diff --git a/dashboard/.env.example b/dashboard/.env.example
index 064b7e8..e05afb4 100644
--- a/dashboard/.env.example
+++ b/dashboard/.env.example
@@ -38,7 +38,7 @@ BROADCAST_CONNECTION=log
 FILESYSTEM_DISK=local
 QUEUE_CONNECTION=database
 
-CACHE_STORE=database
+CACHE_STORE=file
 CACHE_PREFIX=
 
 MEMCACHED_HOST=127.0.0.1
diff --git a/dashboard/app/Api.php b/dashboard/app/Api.php
index 3b41e45..ec1b2f4 100644
--- a/dashboard/app/Api.php
+++ b/dashboard/app/Api.php
@@ -1,6 +1,7 @@
 <?php
 
 namespace App;
+use Illuminate\Support\Facades\Cache;
 use Illuminate\Support\Facades\Http;
 
 class Api
@@ -16,10 +17,17 @@ class Api
 
         $endpoint = env('FASTAPI_URI');
         $request = $endpoint.$path;
+
+        if (Cache::has($request)) {
+            return Cache::get($request);
+        }
+
         $get = Http::get($request);
 
         if($get->successful()){
-            return $get->json();
+            $result = $get->json();
+            Cache::put($request, $result);
+            return $result;
         }
 
         return null;
@@ -55,6 +63,11 @@ class Api
         return self::get("/property/{$id}/base");
     }
 
+    public static function regionCapacities(int $id): mixed
+    {
+        return self::get("/region/{$id}/capacities");
+    }
+
 
 
 
diff --git a/dashboard/resources/css/app.css b/dashboard/resources/css/app.css
index c3d508a..76da0d2 100644
--- a/dashboard/resources/css/app.css
+++ b/dashboard/resources/css/app.css
@@ -54,6 +54,45 @@ dd + dt{
   margin-top: .2em;
 }
 
+button[popovertarget]{
+  cursor: pointer;
+  display: inline-block;
+  width: 1.5em;
+  height: 1.5em;
+  border-radius: 50%;
+  border: 1px solid #fff;
+  background: #5470c6;
+}
+
+button[popovertarget]::before{
+  content: '?';
+  color: #fff;
+  font-weight: 700;
+}
+
+button[popovertarget]>span{
+  position: absolute;
+  left: -999em;
+  top: -999em;
+}
+
+[popover] {
+  border: none;
+  border-radius: 1em;
+  background: #fff;
+  padding: 1.5em;
+  border-radius: var(--small-border);
+  box-shadow: .0625em .0625em .625em rgba(0, 0, 0, 0.1);
+  max-width: 40em;
+  top: 4em;
+  margin: 0 auto;
+}
+
+[popover]::backdrop{
+  background-color: rgba(0,0,0,.5);
+}
+
+
 /*
   9. Create a root stacking context
 */
@@ -65,7 +104,6 @@ nav>ul{
   list-style: none;
 }
 
-
 body>header{
     position: fixed;
     top: 0;
@@ -81,30 +119,53 @@ body>header{
 
 main{
     width: 100%;
-    height: calc(100vh - 4em);
-    padding-top: 4em;
+    height: 100vh;
+    padding: 4em 0 1em;
     display: grid;
-    grid-template-columns: repeat(2, minmax(25%, 50%));
-    grid-template-rows: repeat(2, 1fr);
-    gap: 1em;
-
+    grid-template-columns: repeat(4, minmax(10%, 50%));
+    grid-template-rows: repeat(3, 1fr) 4em;
+    grid-template-areas:
+      "chart2 chart2 chart5 chart5"
+      "chart1 chart1 chart3 chart4"
+      "chart1 chart1 chart3 chart4"
+      "timeline timeline timeline timeline";
+    gap: .5em;
 }
 
 article{
     background: #f9f9f9;
     border: .0625em solid #ccc;
-    box-shadow: 0 0 .3em #ccc;
-    border-radius: 3px;
+    box-shadow: 0 5px 10px rgba(154,160,185,.05), 0 15px 40px rgba(166,173,201,.2);
+    border-radius: .2em;
     display: grid;
 }
 
 article.header{
     grid-template-columns: 100%;
-    grid-template-rows: 2em 1fr;
-    padding: 1em;
+    grid-template-rows: minmax(1%, 10%) 1fr;
+    padding: .5em 1em 1em .5em;
+}
+
+article>header{
+  display: grid;
+  grid-template-columns: 1fr 1em;
+  grid-template-rows: 1fr;
 }
 
