Experiments update

AngularApp/prototype/src/app/api.service.ts

@@ -43,6 +43,7 @@ export interface State {
 
 export interface StateNode {
   id: number;
+  image: any;
   state: State;
   children: number[];
 }

AngularApp/prototype/src/app/main/main.component.html

 <div class="container">
   <as-split direction="vertical">
-    <as-split-area [size]="30">
+    <as-split-area [size]="35">
 
       <as-split direction="horizontal">
         <as-split-area [size]="70">
@@ -18,10 +18,10 @@
       </as-split>
 
     </as-split-area>
-    <as-split-area [size]="70">
+    <as-split-area [size]="65">
 
       <as-split direction="horizontal">
-        <as-split-area [size]="60">
+        <as-split-area [size]="62">
           <div class="channel_header">
             Feedback
           </div>
@@ -29,7 +29,7 @@
             <app-training-window></app-training-window>
           </div>
         </as-split-area>
-        <as-split-area [size]="40">
+        <as-split-area [size]="38">
           <div class="channel_header">
             Results
           </div>

AngularApp/prototype/src/app/progress-view/progress-view.component.ts

@@ -250,7 +250,7 @@ export class ProgressViewComponent implements OnInit {
         zeroline: false,
         showticklabels: false,
       },
-      height: 200 * this.state.selection.length,
+      height: 100 * this.state.selection.length,
       width: 300,
     };
     this.state.selection.forEach((channelIndex, index) => {

AngularApp/prototype/src/app/state-management/state-management.component.css

@@ -19,3 +19,21 @@
   stroke: #f44336;
   stroke-width: 2px;
 }
+
+.container {
+  display: flex;
+  justify-content: space-around;
+}
+
+.sub-container {
+  width: 45%
+}
+
+fieldset {
+  width: 100%;
+  min-width: 0;
+}
+
+.state {
+  overflow: scroll;
+}

AngularApp/prototype/src/app/state-management/state-management.component.html

-<div class="state">
-
+<div class="container">
+  <div class="sub-container">
+    <fieldset>
+      <legend>States</legend>
+      <div class="state">
+      </div>
+    </fieldset>
+  </div>
+  <div class="sub-container">
+    <fieldset>
+      <legend>Prototype</legend>
+      <div *ngIf="plot" class="prototype">
+        <plotly-plot [data]="plot.data" [layout]="plot.layout"></plotly-plot>
+      </div>
+    </fieldset>
+  </div>
 </div>
+

AngularApp/prototype/src/app/state-management/state-management.component.ts

 import { Component, OnInit } from '@angular/core';
 import * as d3 from 'd3';
 import {StateService} from '../state.service';
-import {style} from '@angular/animations';
-import {State} from '../api.service';
+import * as PlotlyJS from 'plotly.js/dist/plotly.js';
+
 
 @Component({
   selector: 'app-state-management',
@@ -14,12 +14,16 @@ export class StateManagementComponent implements OnInit {
   private treeCreated = false;
   private selectedNode;
   private treemap;
+  private svg;
+  private hoveredNode = 1;
+  public plot;
 
