model.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "46e00f17",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.linear_model import LinearRegression, LogisticRegression\n",
    "from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor, AdaBoostRegressor\n",
    "from sklearn.svm import SVR\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error\n",
    "from matplotlib import pyplot as plt\n",
    "import xgboost as xgb\n",
    "import lightgbm as lgb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b183c67b",
   "metadata": {},
   "outputs": [],
   "source": [
    "well_train_svm = pd.read_csv(\"well_train_svm.csv\")  \n",
    "well_test =  pd.read_csv(\"well_test.csv\")\n",
    "well_train_norm = pd.read_csv(\"well_train_norm.csv\")\n",
    "well_1 = pd.read_csv(\"wellx1.csv\")\n",
    "well_2 = pd.read_csv(\"wellx2.csv\")\n",
    "well_3 = pd.read_csv(\"wellx3.csv\")\n",
    "well_4 = pd.read_csv(\"wellx4.csv\")\n",
    "well_5 = pd.read_csv(\"wellx5.csv\")\n",
    "well_test = pd.read_csv(\"well_test.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed6c92c1",
   "metadata": {
    "id": "iIFo7yx11GcX"
   },
   "source": [
    "Define the train data as the SVM outlier-removed-data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f2b20854",
   "metadata": {
    "id": "anx9gdlbCJ3E"
   },
   "outputs": [],
   "source": [
    "feature = ['NPHI', 'RHOB', 'GR', 'RT', 'PEF', 'CALI']\n",
    "target = 'DT'\n",
    "\n",
    "train_set = well_train_svm[feature].values\n",
    "target_set = well_train_svm[target].values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d67c8cdb",
   "metadata": {
    "id": "F7IFreMH1RzN"
   },
   "source": [
    "Define the test data as the copy of normalized data (before outlier-removed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e19c94c7",
   "metadata": {
    "id": "yaKMah7uDDnA"
   },
   "outputs": [],
   "source": [
    "well_data = well_train_norm.copy()\n",
    "\n",
    "train_well_name = ['15_9-F-11A', '15_9-F-1A', '15_9-F-1B']\n",
    "\n",
    "X_test = []\n",
    "target_test = []\n",
    "for i in range(len(train_well_name)):\n",
    "    # split the data with respect to well name\n",
    "    test = well_data.loc[well_data['WELL_ID'] == train_well_name[i]]\n",
    "\n",
    "    # Drop well name column \n",
    "    test = test.drop(['WELL_ID'], axis=1)\n",
    "    # define X_test (feature) and y_test (target)\n",
    "    X_test_, y_test_ = test[feature].values, test[target].values\n",
    "\n",
    "    X_test.append(X_test_)\n",
    "    target_test.append(y_test_)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba249aa6",
   "metadata": {
    "id": "txC69z8M1Zqq"
   },
   "source": [
    "Fit regression models to train data and predict to test data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7bfca8ad",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 119
    },
    "id": "hmdOdqRYLTos",
    "outputId": "e0e1dab4-684e-4a3f-ddaa-c433675b7e2b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gradient Boosting Regressor:\n",
      "====================================\n",
      "\n",
      "R-squared of Well 1: 0.9830025794250369\n",
      "RMSE of Well 1: 0.14004260500919832\n",
      "====================================\n",
      "\n",
      "R-squared of Well 3: 0.9872992312016515\n",
      "RMSE of Well 3: 0.10422671666522575\n",
      "====================================\n",
      "\n",
      "R-squared of Well 4: 0.9583992031061879\n",
      "RMSE of Well 4: 0.15541741925537475\n"
     ]
    }
   ],
   "source": [
    "\n",
    "def train_model(estimator,estimator_name,test_wells,test_targets):\n",
    "    print(estimator_name+\":\")\n",
    "    well_1_test, well_3_test, well_4_test = test_wells \n",
    "    well_1_target, well_3_target, well_4_target = target_test\n",
    "    # Fit the regressor to the training data\n",
    "    estimator.fit(train_set, target_set)\n",
    "    print(\"====================================\\n\")\n",
    "    # Predict on well 1\n",
    "    y_pred1 = estimator.predict(well_1_test)\n",
    "    print(\"R-squared of Well 1: {}\".format(estimator.score(well_1_test, well_1_target)))\n",
    "    rmse = np.sqrt(mean_squared_error(well_1_target, y_pred1))\n",
    "    print(\"RMSE of Well 1: {}\".format(rmse))\n",
    "    print(\"====================================\\n\")\n",
    "    # Predict on well 3\n",
    "    y_pred3 = estimator.predict(well_3_test)\n",
    "    print(\"R-squared of Well 3: {}\".format(estimator.score(well_3_test, well_3_target)))\n",
    "    rmse = np.sqrt(mean_squared_error(well_3_target, y_pred3))\n",
    "    print(\"RMSE of Well 3: {}\".format(rmse))\n",
    "    print(\"====================================\\n\")\n",
    "    # Predict on well 4\n",
    "    y_pred4 = estimator.predict(well_4_test)\n",
    "    print(\"R-squared of Well 4: {}\".format(estimator.score(well_4_test, well_4_target)))\n",
    "    rmse = np.sqrt(mean_squared_error(well_4_target, y_pred4))\n",
    "    print(\"RMSE of Well 4: {}\".format(rmse))\n",
    "    return y_pred1,y_pred3,y_pred4\n",
    "GBM_model = GradientBoostingRegressor(random_state=34,max_depth = 10,n_estimators= 1300)\n",
    "\n",
    "well_pred1,well_pred3,well_pred4 = train_model(GBM_model,\"Gradient Boosting Regressor\",X_test,target_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "af2f3049",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AdaBoost Regressor:\n",
      "====================================\n",
      "\n",
      "R-squared of Well 1: 0.9032853622519791\n",
      "RMSE of Well 1: 0.33405253762005627\n",
      "====================================\n",
      "\n",
      "R-squared of Well 3: 0.9012926201726925\n",
      "RMSE of Well 3: 0.2905620317417079\n",
      "====================================\n",
      "\n",
      "R-squared of Well 4: 0.7692761568837618\n",
      "RMSE of Well 4: 0.3660118165687119\n"
     ]
    }
   ],
   "source": [
    "Ada_model =  AdaBoostRegressor(random_state=24)\n",
    "well_pred1,well_pred3,well_pred4 = train_model( Ada_model,\"AdaBoost Regressor\",X_test,target_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "32308457",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "linear Regressor:\n",
      "====================================\n",
      "\n",
      "R-squared of Well 1: 0.9333657769815956\n",
      "RMSE of Well 1: 0.2772792300945421\n",
      "====================================\n",
      "\n",
      "R-squared of Well 3: 0.9196785191239192\n",
      "RMSE of Well 3: 0.26210777585819917\n",
      "====================================\n",
      "\n",
      "R-squared of Well 4: 0.805626578694564\n",
      "RMSE of Well 4: 0.33594432390830126\n"
     ]
    }
   ],
   "source": [
    "linear_model = LinearRegression()\n",
    "well_pred1,well_pred3,well_pred4 = train_model( linear_model,\"linear Regressor\",X_test,target_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "86a31e86",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RandomForest Regressor:\n",
      "====================================\n",
      "\n",
      "R-squared of Well 1: 0.9802756435640092\n",
      "RMSE of Well 1: 0.15085860639829918\n",
      "====================================\n",
      "\n",
      "R-squared of Well 3: 0.9851093102669416\n",
      "RMSE of Well 3: 0.11285516993750257\n",
      "====================================\n",
      "\n",
      "R-squared of Well 4: 0.9555697770012999\n",
      "RMSE of Well 4: 0.16061574432311657\n"
     ]
    }
   ],
   "source": [
    "Rf_model =  RandomForestRegressor(random_state=46,n_estimators=700)\n",
    "well_pred1,well_pred3,well_pred4 = train_model( Rf_model,\"RandomForest Regressor\",X_test,target_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1238839f",
   "metadata": {},
   "outputs": [
    {
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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 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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-- 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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 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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 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      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import shap\n",
    "# load JS visualization code to notebook\n",
    "shap.initjs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c63f5580",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Using a random sample of the dataframe for better time computation\n",
    "X_sampled = train_set.sample(1000, random_state=10)\n",
    "explainer = shap.TreeExplainer(GBM_model)\n",
    "shap_values = explainer.shap_values(train_set)\n",
    "shap_values = explainer.shap_values(X_sampled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5fcf1c23",
   "metadata": {},
   "outputs": [],
   "source": [
    "# summarize the effects of all the features\n",
    "shap.summary_plot(shap_values, features= X_sampled, feature_names=feature, plot_type=\"bar\")\n",
    "plt.savefig('grafic.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b8b87526",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.preprocessing import PowerTransformer\n",
    "well_train = pd.read_csv('well_train.csv')\n",
    "# Normalize features using power transform (Yeo-Johnson method)\n",
    "scaler = PowerTransformer(method='yeo-johnson')\n",
    "\n",
    "well_1_target, well_3_target, well_4_target = target_test\n",
    "# make the transformer fit to the target\n",
    "y = well_train[target].values\n",
    "scaler.fit(y.reshape(-1,1))\n",
    "\n",
    "# denormalize predict logs and true logs\n",
    "well_1_target, well_pred1 = scaler.inverse_transform(well_1_target.reshape(-1,1)), scaler.inverse_transform(well_1_target.reshape(-1,1))\n",
    "well_3_target, well_pred3 = scaler.inverse_transform(well_3_target.reshape(-1,1)), scaler.inverse_transform(well_3_target.reshape(-1,1))\n",
    "well_4_target, well_pred4 = scaler.inverse_transform(well_4_target.reshape(-1,1)), scaler.inverse_transform(well_4_target.reshape(-1,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "72707067",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ALEXAN~1\\AppData\\Local\\Temp/ipykernel_5972/159844302.py:17: MatplotlibDeprecationWarning: Passing the pad parameter of tight_layout() positionally is deprecated since Matplotlib 3.3; the parameter will become keyword-only two minor releases later.\n",
      "  plt.tight_layout(1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [well_1_target, well_pred1,well_3_target, well_pred3,well_4_target, well_pred4]\n",
    "\n",
    "y = [well_1['DEPTH'], well_1['DEPTH'], well_3['DEPTH'], well_3['DEPTH'], well_4['DEPTH'], well_4['DEPTH']]\n",
    "\n",
    "color = ['purple', 'blue', 'purple', 'blue', 'purple', 'blue']\n",
    "title = ['True DT Well 1', 'Predicted DT Well 1', 'True DT Well 3', 'Predicted DT Well 3',\n",
    "         'True DT Well 4', 'Predicted DT Well 4']\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=6, figsize=(15,10))\n",
    "\n",
    "for i in range(len(x)):\n",
    "  ax[i].plot(x[i], y[i], color=color[i])\n",
    "  ax[i].set_xlim(50, 150)\n",
    "  ax[i].set_ylim(np.max(y[i]), np.min(y[i]))\n",
    "  ax[i].set_title(title[i])\n",
    "\n",
    "plt.tight_layout(1)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51b180f8",
   "metadata": {},
   "source": [
    "## Use-case: Predict for wells for which they are no recorded P-sonic logs using other well logs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4522106d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the well data \n",
    "test_well = ['15_9-F-11B', '15_9-F-1C']\n",
    "\n",
    "X_test = []\n",
    "y_test = []\n",
    "depths = []\n",
    "for i in range(len(test_well)):\n",
    "  # split the df with respect to its name\n",
    "  test = well_test.loc[well_test['WELL_ID'] == test_well[i]]\n",
    "\n",
    "  # Drop well name column \n",
    "  test = test.drop(['WELL_ID'], axis=1)\n",
    "\n",
    "  # define X_test (feature)\n",
    "  X_test_ = test[feature].values\n",
    "\n",
    "  # define depth\n",
    "  depth_ = test['DEPTH'].values\n",
    "  \n",
    "  X_test.append(X_test_)\n",
    "  depths.append(depth_)\n",
    "\n",
    "# for each well 2 and 5\n",
    "X_test2, X_test5 = X_test\n",
    "depth2, depth5 = depths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "bc95f5ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Normalize X_test of well 2 and 5\n",
    "X_test2 = scaler.fit_transform(X_test2)\n",
    "X_test5 = scaler.fit_transform(X_test5)\n",
    "\n",
    "# Predict to well 2 and 5\n",
    "y_pred2 = Rf_model.predict(X_test2)\n",
    "y_pred5 = Rf_model.predict(X_test5)\n",
    "\n",
    "# normalize y_pred of well 2 and 5\n",
    "# make the transformer fit to the target\n",
    "y = well_train[target].values\n",
    "scaler.fit(y.reshape(-1,1))\n",
    "\n",
    "# denormalize y_test, y_pred\n",
    "y_pred2 = scaler.inverse_transform(y_pred2.reshape(-1,1))\n",
    "y_pred5 = scaler.inverse_transform(y_pred5.reshape(-1,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a9952f55",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ALEXAN~1\\AppData\\Local\\Temp/ipykernel_5972/1622114639.py:13: MatplotlibDeprecationWarning: Passing the pad parameter of tight_layout() positionally is deprecated since Matplotlib 3.3; the parameter will become keyword-only two minor releases later.\n",
      "  plt.tight_layout(1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,12))\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "plt.plot(y_pred2, depth2, color='green')\n",
    "plt.ylim(max(depth2), min(depth2))\n",
    "plt.title('Predicted DT Well 2', size=12)\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.plot(y_pred5, depth5, color='green')\n",
    "plt.ylim(max(depth5), min(depth5))\n",
    "plt.title('Predicted DT Well 5', size=12)\n",
    "\n",
    "plt.tight_layout(1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7a47e708",
   "metadata": {},
   "outputs": [],
   "source": [
    "well_2['DT'] = y_pred2\n",
    "well_5['DT'] = y_pred5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "df48d4ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ALEXAN~1\\AppData\\Local\\Temp/ipykernel_5972/3384682397.py:32: MatplotlibDeprecationWarning: Passing the pad parameter of tight_layout() positionally is deprecated since Matplotlib 3.3; the parameter will become keyword-only two minor releases later.\n",
      "  plt.tight_layout(1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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AWgA/A4iA8l2+n4nnUQHYAOAqgGpQWsX+JqU8A6Xl7N7cFhBhuYfMAlAbyg2Cmrn138s9Vzcov2UfA1ALQKGHNpBSXoPyu7h9YY8tDiYyiu89AGOFEKWN7DsshIgH8CeAJQB+0Nu3NjcTl5CbLVtg+1DJhawVQiQDuA7gHoBpevveyHPtHNfbFwHl//VtI+e8DaCU3naF3HMkATgPYD8Am/WpI5dTCkCMlDJHW5B75yAhty9oh9ziN3Kvw2QoXZQG2z9UchPm3veIimNt7vvULgDboTR3BoB5+p+nQogP9I6pkGdf/7wnJY9XEnk+J40YAuDX3PVfwe4l7srUewwAfJzbOjodyjADC6WU+6WUainljwAyAbTKXXwAfJnbsucPAAdMPN8jULqPv5nbKiJDSmn0O7wQQuQ+74TcOJJz4xuYW6U/gB+klCellKkw0XrbAreg/A6xGyYyiklKeRJKRmyKkd0PSSnDpZQ1pJTvSCk1evv6SinDtAuAV+wRL7mMvrl9zzoCqAvDBMRnea6dxnr74gFooPRZy6s8gBi97Vu55wgBEAYgHcCPVnsF5OpiAZTS79MppWyTe83F4sHnx2e5ZdWgXEMFDkRFZIK59z2i4tB+56oqpXwl9wcFAIzT/zyVUr6rd8ytPPtWOiJwcmr5Pif1CSHaQhmn7Lfcol8BNBJCNLVPeGRHpt5jACU5r1UVwMQ8NyQrQ0lKVABwU0op9epfNfF8lQFcLSCJplUaQCCAQ3rP+U9uOXKfVz9GU89ZkIpQxoKxGyYyrGMalExXRUcHQu5FSrkdwFIAn1lYPxXAXgDPGtndH8AWE8clQvmA5WBmpLUXyl2CPgVVBHTNCscDmKvf75KosAr7vkdE5CB7AWRA6TpgzFAAAsBRIcQdKC1fAaWVBnkO/cTEdQAf5UmSBkopl0NpOV0xtwWFVhUT57wOoIqJJJrMsx0D5UZTA73nDM0djBO5z1vZguc0KbdLTXMoY0LaDRMZViClvAhgBYBxjo6F3NKXAB4rRAZ/CoChQohxQohgIUS4UKbwag3A6BSrudNEDQRwygrxkhuQUiZAuV4WCCGeEcp0hV6512GQiWP+B6Vp4Ui7BUru6ksU7n2PiMiucm8CvQfgayFEXyFEoBDCRwjRXQjxKZQbSCOhjEugXcYCeF7/B6gQwj/PIvI+F7mNxQBGCyFaCkWQEKKnECIYSmIsB8A4IYS3EOJpKF1IjPkPSgLik9xz+Oe2AAKAuwAq5Y65gdweAYsBfCGEKAMAQoiKQogncuuvBDBMCFE/d6w9i7t15l7zj0IZT+0/AH9b/qcoPiYyrGcGTHy5JyoOKeV9AD8BeLegurn1dwF4AsDTUN7krkKZyrCdlPKCXtUKuSMap+TWiQAHoSI9UspPAbwOYBKUMQvuQhmYajKUWW6MmQ1gksidT5yoKAr7vkdURF9pPwdzl0OODohci5RyDpTPyXcA3Idyp/xVAAlQ7oL/JKW8o12gTFGuAtAt9xQVc+vpLzXs+RrIfqSUB6G04v8KSnfwiwCG5e7LgvLdfVjuvgEAVps4jxpKK+qaAK4BuJFbHwC2QrkxeUcIoe1SPjn3ufbljo23GbldgaWUG6HcPNiaW2erBS/lq9wxre7mHrsKQLc8wyjYnDDshkNERERERERE5LzYIoOIiIiIiIiIXAYTGURERERERETkMpjIICIiIiIiIiKXwUQGEREREREREbkMJjKIiIiIiIiIyGUwkUFERERERERELoOJDCIiIiIiIiJyGUxkEBEREREREZHLYCKDiIiIiIiIiFwGExlERERERERE5DIKTGQIIfyFEP8JIY4JIU4JId7PLZ8thDgrhDguhFgjhAjTO2aqEOKiEOKcEOIJvfLmQogTufvmCSGETV4VuRxeZ2QPvM7IXnitkT3wOiN74HVG9sDrjApNSml2ASAAlMhd9wGwH0ArAI8D8M4tnwVgVu56fQDHAPgBqA7gEgBV7r7/ALTOPedGAN0Len4unrHwOuNij4XXGRd7LbzWuNhj4XXGxR4LrzMu9lh4nXEp7FJgiwypSMnd9MldpJTyXyllTm75PgCVctf7APhNSpkppYwGcBHAI0KI8gBCpJR7pZQSwE8A+hb0/OQZeJ2RPfA6I3vhtUb2wOuM7IHXGdkDrzMqLIvGyBBCqIQQRwHcA/A/KeX+PFWGQ8l2AUBFANf19t3ILauYu563nAgArzOyD15nZC+81sgeeJ2RPfA6I3vgdUaF4W1JJSmlGkDT3D5Ja4QQDaWUJwFACPE2gBwAy3KrG+uDJM2U5yOEGAlgJAD4+/s3r1KlSkHx4cKFC/nKK1SogMDAQHh5WW9MU41GY9XzFZej4jl//nyMlLK0Nc/pyOssICCgeeXKlYv3AgrBGa+jixcv6rZr1KgBlUpl0+ez5PW723WmfT+TUuL27dtISUkxdggAoFy5cggJCbHwVdmfs13DxWGL6wyw77XmyPczY86fP4/cWODoWKzBWte7u72n2eJas+V7S1JSEu7cuWN0X6VKlRAYGGiT5y2ItV8zr7PCyfv3v3r1KjIzMwEAtWvXttnz2pqtP6c95Toz9Xe8dKkE1GrjQ2/Urp1stNxanO07mC3jMXudmet3YmwBMA3AG7nrQwHsBRCot38qgKl625ug9FEqD+CsXvkgAAsLer7atWvLgqjVagnlAjW7XLlypcBzFWTbtm3FPoc1OSoeAAelDfs82fs6a968uS3/XPk423U0efJkg/8rqampNn0+S1+/u11n2veztm3bWvSetWzZsiL9fe3B2a7h4rD1dSbtfK3Z+/1MKyoqKt81PG7cOIfEYm3Wut7d7T3NFteaLd5bLl++bPa99vjx41Z/zsKw9mvmdVY4ef/++p/RLVq0kCNHjpTp6ek2jcEWbP057SnXmam/I2B6uX27SH9SiznbdzBbxmPuOrNk1pLS2tFhhRABALoCOCuE6AZgMoAnpZRpeoesBzBQCOEnhKgOoBaA/6SUtwEkCyFa5Y4cOwTAuoKe3xJeXl44d+5cgfV27NiBP//8Exs3bsStW7es8dRkJa5wnbmrOXPmYNasWbrtmTNnOuyulK05y3W2YsUKvPLKKwXW++6773D06FGcOHECJ0+exIkTJ3Dp0iVLn4YcyFmuNXvJzs5GampqvvKnnnrKAdF4Dk+7zooqIyMDwcHBJvc3bNjQjtG4Hk+7zvR/Uxw4cACLFi3CgQMHHBiRZ3Cn6+yjj4AtW4CtW5Vl2zYgKgrYvh3YsQPYuRPYvx/IbfhDRWRJ15LyAH4UQqigjKmxUkq5QQhxEcoosf/LndFmn5RytJTylBBiJYDTUJr/jJFKMyEAeBnAUgABUPo3bYSVrF+/vsA6Q4YMMdhWkjzkJFziOnNHhw8fNtieOnWqgyKxC6e4zipWrIivv/4aCxYsMFtv69ataNasWb7yP//8E7169bL06cgxnOJas4f79++jTJkyRvedOHECHTt2tG9AnsVjrrOiio6ORv369c3WkVJCcHZGczzmOpsxYwZiYmLylfP6sAuXus5q1gT0emUb+OorZSlI//7AihXWjcuTFJjIkFIeB5Dvm7SUsqaZYz4C8JGR8oMAbJL2DgoKMrtfCIE+ffogOzsbOTk5GD58uC3CoCJylevMHc2fPx/Lli0ruKIbcKbrzNi4Pnk1aNAgX1m9evXw6KOPFvVpyU6c6VqztbCwMLz44ov47rvv8u0LDQ11QESew5Ous6KqUqUKevfujT///NNknYcffhi7d+9GQECAHSNzHZ50nTVt2tRoefPmze0biAdyteusRg3TiQwA6NzZeMcTJT7lcdo0W0bo/iwa7NMVGLtrqe/kyZMFZuSJPFFAQABq1qypG+xz48aN6N69u4Ojcl8nTpzAkSNH8NFH+T53Daxbtw5PPvmknaIiKjofHx8sWbIE7777LqpVq6Yrj4yMREGDdRPZmkqlwvr163H27FnUq1fPaJ0jR47oulTWrVsXmzZt4rXroUx97u7ZswddunSxczTkzDZtMr3v7beBDz+0XyyeynmGOy2mFXna5ZQoUQLLli3TDQbCJAaRcf7+/gZ3GsaMGYOtW7c6MCL3lZOTg8aNG2Po0KG6WR30Va5cGS1btsR3332Hnj17OiBCoqI7ePCgwfahQ4ccFAlRfnXr1oWUEpmZmZg3b57JemfPnkXVqlUhhIAQAqGhobh7964dIyVnEhERgeXLl6Nz586ODoWcXL16QMuWwJdfAh984OhoPIPbJDJ27NhhsJ2SkoJFixahS5cuqFWrFoQQKFmyJLKzsx0UIZHzGjt2rG49OjoaXbp0wciRIx0YkXsqaErb69evY//+/XjxxRfh7e0NIQTCwsLw119/2SlCosJJTk7G1KlT8fzzz+OPP/4w2PfJJ584KCoi03x9fTF27FhIKXH16lV07NgR4eHhJusnJSUhPT3djhGSo0VEROjWa9WqhevXr3NcPSrQmTPKAJ6vvQYEBgKPPQYcO+boqNyb23Qt+e+//3D16lUcPXoU/fr1Q61atSClNLizHBcXh7/++guNGzdG5cqV4ePj48CIiZxHfHx8vrJatWo5IBL3JoTQfRlKS0vDvXv3kJycjKSkJCQlJSE5ORnx8fEYPXq07pjExET06tULu3btQvPmzeHv7++o8Iny2bx5s0HColGjRihdujRKliyJcePGGW15RORIUkrMnDkT77zzjsk6AwYMwI8//gg/Pz87RkaOtnv3brRr186gbP/+/di/fz8efvhhdOrUyUGRkTPSaIATJ4CYGGDjRuCzzx7sy8gANm8GBg4EJk0CfH0fLDk5QLVqAIddKT63SWSoVCpERkYiMjLSIGtaokQJgynh9KeCa9++fb6WHESe5uuvv8arr74KAAgMDDQ6hSJZX2BgoMF4AvquXbuGmTNnGpTpf7n64YcfMGzYMBtGR1SwN998E5/pfXO7fv06KlWqZFCHiQxypJ07d6JDhw6FOqZatWpYtGgRkxgeyNfX1+Q+DvZJeQkBNG6srHfqZJjI0Dp7FjA3v8TIkcDChbaJzxO4TdcSY6SUZu9e7ty5E+XKlUPp0qVRoUIFnDhxwo7RETmH1atX69bT0tLcffpVl/DRRx/p+nIb88ILL6BZs2Z48sknERcXZ+foiIDY2FiDJAagjPFy/PhxB0VElF9sbKxF9Z555hndmGrR0dEICQmxcWTkjFq0aAEpJRprf53qCQ0NRc+ePdG7d2/06dMH48ePR0ZGhgOiJGckhDITSVpa4Y5btAgoVw4oUwYoXRooVQoYPVpptUEFc+tEhhACycnJZuvcvXsXMTExuH37Nn7++Wc7RUbkPNq3b2+wbcm0oGQfb7zxhsl9R48exZ9//olff/3VjhERKX788cd8ZW3btkXVqlUdEA2RcX379tUlKDQaDRISEozW27Fjh9EuluSZhgwZYrT877//xoYNG7B+/XrMmzcPAQEBukFhjS15k73k/orS+/fuXeD+faWLSmys0kLDwhysx3PLRIZarcahQ4dw8OBBdO3a1aJj9u7di1mzZtk4MiLn8+6772LBggW6bXZZcJyMjAzcuHEDBw4cgBAC8+fPN1lXCIHjx49jzJgxdoyQSHH9+vV8ZZUqVUJoaKgDoiEqmP4MJN7ehj2r7927h4iICHTq1Am7d+92UITkLCIjI61yHmMJX3JP9+8rrTK8ivHL+sYN4N49IDUVKFvWerG5M7cZI0Pfm2++iS+++MJsnTp16mDcuHG4e/cuxowZgzJlytgpOiLnM2PGDN36119/jV69ejkwGs906dIl1KxZ0+T+IUOGIDw8HLt370bZsmUxe/Zs1KtXz44REj0we/Zs9O7dG126dNGVrVixArNnz0blypUdGBmReWXKlEF2djaSk5PzdSGJiopC3759cf/+fQdFR87g6tWrFtW7f/8+SpUqZeNoyNlJqXQNKYzp04Hy5ZXBP69eBSZPLlprDk/nli0yxo0bh7Zt26JJkyZo1KgRGjdunK+/27lz51C5cmVMnjyZSQzyaMuXL8edO3d02+a6M5DtVKxYEQMHDkRwcLDR/Q0aNED//v2xYsUKbNiwgUkMcihvb2/cuHHDoGz48OEG0xYSOastW7agadOmRvfFxMRACIE9e/bYNyhyGgMGDLCo3vbt2zktKwEAPvrowXrZskCLFubr16unzGgybBgwbRqTGEXlli0yqlWrhl27dum2d+/ejdOnT+N///sffv/9d135k08+iZdfftmgWT2Rp/nnn39062+//bbBHVayH39/f8ycORO+vr64cOEC9u7da7B/8uTJuvULFy6Ybb1BZA9Dhw7VrV+8eBE1atRwYDREljl+/LhF3Y737NmDNm3a2CEicjbly5fHk08+ifXr15ut98wzz+Qr++233yxOhJB7EEIZoDMxEfj0U2XMi7t3zR8zYADQqBHA8bGLxy0TGYDSf/fatWvYuXOnyVkYRo4cibfeesvOkRE5l549e2LZsmUAAB8fHwdH49kK6pf7yCOP4PHHH0f16tXtFBGRaTt37sRzzz2H69evo2bNmoiPj0dYWJijwyIyq1GjRli4cCGioqKwfPlyg32xsbFsVUQ4fPhwgUkMY1QqFZo1a2aDiMjZffghUMCoBgY6dQLmzLFdPJ7CLRMZCQkJqFKlitk6p0+fZtNsIgCDBg3Cc889BwCYPn06/u///o93Vh3k/PnzqF27tsn9+/btgxDCjhERmdauXTts3boVtWrVAgCEh4cjJycHKpXKwZERmXbr1i2MGjXK6L79+/eje/fudo6InM2OHTssqrdo0SKMGDHCxtGQK+jbt3CJjB9+ADjJV/G55RgZoaGhmDdvHlq1aoV27drh0UcfRYcOHQzq1K9f3+R0SZ07d3ZQ5ET2l3easfDwcAdFQrVq1cKxY8fQsmVLtGrVKt9+Ly8vs1O9GVsGDRrkgFdC7i4jIwMtWrTQJTG0mMQgZ6bRaNCwYUOT+3v06AEhBE6fPm3HqMjZ9O/fHxUqVCiw3siRI41+7q5atcoOUZIz6dBBGbATAJo3V8a/ePpp4PHHgbZtgWbNgICAB/WrVVO6pORd3nvPIeG7LLdskSGEwNixYzF27FhkZ2cjKioKjz/+uMXH379/H1JK3vkkj/Dzzz/r1itVqpRvFHeyr8aNG2Pfvn1YuHAh9u3bV+zzXbt2zQpRERnKzs7GwYMHDcoaNWrkoGiILHPkyBEkJCQUWK9EiRK2D4acVoUKFXDz5k0Aymdo1ULeOg8KCrJFWOTkhg0DZs0CDh1SlqK4fduqIbk9t0xkAICUEmfPnkX9+vUNyv/66y/Url0bJUqUQIkSJRAYGAiv4kz6S+TisrOz8fzzz2PlypW4ceMGvL3d9m3BJezatQsffvghNm3apCtr2rQpvvvuO4SGhsLX1zff4u3tzcQr2VVwcDCklJBS4tatW6hUqRJOnDiBf//9t1A3DojsqXnz5jh06BCaN29uUJ6VlcUxokhn7dq1eOqpp8zWmTp1KmbOnGmniMgVmBqxYN48ZVYSPz9ApQJOnwaee04pq1oV4NfuonPLP90PP/yA4cOHG5RNmTIFH3/8sYMiInJe3t7eWLFiBVauXAkAmDFjBt5j2za7O3LkCB566KF85ZzajZyZEAIVK1bEkSNH0K5dOzzxxBPo0aMHli1bxoE/ySkZe5+tWrUqbt265YBoyBl98803+cq6deuGjRs3OiAacgV5eyKdOQPUreuYWDyJWzZF0P4g0+revTtiY2Nxm+11iIzSNqEEgGnTpjkwEs/1ySefGGwHBwcDAAYPHszuIeT0mjZtihUrVgAA/v77b0RFRUGtVjs4KiJDu3btwkMPPYTGjRsblN++fRu//PILMjMzHRQZOZOoqKh8ZdevX7d/IOQSMjPzdwmZPh348UcgKckhIXkMt0xkbNy4UfeFSru9ePFizJo1y4FRETmvw4cPG2zn5OQ4KBLPtXz5cvzzzz+66aKTk5MBAL/88kuh++cSOYL+zYKnnnoK3t7eTMKRUxkzZgyOHDmC48eP59s3ePBg+Pv7Y/z48Q6IjJzJ9OnT85VNnDjR/oGQS/DzA37/3bBsxQplzIw8MzyTlbl815Lk5GScOnUKMTExuH37Nm7fvo2tW7di+/btujozZsxA3bp10aNHDwdGSuS8evfuja1bt+pm7PHx8eEUxXaSnp6OjRs3Qq1WIyEhAeHh4fDx8UF2drajQyMqlJdeegldu3bFtm3bdN07hw4diqFDhyIpKUnXyojIUfbt24dTp05BSolOnTohNTU1X51q1apxwHcPN2XKFNSrVw/Hjh3DiRMnsGrVKmg0GkeHRU4mJwf4918gNhbIMwEgwsOBt94CXnjBMbF5CpdPZBQ0w8K8efNQq1YthIWF4caNGwgPD9cNmMcPKaIHOnbsiJ07d6J9+/YAlCmK165diz59+jg4MvdWoUIFs6Poe3l54fPPP8e+ffsQERGBiIgIhIWFcVBWckpVqlTRvYfoS05OZiKDHC4gIABNmzZFamoqli9fjueff17X+k3r9ddfR4UKFTBgwAAHRUmONnz4cCxdutSg7KeffsKLL77omIDIKa1YAfzf/xnft24dUL48cP++MsCnSqUM6mlsnT9Hi87lvwlPmTIFn3zyCXx8fBAQEABfX1+kpqYiPT0dADBu3LhiP0eFChWwe/duVKtWrdjnInI2mzZtQrdu3Yzu07bQINv5999/8cgjj6B27dpITk5GTk4OMjMzkZTbsVKj0WDChAkWn8/Pzw9ffPEFXn75ZVuFTB5u+/bt6Nixo8X1n376aZQvX952ARFZ6JNPPtF13zOmdevWaNiwIR577DE7RkXOZsaMGfkSGTt27IAQAiqVCn5+fvDy8kJoaCjq1q0LlUoFb29vlClTBnPnzuU09h6iSxdl9pHz54GjR5UWGlodOlj/+Zo1AzZvBiIirH9uV+XyY2R8/PHHkFIiKysL165dwxNPPIGsrCyrPsetW7ewb98+q56TyFnMmTMnX9kjjzyCAwcO8A6qHbRo0QJSSpw7dw63bt3C3bt38e677xb5fJmZmXjllVesGCGRoYMHD5rd379/f2zduhXXr1/Hli1bsGrVKraAJKdgrLWQVrVq1dCsWTPMnz8fEfyl4NGOHj1qcp9arUZaWhpSUlJw8+ZNbNmyBf/++y/+/vtvLF26FD/88IP9AiWHKlcOWLYMOHAAuHzZ9s935IiSNKEHXL5FhlZiYiLWrl2LZcuWma336KOPYtCgQQgICIC/v79uMbatXfz9/eHl5fI5HyKj/vrrL1y4cAHHjh3DoEGDAAD//fcf3nzzTWzbts3B0XkGKSWuX7+OCxcu4NatW3jzzTdN1h0xYgT69+8Pf39/+Pn56d6ztOu+vr4ICgqyY/TkaSZOnIiJEyciNTUV9+7dw927d9G6dWvd/sTERKhUKpQvXx4XL150YKREhtq2bQspJTIzM7F48WKMHTtWt+/KlStYsGABypUrh2rVqmHQoEHswuehatSoYVG9999/H61bt4ZarUZOTg78/PzQtWtXG0dHziYzE9B7KzGpXz/g2WcBHx/A11d51C6+vsoSFPRgXb+ery+7oRjj8u/QUko89thj2LJli0X1v/rqKzRs2NDGURG5Dm9vb9SrVw/16tXD+fPnddOvRkVF4dq1a6hSpYqDI3R/AQEBFk375+XlhYkTJ6JOnTp2iIrIvKCgIFSvXh3Vq1fHuHHjMG/ePABKd7VNmzbhhRdewJC8I6AROQE/Pz+8+uqrqFWrFlatWoXFixfr9r333nsAoLt2T506hfr16zskTnKM/fv3W1Tv+eeftzjpQe7L39+yeh9+CNSta9tYPI1bNDM4n6edzauvvoqkpCRoNBpIKQ0WJjGITHvvvfeQmJio2+bMGfZhrCtJ3bp1kZ2dbfD+pVarmcQgpzR37lzddTpixAgAYBNrcnpPPPEEFi1aZHLA5YoVK6J06dL2DYocTq1W5ysbPnx4vt8UTGKQMTVrAlLmX5jEsD6XT2QIIXDx4kW0adNGV/bVV19h4cKFWL16NdLS0hwYHZHr0U9k8EPaPt5++20szzPZ+NmzZ9GhQwf8+++/DoqKqPD++ecf3d3te