 article>header>h2{
-    font-size: 1em;
+    font-size: .8em;
     font-weight: 600;
 }
+
+@media(max-width: 960px){
+
+  body{
+    height: auto;
+  }
+
+  main{
+    height: auto;
+    grid-template-columns: 100%;
+    grid-template-rows: repeat(4, minmax(20em, 25em));
+  }
+}
diff --git a/dashboard/resources/js/2024-04-14.json b/dashboard/resources/js/2024-04-14.json
deleted file mode 100644
index 1fd34ee..0000000
--- a/dashboard/resources/js/2024-04-14.json
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/dashboard/resources/js/2024-04-15.json b/dashboard/resources/js/2024-04-15.json
deleted file mode 100644
index ec1713e..0000000
--- a/dashboard/resources/js/2024-04-15.json
+++ /dev/null
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\ No newline at end of file
diff --git a/dashboard/resources/views/overview.blade.php b/dashboard/resources/views/overview.blade.php
index 8f3f870..e29304c 100644
--- a/dashboard/resources/views/overview.blade.php
+++ b/dashboard/resources/views/overview.blade.php
@@ -28,24 +28,29 @@
     <div id="chart-heatmap"></div>
 </article>
 <script type="module">
-const hours = [
-    '12a', '1a', '2a', '3a', '4a', '5a', '6a',
-    '7a', '8a', '9a', '10a', '11a',
-    '12p', '1p', '2p', '3p', '4p', '5p',
-    '6p', '7p', '8p', '9p', '10p', '11p'
-];
 
-const extractionDates = {!! json_encode($growth['dates']) !!};
-
-
-// prettier-ignore
-let data = [];
-
-for(let i = 0; i <= extractionDates.length; i++){
-  for(let j = 0; j <= hours.length; j++){
-    data.push([j,i,Math.random() * 3]);
+const sharedOptions = {
+  basic: {
+    color: ['#f1eef6','#bdc9e1','#74a9cf','#2b8cbe','#045a8d'],
+    grid: {
+      top: 20,
+      left: 60,
+      right: 0,
+      bottom: 50
+    },
+    name: (opt) => {
+      return {
+        name: opt.name,
+        nameLocation: opt.location,
+        nameGap: 24,
+        nameTextStyle: {
+          fontWeight: 'bold',
+        },
+      }
+    }
   }
 }
+const extractionDates = {!! json_encode($growth['dates']) !!};
 
