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fix: update img path
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‎README.md‎

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From project root run
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```python helloMTA.py```
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## Start program
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From project root run
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## Start program
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From project root run
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```python optimizer.py --cfg path/to_config_file```
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```python optimizer.py --cfg config/config.yaml```
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```python optimizer.py --cfg config/config.yaml```
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```python optimizer.py --cfg config/config.yaml --host=192.168.0.60```
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```python optimizer.py --cfg config/config.yaml --host=192.168.0.60```
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```python optimizer.py --cfg config/config.yaml --host 0.0.0.0 --port 5000```
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## Test REST API
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__GET /optimizer/hello__
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Test REST API.
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```curl -X GET http://193.224.59.115:5000/optimizer/hello```
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## Test REST API
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__GET /optimizer/hello__
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Test REST API.
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```curl -X GET http://193.224.59.115:5000/optimizer/hello```
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```curl -X GET http://193.224.59.115:5000/```
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```curl -X GET http://193.224.59.115:5000/```
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__POST /optimizer/init__
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Initialize optimizer with the neccessary constants.
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```curl -X POST http://127.0.0.1:5000/optimizer/init --data-binary @test_files/optimizer_constants.yaml```
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__POST /optimizer/init__
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Initialize optimizer with the neccessary constants.
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```curl -X POST http://127.0.0.1:5000/optimizer/init --data-binary @test_files/optimizer_constants.yaml```
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```curl -X POST http://193.224.59.115:5000/optimizer/init --data-binary @test_files/optimizer_constants.yaml```
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__POST /optimizer/sample__
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Send a new training sample.
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```curl -X POST http://127.0.0.1:5000/optimizer/sample --data-binary @test_files/metrics_sample_example.yaml```
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```curl -X POST http://193.224.59.115:5000/optimizer/sample --data-binary @test_files/metrics_sample_example.yaml```
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__POST /optimizer/sample__
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Send a new training sample.
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```curl -X POST http://127.0.0.1:5000/optimizer/sample --data-binary @test_files/metrics_sample_example.yaml```
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```curl -X POST http://193.224.59.115:5000/optimizer/sample --data-binary @test_files/metrics_sample_example.yaml```
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```curl -X POST http://193.224.59.115:5000/optimizer/sample --data-binary @test_files/metrics_sample_example_up.yaml```
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```curl -X POST http://193.224.59.115:5000/optimizer/sample --data-binary @test_files/metrics_sample_example_up.yaml```
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```curl -X POST http://193.224.59.115:5000/optimizer/sample --data-binary @test_files/metrics_sample_example_down.yaml```
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```curl -X POST http://193.224.59.115:5000/optimizer/sample --data-binary @test_files/metrics_sample_example_down.yaml```
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__GET /optimizer/advice__
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Get scaling advice.
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```curl -X GET http://127.0.0.1:5000/optimizer/advice```
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__GET /optimizer/advice__
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Get scaling advice.
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```curl -X GET http://127.0.0.1:5000/optimizer/advice```
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```curl -X GET http://193.224.59.115:5000/optimizer/advice```
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```curl -X GET http://193.224.59.115:5000/optimizer/advice```
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```curl -X GET http://193.224.59.115:5000/optimizer/advice?last=False```
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```curl -X GET http://193.224.59.115:5000/optimizer/advice?last=False```
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__GET /optimizer/training_data__
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Download zipped training data that contains both neural network and linear regression data.
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```curl -X GET http://127.0.0.1:5000/optimizer/training_data```
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__GET /optimizer/training_data__
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Download zipped training data that contains both neural network and linear regression data.
