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Insights generator project (#1066)
* InsightsGenerator project template files * Add insights projects to SLN * Setting up siggen class (#1003) * Setting up siggen class * fixed the learn method * Refactoring code Fixed compile errors * renamed results to result * Basic transformation logic (#1004) * Fix a couple bugs and add a simple test (#1007) * Fix a couple bugs and add a simple test * More tests and bug fix * Nara/workflow (#1006) * added a queue processor * ordered using statements * Armemon/analytics (#1008) * Basic transformation logic * changed some structure of siggen * added sum and average method, as well as select rows by input name * add insights to results * min, max added Co-authored-by: Karl Burtram <karlb@microsoft.com> Co-authored-by: Aasim Khan <aasimkhan30@gmail.com> Co-authored-by: Arslan Memon <armemon@microsoft.com> * Added rules engine base implementation (#1005) * Added rules engine base implementation * update comments * addressing comments * adding template text to columnheaders object * adding template text to columnheaders object * fixing columnheaders class * Added test * Added Template Parser unit test in Test project * Deleted unnecessary files and reverted the files that were modified by mistake Co-authored-by: Jinjing Arima <jiarima@microsoft.com> * Insights generator message handler placeholder (#1013) * Aasim/insights/insight methods (#1014) * Basic transformation logic * changed some structure of siggen * Added top and bottom insight functions * Added top, bottom insights Added tests for top, bottom insights * Armemon/insights2 (#1011) * max and min insightsperslice, and tests * got rid of unneccesssary function * get indexes Co-authored-by: Arslan Memon <armemon@microsoft.com> * Armemon/insights2 (#1012) * max and min insightsperslice, and tests * got rid of unneccesssary function * get indexes * learn for stringinputtyype * add learn implentation Co-authored-by: Arslan Memon <armemon@microsoft.com> * Added Tests Removed duplicate methods Co-authored-by: Karl Burtram <karlb@microsoft.com> Co-authored-by: arslan9955 <53170027+arslan9955@users.noreply.github.com> Co-authored-by: Arslan Memon <armemon@microsoft.com> * Armemon/insights2 (#1016) * Basic transformation logic * changed some structure of siggen * Added top and bottom insight functions * Added top, bottom insights Added tests for top, bottom insights * max and min insightsperslice, and tests * got rid of unneccesssary function * get indexes * learn for stringinputtyype * add learn implentation * add unique inputs * fix merge error * add to result Co-authored-by: Karl Burtram <karlb@microsoft.com> Co-authored-by: Aasim Khan <aasimkhan30@gmail.com> Co-authored-by: Arslan Memon <armemon@microsoft.com> * Added all the templates (#1015) * Added all the templates Added a method to find matched template * Added a function to replace # and ## values in a template * Added ReplaceHashesInTemplate call * Added comments * Updated the template txt * Updated GetTopHeadersWithHash function to add #toplist * Updated the logic per offline discussion with Hermineh * Update request handler contract to take array (#1020) * added rulesengine findmatchingtemplate (#1019) * Add support for getting DacFx deploy options from a publish profile (#995) * add support for getting options from a publish profile * update comments * set values for default options if they aren't specified in the publish profile * addressing comments * Updating to latest DacFx for a bug fix (#1010) * added rulesengine findmatchingtemplate * Update DacFx deploy and generate script with options (#998) * update deploy and generate script to accept deployment options * add tests * add test with option set to true * merge * merge * incorporated FindMatchedTemplate Co-authored-by: Kim Santiago <31145923+kisantia@users.noreply.github.com> Co-authored-by: Udeesha Gautam <46980425+udeeshagautam@users.noreply.github.com> * -Added logic for Insights Generator Service Handler (#1017) * -Added logic for Insights Generator Service Handler * Fixed some logic * Adding workflow test * Update transform and add tests (#1024) * Jiarima/fix rules engine logic (#1021) * Added all the templates Added a method to find matched template * Added a function to replace # and ## values in a template * Added ReplaceHashesInTemplate call * Added comments * Updated the template txt * Updated GetTopHeadersWithHash function to add #toplist * Updated the logic per offline discussion with Hermineh * Update with the fixes * Updated template and foreach conditions * Added distinct * Updated tests according to the logic change (#1026) * Nara/remove queing (#1023) * loc update (#914) * loc update * loc updates * Add support for getting DacFx deploy options from a publish profile (#995) * add support for getting options from a publish profile * update comments * set values for default options if they aren't specified in the publish profile * addressing comments * Updating to latest DacFx for a bug fix (#1010) * Update DacFx deploy and generate script with options (#998) * update deploy and generate script to accept deployment options * add tests * add test with option set to true * intermediate check in for merge, transformed not working * intermediate check in for merge, transformed not working * added test case * merged Co-authored-by: khoiph1 <khoiph@microsoft.com> Co-authored-by: Kim Santiago <31145923+kisantia@users.noreply.github.com> Co-authored-by: Udeesha Gautam <46980425+udeeshagautam@users.noreply.github.com> * Output data types from transform (#1029) * Fix bug process input_g (#1030) * Fixed the insight generator service (#1028) * Jiarima/added more testings (#1031) * Added another test Updated ReplaceHashesInTemplate function to return string instead of Template * Added third test * Merged * Reverted the workflow file to match with the one in hack/insights * Bugs fixes to hook insights up to ADS (#1033) * Bug fixes for hack insights (#1032) * Fixed the minColumn index bug in Data Transformation Fixed the template matching logic. * Adding changes from PR * Try to fix Workflow tests * Readd workflow tests * Fix template load location Co-authored-by: Aasim Khan <aasimkhan30@gmail.com> Co-authored-by: Nara <NaraVen@users.noreply.github.com> Co-authored-by: arslan9955 <53170027+arslan9955@users.noreply.github.com> Co-authored-by: Arslan Memon <armemon@microsoft.com> Co-authored-by: gadudhbh <68879970+gadudhbh@users.noreply.github.com> Co-authored-by: Jinjing Arima <jiarima@microsoft.com> Co-authored-by: jiarima <68882862+jiarima@users.noreply.github.com> Co-authored-by: Kim Santiago <31145923+kisantia@users.noreply.github.com> Co-authored-by: Udeesha Gautam <46980425+udeeshagautam@users.noreply.github.com> Co-authored-by: khoiph1 <khoiph@microsoft.com>
