diff --git a/build_mosaic.sh b/build_mosaic.sh
index 812d20a..81aad6a 100755
--- a/build_mosaic.sh
+++ b/build_mosaic.sh
@@ -1,13 +1,17 @@
 #!/bin/bash
 
-weeks_ago="0"
+end_date="2024-06-08"
+offset=7
 data_dir="chemba"
 
 # Parse command line arguments
 for arg in "$@"; do
     case $arg in
-        --weeks_ago=*)
-            weeks_ago="${arg#*=}"
+        --offset=*)
+            offset="${arg#*=}"
+            ;;
+        --end_date=*)
+            end_date="${arg#*=}"
             ;;
         --data_dir=*)
             data_dir="${arg#*=}"
@@ -20,15 +24,16 @@ for arg in "$@"; do
     shift
 done
 
-echo "Weeks ago: $weeks_ago"
+echo "offset: $offset"
+echo "end_date: $end_date"
 
 # Check if required arguments are set
-if [ -z "$weeks_ago" ] || [ -z "$data_dir" ]; then
-    echo "Missing arguments. Use: build_mosiac.sh --weeks_ago=3 --data_dir=chemba"
+if [ -z "$end_date" ] || [ -z "$data_dir" ] || [ -z "$offset" ]; then
+    echo "Missing arguments. Use: build_mosiac.sh --endate=2024-01-01 --offset=7 --data_dir=chemba"
     exit 1
 fi
 
-echo 2_CI_data_prep.R $weeks_ago $data_dir
+echo 2_CI_data_prep.R $end_date $offset $data_dir
 
 cd ../r_app
-Rscript 2_CI_data_prep.R $weeks_ago $data_dir
\ No newline at end of file
+Rscript 2_CI_data_prep.R $end_date $offset $data_dir
\ No newline at end of file
diff --git a/laravel_app/app/Jobs/ProjectMosiacGeneratorJob.php b/laravel_app/app/Jobs/ProjectMosiacGeneratorJob.php
index 26a15ce..bcdba25 100644
--- a/laravel_app/app/Jobs/ProjectMosiacGeneratorJob.php
+++ b/laravel_app/app/Jobs/ProjectMosiacGeneratorJob.php
@@ -89,7 +89,7 @@ public function handle(): void
 