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```curl -X GET http://127.0.0.1:5000/optimizer/training_data```
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## TEST CSV
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cd csv/csv_to_optimizer
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source env/csv_to_optimizer/bin/activate
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```python csv_to_optimizer.py```
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## TEST CSV
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cd csv/csv_to_optimizer
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source env/csv_to_optimizer/bin/activate
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```python csv_to_optimizer.py```
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‎requirements2.txt‎

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‎templates/index.html‎

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<meta http-equiv="Cache-Control" content="no-cache, no-store, must-revalidate">
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<meta http-equiv="Pragma" content="no-cache">
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<meta http-equiv="Expires" content="0">
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<link rel="apple-touch-icon" sizes="57x57" href="{{url_for('static', filename='favicon/apple-icon-57x57.png')}}">
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<link rel="apple-touch-icon" sizes="60x60" href="{{url_for('static', filename='favicon/apple-icon-60x60.png')}}">
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<link rel="apple-touch-icon" sizes="72x72" href="{{url_for('static', filename='favicon/apple-icon-72x72.png')}}">
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<link rel="apple-touch-icon" sizes="76x76" href="{{url_for('static', filename='favicon/apple-icon-76x76.png')}}">
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<link rel="apple-touch-icon" sizes="114x114" href="{{url_for('static', filename='favicon/apple-icon-114x114.png')}}">
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<link rel="apple-touch-icon" sizes="120x120" href="{{url_for('static', filename='favicon/apple-icon-120x120.png')}}">
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<link rel="apple-touch-icon" sizes="144x144" href="{{url_for('static', filename='favicon/apple-icon-144x144.png')}}">
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<link rel="apple-touch-icon" sizes="152x152" href="{{url_for('static', filename='favicon/apple-icon-152x152.png')}}">
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<link rel="apple-touch-icon" sizes="180x180" href="{{url_for('static', filename='favicon/apple-icon-180x180.png')}}">
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<link rel="icon" type="image/png" sizes="192x192" href="{{url_for('static', filename='favicon/android-icon-192x192.png')}}">
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<link rel="icon" type="image/png" sizes="32x32" href="{{url_for('static', filename='favicon/favicon-32x32.png')}}">
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<link rel="icon" type="image/png" sizes="96x96" href="{{url_for('static', filename='favicon/favicon-96x96.png')}}">
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<link rel="icon" type="image/png" sizes="16x16" href="{{url_for('static', filename='favicon/favicon-16x16.png')}}">
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<link rel="shortcut icon" href="{{url_for('static', filename='favicon/favicon.ico')}}" type="image/x-icon">
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<link rel="manifest" href="{{url_for('static', filename='favicon/manifest.json')}}">
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<link rel="apple-touch-icon" sizes="57x57" href="static/favicon/apple-icon-57x57.png">
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<link rel="apple-touch-icon" sizes="60x60" href="static/favicon/apple-icon-60x60.png">
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<link rel="apple-touch-icon" sizes="72x72" href="static/favicon/apple-icon-72x72.png">
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<link rel="apple-touch-icon" sizes="76x76" href="static/favicon/apple-icon-76x76.png">
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<link rel="apple-touch-icon" sizes="114x114" href="static/favicon/apple-icon-114x114.png">
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<link rel="apple-touch-icon" sizes="120x120" href="static/favicon/apple-icon-120x120.png">
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<link rel="apple-touch-icon" sizes="144x144" href="static/favicon/apple-icon-144x144.png">
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<link rel="apple-touch-icon" sizes="152x152" href="static/favicon/apple-icon-152x152.png">
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<link rel="apple-touch-icon" sizes="180x180" href="static/favicon/apple-icon-180x180.png">
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<link rel="icon" type="image/png" sizes="192x192" href="static/favicon/android-icon-192x192.png">
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<link rel="icon" type="image/png" sizes="32x32" href="static/favicon/favicon-32x32.png">
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<link rel="icon" type="image/png" sizes="96x96" href="static/favicon/favicon-96x96.png">