/fuOTgaIsuoVCqj5dWrV2ciwwNpk7H6OB09mSIl0KPHg+2LF5Uysj2XT2QAgK+vL3bv3o1r167pyt58800888wzCAoK4tzPRIXAriSOMXDgQOzYscOgbO/evXjiiSdw6dIlB0VFZLmtW7eie/fuAJTpnPkDkFxBQkKCyYGty5UrZ+doyBmsX78+X9nChQsdEAm5iiZNDLeXLHFMHJ7GLRIZWpUrVzZafvz4cTtHQuSa9LuS8Mezfb3xxhvoYGS+ruDgYLaMIZeg369869atDoyEyHI+Pj4m93GMF8/0zz//5CvjwMVkzscfG24//rhj4vA0bpXIyDvt6sKFC7Ft2zY0bdrUMQERuRj9L3T88WxfFy5cyFc2ceJEg5ZmRM7stddeQ7NmzQBA90jk7FJTU42WSynRu3dvO0dDzoBJCyqsvLPes3GzfbhVImP06NG69UceeQQjR45Ex44dHRcQkQv67LPPHB2CR1q3bl2+soYNGyIsLMz+wRAVQUBAAPbu3QsAOHbsmIOjIbKMr6+v0fLnn3+e46x5KGOziJlq9U0EAElJhttGxoslG3CrRIb+COn//fcfTp486cBoiFxTdHS0o0PwSFeuXMlXpp+cJXIF/rnz0A0aNMjBkRBZ5vbt20bLf/31V9y8edPO0ZAzaNCgQb6y8PBwHD9+HAcPHsS+fftw4sQJB0RGzkhK4JdfDMu8vR0Ti6dx6z/zzz//jDp16iAgIABpaWn4v//7P/j5+Tk6LCKn1rt3b3z99dcAlKa1QggHR+QZqlevnq8sMzMTderUwahRo+Dl5QWVSoVevXoZrUvkSDdu3MCePXt02z/++KMDoyGyzJ07d7B//36EhoYazNg1atQofP755wgKCnJgdOQoxmYoOX78OJrkGdHxjz/+QL9+/ewVFjkpY+PAfvMNkJUFjBsH8Gu07bh8IkOj0eD8+fOIj4/H5MmTMWvWLN2+Tz/91KDuuHHjTPaFJCJFt27ddOtLly5F//79+WXODv7991/069cPgYGBUKvViImJAQCcP38eEydO1NUbN24cJOf1IieSmZmZr9n1unXr8NhjjzkoIiLLtGvXzujA1pmZmVi0aBFee+01JvM90MsvvwyNRoN79+7h4sWLWLFihcH+kiVL4vHHH8cTTzzhoAjJmTz7LPDdd8DBgw/KtGNmrF4NbN/umLg8gcsnMl5//XXMnTvXorppaWl45ZVX4O/vD39/f/j5+SEpKQn37t1DSkoK5s+fj0qVKtk4YiLndPHiRXz11VcGZcOHD8enn36KM2fOOCgqz/HTTz8hOTkZycnJZutFREQYfLEeP348PvvsM3izHSM5wPjx4zFv3rx85c8++yz69++Pl19+2QFRERXs+vXr6Nq1q9FExtKlSwEoCY0pU6bYOTJytAMHDmD8+PEm98fGxmL58uWYNGkSJxQglCypTL+qn8jQ2rED6NoV8PLKv0gJ7NoFBAQArVop42poNECDBsAHHwBmJlSiXC7/zfeFF17Arl27kJSUBCklfH19dYuPjw+ys7ORkZGhW1asWIG4uDij5ypbtiy+/fZbO78CIsfTaDSoVauWbrtOnTpITk7GrVu38MEHHzgwMs8xadIk/PLLL2jQoAGqVasGlUoFIYTuvUv7Xnb48GGD4+bOnYu5c+ciNjYWERERDoqePJV+EiM8PByNGjVCiRIlUKJECbzzzjuIjY11YHRExv3999/o2bNnvvJHHnkEZcuWxbZt2+Dl5YXBgwc7IDpyNEs/S7/99lv+biAAwPTpyjgZdesCISGASqUkJTQaICPjwbp2OXTowbEJCcCaNQ+2N2wAuncHHn3U3q/C9bh8IqNJkyY4aCwFZsSECRPw5Zdfmtz/8MMP49tvv0XNmjXRtWtXK0VI5Py8vAzH/R00aBCmTZvmoGg8U6NGjUx2GTl48CBatGhh9vjmzZtj2LBhCA0NxdixY6FSqWwRJpGBLl26YMuWLQCA+Ph4fP/99wZTN0dFRTkoMiLjNBoNXnzxxXzlc+fOxbhx4xwQETkb/fFSzFmzZg1UKhXUajU0Gg3KlSuHCRMmIDw83MYRkrOpVElJWBRk9WrA3LAqM2YATzwBPPKI9WJzZy6fyDAnKysLJ06cQEZGBtLS0qDRaMzWHzFihG79k08+weTJk20dIpFT2Lx5s8F2zZo1odFo8iU4yL5ycnKQmJiInJycAuteuXIF06dPB6Akbf/66y/06NHDxhGSp8vbHXPTpk1o2rQpmjZtisDAQAdFRZRfu3btsHv3bpP7a9asacdoyJlZOi7YvXv3sGDBAoOyffv24d9//7VFWOTkNBogLg5Ytw4oW1YpU6sfLDk5QEE9tTMymMQoDLdNZAwePBi/5J0LpxC0d0c5yBN5gow8aeT/+7//w//93/+xu4IDZWZm6qayLIobN24gJyeHY2eQTb377rsGM5SMGTNGt37t2jVHhESUj5QSwcHBZus888wzuH//Pge3JtSvX1/XQvLu3bsoV66cxce++eabtgqLnFzjxsCpU8U7x/PPKwkR3ke0jNv+mVJSUop1fM+ePTFjxgwrRUPkvDZv3ozevXsb3VfQFz+yHV9fXwQEBBT5+FGjRnG6abI5c62F4uPj7RgJUX7R0dEQQsDLywv//POP2boqlYozQlE+vr6+JvcNHjwYUkqDhbM1ea7Ro4t/jgYNgEmTin8eT+G2iYw1a9bo3lSysrJ0s5Ncu3YN+/fvN3mcSqVCSEgIqlevjueee86OERM5Rrt27Qy2S5YsiezsbEgp4cMhkx1GCIG0tLR8X5KklCYHYC1ZsiTKly+va4Uxf/58e4ZMHqh27dpo27atQVm5cuVw9uxZNG7c2EFRESnCwsKMlo8aNQpJSUnQaDS699Xk5GSUKFHCvgGS0zM1QUCjRo3w+uuv2zkacmavvqrMRJKTA6SlAfHxwN27wLVrwIULSmuNw4eBffuUlhfGhIYCnOzLch7R5tjHxwc+Pj66u8ummlrv3bsXrVq1smdoRA7n7+8PjUaDyMhIXLlyBbGxsTh9+jR/hDixv/76y2h5dHQ0goKCOLYJ2Y0QArt27QKgjEv18ssv4/vvv0fdunV5d5scLjw8HGq1Gh988IFuDCEAWLhwIdatW4fXX38dgwcPLlTXAfIspt7HTpw4gc8++wwvvPACAgMDERAQAD8/P9StW5fd0j2cSqVMqWqqUa2vL5Cdnb986VJg6FCbhuZ2PPLbbvny5fHbb7/lK2/dujWEEEhNTXVAVESOExISgitXrgAA+vTpwySGE3vjjTewb98+o/tCQkKgUqnyjXlCZEujR4+GEAJ+fn74/vvvAQBvv/22g6MiUu6aq1QqgySG1p07dzBp0iS2viWzKleubHLfsmXL0LVrV7Rp0wbNmjVD/fr1MWvWLDtGR67I1ORIw4YBZsYjJiM8okWGPiklpk+fbnL8iy5dupjtD0fkjvTHlPnhhx8cGAkV5PPPPze7/+WXX+bYGGRXt27d0q23atUKa9as4R1ucgonT540Wv7CCy+gYsWKSEtLw/jx4+0cFbmC5ORkPPvss7pZ3SpUqIBGjRrB398f/v7+SEpKwv3796HRaHRLzZo1MWjQIAdHTs7u7bcBU1/lOHlS4XhcIiMxMdFoEmPBggV4mZ2SiEz2KSbn1aVLF1SvXh1SSjz++ONs1kp2tX79erz55pv47LPPsG/fPiQnJ6NkyZIcY4cc5tdff8W3336Lnj17Gu2K165dOwwfPtwBkZGrOHXqFDZt2qTb7tatG7777jsHRkTuwtjX7B07gPbt7R6Ky/OYRMb27dvRsWNHk/u1zeqJPE3e/p/JyckICQlxUDRUkFOnTqFBgwYGZVu2bNGtf/fddzhw4AAefvhhe4dGHiw0NFS3Xrt2bd16/fr1cfLkSSbXyG6klHje1Eh6AEqVKsUkBhUobyL2+++/x88//4ycnBxIKVGrVi1s374d5cuXd1CE5MxSUoDCTPzHJEbReMwYGSVLljS7/9lnn7VTJETORQiBu3fv6rbz/kgm51KyZEnUrVvXbJ0WLVpwnAyyq7feegu7jXTujYyMdEA05KlSU1Nx/PhxzJ8/H7169TJaJyYmBkIInD592s7RkSupVq0a6tSpY1CmndENAC5cuIA33njDEaGRC/D2trybSL9+to3FnbltiwwpJTZt2gSNRgNfX19kZmZi1apVyMzMxDvvvIPLly8b1G/RogUA4OGHH8b69euZYSWPkZGRYXD36saNG0hLS0NgYKADo/I8Z86cwd27d6FWqwtcpk6dqluPj49HQkICZs6caXC+AL3hsp944gn89ddfUKlU9n5Z5CGWLFmCUaNGGZSp1Wrs2LGDrTHIKhYvXoyRI0da7XzLli1Dz549oVKp0LRpU44tRDpHjx5Fs2bNCqx35swZO0RDzi4hATh7FlCrldlItMvnnxtu5+Qoj3k+KrFqFaD9mDx5EuD9RMu5bSJj9erVeOaZZwp93MGDB3Hnzh0mMshjpKWl6QazApRZS5jEsK+qVavi2rVrNjv/pk2bkJOTw0QG2URGRoZBEuO5557DnDlzOA0wWdXx48eter6ZM2fmSwAHBgZi7Nix+PDDD+Ht7bZfkcmE119/HV988YXF9QsafJvcW1wcUECD/0KLimIiozDc9ltGnz598Pbbb+Oxxx4rdFP5hx56CEIIzJ4920bRETmPY8eOoUKFCrrtpk2bOi4YD5WVlWXT848fP553G8nqTp06BSGErvVPWFgYZs+ejV9++QVly5Z1cHTkbubPnw8ppcGyYMECgzr+/v4G23Xr1kXVqlURHh5u0XOkpaVh1qxZiI2NtVrc5Dr0b+pYolu3bjaKhFzBuXPWP+errwIcU9Zybptu9vb2xocffmhQlpGRgeTkZKSmpiIlJQVPP/00Lly4YPIcrVu3tnWYRA7XuXNn3frHH3/MPp8OcPv2beTk5CA+Ph6ZmZkWL1lZWUbX8yZh586di0uXLuHVV1/FE0884aBXSe4m72B4sbGxbIVBdvXKK68YbOcdG+js2bNo06YNatSoga1btwJQ7qIHBwejRIkSukftEhQUhLCwMAQXZpQ+chvaVj+tWrXC/v37C6xv65sQ5NxatwY0GsPuI1lZDxb97iQ5OQ+W7Gzg4kXAVE+5p56y7+twZW6byDBGO/dz6dKlASgjV+dNZGRlZXHKOPIYV69eNdh+7bXX2JzWQby9vXXvTcX1yCOP5BvAeMOGDdiwYQOuXbuGypUrW+V5yLPVrl0bN2/eRMWKFVGiRAkmMciuli9fXmCdoUOHoly5cpg2bZrBuEHk2f7880+88cYbuvF70tLSEBQUBEAZAN3SsS/efvttm8VIrkEIwNdXWQrDVKPF334DIiKKH5en8NhvHdnZ2UYHjeKPOPIkpUqVMtj+/vvvHRQJWUtOTg4effRRrFq1yuj+cuXK2TkicmdPP/00AKBs2bJIT093cDTkKdRqNZ577rkC6/3444+YNWsWFi5caIeoyFW88MILOH/+PM6dO4dz587h+vXrOHv2LM6ePVuoATx/+OEHG0ZJ7izPhDg6tWrZNw5X57G/2keMGIEff/wxX7mpO0o7d+5Eu3btbB0WkV0FBQVhxYoVGDBgAABgzJgxaN68OZo0aZKvrzE5D7VajeTkZCQmJiIpKQkJCQmIjY3FqlWr8Msvvxg9pm/fvlizZo2dIyV3pNFoMH78eHz11Ve6skuXLuGdd97h4HdkF0IIdOzYEVFRURbV/9///oedO3fC19cXvr6+8PHxgY+PD7y9vY0ua9aswbFjxxAZGYlp06ZhyJAhtn1BZFfXr1/XtUj977//MHTo0CKdp0qVKtYMizzIf/8ZL2/ePH9ZlSrAwYOAlRrtuhWPTWTMnj3baCLDlKioKCYyyC31798fbdq00XU3aNWqFQDg999/L9LMP2Q7d+/eLXSLimXLlqFu3bp46KGHbBQVeZqcnByDJIYWf+yRvXh5eWHbtm0AgISEBAwePBgnTpxARkYGBg0ahPPnz+Pvv/8GoHS1u337NrKyspCVlYXs7GxkZmZCrVYjJyfHYMk75sHly5cxdOhQlCpVCj169LD76yTbCAgIQN26dQEoA8JWqVIFHTt2LPRU0fv27cPOnTvh7+8PPz8/+Pv7w9vbG15eXgaLlnaQWgAICQlBSEiI9V4UuYw//wSefNLy+teuAVevMpFhjMcmMkqXLo3+/ftj5cqVFtVfv349/vnnH+zevRvVq1dH9+7d4e3trcvoax8TExORnZ0NtVptsOTk5GDUqFFMhpBTUavVOHToEG7evImPP/4Y8+bNw+3btwEAX331FRMZTiY0NLTQxzz//PO69Ro1ahjckTT2aOm+q1ev4vfff0d2dja2bduGDRs2oI6ptpLkVv755x+D7SNHjnC2I3KYkJAQLF26FJmZmUhLS0NaWhrS09Pxxhtv6NbT0tIQExODjz76CC1atEDFihV1iQ39JT4+HocOHcr3HD179sTNmzcNZvgi96FWq5GZmYkzZ85g48aN2LBhg25w2IJ06NChyM8bFxdn8Yw65D4KM2VrmzZAQAAwY4byGBioPMbE1MCmTcoYHV5exh/N7dOvIwQQHQ2kpwNqtTKAqVqtDEyqXdc+dugAjB+vHOMMPDaRAQArVqzAihUrACh3mFJSUpCUlISkpCRs374dr776KgAlW1uyZEndaNjR0dFYuXIlsrOzkZOTg9TUVIue75dfftFlYokcqWPHjti+fXu+cu1gaN7e3ti4caO9w6IC+Pv753sPUavVui/v2mXXrl0YPXq0Qb3BgwdDrVbr7kjqPyYnJ+cry/uoXUzR3t0ypmfPnnj33XfRsmXL4v0ByCn06dNHt65WqznIJznUgAED8Mcff1hcf9OmTahUqZIuOavf1aREiRLo1KkTrly5gujoaABAvXr18NRTT3F8ITf1yy+/YPDgwXZ5Lh8fH5QuXRpCCAwYMIAtMjxUmzZA3p+Dly4BNWsalnXqBKhUQFoaEBenPKanK48pKRWgVivnkVJJNNjjJ+aaNUCvXvljdRSPTmTo8/b2RlhYGMLCwgAADRs2xJgxY/LVi4qKQseOHQ3Ktm7dii5duhg970cffYRy5cpBpVKZrENkb9pWF3nt27cPjRs3tnM0VBwqlQrBwcEG0wU2aNAAo0aNstpznD9/Hj///DMSEhLQsGFDpKWlYf78+bov+gX566+/8N9//+HevXtWi4kcI28iLTk5uUgthYisZdy4cfj333+RkpICjUZjtm5iYiJ/PJKBdu3aoVSpUkhISIBKpUJmZqbFx/bt2xdvvvkmhBC6bil+fn5o2rRpobupkGerUaNwiYioqJ35fo8C+RMb+uvax127gO7dLX+u5cuVhIqXl5LAcJYkBsBEhlWYussYGRmJyZMnQ6VS2TkiIvNOnTqFCRMm5OvnvmbNGiYySCcxMRETJ07Ed999V2Bd7SxQixYtMij//PPPUatWLbRt29YmMZJ9TZ8+Xbe+c+dOJjHIYTIyMiyaUvWVV15Bjx490KpVKyYxCABMJhlycnLMHqf9fjR58mRUrlwZ7du3t3psRMWh36XElG7dTO+rUUNJWqhUQIkSwO+/A1WrWj9Oa2Eiwwq0c0/ndfnyZYPpXB999FH873//g4+Pj71CIzLK29sb8+fPxz///IOLFy/qyqdOnerAqMiZnD17FvXq1ctX/t577+G5557DuXPn0KNHj3xTVnOaQ/e1c+dOzJgxAwD7dpPjHT161KJ6CxYswIIFCwAorRHZRYSK6vjx4wAejD21efNmtrYml3T1qvEExaVLhtvVqhlur1gB9O9vs7AKjR1brSQ+Ph4TJ040W2f79u0FZnuJ7OXYsWMGSYzy5cs7MBpyNtWqVcOLL76Yr3zGjBmoW7cu+vTpAx8fHwghCmzOTe5B//1i165dDoyECHj44YeNJlvNyZt4Jc/09ddfW+U8n3zyiVXOQ2RvVaoA9+8Ds2cX7rh9+2wTT1HxHd1KwsLC8Nlnn2H06NGoVauWyXqWNIMksodnn33WYPvAgQPw9fV1UDTkbPz9/fH8888X2K1k9OjR7AvsIV544QUMHz4cAPDpp5+id+/eDo6IPE16ejq+/vprHD16FPfu3cOZM2cKPObLL7/EwIEDUaZMGb5XuQEpJX755RccPXo035g9+tObpqenY/ny5boBsbt27YrWrVsDAD744AOrxPL9999b5TxEjlCqFPDGG8Dhw8o4GJa4etW2MRUWExlFsG7dOvTt29fi+kOHDoWPj49VB98jKi5/f3+D7UqVKuGhhx7Chg0b2DrDw50+fRoNGjQwW2fVqlV4+umn7RQROZtdu3YhMDAQd+/eNRholsiWJkyYUOjua6+99hpu3bqFWbNm2SgqsqfTp09jyJAhhT5u8+bN2Lx5c5Gft2bNmpg8ebJu9rCIiAhUqlSpyOcjKqoZM4Bp0zra5bmCg4FnnlHG3FCpAL1hspwCExlFYGpMDFMmTZqE+vXr2ygaoqKZMGGC7u6q1uHDh5GSkuKgiMgZDB8+HD/88IPZOklJSTh06JCdIiJnsmXLFl2f8PT0dPz333/sI05288knn+RLZHTs2BHVq1dHTk4OsrOz8dtvv+U7Li4uzl4hko01aNAAf/31l641Tt5WNtoZRO7du4ePP/7YonMGBQVhyJAhUKvVuiUnJwdqtRo3btzAzp07cfHiRYwYMcLguE8++QSTJ0+2zgsjspA9v6bfvg0U8mevXTGRUQRdu3aFlBIHDhzAI488YrTO9OnT4eXlhSZNmjCJQU5p2LBhSElJwffff68bNO3atWuoXLmyYwMjh5g0aRJmW9BZcvz48YVO5pL76NSpk8F2QkKCYwIhjxQWFpavO0Fe3377LcLCwgzKlixZgvXr1+PYsWMc7NMN9OjRAz169Ciw3syZMy06X1RUlNGpLAHgypUrqF69utF9S5cuZSKD7O7TT4ESJU5i2rSGVj1vu3ZA585K64vr14H58wFnHxGBiYxiMDfexUcffYSsrCw7RkNUOEIIjBo1CmvXrtWVValSBRqNhv2IPZClTWQnT54ML3PzepFbE0IgIiJCd4e7X79+Do6IyFBISAj69u1r8NkGAPfu3UPv3r1x4MABxwRGLslcK9WzZ8/aMRKiB/z9rT/I+uTJQK9eVj+tTfHbaDE0bNgQe/bsAaCM8K8vOzsbp06dckBURJa5cuUK/Pz8sHXrVoNyJjE807hx4yClxOnTp3H48GEsXrzYaD2VSmXnyMjZsJk+OSuNRoO7d+/mS2JovfXWW/YNiFxeYGCgyX3r16+3YyREDxw+HFboY3r1Anr3VpaePYHmzYEmTR7sd8Xxu5nIKKb/+7//A6D8KMyrYcOGur56HHeAnE1oaKijQyAnFBkZie+//z5fX2BAuaNZpkwZB0RFzmr//v1sfUhOISUlBSqVyuhg1T///DOklHjqqaccEBm5MnMtEF977TX7BUKkZ8WKKoU+ZsMG4M8/leWvv4BDh4BjxwzrBAUBQijL/PlWCtaG2LWkmI4cOWLRD8I//vgDzz33HKe3JKfx008/GS0/depUgTNWkPu6ffs2vvrqK6P7ypQpg6effho+Pj64f/8+Vq5ciRIlSiAyMhIjR45klxMPER4ejvj4eABAq1atAACXL1822Y+cyB7MdfcdPHgwBg8erNvevHkzOnbsyBZmVCAfHx+T+y5fvmzHSIge+PvvnThwoD0yMoCcHCA2FrDGbMBpaQ/Wx40D+vYFvL2VRQjAz0+ZycRZMJFRTBqNZX2UXnjhBYwbNw5JSUk2jojIMiNGjEBGRga+/vprXL9+XVfesGFD1KpVC0eOHOGgjh6oUqVK+OSTTzBlyhSj+1evXq1b1++W9PLLLxc4CB+5B20SQ5+5H5FE9qBSqZCRkYHvvvsOY8aMMVu3a9eu6NatGzZu3Gin6MhV5eTkmNzXvHlzO0ZC9EBAgBrvvfdgOy7OOomMvKoYafgRHQ3kGVHBYXj7rJi0I2hLKQuc2zw5ORlNmzbFoEGDkJycbKcIiYwLDAzE66+/jgMHDuSbqeTChQv5ZicgzzBo0CCTSQxzLJ3mjlzPhAkTdN0k846ho9FoIKXkTBDkcFJK3Lp1C+3atcO4ceMKrP/PP//gyJEjdoiMXFlISIjJfdHR0XaMhMi0iAhAyqIthfX880CnTsrSuTPQpQvwzjsNcfOm9V9XQdgiw4qGDBmCM2fO4MsvvzRZ59ixYzh27BiefPJJDBo0yH7BEeURHR2NyMhIk/snTZpkx2jIEdRqNfbt24e0tDRoNBqkpaUVafrdxx57rEjJD3INarXa5D4ODkzOYvbs2YWeCvOhhx4CANSrVw+HDx+Gv7+/LUIjF2au+1FcXBymT58OQHkvDAkJwauvvmq2OwqRs7l9G3j2WWDXLsvq585zkUcpfPst8MEH1oysYAW2yBBC+Ash/hNCHBNCnBJCvJ9n/xtCCCmEKKVXNlUIcVEIcU4I8YReeXMhxIncffOEm30D8vf3xxdffGFR8+off/wRMTExdojKNfA6sz9T3aLUajWklHjmmWfsHJHt8ToDzp07p7uz7u3tjXbt2uHxxx9Ht27d8PTTT+OLL74o9DkvXrxog0hdmztda/PmzYOUEnfv3jUoP3PmjD3DICPc6TorrgEDBhT52DNnzpjtQuDpXOE6y8nJMWg5VpilU6dOJvcVNA7e+++/j/fffx/Tp0/H66+/jvmuMEKik3KF68wdvfqq+STGggXA1q3Atm3KsnWrsmzZAmzerCxffHEE779v+hy2YkmLjEwAnaWUKUIIHwC7hBAbpZT7hBCVATwG4Jq2shCiPoCBABoAqABgsxCitpRSDeAbACMB7APwN4BuAFyug+Ldu3cxffp09OjRA1lZWbolMzNTt969e3ezfS83bdqE0qVLY8OGDejZs6cdo3davM7sJDMzE927d8e2bduM7r9w4QLq1Klj56jsxu2vs8TEROzevRsrVqxAnTp1EBcXhy1btuDo0aPw9fU1OsPEc889hzFjxiAgIACBgYEICAiAv78//Pz84OvrC19f33x3paKiotCxY0c7vSqX5HbX2pAhQ3TrarWag7s6B7e7zgqybds2dO7cudjnuXjxImrUqGGFiDyC019n5lqO2dK0adN0NzCDg4Px6quvOiQON+H015mzkRJYvBjQTp6pVgNZWcqybx8wahRQqhSg0SiLlA/Wtcvhw+afw99f6UZijkqVCEd8JSgwkSGV/53auUN9chdtk4MvAEwCsE7vkD4AfpNSZgKIFkJcBPCIEOIKgBAp5V4AEEL8BKAvXOiiun//vsG4Ad9++22Bx6hUKvj6+sLPzw/e3t4GrTAeeeQRtGzZ0iaxuhpeZ/aTlpZmMokBALVr17ZjNPblrtfZ2bNnUa9ePaP7AgMDkZY7DHX16tXRqFEj/Pnnn3j22Wfx3XffcSYlG3HHa+3rr79GzZo1ASg/Jrt06WLvECgPd7zOCmKNJAagfNaVKlUKu3btQq1ataxyTnflCteZn58fTp48iS+//BJLliwp7ukspu1aQsXnCteZI6SmAqGhSpLigY4WHTtqVPGf/4UXin8OW7FojAwhhArAIQA1AXwtpdwvhHgSwE0p5bE8rXUqQsl+ad3ILcvOXc9b7rTUajX69euH3bt3IzAwENeuXSvwmLt378LPzw9+fn7w8fHh1F6F4KnXmb2Fh4fjs88+wxtvvGF0v7u3vnOH60zbzP/SpUv48MMP8c8//xitl56ezj7fDuQO15o+/bvXQ4YMweHDh1G2bFlHhEJ63O06M+f06dNWO5dGo8G9e/fwzz//MJFhAVe4zho0aIAFCxYgODgYJ0+e1JVrB+XX2rJli7WeMt93pnPnzrn1DSFbc4XrzB6kBDIzgZgYoFevvEmM4hs8GJg2DfDyUhYhHqxrt4ODgcBA6z6vtVmUyMhtotNUCBEGYI0QojGAtwE8bqS6sV9B0kx5/hMIMRJKcyCULl0aUVFRloRpdZcvX8a6desKrDdw4EA0atQIkZGROHHihF2TFykpKQ77+1ibI6+zsmXL2vXv6Ih/N41Gg2+//RbHjx/HuXPnTNbTfkisWrUKERERNonFkdetK76f7dq1C++++67ZOmFhYUhISNBtv/jii9i3b5/pA4rJnd57bMWe15q93s/atGmDPXv24NatW7qZSvr06YPx48cbTYK6y3XizK/D3T47zf2t//33X6s+FwCMGzcO9+/ft1pLj6Jw5utLy5WusyeffBJPPvmkQVlmZiZeeukl3Lhxw8RR1rF161bcunXLps9hKVe4rvJyxuvMnn/HEydCMG7cQ4U6JiIiE1lZXpBSQK0WyMlRHqV88Gdo1iwezz+v3JD38pJo0iQB169bL26HXWvaLKWlC4BpAN4FcA/AldwlB0qfpXIApgKYqld/E4DWAMoDOKtXPgjAwoKer3bt2tKRPv30UzlkyBD5+eefy8cee0xC+Y9g8ZKSkmLT+LZt22bT85sC4KAs5LVTmMXe11nz5s1t/BczZM9/t2PHjsnSpUsX+tq9ffu2zWKy9PW723VW1PezpUuXmvx3On36tMzIyCjSeYvDUe89tmDr60za+Vqz9fvZrVu3LP6sc5frxFqvw93e02xxrVn6t9ZoNLJfv36F/mwztqxdu9bqr6MwrP3/hNdZfomJiVa5Vgpavvjii2LHai22fv/1lOvMnp9j27dLWbjJUy1fZsywXdy2/BuZu84KbJEhhCgNIFtKmSCECADQFcAsKWUZvTpXADwspYwRQqwH8KsQYg6UgVdqAfhPSqkWQiQLIVoB2A9gCACnHto3LS0NgwYNQlxcHBISElC/fn20bdsWpUuXxq5du7B8+fICz8FRsC3jydeZrS1atAj37983uf/w4cNo1qyZHSNyHFe7znJycjBw4ECsWrXKZJ3atWuzC5sTcrVrrTCEEChZsiRiY2N1ZUOGDMGiRYtQsmRJB0bmedzlOpNS4uDBg0hPT8fx48fh7e0NIQRycnKQnZ2N7Oxsg3XtUqlSpUI/17Zt2zhQcSG52nWWk5OD69evw8vLC15eXhBCwMvLC7dv3wYAlC9f3tpPqdO9e3ebndvdudp1Zm3p6UC9esC9e8ognGo1cOSI0rXEGtq2tc55nIklXUvKA/gxt8+SF4CVUsoNpipLKU8JIVYCOA0lazZGKs2EAOBlAEsBBEAZcMVpBl15++23MXPmzGKdIzIyErGxsfD19cXChQvx1FNPWSk6j+AR15kjFNS94IMPPsDq1avtFI3DudR1tnbt2nxJjH379iEkJMTk4J7kNFzqWiuMcuXKISYmBhMmTMCXX34JAFi9erXufWTmzJmYOnWqAyP0KG5xnX3++ed48803bf48c+fOZRKjaFzqOnviiSewdetWa5/WIn/99Zc7z/xmay51nVnDRx8B77xj/fN26wYkJwO7dyvbq1YBDuw9ZzOWzFpyHIDZ27VSymp5tj8C8JGRegcBNCxciEV39+5dnDt3Dunp6UhMTERCQgISExOxdOnSAgeMGjFiBAICAtCgQQOULFkSoaGhCAoKwqlTp9CxY0cEBgYiMDAQQUFB8PHxsdMrcl+ufJ05u2+//RbvvvsukpOTkZGRgYyMDNy+fRtxcXEAgDVr1qBz5854+OGHERoaitDQUISEhOjWS5UqhTp16rjFde5q19mlS5cMtseOHcuZjlyEq11rRfHFF19g1qxZiI6Oxpo1a3TJi7feegvR0dFYsGCBgyN0f+5ynQ0fPhx79uzB/fv3kZCQgJCQEIPmwxqNBhqNRrd+9epVxMfHW3Tu999/32AQ9u+//x5+fn4QQkCtVivNk7290atXL4SEhNj4lbomV7vOpk2bhkuXLumul+TkZCQmJtryKXUmTpyIunXrokePHnZ5PnfiateZKdHRwOXLyhSomZkPluPHgc8/V+qUK6eUGXsbq1MHGD/+wcCbUj5opQEoA3FeuRKN6tWrQwhlW1vu7Q288goQFGSf1+poFg326Yo0Go1uILLCatOmDWJiYuDr64u4uDj4+vrC19cXPj4+upkC9Mv0H42V3b9/H5mZmWjWrBkefvhhK79SIvMefvhhbNyYPxF97NgxTJ8+HWvXrsW2bdvMTskKKANlcapO+5o4cSKmTJmi254/fz5WrlyJoKAg+Pv7IyAgAD4+PvD29oa3tzdUKpVu3dJFe4yfnx9CQkIghNBth4eH46mnnoKXIyYHJ6f233//ITo6Grdu3UJ8fDyuaCexz7V48WJ4eXlh4MCBjgmQXEpERISuRU9UVFShW01IKbFp0yb8/PPP+PXXXw32TZs2zeLzbN68mdMKu4EOHTrke0/Sd+/ePWzbtg0ajQYbNmzId80UV2ZmplXPR64lMrLgOnfu5C9r0wbw8VGW9euVpISPj/Kov+7jA8TE+CIgwPisI++/n38GEnOzk+iv37kDrFunJFjGjHmQJNHavRtYsgSoXNk6f6victtEhpeXFxYuXIg5c+agcuXKusRCQEAAfH19kZ2djaysrHyPWVlZyMjIwIULFwzKtOsZGRlQq9XIzs4uUlxJSUkIDg628qslKrwmTZpg9erV2L9/P7Zv327wg1lfQEAAxo8f7xYtMlyNt7c3NBoNPv30U+zduxc1atRAamoqUlNTkZ6ejvT0dOTk5OiWrKws3bparTbYV9CitmBury+++AKvvfaa7V84ObUdO3bg0Ucf1W0LIRAcHIxKlSohLCwMJUqUQHx8PKZMmWL2xwSRtQgh0K1bN3Tr1g3Lli1DfHw8mjVrhqtXrxbqPF27dsWBAwd408nNlSlTBgMGDAAADBo0CCNGjDCZPLt586bZsViUsQiJHli+XOkuUrEioFIpi5fXg/XAQGU7J0dZsrMN19PSDMvz7s/OBjIzS8PbW2mloV2kNL6u3S6s6dONl1epUrTz2YLbJjIAYOTIkRg5cqRVz6m9UyCl1P1w0E94LFu2zOQPwjVr1jCJQU4jMTERI0aMwO+//w4A8PPzQ+nSpVGyZEmULFkSvXv3NjmlItmPEAKTJ0+2+fPk5OQgLi4OQ4YMwaZNm4zW+eWXX5jIILRo0UK3vnjxYgwfPtxkqx0mMshevv/+e7z44osm97/yyivw9/eHj4+PQXcVtVqte2zYsCGaN29ux6jJ2ZUuXdrRIZCLGThQWWwpKmpPEVquGU9yvPMO8MUXxo959VUgPPzB8YcOAT/9VLzYrcmtExm2JISAj49PvrvUrVu3NnnMU089hSVLlmDIkCG8u00Oc+HCBdSuXdugrGbNmjh9+jSvSw/m7e2NMmXK4J9//kHFihVx69atfHVSU1MdEBk5m7179+rWhw4dyq5H5HA3btzIl8Ro1qwZFi5ciFq1aiE4OJizO1GRmHt/q1Gjhh0jISoeIZQWIXm1bm06kfHVV/nLPvoI0P8ZISXg5xcER4yjzG8fVtahQwdoNBqT0yW+9NJLmD17tp2jInrgwoUL+couXryIiRMnOiAackaLFy82Wn7kyBE7R0LOSDuGwFdffcXkJzmFtWvX5is7cuQIVqxYgd69e2PPnj1IS0uzf2Dk8swlMtq1a2fHSIhs49lngaQk4P59y+p/+aUyoKh2GTMGeOmlFgUeZwtMZFiZlBJeXl7o16+fyTolS5bErVu3kJWVZcfIiBQ9evTA+fPn85WbSr6R53nhhReMlg8cOBADBgzAkCFDMHv2bHTr1g39+/dHRkaGnSMkR9H/Mfj1118bbblDZG8vv/wyOnTokK/8888/x65du9ChQ4ciDwBPns1cAmz58uV2jITINjp2BEJCAEt7UalUgJ+fMtZHcDAQEQF06nQPc+Yo43vYE7uWWJkl4wmMHj0ao0ePBgBkZ2fD25v/DGRfO3fuzFfm5+fngEjIGZ0/fx5hYWH5ytetW2e0fmhoqMlWHORegvTmdDtz5gwT8uQUVCoVxowZgx07dhjdX79+fcycOdPOUZE7CAgIMLmvbdu2doyEyDZatAC2b7e8vlqtLPq2bSuDbduAiROVffbqccoWGTagP/d5QVNWcmo6srf3338/X1/iQYMG4dy5cw6KiJyBRqNBeno6EhMTkZmZafIHgTFLlizB8ePHbRgdOYP7eu1Oe/XqBSklqlWr5riAyONlZ2ejSZMmEELoZqHQN2HCBEyePBlt27ZF//790blzZzz66KPo2rUrrl275oCIyZ1s27YNixcvxqJFi7Bo0SL8+uuvFs0ARuRMZs9WxrmQEoiOLv75VCpgyhTgt99sP7sJmwLY2JEjR8zesVq1ahViYmJQqlQpO0ZFnuzUqVP5ypYvX47JkyejSZMmDoiIbCk5ORnNmjXDpUuXdGV+fn4IDw9HZmYmMjMzddO2FseaNWvQuHHj4oZLTujatWuoWrWqQRnvRJIzUKvVZpOoX+QZwW7btm269bzXtL5q1arh/PnzHAOG4OXlhZdeeglLliwxuj/v7Ih37tzB66+/bo/QiKzGVIeCwMAHU79qNJafb9Ys5bF+fcCWXw2ZyLAijUaDjIwMg+Xy5csFHqc/tVONGjWwbds2VK5c2Zahkgc6fvw4xowZY7Tlxcsvv8wkhhvJzs7Gjz/+iKCgIFy/ft0giQEAmZmZuHPnDgYMGIDKlSvD19cXfn5+8PPzM7purOz48eNo27YtgoODERwcjJCQEAe9WrK1vAMpXrp0CZGRkY4JhkiPv78/pJFbfvfu3UP16tWLPMDnlStXjJ6XPI8QAosXLzboPpmdnW20tbWXl5fZKYCJ7E1KJQmRmQlkZSmLdl2/zJS8b6FPPQW0bAn4+ADe3sri4wNcvHgWDRrURUaGckxaGlCvnm2TGAATGWap1Wr8+eefyMrKgre3N1JSUnDgwAHs3bsXqampSE1NxZdffmnV50xMTER2drZVz0kEKM3/d+3aZXQf50l3PdpkxLfffosjR47g4sWL+RIWBZk5c2aRf5Cmpqaibt26RTqWXMu4ceMwfvx43XaNGjXw9ttv48MPP3RgVESKmJgY/Pvvv3jrrbdw9epVDB48GGq1usAkRvPmzfHXX38hIiKCLS+oUEzNZKLRaFC+fHnOkENWd+UK0KaNkhioXh24dq0Otm5VkhF5l19/tV0cgYHA5Mn5y6Oi7qBjR/t/J2Qiw4z58+djwoQJhTomICAAkZGRCAwMxIEDB9C6dWv06dMHTZo0QWBgIPz9/REQEAB/f3/4+vqiVKlSBoOnEVnTH3/8gWeffbbAejdv3rRDNFRcsbGxFndDq1KlCiZNmoTOnTsjKCgIQUFBCAkJ4Rd2KpK0tDTs3bsXo0aNwsWLF/HRRx9h3LhxKFOmjKNDIw+RlZWFDh06YP/+/Wbr/fzzz0bL58yZg2eeeQb+/v4IDg6Gv7+/LcIkN3Du3LkiJ+rT09OtHA15ssxMQP+t6vZt7Vp5/P134c5VqhQwfToQEKDMOuLrqyzadf2ylJQHLTW0jdOkBIxMDuVQTGSYMXLkSFy+fBk3b95ETk4OcnJyEB8fj+DgYKSlpSE+Pl63aN+40tPTDcYg2Lt3L/bu3Yv27dsXavA8ImswlcTw9/fH888/j4ULF0KlUtk5KioMjUaDKVOmIDU1FQsWLDDYN2TIEDz++OOoVq0aHnroIfj7+1s0cxJRYQUEBKBz5864cOGC7horW7YsAKBSpUq4ceMGVq9ejaeeesqRYZIby87OLjCJYc7rr79uMHZBv379UKVKFWg0GpOLlBJqtRqVK1fGu+++a3bwdnIfCQkJRT62fv361guEPJ41Z7ePiQFmzgTc6d4lExlm+Pr6QgiBAwcOwM/PD7Vq1UJoaCjCwsIQEBCAwMBAREREID09HSkpKYiPj8fdu3eNnuvRRx+1c/REwLx58zBu3Lh85RkZGfjuu+/w3XffsR+wE0tISEB4eLjRffx3I0e4evVqvrIbN24AAJ5++mk8/fTTCAgIgJeXF4QQCAkJwaOPPsoEGxVbUFBQvvc9jUaDzMxM3bhkKSkpeOyxx4xep3mtWrWqUM/fvHlz9O3bt1DHkGtq2bKl7lrLzMwsVOudRo0a2SoscnOrVwPDhgHJycb3t2ypDMqZlgZcvJiDtLTC/4wfNKh4MTobJjL09O3bF+vWrTO5/+LFi/D390flypUREBCgW0qXLo0qVaogICAAJUuWRIUKFRAeHo7Q0FBkZWWhRo0aaNOmjR1fCZFi7NixGDt2LAAgLi4OJUuWzFenX79+ui5P2kW7rR3c0cfHB76+vkhNTUVOTg769u3LaRdtLDo62uh0gkxgkDNbvXp1vrIRI0ZwRhuyCS8vL/z8888YNWqU1c4phICvr69u8fLyQpkyZbB9+3Zs3boVSUlJuHr1KtLT09GsWTN88cUX7KbixgrbanXFihX4448/IKXUfV7rf27/+OOPGDJkiFVjJNcUGwt07AicPGlZfW2DtN69gYiIOFSuXAa+vsCdO8BffxnWbdBAGYjTy0tZevQA3n/f9OwkroqJDD27d+8usE7FihUREREBf39/3eLn56dbB5QfjGlpaYiNjYW/vz9SUlJw9uxZg2OMLfrn8ff3Z5N/sip/f3/UrVsXZ8+eBQCUL18eFStWxPnz55Geno7U1FTcuXPHonNNmDABJ0+eRIMGDWwZskebOHEiDhw4kK985syZujEvtImnwMBA3bqfnx+klKhduzYCAwMdEDm5st9++w2zZ8+Gl5cXcnJycPTo0UKfY+jQoejcuTM0Gg0SEhKYxCCbMncHvEuXLgCUbilqtRo5OTm6x7zLlStXACg/OrVTU2vdv3/f6NTl+/fvx7fffpuvnJ+P7sPb2xv79u3DmjVrMEs7p2QB1Gq1yX0zZsxgIoMAKAkMS5MY+sqXB7y9s1CxIlCiBFCjBtC+/YOkhZeXkrDQ3/byAhYvNr9ff9/168r4HNnZypKVpYzVMXmyMsaGs2AiQ8/9+/dx69YtjB49Gmq1GjVq1ICPjw9SU1ORnp6OjIwM3LhxA8HBwcjIyEBCQkK+6Va1i/4HYHG0aNHCIMmhnQJRSonly5fr6k2ZMgVdu3bV3UHQ3kHXX7RlPj4+CAgIYFNfDxMYGIgzZ86Y3P/JJ59g6tSpFp+vU6dOusEjtd2w4uPjce3atXx1w8LCcObMGZQrV65IsXuin376CX/88Qf+++8/fPPNN7ryt99+26LjW7dujT179tgqPHJTg6zQ7nTu3LkIDQ0FAERFRRX7fETmtG7dutgt1RITExEWFmadgAA0bNgQpUqVgkqlgkqlgre3t8G69oZCcVSpUgVnz55FgDP9qnBTLVu2RMuWLfHJJ58AUBIV3t4F/4QqW7YsoqOj4eXlBS8vL6hUKn73Jp1HHwXi4oCePYHSpYH164EyZYDmzZWxMTIyHiQRsrIerK9bB6SllcWffypTq9qTry/w1lv2fU5zmMjIo0KFCli/fr3J/VFRUejYsWOB55FSIisry2yiw9S++Ph4TJ8+HSEhIVCr1di5c2eBz/fJJ5/o3mAt8eyzz2LlypUW1yf3N3r0aFy8eBGpqanw9vbWLUePHkV0dDSAB3eq0tLScP/+fdy/f9+icyckJCAhIYGJjEIoUaIEhg0bhmHDhmHBggXYsWOHRWPtNGzYED4+Pvjss8/sECW5m/j4eFy6dAlqtRpqtRrZ2dmFGuNp2rRpuiQGkasIDQ3FihUrsHHjRgghjC7acV/0ExM+Pj7w9vaGRqMxaPGRd/3ChQtWH/D92rVryM7OZiLDCT3//PNQq9WYMGEC/33IrPBwoCj3nKKiduPRRzsiO1uZTUSjMb6Y22dqf8OGpp/3o4+UViBjxzpHNxUmMmxECKFrPZH3S90PP/yA4cOHF3iOpKQkHD582CbxWbM/KbmHsLAwLFmyxKDs/PnzqFOnTqHOs2rVKpQoUQIdOnRgv+FikFLiiy++wMSJE3VlZcqUQVpaGlJSUowec/PmTVSoUMFeIZIbCgsLQ/PmzXXbhbnTvXnzZnTu3NkWYRHZXP/+/dG/f3+bnNsWd+EvXLiAkJAQq5+Xim/ZsmUAlK56HNeKbEUIpYWEPaWlAePHA23aAA8/bN/nNoaJjGKSUuL69evIyMjQdT9JT083WDIyMnD8+HHMmzcP3t7eyDHTDsjb2xvvvPOOrguISqXC4sWLERsbi6pVq2LOnDkIDg7W3Q04dOgQ2rZta3AHXXu3QH/by8vLjn8Vcmbx8fG4ffs2YmNjcfPmTWzcuBEVKlRAZmYmUlNTDRZTP5jz+uGHHzBs2DDbBu5hli5dapDEAIB79+7lq9euXTs8+eSTqF69Onbt2gUvLy/06NGD42OQVQghdIPWLV682GwSvEqVKmw2TQ53+/Zt/PLLL4iLi0NkZCQyMjKMjolhbKwMU+Nn6JdnZ2frFv1tc/sKa+/evWjVqpUN/jpkDRzDjpxZUhJQmIaRbdsq42xIqSyWaNFCmc7VyBwCdsVERjF9+umnmDJlisX1TSUxevbsicqVK6Nnz54IDAyEr6+vrkVHjx49dOv6i0qlwp07dzh7BFnsp59+wtChQwus16hRI92Akt26dcPp06dRokQJ+Pv765rSent7o06dOvjss88QHBxsh+g9y3PPPYc5c+bg5MmTaN++vUEXs4oVKyIxMREpKSnYtWsXdu3ale/4N954A0FBQQgMDERQUJDBtNFJSUnQaDSoU6cOmjVrZs+XRS6qc+fORse7WLduHXr16sVkOTmNt956C0uXLi3SsWXKlDG4EZT35pC2O4l2rDFvb2/dtvazsaB1/e2EhAQkJycjOjoaZcuWRXZ2Nho1aoRHHnnEun8UKpb4+HjcuXNHN9aFpa0s6tevb+PIiPIrbMPI3buVxZiyZYG7d43vs/f4HMZ4fCJDO5ZFSkoKUlJSkJaWlm9JT0/XZeRPnz6Nc+fOQa1WQ6PR4K6pf91C+it33hxjo1+b0717d4vG7CDPpL1Gb968iaSkJCQkJFh03Ntvv2106k+yPSklrl27htu3b+Ojjz5Ceno6MjMzMXjwYN1I+toxdtLS0hATE4OtW7fi+vXrBuexdIyMgwcPGnQlIDJm7ty5aNKkSb7yPn36AFDG2KlevTpOnjyJqVOnom7dumydQTZx8+ZNvP322/Dx8UHnzp3zjUlRt27dIp87b6u3TZs24fHHHy9uyAWydPw1sj+1Wo2IiIhCHcPuJKQlpTL7R1qa4aJWK+NR5H00VvbPP8BXX+U9c0fd2muvKeNWaMe78PGxXvx37wKTJgEWTthjdx6VyJg/fz7GjRvn6DAKpO0Kok2WmNO+fXs7RUWOpE24ZWVlITs72+L1p556qtDNWr28vNCmTRsbvRIy5erVq4VuXaXfQqtSpUr5Wm35+PhAo9EgOztb17w6LS1NN80gALbIIIs0btxY9+X8448/xlt5hi3XT8L//PPPBvvat2+PXr166a5L/RaH2u2QkBDUqFEDpUuXZgLEw+h/vmVlZSE2NhZXr141KNMu69evN0jS5h3XydqMdecjz5KRkVGo+nPmzLFRJOSsMjOVqUkd5csvH0ynKsSDsTO063kXLy8l6ZGcbNn5Dx60afjF4lGJjOJ+4E2ePBkPPfQQ2rVrp0s2aKfTyrtoR7e2NU5t5/7+/PNPPPnkk3Z7vuvXr3PASAdYsWKFwfaff/6JcuXKITAw0GDqZf0kBX/wkSNMnTo131TNarUaP//8M1544YV89Xfu3GnR7FtaOTk57IPuIb766iuMHTvWLs+1cOFCjBgxgu+bVChpaWmFql++fHkbRULOKndiP4eSUmnBURiVKwPXrtkmHnvxqETGsWPHdNNHagcy1D7qryclJWHXrl345ZdfDI6fNWsWtm3bxh95ZFf79+/XrQsh8OWXX8LX11c3IGxx1rUDypLjValSxWC7V69eDoqEqPBUKpVuumB927ZtQ7t27ZCVlaXrFqVd1y/buXOnbrwpb29v3L9/HyVLluSPTjeXN4mhUqkwbtw4NGrUSPdZZcmibdmj//nGa4esoaDvSFlZWRxU38PVrQtcv660cFCplLEjsrKAvXuBSpWUBIN2yckBUlOBw4cNy/WXlSvtE3eeHskuyaMSGYDyQ9Df3x/+/v4oaWKo1TFjxuRLYgDA4cOHkZiYaOsQiXSSkpLwzTff6Lbbt2/vEt2jqHBSUlIwaNAggzIpJb+Ik8sTQuiSpkFBQSbrNW/eHB999BGSc9u6li5dGgCQkJCQbwpzcn3Z2dlo0KBBvvJq1aqhVatWNpsGlaiw4uPjze73seaABOSyKlXKX9a0qeF2To6SqGjSBDh3zi5h6bRsCQQEPBhHQ0qgkMMyOiWPS2QUZO3atViwYEG+8vT0dPj7+7MrB9nV+fPnERcXp9vesWOHA6MhW5k+fXq+sgMHDnDkevIYp0+f1iUx9IWFhSE7Oxve3vy64i7OnDmD7t274+rVq/n2Xbp0Cfv372cig5wGExVUFNeuAVWr2vc5164Fcsff9hj8ZpDHU089ZbC9aNEi9OnTB/6OHMWFPFaLFi1067Vq1co3iB65h7yDfIaEhODhhx92TDBEDtCsWTNcv34dv//+O2bMmIHIyEgcPnwYAHDo0CG0bNnSwRGStUybNs0giVGzZk1MmTIFXbp0gZ+fH87Z+1YlkRnmBkzv0aOHHSMhV6J3D7JYZsx4MHAn8GDAzrt3z+GTT+rA03uHM5GR6/r16/jggw8Myho1aoQRI0Y4KCIiQ3v27EGpUqUcHQbZwKuvvmrQVzwpKYn9bcnjVKpUCRMmTMDQoUMNZtNhEsO9/PnnnwbbmzZtQmRkpG6biQxyJllZWSb3DRkyxI6RkLOKjQV+++1BssHXV+nG8euvDxIPc+YA//1n+Tk3bwa6dDG9PyrqNlSqOsUL3A0wkZGrfv36SElJMShr2bIlNBoNf1CQwzRs2BAnT54EoPQZT0lJMdvPnIjIlZ04cQKNGzfWbR8/ftyB0ZAt5J3OskaNGgCgm96XyJmYG+xzy5YtGDBggB2jIWfUqxewb591zzl1KjB2LDB4sHXP6274Cz2XsanhlixZglu3bjkgGiLF8ePHDRIXffr0YfcSD5F3OlYiT6A/CPeRI0fQqFEjB0ZDtqDRaAo9pSWRo5hLZEyePNmOkZCzWr4cePllYPRoZRkyBHjuOaBTJ6BWLaBmzcKf88AB5TxkHltk5CpbtqzR8tOnT6OSsaFoiexACIEbN25g3bp1+OOPP7BhwwZs2bIFb731FurUqYO6devi008/RWBgoKNDpWL48MMPDbabNm2KDh06OCgaIvtIT0/H6NGjceLECahUKvj4+MDPz0+3X797iTFCCN3MPkIIjBkzBl988QVbUTo57Uw2+kJDQ9G7d2+ULFkScXFxWLBgAdLT03VLyZIl8d133+lmsyGyl7yJjB49emDRokWoWLGigyIiZ1OtGjB/PpCSAuzZA1hr6JTNm61zHnfm8YmMIUOGmL3DPXToUNy+fduOEREZys7OxunTp1GhQgVd2Y0bN3Djxg1s2bIFly5dwsaNGx0YIRVX3kTq999/j/LlyzsoGiL7OHjwIH766aciHy+lNOiOMG/ePMyePRu+vr7WCI9syNvbG9OnT9fN2JSYmIgNGzaYPWbNmjUYOXKkHaIjekA/MTpw4EAsW7aMyVLS+fdf4IknbHPuTZvMj5NBTGQUOHjipEmTsHbtWpQqVQqlSpVCYmIix80gm9NoNLh79y5SUlIwfPhw7Nq1y2Tdf/75R3dXEgCOHj2KJk2a2CNMspLhw4cbfEF/6KGHcOzYMTRq1Mjg35bIVaWmpuKRRx7B6dOnC31saGgoVCqVyTEUtAkNIQTKlSun29ZoNEbX85ZpzwEorQUKGqvBkroRERHYv38/ahalTbGHMDbttDmjRo3CqFGjCqz3559/olevXkWMisiQ9jO4QYMGGDJkCL//kwFbNtr38QE+/BDw8sq/XL5cCcePA1ICH30E3L9veGyjRsD77wMqFXD4MFCvHlC5snJOb2/lUbvu7a2cU/t1s3x5uMxsKB6fyJgzZw7mzJmDc+fOoW7duvn2v/766yaPXbhwIe8OkFWNGTMGCxYsKNY51Gq1laIhe1GpVEhOTkZwcLCuTD8ZdfPmTYMWOUSuJj09vUhJDEC5W28vhRlw0lzduLg4bNmyhYkMM5YuXYphw4ZZ/bz8DCRrysnJAQCcOnUq33Sru3fvRps2bRwRFjmJ+vWVZAIAvPYaMHeu9c49c6a5veY/W06cAJ5+umjP260b4CoNvT0+kaFVp06dfF9K0tPTERMTg5iYGNy/fx9P5Gk7dPjwYbbOIKtRq9UGA6ANHz4cnTp1QlBQkNnF25v/jd1BiRIloNFosGLFCvz0008G3YUqVqyIa9euoXLlyg6MkKjoSpUqZfaHv5QSs2fPNhg8r3LlyqhSpQoqV66MSpUqITg4GAEBAQgMDDRYtGUBAQHw9vaGSqXSPeqvax+9vLx0S95xNrTylu3YsQOPPvqoRXW1LTX43cC8vDPFeXt7Izg4GGPHjsWQIUPg4+MDX19fg8XHx4et1MiuzA32WVCrbvIsX36pLNYgpbJoNMaXHTt2oU2bdtBogN27gZs3gbg44N13i//cU6cW/xz2wl9AZgQEBKBy5cq6Hw9jxozB119/rdu/cOFCLFy4EIAycvEnn3zikDjJPTRt2lQ31SoAnDt3DgkJCQgNDUVISAjCw8MRGRmJWrVqQaVSITAw0OwHLLkeIQQGDhyIgQMH4ujRowaDHVapUgVeXl7QaDQAgP79+2PQoEEICQlBmzZt4O/v76iwiYpNCIFJkyZh3Lhx+PLLL7Ft2zbcuHEDJ06cwO7du63+fHmTGfrbxsqys7Ph7+9v8TFCCEyePBn/93//Z/XY3cWIESPw6quv6rZzcnIQHx+PL774AvHx8Zg2bRoiIiKYuCCHMvc9a/ny5Zg2bZodoyFPIYSymMqHlyiRg+BgJamRkACMGVP85xw9Gvjmm+Kfx56YyDBDSom9e/eibdu2BdZt0KCBHSIidzZ27Fi88sorkFKievXqkFLi3LlzSExMRGJiIpKTk/Mdo1KpEBERYXCnMiAgAEIIbN++HQDwyy+/oFy5chBCoEWLFgbdF8h5NW3aFFJKXLp0CTVr1kT//v2RlZWFtWvXAgBWrlyJlStX6uqXKFFCd4ezbdu2CAsLQ2JiInbt2oXGjRtj48aN7J5CdpeYmIgLFy5gwYIF+PLLL1G6dGm0b98earU635gV+osQAhUrVkSFChWQnJyMW7duITU1VTeLRXFpNBpdUtBWtmzZwkSGGb6+vjh//jz69++Po0eP6sqTk5Mxf/58zJ8/Hz4+PihVqpTJQdfbt2+PqVOnol69eqhWrZp9AiePYu4mwfTp0/Huu++y9RUVm7b1xdSpwOzZlhzR0eoxuFoSA2Aiw6wOHTqYHGSxffv22LFjh50jInc2cuRIs2OuZGVl4fLly7h06RJiYmIQFxeH2NhYxMbGIiUlBWlpadi+fTtiY2MNjtP/It2yZUvs27fPZq+BrK9GjRr5muRnZWUhKioKV65cwahRo/DMM8/gzp07uvervHewjx8/jooVK+L48eNo1KiR3WInz3b37l307dvXoOz+/ftYvXq1YwKys+7duzs6BKdXq1YtHDlyRLctpcT06dNRrlw5LFiwACdPnjQ7c9zOnTuxc+dOAEqLDrZSJGsLCAgwuz/vNffbb79hwIABtgyJXNyFC0Dt2rY7/9y5wK1bwKFDD1p2CKEM4KnRKIN8Dh2qTBtbsqTy6KqYyDDjpZdeMprIGDlypK5LCZG9qFQqhIaGonbt2qhYsSJSUlKQmppq8GjsB0KjRo0QFBSEgIAAdn9yAxqNBqmpqYiOjsbff/+Nb775Bi+//LLJ+mXKlMG9e/fw0EMPoZIth9cmyqNUqVIYOHAgDhw4gEuXLgFQxkHo0qULcnJyoFarjT7mLbty5YpjX0gRDRgwAP3793d0GC5Bo9EgPT0dqampqF69Ot58803ExMQU6hzGxovau3cvWrVqZa0wyQNlZGRYXFcIYdAllMiYsmWBpk0BvYZoRdajB3DkCKCf7x0//sG6tzewahVQvbqyrlIpi3YdAFJSgBIlih+LIzCRYcbQoUMxZMgQlCpVCnFxcbryRYsWMZFBNpeTk4OZM2fi9OnTWLFiRZHO0alTJ2zdutXKkZG9aTQaTJgwAfPmzcu3b/369UaPiY6OZlNrciiVSoVRo0Zh+fLlhTouLS0NGRkZyMzMRGZmJgYPHmx2CmpnVa9ePUeH4LQ0Gg1q1qyJ6Ohomz6PdsYJoqLKysoyuW/69OkcI4MKLSREST7kFRMDXLkCLFoELF5s2bl27gSM9DzXyckB+vQp+Dy1ayv13nvPtZIaTGQUQAiB8ePHG7xRhYSEODAi8gTGpmGtVasWXnvtNYSEhCAoKAglSpQw+hgYGMj+mm4kLi4OJUuWzFfeunVrNG/eHJMnT0ZISAgCAwM5gw25pDNnzmDZsmU4efIk1q1b5+hwrKJly5Z48803HR2G0zp06JBBEiMsLAxTp05FUFAQrl27hurVqyM7OxsAEBkZiZ49ezoqVPJwxsYn0+rUqZMdIyF3V6qUsjz8sJLMMCcqKgodO3YEAJw7B/zvf0q5RqMkL3JyALUaeOsty577/HllbA7t+BwqFZCdrXRJcWb81mvG/fv30a5dO5w/f96gfODAgQ6KiDxF7Tyd5x566CGEhITgn3/+QUhICIKDgxEcHGywHhoaqpvVpIQrpVPJrLzNVDt06ICwsDCEhoYCAL755ht888036NevHwYNGoSqVauiRo0ajgiVqFCuXLmC2NhYPPzwwwbl7du3R79+/eDn5wc/Pz94e3tj1apVGDt2LCpXrgxvb2+Ti0qlMjo1anHX9b80UvG1aNHCYLtbt264fPkyQkJCdOM8xcTE4M0330T58uUdESIRAMPBPsPDwxEUFARAaXHVsmVLR4VFbkytBl59FViyRElIGNdRt1a9OtCpk5LEUKsfTNGqVgPPPPNgvTD3CZo3L84rsB8mMsy4ceNGviQGALz33nsOiIY8yfjx4zFs2DAsWbIEx48fR2xsLJKSknDt2jUkJycjKSkJycnJyMzMNHmOXbt2WTTjDjm3devW6ZIZvXv3RmJiIq5evaqbzSY+Ph4AsGTJEixZsgQAULNmTZw/f57TFpJTmDFjRqGaX+sP4KhPv7XG0qVLUaVKFQghdNOeateNbRe3zp07d3D16tVCnScsLIz/B824fv26bnr7gwcPIikpCUlJSQZjEnz//fdmzzFt2jRMnz7dlmGSh9MfbDs+Pl73mXvjxg3Ur19fN/4PUXF98w3wyiuFPy46Wlm0qlVTBvRUqZTpW7WP5uzZAwQEAHfuAI8+qqy7AiYyzGjWrBmOHz+Oxo0bG5TfvHkTFStWdFBU5Cl8fHyQkJCAhg0bIikpCQkJCYiPj0dCQgISEhIQFxeHM2fOmDz+999/ZyLDDWinYY2OjkZkZCQAYMiQIYiPj0dMTAyuX7+OGzduGBxTvXp1R4RKZNS5c+esfs5hw4ZZ/ZzW9thjj+Hff/91dBhOa8+ePahYsSIaNmwIIYTu8+3WrVtmm/PrW7t2LRMZZFNhYWEm912+fNl+gZDbs9bIBVeuAA0aPBjYU7uY8/rrSouNpk2tE4O9MJFRgEaNGqFhw4Y4efKkrkzblGzhwoVmp8skKopjx45h0KBBBkkKIQTCwsIQHh6OsLAwhIWFoX79+khPT8eVK1fw+eefo1evXggICNAtgYGBDnwVZC3vv/9+vi/qP/30E5o1a4aSJUuiU6dOCA0NxaFDhzBlyhQ88sgjKFeunGOCJTJi2bJlWLZsmW7GHe2d98TERCQlJWHHjh34+eefERcXh5SUFEeHazXmBgn0VKmpqZg4cSJWrFiBhIQEAMrNoYcffhjh4eGoWrUqateujQYNGuDYsWO4ceMGhg0bhoEDB8Lf3x9+fn4ICAjgOFBkN3mntNf37bff2jEScnfPP68siYlAaqoys4i2m4hGA1y9CrRrZ/4cgYHKTCba7iTa5epV88ft26fMphIQAHz4IaDXEAlSKudr1gx47LHiv05rYiLDAocOHcL333+fb4rDUaNGYdSoUQCUH595W24QFcWWLVvytbSQUuLvv//mNHIeKG8SQ6VSIT09HT4+Po4JiDxaeno6zp07hzNnzuDq1au4efMmbt26hfv37+tmGdEuWVlZSElJgUaj0W0XpEWLFihfvjxq1KiBihUr6hK3oaGhuvXg4GCj3TmssZjCMTKs4/Lly0Znfdu6dSuCg4MB8G9NzkWj0ZjcxxtGZAuhocqSV6VKDxIMBb1PSglkZADLlwMvvghMnAicPl3wc6enK3VNuXULcKZhi5jIsICvry9Gjx6NUaNGYc6cOahcuTJu3LiBOXPm4ObNmwCAJk2aYOnSpRg8eDDvFFCxvP7663j66adx6dIlXLx4EaNHjwYA7Nixg4kMD7Ny5UqD7aFDh2Lp0qWOCYY81pEjRzBixAjcvXsXN2/eNOgzHhISgooVK6JMmTIIDw/XDdDp6+sLPz8/xMTEIDIyEr6+vvD390dISIjJpVKlSlAV1P6VXFqjRo2QmJioG6xYq3v37i45xS65P/33u7wqVapkx0iIzEtNBT74AJg1K/++zz83fVzPnkCXLkBKChAX92CmEv3cvhBA+/bOlcQAmMgoFCEEmjdvrsuAhYWF4cUXX9TtHzZsGG7cuIG3337bQRGSu6hWrRqqVauGDh066BIZ//vf/zBp0iQHR0b28sorr+Cbb74xKGMSg+zt6aefxpo1awAANWrUwLRp01C/fn3Uq1cP1apVK3CGJN5dp7yMTRO9e/duSCk5OCo5HV9fX5P7Dh06xClYyeFycpQExowZRTv+r7+UricnTlg3LntgIqOI7t27Z5DE0HrppZccEA25q5iYGN361KlTHRgJ2VveJEZaWpqDIiFPpj9mxdKlS9GuoA66RAX4448/8pWZu+tN5Kw4/So5g6iowicx8t5f+PRTa0VjX0xkFEJaWhp++ukn/PDDD/jpp5/y7b927RrKli3rgMjIXZUvXx5Vq1bF1atX0aVLF3z99deoWLEiKlWqhAYNGhjMb07u5bHHHsP//vc/3XbPnj3RpUsXBAUFoUSJEihRogQCAwPRtWtX9tMlm9m0aZOuu+T777+PLl266AYT1g4sHBQUhPDwcERERCAkJAQREREcw4VMGjBgAIYOHWpQNmPGDCQmJuKFF16AWq12UGRE+Znr7vbHH3+gffv2doyGKL+uXYHffgMGDrT8mBs3lClZhVAeX3hBmTVl5UplLA5XwURGAU6fPo2zZ8+iX79+JuvMnTsX48aNs2NU5EnWrl2LZs2aAQDGjBljsE878J22j7l2/dChQ4iOjsa9e/dQunRpR4RNxfT3338b/Bjctm0btm3bZrJ+SEgIkpKSDMpOnTqF+vXr2yxGcn9CCPTt2xdr167F5s2bsXnzZouOu3HjBipUqGDj6MgV+fn5ITAw0KCV2bRp0wAAc+bMKfB4vq+RPZlLynL6VbKnuDggPh6oWRMAOhbrXBcvGi9fuhR4551indqumMgw4dixY2hqZDLdjh07onv37hg8eDCCgoIQEBDAO09kU02bNoWUEmq1Gvfv38fNmzdx7tw5XLhwAbGxsUhOTkZSUhKSk5ORmJiIGzduIDo6GgBQpkwZfPvtt3jhhRfM9vMk5+Pt7Z2vubV2FojU1FSkpKRg9erVeCf3EydvEgMALl68yC/8VGzaMTK0s4+kp6cjLS0N6enpSE9P112Ln+uNJqYdBG/JkiUcI4PySU1N1a3n5OTgxx9/xFtvvYWBAwciOTkZP/zwg8ljGzRogHHjxqFBgwYYMWIEx9Ugh9mwYYOjQyA3V61awVOn5uXlBfj6Ko+hoUpyonx5ZVulUhYpH0yrqtE8mA2lQQNrvwLbYiLDBFP9NaOionDlyhUOukh2p1KpUK5cOZQrVw7Nmzc3Wzc6OhqRkZEAgNGjR2P06NGIiIiASqVCTk4OsrKyMG3aNLz55pv2CJ2sxNfXFxEREYiIiAAAvP3225gyZQqqVKmCW7du5av/8ssvY+rUqTh9+jSaN2+Onj17wtvbGxqNBhUqVECDBg3QunVr/hAgi3h5eem6k2ivQa2GDRuiUqVKePvttw3utFsy5Sp5Nm9vb7z44ou6cceioqLw/fff6/bfuXMHzZs3N3iPmzdvHgBg1KhRAIAFCxbg5ZdftmPU5CkK6rqZ9/Nz+/bt6NChgy1DIje3bRvQuXPB9RYuBCpXVpIQbdsan7LV3TGRYYL2LriUEo0aNcKpU6d0+65cuYKUlJQCR2snsjcppW6KxM8++wxTp05FdnY2ACAuLs6g7qRJk5jIcAMqlUo3DfSRI0dw9OhRTJw4EQMGDEB8fDxWrFgBQBld/dChQ/mO//vvv9G9e3e7xkzuZ/bs2fjwww912yNHjsTHH3+M48ePOzAqckVSSsyZMwc//vgjqlSpgrS0NJQtWxZ+fn5ITU1FcnIy0tPTDY555ZVXmMggmyhRogR+/fVXLF++HFlZWcjMzES5cuXw22+/Ga3/6KOPcvBaKpaEBMvq5eZxAQCXLzORQUYIIQySGACwY8cOJjHIqcTHx6NChQrIyMgwKFepVKhZs6ZuqVOnDqpVq4bIyEjUVDrZkRtp1qwZmjVrhhdeeMHiVhacOo6sYdKkSVixYgUuXLgAAPjqq6/Y7ZIKbdKkSZg9e7Zu+/jx42jbti0qVKiA+vXr6wY51i4ajQbbt2+3aGwNoqK4ffs2nnvuOYvqhoaG4r///rNxROTu+vYFfvoJ+O8/wM/PcNm8WVnyCgqye5hOgYkMCyQlJSEkJES33axZM2g0Gt1I7kSOJqXMl8RYsWIFWrVqhQoVKsDbm//VPU3jxo3z3Q3fsGEDOnfujICAAAdFRe4qODgYmzdvRtWqVQEo3aA0Go2DoyJXU7lyZYPt33//Hf369TObmH3HlUamI5djbtaSr776Kt8g7ETFJQQweLCySAlcugTk5CjrvXsDffoYDtaZkfFg3AtP6ynMX+IWCA4OzretUqmwd+9eB0VEZCgiIgL79+83KBswYACqVq0KHx8fCCEghEDp0qXRpEkTnD171kGRkr0cO3Ys31g+vXr14pS9ZHVqtRpbtmzRJTEApXsmx16hwho+fLhBS55nn30WXl5eKFWqlG7q8QoVKqB8+fIoW7YsSpcujYiICISGhiI4OBiBgYHw8/ODt7c3IiMjcbWwo+QR5WEukcFkLdnC2rVKQkI7NWqtWkC9ekD9+spgnHlnHPH3B3x8HkynGh/vkLAdgrdpLTRjxgy89957BmXz58/H1atXER4ejnLlyiE8PBwlS5ZEkKe27yGHeuSRR6DRaBATE4MTJ06gS5cu+erExMQgJiYGTZs2xeeff466desiKCjIYAkLC4Ofn58DXgFZi0ajwdGjR/Hkk0/i/PnzWLt2rW6fl5cXNBoNf2SSVSxYsMDgjmSZMmVw69Yts1/+iUwJCgrCv//+i8aNG+OPP/7AqFGj8OKLL2LFihWIjY0t1Lmio6NRrVo1TJkyBW3btoWPj4/JRf96DQ8P57TlpBMWFmZy37hx4zBu3DiDsvPnz6NmzZr8jKUiq127eMfnGYvbwJo1StcVd8FEhoXeffddPPnkkwZTsi5fvhzLly/PVzclJYXJDHIIbauL9u3bIzIy0uQc55mZmXj11VdNnic+Pt7shzc5r5YtWxbYR3fPnj1o27atnSIid6afxBg7diyGDx/OJAYVW0REBEaOHImRI0cCUMbOqFOnTpHO9cknnxT6mDt37qBs2bJFej5yL15eXujRowf+/vtvi+rX1vsV2r17d4uPI9KqXx9ITAQee0wZJ8OaatSw7vkcjYmMQtBPYmjVqFEDOTk5yMjIgJQSL774Ivufk0PdvHkTe/bswZ07d/Lta9KkCQICAqBWq3H37l3ddatWq6FWq3XXcKgnDn3sJkaNGlVgIuPxxx9HamqqnSIid3b06FG89tpriIqKwvz58zF//ny2+CGriI2NRVxcHJKTk7Fjxw6zdVu1agUfHx94e3vD29sbsbGxiImJQUBAgG4GCe1MdHnlLXvmmWfYIoN0hBD466+/DMrUarVFY4898cQTtgqL3NiBA8Ajj1j/vDExQMmS1j+vIzGRYUJOTg66dOmC06dPY9y4cfmm+gKUAaY++OADB0RHZNyFCxcM7gboYysL95adnY2ZM2fi7t27+O6775CcnIyUlBSjA+Ft3brVARGSO2rSpAm2bdtmkLj49NNPUb58eVSqVAk3btxAamoqWymSxVauXFmo2ZTef//9fF1/iawpOjoaGzduLNTAnnFxcQgPD7dhVORujhxRxr/Qm7ip2LKylPEz3BUTGXlcvXoVly9fxg8//KC7A/Dee+/ly7yOGzeOSQxyOjExMSb3vffee5g3b54doyFb0Gg0uH//Pm7fvo3+/fvrprs0xcfHB9nZ2brt7OxszmJDVnfv3j2UKVMGADBlyhSDfUOHDgUAtGnTBrNmzUKzZs2Y2CCTChqjqUOHDli8eDFq1arFlj9kc3FxcYiMjLS4/qJFi/DSSy/x2iSLXL0KDBkCREYCS5da55zNmgFTpyqtOtw5iQFw1hIDa9asQbVq1dC5c2f8/PPPuvKxY8ciOzsbUkps27YNUkrMnTvXgZESGde6dWtMmzYtX/no0aONlpNr+eyzz6BSqVCuXDk0a9YsXxKjSpUq6NKlC86dO4fY2FhkZmYiKytL16RaSskkBtlE6dKldddYcnIyzp8/j23btuGtt95C+fLlAShjs7Rv3x4hISGIjIxEZGQkrl+/7uDIydn06dMHN27cMLl/x44duHDhAn8okl0kJiaa3NepUyckJCQgJSUF6enpyMzMxIgRI3htklFHjjyYjaRBA6ByZaBaNWDHDsuSGH5+QHg4sHo1sG1bFKSE0eXwYeDZZwG9icTcFr/R6lm9enW+sipVquCNN95wQDRERXP48OF8Zd9++y3u37+PFStWcCA+F9a6dWuz+69du4aXXnrJZPciInsoUaIEatWqhVq1agEAPvroIwDKAIoHDhzAgQMHdC0aq1SpAkD5/H3qqaccEzA5HVMtdv7991+0bdsWgYGBdo6IPJWXl+l7vtu2beOYYlSgDRuA3r0Ny06fNtyeOlVpmREQoEynqn308VESH3lFRdksXJfCRIaen376CZs3bzYYJPHatWs4f/687ssWkTOSUmL9+vU4d+4c1Gq10TqrVq1CdnY2ExkurFq1amjWrBmOHDliss7ChQvx7rvv2jEqooKtXr0an376KTp16mS0O9Q777zDRAbpnD59GmFhYUhISDAof/zxxxEZGYlLly45JjDyOOa6OhmbBIBI32+/AYMGFVzv44+B1FRApVIWb+8H63nLAODSpcqIjgZ8fQEvL6BECeCJJ5RtT8JERi4pJY4ePZpvpof79++jVKlSDoqKyDKrVq3Cs88+a3RfuXLlcODAAVSqVMnOUZG1bdiwwWwSY8+ePQW22iCyNykl+vXrBwDYv39/vv3du3fH2rVr7RwVOauDBw/izTffNLm/MAMuEhVXZmamyX3Tp0+3XyDkkrp0AVq2BLQffV27Aps3G69buGHsauDbbw1Lxo0DPG3kAyYycs2dOxcTJkwwKDt79iyTGOQSevbsibfeegszZ87UlV25cgVVPaGDnIdISUnB6NGjDcqMTSVI5GyEELr3J19fX7M/DIjq169vtJzdj8gRjH3OVq1aFTVq1ECHDh0cEBG5ktKlgX378pdXqQJYOkRUUBDQvLnyGBioPMbE3EZ4eHlICajVSkuMt96ybuyugIN95ho4cGC+fnDjx493UDREhXP37l2DJAYATvvlZt5//32D7e7du+P3339nMoNcwhNPPAEAusFniUwJCAgwWr5+/Xo7R0Jk3NWrV7F161bs3LnT0aGQi1q4EKhRw7K6qanKgKAbNwKrVgE//QT8/Xd5LFsGTJ+udF/56SegbFmbhuyU2CIjV7ly5f6fvfsOb6p64wD+vZndu4UCZdMCZZRdZS9lo/ADVBBlI0MUGbJEZcgeypItS0SGIEOQUQREAdmUWXYXLaU7bTPu7480l6RJ2rRNcjPez/PcJ/eeO/KmHDLOPec9qF+/vk637ZiYGCxduhQuLi6QSqWIiYmBp6cn2rRpw1+ghBhQoUIFDBs2DBs2bIBKpQIAeHt7Y+HChYiPj4dUKsWkSZPg4+PDb6CkxGbNmoVFixZx20eOHMGRI0fg7u6OYcOGQSKRQCKRwMXFBe7u7oiLi0N0dDTCwsLw1VdfUUIyYhWafD23bt1CVlYWLl++jPnz5+PixYvcMVlZWfDw8OAxSmKrFAoF3i8woDwgIAAdO3ZESEgI5syZg+TkZCQlJSE9PR2NGzfGtGnTKPcTsZjCGl4nTpyIHj16WDEa4ig6d1YPNylNx/8uXYBy5cwXkz2ihgwtBb/oP3jwAOPHj9c7bsqUKThy5AgCAwPh4eEBiUSCihUr0gcp4Y1IJMLatWsxefJkVK9enSvXHmd8/fp1HDx4kI/wiBm4uLiAZVn88ssveO+997hyhmGwceNG5ObmGuyyf+jQISxZsgR37txBWFiYNUMmTigtLQ3vvPOOTlm1atXwxhtvwMfHBx06dKBGDGKUZvpebcnJyfj5558NHv/777+DZVk0btwYbm5ucHV1hUQigUqlQkREBE03TUotKCjI6L579+7pTbX68uVL+Pn5WTos4gAKmRDHJCNGAH/8oR6icvIkMHEi0LKleWKzF/QOr+XUqVPcukql4n4Y5OTk4OXLl6hTpw63v3PnzjrnhoSE4OnTp1aLlTiXpKQk/Prrr0hOToZMJjO6nDx50ug1Dh06hD179nBJ94h96tevH/r16wdA/QW/VatWuH37dpHnUb4UYg0+Pj4oX748YmNjubKYmBjs2LEDTZs25TEyYosuXLiAZs2aAQDKlCmDevXqoUaNGnB3d0dsbCyePHlS5DWMJVwcMmQI1q9fb85wiROSSCTo0aMHnj59CplMhszMTKSlpSEzM9Pg8f7+/jR8jpjE1xcwVFWePAEqVy76/J49dbd//920561WDahbVz2ta3o6EBcH3L4N3LgBaP3UtQvUkGGEQCCAq6srN1azbNmySExMxKFDhzB48GC94xcsWGDtEImTuHTpEpo0acJti8Virm4WXDp06ABXV1dIpVLk5uYiKysL2dnZyMvLQ82aNdGhQwceXwkxt1WrVuk1YixatAju7u5QqVTIy8tDw4YNKSEZsarnz58jLS1NZyibsbwHxHnt2rWLa5QF1LmeMjMzwbIsXF1dUbt2bdSvXx9isRgSiQQikQhisRgMw0Aul3M3m/Ly8pCXl8et5+bmQiQSYfLkyTy+OuIoEhISdPKzNGjQAB07dsTly5dx/fp1uLu7Iysri9uv3YhLSElUqqRu4Dh+HEhIUE+7CgAhIepeHCoVcOrUTcyYUbJWh5gY9VJQvXrqa9uTIhsyGIZxAfAXAGn+8btZlp2Zv28sgDEAFAAOsSw7Kb98CoAhAJQAPmVZ9mh+eSMAmwG4AjgMYBxrR82WQUFBBruY9ejRQ6erNyk+qmfGpaSkcOuDBw/Ghg0beIzGvjlaPevbty9mzpzJbX/22Wf44osvrBkCMcLR6lpxeXt7Y9WqVRg1ahR27NiBunXr8h2SQ7Lnenbp0iWd7bCwMJw7dw6nT5+mXGQ2xp7rWWnJ5XKd7StXrnD59E6dOkV11YycuZ4ZUti9R7k82WBvDmMWLwYmTCj8mI8/Nv16tsKUHhm5ANqxLJvJMIwYwFmGYY5AXTF6AqjHsmwuwzBBAMAwTG0A7wEIB1AOwHGGYUJZllUCWA1gOIB/oK5UnQAcMfeLsiRDPxJGjRqFs2fPcklBJRIJlEolAgICCh1bR3RQPTOiffv23PrGjRvx1ltvISAgAG5ubgYXiUSiN2aTcByqntWsWRM9e/bE/v37AQDLli3DiBEjULNmTWuGQQxzqLpmKpZlkZeXh3nz5mHlypUAgA8++AC1atVCREQEv8E5JrusZxkZGTh27JhO2d27d3H48GHEx8cjODgYLi4ucHV15R5FIhF9tvHHLuuZOUgkEqP72rZtS8NIzMtp65klzJkDTJ9u+vHXr6tzbrAsoFAAcrm6h4ZKBXTtqp721dYU2ZCR33qlGQgmzl9YAJ8AmMeybG7+cS/yj+kJYGd++SOGYR4AaMowzGMAXizLngcAhmG2AHgHdlap7t69q1fWqVMno8e/ePECgYGBlgzJIVA9M04oFHJf7AAUq/fPvn379BLvOTNHrGcbNmzgGjIAoFatWtz6jBkzMH369EK/iBHLcMS6VpikpKRCG+6lUqkVo3Ee9lrPTp8+jWvXrumVd+vWzaTz6cejddlrPTMHmu3Nepy5nmmLiwPKl1ev9+kDCIXqhgVN44JCASQl1Yen5+tt7SU6umTP+99/6tlUDHn7bXUjh60xKUcGwzBCAP8BqA5gJcuy/zIMEwqgJcMwcwDkAJjAsuxFAOWhbv3SeJ5fJs9fL1hu6PmGQ92KhsDAQERFRRXnNZndvn378P333+uUMQyDSpUq4fHjx/D19YVQKOQWgUAAgUCA1q1b48aNGxCUNi1tITIzM3n/+5gLn/WsTJkyVv07luTf7Y8//kBCQgJycnKQk5PDJaLV5MJYvny53jnp6ek2WT/4rLeO+H525MgRnD9/Ht9++61O+axZs1C2bFnUrl3b7M/pSO89lmLNusbn+xmg7n7dtGlTXLhwQW/f7NmzkZiYiMTERKvGZE62XN/t8bPTw8MDP//8M+RyuU5+i7y8PKSlpeHMmTM4c+aM0fMXLFjgUMljbbl+adhjPTNVUX//Tz75BFu2bOG2NfW2R48eOHjwIFxdXW1y5kJ7qFcF2WI9s/bfcf78MADqm5e//mrsKF9UqpQFf/88CIUsJBIWbm4qCIUsypXzRFycOi9VRMQreHgocPas8ZvqlSplITDw9ax3DAMIhSyEQhYCgXoZOPAhoqJyjF6Dr7pmUkNGfhedCIZhfADsYximTv65vgAiATQBsIthmKoADPX7YwspN/R8awGsBYCwsDCW7/Fnjx490itzcXHBmDFjMH78eF67OkZFRTnM+Dw+61njxo2tWs/M8e+Wm5uL+/fvIy0tDZ999pne/sePH9vsTBV81ltHfT/r1KkThgwZovdvPnr0aMTHx6Ns2bJmfT5Heu+xFGvWNT7fzzTCw8NRvvzr74oNGjRA7969MW3aNKvHYm62XN/t9bNTLpfjzJkzkEqlyM7ORnZ2NrKysnD06FGDjRhBQUHIy8tD7dq1MXToUIea4tKW65eGvdYzUxT298/Ly0Pbtm0N7jtw4IBOIlAA2LNnD3r16mXuEEvEHupVQbZYz6z9d2zYEJg2Td27Ys0a48c9eeKO7Gx3JCXp70tOBvz9AfWfrSju+UthCk+VwFddK9asJSzLpjIMEwX1OKPnAPbmdwO6wDCMCkBAfnmI1mkVAMTll1cwUG7zBg0aBIFAgI+1sqDIZDJMmDABY8aMoS6zZuas9ay4PvzwQ/xqpKn2xIkTePnyJeRyOXx9feGvfjcjWhytnh07dgxvv/22wX1Pnz41e0MGMZ2j1bWCrl27hrFjx3I/Phs3bozz589DJBLZ3d1Ae2Zv9Wz06NFYt26dScceP35cJ18U4Y+91bPSUiqVxTr+l19+sZmGDHvmbPVMm5cX8MMP6vWxY4HwcOPHGmrEAIDQUGDhQt0yzYi87t0BR0nhWOSYB4ZhAvNbxcAwjCuADgDuAPgNQLv88lAAEgDJAA4AeI9hGCnDMFUA1ABwgWXZeAAZDMNEMuouDAMB7Ied+NhIKldKPGUeVM+Kb8aMGQgLCzM4frN9+/Zo1KgRatSogYCAAOzcuRPPnj2DQqGwfqA2xJHrWf369Y3uoy9V1ufIda2g7t276zRi7Nq1CyLNfHHEouy5nhWnp46bmxvS0tIoNwZP7LmelVbBWUsKevjwIZ49e4bY2FgkJibil19+sVJkjseZ65kxJU3RkpICDBmiuwwdql6aNDFriLwy5ZtGMICf8scsCQDsYln2IMMwEgAbGYa5CSAPwEf5LWW3GIbZBSAa6ilyRud3EwLUyVo2Q5199gjsJOmKZpolDS8vL3Tr1g19+vShJHrm4/T1rLjq1q2LO3fu6JRlZWXh3Llzenfm33//faPX2bRpk9GGOgfksPWsTJkyUKlUSEhIwPTp07Fx40ZuX2xsLO7evYuwsDAeI3Q6DlvXCjp69CiXh+XSpUuoWrUqrl69Cg8PD7x69QpZWVlwdXW1aL4oJ2a39axSpUo6DRMqlQovX77E/v37MWzYMJ1j33zzTaPXWb9+PYRCIfLy8tCyZUudhMfEbOy2npWWl5cXfvvtN+zdu5fLTZaVlYXjx48DAKpWrapz/DfffIOvvvqKj1AdgdPWM0MUCuDxY9OO7dwZ8PDQ5LcAXFz0j9HcezcwAafdMmXWkusAGhgozwMwwMg5cwDMMVB+CUCd4ofJj1evXuHZs2do2LChTrkmwScxH2euZ6Xx6NEjHD16lBtbrBlnPHToUKSmpiImJga3bt1CXl6e0WusWbPGaRoy7L2eZWRkoHfv3oiJicHDhw8BAGXLloVMJuMSvxpji4nIHJm917XiqFWrFubMmaNzh93QVKuurq7cNNHu7u5668eOHUNWVhY+++wzBAYGwsXFhVukUqnOdlFlzjJVpyPVs9TUVLz//vt49uwZpk+fjqSkJFy9ehUPHjzAy5cvjZ43dOhQnW3qtWF+jlTPiotl2WLN/jZz5kxqyCghZ61nX34JzJ9f8vM3bwY++shs4dgV6vtpxP379xEaGqpXXqlSJZqKidiE/fv3G/xw9fHx0fmBEBkZCW9vbxw5coQbWnLs2DG88cYbNptpm+j7/PPPsWzZMr3y5s2bIzAwEF5eXtyPOV9fXwQGBiI7Oxt9+/alPD7E4qZOnYqJEyfi0aNHePLkCTIyMpCZmYn//vsPFSpU0Glo1axrHlNTUxEbG4usrCwAMFjP7dGGDRswePBgvsOweSzLwsXFRafBffbs2dx7mZ+fHypVqgQPDw+kp6fD09MTEokEUqkUUqkUEomEW4ozPTkhpkgyloSggPbt26NixYp6s4cRUpTSfkXLzgZ27QJu3gQmTwYEgtcLwwCOPNLTgV9a6ZQrVw5isVhvbNyTJ0+47rGRkZFYtWoVGjTQazwkxOKSk5MNlqempuLevXsIDDQ+1RKxPy6G+glCnSFd28qVKzFixAinuBtNbItYLEZoaKjOTYCKFSsWO5M5y7LIy8vTmWZae9GUXblyBZMnTzbzqzCfIUOGUEOGCVQqlcFeg3l5ecjMzER8fDxXdu3aNdSrV8+a4REnV1hPR4B6AJHS++Yb9aLtzTeB8+dNO3/UqNfrs2bp71+4EJgwoeTx2TIasGqEu7s78vLywLIs5HI5li9frnfMP//8g4YNGyIhIYGHCImzGzJkCF6+fIkRI0bo5Wqhu1KO57vvvgPLslCpVHjx4gUaNWpk8LjRo0cXO8s6IbaEYRhIpVJ4e3sjKCgIFStWRGhoKOrVq4emTZuiZcuW6NixIyZNmgSWZU1aVCoVlEolAgICrPY6aAiqaYRCIViWRVJSks5QXpVKhYyMDJ1jT548ae3wiJPz9vY2uq+wJNuElMbff6tnGWFZ4LffSnetiROBTZvMEpbNoR4ZJhCLxXpljRo1QoMGDdCqVSua1pDw5uTJk/jxxx/1ysuXL4+1a9eibNmyqFWrFqpWrUpDSBwEwzAIDAxEz5498d9//+ntHz9+PAYNGoT3338fXbp04SFCQvTFx8fjzp078PPzQ15eHuLj4zF+/Hjk5ORgxIgRCAwMhFKphFKp5BodTN3WDEV55513uB/FBRsxNOvGerJZQsWKFa32XI7g0qVLuHz5stH9NWvWRGJiIubMmQN3d3d4eHjgwYMHyMnJQf369fHBBx9AIpFQbzRiVjk5OUb3aXJVEVJaLAskJwPLlgFz55r/+oWkGbJr1JABdbewOXPmYM2aNVCpVEhOTka7du0gFAqRnZ1t8Jz//vsPly5dsnKkhOjq3bs37ty5g//++w+jRo1C9erV8fTpU2zduhVbt27VOVYqlcLNzQ0SiQSJiYlc+f79+9GjRw9rh05KacaMGZg9e7Zel+wlS5YAALZt24bJkydj3rx5fIRHiI5y5coZ3VeSxHhSqRRCoVCngfby5cvw8PAAwzDcIhAIdLYbNWqks23suIJLamoq/P39Cz2m4LVGjx5dor+Vs+rUqRNevnyJY8eOcTNthYaGQiAQICsrC4mJiVi8eLHR6TCLGsbzyy+/oG/fvmaPmzg2f39/o/syMjL0Gs6+/vprzJw509JhERu2ezfQp496XVN9tBsSIiMBlUq9sKz6scAEmSYZOBB4+231FK3e3kDjxqXPt2FvqCED6vFvM2bM0Ck7evSoznbZsmXRvHlz7NmzB++++y5mz55tzRAJMYhhGISFhSEsLAwffPABV56Xl4fExERcvnwZp0+fxtKlS5Gbm2twrOfz58+tGTIxI82/5/nz5w1OTxgUFGTtkAjRo1KpsGrVKowePRoCgcAsQ58Ku0tqCVFRUcXO9UGKz8/PD2XLljWYd2Dv3r3o3bt3ia8dHBxcmtCIkypuD5/Dhw9TQ4aT054I0FBPiH/+Mf1ab7wBtGoFVKsGdOgAVKmiLqfPJDVqyIA6iV5aWhqSkpLw9OlTtGvXTu+YhIQE7NmzB23btsXz58+RmZkJlUrFJf4kxJZIJBKEhIQgJCQE6enpBo/x8PDAhQsXUKtWLStHR8zNWDKyL774Al988QWeP3+O8uXLWzkq4gwWLlyISZMmGdzn7++PrKwsnUYHUxoxhEIhNxxOJBJxS+XKlTFv3jwazumkbty4UeQxUqnU4PcyLy8vatglJda2bVucOnXKpGMXLlxo4WiIrcvMBO7dA0aPBo4fL921zp83lvSzDQBg2zagWzd1CcO8XiQS9eLoqCEjn5eXF7y8vFCtWjXuTsC1a9ewevVqXL16Ff/++y8AcG9kzZo1AwB8+OGH2LJlCz9BE1JAbm4unj9/jg8//BDnz5+Hj48PUlNTDR6bmZmJXbt20Z0DO7Zp0ybs3r0bhw8fLvQ4yo9CzG316tUYpZ0q3YC+ffsiJSUFYWFh8PT0hIeHR6GLl5eXXuJi4lxycnIQHx+Pmzdv6k3VW6lSpSLPN9aoK5PJcOTIEYSFhZk7ZOLgBAIBvv/+e0RFRWHs2LFFHh8TE4NWrVpZITJiy0JDgT//fL3NsoBSqV5UqtfrBbe3bgV8fQE3N/UQlf37C3+eAQOM78vKUl/HkVFDhhHXrl1DREREkcf16tXL8sEQUojbt2+jdu3aBvcZa8TYv38/wsPDUbVqVQtGRizp1KlTJk3tWLVqVWRlZVkhIuJMnjx5UuQx3t7e6Nu3L3V/JSbZuHEjhgwZUuLzt23bhsaNG0MsFussIpEIUqnU6BTWhBQmPT0ddevWNbo/LS0NXl5eVoyI2COGAUQi9VIY7RnF3d2LbsgozO7d6jwajowaMowwpdX+8OHD6Ny5sxWiIcQ4Dw8PCAQCqFSqQo+juc4dA8uyiI6O1kvyaczDhw+xbds26nlDzGrevHlcItmmTZvi4sWLesc8fvwYf/31F1QqFby8vODv74/AwEB4eHhYO1xiB+rUqVPsc65fv17oj0xCSsvd3d3ovjZt2lAjBjELuRzYuVPdO8PDQ93wUYqUQACAjz6ihgynFBUVhbZt2xZ6zNKlS/HWW29ZKSJCjAsJCYFSqcSKFSsMdnvs3Lmz0THsxP7s2LEDAwrrS6hlzJgxGDBgAJo0aWLhqIgzO3LkCIYNGwalUomUlBS8evUKqamp2LVrl9EG1qioKLRu3drKkRJb1rRpU7AsW2hyxS+//BK+vr5gGAYtWrSgRgxicWlpaUb3UaMsMZc5c4BvvineOd27A9Wrq4etGDJxYunjsnXUkGGAm4EBRY8ePULlypUpSyyxOXl5eVi6dCm+/PJLruynn35CtWrV0LhxY0idbS4mB/bo0SO9Roy6devi4MGD8PT0hKenJ0RF9VskxMz8/f2xd+9evfL09HSsW7cOEyZM0Nt37NgxNGvWjLr7Ex3GprxftGgRxo8fX+wZJAgprcLy9mhPZU9IaXz+uWkNGb/+CrRtC9y4Qb9HAYCm3DBAc1dAW5UqVZCUlMRTRIQYd/LkSZ1GDECdhLZ58+bUiOFgOnTooFfWvHlzVKxYEb6+vtSIQWyKl5cXGjVqhNOnT6Ndu3aoWrUqwsPDAQBz586Fq6srGIbBzJkzzTIlK7F/ly9fNljerFkzasQgvCisR4ZYLLZiJMQR7d2rHkbi42Pa8X36AAEBwM2bNKQJoB4ZhRo/fjyWLFnCbWum7qJcA8SWtGzZUq/s+fPnCAkJ4SEaYkmnTp3Sy9y/Zs0azJ8/H56envRFn9ikN954A3PmzMGDBw/w4Ycf6u3/9ttv0aNHDzRq1IiH6IgtadGiBf73v/9h9+7dOuUtW7ak716EFwEBAUb3/f3331aMhDiikuawGDu2IQxNovPNN+qhJppFpdJd79ABaN++dDHbEmrIKMTixYsxevRoVKtWTadc82OhefPmOH36NE1tSHjl7u6Ojh074k+teZ4qVqwIALhw4QLlR3AgFStWxMOHDzF9+nTs2LGDK/f29tY5bsqUKZg7d661wyNOLj09HT/++CNyc3Px4sULJCYm4tatW7h165besRMnToS3tzdCQ0NRo0YNk2YJI86hbdu2eg0ZwOvvXvv27cM777xj5aiIsyqqp2PBGwjR0dGoVauWJUMiDiQpCejUCfjrL/Ncr6i87vPmATk5gKN02KaGjCJUrVoVLMvi6tWraNCggc6+c+fOQSQS0V0Cwpu1a9di9OjRRrtlf/TRR4iOjrZyVMSSqlSpgu3bt2PmzJmoU6cO5HK53jE//fQTNWQQq2JZFgMGDMDvv/8OQD2spGzZsnB3d0ft2rURHR2Ny5cvo1q1apTlnxi1bds2jB49utBjqP4QaxIKhThy5Ah27twJlUoFhUKBtLQ0HD582ODxt27dooYMYjJXV+D06aKPY1ngyRNg/Hhg377iPUefPkD9+uohLK1bO04jBkANGSYLDAw0ui8+Ph7BwcFWjIYQtREjRhgsnzp1Ktq0aYOmTZtaOSJiLaGhoTh69CjatWunty8uLg4MwyAmJgZVq1blITriLFiWxbp16/Tei5KTkyEWiylBNimSXC5H165ddXoVFqR5r6M8QMTalEolOnfuXORx7du3x/Hjx60QEXEmd+4ApW0Xu3YN8PJSN2Q8fgz89JO6XCwGZs8GfH1LHSZv6BPBDI4dO4aPPvqI7zCIE9mxYwf69+9vdP/cuXPx1VdfUbJPByKXyzF9+nQkJCRAKpVi3bp1AIAmTZrg4sWLBs9JSEighgxiEVeuXMFHH32EGzdu6JXXq1cPAgHlEiemyc3NLbQRAwDefvttvTIaOkmswdRe1ydOnADDMDh//jwiIyMtHBVxFnfvlv4a9+6pF0NEImD58tI/B1+oIcOAy5cvIyYmBoD6DSwrK8toFzIAmD17NjVkEIs6e/YsunTpgoyMDJOOX7lyJTVi2KmkpCTs3bsXI0eOBKDOxZOZmYlr164ZPN7Hxwf9+/dHQEAAfHx8cOfOHVSuXBlff/01TW1JLKZXr154/Pgxtz1lyhR89dVXVOdIkbZv3643jbRQKETdunVx9epVk6/j4eFh5sgI0VfcPHjDhw/H9evXLRQNcQQ5OcCmTYCHByAUvl4EgtfrDKNOzgmoZzZ58kQ9RWtx/PCDehgJw7xO+KlNIAAM5N+2K9SQUUBMTEyRmdNDQ0Nx7949HD58GBUqVEBoaKiVoiPOas+ePSY3Yhw9ehRvvfWWhSMi5sayrMG72FKpFP7+/qhSpQp+++03rrxnz57YtWtXoXPcE2Iply5d0snm/91336FmzZqoXr06KlWqhKCgIJqakOhRKBSYaSAbnVKphFgsRuvWrXG6wIDxESNGYM2aNdYKkRAd2dnZhe53c3ODm5sbXFxcULFiRewrbgID4nRCQoDkZMtd/8ULoJCMCA6FGjIKqFKlClatWoUNGzbgv//+09k3dOhQ9O/fn8b7EqtbsmQJli1bplMWERGBXr16Ydq0adSN2wHMmzdPZzsuLg6BgYE0JpzYJH9/f/z88894//33ubKCPRO9vb0hFovh7e0NNzc3uLq66i2GyiUSCQQCgUkLwzDcrAGadUPbpS27fv06cnNzTT5PIBCgQYMG1GtAy8CBA7F161adsl69esHPzw/du3dHjx49AIDyqhCbUtTQkqysLCtFQhzFlSvAkCHqxgaVClAqXy9a96v0VKnyuteGTJYNDw83rieHQAC4uAD+/uprK5XA3LnqJJ+OjL4hFyAQCNCtWzeMGjVKb9/atWv17hQQYmma2QAKunLlCg/REEu5pzWAsXbt2pRAmNi89957D++99x4AIC8vD48ePUJMTAyePn2KpKQkJCUlISYmBj4+PpDJZMjOzoZMJsPLly8hk8l0ymQyGXJzc3l+ReY1atQorFy5ku8wbIZmWnBte/fuRZs2bdC+fXseIiKkaMZmhSOkpCpUAI4cAeRyID5e3UBhikePtLfcijw+IQEocE/e4VBDhgEFP2znzJmDgQMH6s0VTYilbdiwAUOHDtUpy8rKgptb0W9gxL5s3ryZW4+OjsbTp08NfvEnxBZJJBKEhYUhLCxMp7w4d9dVKhVkMhnkcjlUKhVUKhXu37+PBw8e4OHDh8jIyEB2dja3ZGVlIScnh2sI0c6v4OnpCZVKBZZluUfNuva2JdGdWl29evXCnDlz9MqjoqKQkpICd3d3HqIipHBeXl6oUaMG7t+/r7evV69ePERE7Nn588Cbb5bs3E6dgE8+Ua/fuHEDdevWBfA694UmFwag7qHhDB3bqCFDS2pqKjp27KhTNmDAAEydOpWniIizS0xM5NYZhoFKk/mHOJzly5dj3Lhx3HalSpWQmZlJX+6J0xAIBFx937ZtGz4sJAuZi4sLXFxc4Orqyq1ra968ud5wD2PrphyXlJSEMmXKFHoNoVCoM+xl0KBBZvm7OIqaNWsaLN+2bRtCQkKsHA0hppHL5QYbMQB1jyJCTHXoENCtW8nPP31a3ZMDALy8XjpFQ0VRqCFDy8OHD3Hp0iWdMpFIBJZlqTcGsbpr165h2rRp3PaPP/7IYzTE0ry9vXW2P/30U+p5Q5zSmTNnuEYMkUiEffv2oX79+vDy8oKLiwskEonVP5Mpb0PpGZqRpFatWujQoYP1gyHERJSDjJgDy5asEcPTExCLAZkMWLLE/HHZO2rI0FLfQEaUzZs3Y926dZRwj1hdREQEt37hwgU0adKEv2CIxX388cfc+ldffYVvvvmGv2AI4ZF2Qsi8vDy6keAA4uPj0bx5c73ygQMHcj1dCLFFmZmZfIdAHMDq1SU77+hR4I03zBuLI6FmRi1z587V2Q4ODoZMJqNGDMIL7a7S/v7+PEZCrG3y5Ml8h0AIb6ZMmcKt//rrrzxGQsxFKBQaLO9Wmn7WhFgB/QYgpZWbC4weXbxzfv0VSE+nRoyiUEOGloKJv+Lj45GUlMRTNMTZyWQybl37bj1xfJ9osjkR4oSqaKVwpxwxjiEoKAhbtmzRK69bt67Fk64SUhrGGuEIMVVJJr7p0wdYulTdCEKMo4YMLRMnTtQro4zEhC83b97k1nv27OlwUxMS47Zs2WI0uRghzoTu2DuOy5cvGyyXy+VWjoQQQqzHzU2dI6N27eKdN3MmMGMGcOoUcOIEcOwYcP26ZWK0V9SQoeXu3bt6ZampqdYPhBDoJpiaMGECXFxc8Eh3EmniQB4+fKizHRoair///punaAjhV4sWLQDQMCtHYizXwMGDB60cCSGmUygUfIdAHERJ8hovXAi0a6c+9+23gfr1gXPnzB+bvaKGDC3ayRU1xo8fb/1ACAFQu3ZtbNq0SafM09OTp2iIpRlKaFivXj0eIiGEf5oZxLKzs3mOhJjL2rVr0bdvX73y9PR0HqIhxDQFp3Yu6Ntvv8XXX3+N+Ph4K0VE7FVJ88bWqPG6MWP6dKBpU/PGZc8og00hwsPDMXjwYL7DIE7q6dOnGDRoEAD1B+X06dMpe78Di4qK0tmmcePEmeXk5AAAFi9ezHMkpLRUKpXBPAPnzp3Dm2++yUNEhJiuqOlXZ86cCQDcTGOTJ0/GvHnzLB4XsT+nTpl+7OTJAFWjolGPjAI03VkB4NatW1i2bBl/wRCnduHCBW79xIkT1Ijh4GbNmsV3CITYBJVKxa2LxWIeIyHmoP1Zpm3btm1WjoQQy5s/fz7fIRAbdeWK6cfOnw8UGHFMDKAeGVpYlsXZs2d1yho0aMBTNMTZaedHKOqOALF/2jkyOnbsyGMkhPBLqZXiXSaTwdXVlcdoSGm9evXKYHmPHj2sHAkhxVdU78gvv/wSSqUSSqUS7u7uGDVqlJUiI/ZCpQKSk4EvvyzeedWqASkpgK+vZeJyBNSQkU+hUBi880PdHglfRowYgaVLlwIAThWnPxqxOwW/6H/99df8BEKIDRCJXn81ycnJoYYMO9e5c2ewLIvBgwfr5H0KCAjgMSpCTCMSibjGjLVr12LEiBHcvoEDB+K7777jKzRig54+BcaOBS5eBIRC9fLkSfGv4+8PDBoEeHmZP0ZHQrd58yUmJhosT0lJsXIkhKhVrVpVZ5sSojku3wLN7TTMhDgz7TugBf9vEPtV8E51XFwcT5EQYjqlUgmGYcAwjE4jBqCeKp0QbYcOAQcOAPHxwPPnJWvEAICXL4EePdQNIcQ4asjIV758eYOtqvTjkfBFLBZj+vTp3Pb+/ft5jIZY0+rVq/kOgRDe0FA6x1RwFqZy5crxFAkhpqPE26Q4evZ83Zixfz/w22/Anj1ArVrFv5aRe+xECw0tyXf06FFMmTJFpywlJYXuBhFede3aFbNnzwYAVK5cmd9giEVVqFABz58/BwBUqVIFV65cMTglNCGOTvuHg1KpNDjjBbE/BYfvNm7cmKdICDGd9tCSTZs26cxm2JTmwSRasrKA8uVLfr6nJ9CpE7BlC1DErL8kH932yNe6dWu9ssOHD/MQCSGvXbx4kVtPSEjgMRJiSatWreIaMTQCAwN5ioYQ2/Hy5Uu+QyBmoj0bDQDs2LGD7nYTm6dQKLihJdqNGADw7NkznqIitsjNDVi2DChpG21GBvDrr0CTJsDjxwC9PRaNGjLyubi44L333tMpGzBgAE/REKKWnJzMraelpelk8yeO49KlSzrbEydORJkyZXiKhhB+3bp1i1sPCgriMRJiTjNnztTZ7t+/P9zc3HiKhhDTFPa9Kz4+3oqREFvHMMC4cepEn716lfw6N28CVaoAb7xhvtgcFTVkQD3tIcMw2Llzp94++uFI+PTBBx9w68OGDcPatWt5jIZYyoYNG3SGkSxcuFAnuz8hzqRu3brcukwm4zESYk537tzRK8vJyYFCoeAhGkIIKT2WVffEYBjdZe/e0l+bZiwpGjVkAPD390fNmjUN7ktKSrJyNIS8NmPGDG596NCher2GiGM4e/Ysrl69qlP24Ycf8hMMITw7c+YMt75y5UoeIyHmZGi47o0bN3Sm2yXE1jAMw3cIxMYNGmSZ6/75p2Wu60ioIQOAl5cXateurVceHx+PsmXL8hARIWq//vorAEAoFGLdunWUfNZB3bhxQ2ebZVm4UKYn4qRatGiBoUOHAtBPEEnsV8HeNXXq1EGdOnV4ioYQ01BDBikMwwALFwJffFH6a504AVy6BFy/Dty+DaSllf6ajo4aMqDu2ri3QB+gHTt2UCMG4d2pU6cAqIc4NWvWjKYDdlD169fX2abu9MTZSSQSAEBsbCzPkRBLWb58Od8hEEJIqcXFAYsXF++cQYOAu3eBBw+Aly/VQ1TatQMaNQLq1gVq1qShJaaghgwArq6uej8cPvjgA2RnZ/MUESFqbdq04XIlXLhwQSf5J3EczZs319n+/fffeYqEENuwatUqAMCcOXN4joSYS4cOHXS2+/Xrx1MkhJiOcriQolSvrp56NTkZSEgAnj8HnjwBYmLUjRU3b+qfs2kTEBamPtffX308KT4amJjPxcUFDRs2xOXLl7kySvRJ+Hb16lUMyh985+bmhgoVKvAcEbGGt956i+8QCLEJNLTEcRw/flxnu3PnzjxFQojpNL3DDKGe20TDzU29GHLlStHnv3wJBAUBYjEgFKqHrJCiUY8MLUOGDNHZphkiCN+0c2KMGjWq0A9UYr/+/vtvnW0fHx9+AiGEEAtp06aNzvbWrVspoTqxeUKhECzL4uHDh3r7WrRowUNExB6wLDB0qLpBomHDoo9v1EjdECIWAwIBcO2a5WN0BNSQke/p06cYPXq0Thm9QRG+aQ95WrRoEY+REEvqVWDC8bi4OJ4iIYQQy9DkfNLo0aMHNdoSu1GlShWwLAuWZZGXlwcAOtOmE+f27BkQHg6ULatuvBAIgA0bSnat5s2BqlXNG5+jooaMfL/99pte2a1bt6wfCCFaQkND0aRJE26bhjs5poLT6gYFBfEUCSG2hWVZvkMgFnLgwAHqZUjs2vTp08EwjM5COa6c019/AdHRQGJi6a81dSrg6Vn66zgDasgAcPr0aYwbN06vPCAggIdoCHlt06ZNuHjxIrf9888/8xgNsZSCXVZFIkpfRJxXRkYGt05THxJC+JadnY3ExES8ePECCQkJhc6m9NNPP1kxMsK3pCSge3dgwADzXZPad01H35YBREdH65WdOXOGhpYQ3jUsMLDu4MGDGGDOd0tiEyIjI3Xu4rAsSz/giNPSzFjywQcf8BwJMafz588bLGcYBnFxcQgODrZyRIQUTalUwt3d3eA+V1dX/PLLL9y2i4uL3uw8xLElJwMHDxb/vGnTgBkzXufEICVDDRkAhg4dilGjRumUrVy5khoyCO9ycnJ0thcuXMhTJMRSVCoVpk2bxncYhNgMLy8vAOqZmohjaNmyJc6ePWtwX2RkJLy9va0cESGmKWx4W2BgILp3727FaIitqVULaNECMPL2ZtS77wJSqWVicibUBgQgNzdXr6xRo0Y8REKILs8Cg+T+/fdfniIhllJwSsIXL15Qbwzi1EaOHAkAWL9+Pc+REHMx1IiRkJAAlmVx/vx5arQiNkuT2NOQp0+fWjESYquK24jx6JF6lhJSetSQAfVdn/79++uUTZ8+nadoCHmtTp063LqXl5dO4k/iGNq3b6+z7efnx1MkhNgGuVzOdwjEjFJSUvTKIiIiKA8ZsQvSQm6bGxtyQpxLcfO77t5tmTicETVkALh27Rq2b9+uU/bs2TOeoiHEsLFjx6JSpUp8h0HM7L///tPZVqlUPEVCiG2QSCTo2rUrDTdwEL6+vliwYIFO2cmTJyEUCnmKiBDTCQQC9OjRw+C+rKwsK0dDbE1urjrZp6lq1QIGD7ZcPM6GGjIANGjQQK+M7hQQW3D58mVuPTIyksdIiKU0bdpUZ7uwbOiEOIsTJ04gLS2N7zCIGTAMg4kTJ+qUbd26ladoCCmevLw8HDhwgO8wiI2SSoHmzU0//tUrICHBcvE4G2rIgDojcVhYmE7ZrVu3eIqGEDWFQqGTqyU8PJzHaIi1/PHHH3yHQAjvNImOHzx4wHMkxBwKvq+NGzcOCoWCp2gIMV1hOTIIAYAvvjD92IQEIDwcoBGU5kENGQBu3ryJu3fv6pTVrVsXc+bMgVKp5Ckq4uwEAgEEWnMy7dy5k8doiLWcOXMGMpmM7zAI4Y32LAHUK8Mx+Pr66pV9+umnPERCSPG4uLjwHQKxcb16Ff+cWrWAunWBOnXUS3g4ULv26yU8HLh92/yxOhpqyABQv359zJo1S698+vTpePHiBQ8REaJuyNBuSJs6dSp9qXcCO3bswOnTp/kOgxDeaN8BrV27No+REHPZu3evXtlnn31m/UAIKabCpl8lBAASE4GTJ4GBA00/JyYGuHkTuHVLvURHqxsuNEt0NLB0qeVidhQivgOwFQUbLEaNGoX+/fsjODiYp4gI0UdT1DmHJ0+e8B0CIbyRSqWoWbMm7ty5g8jISFy7do3vkEgpGZpxKywsDN9++y3Gjx9Psz8QmyUSGf+p1KlTJytGQmxVUJB6+e03088ZNw5wcwNcXdWPbm6AiwsgkQBKpbq8JD09nA31yMg3sEAz2qpVq9C8eXMcP36cp4gIUdOeUWf48OE8RkIs5YcfftDZHjlyJK5evcpPMITYgDt37gAArl+/znMkxBwiIiIMln/11Vfw8PDAL7/8Yt2ACDFRYTOJFRyWTpxb796mH7t8OfDdd8BXXwETJgCjRqlnMxkwAPjoI6BvX4DeFotGDRn5CjZkaLRo0cLKkRDy2t9//42ffvqJ2/7444/5C4ZYzOjRo3W2/fz8UKdOHZ6iIcR2UB4Fx1C9enU8fPjQ4L7Q0FC0bNnSyhERYhrtXGUFpaenWzESYqt++AFgGKB1a/Net2tX817PEVFDRj5DX5YiIiIgFot5iIYQICUlBc2bN8exY8cAqHMntDb3uySxCQzD6GzPmzePxuUSp/bWW28BAL7//nueIyHmUrVqVW69X79+yM3NBcuyuHv3LsqVK8djZIQYV9isJS9fvrRiJMRWtWpl/mt++ql6uAkpHDVk5Bs5ciT27dunU3b16lUkJSXxFBFxdn5+fjrbz5494ykSYm3Dhw/H/Pnz+Q6DEN6kpqbyHQIxI3mBuQbHjBkDiUTCUzSEmE4qlcLV1dXgvsDAQCtHQ2xR/foAyxa+FLdz4fffA8+fWyZeR0LJPvMplUqsX79ep2z+/PkoW7YsTxERZ/fnn3/qbPfo0YOnSIilGRqD+0VxJiYnxMGsW7cO9evX5zsMYiYpKSk62y1btqReZ8QuKJVKo1Oi081OopGbq17kciAvT71o1i9eVDdMmOqNN4B9+4AyZSwXr6Oghgyok00Zmn512LBhPERDiFqDBg10tkNCQniKhFhbQkKC0TtAhDiDihUrcuu5ubmQSqU8RkNKq7CZHwixZYUl+yQkLg4oX9481xo5EhAKgW+/BQp0yiZG0CcLgLp16xos9/X1tXIkhLym/eHZtm1bmp7OgRVMJvbWW2/RlJPEqWn/8KUfwfavYEJjAGBZVi8/ECG2RiwWo1q1aoiJidHbN3ToUB4iIraktF/NDx5UT7varp06YSgpHsqRAaBPnz5gWRbBwcFcWZcuXaBUKnmMiji7oKAgvPnmmwCAU6dOIScnh+eIiLUYm0WJEGchFAoBqBNEataJ/QoLC+M7BEJKhGEYPHjwACzLYuPGjTr7aHpo4u1ddH6MlSuNn9+tG9C/P5CWZr2YHQk1ZGjZu3cvt3748OFCMxUTYg3a4y8vXLjAYyTE0rSnel67di2PkRDCv2XLlgGA0Sk7iX1pVSCtf7du3ag3BrE7BW8oFUxiS4gho0YB06YZ35+YCGRmWi8eR0L9NbW0bdtWZzsvL4/GqRPeHD16FPfv3+e2C34RJI4lLi6OW+/SpQuPkRDCv4I5goh9ysjIwOjRo3Hnzh2d8oMHD2LWrFmYMWMGT5ERZ7Fjxw4sWbLEYMOZJuFsRkYGPDw8uHKGYfSS0bIsi6ysLJ2yrl27WiBi4ojatQPmzDG+XzsN3sWLQOPGlo/JEVBDhpZhw4bhhx9+4LaPHz+O3r178xgRcWaffPIJt16+fHncv38fNWrU4DEiYknad54vX77MYySE8Cs5ORmdO3cGoD8NNbEvJ06cwNatWw3uS05OtnI0xBn179/fYteOjY212LWJY3njDdOPnTQJOHnScrE4EmrIyJeeno79+/frlHXv3p2naAgBDh06hNq1awNQf1iGhoZi//79NA2rA0pNTdXZ/uuvv5CamgofHx9e4iGET4GBgdw6/di1b++88w6WLl2Kzz//XG/fggULeIiIOJuUlBTExMToJFDX9LhQqVRQKBS4dOkSwsPDoVAo9JaUlBSMGTPG4LU3bdqklzeDOLd9+4BevYp3Tmjo6/XKlYGdO80akkMrsiGDYRgXAH8BkOYfv5tl2ZkMw0QAWAPABYACwCiWZS/knzMFwBAASgCfsix7NL+8EYDNAFwBHAYwjrWRicQVCgWePn2qUyYWi3mKxvk4Sz0rjlq1aiEuLg7lypXjyqpUqcJjRPbPVuvZihUrdLbHjx8PLy+vklyK2AhbrWv2YO7cuZg6dSoAUB6FIthDPWvSpInBcppS137YQz0zxtfXF42L6KevUCjQpk0bbvvVq1fo27cvHjx4gMTEREuFRgqw53qm8fx58Y6fNEk95apK9XrJzARo4kwTsSxb6AKAAeCRvy4G8C+ASADHAHTOL+8CICp/vTaAa1BXwioAYgAI8/ddAPBG/jWPaM4vbAkNDWUt7e7du2zHjh1ZADrLxYsX9Y49deqUxeMpDr7iAXCJLeLfrjgL3/WsUaNGVvirvWbqv1tiYiJXHzt37mzZoKzI1NfvaPXM0PtZXl6ezvtOdHR0cf+cvLC198LSMHc9Y3mua9Z+PytMSeuJ5v9Denq6eQMqIXPVd0d7TzO1rhX8frVjxw6jxzrSe4upzP2anbWelVTBv/+BAwf06qyxxZZZ+v+Ss9Szwv6OmZksu2QJy44cybKtWrFFzF9i2mJKdbe190lLxlNYPSuyR0b+BTS5VMX5i+Y/sOaWoTcATaa6ngB2siybC+ARwzAPADRlGOYxAC+WZc8DAMMwWwC8k1+5eDVmzBj8+eefOmXlypUrsgWXmI8z1LOS2L59O7deu3ZtqFQqCAQ02VBJ2WI9e/bsmc527dq1ceLECbRr1664lyI2xBbrmr3QHmp14cIFtG/fnr9gbJw91DOZTKZX1rp169JelliRPdQzc+revTvi4uIgk8mQnp5uNPlw3bp1rRyZY7PHerZlCzB+fPHPmzwZKNjxVihULwMHmic2Z2BSjgyGYYQA/gNQHcBKlmX/ZRjmMwBHGYZZBPU0rm/mH14ewD9apz/PL5PnrxcsN/R8wwEMB9RjZaOiokx8OSUzduxYNGzYEPPnz+fKPv30U4PPm5mZafF4isPW4ikNPutZmTJlrPp3NPXfTftDcvHixTh//jzmFJb22E7wWW9t8f1swoQJWLRoEbe9d+9em2+wcqT3HkuxZl3j8/2sMCWpJ5pEn/369YNAILCJ12LL9d0ePjuHDx+uM630mDFjMHLkSEgkEr1jbflvbSn28JrtoZ6VVGF/f0MNcRo3btyw6X83e6hXBdliPSvs7xgaCsyYEYj0dDEEAkAsVkEkUre9qFQMdu0KwcOHHnrnXbyYiOnTb8PQ6MnoaPVSGFv7t+UtHmNdNQwtAHwAnAJQB8D3AHrnl/cFcDx/fSWAAVrnbADQG0ATzTH55S0B/F7Uc1pjaIkGtLqKubm5GTzGmbryFAYW6IrNsvzVM1sdWsKyLFumTBmuXs6YMcNyQVkRX0NLtBdbej9bunSpzvtPbm6uiX9J/tjae2FpWLKesTzUNXsfWqL5f3D58mXzB1RCtjq0RHuxxc/OP/74o9Bu+e3bt9c7x5HeW0xl60NLtBdbrGelVdjf/9WrVzS0xAhnqWcl/TveuMGy27axRoeQKBQlumypYrIUvoaWFOuWH8uyqQCiAHQC8BGAvfm7fgXQNH/9OQCt2XBRAeouQM/z1wuW2ySasYQ/zlTPTKGdaKpOnTo8RuJYbKWe5ebm6mT0/+effwzepST2y1bqmq2LjY2Fi4sLt609ywApmi3Ws6KmpxwxYkRpn4JYmS3WM0vSfk8i1mPP9Wz+fIBhgLp1gQEDDB/DsuphJKR0TJm1JBCAnGXZVIZhXAF0ADAf6grRGupK1g7A/fxTDgDYwTDMEgDlANQAcIFlWSXDMBkMw0RCnbxlIIAfzPx6SiwnJ0dnOyIiAqtXr4ZEIoFAIOCWO3fuID4+XqdMszAMY7Dc2FLweKFQCJFIBLFYDLFYbHDd1dWVp7+QZTlLPSuJNWvWYOTIkQDUXa0XLlwIV1dXuLq6QiQSQSgUcvXH2HpR+4tzbEn3A+ofJiqVCteuXUNmZiY3fOKNN96ArxVSNNtiPVMqlTrbkZGRGD58OPd/v+AikUh0tn/55RfIZDIsWrQI3t7ecHFxgaurK1xcXLh1mvnB+myprmVlZWHdunXcZ01+fHqPmsXQ/k2bNuH8+fM61/3yyy8REBDAHaO+caL7GBMTgwsXLnDbBY9JSUnRGValzd7zVF2+fNno2HpzsaV6ZsjgwYMxePBgbNu2DR9++KHOvtq1a2Pu3LlYvHgxxGIx95mRmpoKf39/ne9IRa0X51hD37+Ks23qsYD6M0+pVEKhUADQ/T+gvf3w4UP8+++/Bv+PaD8KhUJ06dIF9evXL+0/TbHYej3jU8HP18mTJ+PevXtQKpWYPn260Vl7iD5HqWdbtxa+v2VL4KuvAJFI3Zhh7FEsBqRS9SIWqxtHNMuNG36QydTrAoHuPs1iznKWBRQK9eLuDtSsaZ2/ZVFMyZERDOCn/DFLAgC7WJY9yDBMKoDlDMOIAOQgf3wRy7K3GIbZBSAa6ilyRrMsq/mm/gleT4VzBDaU3Cc9PV1ne8qUKTxFUrhp06Zh9uzZfIdhCU5Rz0pixIgR8Pf3R58+fdCgQQMEBgZCJpMhLS0NCoWC+6KkVCqLXFepVEhOTub7Jenx9/e3Vlw2V8/c3Nzw22+/4Z133gEABAQEYP/+/ZDL5TpLwQaPgpo3b16SpwcAbN68GR999FGJzycG2UxdGzduHDZs2FD6V1TAvHnzzH5NRxIdHW3xhgzYUD0rzIABA9CoUSO0b98e8fHxeP/99yGXy5Gbm4u8vDzk5eVBpVJBoVBALpcjOzsbKpUKLMtyDeBFrbMsi5ycHL0Eyo5m6tSpOo0hVmIX9cwSxGJxsY7Xzrd34MABvf3dunXDgQMH6AaDYQ5Rz44fB4KDje8/fx44c6a0z1KvtBcolXPngDffLPo4SzNl1pLrAPQ+iVmWPQugkZFz5gDQy0jIsuwlqMc62ZygoCCuJVwul0MmkyE7OxtyuVznA/P8+fNo0qQJt21o0T7elGXUqFEmf/D27dvXwn8JfjhLPSup//3vf2b74jJ48GBs2rSp2OcJBAL4+/vDz88PUqnUYA8kU8tSUlLg7+/PdR2fMWOGWV5bUWy1nvXs2bPIf1/tL/nay2+//YbExEQ0btwYOTk5yMnJwSeffIKsrCyTn//GjRulfQmkAFuqawsXLoS3tzfy8vKM3vEt6k5wZmYmnj9/ztW7K1euGHyuM2fOoH79+tyX9DNnzqBVq1Z6PT8068YeizrG2qKiotCmTRtenrswtlTPilKrVi3ExRXdu7s0f+u///67VI26pmrZsiX8/f25HodFLQV7Q2nXY4Zh8OzZM1SsWNHofs22UqlEjx49LP76CrKnemZuQqHQ4OdzVlYWkpOTIRKJIJfLkZeXh7CwsCKvd/DgQZ1k3jNmzMD06dNpSCkcp56VLavuwVAUlUrdw0GpNPwolwO5uepFLtfNsHHp0n9o2LARWFZ9HWOZOIztK6xcqQQWLQL+/dd47I0M/mtYn0mzljgThmEgkUggkUjg7e2tt//Zs2cmvVEVR8uWLbF69WpkZ2fj9u3b2L17t8HjVCoVteCSUluzZg369OmDr7/+GizLomvXrsjOzoZMJoNMJkNUVBQePHigd55KpUJSUhKSkpK4sqpVq+Lhw4dwc3NDz549sWnTJkil0iJjsNUfBbZMIBBw703aRo0apbP96NEjo40YS5YsQaNGjfD8+XPUq1cP4eHh9J7iBHx9fbF48WKzXlOlUmHKlClYsGCBTnnLli3Rv39/bNu2DQDg6uoKd3d3sz43Ica8+eab+O+//xAbGwuFQgGFQgGlUsk1BrAsy/VU1OzXHGNs21Av2DNnzmDdunUYOHAgxGJxqd9H6TPR/ri7u8Pd3R179uzB//73vxJfZ9asWcjMzMSSJUvMGB2xBwIBUNL2q+zsDERGmjeemBigenXj+0eMAFavhsGZVvhCDRk2ICkpCZGRkWjbtq3RY/744w/6wUHMQiKRoHPnztwUh8ZkZ2fj+fPnSElJQUpKCh4+fIixY8fqHPPw4UPu2J9//hk///wzGjdujIsXL1osfmJcdnY2qlatqlfeu3dvLF68GJUqVeIhKuKIBAIB5s+fj/nz54NlWezbtw+9e/cGAGzfvh3bt29HZmYmz1ESZ9SwYUM0bNjQbNczNpx32LBhGDZsGLd98eJFNGjQgMsJRZxD06ZNERQUhBcvXpT4GpMmTTJjRISUTLlygI8PkJqqv2/2bGDaNGtHVDRqyODZ8+fPUaNGDaP7u3btCoVCgU6dOnFlX3zxBSZPngyJRMJ1FaZGDmJubm5uCA0N5bafPXum15BhyMCBAy0ZFjEiMzMTnp6eeuVhYWFYuXIlypQpw0NUxNH99ddfaN26tcF9165ds3I0hJjf3bt3cfLkScTGxhaao6xJkyYQCARwc3ODi4sLpFIppFIpl6BZJBLpLWKxGAKBAH/88QcA4NNPP4VUKtVJ7KxJ3Ky9CAQCLm9Sx44d4eXlZZW/BdEXEhKiM7scAGRkZGDo0KHYtWuXSdd47733IJVK9RLYatb3799f6Pmurq7Iysqi3wKkVFxdgVev1MNLCrbHTp8O7N8P5OfuthnUkMGzcuXK4bvvvsPBgwdx7tw5vf2HDh3SK1u8eLFeN+Eff/wRw4cPt1icxDmxLIulS5fiyJEjuHXrFtd4ZsyDBw9QrVo1K0bofFiWRUZGBtavX49bt25h48aNRo+dMGECFi5caMXoiCOTyWTYs2cPpkyZAplMhpcvXxo99t69e6hRowaioqKsFyAhFhAaGso16s+aNQsAoFAokJWVhezsbDx58gSnT5+Gm5sbXrx4gczMTOTm5uosBYeuaJacnBzk5uZyz/X9998XO74333zT4PdHwh9PT08sWbIE0dHRiI+P52blMTQdccuWLSGXy5GTk6OTuFbzaEp+NJlMxuXdiIyM1JthipDiEAiAL78ECubzjosD5swBPv4YKF+el9D0UEMGz5KSklCxYsUi51ovjJubm9E7YoSUhKGp8ozp3r07FAoF2rRpY3BYAzGf1atX6+XE0NasWTPIZDIsWbIEb7zxBtzc3KwYHXFUhfW68PDwwPvvvw+VSsXNjJKcnAx/f39rhkiIVYlEInh7e8Pb2xvBwcGINDBYXaVSoVOnTvjzzz8NXqN8+fLcjC0SiYTL3WFMWFgY7t69C0D9uSsUCqFSqTB37lzzvChiVuXLlzeYSFulUuHu3btQqVRYt24dli9fbtbnrVWrllmvR5zTnDlAmzaAZkCAQADExqp7ZkyfDshkgIsLryECoIYMq/jxxx8xcuTIYp9Xr149rFmzBgKBAC9fvkSNGjX0hqFQgihiCXPm6CWANur3338HABw5cgSTJ0/mys+cOYMWLVqYPTZno1QqERkZiUuXLhnc/7///Q8zZsxA3bp1qVspsYiMjAyj+zIzM7Fu3TrIZDKsX7/eilERYttUKpXRRgwARd7A6ty5MzIzMyEWi7FkyRLUr1/f3CESK7t69Wqpp2RetmwZfv31V2RnZ3MzqjRu3BiTJ09GlSpVzBQpsRddugBHrDCxbP4kg5yPPwZ27rT88xaFGjIsLDc3t0SNGIB6qtU33njDzBERUrTo6Gi8evUKycnJJZ6lhxL9mUdMTIzBRoxz584hLCwMfn5+1IBBLKpr167Izc3FypUrMX78eIPHUIJDQnSJRCKwLAuFQoGff/4Zw4YN0xlGUpQj+b9OfHx8qBHDQZR2qvP4+HiULVsW48aNM1NExN5ZoxHDkF9+sY2GDEHRh5DSEIlE6NevX4nOnT59Oo0vJrxgGAZ+fn4IDQ3Vm17RFL1790aHDh0sEJnzKVeunMFykUgEf39/asQgVrF8+XKDjRgikQjjxo3DjBkzMHPmTEyZMgXfffcd9uzZg+TkZB4iJcS2iEQifPjhh1wOhBs3bhRr6FWqoSkEiF1ITU1FcnIykpKSEBcXV+qkrFOnTjVTZMRR/PADP89btiw/z1sQ9ciwMKFQiJ07d2Lnzp3IzMzEkCFDCs1i3LRpU4SFhUEqlaJOnTpo1aqVFaMlRN+ECRPw/vvvo127drh//75J56xduxYiEb29mIOHh4fB8gULFuCnn36Cu7u7lSMiziQ2NharV6/G9evXDe5XKBRFjvE+ePAgunbtaonwCLErKpUK33zzTaGJcguiGUns0+bNmzFo0CCzXvODDz7A9evXIRQKIRQKIRAIDD5q1jMyMpCWlmZwnyY5KLFvY8aoF2OysoDdu9XrmryxBfPHbt0KnDpVvOf97bfiHW8p9EvDigYMGFDkFEoXLlzABa25bT777DNUrFgRT548sXR4hAAA9u3bh169epXqGvfu3TOY/IyYz549e+Dj40N5CYhF9ezZE//991+prhEfH2+maAixb2+99RZOnDhh0rE0+4R969ixI2rXro2EhAQA0Ok9yTAM0tPTC50Fztg1LaVXr16YPHkymjZtarHnINY3YIBlGh327gWaNTP/dYuLGjKs6IcffiiyIcOQ3r17WyAaQgwzx/SpL168MEMkBIDRJJ8AuAz2hFjKwYMH8eOPP+Lrr782uD8wMBAXLlyAWCyGu7s73N3dIRaLuf2UkJo4u5iYGJw7dw4XL1402sPOkH/++afIoYNjx44t0ZStxPLKly+PW7duFXpMTEwMEhISIBKJoFKpoFQquUftde3H+fPn459//jF7vHv37sXevXsRHh4OkUgEkUgEgUCA0aNHo3v37vDw8IBEIjH78xLL+v57QLtTV8G3FM22dvmmTUVf9+rVUodmFtSQYUUhISHw8PAwKQlicHAwLl26ZHR8PCGWcPToUXTSzLVUCnK53AzREEA9lVrv3r3x119/ISkpSWff2bNncfHiRTRp0oSn6IijK1u2rNFGDHd3d/zzzz+oXLmyVWMixF5UqVIFjx8/ttj1AwICLHZtYnnVqlUr9s2jV69eWaQhQ6Ng48vHH3/MrbMFxyQQmxcSAvz0U/HO+eUXIDu78GOOHSt5TOZEDRkWIpPJ8Pfff0Mul0Mul0OhUEChUGDNmjXIzs5GdnY2PvvsM6Pnx8XFWS9YQvJ17tzZ6D6RSISoqCiUL1+efrhYkbu7O3bt2oXDhw8jIyMDH3zwgc7+xo0b8xQZcRbr16/H0KFDdcokEgnKly/PfQl/44030LhxY4jFYp3l2bNnOHnyJBYtWoSIiAgsXLgQbm5uEAqFCA0NhYstTERPiIWUtBGDfjASDZZlwbIs1yOjX79+6NOnj04vDblcjnbt2uH27dsWicHHxweff/65Ra5NTKdQACdPAnI5cPu2L/LydPNeqFTqx4KLSqW/KJXGyxcsUK9HRamHkNgyasgws5iYGGzZsgXffvttic5v06ZNoclACbGkb7/9FjNmzDC4T6FQYN68eYiKitLpVeTq6gqhUIjIyEjs2bOHEpOZ2fHjx42Oi6Uvu8QahgwZgiFDhkCpVGLt2rX47rvv0LZtW6SlpeHevXsAgPPnz+P27duFzrBw/vx5tGjRwkpR8+evv/5Cy5Yt+Q6D8EyhUJT4XENDStq2bYvff/+dEjw7qHv37pV4untzmTx5MubNm8drDMS4sDDg4UPNFj9TMru4APXqAVu28PL0eqghw0yUSiW++uorzJ0716Tjr127hrCwMEgkEpo+kdiM6dOnIzw8HP/88w9q166No0eP4ueff+b2Hzx4UO8cmUwGQP2D29vbGwAwf/58TJo0yTpBO6ibN2+ibt26euXXrl1D5cqV4enpyUNUxJkJhUJ88skn+OSTTwCo3w+08z7RNJFqmvdE4nhYloVcLkdeXp7RR+31TZs2ITo6GkqlErGxsfjll19K/NynTp1CSkoKNWTYiejoaISHh/MdBtavXw+hUAhfX1906dIFIpGIfnfYqdeNGOa1e7c6cadAoF6EQvUjw6h7f/j5AVqpr2wKNWSYybZt2ww2Ymzfvh3e3t5gWRYqlQpBQUE0mwOxOY8fP8a2bdvw9OlTyOVybN68uVTXCw4ONk9gTqxMmTLw9PRERkaGTnn9+upW+GXLlmHcuHF8hEYIcnJy0L17d6P7mzZtigsXLuCtt95Cjx49IBKJ9KYM1J4GUCgUgmEYbpthGDRo0ADly5e34qsyjpKWOpfs7GwMHTqUazyoW7duqWfvKamtW7eif//+9OPTzty5c8fs1wwNDYVMJsOqVavQrVu3Io+n9y3H4usLvHqlWzZihLqhoWZNdVJP7bcJ7USemvUmTYAyZawTrzVQQ0YJ7N27F3fv3tXJffHdd9/pHNOoUaNCZxsgxFYYu/MPADVq1MDEiRPh7u4OHx8feHt76yweHh40F7mFBAYGIj09HUqlEseOHUNOTg5iY2MxduxYAOqpmT/77DMaXkKsTqlUYvr06Ub3P378GJUqVQJAX6QJv549e4YNGzbAx8cHrq6uUKlUUKlUUCgUyM3Nxc8//4yrBdLvV6hQAc+fP9cpM9SI0bt3b7Rr1w5isRgSiYR71F439fHvv/9Ghw4d6PPUgfTq1Uvv83n37t3o06dPia63b98+vPPOO2aIjNiaf/8FNmxQD9tQKo3ntejWDdi5U91LQuPHH1+vh4erZxMROdGveyd6qaX38uVL9O3bV2/mAEOmTJlihYgIKZ7Dhw9j3bp1cHFxQbVq1SCRSLBgwQK94+rVq4cTJ05QRnQbIBQKdZKwuru7Y/Dgwdx2u3bt0Lp1a3z55ZeQSqV8hEicwObNmzFo0KBCj1GpVHTXmNiE5ORk9O/fH8dKkFq/Y8eOkEqlUKlUSEtLw61bt+Dq6orc3FwMHDgQ48ePN3s9l0gk1IjhBDp37oz+/fvj/v37ePbsGeLj400+991330W5cuUwYcIEqFQqbhjT0KFDbabnGikZc3XUv3VLPQTEme5vUUNGMRT1o27ixIkGfxQSYiu6du1q0nF//vknNWLYqI8//hirVq3ienydOnUKp06d0pkic/To0VixYgVPERJH5O/vX+j+8ePHY/Xq1fDw8MDff/+NiRMnomzZstRjiFjF9evXuWF3JRUREYFff/0VLMvC398ffn5+ZoqOEDWGYbB9+/YSnx8XF4fx48frlG3duhW3bt3ihuVphuYR+/H4MTBjBrB1q3mu9+gRUKWKea5l66ghoxiaNGmCixcvGtwXGxuLcuXKWTkiQor26NEjVK1atVjnlClTBs+ePUOFChUsFBUpKYZhuPchhUKB9evX4+rVq/hRq3/hypUrsXLlSvTr1w/bt2+HUCjkK1ziILp37841SmRmZuLx48c4c+YMxo0bB09PT6xatQo5OTnc8dr1EQDGjRuHIUOGwNPTEx4eHvDw8IBUKqUv3KREUlNT4evra9ZrXr16FTVq1OC209PTKakyKTGWZXH69GlkZ2cDUH929+rVy+zPExMTY3Aaaxrebh/i4oB27cybyPPPP4Hhw813PVtGDRkmiImJwZ49e4w2YoSEhFAWaWKTWJYtsvU/JCSEm6ecZVmIRCK8++67KFu2rJWiJMU1bdo0neTCEonE4LjuX375BZs3b6aGDGJWHh4eqFOnDurUqcPNYKJSqZCYmIgHDx5g5syZ6NmzJ44dO4bDhw8DAJYvX47ly5cXet1Ro0Zh5cqVFo+f2AelUolBgwZhawlvU4aEhIBhGG4BoLeuTdNQJxAI8P7779P3OlKkq1evokGDBlZ7PmN1tqAmTZqgWrVqevlfiO05d848jRhffAF06QK8+aY614azoIaMIkRERODatWtG9x84cAD+/v6IiYkBwzDw9fVF5cqVrRcgIUbMmjULX331VaHHnDhxAuXKlYNEIoFUKoVUKoVEIoGbmxtEzpQtyE6cOXMGrVq10ivPy8vTa8Ro3rw5jh8/bvBODSEl9erVK2RnZyM3Nxe5ublYv349MjIyUKtWLWRlZSErKwt16tTBjRs34OXlVaxrnzlzxkJRE3vw/PlzhISEmO16mmknNbPiFPXIMAyUSiWXxP3atWuIiIigXkPEqJI2YkgkEuTl5aFBgwY4d+4cXF1dzRwZsRfe3sU/p3FjIDMzHf7+XkhKAu7dAxYvVi8AULYs8PXXQJ8+6hlNHBn9UilCYY0YANCjRw+9MsosTPimUqlw4MCBIo9r37690X00tt32FJWnAKB/N2IZLMuiYcOGRd7hE4vFcHd3h5ubm94d7VGjRqFChQrw8PCAi4sL13gqlUpRq1YthIWFWfAVEFuXkpJi1uu9/fbbpb6GUCjE8OHDIZfLuZnqlEolN/uJUqnEnDlzUKtWLTNETOzN999/j08//bTY5+Xl5QEArly5Ajc3N519ZcqU4eoYy7Jc0llDfH19UaNGDYhEIp0FUPfeSElJ4b43FOyJZOojALz33nt47733iv06SdEaNgTq1weK+LmpQz1qyPiNgoQEYORIYO1agKdZo62GGjKKoHkTycnJQU5ODk6cOIEGDRogMjISL1++NHjOu+++Sz8mCK8EAgEuXrwIlUqFjIwMvHr1Cqmpqdxd1NzcXOzZs0dvHLvm3Dlz5vAQNSlK7dq14e/vr/PeU6ZMGcyaNQtCoRAtW7bkMTriyL744gudRowPPvgA3bp1w9OnT1GtWjV06NAB7u7uEIvFOufR9KvEVPXq1QPLsnp1RjNdqnZjgma9YJmmcaGox6ioKCxcuLDImJRKJVavXl3oMfHx8Th//nxpXz6xQ2PHjuWmRDeEZVnI5XJuhpHMzEx8/fXXuHbtGi5fvmzwnMTERJOf/9WrV7hw4UKx4y6u/fv3o2/fvjSzjgUEBKinTGVZoFEj4MoV81378mV1EtFvvwUctWMZNWSYQCAQwM3NDW5ubggMDET16tWRnJyM58+f48aNG+jSpQvfIRJikEAggLe3N7wN9F1766239Mru37+P6tWrWyM0UkJnzpxB7dq1ue3ExES89dZbqFSpEo9REUc3cOBALF26lNvesWMHEhIScOLECR6jIs5AIBBAIpFAIpGU6PyYmJhifa5NmjQJXl5ekEgkEIvFEIlEEIvF3LpIJOJmhxAKhejYsWOJ4iKOj2EYnbqrUqlw48YNo40YRfHy8oJIJMIXX3yBpk2b6uWA0QyN0rh27RrXQAhA51H7hquh/dqP9erVo0YMC2MYdcMDAPz4o7pHhTnMng1Mm+a4eTOoIaMUgoOD9cZz7tixA3369OEpIkJMN2HCBCxatEinrEaNGnjw4AGqVavGU1SkKIbmizd39n5CCoqIiMDp06fRunVrriw7OxvZ2dl6XaMJsSXt2rUz6bjNmzcjJCREp4v+y5cvkZeXh65du1LeKFJqFy5cKNFsIt9++y2Xj0PTCJGdna3TIKGdtF3TmzwrKwvp6elgWRa+vr546623KOeLDWJZYP16YMUK4Pp18147I8NxGzEAasgoEZlMhsjISFw3UNs8PT3pw47YhYULF2LixIkoU6aMTnnBO1cSiQRpaWmUNJJnLMuiZs2auHfvnk75yJEji51UkZCSaNSokc72P//8o5MH4/z584iMjLR2WIQU6uzZs9i6dSvWrVuHx48fGz3u448/LvQ648aNA8MwYFkWgYGBmDhxYol7iRDn5FfCzItFJW431Q8//KCT60IikdD3B57l5ADmzPX6+DHgTB106Rd3MRm7+/Tmm28iPDwcHTp04CEqQkwXFxeH58+f4+XLl/j666+LPD4vLw8LFiww2wcpKZl79+7pNWIAwO+//17kGG5CzMFYwjkAcHd3p+FNxOasWbOGmyK4tApOHxwQEIARI0aY5drEOZiSsNuSDOX0OHLkCDp16sRTRKSEo4x0NG0KzJwJiETA3btAmTKO3QtDGzVkmCghIQHBwcFG9//000+UW4DYtLt376JmzZoG9zVs2BA+Pj5QKpUQi8UQCoUQiUQQCoWoXLkyvvjiCytHSwoKCwvD7NmzMX36dJ3y2NhYniIizqbg3ez33nsPffr0QcOGDWnacWJzWJbFt99+W+gxbdq0QaNGjbg8BlKplMuBoZ17QPOo6cbv4+ODjz76yLIvgDicGjVqgGVZbNq0CYMHDy7RNdzd3eHh4aE3rMQQuVyu10tc+9iwsDA0bdq0RHEQ82jYUJ3wMzkZ6N5d3UPjzz+Ld40LF4CuXV9vDxumnrHEGVBDholyc3ON7hswYAAePHiAlJQU+Pn5wd/fH97e3pQYh9iU4cOHGyyvX78+Tp48CS8vLxo7aeN++OEHg+VHjx41y1SDhBSmcePGCAsLw927dwEAmZmZ6NWrF89REWLY77//jvj4+EKPycnJwf379/H8+XMkJyfjt99+Q/Xq1blEn/Q9jljC33//XeJzs7KykJWVVaJzr1+/jrp165b4uYn5ubgASUmG902eDCxYUPxrZmYCv/0GiMVA3bpAxYqlCtGmUUOGiSpVqgSWZfHzzz/jgw8+0Nm3bds2bNu2zeB5NA0rsRVbtmwxeNf02rVr8PHx0SkrX748zp07R13Fbczdu3exb98+DBo0SKf8/v371JBBLE4ikeDtt9/mGjIOHjzINX7WqFEDw4cPx/jx4+nHH7EJXbt2xZw5cxAdHc0lP8zMzETZsmWxfv16AOo8L9oaNmxo8FpeXl6FDq0ipCgqlQqrV6/G06dPIZPJeIlBLpfz8rykZDp2LFlDxs8/qxcNpRJw1I9lasgw4MiRIxgyZAg++eQTSKVSnbnKHz58iM8//xxyuRwymQwvXrxAYmIit+Tk5PAdPiEGaRrjNDIyMvD48WNcuHAB48aN02nhj42NNdjo8f333xc6Zzoxn9TUVGRmZiIjIwPp6el49uwZVq5ciaioKL1je/bsaf0AidM5fvw4vv/+e4P77t+/j4kTJyIuLg7BwcHc1JQxMTG4efMmt62ZttKUbU33/oLbxek5Zq5eZlevXoVSqTR6TZZloVAooFAoIJfLIRQK0aVLFwiFQrM8PzHuxo0bOHToEAICArh/A80iEAgQFhamV/7pp58arcuGpKenG/x3P3DgALp3727Ol0PshEwmQ1JSEjd7U3Z2Nvbt24clS5ZY5PlOnz6NFi1aFKuhOCoqCm3atLFIPKR0ZDLg2DFgzRqgQgV1Q4Oh4SDVqwNt26pnNtEsGzcW77lWrwZGjzZP3LaGGjIAnDlzBpMnT0a5cuWwZ88errxgckPNlyypVMrNKa69VK1aFdHR0dzxc+fOtdprIKSg27dvo3v37sjKykLHjh2hUCiQlpaG1NRUpKamcuvF6aIYGBhowYidW3Z2Nr799ls8evQIu3fvhkqlMvnc1NRUvamgCTE3U2ZoWLp0qRUisQ8zZ840KaEyeS0zMxNjx47FzZs3De6vWrUqAPWPyOzsbGRlZUGhUJh0be1pVc01u1y5cuXMch1iX1QqFcqWLYv09PRSXWfo0KFYsmQJPDw8aGivnUpLA3x8gDZtgNBQdcJNQN0LQqEA5HL1o2b98GGgkGwFeh48UA8VYZjXS3ElJhb/HHtBDRkAWrVqZbD88ePHCAgIgFgs5pI/UesmsVW//vor+vbta3Df1q1bUb16dfj4+MDb2xvBwcHcemBgICpWrIhq1arB1dUVrq6ucHFx4dbd3NzoA9YKduzYgfnz5+uVd+/eHSNGjICnpyfc3NwQHh4OFxcX+jchVteqVSuDwyVVKhWUSiVUKhW3aLb/+usvvPnmm0b3a29HRUVh1KhRJscjEom4JI3ayRolEolezw7t3hyaxVBZwUUjNTVVbwheQZrvCiKRCF5eXvjss89Mfi1ELTk52WgjBgA8fPgQ/fv3h5ubG/f5dOnSJTAMgx9//BGurq56DRaaxNX0nknMhWVZo40Y5cuXR0xMjE7SWOK4Fi9WP0ZFqZfCuLrqN2JIpcCECcCQIep1sVh/MVSF6PeoGjVkAPjvv//QqFEjvfKgoCC4mnNyX0JKKS4uDo8ePcLjx4/x+PFjPHnyBLGxsUhMTMR///2nc2z9+vXRoEEDVKtWDePGjYOnpydPUZOiPHz4EMOGDdMpW7duHYYOHcpTRISYTtNQYIiXlxcCAgJMuk6tWrUwcuRIZGVlITg4GJmZmYUerxkmkJ2dXeyYraFJkyb49NNP+Q7D5rAsi2fPnuH27duIiYnB06dPER8fj8TERCQkJMDPzw8pKSkGz338+DHlbiI2LTY2FlKplO8wiJV88w0wa5Zpx65ZAwwcaNl4nA01ZAC4c+eOzvatW7dQs2ZNSlhGbMqAAQOwfft2nbKgoCBUqFABZcqUwUcffQSBQIC8vDyEh4dj0qRJND7bDiiVSlSrVo3bdnV1xU8//YQ+ffrwGBUh/GAYBh4eHsjIyACg/lGgUqmQl5eHb775Blu3buU5QtNpXgN5TaVS6X0uicViBAcHo0yZMqhYsSIqVKiAiIgIBAcHIzg4mOsx6Ovry1PUhOgSCoUYPHgwNhY3WQFxOMXpcLNtG3DtGjBmDFCliuVicibUkAGgZcuWOtvh4eF48OCBzo8LQvjm5uams/38+XOUL1+ep2iIuRTsdiqTyRAREcFPMITYGO33OFN6SHp6emL79u1FJhEtbtm///6L5s2bm3yeQCCAWCy25J/GLk2fPl1ne968eZg4caLOjSPqMk3sATViEI3p04HZs4s+7s8/1cuSJerGjMWLARNST5FCUEMGABcXF72y6tWr48WLF5TckNiM0NBQnW1KMuYYBAIBcnJydN6HpkyZgt27d/MYFSH8SU9Px8GDB3H58mXExcUhPj6eW4rSvXt3i8wi8eTJE0qoawYHDhzQ2e7atSv1fiWE2LXGjYt/zooVQHw8ULasOjGo9lKpkrpxhNrCi0YNGVDPxHDlyhV8/vnnOlMb1qpVC8nJyfwFRki+c+fOYeLEidx2WloaJZByIM+fP9fZXrRoEU+REMKv7777DlOnTgWgvslQrlw5BAcHo27dunjrrbcQHByMwMBA+Pv7w8/PD97e3nBzc0NQUFCRyTgJf06cOIElS5bg1q1bOuXr16/HsmXL+AmKEELMoGdP4Nw54PPP1Q0RmpzYLAtcuWL8PK2JMvVERADvvmvWMB0SNWTkq1SpEu7du6dT1rNnT56iIeS1Xbt2oV+/fgCAyMhIrFy5El5eXjxHRcxl06ZNGDx4MLfdqVMnVK5cmb+ACOEJy7LYtWsXAOD999/H1q1bKc+Pg+jSpQvy8vK47aFDh2LEiBFo2LAhj1ERUjKmTvlLnEd0NHDhgvmud+YM0KmTeqYTYhz158snEAiQkJCgU6ZSqXiKhhC13NxcrhEDUHfLpS9+jqVgPow//viDn0AI4RnDMDh58iQ6deqEn3/+GR999BHfIREzSE1Nxccff6xTtm7dOjRu3JiGlRC7cvDgQTAMU2j+m8jISCtGRGyFgSwFpbJ0KZDfrk8KQZ8g+by9vREbG6tTFh4ezlM0hKgNLDBPk5+fH0+REEtp0KAB3yEQYjN8fX3x66+/AgC2b98OVtNHl9ilmzdvwtfXF2vXruU7FEJKrV69enB3dy/0mM8//9xK0RBbMmCAeiiJZinNDLxubsCBAzRVqymoIUNLcHCwzvaNGzdw7949vHz5kqeIiLPTTvDZuXNnunvloFq0aMGte3t763TBJsRZqFQqPH78GBs2bODKaApT+zZt2jSdbRcXF4wZMwZRUVGQyWQ8RUVIyVy6dAlZWVkG9/Xs2RPPnj2jqdMJAGDlypKfm50N5Oaq82vcvAncuwc8egQ8fQqkpJgvRkdAv4q0/PLLL6hduza3vWXLFoSFhSEgIICSfhJeeHt7c+tHjhyhrtYOSvsOTlpaGqRSKQ0xIU5HKBSiSpUq+OyzzwAAq1atonxAdu6bb75B+/btuZxjOTk5WLFiBdq2bUs/+IjdeeONN1ChQgWD+/bv34+QkBD06NHDylERWzRkCCCXA3//DVy+rN4GAF9foFu318dFRAC1awPVq+ue36cP0KgRULcuEBYGVK2qns3E3x+g++uvUUOGlr59++Lq1at65X5+ftSln1jdo0ePdGYqAYCxY8fyFA2xpIJTEtatW5eGnBCnJhAI8M477/AdBimliIgIHD9+XG+a+4iICMydO5enqAgpGalUqjfLWEEHDx60UjTE1gkE6ilWb9wAmjQBKlYEXr0CtKvI1avqRKEPHhR+rfLl1cuUKerGEKJGs5ZouXfvHsLCwnTKwsPD8ddff1GXfmJ1lStXxty5c7mpCAGgcUkmqyY276effuLWo6Ki0Lp1ax6jIYQfLVq0wNmzZwEASqWS52iIOf3yyy8621OnTkW9evV4ioaQklm4cGGRxwQFBVkhEmLL9u4Fevc2z7XCw4Fjx4By5cxzPUdDv861GOp1cf36deqNQXjBMAwGDRrEdxjEyqgRgzirw4cPc+sHDhygRJ8OZN++fTrbffv2RU5ODk/REFIyXbt2LfKYFy9eWCESYsuqVTPfta5do0aMwlCPDC0BAQFQKBQQiV7/WZYtW4bx48fzGBVxZq5aE0j/73//w+PHj+Hq6gpXV1e4uLhAIpGAYRgeIySldf/+fZ3tv/76C2+88Uah07sR4og8PT3x7rvvYt++fejZsydcXV3h5eUFT09PeHp6cuteXl5wcXGBUCiEUCiEQCDQeTRUJhAIwDBMsRbtcx48eICbN2+afJ5AIECHDh1Qvnx5vv+sNiEgIECvbMGCBRg3bhwkEgnEYjGEQiF9nhGb1qJFC9y9exf//vuv3qxyhGjUr6+euQQASvuWtmULQPc0jaOGjAK+/PJLne3Nmzfj9u3bEIvFkEgkSEhIwJ9//gmxWMyVaT9qr8fExEChUMDX1xcjRozQaSAhxBRisRi+vr549eoVdu/ejd27d+sd4+LiYnTRNHhoL25ubtwPgqysLLx48QKrV6+GUCjk4RWSgpn7NT0yRCIRXFxcIJVKuUftdVP2SSQSnDlzBgzDwMXFBb6+vli0aBECAwP5eKnEjqlUKmzcuBEJCQlQqVRQqVRgWRYqlQrZ2dnIyclB+fLlkZeXh7y8PK43xZMnT/DHH3+AZVmurOC6dlmlSpXQv39/7N+/H5mZmZDJZEhMTOTnRZfSsGHDaNrRfPfu3dMrmzlzJmbOnMltMwwDiUQCoVAIV1dX7vtUwaU45QXLBAIBlEol12DCMIxOzx+WZVGnTh28/fbblv+jELsUGhqKatWqFdqQMWjQIKO/E9LS0lCzZk2u4TMlJQUHDx7E+fPnueNEIhG8vb3RsWNHro4WrKfa65r3ZJVKhT59+qCbdjZJwiuWBZKSgGHDgP37i3/+4MHqRV8bbu2bb9QNJgKB6Y83bqhnQQHUZUKhutzbG1i8GLCXr4n0y7qAwYMHY9GiRdx2YmIiDh06BLlcjry8POTm5kKhUJRo/O7o0aPNGSpxAm5ubkhJScGjR48QHR2NpKQkyGQy5OTkcItMJkNubq7OdmJiIuLi4hAbG2vSFHdhYWH44osvrPCKSEH16tVDdnY2Tp8+jby8PMTHx+PFixc6/665ubk665rHV69eITc3F9nZ2YiLizM6LZy23Nxc7Ny50wqvjDiSHTt2YNiwYcU+TyQScY2kmi/uhtYLlgmFQvj4+BjdX9T52usA9BpOiirTrGsWTW9NU85nWRYSiQRt27Yt1t/KkQ0aNAi+vr5ISUmBUChEXl4e971Ke5HL5YiJiUGZMmX0ygsem5qaitTUVLx69QqpqalmjTcmJgZVq1Y16zWJ4ygqb97Jkyd16q1cLodcLi/yt4NCoeC+s718+RI//vhjsWPbsmULt66df4vwJzAQ+O03oEcP4PffzX99rfZgs9i6FUhIAMqUMe91LYEaMgqoVatWoeNyo6Ki0KZNG6hUqkLvYAcFBeHFixcYM2YMKleuXKIvgIRoVKlSBVWqVCnyuI0bN2KIZo6nIowZMwZyuRxJSUk0GwrPXF1d0alTpxKfb6w7dnh4OG7duqVTtnHjxhI/D3Fe77//PpKTk5GUlMQNnRAIBFi9enWhPSZGjBiBFStWWDFSy9B89pOSYRgG7777rknHGvpbT506Fd99912pYnj77bdx9OhRbnvcuHF6DV6AeopNasQghSnYk8dUKpUKL168gFKpRG5uLlq3bl3kLCglJZVK4eHhYZFrk5IpMEGdyWJi9KdnLQ6RSN3jws0NCA5W98Ao8NVQx0cfAfaSHpIaMkpIIBCgZs2auHPnjsH9mmQ/J0+eRHR0NCZMmIAePXpgzJgx8PDwgLu7O/fo7u4ONzc3mhmFlFr1YrzTaX5cfPjhh0hKSkK5cuVofLKdatKkCS5evKhXrmnEePvtt+Ht7Q2JRILRo0dDKBRCLBZjzpw5lMyYmEQoFOKzzz7jtrOysnDjxg18/fXXhZ5HXfSJOfzzzz+lvoZ2IwYALF++HH369MEXX3zB5VZRqVTIycnBP//8g2bNmtFnIjGbq1ev4u7du3jvvfeKPNbHxweVKlXSGbYuEom4xy+++AKRkZE6OYEMiYqKMvOrIHyoVu11zo3bt9WzmGh9HBdJoVAvubnq6V+NmTBB3djh46PuleHjo17c3dWNHyqVuneJOZOZlhY1ZJTC7du3IZfLkZOTgxcvXiAuLg5xcXH4448/sHnzZjRr1kynq/eBAwdwwITmOIFAAJVKBQC4du0aTVFGTNaqVSvk5eXh7t27iI+P54aXxMbGYtWqVQbP2bp1K7Zu3YoqVapgxowZXMOaWCyGUqnkukQ2bNiQ7lLZqAsXLgBQf1E31LOj4Bd4jTVr1uiVVa9eHadPn0Y5SpNNjEhJSYG/v79e+fr169G2bVtUqlSJ67FIX6SJOZw8eRIAkJOTg4SEBCQnJyM9PR3p6enIyMjAmjVr8Pfffxf7ur/++it+/fVXg/uqVq2KO3fuUOJlUiIKhQInTpxASkoKVqxYUaz6qRk2ZczBgwf1yr788stS91oitkWhUDcesOzrpVIlYOhQIDT0DJo3b6mzj2WB06eBbdvU53bsqH6UyYCpU4t+Pq3MCkUKCFA/n1yuXmSyNgAAiQS4cEGd8NQaqCGjFBYvXowJEyYY3f/vv/+W6LqaRgwAePr0KTVkkGIRi8WoU6cO6tSpo1O+aNEiXL58mcux8OzZM4wcOZLb/+jRIww2nFGIQ9Mh2ra3335b59/oxYsX6Nu3L06fPm3yNR48eIBLly6hR48elgiROABvb2+D5UOHDuXWV65ciVGjRlkrJOIkXFxcULlyZVSuXFmn/MMPP4RMJkNKSgoUCgW35OTkcL3VWJbl8kjJZLIiexM9fPgQEomk0GPS0tLg5eVVmpdEHNTChQsx1ZRfj2Zy48YNqz0XsbwVK4DCR323LPIaJR3KYorkZMPleXnqPCDUkGGjWJblkvdERkZa7HmmTp2Kzz77jGYXIGbj6uqK5s2b65SNGDECISEhhY7R7N69O0QiEQbR/E+8UiqVyMzM1LkLqVnXLpszZw5yc3NNuua0adPw3nvvwc3NDW5ubnB3d4erqyvNsET0sCyLWbNm6cwyUZhXr15BJpNBoVBApVLR0Elica6urnrT3Q4ePBibNm2yyPM1btwYUqnUItcm9q99+/YWuebhw4eLbGAj9oll1T0wlEqgdWtALFb3drAVVaoAmzcDrq6AVKpeXFzUj1ev/oX27Vtxs59YC31bhfoHwoABA/Qy+VesWFEvS3ZeXl6pnqt79+7o1KkTN12iZmFZFnl5ecjJyUG3bt3g6+tbquchjkUmk+GHH37A48ePuQz6crmcu+tU1Lqx/bm5uXj58qXR5x03bhyWLVtmvRfqxIYOHYoNGzagQ4cOkMlkyMrKQnZ2NtdgYcqMJIaMHDkStWvXRlZWFnJzc+Hl5YWaNWuic+fOZn4FxJGlpaWZ3IgBANOnT8f06dN1ygQCATeeWzO2OyMjQ+eYZs2aQSwW4+zZsyhXrhzOnj1rUqJjYtueP3+OiIgIpKam4sMPPwTDMFAqlTqLZka4Fy9ewMfHR6/c0GJsn6Y8JSXFbK+hXbt2OHHihNmuR+ybsfwpYrEYISEhePjwoUnXSUxMRFBQkDlDI1b2/DnQoIHxXgr24ptvgKpV1YlBNUtiIpCeDpQvDwwYoM6VYYiLiwp8jMKjhgyox7EZmo4wNDQUVatW1ZmDPC4uDqGhoZBIJFxGYFdXV7i4uHCLZlsqlcLV1ZVb3Nzc6E4nKZGgoCBkZmZy65qET5pFe1t7XXN3vWC5ZlsikXB34zV5MTQ/ol1cXDBx4kSeX7lzUCqV2LBhAwDg+PHjaN++Pfz8/LikwF5eXtzi6elpdN3T05PGcxOLErgCUQABAABJREFU8PHxwdOnTxETEwOlUgmVSgW5XA6RSKQ3PbD29oMHD1CxYkWoVCruPM2PTZVKhWPHjunMrJOQkIAnT54AAOLi4nDt2jVqyHAAjRs35hrNN2/eDEA9TKRcuXJco5ZQKIRIJEJ2djaUSqVOuVQq1dnWPr445QX3ab7bSaVS7lHTe0jzQ1UgEEAsFqNjx468/O2I7dEeAl6QXC4vtBGjUaNGuHTpkiXCIjx5/Ni8jRgCATBrlrpHhkAArpeDpnFBIADu37+D2rVr6pRlZADz5gHNmwOjRqnP114kEv0yFxf1+faKflVDPUVRWFgY7t69q1O+aNEi1C8wyIemYCN80DRitGrVqlj5Doh90B62ExERgePHj/MYDSGGhYSEICQkpFjnlOQzUyaTcY2rlKvFMZw7d05vVq1///3XYA4w+p5FbF1JZrNJSEhAmTJlLBAN4dv58+a9nkoFDBqknirVmKioBLRpU1OvfPhw88Zi66ghA8Dly5d1GjGOHTuGqlWropotzS9DCNSNbjTe3PFs3bqVW7969Sry8vJoDCxxWpMnTwYADBw4kN7rHETr1q11tv39/SmRObFbDMMgNDQU9+7dM7h/7ty5EAgE3NK4cWNqxHBgkyYV7/iNG4GGDdUNFtopzQQC9RIcXHgjBnmNGjIAbN++XWf73Xff5e6AE8K3w4cPc+t//vknjh07ZnCKTWK/cnNzdZLGafLmEOKMNFML3r59m+dIiDlkZGQgNjZWp+zly5dgGAYPHz6koUPELtWsWdNgQ0bTpk0xZcoUHiIifIiJKf45gwerh6NUqmT2cJwONWQAehmty5UrB5ZlS9R1jBBzevLkCbp27apTduLECWrIcDDvvPOOznbBJImEOIusrCw8evQIALBq1SqeoyHmMMnI7crq1asbncqXEFu3efNmxMbGIjs7m1v69euHpk2b8h0asaKStrfTW595UEMGgJSUFGRmZsLT0xMAcP/+fa476927dxEaGspneMSJ+fv7o2zZskhISAAATJkyBXPnzuU5KmJu//vf/3DkyBFumxoyiLM6efIkt167dm0eIyHmMmfOHIhEIqxYsYIrCw8Px4QJE3D06FH06dOHEqETu6JSqVC+fHnIZDK9fStWrEDVqlUhEonQvn17eh9zcN26ATk5QGYmkJcHJCSoh40UxdTJKV+8AAIDSxejI6PBp/lycnIMlgvtOZUrsXseHh7YsmULt01Z0x1TwwKfeq9eveIpEkL4JZfL+Q6BmJmfnx+WL18OHx8fruzWrVsYNGgQPvjgAyxYsIC/4AgpAYFAYLARQ2P8+PH49NNP0b17dytGRfgilQL+/sD+/aY1YhQHpYkqHP158n388cc627du3QLLspTwk/BOu5vikiVL6Iu+Azp79qzOtr+/P0+REMKf3Nxc9O7dGwAwduxYnqMh5pSbm4vU1FSD+3r27GndYAgxg2nTphndN27cOIwePVrnRhRxbAoF8MknxTvn8mV1bw6WNb7Q18HCUUMGgOHDh+PQoUM6ZeXKleMpGkJ0eXt74+LFiwDUSfAKTglM7N+YMWN0tgvmRSHEGURHR3PrAwYM4DESYm5xcXE6w+e0RUVFWTcYQszgq6++wqtXr5CWlobU1FSkpKTAx8cHY8aMwbJly7BixQo0b96c7zCJhf35J8AwgFhcvPP27wcaNFD35iAl5/QNGSqVSq9bNwAar0lsRnx8PJo0acJt3759G9euXUN8fDxkMhnNbuEgwsLCuPU///wTeXl5PEZDiPU1aNAAtWrVAqA7WxOxb9euXUP16tXRuXNng/sjIyPx9OlTpKSk0PsesRtSqRS+vr7w9vaGj48P/Pz8kJqaqpMLhji+GjVKdt7bb5s3DmflNA0ZSqUSt2/fRpkyZcAwDGrWrInAwECIxWJ8YqAv0L///stDlIToM/TFLiIiAuXKlYObmxtcXFxQpkwZhIaGomnTpnjrrbcQEBAAHx8f3Lx5k4ai2IkrV67obOdqTy5OiJPQJDP+5ptvqJHWQYSHh+Pzzz9HzZo1ERQUBHGBW5eNGzdGpUqV4O/vD6lUirZt22Ls2LGIjY2lOkAIsTlpacCjR+qeGCWdPbrAjNSkhJyi28GqVaswevRonTIfHx+0a9cOAQEB8Pf3R0BAAAICAlC2bFkEBgbS0BJiMypVqsR9mcvKysK9e/cQExODpKQkrktjamoq0tLSsHfvXp2Gj7p163LrcrmcehrZsIJjaekLPHFG2nftX7x4gTJlyvAYDTEHkUiEJUuWYMmSJTrlCoUCly5dwpMnT5CVlYUhQ4Zw+1asWMHd2ab3QmJrVCoV3yEQnjCMacdVrgysWAFIJOqEnZrl/Hlg0CCAPtrMwyl+1bi4uOiV/fvvv9i6dStqlLRPECE8cHd3R4MGDdCgQQO9fXK5HDt37jR43jvvvMNNKUxs08iRI3W209PT4eXlxVM0hPBDe4hVUFAQj5EQSxOJRIiMjERkZCTWrl1r8Bi6qUQIsSWTJgFFTbQUEABcvQp4e+vva93aImE5Laf4ZTN48GCwLIvbt2/rlIeGhmL37t24du0aT5ERUnosy+L8+fP46quvdMqnTp0KlmXBsiz27dtHDRk27syZMzrbISEhPEVCCH+8tb75Mabe+iJ2rW7duhgxYoROmeazK5b6XxMbRO9Nzmv+/NcziiiVho9JTgZ8fID8kZLEgpzql0316tX1hpj06dMHEREROHnyJE9REVI6Pj4+ePPNNzFv3jydcprdxL60aNFCZ9tQrxtCHN2GDRv4DoFYUVRUFG7evKlXzjAM7ty5w0NEhBSNGjIIUPQwk2nTgF9+sU4szsophpZoiEQivPfee1i5cqXevpkzZ2LXrl3w8/ODv78//Pz8uEWTR8PPz4+HqAlRu3jxIn766SckJyfrLOnp6QaPpySf9mXo0KE6223atMHMmTPh6ekJDw8PeHh46KyLRCKEh4cbHDpHiD1iWZaboeltSunu0D744AP8/PPPhR4zefJk7N+/30oREUJI8ZjSnrVkCXD8uG6ejMIWhlE/PnkCbNumf70RI4Bhw4AHD9wRGAiIROqpX0Ui3cXd3TmmdjW5IYNhGCGASwBiWZbtxjCMH4BfAFQG8BhAX5ZlX+UfOwXAEABKAJ+yLHs0v7wRgM0AXAEcBjCOtXIWpxYtWiA6Ohr//vsvHjx4gBcvXiA2NhYPHz7Evn37kJKSAoVCUeg1bt++jZo1a1opYufiKPXM3FJSUtC0aVOD+wIDA/HZZ5/Bz88Pvr6+8PT0hL+/v9HjiW3Wsx49eujcjV66dGmR5/Tq1Qt79uwp6VMSC7PFemYrZs+ejRkzZhjdf/ToUbu/63ngwAF0797dKs9lb3Xt77//LvKYAwcOFKsOTJ06FXPmzClNWKQI9lbPiH2yp3rWvTvw+++G91WsCMTFAc+fAyqV6UthP0N//FG9AE2KjG32bHWvEEdWnKEl4wBoJ5n4EsAJlmVrADiRvw2GYWoDeA9AOIBOAFblV0gAWA1gOIAa+UunUkVfQrVq1cLHH3+M2bNnY+3atTh06BBu376NxMRE5OXlIS0tDY8ePcKhQ4cMnu/m5mbliJ2Kw9Szkrp69SoYhgHDMHB3dy9yFp1u3bph6tSpGDlyJPr164cuXbqgWbNmdv8jwMJsrp716NEDlStX1isXCARwd3eHn58fypYti0qVKiE0NBT169fH7NmzS/OUxPJsrp7ZitOnT/MdgsVZeQplu6hrkZGRYBgGT548MfelcenSJbNfk+ixi3rGJ0Of46TY7KaeHTjwOmdGweXJE+DZM/VUq/HxQGIikJQEvHwJvHqlnsY1IwPIygJkMiA3F5DLgcmTzRPb9OnqHh7ay+jR6tgchUk9MhiGqQCgK4A5AMbnF/cE0CZ//ScAUQAm55fvZFk2F8AjhmEeAGjKMMxjAF4sy57Pv+YWAO8AOGKG12E2DMPAy8sLXl5e+Oabb/T2u7m5Ydu2bfjyyy8peaKZOVM9K4yrqyu3np2djT59+iAgIABubm7cUCexWIzw8HDUqVOHx0jtky3Xs8ePH+tsf/DBB+jXrx969OhRmssSHthyPbMFR48excOHD/HDDz/g/v37OHJE9yWNHDkSHh4ecHV1hYuLC7e4urqidevWqFq1qlXjjYqKQps2baz6nKayp7r277//6mzXq1cPH3zwAaRSKSQSCSQSCR48eID69esjMTERt2/fxsSJE+Hn58ftF4vF1FDPA3uqZ3wq+DlOiofqGRATY7lrr1qlXpo3B6pUUQ9j2bkTyMszfHxoKHDlCmCr9/BNHVqyDMAkAJ5aZWVYlo0HAJZl4xmG0cyTVh7AP1rHPc8vk+evFyy3WStWrMCbb76Jq1evYtWqVQDUPyynTZuGefPmIT4+Hu7u7jxH6VCWwQnrWUFhYWE4evQoN0b8p59+MvncW7duoXbt2pYKzVEsg43Wszt37ugMW9uxYwd27Nhh8Njy5cvj6dOn1KBqu5bBRuuZJZ07d04vcW1JrFmzxgzR8Ou///5Dw4YNrfFUy2Ande27777DlClTuO3r16/j+vXrRo+vWLEiVq5cCZHIqVK62aplsJN6ZmlKY9NVEHNYBievZxs3Am3bqtc1PSn+/RfYvNl8z3HunHopyr17wNSpwLJl5ntucyryk4FhmG4AXrAs+x/DMG1MuKahZnK2kHJDzzkc6u5ACAwMRFRUlAlPa365ubkIDg6Gv78/6tevrzM9WEZGBnx8fODu7o5evXph4MCBvMSYmZnJ29/HnPiuZ2XKlLHq37GofzeJRIKAgAAkJycX67pHjhzBixcvShmd5fFVb/muZ6a8n506dQosy+LQoUNYvHix0eNUKhVOnToFoVBo9BhLcpT3Hkvgu55Z+/1MQ6FQYNOmTVZ/Xlu1evVq9O/f36LPYW91LTIyEu+++y727dtn0vFPnz7FL7/8AqlUCqFQaHBxhMZcW38/tbd6VlzF/furVCqj+xiGsZl/S1uvVwXZaj2z1N9RqQSUSoHWcBQGKpX6MSQE3LpKBYSGegGoa/YYtAUEqIdDaj9vREQqevaMRlEvn6+6ZkoTd3MAPRiG6QLABYAXwzDbACQyDBOc3zIWDEDz6+k5gBCt8ysAiMsvr2CgXA/LsmsBrAWAsLAwtiTdOVmWxYkTJ/Dy5UuuK6JCoUBOTg5yc3N1FoVCAblcDoVCAYVCgbkmTvyrUCiQlpaGTZs2YcOGDbx0dbTl7q7FxGs9a9y4cYnqWUmZ8u/2+++/44033gAASKVSk8ZbT5gwwWB569at0bVrV4hEIojFYp0fvwVzHymVSigUClSrVs1iQxp4rLc2+36Wk5OD77//HpPzB0cGBAQYPM5WcqI50HuPJTjV+5nGiBEjjPYgckYRERHW+D9id3WtfPnyJjdkAMCAAQNMOm7gwIFgWdbo4ufnhwULFsDDw6NY8VqDHbyf2l09K47i/v0L+xxmWdZm/i3toF4VZJP1TPN3ZFlg/Xpgzx4gORno3Rvw9lb3mFAq1Uk6DS2GZiCpUQO4f7+4fx7L2bkT6NfP0DQnQflL4fiqa0U2ZLAsOwXAFADIbx2bwLLsAIZhFgL4CMC8/EfNHFkHAOxgGGYJgHJQJ1i5wLKskmGYDIZhIgH8C2AggB/M+3Je++2339CrV69in2eo++J3332HoKAgSKVSPHjwAJGRkfDx8YG3tze8vLzg5+dH4zVLyV7rmSVFRkbqfFiyLIu7d+9i+/btaNiwIdcQl5OTg3/++QebC+lzdvr06RIl17t48SIaN25ckvBtki3XszVr1nCNGACQnJyMSZMmce81P/zwg8Gpo4ntseV6ZknTp0/Ho0ePuPemrKwspKSkcHl/njx5UuSsYBrff/89evTowX22ahIgl3RbQ3vb1HWWZXHmzBm0bNnS4A+YgmUsy4JhGPj4+Jj0WkvDHutajRo1uL/ZhQsXcOXKFbi4uMDX1xcMw+Dq1auoWbMmFAoF8vLycOnSJaxYsaLI627ZssWk5/78889L/RqcjT3WM0uylRsKjsbW61lcHDB8+Ovt//4r+hyhUN3IUVCjRvoNGbNnA66ur6dgLTglq/b2vXt3ULt2TW47IQG4dEmdUDQvTz396scfA507607LKhSqr+EoSjPocB6AXQzDDAHwFEAfAGBZ9hbDMLsARANQABjNsqzmn/ATvJ4K5wgsmHSla9eumDJlCvbt24c7d+4YPObu3bsIDg6GWCyGSCSCUCgsskHCDls37Z1N1zNrYhgGNWvWxKxZs/T2jRgxAps2bcKdO3dQq1atIq+lGSal/aVfQyAQQCQSoXHjxmjUqJGZord5vNezgo2oAoEAc+bM4cpHjRpVmssT28B7PbOkkJAQHDt2TKfMlM/M2rVr4/bt1wnqu3btitatWyMkJMRmhg24u7vDy8uL7zCKwy7qWtOmTXWmCp8yZQrmzZvHbWsakgoaM2YMfHx84OXlBRcXFy4RqKa3oXZDlubzzcPDA926dbPwK3I6dlHPzK2w9yVrJyJ2EjZRz8qXVzcWDB0KXL0KtGwJPH6snpmkoBs3gPBwdSODMT//XPJYoqIS0KZNzaIPdHDFashgWTYK6kyxYFn2JYD2Ro6bA3W22YLllwBYZZoFiUSCuXPnYs6cOdi+fTvOnTuHvLw8bNy4kTsmLCxM55z79++jevXq1giPFMKe6pktuHv3rk6CSEP+97//wdvbGwKBACNHjrRWAjqbZmv17N69ezrbZ8+epQR3DsDW6pktio6ORkZGBurVq4fHjx/j0KFDOHToECZPnqzzo5YUzhHqWsEhJyzLomPHjujYsSOys7ORlZWF0aNHo1KlSjxFSByhnpVWYT0yHj58aMVIHJet1rNGjdSzeGjWDTViAEBwcOGNGMQ8HP5bMsMwGDBgAAYMGIDvvvuu0GNdXFysFBUh5vPM2LuolipVqmDBggVWiIaU1Pfff48ffnjd83HHjh1cjhRCHJ2np6fOtIVNmzbFRx99xF9AxOpOnjyJu3fv6pX/+eefej19COETDScnALBmDaDVoYxTqRLg72/9eJyRwzdkaJswYQKmTp2qU/bJJ5/Az88Pnp6e2L9/Pzw9PfHy5Uv0798fQUFFJzchxNpYlsWePXsQGxsLQD27zuTJk5GSkoL79+/rZA2uXr06evbsidmzZ/MULTFVwdwBderUQVZWFtzc3OhLE3F4t27d4tbPnz+PChUqoEKFCoWcQRzBli1b8Omnn4JhGKSmpursq1ixIsaMGYOOHTvyExwhRhTWI6Ns2bJWjITwqUkTICsLiIxUDyXRePJEtzfGDz+8zlEhFqunV61cGZg8+XXOioJLwbwYBZfcXAFUKsfKd1ESTtWQIRaLsXPnTrz33nsA1GNed+3ahVevXulNpTR+/HiMHDkSy5Ytg1RqKIsrIda1detW3Lt3D8eOHcOFCxf09pcpUwa+vr7w9PRERkYGOnfujC1bthid/YLYloLvQSNHjsTIkSMBqKe1cnd35yMsQqyiTp3XPYA1PZG+/fZbzJgxg6+QiBWMGTMGGRkZBve1bt0aXbp0KXLoJCHWVlhDRkJCghUjIXxzcwOuXy98GMnYsfplf/0FmJCfuBCtdLZ++gkYOLA017NPTtWQAQD9+vVDv379dMpYloVMJsONGzcQGRnJla9ZswZr1qwBAPzxxx8ICQkBIdZy4sQJjBgxAuXLl8fFixchk8mMHutos4s4I4lEYnSaXWpMJY7Ozc0N2dnZOmXNmzfnKRpiaSqVCtWrVzfaiAGoG++3bt2KkSNHYvXq1VaMjpDC2UoSYmI7tNu2tKdilct11+VyYNIkoEwZoFUrQKVSLybOMm3URx+pF41y5dQ9P1xd1T1BtJ9fpQJ8fIA33yzdc9oCp2vIMIRhGLi5uaFZs2ZgWRYqlQoNGzbEtWvXuGM6derErS9YsABSqRS1a9dGhw4d+AiZOIEvvvgCMTExiImJ0ds3YcIElClTBv7+/ggICIBcLsf9+/cREBDAJfUk9ufRo0coV66cXvns2bMRGBiIwMBABAUFcev+/v5cln5C7NnRo0fRsmVLbnvFihV49uwZ9u7dC09PT0ilUojFYm5RKpXIyMiAQCCAUChEcHAwypYtqzdbhWah/ye2JTY2Fo8ePTLp2KtXr+Kzzz6Dp6cnPD094eXlxa0LBAIwDIMOHTpQgy8hxCYIherF2FvS7t36Zf37A9euqRs0bt4sfQxxcYDWT1eD9uwBevUq/XPxiRoyDBAIBLh69SoA9bj1//3vf9i/fz+3f9KkSTrH5+Tk0AcoMbtTp07hyJEjuHnzJh48eIDk5GQkJyfj5cuXWL58OeRyeYmu6+rqirNnz9LMJTYoODiYa0wdNmwYN8vSN998U+h5b775Js6ePUu5NIjFpKamwtfXV6+8du3a8Pb2BsuyYFkWubm5Oln7FQoF14igUqm4LtkFe18UNGbMGDNGz4/du3ejd+/efIdhk0JCQnD//n3s2LEDQqEQWVlZSE9PR0ZGBh49egSJRIKMjAykp6fj2bNnuHHjBrKysor1HHXr1sWJEycQGBhooVdBCCHmU7++OtfGs2dAxYqlu1a5coBmDouXL4G0NPV61apAaKj6sUuX0j2HLaCGjCKIRCL89ttv3LahHwp//vknzU1OzM7X1xd9+/aFu7s7KlWqhIcPH+Lhw4d4+fIlKlSogISEBDx9+rTY15XJZDh27Bg1ZNgwgUCADRs2YMOGDQDUPwYTEhJw5swZjBw5Eunp6TrH//3335DL5ZBIJHyES5zAQCODb6Ojo60cif2YN28eNWQYsWXLFixfvhyhoaHIycnBq1evkJGRgZycHKSmpoJhGOTk5HCLUqks9nPcuHEDL1++pIYMYnaF5cggpLTMcW88Ls5w+cOH6qVqVWDlytI/D9+oIaMY7t27p1c2btw4yqhNzI5lWZw8eRLvvvuuwTHEb7/9NipUqIDWrVvD3d2dWzw8PPDPP/9g6NChCAoKglQqhYuLC/eoWcRiMQ+vihTXkydPsH79+kJnnVmyZAn69+9PjRjEovbt24fRo0fj+fPnUKlUKFu2LDw8PNC5c2eIRCLui/2xY8ewePFinqMtvsjISK5nCfD6poVmOyUlBX5+fjrnaP+Y0QxxEAgEEAgE8PT0xEpH+JZoZtHR0QgPD+e2L1++zK2Hh4ejVq1aSEtLQ6VKlfQ+t7Q/z06ePImkpCRMmjQJ9evX53IMSaVSiEQi6p1GLIoaMoglBQXp5tw4dQqYP19dxjDq5dWrl/D398fhwyV7jocPgZkzgadPgc2bAU9P4N49wN4m3aGGDBPdvHkTdevW1SlLSEhAmTJleIqIOKr09HR4e3sb3f/xxx9j06ZNVoyI8CEpKQmVK1fWKz98+DDatGkDV1dX6wdFnJZQKOSSXxfmrbfewqJFi7jtqKgotGnTxujxn3/+OX766Se8evXKHGFi37596NChAzw8PMxyPY2iXgcpXHx8PAYNGoSjR48a3N+oUSOcOnUKnp6eJv2tR4wYYYEoCTEN5SEj1tS2rXrRFhV1g3uf7NoVJWrQ+Pbb1+sZGUBwMLBpk7qhpGFDoMDPXptEDRkm0h7zq/Hs2TNqyCBmxbIsWrV6PaVSeno6PD09eYyI8GX+/Pk62zQVJXFEy5YtAwD06dMHLVq0QEhICAIDA3V6mrm5ucHDw4N6ktmpvLw8vSTGT58+RYUKFajnBCGElNKhQ8b3qVTA7dvqYSSmTP40aNDrdZnsdZ4NW0UNGSYylGTKzc2Nh0iIIzt48CA3W87UqVOxe/du+Pn5cV1rXV1ddR6110Ui+u/sKK5evarXPb9u3bo4fvw4PD094eHhwT16eHjQsBJitwYNGoRNmzbh119/xenTp+Ht7Q0vLy/uUTNDhfasJSKRiFsXCoXccA7N0A7tIR6G1ktSduPGDeTl5RXrnLp161IicAC///67XlloaChUKhUOHDiAihUrQiqVQiKRQCKRIDMzEzKZDBKJhGabITZJpVIVuj89PZ2r09RYR8wpKwu4fBmIjvaCp6d6alXNV0CVCvjtN+DqVfUwFJUK2Lev+M/Rvz/w7ru234gBUEOGySIjI/XKtMd5FtS4cWOcPHmS7qaTYqlQoQICAwPx6tUrzJ0712rP27NnT/z66690x9NG1K9fHwsXLsTEiRO5snfffdfo8SKRCAqFwuC+smXL4sGDB3B3dzd7nMS5rVu3DsOHD9crj4iIgEgkgkgkQlZWFvz8/CAUCiEUCiESibh1oVAIsViMatWqISYmBi9evMCLFy94eCWWMXbsWHz//fd8h8G7LgZS4+fk5ADQndreUry9vXHmzBm94cGElFRRQ0s0w4OrVKlisEc3ISVx4gTQoYNmyzIJ+5s3B7ZsAexl9BQ1ZJioSpUqmDRpEhYsWGDS8ZcuXcKLFy+oIYMUS4MGDbgv8tnZ2UhISEBaWhpycnIgk8kQGxtrdPaA0ti/fz9ycnKoIcNGMAyDCRMm4IsvvsCtW7cgEokgk8mQmZmJ5ORkTJ06FXfu3OGON9aIAahz+eTl5VFDBjE7Y0loNdOXm6patWqoXr06GIYxuADQ2WZZFgqFAgqFgpv2VZN8T/ux4GJovyllKpWKm0bW1HP8/f0LbXx0Jq6urjrJERUKBT7//HOsWLHCKs+flpaG6OhoasggVkfDQYk5lS9vvmvdvAkIhep8GOnpQEQEYI8/AaghoxBZWVmIjY3F8+fP0b59e739O3bs0OkCq3n09PSkbv6k1Nzc3FC1alUA6hlzwsLCdPa/++67aNOmDdftWtMtV7NuqEx7m7o92j6GYVCnTh1uW6lU6r23SKVSjB07FgEBAfDw8IC3tzfq1KmDiIgIK0dLnM2TJ0+gUqlw5MgRXL16FWKxGCEhIfD09IRcLodCocD169eRnZ2NJUuWGLzGN998g6+++srKkRcfJfs0j+TkZKPToX711Vfw9vbGkydPEB4ervOZVZJFLBbT5xuxiKKGltCsJsQSKlUCdu4E3N2Be/euolmzCLRoUfzrhIYChQwqsCv0a9uIRo0a6UwLpiEWi3H9+nWEhoZS1mJiNVu2bNEr27dvH/blD35btGgRRCIRBAIBVCoV6tatizfffNPaYRILev78OUJCQnTKDhw4gJCQEHh7e8PX1xc+Pj78BEeclkAgQNeuXdG1a1eD+wMDA9G4cWOkpqZi48aNkEgkyMvLA6Ae9vTXX3+hV69eOjl/BAIBd7d+xowZ6N69O5d3ouCinZPClPwYxTlOu0cIMY8bN24Y3fftt99i6NChXG9EzfCkzp07U28KYjcKm3WOkMLI5cDGjeo8GG5uwCefFHZ0hEnXbNYMGDxYnfNCJFL3unCkDrrUkGFEjx49DDZklC1bFjVr1uQhIuLM3n//faxevRopKSkG90+YMEGv7NGjRwan7yT2RyaTcY1W2nr06KGzHR8fj7L2Ngk4cXgeHh7YsGEDNmzYAIVCgf/++w/nzp3DjRs3cOfOHbx48YIbPpeTk4Pk5GTu3FmzZmHWrFk8Rl8yQqEQP/zwAz4p/Juo02nbti1evXoFX19fg/vXr1+vVzZ58mS6w01sSmENnGlpaVaMhDgSc+RtDwgAli5VJ/ps2BDQ6tTrkKghw4iZM2fCy8sL48eP1ymvV68eTxERZ/X777/r/WDVNm7cOADqro4qlQoMw6B58+bUiOEg2rVrh1OnThnc5+Pjw3VxHTx4sNEu24TYCpFIhGbNmqFZs2ZGjxk4cCC2bt1qxajMT6lUGrwZ4sxevHhR5JT11apVQ6tWrVCuXDkoFAoolUr06tXLShESYhpqWCOWEBwMxMeX7hrJycCHHwIzZwLvvWeeuGwZNWQUcOnSJWRlZSEtLc3gtF+HDh3C4MGDsXHjRh6iI84oKCio0P1HjhyBj48PfH194efnBx8fH/zzzz84efIkUlNTkZmZyS19+/bF5MmTqbu0Hfn888+NNmSkpqYCAP75559CfxgSYmnPnz/HV199BZZl4eLiwuXhiY+Px4kTJ5CXlwelUmkw+WbB7TNnzvD5UswmIyOD7xBsiinJpOPj47Fz507IZDKubNGiRQCAzz77DEuXLrVYfIQQwpfcXGDXLuDCBeC779QNEqXxzTfqHh5Tp5onPltFDRla5s+fjy+//LLI4/z9/a0QDSFqzZo1477or1+/HhcvXoRIJIJEIkFOTg5SU1Px6tUrpKSk4MGDB4iJiTF6rStXriAlJQVly5blktMyDIM33ngD5c2ZDpmYTffu3bkfednZ2Xj69Clq1aqlc0xkZCT69eunk9hVLBZz011qprzUXpfL5Vi+fDk8PT3x448/omPHjny8PGLHjh07hmvXrmHSpEnFOs/Dw8PojCSabX9/f4P7GYZBUlISlEqleV+MBfTr14/vEGyKr6+vzp3sv/76C2vWrEFycjL+/PNPAOr3OGOWLVuG6OhoSCQSHDlyBEqlEvXr10dsbCxOnjz5f/buO7yp8osD+PdmN013aQuFspfMsjdFhiwREGWo/BgiCCIiAqIiU5CN7C2giLJBZI+y994bSoHSPdO0Gff3R8ilaUbTNqvJ+TzPfXJ3Tsol49z3PS/V0SBOI+fNouHDh+td97169ULTpk0dERZxUra4tzhqFJCrU4FLokTGG48ePcKECRMs2nfWrFk2joYQQwzDYNCgQRg0aBAAQKlUIioqCi9fvoRCoUBWVhYUCgXu3LljdhQAU9fvpk2b8NFHH9kkdpJ/Go0G+/fvx82bN1G+fHm9f+P//e9/WLdund7+//zzT4GeJz4+Hu3ataOmsiRfzp49i/feey/fx0kkErRs2VKvsKapR2fa59GjR6hcuXK+ztO4cWMb/OVdR4sWLdC8eXOcOHECKpXKZMuznA4cOKC3fO3aNQDabr/nz59H/fr1bRIrcW9HjhzB/v37uf/j+bFw4UK95UWLFtHnrRtiWaBrV2DXLuud8/Xrt0kQDw9AJrPeuYsKSmS8UaFCBYv2e/fddzF//nx8/fXXNGoJsYvMzEwcOHAAL1++RHx8PBITE5GYmGh0JBNzdHfrhUIhlEolsrKyuNEDKlSoQF0TnMjt27dRzcKxsUQiEdeUXzfyg6l5oVDItcrIzs7GX3/9BQB6xRUJsUTDhg3x22+/4fLly9i6dSvS09PRsmVLHDt2jNsnKCgIlStXhlQqRUZGBrKyssCyLF69egWWZaHRaLjHmzdvOvDV2MbgwYOxbNkyR4fhFP744w/07ds3X8cUK1ZM7z0r57xAIIBEIsGNGzeQmpqKwMBAlC1b1kbRE1fTu3dv/P333zY7f/ny5U22jm3UqJHNnpc4L6US+O8/655z+HBtd5ScRo8GvvgCsPBnbZFHiYw3JkyYgEmTJgEASpUqBYVCwU1KpZLb78iRIzhy5AgaNWpEb0bEptauXYs7d+5g5syZZvcbOHAg+vXrx/1gzfmomxeJRJR4K0K8vb3Nbk9KSrLKv+uGDRsKfCxxbwzD4Ouvvwagfa8yJTIyEhERESa3f/vtt0brHoSHh3NdpHIOhWqqu0nuKa99cspdoyPnOt1yQkICN9KGufoeunmRSIT+/fub/gO6mYLUPfnuu+/y3W2JEEuUL1/epud/+PChTc9Pih6RCFCptPNduwI7dxb+nLmTGAAwa5Z2MkcoBLZtAypXBng87XKpUrbp4mJrlMh4Y+LEiZg4caLRbdOnT8cPuaqlKBQKO0RF3NGhQ4csqlewbds2dOvWzQ4REXsrWbIk/vzzT3z66acG23bs2AFfX1/7B0WIDVSuXJmbl0gkiI2NhZeXlwMjMi6vhAwx778C3IqkFhbEVqZOnYqpU6dyy/n9/61UKiEyMVYmjbJD8rJjR+HPERkZifDwCBTk66BSCbz/vuH627eBXCXYnB7dorXAd999Z7COCn4SW8lddPPAgQN6d/50EyUxXFvuUZMmTJgAlmXxwQcfOCgiQqxv8ODBiIqKAgDUrVvXKZMYpPCMNbPv06cP0tPTDT7bjh49CpZlqWYTcVrmWkJu27bNjpEQd+bjo629YWrKygLy85XxnXdsF6utUIuMPGg0Gmzfvt1gvb+/PzQaDTXXJ1ZXtWpVvHr1CsWLFwcAtGvXDjt37kS1atWMjkCRc+Lz+TS0qovo2bMnevfuzS1PmjQJrVq1gqenJ6RSKTeJRCK6BkiRoNFooFKpkJiYiNevXyMhIQG7d+/mupYsWrTIwRESW5FIJBg5cqReN6KxY8ciPj4eycnJ3HsXn89HRkYGMjIyuGU+n0/ftQghBNphWQ8eBM6eDYWutJRGo53UamD+fCA6Wruex9Ouz49r14Batawask1RIiMPf/zxB/r162ewvmTJkiaPGTt2LH799VcbRkVcXUhICPr06cMVY8zPXXg+n88VRdMV9cxt2LBh9KPByTEMgypVquDu3bvcOkubvuZMbPB4PKhUKoNhDS9cuIB69epZM2TiRqKjo1GqVCm9daVLl4ZSqYRKpeKm7OxsqNVqqFQqs5X6+/Tpg9q1a9s4auJIw4cP10tk1LLht+Vnz54hLCzMZucn7i2vmwXGtj9+/Ji6S5FCiY8HihXTLVXMc//8JjEAoHZt4NQpoEmT/B/rCJTIyEOvXr3w8uVL7sfhtxYMyiuRSOwQGXF1GzZswJ9//skV0hMKhXo/EIxNSqUSN27cMNqKKCf6glc03L59G9evXwfDMJDL5dyUkZHBzet+OOb+AalUKpGdnY3ffvvN6LnPnj1LiQxSYGlpaQbrnj17hooVK6Jy5crw8vKCl5cXkpKSUL58eb1RJ6KiolC9enVUr14dvr6+YBgGNWvWdMCrIPZUtmxZsCyLY8eO4fnz52BZ1uAzTK1W48KFC1wSv6Di4uLoc47YTEFaCH333XcIDw/nihcPHToUPj4+NoiOFFVqtbYg6Jw52joaFy44Lo6ighIZeRCLxRg3bhwGDx6MFStWGGz/9ttvMWfOHAdERtwBwzD5rnwfGxuLuLg4nDx50uQ+Y8eORadOnSwe4pM4BsMwBbprGRsbi6ZNmxqtnD5o0CBMmzYNgYGB1giRuKmqVauCZVk8e/YMc+fOxYIFCwAADx48wIMHD/T2FYvF8PDw0JuWL18OAHjvvfe47lA8Ho/7km/s0dy2vEYxyWskk7y2RUVF4eDBgxYfy+Px0K1bN1QtapXT7KBly5Zmt+/duxcvX75EZGRkgc4vl8vh4eFRoGMJsdSOHTvw7bff4vHjxxbtv23bNr36Gbdv38Yff/xhq/BIETN+PJCj/qzNtGwJHD4M5CrDVmRRIsNCxpIYADB37ly0adMGHTp0sHNEhBgXFBTEDXVnrvkj9Tl2TSqVCjt27DA5/Fvfvn0piUGspnTp0vjtt98wZ84cbNy4EVFRUShWrBgyMzORmZmJO3fuIDg4mFvWTXfv3oVarUZcXBx4PB40Gg1YloVGo9Gbz/1obpuxosimhkjN73ZNjja6Ofc358GDB/j9999t84d3YR4eHjh69Ci3nJ+aPx4eHvTZRuzi/PnzFicxdHr37o0yZcqAYRijAwkQ95SUBKxcWbBjP/1UW9hT9xGlm2dZoEULYNiwojmsqqUokWEhhUKBVatWYfr06Xjx4oXetoYNGzooKkL0sSyL7OxsZGVlISsrCxs3btQrGJlTv379EBkZSXeuigiNRoPMzEy9biW6biapqamIj4/HgAED8jyPUCi0Q7TE3QgEAnz22WcG651l2FKWZbF27VpE66qg5eM4AHj69KnR/u2mEiJTpkxBZmZm4QN3IyzLQq1WQ6FQICkpCVlZWXj8+DFWr16NvXv3YsuWLXme4/jx4xCLxXaIlri7adOmWbSft7c3AG3rszVr1lD3c2KgYUPg9ev8Hzd1KvDjj9aPpyihRIYJycnJGDVqFNasWWNyn/r16+P8+fN2jIq4oydPnmDWrFmIi4tDenq63iSXy7mkRVZWFpRKpcXnPX/+PDZu3GjRj19iH1FRUejRowcuvOkYKRKJIJPJIJfLoVAo8nWufv36oVevXlAqlYiIiIBMJrNFyITYRGxsLBITE5GdnY3k5GTMnDkTTZs2hY+PDzQaDdRqdZ4tMHJOO3futPvn9T///IO///7brs/pzFJTU/VqAoSEhCA7O5ublEqlRS1dzImJiSlsmITkKT/XaUpKig0jIa5gwQKgIA37f/pJO+kEBwP37mmHZXUXlMgwwc/Pz+j68uXLo2fPnpg4cSLd2SR2MW3aNKxatcqifT09PSGTyeDp6Qk+n6/XLFqlUqFfv36oXr06VCoVvLy80LlzZxtHT/Ljm2++4ZIYAJCdnY3ExES9ffh8Pry8vCCTybhHf39/+Pv7QygUQigUQqPRQKlUYu3atWBZFn/88Qc0Gg2++OILtG3b1t4vi7iBpKQktG7dGnXr1kXDhg2RmZkJuVyO27dvY8+ePVwLIt36tLQ0pKWlQS6X6/2Yzc7ORmpqKlQqlcFz/Pfffw54ZQU3f/58R4fgVA4ePKi3bGnSQSwWw9vbGxKJRG8SiUTQaDRYvHgxwsPDbREyIUZpLBwOYsaMGTaOhLiC9u21XUFYVjtkakG9fg0kJ1Mig0D7g8LYl5BHjx5h2rRpaNKkCTp06EB9MYnNTZ8+HWXLlsWlS5cQFRWFpKQkpKSkcF/4c8rIyEBGRobJc02ZMqXQd7yI7axdu1ZvxJng4GDw+Xyo1Wqo1WruTrRarUZiYmK+m8lv2bKF/v2JTQQFBUGlUuHKlSt5Jl5LlSqFsLAwBAYGwtPTE2KxGCKRSG/aunUrWrVqhc6dO0MqleLRo0d477334O3tDT6fb3GBz7yKgVrKWbrIFGXdunVDt27dsH37drzzzju4ffu2RcdlZWUhLi7O5PavvvoKp06dslaYhOTJ0u/+Y8eOxZgxY2wcDXEVDAMIBNqRSwqqdGnrxVMUUCLDhHnz5nHjnS9evBhfffWV3vbcd7IvXLhAQxkSmwgMDMQPP/xgdFtCQoLFhRtr1KiB2bNnIyEhAX5+fpSEc0Le3t75SjT88ccf6Nu3r8ntUqkUcrkcAODr64uPP/4YGRkZ8PT0LHSshOhkZ2fj5s2bqFKlCgBtlygPDw+kpqYavZ6fP3+OUqVKYfv27Sb7i9NoYK6Hx+PpjdowY8YMfP/99wU+X7ly5VC1alV07NgR27dvh4+PD7y9veHj44OgoCAa2pLYTH6SoMb2rVChAgCgTp06+P333yGVSq0WGynalErgxg2gICOS+/lph21NTQVOnwZGjABkMkAiAcRi7aNIZPWQHYoSGRYYNmwYhg0bhrt37+Lw4cNISkrC+PHj9fZp3LgxEhISuKI+hNhDQEAA90NBrVbjwIEDWL58Od5//318/vnnevveuHED7733nt66smXL5rvqNnEen332GXr16oXNmzfj1atXUCgU2Lx5M65du4bSpUtzhUEBbd2fFStWYMWKFZg6dSp+dPcKUaTQTH2Z13URMUelUlH3TDc3duxYjB07lltmWRaxsbHYtm0bgoKCkJGRgcePHyMmJgYpKSkG9UYeP36Mx48fm+xyFBYWhmfPntn0NRD3dfDgQcyePRssy0KpVCIjI8PiOjy6UcUePnyIb775Bo0bN7ZlqKSIqVFD283kzBkgMxMQCrXTnTuAubJ2SUlAt25vl9+Mcm7S3r3abi1FGSUy8qFKlSqIiYlBREQEypcvjz59+nDbVCoVLl68iIiICLrTTRyCz+ejQ4cO6NChA1JSUnDgwAHs2bMH6enpJo9p2bKlHSMktiAUCvXei3InKIz92Pzpp5/QqVMn7u6lj48PBAL6OCCWy52o6Nu3L5o2bQoASExMRNOmTSEWi3H9+nU0a9YMYrEYISEhNEoSMYlhGAQHB6Nq1aqIiIjA2bNn8b///c/sMR4eHhCLxfDz8+PqsGRlZSE7OxsjRoywU+TEHXXq1CnPhK0p9+7dAwDIZDKUKFHCmmERF5I7v9WoEdC/v7brye7dp9C4cVMolTCY7t4FZs8GLl0yf/5p04CSJbWtNcRibWuNnI9F4WthEQjRORl742ndujUYhoG3tzf8/Pzg6+sLqVQKoVCIY8eOAQAaNGiA/fv3w9fX184RE3dy7tw5bNq0Kc/91q5di9TUVBQrVgx8Ph/JycmoWrUqxo0bBz6fb4dIiaOYK4538OBBNG/enIYxJHoUCgWOHDkClUqF5ORkvW3r16/H+vXrueVvvvkGc+fOhVwu57qcEJIflnSzy8zMRGZmJpKTkxEeHg4PDw8uuXHw4EEcOHDAYGhcXQFslmXxxRdfmByinBBzhg0bxnVBz69KlSpZORriTgQCwNdXieBg49tr1waaNQNKlTJ/nhMntK0/8qNjR2D+fKBixfwdZyuUyMin9PR03Lx5EzKZDHPnzsXJkyf1+nyyLIuUlBSTwy2dP38e165dozvhxKbatGmDhw8fIiYmBnFxcUhMTERiYiISEhKQmJiIFStWcPvmvH513n33XTRp0sSeIRMryczMRGJiInd38vjx44iJicHevXvx+++/A9C24jA3VG/btm3RqlUrHDlyxF5hkyKgb9++2Lx5s0X7zp8/H/v374dGo0FwcDD3A3PPnj3cXcyNGzdCKBRCJBLh5MmTSEtLg0gkglAohEAggFAoRK9evVC8eHHw+XwIBALuUVfAk7iuxo0bcwmIzMxMrtD1ixcvkJycjD179mDt2rUAgIoVK+LVq1dITk7O11DVkZGRlMggBTJ37lzMnTtXbx29J5GCun0biI/XFvxkGO3oJTwewOdrp5cvgfffz3lEhEPi3LMHCAoC3nyddDhKZOSBZVmcOXMGMTExeP36NYYOHZrnMf3794eXl5feUJjXr19HdHQ0pkyZggYNGtghcuJqEhMT8fTpU6SkpCA1NZVLmOWenj17hnPnzhXoOXx9fbFnzx7qr+lAGRkZmDBhAkQiESpXrswlJHRDV+pGpjE23bx506LnyJnEqFOnDjeUnG6YXrVajWnTptnk9ZGia/r06UhLS4NAIOAmXZ2Lc+fOcfV2+vfvD5VKhczMTDx//hw8Hg9JSUl4+fKlXlNsS35ATpkyxTYvxg7Wrl2bZ9cId3XlyhUMGDAA6enp4PP54PP53PDRmZmZ8Pf3h7e3N7KysvSma9euGT3fgwcP8h3Dvn37ULt27UK+EuKuWrVqhcjIyAIdy7IsJT0I58wZwF73Drt00bbUEAq1LTt09Td08zkflUr9fYRCwMsL6NDBPrFaghIZJixatAg//fSTyZYVOsuWLUOHDh3g6+sLmUxG9TGIzTRr1gx37twxuk0ikXC1DnKOSNGoUSMMGDAAHh4ekEql3F1RY8s+Pj7UncTBateubfKLOqBtSeHh4QFPT0+9ycfHByVKlOASGcuWLYOnpyekUqnBY3BwMPz8/Oz1kogLKV++PPbu3ZuvY3IPW5qeno5nz55BJBJBpVJxRfJGjx6Ne/fuIT4+3spRO05sbKyjQ3BaM2bMwNWrV/Pcr3HjxlwNDLFYDJZlcf36dQDaVj++vr4GQ/eKRCKjQ/p6eHhAIpFwXU/ohyQpKJZl80xirFmzBjweD2FhYRCJRNzvgwoVKtC1R/TUrQsMHw5cvart7mEtERHAkSPaFh6uihIZubAsi379+un19dXZv38/+Hw+Wrdu7YDIiLv75Zdf0L17d265Ro0aEIvFSE1NxalTpywehpU4H5Zl8dFHH+klMSIiIrBs2TL4+vpyySYa5YEURSzLQi6XIykpCWlpafj000+N/ogNCQnRWx4yZAjCw8MhFov1pqdPnyItLY07t1AoRM+ePbn/HwzDcJO1lo8fP84lZEztTyzj5eVltgg1oE3c79ixAwEBAXaKihDL5fX/PT/DqBP38vgx8OGH2m4kuVtDmPqKV7ny2y4mLAuYa3z7669AvXrAu++6dgJDhxIZudy7d89oEuPhw4coX758gZuREVJY3bp1w7Fjx7j6Kjdu3OC2bdiwgSq0F2FhYWGIjo7mljUaDf0wIkVKYmIiDh48iPv37+PevXuIjY1FfHw8Xrx4gdTUVIvqFsTExHDz3bt3x9KlS20Zcr7ouj2QwuvRowdX28KYlStXGgwfTgghRd2ECcDkyfk75swZ7WglueVu7eiuKJGRS5UqVfD48WPMmzcPCxcu5NZXqFABAPDXX385KjTi5pRKJXbu3Gl0GyUxii6WZfWSGIsWLaIkBnF6WVlZkEgkRreVLl0aISEhKFGiBIKCglCjRg0EBgbCz88PXl5eBpNupC+RSGTnV0HsLT09HX5+fpDJZCZbZQwaNAjdu3eHv7+/naMjxDLU4oIUxAcf5D+R0bgxsHcv0L69bWIq6twqkRETE4MXL15AKBSCZVlurPHs7GxkZWVxw3hlZmaa/II2cuRIqnBNHOL69esGFbIBYPz48di6dStX/V836ar683g8iMVi1KpVi34gFwHDhg1zdAiE5MlYPSiGYbB161YEBQWhevXq8PHxobtGRM+BAwdMDllZokQJqFQqVKxYEbt27UJYWBjeffddO0dICCGFc/w4cPQo4OsLhIUBarV2UqkKdr4OHbRdSoght0hkPHjwoFBjNk+ePBmpqanIysqiEUeIw5gqJGtpVf8lS5bgyy+/tGZIpJCmT5+OH374wdFhEJJvQqEQDMPo3ZlkWVavjg8A/Pvvv/YOjTgxuVxuctvLly8BaIuknjp1yuR+QUFBOHfuHMqUKWPt8Aixij///BOffvqpo8MgDjB9OmCtr3WHDmm7lnz1lXXO54rcIpFRWC1btkSLFi0AgGpkEIfRdW+yxDvvvAMvLy8A2h8XISEh6NWrl61CIwWUM4khkUjyHCWJEEebOnUqxo8fDwAQiUR6w6kak9d24h4UCgU8PDyscq7Y2FjcunWLEhnEYfJq3Urd5NyXWJy//Z8+BWSyt8U8+XyAx9Oeh2EAGl/CPLcYK7RixYpgWdaiSaPRYM6cOXrHt2zZkqtK3qpVKzAMg7Jly2LBggXUT47YTV5Do/r6+qJs2bKoU6cOihcvjlKlSmH8+PE4d+4cdu7cSUNuOqGTJ09y8y9evKAvP8SpqVQqLokBvE1SbNu2DefOncOLFy8gl8v1PlOpzgEBtJ9f9evXt9r5Pv30UwQGBiI4OBjFixdHyZIlUbp0aZQtWxYVKlRApUqVUKVKFVStWhXLly+32vMSYomPP/7Y0SEQB/n2W203EGPTgQOG+5cpAwQGAn5+gLc34OkJSCTuMeKINbhFIiM/GIZBp06d8tzv6dOnGDFiBN1tInYjlUqhVquxa9cuFC9e3GB7cnIynjx5gsuXL+Pw4cPYsmULOnfu7IBIiaV+/PFHbt6ZRmggJDeVSmV01I758+ejW7duaNCgAUqUKGG1u+7EtQiFQpw/f55LcM2cORMA0Lx58wKdLzk5GQkJCYiNjeXqn0VFReHp06d49OgRHjx4gHv37uHu3bsYMmQIVAXtnE6ICdOnTze63tfX176BkCLh4UOgXTtHR+F6qGtJLqdOnUKzZs301u3duxdeXl4QiUS4fv06t71YsWIQ57cNESGFkJmZiS5duuitmz17Njw8PPQmoVCI1NRU1KlTx0GRkrycP38ex44d45Y7dOjgwGgIMe/KlSsG654/f46SJUs6IBpSlN26dQtjxowBAJw4ccKiY7p27Yovv/wSAoEAfD4/zylnq6CQkBAIBPR1l1jXuHHjjK5PTk62byCkSChfHpgxAxg71nDb5ctArVraLiUkf+idPZeyZcsarNu5cyd3tzQjIwOVK1e2d1iEAAC2bNnCzUdHRyM0NNSB0ZDCOHPmDDf/7bffUtKJOK2HDx/qFboeMGAAVqxYkWd3N0KMeeedd/D777/j1q1bEIlEmDZtWp7H7NixAxMmTAAAGoGLOD3d9fnFF19Q1yYCQNtVZMQI04mMzEygSRP7x1XUUSIjlxIlSuDLL7/Ua+a9bNkyDB06FDVq1HBgZIToV3yXyWQOjIQUVtOmTbn5uXPnwtvbG8OGDUNgYKADoyLEUKlSpfSW16xZgx07diAxMREA8PXXX8PLywteXl64d+8eKleujEqVKlnUTZO4F2OtXi0VHh4OAJgwYQImTpxoxagIsQ3deyQhgOlCoJ9/rn3cvBno0cN+8bgCSmQYYezO6LRp07Bx40YHREPIWzmbcW/evBn9+vWjJrNFVL169bBs2TIMGTIEADBx4kRMnDgRo0eP5vqPE+IMxGIxXr9+jYcPHyIqKgrPnj3D06dPsWzZMgDAunXrkJqaarT49dGjR+0dLnEy586dQ6NGjSza19vbGzKZDFKpFDweD3w+HwzDgMfjgWEY+Pj4YNCgQTaOmBDz8ir0L5fLqV4QMWroUGDJEuPbPvro7XxwMHDjBlCsmH3iKqroF5ARx48fN1j3999/IykpCc2aNYOfnx9q1arlgMiIu8t53Q0aNAhDhgxBSEgIAgIC4OvrC19fX/j5+cHX1xfZ2dnQaDSYN28efaA6qcGDB+Pq1avcD0IAiIuLc2BEhBgXFBSEoKAgNHnT9pVlWQQGBmLq1Kkmhw1u1aqVPUMkTspYcWpTUlNTkZqaCj6fj44dO0IkEnGTrj5GpUqV9FonVq5cGZs2bULNmjVtET4h+UbfuYgx778P7N5t2b6vXwOLFgGTJtk2pqKOEhlv7Nu3D4cOHYKnpyeqVauG/v374/fff9fbZ//+/di/fz/Gjx+PS5cuUZ92YndhYWFQq9V48OABtmzZgp9++gkvXrzAixcvTB6j+7FBnFPOJAagLd5KiLPLysoy+r6yePFi1K9fH35+fihfvrxeQVvinsLCwiCXy7FhwwaIRCLI5XIkJSUhNTUVKSkpSElJQWpqKpKSknDq1CkAgFqtxr///mvR+e/du4datWrh2LFjaNGihS1fCiGEWCwmBpg8GdBotIU8LU1iAEDbtsCbskDEDEpkAFAoFEZHDBAIBAgJCQHLsmjVqhUuX74MqVSKjh07UosM4jDmCux17twZXl5e8PT0xL1793Djxg1qhuvk5HI5pFIptxwYGIiRI0di7ty5DoyKENNiYmJw+vRphISEICYmhls/aNAgDB061IGREWfVv39//PPPP/k+rmHDhpBIJBCLxRCLxRCJRHj8+DHu3r3LjVAiFovRsmVLqmNGCHEqQ4cC27fn/7j+/YEFC2gUE0tQIgOARCLB+fPn9aqyA4BKpcKxY8dQrlw5bl1kZCQiIiLsHCEh2mHqct9tWrVqFapUqQJvb2/6EldEeXh4gGVZvSr88+bNw+jRo/PVJJsQezhz5gzXvUQoFAIAWrZsiWXLlqFixYqODI04qUuXLhUoiQEA//77L4pRJ3FCSBG0di3QurV2xJKkJOCnnyw77vffgYQEYOdOm4bnEiiRAe3dpcGDBxvd5unpaedoCDHOz8/PYF2HDh1QokQJB0RDrCn3CDTt2rWDr6+vY4IhxIycLcKUSiXUajV4dNuImJH7+9WcOXPg4eGhN0kkEkgkEvD5fFy7dg316tVDaGgoJTEIIUVOXJy2cOfr1wCfr53yO4BNjoHtiBmUyABw9uxZXLlyRW/d5MmT0bNnTyrYQ5xG9erVoVar9X5I/PXXX/juu+8cGBWxhoyMDL3lnTt3QiKROCgaQkxr0KABBg4ciNWrVwMANm3ahF69ejk4KuLM1q9fj2rVqnHLX3zxhdnhw5VKpUELWUKciUajcXQIxIn9/juQn/JQM2YAnToBAoF2ysgAqHaxZeg2CoCOHTsarPv5559RuXJl+Pj4QKlUOiAqQgzlTGL07dsXo0aNcmA0xFpyD+Xm7+/voEgIyZsuibFy5Up8/PHHDo6GOLt79+7pLXt5eeHmzZsOioaQwsvZFZSQ3EaPBu7csXz/sWOB6tWBKlWAChWAWrWALl1sF58roUQGAJFIhM2bNxvd9uuvv0IgoIYrxPFyJ9QmTZpEH6YuauzYsY4OgZA8VapUibqVkDz16dNHb7ldu3YoX768g6IhpPDofY+YwzDapER2NlDQgZR++cW6Mbkq+oX+xoMHD/SWS5YsiTVr1qBt27YOiogQfUKhEKdPn+YK7ZUtW9bgTj4pmrKysvSWqaUNKQo2btxIw10SszQaDRQKhd66/fv3OygaQgixH5UKOH7c9HZ/f6BdO23ig2EAlgWCg4Fp0wCqbGAZSim+MW7cOCTmqMQSHR2NDz/8EB07dsSBAwccGBkhb12/fp2bnzx5sgMjIdaU+z3Gy8sLKpXKQdEQYtr69eu5eapjQMx58eKFwXDhhw8fdlA0hFgP3UQilvDw0CYndFNuiYnAvn3AgQPA7t3Axo3AlSuAVKotENq1KzBsmLZmBjGOEhk5+Pn56X3IpqWlYe/evejVqxe9aRGHUygUGDJkCLfcpUsXpKWl0bXpAtq3b28wSsmXX37pmGAIMUM35CoALF261IGREGcXFBSEzp07661r3bo1bt++jefPnyM5OZk+v0iRRNctKQilEggI0F+XnKwdajU1VbusKxKq0WiHX12yBPjjD7uGWaRQIiOXVq1aGayrVq0a1SIgDieRSLB48WJuuXbt2vD29gaPx0Oq7h2QFElCoRBr167VW7dq1SosXLjQMQERYkLOEUrat2/vwEiIsxMKhfj3338RHR2tt75atWoICwuDn58feDweGIah4p+kSKHfBKQgBAIgPh549Ch/x+UawZrkQDUy3lCpVHj8+DEqV66st55hGPxCFVeIkxg6dCgyMzMNhlxVq9UOiohYS5UqVQzWhYaGOiASQkyLiori5vft24fg4GBUr14d4eHh8Pb2dmBkxBn17t0bf//9t6PDIMSqKJFBzFGpgPv3ta0qsrK0k0IBHD0KTJ2av3MtXqytn0GMo0QGgIULF+Lrr782WB8fH4+A3G2ACHGg1NRUvSTGkCFDMG/ePEgkEgdGRQorNjbWIJFx+/ZtVK1a1UEREWJc6dKlsWDBAowYMQIXLlzAhQsXAGhH/+rQoQMaNWqEJk2aUBFQAgAmkxhTpkyBQCDA8OHD4enpaeeoCCkcjUbj6BCIE2vT5m0Xkfzw9gb69gXmz9fWyCB5o0QGgJo1axqs69mzJyUxiNPJnbBYuHAhDQ/sAoKCggzWURKDOKvhw4dj+PDhYFkWL1++xI0bN3DgwAFs27YNO3fuBKDt+qZLchD3pdFosGjRIoObRePHj4daraZhLEmRRC0yiDmTJgEREXnvR6VWCo8+QQA0bdrUYN0///yDcuXK4fXr1w6IiBDjpuZok9awYUNs2bKFik65qKn5bX9IiJ0xDIPQ0FC0b98ec+fOxdOnT7Fjxw4AwNWrVyEUCvHixQvHBkkcimEYlCpVyui2tLQ0O0dDiHXQ9y5iTsuWwLvv5r2fbtjVvKarV20ecpFFiQwAAoHAaFG9J0+eUAEq4lROnTrFzZ87dw69e/fGmTNnHBgRsZbcTVV37drloEgIKZilS5eia9eu3HKxYsUgFosdFxBxCl27dsXx48cN1q9evdoB0RBSeNSSiOTl8GFtjQy1Gpg2rXDniomxTkyuiNqkAzhw4AC++eYbo9vatGkDpVJJzfeJw0VFReHIkSN669q2bYv4+HhoNBr6YC3i5syZo7d84cIFHD58GFKpFGKxGLVq1QKfOk0SJ6VQKDB06FBueffu3ahUqRJu3ryJzMxMSCQSao7txtasWWOwLiYmBkqlUm9IX0IIcSXz5wM//JD/4xhGO8IJn68d7SQrS/vI41Hxz5zo1zmA9957z+x23YdshQoVoFAoMHHiRAwcONAeoRE3dePGDXz77bdITk4Gy7KIj483OsTqwYMHcfDgQSxatAjDhg1zQKTEWsLDww3WtWnThpv/8ccfqbsJcVp8Ph/vvfce9u/fDwDo3LmzwXYvLy8EBQUhMDAQAQEBKFmyJOrVq4e2bdua7H5AXMO3335rMMT0rFmz4OXlhfHjxzsmKEIKiLqWEEuo1cCoUQU7lmUBU6Ua+XyAx2sBkUib3NAlO3RTzuW0NCDXCNioUeNtMoRhtHGqVNpH3XxKinYqXVobxz//ABUqFOy12BIlMqC9033t2jXweDwoFApkZmbqPa5btw43b97Ew4cPAQCff/45evbsCZlM5uDIiavasWMHDh06BEDb9emTTz6BVCrl7s4nJydDqVRCoVDAz88P/fr1c2zApNBat24NlUqF6OhoZGZmGhT7/PLLLx0UGSF5EwqF2LdvH5RKJZ4/f45nz54hOjoaFy9eRPHixZGWlobU1FTExsYiPj4eUVFROHbsGJYuXQoAmD59Or7//nsHvwpiK3v27DFYN2rUKIwcOdIB0RBSODRqCbGEQAAkJgKvXr3tZpI7aaCbkpKA1auBDz/U30el0p906x4/jkaJEmFG93v5EjhwwHRcN25Y/hqePdNO8+cDixYV+k9idRYnMhiG4QO4COAFy7KdGYaZBeB9ANkAHgHoz7Js8pt9xwEYCEAN4GuWZfe/WV8XwFoAHgD2ABjBOkFas1SpUmbvBvXu3RslS5bklvfs2UNJDBtx5essP37++WduPjk5mYanszJnvc74fD5Kly6Na9eu6a2noaCLJme9zmxJKBSiXLlyKFeuHADt52uEifLtGo0Gd+/exeeff45x48ahUqVK6N69ux2jdR3Ofq298847esvlypXD7NmzrXFqYkfOfp3ZC3WTsy1Xus78/LSTJT780PLzRkY+RkREmNFtcjnQrBlw5Yrl52vYEJgyBRCL3048njYBw7KAkQE+nUJ+OtWPAHAnx/JBANVZlq0J4D6AcQDAMMw7AHoBqAagPYAlby5IAFgK4AsAFd9M7QsVvZ3oqrDrdOzYkQos2o7bXmemUBLDJpz6OqtVq5be8qhRo6gpa9Hk1NeZo/F4PLzzzjtYt24dAOCPP/5wcERFmlNfa7lv/jx+/BiPHj2y1umJ/Tj1dWYvlMiwObrOCkEqBS5f1rbMsNS5c9qWI02bapMatWtrkxe1awPh4druKs7IokQGwzAlAXQCsEq3jmXZAyzLqt4sngWga7LwAYC/WZbNYln2CYCHABowDFMcgDfLsmfeZMTWA+hqnZdhW7ouJTk1adLEAZG4Nne/znTi4+O5+WbNmjkwEtdUVK6zr7/+mptft24dkpKSrHl6YmNF5TpzBroEBtX5KRhnv9ZOnTqFd3ONRVizZk0EBgZa4/TETpz9OrMnurFgO3SdFVxa2tv6FwwDlCiRv+P/9z9tq4yixNIWGfMBjAFgqlPYAAB738yHAnieY1v0m3Whb+Zzr3d6d+/eNVh3/fp1B0Ti8ubDja8znZy1EHL+mCVWMx9F4DpbsGABN3