         $command = [
             sprintf('%sbuild_mosaic.sh', $projectFolder),
-            sprintf('--end_date=%s', $this->mosaic->end_date),
+            sprintf('--end_date=%s', $this->mosaic->end_date->format('Y-m-d')),
             sprintf('--offset=%s', $this->mosaic->offset),
             sprintf('--data_dir=%s', $this->mosaic->project->download_path),
         ];
diff --git a/laravel_app/public/build/assets/app-a46f5c70.js b/laravel_app/public/build/assets/app-f1d6b98f.js
similarity index 91%
rename from laravel_app/public/build/assets/app-a46f5c70.js
rename to laravel_app/public/build/assets/app-f1d6b98f.js
index 0325f6a..d9a0c25 100644
--- a/laravel_app/public/build/assets/app-a46f5c70.js
+++ b/laravel_app/public/build/assets/app-f1d6b98f.js
@@ -9,7 +9,7 @@ const Xs="modulepreload",Qs=function(s){return"/build/"+s},Bo={},ta=function(a,e
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  * Released under the MIT licence.
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y="http"+(o?"s":"")+"://",M=y+(h.host||h.options.host)+h.options.path,N=X.createJSONPRequest(M,c),j=X.ScriptReceivers.create(function(it,ht){g.remove(j),N.cleanup(),ht&&ht.host&&(h.host=ht.host),_&&_(it,ht)});N.send(j)}},An={name:"jsonp",getAgent:Dn},In=An;function on(h,o,c){var _=h+(o.useTLS?"s":""),y=o.useTLS?o.hostTLS:o.hostNonTLS;return _+"://"+y+c}function Be(h,o){var c="/app/"+h,_="?protocol="+S.PROTOCOL+"&client=js&version="+S.VERSION+(o?"&"+o:"");return c+_}var vt={getInitial:function(h,o){var c=(o.httpPath||"")+Be(h,"flash=false");return on("ws",o,c)}},_n={getInitial:function(h,o){var c=(o.httpPath||"/pusher")+Be(h);return on("http",o,c)}},be={getInitial:function(h,o){return on("http",o,o.httpPath||"/pusher")},getPath:function(h,o){return Be(h)}};class ri{constructor(){this._callbacks={}}get(o){return this._callbacks[Se(o)]}add(o,c,_){var y=Se(o);this._callbacks[y]=this._callbacks[y]||[],this._callbacks[y].push({fn:c,context:_})}remove(o,c,_){if(!o&&!c&&!_){this._callbacks={};return}var y=o?[Se(o)]:Xe(this._callbacks);c||_?this.removeCallback(y,c,_):this.removeAllCallbacks(y)}removeCallback(o,c,_){Jt(o,function(y){this._callbacks[y]=en(this._callbacks[y]||[],function(M){return c&&c!==M.fn||_&&_!==M.context}),this._callbacks[y].length===0&&delete this._callbacks[y]},this)}removeAllCallbacks(o){Jt(o,function(c){delete this._callbacks[c]},this)}}function Se(h){return"_"+h}class Gt{constructor(o){this.callbacks=new ri,this.global_callbacks=[],this.failThrough=o}bind(o,c,_){return this.callbacks.add(o,c,_),this}bind_global(o){return this.global_callbacks.push(o),this}unbind(o,c,_){return this.callbacks.remove(o,c,_),this}unbind_global(o){return o?(this.global_callbacks=en(this.global_callbacks||[],c=>c!==o),this):(this.global_callbacks=[],this)}unbind_all(){return this.unbind(),this.unbind_global(),this}emit(o,c,_){for(var y=0;y<this.global_callbacks.length;y++)this.global_callbacks[y](o,c);var M=this.callbacks.get(o),N=[];if(_?N.push(c,_):c&&N.push(c),M&&M.length>0)for(var y=0;y<M.length;y++)M[y].fn.apply(M[y].context||window,N);else this.failThrough&&this.failThrough(o,c);return this}}class ee extends Gt{constructor(o,c,_,y,M){super(),this.initialize=X.transportConnectionInitializer,this.hooks=o,this.name=c,this.priority=_,this.key=y,this.options=M,this.state="new",this.timeline=M.timeline,this.activityTimeout=M.activityTimeout,this.id=this.timeline.generateUniqueID()}handlesActivityChecks(){return!!this.hooks.handlesActivityChecks}supportsPing(){return!!this.hooks.supportsPing}connect(){if(this.socket||this.state!=="initialized")return!1;var o=this.hooks.urls.getInitial(this.key,this.options);try{this.socket=this.hooks.getSocket(o,this.options)}catch(c){return $.defer(()=>{this.onError(c),this.changeState("closed")}),!1}return this.bindListeners(),mt.debug("Connecting",{transport:this.name,url:o}),this.changeState("connecting"),!0}close(){return this.socket?(this.socket.close(),!0):!1}send(o){return this.state==="open"?($.defer(()=>{this.socket&&this.socket.send(o)}),!0):!1}ping(){this.state==="open"&&this.supportsPing()&&this.socket.ping()}onOpen(){this.hooks.beforeOpen&&this.hooks.beforeOpen(this.socket,this.hooks.urls.getPath(this.key,this.options)),this.changeState("open"),this.socket.onopen=void 0}onError(o){this.emit("error",{type:"WebSocketError",error:o}),this.timeline.error(this.buildTimelineMessage({error:o.toString()}))}onClose(o){o?this.changeState("closed",{code:o.code,reason:o.reason,wasClean:o.wasClean}):this.changeState("closed"),this.unbindListeners(),this.socket=void 0}onMessage(o){this.emit("message",o)}onActivity(){this.emit("activity")}bindListeners(){this.socket.onopen=()=>{this.onOpen()},this.socket.onerror=o=>{this.onError(o)},this.socket.onclose=o=>{this.onClose(o)},this.socket.onmessage=o=>{this.onMessage(o)},this.supportsPing()&&(this.socket.onactivity=()=>{this.onActivity()})}unbindListeners(){this.socket&&(this.socket.onopen=void 0,this.socket.onerror=void 0,this.socket.onclose=void 0,this.socket.onmessage=void 0,this.supportsPing()&&(this.socket.onactivity=void 0))}changeState(o,c){this.state=o,this.timeline.info(this.buildTimelineMessage({state:o,params:c})),this.emit(o,c)}buildTimelineMessage(o){return K({cid:this.id},o)}}class we{constructor(o){this.hooks=o}isSupported(o){return this.hooks.isSupported(o)}createConnection(o,c,_,y){return new ee(this.hooks,o,c,_,y)}}var oi=new we({urls:vt,handlesActivityChecks:!1,supportsPing:!1,isInitialized:function(){return!!X.getWebSocketAPI()},isSupported:function(){return!!X.getWebSocketAPI()},getSocket:function(h){return X.createWebSocket(h)}}),m={urls:_n,handlesActivityChecks:!1,supportsPing:!0,isInitialized:function(){return!0}},v=K({getSocket:function(h){return X.HTTPFactory.createStreamingSocket(h)}},m),w=K({getSocket:function(h){return X.HTTPFactory.createPollingSocket(h)}},m),k={isSupported:function(){return X.isXHRSupported()}},z=new we(K({},v,k)),H=new we(K({},w,k)),rt={ws:oi,xhr_streaming:z,xhr_polling:H},q=rt,st=new we({file:"sockjs",urls:be,handlesActivityChecks:!0,supportsPing:!1,isSupported:function(){return!0},isInitialized:function(){return window.SockJS!==void 0},getSocket:function(h,o){return new window.SockJS(h,null,{js_path:D.getPath("sockjs",{useTLS:o.useTLS}),ignore_null_origin:o.ignoreNullOrigin})},beforeOpen:function(h,o){h.send(JSON.stringify({path:o}))}}),Y={isSupported:function(h){var o=X.isXDRSupported(h.useTLS);return o}},G=new we(K({},v,Y)),B=new we(K({},w,Y));q.xdr_streaming=G,q.xdr_polling=B,q.sockjs=st;var $t=q;class Ft extends Gt{constructor(){super();var o=this;window.addEventListener!