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<link rel="icon" type="image/png" sizes="16x16" href="static/favicon/favicon-16x16.png">
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<link rel="shortcut icon" href="static/favicon/favicon.ico" type="image/x-icon">
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<link rel="manifest" href="static/favicon/manifest.json">
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<meta name="msapplication-TileColor" content="#ffffff">
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<meta name="msapplication-TileImage" content="{{url_for('static', filename='favicon/ms-icon-144x144.png')}}">
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<meta name="msapplication-TileImage" content="static/favicon/ms-icon-144x144.png">
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<meta name="theme-color" content="#ffffff">
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<title>Report</title>
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<style type="text/css">
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html { font-family: sans-serif; font-size: 14px; }
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body { max-width:310mm; margin: 0 auto;}
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<body id="0">
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<header>
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<h1>
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<img src="{{url_for('static', filename='logo.png')}}" width="366" height="143" alt="COLA Logo"/>
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<img src="static/logo.png" width="366" height="143" alt="COLA Logo"/>
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<span><br>Report</span>
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</h1>
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</header>
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<section>
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<h4 id="10">Target Variable timeline</h4>
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<a href="#0"><img src="{{url_for('static', filename='AverageLatencyQuantileZeroPointFiveTimeLines.png')}}" width="100%" height="100%" alt="Image: AverageLatencyQuantileZeroPointFiveTimeLines"/></a>
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<a href="#0"><img src="static/AverageLatencyQuantileZeroPointFiveTimeLines.png" width="100%" height="100%" alt="Image: AverageLatencyQuantileZeroPointFiveTimeLines"/></a>
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</section>
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<section>
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<h4 id="11">Input metrics timeline</h4>
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<a href="#0"><img src="{{url_for('static', filename='InnerStateVariableTimeLines_2.png')}}" width="100%" height="100%" alt="Image: InnerStateVariableTimeLines_2"/></a>
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<a href="#0"><img src="static/InnerStateVariableTimeLines_2.png" width="100%" height="100%" alt="Image: InnerStateVariableTimeLines_2"/></a>
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</section>
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<section>
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<h4 id="12">Correlation Matrix</h4>
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</section>
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<section>
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<h4 id="13">Input metrics against Target Variable</h4>
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<a href="#0"><img src="{{url_for('static', filename='InnerStateVariableVsTargetVariable.png')}}" width="100%" height="100%" alt="Image: InnerStateVariableVsTargetVariable"/></a>
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<a href="#0"><img src="static/InnerStateVariableVsTargetVariable.png" width="100%" height="100%" alt="Image: InnerStateVariableVsTargetVariable"/></a>
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</section>
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<section>
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<h4 id="14">Measured Target Variable against predicted Target Variable by Neural Network (set All)</h4>
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<a href="#0"><img src="{{url_for('static', filename='Y_normailizedVsY_predictedLatency.png')}}" width="100%" height="100%" alt="Image: Y_normailizedVsY_predictedLatency"/></a>
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<a href="#0"><img src="static/Y_normailizedVsY_predictedLatency.png" width="100%" height="100%" alt="Image: Y_normailizedVsY_predictedLatency"/></a>
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</section>
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<section>
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<h4 id="15">Plot measured Target Variable and predicted Target Variable by Neural Network normalized (set All)</h4>
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<a href="#0"><img src="{{url_for('static', filename='VisualizePredictedYLineWithValuesNormalized.png')}}" width="100%" height="100%" alt="Image: VisualizePredictedYLineWithValuesNormalized"/></a>
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<a href="#0"><img src="static/VisualizePredictedYLineWithValuesNormalized.png" width="100%" height="100%" alt="Image: VisualizePredictedYLineWithValuesNormalized"/></a>
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</section>