   constructor(private state: StateService) { }
 
   ngOnInit(): void {
     if (this.state.lshData) {
       this.createStateTree();
+      this.initializePlot();
     }
     this.state.onNewLshData.subscribe(() => {
       if (!this.treeCreated) {
@@ -27,17 +31,93 @@ export class StateManagementComponent implements OnInit {
       } else {
         this.update();
       }
+      this.initializePlot();
+    });
+  }
+
+  initializePlot(): void {
+    console.log('creating plot');
+    console.log(this.hoveredNode);
+    console.log(this.state.states);
+    const subplots = [];
+    const data = [];
+    this.state.selection.forEach((channelIndex: number, index: number) => {
+      const channel = this.state.states[this.hoveredNode.toString()].state.queryWindow[channelIndex];
+      data.push({
+        x: [...Array(channel.length).keys()],
+        y: channel,
+        type: 'line',
+        xaxis: 'x',
+        yaxis: `y${index + 2}`,
+        line: {
+          color: this.state.colors[channelIndex],
+        }
+      });
+      subplots.push([`xy${index + 2}`]);
+    });
+
+    const plot = {
+      data: data,
+      layout: {
+        grid: {
+          rows: this.state.selection.length,
+          columns: 1,
+          subplots: subplots,
+        },
+        showlegend: false,
+        hovermode: 'closest',
+        autosize: true,
+        margin: {
+          l: 30,
+          r: 30,
+          t: 30,
+          b: 0,
+          pad: 4
+        },
+        height: 100 * this.state.selection.length,
+        width: 300,
+        titlefont: {
+          size: 9
+        },
+        xaxis: {
+          showgrid: false,
+          zeroline: false,
+          showticklabels: false,
+        },
+        yaxis: {
+          zeroline: false,
+          showticklabels: false,
+        }
+      }
+    };
+    this.state.selection.forEach((channel: number, index: number) => {
+      plot.layout[`yaxis${index + 2}`] = {
+        zeroline: false,
+        showticklabels: false,
+        annotations: [{
+          xref: 'paper',
+          yref: 'paper',
+          x: 0,
+          xanchor: 'right',
+          y: 1,
+          yanchor: 'bottom',
+          text: 'X axis label',
+          showarrow: false
+        }]
+        // title: this.state.rawData[channel].name
+      };
     });
+    this.plot = plot;
   }
 
   createStateTree() {
     console.log('Creating tree!');
 
-    const margin = {top: 20, right: 90, bottom: 30, left: 90};
+    const margin = {top: 20, right: 10, bottom: 30, left: 10};
     const width = 960 - margin.left - margin.right;
     const height = 500 - margin.top - margin.bottom;
 
-    const svg = d3.select('.state').append('svg')
+    this.svg = d3.select('.state').append('svg')
       .attr("width", width + margin.right + margin.left)
       .attr("height", height + margin.top + margin.bottom)
       .append("g")
@@ -47,14 +127,14 @@ export class StateManagementComponent implements OnInit {
     let root;
     const data = this.state.states;
     this.selectedNode = d3.hierarchy(data[1], function(d) { return d.children ? d.children.map(function(child) {return data[child]}) : undefined });
-    this.selectedNode.x0 = height / 2;
-    this.selectedNode.y0 = 20;
+    this.selectedNode.x0 = width / 8;
+    this.selectedNode.y0 = 0;
 
     this.treeCreated = true;
     this.update();
   }
 
-  update() {
+  async update() {
     const margin = {top: 20, right: 90, bottom: 30, left: 90};
     const width = 960 - margin.left - margin.right;
     const height = 500 - margin.top - margin.bottom;
@@ -65,17 +145,20 @@ export class StateManagementComponent implements OnInit {
     let i = 0;
     const duration = 750;
 
-    const svg = d3.select('.state').select('svg');
-    console.log(svg);
-
     const data = this.state.states;
     const currIndex = this.state.currStateIndex;
+    this.hoveredNode = currIndex;
     const root = d3.hierarchy(data[1], function(d) { return d.children ? d.children.map(function(child) {return data[child]}) : undefined });
     const source = this.selectedNode;
 
     const loadState = (id) => {
       this.state.loadState(id);
     };
+
+    const setHover = (id) => {
+      this.hoveredNode = id;
+      this.initializePlot();
+    };
     // // Assigns the x and y position for the nodes
     // let root;
     // const data = this.state.states;
@@ -91,23 +174,18 @@ export class StateManagementComponent implements OnInit {
 
     // Normalize for fixed-depth.
     nodes.forEach(function(d) {
-      d.y = d.depth * 180
+      d.y = d.depth * 180;
     });
 
     // ****************** Nodes section ***************************
 
-    svg.selectAll('g.node').select('circle').style("fill", "#fff");
+    this.svg.selectAll('g.node').select('circle').style("fill", "#fff");
     // Update the nodes...
-    const node = svg.selectAll('g.node')
+    const node = this.svg.selectAll('g.node')
       .data(nodes, function(d: any) {
-        console.log('all-nodes');
-        console.log(d);
         return d.id;
       });
 
