diff --git a/dependencies/monster/monster_class.js b/dependencies/monster/monster_class.js
index ecaa19d..f2bc370 100644
--- a/dependencies/monster/monster_class.js
+++ b/dependencies/monster/monster_class.js
@@ -26,8 +26,7 @@
  * Author:
  * - Rene De Ren / Sjoerd Fijnje
  * Email:
- * - r.de.ren@brabantsedelta.nl
- * - s.fijnje@brabantsedelta.nl 
+ * - r.de.ren@brabantsedelta.nl 
  *
  */
 
@@ -293,9 +292,6 @@ class Monster{
 
       // make an object to keep track of the dataset we load
       this.aggregatedOutput[locationKey] = {};
-
-
-      
       this.aggregatedOutput[locationKey].tag = {};
       this.aggregatedOutput[locationKey].tag.latitude = location.latitude;
       this.aggregatedOutput[locationKey].tag.longitude = location.longitude;
@@ -326,7 +322,8 @@ class Monster{
         }
         
         // only interested in dates before timeframe and after to make use of 
-        if( ( currTimestamp >= now && currTimestamp < future)  || ( currTimestamp < now && currTimestamp > past ) ){
+        // ( currTimestamp >= now && currTimestamp < future)  || ( currTimestamp < now && currTimestamp > past )
+        if( true ){
           
           typeof totalRaw[currTimestamp] === 'undefined' ? totalRaw[currTimestamp] = 0 : null;
           typeof totalProb[currTimestamp] === 'undefined' ? totalProb[currTimestamp] = 0 : null;
@@ -367,18 +364,85 @@ class Monster{
     });
 
     //make new prediction
-    this.get_model_prediction();
-
-    return totalAvg;
+    //this.get_model_prediction();
+    return this.aggregatedOutput;
   }
 
   get_model_prediction(){
 
-    let model_coefs = [26312.036530, 1822.952741, 1601.962801]; // coefficients, model contains 1 constant and 2 variables
-    this.predFlow = ( model_coefs[0] + model_coefs[1] * ( this.avgRain/ 2 ) + model_coefs[2] * ( this.avgRain / 2 ) ) * this.predFactor; // prediction of linear model: precipitation => flow
-    //console.log(this.predFlow);
+// combine 24 hourly predictions to make one daily prediction (for the next 24 hours including the current hour)
+let inputs = [];
+for (let predHour = 0; predHour <= 23; predHour++) {
+
+  // select 24 timestamps based on hour te be predicted
+  let now = new Date();
+  const lastHour = new Date(now.setHours(now.getHours() + predHour));
+  let timestamps = this.rain_data[0].hourly.time.map(ts => new Date(ts));
+  let timestamps_24 = timestamps.filter(ts => ts <= lastHour).slice(-24)
+
+  // for each relevant hour calculate the mean precipitation across all areas
+  let precipitation = [];
+  for (let i = 0; i < timestamps.length; i++) {
+
+    if(timestamps_24.includes(timestamps[i])) {
+
+      let values = [];
+      for (let j = 0; j < this.rain_data.length; j++) {
+
+        values.push(this.rain_data[j].hourly.precipitation[i]);
+      }
+      let mean = values.reduce((sum, value) => sum + value, 0) / this.rain_data.length;
+      precipitation.push(mean);
+    }
   }
 
+  // standardize variables for prediction and 'zip' them
+  let hours = timestamps_24.map(ts => ts.getHours());
+  hours = hours.map(hour => (hour - 11.50430734) / 6.92241142);
+  precipitation = precipitation.map(value => (value - 0.09011861) / 0.43853627);
+  let zipped = hours.map((value, i) => [value, precipitation[i]]);
+
+  // collect inputdata for model
+  inputs.push(zipped);
+}
+  const output = this.model_loader(inputs);
+  console.log('Final output: ' + output);
+  }
+  
+async model_loader(inputs){
+
+   let dailyPred = 0;
+
+    try {
+      const localURL = "http://127.0.0.1:1880/generalFunctions/datasets/lstmData/tfjs_model/model.json";
+    
+      // Could you log the original model JSON to help determine the correct input shape?
+      const response = await fetch(localURL);
+      const modelJSON = await response.json();
+      console.log('Original model config:', JSON.stringify(modelJSON.modelTopology.model_config.config.layers[0], null, 24, 2));
+    
+      // Try loading with default input shape
+      const model = await this.modelLoader.loadModel(localURL);
+      console.log('Model loaded successfully!');
+
+      // make predictions
+      for (const input of inputs) { 
+
+        const inputTensor = tf.tensor3d([input]);
+        const predict = model.predict(inputTensor);
+        let predictValue = await predict.data();
+
+        // back-transformation because of standardization of the response variable
+        predictValue = predictValue[0] * 1024.1940942 + 1188.0105115;
+        dailyPred += predictValue;     
+      }
+      console.log('Daily prediction: ' + dailyPred);
+    } catch (error) {
+      console.error('Failed to load model:', error);
+    }
+  return dailyPred;
+}
+
   sampling_program(){
 