This commit is contained in:
Karl Burtram
462
src/Microsoft.InsightsGenerator/SigGen.cs
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462
src/Microsoft.InsightsGenerator/SigGen.cs
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using System;
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using System.Collections.Generic;
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using System.Diagnostics;
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using System.Linq;
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using System.Net.Sockets;
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using System.Globalization;
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namespace Microsoft.InsightsGenerator
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{
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class SignatureGenerator
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{
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private DataArray Table;
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public SignatureGeneratorResult Result;
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public SignatureGenerator(DataArray table)
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{
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this.Table = table;
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Result = new SignatureGeneratorResult();
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}
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public SignatureGeneratorResult Learn()
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{
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var stringInputIndexes = new List<int>();
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var timeInputIndexes = new List<int>();
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var slicerIndexes = new List<int>();
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var outputIndexes = new List<int>();
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for (var i = 0; i < Table.TransformedColumnNames.Length; i++)
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{
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if (Table.TransformedColumnNames[i].Contains("input_g"))
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{
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stringInputIndexes.Add(i);
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}
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if (Table.TransformedColumnNames[i].Contains("input_t"))
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{
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timeInputIndexes.Add(i);
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}
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if (Table.TransformedColumnNames[i].Contains("slicer"))
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{
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slicerIndexes.Add(i);
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}
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if (Table.TransformedColumnNames[i].Contains("output"))
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{
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outputIndexes.Add(i);
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}
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}
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foreach (int stringIndex in stringInputIndexes)
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{
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foreach (int outputIndex in outputIndexes)
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{
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ExecuteStringInputInsights(stringIndex, outputIndex);
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foreach (int slicerIndex in slicerIndexes)
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{
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ExecuteStringInputSlicerInsights(stringIndex, outputIndex, slicerIndex);
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}
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}
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}
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return Result;
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}
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public void ExecuteStringInputInsights(int inputCol, int outputCol)
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{
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var n = Table.Cells.Length;
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if (Table.Cells.Length >8) {
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n = 3;
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}
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OverallAverageInsights(outputCol);
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OverallBottomInsights(n, inputCol, outputCol);
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OverallMaxInsights(outputCol);
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OverallMinInsights(outputCol);
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OverallSumInsights(outputCol);
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OverallTopInsights(n, inputCol, outputCol);
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UniqueInputsInsight(inputCol);
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}
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public void ExecuteStringInputSlicerInsights(int inputCol, int outputCol, int slicerCol)
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{
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var n = Table.Cells.Length;