==void 0&&(window.addEventListener("online",function(){o.emit("online")},!1),window.addEventListener("offline",function(){o.emit("offline")},!1))}isOnline(){return window.navigator.onLine===void 0?!0:window.navigator.onLine}}var ke=new Ft;class xe{constructor(o,c,_){this.manager=o,this.transport=c,this.minPingDelay=_.minPingDelay,this.maxPingDelay=_.maxPingDelay,this.pingDelay=void 0}createConnection(o,c,_,y){y=K({},y,{activityTimeout:this.pingDelay});var M=this.transport.createConnection(o,c,_,y),N=null,j=function(){M.unbind("open",j),M.bind("closed",it),N=$.now()},it=ht=>{if(M.unbind("closed",it),ht.code===1002||ht.code===1003)this.manager.reportDeath();else if(!ht.wasClean&&N){var dt=$.now()-N;dt<2*this.maxPingDelay&&(this.manager.reportDeath(),this.pingDelay=Math.max(dt/2,this.minPingDelay))}};return M.bind("open",j),M}isSupported(o){return this.manager.isAlive()&&this.transport.isSupported(o)}}const sn={decodeMessage:function(h){try{var o=JSON.parse(h.data),c=o.data;if(typeof c=="string")try{c=JSON.parse(o.data)}catch{}var _={event:o.event,channel:o.channel,data:c};return o.user_id&&(_.user_id=o.user_id),_}catch(y){throw{type:"MessageParseError",error:y,data:h.data}}},encodeMessage:function(h){return JSON.stringify(h)},processHandshake:function(h){var o=sn.decodeMessage(h);if(o.event==="pusher:connection_established"){if(!o.data.activity_timeout)throw"No activity timeout specified in handshake";return{action:"connected",id:o.data.socket_id,activityTimeout:o.data.activity_timeout*1e3}}else{if(o.event==="pusher:error")return{action:this.getCloseAction(o.data),error:this.getCloseError(o.data)};throw"Invalid handshake"}},getCloseAction:function(h){return h.code<4e3?h.code>=1002&&h.code<=1004?"backoff":null:h.code===4e3?"tls_only":h.code<4100?"refused":h.code<4200?"backoff":h.code<4300?"retry":"refused"},getCloseError:function(h){return h.code!==1e3&&h.code!==1001?{type:"PusherError",data:{code:h.code,message:h.reason||h.message}}:null}};var ne=sn;class Le extends Gt{constructor(o,c){super(),this.id=o,this.transport=c,this.activityTimeout=c.activityTimeout,this.bindListeners()}handlesActivityChecks(){return this.transport.handlesActivityChecks()}send(o){return this.transport.send(o)}send_event(o,c,_){var y={event:o,data:c};return _&&(y.channel=_),mt.debug("Event sent",y),this.send(ne.encodeMessage(y))}ping(){this.transport.supportsPing()?this.transport.ping():this.send_event("pusher:ping",{})}close(){this.transport.close()}bindListeners(){var o={message:_=>{var y;try{y=ne.decodeMessage(_)}catch(M){this.emit("error",{type:"MessageParseError",error:M,data:_.data})}if(y!==void 0){switch(mt.debug("Event recd",y),y.event){case"pusher:error":this.emit("error",{type:"PusherError",data:y.data});break;case"pusher:ping":this.emit("ping");break;case"pusher:pong":this.emit("pong");break}this.emit("message",y)}},activity:()=>{this.emit("activity")},error:_=>{this.emit("error",_)},closed:_=>{c(),_&&_.code&&this.handleCloseEvent(_),this.transport=null,this.emit("closed")}},c=()=>{Wt(o,(_,y)=>{this.transport.unbind(y,_)})};Wt(o,(_,y)=>{this.transport.bind(y,_)})}handleCloseEvent(o){var c=ne.getCloseAction(o),_=ne.getCloseError(o);_&&this.emit("error",_),c&&this.emit(c,{action:c,error:_})}}class Rn{constructor(o,c){this.transport=o,this.callback=c,this.bindListeners()}close(){this.unbindListeners(),this.transport.close()}bindListeners(){this.onMessage=o=>{this.unbindListeners();var c;try{c=ne.processHandshake(o)}catch(_){this.finish("error",{error:_}),this.transport.close();return}c.action==="connected"?this.finish("connected",{connection:new Le(c.id,this.transport),activityTimeout:c.activityTimeout}):(this.finish(c.action,{error:c.error}),this.transport.close())},this.onClosed=o=>{this.unbindListeners();var c=ne.getCloseAction(o)||"backoff",_=ne.getCloseError(o);this.finish(c,{error:_})},this.transport.bind("message",this.onMessage),this.transport.bind("closed",this.onClosed)}unbindListeners(){this.transport.unbind("message",this.onMessage),this.transport.unbind("closed",this.onClosed)}finish(o,c){this.callback(K({transport:this.transport,action:o},c))}}class si{constructor(o,c){this.timeline=o,this.options=c||{}}send(o,c){this.timeline.isEmpty()||this.timeline.send(X.TimelineTransport.getAgent(this,o),c)}}class gn extends Gt{constructor(o,c){super(function(_,y){mt.debug("No callbacks on "+o+" for "+_)}),this.name=o,this.pusher=c,this.subscribed=!1,this.subscriptionPending=!1,this.subscriptionCancelled=!1}authorize(o,c){return c(null,{auth:""})}trigger(o,c){if(o.indexOf("client-")!==0)throw new R("Event '"+o+"' does not start with 'client-'");if(!this.subscribed){var _=I.buildLogSuffix("triggeringClientEvents");mt.warn(`Client event triggered before channel 'subscription_succeeded' event . ${_}`)}return this.pusher.send_event(o,c,this.name)}disconnect(){this.subscribed=!1,this.subscriptionPending=!1}handleEvent(o){var c=o.event,_=o.data;if(c==="pusher_internal:subscription_succeeded")this.handleSubscriptionSucceededEvent(o);else if(c==="pusher_internal:subscription_count")this.handleSubscriptionCountEvent(o);else if(c.indexOf("pusher_internal:")!==0){var y={};this.emit(c,_,y)}}handleSubscriptionSucceededEvent(o){this.subscriptionPending=!1,this.subscribed=!0,this.subscriptionCancelled?this.pusher.unsubscribe(this.name):this.emit("pusher:subscription_succeeded",o.data)}handleSubscriptionCountEvent(o){o.data.subscription_count&&(this.subscriptionCount=o.data.subscription_count),this.emit("pusher:subscription_count",o.data)}subscribe(){this.subscribed||(this.subscriptionPending=!0,this.subscriptionCancelled=!1,this.authorize(this.pusher.connection.socket_id,(o,c)=>{o?(this.subscriptionPending=!1,mt.error(o.toString()),this.emit("pusher:subscription_error",Object.assign({},{type:"AuthError",error:o.message},o instanceof Lt?{status:o.status}:{}))):this.pusher.send_event("pusher:subscribe",{auth:c.auth,channel_data:c.channel_data,channel:this.name})}))}unsubscribe(){this.subscribed=!1,this.pusher.send_event("pusher:unsubscribe",{channel:this.name})}cancelSubscription(){this.subscriptionCancelled=!0}reinstateSubscription(){this.subscriptionCancelled=!1}}class vn extends gn{authorize(o,c){return this.pusher.config.channelAuthorizer({channelName:this.name,socketId:o},c)}}class ai{constructor(){this.reset()}get(o){return Object.prototype.hasOwnProperty.call(this.members,o)?{id:o,info:this.members[o]}:null}each(o){Wt(this.members,(c,_)=>{o(this.get(_))})}setMyID(o){this.myID=o}onSubscription(o){this.members=o.presence.hash,this.count=o.presence.count,this.me=this.get(this.myID)}addMember(o){return this.get(o.user_id)===null&&this.count++,this.members[o.user_id]=o.user_info,this.get(o.user_id)}removeMember(o){var c=this.get(o.user_id);return c&&(delete this.members[o.user_id],this.count--),c}reset(){this.members={},this.count=0,this.myID=null,this.me=null}}var Nn=function(h,o,c,_){function y(M){return M instanceof c?M:new c(function(N){N(M)})}return new(c||(c=Promise))(function(M,N){function j(dt){try{ht(_.next(dt))}catch(Tt){N(Tt)}}function it(dt){try{ht(_.throw(dt))}catch(Tt){N(Tt)}}function ht(dt){dt.done?M(dt.value):y(dt.value).then(j,it)}ht((_=_.apply(h,o||[])).next())})};class ui extends vn{constructor(o,c){super(o,c),this.members=new ai}authorize(o,c){super.authorize(o,(_,y)=>Nn(this,void 0,void 0,function*(){if(!_)if(y=y,y.channel_data!=null){var M=JSON.parse(y.channel_data);this.members.setMyID(M.user_id)}else if(yield this.pusher.user.signinDonePromise,this.pusher.user.user_data!=null)this.members.setMyID(this.pusher.user.user_data.id);else{let N=I.buildLogSuffix("authorizationEndpoint");mt.error(`Invalid auth response for channel '${this.name}', expected 'channel_data' field. ${N}, or the user should be signed in.