-    console.log('node');
-    console.log(node);
-
 
 
     // Enter any new modes at the parent's previous position.
@@ -152,7 +230,7 @@ export class StateManagementComponent implements OnInit {
     nodeUpdate.transition()
       .duration(duration)
       .attr("transform", function(d: any) {
-        return "translate(" + d.y + "," + d.x + ")";
+        return "translate(" + d.x + "," + d.y + ")";
       });
 
     // Update the node attributes and style
@@ -161,7 +239,18 @@ export class StateManagementComponent implements OnInit {
       .style("fill", function(d:any) {
         return d.data.id === currIndex ? "lightsteelblue" : "#fff";
       })
-    .attr('cursor', 'pointer');
+    .attr('cursor', 'pointer')
+    .on("mouseover", function(d) {
+      d3.select(this).style("fill", function(d:any) {
+        return "orange";
+      });
+      setHover(d.data.id);
+    })
+    .on('mouseout', function(d) {
+      d3.select(this).style("fill", function(d:any) {
+        return d.data.id === currIndex ? "lightsteelblue" : "#fff";
+      });
+    });
 
 
     // Remove any exiting nodes
@@ -183,7 +272,7 @@ export class StateManagementComponent implements OnInit {
     // ****************** links section ***************************
 
     // Update the links...
-    const link = svg.selectAll('path.link')
+    const link = this.svg.selectAll('path.link')
       .data(links, function(d: any) {
         return d.id;
       });
@@ -224,15 +313,26 @@ export class StateManagementComponent implements OnInit {
     // Creates a curved (diagonal) path from parent to the child nodes
     function diagonal(s, d) {
 
-      const path = `M ${s.y} ${s.x}
-            C ${(s.y + d.y) / 2} ${s.x},
-              ${(s.y + d.y) / 2} ${d.x},
-              ${d.y} ${d.x}`;
+      const path = `M ${s.x} ${s.y}
+            C ${(s.x + d.x) / 2} ${s.y},
+              ${(s.x + d.x) / 2} ${d.y},
+              ${d.x} ${d.y}`;
 
       return path;
     }
 
-
+    // for (const state of Object.values(this.state.states)) {
+    //   const trace ={x:[3,9,8,10,4,6,5],y:[5,7,6,7,8,9,8],type:"scatter"};
+    //   const trace1 ={x:[3,4,1,6,8,9,5],y:[4,2,5,2,1,7,3],type:"scatter"};
+    //   const dataa = [trace, trace1];
+    //   const layout = {title : "Simple JavaScript Graph"};
+    //   const gd = await PlotlyJS.newPlot('graph', dataa, layout);
+    //   console.log(gd);
+    //   const plot = d3.select('.cartesianlayer').node();
+    //   console.log(plot);
+    //   this.svg.node().appendChild(plot);
+    //   // const image = await PlotlyJS.toImage(gd,{format: 'svg', height:300,width:300});
+    // }
   }
 
   // Toggle children on click

AngularApp/prototype/src/app/state.service.ts

@@ -136,7 +136,7 @@ export class StateService {
     return await this.api.getWindowByIndices(indices);
   }
 
-  public saveState() {
+  public async saveState() {
     this.maxStateIndex++;
     if (this.currStateIndex > 0) {
       if (!this.states[this.currStateIndex].children) {
@@ -147,8 +147,10 @@ export class StateService {
     this.states[this.maxStateIndex] = {
       id: this.maxStateIndex,
       state: this.state,
+      image: undefined,
       children: undefined
     };
+    console.log(this.states[this.maxStateIndex]);
     this.currStateIndex = this.maxStateIndex;
   }
 