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if (Table.Cells.Length > 8)
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{
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n = 3;
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}
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if (Table.Cells.Length > 50)
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{
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n = 5;
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}
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SlicedMaxInsights(slicerCol, outputCol);
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SlicedAverageInsights(slicerCol, outputCol);
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SlicedBottomInsights(n, inputCol, slicerCol, outputCol);
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SlicedSumInsights(slicerCol, outputCol);
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SlicedPercentageInsights(slicerCol, outputCol);
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SlicedSumInsights(slicerCol, outputCol);
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SlicedMinInsights(slicerCol, outputCol);
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SlicedTopInsights(n, inputCol, slicerCol, outputCol);
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}
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public void UniqueInputsInsight(int inputCol)
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{
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List<string> insight = new List<string>();
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// Adding the insight identifier
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insight.Add(SignatureGeneratorResult.uniqueInputsIdentifier);
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var uniqueInputs = GetUniqueColumValues(inputCol);
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insight.Add(uniqueInputs.Length.ToString());
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insight.AddRange(uniqueInputs);
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Result.Insights.Add(insight);
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}
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public void OverallTopInsights(long n, int inputColumn, int outputColumn)
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{
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List<string> insight = new List<string>();
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// Adding the insight identifier
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insight.Add(SignatureGeneratorResult.topInsightIdentifier);
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insight.AddRange(GenericTop(Table.Cells, n, inputColumn, outputColumn));
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Result.Insights.Add(insight);
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}
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public void SlicedTopInsights(long n, int inputColumn, int sliceColumn, int outputColumn)
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{
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List<string> insight = new List<string>();
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// Adding the insight identifier
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insight.Add(SignatureGeneratorResult.topSliceInsightIdentifier);
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object[] slices = GetUniqueColumValues(sliceColumn);
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insight.Add(slices.Length.ToString());
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foreach (var slice in slices)
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{
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insight.Add(slice.ToString());
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var sliceTable = CreateSliceBucket(sliceColumn, slice.ToString());
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insight.AddRange(GenericTop(sliceTable, n, inputColumn, outputColumn));
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}
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Result.Insights.Add(insight);
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}
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public List<string> GenericTop(Object[][] table, long n, int inputColumn, int outputColumn)
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{
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List<string> insight = new List<string>();
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Object[][] sortedTable = SortCellsByColumn(table, outputColumn);
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double outputSum = CalculateColumnSum(sortedTable, outputColumn);
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for (int i = sortedTable.Length - 1; i >= 0 && i >= sortedTable.Length - n; i--)
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{
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double percent = Percentage(Double.Parse(sortedTable[i][outputColumn].ToString()), outputSum);
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string temp = String.Format("{0} ({1}) {2}%", sortedTable[i][inputColumn].ToString(), sortedTable[i][outputColumn].ToString(), percent);
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insight.Add(temp);
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}
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// Adding the count of the result
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insight.Insert(0, insight.Count.ToString());
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return insight;
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}
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public void OverallBottomInsights(long n, int inputColumn, int outputColumn)
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{
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List<string> insight = new List<string>();
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// Adding the insight identifier
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insight.Add(SignatureGeneratorResult.bottomInsightIdentifier);