`),c("Invalid auth response");return}c(_,y)}))}handleEvent(o){var c=o.event;if(c.indexOf("pusher_internal:")===0)this.handleInternalEvent(o);else{var _=o.data,y={};o.user_id&&(y.user_id=o.user_id),this.emit(c,_,y)}}handleInternalEvent(o){var c=o.event,_=o.data;switch(c){case"pusher_internal:subscription_succeeded":this.handleSubscriptionSucceededEvent(o);break;case"pusher_internal:subscription_count":this.handleSubscriptionCountEvent(o);break;case"pusher_internal:member_added":var y=this.members.addMember(_);this.emit("pusher:member_added",y);break;case"pusher_internal:member_removed":var M=this.members.removeMember(_);M&&this.emit("pusher:member_removed",M);break}}handleSubscriptionSucceededEvent(o){this.subscriptionPending=!1,this.subscribed=!0,this.subscriptionCancelled?this.pusher.unsubscribe(this.name):(this.members.onSubscription(o.data),this.emit("pusher:subscription_succeeded",this.members))}disconnect(){this.members.reset(),super.disconnect()}}var zn=f(1),ci=f(0);class Cr extends vn{constructor(o,c,_){super(o,c),this.key=null,this.nacl=_}authorize(o,c){super.authorize(o,(_,y)=>{if(_){c(_,y);return}let M=y.shared_secret;if(!M){c(new Error(`No shared_secret key in auth payload for encrypted channel: ${this.name}`),null);return}this.key=Object(ci.decode)(M),delete y.shared_secret,c(null,y)})}trigger(o,c){throw new bt("Client events are not currently supported for encrypted channels")}handleEvent(o){var c=o.event,_=o.data;if(c.indexOf("pusher_internal:")===0||c.indexOf("pusher:")===0){super.handleEvent(o);return}this.handleEncryptedEvent(c,_)}handleEncryptedEvent(o,c){if(!this.key){mt.debug("Received encrypted event before key has been retrieved from the authEndpoint");return}if(!c.ciphertext||!c.nonce){mt.error("Unexpected format for encrypted event, expected object with `ciphertext` and `nonce` fields, got: "+c);return}let _=Object(ci.decode)(c.ciphertext);if(_.length<this.nacl.secretbox.overheadLength){mt.error(`Expected encrypted event ciphertext length to be ${this.nacl.secretbox.overheadLength}, got: ${_.length}`);return}let y=Object(ci.decode)(c.nonce);if(y.length<this.nacl.secretbox.nonceLength){mt.error(`Expected encrypted event nonce length to be ${this.nacl.secretbox.nonceLength}, got: ${y.length}`);return}let M=this.nacl.secretbox.open(_,y,this.key);if(M===null){mt.debug("Failed to decrypt an event, probably because it was encrypted with a different key. Fetching a new key from the authEndpoint..."),this.authorize(this.pusher.connection.socket_id,(N,j)=>{if(N){mt.error(`Failed to make a request to the authEndpoint: ${j}. Unable to fetch new key, so dropping encrypted event`);return}if(M=this.nacl.secretbox.open(_,y,this.key),M===null){mt.error("Failed to decrypt event with new key. Dropping encrypted event");return}this.emit(o,this.getDataToEmit(M))});return}this.emit(o,this.getDataToEmit(M))}getDataToEmit(o){let c=Object(zn.decode)(o);try{return JSON.parse(c)}catch{return c}}}class Pr extends Gt{constructor(o,c){super(),this.state="initialized",this.connection=null,this.key=o,this.options=c,this.timeline=this.options.timeline,this.usingTLS=this.options.useTLS,this.errorCallbacks=this.buildErrorCallbacks(),this.connectionCallbacks=this.buildConnectionCallbacks(this.errorCallbacks),this.handshakeCallbacks=this.buildHandshakeCallbacks(this.errorCallbacks);var _=X.getNetwork();_.bind("online",()=>{this.timeline.info({netinfo:"online"}),(this.state==="connecting"||this.state==="unavailable")&&this.retryIn(0)}),_.bind("offline",()=>{this.timeline.info({netinfo:"offline"}),this.connection&&this.sendActivityCheck()}),this.updateStrategy()}switchCluster(o){this.key=o,this.updateStrategy(),this.retryIn(0)}connect(){if(!(this.connection||this.runner)){if(!this.strategy.isSupported()){this.updateState("failed");return}this.updateState("connecting"),this.startConnecting(),this.setUnavailableTimer()}}send(o){return this.connection?this.connection.send(o):!1}send_event(o,c,_){return this.connection?this.connection.send_event(o,c,_):!1}disconnect(){this.disconnectInternally(),this.updateState("disconnected")}isUsingTLS(){return this.usingTLS}startConnecting(){var o=(c,_)=>{c?this.runner=this.strategy.connect(0,o):_.action==="error"?(this.emit("error",{type:"HandshakeError",error:_.error}),this.timeline.error({handshakeError:_.error})):(this.abortConnecting(),this.handshakeCallbacks[_.action](_))};this.runner=this.strategy.connect(0,o)}abortConnecting(){this.runner&&(this.runner.abort(),this.runner=null)}disconnectInternally(){if(this.abortConnecting(),this.clearRetryTimer(),this.clearUnavailableTimer(),this.connection){var o=this.abandonConnection();o.close()}}updateStrategy(){this.strategy=this.options.getStrategy({key:this.key,timeline:this.timeline,useTLS:this.usingTLS})}retryIn(o){this.timeline.info({action:"retry",delay:o}),o>0&&this.emit("connecting_in",Math.round(o/1e3)),this.retryTimer=new xt(o||0,()=>{this.disconnectInternally(),this.connect()})}clearRetryTimer(){this.retryTimer&&(this.retryTimer.ensureAborted(),this.retryTimer=null)}setUnavailableTimer(){this.unavailableTimer=new xt(this.options.unavailableTimeout,()=>{this.updateState("unavailable")})}clearUnavailableTimer(){this.unavailableTimer&&this.unavailableTimer.ensureAborted()}sendActivityCheck(){this.stopActivityCheck(),this.connection.ping(),this.activityTimer=new xt(this.options.pongTimeout,()=>{this.timeline.error({pong_timed_out:this.options.pongTimeout}),this.retryIn(0)})}resetActivityCheck(){this.stopActivityCheck(),this.connection&&!this.connection.handlesActivityChecks()&&(this.activityTimer=new xt(this.activityTimeout,()=>{this.sendActivityCheck()}))}stopActivityCheck(){this.activityTimer&&this.activityTimer.ensureAborted()}buildConnectionCallbacks(o){return K({},o,{message:c=>{this.resetActivityCheck(),this.emit("message",c)},ping:()=>{this.send_event("pusher:pong",{})},activity:()=>{this.resetActivityCheck()},error:c=>{this.emit("error",c)},closed:()=>{this.abandonConnection(),this.shouldRetry()&&this.retryIn(1e3)}})}buildHandshakeCallbacks(o){return K({},o,{connected:c=>{this.activityTimeout=Math.min(this.options.activityTimeout,c.activityTimeout,c.connection.activityTimeout||1/0),this.clearUnavailableTimer(),this.setConnection(c.connection),this.socket_id=this.connection.id,this.updateState("connected",{socket_id:this.socket_id})}})}buildErrorCallbacks(){let o=c=>_=>{_.error&&this.emit("error",{type:"WebSocketError",error:_.error}),c(_)};return{tls_only:o(()=>{this.usingTLS=!0,this.updateStrategy(),this.retryIn(0)}),refused:o(()=>{this.disconnect()}),backoff:o(()=>{this.retryIn(1e3)}),retry:o(()=>{this.retryIn(0)})}}setConnection(o){this.connection=o;for(var c in this.connectionCallbacks)this.connection.bind(c,this.connectionCallbacks[c]);this.resetActivityCheck()}abandonConnection(){if(this.connection){this.stopActivityCheck();for(var o in this.connectionCallbacks)this.connection.unbind(o,this.connectionCallbacks[o]);var c=this.connection;return this.connection=null,c}}updateState(o,c){var _=this.state;if(this.state=o,_!==o){var y=o;y==="connected"&&(y+=" with new socket ID "+c.socket_id),mt.debug("State changed",_+" -> "+y),this.timeline.info({state:o,params:c}),this.emit("state_change",{previous:_,current:o}),this.emit(o,c)}}shouldRetry(){return this.state==="connecting"||this.state==="connected"}}class Tr{constructor(){this.channels={}}add(o,c){return this.channels[o]||(this.channels[o]=Sr(o,c)),this.channels[o]}all(){return Qe(this.channels)}find(o){return this.channels[o]}remove(o){var c=this.channels[o];return delete this.channels[o],c}disconnect(){Wt(this.channels,function(o){o.disconnect()})}}function Sr(h,o){if(h.indexOf("private-encrypted-")===0){if(o.config.nacl)return Xt.createEncryptedChannel(h,o,o.config.nacl);let c="Tried to subscribe to a private-encrypted- channel but no nacl implementation available",_=I.buildLogSuffix("encryptedChannelSupport");throw new bt(`${c}. ${_}`)}else{if(h.indexOf("private-")===0)return Xt.createPrivateChannel(h,o);if(h.indexOf("presence-")===0)return 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Fe{constructor(o){this.strategies=o}isSupported(){return Te(this.strategies,$.method("isSupported"))}connect(o,c){return lt(this.strategies,o,function(_,y){return function(M,N){if(y[_].error=M,M){wt(y)&&c(!0);return}Jt(y,function(j){j.forceMinPriority(N.transport.priority)}),c(null,N)}})}}function lt(h,o,c){var _=tn(h,function(y,M,N,j){return y.connect(o,c(M,j))});return{abort:function(){Jt(_,Bn)},forceMinPriority:function(y){Jt(_,function(M){M.forceMinPriority(y)})}}}function wt(h){return rn(h,function(o){return!!o.error})}function Bn(h){!h.error&&!h.aborted&&(h.abort(),h.aborted=!0)}class an{constructor(o,c,_){this.strategy=o,this.transports=c,this.ttl=_.ttl||1800*1e3,this.usingTLS=_.useTLS,this.timeline=_.timeline}isSupported(){return this.strategy.isSupported()}connect(o,c){var _=this.usingTLS,y=fi(_),M=y&&y.cacheSkipCount?y.cacheSkipCount:0,N=[this.strategy];if(y&&y.timestamp+this.ttl>=$.now()){var j=this.transports[y.transport];j&&(["ws","wss"].includes(y.transport)||M>3?