     // ------------------ Run once on conditions and start sampling
@@ -603,54 +667,80 @@ const mConfig={
   },
 }
 
-
-// // test set_boundries_and_targets and get_model_prediction
 let monster = new Monster(mConfig);
 
-(async () => {
-  try {
-    const modelLoader = monster.modelLoader;
-    const localURL = "http://localhost:1880/generalFunctions/datasets/lstmData/tfjs_model/model.json";
-
-    const model = await modelLoader.loadModel(localURL);
-    console.log('Model loaded successfully');
-
-    const denseLayer = model.getLayer('dense_8');
-    const weights = denseLayer.getWeights();
-    const weightArray = await weights[0].array();
-    console.log('Dense layer kernel (sample):', weightArray.slice(0, 5));
-    
-  } catch (error) {
-    console.error('Failed to load model:', error);
-  }
-})();
 
 
 
 monster.rain_data = 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
-// Quantile example
+monster.get_model_prediction();
 
-let output = monster.updatePredRain(monster.rain_data) ;
+/*
+// combine 24 hourly predictions to make one daily prediction (for the next 24 hours including the current hour)
+let inputs = [];
+for (let predHour = 0; predHour <= 23; predHour++) {
 
-console.log("Rain :\t" + monster.sumRain);
-console.log("Minimum:\t" + monster.minPuls + " pulses to fill a volume of:\t\t" + monster.minVolume + " litre");
-console.log("Aiming for:\t" + monster.targetPuls + " pulses to fill a volume of:\t\t" + monster.targetVolume + " litre");
-console.log("Maximum:\t" + monster.maxPuls + " pulses to fill a volume of:\t\t" + monster.maxWeight + " litre");
-console.log("Capacity:\t" + monster.absMaxPuls + " pulses to fill a volume of:\t" + monster.cap_volume + " litre");
-console.log("Prediction by linear model:\t\t\t" + monster.predFlow + " m3/24 hours\n");
+  // select 24 timestamps based on hour te be predicted
+  let now = new Date();
+  const lastHour = new Date(now.setHours(now.getHours() + predHour));
+  let timestamps = monster.rain_data[0].hourly.time.map(ts => new Date(ts));
+  timestamps_24 = timestamps.filter(ts => ts <= lastHour).slice(-24)
 
-// test sampling_program
-monster.i_start = true ;
+  // for each relevant hour calculate the mean precipitation across all areas
+  let precipitation = [];
+  for (let i = 0; i < timestamps.length; i++) {
 
-setInterval(function(){
-  monster.q = 6000 ;
-  monster.tick();
-    //show output
-    console.log(monster.output);
-    // empty output
-    monster.output = {};
- },
- 1000);
+    if(timestamps_24.includes(timestamps[i])) {
+
+      let values = [];
+      for (let j = 0; j < monster.rain_data.length; j++) {
+
+        values.push(monster.rain_data[j].hourly.precipitation[i]);
+      }
+      let mean = values.reduce((sum, value) => sum + value, 0) / monster.rain_data.length;
+      precipitation.push(mean);
+    }
+  }
+
+  // standardize variables for prediction and 'zip' them
+  let hours = timestamps_24.map(ts => ts.getHours());
+  hours = hours.map(hour => (hour - 11.50430734) / 6.92241142);
+  precipitation = precipitation.map(value => (value - 0.09011861) / 0.43853627);
+  zipped = hours.map((value, i) => [value, precipitation[i]]);
+
+  // collect inputdata for model
+  inputs.push(zipped);
+}
+   
+  (async () => {
+    try {
+      const localURL = "http://127.0.0.1:1880/generalFunctions/datasets/lstmData/tfjs_model/model.json";
+    
+      // Could you log the original model JSON to help determine the correct input shape?
+      const response = await fetch(localURL);
+      const modelJSON = await response.json();
+      console.log('Original model config:', JSON.stringify(modelJSON.modelTopology.model_config.config.layers[0], null, 24, 2));
+    
+      // Try loading with default input shape
+      const model = await monster.modelLoader.loadModel(localURL);
+      console.log('Model loaded successfully!');
+
+      // make predictions
+      let dailyPred = 0;
+      for (const input of inputs) { 
+
+        const inputTensor = tf.tensor3d([input]);
+        const predict = model.predict(inputTensor);
+        let predictValue = await predict.data();
+
+        // back-transformation because of standardization of the response variable
+        predictValue = predictValue[0] * 1024.1940942 + 1188.0105115;
+        dailyPred += predictValue;     
+      }
+      console.log('Daily prediction: ' + dailyPred);
+    } catch (error) {
+      console.error('Failed to load model:', error);
+    }
+  })();*/
 
-//*/
\ No newline at end of file