diff --git a/InteractiveBO/src/components/PolicyPlot.vue b/InteractiveBO/src/components/PolicyPlot.vue
index 221ca05..e9d88a0 100644
--- a/InteractiveBO/src/components/PolicyPlot.vue
+++ b/InteractiveBO/src/components/PolicyPlot.vue
@@ -14,46 +14,52 @@ const rlstore = useRLStore();
 
 let chartHandle;
 
-let verticalLinePlugin = {
-  id: "verticalLinePlugin",
-  afterDraw: function (chart, args, options) {
-    let y_Scale = chart.scales["y"];
-    let x_Scale = chart.scales["x"];
-
-    let ctx = chart.ctx;
-    let xValue = options.xValue;
-    let x = x_Scale.getPixelForValue(xValue);
-    let top = y_Scale.top;
-    let bottom = y_Scale.bottom;
-
-    ctx.save();
-    ctx.beginPath();
-    ctx.moveTo(x, top);
-    ctx.lineTo(x, bottom);
-    ctx.lineWidth = 1;
-    ctx.strokeStyle = "#00ff00";
-    ctx.stroke();
-    ctx.restore();
-  },
-};
-Chart.register(verticalLinePlugin);
+// let verticalLinePlugin = {
+//   id: "verticalLinePlugin",
+//   afterDraw: function (chart, args, options) {
+//     let y_Scale = chart.scales["y"];
+//     let x_Scale = chart.scales["x"];
+//
+//     let ctx = chart.ctx;
+//     let xValue = options.xValue;
+//     let x = x_Scale.getPixelForValue(xValue);
+//     let top = y_Scale.top;
+//     let bottom = y_Scale.bottom;
+//
+//     ctx.save();
+//     ctx.beginPath();
+//     ctx.moveTo(x, top);
+//     ctx.lineTo(x, bottom);
+//     ctx.lineWidth = 1;
+//     ctx.strokeStyle = "#00ff00";
+//     ctx.stroke();
+//     ctx.restore();
+//   },
+// };
+// Chart.register(verticalLinePlugin);
 
 function buildChart() {
-  const policy = store.getPolicy;
-  const policy_labels = Array(policy.length)
-    .fill(0)
-    .map((_, i) => i);
+  const policy_x = store.getPolicy;
+  const policy_y = store.getPolicy_y;
+
+  const policy_xy = [];
+
+  for (let i = 0; i < policy_x.length; i += 1) {
+    policy_xy[policy_xy.length] = { x: policy_x[i], y: policy_y[i] };
+  }
+
   const RewardPlot = {
+    type: "scatter",
     data: {
       datasets: [
         {
           type: "line",
           xAxisID: "x",
           yAxisID: "y",
-          data: policy,
+          data: policy_xy,
           borderColor: "#3DC47A",
           borderWidth: 2,
-          pointRadius: 0,
+          pointRadius: 0.1,
         },
       ],
     },
@@ -67,9 +73,9 @@ function buildChart() {
         legend: {
           display: false,
         },
-        verticalLinePlugin: {
-          xValue: rlstore.getCurrentTime,
-        },
+        // verticalLinePlugin: {
+        //   xValue: rlstore.getCurrentTime,
+        // },
       },
       lineTension: 0,
       tooltip: {
@@ -77,19 +83,18 @@ function buildChart() {
       },
       scales: {
         x: {
+          display: true,
           grid: {
             display: false,
           },
-          labels: policy_labels,
-          ticks: {
-            autoSkip: true,
-          },
+          min: -1,
+          max: 1,
         },
         y: {
           type: "linear",
-          ticks: {
-            beginAtZero: true,
-          },
+          display: true,
+          min: -1,
+          max: 1,
         },
       },
     },
@@ -106,13 +111,18 @@ onMounted(() => {
 watch(
   () => rlstore.current_time,
   () => {
-    const policy = store.getPolicy;
-    chartHandle.options.scales.x.labels = Array(policy.length)
-      .fill(0)
-      .map((_, i) => i);
-    chartHandle.data.datasets[0].data = policy;
-    chartHandle.options.plugins.verticalLinePlugin.xValue =
-      rlstore.current_time;
+    const policy_x = store.getPolicy;
+    const policy_y = store.getPolicy_y;
+
+    const policy_xy = [];
+
+    for (let i = 0; i < policy_x.length; i += 1) {
+      policy_xy[policy_xy.length] = { x: policy_y[i], y: policy_x[i] };
+    }
+
+    chartHandle.data.datasets[0].data = policy_xy;
+    // chartHandle.options.plugins.verticalLinePlugin.xValue =
+    //   rlstore.current_time;
 
     chartHandle.update();
   }
@@ -120,15 +130,20 @@ watch(
 watch(
   () => store.getTrigger,
   () => {
-    const policy = computeRbfCurve(store.getMaxSteps, store.getWeights);
-    store.setPolicy(policy);
+    const policy_x = computeRbfCurve(store.getMaxSteps, store.getWeights);
+    store.setPolicy(policy_x);
+    const policy_y = computeRbfCurve(store.getMaxSteps, store.getWeights_y);
+    store.setPolicy_y(policy_y);
 