(this.timeline.info({cached:!0,transport:y.transport,latency:y.latency}),N.push(new Ee([j],{timeout:y.latency*2+1e3,failFast:!0}))):M++)}var it=$.now(),ht=N.pop().connect(o,function dt(Tt,cn){Tt?(Pt(_),N.length>0?(it=$.now(),ht=N.pop().connect(o,dt)):c(Tt)):(at(_,cn.transport.name,$.now()-it,M),c(null,cn))});return{abort:function(){ht.abort()},forceMinPriority:function(dt){o=dt,ht&&ht.forceMinPriority(dt)}}}}function Me(h){return"pusherTransport"+(h?"TLS":"NonTLS")}function fi(h){var o=X.getLocalStorage();if(o)try{var c=o[Me(h)];if(c)return JSON.parse(c)}catch{Pt(h)}return null}function at(h,o,c,_){var y=X.getLocalStorage();if(y)try{y[Me(h)]=ye({timestamp:$.now(),transport:o,latency:c,cacheSkipCount:_})}catch{}}function Pt(h){var o=X.getLocalStorage();if(o)try{delete o[Me(h)]}catch{}}class un{constructor(o,{delay:c}){this.strategy=o,this.options={delay:c}}isSupported(){return this.strategy.isSupported()}connect(o,c){var _=this.strategy,y,M=new xt(this.options.delay,function(){y=_.connect(o,c)});return{abort:function(){M.ensureAborted(),y&&y.abort()},forceMinPriority:function(N){o=N,y&&y.forceMinPriority(N)}}}}class Oe{constructor(o,c,_){this.test=o,this.trueBranch=c,this.falseBranch=_}isSupported(){var o=this.test()?this.trueBranch:this.falseBranch;return o.isSupported()}connect(o,c){var _=this.test()?this.trueBranch:this.falseBranch;return _.connect(o,c)}}class ie{constructor(o){this.strategy=o}isSupported(){return this.strategy.isSupported()}connect(o,c){var _=this.strategy.connect(o,function(y,M){M&&_.abort(),c(y,M)});return _}}function yn(h){return function(){return h.isSupported()}}var Fn=function(h,o,c){var _={};function y(Tn,Fr,Ae,Vn,Zr){var Jn=c(h,Tn,Fr,Ae,Vn,Zr);return _[Tn]=Jn,Jn}var 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wn=256*1024;class di extends Gt{constructor(o,c,_){super(),this.hooks=o,this.method=c,this.url=_}start(o){this.position=0,this.xhr=this.hooks.getRequest(this),this.unloader=()=>{this.close()},X.addUnloadListener(this.unloader),this.xhr.open(this.method,this.url,!0),this.xhr.setRequestHeader&&this.xhr.setRequestHeader("Content-Type","application/json"),this.xhr.send(o)}close(){this.unloader&&(X.removeUnloadListener(this.unloader),this.unloader=null),this.xhr&&(this.hooks.abortRequest(this.xhr),this.xhr=null)}onChunk(o,c){for(;;){var _=this.advanceBuffer(c);if(_)this.emit("chunk",{status:o,data:_});else break}this.isBufferTooLong(c)&&this.emit("buffer_too_long")}advanceBuffer(o){var c=o.slice(this.position),_=c.indexOf(`
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c,_=o.data.slice(0,1);switch(_){case"o":c=JSON.parse(o.data.slice(1)||"{}"),this.onOpen(c);break;case"a":c=JSON.parse(o.data.slice(1)||"[]");for(var y=0;y<c.length;y++)this.onEvent(c[y]);break;case"m":c=JSON.parse(o.data.slice(1)||"null"),this.onEvent(c);break;case"h":this.hooks.onHeartbeat(this);break;case"c":c=JSON.parse(o.data.slice(1)||"[]"),this.onClose(c[0],c[1],!0);break}}}onOpen(o){this.readyState===Ce.CONNECTING?(o&&o.hostname&&(this.location.base=Ri(this.location.base,o.hostname)),this.readyState=Ce.OPEN,this.onopen&&this.onopen()):this.onClose(1006,"Server lost 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X.randomInt(h)}function kr(h){for(var o=[],c=0;c<h;c++)o.push(Hn(32).toString(32));return o.join("")}var ot=Zn,pe={getReceiveURL:function(h,o){return h.base+"/"+o+"/xhr_streaming"+h.queryString},onHeartbeat:function(h){h.sendRaw("[]")},sendHeartbeat:function(h){h.sendRaw("[]")},onFinished:function(h,o){h.onClose(1006,"Connection interrupted ("+o+")",!1)}},yt=pe,Ni={getReceiveURL:function(h,o){return h.base+"/"+o+"/xhr"+h.queryString},onHeartbeat:function(){},sendHeartbeat:function(h){h.sendRaw("[]")},onFinished:function(h,o){o===200?h.reconnect():h.onClose(1006,"Connection interrupted ("+o+")",!1)}},gi=Ni,vi={getRequest:function(h){var o=X.getXHRAPI(),c=new o;return c.onreadystatechange=c.onprogress=function(){switch(c.readyState){case 3:c.responseText&&c.responseText.length>0&&h.onChunk(c.status,c.responseText);break;case 4:c.responseText&&c.responseText.length>0&&h.onChunk(c.status,c.responseText),h.emit("finished",c.status),h.close();break}},c},abortRequest:function(h){h.onreadystatechange=null,h.abort()}},yi=vi,Ue={createStreamingSocket(h){return this.createSocket(yt,h)},createPollingSocket(h){return this.createSocket(gi,h)},createSocket(h,o){return new ot(h,o)},createXHR(h,o){return this.createRequest(yi,h,o)},createRequest(h,o,c){return new di(h,o,c)}},jn=Ue;jn.createXDR=function(h,o){return this.createRequest(bn,h,o)};var Cn=jn,Rt={nextAuthCallbackID:1,auth_callbacks:{},ScriptReceivers:g,DependenciesReceivers:C,getDefaultStrategy:Ze,Transports:$t,transportConnectionInitializer:Et,HTTPFactory:Cn,TimelineTransport:In,getXHRAPI(){return window.XMLHttpRequest},getWebSocketAPI(){return window.WebSocket||window.MozWebSocket},setup(h){window.Pusher=h;var o=()=>{this.onDocumentBody(h.ready)};window.JSON?o():D.load("json2",{},o)},getDocument(){return document},getProtocol(){return 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o=h?"https:":"http:",c=this.getProtocol();return!!window.XDomainRequest&&c===o},addUnloadListener(h){window.addEventListener!==void 0?window.addEventListener("unload",h,!1):window.attachEvent!==void 0&&window.attachEvent("onunload",h)},removeUnloadListener(h){window.addEventListener!==void 0?window.removeEventListener("unload",h,!1):window.detachEvent!==void 0&&window.detachEvent("onunload",h)},randomInt(h){return Math.floor(function(){return(window.crypto||window.msCrypto).getRandomValues(new Uint32Array(1))[0]/Math.pow(2,32)}()*h)}},X=Rt,Un;(function(h){h[h.ERROR=3]="ERROR",h[h.INFO=6]="INFO",h[h.DEBUG=7]="DEBUG"})(Un||(Un={}));var Pn=Un;class Lr{constructor(o,c,_){this.key=o,this.session=c,this.events=[],this.options=_||{},this.sent=0,this.uniqueID=0}log(o,c){o<=this.options.level&&(this.events.push(K({},c,{timestamp:$.now()})),this.options.limit&&this.events.length>this.options.limit&&this.events.shift())}error(o){this.log(Pn.ERROR,o)}info(o){this.log(Pn.INFO,o)}debug(o){this.log(Pn.DEBUG,o)}isEmpty(){return this.events.length===0}send(o,c){var _=K({session:this.session,bundle:this.sent+1,key:this.key,lib:"js",version:this.options.version,cluster:this.options.cluster,features:this.options.features,timeline:this.events},this.options.params);return this.events=[],o(_,(y,M)=>{y||this.sent++,c&&c(y,M)}),!0}generateUniqueID(){return this.uniqueID++,this.uniqueID}}class zi{constructor(o,c,_,y){this.name=o,this.priority=c,this.transport=_,this.options=y||{}}isSupported(){return this.transport.isSupported({useTLS:this.options.useTLS})}connect(o,c){if(this.isSupported()){if(this.priority<o)return Wn(new Q,c)}else return Wn(new 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Date(m,v,1).getDay()-e.l10n.firstDayOfWeek+7)%7,k=e.utils.getDaysInMonth((v-1+12)%12,m),z=e.utils.getDaysInMonth(v,m),H=window.document.createDocumentFragment(),rt=e.config.showMonths>1,q=rt?"prevMonthDay hidden":"prevMonthDay",st=rt?"nextMonthDay hidden":"nextMonthDay",Y=k+1-w,G=0;Y<=k;Y++,G++)H.appendChild(St("flatpickr-day "+q,new Date(m,v-1,Y),Y,G));for(Y=1;Y<=z;Y++,G++)H.appendChild(St("flatpickr-day",new Date(m,v,Y),Y,G));for(var B=z+1;B<=42-w&&(e.config.showMonths===1||G%7!