/u3Dn4+/tb8/TE9uajCFxnzqDEm29bKpUqjz2JCfPhxNfa+vXr9ZYzMjJw7do1+Pj4WOP0xH7mw4mvM3uiFhk2NR90nRVIcjJw82bBj+/dGxg+3Grh2EWeNTIYhukMIJZl2UsMw0QY2f4jABWADbpVRk7Dmllv7Dm/gLY5EIoVK4bIyMi8wrSpwYMH4/jx45DL5dy6hIQEh8cFAOnp6U4RR2E5+joLDg6269/R3L9bjx49sGXLFgDAhAkTEBgY6HIfmo66bh19nRX0/axhw4Y4evRovo+zJVd577EFR19n9n4/M8eS66RYsWIAgL/++gsSicQOUeWfs17vReFa69q1K1asWMEte3p6Ys6cOahTp47R/Z31b21Lzv6ai8J1Vhj5/fur1Wqz253l39LZr6vcnPU6c8a/o6mYdu0S4PZtb6SkCLFoUQWkpVk+vPXGjQDDPMOgQU+sFo/NsSxrdgIwHdpM1lMAMQDkAP58s+1/AM4AkObYfxyAcTmW9wNoDKA4gLs51vcGsDyv569UqRLraN7e3iy0/wG46erVq44Oi2VZlj169KhDnhfARTaPf7v8TI6+zurWrWvrP5mevP7dWrRooXe9xcfH2ycwO7H0unW16yw/72fnzp3TuwbWrFlj8bH24Kj3HltwtevM3u9n5uR1ndy9e5ctVaoUC4A9efKkfYIqAGtd7+54ranVaoPvUHFxcSb3d6X3FktZ+zW743VWGPn9+xu7pnNOzsLW/5fc5TpzxvckUzEFBbGstjyn5ZOXF8tKJCwrFrPsxYvWjccazF1neXYtYVl2HMuyJVmWLQNtQZUjLMt+yjBMewBjAXRhWVae45BdAHoxDCNmGKYstAVWzrMs+wpAGsMwjRjt7eW+AHbm9fyOdv36daSmphqsT09Pd0A0rsvdr7Pcjh07hhMnTnDLznY3vqgqStdZ7js+7dq1s+bpiQ0VpevM0V6/fo3nz5+jQYMGaNq0qaPDKXKKwrVmrHsuDV9ZtBSF68yetL+tjKMuUwVH11nByOXaYV7v3AFiY43vM3eu6VRGaiqQmQkoFEDduvaNvbAsHn7ViEUAxAAOvmn2fpZl2SEsy95iGGYTgNvQNv8ZxrKs7hv5l3g7FM5evO3j5LRWr15tsO7IkSP0hct+3OI6MyZnQdmPPvoIEydOhEqlgkajgVqtxpAhQ1CmTBnHBehanO46W7hwod5yaKjLd+90B053nTlaw4YNAQBly5Z1cCQux2mutbNnzxqsCw4ORu/evcGyLAYOHIg2bdpY46mI/TnNdWZP5rr7pqSk2DESt+GW15kxN28CgwcDcnktBAYCKSnAhQt5H1e1qu1jc4R8JTJYlo0EEPlmvoKZ/X4B8IuR9RcBVM9XhA5W10hq6v79+2jVqpUDonEP7nidGcPj6TeYmjhxot7ytm3bcP/+fTtG5Fqc/TrbuHGj3vLVq1dRu3ZtWz0dsRFnv84cTfcj959//sGff/4JgaAw91fcm7Nea7179wbDMBgwYIDeet173N9//w2FQgGxWGztpyY24KzXmT2Za5FBrIOuM+PGjQNOnwYAv3wdN2sW0N4FB6Clbwx5qF+/vsG69q54JRCnN378ePB4PPD5fPD5fPTt29fRIREbevjwISpUePvZnZCQ4MBoCLGNFi1a4OOPP8amTZuwZ88edOnSxdEhESuSy+Xw9PQ0WD906FA0btwYfD4ftWrVoiQGKVJcrQA7KTq2bAEuXgTOn7+Kd96pDY0G6Ngx7+MaN7Z9bI5AiYw8VDXSFufWrVsoXbq0A6Ih7qxYsWIYXtTGRSIFViLXAOA//PADzp0756BoCLENhmG4blM5RwYjrkEqlWL8+PGYMmWK3vpPPvlEr/skIUWJuRYZUqnUjpEQdyMWA02bAkplMpo3ByxpxOjKDYjcOpHBsiyys7ORlZXFPWZlZSEzMxNyuZybcvvss8/o7iixC6VSCaFQO3TS119/jXfffRf+/v4Qi8XcRE2xXdPOnfp1qc6fP++gSAixvnv37mHRokV48uQJ/vvvPwDaoadZlqW7nS5m8uTJUCqV+PXXX7l1c+bMQYMGDcDn8+nfmxQ5fD7f5DZKyJLcdEU1NRrtpJvPz7qTJ7XDo/L5gFAI7N3bBJaUYzFSa9mluNUvoEOHDqFt27aFOsdvv/2G/v37WykiQswTCAT49NNP8eeffwIAqlc37O7HMAyEQiGys7NNnqd58+Y4fvy4zeIk1mdsnHr6kUdcRZUqVQzW6ZK2QqEQAoEAAoHA6HzOdbpaQgzD6E3WXAcASUlJCAgIsPg4Ho+HIUOG0GhDbzRv3lwvkbFt2zYIhUKzn19t27bFgQMH7BkmIRahGhkEAKKiAMc10BdZtJer14l3q0RGSEiIyW0eHh7w9PREeno6FAoFGjdujAkTJsDHxwcKhQK1atWCn58fIiMj4eXlZceoibv7448/sHTpUpw9exbR0dFQKBRc6yGFQoG9e/carQqf04kTJ7Bv3z6q71KElC9f3mCdVCpFRkaGQSFYQoqaPXv2YMaMGejSpQvUajVUKhVUKhWUSqXZ+dzrdMN45h5bPr/rNBqN2f3S09PB4/EsPuedO3cgk8kokfFGx44dcfXqVUyePBnly5dHQEAAlEolsrOzoVAoMGvWLINjDh48iEGDBmHlypUOiJgQQswTWZZLsAk+X4PQUB7GjAEGDAAkEsAd73O5VSKjevXqOHPmDBobqXiSmZmJzMxMbvnMmTO4c+cOunTpgqCgIMhkMnuGSogeT09PNGzYEKVLl0avXr1w+fJlVK5cGU2aNMkziaFDdxCKlkaNGkEgEEClUnHrFAoFxowZg9mzZzswMkIKr0OHDujQoQM0Gg3S0tKQmJiIa9euQSqVGu3ymZWVBaVSmWcSIa9t+V2v2xYVFYWSJUuaTILoEiG6+cePH1PrqVxq1aqF0aNHIzk5GZmZmUhLS8PLly8N6mfklLPgMSHOgr5PEQAICXlbf2L/fvuOCqJW8xAVBTx6BHh42O95nY1bJTIA7Y+D3G9AKpUKnTt3xv79+/XWjxw5EiNHjgQAiMViZGVlgc/n4+nTpyhZsqTdYibu6/Xr15g8eTKWLFlisO3evXvIyMiAVCo16JN5/vx5oyPukKLD2I+gChUqGAxhSEhRpNFoUKxYMSQmJjrk+XN3CzHVXUS3XqPRQCAQGN2mq/PA4/G4Rx8fHzRt2tQhr81Z7du3Dx06dDC53cvLC2lpaQCAo0ePIiIiwk6REZI/1CqS5Pbee/kvqrl1KzBkCJCZCcjlBSvKuXUrcOQI8OQJkJqqXde9u7bLC8sCCgWwbNnb/UeMAObPz//zOCu3S2QYIxAIsG/fPgDAy5cv8fLlS8jlciQlJeHw4cNYuHAhsrKyAGj7rfft2xdHjhxxZMjETfzxxx96SYwvv/wSnTp1QnZ2NurXr08JNTcSHR3Nje5AiCto2rQp/v33XwDA6tWrkZqaivDwcEilUq6YsUgk4uZ1NRUsST6Yq2NREJGRkfTDupB036NyatmyJfbu3QuPHLcU6W9NCHEHH36onYy5cwd4/hxQq7XJCKUSUKmATz7Rbg8PT0KtWn5ITAR27dI/dts208/522/AnDnaoqGugBIZuZQoUUJv2MMPPvgAFy9exJkzZ7h1R48ehUajoYwssbly5cpx8++++67RlhnENeUu7Hn8+HH07t3bgRERYj08Hg+7du1C6dKlERUVhbp166JWrVqODovYSLdu3bBjxw69dRMmTMDEiRMdEg8hhUFdS4itVa2qnXLr00f7GBl5Dc2aReDpU8NERk7ffQds2KBtneHnB/z4o+skMQBKZBilG5ZVLpdj7969ekkMnaVLl2LYsGEOiI64k5QcYytdvHgRvXv3hoeHByQSCVe1XyAQgM/n61XwN9bvW9eHW6VSQa1WQ61WQyQSYfz48fDx8XHI6yPmtW/fnmst1qdPHyxbtgyenp4AYLKvfs55U33+ddt1tQdGjBiBwYMHO+ZFkiIpJiYGf/zxBzIyMpCeno7s7Gyj19yLFy/w119/ce89ycnJSEtLQ3p6Ol68eIHo6GgAwJUrVyiR4cLKlCmjt+zp6YmnT59iwIAB4PF4etOrV6+wfft2g/U5de3a1Wi9M0LswdioYjl99dVXyMzMxJo1awy2jRw5EnPnzrVVaKQI0miAZ88AHk87CQTa1hdRUUCzZqaOirDo3LNnAytWAIMGWSta5+JyiYzo6GicP38eWVlZSE9P56aMjAxkZGRALpcbfcy9zpI3KUpkEFvr378/evTogVWrVmHr1q24dOkSMjMzoVAooFarkZSUVOjn2Lp1K+bOncs13xaLxfDw8IBMJkNQUBD8/Pys8EpIQWzfvl2vybWthtAdMmQIJTJIvrRt2xY3b9602vkmTJiAqVOn6iVoc0+6WhS5p/j4eFy6dMlqsVjLv//+i86dOzs6DKcwZcoUrFq1Cunp6QCAjIwMrFu3rsDnmzlzJi5dugSJRAIPDw9IpVIUK1aMWsoSu+DncUt78eLFJrfNmzePEhlFxJEjwMOHwMuXxfDiBZCdbZvp6VPbvo4vvqBERpGQkZGBUqVKFehYT09P+Pr6Ii0tDYMHD0bJkiUhk8ng6ekJqVTKPd67dw9NmjRBxYoVrRw9IcZ5eXnpFZ7N6datW6hevXqhzv/06VN0797d5PaXL1+iePHihXoOUjB79+41WMcwDCZPngyBQAChUKj3aGxdzm05fwzyeDwucRUWFuaAV0eKsp07d2LRokWQyWSQyWQQi8XcdQVoi2OqVCrcu3cPYWFh3JCpxqacQ6v+9ddfDn5l1vP+++9TE/Q3ZDIZV8jzyZMnqFWrFrdcUHXr1jVYpyuATYgt5ef/dePGjSGTycDn88Hn8/HNN9/YLjBiNSwLtG6tW6pm9+dv0QIQCgGxGLh+XdtSY/BgICJC2zXk6tVLaNCgLvh8GEw8nnYoVl0LD39/u4dvNy6VyJBKpVi0aBH27NljUEU8KyuLa3Fx4cIFg2N1rTIAYPny5QAAoVCod5daLBYjKiqKa62xd+9e8Hg8tGrVCkKh0H4vlLgtlmXxzz//4O+//4ZCoUBCQgIqVaqE+/fvW+05ihUrBk9PT/B4PHz00UcICQmx2rlJ/nTr1g3//fcfOnXqxK1jWRbjx4/XWybE3sqVK2fRXcXIyEh4eXnh9u3bOHToENavX89tq1SpEjdcaWxsLHe33haqVq2K4sWLIzo62qrvl+Ysy1kqngDQjsSVs/aTNfXr1w9isdgm5yakINq3b2/0hgRxfgyjbcmwYgVQo0YyvLx8odFou33w+W8f+Xzg0CFtMU5rytkA19dX+zwLFgCLF2vnVap34OmpH4vuMefP3E6dgP/+085/9x3g7a1NjuiSHd7eQP/+2mOLoiIatnEMw2DYsGEWdfmIj49HdnY2FAoFFAoFsrKycPPmTfTt2xfjxo3jhlvNysritkdFReHJkyfcOXTDiDVp0gSnTp2y2esiROfAgQN6BR9r1qyJWrVqoXHjxlwz3aZNm2Lq1KkQiUQGd+R1tTR0dwZyznt5eVFCzgl17NgRGo0Gjx49Qrt27fTegwBQ4WHiNFiWRXJyMo4cOYLHjx9j+fLlePTokdF9GYZBeHg4+Hw+eDwe1Go1Nm7cqLdPhQoVMHToUKhUKu4Y3aNuyl0U15jw8PBCj4JBI2lYh5+fH3r06IEtW7aY3GfMmDFo2rQpZDIZypQpAx8fHwiFQm7S3agixFnRDQbXsHy5doqMvGrR+39WFpCWpq15oVK9ndRq/eUVK/SHRDWnZ08gKEh7Dt151GogOjoVt297IDFRO6qJKbokBqCtl2HMF18UbOhXZ+BSiYz8CAwMNFgXHh6Ozz77jFu+evUqnj9/jszMTKSkpGD16tVGz/Xbb7/ZLE5CcqpZs6be8vXr13H9+nUAwLZt2+Dj46M3+fr6UnLCBTAMgwoVKuDx48cGX+DnzJnDFVbs1asXSpcu7aAoibuKiYlB9+7djRbGBoA2bdpg5MiRaNKkCXx8fEz+CHWlbiXEOJFIhM2bN0Oj0aBRo0ZGW8jOnDmTmxcKhcjOzrZniITkSVdYm5CcxGLtlJelS7UTADx6BOTM64pEQFISMGWKtitJpUpvEyO6IVi3bAFu3w62WtwDBljtVHbntomMvJQvXx6PHz82u0/Xrl2xbds2ujNA7KZ48eJgWRYJCQm4cOEC1qxZg82bNwOAyToXP/zwA3755Rd7hkls5J133jFYN2bMGG5+9uzZiIuLs2dIhCAjI8NoEsPb2xtisRgvX77E2LFjcevWLfTt2xfLly+nLgBujmEY3L171+w+FStWpM8u4pTMtYKsVKmSHSMhRV2FCqa3val0kG9lygAtWwLBwdruI8Db2hm1awMffliw8zojSmS8odFokJycjKNHj6JHjx5629asWYO2bdvCx8cHFy9eRKtWrRwUJSFaAQEBaN++Pdq3b4+oqCizd+GPHz+OhQsXcpXddZOxZZlMRoXSnFBCQoLRVmQ6o0aNAsMwGOSqZamJUytfvjyUSiXWrFkDuVwOpVKJlJQU7kdozuTaunXrMGDAALRo0cJR4RInwDAMkpOT8fLlSzx69Mhos+3atWsjMjIS586dg4eHh9Hp0aNH+Oyzz1CiRAnqYkfsxlyLjPv37+P06dOQSqWoVKkSfaciZl2/DuRqbF0oRbWLSEG5dSLj+PHjaNmypdl9VCqV3jBL1PqCOJuwsDA8efIEgwYNQrly5fD69WvcvHkTr1+/Rnp6Ok6ePImTJ09afL6JEydiwoQJNoyY5JdEIoG/vz8SExMNtqWlpUEmkzkgKkLeEggE+OKLL7Bu3Tr069fP7L65P3d9fHwAAHv27EGTJk1sFSJxMjweDyVLlkTJkiXx6tUrdO3aFefOneO261ob5uWHH34AoB0lZteuXTaJlZCc8hp+tWnTpia3jRkzBjNmzLB2SMRJJCQA778P6EYnZ1lt1xDdVJCeciNGaFtT5ByZ5MWLpxAKy2DVKu0+7dsDhRjRushy60SGqSJkOQkEAigUCmoGS5xamTJlcPDgQW45Pj4exYoVy/d5xGIx2rZta83QiBV4enoiISEBEydOxKRJk/S20d0e4kxy1/GxREpKCgBg6dKllMhwUzVr1ix0t7j33nvPStEQYh7DMBg6dCiWLFmS72NnzpxJiQwXdvkyYKJclMWmTNEWDfXyAkaOBDw9DfeJjHyKiIgyWLmycM9V1Ll1IqN///7o379/nq0s6tevzzVjzMzMRGhoqF6z/LCwMJQvXx6BgYFo1qyZnaInxLQbN24YXV+iRAkAQJ8+fcAwDL744gtUMNdBjziVMWPGGCQyct4ZEgqF+O+//ygZRRwmPDwc8fHxCA8Px/Pnzy0+7uzZs6hfv74NIyPOzFwSQyAQwNfXlytiXbp0aVSoUAFisRhqtRrXrl3D4sWLUaZMGfsFTNyaWq02m8S4fPkyQkNDIRKJuIlG23EPbdtqkxBqtXZZN9qIWg2sWgWMH2/6WD5fO9TqkiXaoqEiEbBhw9tWGLrec1evAkCE2Th27wY6dnxbI8NVuXUiQ+fGjRsYNGgQOnfuDLVajczMTMjlcm7SLWdmZiI1NRXx8fF4+fIlFCbGu1m5ciU+//xzO78K4q5YlsXly5exYcMG+Pv7Iy0tDWlpaUb3ffnyJQDAy8sLP//8sz3DJFbA5/Nx48YN1KhRw+h2pVKJdu3a0dBvxKFGjBiRryTG8uXL8fTpUzx9+pRbl/saNnVN69brhmI1t09e5zK3z507d/D8+XOLn0MikaBHjx55NkF3ZyqVCgqFAgqFAr/99htGjBhhcr/4+HjEx8cD0P5IzK1s2bLw9/dHQkKCTWMmBDBf7BMA6tSpg27dumHbtm12iog4E1O9fUeNAlJSgNWrtSOTNG0KdOqkHbY1K0vb7UQ3r1vWaIBdu7TL+dG5s/bx+nXAxFdGl0CJDADVq1c3qLi+b98+fPPNN1Cr1dwXkaSkJCQlJUGpVJo9n+6uNyG2sHz5cgwZMsTkdrFYDC8vL4P1Q4YMgUwmg6enJ0aNGmXLEImVjRo1CnPnzs1zvz///BOtW7e2Q0SEmPbbb79hw4YNFu8/ePBgG0bjOFOnTsWPP/7o6DCchkajwZgxYzBnzpxCnadatWoQi8UQi8VISUnB7du3AYC6JRG7sSQZ2rNnTztEQooSDw9g1iztlNvZs0D37sCrV9Z9zu7dgQcPrHtOZ0KJjFxevXqFOnXqICYmRm993bp10bJlS6SmpqJWrVrw8/PDs2fP0KZNGwQFBcHLywsymQz+/v7UdIxYTUxMDI4fP4579+7h1atXePnyJXbu3Km3T5s2bSASiXDnzh0cOHCAuoq4AJZl0b59exw4cMDkPr/++isGDhxodjQTQhwhICCA+6K/f/9+LFy4EP/991+ex3388cdG1+f+TLXkM9bUPgU91+vXrxEcHJznuXSvWyaT4euvv87z3O7gwoULaNCggcntnp6emDdvHiQSCSQSCR48eID69etDLBbrjVDi5eWFoKAgO0ZOiHF5vW9Qq0iSX6dOWTeJERam7YqyaJH1zumMKJGRy6NHjwySGABw6dIlXLp0CV5eXli3bh1EIpEDoiPuZPz48Zg6dSq3HBAQgOLFi6Nt27YoXrw4QkJCEBERgQ4dOjgwSmILNWvWxE1dyWsAvXv3hkgkwvXr1yGVStGpUyeMGTOGkqbE6YnFYuzevVtv3fXr13H69GnI5XK91mENGjRA7dq1Ua9ePW4kE2cRGRlpdIhQoi8xMRFNmzbF3bt3jW7v1q0bunbtisDAQAQEBEAikaBGjRp6TfXpb03s6cWLF+jXrx9XdJhlWYMp93q1rgACIVYyapR2Yllg+3ZtHQy1WltvY+FC48d4ewOpqca3RUVpH9u3119fvz7w779Arrx8kUWJjFyaNWsGjUaD1NRUHDlyBN27d9fbnpaWhtjYWJQsWdJBERJ3cfjwYQBAYGAg5syZg3bt2iEkJMTBURF7yJnEALRdRvLqk0tIUVGzZk1udJNvv/0W7du3x/79+/Hdd9/p7SeTyRAdHe10SQ1iWnx8vMkkBgBs376d6gYQp3Lw4EE8e/bMauebPXu21c5F3A/DaLuD5Pz5uWCB/j5PngBHjlxA3br1oVIBly4BK1ZokxTLl5s//4ULwMmTwIcfWj92R6BERg4ajQYpKSlISEjAmDFjsH37dr3t3bt3x4ABAyiJQexi06ZNKFWqFOLj4/G///0PgLaQbIcOHRAcHAyBgP77uqrw8HBcuXKFW37w4AEqV67swIgIsZ19+/aBZVmDZF16ejrkcjklMoqQSpUqcXesMzIy8Oeff2LYsGF6+3Tv3p37frV69WoMGDDAEaESAgDo168fAgMDuRorGo0GarWam5RKJcqXL2/x+Xx9fW0UKSnqWFbbUiImBjhw4O1oJCyrLeqp65HEstpJpdK2yqhRQzuCiVIJbN0KbNoEAIajfBmpgwwAaNkS+P137TkEAtdpjQG4WSLj1q1bUCqVyM7ORmZmJq5fv46TJ08iJCQEZ86cwYULF0weq2taFhkZaadoibsrWbIkZs6ciTFjxnDrBg0apLdPnz59IJFIIBaLTT7mnEQikcE6Y5NMJqNq+w7y4MEDvSQGAJw+fRqXLl2CRCJBbGwsEhMTMWrUKIjFYgdFSYh1GSuiXbx4cXzwwQeQyWQ4evRonueYM2cOAgMDwTAM1+1KN59zMrY+r31v3ryJjIwMi8/L4/FQt25deHt7F/6PUwTx+Xx4e3sbbUWY8ybRwIEDsW/fPtSrVw8ikQhCoRCPHz/GkydPIBQKDSbdPjknHo8HhmFQrVo1e75E4kJ0Ne6MYVkWbdu2xcGDBy0616ZNm1C1alXu+hQIBGBZFhqNBhqNBmXLlqVkh4u4dg14/Vo7ukhmprarh0QC/P03sGyZY2N78gRwhxGpXSqR8eTJE1SpUgXZ2dmFOs+QIUMQEhKC4OBgBAcHo1y5cnjw4AEEAgFiY2Px6tUriEQi+Pj40F1xYlOjR4/GN998g5iYGLx69Yqbvv/+e6SkpODcuXNQKBTIysriHvMaVaewnj9/Tq2SbKhMmTJo2bIljh07xq0zdsfyxx9/xKhRo+Dh4QGpVMoVxJNKpUhJScHDhw/x3XffwcfHB56entQ1hdiN7o6mSqWCXC5HcnIyVCoVty73o27+5MmT2L17N5c0ePr0KS5evGhx4TxnG41p6NChWLx4saPDcKju3bvr/fsNHDgQa9as0dtn8+bN2Lx5s1Wft3bt2tzfvkKFClQklBQYwzAGhbc1Gg1kMhkyMzMN9j9w4IDZQt0AFQMtKg4cAN57DwAiHByJVqlSwLZt2uFdr18/g9atG0Ms1iZP3PXnqEu97Pv37xc6iQEAy/KZRtu6datBLQ1CrEUoFKJUqVIoVaoUt87c8KsajUYvsZFz2rVrF3766adCxZOcnEyJDBsSCoWIjIyEUqlEeno692+5ZMkSzMo1ZteyZcsgl8tNfin67bffAGi/iHl6eiI9PV1ve9++fTF27Fi88847tnkxxKVt3rzZ5EgjBPQ+acTq1auxevVqvXUsyyIjIwNKpRJKpRLHjh1D/fr1uWXdlJ2djcePH+Ozzz7L83muXr2Kpk2b6j0HIdbC4/GQkpKC9PR0KBQKbqLPUtdiZOwHh3r+XFsHQ6txvo5NTgZcsZemSyUy3nvvPb3qwkqlUu9HXM67PzknpVJpsG7Lli1YtWqVRc9bpUoVW74sQqDRaJCUlISEhATcvHkTFy9eRHZ2NvflztLH3F0Wclu+fDkaNmwIT09PeHp6QiqVwtPTk1oeOcDDhw+xb98+eHl5IS4uDkqlEv369ePer3J+wc/IyEBqaio3JSQk6J2LZVmDJAYArF+/HuvXr8fr16/pjiXJt59//tmm5xcKhQbd3oRCIZ4/fw6lUgmBQAAej6c35ezaoXvMvT7nNnPrcz5mZGTA29vb7Ll1WJaFn58funTpYtO/T1HEsizkcjlSUlKQkpKC5ORkPHnyBJ988gm3T7Vq1eDp6anXWkc3/+jRI4Nz9uzZkxu69enTp0h9U8ZfN8LEl19+abfXR9zH6dOnMXfuXOzatStfx+lqnhHn17cv0Ls3sH//STRp0gxqtbZmhUYDo/Pmto0YoS3K6QgeHtpaHK7IZX+dMAwDkUgEkUgELy8vi47RaDT46quvcPLkSTx9+tTkfq1bt8bWrVupABmxC5Zljdar8PDw4K7xnH2HjT1KpVKIRCKUedNhLjExEenp6UhPT0daWhrCw8Px119/uW1/bmezd+9edOzYUW+dl5cXfH19IRKJIBAIuL63ukcfHx8EBAQYrDf2qFarkZycjHPnzuH9999HsWLFHPRKSVF269YtJCYmIj4+HnFxcXj9+jVSU1O5biFz585F8+bNUb16daPdSszNnzx5kkvUGUvCAYBKpbLzK86fMmXKcK2iCLB//360zz0WoBESiQT+/v4QCATg8/kQCATcfNOmTXHv3j2cO3cOH374ITZs2EC1gojdsSxrdojgfv36QSqVokKFCujXrx88PDwgFotpyPQiSCgEZDIVTJRQsVifPvZLZNSuDeRx39JluGwiwxInTpzA7NmzuS9D6enpOH78uN4+n332GerVqwd/f3/w+Xx4enrSXRZid+PHj8eUKVP01mVmZiIzMxOzZ89GSEgIAgMDUbFiRQQEBFAriiJu+vTpessPHjxA+fLl6UsQcSo8Hg+BgYEIDAw02jJxzpw5iIyMNPuF35iEhAQEBgaa3adz586oXr061yICgNFWFrnn89ov96Tbdv/+fVStWtXsfnw+n5sEAgFat26dr9ft6iwdeenSpUuIjIxEnTp1uAQsn8+n9z/iNPK6Fn///Xc7RUKcSVwc0KIFYGYEao6fn3aoVYYBsrK0I5IoldpWHCEhlndrmTwZEIuBR48AX1/tub75pjCvomhx6186LVq0yHOfcuXKISEhAbGxsVCr1Xjx4gUaNmyIYFcau4Y4NYZhMHnyZEyePBlqtRrTpk3DpUuXsHPnTgDAd999Z/Z4gUCAAQMG6LXQyDmyiUKhgEQiwccff4zQ0FB7vCSShxMnTugtV6xYkZuvUaMGfH19jVb0z9nqIq/1gLZp7O3bt7Fv3z6utQ4hlrp69SouXrwIAFAoFAZdNNVqNR49eoT9+/cb7dap20epVEIul0Oj0QAAMjIy8nzu3bt3Y/fu3TZ9fYU1fvx4TJ482dFhOI0yZcqAZVk8ePAADx48wN69e7Fo0SKj+5pKfv3www96o3IlJyejY8eOqF/fcChCQmxF915lyrfffgupVIqXL1+iYcOG4PP53HXbsGFDhIWF2SlSYi87dgDdulm+f1KS6W2WJDHGjr2LX3+l0gZunch4+vQpzp07h1u3bnFfNsqVK4fMzEykpKRALpdj0qRJBscpFAps0g7iS4hd8fl8jB8/nltmWRbJycl4/fo1Tp06BbVajbS0NCQnJ2Pq1KkAtM2vV65cmWexs7i4OEybNs2m8RPLqNVqXLt2Denp6di1axc8PT1x8OBBnD59GsWKFeMKuqanpxsUxMtdPyPnZMrUqVMtrglECKAtct2jRw+rnU9X4yBnoq0o8/b2xrvvvuvoMJxSxYoVUbFiRXTo0AGVK1fGs2fPIJPJ4OnpCR8fH9y6dQs3btzAkSNHDI419hk1ceJEVKtWDevWrUPdunXt8RKIm+PxeFi9ejV+/PFHrpuuDp/Px8qVK7l1xlpnbN26FSqVCunp6fD29kadOnVQrlw5u8VPrM/GAwYamDGjCn791b7P6ZR0xZCcdapUqRLrKOPHj2cB6E1ffPEFm5CQ4LCYcjt69KhDnhfARdYJrg9rTXXr1rXyX8g8e/27paWlsd7e3gbXsbEpMzPTLjGxrOWv39WuM3u8nymVSvbWrVsW/ZvrpqysrHw/j6Pee2zB1a4ze7yfJScn5+sas8bEMAzL4/FYHo/H8vl8ls/nswKBgBUIBKxQKGSFQqHdYzI31a5d2+DvRtda3nK+t6SmprLXrl1jz5w5w/78889m/94ff/yx1WOxF2u/n9J1lj/W+vvv3LmTDQ4OZkUiUb7fL7Kzs60SQ062/px2l+vMFn/HYcNYFij45O+vsHpMhWHLa83cdebWLTLyMnjwYL26BLNmzUL16tXhX9iKL4TYCMuySElJwYsXL3Ds2DEMGzZMb/uAAQPQsWNHeHh4QCKRgGW1FeRbtmwJiUTioKhJYQwaNCjP1hQdOnTA3r17AQC3b99GYGAgfHx8IBKJ7BEicUE+Pj7Qfr94i2VZqFQqZGVlYd++fVCr1UhKSkLt2rUNCn3m7lqScwSxnI9JSUnc57Dui0tRcfXqVUeHUCRkZ2cjKioK8fHxiI+Px8mTJ3Hx4kXEx8djxowZZo9dv349wsPDwTAMKlWqZKeICQF++ukn/PLLLwU69v3334dEIkFKSgrXtdcVWqIRy1k6iki5csDKlYCXl7bwqK6uRlTUeWRlNYdAAPB42nXuiBIZZvj5+ektjx49mpvPyMiAVCq1d0jEjWVlZeHevXvckHW64VgvX76MqKgovHz5Ei9evEBmZqbBsR9//DH++ecfB0RNrIllWWRkZCA+Ph4JCQmIiIgwGNEhICCAG351+/bt+OCDD6hIHrELhmG4riG6bieRkZFo1KgRtw/Lsnj16hX+++8/PH/+nOsmpZuys7Oxdu1aB70C68pdoJlou80tWLAAP//8M7p3745nz57h2LFjRvfN/cNuxIgR+OmnnxAQEEDvacTu0tLS8OGHH+Ls2bNQq9WQy+Vm969YsSL69+8PiUQCkUiEqlWrUnczwpk2DTh+HMgr3/34MWC8bnRzs8f5+gI+PsCzZ9rlHj2AdesAV/vpSokMM6RSKfbs2WMwDCIAPHnyBNWqVXNAVMTdvH79Gh999JFBAUidwMBAVK1aFfXq1UOXLl0QGhqK0NBQlChRAqGhoQgLC6MRTIoolmVx4sQJ3Lt3D1988YXZfYcNG4Y5c+bQUITEqbVr1w6HDh3ilhmG4Qo3ikQig+t3xIgRkMlk8PLy4uooeHp64vnz5/Dz80PLli31hurUFba1toKMvkK0YmJicOzYMfTq1Utv/fr167kiw4MGDUK3bt0QGBiIhw8fonPnzpDJZJSwIE7j7t27OHjwoEX7FqWWY8QxPD2ND5GanAyMGQOcOQNUqgQ0bgx4ewNqtXZSqbQJkO3bzZ8/OVk76WzZoh3hpGpVK74IJ0C/boz4559/sGbNGgDAgQMHDLZfuXKFkhjEbtatW6eXxKhQoQJKliyJUqVKITQ0FIGBgRAKheDxeJBIJOjduzc8PT0dGDGxllmzZmHs2LF66zp37sx94ff19YWnpyfq1KlDX/iJU1IqlThz5gwePHiALVu26CUxoqKiEBoaCh6P58AIiS2dOXMGTZo0MbqtT58+8Pf3h1wuR3p6OpYvXw65XI7k5GQ0btwYXl5edo6WENPq16+PjIwMrkscdTMntiAUAj17AtWqabuThIQAR48Cs2dbfo5Jk4APP9R2OcnMBAICgMBAbfLE1VAiw4jcdw1yq127tn0CIQTAl19+iY0bN+Lq1auQyWR4+PAhHj58aHL/QYMGISsri+ofFHEsy6Jt27YGiQxjw04yDIM7d+6gcuXK9gyREJMuXLiABg0amNzO5/Oxbt06pKSkYNGiRVAoFNy2smXLYuPGjfDx8eFaWuSeeDwevLy86H3OydWtWxd9+vTB33//bTBk5V9//WXyuCVLlmDmzJm2Do+QfNF1KacWF8TaTp8GmjYt/HkGDgR+/rnw5ykq3D6RoVarkZqairS0NMTFxeHkyZOoV68eLl68aLDvixcvcP/+fQdESdyZl5cXhg0bhkGDBhnUQzAlLi4OoaGhNo6M2ArLsvm6S82yLB4+fEiJDOI0du3aZXa7Wq3WG0o6pydPnujV1TCHflA4N5FIhD///NNs0iKniIgIdOrUCV9//bWNIyOk4HIn5XKiz2GSE8tqu4RoNG8fc87rHnPds7LY1q1A9+7Wjbkocev2nF988QUEAgH8/f1RunRp1KtXD998841eEmP58uXIzMwEy7IoUaKEA6Ml7iy/TRhLliwJhmGMTp9//rmNoiTWYurHWZs2bXDlyhXcv38f0dHRSE5OhlqtBsuy6NSpk52jJMS0KVOmgGVZrFu3zmrn5PP5kEgkkMlk8PPzw5IlS6x2bmJbTS281RgZGYnRo0dDLBYbfHZRcoMUBTT6CNGRybTdO4RCQCzWFtqUybQ1L/z8tF0+goK03UdOnizYc5Qta92Yixq3bpHxwQcfYOXKlSa3T58+Pc8Ce4TYQ/fu3cGyLGJiYhAfH4/09HSkp6cjKysLCoUC586dw6xZsyw61+rVq7naCjmL5zEMA7VaDQ8PD3z00UfgWzo2FLE6Ho+HuLg4DBo0CLt374ZKpQIAHDp0CI0bN0ZQUBD8/f3h7e0Nb29vCIVCXLt2Df369UO5cuXg6emJ2NhYNG3aFCVLloSPj4+DXxFxNyzLQqPRwMfHB5UrV8a9e/cKfU61Wg21Ws0tDx06FEOHDi30eW2hfv36WLVqFWrWrOnoUByOYRicfPMtPTExEXFxcWBZFtnZ2cjOzkb9+vUtOs/ChQtx4cIFCIVCiEQiboQcHo8HjUbDTbprLyUlBa1bt8akSZOo4DWxm5s3byIiIgIymQzZ2dno0KEDd60KhUKwLIv//vsPV69eRbNmzbBq1SrqIueiMjJsc97mzYFBg87hs88a2uYJihC3fmfv1KkTWJbF48ePceLECdy/fx/Tpk3jto8bNw7jxo0zOO7QoUNobXwsHEJsKiQkBCEhIQbrP/jgA2RmZuLgwYNgGAY8Hg88Hk/vbpZarUZGRgbS09OxdOlSs0OHHTx4EKtXr7blSyF5CAwMxPbt26FSqbB8+XKkpKRAKBQiNjYWcXFxSEhIQFpaGl6+fInLly8DAH62sGPkmjVr0L9/f1uGT9xEziKzNWvWxPXr1x0YjfO4cOECDh48SImMXPz9/Q1aGB48eBATJkzgkuopKSkICQkBj8cDy7JQKpXIzs6GUqnk5g8fPmzR8507dw4jRoxAUFCQLV4OcVN8Ph8DBgzgBgbILeeQwuZGOnny5Am8vb2xaNEiq8dIHO/1a+DQIeCTT6x73mPHgGPHMq170iLKrRMZOuXKlUO5cuUAaH8o5tV8cefOnahSpQrVICBOQyAQYOHChfk65uXLlyav4TVr1nAf0DVq1KAfJw4kEAgwbNiwPPdLT09HcnIy5HI5MjIycPLkScTGxmLZsmWQSqWIiori9h0wYACmTp2KNm3aYN68eVwBM0IKw9j7RL9+/VC1alUIBAJu4vP5ess51+mGT805/+zZM8TGxoJhGJQpUwZ169blEii6RG1+5/N7zPHjx9GyZUuLz0ss16ZNG7Rp04ZbzmuoW5ZlMXr0aMyZMyfPcz979oySGMQmVq9ebXDDRyqVIjMz7x+YYrEYWVlZqF27NmbMmGGrEImDBQUBffoAHToADx8C//6r7QqiUgFKpfZRpQKePwfmz7f8vLt2ATdvBoDH07bOcOePHUpk5JKQkJDnPgsXLsTChQupyBgpkliWxZo1a5CWlgZPT09k5NH2rXjx4naKjBSGTCaDTCbjlsPDwwFoaxUA2gRs165due2PHz/GihUrsGLFCpw/f97i5t2E6Dx79szo+qZNm3JdCfL6UWoJU8N32pNIJIJYLHZ0GG4rISEBAwYMAI/HQ5s2bSz6XGrUqJHRFoyE2MqTJ09w5MgRANrhhU3JysoCAFy9ehWPHj2illsuzs8PqF9fOxlz507+Ehnar3I1AACrVwMDBhQywCKMEhm5TJw4ERMnTgQApKSkwNfX1+h+O3bssFtMhFjT5cuXTRb83L17N9555x0EBQXB0xUHnHZjXl5eJrc1aNAAEREROHr0qB0jIkVd6dKlja4/deoUNm7cCC8vL9y5cwcAcP78ebRo0QJlypQBj8fjhlFlWRYSiQQeHh72DJ0UITt27EC3bt30ls0pVaoUateujX///Rf37t1DjRo1bBwhIVrBwcHo3bs3APOJjJxq1aplsO7Ro0dcS3Hi+qpW1Y5u8tVXwOLFlh3TpEk86tQJxMcf2zY2Z0eJDDN0zUSNtbzo2rUrfvnlF/zwww8OiIyQgjM3AkqLFi3M/uAlRUtSUhLmzZuHVatW4dWrV2b3lUgkdoqKuBKWZSGXyw0Sn5Z+ic+patWqGDduHMRisdFRKwAYrDO3viDH6OTe7969e/Dy8jLZtUS3rHvk8/moXLkyFU22gvDwcISGhuLFixcAgGbNmuHatWtIS0szuv/z58/x/PlzADB5p3vIkCFYvHhxvoa5JiQ/ypYtiydPnhTo2OjoaEpkuJlTpyxPYvTrB/zvfzcL3drRFVAiwwxvb28cP34czZs3N7p9y5YtlMggTiszMxNdu3bFwYMH8cEHHyA7OxuJiYl48OCB0f1XrFhBSQwXolAozCatTpw4gUaNGlE1f1JoUqkUKpUKDx8+5BL/2dnZyMrKwtmzZ1GqVClMmjQJMTExiImJMXmeO3fuoG/fvvYK2+bGjh2LX3/91dFhFGlJSUkYNGgQl8SoWbMmHj58aDKJYally5Zh/vz51F2I2IwltTIA7ftelSpVbBwNcXbNmuW9j58fcPgwULu2tuAnoUSGnnPnzuH06dOoWLEiMjMzkZmZieXLlxvsV6dOHVy6dMkBERJiXnp6OooXL4709HS99Tt27ECdOnXg7++Pd999F5s3b0br1q0xevRobhjPSpUqOShqUlDZ2dkYNGgQTp8+ja5duyIgIACLFy9GdHS00f11dVGoICGxNl0LhNwyMjIQERGhV58F0PYR37p1K5YtW4YTJ07keX4vLy/w+XxuRCbdpOuiolt++vQpNBoNwsLCUKpUKQDaViO6BEvOFpa51+felnN9eno6ZDKZxfuHhISgX79+eb4ud6bRaLBkyRLcunULIpGIG1L15cuXOH78OFauXGnwXnb9+nV06dIFu3btAqBtYfjnn39CJpPpDXFpyUTvg6Qwdu7cienTp0MgEKB58+YIDAzEli1bIJVKoVQqzSZtcxIKhTaOlDjK/v3Ad98BpUoBXboAxYoBarXxKSAAMFWm8flzoGRJ+8ZeVFAiA9ovHi1btrToyxQAjBw50sYREVIwv/zyi0ESQ+fy5csYPHgwli1bZueoiLUkJCTgu+++w9q1aw22zZ492+gx9erVw4wZM1CzZk29YqCEONKcOXPw448/Gt3m7e2NlJQUO0dknjWKlhJ9Fy9exPDhwy3a9/vvv0fjxo3RsWNHakVGHI5lWb3k7KlTp/S2R0REoHz58nj06JHBsfQ9zHUplYBIZLj+5k1g796CnzcpiRIZptCnAYAlS5boJTHOnz8PDw8PbpJKpfDw8IBYLKYvM8QpJScnY8CAAbh69arZ/dq3b2+fgIjV/f3331wRsdyGDBmCn376CQEBARCJRNTvmzi9r7/+2mgi47fffstzCHTiGho0aIADBw6gXbt2RrenpKTA29vbzlERkjeGYTB27FiTQ6dS4Wz3lJho2X5VqwJ8PsDjvX3MOc/naxMiIpF2ed487eTjY9v4iyK3T2Rs2rQJX331FbdcvHhxGoaQFDn79+/H9u3bze5TpUoV1K1b104REWtiWdYgiXH16lWj1c4JcVYsy+LIkSOIjo7G6dOnDbZHRkaiZcuWDoiMOErbtm1NbitTpgz8/f0xb948vP/++3aMipC8Xb582eQ2jUZDNxTcUHAw8OgRUL68+f3eDOaVLw0bAoMHFywuV+b2iYyePXvqLb969QofffQRZs+ebXJoOUKcTc+ePREeHo6UlBQkJSUhMTGRmxISEjB//nzcvXsXYWFh6NKlC6Kjo5GamooaNWpg7dq1dNfLyRlrZl+7dm34+Pjg1q1bCA0NdUBUhJimVCohl8uRkJCAR48eISMjAxMnTjSacB0yZAiWLFlCNQvcFMuyePToESIjI/WGBk9KSkJSUhK6dOmCzz//HL6+vvD19YWHhwf69etntpgxIbaWYKqgAcCNVlSqVCnUqVMHffr0wcfuPk6mmyhXTjuUqs79+4CR8lEm+fkBv/4K+Pu/bZEhkwGU4zfO7RMZmzdvxtatWxEaGoo5c+YA0I5GsmXLFojFYmRlZQHQVrj+4osvHBkqIWbpinXqhkNMSkpCdHQ0GjdurLefrkgaADx8+BDffvstmllSLpk4jK+vL/766y+DIS1TUlJQsmRJo0NEE2JvN27cMDncpTnLli3DsmXL4O3tzQ3jqktq7Nu3DzVq1LBqnMT5lC9fHuXLl8fAgQNx6NAh9OrVCwkJCWAYBkFBQfjjjz+472MAMGrUKDRu3BglSpTgCr5WrFgRP/30ExVPJHZhrOh/7mSsbijgnTt3cjdO/f39sWTJEohEIoSGhqJ+/fqUxHVhlSppExsaDZCcDLRvD1y4YHr/pCRLW15EcHNduwJ5NMp2WW6XyNBoNNywcNnZ2WjUqBHCw8ORnZ2NTz/9FEePHsXZs2dx+PBhvWzrkCFDMGTIEIwcOZJqZBCncOLECbRo0cLi/T/44AOEhIRwd7XatWuHsLAwBAYG2jBKUlhJSUlYtWoVli5digYNGiAtLQ13crVLfP36NYKDgx0UISFaJUuWRNmyZfHkyZMCHZ+amorU1FS9dcuXL8eiRYusER5xIocPH0abNm0M1gsEAq6YJ8MwYFkWr1+/NnqOM2fOGKxr1KgROnToYN1gCTHh9u3bqFatWr6OSUxMRK9evbjlPXv20DXrQlhWOwqJSvV2RBK5XFsIVKMB/vkHOH8eyHEJFNqOHUC1atpRUtytKKhLJzJSU1PhY+XKKPHx8VY9HyEFZerLnSmnT59GbGysjaIh1hQTE4OVK1fi559/1lv/8uVLdO7cGQ0bNoRCoUBgYCDatm1LSQziFPz8/PD48WNuee3atejfv3+hzrl48WI8evQIewtT8p04naVLlxpdr1KpoFKpuOUpU6ZALBZDJBJBLBZzk66osUajgVqthlqtRnBwMFq3bm2vl0AItmzZkuc+33zzDXddK5VKZGVlcTdTa9euTXWBioj+/QEjA8Y5jdu3gexsR0dhfy6dyBCLxWjatKnBsEjm/Pfff9yHpLe3N/z8/ODn5weZTAaGYRAZGWm7gAnJhx49euDo0aNo1aqVRfsXpMk3sb9BgwZh1apVBusvXrxIxVpJkdKvXz+UKVOGa8V469YtjBo1CjExMejWrRskEgm+//77PM+jVCptHCmxtwULFmDr1q1m95k0aRJ++uknO0VEiOVYlrW4mOe8efNsHA2xhzp1Cp/IGDAAaNECYJi3I5XoptzrdMuvXwPXrwMCASAWa0c8+eQT4PhxGkUTcMFExsGDB00O5WWJd999FxKJxIoREWI7MpnM4n0PHz6s1w/z1atXCAkJsUVYpIDu3Lmjl8TIyMiAVCp1YESEWE+1atWwb98+vXU5ExmLFi1Cz5494evry3UvIK6pRIkSuH//PlfbyZgJEyZgwoQJ3PKUKVMosUGcgqV1qajAp+sYPlw76aSlAePHA7/9Zvk51qwBvvoKCA+3fnzuyuW+KeT15uLt7c3VCPD19YVQKES5cuXAsiwqV65MSQxSpNStWxcnTpzAli1bIJfLsW7dOmS7Y9syF/Hrr79y8ydOnKAkBnF59+/fx6xZs7Bnzx589dVX+Oqrr6gFhpvQFXa1FBU1JkXNpk2bcOLECbx69Ypb5+fnh8TERAdGRazBy8t0QqJuXe1UrBgQEACsXAlIJECrVkD16vaN09W5XCKjXbt23IddcnIy/Pz89LbriolFRUVx6w4fPszNN2/eHA0bNrRPsIQU0KlTpywaaWT+/Pn4/PPPIZVKqSp2EdC3b1+sX78eABAQEODgaAixvYoVK2LFihXIzs6GWCwGAAiFQqjVaoubbpOiIzk5GVWrVkVMTEy+j6XWGMRZ8Hg8lCtXTq8mkCk5kxiAtoA3cQ3/+592AoCICODYMe38pUvaKbcrV4ANG4Bbt7QJDlJ4LpfIyMnX1xcsy4JlWWRnZ0Mul0MulyMjIwOffPIJLl68aHBMo0aNAABNmzbFkSNHIBKJ7B02IUZduXIFbdq0gaenJ54/f2523/Lly+Py5cvw9va2U3TEGkaPHs3Nr1u3Tq+FBiGuTCQSQSAQcIUeVSoVff66oG+++cZkEmPatGlo2LAh7t+/j4iICHh6esLT0xMeHh6QSCSUjCdOg2VZs0mMMWPGQCaTQSQSoUmTJvD394e3tzeEQqHBDVbiGg4cAGrWBO7dM7/f69eAbrBAPh8YNOjt8KwCATB1KuDvb/t4XUWRSmSo1WqsXLkSKSkpCAkJAcMwyM7O5iZdFWBLlvNqonjq1Cls2LCh0BXXCbGWa9euITEx0aImiV5eXvjss88gFArznAQCgcEjAK6ydlZWFhQKBcqVK4fPP/8cQqHQ1i/VLcXHx+PKlSvccqdOnRwYDSH2df78eb3RKsRiMRYsWICvvvqKfsC6kHXr1hldX7x4cURGRuLUqVNISUnBkSNHTH5mqVQqPH/+HHFxcYiNjcXUqVPRo0cPO78S4s40Go3Z7Tt37gTDMNBoNDh8+DAWLFiAUqVK2Sk6Ym3//VccX34JNGz4dkhV3ZRzmNV89paDWg0sW6a/js8HFi60XuyurkglMg4cOIAvv/zSJucWi8Xw9PSEt7c3nj59iqZNm6JatWq4evUqNBoNvLy8ULFiRZs8NyGW6NevH2rUqIE9e/YgJiaGa1107tw5va5SAHD16lVcvXrV6jEEBARQ8SobGThwoN5y8eLFHRQJIdZx9uxZLFiwAF9++SXu3r2Lzp07Q61Wc0NmpqWlITU1FdnZ2Xj06JHB8V9//TWSkpIMhiEmRdeOHTvwyy+/oFy5ckhPT4dSqeSmlJQUKJVKXL58OV/nHDhwICUyiF3xeDw0b94cJ06cMLr9Xo7b8vfv30fVqlVNnuvevXtmi94Sx7p9G5g9uzIA4O7dgp/H0xPw8NDWyoiOBkJDtXU0PDwAoVDbGoPHAz74AIiM1I5Q0rChdh0xrUglMtq3b48NGzbg8uXLOHPmDE6fPs2NKc6yLBiG4TKglra80NHdedbd7T516pRBrYwLFy5QsSniUHXr1tUbgvPGjRsWD6saEBAAf39/+Pv7w9fXFx4eHtxQw3w+n5t4PB4EAgHEYjEkEgn3fywsLIy+LNoIy7LYtWsXt9ytWzesW7cOMpkMnp6eEIlEEIlEEAqF3GPO+fw88vl8B75S4so0Gg3S09ORlpaGtLQ0NG7cWG/77t27833OX375BatWrcqzRVnO1mR5YRgmz8/y3K1A4uPjEahrD2wEy7LQaDTcY1hYGCZMmIASJUpYFJO7+OCDD/DBBx8AAGJiYtC9e3ecOXOmQOfq2rUr+vTpg8qVK+Px48cmWxgKhUKqt0KszlQSI790tYGIcypX7u18rVraYVFzt8p4+DDv82RkaCedFy+0U25r1rydHzQI+OEHw+FZhUIgI4MPhQIQidw72VGkEhkMw6BPnz7o06ePxceo1WoolUpkZ2dzWX+VSoXjx4/jk08+ydfz169fHwC4H3i6KS0tTa+5/82bN1GtWrV8nZuQgrh586bF+yYkJCAhIcHi/WUyGaKjo+Hj41OQ0Eg+MAyDoKAgxMbGAgAOHTqEHTt22CRxmvtH3NOnT1G6dGmrPw9xTatXr8bq1ashEom4hIVuysj5Lc1KsrOz86wJ5KwCAgIwbdo0R4fhtHQ3pQpqx44d2LFjR577VahQAQ8ePCjw8xCSW15dS2QyGdLT001up5uiRYdEAhw9GomIiAiT+6xbB/TrZ/3nXrlSOxnXnJurUUM/2WHsMee8sRxcZqb2tRY1RSqRURC6u8y5h1Xt06cPqlevjsTERK7Pv7GaGjlrBCgUCty9exchISHcclZWlkGfz+rVq2Pbtm3w9fVFREQE9e8lNtO7d2/06tULcrmcG5FHLpdDoVAgMzPT6PTXX3/h/PnzeZ5b1+yX2Mfr16/1llmWRWZmJjIyMrhEbGEef/zxR2RlZRl8gaK7QcRSCQkJ+PzzzwFoC2OHhISgYsWK8PLyMjpJJBLcvHkTNWrUAPC2lUNhHo2t02g0UKlUUKlU3Hpr/1C4ceMG9zqMnZvH44FhGO5RJBKhRYsWVo3B1XTs2BFyuZz77qW72XTy5EmEh4dz/6YqlYq7CaVUKtGuXbt8Pc/HH3+MrKwsiEQi+j5GrILP52P69OkYN26cwbahQ4dCIpFg7ty5Jo/XtSInriHn6CUA8N9/2qKfIpG25gXDaB91rSn8/LTFPXVFPnVTXssTJxpvxVG+/Nt9zT3q5o3x8DBc9+ABUKGCVf5ENuPyiQxzLG2Sn1NkpGFWbvr06QbNR7t37270+F69emHjxo35fl5CTGEYhqvubkldhfDwcLRs2dKic586dYprBkzsi2EYSKVSSKXSQp9r4sSJyMrKMlh/9uxZhISEFPr8xPWtX78e/8vxTc3SO+n+/v5m72QVFT4+Pi7xOpyNh4cHPHJ9g3769KnZVq3Dhg3D4sWLLX6OadOm5atlTN26dbF3714UK1bM4mOI+/n+++/x/fffG6xPSUnB3r17zR7boEEDHD58mEaWc1GdOmkna3tzHwGA8d+jltJogJSUvEdHiY11/kSGG/eqsY5Xr17hwIEDWL9+vUGxPmMK0keYEGtq0aIFzpw5w91JNfdDOTQ01I6REVt4/fo1goODjW7LXQeIEFPuFqbKGSFWtGjRIrAsi+PHj2PYsGFWP/+lS5dw7do1q5+XuIc2bdqgd+/eZve5ePEiXr16ZaeIiLs7fRr491/g+HHg8GHtULEnTwKTJpk/rkkT+8RXGG7dIqOgxo4di5kzZ5rdZ9y4cdyPwP79+1vlrioh1tC2bVscOnSIW/7oo48QEBCAo0ePonfv3hg2bJjZonak6DBXDJbqYhBLxcXFYfr06dzyzp07HRgNcWfp6ekoVqwYFAqF2f06d+6M9957jytWnZ9JKpVSlztSYAsXLjQodAxoCxf7+PigXbt2NAoiKZA//wQ++0y3FGHT52rUyKantxpKZBTAf//9Z3R9r169MHPmTISGhlKFbOK0jhw5orf83XffoUGDBg6KhtiSuVEcNm3aZMdISFGWs1vSqVOn0KQo3KYhLmnFihV5JjHmzJmDb7/91k4REaKvVq1aRtf/+OOP3DwV+yQFcfZs4c+xebN26Feh8O0kEABKJeDlBYSFFf457IkSGQXw6aefGhT42bx5Mw1NSYqExMRE+Pr6cstTp07Fzp07qfCUi2FZFseOHTO5/fLly5TAIhZJSUkBAAwZMoSSGMShWrdunec+T548wfPnz40OWU03mYgt3blzB7Nnz3Z0GMRFLVqknYC3NTJYFhg9Wlv3ok4dICtLW9vihx8Mj4+IAN5/H3ClBmcWv6MzDMNnGOYKwzC7c63/jmEYlmGYwBzrxjEM85BhmHsMw7yXY31dhmFuvNm2gCmCv5xYljVapZi6jlgHXWe2l3s41X///Rc8Hg/37993UET254rXmUajQadOnbiRHXg8Hr788kuj+86YMQNDhgyxc4Tux1Wus3v37gEA9u3bZ++nJhZylWstL5YkIhYtWoSwsDCEhIQgICCAG0GHz+dz749fffWVHaJ1Pe5ynRVU3bp1sWbNGoP1tWrVQnx8PFiWpdYYFqDrzDyWBRQKHuLjgcWLgTlzgHnztN1OPv9cP4nRtq22FsbZs8DRo66VxADyV+xzBIA7OVcwDFMKQFsAUTnWvQOgF4BqANoDWMIwDP/N5qUAvgBQ8c3UvsCR25BGo0G3bt24DzyGYfDuu+9yj7nVrVsXVapUcUCkLsltrjNHUCgUGDx4sNHWF5aMeOJCXOI6UyqVOHz4MGrXrg0+n489e/boba9atSqqVq2KqKgo7gsUy7IYM2aMvUN1Vy5xnZUtWxaAdjQJjamx24ijucS1Zk52djb+/fdfANofhu+8806BRxbp0KGDNUNzJy5/nRXG7du3MWXKFIP1165dQ2BgIPebYuzYsYiPj3dAhEUGXWcAFArgvfe0w7fmnHg8oEOHFihWDBg+3Pixa9ZoEx4HDgA//wy4am13i7qWMAxTEkAnAL8AyNnxcB6AMQByVv76AMDfLMtmAXjCMMxDAA0YhnkKwJtl2TNvzrkeQFcA5scospMuXbpwH5DGHD16FAzDgGVZjBgxAg0bNkSHDh30muiTwnGH68zRjh8/jhUrVhisr1GjBnr16gUfHx8IhULw+XxuGj9+vEuNXlLUr7NZs2blmYi4du1agYaXJtZT1K8znaSkJNSpU4db5vP56NSpE1crqn379ihWrBjWrFljtiYLsR1XudbyMmLECCxbtgwACjWqSOfOnbF48WIsWLAAarUaKpUKarXaYFKpVFAqlahcuTL++OMPtx8q012us8IICAhA27Zt0apVKzRr1szkfjNnzjQ7aMCRI0fQqlUrW4To9NzhOtuzx3rDsxYvDsyfr611UbIkULEi4E4/TS391jEf2ovHS7eCYZguAF6wLHst193dUAA5y5FEv1mnfDOfe71TsGSUBl1zsN9++01vfWZmJiQSiU3icjPz4eLXmaO1a9cOJ0+exPXr1/Hy5UtcunQJe/fuxY0bN3Djxg2jxyQnJ+Pvv/+2c6Q2NR9F+DozlsSYOHEihg8fDv+8BgUn9jQfRfg60/Hx8cHEiRMxceJEbl3Ogte67iZff/016tWrZ8/QyFvz4QLXWl5Gjx6N169fIyAgAJUqVYJSqeSSDTnn79y5g8jISCiVSqPn2b17t9H1pty7dw9nz55Fu3btrPEyirL5cIPrrDDCwsKQnJxc6POIRKLCB1N0zYeLX2eFLai5bRsgFJ5E8+bN4O2tbaXhrvJMZDAM0xlALMuylxiGiXizTgrgRwDG3tWN/TlZM+uNPecX0DYHQrFixRAZGZlXmIXWt29ffPLJJ2jTpk2+jz106BBkMpkNospbenq6Xf4+tubo6yw4ONiuf0dH/7tVrVoVgYGBmDp1qsl9Ro4cCUA7Jrq1Y3XU63f0dVbY97OBAwcaXd+yZUtcv369wOctCEdfw87M0deZtd/PWrZsiaNHj0KtVpv8jKxfv77e8p9//onQ0FCXuU6c9XW42rUGmP9bf/3113kev2DBgkLHMH78eJQpUwZ8Ph9SqRQikcim//7Oen3puOJ1lpO1/v4//PAD1qxZA7VajQcPHlh0zIgRI9C1a1e9dUql0irxOPt1lZuzXme2+DsePaq/fPBgEKZNe8eiY9PSzsPfPxlXrlg3psJw2LWWs9+0sQnAdGgzWU8BxACQA9gKIPbNuqcAVND2WQoBMA7AuBzH7wfQGEBxAHdzrO8NYHlez1+pUiXWXtLT01loL3STk1AoNLp+3bp1doszp6NHjzrkeQFcZPP4t8vP5OjrrG7dunb4q73lqH83lmVZjUbDLl++nK1cubLZa/369es2i8HS1+9q11lh38/4fL7Bv1OTJk0Kdc6CcuQ1bG2udp1Z+/1MLpezxYoVy/PzMef0+PFjlmVd5zqx1uugay1vBf1bp6WlscOGDcvXdWps8vb2Zl+/fm3dF5UHa/8/oessf2zxPiWVSi263jIzM63+3Dq2fv91l+vMHp9jM2awrLaqhfGpfn3z23VTeDjLqtU2D9eALf9G5q6zPIt9siw7jmXZkizLloG2oMoRlmU/ZFk2iGXZMm/WRwOow7JsDIBdAHoxDCNmGKYstAVWzrMs+wpAGsMwjd5Uju0L/X5ODufp6QmWZaFUKhETE4MbN25g+/btKFGiBHr06IFatWqZbKr48OFDO0frWtzpOnMktVqNBg0aYPDgwdxIBMYUL14cISEhdozMPorydXbu3Dmo1WqD9bGxsbZ8WlIARfk6y+nevXtgGAZSqRRxcXHc+oiICL3+2+vWrcOdO3f0vlzoCoQS23KVay2/fvjhB72C7AzDwMvLC4sXL873ua5cuaJ37aakpCAoKMgGURdd7nqdFYZcLrdovz179lAR5Tfc+TobNMj89gsXLDvPlSvalIa7sHplLpZlbzEMswnAbWizZsNYltV9+/4SwFoAHtAWXHGKoiu5CQQCBAcHIzg4GNWrV+eafD158gTlypUzekyFChXsGCFxhevMXh4+fIhq1aohOzvb6PYHDx7Q9WuCM11nZcqUMbp++vTpYFnW6Eg0pGhwputMRy6XG4zGNXPmTHz33Xd0rRVhznit5SUtLQ0zZ86EQqFA/fr1kZWVhenTp+f7PHK5HB4eHjaIkORWFK8za9u4cSN69+6d534ffvihwTp3LvaZH650nYnFQPnywKNHhT+XQACoVACfn/e+RV2+Ehksy0YCiDSyvkyu5V+grTabe7+LAKrn5zmdhVwuN1kMEdAOuUSsw52vM2tbs2aNyboKADB48GC3TWIUtessODgYmZmZWLVqFYbnGG/ro48+4ubj4+MREBBgr5CIBYradWZKUlISjdLl5FzlWgOA6Oho3LlzB0OGDMHjx4+tcs7s7GxKZFiBK11ntlSzZk3Url0bV69ezddxHh4eJm+auhN3u86kUiCvxv1DhwJLl1p2vrAw4MWLwsfl7GisNBOUSiVu376NjIwMyOVytG3b1mCfadOmYdCgQQgICKA7VMTp3L59Wy+J0b59eyxfvhwymQxSqRRisZiu2yJGIpHgq6++Qp8+fShhQWxKKpViyJAh3HCXfn5+AIBff/0VY8eOdWRoxMWxLItSpUqZ3F61alWUKFECCxYsQEhICAQCAYRCITd0OH2uEWdw+PBhi5IYXbt2RYkSJcDn8zFhwgT6bCdGxcYCX34JfPEFkJ4ONG9ufv+5c+0Tl6NRIsOEn376yewYz9evX0eNGjXsGBEh+SMQ6P/33rdvH0qXLo1ixYrh4sWLCCvs+E/EIXbs2IFu3brprfvggw+wefNmCIVCB0VFXNHChQvRsWNHbNu2DWvXrgUAfP/995TIIDbFMAz+/PNPrFy5EklJSXjx4gUSEhK47Xfu3MGdO3dQrVo11K5dG2KxGHw+HzweDzweDwzD4NixY+jbty9WrVpF74vEIYYPH46BAwfim2++wcqVK03ut2PHDm4+PT0da9assUN0pKjIzgYqVwaePrX8mHbtgJ49bRaSU8mz2Ke7GjRokNkPv5o1a2LJkiV2jIiQ/KlUqRJYlsWwYcP01sfFxemqOJMiyFjB4Z07d+LHH3/EpEmTUK9ePbsPxUpck0AgQKdOnXDkyBFu3aFDhxwYEXEXn3zyCSIjI3H+/HmuNZAxV69exblz53D69GmcPHkSx48fx7FjxwAA69evx7Zt2+wVMiEGpFIpVqxYwRWS/fzzz43ut2jRIixcuBALFy60c4TE2Wk0+UtiAMCBA9rj3AG1yDChQoUKXHHEo0eP4t133zXYJz4+norsEaeVnJyMAQMGYPv27Xrrr127htKlSzsoKlJYXbp0wddff40FCxborZ81axY3X6tWLURGRqJly5b2Do+4mISEBERFRXHLbdq04eabN2+Oo0ePgu8OFcWI3SUlJWHHjh0mR4UrXrw4BgwYALFYDA8PD70pNjYWMpkM3bt3t3PUxJ1dvXoVmzdvBsMwuHXrll5rC1Patm1rcMOJEB2JBNi8GejTBzAxcKZRPDdpqkCJDAu0bNkSc+fORVJSEqZMmcKtnzBhAiZMmMAtP3/+HCVLlnREiIToyc7ONnkXy9zdLeLcVCoVJBKJye2VKlXC/fv3AcBgxAlCCqJYsWJISkrChQsXMH36dBw9epTbduLECQgEAoSGhiI6OtqBURJXomtl8f3335vd79WrV/jll7c1/ho3bozTp0/bOjxC9LAsi507d+LJkyf49ttv83VstWrVqNUQMSsjA8hR090itWrZJhZnRIkMI1iWxaZNm7B3716sW7cOfD4flSpVwp07d8weZ6zJNyGO8OWXX5rc9uTJE7OF1IjzMjUuvUajoZZhxGZ8fX3Rtm1bruh17mvthTuURid2kZSUhJEjRxbo2DNnzkAgEKBLly7YsGEDjVBCbIrH4xW6m+6tW7eQmZkJmUxmpaiIq/H0BK5eBWrXtvyYa9cAhgHcoRc5JTKMSExMRK9evbhltVptkMRYtGgRKlWqhNDQUPj6+sLX1xdSqdTeoRJi1M8//4xnz57h1atXBkMD5+xuEB0djdDQUHuHRwrIWAX0gQMHUhKD2E2zZs0M1rVu3doBkRBX5OfnhxkzZiAqKgqLFy822F67dm1oNBqoVCpkZWUhOzsbz58/57ar1Wps374dUqkUU6ZMgYeHB5KSkrBr1y4sWrQItWrVgkQigUgkovdNUiijR482OSiARCIBy7Lw8vKCRqNBYmKiyfMEBQWZ3BYREaHXCo64rsREoEUL4NYt65wvv604iipKZBgREBCAy5cv4+LFi0hPT+eainl6eiIjIwMA8NVXX1l8vjFjxmDGjBk2iZUQY0qXLq1XlE+j0eDixYsYOXIkateuzRWqLVmyJHx9fZGcnGzyXNWqVcOJEyeoS4qDTZ48Wa8rGwCEhoaaHV2JEGs5fvy4Qc2VEydOoGLFima/iBOSXw0aNMCYMWOwaNGiPPdlWRapqakYM2YMVqxYobdt/PjxesuFqRl09epV1HKn9tokTzNmzDD4bl+yZEm8ePECCoUCAJCVlVWo56DR5dxHUlLhkxgDB2pbcLCstkZGbCzg6h/PlMgwITw8HOHh4QCg18zx8OHDCA4ORnp6OpKSkpCSkoLz589j3rx5Js81c+ZMtG3bFsWKFUNQUBACAwNpODBiVzweDw0aNMCpU6cAAFWrVsXw4cMBwGwSA9A2fXz58iUlMhxs//79ButevHiBgIAArtidsX/LtWvXonTp0hAIBGAYBrVr14anp6cdIiZF2YYNG/Dpp5+a3F6iRAmcOHECV65cgZ+fH6RSKbp160Z3uYlNpaenw8vLy+7P+/z5c0pkkDzNnj0bvXv3ztcxmzdvRo8ePWwUESkqypc37Ary6hVw7hzg5QWsWAFs2qRd/7//AevWGZ5j9Wr95d9+M/5cW7YAQiEgEBhOWVnauhwCAdCyJeDsPfQokZFPfD4f1atX11vXq1cvqFQqs8Mm6foW63h6esLHxyfPSSwWIzIyEmPGjEGxYsWoGwCximLFiuVr/9zXfG6NGzfGf//9R8kOGzp16hQUCgViYmKgUCiwdu1arFmzBp9++imEQiEUCoXBSCYA0K9fP4N1f/31FxITE1GyZEm0aNGC/t2IAd2oXaa8fPkSP/zwg8H6Gzdu5Pl+QUhBiUQiNGvWDCdPnrTr877//vt57pOYmEjvpW5uw4YN+dr/0qVLqFOnjo2iIUVd8eJA167a+datgX/+ebvtk0+OoXLlljh4EDAxqq9JBc2b1akDXLpUsGNthRIZVrJgwQKDHxFKpRKJiYlISEhAfHw84uLiEBcXh9jYWCQnJyMlJYWbEhMT8eTJE6SkpOD169cG59+4cSMA4J9//sHHH39sl9dEXFfPnj3Rs2dPbvnatWuonZ9KQrmcOXMG+/fvR5kyZSCRSODh4QGxWMxNEokEYrGYhmksJIlEgjJlygAAfv31V/z666/cNqVSiUmTJuH+/fto2LCh2fP06dPHYF3ZsmXx+PFjq8ZLiq7+/fujf//+Jrfv2bMHo0aNQuPGjbFz506uD3iNGjUKXQCPEFNEIhFOnDihty4jIwPZ2dlQKpVQqVRQqVTcvFKphFqt5tbHxsaiS5cuNont77//ho+PD/h8PgQCAQQCgd68ueXnz5/j0aNHRrd5eXnRZ2cRsXv37nztX7duXaPrqSsTyYtQyCIsTNudZODAt+tZFpDLtUO1qlRvH01NObdnZgJDhwK6Edd79QL+/vvtuS9f1hYR1T2PM6BEhg0JhUIEBwcjODjY7H5ZWVkICQnJs4n/u+++izZt2lgxQkK0atasibVr1+L06dOQy+XIzMxERkYG9u3bZ/E58tucEgBOnz4N3pvBrkuWLEktjvKQnp6O5ORk1KhRI8/3i/zq1q2bVc9HXA/LstBoNNiyZQtXEPvu3bt6+xgrBkqILXl6elrcXS4lJcXi8/L5fPB4PKjVamg0mjz3Hzp0qMXnLohatWqBx+MhLS0NDx8+BAA8evQI5cqVs+nzEvtr3rw5171d110v56NuqlKlCubMmQOxWOywWIlzYRhtnYyCevbs7bxGo5/I0HGmhmeUyLAzlmWhUqmgUCigUCiQlZWFlJQUi36UHD16FKdOnbKoiSMh+cEwDP73v//hf//7n956tVqNw4cPQygUQiAQICMjA2lpaUhJSUFqaipSU1MRGxuLmJgYxMTEIC4uDomJiUhKSrLormyTJk30luPi4hAYGGjV1+Yqbt68iRo1apjcHhAQgFq1aqFnz564c+cOxGIxhg4dCplMxrWMEQjoLZ8UzK+//opx48aZ3E6tMEhR4OPjY/ZaZVkWCoUCaWlpyMzMhFKpRHZ2NrKzs5GZmWl0ksvlUCgURudz7pOUlISkpCQkJydzhePz49q1awbrvv32W+zYsSPf5yK2wePxLEp65SUtLQ3Hjx/Pc7/Dhw/j/fffx3vvvVfo5ySuKTVV29KCx9O2otBotI855809/vUXkLsRb1ISEBcH5LOXuk3Qt9pCYFkW8+fPx9q1ayEWi3HhwgUAgFQqRcWKFblERc6khUKhKPAXPpZlsXjxYkpkEKvbuXMnuuo64gHw8vKCWq2GXC63+By6JrAeHh4oV64cPDw8DCahUIijR4/C29sbfn5+encWPvzwQwQEBNjg1bmG8uXLo0ePHtizZ4/Rf5eEhAQcOXIER44cwbVr11CzZk0HRElclanq+wEBAXavV0CIzvr16zFq1CgkJydDo9FY5UekLeg+H2UyGcLCwgy6X6anp6NEiRJ6XUr4fD7XKmTZsmXcuf7880/4+PhAqVSic+fODnxVJLdTp05h2rRpUCqVOHfuHJKSkiw67vjx42AYhvt9wLIsN+mWc69nWRb+/v4mu6eQoikjAxgyBLhz5203Dh5PO59zSkurDV9f7bxue859cwxcaBPvvaftauJolMgoBKVSyQ3NmpNcLjfInAcEBGDYsGGQSCRcvQBz88bWSaVSh1TrJq5v6tSpestpaWkm9w0MDMTGjRsRHBwMoVAIb29v+Pr6wsPDw+IRCyIjIxEREVGYkN2Oh4cHNm3ahGfPniEmJgbr16/H0qVLje777NkzSmQQq+rWrRsmTpyot+7hw4coX768YwIiBMD333+P+Ph4hzx33759MWLECIhEIgiFQgiFQm4+5zqhUMh1oTQlr89EU+/1xLk0atQIu3btAgB89tln+PPPP/M8ZsSIEWjevLmtQyNFxIULgAWXDQDffJ23TRtt4VBdosPSx5zzmZnA2rVAlSrAd9/l/7XZAiUyckhLS0N8fLxeU8Dc89euXcPFixe55U8//RR3795FdHQ0YmJiTJ67bt26mDVrlh1fDSGW27p1KzZs2IDnz58jJiYGp0+fNlp0FgDi4+OxdOlSbN261c5Rure0tDR4e3ub3WfRokUYOnQoDYFJrEaj0WDjxo16Q7GOHj0aderUob75xOGioqL0in3qHk+fPo3ExESIRCIwDIPMzEyudWzu+YcPH+L8+fP5fu6+ffvSiBPEJEuSGN26dcO8efPsEA1xJiyr7Z6h676h0WiTBGXLmj7mnXfe7qtQvC3IaamGDYFhwwoXNwD07Vv4c1gTJTLemDp1KsaPH5+vY4RCIddk3svLC+Hh4bhy5QoAYO3atahQoQL8/PxQqlQpaklBnEpaWhr69++P4OBgJCYm4m9j1XxyEIvF+OyzzyASiSAWi/H999/bKVKiI5FIULlyZdy7d89g2+DBg+Hj44Po6Gj88MMPXCuu4cOHW1wEjxBjduzYoZfE6NOnD2bOnOnAiIg7efXqFVauXAmWZZGVlYXk5GQoFAqoVCrw+XzI5XK8ePECp06dAgAEBQUhNjbWLrGVLl3aLs9DiqYKFSpwRVlN2b59u9HWOrdu3cI777xjq9CIA2VmAlJp/o/T1SlmGNMjhvzwg7aehUAAeHgAPj6ATAa48qBHlMh4o3379kYTGTVq1IBGo0H58uUxc+ZM3L59G23btoVEIqHCeaTIevfdd3Hx4kWz+9y4cQPVq1e3U0QkL0KhELdu3UKTJk307h4GBwfj999/R3Z2tsEx48aN00t+TJw4ERMmTLBbzKToyz1U5V9//YXs7Gz8/fffNCQksbkSJUqY3V6pUiWo1WoA2vfCDz74QK+mhK+vL1avXg2ZTKbX1SOvSdc1hM/nUws3ki8TJkzA5MmTC3WOghSDJUWDQAD4+gL5GXiuSRPg2DHtsTrURVuLfom/Ua9ePbAsi1OnTukNH3fjxg0A2uyor68v6tati6ioKAQEBMDf3x9CodBRIRNSINu2bTOaxEhPT6e7906Oz+fj3LlzBuvVajW++uorvYJwOjlbcEycOBGDBg2Cn58fJBIJfUEneRIIBGBZFuvXr+dGNdqyZQsePXqESpUqOTg64sp0CQpTrl69ipo1axp9H6OaEsRR8pvgvXPnDqpUqWKjaIizEQq13Up0duwArl59280kV8k6AMDp09rj3n8fkEgAsRiIi6uCrVuBX34B8uh17NLMVx9yQ02bNuWqAeceE3z9+vUYMWIEqlWrhpCQEK7vJcMwCAoKglKpdFDUhFiGZVl8+OGHRrfJZDK9UUR01/WDBw/sHCXJLz6fj6VLl4JlWWg0Gnh4eJjcNzQ0FFKpFDweDwzDICwsDCNGjIBCobBjxKSoCQsL01tesGABDblKbIrP5+Pp06cmt9euXZt7HyvM1Cf32IKEFNDWrVuxcuVKVKxY0ex+Go2G+61BSQz31rUrMHEiMGkSMGUKMHas6X3//RfYvFlbDHT//hAsWqTtPpJ7RBNTU5MmQPfuQI8ewKpV2lYhcjmgUpnuruLsqEWGGYsXL8bixYshl8sRHx/PDW8YGhqKhIQEJCQkcM204+LiIBKJAADt2rWDj48PPD094eHhAYlEwtXSSElJwezZs7F37140a9aM+0FBiD0wDINbt27h5MmTEAqFGD58uNkmjHFxcbhz506eH8rEeTAMww3P+urVqzybZj9//hwLFizAggULUK5cOUREROCbb75BSEgIijnDIOHEKUREREChUKBDhw44evQoFi9ejE2bNsHX1xcff/yxwchHhFhD6dKlwbIsXr16hbi4OCQlJeH169fo2bOn1Z7j0aNHVjsXcW89evSwaD9qDUlM+fVX7QRoW2golUBWFjBzJrB7t3b+7t2CnfvMmbfzW7cCgwbpb//sM233FYFAW1cj9zyfD/z9NxAXp20hwudrJ6EQUKkaonx54K+/gJAQ7f72uMwpkWEBqVSKsLAwhIWFISUlRa9P0ujRo3Hu3DnMmjULe/bsAQAkJyfj2bNn3MgmusrYOZtJdujQwexzLlu2DF5eXqhXrx413yVW9c4773BFpEQikV4hP53PPvsMkyZNQokSJSAWi+0dIrGS4sWL6901VyqV3ChM06ZNw8KFC/X2f/z4MR4/fow1a9Zw665fv44aNWrYLWbivMRiMY4cOYJ79+7hyJEjOHfuHNatW4dffvkFv/zyC7dfWFgYzpw5k2cSjRBLFS9eHMWLF+eWfX19sXPnTixZsqTA55w8eTIGDhwIDw8PpKenQygUQiAQcK08CLEFGmqVWIrH03YjEYu1XU509wsyMoBdu86iefNGAN6OZmJs0nVZefQI+Pnnt8t162qnb755+3wnTmhbZ6jV2keVCkhN1S7nzQOvXgE5G2+uXQu86ZFqM5TIKIQLFy6gXbt2SM5RsaVatWrQaDSQSCTg8/mQSCRQqVTcD4iEhASLzj1kyBBunprvElv55JNP8Mknn+Dx48coX748t/6PP/7AH3/8AUDbvFfXosjDwwNSqRRCoZCrH/PZZ58hIiICUqkUUqkUfD4fCQkJ6Nq1a57DhZL8YVkWT548QWpqKhISEpCeno60tDSkp6dDoVBg5MiRALRNrq9evcodp+v6pnsvUiqVefY/z/mcxL3J5XL89ddf+O//7d13fBP1GwfwzzerI92LVfaeArJBmQqIgMgQQVGBH3s5kKGylCUiQ0C2VUSGoAxFQJAyZcmSIVCglAJtKd1NmzTJ/f645kiapE3b7Dzv1+teuX3PpddL8tx3/P47unXrhuzsbCgUCpQtW9bk+nFxcTh79ixee+01+wZKPMbLL7+Ml19+GStXrjSYv2DBAkybNs2ifcyYMQMzZswwuUyX1NANqfmV2mvVqoU6depALpcLg+6zz9fX1+R0ZGQkdVVMBMePHzdIlF2/fh1169Z1YETEWeiSDO+/DxR4zmRCqyL317q1YVJDInl2jIsXgX/+AerUMUx4MPasBIaum9iSalV0iKVGiYx8uq69srOzzQ537tzBtGnT0KpVK5w+fdrkfq5du4bu3bsLLV9LJBKLW8lmjGHfvn3gOA4VKlSAWq3Gm2++aed3gniiatWqQa1W48CBA1CpVPjqq6/QsWNHyGQy5OTkGAz379/H0aNHhW31kx76evXqhd27d9vzNNzaokWL8PHHH1u0bnx8vDAul8vRp08fo3uS/mtmZibWrVuH2bNno0GDBmjTpg31SEEEgYGBUKvVAPjuWAvTrl07REdH0/VDHGLq1KlG3YOrVCr88ssvyMvLE9oRysrKEqqrZGRkQKFQCKVodaXWdK+6qnoAcOvWLdy6davYce3evduoByDifjp06IDo6OhibTNjxgz8/PPPtgmIOL2kJL5UxJYt1t+3nx9fqkM3MGY4bW6e/nxdUuPSJcOqKTqMARMnApUqXULTpo3BGFC5Mj/Yg9snMv777z+MGjUKmZmZUCgUSE9Px+PHj0u1T/0kxquvvoq+ffsKT6379OlTqi9wkydPLlVshJSUWCzGK6+8AgDCk1S1Wo3FixcjPT0de/bssfh/p2bNmhg7diw0Gg39oCkmtVptcW9I27ZtQ1BQEIKCguDn5ycMuqeIYrHY4qLS+lUDCNG3detWi+t+5+Xl4ZVXXkFgYCD8/Pzw9OlT7N69G97e3pDJZNBoNAZDxYoVMX78eLpPEJuRyWQYOHAgAGDLli02bdyzVq1aQiOOWq0WycnJ8PHxwYsvvmizYxLnceTIESQnJ2PLli2YMGGCRduYKxVEnB/H8SUnjh3jp3fu5F/LlePbttBVz8jL4wettvjHGDvWuK0KqRSIi7uHmjWrQirlq37s3cuXsBg7FnjjDaBGDSA42HrnWpTo6DS0b2+/4+m4fSLj/fffN3h6bG1//PEH/vzzT4jFYoOsvb4+ffpg586dVOeSOJ3t27fjxIkTEIlEyMzMRHp6OjIzM6FSqaBWq3HixIkS7ff27dvo2rUrRowYgTVr1lg5avemLcYnXUkavKtTpw4eP36M9PR0AEBwcDAUCgW++OILvPzyy2jQoAE1QEwM9O3b16CK0dOnTzFy5Ejs2rXLqIqSqe6Bi1K9enX07Nmz1HESz/Lzzz9j+fLlkMlkBglb3atWq0Vubq4w5OTk4MaNGzaNac6cOVZtiJS4nuI2kh0UFGSbQIjNxcbypREKKuXzcgMFas/pqWpy7uLF/GCupIX+IBYDycnG+4iIAF5+GWjYEBg/HiikIzyHc/tExo4dO3D69GnI5XIolUrhKZBarTZ6MmRqvv60Wq3GrVu3ULlyZWFat1z35NqUX3/9FTKZDAEBAfD390dAQIDR4OXlhf3794PjOAwbNgxTpkyhHxPEpk6cOFGiL1xSqRRyuRxeXl4Qi8UGXx71xyUSidBmA7GcTCaDSqVCQkICsrKyhEGhUJi87+iPF7Z8zpw5AICGDRsaFI3W1f2ePHkyJk+ejE6dOuHQoUOUeCVm3b59Gzt1j54KaNasGZ577jmULVsW3t7eiI+PR82aNaFUKqFSqYRSQmKxGGKxGJUqVcKrr75q5zMgrk6j0WDAgAFW21+9evVQu3ZtAObbBdKfz3GcwT2S4zhUrVqV2oUhxRIeHk4NqruwqlX5UhB37jzr4rRMGT5BoNXyJSX026jQnzY3bumyW7diUK1ajUIb+jS3T/1hzRrjxjyTkvguXgG+O9igIL6rVn2VK/PduP70E7+fefPkaNSIHw8NtU+PJYAHJDLkcjk6d+5stf1FR0cb9Fqib8GCBUhJScHTp0+RnJyM5ORkbNy4EVlZWfDz8xOWPX78GFevXjX7YTl9+nSsWrUKf/31F3V7SWymTZs22LBhA5KSkoQuhn/66SfhSb2+RYsWQS6Xw8/PT2jgTDeuP08ul1MRcSuQSqWoWLGixeur1WoolUqDJ4+6V92wa9cuoc73iy++CIVCgU8//RR5eXkG+/rrr78wd+5cfPrpp9Y+LeLiHjx4gLZt2+LBgwdm1zl//jzOnz8PAFi8eDEGDhxo9jOTkJISi8V49OgRbt26hdzcXGRlZRm1bTF9+nSL93f9+nVkZ2djzJgxBo1bWzLokvqEAEBubi527Nhhske4gp48eYLatWujUaNGQmKsSpUqWLVqFXx9fW0dKrGCpk35wd6io+PRoUMNk8s47lmVFrX6WSJDN+hPv/8+kJXF94SSnc13rVrw0i2YxACA+/f5kh86w4Y1x7Bh/PiHHwJffWWd8yyK2ycyzOE4DgqFAqmpqUJxet2g6wmg4HhGRgZOnz6NcuXKQalUGvxw0I0rlUqrxBcfH49t27bRjwliMyKRCEOHDjWYt3TpUrRu3RoXLlwwmF+atlsuXryIxo0bl3h7T6VUKvHw4UPh/hMVFYUNGzYIy0NCQoR7jqU9kFjKlnXIifNKTk4udrHowjRr1szq1yYhOgW7ZC2oRo0aBqU29JMNpq7L+/fvY8qUKaWOi7qs9mxeXl4YPHiwRYkMAEhLS8MxXSMLAI4ePYpXX33V4naJiPPiOD6ZoFIBSiX/WnA8NRXo0sV4Wz8/vitTcwmI3Nw2EIkMl+u6TXXUx66vLyCXQ0ho2IPHJTIePHiASvqd3BZBJBLB398f/v7+8PPzg5eXF1QqFapXrw5vb294eXkZvJobl8lkkMlkxerBpEKFCjZ8J4gr4zgO58+fR3JyslEiTX+8sHmFLQsNDRXGdb0VlBTV/yxaXFwc5s+fj8zMTDx58gT379/HnTt3zL73ERERGDBggNH9R/fq4+MjvBYc1+8a0MfHh6qwEUFubq5V99c+v+UvXXUSiUQCxphFg659g5ycnGK1G+NMdu3ahd69ezs6DKeiVqsxbtw4JCQkID09HeXKlYOvr69BdbjHjx8jODjYbFW5wqrR6aZ13U3L5fJidzldGiKRiLod9xAJCQm4ePEiNBqNUHXu+++/h4+PD1QqlcX7WbhwIVq0aCGU0g4ICMDzzz9vq7CJlXzzDWBhe64lkpUF1K3LV1PRDbp2LcRiIDExGRUrljdYLhbzDYHqGgTVbyRUf1tLpw8e5OMQiYBq1YDhwwEvL0Am49vN0K8+UliNBVvyuERGUUQiEbRaLYYPH47ly5fD29vboB6ko/5QhOgbN24cVq1aVeR6IpHIIKlm6oevv7+/UE+zsPW8vLwMfgSbG3x8fCCXy+kHcjGMGTMGv//+u8llTZs2xfz58+Hv7w8fHx9UrVoVgYGBdo6QeILIyEizVR71Ews5OTnIzs4WuqbUDZmZmXj69KnwgzIvLw8xMTGIjIwUfljqenTIzc3F6tWr7XyG9nXq1ClKZBQwbdo0owagK1SoYJDsUiqVSElJMep9SSKRwMfHRxgvuKzguKmHRLpup588eYJVq1ZBJBJhw4YNeO6554zW0Z/WJeEI0SmsNFCzZs3QokULnD171uTyiIgIiEQiPP/88xg1ahQlv1yQrWv+MAaMHg106mS6vYno6Fvo0KG8TWNwhTa4PS6RUbFiRXAcB7Vajb179yIzMxMPHz7EiRMncOjQISGLun79enTs2JGKWBOnk52dbZDE+PvvvxEYGGgyCSGReNy/uEvatGkTfvzxR4hEIvz66684fPiwsOzChQvo2rUrtm7dSq3hE4cRiURCsrI4TCX/hw0bho0bNwrTbdq0QVhYGIKCghAYGAi5XC6UHtJ/lUqlQoPCuqHgtLl5pV33/PnzaNmyZbG2L047N55i/Pjx+KpA5endu3cbPIG21wOjL7/80ubHIJ7p3Llzjg6B2NiwYfzw6BHQrBnQqBFf+kHXI4ivL/DgAd+WhLc3P2i1z6qWxMUVvn+O46ucrFjBd6lKTPPYXzkSiQR9+vQBwP8wNNUoVPfu3e0dFiFF8vX1RaNGjXDlyhUAQOvWrXHx4kXUrVvXwZGRkgoODsb48eNx+PBhgySGPirhQlydVqvFBx98YJDEUCgU8HHmvt3ypaamokGDBo4Ow+VVqlQJFy5cQFO91vGaNWuGO3fuwNfXl6oiEkJcSvnyfDKjoH//5ZMbpdG2LV8iIz6eT44wxlfr8PMr3X7dCX0zBt+zSUREhNH8119/3QHREFI4xhiOHz8OqVQqzGvSpInQvSZxXR06dEBISIjJZQMGDMAjU5+WhLiIF198EcuWLROmjxw54hJJDGJdkyZNMppXvXp1lCtXjq4H4jK2bNni6BCIE2vQAFi6tHT7OHkSqFcPqFgRqFCBT5qEhfGlO44eDbNKnK6OEhn5CvbSAPDFGx8/fuyAaAgp3IULF4y6zZw5cyZ27NjhoIiItUydOtXssoSEBDtGQoj1VKtWDSdPnhSmt23bBn9/f9y8eRNZWVkOjIzYW3x8fKHLly5diszMTLPttRDiDNy9jR9SOozxjYFasxtSqZRPYtSrB9Svn2G9HbswSmTkM9e95JIlS+wcCSFFa968OUaOHImyZcsazO/fv79RXe3Tp087KEpSXA0aNMDHH39sMG/AgAHQarXgOM6gODYhruTll182mH7jjTfQrFkz1KlTB/7+/mYbxSPuQ6vV4u7du/joo48KXW/37t0ICAgw2/5Ienq6nSImxLyjR4+aXaa7VsdS4wYeTaEAirjdWaxGDeDpUyAnB7h2DQgLs7xnHHdGiYx8a9aswZo1a/DNN98YzF+0aJGDIiLEvOHDh2PNmjUWPaG3R5dzxDpMfcHPycmh1vKJyzP3sAAAXnnlFdSpU8eO0RBHKFOmDKpXr44xY8aUeB/lypWjRqyJy3j48KGjQyAOJJfzSQd9YWGAvz9fukIstnxfMTEAVRIwRomMfP7+/hgxYgR69epltIyKvRJnU7lyZYPp27dvIzExEbm5uUL3hrqhbdu2DoqSFNewYcPAcRwGDhwozNu7dy8YY0ZJVkJcSXBwsDAeGhqKqKgoXLx4EWq1Gr///jt1P+gBkpOTDaZXrFiBJ0+eIDMzE3l5ecJn1pEjR4w+x3TDo0ePIJfLHXQGhPCKqvaku1537dpln4CI06pXj++BRDc8eQJkZPC9l6jVwLp1lu0nMhKoVcu2sboij01r5+TkID09HdnZ2UhLS0OLFi2g1WpNrpuUlAQ/aiKWOFhubi7ee+89bN261WiZSqWCQqEAY0zoqpB6uXBNs2fPNvk3njBhAsaPH++AiAgpvfPnzwvjT58+RcuWLakUhod49OiRya6jMzMzERZGDdYR11NYKcmOHTvaMRLirDgOSE8HqlUDUlONl7dpAwQE8MkMS2zaZN343IVHJDI4joNWq0VeXh7UajVu375tcV1zsViMBg0aQCKRQCKRgOM4+Pr6IiAgAN7e3tiwYQPVWyd2kZmZafIHLgDUr1/faN7GjRtRrVo1eHt7w8vLSxgKTkskEqq64CQ4jsOsWbNMLtu7d699gyHEDI7jsH79ety9excikQgajUZoxyUnJwcrV64sch+67qLnz5+PLl26AHj246Dga0mX6a9j6gmqJY1J6ta5e/cuQkNDLd6PRCJBvXr16N4Kvq2xEydOGM2fNm0apk2bZnKbsmXLwsfHB7NmzcLgwYMhLk4ZbEIc6MiRIxg9ejTUajX+97//oUWLFo4OiViBQsG/6kpWaLWmX3Xj3bsDly6Z39+pU8U7vnF+rAMAvpqKvz9/TI3m2dCgAbBnD2CmIzy34XaJjHHjxln0JcpSGo0GOTk5BvPS0tKEbhCnTp2KgwcPWu14hJgTHh6OvLw8PHr0CGlpaVi5ciXWrl1rdv2hQ4cWa/+1a9fGhQsX4OvrW9pQSTGpVCp4eXkVus6gQYOQkUGtVBPHO3r0KEaMGGGVfRX2Y9bVzZw502xi0pPMnz8fPXr0AMdxyMrKQlpamjDExcVh/fr1Rtvo2n9655138M477xgsGzZsGNatW0dJIuJQCQkJuHLlCjiOg1qthkKhQP/+/QE869Hk2LFjuHnzpiPDJKVw6xbQqxdw82YHR4diVmYmPxR08iRw+bKpBIh7cYtExurVq7F582aEh4fj119/tfr+Dx8+DIlEArFYjMuXL6NFixYQi8XQarVo0KCB1Y9HiDkSiQSVKlVCpUqVhAZqs7KyMHToUPz888+l2vfNmzcxbdo0hIaGQiqVIjk5GTdu3EDbtm0xdepUeiJmQ5a8t23atLFDJIQUrX379ti+fTtiYmLAcRxEIpEwMMYMXu/cuYMaNWoIJTY4jsOXX37pEV0Jz549mxIZ4D+3OnToYHJZSZIRGzZsQFRUFDQaDSQSCY4fP45WrVqVMkpCiqdy5cpQKpWFrnPr1i07RUNsIS4OcMY8VN++QHb2Y3z9dTn4+vKNhopEgETCv4rFgEzGNzbq7lw+kZGYmIjRo0ebXBYZGQmtVguVSgWlUgmlUgmVqnjd1Xz55Zfo1KmTMJ2Xl4dmzZqVKmZCrMnPzw9DhgwxmcgQiUQQi8XCjwwARiWM9C1fvtxo3h9//IFPP/0U+/btQ/fu3a0XOBFs377dYFqXONX/klSalv4JsSbGmPDksSjR0dFGP2JXr15daCKjSpUqBtVDcnJy8NgFm2v/+uuvHR2C05s4cSKWLVtmNJ8xVmjVH11vXGq1Gq1bt0ZYWBji4uLg4+Njs1gJ0TdmzBgsWbLE0WEQG+rSha8q8t13ZzF0qHNUEfrrL76URXT0TdStW87R4TicyycyypQpY3ZZfHw8AKBixYqYPHkybt26hXfffRcREREIDAwU2rmg4onE1b366qtmv/Tl5uYiNTUVqampJtvSsFRSUlKJtyXm/fnnnxg0aJDBvOnTpyMiIgLh4eEIDg6GXC5H69atHRQhIdZ1/fp1TJgwAatWrTK5/OjRo6hUqZKdoyqcqYQMKb2lS5di6dKlwrRKpcK+ffvw+uuvF2s/ycnJZhtsJ8QWvv76ayFZ+ddffyE+Pt6oGhRxD1WrKsBxwCuvAH/8Ydk2ycl8iQgvL4B+ZtqOyycyAD4zHxMTg7S0NDx58gQXL15EXFwc1uX3afPgwQNMmTIFAF8kUZ9UKkVAQADkcjlyc3OFH2vt2rXDmjVrEBYWJiQ8CHEUjUaDtLQ0pKSkIDU1VXjVHzf3WlgJjKioKKEqiUwmg1QqRWBgIIKCgoQf0JTos62WLVsK4zVr1kRsbCzmzJljdn1LGigkxJllZWVh8+bNZpcnJiY6XSKDlFxmZiZiY2MRGxuLx48fC59dqampSEtLE0qkyeVyZGdnF7m/BQsW4MMPP4RE4hZfYYkL0lWpI55l61YgMNCydXUdMolEgK8vn9SQywGp1LC6im6+/hAYyG8jk/Hri0TAqFFAnTr8uEgE5OSIkZsLePrPU7f4FBCJRKil17lujx49AEBoCFHXwNSFCxeQmZmJ9PR0ZGRkGLz+888/EIvFQiLjxIkTBk+vb9y4YXAMQuxBrVajYsWKRdYn9/X1RUhICIKDgxESEoIaNWoYTBd8DQwMRPny5SH3hAp0Ti4gIEBITiQnJyM8PNzBERFiOyqVClqtFu3bt8eePXsAACtWrECPHj1Qrly5Ihu9Ja5j27ZtGDhwoMllUqkUwcHBCA4OFuaNHDkSQUFBePLkCZo1a4aAgAD4+/vDz88Pfn5+kMvl8Pb2RtmyZe11CoSYVFjpn8DAQNy6dQuMMQQFBdkvKGJzAQF8VRMAuHED+PNPoHZtfn52Nt+zSXa28bj+dEaGYSJDt7woxt2vvgAA+OcfoGxZvn0MsZhPhHhScsMtEhlFYYzB398f7du3L3JdrVaLLVu24MSJE0Krw8CzruJ0YmNjUblyZavHSoi+y5cvm01iXL9+XfgiSF/+3YO5+t2HDh1C586d7RwNIda1d+9e9OrVy2j+gAEDKIHnhgr7EZeXl4ekpCQkJSVh0aJF+Oijj4RlVI2HOLvCSqrm5OQgIiLCjtEQR6hblx9K4s4dYP78Z121arWAWg3k5ADF7bPi+ecLX378ONCuXcnidAUekcgoDpFIhMGDB2Pw4MFYsWIFfvzxR/j6+mLSpElCl6sA0LZtW9y4cQP+/v4OjJa4u03GKVgAQMOGDY2Sa8T1yeVyKJVKlCtXDikpKcL8Ll26AACmTJmCd955B/7+/sKTSupNhriChIQEk0mMvXv3IkxXBpe4FVONeJpCJSyIq9E1NmvK4sWL7RgJcUXVqwMmep0WJCUB27fzyQ21GlCpAKWSfw0L46ue/O9/lh3rhReAoCB+m6wsoGVLYNs2wM/PKqficJTIKIRYLBYa7qlXr55BV6sPHz5EQEAAJk+ejC+//NJRIRI3N3XqVJNfBu/evYsqVaogNDQUPj4+kMlk8PLygpeXlzAuk8mMhuTkZKxduxYLFixA06ZNIRKJ0Lx5cwQEBDjg7IgpMpkMT58+BQC8+eab2Lp1q7Bs4cKFWLhwocH6crkcvr6+UKvVUCqVyM3NNSj2+v7771PvCaRUUlNTcfXqVYjFYqFb1YLdrYpEIhw6dAgffvhhsfbds2dPo3nDhg2DTCYTpkvaTo81t3v48CF27txpdhtd17JarRZarRY+Pj744osv4Ocu3xZLYO3atWjXrh3u379vcrmfnx9kMhk+/vhjfPbZZ8Jnl0qlQlhYmMHnmv5nW8FpiUQiDIwxgx5vzE3r5tWoUQPdunWzzxtC3EZh7WOMHz8ejx49Mrgf6AaNRmPQFTUAo/FKlSphwoQJ9KDUg2i1wJdfAqdOARqN4aDV8iU1zp4t+f7T0vgBAPbtA2JigMaNrRC4E6BEhoXq16+PgwcP4uWXXzaYv2jRIvTu3Rtt27Z1UGTEnZUtWxb37t3D/fv38fTpUzx8+BBxcXF48OAB4uLiEB8fj5SUFIsaSNM3depUYbxKlSq4d++etUMnVrBlyxZs2bIFAHDq1Cns3bsXIpEIjx8/xvXr13HmzBlkZ2cX+vffv38/JTJIqYSEhNj1eAUb5XZVDx8+NNkttqeIjIxEbGwsrly5gjt37iAuLg737t0TGvlMT0/HvXv3EBcXZ7TtTf1K5DZ2+fJlNGrUyG7HI66vqJKQ8+fPL9X+IyIi8D9LH7kTl/fff8C0abbbf3g4sGcPXxLEzw9wp16qKZFhocTERKMkhk7Tpk3tHA3xFHv27EHv3r1LvP3gwYPh7e0NLy8veHt7g+M4HDp0COXKlYNWq4VarcbcuXOtGDGxllOnTlmcIJ0yZQoiIyMRFhaGsLAwoTHXChUq2DhK4gm2bNmCFStWGD1d1D1x1L3m5eUhJSUFGo1GKFXkyf78809Hh+Bw1ur1auzYsRCLxZBIJBCLxcIgEomEzzK1Wg3g2RNu/UGn4LymTZuiYcOGVomReI6iuvqdPXs2pFKpcI2aKslWsKQQwJf0CAkJwWuvvWbrUyBOpF49vtHOBw/4BjvHjgVM5HdLLL8fC7dEiQwLpKenG9ThbNq0KRo1aoSAgADMmTPHbAN9hJSWfhJj8ODBqF+/Pnx9feHj42PwWnCeTCZDaGgofH19HRg9KQ39JEaHDh2QkpKCkSNHokyZMpDL5ZDL5QgICECtWrXoHkRsauDAgWZ7nyhKwYYb69Wrhxs3bgjTmzZtMmisWPeFnuM4nDp1CgqFwmTyRH8ouK0Ox3EGPxJ0P14LrlfYj23dssTERJQpU8Zgvv4PYqlUKgwymQyBgYGYZstHbC5AqVSanB8VFQUfHx94e3sLiXb9qiKXLl3Ciy++CB8fHwQGBkIqldo5ckIKV1Q36DNmzLBTJMRdNG3KDwDw8st8YoPjjAfG+F5J1q+/g7Vrq1u07+TkZ93BuhtKZFig4A3rwoULuHDhAsaMGYNASzsUJqSUhg0bBn9//0LrC+vqCBP3Eh0dja5du+LWrVvCE5vAwEB4e3vjyZMn8PLyMviRRYizaty4MW7cuIEPPvgAjRs3Rr169VC1alXI5XJIpVKD+1f//v0dGKkh6kmj+H744QejeR999BHq169v1JaT/nhCQgIiIyPps4w4rcISGQMGDEBubq5QIoOQ4pLJgNatC18nK+sBVq6sDo2GbxBUowG++w6YNMl4XV2nYE2b8m1tuNNlSYmMAhQKhVB/U/ealpaG6dOnY968eQbrrlq1CsOGDaOqJcRmbt26hVq1agEAOnXqVOT6jDEhsZGenl7k+qGhoYiJiaG+zp1QXl4evv/+ewwfPhwNGjTAkydPcPz4cSgUiiK3vXnzpnDdEGItjx8/RvXq1ZGTk2N2nRo1aqBGjRpCaYmnT58iICBAmNa1h2Cu3ZainnQS1zF06FDExsYafHf66quv8NVXX9nkeN9//z2GDBlik30Toq+wBMX27duxfft2YZruacRSJ07wvYzoe+stwMuLL4nx9Kl+96wdir3/CxeATz4BFiwobaTOgxIZ+caOHYtVq1YVe7vCWi4mpLRq1qyJlJQU3LlzB5mZmcjKyoJSqYRSqYRKpRLGTU0vX768yP0/ffoUf/zxBwYMGEBPDpyMRCLBsGHDMGzYMGGeVqtFfHw8bt68iaioKPz0008mtz169CgAGFQ58vb2piecpFQePHhQaBIDAGJiYhATEwMAaNOmDdRqNTiOg0QigUgkQp06dVC/fn3s37/faNs+ffrYJG7iGGKxGHPnzsVnn32G69evIycnBwqFwuDzatCgQVY7HvXyQOyFPktJaeXkABMnAjdv8lVGjh83vd6PPxZ/3ytX8qUuzp7le0IRifjeT2rUAKZPL13czoYSGfmOHTtm8bqDBw/GjyW5sggpgeDgYDRr1qzY2y1evBgnTpyAQqEQvjROnDgRiYmJBusNGjTI4Mvk7du3UaNGjVLHTaxPJBKhUqVKqFSpEqRSqdlExogRIyzep6+vL27fvo3y5ctbK0ziplq0aGHwdDExMdGg/Sh9zz//PE6ePElVMgi8vb3Nllzt0aMH7t27h7y8PKjVaqxcubJE36/oqTdxVkUlPWJiYlC9umVtHRDXFhsLrF3Ll67Ytw+4dKn4+1i2DBg2DDh+/Bjat38RAJ+00OuxXDByZKnCdQkek8jIycnB999/j3v37mH//v24cuUKBg8eDLVaDaVSiatXr1q8L3MNWBHiaBqNBiqVShhq1qxpML19+3asXbsWGRkZUKlU0Gg0SE9Px7lz54R91KxZUxg/fvw42rVr54hT8Xi5ubk4ceKEcI8qOOTm5mLixIlISUkRqsClpqYKgyVVUAC+Ol1CQgIlMkixFdYI4z///IMJEyYgPT0dly5dQnBwMEJDQxEaGoqgoCAEBQUhIiKCSoJ5II7joFAohFKG+tfR6NGjIZPJ4OPjg9zcXOTm5iInJweZmZlIS0sz+KzSZ+rH4p07d1CtWjWbnQfxbH/99RcWL16MrKwspKenIy0tDbGxsahRo4ZQKs0SVLLbtT1+DGzbxicnRCL+VX+c4/iGNiUS4PXXS3es558H+vUD5HLA21vrVt2olpTHJDK2bt2K0aNHG8zbvHmzRdtOmjQJS5YsAUANfhHH4zgOc+fOxe+//46kpCQkJycLiYqiugQrruzsbKvuj1hm37596NGjh8XrF2z4tWzZsgbTYrEYp06dMtjmxx9/xODBg60dOvEgISEh4DgO9+/fR0pKClasWIGNGzcCAMqWLYsffvgB6enpJht9BIB27drhuLnytMSt9OjRA/v27QPwrMcXW0tMTKREBrEJrVZrtt0yS5IYVILIfbRpw5e0sLXGjfmqIpT3MuQxiYy3334bGo0GycnJAPgP0pycHGRkZBgNf//9t7CdXC7HokWLHBU2IUYKZu8nTJggdLlqySCVSg26vvP29jaY9vX1paekDlYwiTFgwADMmDHDIDmh31sNPdEhjlS5cmVUrlwZGzZswIYNGwyWHT58GE2aNEFqaiqePn2KmzdvCg0yDh061BHhEju7e/eukMQAgEaNGmHQoEHw8/ODn58fvLy8DLqvvX79Opo3b24wT9etbcF5uvlisZjaLSBOIzMzU7g+6fPZvf35J7BiBd8GBcc9e9WNHzsGBAUBISF8uxjAs25UpVK+pIZYDERHA5mZ5o9z6RJw5gxfGqNRIzucmIvwmESGRCLB8OHDLVq3SpUquH//PgD+iXTjxo2LVfWEEGtLT0/HlStXEB0dbbRs9OjRqFOnjv2DInazbds2R4dASImIxWKEhIQgJCQE1apVw8qVKwEAe/bsQc+ePR0cHbE1jUZj1OZFVlYWPv74Y7PbeHt744WCTfcT4kSKKlHh5+dnp0iIo9WoASxdWvr9WJKHbdPm2fgrr9RG5cpARASf3PBUHpPIKI6TJ08iMjJSmL527RoqVaqEiIgIpKWl4c6dO6hbty4uXrwILy8vB0ZKPIFWqzXbPWp0dDQlMdyQRqMxKBXDGEPlypVx7do1yD35E4u4lHv37iEqKgpRUVGIi4vDzZs38ejRIwQGBuLVV191dHjExq5cuYLnnnvOaL5+qVdCXFFhiQzqPYeUxMOHwOXLfAkNiQTo0wdITze//r595WCq5lx4ODBzJjB4MF8SxN1RIsOEChUqCDepsWPH4vDhw2jVqhW+//57YZ0bN27g/PnzqF27NoKCgiCR0FtJbKNgscSoqCh06dJF6FaT4zgqUutmdN1U/vfff8K8+/fvY9OmTahQoQLkcjl8fX3h6+trMO7n50fVgojT6NGjB27cuGEwb9KkSZgxYwbdszxAhQoVjOZFRUUhKCiIPreISyvsczazsPoBhJhRvjw/6KSlGa/DcYBKxfd8MmGC6f08eQKMG8cPeXl8UsSdufnplZ6uGCwAg0QGAJO9Ody8eRO1atWyeVzEs3h5eQm95bz77rsGy8w1nObv749r166hYsWK9giRWNmxY8cQERFhMK9gg8WWuHLlipD08vX1FdpToR8RpLg4jkNGRgYeP36Mx48fY+bMmUhKSsLNmzcBAE2bNhV6mcjNzcXjx4+N9rF06VKh8Wzi3kJDQ43mvfvuu0afYZbo2bMn9uzZY4WoCCm9ohpWL+zztW/fvvj555/pM5gUG2N8exrmkhgFmetY7NgxwF1q71Eioxg0Gg2WLFmC1q1bIzU1Ff/99x8++ugjg3VGjRqFTz75BFKpFM2bN4cP9Y1DrCAnJwf//PMP4uPjkZ2dDYVCIQynT582+QUvMzMTlSpVQmRkpNCYp4+PDxISEhAXF4dx48Zhzpw5CAoKog9UJxQeHg6O46BUKpGeno6cnByDv73+eHx8PKZPn25yP41MtAolEokMvoj99NNPkEqlkEgkYIyhWrVqaNiwoc3Ojbim4cOHC72SmFK+fHmjRoSTkpJQq1YtaLVaqFSqEv2IJa4rIyMDCxcuhEKhQIUKFfDkyRMsXLiw2PvZu3evyc+pq1evok6dOlQSjdhVaRrw3LlzpxUjIZ5GLAZGjgTWrCn5Pl580XB6/fpnbXTodyHLGNCiBVC7dsmPZWsen8hIS0uDUqmEUqmESqXCgQMHsHDhQnAch8GDB0OlUiEjI8OgJfbQ0FCo1Wqkm6i8dOTIERw5cgQAdS1HrIcxhmbNmqFZs2YG83Nzc3H27Fl4eXnhwoULQjecMpkMSqUSmZmZyMrKQmpqqlFXqitWrMCKFSsM5v3111/o2LGjzc+HGNJqtcjOzkZWVhaSk5ORkpIidKmruzcplUrk5eVBrVZDo9EIrxqNxmwSo7Dj6Rs0aJDROvfu3UOVKlVKc1rEzXTv3r3QRIaPjw/q1KmDgIAAoVedmJgYVK9eHXFxccjNzcWPP/5o0PuETCYTEmiMMYhEIohEIoNpxhgiIyPx0ksv2fFsiTX4+/vjiy++gEajQVJSEhYsWIDGjRvj0qVLaNWqlfCDUCQSCd/FUlNTIRaLoVQqkZubi9TUVLP7b9CggdG8zz//HJ9++qnNzokQxhgmTpyIZcuWlXh74h6USiA7m++hRKPhX/XH9V8PHAAOHuSrfKjVz17VauD114Fy5fjeSYq6rKpXB8qWzYFU6oOkJD6G0iiqL4zsbMDXt3THsBWPTmR8/PHHhXatunDhQvj5+SEgIMBg/htvvAGJRAKpVIqMjAyoVCrk5uYKH8K5ublQqVQlvsERYsrixYuFEkBly5ZFdnY21cV0cd99951NuqCUSqVo3bq10OWuLrlVcFqXqM3LyxMGjuPQqVMnVK5c2epxEdfWr18/LFiwAFOnTjW5XFdcuqgW/Uvqzz//RJcuXWyyb2Jd3bt3x/79+wtd5/Tp0zY5dmGJD0KsgeO4En/H79atm5WjIY7k7W2d/Zw/b/m6LVsCT56ko0IFH4jFEAaRCAbTukGlAjIy+BIWuq5hdR/T+tO6rmP157/6qvMmMQAPT2QMGjTIbCLj9ddfx4YNG4x6i4iOjkaHDh1sHxwhep48eWJQjSkhIUEYf+655zBz5kx4e3tDLBYbDRKJxOR83cBxHCIjIyGTyRxxah5NP4nRo0cPvPrqqwgKCkJERIRB8kE3rqv+UfDvqj9OfdYTW+E4DpMmTcL//vc/ZGdnGwyZmZl4+vQpEhMTERcXh4SEBGRkZCAhIQFisRgXL14s0TH79esHuVyOGjVqUGkxF6DRaPDBBx8UmsQICQmBl5cX1qxZg8jISOG+pbuHnTt3Dm3atBGmdaV7dPdAuscRRyuq15L4+HgwxuDj40OdARCzWrcG/P35BjlHjwbq1+cTD5mZfPsWISFAWJjpbaOj/0OHDmXtG7AT8uj/rsaNG4PjOOzduxenT5/G/v37ceHCBQDAL7/8QvXYiNMICwvDvHnzjKoQjB49GqtWrXJQVKQ0Cn4R+u233xwUCSFFu3HjBurVq2fRumKxWPixqtFo4Ofnh3r16gklGc29Msawe/duYT/dunUT2m8hruGLL77A8uXLzS5//PgxypYt/Mv3o0ePULVqVWuHRojVFFY1JDMz06gkN3FfCgWwciWQkwOkpvLVMDIz+RIQpqqXHDv2bNu///aMnkVsid468K1h9+zZE/PmzXN0KISYxBjDtGnTDBIZt27dQs2aNR0YFSkNlUrl6BAIsVhycrIw/vnnn6Ns2bKQy+XC4Ofnh7CwMISFhSEgIED4ok+lGD3L2LFjMWvWLIN506dPx9y5cx0TECE2YKvqc8T1+PgABfp9MCsmBij4tb2IDnBIEdw6kcFxHLRarUHjeGq1GkeOHEG/fv0K3ZbqWBJnp+vmt0uXLti0aZPZKiS6hvSIc/Hy8nJ0CIRYrE2bNujYsSOOHDmCzz77DADfI065cuVw4MABAHzCNSIiAlqtVvjMfeuttyiR4UHCTJSDnjdvHtq1a4c6depAIpEYDfpV5uizihDiylQqvheQsWOLXjcpCaBa3aXjkomMpKQklClTxqbHKNg2BiGOZu4J/qFDh1CuXDmrHefUqVNo3bq11fZHTPvvv/8cHQIhFhOLxTh06BD69++PX375BQBw5coVXLlyRViH4zgkJiYabLdq1Sqz1d8+++wzzJkzx3ZBE4coU6aM0XXwyiuvFGsfPXr0oOp2xGlROy2e7dYt63RJGhpa+n14OpdMZPj4+CAyMhLx8fHF3vadd95B8+bNDZ4E6Lp/U6vVuH//PgYOHGiDqAkpHZlMhocPH+LUqVPQarVCl5y6Ljj1u+M8ePAgDh48WKLjREREWDlyYsrt27cdHQIhxSISibBz50588803mDBhAhhjkEgkyMvLK9H+ypcvb+UIiTOIj4/HrVu3cPv2baHL6OzsbCxcuNDi+x71TkOcGVUt8WyW9OIxaxZQvjzf/oWuRxEAOH4cGDQIePFFvhcRUjoumcjw9/fHgwcPzC5XqVRmi21///33eOONN9C9e3dbhUeIzZQvX77IalEjRowoNImRkpKCoKAgKsLrYGKx2NEhEFIi48ePx/jx4w3mTZ48GV999ZUwPXr0aPTr1w9JSUno0aMH/Pz86J7jISQSCerVq2fQOOyyZcvMJjGGDRuGNWvWCPdEaleFODtKZHi2yMhn3ZQWnP/wIT8+axYwciSwerXhOm+9ZfPwPIrFZaMYY2LG2EXG2G9688Yzxm4yxq4xxr7Umz+NMRaTv6yr3vznGWP/5i9bzmz0raao4ohPnz61xWGJFbjSdeasjuk3iVxAu3btEBgY6PE/KJzxOrt7925pNidOyBmvM1tZtGgRTpw4IUx/++236Ny5M8aPH4+8vDyPv+fYmrNfa4X1eNO6dWtK7LoIZ7/O7MUFQ3Yprnqdff214fSaNXyvJMR2ilMiYyKAGwACAIAx1hFAbwCNOI5TMsYi8ufXAzAQQH0A5QEcYozV4jhOA+BbACMAnAawD0A3AH9Y6VwEjx8/LnS5l5cXrl27hsDAQAQFBUEul9NNyXm4zHXmTNLS0hAbG4v4+HhMmDABY820MvTee+9R3U6ew6+zw4cPG0yPHj1aaDSRuA2HX2e2kpubi8TERMTHx+PixYv4999/cevWLVSqVAlxcXHCesnJyZBRa2b24JTX2r179zB9+nRs3brVaFnv3r0xc+ZMNGnSpDSHIPbllNcZcTsueZ2ZqhH3119A167G84l1WPSLhjEWCaAHgPV6s0cDWMBxnBIAOI5Lyp/fG8BWjuOUHMfdAxADoAVjrByAAI7j/ub4Mlk/AHjNOqdhaOzYsUhPTxd+zA0ePBivvfbsUAMGDECDBg1QsWJF+Pv7QyqVIjQ0FDVr1kS7du3AGEPbtm2RlpZmi/CIGa52nTmL2bNnIzg4GE2aNEHPnj0Nkhh9+vTBoUOHcO/ePWg0GgwdOtSBkToHZ7nOhg0bZjB98eJFjBw5Ep07d8bp06ep5yQX5yzXmbVlZGSAMQYfHx9UqVIF7dq1w/jx47F27VpER0fD19cXw4YNw8KFC7Fy5Ur89ddf8PPzc2TIbs+Zr7VZs2aZTGJMnToVu3btoiSGC3Hm64y4D1e+zkJCgNGjDed16wbUqcO3h2FqOHiQ770kO5u6Yi0JS0tkLAXwMQB/vXm1ALzAGJsLIBfARxzHnQNQAXz2Syc+f15e/njB+UYYYyPAZ9EQHh6O6OhoC8M01K9fP4P2BCZMmIDLly9DpVIhOzsb2dnZyMrKQlZWFnbv3o2YmBjExMQA4HtuCA4Oxrhx4/DSSy8hICAAAJCVlVXieGzB2eIppaVw0HVWpkwZu76Ppf27cRyH33//HRcuXMCRI0cMlm3atAnly5c3KHkRGxuL2NjYEh/P2hx83S6Fk9zPevfujd27dwMAnjx5grVr1wKA0GtMmzZtMHfu3BKdpK252b3HFpbCDe9nCoWi0OX//fefQY88M2fOdIsSj05+vS+FE11rarUa69atw+nTp6FWq00GvGDBAixYsAAVK1bEDz/8YLDMyd9rm3CRc14KJ7rOrKm4739RbWQ4y9/SRa6rgpbCya6z4ryPAwYAoaER+OILvjrdCy88gVjM4eZN0w3pmyut8dtvxyGXa8wex9n+to6Kp8hEBmPsVQBJHMf9wxjrUGDbYACtADQHsJ0xVg2AqW8sXCHzjWdy3FoAawGgdu3anDUbferYsaPJ+cuWLcOkSZOM5q9YsQIrVqwQblrO1giVs8VTUo6+zpo1a2bV66wopf27paSkoFOnTiaX9e7dG/7+/iaXOQtHXbeOvs4K3s8KvgcajQYymQza/LT8qVOn8NZbb2Hs2LGYMmWKU1ULcpd7jy04+jqz9f1M/0s8x3GFXpcnT55EYGAg5HI5/Pz84O/vD39/f2G8TJkyLtHdubNe7854rT169Ajbt2+3KP7+/fsbva/O+l7bkrOfszNeZ9ZU3Pe/qESGs/wtnf26KshZr7Pivo8dOgCff66bCgfHAQsXAtOmWbwLfPDBC7h50/xyZ/vbOioeS0pktAXQizH2CgBvAAGMsR/BZ7d+yS+yc5YxpgUQlj+/ot72kQAe5c+PNDHfIW7duoXa+Z0AS6VS4YeDKT///LO9wvJkbnmd2UpISAhu3ryJl19+Gffv3zdYRsW4C+WU11lKSgoWLFiARYsWGS17+PAhpk+fjqFDh6JMmTIlPQSxL6e8zmyBMYYZM2Zg4cKFKFeuHEQiERQKBRQKBbKzs3Ho0CEcOnSo0H00bNgQV65csVPEbsfprrXy5cvj6dOnOHnyJHr16mW0/PLly2jUqFFJdk0cx+muM0cyV9IIAHbu3GnHSNyOS15n9+4By5cD8fF8t6pXrwL5BWxL7OOPrRObuysykcFx3DQA0wAgPzv2EcdxbzHGRgHoBCCaMVYLgAxAMoA9AH5ijH0NvuGVmgDOchynYYxlMsZaATgDYAiAb6x/Spb5+++/hfE8vSZl+/bti4YNG6J+/fro0qWLSzwpcgfuep3ZUq1atYyKeb/55puYNWsWfHx84OPjA4CvVtKqVSu88cYbjgjTqTjrdTZr1ix8843h5r6+vmjYsCEiIyPRqFEjHDp0CB07dkT58uVLehhiJ856ndnK7NmzMXr0aPz6669QKBRITk5GeHg4goODcf78eQQFBSE5ORlJSUlISkrCqVOnDLanH7Ul56zXWkhICHr27ImJEydi2bJlwvwXXngBq1evhre3NxhjEIlEYIxBrVbjhRdeQJ8+fUp6SGJDznqdOUphvez07duXumctIVe9zqpVeza+Y4f59fz8ng15eYDuOeTChUDPnkDduraK0H0Vp9eSgjYC2MgYuwpABeCd/EzZNcbYdgDXAagBjM1vPRbgG2uJAuADvuVYh7VS/M4776B27drYuHEjNBoNNm7cCIDPpOqyqU2aNEGVKlXQqFEjfPLJJ5BKpY4K15O59HVma6+99hrWrVsnTG/ZsqXQdb28vOwRlity6HW2YMEC7Ny5E48ePULlypUBAKmpqThz5gzOnDkj3JPatm1r0MUlcTluez9r0aIFHjx4UOg6MpkMPj4+CAoKQlpaGt577z2sWbOGPlttwymutalTpxokMo4fP47jx4+bXHfJkiXIyMgo7SGJfTnFdWZvzlTN00M49XV28SKga7e4dm0+IZGcDKSl8aUzdLKy+KGgKVP4oVw5QL/jzaNH+RIexLxiJTI4josGEJ0/rgLwlpn15gIwaqGO47jzABoUN8jS4jgOGo0GarXaYKhSpQpmzJgBtVqN0aNHo3nz5gbbXbx4ERcvXsSvv/6K2bNno2HDhsjLy0NERAR69eqF999/n25mNuCq15kjfP755waJDFN8fHwwePBg3Lx5ExKJBFKpVHg1NS6RSNyicb6iONN15uvri4cPHxrNX7VqlUEvNLm5ueA4ziP+Pu7Cma4za0tJSUHXrl1x/vx5k8s//PBDtG3bFi+99BJ8fHwKfYpJSs8Zr7Xw8HDUrl0bNwup7B0aGgovLy/06NED27dvx507d5CYmIi4uDiEhITgpZdegq+vL3x9feHt7U3fuxzMGa8zeyuqxEVycjIkEgn8/PwgkZTmmbHncqXrrHFjQHdJcBygVAIqFd8Lif4wbBjw22/m96OfxACA9u2BgQP5cV0vJxoNsG0bAHRA48bAuXOAJ19ibnfqP/74I95++22b7Pvff/8FwLfKfuzYMQwcOBAVKphsBJcQuyhTpgw6duxo1HOJvpycHKxfvx7r1683u44p3333Hd59991SRkhK6vr16wZJDAD4559/kJeXB5lM5qCoCHnmxo0bZpMYALB48WIsXrwYK1euxMCBAxESEmLH6Igz0Gq1uHXrVqHrPH36FACwbt26IhPzQNE/IgmxtaKuwfDwcABAnTp1cOPGDXuERBysYkW+jQxrM9F7teDSJWDjRmDECOsf11W4XSLjueees/o+69Wrh5UrV0Iul+PcuXOoV68eKlSoQEkM4jAJCQl4/vnn8eiR7drIaty4sc32TYoWGRlpcn56errwJYkQR2rbti3y8vIQHx+Pn376CZGRkVCr1UK35p988gkAYOzYsRg7dizWrFmDEZ78jcsD6RpTHzp0KL777rtS72/+/PlWiIqQ0imsgwB9+l1RE/f21lvAggW22//ixUBEBF/i45dfgHv30tCjRxCGDbPdMV2BSycyFAoFnj59CoVCAaVSKQyHDh0ymNYNI0eOLNFxrl+/DqlUiubNmyM7O9upurshnik1NdVqSYyVK1dCJpPBy8vLYEhNTcWpU6eEaYlEgooVK0Iul1vluKRwOTk5JudHRERg/fr1GObpn17EKUgkElSpUgXTp083WjZ16lQ0atQI165dAwCMHDkSS5YsQefOnaFQKJCeno4tW7ZQCSMPUFjVEnOGDBmCWrVqCVUexWIxJBIJVq9eLVSBzMvLEwaNRmMwBAQEYOzYsdQGC7E6S6s3DR482MaREGcxfz4/cBywfj3g7c33ZFJIocViUSj4ZAkAvP02EB19iX6PwkUTGZs2bcKQIUOsvt8vv/wSFSpUQEBAAEJDQ+Hj4wOO4yCXy1GrVi2rH4+Qkqpbty44jkNycjLu378PtVoNlUqFrKwspKenC0NaWhp+//33Qrs2LFh9oTAtW7bE6dOnrXEKpAgRERFgjJkswnr58mUHRERI8Tx8+BBDhw6FSqXCiRMn8Mcff+C///4zeErZtWvXQqvGEfdw8uRJYZzjOKHRYplMhk6dOhn1wAUAP/zwQ6mPyxjDxIkTS70fQvRZmsjYvHkzNm/eDICvGtq0aVNbhkUcSKEAivOcb8AAvoHQwEBAKgVkMuDYMb56CmPAu+8CusK3YjHQogXf7oZIxA9Uw47nkokMW1QfAYCPC3Tae/DgQQQGBkKtVuPu3buoWrWqTY5LSEmFhYUhLCwMx44dQ/v27W16rGrVqlGxXjtijGH69OmYO/dZG1YhISFCfXJCnEVmZibOnDkjPPnetGkTNmzYYLQeYwzh4eGoU6cOYmNj8eDBA5PrEffGGMMLL7wAABg0aJDJJEZJDRgwANWrV4dYLEZwcDDGjBljtX0TomNp1RJ99Nnt3rKzi7f+9u38YM7+/UXtoQO6dwf27Svecd2NSyYyGjVqVOzGnrRarVDFJCcnBzk5OcjKykJ2djbS09PRvXt3o21efvllo3l169ZF7dq1AQC7du0CAJw6dQqtW7cu/okQUkqpqam4ePEiFi9eXOS658+fR1BQkNBDiUwmM3ilHgWczxdffIFJkyYJbWKkpKQIPZZcu3YN9erVc2R4xMOdOnUKbdu2LXSdhQsXokePHoiIiEBISAjdZwjy8vJw7NgxdOnSpdD1Ll26hPr160MsFlNPTcSlUIO0nic83HQpCY7jeyyJjQV0NcJzc/luWT/4oHTH/OMPYO9eoGfP0u3HlblkIqMkRCIRfHx8hD7sC9K/6eTk5ODQoUPw9/dHVlYWUlJS8MUXX6By5co4dOiQUQvEf/zxByUyiF2lp6djw4YN+PDDDw3m16hRA3369EFoaChCQkLg6+sLxhgGDBhAXYC5qLCwMCQnJ6N69epIT08X5s+aNQvbC0vnE2Jj48aNM5q3f/9+ZGZmomPHjggNDUV0dDTq16/vgOiIs9m1axf69OlT5HqjR4/G8OHDbVb6lpDSokQFsRRjfNWQ6tX5Qeell4D33382nZoKfPUVMG9e8fbfqxf/2rw5XzojLKz0MbsS+mVjgo+PD3rqpbc4jkP9+vWxZ88eHDp0yGDd6OhomxfpJ0Tf4sWL8dFHH5lcdvLkSURERNg5ImJLR44cwQ8//GCQxACsU3+ckNI4deoUfv/9dyQmJgpt7XTr1g0xMTEIDQ11cHTEWXAch5kzZ+Lzzz+3aH1fX19qS4A4tcKqlrzzzjt2jIS4i+BgYO5cfigoMZGvhjJhgvntz50Dfv8d8LTLjxIZRbh//z6qVKlidnlWVpb9giEEQK9evYwSGU2aNMHGjRupW043o9Fo0KlTJ6P5GzduREJCAnx8fODr6wtfX18qsk9siuM43L59GxzHQa1WIycnB7m5uQgICIBUKsXkyZOxaNEiAHzJMHpiSXQmTZqE5cuXm1w2c+ZM9O/fH2KxGCKRCN7e3rh7966dIyTEekrSfgbxLN99Bwwdav399uhh/X06O0pkALh37x5+/PFHSCQSPHnyBBkZGVCpVFAqlfj999/NbkcNgBJHqFmzJrZt24Y33nhDmHfx4kU0adIEAISuVL29vfHkyROj7Tdt2oR69erREy8XIBaLsX79egwfPtxg/lALPgHj4+NRoUIFW4VGPMycOXMwa9Ysi9e/f/8+KleubLuAiMu4deuW2WWzZ8/G7Nmzi9xHeHg4EhMTqa0M4hQKe3CwadMmbNq0qdDtw8LCTH4/I57BVj1Cm2unw515fCJj7dq1GDlyZIm2XbRoEQICAuDl5YUrV65gzpw5aNiwoZUjJOQZrVaLVatW4c8//8SYMWPw4MEDJCQkIDY2VvhQVKlUUKlUyMzMNLmPt99+GwBfNUE3TpzX888/X6LtqLQYsaZ3330Xq1atQlJSkkXrnzhxghIZBACwZ88eXLx4Edu2bcPXX38NAJDL5cguRjP/4eHh4DiOEhnEKZT2OhwyZIiVIiGu6K23gE2bgIMHrb/vsWOB3buBNm2A1auBkBDrH8OZeHwio2fPnti8eTMSEhLQpk0bZGVlITExEUlJSXjy5AlSUlLMbvvtt98aTO/atYuK0xKbevjwIcaPH292eWBgoMkeSTQaDZRKJXJzc5GQkAAA6Nixo73CJqUQGRmJunXrGjQyXLVqVdy7d6/Q7bp27YrY2FgbR0c8xbVr18wmMZo1awa1Wo1Lly4BAPbt22eyJzDieVQqFRISEnDs2DEhiQFASGKEhobCy8sLjDE8fPjQYNtly5ZhQmGVwglxEEurjxTsQp0QnSFDbJPIWLWKf/35Z34AgIcPgfLlrX8sZ+DxiYxy5cphx44diIiIKLT4o45IJEJQUBACAwMRFBSEoKAgnDlzBgqFAqdOnbJDxMSTVaxYETExMTh37hz27NmDLVu2GCwfN24cvvjiCwdFR0pDoVAgISEBiYmJSE9PF7qLzs3NRfXq1Q0SGUUlMQBgyZIltgyXeJioqCiT8ytWrIjQ0FAMGDAA7733Hj0xJ0hJScGOHTuKLO26fPlyk4n56OhodOjQwUbREVJ6hSUyVq5ciTFjxtgxGuLsFApg2TK+G1aJBNBoAB8fICoKyMsDnjwBpk+3fH/lygFqdS58fb0hFvP7NPcTtlo1wN/fKqfhlDw+kQEAX331VaHLy5YtiwsXLsDf3x/nzp2jJ9nEoS5duoQ333zT5LI2bdrYORpSGrGxsSVuZ6d79+54/fXX8dprryE4OJga+yQ2tXXrVixYsAAnTpzAnj17cPjwYaSlpeHBgwd48OABDhw4gFdeeQVly5Z1dKjEgaKiovDee++ZXU6lVok7KOzzduzYsZTIIAbmzi1+t6qmVK4M3L7Nt7ERHX2aEr6gRAYAYO7cuWjVqhXWrVuHP/74Q5hvqlgjPW0ijsRxHPr16ydML1++HC1atEDVqlWp21UXdP78eWH8k08+QfXq1VGmTBkEBQXB29tbaLTVy8vLYFwqldK9iNiVSCRC2bJljboWrFevHq5fv46PP/6YkhgEZ8+eNZgeMWIExo0bh5CQEPj5+VE7F8QtFJaQo7bHiI5CAVy+DHTpAly/DqSm8qUyjh83XO/xYz45IZXypSvEYoAxQCTiB8b4gRjz+ESGSqVCq1atcPHiRaNlO3fupPqZxKkwxjB06FBs3LgRADBhwgQcPHiQkhguqn///sK4fj3as2fPUq8yxOn4+PigW7du2L9/vzDv2rVrDoyIOJtvvvkGXbp0wcSJExEfH4+1a9di7dq1wvJp06ZhnjUeTRLiQIUl4zZt2oQffvjBjtEQZ7NlCzBokOXrlytnOP30qfs30mktIkcH4Eh79uyBl5eXySSGv78/3YiIU9qwYYPBj96XX35Z6HqVuA79L/f6KleuTL09EKfEGMO7774rTO/Zs8dxwRCnJBaL8cILLyA+Pl6YJxKJIJFIEBISgoEDBzowOkKsg0oVkcIUJ4lRUNeugJ+f9WJxdx5dIqN3795G80aOHImVK1dSfXPi1Pr164fVq1fjwYMHAPh2M2JiYlCjRg0HR0YsNWTIEIPG8BITE6lkDXF6+o3OLlu2DNeuXUNISAh8fHyE6k+6KlAymQz//fcfAgMDIZFIhEEsFhtM6w8ymQwSiUd/NXFpSqXSqN52fHw8ZDIZxGIxxGIxFAqFcB2IRCL6UUhcDl2zxBwLO7TBsmUAFfovPZf/tvDvv/+iUaNGVtvfmjVrsGjRIvi7cxOvxOV169ZNSGLo1KxZU3jypf9DQTcuFouh1WqhUqmQl5cn9IpRmAoVKuDmzZuQy+W2PB2P5OXlZTBdpkwZagiPOL2AgABh/PDhwzh8+LDVj/Ho0SOUK1jWlrgEjuPw+PFjg3nlrdTvX3h4OO7cuUPfz4jTe/vtt4XPc47joNVqwXGcMOjm165dG1OnToUfPYJ3CY8eARUqWGdfEydSIsMaXD6RERcXV+p9MMaEG8uLL75IP9qIU8vIyEDnzp2xfv16VKxYESkpKcjOzgYAIVFhLQ8fPoRGo7Ha/sgzBb/sA0BSUhKVyiBO7YMPPsCoUaPQrl07k9UyS6tv374IDw+3+n6JfXh7eyMlJQVnzpzBrFmzEBMTg+zsbJP3u+LKycmhZC9xGocPH8aCBQtw5MgRqNVqg2U//vijxftp1qwZXnvtNStHR2yhpLefnj0Bb29+EIuBI0f4gVTJ7o4AACYaSURBVJSeyycyevToAbVajfDwcKSmppZoH/ofjMeOHcO6deuK7P+cEEf5+uuvsX79egAQSmVIpVL4+vrCx8cHCQkJAPgnp7179xbm+/r6Go37+voiPDwc4eHhCA0NRUBAALy9vanYpB2YekqZkZFBiQzi1EaNGoU1a9aUej+HDh1C586drRARcSYcx2Hz5s3F6rnh9ddfx0svvSRUS4qJiUHr1q3Rvn17qmZEnFanTp3QqVMnAHz13uK0VbZt2zYwxhAUFCTsgzi/ChWeJTM4DtBoAJUKyMsDcnKA9HSgTh3j7fbuNZ5XrVrJEyPkGbf4hBCLxUhJSTG7nOM4aDQaqFQqqFQqKJVKYTw+Pt6oPufgwYNtHDEhJde1a1fMnj0bAHD16lXUqlULUqnUwVGR4ir4ZFGlUtHfkTi9WrVqGUyPGjUKvXv3hlwuFwY/Pz9h/OTJk9TXvQd5+PChQRIjPT0dPj4+kEgkFifIo6Oj6ZohLqVq1apC6e7GjRvbpLQacS6M8V2l6nKtgYFA2bJ8csLXl09sFGblStvH6AncIpFRFMaY0F6Ar6+vwbLExESD6czMTKqrRpxa69athfG2bdsiISGBfgC7oIJf6jUaDf0didPTVS0JCQmBUqlEcnIyunXr5uiwiJPw8fExmPb396cSfsQt7dmzB6tWrQLAJ/CqVKmCe/fuGXxHI56pYBKjTRs+8cEY8PrrwMiRfLKDlJ5Hd7+amZmJtm3bGsyjJAZxdmq1WijCmJ6ejoULFzo4ImINw4cPd3QIhFjE19dXqAK1Y8cOtGrVCk2aNMEHH3yAvLw8B0dHHOX27duoXr26wbxXXnnFQdEQYjscx6F37944cOAADhw4gKtXr+LevXsAgG+//dbB0RFncvo0cPIkcOIEcPw48P77lMSwJo9JZKjVajRu3BiMMWHQb32dEFeRkZFhUGxx1qxZYIxBKpUiISGBGkNzIY8ePRLGN2/e7MBICCmeq1evYuLEiZgwYQLOnDmDS5cuYcmSJVSk2oPdunUL6enpBvM4jkNKSopVG6EmxNGolBGxVKtW1BaGLXlMIqNy5cq4fPmyyWWff/45tm/fTj8AiUsICQkx+AGso1arUa5cOYhEIoOEXb169RwQJbFEwS4mk5OTHRQJIcUTEBCAL774Av369TOY37JlS/os9VA9evQwqq574MABhIaGwsvLy+BzSTd89dVXDoqWEEKsz1Sbr5mZ9o/DU7hNGxlPnz7F6NGjkZWVBX9/f/j7+0Mul0MqlYIxZvKHn05ycjI+/fRTO0ZLSOmUK1cOp0+fxpo1a/Ddd98Vuu6NGzcwZ84ciMViiMViSCQSg3GJRAKtViv0c/7o0SO8+eabaNCggZ3OxrNNnjwZixYtAgCh28kZM2ZAJpNBKpVCJpMZDF5eXvDy8oK3tzdEIhGuXbuGgQMHIjAwUJhHiK2tWrUKY8eONZpfv359bNiwAVKpFNeuXUPNmjURFhYmNLqt0WiQl5cHpVKJqlWrolKlSg6InthKREQEMjIyEBUVhRMnTmD79u2Frj958mSkp6dDJBIJn0v379/H2bNnhWmRSASNRgO1Wi1cQ6amdY26v//++0ZVXAixJ8YYpkyZAn9/f+Hhku6zWfddS6vV4ubNm0hLS4NWq4VGozF6rVu3LpYuXQpvb28HnxEpjEYDjB8PmKtVVLcucO0aEBRk17A8glskMu7evVuqD63idBNGiLNo2bIlUlJSzCYypFKp8GE4c+bMYu173rx5mDt3LjIyMnDy5Els3ryZfnDYyJdffomzZ8/i6NGjwrw5c+YUax8ffPBBoctPnz6Nli1blig+Qkwxdz1du3YN//vf/yzeT1ZWFuRyubXCIk7A398f48ePx8iRIxEcHGy2u16pVAqO4zBv3jxotVqrHT86OhpXr1612v4IMWXJkiWYOXMmMjIyTC63Rvtlx44dw4ABA6iLVieXlmY+iQEAjx4BwcGml73yCvD77zYJyyO4RSJjxIgRpdp+7ty5mDp1qkFJjqCgIKoDR5xe9+7djYpxcxyHnJwcZGVlITMzE5mZmcjIyEB6ejp69epl8b4/+eQTYfyzzz7D999/b7W4iaHo6GiDaY7joFarkZeXh2PHjmHVqlU4duyYUf1zS0kkbnGrJ07k+eefx6FDh9ClS5dib9uiRQt4e3tj4MCBRj2JEfchk8mwevVqrF69ush1NRoNEhMT8d577+HgwYPFPtaXX34plDB84403ShIuIcUyadIkTJo0yWDevn37MGzYMGRkZEChUBR7n/v37xdKJ4lEIoSFhVHpWBcQGlrybfft40tr1K9vvXg8ict9u1WpVChbtiz8/f3RpEkTSCQS+Pv7l2qfv/76K3799VeDeaNHjxa6VSLEVVy4cAHPP/+81ff7zjvvWH2fxDxd46337t1D9+7dTa7TqFEj/PHHHyhfvrydoyOE17lzZ1y4cAFNmzYt1nZnz54FwPfUc/HiRQQEBKBGjRq2CJG4iLfeegtbt24t0bYLFixAzZo18fTpU6hUKty9e1foVYcQe+rRo0ext9mwYQOCgoKg1WqRlpZmULXk3r17OH36tDCt0WgwcOBAhIWF2SB6Uho//QQMGlSybd99Fzh3zqrheAyXS2R89913SE1NRWpqKuLi4mx2HI7jsGnTJqE9AalUipCQEMTGxiIxMREhISGQSqU2Oz4hltBoNHj48CGSkpKgVqvx5MkThISEICUlxarH2b9/PxVtdIAaNWpgwYIFmDp1qtEyrVaLN954A9WqVcPKlSup62hidRzH4d9//0VcXByUSiVUKhWUSqXBuEqlwuzZs6HVapGdnY309HRkZGQIpcAePXoEtVqN+Ph4o/0PGTJEGJ88eTK+/PJLe54ecaADBw4IDX5qNBpUrVq1xPsydX8E+Pah6tSpU+L9EmIJhUKB0aNH48aNGyXaftiwYcVaf8OGDdQ7lBOaO7fk27ZpA8ybB4hEhkNMDPDbb4BMxg9SKZCTA0RGAgpFQwQH8z2i9OwJjBkDeGJFApdLZIwYMQK5ubnw9/eHQqHA+PHjDZZHRkZCKpVCrVYLQ15enkHjUGq1usj6mJYWhwSApUuXYsKECVQVhdiNSqWCl5eX3Y7Xv39/ux2LPCMSiTBlyhRkZmZiboFPSV0d8BMnTiAkJATvvPMOGjRoQNVIiFU8fvwY7du3x+3bty3eRtegnX7RaI7jIJVKUbFiRYSGhiIwMBABAQFISUnBo0ePcO/ePQDF/zJPXNeFCxfQrVs3mx8nNjaWEhnE5k6dOoUffvjBqvt84YUXUKVKFeE+qt8Y7kcffWTVYxHruHoVePwY+OYbYP58fl5AAJ9o0GpND7qa4cuXF+9Y/Mfys/osBw4A48Y9W16jBiAW84NIxL9++y3QunWpTtEpudw3XsYYJk6cKEyP0//LFYOuBXX9hIe56bNnzyIjIwPnzp1DVFSU0b4mTZqEcePGQSwWl/S0CCmWffv2GUx/+OGH6Ny5M6RSqVBPWDeYmqe/TFfiSNeLia6FbeI8atWqVejypUuXYunSpRg+fDjWrVtnp6iIO5s0aZKQxKhatSq+/fZbVKlSxaDnHF1POoXdN6Kjo9GhQwc7R0+cVXp6usnqj3Xq1MHmzZshkUjwzz//oHXr1kY9bJnqdUu/ZxP63CKO0KVLF6H3kZI0qn348GEq8eomypXjS1bMm2fZ+hxnOtGRlcWXxoiOBpYsAZKTixdHTIzxvE8/BQ4fLt5+XIHLJTKshTEm/JgDgOnTp2N+fgqtfv36yM3NRXZ2NhISEkxu37FjRxw5cgTt2rXD7t27KYlB7OqFF14wmF68eDEWL16M9u3b4/79+wgICEC5cuWwcuVK6obOhWRkZCA5ORnp6elIT0/H9u3b8W2BprDr16+PatWqwc/PDyKRSCjCr1ar8f777zsocuIOYmNjsXDhQjDGDNqeunfvHrp162bUsDAhxTF//nxMnz7dYF6tWrUQFRUFf39/ISEmk8ng7e1tkKTQjet/1/Lx8bH3KRAiaN26NU6fPm3x+i1atEDv3r0REBAAmUwGxhgqVqxISQwPoFIBe/cC/foZL3v+eSA313B4+rTw/dWoAVStmoA//ywrzJNKAS8voFo1YOlSwN+fr2oiEvHJEXdtTNRjExkFHT9+XBi/du1akesfOXIEAF+sO7Q0zdW6gNdee82oMVR3lpOTg5CQEOTm5jo6lGLT78LzypUrqFGjBq5cuYKGDRs6MCpiiTfffLPIxu5eeumlErXoT4glimqnwFZPvLOzs6n3Ejd048YN/P7775g3bx5SU1NNrnPr1i20adOmRPv/5Zdf0KdPn9KESEiJFSeJAfCNHOsaOqaksGcprCb4P/8Uf38xMUBMTFmDeXl5/HDlCuCY3FgHq+3p/n2gUiXL1hVZ7agu7vjx4/SBaIa3t7ejQ7ArjuOgUqkcHUaJNGrUyGC6c+fOVCLDRRSVxAgLC7NKv/SEOJPg4GCqEuCGTp06hXr16mHy5MkGSYyOHTuiTJkyBuvqqijpqi3pSmR4e3vDx8cHvr6+kMvlwhAQEIAmTZqUOAFCSGkV1c5eYZYsWWLFSIgrWLUKqFCBL0lBilaczkgpkZEvLy/PqLi+vs2bN+Phw4fYvXs3srOzoVarwXGcw4cjR47Y/Bhbtmyx41/C8Xx9faHRaKz+Pmq1WqjVaiiVShw4cABZWVlIT09HamoqkpOTkZiYiEePHiE+Ph7379/H3bt3ERMTg5s3b+L69eu4evUqLl++jAsXLuDUqVP45Zdf8MknnxjEfuXKFQDAp59+Co7jcOjQIXrS6SJ014i5nhuSk5OL3c0lIcWxbds2k/MHDhyICxcu2OQzKiUlhaoIuKGmTZti3LhxRn/bI0eOYNmyZQbXgK4nHKVSidzcXBw4cAA5OTnIycmBQqFAdnY2srKyhCE9PR0XLlwwSogQYi8lTb4mJCRg0qRJ1g2GODWOA4YPB27d4rtYtfSZub8/34hnUhKQng5kZwMKBd9rSW4ucPDgUahUfCkMtRrQaPhB14iovYcjR6Kttq/gYMvfX4+sWpKeno6aNWviyZMnFm9z+fJlDBo0CAEBAfTDkJQIY0yo4yuTySCXy0u9z+3bt5uc/8UXX6Bp06ZUysjFMMYK7da5BqXziQ0NGDAAr7/+Oo4fP25Qb3vr1q3YunUrMjMzqZtfYhFvb2988803uH37Ng4cOGCwbODAgahcuTJatWrloOgIsS2qOkIAoFUr4MyZkm2bmcl3q6pUml4ulXIo5Ouix/DIREZOTo5FSQx/f3+UKVMGzz//PEJDQ7FmzRo8fPgQycnJyMnJweuvv26VH6OElNTatWvRoUMH3Lx506i44jfffIMWLVqgQoUKDoqOlES/fv3MNtr59OlTlC9fXih2LZFIcP36dYSFhQldTGu1WoNXXe9LhSlTpgyuXbvm9u39EGNarRZpaWkYM2aM2RIZAFCuXDlKYpBi27lzJw4fPoxvv/0W+/fvF+a3bt0ar732mnAvA/iHTL/++itee+01vPDCC9SIOnFaRZXIOHv2LOrUqYOAgAA7RUSc0ahRJU9kAEDXrsDkyYCfHyCRAIsW8aUzAEAieRGrVvHLsrKAn34COnYEOncG2ra1TvyuwCMSGRzHITY2FlqtFkqlEiqVCqdPn0ZmZiYGDhyIp2aah83MzERmZiZiYmJMfsEbMmQIAL7u+q1btxBcnLIwhJSCUqlEhw4dCm1s6siRI4iMjKSnqC4kNzcXiYmJWLRoEWrVqoXvv/8ev/zyi7DcXIN5iYmJpTpuYmIiUlJSKJHhgV577TXs3bvX7PKoqCjUqVMHXl5euHHjhkH3q7pumwsO1OYF0ZHL5ejVqxd69eoFjuMgEj2r0bxr1y6T2+zatQuZmZkICgqyT5CElEC/fv2wY8cOk8tatmwJLy8vl2w0npSOUgls385X9+A44NtvgVq1+GTDwIF81RAAqFyZX1ehADIyTO9r715+MEWtFmHECMN50dHAzJn8fmUyq52SU/OIRMbq1asxZswYm+0/OTkZISEhNtu/PaxevRojR450dBgeadCgQTZth8Tf3x87duxA3759bXYMUjJz587Fp59+WqxtvLy8oCxQ1nDJkiUoX748pFKpyUHXYJ6vr68w7uXlRT84PVxqamqRjTm/++67No/j3r17qFKlis2PQxxDq9Vi5cqVePDggcXbLF++HDNmzLBhVISUjrkkho5SqTT4jL1w4QKaNGli67CIA331FV+CwhL379sujsJ6SbGdDlbZS3Q00L695et7RCKjV69e2LVrF27cuAGJRFLoIJPJkJSUhH///dfRYdtVXl6eo0PwWMXtwsscX19fKBQKk8uobQXnFB8fX+jyTZs2oW3btkISwtfXl4pbE6vp27ev0JW4TlhYGPLy8pCuK79qY3K5nEqMubH//vsPdevWLfZ21AAscWYlaQODSjy6P3NVOmQyoFo1QCzmB4nk2TjHla76ibu5cYMSGUYqVKhg1NiUOQsXLsTUqVMN5vn4+GD8+PGQSqW4c+cOVq9eDalUCsYYGGMQiUTCuP60PURHR6NDhw52ORaxjbt371q8blxcHObPn4+0tDSkpKTg4MGDwjKFQoGEhARqyd2FfPvtt/j222/BcRxGjBiB9evXGyx/++23cfToUbz44osOipC4s+XLl2PWrFnYuXOnMG/kyJH44osvrHYM+ozybKbaaLp06RKqVq0Kf39/k9+V6Johzq6o7/jU2Kdnat2aT0wUJi2Nr/5x7BhfzeTq1cLX79IFEImA2rWBDz/kS1swBpw6dRLt2rUFYyjRABS9vDgcdd/2iESGpaKiogySGO+++y5mzZqFypUrC/Oio6MRGBjoiPAIQaVKlfDtt98K01qtFl9//TUm55dlK1u2LIYPH45169Y5KkRSAowxrFu3DuvWrcO7776L77//XljWvn17aueE2ESDBg2wY8cO3L9/X6jaQb1yEWvy9/fHmTNn0LJlS2Fe48aNAQBBQUFm2/0hhBB3s3AhUOBZuYEVK4AWLQCpFHjuucITCsHBeQgPt36MrsbjExnjx4/HihUrTC6LiopCVFQUtm3bJtQrv3HjBoKCghAQEIAqVaoYNFxFiL2JRCJMnDgRGzZswH///QcAWL9+vdGTfYD/0fLnn3+ibNmy9g6TFMOoUaMMEhkA/2NgzJgxkEgkEIvFRlXiTM2TSCSQSqWQSCTC0yO1Wo3s7GxERkaid+/e1EYGAcD3SKLzySef4JNPPkGnTp0gl8tx/PhxiEQi5ObmQqFQYMqUKViwYIEDoyWupkWLFsjOzsbDhw9Rq1YtYX5aWhqCgoKgUChMVm+tUaMGzp07R41+EqfEcRy0Wi3mzp2LkydPAoBQ+tuSz9amTZsiOjoa/v7+No2TOIf9+wtPYgDAuHH867x5wKFDfBUUqZQvxfHDD3zJDJEICA8H+vQJhFbLN+wpFj8rueFpPD6RkZKSUuQ6b7zxRpHr9OzZEz/++CN1tURsLjU1FQMGDMChQ4eKtd3Vq1eRkJBAiQwn16pVKyQmJhpUEQoLC8P27duhVquhVquRlZVV6uOcOHECbT2pjy5i5MiRI5g1axaOHTtmtOyvv/4yuc3ChQspkUGKzdfX16B0q05hbbHExMQgNTWVEhnEaYlEInz22WcA+O9mxWn4/8KFC0hOTqZEhocoTpJh+vSi1zl6tPCGYz//HChmW/IuyaUTGRqNBjNmzIBCoYBWq4VYLBa+6Ofl5RU5rptu3rw58vLykJeXB5VKhezsbKSnpyM7O9viWPbu3Ys7d+5Qi8TE5s6ePVtoEkMulyMkJAShoaEIDg5GSEgIgoKCIJPJsHHjRqMn+AXHNRoNVCoVVCoVlEolFAoFypQpgzFjxiAsLMyOZ+q5IiIiwHEcOI7Dhg0b8L///Q8A0KhRoyLbVBGJROjfvz9EIpFRez1isRhyuRyNGzdGmzZtbHoOxPmNHj0aN2/etGhdmUyGMmXKIDg4GE2bNhW6WhWJRCa7YNUtS01NRZkyZfD48WOcOnUK06ZNw7x582x8ZsQZqVQqk/PFYrHwmRUaGgqO41C5cmXIZDIsWLDAoMtfLy8vyGQycByH7OxseHt7gzGGt99+G5UqVbLzGRHyjKleeapUqYI5c+bAz88Pfn5+kMvlqFmzJsKpToBLy8oC3n0X0GteykhAANCgAaDRAFotPzRu/Gxcf77+dF4eX8oiN5d/1WhKFuNnn1Eiw+nNmjWryC9E1apVMypmrT8ul8shlUohFouFD8jChgcPHqBu3bqQyWTw9/dHSEgIKleujKpVq0Iul9vpzIkn69q1KxITE9G/f3/hSWqDBg0gl8uFRF1eXp6QkLt9+7aQuNNoNEbjWq3WouOqVCqrNgJIirZ27VqMGjVKmL5y5Qr69++Pn3/+Gf369cOwYcMQHByM4OBgBAUFCQkrQizx999/49ixYxg1ahQSEhIwduxYiEQiKBQKaDQaYdBqtQbT5pYplUqjZRkZGThx4oRwzPnz5+OFF15AvXr1EBkZSb3weBA/Pz+hROGff/4JAGjXrh04jhM+uzIzM5Geno6kpCQhma571V1fpuh3Y/3cc89h9+7dJkuAEGIrjRo1wksvvSRc2wAQGxuLIUOGFLrd33//jVatWtk6PGJFubmFJzEAICMD8PXlS2KIxc+qheiPF7bM1HhmJrBhg/GxNm8GqlThq6HIZIBCAZSgsyiX5LKJjKSkJOzZs6fQdbZs2YKBAwda9bjUmjZxBhERETh69KhV9qXVajFlyhR89dVXha7XsmVLXL58Gc8995xVjkuKNnjwYINEBgCcOXMGr7zyCjiOQ/fu3QEAv/32G1q0aEFJDFIswcHB6N27N3r37m2zY0RHRyM5ORn9+/cX5r3yyitG6y1btgwTJkywWRzEOQQFBRn0tmVKYd+zzp07h1mzZmHfvn1mt798+TJOnz5NiQxiEbVajR9//BFbt24VSkLqeh3RHy84bWrc19cX5cuXx6NHjyw+/vHjxymR4WLCwgx7Jzl1Cti4EUhKAvbu5ecxBujltKxG1wQe/R7luVwio3///tixY4dF6z558gQLFizAwYMHUbZsWahUKgwZMgS9evWycZSEOLdffvkFv/32G7y9veHt7Q25XI5169YhMzMTaWlp+P333/HPP/8YbFPw/6Z58+b4888/qRcfG/Lz88ONGzdQVy+1HhcXh7i4OIP1Xn31VQD8082C3UDrVzEx1VW0SCRC37598dZbb1Hjn8Ssixcvok2bNuA4DlKpVCilKJVKIZVKcffuXXTp0gWVK1cWSmNotVrEx8dDq9WiYcOGyMzMRGxsrMn9T5w4ESNHjoSXl5d9T4zYDcdxQsmdgiUt9McvXbpkdp3Ro0eb3f+QIUPwzTffCFVQCLHEr7/+ig2mHnPbSceOHR12bFI6KhXw9dfAtGnGyzgO0H9GUPDrlUYDfPUV360qKTmXS2ScP3/e4nVNPd3ZuXMnzp49i+bNm1szLEJchlKpRN++fUu9n3PnziExMZESGTZWp04dHDt2DC+++GKR6+oX4S+O3bt3o2/fvtT1JjHrwIEDyM3NBcDfQ0w5dOgQKlSoILSbIRKJkJeXh6pVq6J69erw8fFBhw4d4O3tDS8vL0ilUqSmpmLDhg14//33qUSRm7N1L2+TJ0+mBtdJsfXr1w+zZs0SGtjWT/brpnVMLdMff+eddyw6Ztu2bfHzzz+jTJky1PuhC4uKMp3E0Cmi4gDy8vjeTEjJMf0iU86IMZYJwLLWyOwjDECyo4PQ46h4KnMc5zatFTHGngC4b8dDOtt1ZG+Wnr+7XWfOdj8rDXe6hmtzHOc2Tcc74H5WGHe5Tqx1Hu52T7PFteYu10xxWPuc6TorHne95mx9Xp5ynTnj9eFsMdkyHrPXmSskMs5zHNfM0XHoUDzEGjz97+ap5+9O503nQizhLu+tu5yHK/DE99oTz9mZuOv7767nZW/O+D46W0yOiofKMxFCCCGEEEIIIcRlUCKDEEIIIYQQQgghLsMVEhlrHR1AARQPsQZP/7t56vm703nTuRBLuMt76y7n4Qo88b32xHN2Ju76/rvredmbM76PzhaTQ+Jx+jYyCCGEEEIIIYQQQnRcoUQGIYQQQgghhBBCCAAnSmQwxroxxm4yxmIYY1NNLGeMseX5y68wxpo6OJ7B+XFcYYydYow958h49NZrzhjTMMb62TIeUjKMsYqMsSOMsRuMsWuMsYmOjsleGGPejLGzjLHL+ec+29Ex2ZOl/8POgjG2kTGWxBi7qjcvhDH2J2Psdv5rsN6yafnndpMx1tUxURsz9z/niudCiDtjjMUyxv5ljF1ijJ13dDy2Utx7K7Eextj7+Z8DVxljWxhj3gWWd2CMpedfg5cYYzMcFWtxMMYm5p/TNcbYJBPL7fobytUxxoIYYzsYY//lf3do7cj/UVPXrb3jcdbvhE6RyGCMiQGsBNAdQD0AbzLG6hVYrTuAmvnDCADfOjieewDacxzXCMDnsGHdIAvj0a23EMABW8VCSk0N4EOO4+oCaAVgrKm/pZtSAujEcdxzABoD6MYYa+XYkOzD0v9hJxMFoFuBeVMBHOY4riaAw/nTyD+XgQDq52+zKv+cnYG5/zlXPBdC3F1HjuMaO1O3gjYQBQvvrcR6GGMVAEwA0IzjuAYAxODv9QUdz78GG3McN8euQZYAY6wBgP8BaAHgOQCvMsZqFljNbr+h3MQyAPs5jqsD/j29AQf9jxZy3do7nig44XdCp0hkgP/ni+E47i7HcSoAWwH0LrBObwA/cLzTAIIYY+UcFQ/Hcac4jkvNnzwNINJGsVgUT77xAHYCSLJhLKQUOI57zHHchfzxTPA3xwqOjco+8v93s/InpfmDpzTSY+n/sNPgOO4YgJQCs3sD+D5//HsAr+nN38pxnJLjuHsAYsCfs8MV8j/ncufiDhhj1RhjGxhjOxwdS2kwxuSMsX8YY686OhbiWop5byXWJQHgwxiTAPAF8MjB8VhDXQCnOY5TcBynBnAUQJ8C69jzN5RLY4wFAHgRwAYA4DhOxXFcGhz7P2rqurVrPM76ndBZEhkVADzQm46H8Y87S9axZzz6hgH4w0axWBRPfsauD4DVNoyDWBFjrAqAJgDOODgUu2GMiRljl8An2/7kOM5Tzt2e9y9bKsNx3GOATxAAiMif7xLnV+B/zqXPxZmYKnKaP9+oOlV+Mm+YYyI1rzjnkG8KgO32jdLtcQAO5ieIRjg6GDszdz8iVsJx3EMAXwGIA/AYQDrHcQdNrNqa8VVg/2CM1bdrkCVzFcCLjLFQxpgvgFcAVCywDn2uWa4agCcAvmOMXWSMrWeMyeGg/9FCrltnuGc4/HuUsyQymIl5BZ/UWrKOtVh8LMZYR/CJjCk2isXSeJYCmMJxnMaGcRArYYz5gS89M4njuAxHx2MvHMdpOI5rDL4EU4v8IpGewJ73L0dw+vMrxv+c05+LE4pCgSKnLlidKgoWngNjrAuA6wAS7R2km2vLcVxT8O/3WMbYi44OiLiP/Pr7vQFUBVAegJwx9laB1S4AqJxfBfYbALvsGmQJcBx3A3y18j8B7AdwGXyVSn30uWY5CYCmAL7lOK4JgGw4sKqXhdets7Hb9eYsiYx4GGYPI2Fc3MuSdewZDxhjjQCsB9Cb47inNorF0niaAdjKGIsF0A98faTXbBgTKSHGmBT8D6rNHMf94uh4HCG/mF40jOvbuSt73r9sKVFXHDX/VVeNzanPz8z/nEueizMyU+TUpapTFfMcOoJvb2UQgP8xxpzlu5RL4zjuUf5rEoBf4VlVuszdj4j1dAFwj+O4JxzH5QH4BUAb/RU4jsvQVYHlOG4fACljLMz+oRYPx3EbOI5rynHci+DvY7cLrEKfa5aLBxCvV2J4B/jEhqP+R81dt85wz3D49yhn+fA9B6AmY6wqY0wGvoGQPQXW2QNgCOO1Al+05rGj4mGMVQJ/Mb3NcdwtG8VhcTwcx1XlOK4Kx3FVwP/TjeE4bpeN4yLFxBhj4Ovd3eA47mtHx2NPjLFwxlhQ/rgP+Jvzfw4Nyn4suce5gj0A3skffwfAbr35AxljXoyxquAbFDvrgPiMFPI/53Ln4mJMFi3NL/68GkATxtg0x4RmMZPnwHHcJxzHTQLwE4B1HMdpHRGcO8lvc8RfNw7gZfBF5j2FufsRsZ44AK0YY775nwudwbeZJGCMlc1fBsZYC/C/k2z5oNIqGGMR+a+VALwOYEuBVez5G8qlcRyXAOABY6x2/qzO4EvgOep/1Nx16wz3DId/j5LYYqfFxXGcmjE2DnxvG2IAGzmOu8YYG5W/fDWAfeDrfcUAUAB4z8HxzAAQCr7kAwCoORu1sm1hPMQ1tAXwNoB/89uKAIDp+Zl/d1cOwPf5xbVFALZzHPebg2OyC3P/ww4Oq1CMsS0AOgAIY4zFA5gJYAGA7YyxYeA/XPsDQP79aDv4D3s1gLFOVM3N5P8cXPNcXInJoqX5pRdH2TuYEiq0eCzHcVH2C8XtlQHwa/73KQmAnziO2+/YkGyjOPdWYj0cx51hfCPDF8Df2y8CWFvgu3Q/AKMZY2oAOQAGchznClUwdjLGQgHkgf/MSnXUbyg3MR7A5vwHT3fBv18iOOB/1Nx1C8DPnvE463dC5hr/n4QQQghxVoxvSPU3ju8eDoyx1gBmcRzXNX96GgBwHDffYUEWwR3OgRBCCPEUzlK1hBBCCCHuwx2qU7nDORBCCCFuiRIZhBBCCCmx/CKnfwOozRiLZ4wN4zhODUBXneoG+KpkTludyh3OgRBCCPEkVLWEEEIIIYQQQgghLoNKZBBCCCGEEEIIIcRlUCKDEEIIIYQQQgghLoMSGYQQQgghhBBCCHEZlMgghBBCCCGEEEKIy6BEBiGEEEIIIYQQQlwGJTIIIYQQQgghhBDiMiiRQQghhBBCCCGEEJdBiQxCCCGEEEIIIYS4DEpkEEIIIYQQQgghxGX8H5X3xPgMoAa5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x720 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display the test data\n",
    "\n",
    "def display_test_well(well,well_name):\n",
    "    # define what logs are we going to us\n",
    "    logs = ['NPHI', 'RHOB', 'GR', 'RT', 'PEF', 'CALI', 'DT']\n",
    "\n",
    "    # titles to show\n",
    "    title = ['NPHI', 'RHOB', 'GR', 'RT', 'PEF', 'CALI', 'Predicted DT']\n",
    "\n",
    "    # create the subplots; ncols equals the number of logs\n",
    "    fig, ax = plt.subplots(nrows=1, ncols=len(logs), figsize=(15,10))\n",
    "    fig.suptitle(f\"WELL {well_name}\", size=20, y=1.05)\n",
    "\n",
    "    # looping each log to display in the subplots\n",
    "\n",
    "    colors = ['black', 'black', 'black', 'black', 'black', 'black', 'blue']\n",
    "\n",
    "    for i in range(len(logs)):\n",
    "        if i == 3:\n",
    "            # for resistivity, semilog plot\n",
    "            ax[i].semilogx(well[logs[i]], well['DEPTH'], color=colors[i])\n",
    "        else:\n",
    "            # for non-resistivity, normal plot\n",
    "            ax[i].plot(well[logs[i]], well['DEPTH'], color=colors[i])\n",
    "\n",
    "        ax[i].set_ylim(max(well['DEPTH']), min(well['DEPTH']))\n",
    "        ax[i].set_title(title[i], pad=15)\n",
    "        ax[i].grid(True)\n",
    "      \n",
    "\n",
    "    ax[2].set_xlim(0, 200)\n",
    "    plt.tight_layout(1)\n",
    "    plt.savefig('result.png')\n",
    "    plt.show()\n",
    "    \n",
    "display_test_well(well_2,\"15_9-F-11B\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5bf22674",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}