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<section>
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<h4 id="16">Plot measured Target Variable and predicted Target Variable by Neural Network de-normalized (set All)</h4>
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<a href="#0"><img src="{{url_for('static', filename='VisualizePredictedYLineWithValuesDenormalized.png')}}" width="100%" height="100%" alt="Image: VisualizePredictedYLineWithValuesDenormalized"/></a>
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<a href="#0"><img src="static/VisualizePredictedYLineWithValuesDenormalized.png" width="100%" height="100%" alt="Image: VisualizePredictedYLineWithValuesDenormalized"/></a>
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</section>
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<section>
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<h4 id="17">What would be the metrics values after scaling vs Real metircs values</h4>
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<div align="center">
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<table>
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<img src="{{url_for('static', filename='InnerStateMetricRegression1.png')}}" alt="Image: InnerStateMetricRegression1"/>
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<img src="static/InnerStateMetricRegression1.png" alt="Image: InnerStateMetricRegression1"/>
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</td>
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<img src="{{url_for('static', filename='InnerStateMetricRegression2.png')}}" alt="Image: InnerStateMetricRegression2"/>
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<img src="static/InnerStateMetricRegression2.png" alt="Image: InnerStateMetricRegression2"/>
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<img src="{{url_for('static', filename='InnerStateMetricRegression3.png')}}" alt="Image: InnerStateMetricRegression3"/>
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<img src="static/InnerStateMetricRegression3.png" alt="Image: InnerStateMetricRegression3"/>
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<img src="{{url_for('static', filename='InnerStateMetricRegression4.png')}}" alt="Image: InnerStateMetricRegression4"/>
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<img src="static/InnerStateMetricRegression4.png" alt="Image: InnerStateMetricRegression4"/>
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<img src="{{url_for('static', filename='InnerStateMetricRegression5.png')}}" alt="Image: InnerStateMetricRegression5"/>
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<img src="static/InnerStateMetricRegression5.png" alt="Image: InnerStateMetricRegression5"/>
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<img src="{{url_for('static', filename='InnerStateMetricRegression6.png')}}" alt="Image: InnerStateMetricRegression6"/>
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<img src="static/InnerStateMetricRegression6.png" alt="Image: InnerStateMetricRegression6"/>
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</div>
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</section>
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<h4 id="18">Estimated Target Variable if add different numbers of resources</h4>
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<a href="#0"><img src="{{url_for('static', filename='PredictedYByWorkers.png')}}" width="100%" height="100%" alt="Image: PredictedYByWorkers"/></a>
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<a href="#0"><img src="static/PredictedYByWorkers.png" width="100%" height="100%" alt="Image: PredictedYByWorkers"/></a>
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<a href="#0"><img src="{{url_for('static', filename='AverageLatencyQuantileZeroPointFiveTimeLinesAndPredictedValuesAgainstTime_3.png')}}" width="100%" height="100%" alt="Image: AverageLatencyQuantileZeroPointFiveTimeLinesAndPredictedValuesAgainstTime_3"/></a>
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<a href="#0"><img src="static/AverageLatencyQuantileZeroPointFiveTimeLinesAndPredictedValuesAgainstTime_3.png" width="100%" height="100%" alt="Image: AverageLatencyQuantileZeroPointFiveTimeLinesAndPredictedValuesAgainstTime_3"/></a>
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<h4 id="20">Predicted Target Variable and proposed number of resources</h4>
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<a href="#0"><img src="{{url_for('static', filename='ResponseTimeAdvicePredicted.png')}}" width="100%" height="100%" alt="Image: ResponseTimeAdvicePredicted"/></a>
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<a href="#0"><img src="static/ResponseTimeAdvicePredicted.png" width="100%" height="100%" alt="Image: ResponseTimeAdvicePredicted"/></a>
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<h4 id="21">Predicted Target Variable - Proposed number of resources - Actual number of resources</h4>
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<a href="#0"><img src="{{url_for('static', filename='ResponseTimeAdvicePredictedWorkerCount.png')}}" width="100%" height="100%" alt="Image: ResponseTimeAdvicePredictedWorkerCount"/></a>
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<a href="#0"><img src="static/ResponseTimeAdvicePredictedWorkerCount.png" width="100%" height="100%" alt="Image: ResponseTimeAdvicePredictedWorkerCount"/></a>
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