==0);B++,G++)H.appendChild(St("flatpickr-day "+st,new Date(m,v+1,B%z),B,G));var $t=pt("div","dayContainer");return $t.appendChild(H),$t}function kt(){if(e.daysContainer!==void 0){ar(e.daysContainer),e.weekNumbers&&ar(e.weekNumbers);for(var m=document.createDocumentFragment(),v=0;v<e.config.showMonths;v++){var w=new Date(e.currentYear,e.currentMonth,1);w.setMonth(e.currentMonth+v),m.appendChild(zt(w.getFullYear(),w.getMonth()))}e.daysContainer.appendChild(m),e.days=e.daysContainer.firstChild,e.config.mode==="range"&&e.selectedDates.length===1&&Jt()}}function se(){if(!(e.config.showMonths>1||e.config.monthSelectorType!=="dropdown")){var m=function(k){return e.config.minDate!==void 0&&e.currentYear===e.config.minDate.getFullYear()&&k<e.config.minDate.getMonth()?!1:!(e.config.maxDate!==void 0&&e.currentYear===e.config.maxDate.getFullYear()&&k>e.config.maxDate.getMonth())};e.monthsDropdownContainer.tabIndex=-1,e.monthsDropdownContainer.innerHTML="";for(var v=0;v<12;v++)if(m(v)){var w=pt("option","flatpickr-monthDropdown-month");w.value=new Date(e.currentYear,v).getMonth().toString(),w.textContent=_r(v,e.config.shorthandCurrentMonth,e.l10n),w.tabIndex=-1,e.currentMonth===v&&(w.selected=!0),e.monthsDropdownContainer.appendChild(w)}}}function ae(){var m=pt("div","flatpickr-month"),v=window.document.createDocumentFragment(),w;e.config.showMonths>1||e.config.monthSelectorType==="static"?w=pt("span","cur-month"):(e.monthsDropdownContainer=pt("select","flatpickr-monthDropdown-months"),e.monthsDropdownContainer.setAttribute("aria-label",e.l10n.monthAriaLabel),T(e.monthsDropdownContainer,"change",function(rt){var q=he(rt),st=parseInt(q.value,10);e.changeMonth(st-e.currentMonth),vt("onMonthChange")}),se(),w=e.monthsDropdownContainer);var k=ur("cur-year",{tabindex:"-1"}),z=k.getElementsByTagName("input")[0];z.setAttribute("aria-label",e.l10n.yearAriaLabel),e.config.minDate&&z.setAttribute("min",e.config.minDate.getFullYear().toString()),e.config.maxDate&&(z.setAttribute("max",e.config.maxDate.getFullYear().toString()),z.disabled=!!e.config.minDate&&e.config.minDate.getFullYear()===e.config.maxDate.getFullYear());var H=pt("div","flatpickr-current-month");return H.appendChild(w),H.appendChild(k),v.appendChild(H),m.appendChild(v),{container:m,yearElement:z,monthElement:w}}function kn(){ar(e.monthNav),e.monthNav.appendChild(e.prevMonthNav),e.config.showMonths&&(e.yearElements=[],e.monthElements=[]);for(var m=e.config.showMonths;m--;){var v=ae();e.yearElements.push(v.yearElement),e.monthElements.push(v.monthElement),e.monthNav.appendChild(v.container)}e.monthNav.appendChild(e.nextMonthNav)}function Ut(){return e.monthNav=pt("div","flatpickr-months"),e.yearElements=[],e.monthElements=[],e.prevMonthNav=pt("span","flatpickr-prev-month"),e.prevMonthNav.innerHTML=e.config.prevArrow,e.nextMonthNav=pt("span","flatpickr-next-month"),e.nextMonthNav.innerHTML=e.config.nextArrow,kn(),Object.defineProperty(e,"_hidePrevMonthArrow",{get:function(){return e.__hidePrevMonthArrow},set:function(m){e.__hidePrevMonthArrow!==m&&(te(e.prevMonthNav,"flatpickr-disabled",m),e.__hidePrevMonthArrow=m)}}),Object.defineProperty(e,"_hideNextMonthArrow",{get:function(){return e.__hideNextMonthArrow},set:function(m){e.__hideNextMonthArrow!==m&&(te(e.nextMonthNav,"flatpickr-disabled",m),e.__hideNextMonthArrow=m)}}),e.currentYearElement=e.yearElements[0],Se(),e.monthNav}function ze(){e.calendarContainer.classList.add("hasTime"),e.config.noCalendar&&e.calendarContainer.classList.add("noCalendar");var m=Qr(e.config);e.timeContainer=pt("div","flatpickr-time"),e.timeContainer.tabIndex=-1;var v=pt("span","flatpickr-time-separator",":"),w=ur("flatpickr-hour",{"aria-label":e.l10n.hourAriaLabel});e.hourElement=w.getElementsByTagName("input")[0];var k=ur("flatpickr-minute",{"aria-label":e.l10n.minuteAriaLabel});if(e.minuteElement=k.getElementsByTagName("input")[0],e.hourElement.tabIndex=e.minuteElement.tabIndex=-1,e.hourElement.value=oe(e.latestSelectedDateObj?e.latestSelectedDateObj.getHours():e.config.time_24hr?m.hours:C(m.hours)),e.minuteElement.value=oe(e.latestSelectedDateObj?e.latestSelectedDateObj.getMinutes():m.minutes),e.hourElement.setAttribute("step",e.config.hourIncrement.toString()),e.minuteElement.setAttribute("step",e.config.minuteIncrement.toString()),e.hourElement.setAttribute("min",e.config.time_24hr?"0":"1"),e.hourElement.setAttribute("max",e.config.time_24hr?"23":"12"),e.hourElement.setAttribute("maxlength","2"),e.minuteElement.setAttribute("min","0"),e.minuteElement.setAttribute("max","59"),e.minuteElement.setAttribute("maxlength","2"),e.timeContainer.appendChild(w),e.timeContainer.appendChild(v),e.timeContainer.appendChild(k),e.config.time_24hr&&e.timeContainer.classList.add("time24hr"),e.config.enableSeconds){e.timeContainer.classList.add("hasSeconds");var z=ur("flatpickr-second");e.secondElement=z.getElementsByTagName("input")[0],e.secondElement.value=oe(e.latestSelectedDateObj?e.latestSelectedDateObj.getSeconds():m.seconds),e.secondElement.setAttribute("step",e.minuteElement.getAttribute("step")),e.secondElement.setAttribute("min","0"),e.secondElement.setAttribute("max","59"),e.secondElement.setAttribute("maxlength","2"),e.timeContainer.appendChild(pt("span","flatpickr-time-separator",":")),e.timeContainer.appendChild(z)}return e.config.time_24hr||(e.amPM=pt("span","flatpickr-am-pm",e.l10n.amPM[ge((e.latestSelectedDateObj?e.hourElement.value:e.config.defaultHour)>11)]),e.amPM.title=e.l10n.toggleTitle,e.amPM.tabIndex=-1,e.timeContainer.appendChild(e.amPM)),e.timeContainer}function nt(){e.weekdayContainer?ar(e.weekdayContainer):e.weekdayContainer=pt("div","flatpickr-weekdays");for(var m=e.config.showMonths;m--;){var v=pt("div","flatpickr-weekdaycontainer");e.weekdayContainer.appendChild(v)}return $e(),e.weekdayContainer}function $e(){if(e.weekdayContainer){var m=e.l10n.firstDayOfWeek,v=ts(e.l10n.weekdays.shorthand);m>0&&m<v.length&&(v=ts(v.splice(m,v.length),v.splice(0,m)));for(var w=e.config.showMonths;w--;)e.weekdayContainer.children[w].innerHTML=`
       <span class='flatpickr-weekday'>
         `+v.join("</span><span class='flatpickr-weekday'>")+`
       </span>
diff --git a/laravel_app/public/build/manifest.json b/laravel_app/public/build/manifest.json
index feaf20c..e41f521 100644
--- a/laravel_app/public/build/manifest.json
+++ b/laravel_app/public/build/manifest.json
@@ -57,7 +57,7 @@
     "dynamicImports": [
       "resources/js/alpine.js"
     ],
-    "file": "assets/app-a46f5c70.js",
+    "file": "assets/app-f1d6b98f.js",
     "isEntry": true,
     "src": "resources/js/app.js"
   }
diff --git a/r_app/2_CI_data_prep.R b/r_app/2_CI_data_prep.R
index 17a2c37..38cf09c 100644
--- a/r_app/2_CI_data_prep.R
+++ b/r_app/2_CI_data_prep.R
@@ -14,17 +14,29 @@ library(exactextractr)
 library(readxl)
 #funcion CI_prep package
 