-    chartHandle.options.scales.x.labels = Array(policy.length)
-      .fill(0)
-      .map((_, i) => i);
-    chartHandle.data.datasets[0].data = policy;
-    chartHandle.options.plugins.verticalLinePlugin.xValue =
-      rlstore.current_time;
+    const policy_xy = [];
+
+    for (let i = 0; i < policy_x.length; i += 1) {
+      policy_xy[policy_xy.length] = { x: policy_y[i], y: policy_x[i] };
+    }
+
+    chartHandle.data.datasets[0].data = policy_xy;
+    // chartHandle.options.plugins.verticalLinePlugin.xValue =
+    //   rlstore.current_time;
 
     chartHandle.update();
   }
diff --git a/InteractiveBO/src/components/WeightTunerVertical.vue b/InteractiveBO/src/components/WeightTunerVertical.vue
index 1869421..85cbaed 100644
--- a/InteractiveBO/src/components/WeightTunerVertical.vue
+++ b/InteractiveBO/src/components/WeightTunerVertical.vue
@@ -1,7 +1,7 @@
 <template>
   <v-row no-gutters justify="center" class="v-weight-tuner">
     <!-- eslint-disable-next-line -->
-    <v-col v-for="(_ , idx) in weights" :key="idx"
+    <v-col v-for="(_ , idx) in weights_y" :key="idx"
       class="v-column"
       :style="{ height: `calc(100% / ${nrweights})` }"
     >
@@ -10,7 +10,7 @@
           <v-col class="v-column-content">
             <vue-slider
               class="v-slider-margin-bottom"
-              v-model="weights[idx]"
+              v-model="weights_y[idx]"
               @change="updateWeight(idx, $event)"
               direction="ltr"
               :min="-1"
@@ -23,7 +23,7 @@
             <v-checkbox
               density="compact"
               class="ma-0 v-checkbox-bottom"
-              v-model="store.weights_fixed[idx]"
+              v-model="store.weights_fixed_y[idx]"
             />
           </v-col>
         </v-row>
@@ -43,15 +43,15 @@ const store = usePStore();
 
 const nrweights = computed(() => store.nr_weights);
 
-const weights = computed({
-  get: () => store.weights,
-  set: (value) => store.setWeights(value),
+const weights_y = computed({
+  get: () => store.weights_y,
+  set: (value) => store.setWeights_y(value),
 });
 
 const updateWeight = (index, newValue) => {
-  const newWeights = weights.value.slice();
+  const newWeights = weights_y.value.slice();
   newWeights[index] = newValue;
-  store.setWeights(newWeights);
+  store.setWeights_y(newWeights);
   store.setTrigger();
 };
 </script>
diff --git a/InteractiveBO/src/store/PolicyStore.js b/InteractiveBO/src/store/PolicyStore.js
index e41c867..8dec8d9 100644
--- a/InteractiveBO/src/store/PolicyStore.js
+++ b/InteractiveBO/src/store/PolicyStore.js
@@ -4,18 +4,24 @@ export const usePStore = defineStore("Policy Store", {
   state: () => {
     return {
       policy: Array(10).fill(0),
+      policy_y: Array(10).fill(0),
       nr_weights: 5,
       weights: [0, 0, 0, 0, 0],
+      weights_y: [0, 0, 0, 0, 0],
       weights_fixed: [false, false, false, false, false],
+      weights_fixed_y: [false, false, false, false, false],
       max_steps: 100,
       trigger: false,
     };
   },
   getters: {
     getPolicy: (state) => state.policy,
+    getPolicy_y: (state) => state.policy_y,
     getNrWeights: (state) => state.nr_weights,
     getWeights_Fixed: (state) => state.weights_fixed,
     getWeights: (state) => state.weights,
+    getWeights_Fixed_y: (state) => state.weights_fixed_y,
+    getWeights_y: (state) => state.weights_y,
     getMaxSteps: (state) => state.max_steps,
     getTrigger: (state) => state.trigger,
   },
@@ -24,15 +30,24 @@ export const usePStore = defineStore("Policy Store", {
       this.policy = null;
       this.policy = value;
     },
+    setPolicy_y(value) {
+      this.policy_y = null;
+      this.policy_y = value;
+    },
     setNrWeights(value) {
       this.nr_weights = value;
       this.weights = Array(this.nr_weights).fill(0);
       this.weights_fixed = Array(this.nr_weights).fill(false);
+      this.weights_y = Array(this.nr_weights).fill(0);
+      this.weights_fixed_y = Array(this.nr_weights).fill(false);
       this.trigger = !this.trigger;
     },
     setWeights(value) {
       this.weights = value;
     },
+    setWeights_y(value) {
+      this.weights_y = value;
+    },
     setMaxSteps(value) {
       this.max_steps = value;
       this.trigger = !this.trigger;
@@ -43,5 +58,8 @@ export const usePStore = defineStore("Policy Store", {
     resetWeights_Fixed() {
       this.weights_fixed = Array(this.nr_weights).fill(false);
     },
+    resetWeights_Fixed_y() {
+      this.weights_fixed_y = Array(this.nr_weights).fill(false);
+    },
   },
 });