNGnShJCQEJKSkjh8+LDtGpQ1961fvz4ajYYpU6aQkJBAdHR0lc16y669i4sLX331lW2AplmzZjFmzJhKtY23ol+/frz11luA9Zo1atSIxx9/HK1Wy+bNm+9oKPRJkyYxePBgwHquCoWCGTNmcOXKFY4ePUqbNm2qnVbZ+6RmzZp8/vnnttd53rx5tkHeqkOn09lqTEeMGGFrGh8SEsLbb7/NqFGjKCoqYtu2bTzxxBP07t2bhQsXsmfPHl599VWg/KHGQw89hJOTE4cPH67Wd0RcXJxd8/m6desye/Zs1GrrTdIPP/zAkSNHSE+33mj4+/vj7u4OWLs8VPwcl52/u7s7UVFRuLq60rBhQ7sm5/eDik22gUoDrDk4ONiuV5lr+6hfu1zxu07kUf082gdLfHvOPurpGKqw++w8COdxszzaB8P+axpQdAiRbphHC38JR1V58AfgpII2IQ7W44MlFp22v3btQxRVnkeHYBO/J9utpkOI9TPZtaaGPemVI8+y7deex5+hqmbOrQPA19maZ92m7tQ8VUS8z20OXHR1wKYYHzdapeTiqTfaNpWqFDhf+wShCi4GE/lODtfd7lVqQJYA2Rrk7g/3Q5Yk/K9U8VQBaJeYxdb6IYQWluBbUvVIxr1j02mWnk+eowOhhSW4GUyc8/Mg6Zr5aSvWDMsKBTG1QtjUpgF1c4pQyTL14lJw1hmvTR5Xg4noYF9anIknIq08wMgi9OpgUtZjZCCdmqRRCwdKMeBcIRUZd7IJJh41OgrwoXL9/J/Ixw3qWbvL3e+fc5HHX5+HcP/5SwLdmJgY2+8vvPDCdfc7d+7cLaddVqsJ2ILfqpw9exYnJyfbcpcuXey2X/uGvxVOTk489NBD/PLLL+zdu5fevXtz9OhRtFot9erVo0aNGkD5ddixYwc7duyoMq1rr4FarbarXaoYgJc1Ky5r0r1q1Spbbey1yppvT5o0ienTp/P555+zYcMG2rZtS5cuXeyC6+rsUx2pqaksWbKEEydOkJWVhaenp10fXIPB+sezW7dufPLJJ2i1Wo4ePUq7du0qNWut+Dp37drVLp+KyzExMVUGumVBVOvWre1GIVYqlTz00EN3FOiW1eCW8fX1pXnz5uzfv982gNrteuihh+yWe/bsyYwZMwDr4Gy3EuiWvf86depk1//0VkemLmuqDNY+uLNnz65yv7L3clmgm5CQQGJiIuHh4ZVe31v5jqgY6Pbs2dMW5EL556PiU9nreeSRR9izZw8HDhygX79+tGrVig4dOtCjR49Kf/AEAWB0E4ldSZKtGW0TX5jR5b6Yfv5P9U1PJQM3mblcAAoJxjWT6F/rxg9/vJ0kFvRSMH6nhWIjuDnAvJ4KvBytxz3XSGJnosTq8zIy0NAHZnWt+trN66Wk//dm4q/mP6apxGO1relMaq1gX4qZ3xLL92/sA589VDmt7uEK3oiSmX1Uxixb+9uWmqyBkbsDFF6N38r67iol67aKNbiBLvCfDgre3Wch52pfzca+8NPj5Q9xm7d3Z9TxYk7k6Mm5QS0ogJdWR6mDqkLzXpkwN4mkYjColKxtEkHr5GyaZOSzvU4QGqOFHpczbM3t9EoFGnN5oGYG/gjzITy/mHxHL7jOQ7oMV0eWN6tB3awizgV4oNWoQZaJzCkitKi00v4mhYRFkljZtAbBRaUgyygtMn0vpeJUoQ14YLGOwKuBrE6poNvlDH6oH0qBkwPIMo0yC6iTU1Qp/UxXDU4mMzXztUQmZFRZ5kI3J4xqFd4F9s21jThynrb4koISE4V4o8eZUGLwJ4lCvImjGTJKXMkjklN2fXtz8ccBg23U5TIy5U2gb/qo8+pDA8D6JrXI4OUKy14BTeXaaUEQbsxoNNpaXpYtA3brytzqmDIV/SWBrsVSvadnWm3VfU9u5NrOyzdK29m5/ClfdctUXb179+aXX37hwIEDmEwmWzPNsj6K1c3z2msgSfYjO1YczAdu7fzBGhi0b9+evXv3sm/fPrZs2cLq1atp0KABX3zxBf7+/tXa52ZSUlIYOXIkJSUljB8/npYtW1JaWsrWrVvtglawBlodO3Zk165d7Nmzh6ioKA4cOIBSqayyCemd1LbdrZq6673W1X29rudOBkgqO/dbbfJ8rVv9PNeoUYN69epx8eJF9uzZQ79+/Thz5gzu7u506NDhttIsc+3n4drlG3FycmLOnDlcvHiR33//nb179/Lpp5/y5Zdf8tJLL/HMM89UOy3hn0GtlFg7QMl/O8sUGqCZ//1T8/9nauwncWm0kpNZEOAMIW7VO8/nGil4rI7E+Rxo4ANuDhX6hCokVj6i5ONOMvl6aOZ3/e/jBj4Sl15QciIT/J0htEL+rg4Svz6h4mKuzJUCmSBXiaZVDGhVZkZXJW9EyaQUQ3N/a7/qnFLr70lF1t8b+sicypKIsHYl5UoBBLrIpGslmvtbX/eRjSVOZkGoGwS62OenUEg883IIPTOMrD1vIkOppmeERLCrhNkCgc4yXxyV0ZtknqjvQi1XC3P2GUk0qxjdXEnnUAU/XTQx9yctjjklhLuayGlbg687OxLiKvHU/xxxSSqmVK3Et4kbUZn5pJ8uwmIBg6OSp0LMPNTGkRRPma3pClyMJo4nmEi2qGgUpKR/sJmLq5JILpJwMpjw0hnIc9YQoNURGuWB/g8jmgpV8SZJYku9EEwqJcgyqe7OqMwWwvO1RIf64lmip3FWYaVgUKtSEpqex/uXUjgZGURwdgF696ofpBZq1OyqFYDzxVRMqsrf22ZJ4mSDGjQ7dwW3ksp9Xo04kkYkEZyhNifttrmTiw9pFOOBF5m2ILeMJ1lcpBUNsO8qJgFJDboTqI9BnZiGjIQpyB9VwwAU2YVgMFlHVn7uIejYAC6kgFIB/h5wKQ2ahIPTzfv/CsLd8KD1yTWZTHZj9ZTdL1+7TpKk+y/QrTjX7Zo1a+yW9Xo9SqXSdgM/f/7820575syZdjVgZf1yy6YoKmviDLBr1y4GDBhgW05NTSUgIMCuqe2t6NChA+7u7hQWFnLixAn27t2LJEm2JsdlZT1z5gzdunXj888/tzteq9Xi4uJybbI35eXlhY+PDzk5OTzzzDP861//umG6+fn5eHp60qdPH/r06YNOp2PcuHGcOXOGefPmMWXKlGrtczPr16+noKCALl268Nxzz9nWJycn2/qJVgz6evfuza5du9i7dy/dunWjqKiINm3a4OvrC1hHpi6zZ88eu1q9sv6YgG2032tFRkZy+fJljh07Zju/MmXNXG/Xvn37GD58uC3IysnJ4cSJE4C1mTBga02Qk5OD2Wy2vc+u7ZN9rYSEBNs1ANi5c6ft97K0y9wsiK5bty4nT55k3759TJw40faZKy0tRavV2uVzIzVq1EClUmEymSqNNA5Vv5f79OljC3Td3NywWCx0797dVht7K98Rt+va6yPLsq1PcL169Rg7diy//fYbb731FrNmzaJ79+6iGZJQpZqeD9YNxO1QKiRaBtz6cW4OEm1u8LGp4VG9a6eQbpx/PW+p0ijL1xPkKhF0Nd4Kd7f+2P8u0bpCmf2crevC3MvXqZUSUTdp+BUQoGZiQFW1eRIf282Uo+Q/fe3vNfrVU9GvngfgwbVOv+lKQoELno7goZGAQHSmAFKLIcLd+loBtAYea2ZNH7sBl1TQoTb5OUZO5Escy5ao72Cid1MHlEqJ0lGebFySRuy5EgJDNQweG0S3PBWX0k08EqmgIMdIyWUtvqGOGALdOZYp4aT3I211EpnJBmSlhFNzLz4e4UXcEQ+2ReuI2h9PaFw2JQolmzs3IbDEYKuVlixmPt62hv9FdSDJTUWav4mA7PJaVIsEv3ZoTI6XG94F1x83woV8fKoYfRkghIuARAp1Km0zo8JE5T7Vltb1CD/8sm1ZAq7fGBxoWKFLW5vK+QiCUD0RERF3rSLqLwl027RpQ3h4OImJibz55puMHz+eyMhI0tLSWLhwIbGxsQwePJg33njjltOuUaMGUVFRREdH89FHHzFhwgQaN25MXl4ey5cv5/Dhw3Tp0oVPP/2UqKgoatasyeXLl5kxYwYGg4GmTZty9OhRvvrqKxwdHRk7dixPPvmkXcC7fv164uLiCA4Ovm5TUbVaTffu3dm0aROLFi0iPT2dFi1a2DWJHjJkCGfOnGHXrl18+umnPPLII6jVavbu3cuiRYvw9fXl66+/vuU5o4YMGcL8+fNZs2YNzs7OdOnSBbPZzC+//MKqVauoWbMmCxcuRKPRMGLECAIDA3nssceoU6cOBQUFts71+fn56HS6m+5THRUH99q5cyehoaEcO3bMNhAQwKZNm5gwYQJgHRzJxcWFtLQ0Fi9eDJQ3awXrnLBt2rTh8OHDLFy4EKVSSZs2bTh//ryt6WxERMR1m1c/+eST7Ny5k4KCAsaPH8/48ePx9fVlx44ddqNSX7lyxdbUvLpOnDjBW2+9xciRIykqKuKrr76itNTaFKxsoLGyQbi0Wi3ffPMNvXr1Ys+ePXbTWMXFxVUq/+TJk3nttdeoVasWR44csY2MHBQUZOsbW/ZePXbsGCdOnECtVtOoUaNK5Rw6dCgnT54kMTGRN954g1GjRiHLMvPnz+fo0aM0btyYWbNm2T0EqIqLiwt9+/Zl8+bNzJ07F4vFQlRUFCUlJXz//ff8/PPPNG3alG+++cYWnD788MPMmTOHkyfLn7xXfH3/yu+IsutjNBr53//+h1KppEePHhw4cIC5c+cyZMgQOnTogIeHB2fOnLEdV1BQIAJdQRDuCxHXPCBwVEnU8ry1NDx91HT1ga6RQIUpd5xclDz9Sqjdvo/7AXWvhnkhKmha3vWrXQiAI7Srg15nQaWSUF6dxzg8xJFujwFEYNGZsJSa6L8rhYOXNZzPknB3lqh56SLNU07zxOnfyKxbh7iGzdA0cSPpYCFygYTB0ZH0AGv3kSxvj0pNl13JoQQ3goi77rkqbQ2RQY8jGsprhdOpiYdHMUREIMemg96I1Lclim9erP7FFAThT1NxCsy/2l8S6KpUKqZPn86ECRNITk6u1JfW19fXNuDO7Zg6dSpjxowhLS2NadOm2W1zcXGx1TgplUo+/vhjXnrpJQoKCvjkk0/s9nV1dbU1pQwLC7NNe7N161a2bt1K3759b9gnsnfv3mzatMlWS1fxRh6soxgfPXqUzZs3s27dOtatW2e3vVu3brc1MfKoUaM4efIkBw8eZOHChXbBkyRJPProo3h4eJCdnY2DgwNHjx7l6NGjldLp168fxcXFN92nOnr16sXKlSvRarW88847tvVDhw5lx44d5Ofn2/Vf1Wg0dOnShZ9++ono6Gjbg4OK3n//fcaMGUNGRgZz5syx2+bm5mY36u61WrRowaBBg9i4cSMxMTG89tprtm1lD0rAOnXViy/e2h+7jh07snfvXruaZbAOOtayZUvA2mR83rx5mM1mli5dytKlSwFrgJ+WlkZsbCw//PCDbYRgsNbYGgwG/v3vf9ulWzb4VlkQWatWLZKTk0lISOCFF16gU6dOVfab7dOnD9HR0WzatIn9+/dXms6pefPmNw1yy7zxxhtcvHiRmJgYZs6cabdNpVIxbNgwuxrYgIAAmjdvzvHjxzl27Bg+Pj528zv/ld8RFR9cfPXVV4D1s67T6SguLrZ7PcpERkZSp454Qi8IgnAjGsfrdxdROKpQOKrwGhxJX6CvbUst21LQ1R+j0ci+xcvIuhSBR4w7D50/Q5GDAk9lJhqpGL1sHejLjRy0uBFAIu7k3bR8QVzmMo1woRAH9OTjgxMlhPxfN3i688374grCA+pBa7p8t/wlgS5YR4xduXIlixYt4sCBA+Tl5eHn50fHjh0ZNWpUtfp9Xk9gYCDLly9n6dKl7N69m8zMTLy8vIiKiuL555+3u9GtW7cuq1atYvHixezbt4+8vDx8fHzo1KkTzz//vK0cvr6+vPvuu8yfPx+tVkuNGjVo0aLFDcvRqlUrfH19yc7Ovm7/0ilTphAVFcX69euJjY1FqVRSu3ZtnnjiCds0OrdKpVIxe/Zs1q1bx+bNm0lISMDR0ZEGDRrw7LPP2qYk8vX1Zfny5axbt45ffvmFy5cvo1ariYyM5Nlnn7UN6lSdfTIzM6sc8EelUhEUFET9+vWZNWsW8+bNIy4uDn9/f4YOHcpTTz2Fv78/S5YsqfSa9+7dm59++gmwNgW/dhTg4OBgVqxYwZIlS9i9e7dtgKv27dvzwgsvEBIScsPr9O677xIZGcmGDRtITk7G19eXfv368fzzzzN16lT27NljG6H3ZudXUYsWLXj66aeZN28ely5dwt3dnf79+zNmzBjbPqGhoUyfPp158+aRlpZGcHAwjzzyCM8++ywbN27kyy+/rHS+Li4ufP3118yaNYuDBw9iNptp1qwZ48ePt40uDvDqq6+Sn5/PxYsX8fT0tGvWfa3333+fVq1asW7dOi5duoRSqaRWrVo88cQTtv7kWq2W3NzcKo/38/PD0dERV1dXlixZwvLly9m+fTupqam4ubnRtGlTRo4cWWWNcu/eve2mjLq2P+1f9R3RvXt3hgwZws8//4xKpaJevXqEhYXRqlUrWrRowcqVKzl69CiFhYX4+vry0EMPMXr06NvuxiAIgiDcOoVCJqDeFUb9dxRqdTtY9huWD3ZipIg4j5rUKriCBSUXaIcfiTdPEFBjoC7HycWPKzSjNsdxn9gOnur0F5+NIAj3I0m+09FyhH+EsWPHcuzYsUrrg4KCbH1wH2TVOb+yZsYvv/zyXW128VfbvHnzdee1/uabb2559G1BEARBuBGj0WhrWTNq1Ci70fTNWiNFHhPwNGejR8MF2qDChBNagojFiZKbpi8DacraBGdPAc9bHw9FEB40X3TcVWndG/u73YOS3F/+fvMkCIIgCIIgCA8kpYsaddtwABJojBkNelzIx59LtMJSjVtXCQjUpIggV/jHkCWp0o/wFzZdFv5eKg4q9Xf0dz+/GxkwYIDdiOSCIAiCcC85hruiP+BEMV52601oKMAHL7JumoaipBT0RjHPrSD8g4kaXUEQBEEQBOG+oQz1QsIMVO5dp8BMEe5YqjO0VEnlsTcEQfjnEDW6glBNN5sDVxAEQRCEP8HLfVHP/BFPSwb5lE/bqMRAEvUw4IIPSURw8fppOGvAy/UuFFYQhPuVqNEVBEEQBEEQ7h8R/kg/vEvNGpmEchFPMggkHhfyMWDtd1tAAAVBtTCixoQS+doa3iXj70HBBeHeEH10qyZqdAVBEARBEIT7S/8opP5R+AP+X22F6RugIImSlmpM4wbi+ngDFE4q9AlF6M7l4uJqQPX1j6BSwjuDoHHEvT4DQRDuMRHoCoIgCIIgCPevVx6x/gDO12zSRLihibg6L33nN+5uuQRBuK+JQFcQBEEQBEEQBOEBJStEU+WqiD66giAIgiAIgiAIwt+KCHQFQRAEQRAEQRCEvxXRdFkQBEEQBEEQBOEBJUZZrpqo0RUEQRAEQRDuL4Ul8NJ88BsBwc/De6vAbL7XpRIE4QEiAl1BEARBEATh/jLsC/hmO2QXQVo+TF8PAc9DXvG9LpkgCA8IEegKgiAIgiAI94+iUth23G7Vvoi6vN12AE9PPs+Kc5Z7VDBBEB4koo+uIAiCIAiCcP/4/azd4jn/EMIKcvn0p1WYJYn5J3vxzddjGNdCeY8KKAj3F9FHt2qiRlcQBEEQBEH4U8laA7LWcOsHFpWCzoAMyFdXOZqMRORnA6CUZcb/8QuXP/0ZLKJmVxCE6xM1uoIgCIIgCMKfQjaYKBj7I7oVJ5ElyO/fhDrL+2P68SLGY6mo24Wh6F+n8oGHLyGP/AoupCAho8UZF0oAqJWbiQxUrLP6dO1i+G0dfDsR+rS8K+cmCMKDRQS6giAIgiAIwp+i6KXNGP533NZk0GfTSVLczpFAEAbUOJCMHz/wlMNFYh4OgFGgf3M9xV8cBpxwwhNH8nC9GuQaFQo+7vQE6xt0RG0xMfzULl479KM16M0qhEf/C1nLwN353pywINwHRNPlqolAVxAEQRAEQbhtc45Z+O8hC8Y8HT9/H0fYNdvNKDHgAECavzfRNetgcniImnFXcAj/FIod+KZXXw5G1CS0MJupu1fRIvMKAPNb9mFF024A6HDg69aPEFKYwxPn91sTN5jghf+DusHQpwV0anCXzloQhPudCHSFu27+/PksXLgQBwcHDhw4cK+LI9znNm/ezIcffgjAzz//jK+v7z0ukSAIwj+XqchI7q9pKA/GwaZTbAqM4NX+/QEI1erw1pZUOqYsyC120xDbOAiu1j7FBNcGNByt58Kg2D28fWg1R4LrMLXLU2xa9wkSsLNWcwDUZhMTD2+md9xxzNI1Q8ysu3ov8fF6jvR8iGY/v4qD0prH+SwzWVtP09DFhO/AZqBRV31iRhP8dtr6e/cmoBa3yILwoBOfYuGBIQKev7exY8dy7Ngx2rdvz1dffXWviyMIgvCPYb6ch/lKHtQLoHj27+QdPEemlweNH66NpklN4sOC0MoKambmk9RrJXWKj+FIKTIKHB0tqMwmTEoVzx48yid9uvHab/vwvRrwatUOZBo9AcgNcLMFuWXi/Xx54/C3+JUWAhBemE1kXjoXfIJpkJNKaEEWZ/wjeHv/Bkae+u2m59J65x7ONUij4cwhTMkMYND7s3goLQGAdE9vzq+filwnmFYBEh4aa1m0V7I5+OgiglNSaZCTjL5mIJp90yDY+8+6xILwlxJNl6smAl3hrhs2bBj9+vVDEh9KoRq6d+9O8+bNAfDy8rq3hREEQfgLWQp0mC/noWrgh6Sp3i1a6dkcSr7Yj3w+A03ncJwndaTgchFLYh3YE2OiVFJSw6hlYNxF2uWlk9WjIW4jmhLqp8Z8NpOSmQfQLTsGMphQ8FHn3uxsOhxZknA7oeOTT7bSJCMOnC3o9SU00WdUmLLDzDMn95Lv7MTGBg+xrENr0j3c+S6qOc/vP8zYvYfwKi1FhRkDoDKYyXdQo7LIuJpMANTPiMevtBAjahKoTSGeRGacx518AGb/sphRGmeePvP7da9BkocPxRpHGmSmAOCSlcvhl75DWb85za8GuQCB+bn89uZannnmVRxNBhZGf083UzZPevcl/aHRAHRIOs/8rV+jazEJRycV6T6+lD7ekZr/6gFXssDVEcIqPGjPKYJ956BBKOiMEOQFfh7Veu0EQfhriUBXuOs8PDzw8BB/BITqcXFxwcXF5V4XQxAEAYACvUyJETTIyFo9nmYjymB3u32KSi2UGGQCPKzzvMoWGV2SFk2QEwqH8rlf9RmlKBwUqL007PvqNDu/T6L55WRqZhdwrltjdj3SAQc1BBdq6brrLD7BzoS+3hhjtp6UpZeI/SmDxqnncUMHQOnBRIpm/MHCNm2olZfLYwoFkmydpGdF/QZMqtUUh0smar0cwydbfsKjVIuK8il6TgcHsaNZ+YjIRY6O/LdbD9auSMFsdkFpSaxyXsoxh36lw6VELoR683uthixq04M2V5LwLi0FIJIUipSOrK5fl98jIwCIKCymS2o6blnWKYiO055CvPAiC4+rQS6ASrawcOvXOFjMlfI1KpSMGDaBNc06ICsUtEqK45tlK/k5uCOFbmo6Jh6udEyzq4GvTuXA6FaDqZOehqMekGXMSgV7Ihqyokk3xhz/BQC31EIm1e6B43MneDjmPG76XOq2cSW8YwQFn23B+3IKElCiUjOj60BSXb0I9nWlsHNzHmqsoV09B/xdJMxGC8W5Rhx1xSxMceFEgo7GXjLPd/NEKUGeHkLdyisAdCaZ01ky9bzBXWO96omFMn5O4KQWFQWCUB2SLMvyzXcTHlQDBgwgLS2NOXPmkJWVxcqVK0lOTsbPz4+BAwcyYsQIVKry5x1bt25lw4YNxMbGAlCvXj2eeuopunfvbtunrI9ts2bNmD17Np9//jm7du1i27ZtuLq6smPHDpYvX86VK1dQKpU0adKE559/3lYrV1Uf3eLiYhYvXsxvv/1GVlYWPj4+dO3aldGjR+Pp6cnUqVPZsmVLpfOLjo62/R4fH8/ixYs5cuQIRUVFBAYG0qtXL0aMGGELlFJTUxk4cKDtXP/44w82bNjA5cuXcXJyYtiwYYwePdouj1OnTrF06VJOnTqFXq8nJCSERx55hKefftru2lUn/+oqLi5mwYIF7Nixg8LCQurVq8f48eOJiYlh5syZtua90dHRjBs3DoClS5fSpEkTWxqPP/44CQkJ9O/fn6lTpwKg0+lYu3Yt27dvJyEhAVdXV2rUqMHw4cPp2LGj7diy6923b18mTJjAZ599xtmzZ9m+fTsABw8eZM2aNZw6dQqj0UhISAg9e/bkmWeewcnJyfbajBs3DqVSyf79+1m1ahVbtmwhJSUFT09PxowZw2OPPQZAVFRUpWtQVu6qmqyXNXMeN24cXbp0YcGCBRw/fpzS0lJatWrFlClT8PHxsaWVn5/PsmXL2LVrF5mZmbi7u9O+fXvGjBlDSEjILb02giD8M8myzOu7Lcw7ZsEzU4ur1oBClukRe4kpxRfw++4JlCHufPZDMct2l2IwQataKqbXLSVtwgF0CVrUfo7U/7otPg8Hc/qpPeRsS0FSSWgHhOC/5yS1cvIwI5GODytatuSHDvXx0Wr56OdtNE9LxYCKWEUoJosKsyQRG+7JkIQjVCfssQCHwiOI8fWj3Yk09BZHADwpIpRMFMAnPbqzuUHjSsc2SkvlbFAwarOJudvm0+PKKftrg/3UP/9r9RBtz5fgVVKKjITi6oy4OpWKF4Y8QfzVrkfDjhyj66E0GnCUC7RERkEEl6jDuWq9JvPb9mDckBft1vU4dpl3VlvvLUqcJPqVbkZFeZD8TbuevPT4WADGHNzJpz+txKtUy0XfIJ589jVOBtegeXICe+Z/wH96Ps7MhwZgUShAlgnJ11I7t5Cnjv3Ci4d/sqUZ7+XPkjbd0KrdaZaWQ63cdFxLs3i7x7McjqzFYy5amv1xhdIiM5saBvPygY08c3wfClnm50atGPHMRLJVjrQKgO8GKPn+koV39siYZet1HRgJMXlwPhfcHWB6ZwUTWlT1yEH4p5reo/KYN5N/7XAPSnJ/ETW6/xArV67k0KFDtuWUlBTmzZvH6dOnmTlzJgqFgg8//JDNmzfbHXf8+HGOHz/OqFGjmDBhgt02o9HISy+9xIULFwDrTcC2bdv497//bbffgQMHOHToEF9//XWVAQ3A22+/bVe+tLQ0Vq9ezYEDB1i7du1Nz+/AgQNMmjQJvV5vW5eUlMSSJUvYs2cPCxYswN3d/on7zJkz+fXXX23LOp2OefPm0axZM1s5f/jhBz7++GMsFSalj4uLY86cORw4cIC5c+eiUqluK//r0ev1jBkzhkuXLtnWnTp1igkTJtCuXbtqpVEVk8nEc889x+XLl+3yysnJ4ejRo7z11ls88cQTdscUFBQwevRoMjIycHV1BWDx4sXMmzfPbr/Y2FhiY2PZt28fixcvRqlU2m1/55132L17t205IyOD6dOnExUVRWho6G2f09mzZ1myZAkGg8G27sCBA8yZM8cWHKenpzNmzBjS0tJs++Tk5LBlyxZ2797N119/TaNGjW67DIIg/DOsuSAz+6iMV74O1xIjSBIWSWJH3XrU+iOHMRM2c+TDISzYWWo75sQlA+en7sGx0Pq3wZil4+xzewl4thY526zNbGWTTODuk9TIywNAiUwI2Tx67DxJ/h4MvnSc5mmpAKRIfpgs1ls3pSxTLyGPAlzxpPim5VcA7RMTaJ+YQKmkJp5QzCjJxx0nDPiRT7GjQ6XjnAwGzgYFW8uvVPFu9+fYt+wduxrWawPtZ4/tZZt3H1xKlJhR4koJYWTgaDIx+MxpZnS1jqKc4epMUw7jRzr+ZJBAHQqoXhcVCxJ7azWstP5cjfKHnM6lMtuDO/BI6l4A9kfU5f3ew5AsFmrnpPPN9wtRXK3vqZedxupVc2g4aRYnwmrw4uAxrG7ZuTxhSSLFy5UUL1eOhj5Jp4RTNMpI5pJvIG1emU5IoYEnT8SR4ulJimckzgYtU3//jmd8X6XWgXhKZZk8JwceunyMEUf32JLtdyaaST+v5+3+z3I0A579ycwfqeXZysAPceXLhQZ4+VcLXUIlGvuJml3BSvTRrZp4HPQPcejQIXr16sWyZcuYO3eurXZ13759bN68mZ9//pnNmzejVCoZM2YMK1asYOnSpQwaNAiw1hZWrD0FOHfuHElJSbzyyissX74cFxcXVq5cCUCHDh1YsmQJX3/9NcOHD6dWrVrXDSZiY2NtQe5rr73GihUrmD59Oh06dKBbt26oVComTpzIK6+8Yjtm6dKlbNy4EQCtVsu///1v9Ho9rVu3Zu7cuaxevZrJkyfj4eFBbGwsM2fOrJTvr7/+Su/evVm2bBmvv/66bX1ZQJacnMwnn3yCxWIhIiKCWbNmsXLlSvr16wdAYWEhMTExt53/9Xz77be2ILdXr14sXryYL7/8kpo1a7J///5qp3MtlUpFZGQk3bp147PPPmP16tXMmDGDgIAAABYuXMi1DTwOHDiA2WzmnXfeYeHChQDUrVuXiIgI3n77bZYtW8ayZctsNf5nzpypNJK22Wxm9+7dPPXUUyxfvpzhw4cDYLFY+P13a5+rjRs32t4fLVq0YOPGjUycOPGm57R37178/f2ZMWMGCxcutJ1LxaD6o48+Ii0tjZCQED7++GPWrFnDjBkzqFOnDsXFxbz33nuYrvYVEwRBuJ5fE63fj846Y6VtR8LCMO6M50CMwW59cE6RLcgtY9FbyP25PJJRYrYFuRW5U0qfo3FEJSfZ1hVKleeKzcfVbrk6zfScZCNeFNmWi7G2xOkUf5liF7WtubO7rrTSsbnO7kzu/iylOFGKMymVJhOCYtkTxxwHzCivpu9MMv4AOBvLr9HYE9vwJx0JUGOiNudRYCGJmjc8D7OkYE3TwYTl5VfaFpUWQzDl/XLrZmZw1j+E/SH1GPjMe3joSpAVCrrHnrEFuWUaZKYw7sB2HExGfqtduWbbdn4aJ2Z3fgSAuR36kO/sSte4VLub6hIHF4wOXrjqdKiu5mNQKugRe6ZSej1jT9t+rxjk3kjZ+1EQhOsTge4/RMuWLfnkk09o3Lgx7dq1Y+7cuQQGBgKwZcsW1q9fD1gH/unXrx8uLi54enoyfPhwmjVrBsC6devs0pQkia+++ooRI0bQoEEDFAqFrSlvZGQkTZs2pW3btkycOJFVq1bZmrReq2Lz33bt2lG/fn0efvhh5syZY6tF9vb2xtu7fPTDoKAgwsKsf1x37NhBQUEBjo6OTJo0iZCQEBwdHWndujXPP/88ANu2baO42P6Jd8eOHZk2bRqNGzfm6aefttUspqenA9baXJPJhFqt5ssvv6Rz587Uq1ePDz/8kK1bt7Jq1SoaNmx42/lXRZZlvvvuOwAaN27M9OnTadasGR07duT//u//7riv6scff8znn39O9+7dqVOnDl27dmXEiBEA5OXlkZOTY7e/RqNh0aJFDBkyhDp1rP22OnXqxLp16xg6dCiNGzemcePGTJkyxTa4WFxcHNcaMmQIb7zxBg0aNGD8+PFoNBqg/FqHhYXZ1jk6OhIWFmb3el+PRqNh3rx5dO3alRYtWtgezGi1WoqLi0lOTrY9RJkwYQINGzZEo9EQGRnJ22+/jSRJJCcnc/DgwVu+ln+V3Nxcu5YBxcXFFBWV35AaDIZKr1PF2uqqltPT0+0eYog8RB4ij1vPo56X9TvOoLJvsQIQkZeHsr4vNf3tG8rluDthUlW+1VLXKg9YzSjQqirXpOpR46IzkOjpaVtncahca5OvcCEbD0rQkI17pcD3epQVmvNqMFKKmuALRhokZ9MgL5UvN33PD0uXUCs3p9KxK1s+xNw6TxNLS2Joaps+qEwyNSodU4QzMrCtXvk8t43yr1Taz5d0tLhipOppgGRgm+8juMdA84NGGqRk2LYFFubx359WEsn5q+doItyUQKPMFNY16oRXoY5vvluAymziol9wlenP27iYw3Mm0yQtscrtZXKcrdc528UNAGdj5Qem2c6eFLiW3/sEFOtIcfertN+FCmUJc7thtjb1ve+vz4fIQ7gfiabL/xA1atSwW3Z0dKRz586sW7eO+Ph4jEbrE+odO3awY8eOKtM4d86+z4xaraZp06Z261599VXee+89li9fzm+//Ubbtm3p3LkzHTp0qNSctWLZRo4cyfLly3nmmWdo0qQJ7dq1o0ePHtSsWfOm5xYTEwNYmx5f2/S2jNls5sKFCwQHl/8x6du3r93Iz35+fiQnJ9u++MrSrVOnjl3zWkmSbDWHt5r/9Zpul8nLyyPv6pP93r1725XP29ubevXqcezYsRumcSOpqaksWbKEEydOkJWVhaenp93AYBWbAAMEBgZWalpsMBhYt24dP//8M8nJySiVSiIjI5EkCVmW7f5wlOnbt6/td5VKhaenJxkZGVXueyuaN29OUFCQbdnPr/wGQqfTcfHiRdvy5MmTr5vO2bNn6dSp0x2V5c9ybYBf1mS8jIODg13/Y8DuGlS1XPZQS+Qh8hB53H4eY5vJrDwPZ42OuJQaUVqsN83+RUU8e+4krmsfY0g7RzYe1nE60Rr0yO4OOP+rCYbPT9rSCx1fj9Bx9TjadTvGXD0gUeQbjFNmAoqraRbiTBHOHK0dTHyNeszY8iPORiN+ijyylD4ozdbuNFpXDb+1qUnvPTE4mKzrCj3VdMo/z43IQEFZQCzJFOKITlajls28t3I/l0K8OOMSSlNLGhP27+eNAQMpdbAGs3oHJRHp+RxsEkKPS3GYUXGUjtTmPC4UkYcPeVSe/k+NiYVt2nIkPNy2LlvjQXiJ7pqySdTn9LWH28RRD8csBWDCUWfiy9k70dbKQaUpoeel0ziajMiAiyKHIPVlrrj48G2z7myp24aI/Ay6JJzn/V+/Z+rDT7CuaTuGnqr8oLNZWgL/W/s1fV+YzKngGlWWw6ukmCsefjRMTYGWcDrQm05XMuz22VmrFskB7pys6Uezy1kAZLrWI931MIHF+QBkuHrwYa+hADgoYV5PBV9EW9hVXpGPr6N1sCrz1ThtYKTEwzUkJOn++XyIPO4t0XS5aiLQ/Qczm8uf5lbsg3o9Wq32pvu0aNGCTZs2ceDAAfbu3cvvv//O999/T3h4OJ999hm1a9eu8riXX36ZoUOHsmvXLvbv38+iRYuYP38+ffr0YcqUKXa1vteq7nhq15b/2umNrrdc8Tr9mfnfzPUeDNxuOVJSUhg5ciQlJSWMHz+eli1bUlpaytatW+0Cwpt5//332bVrF126dOG1117DycmJy5cvc/Lkyeseo1Aobrh8u26W7l/12giC8M/joZE48qySny4ryCzywkWrx/lCBg9JBXh+OhZFgCsOwLrXPdlz3kBusUy3Rg74uPlRPCKC/P1ZuDX3wqON9YFcx/jBZP2YhMJZhV//UOS0QjKmHCBtawYFWjWWVv5c6l2fy4US7734NK/+tIMaGVkYe0QQV+xOiUXiXPMQ5tWowfKODWlzIRUPo57xB//AoFTicM3frixnZ1wMRiRklGYLLg6lZPu6ku3pyuyurQjNKiZQm88HW3cSkpKJKyVoMNM8LYX3f93Of3v1IMXLgxYpybjnmDgdHggaE+hBizsnaXs1J5kapJCBglIcbeuCyCHbtfweQGGxcNm1JqElmbbBqgD8uH4tmQWJK9TFjXwsKNDijgTUjNfTjPKHwBIQ31SmwzOz2LrgY1qnXKJd0kUevnwcB4uZKTvWM+jMYQ6G1+GibyB1s9Mr9TMOLsrnxKy3WNW8I5sbtGJHnabkupWPtXGya3v+ZzCwPLwdvjladtcMQmWWaZGahScGOj8TTELbWnQyw8CJkRTFB5BxMoew9Mvonx3N9JMmruRaSO8RxRvNXVAqoG9NiWBXiUciFfwYa+H7SzIdgiVGN5FIKoIdCTK1PaFbuGiQKQjVIQLdf4jDhw+j0+lwdLT+0dHr9bb+njVr1sRkMnHmzBm6devG559/bnesVqutdpPZ/Px8PDw86Nq1K127dsVkMvHuu++ya9cuPv/8c+bPn3/d4wICAhg2bBjDhg0jPT2doUOHsm3bNtq2bUv//v2vm2dkZCRgffr2008/4VmhmZdOp8PBwcEWAKWmVrPzC9a+qPv27SMuLo7ExETCKzyFTk5OttV03kr+N+Pl5YWHhwcFBQXs3r3broY4Pz+flJQUu/0rNgfPzMy0K19Zs+Ay69evp6CggC5duvDcc8/Z7Vs2CNnNAsO4uDh27doFWEdmdnOztrGKjIzko48+qtY53k0VH6zMnDmThx56yLZsMpkwm822JtOCIAg3o1ZKPFq7LCRyhk6VWx2plBLdG9t/r7g28sK1kf0gSyoPB4KeiyxfUcOL4P89QsUGtQ/bfvOFr6zfZ/5gCykBnkyT2Z2opk5Ld3pduIRmfA8IcKHoqXWYzmVhcHMkYUALzg9/CBcXJf1aaPB0URAKNDmbQf7cYzTZ9hubvQJw8crDUVWAq6m8/Lm44ROn5PO43QQos3FRaJndqQvHlSH8+9HevPfjbvQ6R8wocURPKBmYURJJMgW4YkSFO1ocMTL41El21qmLTq2mS3wcDTKLsKBCQXm/Zyfsa3grMqGiLb/jRiEAOfhxkjZoHZ2QdfaDYj16+jARuZk8MvY9ul86TeukOLLdPXnyxB6cLHqapCXSMC2FBOcILvhG0iDbvtvN3iH96exRyjObj/DMif3QJIJjX0xkh3sEdb1hQKQbqgkDGBBv5HCskXrBCro0rIVCUf6atq6QnnsDN0IauMHVZt3Xb2NkNbC2goEV6gZqeMCYpqLWThBuhQh0/yGSk5N55ZVXGDduHLIss2TJEjIyrE1syqZ4OXPmDLt27eLTTz/lkUceQa1Ws3fvXhYtWoSvry9ff/01ERER181DlmXeeOMNdDodQ4YMoVGjRhgMBlsfhoKCgiqPi4uLY/jw4fTs2ZNevXoREhLCxYsXbc1o8/PzAfvaupUrVxIcHEyTJk3o3bs38+bNo6CggJdffpmxY8cSEhLC5cuXmTdvHllZWYwdO5Znn332lq7ZY489xooVKzAYDLz22mu89tprBAQEsGnTJtatW0doaChTp079U/OXJIlBgwaxbNkyDh8+zAcffMCQIUMwGAzMmTPH9pqVqdgU59tvvyUoKIisrCxmzZplaxaclJSEXq+3Xb/o6Gh27txJaGgox44dY8GCBbY0Nm3aVGl07Yoq1jLPnz+fRx99lLS0NBYtWmSr+d62bZut3++tKEv7woUL/PDDD2RnZ1ea6ulW1ahRg6ioKKKjo/noo4+YMGECjRs3Ji8vj+XLl3P48GG6dOnCp59+ekf5CIIg3CttgyTaBklA0NUfK5+zE5FlGUmSCAOq6pyhahSA77y++AJtru4rGx5Hv+4sxhNpqDtHoHT1RLk9Fefabvg/5EVm6/kMO3Wc3+rU4aK/P8NfeIIX9+/jmePHUSKTr3YhwcWfOiWpeBnsx6aon53NmtUL2FUvjKZJuUiYUVF5cK+DYZG0TYqrVMsqIduCXAAfsoggjgBdiv2+YT6opz1He1cfik8VkOXqjk6l5vHs0zgsfomUEj9KE0vw6x9KZKiEPPi/mHIkVLKMTqUmrWY4ndeMgLK/ebIMkkRLoOU1ZWpZS03LWlX3JxaEu0UWz0CqJALdf4jWrVtz9uxZXnzRfr65Ro0a0a9fPxQKBUePHmXz5s2sW7eu0sBT3bp1u2GQC9baS4CLFy/y8ccfV9pesZ9mRQUFBahUKrZu3crWrVvttjk5OdGtm3Uagor9jJcvXw7A888/z/jx4/noo4+YNGkSFy5csBtBGSAiIuK6ed9IcHAwkydP5qOPPiIxMbFSuj4+PjRq1Ai1Wv2n5j9y5Eh++eUXUlNT+emnn/jpJ+tcfQEBAdStW9fWJ7isDK1ateLo0aOcO3fOFmC6u7szZMgQ1q9fz8mTJ7ly5Qq9evVi5cqVaLVa3nnnHVsaQ4cOZceOHeTn5xMfH3/DsoWHh9OwYUPOnTvHmjVrWLNmDWDtpzJgwAA2b95McnKyrc/3rahRowZHjhwhLy/PVjv88MMP3+Som5s6dapteqFp06bZbXNxcWHYsGF3nIcgCML96NouOdXZV3