-date_list <- function(weeks_in_the_paste){
-  week <- week(Sys.Date()- weeks(weeks_in_the_paste) )
-  year <- year(Sys.Date()- weeks(weeks_in_the_paste) )
-  days_filter <- Sys.Date() - weeks(weeks_in_the_paste) - days(0:6)
-  
-  return(c("week" = week, 
-           "year" = year, 
-           "days_filter" = list(days_filter)))
-  
+date_list <- function(end_date, offset){
+  offset <- as.numeric(offset) - 1
+  end_date <- as.Date(end_date)
+  start_date <- end_date - lubridate::days(offset)
+
+  week <- week(start_date)
+  year <- year(start_date)
+  days_filter <- seq(from = start_date, to = end_date, by = "day")
+
+  return(list("week" = week, "year" = year, "days_filter" = days_filter))
 }
 
+# date_list <- function(weeks_in_the_paste){
+#   week <- week(Sys.Date()- weeks(weeks_in_the_paste) )
+#   year <- year(Sys.Date()- weeks(weeks_in_the_paste) )
+#   days_filter <- Sys.Date() - weeks(weeks_in_the_paste) - days(0:6)
+#
+#   return(c("week" = week,
+#            "year" = year,
+#            "days_filter" = list(days_filter)))
+#
+# }
+
 CI_func <- function(x, drop_layers = FALSE){
   CI <- x[[4]]/x[[2]]-1
   add(x) <- CI
@@ -461,16 +473,18 @@ if (length(args) == 0) {
 }
 
 # Converteer het eerste argument naar een numerieke waarde
-weeks_ago <- as.numeric(args[1])
+end_date <- as.Date(args[1])
 
+
+offset <- as.numeric(args[2])
 # Controleer of weeks_ago een geldig getal is
-if (is.na(weeks_ago)) {
+if (is.na(offset)) {
   # stop("Het argument is geen geldig getal")
-  weeks_ago <- 0
+   offset <- 7
 }
 
 # Converteer het tweede argument naar een string waarde
-project_dir <- as.character(args[2])
+project_dir <- as.character(args[3])
 
 # Controleer of data_dir een geldige waarde is
 if (!is.character(project_dir)) {
@@ -508,10 +522,13 @@ dir.create(here(daily_vrt))
 dir.create(merged_final)
 dir.create(harvest_dir)
 
+week <- week(end_date)
+
 
 #weeks_ago = 0
 # Creating weekly mosaic
-dates <- date_list(weeks_ago)
+#dates <- date_list(weeks_ago)
+dates <- date_list(end_date, offset)
 print(dates)
 #load pivot geojson
 # pivot_sf_q <- st_read(here(data_dir, "pivot.geojson")) %>% dplyr::select(pivot, pivot_quadrant) %>% vect()
diff --git a/r_app/Rplots.pdf b/r_app/Rplots.pdf
index e269924..5562fc0 100644
Binary files a/r_app/Rplots.pdf and b/r_app/Rplots.pdf differ