Flaskserver/.idea/workspace.xml

@@ -20,14 +20,56 @@
   </component>
   <component name="ChangeListManager">
     <list default="true" id="556080ba-825c-4b55-a92a-867a4df4fb32" name="Default Changelist" comment="">
-      <change beforePath="$PROJECT_DIR$/../AngularApp/prototype/src/app/overview-window/overview-window.component.css" beforeDir="false" afterPath="$PROJECT_DIR$/../AngularApp/prototype/src/app/overview-window/overview-window.component.css" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/../AngularApp/prototype/src/app/overview-window/overview-window.component.html" beforeDir="false" afterPath="$PROJECT_DIR$/../AngularApp/prototype/src/app/overview-window/overview-window.component.html" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/../AngularApp/prototype/src/app/overview-window/overview-window.component.ts" beforeDir="false" afterPath="$PROJECT_DIR$/../AngularApp/prototype/src/app/overview-window/overview-window.component.ts" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/../AngularApp/prototype/src/app/query-window/query-window.component.ts" beforeDir="false" afterPath="$PROJECT_DIR$/../AngularApp/prototype/src/app/query-window/query-window.component.ts" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../AngularApp/prototype/src/app/api.service.ts" beforeDir="false" afterPath="$PROJECT_DIR$/../AngularApp/prototype/src/app/api.service.ts" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../AngularApp/prototype/src/app/main/main.component.html" beforeDir="false" afterPath="$PROJECT_DIR$/../AngularApp/prototype/src/app/main/main.component.html" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../AngularApp/prototype/src/app/progress-view/progress-view.component.ts" beforeDir="false" afterPath="$PROJECT_DIR$/../AngularApp/prototype/src/app/progress-view/progress-view.component.ts" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../AngularApp/prototype/src/app/state-management/state-management.component.css" beforeDir="false" afterPath="$PROJECT_DIR$/../AngularApp/prototype/src/app/state-management/state-management.component.css" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../AngularApp/prototype/src/app/state-management/state-management.component.html" beforeDir="false" afterPath="$PROJECT_DIR$/../AngularApp/prototype/src/app/state-management/state-management.component.html" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../AngularApp/prototype/src/app/state-management/state-management.component.ts" beforeDir="false" afterPath="$PROJECT_DIR$/../AngularApp/prototype/src/app/state-management/state-management.component.ts" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../AngularApp/prototype/src/app/state.service.ts" beforeDir="false" afterPath="$PROJECT_DIR$/../AngularApp/prototype/src/app/state.service.ts" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/.idea/workspace.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/workspace.xml" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/data/processed-data.npy" beforeDir="false" afterPath="$PROJECT_DIR$/data/processed-data.npy" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/main.py" beforeDir="false" afterPath="$PROJECT_DIR$/main.py" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/preprocessing.py" beforeDir="false" afterPath="$PROJECT_DIR$/preprocessing.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/pseudo.py" beforeDir="false" afterPath="$PROJECT_DIR$/pseudo.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/.ipynb_checkpoints/Compare Recall and Precision on EEG data, M=50.000, T=128, d=20-checkpoint.ipynb" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/.ipynb_checkpoints/Compare Recall and Precision on EEG data, M=50.000, T=128, d=20-checkpoint.ipynb" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/.ipynb_checkpoints/Compare Recall and Precision on EEG data, M=50.000, T=128, d=35-checkpoint.ipynb" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/.ipynb_checkpoints/Compare Recall and Precision on EEG data, M=50.000, T=128, d=35-checkpoint.ipynb" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/.ipynb_checkpoints/Compare Recall and Precision on EEG data, M=50.000, T=128, d=70-checkpoint.ipynb" beforeDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/.ipynb_checkpoints/Compare Recall and Precision on EEG data, M=50.000, T=256, d=35-Copy1-checkpoint.ipynb" beforeDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/.ipynb_checkpoints/Compare Recall and Precision on EEG data, M=50.000, T=256, d=35-checkpoint.ipynb" beforeDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/.ipynb_checkpoints/Compare Recall and Precision on Gas Sensor data, T=200, d=16-checkpoint.ipynb" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/.ipynb_checkpoints/Compare Recall and Precision on Gas Sensor