JQ4fhMMxyfsQ5E6Qj4dC8PoAMvTOTs6/t57sRRNtdtgMLHiQYKAwpkJMDLqMW1KJELQaGUODgSmJ2H2mDET5eNJ5k0Ksyj8ZFTFOKNjiBMaFBhP17DF10GsG7F7GqVO5xYVJjK5/JtGgEb3kJTO4jVQHF/BxSSN85F/uDRH5RKrp3UToqegWrNPth+AsfG4dQc17s8yLVenGpfR0EQ7h8i0P2HCAsL49VXX+XLL7/kzJkzaDQaevTowcsvv2yr6ZsyZQpRUVGsX7+e2NhYlEoltWvX5oknnqhWwOHk5MT8+fPZvHkzW7dutU2REx4eztChQxk4cGCVx7Vs2ZL169fz7bffsm/fPjIyMnBzc6Np06a22lGwBuXjxo1j9erVWCwWIiMjqV+/PmCdzmj58uUsWrSI6OhoiouLCQwMpEePHgwfPtzWxPZW9e/fn4iICJYuXcqJEyfQ6/WEhITQp08fnn32WdRq9S3lr9PpyMrKqjIvb29vXFxccHV1ZfHixcyePZv9+/cjyzKtW7fmjTfeYMqUKZWO+/DDD5k+fTonT55Eo9HQtm1bXnrpJSwWC3/88QfZ2dloNBpq1KjBrFmzmDdvHnFxcfj7+zN06FCeeuop/P39WbJkCf7+/je8HgqFgpkzZzJ79mwOHjyIxWKhY8eOvPrqq+Tn53Po0CEsFsst9y8GeOGFF0hMTOTEiRN4eXnRvHnzG/bNrq7AwECWL1/O0qVL2b17N5mZmXh5eREVFcXzzz9faaA2QRAE4fqUwe48vKYv7UosPF0iE+arRDYPJWV+Uwz/+QXXjGzUZjN+RYVsjmrEqautuz1K82maeoISlRFPXTFtk2OR0FBIMB4kobwarAI0S00g1c2T4KJ8u7zNKFFjP7qxQjIz9bMv6N7Rky4BeqhlP+iQa9lI1d43uA9QKODph6w/giD8bUhydUdrER5IAwYMIC0tjcGDB99w1Fnh7oiOjmbcuHFVbpsyZQoDBgy44fFjx47l2LFjtG/fnq+++uqvKKIgCIIg3BbZaEb7+T60/9mFpDezu0ETLgVbpwJUmww0Sj9C+8sn8DaUYAHiowIJH9wbafJaVOjsmh/na5xwM+hQXnObaqu5xTpCs/xkRxRr7FtSCcI/zUcPVx49/N+/tLsHJbm/iBpdQXgAxcfH2w2IJQiCIAj3mqRW4jq5C45PNkE75Ve6R6fRwlFB0cP1KD6cQFJIO84+1YWoRmbWpBzF6KRm1Kh+qPs0gT7/gUxr/1sLEp76Ulu6FYPbsv/NKFF2qIO07OW7eo6CcD8S0wtVTQS6gnAXlQ2MdLvKmkBnZGQQGxsrAl1BEAThvqOK9MZjhXVu2PIZdZvYfjMajRiXnio/oEUtSFwIPx8HpYLMPUkEfr7ctrmqW3gFZvjyeXB0+NPLLwjC34MIdAXhATJq1CguXbpk63crCIIgCH8LGjU82gYA5zgDJkmJSr7+PPZSsxoQVfu62wVBEESg+zdXNj+q8PfQuHFjfvzxx3tdDEEQBEH4yzj4OJPhEEqIPoEStQP/fvhJtBoN/9n+HX7aQqTezeHbife6mIJw3xBNl6smAl1BEARBEAThvqEZ3BDHD8MpiS3EyZjHF1uXU6pUo6kXiPT9x1Av5F4XURCEB4AIdAVBEARBEIT7huTsgNcfYyn9v8MUXcjEoX0wjkMbIwV63euiCYLwABGBriAIgiAIgnBfUfi64PJBt3tdDEF4IFhE0+UqKe51AQRBEARBEARBEAThzyQCXUEQBEEQBEEQBOFvRQS6giAIgiAIgiAIwt+K6KMrCIIgCIIgCILwgJIRfXSrImp0BUEQBEEQhDv36ffgMgyUj0OnyVCqv9clEgThH0wEuoIgCIIgCMKdWX8A3lkBJQawyLD/AtSdcK9LJQjCP5gIdAVBEARBEIQ7M35B5XXJuZBbePfLIgj/MLIkVfoRRKArCIIgCIIg3KmsygGtDOAzEnacvNulEQRBEIGuIAiCIAiCcHssp5Mwh7xoDWqvIQEGnJEf/hDj7ri7XTRBEP7hRKArCIIgCIIg3Ba5zWSUqVnXHfPVhBNmNOj7zsZSLAanEoS/gmi6XDUR6AqCIAiCIAi35rv9WPyfR6nTXncXGdDhgQEnZJ0R46/xdtsVRgvkFv/FBRUE4Z9KBLqCIAiCIAhC9R2Ngye/4JLsU2WT5TIWFFhQokRPKR7g6QiALMs8tOAcz7+yA3XgaOSAUbD0VygsuTvlFwThH0F1rwsgCIIgCIIg3OfScuHfq+H7g5jyDKiARK9wggvTcTNUXaurxIIHyagpxY1Usrp+TaHkSZhzEvW1WZhRk08gxkwX5Oe34z76fzjOfhLzc905sy6ebb/kUJBjIFBpZNDgAMJeaoEkmmQKglBNkizLN3oYJwiCUMn8+fNZuHAhDg4OHDhwAIABAwaQlpbG4MGDmTx58p+a39ixYzl27Bjt27fnq6+++lPTFgRBEG4gMx/5vxsp/fIAeos7OpQ4UIg3mVz0rY1XaT4B2uxqJ5eDL57kosRCLrUoxZVEAtHihIQZD/JwwowPRSiAUhwoxAWzAiySGo3agnOAGhdJh06p5MdHO5LZogaPdvOkVYiovxH+md7rf7zSuo+3tLgHJbm/iG8EQRCu668MXq+VmprKwIEDAfj444/p3bv3X5qfIAiCcI2UHNhzDtRKcNHAwRiYtg6zRYUDUIqEBhk3CijEkzrZcShv2Hi5Mh+sQbEJNSacSMYfLU4AyCjJx5d8QIszgeSiw4E4Hx++7NGBXHdnOl2J5197f6fEYmbQuJHUztRRd2U8S9c7sEVbTM8LKTg19MJvcDiOYS4YUktROCqQzTJuLX1wbexlVytskWV2Jshk5ZjoV0eBl/vt3RprDTIy4OogapwF4X4hAl1BEG7ZsGHD6Nev311rQjZt2jT0ej1OTk53JT9BEIS/lZhUKNVDzQDYdAiaRECLWnA6Ad5ZDvlaSMqGpBzbISaUKJCRABUmoDxIBfAg/xZD3HI63DDhBMgU41xpu4SFIHLRYMQRIx1yYrkS48bcTp3ZXr8+erWKJlmpNM7SUj+rAABnYykySk56eeFztICYI6fZ2L4uzWMzaB2TBlgHxyrwcyFpdDMMrQJQY+HrKw7E40BEeiFTjWbGpyXw3KsRHEq2cGlnFj6+agZOjKDYUcOKEybMCYV0qqHGs5EHBpOMzgxv/m4h+XwxLVJz8AtyYMZr/nj7aQDYFm9hf4oFD6OJbm56nEJdePl3uFwItTzgsdoSA2srqOFR+e+pRW+m6EQucR6uOPk50sDn9v7mphXLJBVBC38wWuBUFtTxAh8n+/ROZso4qUBnBo0S6nmLoF14sIlAVxCEW+bh4YGHh8ddy8/f3/+u5SUIgvBXMRks7FqUyNld2Ti6Kmk/LIRmvW/z+02rgzeWwYaDEOABU54EV0d4byUkZMEjreC/z2Hs9AHqy6mANdC7WegiA1p8cCEX6Sah7O2EQSYcKCQMkJCR8aKQXOz/nnigRYPRbt3gM6dZ0K49BpWKPTVr4WXUUu9qkFuxPHn+buidLKxo2hCTUsGYn07YbXfJ1pK4M520aC3pPi50zC7k9Yup1EvOBSA+0IN92+I5FxWKrFSivQxzn87jsocLMYGenAzx5d+ZaixHTFcTlQjOL2b0kYtozBZIhFnPpXH+iYYcNjiSVAyh+cUMORnPOouFvTUDOR3oTbGjA6k5Zk6d1DPNIqP0dmDPCw7MPgbrLsq0ScpAulLEthY1MSuVgBkJcFRCv1oSc3ooCHa98StgkWU6rzZzwPry42w20zY+jVxnR0xKBX2aOzLjWXfStTIdVpm5bH85CXSBA09Zg/BPDsl8c9KCBIxvruDttvbj2R5MlXnzdzPncqBLqMSc7grC3MvLt/GShSn7LaRp4dHaErO6KXD7k2q/T2TKvL7LwvFMmQ7BEl92V1Db658VpMv/rNOtNtFHV/hbS09PZ/HixRw4cIDc3Fy8vb3p2rUro0ePxtvbGwCdTsfatWvZvn07CQkJuLq6UqNGDYYPH07Hjh1tacmyzIYNG1i/fj1JSUk4OTkRFRXFmDFjiIyMtO2n0+lYsWIF27dvJyUlBScnJ1q1asULL7xA3bp1q1Vus9lMv379yMnJ4emnn+b111+32/bwww9TUFDAZ599Rvfu3QHYt28fq1at4uzZs5hMJiIjIxk8eDCPPvqoreZ18+bNfPjhh4SGhrJ69WqWLFnCzp07ycjIIDAwkH/961907tzZrhlxRWPGjOHFF1+8pT661bm+ZeW61jfffENUVNR1++geP36cZcuWcfr0afR6PWFhYfTv359hw4ahUlmf40VHRzNu3DiUSiX79+9n1apVbNmyhZSUFDw9PRkzZgyPPfZYtV4XQRCEO7Fz/hUOrUuzW/fMjIbUaH4bDw5f+BoW/1q+LEmgVIDJbFtl8vZElZt/y0lXJyC+nTQNuFJEEBYcbOuNKLhCMKVobLl6U0AoWXbHmyWJPi+MRavR4K4rZfF3a9jRoh1GlbpSXpmOGrbWDMNdq+M/K37H0WiutA9AnosGo1KBf2GpbZ1JpeBEh5qY1Uq7fVOdHPm/Lk2qTGfoiViapefZrYsO8WVTk5q2ZWe9EQUyxZryc/fML8WnQGdbzvd3JsdJg2SR6Xcolq3t61SZH0DHENj31I3rqybsNPN/J665zZdl63sFUJktfNcHvr2sZFNs1eFAbU94PUrB+J0Wu/WLeisY3cQa7ObrZGosNFNQYZrkqAA48py1fKezZFp8a8ZcIYtnG0os72d/jW9HqdGad2aFAbvrecP5Ucp/1MBlkwdU7qM7fbPooytqdIW/rQsXLjBhwgQKCsofUWZkZLB27Vp2797NggULCAgI4LnnnuPy5cu2ffR6PTk5ORw9epS33nqLJ554AoAlS5Ywb948u/127tzJvn37WLFiBTVq1KC4uJixY8cSExNj289gMPDbb7+xb98+Pv30Uzp37nzTsiuVSnr27MnatWvZs2ePXaB76tQpCgoKcHFxsQWKCxYsYMGCBXZpnDt3jnPnznH06FE++ugju21Go5Fx48Zx9uxZ27rExEQmT57M9u3bb1q+6jKZTNW+vrdq48aNfPLJJ1gs5X98Y2NjmT17Nn/88QdffvmlLdgt884777B7927bckZGBtOnTycqKorQ0NDbKocgCEJ1nd+dU+W62wp01+63X5ZluyAXQHkbQS78uUFuWWxTjD+l+FZKXY2FOiRTggPJBKBDQxFOlYLtfTVrotVYmwMPPxpNSGERzeLiyTO545GjRe+oJqm2L4XeLhQ5WIPfQhdH9jUMo+fJK1WWzUur57K/B1QIdDNCPSsFuQDBedef79fVYKq0rmZuod1yiaZyQF7opsG7QGc7T6c8PThp8CrWcbRe0HXzA9ifAilFMiFu13+1NsdVEbxWCP5MSgWz9pRyTrp+t6DYfFhx1lJp/doLMqOvxv3br8h2QS5AdAbE58vU8pTYEGOxC3IBvrsos7zfdbOttt1Jsl2QC3AxF05kQouAO09feLCJeXSFvyWLxcL7779PQUEB9erVY+bMmaxZs4Zp06YRFBRERkYGH374ISqVisjISLp168Znn33G6tWrmTFjBgEB1m/HhQsXUtboYdWqVQD079+fb7/9ltmzZ/P444/TsGFDwsPDAfjyyy+JiYnBy8uL999/nzVr1jB37lxatmyJwWDggw8+oKioqFrnUDYYU3JyMvHx8bb1e/bsAaBbt25oNBpOnDhhC3KHDh3KsmXLWL58OaNGjUKhULBt2zY2b95sl3ZGRgYXLlxg3LhxrFixgn79rH9tSktLOXToEP7+/mzcuNHWZLh3795s3LiRYcOG3dLrUN3r2717d+bPn2877o033mDjxo00bty4ynSTk5P57LPPsFgshIeHM2PGDJYtW8ajjz4KwKFDh/jf//5nd4zZbGb37t089dRTLF++nOHDhwPW98rvv/9+S+f1V8rNzUWvL79jKC4utnvPGAwGcnLsb5bT0tJuuJyenk7FxjsiD5GHyOPe5OFYxUBHTu6q28rD5Fm5b+u15DsIWf+s5n7S1R9ncnCicqBfxhkD4aTjSx51SLEruU6h5IJrEENOnWTmj5t4+ri19sozuQTf9CLURguuRXrqnUxFNpg56ettOzbN2+2G5XMrNdgtl7o4VLmfuthQ5XoAZ2PlQFdZjQtoUdi/Poqr78N8Vw1OOmNVh9g4KEGbl3nD966vY+UAtXJBLUS4X3+zSpLxq+Kt5nM1Ni4uLsZRLq20XaUAD83VLAyV73u8Hct/v5PP4LX9jMH6fjMVZtqtuxuf83vJIkmVfgRRoyv8TUVHR3PlyhUAJk2ahI+PDwCNGjVi4sSJvPvuuxw7doy4uDg+/vhjlMryp7d16tQhMzOTzz77jLy8PHJycvD19bXVDjZo0ICGDRsC0KlTJ2RZRpIkdDodW7duBWDEiBG0atUKgJCQEN5++21GjRpFUVER27Ztq1YtZtOmTQkODiY1NZU9e/ZQq1YtAFtQVhYIb9iwwbb/008/bTt+4MCBJCcns2PHDtatW8eAAQPs0h8/fjwjRoyw/f7TTz8B1j8GKpWKsLAw23VxcXEhLCzs5he+CtW9vkFB5U+vvb29b5jfjz/+iNFoRKVSMWfOHFttbOPGjUlLS+Pw4cNs2LCB0aNH2x03ZMgQ3njjDVs51q5di16vJz09/bbO7a9Q1qS+jKurq92yg4OD7f1cpuK1q2o5MDBQ5CHyEHncB3l0ejqU76fF2KJIZw8VLfsH4OqqueU8VFOehDHlrYwI9gYnB4gr/z7LbxmF57Ejt1WrYcAZFQaUVA7ibocEOFDM0dCm1MzIxtFoqBSGqzARRI7dehlQWmS6nkrExbWE0GJr8GFGouiagawUFplkWU1BhebBdVPKgxULlWt4pGt68GmqCGidivTsqXH96sEET1eCiuyDvSQPF/t8LBYUgFlRXgJXrf018A5yIBGwKBSozGYkiwVZUfWr90oLibrh9mW69r07o6uKXustWOTyMlyb3lu9XAlxl2i9onKtK8BrrRQ8XlfBz1fM6K82GHBSwRtR1nRcXV0ZUF+m/XEzf6SWH/diU8kWhL7c3oPFl8wkVKjkfr9deTnu5DPYJkji4RoSv1wpL/yzDSVa17G/Nnfjcy7cf0SgK/wtVWw6/MILL1x3v3PnzuHg4MCSJUs4ceIEWVlZeHp62g20ZDBY/+hNmjSJ6dOn8/nnn7Nhwwbatm1Lly5diIqKAuDy5cu2fWfPns3s2bOvm2d1Pfzwwyxbtow9e/YwcuRIEhMTSUxMxMvLi9atW9ud66lTpxg0aFCV6Vy4cAGz2b5JW1ktLtgP9lTxCeefITU1tVrX91aUnXPt2rUrNTnu0qULhw8fJjMzk/z8fLttffv2tf2uUqnw9PQkIyPjTz9nQRCEqjTo4sNI/8ac25WDxlVJ837+uPtqbn5gVV7oBXWCYcMfEOgJL/QEtQoW74QrWdC/FZ7dm5Hw+l5cl23C1VyAqoYX6pxcyC0Gs7W2r6yJ8LVNhRVYMKFGgelPacosYUGLPypVESse6knDpCt0jLH/eygjVRoAS8LavLkuCSQpPdjVsBlBedmEZWehMMpYrimdq9Ha51VhsRAVn07rmPLoa1fTCHwLS2lyJRMFUODsgE+xjkx3J6LrBtEwMZtcSYnOAo6StS+rW2EpLRSl0DCEC0VFJDtoUFhkHM0WZFcVNQLUnDMG0jAzH3e9tRbWrFHSc0QIDibYHAeuauisLUR3oYDdEYEUODpgwVrrZtQoUSPTubGGRcNdOJAK62Ms+HX0p7mLkR8PF5Om1mB2UWOSwd9ZYnAdicF1b/74onuEghPDJWZFW9AaZfrUVLD411LOlyrxcJT4oJua/nWsD6KTXoR/75PJKrFOk6RSSoxoKPFoHWs+x4crWXbGgiTBqMYKuxGZFZLEzqFKlp6ROZcj0yVUYmi98u1ejhLRzypZdFompVhmUB2J7uF/XqPSHx9T8O05meMZMh1CJJ6qL2ozBSsR6Ap/SxX7bd5IcXExI0eOpKSkhPHjx9OyZUtKS0vZunUrFy9etNu3Z8+etG/fnr1797Jv3z62bNnC6tWradCgAV988UW189RqtdU+j969e7Ns2TLOnDlDXl6erTa3Z8+ethrm6ownZ7FYKC21f9pccZAGxXWeGN+plJSUal/f21FVuW90Pa7d/686b0EQhOsJaeBGSIMbN6etti6NrD8VvfmY7VcFUHNuV5jbtfKxpXpIyEJyd4JSI1K4L7y6CFbvB2TUtQPB0xV2nvpTimrAGQtq2iccptjBhTMBDamZmU5wfu7VPWTUXP/vqIoSogrOU+qq4FDtKP6o05AGZxNwzik/xgED/Q/F0Op8Bs4GAy5SKaU1XdHrleCt4vEX/fE3SSgca+HdPQiVu5rEry+g+OwMD51OQh2g4elfOuJcx4PiPAMmvQXPQGsb287A60BpoZHSIhPeIRVrbF3Jym7Kqd9y8HJWUL+zN84eauwfs/te/bFKLpKRcCLEzb5WunModA4tawWloX/T23wQclUTP4klfctbVY1qUvV7L8hVwaI+10+ngY/Ep12uP3iUs1piQovrB5i+zhLvtP1rAlCNSmJMUxHcCpWJQFf4W6pdu7bt9zVr1tgt6/V6lEolKpWKL7/8koKCArp06cJzzz1n2yc5OdnWr7UscMrPz8fT05M+ffrQp08fdDod48aN48yZM8ybN48333wTlUqFyWTizTffrNSfVavV4uJi35TpZurUqUOtWrWIj49n7969tv65Zc2WASIjI4mPj6dhw4b873//swtgbyfPO1Ux0Fy/fn21r++tqFu3Lvv27ePSpUukpqYSHBxs21Z2jfz9/fH09LzNsxAEQfibc9JA/WsG4fu/cdafMiYzPDML+bsDd1SrK2MdjCoXdxxlF/rE/ErvmF+RgSKC0eNJWX2yhBkZ+4DKhIKLNMRAU9QpJjrlH2dpp9a0V+TiIxnQK51wbuxFyGvNUPs5U2h0QBPogkdbP2v+JjOSquogrfaHLaj9YQssJgsKVYVmxV5V99V1clfj5F55YCk/Xwd6PFH9pqyhNxhEShBulSz65FZJBLrC31KbNm0IDw8nMTGRN998k/HjxxMZGUlaWhoLFy4kNjaWwYMH4+Bg/UMWHR3Nzp07CQ0N5dixY3YjGG/atInRo0czYsQIAgMDeeyxx6hTpw4FBQW2gQry8/NxcXGhb9++bN68mblz52KxWIiKiqKkpITvv/+en3/+maZNm/LNN99UGg34Rnr37s28efPYsmULp06dIjAwkGbNmtm2DxkyhB07dnDu3DkmT57ME088gZubG9HR0cybNw9HR0emT59u6zN8K8pqPKOjo9myZQvFxcXXHZCqrB/usWPHOHHiBGq12u74G13fCRMm2NWu/vTTTxiNRpydnW3TJ1U0cOBAli9fjtFo5NVXX2XixIl4eXmxceNGDh8+DMDjjz9+y+crCIIgVKBSwto3kebkw0vzYeMhu81VTUNU1ToJUFJKMkEkE4gfabhQRDCJ6HBBqhDkatRFWAZ3xLC2fFaAUpRo1Rr8HgsldlRTMtzdGR6dgE/vh4kcUQu1t32tpyP2rhfkVlQxyBUE4e9BBLrC35JKpWL69OlMmDCB5ORku3ldAXx9fRk8eDB6vZ6VK1ei1Wp55513bNuHDh3Kjh07yM/PJz4+nuLiYhwcHDh69ChHjx6tlF9Zf9c33niDixcvEhMTw8yZMyuVqeL8rtVVFugeO3YMsPbbrVhr26pVK8aOHcuCBQvYsWMHO3bssDu+TZs2tGhxe3Op1ahRg5SUFBITE5k6dSoqleq6c87WqlWL5ORkEhISeOGFF+jUqRPjxo2r1vUF8PPzw8XFBa1Wy/79+9m/fz/NmjWrMtANDQ3lrbfe4pNPPuHy5cv861//stveunVr20BbgiAIwh0K8ITv34Y/LsCCHdbI1cMFy+yfUF7T3NiAMw6UVAp2PUmn2ZRwsg4VodY5ELT7JxzRoeIyhfii8PdD9XwnnF5pjzLYHcsCHSU/XCT7UB5GHGkzKALvHkHYHtl2vP4cs4IgCCACXeFvrH79+qxcuZJFixZx4MAB8vLy8PPzo2PHjowaNco2ANOsWbOYN28ecXFx+Pv7M3ToUJ566in8/f1ZsmQJ/v7++Pr6snz5ctatW8cvv/zC5cuXUavVREZG8uyzz9K1a1fAOmrfkiVLWL58Odu3byc1NRU3NzeaNm3KyJEjadSovC9VWloaJlPl0Sw1Go3d4FChoaE0atTINudtxWbLZcaOHUvDhg1ZuXIl586dQ5ZlIiIiePTRRxk8ePBt90X917/+RWFhITExMfj6+tKmTZvrDh716quvkp+fz8WLF/H09CQyMpL69etX6/qCtUb4P//5DzNnziQnJ4ewsDA6dOhw3bINGjSIGjVqsGzZMk6dOoVerycsLIz+/fvf1gMFQRAE4Sba17f+XKWc2A+51ni7oFZDSeXjAAsSPs1d8ZnaA6PRyLfziwg7nUmP8IZ4t6gFfVpAhb9VCndHXJ9rhutzVSYnCEIFouly1ST5djrICYJwxwYMGFDlHGwtW7a0a9orCIIgCPcrfchENKnJtuWKN5Vloznr8EKJDof8BeDhgtFoZOnSpQCMGjUKtbpyn1dBEKrvrccqDxr32aam96Ak9xfRIUEQBEEQBEG4LYr5L1YKbst+AAoJoZgAVE+3Bo+7OziiIAj/bKJtnyDcI2WjDguCIAjCg0rdvxGmpa+jHDWzypGZHdDiGK5BsXziXS+bIPxTWETT5SqJGl1BEARBEAThtqlGdkIK9qpym6OyCE3cp3b9bwVBEO4G8a0jCIIgCIIg3Jlnu1S5WnqinXWaIkEQhLtMBLqCIAiCIAjCnXlrEDSNsF/XuQEsevnelEcQhH880UdXEARBEARBuDM+bnD8C9h9Fkr10LUxuDje61IJwj+CLLroVkkEuoIgCIIgCMKdUyige5N7XQpBEARANF0WBEEQBEEQBEEQ/mZEja4gCIIgCIIgCMIDSq5yci9B1OgKgiAIgiAIgiAIfysi0BUEQRAEQRDuL2v2IPsOB6cnodNkuJJ5r0skCMIDRgS6giAIgiAIwn3D2OY95KdmI+UUg84I+y9AzXHw9U/3umiCcF+ySFKlH0EEuoIgCIIgCMJ9wvT6ctRHztv1OCzGEx2u8PIi+OnoPSubIAgPFhHoCoIgCIIgCPcFy5ztldY5UYQZNQYcYey8e1AqQRAeRCLQFQRBEARBEO452WRGYTZWWq/EjAt5OKCDlFyYtOzuF04QhAeOCHQFQRAEQRCEe87880lUlAe6ZpQY0VTaT57xI8yvXPMrCP9UsiRV+hHEPLqCIAiCIAjCPWY4moJu4Hzcry7nEUIhAYACNSX4EYcaPQC5hGMZtwOv9BJUUwbdszILgnB/EzW6giAIgiAIwr1hscALX1MY9QUauQiAUtwpJIiy21QjzuQSYTvElRxK8CZz6lFo/i84Hn8vSi4Iwn1OBLqCIAiCIAjCPaF4ZDry4l/x5Yq1Dy6gw63SfhXXSVgAawCsP5kJbd+GAu3dKbAg3IdE0+WqiUBXECqYP38+UVFRdOjQ4V4XRaiG6OhooqKiiIqK4vTp0/e6OIIgCEJVDEYo1duvk2XUWiOKX0/bphIq+19NaaUkKq4rxqcsEfS4oTdq0L6yHkuJ0VpDXFT5eEEQ/nlEH11B+BNs3ryZDz/8EICff/4ZX1/fe1wiQRAEQShnMVmQFBKS4sY1PbIsI5tkFGprXYjeJKNRSRhNMmpV1cfKFhksMpJKgWwwUxyXR/qck0gFOpz/OIv6ShpuZGDq3ADVe8MonfkbT+48jKOlBDMqlJiRkG3puZCHlkJ0V3vsSpjxIgkjGorwo4iAq/vlUEAAFsJheRIuyyfhSSoqTMjB3hg+Go1cNwRNxzAkswUUEihEHY8g/FOIQFcQKhg2bBj9+vVDEk0+BEEQ/lFkWf7LvvstFguKCgFWVXnJskypCQ6lyYQ5WXCOz8fFX4N7DVfbvmXHVTx+9TE9v61IwqlQh2vXYBI93VEp4ZW6ZgIz8nGOcGPF+2dx3JfE8chQ/mhagxJPJxoEKGjf2JGEQhm9GRxjc2j0/RlK8gwkermh8tGwrWYYNZLz8DJYCM4rwlM20HZUTTxLSthzoACnhHwanb9CaHYuStlCqoc77w/sSbKPJ02z/Hjy4ClCC5zxw48kp3ByzmvQPr8Xb2MBtTQaSmQ1frosuyD36tXAnxj0uGFGjSMFKDFjQYEKIy7k4EgRLuSQSzhafAjmjN2IzXJqLg6jP7+ammT918kB3hgI/3kKyq6/LFf9uyA8QCzibVslEegKQgUeHh54eHjc62IIgiDcdWaLzFfHZbbEyYS5wdttFNT3uft3T5fyZD49bOFyAfStKfFqSwm18tbLsTvRwlfHZWsgZ4JiI3hoYFh9Ba9HSRj1Muu2FbHvtI7UfBm0JmSVAk1dF0wRLhTorf271EqJAZESL7eQUF5TG5pcJPPJIQvnc6BbuMSbURJOaokjaTIzj1rw+P0KUZtPgUnGIkn80bImv3dvhOZSLn1PxqP1cUcd5IpTdhGZWpmwzDxCsnI5L0nsrxfGb00iUUjFSA4S+c5qSswS3jo9gdmFmJRK6qbn0f5SCuFKBUcig9ia6oolHSRZ5rujJiSLC7UyczF4hCL3DyM22MfWdy8hw8gPeeUB5qOHM2mZWIAG8CoqJVbvxci4U3gWlxCRl0PNvBzUFjM/Z2Xx9hN9KG4SyWOGszzye7QtjZD8Qh6Ku0xssS9aBzWTh/UkoLCYRglZtIlLs+2X4+TJJffaAKjNBvqm7cRPn2vbrscZR0pwpMjueiuw4E6GbdmCAi+S8CAFFeZr9i1nC6RLDTBtvfXHQQVBnpCciwyYUZNvDoIgLzy+fQJ1z3rVfKcJgnC/EoGucM8MGDCAtLQ05syZQ1ZWFitXriQ5ORk/Pz8GDhzIiBEjUKnK36Jbt25lw4YNxMbGAlCvXj2eeuopunfvbttn/vz5LFy4kGbNmjF79mw+//xzdu3axbZt23B1dWXHjh0sX76cK1euoFQqadKkCc8//zzNmze3O97BwYEDBw4AUFxczOLFi/ntt9/IysrCx8eHrl27Mnr0aDw9PZk6dSpbtmyxlaFPnz6Atf9omfj4eBYvXsyRI0coKioiMDCQXr16MWLECFxcXABITU1l4MCBtnP9448/2LBhA5cvX8bJyYlhw4YxevRou2t46tQpli5dyqlTp9Dr9YSEhPDII4/w9NNP21276uRfHWXXp02bNvznP/9h7ty5HDhwgNLSUpo1a8YHH3yAl5cXixcvZuvWreTk5FC/fn2mTp1KeHi4LZ2DBw+yZs0aTp06hdFoJCQkhJ49e/LMM8/g5ORk2+/8+fN88803nD17Fp1OR2RkJEOGDGHAgAE3LOeGDRv45JNP0Gg0zJ8/n8aNG5OYmMi8efM4fvw4RUVFhIWFMWDAAJ588km7ayUI/1Rv7Lbw5bHywOfHODPnRynxd7l7wW6eTqbjKjNZV7tY/pYoE5sv8U0v5S2lsz9Fpuc6C+ZrKwqBk1kWLuRKBJzK4ewlA1AhKDJaMJ0t4lCBimzXsvlbZX5NlEkolJjZrbwcOpNM59VmrhRal3clyZzMlPiok4KH1prxyC5i2saTtn6nSlmm09F4Lrm5cyo8gLjgQMxqNRSB5OBBeG42NdOzbel3P3uFAmdHtraqW1YMUECOsxM54U50uJjEo0fO2/YfkJvPpQBPLoT4IUsSpY4asMicqRFIvbRcsl2d7Aao0Tuo7a7LthZ16H0yjpq5OaT5evFrywacD/SgRK0i6koKc1b+SGBhMbP6dKTYyXptepyPq3R9nztwgtgAHwZOHI5BrSI20JdTYUG0jkujqneSUenA9qAePHtlnW2dhpJK+8lYa2YVFWp/CwlEgQl3MqtI+SYMJkiwXm8JUKHHm0RS0jwo7bOO4OTXUAa63nq6giDcN8TdnXDPrVy5kkOHDtmWU1JSmDdvHqdPn2bmzJkoFAo+/PBDNm/ebHfc8ePHOX78OKNGjWLChAl224xGIy+99BIXLlwArM29tm3bxr///W+7/Q4cOMChQ4f4+uuviYqKqrJ8b7/9tl350tLSWL16NQcOHGDt2rU3Pb8DBw4wadIk9PrygTiSkpJYsmQJe/bsYcGCBbi7u9sdM3PmTH799Vfbsk6nY968eTRr1sxWzh9++IGPP/4Yi8Vi2y8uLo45c+Zw4MAB5s6di0qluq38b6agoICRI0eSnp5uW3fw4EGmTZuGSqViz549tvWnTp1i2rRpLFiwAIDFixczb948u/RiY2OJjY1l3759LF68GKVSyZUrV3jxxRcpKSm/4Tl79ixnz54lIyODF154ocqyHT58mM8++wyA999/n8aNG5Obm8uLL75IVlaWXZ6zZs0iLi6ODz744JbOXxD+bkwWmQWn7KPCXB2suSgzseXdC3TXXZRtQW6ZpWdkZnWVcVJXvxzzT1Yd5JZZec5C9zgjaqwB1LUpBxbrKgS6ZWnKfN5FttXq/hQv24LcMt9fkvF3NqMzwaDTl6sM7NrFJLO/fjiXfd0JLyhFaTZjVioJys6rtG+LK2nlge41epy5bLeskKHLuQQuhPhVWCmhMpm5GOSN2lRe4+mkN1KqsQ90DWoVWkcHUt09icxM43ioNyal9RHA4VqhTHxmAEsXryc2oHwMilTPyqMjq2SZtW2aYlDb32JWdZ3L6JUa8tQeeBkLoIr9yo7NJRR3MpGwoMWbAoJxIec6qd46BRZcyKPI7I92fjTuU7r+aWkLgnD3iR75wj136NAhevXqxbJly5g7d66tdnXfvn1s3ryZn3/+mc2bN6NUKhkzZgwrVqxg6dKlDBpknSR+6dKldrWnAOfOnSMpKYlXXnmF5cuX4+LiwsqVKwHo0KEDS5Ys4euvv2b48OHUqlWLRo0aVVm22NhYW5D72muvsWLFCqZPn06HDh3o1q0bKpWKiRMn8sorr9iOWbp0KRs3bgRAq9Xy73//G71eT+vWrZk7dy6rV69m8uTJeHh4EBsby8yZMyvl++uvv9K7d2+WLVvG66+/blu/e/duAJKTk/nkk0+wWCxEREQwa9YsVq5cSb9+/QAoLCwkJibmtvO/mYsXL6LT6Zg2bRqLFi0iMDAQKH9w8O677/K///2PunWtN2jHjx8nPz8fgLp16xIREcHbb7/NsmXLWLZsma1W/syZM7aa9I0bN1JSUkJISAhz585lyZIl/Otf/yIsLIwuXbpUWa4rV67w9ttvYzabGTVqFH379gXgl19+ISsrCzc3N2bMmMG3337LO++8Q61atejZs+ctn/9fKTc31+6hRHFxMUVF5c33DAYDOTn2N3ZpaWk3XE5PT0eWy+/6RR4ij8p5GO32L2OpsOpunEd+QUGlMsgytjq86uZxgxjXmuZ1fi+jU1WuQS7b72Z5lF0zraNDlduLnKper7umhhUg39nxOrmApYq+pFIVr6GrzlprHZpbfp1qZOWhMts39Y3IzMdLq0OWJA7XCLcFuWUO1wpDr1JRO6O81nlnw8gqy3ZtKYqcNJwN87/uuQA3nA6lbIs3SajRo8KIBxm4kIUDf/a0QtbS6yh/iPz3+ZyLPP7KPO4lMb1Q1USNrnDPtWzZkk8++cS23Lx5c4YMGUJ6ejpbtmyxfTF1797dFsgBDB8+nPj4eE6ePMm6devsamQlSeKrr76iadOmtnVlzVMjIyNt69u2bcsrr7xy3QFIKjZpbdeuHbVr16Z+/fo8/PDDtnJ5e3vj7e1t2y8oKMg26vKOHTsoKCjA0dGRSZMmoVZbb2Rat27N888/z6xZs9i2bRtvvvmmXb4dO3Zk2rRpSJJE48aN+e6770hOTrbVoP7www+YTCbUajVffvkloaGhAHz44YdMmDCBgADriJSbNm2qdv6urrfWRGvq1Kl06tQJgMcee4xvvvkGgIkTJ/L4448D8MwzzzBlyhRkWSYzMxNPT086depEx44d7QZmmTJlCrt27UKWZeLi4ujcubPt2vv4+NCyZUscHBxo2rQpTz/9dJWvV0FBAVOmTKGoqIguXbowfvx427aytNzd3YmKisLV1ZWGDRvy+OOP33cDj1V8LwGVXhcHBwd8fHzs1gUFBd1wuexBhMhD5HG9PJwdHXi+iZn/O1F+I+ihgSfrlX8+7sZ5jG7tyaenzOTqytc911DC+WptbnXzeKGJzKrzZrtAvaIn6ysI1Ku5GG9AAVgof/JfolKQ6OlU6ZjRTax9dJVX8+jnLhPqBskVupFa+/IqWHrWzE/N69D3+CXUFQphliQ2ta7//+zdd3wURf/A8c9eS+9HKmkkhNBbKNJDr4IIiIogIogioo+Civ5ERbArKog0QalKfQgIAoIQQIRQDR1CS4X0XJLr+/vjyCVHQvNBAZ3364Xm9mZ3ZvcuufvuzHwHN72RsJwiUKmwKJUgy5wJDST4Sh5OZjMABpWS9Y1rVn0CwJZ6EYzcWt4LLAM7aoc7lFFarBhUStQWK43T8qhWoONAjSDMCgXP/ryPH1vVI8vbndjUKwzbfvjqgWQ89Xqu5WYw4mo08t6qTTw5YhB6jYrT/lpMCgXqCiOLAAYmJbP4gcaYKtwwyPR2o/4lUJnNmJVKh6RPvoZcfI351z3XMtf+tfbl4g3LX9uLbMQJNYbr9ixbUVKML5KTAt+Rzezb/ym/56KOv7YO4d4jAl3hrouIiHB47OzsTNu2bVm+fDkpKSmYTLYsips3b2bz5s1VHuPYsWMOj9VqtUOQCzBu3DjeeOMNFi5cyNatW2nRogVt27alVatWKJVVz/+KiIjgySefZOHChTz++OPUr1+fli1b0qlTJyIjI296bqdOnQJsQ48HDRpUZRmLxcKJEycIDg62b+vRo4dDAFatWjVSU1Ptdx/LjluzZk17kAu2AL8syL3d+q83dLsqarXaHuSWta9MxTnT/v7ld/DL2m40Glm+fDkbN24kNTUVpVJJVFSUPZNoWbnHHnuMffv2ceTIEXr06EGzZs1o3bo18fHxVQbl77//PllZtiQl/fv3d7h+vXr1YseOHezevZuePXvStGlTWrVqRadOnSp92AnCv9W0eAVhHjIJKVbCPCReb6EgyP3vvRHk5yKx81ElU3+3kpIv07OGgvHNbr8N7UMlNjys4MsDMhcKbFmFi68mo3okVsGrzSVM7bUsW1/I7qMG0qxK8iUlkrOCatEutJMUFBhtwa9KCQ9G2RJYVeSilkgcrOS9PVaO5ch0DJN4vbkCN43EtkFKPkmSSHixI33W7kdK1ZHh7c6K7k1oGONO8L40QlMuka71wejvQc1gBeknzRyqFUFkaia5rk7srhOJtxmCCkvBSYGnVs0ZnQKLDJ6ymcuhvmxqGEX9S1eQJQXngqrRNfk8wbmFnPP3wV1vQpJlUoL8aJSah8HFhXCdgT6rdqItyifP1YXJy7YCtmBQwtYjXCP3CtUL84nIzue81tt+vjEZV5gZ35JNdaPp+EcKRV5eqCQF2+vE0jm5/DO4WKUmJjObRbN/4Nt2jdG7yDxycDddD59HbbFSqHFldf0WpHl40f7UaSJ1l2iae+RPvFtwmK97rbIg1wpY0QAyGq724Pm6g48bxEVBZj7yhSuYzWoKTP441w3H6/MeqIIrD8sWBOH+IgJd4Z5kqTCkynrNneKqFBfffOhS48aNWbNmDbt37yYxMZHt27ezatUqwsLC+Oijj4iOjq5yv+eff56BAweybds2du3axdy5c5k1axbdu3dn0qRJN0xkVNVQwFtp/7W9jNd7bLlm6Nmdqv9mrm1Pxd7Zis9V1Vv65ptvsm3bNtq3b8+LL76Ii4sL586d4/Dhww7l/Pz8+P777zl06BA7duwgMTGRLVu28PnnnzNhwgR70q8yWVlZ+Pn5kZOTwyeffELTpk1xdrYN+3NxceHLL7/k5MmTbN++ncTERD788EO++OILnn32WR5//PHbOn9B+CdSKyVebSHxaou7O6uptp/Ewp63l3yqKl0jFHSNuP7zzu4SIx/xZuT/UEeEl8TcbpXb2ipEYlWIEvCC58pv/r1d9sOgcCzWMJBBeU1GabOhLpJagWy1LflqseKwfq3eLOOsUgHOQENStqSzd3s+D4S50HZwLGadieyj+VRr4EdOaik5V3T8clFF8hkLmaVOTKv/AH7VNMxqrCfkQg4oJdQRnmz74RLhy/YRVpSP0mrl2+VrmdmsGXkaDU0uZFAvP5eMRtX5vq+Gxs1qUnosm/+blc2pal6oY8IJyy+keomOE9X8+aZVM/bWrE70lcvMX/419S6ftwedR1wbsqxFHY4HB7GxaQQnP3gZFeY/df2rmvdb9qlnRk0xfiiw4E62LShuFAE7p4Kb45BwCVADWgTh/mS97jiFfzcR6Ap33d69e9Hr9fagxGAwsGvXLgAiIyMxm80kJycTHx/Pxx9/7LBvcXHxLWcNzs/Px8vLiw4dOtChQwfMZjOvv/4627Zt4+OPP2bWrFnX3S8gIIDBgwczePBgMjMzGThwIBs2bKBFixb07t37unVGRdnmL2k0Gn766Se8vb3tz+n1ejQajT1ITE9Pv6XzANs81507d3L27FkuXrzokNE4NTXV3st7O/X/Hc6ePcu2bdsA29BnDw8PezsnT57sUNZgMGCxWGjUqBGNGjXihRdeYNGiRUybNo13332XTp06OZRv164db731Fo8++iiXLl1i5syZvPTSS4At4C8oKKBWrVrUqlWLUaNGsXXrViZMmMDnn39Ox44dxRAkQRD+VtcuVVRG5XQ1cL76p/naP9HOKsf9anQOpkbn8hFBTh5q3IJcAXD1dyEUaFRlTe7QpHx0zPAG3jClPgDWQgNhHhriJQljkQm1e0ylG5fuzYL4vFkQFqtMiRk8NLbno4GH9GZKC4xseD2LHLk255RuuEklOD1cl+gujXgr8RyveTmR5+yKBmOVrbNlWVag4Po3u60oUWIpD3hVSiRvVzBZUPdrjvfMZ2DvGUjPgQebVwpwBUH4ZxOBrnDXpaamMnbsWEaPHo0sy3z77bf2Iaj9+vUDbEmKtm3bxocffkivXr1Qq9UkJiYyd+5ctFotM2bMIDw8/Lp1yLLMyy+/jF6vZ8CAAdStWxej0WhPJFBQRQIUsAVmQ4cOpXPnznTp0oWQkBBOnjyJ0Wj7YC5LsFQxWFy8eDHBwcHUr1+fbt26MXPmTAoKCnj++ecZNWoUISEhnDt3jpkzZ3LlyhVGjRrFkCFDbuua9evXj0WLFmE0GnnxxRd58cUXCQgIYM2aNSxfvpzq1avz9ttv/2X1/1kVh4jPmjWLvn37kpGRwdy5c+290xs2bGDYsGHMnTuXdevWMWjQIJo3b46zszOnT58GbMOfr+2FHj58ON7e3owfP54JEyawdOlSunTpQr169Vi1ahXTp09nwIABtGrVCi8vL5KTk+37FhQUiEBXEAThKoVnecZpjUflJFkVKRUSHtfk15KcVbg6q3j429ZYLa0wFhhx9i0/Zv+hJgrmz8dqlrGicAxWgUL8KSAYK0qcKUTLOZRV9Poqr66dKwHs/QiaVTEyq33VySYFQfjnE4GucNc1a9aMo0eP8swzzzhsr1u3Lj179kShULB//34SEhJYvnw5y5cvdygXHx9/wyAXbL2XYMsWPGXKlErPl2XnvVZBQQEqlYr169ezfv16h+dcXFyIj48HHOcZL1y4EICnnnqK5557jsmTJzN+/HhOnDjhkEEZIDw8/Lp130hwcDATJ05k8uTJXLx4sdJx/fz8qFu3Lmq1+i+p/88KCwujTp06HDt2jGXLlrFs2TLAltChT58+JCQkkJqaislkwmAwkJ2dzddff83XX3/tcJxWrVo59E5X1LFjRzp06MCvv/7Ku+++y+LFi9Hr9eh0OubPn8/8+fMdykdFRVGz5vUTvgiCIAh/nkIpOQS5Ds+pJMwD2qFcsQ0JWy+uHg/yKB+lpMeLHMLxp/KavXbNa1Yd5ArCv4TIslw1EegKd11oaCjjxo3jiy++IDk5GScnJzp16sTzzz9v7ymdNGkScXFxrFixgjNnzqBUKomOjmbQoEF07dr1pnW4uLgwa9YsEhISWL9+vb1nMCwsjIEDB/Lggw9WuV+TJk1YsWIF33//PTt37iQrKwsPDw8aNGhg7x0FW1A+evRoli5ditVqJSoqitjYWMAWlC1cuJC5c+eSlJSETqcjMDCQTp06MXToUPvw3dvVu3dvwsPDmT9/PocOHcJgMBASEkL37t0ZMmSIPcPyrdav1+sd1pmtyNfX95aHiN+IQqHgs88+Y9q0aezZswer1Urr1q0ZN24c+fn5/P7771itVpRKJS+//DJt2rThhx9+4MiRI5SWlhIQEEDXrl0ZOnToDeuZMGEC+/btIyUlhTlz5vDcc8/RuHFjFi9ezP79+yksLESr1dKuXTtGjBhx3WRkgiAIwl9LsWQ0lva1MI1diBPF6Km8rnspXlXuKwPS4Dbw6ZN/bSMFQbgvSfKtZqsRhDusT58+ZGRk0L9/fyZOnHi3m/Ovl5SUxOjRo6t8btKkSfTp0+dvbpEgCILwT2Qymeyja4YPH45araZk7SlKH/oajbWEXCIcyqvQE0KywzazqzvKwgVIyrubPE0Q7gWjB5+qtO2bZTF3oSX3FvHXQRAEQRAEQbirXB+Mwc3fghu5qCmp8IyMO5cdFhKyhvihKhJBriAINyaGLguCAEBcXBxJSUl3uxmCIAjCv5SqMB8FVoI4TjE+WFDjSj7qsvVvsc1FVOycUjkdtSD8i1nFFN0qib8SgiAIgiAIwl2nCrXNxZWQcScXL7IcglwAaXg8RPjfjeYJgnCfET26wl2TkJBwt5sgCIIgCMK94tWH4KkZNy7z1dN/T1sEQbjviR5dQRAEQRAE4e4b3gmeucFKCi/1AVfnv689gnCfsEpSpX+CCHQFQRAEQRCEe8U3o8H4I+yYDA3CwcMFYoJgzwfw2fC73TpBEO4jYuiyIAiCIAiCcO9Qq6BtXTj8+d1uiSAI9zER6AqCIAiCIAiCINynZDFUuUpi6LIgCIIgCIIgCILwjyICXUEQBEEQBEEQBOEfRQxdFgRBEARBEO4r1iwdhrUnkDydcOobi+SsvttNEgThHiMCXUEQBEEQBOG+YVy0j8InVmJFCShQVnfH59BYFH6ud7tpgnBXWMUU3SqJocuCIAiCIAjCfUHefRLFE5+i5RRaTuFMHtbUAko/3nG3myYIwj1GBLqCIAiCIAjCvU+Wkft+iAojAAoseJCOimLMv568y40TBOFeI4YuC4IgCIIgCHfdiTQzicl6qnvKdI5zRa1WOhY4fxlFdr7DJgnwIg2T5Pu3tVMQ7jUyYuxyVUSgKwiCIAiCIPxtctan4bdUidUZSlrko0m6yKkVZ1DuOMNjJWdwpQCLQomlQRimjq0wX9RhvZCGW/IfKKDSV3oFVjRy8d04FUEQ7mEi0BUEQRAEQRD+cqUXdJxstwy3i+dogw4lJoo3nscABF0tU0wIJfigsMooD5lxOrQOdwqQATMalNc5tiQDmXkQ6PO3nIsgCPc+MUdXEARBEARB+EtZzmRDzDgaXfyJmhxHSzqeFKDlLMWoycETPWpAQsYNC+4Y8aSI6pTghwSor87NvZYMsPcMpuqj2PfGur/xrATh3mCVpEr/BNGjKwiCIAiCINwh1pRs9MuTka0Szo82QHJRo5vxO4pP/svGWjEsbtCRF7b+Rt2MTDSUcp7qZKO9urdMMNloKXA4ZjFaXMmxPzajwoAXIOFEASpMAKgtFpq8P5/ti3cT5WIidfXbtIx1+5vOXBCEe40IdG/RrFmzmDNnDhqNht27d9/t5ggVJCQk8M477wCwceNGtFrtDcu3atUKo9HIyJEjeeaZZ/6OJt5Qnz59yMjIoH///kycOPGGZa93ruL9KQiCINwpRaVWluzUcyrVRCNXE4O6e+LkpQHAkFFCxsKz6JLzMTmpsAyuSfDRdPJ2ZaPef4zQs7+hwUgRweS+uY31dWtxNCCI3gHBbAxvxZc/rMfJbAGU5ONXIcgFkMjEDx8KUdr6aa9uLf/ZhIY8oigblFhMNXw4j5pSAJSyTLsLJ9Ch5VzXyeyrF0KzKb1A6wmFJVA37K++fIIg3CNEoPsXu90gTBCE/01cXBwAzz//PE8++eTdbYwgCMI9zFBs5sLhQtx91Zxcm87JXXnU97LwbkQMZ/NsZf4L/DwnmdeCdeg9ndm7JouYtFyCuEgYqZjnqrhINAX4Ah6kEY/sZMUsSRyICuT7Vk2ZvGkjjc8X0/j8Jsf6UVdqkxUFJlQor/bSAjiTZ/+5FD8cZ94pKEaLN5fsWyTAlTxapuWhvnQKecM2+3ZcnaBZNIztCQ8/8D9dP0EQ7m0i0L1FgwcPpmfPnkhizPs9p2PHjjRq1AgAH59/ZxIK8f4UBEH45zu/O5sjEw7idK6AwC6BBLzThF9TJZxUEl0bOaEu0HN59UWUrir8+4dh1KhYfUamwAB9I2XUO9IpPp6PbJHJ/C2b1MRsVAYLVqDQ1YkNrWrxmasf1vK4Eo3JTOiVQtJ/uYBJpaCm2UooZ6lFsr1MNbLYQzt216hJ3QtXUBtkFMj0OnqaQScP4242VHk+7pRim2Fb/tmlxoQTJmTAAniTiQs5yEgU448e70rHsVwNmGUgxS+An2IbE1KQw4PH9gPXZGkuMcD2o8jbj6EfPRC5QQ2cetdEOT0Blu0EhQKejIc3B4DyeqmvBOHeIubkVk0EurfIy8sLLy+vu90MoQpubm64uf275+CI96cgCMKdYTDJrE3ScyrDQrMoNQ3DVbz5g47tx4y4uipoUN+VFzs6ceAyHMuRaR8q0Te6vIfxj4smfvq9BKez+US5WqnXxpfIJpX/PufqLLz0QSa+m86jUUs0eaEmjzxSjTmHLXySoOPxZUnEnUxn9kNxbGoSCUCz8yV0cXJDinWj8JKSNR8VYVHY6p64IJ9JS3agLbQN4d3+vAsru9cjQ+uJZLXyW0o2LiVmal+8Qp2L2SiAireGd9cOwb1YT5OzGVzWujH2l12cDPQnxUtLcK4OBeBktgJQnfMO56LAyqXaFg6FBtIo5TIAgeTgTz6Yr3+t1VgIJYt0qmFBiQYDkZxDiRENhXhcnZdrUii54BpOkK4ADcUY8XA4Tgka/IAVDVry6GPjsFwNUBueT2P3N6/ianFMYiVf/a/zNz8io8DwnAfOFJQHxG//QOJ/zxC9eixBHyyFb38BSeLsI134auiTbLkIJ3Jkgo06Xjn3G8ujm7BL6YePs8RH7SR61lBwYOoWWs/9EY+8fNY3asETDz2Dv78LT9eXGNNYgbtGwmyVeX6LhfnJIEnwWG2Y101505vWl4tl5ifL5OplBsQoaBYkghxBqMo9GeiWzVn88ssvuXLlCosXLyY1NZVq1arx4IMPMmzYMFSq8qavX7+elStXcubMGQBq1arFo48+SseOHe1lyuYwNmzYkGnTpvHxxx+zbds2NmzYgLu7O5s3b2bhwoWcP38epVJJ/fr1eeqpp+w9hVXNgdTpdMybN4+tW7dy5coV/Pz86NChAyNGjMDb25u3336bdevKs/91794dgKSkJPu2lJQU5s2bx759+ygqKiIwMJAuXbowbNgwe/CWnp7Ogw8+aD/X3377jZUrV3Lu3DlcXFwYPHgwI0aMcLiGR44cYf78+Rw5cgSDwUBISAi9evXisccec7h2t1L/rUpOTmbx4sXs37+f4uJigoKCaNWqFU899RTe3t5YLBZ69uxJTk4Ojz32GP/5z3/s+1osFrp27UpBQQEfffSR/bX79ddfWbp0KSdOnMBisRAVFcXDDz9Mnz597B8E1xsefuzYMaZPn86RI0dwc3Oje/fuPPvss7d1TmXKXv8uXbowcuRIpk2bxuHDh1EoFLRs2ZIxY8ZQvXp1wPH1mjJlCt26dbMfZ+zYsfz22280adKE2bNnV6rnxIkTfPnll/zxxx+4uLjQrVs3nn32WVxdXW+pfdfO0c3MzGTevHns2rWL/Px8tFotbdu2Zfjw4bc9jL7ie6q0tJTq1avTp08fBg8ejFqtprCwkG7dumEymXjllVcYPHiwfd+CggK6du2KxWJh0aJFxMbGArf3u9u8eXOmTp3KrFmzSExMJDc3l/DwcN544w3q1atHUlISo0ePtu83ffp0pk+fzqRJk+jTpw+yLLNy5UpWrFjBpUuXcHFxIS4ujpEjRxIVFXVb10IQhH8mWZZ5+psCfjtlGzY7f1spQd4KMvJtAZ5OZ2XXbzp+uKDAqLYFU5/vl3mpqcxn8Uo2HDTwn3n59DqXio/ByBHgyNpMOo0Kp+WgYIe6npyQyjNzEq/OVwXD3hQWGjoz6rKWD7/7jSZnsljWoQ7/bV7Tvs+OqCBki4zaaCXXWWMPcgFMKiU76obR/7eTAGgLS/G8UsyKZjEA/B4WQJ0zV+hyMKXKJTd6HjyNUaFGbZGRlGbeH9ia81o/ALY2qkG7I+fpu+cUbsaqI1edq4bmx1JxQY8VBb4U3tI190GHFzrMqAgkGRWW8tcD+G9Mc6a0HUSeiwdh+Zf5dNO3RF/OphQ/ZCRy8CKUPwB4pdcT9iAX4HBECKsbNOfxgzsd6pQcfrbick3yK4CQC5doPreUs7O3oLHa2hT1/U+oc3w52uFBQOKSxoNxMV1sUSqQq4enN8l0yDjJts9m2o91zKMahRoXCvPhtUSZpScs/P64ksm/WZl1pLzO+cmglKzM6Xb9nuSsYpmmCy2k6WyPP0mysLSXgkGxYiEVQbjWPf1bsXjxYiZPnkxKSgpGo5G0tDRmzpzJK6+8gtVq+9B55513mDRpEkeOHKGkpISSkhIOHjzIhAkTmDFjRqVjmkwmnn32WX766SdKS0uRZZkNGzbw+uuvc+zYMUpKSigqKmL37t0888wzDkHptV599VUWLlxIWloaRqORjIwMli5dyogRIzCbb3AL86rdu3fzxBNP8PPPP5Obm4vJZOLSpUt8++23jBgxgsLCyh8Sn332Ge+99x7Hjx9Hr9eTl5fHzJkzHdr53//+l6effprExEQKCgrQ6/WcPXuWL7/8kueff97etj9T//WsX7+e4cOHs3nzZnJzczEYDJw/f54lS5YwbNgwiouLUSqVdO7cGYAdO3Y47H/kyBEKCgpwc3OjdevWAPbXuixw1uv1HD16lHfffZd33333hu05fvw4I0eOZO/evej1enJycli8eDEvv/wysizfcN8bSUtL46mnnmL37t0UFxdTVFTE5s2bGTZsGOfOnfvTxwU4f/68vc2lpaXk5uaydOlSXnjhhT/V5hMnTvD444+zevVqLl++jNFoJD09nR9++IFhw4aRkZFxy8dau3atw3vKaDSSkpLCF198wdixYzGZTHh6etKyZUug8uu7c+dOLBYLYWFh9iD3dn93CwsLGTZsGMuXLyczMxOj0cjp06d5/fXXb+n6fPvtt3zwwQecOXMGg8FAfn4+W7ZsYdiwYZw/f/6Wr4UgCP9c+86a7EFumbIgt4wEuJQ6lpl+UCanVGbGxmJCC4vxMTj2IO5amorVUv536mCWTMstJ+1BLoCT2ULWl8dQmy00PpMFwO561R2Oo80tJd3ZlQue7hRpNJXaf8Xb8QZ1cI7O/rNJraTFqTS8i6seRuwqGwm25ALwe1SYPcgts7NeGM5X25tKhMNzZklBzT8s1NVfYn6PBnw0sCVm5Y17GS1I5OEO2L6MulCMskKQC5Du6sdrnZ4kz8XWg3vR258XeozCVbqMK9lYMGHAggIrJoWSi77VKtVzRht4w3Zcj07jTNuU4/Ygt8zEratRWSp8x6ui99U1vzxwNiqVvB//kMPzh6/AmjMy3x2r/Nm19MSNP8/mHJHtQS6AVYbJe6zX30H4V7BKlf8J93ig+/vvv9OlSxcWLFjA9OnT7b2rO3fuJCEhgY0bN5KQkIBSqWTkyJEsWrSI+fPn89BDtj8o8+fPrxSoHjt2jEuXLjF27FgWLlyIm5sbixcvBmzZeL/99ltmzJjB0KFDqVGjBnXr1q2ybWfOnOH3338H4MUXX2TRokVMnTqVVq1aER8fj0ql4oUXXmDs2LH2febPn8/q1asBKC4u5v/+7/8wGAw0a9aM6dOns3TpUiZOnIiXlxdnzpzhs88+q1TvL7/8Qrdu3ViwYIFDj+ivv/4KQGpqKu+//z5Wq5Xw8HA+//xzFi9eTM+ePQFbsHDq1Kk/Xf/11KpVC39/f1544QXmzp3LokWLGDBgAGALDst6tst6N1NTU0lJSbHvXxYYxcfH4+TkxMGDB5k3bx4A9erVY/r06cydO5e2bdsCtl7cDRs2XLc9n3zyCQaDAaVSyejRo1m0aBETJkwgOTkZk8l03f1u5tixY3h5efHhhx/y/fff8+STT6JUKikoKGDq1Kl/+rgABw4cICYmhm+++YZvvvmGJk2aAHDo0CE2btx4W8eyWCxMnDjRfvNg4sSJLF26lHHjxqG42gNwo5s4FaWlpdnfU507d2bOnDksXryYcePG4eTkRFJSEt9++y1Q/voeOHAAna78k7js9S17/s/87p44cYLc3FwmTJjAokWL7EF1RkYGJ0+epF69evbfL4AnnniC1atX23uHlyxZAkDv3r35/vvvmTZtGg8//DB16tQhLOzeycJZdqOojE6no6ioyP7YaDSSk5PjsM+1Ny2ufZyZmelwM0DUIeoQdVRdR07Rrd1UtCgdvz6ZrJCnhxydjEsVN7r1OgsmQ3nAdDarEI/SymvCehfpMSsU9hzDvleHIQNIVhlPXdVBapk6F644PN5Xy7EXuao6bWT8ySeQHNSYKHLR8OiBAyz/fgErvlvAkP1JWCUJ09XzvkQUx2hEDloO+dZkVI/nSYnw46X+ffk1KhqTWcNRVQRHieQiAZip3ENpRcElAinCCbUinyJPI0alY3IqBRLma+bJZnj4cs47AAVmVEg0ZB8ulKCyWuhw+lilerqeOHzDa3Y926LqEFCUX2m7l74E55t8j8hy97b/XKrWUOhSeVTWxTwDaioHqOYKm6p6714uqfwezSq2/f+f8Dt4P9ch3HvuyaHLZZo0acL7779vf9yoUSMGDBhAZmYm69ats79hO3bsaA/kAIYOHUpKSgqHDx9m+fLl9iysAJIk8dVXX9GgQQP7trKhvFFRUfbtLVq0YOzYsdedJ1Fx+G/Lli2Jjo4mNjaWrl272tvl6+uLr6+vvVxQUJB9uOjmzZspKCjA2dmZ8ePHo1bb/rg3a9aMp556is8//5wNGzbwyiuvONTbunVr3nvvPSRJol69evz444+kpqaSmZkJ2HpzzWYzarWaL774wj6c9p133mHMmDEEBAQAsGbNmluu393d/UYvEwDR0dGsXbsWZYUPpFdffZVffvmFvLw8zp49C0CDBg0IDg4mPT2dHTt2UKNGDQC2b98OlAdCq1atAmxzT7/66is8PGx3c+vVq8cjjzzChQsXWLFiBT169KjUljNnznD4sO2DbejQoTz99NMAxMbGEhISwrhx4256PtejUCiYPn06oaGhANSpUweLxcLChQs5ePAgqamp9kDydoWGhjJjxgycnZ0B27n279+fy5cvs3LlyirP9Xr27dvHxYsXAXjttdfs+9asWZMuXboQGHjrd7jXrl2LyWQiODiY5557zv470aFDB7Kzs1m8eDErV65k1KhRtG/fHmdnZ/R6Pbt27bIPZd6zZw9Q/vquWLECuL3fXYC33nqLLl26ADBixAj7cTMzM4mNjbW/LmB771R8XPY7W7t2berUqQNAmzZtkGX5nkriVfFvBlDp90+j0eDn59jTEhQUdMPH177eog5Rh6ij6jraxKpxd5bQ6cu/EFfzlLhSWP5Yr1Gic3UMyBr5Q7SPRLeGGv6b7Ubc5RyHnoSoZt44uZZ/b+hV25NRjcOoner4RbrpiAi0RiOZvm4E5xbz6Naj7I8JQu+kRrrOyBUZGQkJpcWKq96IVQKzQsHPzaLYFFejQkGZIxH+dN+f4rC/EwaqcwU39ABoMNHt5HHq6NPsZZ77bTdYwNlUHqynE86s5p1Zf3VodWROMSUaDZ7FBsYm7ENtlrCgJB8PzCipQbpDvQW44YKOUJLRWI34VDGILKgkm+qF2aR6lk+1cTXqCdTlYSAIUGHAAxcKkJFY8ON0Hn/sBXZFxuJeYuCJzX+g1DlVed1uJik0ml0Rtfh03UIUFa79zzEN0Tm72B87Gw3oNY51nKgWzCltEDHZGXjpS+l06gi/xJR/71QrYGAdZ7xcZZ7Z7Bjs9o0u/zyq6r37sFnmq4OOvcwDYmz7/BN+B+/nOoR7zz0d6EZERDg8dnZ2pm3btixfvpyUlBR7z9zmzZvZvHlzlcc4dszx7p5arXYIcgHGjRvHG2+8wcKFC9m6dSstWrSgbdu2tGrVyiFwu7ZtTz75JAsXLuTxxx+nfv36tGzZkk6dOhEZGXnTczt16hQAer2eQYMGVVnGYrFw4sQJgoPL78j26NHD4Ut5tWrVSE1Ntd+VKjtuzZo17UEu2AL8siD3duu/NtioitVqJSEhgbVr13LhwgV7j7LRaLt7XPZ/gK5du7JgwQJ27NjBk08+ycWLF7l48SI+Pj40a9YMgJMnbXOMmjRpYg9ywRastG3blgsXLtjP4VoVhxCXBUVlWrdujUajcWjP7VCpVA7BE0Dnzp1ZuHAhYJvzHB0d/aeO3axZM3uQC7b3e5s2bVi1atVtD4uueG3at2/v8NztBLkVj5Wenk7//v2rLJObm0tGRgbBwcG0a9eOTZs2kZiYSLdu3exDz2vVqmX/nS475u3+7pYNfQfbe79Mxbuy1zN+/HimTp3Kxx9/zMqVK2nRogXt27e/pfe3IAj/Dh4uCuY968WUlTpOZZhpFq3m7YEe5BRZ+WCLgd9zJErdNAyKkDiTD8dzoX11ia8728LaV/u5Y7bCbjmIRpk5eJjM1HrAm+4v1HCox0Ut8cKseqySjcRtO4NCAu3IGBqNr82eM6VMP10b3yUHqZWay5xP1/NT8yguBHmT4+6KuUII7Ww0Uf1KPpl+npRq1Mzv2ZjZkoTaZKXIVYNniYFSJzXexXqqZRdzSevFLw3CaZ98EbNSgdZSQIQ1C4U9PRMYURGqd+wZBmhz4RwnQ0KplZZr35ZUs/yLfs7VvB4Nzmc5DMkG0GFrt6pCD6YGExGcQcONP4/bnj3B0sZt7I9f2pMAJk+cyceVbBRXhztLyITnZ7Pz67fIcXUnyS+WhU060LDwhH1fx/zONj80eIDQghxaXSj/3Mx1ceNgjZq83MMHRdSz8MZi5LxiDjVrzKhuowBQWcw8cmg3k3/+gbGDn2FzjXp4uyqY0kZCb3bjIff36bE7kQ7qfAa09SbNBOcLINoHPmirIMJLYlRDiQKDzAd7ZYpN8HBNidldb3yzvH2oxNxuCqbssZJTCo/ESnzc/p4eoCn8DayV3tkC3OOBblUslvI/nmXzdG+kuLj4pmUaN27MmjVr2L17N4mJiWzfvp1Vq1YRFhbGRx99dN3A5fnnn2fgwIFs27aNXbt2MXfuXGbNmkX37t2ZNGmSQ6/vtW51zuW17b+25+l6jytepztZ//V88cUXLF68mEaNGjF58mS8vb1JTU3lo48+qlS2bOh1cnIyeXl59t7czp07V7pmVfWO3s581T/bu3o7bvQ+/F/mAwPXvdFyMxXfF7fye3Ijt7p/2XulW7dubNq0id27d2M2m+2vb1kytls9ZlXv/YrndbuvbefOnXnggQdITExk586drFu3jqVLl1K7dm0+/fRT/P39b+t4giD8MzWtoWbVeMel6sKrKflxVOU1X6/lopF4b7AHDPaAa+axXqtZkIJmCXGA4822GjVd+ey7uhg/iSJ73SUa+DrxWK/qKFQK/siy8N7qEtIzTcRqJR5XFlHb341qvYNQOCn5alU+c88qkWSZZ4JNxJTmYv3yD9wK9aS3CWVWXCy51mCO9AwhI8gLzYrDjN19BY3Fggxk4YtJUmJQKfC4ZnRujpsr03q04OHfjtLxwEUUgKuhvND+kOp46vUUO1W+TrZeZ8fPQw9KUV7tRb4ePe7E78oj7OxODH5WmqddoEZ+Fq7koKgQNF8bwPqV6DCFWeiUuhenq/NprTjO1zM6aVgxahjS6G40DShB98L3qHYkI9UOwfeTx0lucPWmdpvO8HRnJKAxcAnYlyFz4LKCB56KJ7JaR9ZR2fNNPOHFXvbHo6soAzC+uZLxzW94GSoZUV/BiPoiuBWEm7mnA92yREJlvVwGg4Fdu3YBEBkZidlsJjk5mfj4eD7++GOHfYuLi285a3B+fj5eXl506NCBDh06YDabef3119m2bRsff/wxs2bNuu5+AQEBDB48mMGDB5OZmcnAgQPZsGEDLVq0oHfv3tetsyzLq0aj4aeffsLb29v+nF6vR6PR2L/Ip6enV3WIKsXExLBz507Onj3LxYsXHeYepqam2nt5b6f+m9HpdCxbtgyw9ZrVqlULsA0R/eKLLwDHgK9mzZrUqFGDlJQUEhMTK83fBNuc35SUFPbv349Op7MPKTGbzfb3QExMTJXtqZhB95dffnG4UZGdnX3TmwA3YjQa2bNnj31+KMDWrVvtP9eoUQMXl/IhTVeulN8VLyoqsvdUV+XChQsOjyu+368d3XAzFa/Ntm3b6NOnj/1xeno6AQEBtxxER0dHs2vXLrRaLQkJCfZh7gAlJSW4uLg4BKCtWrXC09OTwsJCDh06RGJiIpIkOfSuR0dH35Hf3duRn5+Pt7c33bt3p3v37uj1ekaPHk1ycjIzZ85k0qRJd7xOQRCEP0tTzZng4TUdttUPUPLD6IpL6zgG5GP7ezPWYYsfjCz/HjAEAE/749Ut2vLRrvrEpGUiu7uQnivh29ofVWk2niMXobn6eWmWJMx6F0Zu+436piPgHAB6J7onneWbnk2RFRIZXl646I0oMZPh40ZQXvnNShcnHUqDY6ArAak+4Wjzshy2X/IKwcVUirYkl2KcsaIkMrMQMmXMuKIm3yHIvZ4dNerwcXxfZj3QlYlbVvHgiQMUaZyRogJwH9URzQu9eMz+Pccdp8XP3fSYZZoFSWJJH0G4D9zTgW5qaipjx45l9OjRyLLMt99+S1aW7Q9iv379ANuSNtu2bePDDz+kV69eqNVqEhMTmTt3LlqtlhkzZhAeHn7dOmRZ5uWXX0av1zNgwADq1q1rz6AMtmVRqnL27FmGDh1K586d6dKlCyEhIZw8edI+JDY/Px9w7HVavHgxwcHB1K9fn27dujFz5kwKCgp4/vnnGTVqFCEhIZw7d46ZM2dy5coVRo0axZAhQ27rmvXr149FixZhNBp58cUXefHFFwkICGDNmjUsX76c6tWr8/bbb9/R+pVKpT2QXbBgAU8++SR5eXksXrzY/nrt2bOHrKws+/DpsvrXrVvHkSNHCAwMpGHDhvZj9u/fnw0bNpCfn8+4ceMYPXo0arWa7777zp4htyzZ1bVq1KhB8+bN2bt3rz1JUvv27cnKymLGjBn2QPfawPJWTZw4kXHjxlGrVi0SExPtSY7i4uKoXr06sizj5OSEwWBgxYoV1KtXD4PBwIwZM8jNtQ35unz5MkVFRQ7Dsvfv38///d//MXjwYIqLi5k3b579JkdZoFoxOE1ISCA2NpbGjRtXamNcXByRkZGcO3eOTz75BKPRSIMGDdi/fz9fffUVzs7OjBo1ikceeeSm59uvXz8WL15MdnY248aNY9iwYWi1Wo4dO8aMGTMwGo1MmDDB3mOrVqvp2LEja9asYe7cuWRmZtK4cWOHIdMDBgz4n393r0ehUGC1Wvn111/RarVYrVa6du3KsGHDCAwMpF+/ftSsWZOCggJ7oomy31dBEIR/k4daOPNQi0Dg2ikt3uibPsuVb/bjhhWX7rE81juKg1fg62+bYt5zmd6/nKJZaQG13TNIahKBW2kJrZb/TvHGIqxAobMGbzeZcP1FQosPk0cU0jXDK/dEN8SYaaFx2mEkZI4E1iXVK5juJ38BwA0dElZkFICEG3l4UXlYtW2WsmMgPXnjMp7Yv50lrTvTp7YGS49+eLwzEDxcKu0vCMI/0z0d6DZr1oyjR4/yzDPPOGyvW7cuPXv2RKFQsH//fhISEli+fDnLly93KBcfH3/TL8p6vW3YzMmTJ5kyZUql56+XAKigoACVSsX69etZv369w3MuLi7Ex8cDjj1xZfM4n3rqKZ577jkmT57M+PHjOXHihEMGZYDw8PDbSj5UJjg4mIkTJzJ58mQuXrxY6bh+fn7UrVsXtVp9x+p3cXGhffv2bNu2zWHOpYeHB48++ihLly4lJyfH3gMO5YHugQMHANu83Yq9go0bN2bEiBHMmzePw4cPV1r/tmfPnjds3/jx4xk+fDg6nY45c+YwZ84coHyO9pEjR9i0adNtZ0rWaDTUqVOHyZMnV9r+wgsvALYhtl27diUhIYG0tDRGjhxpLzNkyBAWLVpEamoq+/fvp0OHDvZjtG7dmg0bNlTKJt26dWv7urxlybsA+xI833//faV2KpVKpkyZwrPPPktBQYFDUjewJV1o1arVLZ1zaGgor7/+OlOnTmXv3r3s3bvX4fkGDRo4nAfYXt81a9bYMydX7K0HW+bj//V393oiIiJISUkhOTmZ5ORk/P39adWqFRqNhv3797N///5K+1RMiCUIgiCAc4MAQr92/NvYJADmvl4d2RqC1dgQpbPt5qutlBc82Z+CXZnk/pKJWz0ftA+GolAp0CVdIrPbQoJySygbZJzn6kauuyebYzryS3R7aqVdpOPpRJqkly8s64yeSE6SQm0AAqh6hJsJF5wosT+WgVw3D0zurkx9ox5SkweryPssCP8c8j2UVPNeck8HuqGhoYwbN44vvviC5ORknJyc6NSpE88//7y9p3TSpEnExcWxYsUKzpw5g1KpJDo6mkGDBtG1a9eb1uHi4sKsWbNISEhg/fr1nD59GoCwsDAGDhxoDzCu1aRJE1asWMH333/Pzp07ycrKwsPDgwYNGth7R8EWlI8ePZqlS5ditVqJioqyryPaqlUrFi5cyNy5c0lKSkKn0xEYGEinTp0YOnSoQ2/f7ejduzfh4eHMnz+fQ4cOYTAYCAkJoXv37gwZMsQ+9PRW69fr9Q5DcCvy9fXFzc2NSZMmodVq2bp1K3q9nqZNmzJu3Djc3NzYvXu3PcNzmerVq1O3bl2OHj0KVA6EAJ599llq167N0qVLOX78OFarlRo1atC/f3/69u17w2sQGRnJggUL+Prrr9m3bx9ms5n69eszevRorFYrEyZMsPdC38r5VfTJJ5/w1VdfsWXLFnQ6HXXr1mXs2LH2TL4AL730EgaDgT179iBJEo0aNeKZZ54hMDCQvXv3cu7cOYchzgCPPPIIHTt2ZPHixaSmplKtWjX69OnDsGHD7O/32NhYRo8ezQ8//IDBYCA6Ovq6c8FjYmJYsmQJ8+bNY+fOneTl5eHn50ebNm146qmn7HNSMzIyqlz32cnJyV6mb9++REZGMn/+fA4fPmx/T/Xs2ZNHH30UJyfHjJNNmzZFq9WSnZ3tsH5yRf/r7+71vPnmm0yZMoXU1FSCgoJo1aoV3t7eLFy4kOXLl7Np0ybOnTuHWq0mKiqKIUOGVArUBUEQhOuTFJI9yL2WV+tAvFo79hC7x4Vypk88f/yeSZcTv6PCQkjJFZ7dfYIT3nF4FZei1RUiU3kZnkhOoSWLTGJwrSJxlQUV6mvm+krPdiMovj5B3RuLHlxB+BeT5P81W85foE+fPmRkZNC/f38mTpx4t5vzr5eUlMTo0VWnUZg0aZLD/M/70a2c36xZs5gzZw4ajYbdu3f/zS38a5X9vl2rSZMmzJ49+y60SBAEQfinMZcY2dVpDQVZetpe3IGPJRcrEvmuMZhLym/YunLlajZlK2bUGJWgV2vw0hvJUfnjZ85AeXWOrkMSqjrVIVQLL/aG7k3+9vMThLvpkScrT8f7YcGfGxn3T3JP9+gKgiAIgiAI9z+Vq4Z2W/pR+v0hTKf8+El3jMz6bgwZOoySIaswbjgNVislVKMEPxQY8CIdl2hfjOfy+LHOA5zyqsHIgxsJ1mcC1ywVVC8MfnjlrpybINxtVjFyuUoi0BVuKi4uzj7X8p/on35+N5OQkHC3myAIgiD8C0huGlyfbY7JZCJ1fpp9m/e6JwAwHc6k6Ok1WFJyUbWtg2LaG0gRPngX63l09e+w/wz8lln1wfed/btOQxCE+4QIdAVBEARBEIS7Tt0wEN99VUwlcnOGIe1t/y5cgdV7K5dxvvk6x4Ig/Lvck4Gu6GES7jXPPPNMpezfgiAIgiD8zRa/BG6PwrUZZl576K40RxDuBVaRdblKipsXEQRBEARBEIR7gIsTvD/EcVv7ujA0/u60RxCEe9Y92aMrCIIgCIIgCFV6tT8MaAW/JkPt6tAq9m63SBCEe5AIdAVBEARBEIT7S1Sg7Z8gCMJ1iEBXEARBEARBEAThPmVFzNGtipijKwiCIAiCIAiCIPyjiEBXEARBEARBEARB+EcRQ5cFQRAEQRAEQRDuUxYxcrlKokdXEARBEARBuLedvwwFxbde/sBZ6PI2csBwrH3eh9Tsv65tgiDck0SPriAIgiAIgnDXFJ8sIO+3KxwP9KFU60b7Ohq8XG19MdZTGeT0mIU1JRutJhflK71gyuM3PqCuFLnLO0i5OiRAWrcP86+nUJz9CoW/+19/QoIg3BNEoCsIgiAIgiDcFRc/OsrJt/9gWt/mpARZgSJUyLze15VHG6lIarKOkuJIIBKl0UTc1E14tKsD3Rpf/6CbDiPl6hw2qXQF6J5Zjvvq4X/p+QiCcO8Qga4gCIIgCIJwx5SYZJQSOKkcJw7mFZpxU4C5xIjfYhUuJyRO5SfzU6sYUoJ87eXMSEz+bymFP+dQ12imPodxo4g8tPxBHK22/nHjQDenqMrNik2/AyLQFf55rJKYpFsVEegKgiAIgiAIf5rujzwM6SVoWgbwTKLEjyetaIBRdWQ+i7xC0i9pjMysQZ5VibdOT/ekFLruVl7d24JBrjplzNclHmxz2kuAqQAAd4pwo4hir4dxq1DOfDQLy6VC1G3CUKTnwPHUKo/nUpoNpQZwcbpzJy8Iwj1LBLqCIAiCIAjCbZMtVpIfSyT3x9NUI5+9dYLZ1r87Fi9PSoEvk8H/vQMsbdaY1pfSCb2aTCrHz4WUEG9qpOVT7OGEn9lY5fHjzyUTqCtw2OZLNgURQbb6ZZmiYSvRLzxse1IF3uZzaCip8niSbAW9SQS6gvAvIQJdQRAEQRAE4YbScy18s7mEM5kWWtZUM6qzKwUJlyj88QQ1FBl81yqOjXVr0eLcRQ5WD+ai1peH/zhHiUcA/qUWe5AL4Fdi4HyMP55mC2frBuIuSdTJyee4rxdyhSGY+W4uDm2woKIYLdaPfkV3NAtV9mX0C0+UFzBDEUH4cRYAGag4oNMQGIzTf+bD+SvQswm81AdUSgThfmcVI5erJMmyLN/tRgiCIAiCIAj3Jr1Rpv3rV8gxln+bbhajpntqBjVmb2Fpm4bMbN/K/pyzycxzu48SWFRE63O7mdeiNzVyHZcGkk1WnE1mDK4a+zaDQsEfnp4c9ffFolQgS/DBqjUEpVkwosFT0lFdzkaJ7aurFSuKKlfKtCAh40oObtiWFSr7slsxHijBB2OPdnjMeQhliOf/dI0E4W7qObLycP2f5lS/Cy25t4h1dP+hUlNTGT16NK1bt6ZXr158+OGH9ufWr1/Pgw8+SOvWrXnsscf49ddf//b29enTh7i4OKZOnfq3130/iYuLIy4ujgULFtztpgiCIAj/Ut8vzbYHuQaNEi9rAc7b9rM2pRCDk4LvWsY5lNerVRwL8MWocmJbzXjCcq9UOma1K0UYnRwHFjpZrVglsCoVSEDtS9n4pmkw4IKMkgLZiwy09vIKFBipqkdWiYyKYgIovFpewjHIBXAhD+OGUxR2mweAtchA6YID6N7cgu7dbRjWn0S2Wm/rWgmCcO8QQ5f/gWRZZvz48Zw+fRqArKwsjh8/DsCxY8d4++23KevIP3XqFNnZf80i6klJSYwePRqA+fPnU79+/b+kHuHe16dPHzIyMujfvz8TJ078y+pJT0/nwQcfBGDKlCl069btL6tLEAThH23JDpizGbIKKIrsCTWakufpRK6PK6l4ciAygv5HfmdFs9oYVJW/TlYcLuhsVmFQYQ9JXYv0hJ7NRlZI5AQ69qSerFaefbnR2axKxy3AjeqUB87pimqEWTOv23PjhP6GpylhxnQ0F9P+VPJ7L0bOdFyWSOOvxOuzeKTH29/wOIJwN1kr3cYRQAS6/0j79++3B7kjR46kffv26HS2P9w//vgjsizj4eHBxx9/jNFoJDo6+m9v4+zZszGbzbi7i4XbBUEQBOFm0nItuDtLeLnaQrpvDln5bL8VgxlGNlAwMTQPhbMatJ5YSs0Y0ktwifTAJMPxHJnPk6z8csZMY1Mh/Tv70reWkssl8OJWCzsuykgWK/WUBpqHK4lZnIB7ymWW1+5PQbgrvY8fxFdbREqot0ObVjVogZPBhEXpGGZqTGYaZOTYH5tVGluQa5WJOJlFQHohAOEnssjwcaHE3RWN1Ux47hl89f5cdvOk17FjdDtzHCOuDsdWY7H/XIQLJVZnkCSyXd3QFjsGqQA6AilCgTO5uFN+Y9+KAgNu2Pp5ZfLiZlVx1c2YLlswDPkW5/NX4LWH4PwVLLIKSSWhsJogMgAqLu1y/jL4uIGXWxXHEwTh7yQC3X+gc+fO2X9+8skncXIqzy6YkpICwAMPPEBcXFylff8uQUFBd61uQRAEQbgXWS0yKfvzOZpqJi/ci0411agsVkbOK2TfFQkNMvVqaMDPiY3ny/f7v11WrD9v5M1tq9lbuxN557xQF5v4rU0Un/VrRr6sBFkGSUWe3o2EzaDYbEapAJP16qBeScnpfKj732RmNmmJPsQNZ6OZpzYfouE5A/4phxhRP6xSm7vvPct/28aWb5BljGoVc1vEMuBwCpJZxl+XRWzuZS76RGBWlw81tkoSRzx9+aNGAAA6l1oYnJT0OnSSN7ZuwYyS01THhBoAiwQpoR6YSwPwu2LgCr64UYpCllFeJ+WMBdt3oFK09vm6xfhTgh83m8GnwoQPKZhxofT/fkL90U8oCwsw4oEEOFFEidaHtCe6EFEvEMs7PyFfvIJCKaHuGo21XjTmWuGgUqMIcEfTJQrp6EU4eA4eqAVFpXD0IrSpDTUCb9gWQRBunwh07zOZmZnMmzeP3bt3k5ubi6+vLx06dGDEiBH4+vpy+fJlLly4AIBareby5csA+Pr6kpubS06O7Q6rJElcunQJlUplDzrz8/NZsGAB27Zt4/Lly3h6evLAAw8wcuRIQkJCqmzHrl27yM/PR6vV0rZtW4YPH45Wq2XWrFnMmTPHXn74cNsC7WvXriU4ONhhKOvzzz9Pt27dMJlMvPLKKwwePNi+X0FBAV27dsVisbBo0SJiY20fpuvXr2flypWcOXMGgFq1avHoo4/SsWNH+75lbWjevDlTp05l1qxZJCYmkpubS3h4OG+88Qb16tWzlzebzaxYsYKEhATOnz+PWq2mfv36PPnkkzRt2tReTpZlVq5cyYoVK7h06RIuLi7ExcUxcuRIoqKibrnM7Tpy5AgzZ87k6NGjqNVq+vTpw7hx45Aq3Ek+c+YM8+bNIykpieLiYgIDA+nWrRtPPPEErq62u+IVh/euW7eObdu2sWrVKtLT0/H392fs2LF07NiRXbt2MW/ePE6ePIm3tzcjR46kX79+Dm3auXMnS5Ys4ejRo5jNZqKioujfvz99+/ZFkiSHugBWrVrFqlWrGDlyJM8888wdve4JCQm888479vJvvPEGb7zxBt988w1xcXGYTCYWLlzI+vXryczMxMPDg1atWjFq1CgCA8UXDEEQ7i69zsyil4+Sdda2NE6JWsmbzWpR3VNir9UduZrtb31qEVBUef8v2/Rk/JafKEp25kBMNY6HalnesTZG+WpgefWzotjZFvhZkbh2+mmupyvf9WiEd6EB7yIDPZLO0PCc7XtEaHYRgdmFZGorDDWWZZqdTGdt6xhkhcKhnjxXZ75rGkP1jCIkgvEyFNEy4yQN08qXC3IyW3l2w35eezKeQjcXXPVmrvi50fqS7aa8Cgs1uUQeHmQ7uzO5XxdyPF0YufEgdclGhZkgbN9rXMzFSOiRcXY8J1cXFrZoSpqPFzP+ewGVRUkJ1W7pNbni6okku0FpNUyyGxTKSAQgX/36rMCET/Y5Yj7/AQAd1dDjj7flPMoN+1Bu2IcCFflEYkGDR2AxLpnnK1ekUMD0p+HZ7rfULkEQbo3IunwfOXHiBGPGjKGgoKDScwEBAcyePZt33nmHAwcOVHp+0qRJDkFAmaCgIBISEsjMzGTkyJFkZGRUKuPu7s6MGTOoW7fuLbVj7ty5rF271iHQLVNVoDtx4kReeuklEhMTad68OV9//bW9/Pr165k0aRJhYWGsWrUKgHfeeYeEhIQqr9Hw4cMZM2YMUB7oxsbGUlRURFpaWqVzX7t2LZIkYTabefHFF9mzZ0+lY0qSxOuvv07//v0BmDdvHjNnzqxUztnZmUWLFhEREXFLZW5FWa97u3bt2L17N2az2eH5d955h169egG2oHPChAkYjZXXI4yJiWH27Nm4u7s7BJ/t27dn+/btDmVVKhVjx45l2rRpVPzzoFAoWLVqFdWr27L4zZ49m9mzZ1fZ7h49ejB58uRKgW6ZskD3Tl73P/74o8r3eFmg+95777FmzZpKz/v4+LB8+XK8vb2rPBdBEIS/w+6laWybd9Fh2ymtJ8saRGHU3LxfQm02ceH1V3ktfhi76oZR4qwiI8DjT7XFJ78U3wI9kxZvJyivPFvy1w82ZXXF3lsgIj2P88E+1z1WWGoBEjKpQZ40OJvFR3O2ViqzvU4oSzva8nhkVHPnjU1beHrXXocyZpWJw9W9iE3XIxnVWFDiRom9T9aslNFpXMjy8ENhlonOTUfnpKHTS89wwc8XJ5MR/cQh6AigpEJCq4quXY7o7V5d2FY7jO1ffAKmqs/RmTw8Sbfvr8cbF/IdypTiRQnV8OXM9WdSujtDxjxwd7leCUG4ri6j0itt2zw7+C605N4isi7fJ6xWK2+++SYFBQXUqlWLzz77jGXLlvHee+8RFBREVlZWlV/yb9XkyZPJyMggJCSEKVOmsGzZMj755BNq1qyJTqfjjTfewGw2Y7FYmDhxIgUFBbi5uTFx4kSWLl3KuHHjUFy9m5uUlMTgwYOZPHmy/fgffPABq1evxt/fv8r6y5IGHThwwD6fGGDHjh0Oz2/cuJGEhASUSiUjR45k0aJFzJ8/n4ceegiwJb1KSkpyOPaJEyfIzc1lwoQJLFq0iJYtWwKQkZHByZMnAfj+++/Zs2cPzs7O/Oc//2HJkiXMmjWL+Ph4ZFnmo48+sveUL1myBIDevXvz/fffM23aNB5++GHq1KlDWFjYLZe5HTt27KB58+Z8++23TJo0yX6tt2zZAoBOp2PSpEkYjUa0Wi2TJ09m4cKFDBs2DEmSOHXqFNOmTat03O3bt/Poo4+yaNEievfuDdh6WD///HO6du1qPwbY3oNlQfGhQ4fsQe7AgQNZsGABCxcuZPjw4SgUCjZs2EBCQgL+/v4Or3u3bt1YvXq1vdf+Tl73jh07MmtW+Ryrl19+mdWrV1OvXj10Oh1r164F4IknnmDRokV88skndO3alebNm99TQW5ubi4Gg8H+WKfTUVRU3n1jNBrtIzPKXHuD6trHmZmZDjctRB2iDlHHvVdHxtlCruWv02NU39o6r85mE8WuErtrhwKgMVlsw5Vvk7PRTKG7ExaFhJPJ4vCczkVTqfzFAK8qj1Mtr5gWR1PxLiq1HU+pILWaJxapcqjX/HQ60Wm5yIBRreDbVs0odHaqUEJGZ3Yh5LwzbkYrrhjwsAe5tnNUWSS8S/XUupxGVjUffg1sxPKGDbngZ0tuZVCpMaNBiYHruejrR1JYCH8EB/JW767MbP8AJwKqs6Z+s+vuY6a8nRKgqiL5lQoDSow3Thek05N/5IzDpvvlvSvqEO5VYujyfSIpKYnz588DMH78ePz8/ACoW7cuL7zwAq+//joHDhzghx9+YMuWLcyZMweNRsPu3bvtx+jTp0+V2W9TU1P5/fffARgzZgy1a9cGICoqildffZWRI0eSmprKnj17UKlUXLxou+P82muv0aNHDwBq1qxJly5dHIaAVqtWPjQoICCA0NDQ655f+/btcXZ2Rq/Xs2vXLvtQ5rKevrJAd8WKFQB07NiRnj172vcfOnQoKSkpHD58mOXLl1eaf/zWW2/RpUsXAEaMGGE/bmZmJrGxsaxcuRKA/v3707ZtWwBcXFwYO3Ysp06dIi0tjTVr1jBu3DhUV7NL1q5dmzp16gDQpk0bZFm2DyO+lTK3IyYmhk8//RS1Wk2DBg1Yv349SUlJZGXZMlJu2bLF3sP+/vvv07hxY3v9eXl5rF27lvXr1/Pyyy87HLdTp072baNHj2bdunUA1KlTh8mTJ6NQKKhZsybLli3DYDCQmZkJYL9eDRo04LHHHrMf78EHHyQ1NZXNmzezfPly+vTpQ2hoKEql7Yuam5ubw/vgTl53Nzc3h7nfvr6+9rpKS0vt25s0aUJsbCyxsbF06NCBe21Qi6+vr8PjaxO2aTQa++9/mWvnvF/7+Nqh2aIOUYeo496rI6qpHyd+zXfYfs7XA1eFTIl888+NkIJcJI0RWXH1c8gi41OgJ8/79noIQwqKOVvNi0tBnuS5O+OrKw/cGp7NYnNcDYfyzgYzJa6OAfDgrck8ufEISlnGrJCY3bMxq9vX5oqPG8s61uHxX446lHcxWRi7di+f9W9OSrgPOhdXJgwYQIPUNPxzs3E35hN0wgm3KjMoV742tdJT2VGzPjmuFcZmSxK7QxrRJi0JPd6YKEsWVd6PuyO2PuP7ti0fhn3VFRfH16siDeU93rYEVx6or2mnETdMuCAjIXGdz5xgX7yb13HYdL+8d0Udwr1KBLr3iVOnTtl/fvrpp69b7tixY7d97LJeTeCGS78cPXoUF5fyD8z27R1T7f8v8xxdXFxo164dmzZtIjExkW7durF//36Ki4upVauWfahv2XXYvHkzmzdvrvJY114DtVpN586d7Y8rBuAGg4H8/Hx7wLhkyRJ7z+G1jh61fTCPHz+eqVOn8vHHH7Ny5UpatGhB+/btHYLrWylzOzp37oxarbY/LushLbsbWfYaenl52YPcMvHx8axduxaTycS5c+ccei/j4+MrHROgQ4cO9l5jlUqFt7c3WVlZ9vrKXocjR47Ye9OvdeLECSwWiz3IvdZfcd2vx8XFhZdffpmvvvqKl156idq1a9OyZUvi4+PtQbMgCMLd1KBrNdKOFXHo58tghQve7hyLC2VxDxVP/2whRy+V99BWccPU1WDgpb5DMaoVaEy2AM+3QI9biZEsPze67k8h9lIOvzSJ4FDNoKvJqRyPo7DKdDt1iQWerpQ4qdnQMprn15SPkuq8/xyrW9XibHUfkCSc9Waq5ZTQetdJVnaojUGtIiotl+EbDtuHDKqsMiM2HubnZjUocXViQfdGZHq78fJKx6HJThYrr67Yg5tCpll2nm1/pSu52hBijufiVE3PUf8wdFnONMw+e8PeUQkLXc9txl93GYu7ni/a9sKqUPDE0BGs/dpKREEGSvRXE1XZjpTt7olalul64jg/16lrP5azyUjPo2XfK2QkzFfn6Eoo0eNMLgBmSYVODsKIOyoMOFGIBBhwp4RqyEoV+vh2OB/Yj5SrAy9XMFmgxAAhvrD4JVDdWu+9IFzLKlYXqpIIdO8T1ltcsLy4uPjmha5xqz1axcXF9oRGt9OmW9WtWzc2bdpkn4taNky2e/fy5Ay3Uue110CSJIdeVMU1d2pv5/zBFnQ+8MADJCYmsnPnTtatW8fSpUupXbs2n376Kf7+/rdU5nZc2+ZrH9/Ijc7vetflZvXdyjWzWq2UlpZedwmpv+K638gjjzxCt27d+PXXX9m5cydLly5l/vz5tGzZkg8++EAsdSUIwl2lUEr0ejmKDiPCKCiyoHNz4hsfUEgS3SMlnt1sYcM5CU8NPFYbqrkq+GK/lSIj9K8B45+ORm+RyMi1MHdjMcdTzdQKUvJkvAv7S9TMqhbD+dwSHq4lkdBJQapORm+BBX/I/PeEBeciIy3OZXJa64VnQQkKNye2NQwjOjWH+EMXyPVw4UBMIDXS8rCgwCpJqC1WYi9lozUYcDOaMSkVNDl/udK8OCezhSd/O8HK5jUpUatQuqgqzYcFUMgweOtRzjUon1soSUpktRO1Ms7hqy9iTbPWRO1Ix8NcyvVEFp20z5P9bN1CGqef55XeQ2lz+hxuBisGvK+WlDEqlWR6+5LiH0j3Q/sYfOgs4x98lA2xjaiRk8V7G5cRkm/CeUwr3N7thJynR3JVI5stUGomVeWEZ1EhPtF+uKfpkDw0yCVmJDcJS1ohqiAffI0WJHcNCq0b6I1wMRsi/W2BbmoO1AgQQa4g/AVEoHufqLjW7bJlyxweGwwGlEqlfWhnxXmKt3vszz77jHbt2tkfl83LLVuiqGyIM8C2bdvo06eP/XF6ejoBAQHX7cG7mVatWuHp6UlhYSGHDh0iMTERSZLsQ47L2pqcnEx8fDwff/yxw/7FxcW4ud3+unU+Pj74+fmRk5PD448/zksvvXTD4+bn5+Pt7U337t3p3r07er2e0aNHk5yczMyZM5k0adItlbmTatWqBdiyVB85coQGDRrYn/v1118BW892ZGQkeXl5/3N9UVFRpKSkUKdOHb777juHgPlWX4e/4rrfSNn+/fr1o1+/fhQUFDBkyBD27NnDkiVLGDVq1G1eBUEQhDvPzVuNm7faYZuzSmJ+j8pf2cY0rnzTM9ZPQXxNb4dt3YCJDwCUZ0yufvXHDqFATxXgBNiSV13KtjD2hxJSk/JQWGFPnerM7dGIhimXGbsmia0NI7jo70lEVgExaTk891JPrFeHTG+tF8aItQdQWstvZlolqJWVyydrfsGjtJRLftXIqu5FYGrlpJZuJZUTKpY42TIpVysqxL8wnyveXnhkOwa6KkqvzoM1V0oGNeTATp44kEghQegpH7LqQg4GNzUqqyednK8glV7GHT3f/TDDXqbYJwzFgmE4D21k+6zzdVzXNwLs100V45jxWRlYRQIrZw3EXA3k1arynwVBuONEoHufaN68OWFhYVy8eJFXXnmF5557jqioKDIyMpgzZw5nzpyhf//+leZg3oqIiAji4uJISkpi8uTJjBkzhnr16pGXl8fChQvZu3cv7du358MPPyQuLo7IyEjOnTvHJ598gtFopEGDBuzfv5+vvvoKZ2dnRo0axSOPPOIQ8K5YsYKzZ88SHBxM8+bNq2yHWq2mY8eOrFmzhrlz55KZmUnjxo0dhkQPGDCA5ORktm3bxocffkivXr1Qq9UkJiYyd+5ctFotM2bMIDw8/LauwYABA5g1axbLli3D1dWV9u3bY7FY2LRpE0uWLCEyMpI5c+bg5OTEsGHDCAwMpF+/ftSsWZOCggJ7woL8/Hz0ev1Ny9xpnTt35quvvqKgoIDXXnuNF198kbCwMLZs2WLPUN2rVy9cXFzuSKA7YMAANm/ezLFjx5g4cSKDBg3Cw8ODpKQkZs6cibOzM1OnTrUvD1QxUdm6devQ6XQMHjz4jl73ivUA/PTTT5hMJlxdXWnYsCEDBw6kcePG9OrVi4iICNLT0+2JJ6rKIC4IgvBvFapVsmaMB/sz3dl6sToZu6+QafbAzWBEKVvplVSeNGl5+9r2IBcgx8uVrx9sypj/JqGQbUHuhWgtPY4k4WWxLZ3U4vRxDgVGV6oXIC2wcnKriCtZDo9TAoOokZ1pf6xGhyeX0OOLTFU3221BtycZOFOICWfUlKKhBFnvjvfrDfB4uzPWbzYhPTcLZNsepSFRuBx+B4WfaxXHFIR7h+XGqc7+tUSge59QqVRMnTqVMWPGkJqaWmkurVartS/D8me8/fbb9uWF3nvvPYfn3Nzc7FlylUolU6ZM4dlnn6WgoID333/foay7uzutWrUCsCchslgsrF+/nvXr19OjR4/rBrpgG768Zs0ae+bksiRUZXr37s3+/ftJSEhg+fLlLF++3OH5+Pj42w5ywbYs0eHDh9mzZw9z5sxxWBpJkiT69u2Ll5cX2dnZaDQa9u/fz/79+ysdp2fPnuh0upuWudPc3d155513mDBhApcvX670/oiOjmbcuHF3rL6mTZsyatQoZs+eXeV86ebNmzvMFY6IiCAtLY2LFy/y9ttvo1Kp6Nev3x297mCbf+3m5kZxcTG7du1i165dNGzYkMjISDQaDdu3b6+0nJJSqaz0PhMEQRCgaaBE00CJy2l6Nv5yheMR1fjyoWY8veEQXjoDJo0Sn8LKQ4g3N4ti2C/JuJQaOdIiguoFV+xBLtiW/KifeY7jRECF9EwyUCPlCic8nSj2dsHFaKDJ+TME5dvmwWa7e3LZ05tOFw9WqM2CjII8orGiRoEJV66goHyqk4wC6epjDcUOCaRkpT/uL9uSISpGd4XBrTGvOwwRgbi2cUy8JQjC/UUEuveR2NhYFi9ezNy5c9m9ezd5eXlUq1aN1q1bM3z48Nue91lRYGAgCxcuZP78+fz6669cvnwZHx8f4uLieOqppxzWfY2JiWHJkiXMmzePnTt3kpeXh5+fH23atOGpp56yt0Or1fL6668za9YsiouLiYiIqJQo6VpNmzZFq9WSnZ2NUql0SCJVZtKkScTFxbFixQrOnDmDUqkkOjqaQYMG0bVr1z91/iqVimnTprF8+XISEhK4cOECzs7O1K5dmyFDhtiXJNJqtSxcuJDly5ezadMmzp07h1qtJioqiiFDhtChQweAWypz+fJlh9T2FdvyZzL5tWnThu+++4558+aRlJREcXExQUFBdOnShaFDh/6pYd03MmrUKOrUqcPixYs5duwYsiwTHh5O37596d+/v0Pv6ksvvURhYSGnTp1Cq9XSvHlzjEYjzs7Od/S6K5VK3n33XT777DNycnIIDQ2lVatWREZGsnz5chYvXszWrVtJS0vDxcWF2NhYRowY4TDUWxAEQXCk7R3KnA83Mu+4P0m1gpnTszGvNoZaT0ezsdcenIxmDBXW+n1490n07hpS6gVidlbhfyG/0jHVWDgZ4kNMWr69L0oCjM4qIk9fwU1noBo5BJGHXqUi09uXs4HBdP7jAJFXe3hlCdzkbCw4I19d3MeKmjwiceMKKvRIWFFiW4O+yNMT91d6Yfl+F3JOKaam9XD75nEUHhWWMvJ2QzWk1V9zIQVB+FtJ8r22toYg/EuMGjWKAwcOVNoeFBRkH24sCIIgCPcCS6mZzCXnKDldiF+3YHzjbTdk5316AdNnhxj/TGeKnTU8fuA0sdnl00HMQMTRS3TP/MNhcOV5Lx9OuocRlOaYQNIqQVKHmtT//QIuxhLqmc87JLfK9HAlukcg1phQnHpGo+78Glyd12tGQwFBpHqHEGQ4g3/pZQB7j/GgpyexfE7DO3xlBOHu6/BM5TV9f50llj8SPbqCIAiCIAjCDSldVISMqFlp+4iXwzmiL+LHjxM4HOCDd4wnBh8Vujwz3kFO1NEa2X1Fw3KfBvQ4exIPowEw0bhgL276AjJwHB5sUSqQkdnSPJh58XE8dCSZNzb8gm9JKckBgRz396TB0/WhSyPbDmsnwogZcOEKqjAvPN/sT53D51DP2G0/ZlmAHVqq+2sujiDcZRYxRbdKItAVhLtk9uzZd7sJgiAIgvA/a/BGPeqNr03nEgtqbw2yLFNaaMbFU4UkSdT85iSX5p7mQlwctYeF4/PNd6gPGqllOM4lVRQqc/ngwoxwX5AkJu1YiFuOlWUd6tH3yQhcjUawSqz84UNIr15eeacGcO4byNWBrztqSYIfFTDDsY1WFDyelQK0/nsuiiAId50IdAVBEARBEIT/iUKjRKGxZTyWJAlXr/IlkqqPrkX10bXsj02P/h87R01Fe6kIv3AtyXusOOnN5GndyK/mTkTOOZTd6/NMBy3B037nQHQg7nojjyTvpEZpBrSr41i5JIGfR/njfs0pxdu+zJAMFONPTLjIniwI/yYi0BUEQRAEQRD+Ps4ajsXbVkgYPrwLeV+eZ/9Pl7FKCvyLLtPTPxWvJc/j5enK8BAT/ceswj0vDU9PE8wcBZEBNz6+Ro35oQ7krj6CCj0mXLFITvg81eyvPzdBuAuskhi7XBUR6AqCIAiCIAh3TdeXa9J2VCT6czn4+NaE6n3tz7k92gS3QQ3hbBaE+IKb8y0d033Jo+he9cOw9AiSvxueb3RA3SrsrzoFQRDuQSLQFQRBEARBEO4qFw8VLg2u01OrVEJM8G0dT3JW4/FFLzy+6HUHWicIwv1IBLqCIAiCIAiCIAj3KYsYulwlxc2LCIIgCIIgCIIgCML9QwS6giAIgiAIgiAIwj+KCHQFQRAEQRAEQRCEfxQxR1cQBEEQBEG4OyxWUN+8mCAI12e+2w24R4keXUEQBEEQBOFv5VJgoPu0JFQuj2L0Gkb+//33bjdJEIR/GBHoCoIgCIIgCH8fs4X+7+0m7Hg2EqApLMLrve842mkhsizf7dYJgvAPIQJdQRAEQRAE4W8jTVyCW6EBABnQ4Us2NVDuOkfhtL1gtsCsnzH1+xjDq0uhoPjuNlgQ7nEWSar0TwBJFrfOBEEQBEEQhDvIqDNx9OMDXDleiLZNCLGP1qDoUjHuScnkvbyMEN1ljLigx4MiApCwosBCqdqT6h0taH5OolTpTKHKHWeNFZcDU9FE+9/t0xKEe1LjMZcrbTs4Q/y+iGRUgiAIgiAIwp1TamBL86VEph6jiT6bwnXu5L5uwYSKPd51iJD88aMEZ3Q4UYLeycxR7zoYFBrCdanofs5he0gPcp18cTab8NIXU7/he/BYSzzcqpGanE9ewzCaTqiPe4Dr3T5bQRDuUSLQFQRBEARBEO6Y3NdW0/HEBpxlEwBaUz6lCid2a5uT7eSHGTdCiq/gZC0mT+PJhuCuWBRKANJdg1BqzVgUKqKyLxNRkIsEWAhEPfcUC1po2Va3JXKBhNNrl3ntpQCaNXC5i2crCHefWYxUrpIYuiwIgiAIgiDcMQbtCJxy8qp8Tid5kitHAeBDKipFEXlO3hz0qU+mS4C9nGdpCc3TLzrsm+bjzdT+Dzps89KX8FXTfHxfan6Hz0IQ7h/1n688dPmP6WLosujRFQRBEARBEG7fpWwMQ+dh2JeBJsYL5yeawpJENDl5mNFQgjdu5KKssMqnu1yIgRycKMadHLCCS2km/vorrAztg07tDkBYQeVAOc/NFbXZjElV/vW1wNmV3z7cRei8owQ29cO49iRKDxVeb7fD9ammf/01EAThniUCXUG4R8TFxQHw/PPP8+STT96w7NSpU1m1ahVBQUEkJCT8Da27e95++23WrVtHeHg4K1euvNvNEQRB+McxWWTUyhuPfbyw/gJJkw9SlGchpLEXrb5qQ2mDzyjOd8egDOJEeiA5XxmxSi2I14DS6AUocCO30rE0lFTarpItFHuaSKgdQ0BBIa0yDuFFLiV4Y8KVxW0e4EBkOC1On8XVaORgRDhXvDzxLNGR4+VOxJnzlB7NwAqY801cHvEzAVYDLk+3uoNXShCE+4kIdAVBuCfcTqAvCIIg/O+OZsuM+NnC7xkQayniU90BevYNRx8VikWjRF7zO8p9pzHUCOeXL3OQUQASF5MKOd9qPfrQOP5oE4hHkZHYtFyczBaczaWYrH4osQJgwB1X8h3qNeCOG3lIWOzbprXpyUt9h1EjMxfVeStftu3ElE3LcJYL0SvVRGZdpnfSQbz0egB6HTjM/PYPoM0rZF2DWJKDfQm+Uox3sR6lLBOVm03By78TWy8cp5YhDvVb8kpRuGuQ1Mq/9PoKwt/FjJikWxUR6ArCPWL16tUAeHt7392G3GNeeOEFRowYgVqtvttNEQRBuGdZZZkfTshsviAT5gGvNFPgrrF9+TWZZXLzLWh9lSgVtm2yLNN7pYW0PCvNMvKpVmzkK6kWmyde4o9AMztrh2NWxDEg28xzS3che8Q61KeQJYpUrsxp14zGFzN4+HAyIfmFmBUySitw9Yt3LtVRU4Iao61eJGQkCvHHmwwADEoVk7oOou3xCwzbfhhkmSYZlyiSQwFQWqDV6bMO9ausVgbs2c/mmrH8Wrs6X31/mLgLl1Aik+PiylH/YCLysjnRbikB7YPxXf8In/9Syu/r04jbf4ZBKWcIeKctHqOb/FUviSAId5kIdAXhHhEaGnq3m3BP8vX1xdfX9243QxCE+9DlYpnsUqjtB5JUdY+HLMtcyjDj4abAx6tyD5/ZKnM8B7QaK/pCC1qtinM6iSgvcLsaSJaYZM7kQ01v0CjgUoYZXx8FF0sUBLmDn4tj3boSKykXjHh6KIiorgEgJ99CSamVTJR8vM8KVng4XKZWsBJ/V8jWS8SiI+t8AfrIQGpqbV/hvj9sZsuyVOJ/SST0yjlqh4UyrV0vPtrrw86HZbb+XMS+3QVIegtWZyX1CtMIcjWwJTCI8wG1aJqZh3+xLTuyUobTYaH8EeKN4erNxR8ataZA9mfA78crXZuAwhKqZ+cz8/s1BBbqAFBZJcCW51RDMVrO2oNcAAkZLecwYTtvE0oSwjpR6OJKn6STAHjrS/EtLbnp66s2W4hLu8Dvkw+hqLBdW1pC3ax0JMDNbObsnmyavpNPurcnhNdgbWgk8680ZckrS5EiA2nYOYisEjh8WWbdHwZKDDJD6yloay3EEuPH5zvNJKZDs0gVrzZX4KaR2HFJZs4fFoxmeKW5gmaBCk7myjgprcw4CAcuy7SvLvFCEwVeTnAsB/xdQSlBqk4GGUI8JIf3hlWWOZZNle8ZQRBunwh0hTsqMzOTefPmsXv3bnJzc/H19aVDhw6MGDHCHqzo9Xp++OEHfv75Zy5cuIC7uzsREREMHTqU1q1b248lyzIrV65kxYoVXLp0CRcXF+Li4hg5ciRRUVH2cnq9nkWLFvHzzz+TlpaGi4sLTZs25emnnyYmJua22l9QUMDixYvZunUr6enpeHt7U7NmTZ5++mnq168PwLRp01i0aBHe3t5s2rQJhaL84/XTTz9l6dKltG3bls8//xyA9PR05s6dy2+//UZ+fj5arZYOHTrw1FNP4ePjY9+3qqG7Op2Ob775hs2bN1NSUkKDBg148cUXb+ucyqSnp/Pgg7ZslevWrWPbtm2sWrWK9PR0/P39GTt2LB07dmTXrl3MmzePkydP4u3tzciRI+nXr5/DsXbu3MmSJUs4evQoZrOZqKgo+vfvT9++fSt9mVy/fj0rV67kzJkzANSqVYtHH32Ujh07ApCUlMTo0aPt5adPn8706dOZNGkSffr0qXKObtm1mjt3Lnl5eSxZsoRTp04hSRK9evXiP//5D0pl+RfW7du3M3/+fE6fPo2Hhwddu3blueeeo3v37uh0OubPn29/fQVBuP/JssyL26x8fUjGbIVYX/hvPyUxvo5/nzIum5k8PZuL6WYUCujR3o3Rj3nb/47tSZcZmGAhtQgUVpmgQj1XPJwxKhV4auCrTgpUCnhui5UCA3ipZRpdLsA9S49VASf8PEjzd2N8M4n32tj+Jq3YUMj3qwqxXl3zIqiakhqhan47qOeSuxOHgr3hav3LTwOSFVvgKOFkUmJQB8J2aO2lw9nLmW3nrUw8sIfh+2yjgjqfP8TjBxNpOWYqL30g0/HgcbpeyQMkvA15dMvchqu5FFWTeH4cHEP1gmIsChXdT+ym2aWjZHn4oWzWiWw3iZP+weS4eXIixK/SNfYwFaG2Gul9LJk6hckoMVOMD9uim3EwIhzv0kIGJv+EusBYaV8J7MGvXuUMZg01MnLwLDUA4GQxV9qnKu4mE+5XszvLV4+b4+5GoYsLodk5FDlrOBQeRJFGTYlGY7+uFqXEBa0PzSc9D39IOB+zYDJYUCBjUtkC/IUXZKYt2836uKaorRJK4Kf9Tiw44s2MbkoeXG21t+PHU1ZCPaxcKnJs39aLMl8dtODjBKfzQXH1HkDZnioFvN5c4t02Sg5flnnovxbOFYBGicN7RhBuxiTui1RJLC8k3DEnTpxgzJgxFBQUVHouICCA2bNnExAQwKOPPsq5c+eqPMaECRMYNGgQAPPmzWPmzJmVyjg7O7No0SIiIiLQ6XSMGjWKU6dOVSqn0Wj48MMPadu27S21Pz8/n8GDB5OdnV3pOUmS+PTTT2nXrh0nTpxgyJAhgC3QatSokb1cv379SE1N5b333qN79+4cP36c5557jqKiokrHDAwMZO7cuQQGBgKVA12LxcLTTz/NH3/84bCfq6srtWvXZv/+/beVjKpioNu+fXu2b9/u8LxKpWLs2LFMmzaNin8WFAoFq1atonr16gDMnj2b2bNnV1lHjx49mDx5sv3xO++8c932DR8+nDFjxlQKdMvcSqDbqVMnfvnll0r7vvXWWw5B/dtvv12pTLNmzTh27BjFxcUi0BWEf5iEs1aHQASgY5jEL4McA4e3Pr/CgaMGh20Tn/WjVVMXZFmm1rcWTle9Sg5g672VJDCUTzVFZbHS6cwVVFf/jm6P1KJzUrFjsJJQzDz/dtZ1j7c5uhpG1W0GN7JM7qSn8Cktdtj8bvwjJPvVodvB0w7bI3QX6JSVCED/oS+jLXGmx4ndPJS8zV7GCiiwDSme0GsIh7WxPLE9mSwfTwJz82l/eRdRugtXy0ooKP/MmNPiIf5bLx4AN0MJM1a9j7akABnYHVELi6SgzfkTKCp8zmQ4+/N9bF+yPVyJTc9BZbHQ5sJZVLLja3gzSZHhLIhvhyxJeOuKOeOtQadxIsPHnZE79vFRj3bIiqojApXZgvmaa9/+TAbu1yxQeryaB9YIN85X/lj/03Y+quSFrRYOXPPW2DFYSdvqIoIRbi567JVK2858Ve0utOTeorh5EUG4OavVyptvvklBQQG1atXis88+Y9myZbz33nsEBQWRlZXFO++8g0qlIioqivj4eD766COWLl3KJ598QkCAbe28OXPm2IOsJUuWANC7d2++//57pk2bxsMPP0ydOnUICwsD4IsvvuDUqVP4+Pjw5ptvsmzZMqZPn06TJk0wGo289dZbVQaZVfH29iY4OJgHH3yQzz//nGXLlvHuu+/i7u6OLMvMmTMHgNjYWHv9FYPFs2fPkpqairOzM+3bt8disfDmm29SVFSEm5sbr732GosWLWLs2LGo1WoyMzN59913r9uetWvX2oPcBx54gFmzZjF9+nQiIyPZv3//7bw8lWzfvp1HH32URYsW0bt3bwDMZjOff/45Xbt2ZeHChQwbNgywvbZl53no0CF7kDtw4EAWLFjAwoULGT58OAqFgg0bNtgD240bN5KQkIBSqWTkyJEsWrSI+fPn89BDDwEwf/58kpKSqFevnn1+MsATTzzB6tWr7T2+N/LLL7/QokUL5s6dy3vvvWfvxf31118BW4/4tGnTANsQ6HfffZdFixbxxBNPsG/fPoqLi69zZEEQ7meJqZXv4Ve17diZyr2NyadtgW9WCTcMcgGMVscgF8CsVFDoXD5gzrfEVseOVJljpx2D6krHU97+1zKFLONqrHxckxpqpadW2l5xrdp2KceIyTpOj+M7HY959f9OFjPT1i5gwY9f4Wks5FRYIJJniT3ItZV1vK59jpZ/LhY7ubIlpgXZrh40HfcBbcZMpv1z71D/P5+Q4eFtLxegv4K2qJTY9BysgEWh4Lg2AKPi2qPfWLqvL/LVXtt8dzdicvS89NMe3v1xG7/UiqLZuUvX3ffaIBdAba0cZPqWGsnW30ajbsEvF6yVglyo+j0rCMKtE4GucEckJSVx/vx5AMaPH09kZCROTk7UrVuXF154AYADBw5w9uxZpkyZwscff0zHjh2pWbMmHTp0sAdVeXl55OTkALYeRoDatWtTp04d2rRpw+uvv86sWbNQKBTo9XrWr18PwLBhw2jatClOTk6EhITw6quv4urqSlFRERs2bLjl85gzZw5vvfUWbdu2JTo6mp49e9oDs7NnyxNhdOvWDYAdO3bYt5X93K5dO1xcXEhKSuLCBduXgQkTJjBgwABiY2MZNmwYI0aMAGDv3r1culT1B29Z72VwcDCfffYZTZs2pWXLlnzzzTeEhIRUuc+t6tSpEy+//DKxsbEOval16tRh8uTJ1K5dm2effRYnJyfANiS9YpsaNGjAY489hpeXF+7u7jz44IN06tQJgOXLlwOwYsUKADp27EjPnj1xc3PD29uboUOH0rBhQ3tZZ2dnh/nJXl5ehIaG4ubmdtPziImJYdq0aTRq1Iju3bvTpEkTh/Zu3LiR/Px8AKZMmULPnj2JjY1l3LhxPPHEE3/u4v3FcnNzMRjKv7TqdDqHmzVGo9H+O1ImIyPjho8zMzMdeulFHaKOf3od9bWVA5T61SrXER5SOcldNW8jBoMBrQsE3uTPkEKiUq5ThVXGzVge/ZYFvfX8IKyK+ipyMVlu+HxVrAoFSxq3cdhWqlKzKaoxJa6VgzcfQ3n0fiQonG+bt0Z5g55TCYjQpdErfRMPHd5GcEnmDdujtjqeg0mh4sP4vhysXsO+7VhgKJM7P2x/nK/2sv/sYjbR6sJZ6l/JQGO1Xr2+Nw/4zAoFB2qEO2zL9bStyetssjBgz3GMV2+GVrs6n7gijbnycOmAKkaoFTmp6BpeafP/pGmARA2vyucYonS803I//Q7+G+u4m0ySVOmfIOboCndIxaHDTz/99HXLHTt2DI1Gw7fffsuhQ4e4cuUK3t7eeHmVf8gZjba73+PHj2fq1Kl8/PHHrFy5khYtWtC+fXv7sNVz587Zy06bNs3ec1dVnbfq9OnTLFiwgKNHj5Kfn4+fnx8ajcahXWALdOfMmcOFCxe4ePEiYWFhJCYm2p+79pq0b9/eoZ4OHTrwzTffAHDy5MkqE1GVDe9u3769Q8ZhFxcXWrRowapVq275vK4VHx9v/9nf39+hXWVzjlUqFd7e3mRlZdk/DMrO6ciRI/YbANc6ceIEFovFXnbz5s1s3ry5yrK389pUpXPnzg7Xplo12zfZsvaW3Zzw9PSkWbNmDvu2bt2ahQsX/k/1/xWuTbzl7u7u8Fij0eDn5zhfLigo6IaPy4bHizpEHf+WOh7xlll8XOLn87Yvtp4amBavrFTH04948fYX2RSX2Mo1iHWidyctarXtS+JXHRU8/pOVsrjVq9RIgbMaJAkJeKOFhFopMWmXFRlb72btnCKcLLbA8aKXC/kuGh6uKdEnWkIhOdHxARe2/lZqb4Ozk0SAVsmFNDMNMwrYG+aLtexLqizb55Ve+zhEZaRxqIZ152DMQyPIdXHjweP7ueTlx/vx/al1sYC5bVsy/9SP5Klt183Joqd5zkEAznmEsCOsAWcDtSxp3Jph+8tv3FbF1aLn1zq1CM3Pp9upPdcttymmpf1nhdVCsdqZLTUbVip3ICQSgFKVBoPkSq3c85zxCiEy9wouFebongjUsismjPoXs2h+Pq3KOnUaNf/XvxtGN0+H7d668oRWWl0pjc6n8XRiEmaFxIuP9bFfSwlQWq2M/2k7m+rFUKJRMyApmYcOHOfDfr3QX/0eUOikIqS+G8v6KOi1ysrm8o5t3NWgM1V9TZyUlXv+ywyMkehRQ2KGQsnD/7VScvXUH64p8USc4/v9fvod/DfWIdx7RKAr3BFW663No9HpdDz55JOUlJTw3HPP0aRJE0pLS1m/fj0nT550KNu5c2ceeOABEhMT2blzJ+vWrWPp0qXUrl2bTz/99JbrvNXhqcnJyTzzzDOo1WrGjRtHbGwsBQUF/PDDD6SkpDiUjYiIoFatWpw8eZIdO3bQs2dPkpOT8fT0pFWryovTV0xYdbv+l32vp2LCqIrHv7auax/fypR+q9VKaWnpLb0+/+vQ4Zu1t6wN18u2KgjCP5NGKbFxgJLdaTIZxTKdwyW8nCr/Hagd5cT8D4M4dMyAl6eCujWdHJ4fUEtB2+oSO1JlPCwW3IrBpZpEil5BQ3+JWleTWw2OlTiYJdMsUMJb8iL5lDPu3irOWlWEeUo0Dyqv+z8j/Ojb2cDvh/VU81XRJs4FZyeJP04aKC6VqRGlYGemhLHAhMZgQefuhI+7hN4MLbMvcCqlmNL6kXSp74qzSuJAlsyPvylYkdWblfV64FKqJyQjl62No+lR34XXB3flzQ0JVM/LQ+em4UBwA3RB/vzU/AFCS6xk6U088/AoLvhUo29yEkoZal2+hLqKXt4UXw9mtGrHkAPr8S+29X6VKjQUqT2oZshBBlQWM9FXLuJTWshDf2ylQeYZLvloOBTi2A1qUnowteNTHA6Oof