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insight.AddRange(GenericBottom(Table.Cells, n, inputColumn, outputColumn));
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Result.Insights.Add(insight);
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}
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public void SlicedBottomInsights(long n, int inputColumn, int sliceColumn, int outputColumn)
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{
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List<string> insight = new List<string>();
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// Adding the insight identifier
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insight.Add(SignatureGeneratorResult.bottomSliceInsightIdentifier);
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object[] slices = GetUniqueColumValues(sliceColumn);
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insight.Add(slices.Length.ToString());
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foreach (var slice in slices)
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{
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insight.Add(slice.ToString());
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var sliceTable = CreateSliceBucket(sliceColumn, slice.ToString());
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insight.AddRange(GenericBottom(sliceTable, n, inputColumn, outputColumn));
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}
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Result.Insights.Add(insight);
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}
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public List<string> GenericBottom(Object[][] table, long n, int inputColumn, int outputColumn)
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{
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List<string> insight = new List<string>();
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Object[][] sortedTable = SortCellsByColumn(table, outputColumn);
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double outputSum = CalculateColumnSum(sortedTable, outputColumn);
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for (int i = 0; i < n && i < sortedTable.Length; i++)
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{
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double percent = Percentage(Double.Parse(sortedTable[i][outputColumn].ToString()), outputSum);
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string temp = String.Format("{0} ({1}) {2}%", sortedTable[i][inputColumn].ToString(), sortedTable[i][outputColumn].ToString(), percent);
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insight.Add(temp);
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}
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// Adding the count of the result
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insight.Insert(0, insight.Count.ToString());
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return insight;
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}
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public void OverallAverageInsights(int colIndex)
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{
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var outputList = new List<string>();
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outputList.Add(SignatureGeneratorResult.averageInsightIdentifier);
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outputList.Add(CalculateColumnAverage(Table.Cells, colIndex).ToString());
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Result.Insights.Add(outputList);
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}
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public void OverallSumInsights(int colIndex)
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{
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var outputList = new List<string>();
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outputList.Add(SignatureGeneratorResult.sumInsightIdentifier);
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outputList.Add(CalculateColumnSum(Table.Cells, colIndex).ToString());
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Result.Insights.Add(outputList);
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}
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public void OverallMaxInsights(int colIndex)
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{
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var outputList = new List<string>();
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outputList.Add(SignatureGeneratorResult.maxInsightIdentifier);
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outputList.Add(CalculateColumnMax(Table.Cells, colIndex).ToString());
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Result.Insights.Add(outputList);
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}
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public void OverallMinInsights(int colIndex)
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{
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var outputList = new List<string>();
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outputList.Add(SignatureGeneratorResult.minInsightIdentifier);
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outputList.Add(CalculateColumnMin(Table.Cells, colIndex).ToString());
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Result.Insights.Add(outputList);
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}
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public void SlicedSumInsights(int sliceIndex, int colIndex)
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{
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var insight = new List<string>();
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insight.Add(SignatureGeneratorResult.sumSliceInsightIdentifier);
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object[] slices = GetUniqueColumValues(sliceIndex);
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insight.Add(slices.Length.ToString());
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foreach (var slice in slices)
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{