 const chartHeatmap = document.getElementById('chart-heatmap');
 const cHeatmap = echarts.init(chartHeatmap);
@@ -54,16 +59,20 @@ const cHeatmapOptions = {
     position: 'top'
   },
   grid: {
-    top: 0,
+    top: 25,
     right: 0,
     bottom: 0,
     left: 0
   },
   xAxis: {
+    name: 'Kurzzeitmietobjekt',
     type: 'category',
-    data: hours,
+    data: {!! json_encode($heat['property_ids']) !!},
     splitArea: {
       show: false
+    },
+    axisLabel: {
+      show: true,
     }
   },
   yAxis: {
@@ -74,25 +83,32 @@ const cHeatmapOptions = {
     }
   },
   visualMap: {
+    type: 'piecewise',
     min: 0,
-    max: 10,
+    max: 100,
     calculable: true,
     orient: 'horizontal',
     left: 'center',
-    bottom: '15%'
+    top: 0,
+    inRange: {
+      color: ['#f1eef6','#bdc9e1','#74a9cf','#2b8cbe','#045a8d']
+    },
   },
   series: [
     {
-      name: 'Punch Card',
+      name: 'Auslastung',
       type: 'heatmap',
-      data: data,
+      data: {!! json_encode($heat['values']) !!},
       label: {
         show: false
       },
+      tooltip: {
+        formatter: '{b0}: {c0}<br />{b1}: {c1}',
+      },
       emphasis: {
         itemStyle: {
-          shadowBlur: 10,
-          shadowColor: 'rgba(0, 0, 0, 0.5)'
+          borderColor: '#000',
+          borderWidth: 2
         }
       }
     }
@@ -104,19 +120,25 @@ cHeatmap.setOption(cHeatmapOptions);
 const chartPropsPerRegion = document.getElementById('chart-props-per-region');
 const cPropsPerRegion = echarts.init(chartPropsPerRegion);
 const cPropsPerRegionOptions = {
-    grid: {
-        top: 20,
-        left: 30,
-        right: 0,
-        bottom: 20
-
-    },
+  grid: sharedOptions.basic.grid,
   xAxis: {
+    name: 'Region',
+    nameLocation: 'center',
+    nameGap: 24,
+    nameTextStyle: {
+      fontWeight: 'bold',
+    },
     type: 'category',
     data: {!! $propsPerRegion[0] !!}
   },
   yAxis: {
-    type: 'value'
+    type: 'value',
+    name: 'Anzahl Kurzzeitmietobjekte',
+    nameLocation: 'middle',
+    nameGap: 38,
+    nameTextStyle: {
+      fontWeight: 'bold',
+    },
   },
   series: [
     {
@@ -142,18 +164,26 @@ const cExtractionsOptions = {
   legend: {
     data: filters.regions
   },
-  grid: {
-    left: '0',
-    right: 10,
-    bottom: '0',
-    containLabel: true
-  },
+  color: sharedOptions.basic.color,
+  grid: sharedOptions.basic.grid,
   xAxis: {
+    name: 'Zeitpunkt Scraping',
+    nameLocation: 'center',
+    nameGap: 24,
+    nameTextStyle: {
+      fontWeight: 'bold',
+    },
     type: 'category',
     boundaryGap: false,
     data: extractionDates
   },
   yAxis: {
+    name: 'Anzahl Kurzzeitmietobjekte',
+    nameLocation: 'center',
+    nameGap: 38,
+    nameTextStyle: {
+      fontWeight: 'bold',
+    },
     type: 'value'
   },
   series: [
diff --git a/dashboard/resources/views/property.blade.php b/dashboard/resources/views/property.blade.php
index f92d337..b5e9469 100644
--- a/dashboard/resources/views/property.blade.php
+++ b/dashboard/resources/views/property.blade.php
@@ -1,27 +1,9 @@
 @extends('base')
 @section('main')
-<article class="header">
-    <header>
-        <h2>
-            Angaben zur Property
-        </h2>
-    </header>
-    <dl>
-        @foreach ($base as $dt => $dd)
-        <dt>{{ $dt }}</dt>
-        <dd>
-            @if ($dt === 'property_platform_id')
-            <a href="https://www.e-domizil.ch/rental/{{ $dd }}" rel="noopener noreferrer" target="_blank">
-                {{ $dd }}
-            </a>
-            @else
-                {{ $dd }}
-            @endif
-        </dd>
-        @endforeach
-    </dl>
+<article style="grid-area: timeline;">
+    <div id="timeline"></div>
 </article>
-<article class="header" style="grid-row-start: 1; grid-row-end: 3;">
+<article class="header" style="grid-area: chart1;">
     <header>
         <h2 id="belegung-title">
             Belegung am {{ json_decode($extractiondates)[0] }}
@@ -29,7 +11,16 @@
     </header>
     <div id="chart-calendar"></div>
 </article>
-<article class="header">
+<article class="header" style="grid-area: chart3;">
+    <header>
+        <h2>
+            Auslastung nach Monat am 2024-04-15T07:06:22
+        </h2>
+    </header>
+    <div id="chart-capacity-monthly">
+    </div>
+</article>
+<article class="header" style="grid-area: chart2;">
     <header>
         <h2>
             Entwicklung der Verfügbarkeit
@@ -37,7 +28,72 @@
     </header>
     <div id="chart-capacity"></div>
 </article>
+<article class="header" style="grid-area: chart4;">
+    <header>
+        <h2>
+            Auslastung Tage für Monat
+        </h2>
+    </header>
+
+</article>
 <script type="module">
+const chartTimeline = document.getElementById('timeline');
+const cTimeline = echarts.init(chartTimeline);
+
+const cTimelineOptions = {
+    grid: {
+        show: false,
+    },
+    timeline: {
+        data: {!! $extractiondates !!},
+        playInterval: 2000,
+        axisType: 'time',
+        left: 8,
+        right: 8,
+        bottom: 0,
+        label: {
+            show: false
+        }
+    }
+};
+
+cTimeline.setOption(cTimelineOptions);
+
+const chartCapacityMonthly = document.getElementById('chart-capacity-monthly');
+const cCapacityMonthly = echarts.init(chartCapacityMonthly);
+
+const cCapacityMonthlyOptions = {
+    timeline: {
+        show: false,
+        data: {!! $extractiondates !!},
+        axisType: 'time',
+    },
+    grid: {
+        top: 0,
+        bottom: 25,
+        left: 50,
+        right: 10
+    },
+    xAxis: {
+        type: 'value',
+        max: 100
+    },
+    yAxis: {
+        type: 'category',
+    },
+    options: [{
+        yAxis: {
+            data: ['Apr 24', 'May 24', 'Jun 24', 'Aug 24', 'Sep 24', 'Oct 24', 'Nov 24', 'Dec 24', 'Jan 25', 'Feb 25', 'Mar 25', 'Apr 25', 'May 25', 'Jun 25', 'Jul 25', 'Aug 25', 'Sep 25', 'Oct 25']
+        },
+        series: [{
+            type: 'bar',
+            data: [100, 80, 20, 20, 3, 23, 34, 23, 45, 12, 34,23,45,12,34,45,12,34]
+        }]
+    }]
+};
+
+cCapacityMonthly.setOption(cCapacityMonthlyOptions);
+
 const chartCapacity = document.getElementById('chart-capacity');
 const cCapacity = echarts.init(chartCapacity);
 