3R0/Q6eJiQglNkupYnaVz4QCP+r39XACSrld/em0lgUeXPDXejibqpmeyuq8XFbGu3xmii4anz9jLZ7i60Pp2BJFv5plNz1BYrWneJt9oo6RMlcTzXmZIBHXjj/EXU+lIUD8diSQ1hYWt/dqcpOJoHcXWcaVXd9jmzaaCCU7kyhy7LNA+S8HeFzRdkJGDlSSuJ6eDnDKMbKehfU2LrRZkQdwmVAo5ckUGWqV9NQbOr743ukRIXn5HYdlGu9J4RBOHPEYGucEdER0fbf162bJnDY4PBgFKpRKVS8cUXX1BQUED79u0dho6mpqba53aWBVP5+fl4e3vTvXt3unfvjl6vZ/To0SQnJzNz5kxeeeUVVCoVZrOZV155hcGDBzu0qbi4+JaGv5ZZuHAhBoOB/v37O/RWHjhwwN5bK8uyPWjq3r27PdD18PDAarXSsWNHew9jxYzPO3bsoHv37vbHZXNIwZaFuCpRUVEcO3aMxMRExowZY+9ZhvKhuX+3qKgoUlJSqFOnDt99951DAHnt9Y6OjiY5OZn4+Hg+/vhjh+Pc7mvzZ0VERAC2bNpJSUn20QCAfai9IAj/XK1CJCoPLnbk6qKgVVOX6z4f4CYxsJaEbbaX7e973DVlavpI1PQpq0dJ22auADS+zjGjwp2ICncMqhvEOtt/ftgTwPF5m0jCHEcp0yRAokk/F061c+b9360kZ8tEVAvnWAcJT2cFFzqGcuyZZ2kYJOFbYcma/oDFIvPJah0rEkv5uVZnfgtvzxk/N5rXlhk39VOany5fUuiUNogNsY0xqVREvTadbV+/jWepke3VG+OfZ6Rv2iYkYOAfvzDwD8ckgRN+/S+JkbEk1qgDgHepEb8SBbsjGwGQ6W3riVVYlVgkBVbApFTycfd2uBnNNMgowLfURImzM1QR6AI8vTOJ9mcusaJZU4qcXWhwKgXvEttkWqObhi5TGyGdz2djqoZa1bx44wEr/VqWv+4hHld/iImsdOxOwdCpijpjfCWHTN59o20/Pxhd+Qb1wzHl5eICq35P+rlIDKglAlxBuFNEoCvcEc2bNycsLIyLFy/yyiuv8NxzzxEVFUVGRgZz5szhzJkz9O/f3x6sJSUlsWXLFqpXr86BAwccsviuWbOGESNGMGzYMAIDA+nXrx81a9akoKDAPl8iPz8fNzc3evToQUJCAtOnT8dqtRIXF0dJSQmrVq1i48aNNGjQgG+++cY+3/dGynoDt27dSqtWrfD09GTXrl0sWrTIoW1lQXDXrl358ssvOXz4sP35smHLYMsMXHZNPvjgA0pLS6lduzZ79+5l3rx59ut2vfVzBw8ezFtvvcXFixcZN24cTz31FK6urqxcuZLdu3cDUFhYSF5ensMyRX+lAQMGsHnzZo4dO8bEiRMZNGgQHh4eJCUlMXPmTJydnZk6dSpNmzZlwIABJCcns23bNj788EN69eqFWq0mMTGRuXPnotVqmTFjBuHhtrv8CoUCq9XKr7/+ilarxWq12jMn/1ndu3fnm2++obi4mNdee40XXniB2NhYkpKSmDFjxp24JIIgCPeEGF+J+T0qz8kN95II96o6eFIqJV4d4EGLpm7MTDRgdVYyo7mKrhEKePRtTF/+RNHPyVwJCOQR/46Yrn6WeugNbAroQkBRCYpSyHWyYFCocbKWj90tW+4HwEtfyo6ZbzO+52Oc942m1Enr0I5M7/LpSyrZQrHGiVInFYWuzrQ9l42nwTae17+KubUV1czMYsj23aT4aNlZN5zBX9XHOb8Uv7reqJyUQNB1bz4Iwv3sOqPm//VEoCvcESqViqlTpzJmzBhSU1OZOHGiw/NarZb+/ftjMBhYvHixPfAoM3DgQDZv3kx+fj4pKSnodDo0Gg379++vMsNwz549AXj55Zc5efIkp06d4rPPPqvUpsGDB99SkAu2pXE2b95MVlYWY8eOtW8fOXIkc+fORZZlhyHMAQEBNGrUiIMHD3LgwAH8/Pxo2rSp/XmlUsmUKVPsywtNmTLFob6AgADefPPN67anZ8+ebNiwgd9++419+/axb98++3NxcXEkJSVRXFzMzp076dOnzy2d4/+qadOmjBo1itmzZ1c597Z58+Y0bmz7GtG7d2/2799PQkICy5cvtyepKhMfH28PcsHW+5qSkkJycjLJycn4+/v/z4Guj48PY8aM4aOPPiI/P98hy3XLli3Zs+f688wEQRD+LTpEKugQeU2vtpMa9fi++I7viy/wypoCvv/lChaTTKRVT5PuAaQtt+WSsEpKfglsT4esnbha9FhQkeLjT828dIdDHgmOIO7iWQ5X93OYe5zu68sFrR/h2TlYJfAwGvAwGqiXmoWnoXzKzLHqwTQ/W/XyhGWyXd3RuTgR/5/ahNdwBVz/p2sjCML9SwS6wh0TGxvL4sWLmTt3Lrt37yYvL49q1arRunVrhg8fbk969PnnnzNz5kzOnj2Lv78/AwcO5NFHH8Xf359vv/0Wf39/tFotCxcuZPny5WzatIlz586hVquJiopiyJAhdOjQAbAlD/j2229ZuHAhP//8M+np6Xh4eNCgQQOefPJJ6tata29fRkYG5iqyKjo5OeHv70+7du2YPHkyCxYsIDU1ldDQUIYOHUrPnj3Jy8tj/fr1lRITdOvWjYMHbYk9unbtWmmOaO3atR2uSX5+Plqtlvbt2zNixIhKyRCu9emnnzJ//nx++uknLl++TFBQEP3792fAgAG88MILHDt2zD4E+Gbnd6eMGjWKOnXqsHjxYo4dO4Ysy4SHh9O3b1/69+/vcA0mTZpEXFwcK1as4MyZMyiVSqKjoxk0aBBdu3Z1OO6bb77JlClTSE1NJSgoiFatWlV5Prdr0KBBeHl58d1333H+/Hn8/f0ZPHgwQUFB9kC3YkIrQRAEobIh/bzo392DkhIrWl/b18fD4S4c/uo4JoOMpUYQeT98jGbyd6RusuCcZ+X36u60SD1FgbMLH3boy5aaDXhpx88cDm1R6fh5bq6cCAlib1QN3li1FgXw0Y8/8VXPHvYlQla0bIabwUid1DQkIM3bC++SYtyMZmSNkqJWNXDvXJtHHo/AL8K9Uh2CIPy7SPKtZJcRhH+APn36VJkKvkmTJg5Dp+9X//Tz+7PS0tLQarX2pZLKfPDBB6xYsQKlUsmmTZscMn8LgiAIt8ZitGIxWNB4XL1haLGQ2W4+ht2Xuezhxjt9O7C5TgzuBhOfJczjiQM7eWbgm2R4Vis/iCyjtFixXF3LdsKadYTn5AKwsWE9EuKa2IvWTk1nzM9bkIC1TRrRPdxE1ILuSM4qJE3loduC8G/gPS6n0rb8L/yqKPnvInp0BUH4xzpx4gTPPvss1apVY8iQIdSuXRu9Xs+mTZvsawK3a9dOBLmCIAh/klKjQKmpMJpJqSQgcQS5HWcjbc9k5qI1mJ2KOeEbRuPcEyiQeWvTLL5sNZTT/sGYlUqQJHuQC5Dm52sPdLsfTqZmRhanggMJyC+g/oVLlKpU5Hh60if1NCFLh6DwrCpxlyAI/3aiR1cQhH8svV7PCy+8wIEDB6p8PiwsjNmzZ6PVaqt8XhAEQfiT9EZo8SocsS02K0uQrw3F80oaSqwUEkAeoXzTOZ4/wsuTMjobjXyw+jvUOg2OGbNlfAaH4T5zICWrTiLLMq79a6H0uX7GbEH4txA9ulUTga4gCP9oZrOZZcuW8dNPP3Hp0iWsVithYWF07NiRxx577G9Z5kgQBOFfyWqFzYchMx96NAZ/by4vT6baoLeQUZBFDAVqH9bGNeZo9RC0xfl0PHqAXnsfJ3/OUQre3G4/lNvwBmi/7X33zkUQ7mFOL1YOdA3TRKArAl1BEARBEAThb1M89lsOrbtEQGEOJ31j+C20IUfDQhl8cCOZIZGM+8m2VJ8pJQ/j/kw0cUGoI73vbqMF4R4mAt2qiTm6giAIgiAIwt9G89kTzC05yhXJcdqIzuqN71vt7I/VNXxQ1/h71okXBOGfR3HzIoIgCIIgCIJw59SpdwJXpxLAtqSud6AC7epB/D979x0dRfU2cPy7Lb0npNJD7yV0EBApIiiiICLSQVSKBSyoP1CKBV8EBZGOBgQFRA1IlU7onUCA0FNI72U3W94/YiZZkkCCIILP55wcmJk7c++0ZJ65ZV5uKX1uhRD3htToCiGEEEKIf5SrYxqdGuzkiW4v4+1pi7OT1L0IcbcMVgO3iXwS6AohhBBCiH+cSgUV/bXodBLkCiHuPfnNIoQQQgghhBDikSI1ukIIIYQQQgjxsJKWy8WSGl0hhBBCCCGEEI8UqdEVQgghhBAPzLldCYSuikatUdHGJRWbXRdQadX4vtUC22dqP+jiCSEeUhLoCiGEEEKIB2LPTzF8ss1EvF05eh87xVP79yrLUndfQvvbADyervkASyjEQ0AlbZeLI02XhRBCCCHEP8KSnYvxwA1s0k14Xszk3Z0qIp2dePLSEYYd3Vsk/YX/O/oASimEeBRIja4QQgghhLjv9JsvktZ/NZakLDrYqvm1SSu0NXJ5c9+fDDh+FD1uRdbJSc765wsqhHgkSKArhBBCCCHuC+OlJFR2WtQ+jqQPWYcqKRk7MtDpbXjh0C5eOLAfjcVSJMgN9ymHSa3CJSv7wRRcCPHQk0BXCCGEEELcU+aETFKfXcm5iwZueHqiU2tokJCLC5CNFwAaE4Cl2PVrxsXSc/TLDN0YRmDoVdxaV/6nii6EeERIH10hhBBCCHFPpY36nT03bFjctDXrKtTiRrYNiUZXoilPDlrAfNv1bSxZrPt+NomV/Pn2o0jWf36O+LTbryOEEIVJoCuEEEIIIe6Z2KVhhK1NJbh+Q3ZVDcCoVlP7UjLpFmcScCOCiuhvaVSoIUf5v5pcnLhJQFostkY9FpWGk1tT6P3GDfq+H01CVCbm1JxbsxVCCCsS6P6HzJ8/n6CgIFq3bv2giyJuERISQlBQEEFBQSQkJNwxfevWrQkKCmL+/Pn/QOkerPzjsmzZsgddFCGE+M/LTdJjMpgwphqAv0ZRPnaVnAk/cuPlRYx/IZTd406i9zBzvLI/AF2OXbZ64DSjJhZPZVpHJh5cwp1LuHIVTy6iQ0+qnQt6jY2SLiAji9yrGXwyIoyTgfOJ77+G3DT9P7LfQvyrqVRFf4T00RV3FhISwscffwzApk2b8PLyesAlEo8aucaEEOJfIDScnHWH0fm6ohnSETyclUXRa64R/up+zAk5uJKOA3q0XloibZ04XrUaepsqlE+JZGLYQmJzqhHt66as65xdNBjNwAEb4ojHGzW22GKPAwUDT5lRsblGJ6sH9hqRCVSPSibVw4E/GjWHWAuq3kexbejBja5Vqe+n5aXaKuy08pAvhJBA9z+lX79+dO/eHZW85fnXefzxx2nUqBEA7u7uD7Yw/zLr1q0DwM3N7cEWRAghHiJGswWtupi/9ymZ8MNOzLGpmHu1QNssEHOumeTv9zB0nw3ra7+Ae3oG7/T7ldf9zcR5leen5HJ4b7+GX6oRJwzYoceBbK4n+WEx66iVGMX1Gt5ElivP3DYvY2uI4alj1wlISSHKzY04V0fKpVmPnuxJKsdojvmvR9FrVCOIvbiQCsBV9wpcLFdNSW+TrqfZ4WuoLeBzI5mD7auT5GjHPj9vkgy2uK6+yXlDPCuqebO5USya7k1Ra/L232iyoP3r/8SlwNLtkG3A2Lct2jrlbzlwJtCopUZMiEeABLr/Ia6urri6uj7oYohiODo64ujo+KCL8a9UoUKFB10EIYT4d0hKhxW7IT0b+raBan5FksRlWnhncRKmP65jdrel09iq9K4CZ3ckkHY8lpidJ4l1qIhJWwW3nRcIuL4Lp0gNCe42JDzTnI1fL6JRVAQXqMZGDy8uNLTDos4kJtCL1PL2DDr8I276VPbTiVyzDgC7HCPVTsdwok0Vcm3tmdijD9+0TuPtTTs57e/P2SoetL9xkTQcUWOhHMmk4agEuQBmtFyjGvU5CkCYb92Cncow0OjQNfJDzxQvJ9Co2F7el0xdXhlS7ezJ1vrRdc8Jel6qQZvZB1DbwGlfT444umOrg1b2aQxbvphkOzu+a96FM/N1eGhvMqK7CxpNLs0++o56oYfJcXVm19A+nHuhG01cTZyOMODnrqZuBS07www426t5JsgWFwfpASj+JeS9TLFUFoul+HHdxd/Ss2dPYmJi+Prrr4mPj2fFihVERkZSrlw5nn76aQYNGoRWW/ALfsOGDaxdu5aIiAgAatasyYsvvsjjjz+upJk/fz4LFy6kYcOGzJo1ixkzZrBjxw42btyIk5MTW7duJTg4mKtXr6LRaKhfvz5Dhw5Vagrz17exsSE0NBSAjIwMFi9ezPbt24mPj8fT05MOHTowbNgw3NzcmDx5MuvXry+yf0eOHFH+f/nyZRYvXszhw4dJT0/H19eXzp07M2jQICV4i46O5umnn1b2df/+/axdu5YrV65gb29Pv379GDZsmFUep06dYunSpZw6dQq9Xk9AQABPPfUU/fv3tzp2pcm/tM6cOcOKFSs4evQomZmZ+Pn50bp1a4YOHYqbmxsmk4nu3buTmJhI//79eeutt5R1TSYTXbp0ITU1lS+++EI5dzt37mTlypWEh4djMpkIDAzkueeeo2fPnkrteklNd8+ePcucOXM4deoUjo6OdOvWjVdffZXHH38cg8HAiBEjeOWVV0q1b/nnv3nz5nzyySfMmTOH0NBQsrOzadiwIf/73/9wd3dn8eLFbNiwgcTERGrVqsXkyZOpWLGisp2cnByWL1/O5s2biYqKwt7enqZNmzJ8+HBq1KhhlWdKSgrLli1jx44dxMXF4eLiQqtWrRgxYgQBAQEAd7zGgoKCABg9ejSDBw9WjlX58uVZuXIlS5YsYdu2bcTGxuLr68ubb75Ju3btrMq7ePFiNm7cSHJyMpUqVWLo0KFotVrGjx9PpUqVWLt2bamOoRBC3E+XPznJjdnnMBtM+A+tTvUvg1Dr8oKpnbsT+XTJTa44etE68hzDT29nzsBXOJBmR1Y5e7RJehxyjOhUFrzj0+hx8gwNLySjNqmwoCLO3ZE17WpQyWSkXE6hpsQWC94RNwmIykQF+JqiyUVHGp6cbVqedDcHqzK2vnqAWpdiCaN2kfJfquPLpSqeLGpYA480Pat/WEK9tJNo0BNHHat+upfwJxPrbbsTT1NC2V+xGdurd1Dme0emUOV8nDIdG+DK0YYV+L1qRUpSLz6RF0+fwdag55PObTheJQCVBexycsmx11EhOhWdseAR+NOdy+hzZr/VNgb3fZXvgzpgYzJi0GhxyM6lXGIWWrMFZ0c1Wye64+VSumD362Nmpuw3k5id90Glxt4wv7OGY3EWpuw3czMzryJZq4Kh9VX8Xwc1NhqJXkTpqManFJln+dLtHy/Hv43U6N5nK1as4ODBg8p0VFQU8+bN4/Tp08ycORO1Ws3HH39MSEiI1XrHjx/n+PHjDBkyhNdff91qWW5uLq+++irh4eEAWCwWNm7cyEcffWSVLjQ0lIMHDzJ37lwlWLjVu+++a1W+mJgYVq5cSWhoKD/99NMd9y80NJQJEyag1xf80bxx4wZLlixh9+7dLFiwABcXF6t1Zs6cyZ9//qlM5+TkMG/ePBo2bKiU87fffmPatGmYzQWfErh06RJff/01oaGhzJkzB61We1f5l2TDhg1MnjyZwu9+rl69ytWrV9m1axc//vgjjo6OPPHEE/z000/s3r3bKtA9deoUqampODo60qZNGwDmzZvH4sWLrfIJCwsjLCyM48ePM2nSpBLLc+7cOUaMGKHsW05ODitWrCAiIoK/834qNTWVwYMHc/PmTWXegQMHmDp1Klqtlt27d1vt09SpU1mwYAGQ92Jk5MiRXLhwQUljMBjYvn07e/fu5fPPP1eCzJs3bzJixAhiYmKUtImJiaxfv56dO3cyd+5c6tYt9Ma+jHJzcxk1ahRhYWHKvOvXrzNx4kQ2b96Mg4MDFouFN998k8OHDytpLly4wHvvvUf79u3vOm8hhLjXopdFcHnSCWX6xtfn0HnZUvWjhtxMMfHa6lwMzt4A7K1Yl0P+NTAk6ojxc8QrMQt7vQmAXIuK8XvWYx/lTv6YoyrAJzmTfrvCiQi6pZWMSoWDSY2NKe/vbSK+5KrVaMxmjLZFg7gMGye0RKPCjOWWMU2z7bVsql4Bt/S8v1vl06MxYkcuDtiRioGCVmWuZBQJdH2IJsnO3SrIBUhzt8dCQaWVW0ImTvpcVBYLlmKaGNvm5jL+z83U+Gtwxw2XzvNa/9782qge2Q422ObkWgW5AN3PHyuynbqxkaBSYdDm1RpnOdgQp1LhH5dBeqaZj0Oy+OYlpyLr3WrjZTPjtlt/Gul4HHRZYyKl0DsHkwkMwJzjFjzszHzcRnPHbQshSiZtLu6zgwcP0rlzZ5YtW8acOXOU2tW9e/cSEhLCpk2bCAkJQaPRMGLECJYvX87SpUt59tlnAVi6dKlV7Snk1fLduHGDMWPGEBwcjKOjIytWrADyRuNdsmQJc+fOZeDAgVStWrXEYCIiIkIJct944w2WL1/O9OnTad26NR07dkSr1TJ27FjGjBmjrLN06VKlz2RmZiYfffQRer2eZs2aMWfOHFauXMnEiRNxdXUlIiKCmTNnFsn3zz//pGvXrixbtswqUNy5cycAkZGRfPrpp5jNZipVqsRXX33FihUr6N69OwBpaWlcuHDhrvMvSc2aNfH29mbs2LEsWrSI5cuX8/zzzwN5Lyjyax27du2qlPPy5cvK+vkBYseOHbG1teX48eNKkFuvXj3mzJnDokWLlEAwJCSEjRs3llieL7/8Er1ej0ajYdSoUSxfvpx33nmHM2fOkJubW+r9utX58+fJyclh6tSpLFq0CF9fX6Dgxcj777/P999/r9TOHj9+nJSUFABmz57NhQsXcHd358MPP2TVqlXMmTOHJk2aYDAY+N///kd6ejoAU6ZMISYmhoCAAKZNm8aqVav48ssvqV69OhkZGXzwwQcYjcbbXmO3ExsbS3h4uHJs8q+P7Oxs5brevHmzEuS2bt2a+fPn8+2331KvXj127dp118dQCCHutfhfrxedty5v3q6zBgxYBz0GrY5crRqjRq0EuQA1EqIIjEorJgcL7uk5GItZYpNjPVdnNqMGPOOKbqdG/EVUqPEh2Wr+2QqeTOvejHPebqgt4JyTzbo6LYmyrUoGfhhwwoY08r6fa8GdNJzIQI0RNUZcSSQTB66ZK9PjSCiDdm6h88mjOGZn4R2ZYtUy01Zv5KnjO2kRE1XM3kCXC+eVIBdAY7HwwR8FL9jNxfRdvunoVmTeDTfPIvOy7bSY/1r9RFTpvuu7LqL4l9Mptxkwet1FaXApxN8lge591qRJEz799FPq1atHy5YtmTNnjhJYrF+/njVr1gB5gxF1794dR0dH3NzcGDhwIA0bNgRg9erVVttUqVR88803DBo0iNq1a6NWq5WmvIGBgTRo0IAWLVowduxYfvzxR+zt7YstW+Hmvy1btqRWrVp06dKFr7/+WqlF9vDwwMPDQ0nn5+en9JncunUrqamp2NnZMWHCBAICArCzs6NZs2YMHToUgI0bN5KRkWGVb5s2bZg6dSr16tWjf//+lC+fNxBEfg3jb7/9htFoRKfTMXv2bNq1a0fNmjX5+OOP2bBhAz/++CN16tS56/xLUq1aNX7//XcGDhxIo0aNqFWrFu+++64yONSlS5cAaNCgAf7+eZ9MKFz7mR845QfCv/zyC5DXN/qbb76hZcuWNGrUiBkzZlCpUiUA5fzfKiIigpMnTwIwcOBAhg8fTq1atejbty/Tp08v1f7czuTJk+nWrRuNGjWiV69eyvyxY8fy3HPPUbduXV566SUgr8VAXFwcOTk5bNiwAYBBgwbRtGlTbG1tCQgI4N1338XBwYH09HQ2btxIZGSkEmy+/vrr1KlTB1tbWwIDA3n33XdRqVRERkZy4MCB215jd/Laa68px+a1115T5udfS6tWrQIgICCAmTNn0rRpU5o3b853332nnMN/m6SkJKsWChkZGcrLA8irQU9MTLRap3CteXHTN2/etGoFIHlIHpLHvy8PlVfRRna2/nk1nt7FNY+1WFCbLVhUKIEXQEB6IrYU/casGhNqs4WLzs5W852Ts3BLzCy6fcDvcio1Iy+iMxlw1GfyxIUdVEhIxIwN3iQTyA18SSSQK6h8YlEbzKgtFjRmE+l29nzR8Qn6DRjANXcn+CtQd+UGoEIFZGOHDSYqEUsAadiiw9Nkwi81BRuTkcoJsbQIP41fZGrRsiUlsPyXKXy+dWmRZb6Fzlc+/9RU+OscmDRqVBbrIPWzdr0xqguOc3g5f75v2qHocTRbUP11KmtU1inzb3fO/e9iCA5/J9VDc+1KHv8GqmJ+hDRdvs8qV65sNW1nZ0e7du1YvXo1ly9fVmrmtm7dytatW4vdxtmzZ62mdTodDRo0sJo3btw4PvjgA4KDg9m+fTstWrSgXbt2tG7dGo2m+KYvlStXZvDgwQQHB/PSSy9Rv359WrZsSadOnahSpcod9y2/+WpOTg59+/YtNo3JZCI8PNwqqHjyySetRn4uV64ckZGRyi+c/O1Wr15dCYIhL8D38fG5q/xLarpdmNlsJiQkhN9//51r164pNcoGQ963AvP/BejSpQvLli1j9+7dDB48mOvXr3P9+nXc3d1p1qwZkFdzCnkvO5wLPVhotVratWvHtWvXrJoAF3blyhXl/507d7Za1qZNG2xsbKzKUxY6nY62bdsq0+XKlVP+X7hPuLe3t/J/vV7PlStXlDxnzZrFrFmzit3+2bNn8fQseAs+ceLEEssSFhZmVZayyq/FLa68gNLnvX379lYvduzs7GjSpAnR0dF3nff9UjjoB3Bysm4WZ2NjY3V8Ie/lwO2m81+uSR6Sh+Tx782j2ruNSF4XTW5S3u8vtb2Gyh/UB+CxOjY0rarl6OWCmteG5kROqrxwTdeT7GqPZ0reqMaHA6rjrl1OtLEievJedKswY0bN/poBHPIvx5VsZ7qfuUzg9WQ84tJLfCRWmy24nbfQ6/wOAoghF3syKNg3R3JwJxFnonjyUhy/1GxHlbhEdtcsGC05xd6R4GYNeXHLFQxUwpkMfElGixlbDFQhBg15AYgWwGRdhsCkRHZ6+OKRVLj604IneX124wvVxGpNJowaDTfcizYn3larhjKSssZoxk8fjyVXx00nNyqkx/Nr4yYcDvyMD/5cS8+zR/nkiedIs3cosh331BzMahUmLzumdrdT5t/unI9qpGbxGRORt8TfvaurOB5n4cotcbydFj5sqX5orl3JQ/xbSaD7AJhMBb/FC/dBLUlmZvFvWgtr3Lgxv/76K6GhoezZs4ddu3bxyy+/ULFiRb744guqVatW7HqjR4+mT58+7Nixg3379rFo0SLmz59Pt27dmDRpklVwcKvS9hO9tfy3ft6opOnCx+le5l+S2bNns2LFCho1asSUKVNwc3MjMjKSL774okja/KbXZ86cITk5WanNfeKJJ4ocM7W66Jv4svSxLW79v+PW4114+4WX3ZquNNcq5B3ve31uSlK4jLc7zvf6GAohxL3mUN2FlmeeJib4MmaDCd8Xq+AQmDfGhEat4ofRbmw4pudyrJE2NXW0rOHFjjADxy7nkm2v42qqFnO6ka41nbgSNJqaH31PTqwNGU4e7PcJZGONOtj4wWf79uNwKhWtxYIGEyarkY8Lmvpl2WrZWbcC3Y9dwQY9mXjfUmILnpxH81dkmqOxYcXKFbzzVHdudcPVEw3h5OJAEu4Y0VGZaLxJUoLckuSq1Xz2XEte+vMcDS/HYbCFurknsTdnsq5GC75p/hQAdrkGLgW4USvqJk9FHEClSyRT5Y2dwcSu6lUZ/9xTqMxmWl66zGv7NtH58nFO+dbEyV6HY2Vbsq/mEuJUg+3lG9P+ynl++Gkuz8Rf4MizXclOzsJgZ098BT+yKtnzWAVHRjVU42lfulozX0cVJwZq+CHMzMEYC8420K2Kml7VVKQbIPishSupFiwW8LBX8WItFdXcpUZOiL9LAt377NChQ+Tk5GBnl/fWT6/Xs2/fPgCqVKmC0WjkzJkzdOzYkRkzZlitm5mZWepRg1NSUnB1daVDhw506NABo9HI+++/z44dO5gxYwbz588vcT0fHx/69etHv379uHnzJn369GHjxo20aNGCHj16lJhnYGAgkPfW648//rD6zmlOTg42NjZKgFGWmrMaNWqwd+9eLl26xPXr161G/I2MjFRqecuS/51kZGQozVwnTJhAzZo1AahduzazZ88GrIPT6tWrU7VqVS5fvsyePXuUJsz5zZYhr8/v5cuXOXr0KBkZGcrbQqPRqFwDt45SnC9/3yCvT3PhFxUJCQl3fAlwP1SuXBmtVovRaGT8+PH069fPannh6/Xq1asqMmToAACIpElEQVTK/JkzZ/LYY48p00ajEZPJhK2t7X0vc6VKlbhw4QK7d+/mtddew8bGBsg7l9euXbvv+QshRFnY+jlQ+Z16xS/Tqejdws5q3uP1bHm8XjG/S1s3hRFNIUsPDrbUtlh4KRfsbFRAfTIuphEbfAlTRi5qGzXmXDPfmr04HmOi+YUYcmx0XC/nzIQj6whwieK3Oo1oGZFOlYSCPrt2pChBrhkV5ZI0qMxmml6/wYFKVa2K0/bGWXIpaOabhiMmtLgU08TaAmTa2nE4sCYJLq7kqCxEVCjH+FfLY5NrxKDVYGd4nqQPX6NyrJmXjh0nVwMmuxxiYl34fOsveLz5GHw0Aa+8wtFbp+UpowVMZhZO13LdtxlL/JvToIs3zd+oikab96zQAsg2WLDXdYYcAy/Y2/LCHc9a6Xjaq3gzqGgLOzc7GNNEglrxN8klVCwJdO+zyMhIxowZw6hRo7BYLCxZsoTY2FgApW/kmTNn2LFjB59//jlPPfUUOp2OPXv2sGjRIry8vJg7d67Sp7M4FouFt99+m5ycHJ5//nnq1q2LwWBQ+g6kphbt2wJ5fU4HDhzIE088QefOnQkICOD8+fNK89T8AYgKB4srVqzA39+f+vXr07VrV+bNm0dqaiqjR49m5MiRBAQEcOXKFebNm0d8fDwjR45kwIABZTpmvXr1Yvny5RgMBt544w3eeOMNfHx8+PXXX1m9ejXly5dn8uTJ9zR/jUajBLLLli1j8ODBJCcns2LFCuV8HThwgNjYWKX5dH7+69ev59SpU/j6+ir9qgF69+7Nxo0bSUlJYdy4cYwaNQqdTsf333+vBIL5g13dqmrVqjRv3pxDhw6xZMkSIK/5bWxsLHPnzlUC3X8yWHN0dOTJJ58kJCSEOXPmYDabCQoKIisri19++YVNmzbRoEEDvvvuOypXrkxQUBBHjhxhypQpvP7669SrV4/k5GSCg4M5dOgQ7du35/PPPwdKvsZq1ar1t8r83HPP8emnn3L9+nXGjRvH0KFDsbOz44cffuD06dN/a9tCCPGv55AXBKtUKuxsCmY7VXfB6ZPGVkk/z7Xwy8EczkX50LyClmdqa7Bx/wiy9Yy1wLb3DpDzzU7UWLDBRDZOZFMRHQZSKEeiuRzpOFDndBZPexxhY61GmFUqnow4yvNHjnORgvzyPniU9zfXguWvHrt5bElhdZMepDoUfDFh4LGLzG1dF4Mu77HVwWjAlgwC087zUngCBm9ndr3Zn1ee8sfDryPY6P7KJ48O0GlUgJo3p1YjV5/XPUtnWzTwtLf5ay37+/8yVghxf0mge581a9aMsLCwIt86rVu3Lt27d0etVnP06FFCQkJYvXp1kYGnOnbseNsgF/JqLyGvT+i0adOKLH/yySeLXS81NRWtVsuGDRuUQYby2dvb07FjR8C6n3FwcDAAQ4cO5bXXXmPKlClMmDCB8PBwqxGUIa82raS8b8ff35+JEycyZcoUrl+/XmS7np6e1K1bF51Od8/yt7e3p3379uzYscOqv7SzszMvvvgiK1euJDExUakBh4JA99ixvE8SdOnSxaopbePGjRk2bBiLFy/m5MmTvPrqq1Z5du/e/bblmzBhAkOGDCEjI4OFCxeycOFCoKCP9qlTp9iyZcs9GZyqtN5++23Onz/PhQsXioxordVq6devn9J0e/LkycrnhaZOnWqV1tHR0apGuKRr7O8Gur169WL9+vWcPn2aw4cPKyMw29vbK8dQCCFEXo3xi23tgVsGsLS3RQV0/ro9+h4BxH53ithrudgE+VP+zQY4BDrhvPowvutPcnqTmfRkC0/uiOGlvcdwVKVjNjhwVt24UH0ueJGK+q9AV4WJKHxxIJvyRJDg6mgV5AL4pWfjn5ZFtGteq6HXdu4n0asx7rtG4FzFA5W9jupl2NfiAlwhxKNHAt37rEKFCowbN47Zs2dz5swZbG1t6dSpE6NHj1ZqsSZNmkRQUBBr1qwhIiICjUZDtWrV6Nu3L126dLljHvb29syfP5+QkBA2bNjAxYsXAahYsSJ9+vTh6aefLna9Jk2asGbNGn744Qf27t1LbGwszs7ONGjQQKkdhbygfNSoUaxcuRKz2UxgYKASgLRu3Zrg4GAWLVrEkSNHyMjIwNfXl06dOjFw4ECrQZjKokePHlSqVImlS5dy4sQJ9Ho9AQEBdOvWjQEDBqDT6cqUf05ODvHx8cXm5eHhgaOjI5MmTcLLy4vt27eTk5ND06ZNGTduHI6OjoSGhiojPOcrX748devWVb7jWrjZcr5XX32V2rVrs3LlSs6dO4fZbKZq1ar07t2bZ5555rbHoEqVKixbtoxvv/2Ww4cPYzQaqV+/PqNGjcJsNvPOO+8otdCl2b97wcnJiSVLlhAcHMzmzZuJjo5WrpnBgwdbfcrK19eX4OBgli5dys6dO4mLi8Pd3Z2goCCGDh1qFdze7hr7OzQaDXPmzOG7775jy5YtZGRkUL9+fcaNG6fUlOdfS0IIIW7Ptks1KnYpOuaHrn9LdP1b0gI4PPUMh36OpuZpjfIBohxHO+I8HPBLiqVx+ilcScKEjiT8iaAKudiSiBuZaChnKb6l0oCDuzntFki9+CTGfN2ccvWL9gUW4j9Lmi4XS2Upy6g4otR69uxJTEwMvXv3vu2os+KfceTIEUaNGlXsskmTJtGzZ89/uET31qO+f3/H5cuXqVrVur9YRkYGzz33HImJiXTo0IEvv/zyAZVOCCEePdtmXsQyPlT5DE+quz2X6vrx+JUdBEWdUNKdoDkJWI9cW4PT7Gjakki3AGWee2IarteTSO5Tl1dn1kHjIPU0QhSmeqdoN0XLF64PoCT/LvKbQgjxyJo/fz6LFi2iW7dudO/eHW9vb6Kioli6dKnyfbz/8ksAIYS4H554qzrXXOHSmIOYs024J2fwzN4tVCfMKl06RR/E03Cj34nVHK7QlAteVTlfriJBp2JZ+umTLBjnhcZWqq6EEKUjga74T8gfGOlR9ajv391q1aoVK1euZOPGjWzcuLHI8r59+9K+ffsHUDIhhHi0VRpWnfL9KpN5IQ1bX3v0N9JRtR0NuQVfDXAlmTisv1Ub7u9FnE0tdlaqyh/VmtDtRgI2r9Vm1Tvlbs1CCCFuSwJdIcQjq0GDBvz4448sXryYAwcOkJiYiKOjI3Xq1OG5556jQ4cOD7qIQgjxyNI46nBp7AnkfTqJV7rAnIKXjlUJJwlvjH8NVXW2giff9gjCqCkYLOqaUyYN3inaL1gIUZi0dCiO9NEVQgghhBD3n9EEs9djXrOfqLREUvW+OF7KG9VZSwbdXhlDjs7GapW2pjSWfRtY/PaEEACo3kkrMs/yhUsxKf9b1HdOIoQQQgghxN+k1cDbz2DaPYWN45oR+k4FdDU9cECPDVqeOWfdBccWE/97v8IDKqwQ4mEnga4QQgghhHggyv3RF1V5F0DF63uPMer4PurZZfFEbQ0rx3tStYLNHbchxH+eqpgfIX10hRBCCCHEg6Gu4IrXlbcwbL+CSqPi7Q5VGK+RehghxN8nga4QQgghhHhgVFoNtl1kwCkhxL0lga4QQgghhBBCPLSkrXJxpG2IEEIIIYQQQohHigS6QgghhBBCCCEeKRLoCiGEEEKIB8dshjbvg7p33k/T8Q+6REKIR4D00RVCCCGEEA/GpZvQeDzk5BbMO3YZVL1BrQIbLfR/DL57BXTy2CpEsaSLbrGkRlcIIYQQQjwQ2icmWwe5hZktecuW/An9v4Krcf9o2YQQDzcJdIUQQgghxD/O9WYGqqhkLKVJvGY/VBkFDd+EhLT7XTQhxCNAAl0hhBBCCPGPs80wcLB8A0xlaXd56hp0m3L/CiXEw0hVzI+QPrpCCCGEEOIflJlD968OUT48CaB0NbqFHbsEaVng4nDPiyaEeHRIoCuEEEIIIe4ri9FM/GeHSFt9nnIJpygfnaQsK3PlkwVITJdAVwhxWxLoCiGEEEKI++rGM7+Q8EccYKY8NwFIxZObVCEXW1yJJ4AI1JhLt8HynvevsEI8dKStcnGkj64QQgghhLgvzGYLZ745yrlzsTioE7EnEx16snHgMg3JxA0D9sRTkRvUvOP2lGbOzi/Chaj7WnYhxMNNAl0hxCOrZ8+eBAUFMX369AddFCGE+M8x5ZqY99RODsyL5JKnI3qtmpocQoOZFHyw3PIYmoRv6TeuN0HNMXDg/D0utRDiUSGBrhD/YpMnTyYoKIjnnnvuvuf1XwoK58+fT1BQEK1bt37QRRFCiEfChTgjYxcmMuSTKLa+e4yYaUc48fxGuu7YjJPuIjc9bKlvOIb6rzrZ4gag0mC8Yz5FGmi+vvBvl10I8WiSPrpCCCGEEP8RKTkWMnLBX2siNyYTm8ouqNR54aPFYiEz9CbX0iyUf8wHV0cNFqOZlA3XSEsycDxMj2HrNbyuJeKQkUOCqyM59loqRyWTo1HxrE6Hoz4XZ0sKDlyiMUmogWqnLsAp63I4kVKkbD5cK7bMFsCkUqO1mK3noSH3bBRXEixEXUujuVsuuY4uuHvp0Gilz6L4D5HLvVgS6AohhHioZBgsfLLfzJ/XLdR0VzGptZqaHvJX/p/w5zUzMw5bSNFbeKm2mtGNVahUBcf+UIyF6QfNRKVbeKaamnebq9BpSn9urqdZmBxq5kSchdb+Kia3VuPlcO/OrdFs4YtDFtZdNOPvpGJiSzUt/G6//dhMC4M2mth2DXRq6FIZnq+hZukZC7lmCyMaqNGbYNkZM/ZaqOqq4lSCBXdbFROaq3i8Ytkaz106m8mfvyaQkWaiUSsXOvTwRK1RkRubRVjXDRhPJ2ABYqt4UdEFHAIc2NWrER8meBAYmYKf2si4cil4rj2H/mIKphwT8X7uhDSrzbr6VYhxsicgIZX3Nh0lys+Tq14u7K7qy00nO/wT08m0dyLZyR7dSSMv7TrK0J2nsFjMLOvYmP01y1Ohvi0jYo/hlpqFf1K6Um57kwUHkwFHUqjOUaXmtjCDWosFsDUbcSYZG7Iw4ABY8CAaT6KxUPSZXQVWQa4yDxMmg5rrrT8mzLcCQx7rQZqdHid9JkZ7Gzyc1Tx+PBKbVAMqNbi4aWjV2YMnnvVCqyv5vBzZlULo1mTUamj3pCcNW7mU6Rzms1gs7N6QxLG9qdg7aXj8GU9q1He6q20JIcpOZbFYyvz5MlE2N2/eZPHixYSGhpKUlISHhwcdOnRg2LBheHh4AJCTk8NPP/3E5s2buXbtGk5OTlSuXJmBAwfSpk0bZVsWi4W1a9eyZs0abty4gb29PUFBQYwYMYLAwEAlXU5ODsuXL2fz5s1ERUVhb29P06ZNGT58ODVq1ChT+VNTU1mxYgXbt28nOjoaNzc3qlevzvDhw6lfv76SbuTIkRw7doxRo0bRvn17FixYwPHjx8nOzqZp06ZMmjQJT0/PMqcFSE5OZsmSJezatYv4+HhcXV1p3bo1w4cPx9/fX0kXFBQEwOjRoxk8eLAyf/r06fzyyy/4+fkREhJyV2VISUlh2bJl7Nixg/j4eNzd3WnevDlDhw6lQoUK9/zY9+zZk5iYGKt5TZo0YcGCBcr03r17+fHHHwkLC8NoNBIYGEjv3r155plnrB8+Dx1i0aJFXLx4EbPZTM2aNXn55Zdp164d0dHRPP3000XyHzFiBK+88kqZyvrhhx9SqVIlvvrqK3x8fJgxYwZQunsAICEhgfnz5xMaGkpycjK+vr507dqVgQMHYm9vb1XWadOm0bVrV2XdMWPGsH//fqtjlF+u3r17M3HiRKDgvBdW+LoQ/369fjXxW0TBny5vB4gYrsHZRoLd++noTQstfzRhLBRvfNZOzbst8gKGa6kW6iw1kVWo9emYxiq+7qQp1faNZgu1lpi4lFIwr5U/hPa/d+/k39huYvaxgmvHQQtnBmuo4lbytdP5ZyPbrt9dflo1HHpJQ2Of0l2bNyP1zHj7EiZjQRk7P+dF9xe9OVkxGHNkhlX6eDcnyqVkoNdq+KVzM3LtbQm4mUin0DNW6bJ0Gh7/ZDC52rxz0eZaPEGFPu9jVKlY0bAyqbY6LGrrsn67YAO/Nq/FlkYFzxiumTmsn7YCh1xTkX2oyknciM/LFyccsC7z0fL1ydbZ0fbKYXKw5wY1ycIVezIozwUcSC+yzXzRVMGFJJxItZq/rl4zeg+aUCT9kKOXcDEUXJD5QXSbru70GelfJD3Akd0pLJ9tPcjViPcrUjfIucRylWTLmnj+WBmnTKs18NZnVSlf1b7M2xLidlQTM4rMs0yXlyrSR/c+Cw8P56WXXmLdunXExsaSm5tLbGwsP/30Ey+//DJRUVEYjUZefvllvvnmGy5cuIBerycxMZGjR48ybtw4fv75Z2V7S5Ys4bPPPiMiIgK9Xk9KSgrbtm1j0KBBXL16FYCMjAyGDh3Kd999x5UrVzAYDKSmprJ9+3YGDx7Mnj17Sl3+lJQUXnjhBZYsWcLVq1cxGAzExcWxb98+hg4dyu7du4usExYWxqBBg9ixYwcpKSno9XpCQ0P5+uuv7yptdHQ0AwYMYOXKlURHR5Obm0tCQgK///47AwYMIDw8vAxnpKjSlCEmJoaXX36Z5cuXExUVhcFgIDY2lpCQEAYOHMi5c+eAe3vs72TBggW88cYbHDp0iMzMTPR6PWfPnmXq1Kn873//U9IdPXqUMWPGcOzYMdLT08nMzOTYsWO8+eabrF+//p6VB+DkyZO89tprnD17FrM572m4NPcAgF6vZ/To0Uo6g8HA9evXWbhwIW+99dY9Lad4eMVnWfg9wvr9bFwWReaJe29ZmNkqyAVYeLpgxo/hFqsgF2DxaQulfZ++47rFKsgF2B8NZxPu3bldfNp6W1nGvHKXJN1guesgF8Bohu/DSvm5HODwzhSrIBfgwJ8pZB2NLxLkAjhm6QGwNZqocyXvxWi1qzeLpFv6eGMlyAWoG2cdKGotFmrFpxUJcgH21SjPtgZVrOalOtoR71r8Q7T6r362GbiSTdHgMDDhGmsb9SDe0QM7sqnOCapzhKqcuG2QC5CCLxE0xoT1y5M/ajYumthiwdlgfUHm792hHSmYTcWf9wPbkovO+7PovNK4dT2zCQ7tTLmrbQlxWypV0R8hge79ZDab+fDDD0lNTaVmzZrMnDmTVatWMXXqVPz8/IiNjeXjjz9Gq9USGBhIx44d+eKLL1i5ciVffvklPj4+ACxcuFB5UPjxxx8B6NGjBz/88AOzZs3iueeeo06dOlSsWBGA2bNnc+HCBdzd3fnwww9ZtWoVc+bMoUmTJhgMBv73v/+Rnn77Pyb53Nzc8Pf35+mnn+arr75i1apVfPLJJzg5OWGxWFi4sOggEHv27MHb25svv/yShQsXKvuxc+fOu0o7depUYmNj0el0vP766yxfvpyJEyfi6OhIWloaH3zwASZT0bfKpVWaMnzyySfExMSg0+kYM2YMP/74I//73/+wtbVFq9Vy8OBB4N4e+wULFtCxY0cAAgICWLduHVOnTgXgxIkTSq1lnz59WLZsGcHBwQwZMgS1Ws3GjRuVGspVq1ZhMpmoU6cO8+fPZ8GCBYwaNYqKFSvSsmVLvL29WbduHd7e3gB07dqVdevW0a9fvzIfy5CQEGrUqMFnn33G+PHjS30PABw8eJCIiAg0Gg2TJ09m+fLlTJ48mfr16/PEE0+UuSwlmTp1Ki+88AIAOp2OdevWWdWSP2hJSUno9XplOiMjw+qaMRgMJCYmWq1za83/rdM3b960CjYe5jzUWCjmWRyd+uHaj4cxD0N2Jrcq3PozNyeryHKt2qK0LrlTHiW1JNWq791+aIvJIyczvcRjZacBR+3fC7R16tKfD00xzbw1GlCVcHBybQpqu81/3RjmYm6QNAdbq2lzMfeQWQ0U81KicnwqanPR+Vm2umLLlPzXyMlJ+JGDY5HlKfYuDA9dgZM+73rKRYsDmWgp+nc8P1czKqKpigEdHsSQi/X+BEVeKrLu7R7zVSoLFoo/H8X17VWpLHd1DxZ/PvPm/Vvvc8nj7vMQ/z7SR/c+OnLkiFLLOmHCBKUZbN26dRk7dizvv/8+x44d49KlS0ybNg2NpuANZfXq1YmLi+OLL74gOTmZxMREvLy80GrzTlnt2rWpU6cOAG3btsViyXuYyMnJYcOGDQAMGjSIpk2bAnmB0rvvvsuQIUNIT09n48aN9O3bt1T7sXDhQquyVatWjYsXLxIcHMylS0X/uNja2jJv3jz8/PwAePbZZ/nuu+/IzMwkIyMDJyenUqdNTk7m0KFDAAwbNowhQ4YAUKtWLWxtbZk0aRLXrl3jyJEjtGjRolT7U9byJiYmcvjwYQCGDx/OoEGDAKhRowYtW7bEy8sLtVp9z4+9n58fjo55DwlardaqefTatWsBaNCgAf3791fmP/3000RGRrJ161ZWr15Nz549lWsmICCARo0aodFoaNKkCcOGDVMeQCtUqKCcY0dHR6u8yqJatWosWrQInS7vAejQoUOlvgfyy2lra6sc11q1avHUU09ZNcP+u7y9vXFxyetvpVKp7npf75fCTbkBq/sFwMbGxqpJPaBcuyVN+/paf7LjYc/jpdoWfjhb8MBS2QV6Bqqw1z1c+/Gw5TGupTPBESayC1WSjW1SEICNDHJk9mkTSTkFy8cUWn6nPB6roKJhOTgZX7C8W2UVNTwKtvF392NsExWf7C+4dtzt4NUWLla/YwrnodOo+KiVmvf2WAd6KoofNfhWDloYVl+Nr2fpzkeLx23ZtSERfXZBLXC77p44NPRC16gcuScKDo4FSHO0wzUjmww7HRcr5b2kPV/Vn0pR8RR6P0D/3adZ06qOUstz0ted1jcSlOV6jZpz5VzxT8si1tkekzrvmJdPyaTjmSucrVCOdS1rK+l9UjKoFFd8LWciAagxYUJDEr64c1NpvpyLBr+0WGxNuUp6M1pyUaEjt9j+uUl4Y8AWH67hx+Uiyy1AnZgbeGWkkeD01+92iwWLSkWkiz0V0rKt0qqAdk96odEUf121e9KTC6cylZhfrYZ23b3w9LQO2ktzDz7WXcfaxQU17Da2Klp2cgf+vfe55HH3eYh/Hwl076MLFy4o/x8+fHiJ6c6ePYuNjQ1LlizhxIkTxMfH4+bmhqurq5LGYDAAecHC9OnTmTFjBmvXrqVFixa0b99e6Zua31wWYNasWcyaNavEPEvr4sWLLFu2jLCwMFJSUvD09MTGxsaqXIU1atTI6uYvV66c8v+cnByrXyZ3Snv+fMH38Tp06GCVT+HpCxcu3HWge6cyXLx4scQy5NeCwv059iXJv7ZOnTrFs88+W2ya8PBwTCYTI0eO5Pz582zdupXjx4/TokUL2rZty2OPPYatrW2x696tBg0aKEFu4XLCne+B7t2706NHDzZs2MDTTz9No0aNaNWqFZ07dy7yB0r8ty3sqqaht4Vt1yzU8oDxzdTY66SZ1v1Wx0vFvhc1zD5mJkUP/Wup6FurIFjwdVSxv7+GmUfNRKZDr2oqhtUv/XlRq1T82VfD/x0xczwW2gSoeLPpvT2vk1urqehiYd1FCwFO8FaQGn+n2+fxbgsN1dzNfHbQTFYuvFBLRWt/FYvPWMg1wfAGKgwmWBZmwUELtTzg8M28IPqNpmpqeZZ+Hzx9bHhjehV2rU8kPTVvMKpmHdwAqLPrGcLGhZL42zXSbGw427QiTxhS8Ozpi3ZQfc4c0uIRlggu5Uho9xjVwyMxXElDU94Zj8rlGHL9OqsCAsjWajlS3hNvQzbVkjO55uLIySrl8NCaqRKbRreLUdxwc8YtM4dee04xp1tz4l0dqX0jjot+nqjNFj5etcOqf26uWoXWbFGC0Hgqkmanw9ZoJtzYHFcS0WLAzj4Bn+x4q322IUdZL/8FQuFpD+K4HaNKzZAXX2fw4R2kuXhww6sy8a6OhLm7sa1RBVpdiadqUjpOWigfoCOonRutOruXuL16zZx55cNK7N+WNxhVm64eVKtbtGa6NNp198TRRZs3GJWjhvY9PPApf2//7gohSiaB7n2U30fxTjIyMhg8eDBZWVm89tprNGnShOzsbDZs2GAV6AE88cQTtGrVij179rB3717Wr1/PypUrqV27Nv/3f/9X6jwzM4s2QSvOmTNneOWVV9DpdIwbN45atWqRmprKTz/9xOXLl4tdR61W33b6btOWpVavLGOslaUMtzu+9/rY305p9s9sNpOdnU2VKlVYvXo1hw8fZs+ePezevZsNGzZQrlw5PvnkE5o1a/a3y3O7MpRGZmam0mR56NCh7Nixg7179/L1118zZ84c+vfvz7hx46zWkXH0/rtsNCreClLxVtCDLsl/T2MfFcueLHlwqRoeKr7rXLrBp4rjaa9ieru7X/9OVKq84HtY/TunLey5Gmqeq2H9t+GJytZpnq7298qWz6+iHf1eCygyX+NiQ4OlHZTpZ25Zvr4tgFuhOfWU/9UA2gOLLRayjeCgUwGVi8k9L6Az6M1odSpUpqr0s8CVTBW/XLRw5KqR+EtZHGlVg4BsPR6pmaT4unCsannMqVkEnY9EpVZRLjmDo4H+/NKiFgP2nKLlRQve6stFgtzilPXVhq5KOSIGATWfzat+LaL4Qadup1YjJ2o1ujcD+TRp60qTtq53TiiEuOck0L2PqlUr+Ku3atUqq2m9Xo9Go0Gr1TJ79mxSU1Np3749L7/8spImMjJS6WeZ/1CfkpKCm5sb3bp1o1u3buTk5DBq1CjOnDnDvHnzGD9+PFqtFqPRyPjx44v0s8zMzFSaw5ZGcHAwer2e3r17W9UcHjt2TBlYKb/Z9P1Qs2ZN5f+7d++2Glm6cB/a/NGM7ezsyMnJIS6u4A2w0WjkxIkT96QM27dvp3r16sr0zZs38fT0RKfTUbly5Xt67G8nMDCQy5cvU6dOHb7//nur439rPhkZGdjZ2dGyZUtatmzJ+PHjmTlzJitXrmTKlCn8/vvv96RMxSntPZAvJSWFihUrMmjQIAYNGkR4eDgDBgwgODiYtm3bUrVqVSVtfHzBA1N6enqRl0KFlRQUS7AshPgvUalUOBTftdaKje1fAaNagwoItIEJzYHmGsAW8ADqKum7A0k39Zyeex5yTJTrXYFeR+MYbE7A+P0WkqiAjzmy2LzMqNFQ+gG7ivjpbaj97+qCIoT4d5BA9z5q3rw5FStW5Pr164wfP57XXnuNwMBAYmJiWLhwIREREfTu3VtpBnzkyBG2bdtG+fLlOXbsmNUAOb/++ivDhg1j0KBB+Pr60qtXL6pXr05qaqrSWT4lJQVHR0eefPJJQkJCmDNnDmazmaCgILKysvjll1/YtGkTDRo04LvvvrMKMEqSX7u5fft2WrdujYuLC/v27WP58uVWZSup+ezfVaFCBZo3b86hQ4eUvsLNmzfn3LlzStPgSpUqKU23fX19uXr1Kps3b6Zdu3Y4ODiwcOFCpfY5NTWVhIQEvLy8ylSGli1bcuDAAZYuXYqtrS2tW7fmwoULfPXVVxiNRvr27cvrr79+T489FBz/mJgY1qxZQ0pKCgMGDOD5559n69atnD17lokTJ9K3b1+cnZ05cuQI8+bNw87OjunTp9O0aVOmT5/OuXPn6Nu3L40aNUKlUin9ZlNTU4vkdeTIEdavX09GRsZdDUhVWGnvgbfffpsDBw7w9ttv88wzz9ChQwe8vLw4fvy4sq3U1FTc3NywtbVFr9ezZs0a6tWrh16vZ+7cuSQl5X0qIy4ujvT0dJydnZV+x8eOHePEiRPodDrq1q2rzM/NzeX7779Ho9HQqVMn6W8jhBB3ycPXlvZTGhTMaPXX31lzPMY3dxY72FQqHiTjQyXOlbkmF4AGlSDoHlWlCyEeORLo3kdarZbp06fz+uuvExkZqXzHM5+Xlxe9e/dGr9ezYsUKMjMzee+995Tlffr0YevWraSkpHD58mUyMjKwsbHh6NGjHD16tEh+3bt3B+Dtt9/m/PnzXLhwgZkzZxYpU79+/UodaD355JNs3bqV2NhYxowZo8wfMWIEixYtwmKxlNiE+V758MMPGTFiBLGxsUU+UeTs7MzUqVOVwKVLly4sWLCAtLQ0xo4dC+QFcIMHD2bZsmVkZWWxZcsWqwGcSuOjjz5i5MiRREVFMWfOHObMmaMsc3R0pF27dsC9PfYAlStXBvL6Qn/22WcA1K9fnxYtWjBy5EgWLFjA1q1b2bp1q9V6zZs3p3HjxlgsFnJzc7lx4wb/93//V2T7Tz75pFVeUVFRXL9+ncmTJ6PVaunVqxd2dnalLu+tSnsPQF6trNls5ueff7b6pFZ+uubNm6NSqejSpQshISFERUUxYsQIIG/QiAEDBrB8+XIiIyM5evQoHTp0oGrVqkRGRnLt2jWGDx9O27ZtmTVrlnJcAb755hsgbyCKXr163fW+CiGEKMYbPQgY8BjmckNQFxrCy4At16lDLna4EI8HCbfZSDG6NoRf37/HhRXiISXDVBRLAt37rFatWqxYsYJFixYRGhpKcnIy5cqVo02bNgwZMkQZzOirr75i3rx5XLp0CW9vb/r06cOLL76It7c3S5YswdvbGy8vL4KDg1m9ejVbtmzhypUr6HQ6AgMDGTBggDJQkpOTE0uWLCE4OJjNmzcTHR2Ns7MzDRo0YPDgwdStW9DcKCYmBqPRWKTctra2eHt789hjjzFlyhSWLVtGZGQkFSpUYODAgXTv3p3k5GQ2bNhQZFS6e83f35/ly5ezZMkSdu7cqQzW1apVK4YPH05AQEFfpkGDBpGcnMyff/6JXq+nbt26DB06lEaNGhEWFsaxY8fuqvmwj48PP/zwA8uWLWP79u3ExcXh5uZGUFAQw4YNUwKne3nsAfr27cvZs2fZt28fjo6O1K1bVxkpcOTIkdSpU4cVK1Zw9uxZLBYLlSpV4plnnqF3795KDe2MGTPYtm0b69at49y5cxgMBuWTUYVrbN98803S0tK4cOGCElgaDAaysrJK7FdcmhGLS3sPdO7cmRo1ahAcHMyBAwdITEzEw8ODZs2aMWLECGUQszfffBO9Xs+BAwdQqVQ0atSIV155BV9fXw4dOsSVK1ewt7cHYNy4caSkpHD+/Hnc3NyUpu+PP/44zz//PJs2bUKr1VKzZs1/3ejLQgjxyPByQf16V4xzt6DGwg1qkowvZrSABSN2xY64XKIq5WDTpPtXXiHEI0FlkU5q/2k9e/Ys9jtgTZo0+Vd9W/RR9LAc+8mTJ7N+/fpilx05cuQfLo0QQoiH1qGLsO4gFxfEk56UN/qwJ5FUIrxs2+lQF3ZMuQ8FFOLhpPqwaIWEZeq9GRfmYVby8LJCCCGEEELcK82rw6cDKH9mOCrfdDTk4sHNO693q6FP3PuyCfFQUxXzI6RGVwghhBBC/GNyc3NZunQpWr2Rl97cha0pt/QrO9lB7FJwkO/RCpFP9WFWkXmWqQ4PoCT/LlKjK4QQQggh/nFGWy1aVcmfFrIAifigxxYLKmhTC/ZMkyBXCFEqMhiVEEIIIYR4IFR1y8PJa8UuM6LDggZUKlQxi8HH7Z8tnBAPC2mpXCyp0RVCCCGEEA+EadFrYFN8vYvO1oJXr/LYpi+RIFcIUWZSoyuEEEIIIR6MhpXhwhxYuh3+PAU3U6BxVZgzHLzdHnDhhBAPMwl0hRBCCCHEg1PJGyb3y/sRQoh7RAJdIYQQQgghhHhYSR/dYkkfXSGEEEIIIYQQjxQJdIUQQgghhBBCPFKk6bIQQgghhLi/TCY4eRV6f4H2WjzDVBBZ1xNefAl0ugddOiEectJ2uTgS6AohhBBCiPsjPhUe+xDCo5RZKkBjgUpnEjE3nQAXvn1w5RNCPLIk0BVCCCGEEPdHrTGQlFHiYtXFm2A2g1p60wkh7i35rSKEEEIIIe69i9G3DXIV+tz7XxYhHmWqYn6EBLpCCCGEEOI+uHyzdOlspY+uEOLek0BXCCGEEELce9X9S5dOmi0LIe4D+c0ihBBCCCHuvR1n7phEBWCQpstCiHtPAl0hhBBCCHHv7bxzoAtAlv7+lkMI8Z8kga4QQgghhLi3Bs3Gsnx36dKWouZXCCHK6r4FupGRkYwaNYo2bdrw1FNP8fnnnyvLNmzYwNNPP02bNm3o378/O3fuvF/FKFHPnj0JCgpi+vTp/3jeQoj7b+TIkQQFBTFmzJgHXRQhhPhvWX8Yyw+7SjXwqwWgRY37XCAhxH/RfQl0LRYLEyZM4MiRI+j1emJjYzl37hwAZ8+eZfLkyURHR6PX67lw4QIJCQn3oxgcOXKEoKAggoKCOH369H3JQ4j7Zf78+QQFBdG6dev7ntd/KSgMCQlRfi/cr989QgjxX2X5diM3+n9Xtq+b+Ljer+II8d8gnxcqlvZ+bPTo0aNcvHgRgBEjRtC+fXsyMvK+o/bzzz9jsVhwdnZmxowZGAwGqlWrdj+KcVsLFizAaDTi5OT0j+cthBBCCPEoseQaudRqFhWPHqAC5lKvpwJ4cwl8PeK+lU0I8d90XwLdK1euKP8fPHgwtra2yvTly5cBaNWqFUFBQfcj+1Lx8/N7YHkLIYQQQtwr2Yl6wldeJiMqiwodffGq5074j5fRp+ZSpXsA/q28S1w3al8sB6acIvNmNk4BDjR/rz7l2/lgzjVzYe01Yg4ncPNgPNlxOai0aqr0DECr05B6JQM7dxvsLQbUB8Mpd/4cOqMBXRmCXMhrurz55yyiNqwB1V8NDVWgtddgsVGTpYdcM6jMZuxzTahVoLFRo3XQYutmg6OfPbauOk7XCGCBvS9ZRnjqZjTttp/FkJ6LSq0iPsCdgxV9OVOvAv3OXMDlTBxX/T1wfKE6g9s5MG6HmVPnsvBMziDGw4UkW1tUahWeduBmCwnZoDeDnyMYTZCWC028YUobNZuvWlh+zoJWDaMaqkjJgQWnLGQboX45qOKqQqOCtgEqLqdaiMmEmu4W5h6HG+lgq4VXGsD/dcx7JN96xcTwLRaS9VDODnJMkGMEF1to5Q9mM/x2CQwmcNJBVTe4lga5prz/T26toqmvmi8Pm9kXbcFkBgcteDuAnVaFtwMMqadGrYKlZ/LO1ZB6ahp6374KcPcNCyvDzbjawuMVVGy6aiHXDIPqqgnyLV314el4C0vOmLmQZCHVAAlZefMruYCnvYoa7jCqkRpfR+vtWSwWVoZbWHXOTEI2NPFR8XpjNbU9S19teSzWwrIzZrRqGFZfTV0vqfL8L1BZLBZLWVa4efMmixcvJjQ0lKSkJDw8POjQoQPDhg3Dw8ODuLg4fvjhB1atWoVOp+Pnn38GwMPDg6SkJEaNGkVsbCxdu3Zl1KhRaLVaJehMSUlh2bJl7Nixg7i4OFxcXGjVqhUjRowgICCg2HLs27ePlJQUvLy8aNeuHUOGDMHLy4v58+ezcOHCIuX//fff8ff3p2fPnsTExNC7d29Gjx5N165dyc3NZfz48fTr109Jn5qaSpcuXTCZTCxfvpxatWoBef2M165dS0REBAA1a9bkxRdf5PHHH1fWzS9D8+bNmT59OvPnz2fPnj0kJSVRqVIlPvjgA+rVq6ekNxqNrFmzhpCQEK5evYpOp6N+/foMHjyYpk2bKuksFgtr165lzZo13LhxA3t7e4KCghgxYgSBgYGlTlMaOTk5/PTTT2zevJlr167h5ORE5cqVGThwIG3atFHSTZ48mfXr1/PMM88wbNgw5s+fz4EDB0hPT6dWrVpMnjyZihUrljktQFZWFsHBwWzZsoWYmBgcHBwICgpi+PDhVq0BCp/TiRMnKvOXLVvGnDlzgLzm7HdThpycHJYvX86mTZuIjo7G2dmZhg0bMnToUOWaKMs5vJORI0dy7Ngxq3l+fn6EhIQo06dOnWLp0qWcOnWK7OxsypcvT8+ePenXrx86nU5Jd+7cOb777jvCwsLIyckhMDCQ559/np49ewIU+8KpR48eTJ48uUxlHTp0KF26dGHGjBlkZ2fzww8/AKW/rzMyMli8eDHbt28nPj4eT09P5XeLm5ubVVlHjx7N4MGDlXWnT5/OL7/8YnWM8svVqlUrvvnmG6DgvN8q/7oQQoiHjSEjl197bif9RqYyT2unwZhjUqYf+6Ip1XtXKrLu1c1R/Pn6wSLzuyxuzYWfr3J1c/Qd89eYTTwd+Qd7vJrzdMzWu2oxGerRlHPute9izTyJjna8/9ITmAt9j3fwjuO0PX/DKl2Ckz1eGdnK9GVvNz5/ti0m1YMfm3VsYxXP14THVpXpsbxYrjaQaih5ufav3TX+9U7CRgM7+mpoHVD82fs53Ey/9WaKK5lWDZueU9Op0u2P4cEYC+1XmdCbbpuM8s5wcqAGD/uCsry5w8Sso9a5O2ghtL/mjgE6wI7rZrqsMSv7a6eFvf00NC1lgP4wUH2cU2SeZZLdAyjJv0uZanTDw8N5/fXXSU1NVebFxsby008/sXPnThYsWMDHH3+sPKDn5uby7LPPAjBp0iQ+/vhjZb3NmzezefNm5cH05s2bjBgxgpiYGCVNYmIi69evZ+fOncydO5e6deuWWI7o6GilHIsWLSrTQXBxcaFly5bs2bOH3bt3WwW6e/fuxWQyUbFiRSWg+fjjj60CDoDjx49z/PhxhgwZwuuvv261LC0tjUGDBhEVFaXMu3jxIu+//z6///47KpUKo9HIG2+8wYEDB5Q0er2e/fv3c+DAAd5//3169+4NwJIlS5g3b55Vum3btrF3716WL19O5cqVS5XmToxGIy+//LJVDb1erycxMZGjR4/yzjvv0LdvX6t1oqOjefnll63OzalTp5g6dSoLFiwoc9r09HRGjBihvFAAMBgMbNu2jT179jBjxoy/1Ye1NGXIyMhg5MiRXLhwQUmTmJjI9u3b2bt3L1988QVt27Yt0zn8u37//XemTp2K2Vzw5vzy5cvMnj2bffv28c0336DT6bh69SqvvPIKWVlZSrqwsDDCwsKIjY1l+PDh96Q8ADdu3GD48OFkZGRQo0bewCJlua/fffddDh4seOCKiYlh5cqVhIaG8tNPP6HV3pcGKEII8VC7siHSKsgFrIJcgJPzLxQb6B6ZGVbsNk98G07c0aRS5V8hK4oEO0/qpl28626B9VLO/q1AN7RWRasgF2Bj4+pFAt3CQS5A1bgUqkclEl6+3F3nfa8sOGVh67V7s63bBblQEODmM5hg5hEzrQM0xab/7FDxQW7+tmYcttCp6OVl5asj5jsGuQCR6bD8nIWxTfKupjS9hW9PFM09ywhfHzOzuFvxZS7sy8MWq33OMcJXR80sf+rO64qHW6lfYZnNZj788ENSU1OpWbMmM2fOZNWqVUydOhU/Pz9iY2OtAtmymjJlCjExMQQEBDBt2jRWrVrFl19+SfXq1cnIyOCDDz7AaDRiMpmYOHEiqampODo6MnHiRFauXMm4ceNQ//VL7siRI/Tr148pU6Yo2//ss89Yt24d3t7FN9/p2rUrAMeOHVP6EwPs3r3bavmmTZsICQlBo9EwYsQIli9fztKlS5WAfunSpUVqh8LDw0lKSuKdd95h+fLltGzZEsh7kD9//jwAP/zwAwcOHMDOzo633nqLH3/8kfnz59OxY0csFgtffPEF167l/Qb88ccfgbxatx9++IFZs2bx3HPPUadOHaUWsjRp7kSr1RIYGEjHjh354osvWLlyJV9++SU+Pj4ALFy4kFsbBBw+fBiNRsPHH3/MsmXLlIDn+PHjpKSklDntrFmziIiIQKVS8fLLL/PDDz8wbdo0vLy80Ov1fPTRR1bnq6xKU4aZM2dy4cIFVCoVgwYNYvny5cyYMQNXV1d0Oh379+8HynYO72Tq1Km88MILAOh0OtatW6cE3lFRUXz66aeYzWaeeOIJFi5cyIoVKxg3bhy2trYcOXKEJUuWALBu3TqysrIICAhgzpw5LFmyhDfffJMKFSrQvn17JU1+sNm4cWPWrVvH2LFjy3wst27dioeHB5MnT+bTTz8FSn9fR0REKEHuG2+8wfLly5k+fTqtW7emY8eO9yzIHTt2rNWAW0uXLmXdunX3ZNv3SlJSEnp9wTclMzIySE9PV6YNBgOJiYlW6xR+kVDc9M2bN63uVclD8pA8Hp08DOlG7sSQZig2D30JEZExuxQRyV/UFjMGtQ0pNnc/oJSzORsb091/SzfLRld0nm3RecVxMOTedb73ktliIaUMx/1eS/nr8Bd37abc4dQkZhWUu6RrN7UMpzcmOUu5P7KMeYH47cpcXLkLT6caigbK8RmGe36fi3+fUj89HjlyhKtXrwIwYcIEPD09Aahbty5jx47l/fff59ixY/z0009s27aNhQsXYmNjQ2hoqLKNnj17Ftu8NDIyUnnIff3116ldO++tXmBgIO+++y4jRowgMjKSAwcOoNVquX79OgDvvfceTz75JADVq1enc+fO+Pr6KvmVK1fwhs7Hx4cKFSqUuH/t27fHzs6OnJwc9u3bpzRlzq+dyw9016xZA8Djjz9O9+7dlfUHDhzI5cuXOXnyJKtXry7SHPR///sfnTt3BmDYsGHKdm/evEmtWrVYu3YtAL1796Zdu3YA2NvbM2bMGC5cuEBUVBS//vor48aNUx76a9euTZ06dQBo27YtFosFlSrvDVhp0pTGtGnT0GgK3nhVr16duLg4vvjiC5KTk0lMTMTLy8tqnZkzZypNsl966SUmTZqExWIhLi5OaYJamrS2trb88ccfQN61M27cOADq1KmDt7c3I0aMIDU1lW3bttGrV69S79OtblcGGxsbNm7cCMAzzzyjBEm1atWifv36uLm5Kce6LOfwTry9vXFxcQFApVJZXbu///47ubm5+Pv789prrynns0OHDiQkJLBixQrWrl3LyJEjlbJ5enrSpEkTbGxsaNCgAf3791fWq1ChgtKP3s7O7rb3ye14enqybNkypdxlua/Lly+vbKdly5ZUq1aNWrVq0aVLlyIvU/4ODw8PPDw8lGk/P78i1++DVrh8QJEB82xsbJTfv/luHXPg1unCvxclD8lD8ni08qjc1Z+jM8MwGUruGxvYs0KxedTsW4WT354vkr7hKzU5NvssqZfv/CL5umMA9VLC2ODfhSbJp1CXWPeXx6jSoLWYyNTYc8WxAjUyrmBjzsVdn0Ksg88d8ytOs0tRbG1QFQo937S4GFkkXa5Gjc5UcJzS7WwIq/Dga3MBBtZVUdlFw4f7/v62dOq8fs1l0b923rEr7trtX9vEtAMln9eX6xWEEyVduy/WNrPp6p3/nuvUMLCRI7a2eeXxdVTRsYKKHTeKrptf5uLKXXj6xVpq9kVZH5BBDWyxtS2o77sX97n49yl1oFu42ebtmjuePXu2zIXIr9UErPpW3iosLAx7e3tlOr9GKt+tf0jKwt7enscee4wtW7awZ88eunbtytGjR8nMzKRmzZpKU9/847B161a2bt1a7LZuPQY6nY4nnnhCmS4cgOv1elJSUoiNjQXyamLza2NvFRaW18RowoQJTJ8+nRkzZrB27VpatGhB+/btrYLr0qQpjejoaJYsWcKJEyeIj4/Hzc0NV9eCt7YGg/Xb4IoVK1r1Oy5cg174zVlp0l65coXc3Lw3rR06dLBat3Hjxri6upKammp1/ZTV3ylD4QCprOfw78i/BqOjo0tsCp2UlERMTAz9+/fn8OHDnDp1iieffJJmzZrRpk0bOnbseM9HHK9Ro4YS5ELZ7uu2bdsyePBggoODeemll6hfvz4tW7akU6dOVKlS5Z6WUwghHiXOFRzpsqg1R2edVQaj8mniSdiyCHJSDFR9qjxN36xb7LpNxtUhJ1HPhbXXsBgt6By1BL1Tj6pPlcervjuHPj3FzWMJ5KYZMefmBRo2bjo0Og25mXkDPdnaaQk1tyIo6QSbvdvTNW5nic0F07ROrK3QAzuzgWyNHRaVmjh7Hx6L3UOyrXuR9CZV3qjMRrWaDFsdLtl6tH/FOyqtCpVahcZGTa3sTPrcjGRj+fIYzNA4Jp7nD51TtpFjoyPC34MdTarz3InzeEWmEOnpwqkutZn2hI4p+8zkZJnRmkxk2tuisliwqFSoAScbyMwFkyWvP6rZDGbATgPD66s4FW/h4M28fp8Daqu4mGxh+428dHZacLcDiwUaeUNsJsRk5m3n+l+VhxoVDKgN33XWoFGrOHzTyO+X8gbpUoPy2kClgnL24O8IJ+IL5qtVYP5rQquCF2rBuCZqPjtkYXekhXRD3jHUqfMGvnKzhVcaqtGo4LuTecHfqIZqhtYvuZHn5NZqLBYzK85ZcLWFpj4q9kfnDUY1vL6aMY3vXIEysK6aFD18e8JMck7eoF6phrzjaqMGRxuo7paX162DTP3UU81bO0z8FgG5FvB1gPdaqHmuRukapr7WSEVmrpqFp/IGoxrdWE3/2g++X7a4/0od6BbuC3g7mZmZd050i9LW2GRmZuLg4FDmMpVW165d2bJlC6GhoRiNRnbt2gVAt27dypTnrcdApVJZ1aKqb+lHUpb9B3jiiSdo1aoVe/bsYe/evaxfv56VK1dSu3Zt/u///g9vb+9SpbmTqKgoBg8eTFZWFq+99hpNmjQhOzubDRs2lBhc3lpbfLva47KkvfWY3U5ZagDvVIbC0yZTyU2KynoO/46y3Iv+/v788MMPnDhxgt27d7Nnzx62bdvGV199xTvvvGN1bd9rZT0mo0ePpk+fPuzYsYN9+/axaNEi5s+fT7du3Zg0aZJV8+V7WcsrhBAPO//W3vi3tv67Xlyf3FupNSraTmtC22lNiixzqejIE/NaWc27bauwiGiqNf/wtn3irjhVxKzWkqUu+H1+1bECbu716flzWzINOtxquODgZWeVT36+Ocl61Do1Nk5FmyW/bDXlD1/2KqHMRZ9/3m5WkK40Ld/K2jquLNv49VltqfIovLy4tGufuXMZ3gwq3bOVVq1iWjsN09qVKnmJxjZRM7ZJ0WfgOx3Lcg4qgp+6+y5MKpWKd5qreKe5BLf/NaW+agqPbrtq1Sqrab1ej0ajUR5E58+fX6ZCFN7WzJkzeeyxx5Tp/H65+U0rCw9Ws2PHDmXkWMir4fLx8bFqalsWrVu3xsXFhbS0NE6cOMGePXtQqVRKk+P8sp45c4aOHTsyY8YMq/UzMzNxdHQsc77u7u54enqSmJjISy+9xJtvvnnb7aakpODm5ka3bt3o1q0bOTk5jBo1ijNnzjBv3jwmTZpUqjR3smbNGlJTU2nfvj0vv1zwJyQyMlIZjOt+BhxVqlRBp9ORm5vLrl27aNu2rbLs+PHjygBSNWvWBFBq++Pj4622c/To0XtShh07dli1IkhISMDR0RF7e/syn8OyuPUYV6tWjX379uHl5UVISIjVCMtZWVnY29srfzT0ej0mk4lGjRrRqFEjxo4dy/Lly5k1axaffPIJnTp1slr/XirLfQ1517WPjw/9+vWjX79+3Lx5kz59+rBx40ZatGhBjx49lO4FcXFxVts6ceJEieWQoFgIIe6N2wYk1fyxS1oCVUbB1bhik9iaivYJ1plzaXTkNdRVfXC7Q7527rYlpChZaQPS/HSlSf93g9zSbKMsy+9FeR6Uh7ns4t+v1K82mjdvrgxiNH78eLZs2cKlS5fYu3cvI0eOpH379vzf//3fXRWicuXKSpPaKVOm8OuvvxIREcHhw4d56623aN++Pe+++y6Q93mR/KaMX375JWvXruXixYusWrWKPn360KVLF3766ScAq4B3zZo1/Prrrxw6dKjEcuh0OuXzQIsWLeLmzZs0atTIqkn0888/D+QF2Z9//jlnzpzh/PnzLFq0iE6dOtGjR49SDzhUWP52V61axfz58wkPDycsLIyvvvqKDh060LdvX1JTU8nJyWHQoEG88sorbNy4kYiICMLCwpQO8ykpKaVKUxqFB/fatm0b4eHh/Pjjj8yaNUtJ8+uvv5Z5X0vL3t5e6Qf922+/MXfuXMLDw9myZYvSFNbV1VVpFp5/ng4ePMjmzZsJCwvjgw8+UAaLAqxGby5tGXr06AHkfVJq9uzZhIeHs2PHDoYMGcITTzyhfIantOewtPKv39zcXL7//nuWL19OTEwMvXr1QqvVkpCQwLhx4zh48CCXLl0iJCSE3r1706lTJzZt2gTkDRjWu3dvlixZwpkzZ4iIiODixYtAXrPz/NrU/LzCw8P57bffWLx4cZmOU3HKcl9funSJp556ikmTJrF3716uXLnCiRMnlKbx+dds/jnevHkzoaGhnDhxgnHjxinf505NTSUhIQEo6KceHh7O4cOHOX78OGDdOmDFihWsXr2a8PDwv72/QgghgLOzoUvDYhdVzbiGc2661bwGKWGoq95d31whxF9UxfyI0tfoarVapk+fzuuvv05kZGSRPndeXl5/69MpkydPVj5DMnXqVKtljo6Oyid/NBoN06ZN49VXXyU1NVUZ3TWfk5OT8rmZChUqoNFoMJlMbNiwgQ0bNvDkk0/SvHnzEsvRtWtXfv31V2Xk5PxBqPL16NGDo0ePEhISwurVq1m9erXV8o4dO1Kp0p2bC91qyJAhnDx5kgMHDrBw4UKrbwCrVCqeeeYZXF1dSUhIwMbGhqNHjxZbU9m9e3cyMjLumKY0OnfuzIoVK8jMzOS9995T5vfp04etW7eSkpKiBBj3yxtvvEFYWBgREREsXbqUpUuXKstsbGz4+OOPlb6mXbp0ITQ0lNzcXD744AMl3ZAhQ5T1fvvtN95+++0ylWHcuHGcO3eO8PBwgoODCQ4OVpZptVqllre057C0Cn8CKv87sE5OTvTq1Yv333+f6dOnc+jQoSIvbxo0aKD0J9br9SQkJPDtt9/y7bffWqVr3bq1MjhY5cqVOXz4MMnJycpo5V26dLnrganylfa+Tk1NRavVKvdpYfb29nTs2FEp04IFC0hLS1NGhlar1QwePJhly5aRlZXFli1b6N+/P1WrVuXQoUOkpKTw6quvUrVqVX7++Wer45p/Lm/9HrIQQoi7ZG8LmydBaDi0mYiFgmduG0suT0duItylGhlaJypmRVIhK+p2WxNCiLtWpgbvtWrVYsWKFSxatIjQ0FCSk5MpV64cbdq0YciQIaXq91kSX19fgoODWbp0KTt37iQuLg53d3eCgoIYOnSo1cNpjRo1+PHHH1m8eDF79+4lOTkZT09P2rZty9ChQ5VyeHl58f777zN//nwyMzOpXLkyjRs3vm05mjZtipeXFwkJCWg0GqtBpPJNmjSJoKAg1qxZQ0REBBqNhmrVqtG3b1+6dOlyV/uv1WqZNWsWq1evJiQkhGvXrmFnZ0ft2rUZMGCA8kkiLy8vgoODWb16NVu2bOHKlSvodDoCAwMZMGCAEuCUJk1cXFyRAaLyy+Ln50etWrX46quvmDdvHpcuXcLb25s+ffrw4osv4u3tzZIlS/7WOS8NZ2dnlixZQnBwMJs3byYmJgZHR0eaNm3KsGHDlM8BQV4AHxUVxW+//UZ6ejrVq1dnwIABPP7449y8eZOtW7fe1QBMTk5OLFq0iOXLl7Np0yaio6NxcnKifv36DBkyRBnMqrTnEO587CFvZO/nn3+eTZs2odVqqVmzphJ4PvPMM1SpUoWlS5dy8uRJ9Ho9AQEBdO/enRdffFFpEvz222/Ttm1bfvrpJ06dOkV2djY+Pj506dKFgQMHKvkOHz6c69evc+LECdzd3WnUqBFarZbU1FTS0tKKPS5+fn53/OxPae/rJk2asGbNGn744Qf27t1LbGwszs7ONGjQgJEjRxIQEADAoEGDSE5O5s8//0Sv11O3bl2GDh1Ko0aNCAsL49ixY0oT8aFDh3L16lVOnDiBo6OjEsjWrVuXUaNGsXLlSsxmM4GBgRLkCiHEvda6FiwYhWrkd1az7cx6GqUUDMxoRiqfhBD3h8oiHdj+s0aOHMmxY8eKzPfz81P64Ir742E59vPnz7eqmS7s999/x9/f/x8ukRBCiIfGpmPw5NTbJrEAqpyfoJTfvRVCFKX6pGjlieV/Ze/T/qiR4ceEEEIIIcS9F5tyxyQqgPjSj18hhBClJTW6QgghhBDi3tt8HLpNuW0SC6Cy/PLPlEeIR5TU6BZPanSFEEIIIcS9dyH6QZdACPEfJoGuEEIIIYS4955t8aBLIMR/g3xeqFgS6AohhBBCiHuvvBe81fO2Scy9Sv7koxBC/B0S6AohhBBCiPvj/4bA9QUw7inQ5j12Wv76uV7HE/PPZfu2vRBClFaZvqMrhBBCCCFEmVTwglnDYOYQiE7C6O7A0hXLARjygIsmhHh0SaArhBBCCCHuP7U6rzlzbu6DLokQ4j9Ami4LIYQQQgghhHikSI2uEEIIIYQQQjysZJTlYkmNrhBCCCGE+MflWjRYzBbYcgIWb4PopAddJCHEI0RqdIUQQgghxD/mSrKZ7yI7csqxIvXqfkL7S2fzFqiAlW/BC20faPmEEI8GqdEVQgghhBD/mEFfxxCp9mDFj7Npc+kS6fiSjh+5Fnt4ceaDLp4Q4hEhNbpCCCGEEOIfkRCbyXWLI8enf4p9rpkkAsnvYJiNO66Wa9hWHQUnvwJn+wdbWCHEQ01qdIUQQgghxD/CJT2dzXNn45t7HS0GrEfRUZGFF1yJgyk/P6giCiEeERLoCiGEEEKIf8bVdGqlRqDBiAVNkcWW/EfTXw/9wwUTQjxqJNAVQgghhBD313ebsFR7HU3n9/6qyQVbUooksyMVAHNELCz9E/S5/2QphXg4qVRFf4QEukIIIYQQ4j56fQG8ugDVpRg0WJTZdqTjTDQactCgx5FY7EkiF1vSLAGkDV2LyWUIHLzwAAsvhHhYqSwWi+XOyYQQQgghhCijtCxwHQCABeseuSXJwoMM/P6asuBgk4Jj9tdkf3uInDVh6Br44Pi/jqi9HO9XqYV4qKimGYrMs3xg8wBK8u8iNbqPuPnz5xMUFETr1q0fdFHELSZPnkxQUBDPPffcHdOePn2aoKAggoKCOHLkyD9QOiGEEOLvM3efjgUwoSlVkGtBRTbuheaoyDK4c9npXdLGrMew6yrpcw6RUOn/sOiN96nUQjxkVMX8CAl0RfFCQkKUwCohIeFBF0eIeyr/2l62bNmDLooQQjyyUl9YhWHfVVSABtNt0xrQEq6ryTFNG9JwvWWpEa9sPe5c47qnM9FuLpCVTdKo3+5b2YUQDz/5ju4jrl+/fnTv3h2VdEr/1xk7dizDhg1Dp9M96KIIIYQQRViyDJhjM7HYqDHodMTa2FPJFdQqFRk5ZlKzLPjZGLEkZmPccIKkj7YSrdGyoV5jnLKN9D5xmEpkAbClRgM+69iLJAcn+p7czzs7fsVkccCEDcf8A7iib4BfYiYAyXhSnlg8SEeFCRciycWedHsV7caPwaDV0TXsLDPXriAjPhJNzUr8eNGVdJOWHppM6k1qjGNTnwd56IQQ/wIS6D7iXF1dcXW99c2o+Dfw8PDAw8PjQRdDCCHEPZZrNPPRTxkcuphLpXIaxj3pgFNCJsnROVRp4oZXRXslrT7XzLzN2YRFGbmRDZeyNFTzUvNNLxt2ndGzam8ODnZqhnS0p3tjW/48beBGoom4TBOrr2uJNGrw0Jl5zB+8PbSEn8/G6Wgk6uRs0jyc0QW6E3ddT7oJVC46svydMOgt+BkNlLueDEYzHjkZhNu4kG5rS52kBNpdusSBKv6c9/bGKyMTj4xMVjVvjFFjwseQTbXIJOJUdvQ/dpRhhw7iYk7CgXj8MHCmen2+6tCBFAcnHIxxjDpyhRP+lXhq6HsYNXmPnSf9K+OUref1/VuxJZOmsZl4mVREUlU5LpFqL3zNUTgSj44cbMnEKRuS/jeUHJ2OXLUG34xU4jakE77Bjiakkuhizxu9m+Hwf6lcLw8mWw2v7tzPs1evoMeG5CQtBq0N+obu3HCxRW3UcKxBIIfLeeDnq2NiJzua+8GWqxYuJkMdTzifBOWSU+ly5gJ2NT2w6VJNKg+EeEjIYFT3UM+ePYmJieHrr78mPj6eFStWEBkZSbly5Xj66acZNGgQWm3Bu4UNGzawdu1aIiIiAKhZsyYvvvgijz/+uJJm/vz5LFy4kIYNGzJr1ixmzJjBjh072LhxI05OTmzdupXg4GCuXr2KRqOhfv36DB06lEaNGlmtb2NjQ2hoKAAZGRksXryY7du3Ex8fj6enJx06dGDYsGG4ubkxefJk1q9fX2T/CvcNvXz5MosXL+bw4cOkp6fj6+tL586dGTRoEI6OeYNDREdH8/TTTyv7un//ftauXcuVK1ewt7enX79+DBs2zCqPU6dOsXTpUk6dOoVerycgIICnnnqK/v37Wx270uRfWkajkTVr1vD7779z7do17O3tqV27NgMHDqRZs2ZKOovFQkhICL/88gsRERFoNBpq1arFiy++SIcOHQDYs2cPb775JgArV66kevXqyvo7d+5k/PjxuLq6snnzZqZOncr69eupVKkSa9euVdJt2rSJ77//nmvXruHr68tLL71EjRo1GDJkCADfffcdQUFBpdq3kSNHcuzYMd577z3KlSvHokWLuHz5Mq6urnTt2pXhw4dbHa/Y2FiCg4PZs2cP8fHxeHl5UbduXUaMGEHVqgUPIHe6hkqbpqz3TGnOAZR830yZMoXx48cXOU6TJk2iZ8+epTqmQghxO7kmC50+TiI62Zw3w2KhS2QMARl5NZuooPubVWnc3YeMHDPt/pdEih6y7LQkeDhg1uT1KvNIzsItTW/V1c7PXU3MX9uN9nYi276gRZDaZKZ8dCr9TpxgZ2B1Ev/63W5vMJDkZE+slyMakxnP1BwccvL6tlqAOA8HnLIMOOQYlbxqJcWwoXGdgowtFqvPlWiMZl7Yd5yvrJ4VLDgThT2pzG3VhcMBtVm6ZjYq4O0eLzOzvfXv2PDPx1EzIcZq3n46kolL3tZUFp6w/H7broZGNOyhG6a/6m3MKhj+dg9u+Fi/4B+49yiDfjuLGTXlSMKPJGXZT00bMrZfLwBsMdOqvJqdkUXzangjmnXzluH+ZCCuv/aXYFf8q6imFzMY1UQZjEpqdO+DFStWcPDgQWU6KiqKefPmcfr0aWbOnIlarebjjz8mJCTEar3jx49z/PhxhgwZwuuvv261LDc3l1dffZXw8HAg74F/48aNfPTRR1bpQkNDOXjwIHPnzi0xGHr33XetyhcTE8PKlSsJDQ3lp59+uuP+hYaGMmHCBPR6vTLvxo0bLFmyhN27d7NgwQJcXFys1pk5cyZ//vmnMp2Tk8O8efNo2LChUs7ffvuNadOmYTablXSXLl3i66+/JjQ0lDlz5qDVau8q/5IYjUbeeOMNDhw4oMzT6/Xs37+fgwcP8v777/Pss88CecHQH3/8YbX+0aNHOXr0KCNHjmTkyJG0atUKV1dXUlNT2bVrl1Wgu3v3bgAef/xxq+CtsNWrV/P5558r09evX+fTTz+lXbt2pdqfkmzfvp1Dhw4p03FxcQQHB3PkyBEWLlyInZ0dV65cYfDgwWRmZirpoqOjiY6OZvfu3SxatIjatWsDd76GtFptqdLkK809A6U7B4Xdet8IIcT9tuWEviDIBQIyswqCXAAL7Fh0nQadyzFrQxbp2RbSnWzIsdcpQa7aZC4S5AJKkGvUqKyCXACzRo0tRvRanRLkAmTb2OBoMOCYZYNRp1aCXMgbr8YrOQvNLVUeRwMqWM+4JagzadUMOHHsltKpyMAXO1J5/FIYT50OV8pvZ7T+Fm5ASmKRIBfAnQQl0HVXx5FtsicDN1xIxo6cIukN2CpBLkBY5XJFglyALKM9ZtRoMOFDstWyF46eZEG7FpwJ8ENP8UEuwMkK/qxt2oCBvx8ld8cVbB6vWnxCIcS/hgxGdR8cPHiQzp07s2zZMubMmaPUru7du5eQkBA2bdpESEgIGo2GESNGsHz5cpYuXaoEVEuXLi0ysu7Zs2e5ceMGY8aMITg4GEdHR1asWAFA69atWbJkCXPnzmXgwIFUrVqVunXrFlu2iIgIJaB44403WL58OdOnT6d169Z07NgRrVbL2LFjGTNmjLLO0qVLWbduHQCZmZl89NFH6PV6mjVrxpw5c1i5ciUTJ07E1dWViIgIZs6cWSTfP//8k65du7Js2TLeeustZf7OnTsBiIyM5NNPP8VsNlOpUiW++uorVqxYQffu3QFIS0vjwoULd51/SZYtW6YEuc8884xyzgICAtDpdBw6dAiTycQff/yhBFht27Zl4cKFfPvtt9SvXx+ABQsWcOLECbRarVIjnx/YQt6LiX379gHQtWvXYsuSkpLC3LlzAXB3d+eTTz4hODiYl156iT179pR6n4pz6NAhmjdvzvz581mwYIFS+3nu3DllQKby5cvj6elJ//79+eabb1i5ciXvvvsuGo0GvV7P0qVLgdJdQ6VJU9id7hmg1OegsFvvmxYtWijXMsDLL7/MunXrrFpRPGhJSUlWL3EyMjJIT09Xpg0GA4mJiVbrxMTE3Hb65s2bFG68I3lIHpLH/cvjWoL1oEsuBusgDyA7zUhqUhYRMXlBp0mrJldb8EhmrzfetiazpKZ4ntmZxDgXfdFrYzKhNZnQGc1Flt0a5ALY6W8/cJTGZKJGfNGBKi1osaDmnHcAzjkFx3DYoe045xQE++9v3IUZTZH1jehQY8KHSBqajpKFM6dozj46E0mlIul1GCh8NFQlHBjLX4G6DiPqYo5elYSkIvOKc8Uzr7uR6WLiI3ntSh5/Lw/x7yM1uvdBkyZN+PTTT5XpRo0a8fzzz3Pz5k3Wr1+v3GiPP/64EsgBDBw4kMuXL3Py5ElWr15tVSOrUqn45ptvaNCggTIvP1gIDAxU5rdo0YIxY8aU2KSmcIDRsmVLqlWrRq1atejSpYtSrlv7jvr5+eHl5QXA1q1bSU1Nxc7OjgkTJigDKTVr1oyhQ4fy1VdfsXHjxiLNQ9u0acPUqVNRqVTUq1ePn3/+mcjISG7evAnk1eYajUZ0Oh2zZ8+mfPnyAHz88ce8/vrr+PjkDSrx66+/ljp/Jyen250mAKXJcPPmza1qx7///nvs7Oyws7OzSlepUiW+/PJL5TjWrl2bXr16kZqaytq1a2nUqBFdu3Zl3bp1nDt3joSEBLy8vDh9+jSJiYmUK1eOJk2aFFuWTZs2kZGRAcCUKVNo2bKlkodGo+GHH3644/6UpHz58syePVs5Xo0aNWLIkCGEhYUREhLCqFGj0Ol0rF69Go2m4OGjevXqHDlyhD///JNLly4BpbuGSpOmsDvdM88880yZzkG+4u6bChUKaipcXV2tpv8Nbu23fet1bGNjg6enp9U8Pz+/2077+vpKHpKH5PEP5dG2lg0z1xcEddGODkW+H+sd6ICHjxM9m2Wz93wuNgYTuVoNhr9aGhYOeoujNVlwyDKQ5VDQNFFltnDNxZ0nT1/g6C2/11Ltbcm10WKxWIqUxahRoTVZ/152ybml9rRw02WLheYR13HWF20qqSWLdFtbJnfuwyT9Fnpf3IoKqJoUx8FvPuCbNt3Qq215/thp0vHFhSilLCY01OMYUFBT7EkcKsxYUHORevgShZaCZtdajFTmIlepAUDdq/HUiYrmbIC/Vbn2NijPq+uPkIMNBrTYUFCrnaPVsD+wMgC2RiMGrbbEFwkdLlwCtQqbzoH4+VlfJ4/CtSt5/L08HihpSV8sCXTvg8qVK1tN29nZ0a5dO1avXs3ly5fJzc17u7t161a2bt1a7DbOnj1rNa3T6awe1gHGjRvHBx98QHBwMNu3b6dFixa0a9eO1q1bWwUrt5Zt8ODBSk1h/fr1admyJZ06daJKlSp33LcLFy4AeU2P+/btW2wak8lEeHg4/v4Ff2iefPJJq+C7XLlyREZGKm/T8rdbvXp1JciFvEAlP8gta/536seanJxMfHw8gFX/TkDpQ3prvm3btrUK4pydnWnatCnbt2/n/PnzQF7QVq5cOeLj49mzZw/PPvusUiPbuXNnpRnura5evapsMz/IzdexY8e/FehWqFDBanRntVpNp06dCAsLIzY2lszMTBwdHTl+/DjBwcFcvHiRjIwMfHx8MBjyHmby/y3NNVTW6+xO9wyU7RzkK+6+EUKI+6lBJR0fPufIl79nkpMLag9bqjevSNQf0WSnGfEJdOCZiXndWp5rYc/20wY2nTSQo9OgMxjJ1WnI1WlwKqcjI76gNrhZoJZWNWxYuC2L7FzwTMrC1mAi206LRaXCAhg1GvZUq0S7y5cIrVQZi0qFi1FPAvYY1Srsckxk2mlx0BtRW0Cv0xDnaY9vfCa6v4JdrcnEpxs2sK9aZZa1bkquWottlhmLCgw2GiomJbFk0WoyNDY4mQqCXRV6XIhCqzcwKHQPkfaeJFIVV6LQoad2XBTfrluMCS2J1ESPG4k4YEMmJmywJwkNaVbHUo8dlr8aH5rQEk8lPLiJBQ22pJGJBz4k4cMO0nDDlWR2L/iTV58dzuqGrUClwjUri2dPnuZGgCPeKZmcVpcn0BCLmz4bAxr+qFSfylGpNNUk89EANy64uvDObjMJ2eCog8xccMw1MGbbXjqkxOK05Fk0VWUgSSEeBhLo/kNMpoJmQIX7oJakcD/JkjRu3Jhff/2V0NBQ9uzZw65du/jll1+oWLEiX3zxBdWqVSt2vdGjR9OnTx927NjBvn37WLRoEfPnz6dbt25MmjSpxP6jQLG1caUp/601zCVNFz5O9zL/4hQuQ2nOCVBskHprmdRqNZ07d+bHH39k9+7dPPvss+zatQuAbt263VUe98Ot+7xz504mTJiAt7c3Y8eOpVKlSiQmJrJkyRKioqKs0pbmGvo71xmUfC2U5hwIIcSDNLiDAy+2sScjx4Kn81+B2iA/cjJMOLpb962dO9yVjGwzsalm/Dw1xGZaKOegwsnGjX3heo5dMdKulo5GVfJqb0c+4UB2rgWNCk7eNLMtEiq5QOcqKpxtbcjJdeFKsplGpzMpX8mBZ+tqyUw0ELXuBnF6FVV7+GHn4UKKHn6/bMGIioGBGv48lEWuvY723ibCX34Bda4jY9JzSUoykGhjj53ZhJ0NPFbRm0pT38Sy+Rxpn+zDmJDFvioV+aJ1E149uIXepw/x1sHf0Wt0JNq6EamvQEUuoyHvb44GIzoyyMUJMzbkYIMKIzZkWB0XCxBHQY2ZBhMq7EknAGeiUQE6srC4OaBNycGZ6wA4ZsHc335mUGMdi6o0o6KdHeNebkZ5ZxWpWi32WTk4eNlBcg4mGx1DTRaGmCzY+uSNhN0GGFBHRXIOeDuqSMiy4GRjj83Q1qg8OqHSFV+RIIT495FA9z44dOgQOTk5SrNXvV6v9M+sUqUKRqORM2fO0LFjR2bMmGG1bn7NWmmkpKTg6upKhw4d6NChA0ajkffff58dO3YwY8YM5s+fX+J6Pj4+9OvXj379+nHz5k369OnDxo0badGiBT169Cgxz8DAQCCvSccff/xhVfOZk5ODjY2NEohER0eXaj8AatSowd69e7l06RLXr1+nYsWKyrLIyEillrcs+d+Jm5sbPj4+xMbGsn37dvr166csS01NRaVSKYNa1ahRg5MnT7Jv3z5Gjx6t1Jinp6dz7FheM6uaNWsq63fr1o0ff/yRQ4cOERERweXLl6lQoQJ16hQaxfIW+fuWmprKkSNHrGqk85t4360zZ86QlJRk1VRn+/btAHh7e+Po6MiSJUuwWCy89NJLVgH55s2bOXXqlFUwWZprqCzX2Z3uGSj7ORBCiAfJVqfCVldopGKdGkf34v8+OdmrcbLPW1bFrWCdNrVsaVPL1iqtnY0KO5u8NO2qqml365hIduDrrKZVxYJBmZy9bKk1ohq1CiXzAt4qp5SOl7oXNIOuAjwJgA5wKH4HBzTBYUBeV5wXgOqxZjZHVGH/ljq0S7yGi48TXj8cIDbCBFi/WHUlklQCyMUJFSbcuYr6ljQqoAJXSMCXNNyow3E8SEKDQWmlqetSG/XmjyDHgGnWJrgWj3rIY5RrXp2ngKduKXI5ALe/mqj6OJU4UI1Oo8L7r0cxLweVkl6Ify9pu1wcCXTvg8jISMaMGcOoUaOwWCwsWbKE2NhYAHr16gXkBR47duzg888/56mnnkKn07Fnzx4WLVqEl5cXc+fOpVKlogMv5LNYLLz99tvk5OTw/PPPU7duXQwGg9IxPjU1tdj1Ll26xMCBA3niiSfo3LkzAQEBnD9/XmmWmpKSAljXmq1YsQJ/f3/q169P165dmTdvHqmpqYwePZqRI0cSEBDAlStXmDdvHvHx8YwcOZIBAwaU6Zj16tWL5cuXYzAYeOONN3jjjTfw8fHh119/ZfXq1ZQvX57Jkyff8/yff/555s6dy7Fjx/j444957rnnyMjI4Ouvv+bSpUu0aNGCmTNn8txzz3Hy5EkuX77MhAkTGDhwILm5uUpZAJ577jllu3Xq1KFixYpcv36dL7/8Eih5EKp8Xbt2Zf78+aSkpPDee+8xduxYateuzenTp/nmm2+UdNeuXSv154Xypaen8+qrrzJ27FicnZ1ZuXKl0jw+fxC0/HP++++/U7t2bdRqNdu2bWPz5s1A3kjN+/fvx9vb+47XUGmvs3yluWfKeg5uR61WYzab2blzJ15eXpjNZuVTWEIIIcquiY+aJj420KaTMs/2o7442A1Do7dOq8aEG9cBFQYc0HJLgr+ogPocQY0JFWZUFDzOW9Qa1F8Nzpuws0HznvwOF0JYk0D3PmjWrBlhYWG88sorVvPr1q1L9+7dUavVHD16lJCQEFavXs3q1aut0nXs2PG2QS7k1V4CnD9/nmnTphVZ/uSTTxa7XmpqKlqtlg0bNrBhwwarZfb29nTs2BGw7jMZHBwMwNChQ3nttdeYMmUKEyZMIDw83GoEZcgbKKikvG/H39+fiRMnMmXKFK5fv15ku56entStWxedTndP83/55Zc5fvw4oaGhhISEWH3ySaVS0bp1a7RaLd27d+fAgQP88ccf7N6922pEZYBhw4ZZDYIE0KVLFxYtWqSMoH2nQNfFxYXx48fz0UcfkZKSwieffKIsCwgIwNnZmejoaDZv3lzqgC5fnTp1iIuLY9y4cVbz/f396d+/P5BXC33mzBkiIiIYMWKEcgyGDx/OwoULMZvNXLlyBVtb2zteQ7GxsaW6zvLd6Z4B7uoclKRy5cpcvnyZM2fOcObMGby9vSXQFUKI+0CncoVbPukD+QGrBVsyiwyQZbU+uZhRkVkpAHWiBVW2Hk0tH3TLh6Oq8+8aTFAI8e8ige59UKFCBcaNG8fs2bM5c+YMtra2dOrUidGjR1t9DzQoKIg1a9YQERGBRqOhWrVq9O3bly5dutwxD3t7e+bPn09ISAgbNmzg4sWLAFSsWJE+ffqU+NDepEkT1qxZww8//MDevXuJjY3F2dmZBg0aKLWjkBdgjBo1ipUrV2I2mwkMDKRWrbxGT61btyY4OFgJ4jIyMvD19aVTp04MHDgQZ2fnuzpuPXr0oFKlSixdupQTJ06g1+sJCAigW7duDBgwQBlMqbT55+TkKINN3crDwwNHR0e0Wi0zZ85k7dq1/Pbbb1y7dg07Oztq1qzJyy+/TKtWrZR1Pv74Y4KCgli7di2XLl1CrVZTq1YtXnzxxSKBG+QFtosWLQLymt2WZrCvbt264eLiwuLFiwkPD8fOzo42bdowevRo/vzzT7799lvc3d2BvJcWaWlpxW7Hz8/Pqg+sq6sr06dP56uvvuLIkSOoVCratGnDG2+8oTSVf+GFFzCbzaxevZq4uDiqV6+ufBs4PDycY8eO4ebmVqprKCAgoFTXWb7S3DN3cw5K8uGHHzJt2jQiIyPx8/OjdevWGI3GO/YbFkIIUUZPN8f88/UiTZPz6dVaItx9qZMYWSTYtQDZuKP+4iWcJ/x7PgMnhHg4qCwyiss907NnT2JiYujduzcTJ0580MX5zzty5AijRo0qdtmkSZPo2bPnP1yie2v+/PksXLiw2GW///47/v7+jBw5kmPHjtGqVSur5s//FnLPCCHEo82ckEn6Cz+i3X6ABFcd/mmJ6CwFgw0Oenoc4w6F0OTmZav1LECGW2V034/A7una/3CphXi4qD4r+r1uy3u6YlL+t/wzw7sKIYQQQoj/HLWXI65/jsA+dS4V4+Zg+rxgDI3jPlXYV7EOjoacIuup3BxwTp4pQa4Q4q5JOz3xyAoKClL6xz6KXnnllSJ9WoUQQoh/I7VL3qj6di+0wvLO96iAFLu8rjO/12zBhP3rrFcYIk2VhRB/jwS6QgghhBDin+HioPTFbRl1Ho+sNBY06YLaYubZ8AOYVCqqpcWiml62rzcIIcStpI+uEEIIIYT4x1g8B6JKygDgTLkKTG/bh3DP8jS5eZkPd6+i8r4PoN7tvz4hhCggfXSLJ4GuEEIIIYT4x+QePI+m1fuob3kCtQDmTweiea/XgyiWEA8tCXSLJ02XhRBCCCHEP6dJVVZ/3I4m6y9SNV6F0WKPqXpFbKb1Qtus4oMunRAPn5I+RP0fJ4GuEEIIIYT4R6X6OLJjWCMqDxmCrU5qnoQQ9558XkgIIYQQQgghxCNFAl0hhBBCCCGEEI8UCXSFEEIIIYQQQjxSJNAVQgghhBBCCPFIkUBXCCGEEEIIIcQjRUZdFkIIIYQQQoiHlXxeqFhSoyuEEEIIIYQQ4pEiga4QQgghhBBCiEeKBLpCCCGEEEIIIR4pEugKIYQQQgghhHikSKArhBBCCCGEEOKRIoGuEEIIIYQQQohHinxeSAghhBBCCCEeVir5vlBxpEZXCCGEEEIIIcQjRWp0hRBCCCGEEOI/YNasWaSmpjJs2DDKly//oItzX0mgK4QQQgghhBAPK2m5XCxpuiyEEEIIIYQQ4pEiNbpCCCGEEEIIITAajezcuZPTp0+TmZmJi4sLQUFBtGzZErVa/f/t3XlU1XX++PHnZQdZBVlcEGQRWUVwQ4nUtHK3sqbUprKmqcaxMzNNnZn++HbqzOlMUyezmplKbRZtscVGsxLBDRcM2ZQdBESUXZDlcuFePr8/+N1PXMGEYtHL63FO53g/9/N5f97v1/1w+7zue/nw5Zdfkp2dzfr16wkICGD79u20trayadMm3nvvPfR6PU8//TQXL15k27ZtBAUF8dBDD41IWyTRFUKIm4SiKHR0dIx0NYQQYkh1dnbS1dUFgE6nU/8txK3OxsYGzS28AnJXVxcffvghlZWV2NnZMX78eKqqqkhMTKS0tJSHHnqI2NhYsrOzSU9PJyAggJiYGPbs2UNOTg6XL1/mrrvuAiA9PR2AmTNnjlh7JNEVQoibREdHB6+++upIV0MIIYbN66+/PtJVEGLQvPDCC9ja2g77eZU/DE5Kd/r0aSorK3F3d+exxx7DwcGBxsZG3nvvPYqLiykoKCAkJARvb28KCgpobW0lLCyM7777jq+//horKysiIyPp6OggJycHNzc3AgMDB6VuP4UkukIIcZOwsbHhhRdeGOlq3BRaWlpYtmwZX3/9NY6OjiNdnVuaxHLwSCwHj8Ry8EgsB8/PjaWNjc0Q1Gr4lJaWAhAbG4uDgwMArq6uREZGkpqaSmlpKSEhIcycOZO9e/eSlZVFXFwcU6ZMIScnB39/f+zt7UlPT6ejo4OEhIQR7eGWRFcIIW4SGo1mRH4Jvhl1dnai1+uxtbWVmPxMEsvBI7EcPBLLwSOxHDwSy243Sk4jIiJITEwkPT2d2bNnU1paipOTExUVFeh0OjIyMrCysiI6OnqYatw3WXVZCCGEEEIIIUa5KVOmAHDmzBm0Wi0ATU1NnD17FkAdhmxtbU1UVBT19fUcPHiQtrY27rvvPrq6ujh8+DAXL14kPDwce3v7kWnI/yc9ukIIIYQQQggxinz55ZdYW1ubbBs/fjwTJkygsrKSrVu34uHhQXV1NR0dHYSEhBAUFKTuO3PmTFJTUzl16hR+fn74+voSHBzMqVOn1PdHmiS6Qgghbjo2NjY88cQTt/x8p5uBxHLwSCwHj8Ry8EgsB89oimVDQ0OvbXZ2djzyyCPq44UqKytxdnYmPj6euLg4k33d3d0JCAigpKSE6dOnAzBjxgzy8/OZMGEC48ePH45m/CiNoijKSFdCCCGEEEIIIYQYLDJHVwghhBBCCCGEWZFEVwghhBBCCCGEWZFEVwghhBBCCCGEWZFEVwghhBBCCCGEWZFEVwghhBBCCCGEWZHHCwkhhBgRqampvPvuuxQVFeHm5sbKlSvZuHEjVlbX/1/T+fPnSUxMBODJJ580eW/r1q0UFhaabJs+fTobN24c/MrfRAY7jvX19bz11lscPXoUg8HA7Nmz2bx5MxMnThzSdtwMfkosP/74Yz755BOqq6uZPHkyjzzyCHfeeaf6fldXF7/73e8wGAwmx61du5bbbrttyNoy3AYauxvFDSAvL4+33nqL7OxsHB0dWbJkCU899RQODg7D0aQRNdjxHC3XYV8GGkv5fjQf8nghIYQQw+7MmTM8/fTTKIrC1KlTqaiooKWlhdWrV/Piiy/22l+r1bJ//362bt1KS0sLAGlpaSb7LF68mCtXrphsW7hwIX/961+HriEjbLDj2NnZybp16zh//jze3t7Y2tpSXl6Ou7s7n376KS4uLsPWtuE20FgCfPDBB/zjH//Azs6OgIAACgoK0Ov1vPzyy9x9991A903z/fff3+vY5557jgceeGBI2zRcBhq7/sStvLycdevW0d7eTnBwMHV1dTQ0NDBr1izefffd4W7isBqKeI6G67AvA4mlfD+aIUUIIYQYZr/4xS+UmJgY5aOPPlIURVEuXbqkJCQkKLGxsUpubm6v/f/2t78pMTExSnx8vBITE6PExMSYvH/58mUlJiZG2bRp07DU/2Yx2HH8z3/+o8TExCiPPvqootPplK6uLuUPf/iDEhMTo7z22mvD0qaRMtBYVldXK3FxccqsWbOUvLw8RVEU5dChQ0pMTIyyZMkSRavVKoqiKHv37lViYmKUHTt2DFtbhttAYtffuD377LNKTEyM8sYbbyiKoihNTU3KypUrlZiYGCU5OXkYWzf8hiKeo+E67MtAYinfj+ZH5ugKIYQYdDqdjtjY2D7/q6iooKioCDs7O+677z4AfHx8WLBgAYqicPjw4V7lBQUF8dRTT7F9+/Y+z5efn6/uZ06GO46HDh0C4P7778fGxgaNRsODDz5o8t6tarBjeeLECbXMkJAQAG6//XYmTJhAfX092dnZABQUFAAQHBw8PA0dZgONXX/iptPpOHHiBADr168HwNnZmeXLlwOQnJw8TK0bfkMRTzD/67AvA43laP5+NFcyR1cIIcSgs7S0VIfMXaumpgYAd3d3kzlS3t7eADQ0NPQ6ZuXKlQDU1dX1WWZubi7QfbOxe/duXF1dWbBgAU8++eQtPZ9vuONoPMbT07NXefX19QOt/k1lsGNpjEfPWAF4eXlRWVmpHmO8Nt98803++Mc/MmHCBNauXcu9996LRqP5ma0aecY49Dd2/YlbU1MTBoMBCwsLPDw8blimORmKeIL5X4d9GWgsR/P3o7mSRFcIIcSgs7Ky4uWXX+7zvQsXLgDdNw16vV69ATEmG25ubgM+n/Emrq6ujsDAQEpKSti5cyfl5eW8+eabP6EFN4fhjqObmxsVFRVqGT3LGzt27IDLu5kMdiyN8aitrTXZ3vMYg8Gg9qQ1NTURHBzMuXPnePXVV2lra+Phhx8ehJaNLGMc+hu7/sTN2dkZS0tLDAYD9fX1arJbXV1tUoY5Gop4jobrsC8DjeWNmPP3o7mSoctCCCGGla+vLwEBAWi1Wr744gsAqqqqSE5ORqPRkJCQMOAyo6KiWLduHZ999hnbt29n165d2Nvbk5KSQk5OzmA34aYwFHFcsGABALt376azsxNFUfjoo4+A7uGQ5uqnxDIuLg5bW1u+//57dbXvo0ePcvHiRcaOHUtUVBQtLS2sWbOGJ598kn379rF9+3b+8pe/ALBt27ZeK+DeigYau/7Ezc7Ojrlz5wKwc+dOAJqbm9m3bx8g12JPch1e32B/R47W78dbmay6LIQQYtilpaXxzDPPoCgKISEhXLhwoddKmFu2bKGhoYGXXnqJ3NxcXnnlFfR6PefPnwd+mGu2a9euPs/x8MMPk5uby2uvvabeoJibwY5jR0cH69ev73NV0U8++QRXV9eRauqQG2gsoe/Vbg0GA//3f//HsmXL+jyPVqslPj4e6J5r6uzsPDwNHEI3it1PiVtZWRkbNmxAq9WOulWXhyKe1zLH67AvA4mlfD+aH+nRFUIIMexiY2N57733CAkJobi4GAcHB5555hn+9Kc/qfvk5OSQnp4OQFtbG4WFherNB0BhYaHag/HOO++wZcsWurq6gO6b5JKSEgD8/PyGqVXDb7DjaGNjw/bt21m+fDktLS3U1NRw++2389///tfsb+IGGkuAxx9/nD//+c+4u7tTWFiIr68vb7zxhppc6HQ6Nm/ezMGDB9VjkpKSgO55g05OTsPUuqF1o9gNNG7Q/Xf773//m5iYGMrLy1EUhfXr19/SUxH6a7DjOVquw74MJJby/Wh+pEdXCCHELa2trY21a9dSXV2Nl5cX48ePJy8vj/b2dtauXcvzzz8/0lUUo1ReXh6PPvooer2egIAA7OzsyM3NRVEUXn31Ve64446RrqIYBeQ6FKOVJLpCCCFuebW1tbz77rucOHGClpYWJk2axOrVq1m7di2WlpYjXT0xip09e5b333+f7OxsNBoNgYGBPPbYY+ocVCGGg1yHYjSSRFcIIYQQQgghhFmRObpCCCGEEEIIIcyKJLpCCCGEEEIIIcyKJLpCCCGEEEIIIcyKJLpCCCGEEEIIIcyKJLpCCCGEEEIIIcyKJLpCCCGEuGnodLqRroIQZqe9vX2kqyDEsLMa6QoIIYQQYmRlZmby1VdfAfD73/8eR0fHEalHXl4ee/bsIS4ujoSEBA4fPsyRI0ewtLTkxRdfHJE6ieH3yiuvYDAYSEhI4Pbbbx/QsWVlZfzrX/8CYOPGjUycOHEIanjraGtr47PPPqO2tpZNmzZhY2Mz0lUSYthIoiuEEGJUaGxs5NixYxQVFdHa2oqdnR0+Pj6EhoYSERGBtbU1AHv27CErKwt3d3d+85vf9Crn3LlzfP755wBs3rwZV1fXXvvs2rWLoqIiXF1d+e1vf4tGo+m1z0svvdRrm4WFBR4eHiQkJBAaGvozW3xrURSF5ORkOjo6cHJyGunqDClJ4M3bSH2+xu+URYsWMX/+fAAcHBzQ6/W0tLRw6tQpbrvttmGrjxAjTYYuCyGEMHvl5eW88847pKen09zcTFdXF21tbZSUlLB37162b98+aOdqaWmhuLgY6E6uy8vL+31sV1cXNTU17N69mxMnTgxanW4F+fn51NXV4ejoSFRUFACzZ89m06ZNPPPMMyNcOyFuXXFxcQCkpqai1+tHuDZCDB/p0RVCCGH29u/fj16vx9HRkaVLl+Lu7k5TUxP5+flkZWURHh4+aOfKyspCURST135+ftfdf+7cucTGxgLQ0dHBoUOHKCwsJDk5mWnTpuHm5jZodbuZpaamAjBjxgwsLS0BsLe3x97efiSrJcQtb+rUqTg7O3P16lXOnj1LdHT0SFdJiGEhia4QQgizptVqqampASAsLIxp06YB4OnpSVBQEHFxcbi4uAza+bKysoDu3sjU1FRyc3O5++67rzs3zsHBgbFjx6qvV6xYweuvv47BYKCwsJDZs2eb7H/69Gm++eYbNBoNzz33nEkieOrUKb777js8PT156qmnUBSFnJwczpw5w+XLlwFwc3MjOjqamJgYNaG8nusN47548SLbtm0D4Je//KVJIp+VlUVaWpoac29vb+bMmaPGvS8tLS1qz3fP/foaAvrmm2/S1NTEmjVrsLe3JyUlhcuXL2NjY0NMTAwLFiygvr6exMREysvLURSFqKgo7rzzTiwsugeyGYd4Pv300xQWFnLmzBmuXr3K2LFjmTlzJrGxsSbDzSsrKzl58iRlZWXodDpcXV0JDAwkPj4eBwcHk7ZUVFSQkpJCRUUFer0eNzc3IiMjmTNnDpaWlnz44YdqWw0GAy+99BIuLi48++yz141Pa2srx44do6CggObmZuzt7QkMDCQhIcFk6HzP2Dg7O5OSkkJlZSUGg4GQkBCWL19+3evQGGt/f3/WrFlDUlISxcXFdHR04Ovry8qVKxkzZgxHjx4lKyuLlpYWxo8fz6pVq3B3d1fL6ejo4Pjx4+Tk5NDY2IitrS1+fn7cdttteHl5mZzz0qVLHDx4kIsXL2JjY0NERAQLFy68bhx6xrajo4OxY8cyffp0Zs+efcNr+Xqqq6s5duwYpaWl6mcbFhbGvHnz1Fj92Lzft99+m/r6eqKioli9evWPfr6NjY1s2bIFgOeff56UlBSys7PRarWMGzeOefPmERYWppZtLCsgIID169er26+dPtHY2KjWDyApKYmkpCRWrVrF9OnT0Wg0hISEcPr0afLy8iTRFaOGJLpCCCHMmjG5ge7hsZGRkYwfP17d1vMm/eeqrKyktrYWa2trFi5cSFFREQ0NDeTm5jJ9+vR+lWFra6v+22Aw9Ho/LCyMb7/9FkVRKCoqIjIyUn2vsLAQQO2h3rt3LxkZGSbHV1VV8c0331BeXs7atWsH2sQf9dVXX5GZmWmy7cKFC1y4cIH58+ezaNGiPo8zDvV2dHTE29u7X+fKzc2loKBAfd3Z2cnRo0exsrLixIkTJqvMnj59Gm9v7143+N9++y3nz59XX9fW1rJ//35qampYtmwZ0J2479mzx+S4uro66urqyM/P59e//rX6mWVkZLB3716THv2amhoOHjxIcXExGzZs6FfbempsbGTHjh1cvXpV3dbS0kJmZib5+fk8/PDD+Pj4mByTn59PXl6eybazZ8/i5ubGggULfvR8Wq2Wbdu20dTUpG4zDvG3tLQ0iXlFRQV79+7lkUceAbpX9t2xY4f6Iwd0L4aUm5tLYWEhDzzwAIGBgUB3krtjxw51KG1nZyenTp0yObanvmJbW1tLYmIiRUVFrF+/fsDJblFREZ988onJ31l9fT1Hjx6loKCARx55BDs7uwGV2V+7d+82ufYuX77MZ599RmNjI/PmzRv08wUFBXH69GlKS0sxGAw/+YcBIW4lkugKIYQwa7a2tkyePJny8nKampp4//338fDwICAggJCQEHx9fU2SYaP6+vo+F4z6McYkb9q0adjY2BAeHq72gPUn0dXr9Rw6dEh93deQ5zFjxjBlyhRKSkooKChQE9329na1J8mY6Hp7ezN+/HhiY2Px8vKis7OTQ4cOUV5eTm5uLjU1NXh6eg6ojddz9uxZMjMz0Wg0xMfHExISgsFgICMjg/T0dFJSUpgyZQr+/v69jq2vrwcG9qNDQUEB/v7+LFy4kMrKSr799lsAkpOT8fb25s4776SlpYUvvvgCRVEoKCjoleieP3+emTNnMn36dJqbm0lKSqK2tpa0tDRCQ0Px9/fH29sbZ2dnZs2axaRJk7C2tiY9PZ20tDQaGxvJyspi1qxZNDQ0sG/fPhRFwd3dnSVLluDs7MzJkyfJzs6mvb2dqqoq7rnnHo4fP87p06extLTk6aef7vP6M/rf//7H1atXsbS0JCEhgcDAQC5dukRiYiLt7e18/vnnvcrIy8vDx8eHRYsW0dXVxeeff45Op6OgoOCGiW5VVRUODg7cc889uLi48MUXX9DU1ERxcTFWVlYsW7YMHx8f9u3bR1VVFeXl5bS1teHg4MCBAwfURHXu3LmEh4fT0NDAd999p34WmzdvxtbWlm+//Ra9Xo+FhQUJCQkEBQVRUVFBUlJSrx94rly5wtdff42iKISGhjJr1ixsbW05f/48hw4doqysjGPHjg1ohWadTseXX36JwWDA0dGRxYsX4+HhQW5uLsePH6e6upoDBw6wcuXKfpcJ9PvzLS0tJSEhgalTp1JXV8fBgwe5evUqSUlJhISEDOhvYcKECWzatImtW7cCP0yHGDNmjLqPsTy9Xs/Vq1dHzZQIMbpJoiuEEMLs3Xvvvezdu5eioiLghx651NRUxo0bx4oVK5g0adLPOoder+fcuXMAREREAKiJbllZGY2NjX2u0GwcZnitqKgok57nnsLDwykpKaGkpETtnSkqKqKrq4uJEyeqN7GxsbHMmjXL5NilS5fy97//HWBQE920tDQAQkND1cWkAObNm0dtbS0VFRWkpaX1mehqtVqAAa227OLiwoMPPoi1tTUTJ04kNTWVK1euYG1tzbp169RHJKWnp1NaWmrSQ2kUGRnJ0qVL1dfjx4/n7bffpqOjg8zMTPz9/fHy8mLz5s0mycrSpUvJzc2lra1NTewyMjLo6urC0tKSdevWqZ/B6tWrWbRoEc7OzurxPYeb9xy2fq2GhgZKS0sBiI+PJz4+HgAfHx+srKzYs2cP9fX1lJWVMWXKFPU4R0dHHn74YbU3ctq0aWRmZvYZg76sWrWK4OBgAKKjozl8+DAAixcvVueTz5kzR+3pvnr1KlZWVmRnZwMwffp0lixZosbUycmJDz/8EK1WS05ODhMmTKCiogLoXijJuBKwj48Pbm5u7Nq1y6Q+GRkZGAwGXF1dWbhwoTqsPCQkhObmZk6dOkVaWhoJCQn9ah9ATk6Oet3dd999TJ48Wa1va2srmZmZZGdnc9ddd/W7TABnZ+d+fb7x8fFqYu7j44Onpyf//Oc/URSF7OzsG/4g0ZO1tbXJea6dDgGmf1utra2S6IpRQRJdIYQQZs/JyYmHHnqImpoazp07R1FREVVVVUD38MePPvqIp556yuRm0M3NzWRenFFhYSHfffddr+35+fm0t7erPa4A48aNw8vLi+rqajIzM/vV42RlZcWcOXN+dN9p06axb98+dDodZWVlBAQE9Bq2DN3zJU+ePEl+fj6NjY1YW1ub9BQN5gqsxnjm5OSQk5PT5z6VlZV9bjf2PBkTj/4ICAhQHwkF3Z/xlStXmDRpkslzgI2faWdnZ68yxo0bZ/LaycmJyZMnU1RURG1tLdD92KPMzEwyMjKor69Xe2yNvY7GGFZXVwPg5eVlkkRoNBqTJHcgjDGF7qSup56vq6qqTBLd4OBgkyG3xvP3FYNrWVpaqkluz2PBdP50z+16vZ66ujo1JtfWdfLkydjb26PVaqmqqjIZnt9zTip0D7G1tLQ06dU1xraxsZG33367z3q3trb2O5GHH2Jrb2+vJrk925mZmYnBYKCurq7fZQ7Etdeel5cXHh4e1NbWqtfeYOr5t9Wzp1cIcyaJrhBCiFHD09OThQsXsnDhQhoaGvj66685f/48Wq2WvLw8k95PCwuLPntjeiZRPRkXoWptbeXll1/u8/2EhIRez9TtueqyRqPByckJK6sf/9+zra0tQUFB5Ofnq0N4i4uL0Wg0auJgMBjYuXMnFy9eJDo6mmXLlmFhYUFFRQUXLlz40fJ/ip5zJ69Hp9P1ud0Y5+vNz+zLtXE0vr7e9v7q6uoyeX3gwAFOnTqFr68v99xzDw4ODjQ0NPDNN9/06/jBMpB2/NwYXO/Y6/37Rufvb/nX059rC65/fQ3Uj52vv3X5KYbq2oEf/rasrKx+8g8vQtxqJNEVQghh9r7//ntCQkJMemzHjh3LHXfcwXvvvQf0r7frepqbmykpKQHA1dW114JSdXV16jN1r51329cww/6IiIggPz+fwsJCpk2bRnt7O1OmTFET8ZKSEi5evIitra3JPEPjXEro+6a95zZjj2lLSwtdXV3q8F3jcNqePD09qaysZNq0adx///0m7+l0OpOYXCswMBCNRkNzczOXL1/utbjSUCkqKmLevHlqstXS0qL+CDBu3Dh0Op362KO7775bXSjLx8eHxMREk7K8vb0pKiqipqaG+vp6k57zhoaGn/QZ91yYq6CgwGSYeX5+fp/7jRQPDw+1J7agoMCkV7i8vFztUfT29jZpR25urslqzMbnXPfk6elJUVERjo6OPPvssyYLKXV0dGBtba1+hmVlZep7P5aUGmOm1WqpqKgwmbpgjK2lpaXay9qzfkZXrlwZUC9yTwUFBSajL6qrq2loaAC6Ywmoqz73XIgM+v77uxHjiI8pU6bIQlRi1JBEVwghhFmrrq5m//79JCYmEh4eztSpU3F1dUWv13Py5El1v5+TLBifnWthYcHGjRtNen27urp44403aG1tveEzdQciODgYGxsbmpqaOHr0KGA6bNmYlOp0Oo4dO0ZwcDC1tbXqfEvonvsYHR1tMv80MzMTHx8fJk+erD52SafTcejQIcLCwigsLDQpo6amBj8/P2bOnEllZSV5eXns37+fyMhIrKysKCws5MiRIzg5ObFhw4Y+F9kZM2YMkydPpqysjDNnzrB8+fJBidGNXLhwgU8//ZR58+bR3t5OUlKS+oPHjBkzTHobU1JSmD9/Pq2trZw8eVJNPoqLi7l69SozZszgxIkTGAwGPvroIxYvXoyLiwtnzpwhLS0NNzc3Vq9eja+vr1quwWDg+PHjaDQaQkNDe83hHjt2LP7+/pSWlnLkyBEsLCyYMmWKuhgVdC8yNFjX1M9hY2NDZGQkGRkZZGRk4ODgQGhoKPX19eoPK/b29oSFhWFra6u2KyUlBY1Gw9SpU9XFmIwJqnGRshkzZnDy5ElaWlrYuXMn8+fPx9HRkUuXLpGUlIRer2fp0qVERESYXMtnz55Fr9fj6enZa7huWFgYBw8eRKvVsnv3bpYsWYK7uzs5OTnqonKRkZHY2NiYPH7s+PHjuLi40NzczIEDB9Sh6w0NDej1eqysrK77+fZ07tw59ZFYTU1NHDhwQP0OMS5cZ+x5ra2t5fTp00yaNImsrCzS09PVcmpqatTrRqPRoCgK+fn5ODk50dXVRXR0NJ2dnZw9exagVz2EMGeS6AohhDBrdXV1WFtb09nZqd6EX2vq1KkmcxwHyjhsOSAgoNfQZgsLC8LDw/v1TN2BsLKyIiQkhOzsbMrKyrC0tDSZQ+nr64uLiwtNTU0kJyeTnJwMdPdGBgcHU1hYqA5n7Dlf0LjfE088QVhYGMnJySiKQkpKCikpKUB3kt3Y2EhNTQ3p6enMmjWLqKgoysrKyMzM5Pvvv+f77783qe+NVpKdM2cOZWVlZGdns3Dhwl7Ppx0KQUFBFBQUmPSOQvccTeO8zZCQEPLy8kzmHtvZ2anPSW5tbaWtrQ1vb29WrFjBV199RX19PR9//LFJmY6OjkyYMAH4occO4ODBg2qZM2bM6FXHlStXqo8XMu5rZGdnxz333POjqzYPpyVLllBZWUlNTY3J9QLdvaNr1qxRe/bvvvtutm3bhk6n48iRIxw5ckTdb9KkSVRUVHDu3Dnuvfdexo4dy/Lly9m7dy+lpaW9ejQnTZqkzgt2d3fHwsKCrq4u9Tpcu3ZtrwTP1taWNWvW8Mknn9Dc3Kw+l9bI09NTXVDL0dERPz8/ysrKuHTpEh988AHQHf/Y2FjS0tKoqKigrq4Ob2/v636+186jTk9PN0laofv528be//DwcM6cOQNgMlR+5syZZGdno9PpSE9PV3vPjb3PlZWVVFZW4uTkRHR0NFlZWWi1WpycnEx+DBPC3EmiK4QQwqyFhYXh5+dHVlYWJSUlVFdXo9VqsbOzw93dnRkzZhAZGfmT5zFevHhRXbCm5zNte5o+fTqpqal0dHQM6Jm6NxIeHq6udBsYGGiyAJGNjQ0bNmzgwIEDlJeXY2VlRWhoKIsWLaKyspKKigp1KLePjw8LFiwgNTVV7QGzsLDAzc2N++67j0OHDqmrRkdFRREXF8eZM2dITEw0WWF21apV+Pn5kZaWRnV1NRYWFnh5eTFz5swb3mAHBwfj4+PD5cuXSUlJUZOMoeTr68ucOXNITk6muroae3t7oqKiTFbvXbVqFWPGjCE/P5+Ojg78/f1ZvHgxNjY2FBcXo9Vq1SHeUVFRuLu7k5KSQnl5OXq9Hjc3NyIiIpg7d646ZDQ0NJTY2FjOnj2LpaUl3t7e1x3a7Orqyq9+9SuOHTtGfn4+zc3NODg4EBgYyG233XZTrZ5rZ2fHxo0bOX78ODk5OTQ2NmJra4ufnx/x8fEmoybGjRvH448/TnJysvps14kTJ7JgwQIUReHTTz81GXocHR2Nh4cHKSkpXLhwQY1tZGQkc+bMUee1jxkzhmXLlnH48GG0Wi0eHh7XfRZuUFAQTzzxhLoyuk6nw8XFhbCwMObNm2cy3H716tXs27ePCxcuYG1tTUBAgFrXkpISmpub1Tr05/ONiIggIiKCY8eOUV9fj7OzM7GxscydO1fdx8/Pj6VLl3LixAlaWlrw8PAgNjaWmJgYbG1tOXnypMnf34oVK9i3bx8NDQ24uroSGBiIXq/n2LFjQPdKzzJsWYwmGmUoZ9ULIYQQQvRTRUUFBw4cYNGiRUM6HNf4fORFixYxf/78ITuPED01NjayZcsWoPuRZ8PRu6rX6zl9+jRFRUVs2LDhpun9F2I4SI+uEEIIIW4KkyZNYuPGjSNdDSHMhpWVFXFxccTFxY10VYQYdvKzjhBCCCGEEEIIsyKJrhBCCCGEEEIIsyJzdIUQQgghhBBCmBXp0RVCCCGEEEIIYVYk0RVCCCGEEEIIYVYk0RVCCCGEEEIIYVYk0RVCCCGEEEIIYVYk0RVCCCGEEEIIYVYk0RVCCCGEEEIIYVYk0RVCCCGEEEIIYVYk0RVCCCGEEEIIYVb+H89NygPR7oGFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 800x1110 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.beeswarm(shap_values[:, :, 1], max_display=25,)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e418008a",
   "metadata": {},
   "source": [
    "## Reset X with the newly selected features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "4758ed7a",
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_list = feature_selected\n",
    "X = df[feature_list]\n",
    "y = df[target]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b544f64a",
   "metadata": {},
   "source": [
    "## multi_roc_auc_plot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f19ea15",
   "metadata": {},
   "source": [
    "#### Run all models with the selected features out of curiosity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "2ee8f501",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if y.nunique() == 2:\n",
    "    # fig, ax = multi_roc_auc_plot(X=X, y=y)\n",
    "    fig, ax = multi_roc_auc_plot(X=X, y=y, models=new_models_dict, figsize=(5,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "5fc3ea4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if y.nunique() == 2:\n",
    "    fig, ax = multi_roc_auc_plot(X=X, \n",
    "                                 y=y, \n",
    "                                 models=[{\"label\": \"optimized random forest\", \"model\": optimized_estimator},\n",
    "                                         {'label': 'AdaBoost Classifier', 'model': AdaBoostClassifier()},\n",
    "                                         {'label': 'Gaussian Process Classifier', 'model': GaussianProcessClassifier(kernel=1**2 * RBF(length_scale=1))},\n",
    "                                         {'label': 'Categorical Boosted Classifier(depth=5)',  'model': CatBoostClassifier(iterations=500,\n",
    "                                                                                                                           depth=5,\n",
    "                                                                                                                           learning_rate=None,\n",
    "                                                                                                                           loss_function=\"Logloss\",\n",
    "                                                                                                                           verbose=False,\n",
    "                                                                                                                           random_seed=69420,\n",
    "                                                                                                                          allow_writing_files=False)}\n",
    "                                        ],\n",
    "                                figsize=(6,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "afc92719",
   "metadata": {},
   "outputs": [],
   "source": [
    "# optimized_estimator = new_models_dict[6]['model']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a4127d3",
   "metadata": {},
   "source": [
    "## plot_learning_curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "e84b028a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plot_learning_curve(X=X, \n",
    "                              y=y, \n",
    "                              estimator=optimized_estimator, \n",
    "                              title = f'Learning Curve {optimized_estimator.__class__.__name__}',\n",
    "                             scoring = 'accuracy')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41e65de5",
   "metadata": {},
   "source": [
    "## plot_decision_boundary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "5ce36712",
   "metadata": {},
   "outputs": [],
   "source": [
    "if X.shape[1] == 2:\n",
    "    fig, ax = plot_decision_boundary(X=X, \n",
    "                                     y=y, \n",
    "                                     clf=optimized_estimator, \n",
    "                                     title=f\"Decision Boundary {optimized_estimator.__class__.__name__}\",\n",
    "                                     legend_title = target,\n",
    "                                     h=0.1,\n",
    "                                     figsize = (6, 4)\n",
    "                                    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff5d4c89",
   "metadata": {},
   "source": [
    "## Plot the first two columns against each other"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "0c650c88",
   "metadata": {},
   "outputs": [],
   "source": [
    "scatter_df = pd.concat([X, y], axis=1)\n",
    "\n",
    "scatter_df[X.columns.tolist()[0]] = scatter_df[X.columns.tolist()[0]] + pd.Series(np.random.normal(loc=0.0, scale=0.1, size=scatter_df.shape[0]))\n",
    "scatter_df[X.columns.tolist()[1]] = scatter_df[X.columns.tolist()[1]] + pd.Series(np.random.normal(loc=0.0, scale=0.1, size=scatter_df.shape[0]))\n",
    "\n",
    "scatter_df[target]=scatter_df[target].astype(\"category\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "33093250",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = sns.scatterplot(data=scatter_df.dropna(), \n",
    "                   x=X.columns.tolist()[0],\n",
    "                   y=X.columns.tolist()[1],\n",
    "                   hue=target,\n",
    "                   alpha=0.45)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "378975e3",
   "metadata": {},
   "source": [
    "## plot_confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "1e6d0247",
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = optimized_estimator\n",
    "\n",
    "train_set_percentage = 0.6\n",
    "train_X = X.sample(frac=train_set_percentage, random_state=69420)\n",
    "train_y = y.loc[train_X.index]\n",
    "test_X = X.drop(train_X.index, axis=0)\n",
    "test_y = y.drop(train_X.index, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "51a4d347",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 700x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = clf.fit(X = train_X, \n",
    "            y = train_y)\n",
    "    \n",
    "pred_y = clf.predict(test_X)\n",
    "cf_matrix = confusion_matrix(test_y, pred_y)\n",
    "\n",
    "fig, ax = plot_confusion_matrix(cf=cf_matrix, title=f\"Confusion Matrix classifying {target}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ea59c72",
   "metadata": {},
   "source": [
    "## summary_performance_metrics_classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "112012f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TN</th>\n",
       "      <th>FP</th>\n",
       "      <th>FN</th>\n",
       "      <th>TP</th>\n",
       "      <th>Accuracy</th>\n",
       "      <th>Balanced Accuracy</th>\n",
       "      <th>Prevalence</th>\n",
       "      <th>Sensitivity</th>\n",
       "      <th>Specificity</th>\n",
       "      <th>PPV</th>\n",
       "      <th>NPV</th>\n",
       "      <th>auc</th>\n",
       "      <th>Mean AUC (CI 5%-95%)</th>\n",
       "      <th>F1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>scores</th>\n",
       "      <td>18</td>\n",
       "      <td>65</td>\n",
       "      <td>31</td>\n",
       "      <td>216</td>\n",
       "      <td>0.709</td>\n",
       "      <td>0.546</td>\n",
       "      <td>0.748</td>\n",
       "      <td>0.874</td>\n",
       "      <td>0.217</td>\n",
       "      <td>0.769</td>\n",
       "      <td>0.367</td>\n",
       "      <td>0.646</td>\n",
       "      <td>0.630 (95% CI 0.630-0.630)</td>\n",
       "      <td>0.818</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        TN  FP  FN   TP  Accuracy  Balanced Accuracy  Prevalence  Sensitivity  \\\n",
       "scores  18  65  31  216     0.709              0.546       0.748        0.874   \n",
       "\n",
       "        Specificity    PPV    NPV    auc        Mean AUC (CI 5%-95%)     F1  \n",
       "scores        0.217  0.769  0.367  0.646  0.630 (95% CI 0.630-0.630)  0.818  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if y.nunique() == 2:\n",
    "    metrics_df = summary_performance_metrics_classification(model=clf, X_test=test_X, y_true=test_y)\n",
    "    display(metrics_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "615acdb9",
   "metadata": {},
   "source": [
    "## plotting cross validations of the optimized model with selected features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "08149b4d",
   "metadata": {},
   "outputs": [],
   "source": [
    "cv = RepeatedStratifiedKFold(n_splits=10, n_repeats=10, random_state=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "666d4a74",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import sklearn\n",
    "# sorted(sklearn.metrics.SCORERS.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "157371ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "if y.nunique() == 2:\n",
    "    scoring_list = ('accuracy',\n",
    "     'balanced_accuracy',\n",
    "     'f1',\n",
    "     'f1_weighted',\n",
    "     'precision',\n",
    "     'precision_weighted',\n",
    "     'recall',\n",
    "     'recall_weighted',\n",
    "     'roc_auc',\n",
    "                   )\n",
    "else:\n",
    "    scoring_list = ('accuracy',\n",
    "                    'balanced_accuracy',\n",
    "#                    \"explained_variance\", \n",
    "                    \"normalized_mutual_info_score\",\n",
    "                   'v_measure_score'\n",
    "                   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "8087cb56",
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp_out = cross_validate(optimized_estimator, \n",
    "                         X, \n",
    "                         y, \n",
    "                         scoring=scoring_list, \n",
    "                         return_train_score=False, \n",
    "                         cv=cv, \n",
    "                         n_jobs=-1,\n",
    "#                         fit_params={\"sample_weight\": sampling_weights} # fit_params is returning nans for some reason :/\n",
    "                        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "410ad5ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>test_accuracy</th>\n",
       "      <th>test_balanced_accuracy</th>\n",
       "      <th>test_f1</th>\n",
       "      <th>test_f1_weighted</th>\n",
       "      <th>test_precision</th>\n",
       "      <th>test_precision_weighted</th>\n",
       "      <th>test_recall</th>\n",
       "      <th>test_recall_weighted</th>\n",
       "      <th>test_roc_auc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.718</td>\n",
       "      <td>0.574</td>\n",
       "      <td>0.821</td>\n",
       "      <td>0.687</td>\n",
       "      <td>0.764</td>\n",
       "      <td>0.685</td>\n",
       "      <td>0.890</td>\n",
       "      <td>0.718</td>\n",
       "      <td>0.654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0.720</td>\n",
       "      <td>0.578</td>\n",
       "      <td>0.820</td>\n",
       "      <td>0.692</td>\n",
       "      <td>0.764</td>\n",
       "      <td>0.688</td>\n",
       "      <td>0.883</td>\n",
       "      <td>0.720</td>\n",
       "      <td>0.663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.039</td>\n",
       "      <td>0.051</td>\n",
       "      <td>0.027</td>\n",
       "      <td>0.042</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.053</td>\n",
       "      <td>0.046</td>\n",
       "      <td>0.039</td>\n",
       "      <td>0.061</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        test_accuracy  test_balanced_accuracy  test_f1  test_f1_weighted  \\\n",
       "mean            0.718                   0.574    0.821             0.687   \n",
       "median          0.720                   0.578    0.820             0.692   \n",
       "std             0.039                   0.051    0.027             0.042   \n",
       "\n",
       "        test_precision  test_precision_weighted  test_recall  \\\n",
       "mean             0.764                    0.685        0.890   \n",
       "median           0.764                    0.688        0.883   \n",
       "std              0.025                    0.053        0.046   \n",
       "\n",
       "        test_recall_weighted  test_roc_auc  \n",
       "mean                   0.718         0.654  \n",
       "median                 0.720         0.663  \n",
       "std                    0.039         0.061  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(tmp_out).drop([\"fit_time\", \"score_time\"], axis=1).agg([\"mean\", \"median\", \"std\"]).round(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "b2be270d",
   "metadata": {},
   "outputs": [],
   "source": [
    "cv_metrics_df = pd.DataFrame(tmp_out).drop([\"fit_time\", \"score_time\"], axis=1).melt(var_name=\"Metric\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "59ac724f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plt.figure(figsize=(25,5))\n",
    "_ = sns.boxplot(data = cv_metrics_df,\n",
    "                x = \"Metric\",\n",
    "                y = \"value\")\n",
    "_ = sns.swarmplot(data = cv_metrics_df,\n",
    "                x = \"Metric\",\n",
    "                y = \"value\", edgecolor=\"white\", linewidth=1)\n",
    "_ = plt.title(f\"All performance metrics {optimized_estimator.__class__.__name__} with cross validation\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ds_env",
   "language": "python",
   "name": "ds_env"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}