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insight.Add(slice.ToString());
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var sliceTable = CreateSliceBucket(sliceIndex, slice.ToString());
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insight.Add(CalculateColumnSum(sliceTable, colIndex).ToString());
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}
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Result.Insights.Add(insight);
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}
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public void SlicedMaxInsights(int sliceIndex, int colIndex)
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{
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var insight = new List<string>();
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insight.Add(SignatureGeneratorResult.maxSliceInsightIdentifier);
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object[] slices = GetUniqueColumValues(sliceIndex);
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insight.Add(slices.Length.ToString());
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foreach (var slice in slices)
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{
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insight.Add(slice.ToString());
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var sliceTable = CreateSliceBucket(sliceIndex, slice.ToString());
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insight.Add(CalculateColumnMax(sliceTable, colIndex).ToString());
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}
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Result.Insights.Add(insight);
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}
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public void SlicedMinInsights(int sliceIndex, int colIndex)
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{
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var insight = new List<string>();
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insight.Add(SignatureGeneratorResult.minSliceInsightIdentifier);
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object[] slices = GetUniqueColumValues(sliceIndex);
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insight.Add(slices.Length.ToString());
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foreach (var slice in slices)
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{
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insight.Add(slice.ToString());
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var sliceTable = CreateSliceBucket(sliceIndex, slice.ToString());
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insight.Add(CalculateColumnMin(sliceTable, colIndex).ToString());
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}
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Result.Insights.Add(insight);
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}
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public void SlicedAverageInsights(int sliceIndex, int colIndex)
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{
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var insight = new List<string>();
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insight.Add(SignatureGeneratorResult.sumSliceInsightIdentifier);
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object[] slices = GetUniqueColumValues(sliceIndex);
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insight.Add(slices.Length.ToString());
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foreach (var slice in slices)
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{
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insight.Add(slice.ToString());
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var sliceTable = CreateSliceBucket(sliceIndex, slice.ToString());
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insight.Add(CalculateColumnAverage(sliceTable, colIndex).ToString());
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}
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Result.Insights.Add(insight);
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}
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public void SlicedPercentageInsights(int sliceIndex, int colIndex)
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{
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var insight = new List<string>();
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insight.Add(SignatureGeneratorResult.percentageSliceInsightIdentifier);
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object[] slices = GetUniqueColumValues(sliceIndex);
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insight.Add(slices.Length.ToString());
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double totalSum = CalculateColumnSum(Table.Cells, colIndex);
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foreach (var slice in slices)
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{
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insight.Add(slice.ToString());
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var sliceTable = CreateSliceBucket(sliceIndex, slice.ToString());
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double sliceSum = CalculateColumnSum(sliceTable, colIndex);
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var percentagePerSlice = Percentage(sliceSum, totalSum);
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insight.Add(percentagePerSlice.ToString());
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}
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Result.Insights.Add(insight);
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}
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private double CalculateColumnAverage(object[][] rows, int colIndex)
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{
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return Math.Round(CalculateColumnSum(rows, colIndex) / rows.Length, 2);
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}
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private double CalculateColumnSum(object[][] rows, int colIndex)
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{
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return Math.Round(rows.Sum(row => double.Parse(row[colIndex].ToString())), 2);
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}
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private double CalculateColumnPercentage(object[][] rows, int colIndex)
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{
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return rows.Sum(row => double.Parse(row[colIndex].ToString()));
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}
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private double CalculateColumnMin(object[][] rows, int colIndex)
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{
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return rows.Min(row => double.Parse(row[colIndex].ToString()));
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}
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private double CalculateColumnMax(object[][] rows, int colIndex)
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{
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return rows.Max(row => double.Parse(row[colIndex].ToString()));
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}
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private string[] GetUniqueColumValues(int colIndex)
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{
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return Table.Cells.Select(row => row[colIndex].ToString()).Distinct().ToArray();
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}
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public Object[][] CreateSliceBucket(int sliceColIndex, string sliceValue)
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{
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List<Object[]> slicedTable = new List<object[]>();
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foreach (var row in Table.Cells)
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{
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if (row[sliceColIndex].Equals(sliceValue))
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{
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slicedTable.Add(DeepCloneRow(row));
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}
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}
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return slicedTable.ToArray();
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}
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public object[][] SortCellsByColumn(Object[][] table, int colIndex)
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{
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var cellCopy = DeepCloneTable(table);
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Comparer<Object> comparer = Comparer<Object>.Default;
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switch (this.Table.ColumnDataType[colIndex])
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{
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case DataArray.DataType.Number:
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||||
Array.Sort<Object[]>(cellCopy, (x, y) => comparer.Compare(double.Parse(x[colIndex].ToString()), double.Parse(y[colIndex].ToString())));
|
||||
break;
|
||||
case DataArray.DataType.String:
|
||||
Array.Sort<Object[]>(cellCopy, (x, y) => String.Compare(x[colIndex].ToString(), y[colIndex].ToString()));
|
||||
break;
|
||||
case DataArray.DataType.DateTime:
|
||||
Array.Sort<Object[]>(cellCopy, (x, y) => DateTime.Compare(DateTime.Parse(x[colIndex].ToString()), DateTime.Parse(y[colIndex].ToString())));
|
||||
break;
|
||||
|
||||
}
|
||||
return cellCopy;
|
||||
}
|
||||
|
||||
public Object[][] DeepCloneTable(object[][] table)
|
||||
{
|
||||
return table.Select(a => a.ToArray()).ToArray();
|
||||
}
|
||||
|
||||
public Object[] DeepCloneRow(object[] row)
|
||||
{
|
||||
return row.Select(a => a).ToArray();
|
||||
}
|
||||
|
||||
public double Percentage(double value, double sum)
|
||||
{
|
||||
return Math.Round((double)((value / sum) * 100), 2);
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
public class SignatureGeneratorResult
|
||||
{
|
||||
public SignatureGeneratorResult()
|
||||
{
|
||||
Insights = new List<List<string>>();
|
||||
}
|
||||
public List<List<string>> Insights { get; set; }
|
||||
|
||||
public static string topInsightIdentifier = "top";
|
||||
public static string bottomInsightIdentifier = "bottom";
|
||||
public static string topSliceInsightIdentifier = "topPerSlice";
|
||||
public static string bottomSliceInsightIdentifier = "bottomPerSlice";
|
||||
public static string averageInsightIdentifier = "average";
|
||||
public static string sumInsightIdentifier = "sum";
|
||||
public static string maxInsightIdentifier = "max";
|
||||
public static string minInsightIdentifier = "min";
|
||||
public static string averageSliceInsightIdentifier = "averagePerSlice";
|
||||
public static string sumSliceInsightIdentifier = "sumPerSlice";
|
||||
public static string percentageSliceInsightIdentifier = "percentagePerSlice";
|
||||
public static string maxSliceInsightIdentifier = "maxPerSlice";
|
||||
public static string minSliceInsightIdentifier = "minPerSlice";
|
||||
public static string uniqueInputsIdentifier = "uniqueInputs";
|
||||
}
|
||||
|
||||
|
||||
|
||||
/** Some general format about the output
|
||||
* "time"/"string"
|
||||
* "top", "3", " input (value) %OfValue ", " input (value) %OfValue ", " input (value) %OfValue "
|
||||
* "top", "1", " input (value) %OfValue "
|
||||
* "bottom", "3", " input (value) %OfValue ", " input (value) %OfValue ", " input (value) %OfValue "
|
||||
* "average", "100"
|
||||
* "mean", "100"
|
||||
* "median", "100"
|
||||
* "averageSlice", "#slice","nameofslice", "100", "nameofslice", "100", "nameofslice", "100"
|
||||
* "topPerslice", "#slice", "nameofslice", "3", " input (value) %OfValue ", " input (value) %OfValue ", " input (value) %OfValue ",
|
||||
* "nameofslice", "3", " input (value) %OfValue ", " input (value) %OfValue ", " input (value) %OfValue ",
|
||||
* "nameofslice", "3", " input (value) %OfValue ", " input (value) %OfValue ", " input (value) %OfValue "
|
||||
* ....
|
||||
*
|
||||
**/
|
||||
Reference in New Issue
Block a user