@@ -46,9 +102,10 @@ const cCapacityOptions = {
     trigger: 'axis'
   },
   grid: {
-    left: '0',
+    top: 20,
+    left: 0,
     right: 10,
-    bottom: '0',
+    bottom: 0,
     containLabel: true
   },
   xAxis: {
@@ -72,26 +129,20 @@ const cCapacityOptions = {
 
 cCapacity.setOption(cCapacityOptions);
 
-
 const chartCalendar = document.getElementById('chart-calendar');
 const cCalendar = echarts.init(chartCalendar);
 const h2Belegung = document.getElementById('belegung-title');
 
 const cCalendarOptions = {
     timeline: {
+        show: false,
         data: {!! $extractiondates !!},
-        playInterval: 2000,
         axisType: 'time',
-        left: 0,
-        right: 0,
-        label: {
-            show: false
-        }
     },
     visualMap: {
         categories: [0,1,2],
         inRange: {
-            color: ['red', 'purple', 'green']
+            color: ['#d95f02', '#7570b3', '#1b9e77']
         },
         formatter: (cat) => {
             switch (cat) {
@@ -112,25 +163,25 @@ const cCalendarOptions = {
         {
           orient: 'horizontal',
           range: '2024',
-          top: '6.25%',
+          top: '15%',
           right: 10,
-          bottom: '68.75%',
+          bottom: '65%',
           left: 50,
         },
         {
           orient: 'horizontal',
           range: '2025',
-          top: '37.5%',
+          top: '47%',
           right: 10,
-          bottom: '37.25%',
+          bottom: '33%',
           left: 50,
         },
         {
           orient: 'horizontal',
           range: '2026',
-          top: '68.75%',
+          top: '79%',
           right: 10,
-          bottom: '6.25%',
+          bottom: '1%',
           left: 50,
         }
     ],
@@ -161,13 +212,26 @@ const cCalendarOptions = {
 };
 
 cCalendar.setOption(cCalendarOptions);
-cCalendar.on('timelinechanged', (e) => {
-    // Change header text according to datapoint
+
+
+cTimeline.on('timelinechanged', (e) => {
+
     h2Belegung.innerText = "Belegung am "+cCalendarOptions.timeline.data[e.currentIndex];
 
     // Set markpoint on linechart
     let x = cCapacityOptions.xAxis.data[e.currentIndex];
     let y = cCapacityOptions.series.data[e.currentIndex];
+
+    cCapacityMonthly.dispatchAction({
+        type: 'timelineChange',
+        currentIndex: e.currentIndex
+    });
+
+     cCalendar.dispatchAction({
+        type: 'timelineChange',
+        currentIndex: e.currentIndex
+    });
+
     cCapacity.setOption({
         series: {
             markPoint: {
@@ -177,16 +241,18 @@ cCalendar.on('timelinechanged', (e) => {
             }
         }
     });
+
 })
 
 cCapacity.on('click', 'series', (e) => {
 
     // Switch to correct calendar in the timeline
-    cCalendar.dispatchAction({
+    cTimeline.dispatchAction({
         type: 'timelineChange',
         currentIndex: e.dataIndex
     });
 
+
 });
 
 
diff --git a/dashboard/routes/web.php b/dashboard/routes/web.php
index 86c25c7..89920f7 100644
--- a/dashboard/routes/web.php
+++ b/dashboard/routes/web.php
@@ -5,12 +5,14 @@ use App\Api;
 
 Route::get('/', function () {
 
-
+    $regionHeat = Api::regionCapacities(1);
     $propertiesGrowth = Api::propertiesGrowth();
     $propsPerRegion = Api::propertiesPerRegion();
     $propsPerRegionName = [];
     $propsPerRegionCounts = [];
 
+    // dump($regionHeat);
+
     foreach ($propsPerRegion as $el) {
         $propsPerRegionName[] = $el['name'];
         $propsPerRegionCounts[] = $el['count_properties'];
@@ -18,7 +20,7 @@ Route::get('/', function () {
 
     $propertiesGeo = Api::propertiesGeo();
 
-    return view('overview', ["geo" => $propertiesGeo, "growth" => $propertiesGrowth, "propsPerRegion" => [json_encode($propsPerRegionName), json_encode($propsPerRegionCounts)]]);
+    return view('overview', ["heat" => $regionHeat, "geo" => $propertiesGeo, "growth" => $propertiesGrowth, "propsPerRegion" => [json_encode($propsPerRegionName), json_encode($propsPerRegionCounts)]]);
 });
 
 Route::get('/prop/{id}', function (int $id) {
diff --git a/etl/README.md b/etl/README.md
index c8ce816..b07db31 100644
--- a/etl/README.md
+++ b/etl/README.md
@@ -1,4 +1,4 @@
 # How to run
 ```bash
-fastapi dev api/main.py
+fastapi dev api/main.py --port 8080
 ```
\ No newline at end of file