data, T=200, d=16-checkpoint.ipynb" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/.ipynb_checkpoints/Compare Recall and Precision on Gas Sensor data, T=50, d=16-checkpoint.ipynb" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/.ipynb_checkpoints/Compare Recall and Precision on Gas Sensor data, T=50, d=16-checkpoint.ipynb" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on EEG data, M=100.000, T=128, d=35.ipynb" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on EEG data, M=100.000, T=128, d=35.ipynb" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on EEG data, M=25.000, T=128, d=35.ipynb" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on EEG data, M=25.000, T=128, d=35.ipynb" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on EEG data, M=50.000, T=128, d=20.ipynb" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on EEG data, M=50.000, T=128, d=20.ipynb" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on EEG data, M=50.000, T=128, d=35.ipynb" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on EEG data, M=50.000, T=128, d=35.ipynb" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on EEG data, M=50.000, T=128, d=70.ipynb" beforeDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on EEG data, M=50.000, T=256, d=35-Copy1.ipynb" beforeDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on EEG data, M=50.000, T=256, d=35.ipynb" beforeDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on EEG data, M=75.000, T=128, d=35.ipynb" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on EEG data, M=75.000, T=128, d=35.ipynb" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on Gas Sensor data, T=100, d=16.ipynb" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on Gas Sensor data, T=100, d=16.ipynb" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on Gas Sensor data, T=150, d=16.ipynb" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on Gas Sensor data, T=150, d=16.ipynb" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on Gas Sensor data, T=200, d=16.ipynb" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on Gas Sensor data, T=200, d=16.ipynb" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on Gas Sensor data, T=50, d=16.ipynb" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/Compare Recall and Precision on Gas Sensor data, T=50, d=16.ipynb" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/data/12kb-similarity-search.h5" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/data/12kb-similarity-search.h5" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/data/cae_12kb.h5" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/data/cae_12kb.h5" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/images/accuracy_eeg_100000_128_35.png" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/images/accuracy_eeg_100000_128_35.png" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/images/accuracy_eeg_25000_128_35.png" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/images/accuracy_eeg_25000_128_35.png" afterDir="false" />
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+      <change beforePath="$PROJECT_DIR$/../experiments/images/accuracy_eeg_50000_256_20.png" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/images/accuracy_eeg_50000_256_20.png" afterDir="false" />
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+      <change beforePath="$PROJECT_DIR$/../experiments/images/accuracy_gas_200000_100_16.png" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/images/accuracy_gas_200000_100_16.png" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/images/accuracy_gas_200000_50_16.png" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/images/accuracy_gas_200000_50_16.png" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/images/time_eeg_100000_128_35.png" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/images/time_eeg_100000_128_35.png" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/images/time_eeg_25000_128_35.png" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/images/time_eeg_25000_128_35.png" afterDir="false" />
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+      <change beforePath="$PROJECT_DIR$/../experiments/images/time_gas_200000_100_16.png" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/images/time_gas_200000_100_16.png" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/images/time_gas_200000_50_16.png" beforeDir="false" afterPath="$PROJECT_DIR$/../experiments/images/time_gas_200000_50_16.png" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/old2/.ipynb_checkpoints/Compare similarity search strategies UTS on PEAX data-checkpoint.ipynb" beforeDir="false" />
+      <change beforePath="$PROJECT_DIR$/../experiments/old2/Compare similarity search strategies UTS on PEAX data.ipynb" beforeDir="false" />
     </list>
     <option name="SHOW_DIALOG" value="false" />
     <option name="HIGHLIGHT_CONFLICTS" value="true" />

Flaskserver/main.py

@@ -30,7 +30,7 @@ Output: [{
 @app.route('/read-data', methods=['GET'])
 def read_data():
     t0 = time()
-    response = preprocessing.read_eeg_data(10)
+    response = preprocessing.read_weather_data()
     response = orjson.dumps(response)
     print('Data read: ' + str(time()-t0))
     return response
@@ -184,8 +184,8 @@ def query():
     window_indices = raw_data['indices']
 
     if start_index is not None:
-        preprocessing.create_eeg_windows(query_size, 10)
-        window_indices = int(start_index / 100)
+        preprocessing.create_weather_windows(query_size)
+        window_indices = int(start_index)
     data = np.load(data_path)
     response = pseudo.query(data, window_indices)
 

Flaskserver/preprocessing.py

@@ -30,35 +30,6 @@ def read_data():
     ]
     return response
 
-def read_mts_data():
-    filename = 'data/data.pkl'
-    if (not os.path.isfile(filename)):
-        print("start")
-        df = dd.read_csv("NW_Ground_Stations_2016.csv", usecols=['number_sta', 'date', 't', 'hu', 'td'])
-        print("read file")
-        df = df.loc[df['number_sta'].isin([14066001, 14137001, 14216001, 14372001, 22092001, 22113006, 22135001])].fillna(0)
-        print("split rows")
-        df = df.compute()
-        df.to_pickle(filename)
-        print("to_pandas")
-    df = pd.read_pickle(filename)
-    df.dropna(subset=['t'], inplace=True)
-    response = [
-        {
-            "index": df.loc[df['number_sta'] == 14066001].loc[:, 'date'].values.astype(str).tolist(),
-            "values": df.loc[df['number_sta'] == 14066001].loc[:, 't'].values.tolist()
-        },
-        {
-            "index": df.loc[df['number_sta'] == 14066001].loc[:, 'date'].values.astype(str).tolist(),
-            "values": df.loc[df['number_sta'] == 14066001].loc[:, 'hu'].values.tolist()
-        },
-        {
-            "index": df.loc[df['number_sta'] == 14066001].loc[:, 'date'].values.astype(str).tolist(),
-            "values": df.loc[df['number_sta'] == 14066001].loc[:, 'td'].values.tolist()
-        }
-    ]
-    return response
-
 def create_peax_windows_12kb(window_size):
     data = bigwig.chunk(
         'test.bigWig',
@@ -124,18 +95,80 @@ def create_eeg_windows(window_size, nr_of_channels):
     np.save('data/processed-data', np.load(data_path))
     return '1'
 
-def create_weather_windows(window_size):
+def read_eeg_data(nr_of_channels):
+    response = []
+    datafile = 'data/21.csv'
+    data = pd.read_csv(datafile, header=None)
+    npdata = np.array(data, dtype="float32")
+    del data
+    for i in range(4, 4+ nr_of_channels):
+        response.append(
+            {
+                'index': list(range(0, len(npdata), 100)),
+                'values': npdata[::100,i].tolist()
+            }
+        )
+    print(npdata.shape)
+
+    return response
+
+def read_weather_data():
     filename = 'data/data.pkl'
+    if (not os.path.isfile(filename)):
+        print("start")
+        df = dd.read_csv("data/ NW_Ground_Stations_2016.csv", usecols=['number_sta', 'date', 't', 'hu', 'td', 'dd', 'ff'])
+        print("read file")
+        df = df.loc[df['number_sta'].isin([14066001, 14137001, 14216001, 14372001, 22092001, 22113006, 22135001])].fillna(0)
+        print("split rows")
+        df = df.compute()
+        df.to_pickle(filename)
+        print("to_pandas")
     df = pd.read_pickle(filename)
-    channels = list()
-    channels.append(df.loc[df['number_sta'] == 14066001].loc[:, 't'].fillna(0).values.tolist())
-    channels.append(df.loc[df['number_sta'] == 14066001].loc[:, 'hu'].fillna(0).values.tolist())
-    channels.append(df.loc[df['number_sta'] == 14066001].loc[:, 'td'].fillna(0).values.tolist())
-    data = [([values[i:i+window_size] for values in channels]) for i in range(0, len(channels[0]) - window_size, 1)]
-    windows = []
-    for i in range(len(data)):
-        if i % 5000 == 0: