Checking in the samples generated during bug bash for MissingNa, Repl… - #2960

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Checking in the samples generated during bug bash for MissingNa, Repl…#2960
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Towards #1209

Gathering the work of PR: #2814, #2779 and #2773

@sfilipisfilipi self-assigned this Mar 14, 2019
@sfilipisfilipi added the documentation Related to documentation of ML.NET label Mar 14, 2019

var samples = new List<DataPoint>()
{
new DataPoint(){ Label = 3, Features = new float[3] {1, 1, 0} },

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If Label column is not used in the following transform, we can remove it completely.

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You have in-memory class definition, in-memory data set creation, in-memory prediction. What else I can ask?

// 'true' where the value in the input column is NaN. This value can be used
// to replace missing values with other values.

IEstimator<ITransformer> pipeline = mlContext.Transforms.IndicateMissingValues("MissingIndicator", "Features");

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IEstimat [](start = 12, length = 8)

Blank line above #Resolved


// a small printing utility
Func<object[], string> vectorPrinter = (object[] vector) =>
{

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Break out of main code path and into a helper. #Pending

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I feel like the main logic is above. Breaking out would just change the order of what comes first to the attention of the users: the definition of printing or printing itself..


In reply to: 265789218 [](ancestors = 265789218)

// And finally, we can write out the rows of the dataset, looking at the columns of interest.
foreach (var row in rowEnumerable)
{
Console.WriteLine($"Label: {row.Label} Features: {vectorPrinter(row.Features.Cast<object>().ToArray())} MissingIndicator: {vectorPrinter(row.MissingIndicator.Cast<object>().ToArray())}");

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.Cast().ToArray() [](start = 92, length = 25)

This is a bit confusing for a sample, IMHO. Maybe better to just have two helper functions? #Pending

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feels self-explanatory since it casts, than ToArray. Addign yet another sample that does the same thing might make the sample look less professional.


In reply to: 265789625 [](ancestors = 265789625)

{
// Create a new ML context, for ML.NET operations. It can be used for exception tracking and logging,
// as well as the source of randomness.
var ml = new MLContext();

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ml [](start = 16, length = 2)

mlContext #Resolved

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Just some nits!
:shipit:

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Codecov Report

Merging #2960 into master will increase coverage by <.01%.
The diff coverage is n/a.

@@ Coverage Diff @@## master #2960 +/- ##
==========================================
+ Coverage 72.29% 72.29% +<.01% 
==========================================
Files 796 796 Lines 142349 142349 Branches 16051 16051 ==========================================
+ Hits 102905 102908 +3 + Misses 35063 35062 -1 + Partials 4381 4379 -2
FlagCoverage Δ
#Debug72.29% <ø> (ø)⬆️
#production68.01% <ø> (ø)⬆️
#test88.48% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/CategoricalCatalog.cs100% <ø> (ø)⬆️
src/Microsoft.ML.Transforms/ExtensionsCatalog.cs75% <ø> (ø)⬆️
...ML.Transforms/Text/StopWordsRemovingTransformer.cs85.69% <0%> (+0.16%)⬆️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.9% <0%> (+0.2%)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.9% <0%> (+0.26%)⬆️

static void Main(string[] args)
{
CustomMapping.Example();
ReplaceMissingValues.Example();

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ReplaceMissingValues [](start = 12, length = 20)

please don't change this file. It creates unnecessary merge conflicts.

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:shipit:

@sfilipi
sfilipi merged commit 9cd9a8c into dotnet:masterMar 15, 2019
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
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}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
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Checking in the samples generated during bug bash for MissingNa, Repl… - #2960

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sfilipi:bugBashSamples
Mar 15, 2019
Merged

Checking in the samples generated during bug bash for MissingNa, Repl…#2960
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Towards #1209

Gathering the work of PR: #2814, #2779 and #2773

@sfilipisfilipi self-assigned this Mar 14, 2019
@sfilipisfilipi added the documentation Related to documentation of ML.NET label Mar 14, 2019

var samples = new List<DataPoint>()
{
new DataPoint(){ Label = 3, Features = new float[3] {1, 1, 0} },

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If Label column is not used in the following transform, we can remove it completely.

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You have in-memory class definition, in-memory data set creation, in-memory prediction. What else I can ask?

// 'true' where the value in the input column is NaN. This value can be used
// to replace missing values with other values.

IEstimator<ITransformer> pipeline = mlContext.Transforms.IndicateMissingValues("MissingIndicator", "Features");

@rogancarrrogancarrMar 14, 2019

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IEstimat [](start = 12, length = 8)

Blank line above #Resolved


// a small printing utility
Func<object[], string> vectorPrinter = (object[] vector) =>
{

@rogancarrrogancarrMar 14, 2019

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Break out of main code path and into a helper. #Pending

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I feel like the main logic is above. Breaking out would just change the order of what comes first to the attention of the users: the definition of printing or printing itself..


In reply to: 265789218 [](ancestors = 265789218)

// And finally, we can write out the rows of the dataset, looking at the columns of interest.
foreach (var row in rowEnumerable)
{
Console.WriteLine($"Label: {row.Label} Features: {vectorPrinter(row.Features.Cast<object>().ToArray())} MissingIndicator: {vectorPrinter(row.MissingIndicator.Cast<object>().ToArray())}");

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.Cast().ToArray() [](start = 92, length = 25)

This is a bit confusing for a sample, IMHO. Maybe better to just have two helper functions? #Pending

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feels self-explanatory since it casts, than ToArray. Addign yet another sample that does the same thing might make the sample look less professional.


In reply to: 265789625 [](ancestors = 265789625)

{
// Create a new ML context, for ML.NET operations. It can be used for exception tracking and logging,
// as well as the source of randomness.
var ml = new MLContext();

@rogancarrrogancarrMar 14, 2019

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ml [](start = 16, length = 2)

mlContext #Resolved

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Just some nits!
:shipit:

@codecov

codecovBot commented Mar 14, 2019

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Codecov Report

Merging #2960 into master will increase coverage by <.01%.
The diff coverage is n/a.

@@ Coverage Diff @@## master #2960 +/- ##
==========================================
+ Coverage 72.29% 72.29% +<.01% 
==========================================
Files 796 796 Lines 142349 142349 Branches 16051 16051 ==========================================
+ Hits 102905 102908 +3 + Misses 35063 35062 -1 + Partials 4381 4379 -2
FlagCoverage Δ
#Debug72.29% <ø> (ø)⬆️
#production68.01% <ø> (ø)⬆️
#test88.48% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/CategoricalCatalog.cs100% <ø> (ø)⬆️
src/Microsoft.ML.Transforms/ExtensionsCatalog.cs75% <ø> (ø)⬆️
...ML.Transforms/Text/StopWordsRemovingTransformer.cs85.69% <0%> (+0.16%)⬆️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.9% <0%> (+0.2%)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.9% <0%> (+0.26%)⬆️

static void Main(string[] args)
{
CustomMapping.Example();
ReplaceMissingValues.Example();

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ReplaceMissingValues [](start = 12, length = 20)

please don't change this file. It creates unnecessary merge conflicts.

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:shipit:

@sfilipi
sfilipi merged commit 9cd9a8c into dotnet:masterMar 15, 2019
@sfilipi
sfilipi deleted the bugBashSamples branch March 15, 2019 04:02
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Checking in the samples generated during bug bash for MissingNa, Repl… - #2960

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sfilipi merged 2 commits into
dotnet:masterfrom
sfilipi:bugBashSamples
Mar 15, 2019
Merged

Checking in the samples generated during bug bash for MissingNa, Repl…#2960
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Towards #1209

Gathering the work of PR: #2814, #2779 and #2773

@sfilipisfilipi self-assigned this Mar 14, 2019
@sfilipisfilipi added the documentation Related to documentation of ML.NET label Mar 14, 2019

var samples = new List<DataPoint>()
{
new DataPoint(){ Label = 3, Features = new float[3] {1, 1, 0} },

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If Label column is not used in the following transform, we can remove it completely.

@wschinwschin left a comment

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You have in-memory class definition, in-memory data set creation, in-memory prediction. What else I can ask?

// 'true' where the value in the input column is NaN. This value can be used
// to replace missing values with other values.

IEstimator<ITransformer> pipeline = mlContext.Transforms.IndicateMissingValues("MissingIndicator", "Features");

@rogancarrrogancarrMar 14, 2019

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IEstimat [](start = 12, length = 8)

Blank line above #Resolved


// a small printing utility
Func<object[], string> vectorPrinter = (object[] vector) =>
{

@rogancarrrogancarrMar 14, 2019

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Break out of main code path and into a helper. #Pending

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I feel like the main logic is above. Breaking out would just change the order of what comes first to the attention of the users: the definition of printing or printing itself..


In reply to: 265789218 [](ancestors = 265789218)

// And finally, we can write out the rows of the dataset, looking at the columns of interest.
foreach (var row in rowEnumerable)
{
Console.WriteLine($"Label: {row.Label} Features: {vectorPrinter(row.Features.Cast<object>().ToArray())} MissingIndicator: {vectorPrinter(row.MissingIndicator.Cast<object>().ToArray())}");

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.Cast().ToArray() [](start = 92, length = 25)

This is a bit confusing for a sample, IMHO. Maybe better to just have two helper functions? #Pending

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feels self-explanatory since it casts, than ToArray. Addign yet another sample that does the same thing might make the sample look less professional.


In reply to: 265789625 [](ancestors = 265789625)

{
// Create a new ML context, for ML.NET operations. It can be used for exception tracking and logging,
// as well as the source of randomness.
var ml = new MLContext();

@rogancarrrogancarrMar 14, 2019

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ml [](start = 16, length = 2)

mlContext #Resolved

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Just some nits!
:shipit:

@codecov

codecovBot commented Mar 14, 2019

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Codecov Report

Merging #2960 into master will increase coverage by <.01%.
The diff coverage is n/a.

@@ Coverage Diff @@## master #2960 +/- ##
==========================================
+ Coverage 72.29% 72.29% +<.01% 
==========================================
Files 796 796 Lines 142349 142349 Branches 16051 16051 ==========================================
+ Hits 102905 102908 +3 + Misses 35063 35062 -1 + Partials 4381 4379 -2
FlagCoverage Δ
#Debug72.29% <ø> (ø)⬆️
#production68.01% <ø> (ø)⬆️
#test88.48% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/CategoricalCatalog.cs100% <ø> (ø)⬆️
src/Microsoft.ML.Transforms/ExtensionsCatalog.cs75% <ø> (ø)⬆️
...ML.Transforms/Text/StopWordsRemovingTransformer.cs85.69% <0%> (+0.16%)⬆️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.9% <0%> (+0.2%)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.9% <0%> (+0.26%)⬆️

static void Main(string[] args)
{
CustomMapping.Example();
ReplaceMissingValues.Example();

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ReplaceMissingValues [](start = 12, length = 20)

please don't change this file. It creates unnecessary merge conflicts.

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:shipit:

@sfilipi
sfilipi merged commit 9cd9a8c into dotnet:masterMar 15, 2019
@sfilipi
sfilipi deleted the bugBashSamples branch March 15, 2019 04:02
@ghostghost locked as resolved and limited conversation to collaborators Mar 23, 2022
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Checking in the samples generated during bug bash for MissingNa, Repl… - #2960

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Checking in the samples generated during bug bash for MissingNa, Repl…#2960
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Towards #1209

Gathering the work of PR: #2814, #2779 and #2773

@sfilipisfilipi self-assigned this Mar 14, 2019
@sfilipisfilipi added the documentation Related to documentation of ML.NET label Mar 14, 2019

var samples = new List<DataPoint>()
{
new DataPoint(){ Label = 3, Features = new float[3] {1, 1, 0} },

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If Label column is not used in the following transform, we can remove it completely.

@wschinwschin left a comment

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You have in-memory class definition, in-memory data set creation, in-memory prediction. What else I can ask?

// 'true' where the value in the input column is NaN. This value can be used
// to replace missing values with other values.

IEstimator<ITransformer> pipeline = mlContext.Transforms.IndicateMissingValues("MissingIndicator", "Features");

@rogancarrrogancarrMar 14, 2019

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IEstimat [](start = 12, length = 8)

Blank line above #Resolved


// a small printing utility
Func<object[], string> vectorPrinter = (object[] vector) =>
{

@rogancarrrogancarrMar 14, 2019

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Break out of main code path and into a helper. #Pending

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I feel like the main logic is above. Breaking out would just change the order of what comes first to the attention of the users: the definition of printing or printing itself..


In reply to: 265789218 [](ancestors = 265789218)

// And finally, we can write out the rows of the dataset, looking at the columns of interest.
foreach (var row in rowEnumerable)
{
Console.WriteLine($"Label: {row.Label} Features: {vectorPrinter(row.Features.Cast<object>().ToArray())} MissingIndicator: {vectorPrinter(row.MissingIndicator.Cast<object>().ToArray())}");

@rogancarrrogancarrMar 14, 2019

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.Cast().ToArray() [](start = 92, length = 25)

This is a bit confusing for a sample, IMHO. Maybe better to just have two helper functions? #Pending

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feels self-explanatory since it casts, than ToArray. Addign yet another sample that does the same thing might make the sample look less professional.


In reply to: 265789625 [](ancestors = 265789625)

{
// Create a new ML context, for ML.NET operations. It can be used for exception tracking and logging,
// as well as the source of randomness.
var ml = new MLContext();

@rogancarrrogancarrMar 14, 2019

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ml [](start = 16, length = 2)

mlContext #Resolved

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Just some nits!
:shipit:

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Codecov Report

Merging #2960 into master will increase coverage by <.01%.
The diff coverage is n/a.

@@ Coverage Diff @@## master #2960 +/- ##
==========================================
+ Coverage 72.29% 72.29% +<.01% 
==========================================
Files 796 796 Lines 142349 142349 Branches 16051 16051 ==========================================
+ Hits 102905 102908 +3 + Misses 35063 35062 -1 + Partials 4381 4379 -2
FlagCoverage Δ
#Debug72.29% <ø> (ø)⬆️
#production68.01% <ø> (ø)⬆️
#test88.48% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/CategoricalCatalog.cs100% <ø> (ø)⬆️
src/Microsoft.ML.Transforms/ExtensionsCatalog.cs75% <ø> (ø)⬆️
...ML.Transforms/Text/StopWordsRemovingTransformer.cs85.69% <0%> (+0.16%)⬆️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.9% <0%> (+0.2%)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.9% <0%> (+0.26%)⬆️

static void Main(string[] args)
{
CustomMapping.Example();
ReplaceMissingValues.Example();

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ReplaceMissingValues [](start = 12, length = 20)

please don't change this file. It creates unnecessary merge conflicts.

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:shipit:

@sfilipi
sfilipi merged commit 9cd9a8c into dotnet:masterMar 15, 2019
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
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Towards #1209

Gathering the work of PR: #2814, #2779 and #2773

@sfilipisfilipi self-assigned this Mar 14, 2019
@sfilipisfilipi added the documentation Related to documentation of ML.NET label Mar 14, 2019

var samples = new List<DataPoint>()
{
new DataPoint(){ Label = 3, Features = new float[3] {1, 1, 0} },

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If Label column is not used in the following transform, we can remove it completely.

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You have in-memory class definition, in-memory data set creation, in-memory prediction. What else I can ask?

// 'true' where the value in the input column is NaN. This value can be used
// to replace missing values with other values.

IEstimator<ITransformer> pipeline = mlContext.Transforms.IndicateMissingValues("MissingIndicator", "Features");

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IEstimat [](start = 12, length = 8)

Blank line above #Resolved


// a small printing utility
Func<object[], string> vectorPrinter = (object[] vector) =>
{

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Break out of main code path and into a helper. #Pending

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I feel like the main logic is above. Breaking out would just change the order of what comes first to the attention of the users: the definition of printing or printing itself..


In reply to: 265789218 [](ancestors = 265789218)

// And finally, we can write out the rows of the dataset, looking at the columns of interest.
foreach (var row in rowEnumerable)
{
Console.WriteLine($"Label: {row.Label} Features: {vectorPrinter(row.Features.Cast<object>().ToArray())} MissingIndicator: {vectorPrinter(row.MissingIndicator.Cast<object>().ToArray())}");

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.Cast().ToArray() [](start = 92, length = 25)

This is a bit confusing for a sample, IMHO. Maybe better to just have two helper functions? #Pending

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feels self-explanatory since it casts, than ToArray. Addign yet another sample that does the same thing might make the sample look less professional.


In reply to: 265789625 [](ancestors = 265789625)

{
// Create a new ML context, for ML.NET operations. It can be used for exception tracking and logging,
// as well as the source of randomness.
var ml = new MLContext();

@rogancarrrogancarrMar 14, 2019

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ml [](start = 16, length = 2)

mlContext #Resolved

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Just some nits!
:shipit:

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Codecov Report

Merging #2960 into master will increase coverage by <.01%.
The diff coverage is n/a.

@@ Coverage Diff @@## master #2960 +/- ##
==========================================
+ Coverage 72.29% 72.29% +<.01% 
==========================================
Files 796 796 Lines 142349 142349 Branches 16051 16051 ==========================================
+ Hits 102905 102908 +3 + Misses 35063 35062 -1 + Partials 4381 4379 -2
FlagCoverage Δ
#Debug72.29% <ø> (ø)⬆️
#production68.01% <ø> (ø)⬆️
#test88.48% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/CategoricalCatalog.cs100% <ø> (ø)⬆️
src/Microsoft.ML.Transforms/ExtensionsCatalog.cs75% <ø> (ø)⬆️
...ML.Transforms/Text/StopWordsRemovingTransformer.cs85.69% <0%> (+0.16%)⬆️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.9% <0%> (+0.2%)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.9% <0%> (+0.26%)⬆️

static void Main(string[] args)
{
CustomMapping.Example();
ReplaceMissingValues.Example();

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ReplaceMissingValues [](start = 12, length = 20)

please don't change this file. It creates unnecessary merge conflicts.

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:shipit:

@sfilipi
sfilipi merged commit 9cd9a8c into dotnet:masterMar 15, 2019
@sfilipi
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Checking in the samples generated during bug bash for MissingNa, Repl… - #2960

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Checking in the samples generated during bug bash for MissingNa, Repl…#2960
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Towards #1209

Gathering the work of PR: #2814, #2779 and #2773

@sfilipisfilipi self-assigned this Mar 14, 2019
@sfilipisfilipi added the documentation Related to documentation of ML.NET label Mar 14, 2019

var samples = new List<DataPoint>()
{
new DataPoint(){ Label = 3, Features = new float[3] {1, 1, 0} },

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If Label column is not used in the following transform, we can remove it completely.

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You have in-memory class definition, in-memory data set creation, in-memory prediction. What else I can ask?

// 'true' where the value in the input column is NaN. This value can be used
// to replace missing values with other values.

IEstimator<ITransformer> pipeline = mlContext.Transforms.IndicateMissingValues("MissingIndicator", "Features");

@rogancarrrogancarrMar 14, 2019

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IEstimat [](start = 12, length = 8)

Blank line above #Resolved


// a small printing utility
Func<object[], string> vectorPrinter = (object[] vector) =>
{

@rogancarrrogancarrMar 14, 2019

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Break out of main code path and into a helper. #Pending

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I feel like the main logic is above. Breaking out would just change the order of what comes first to the attention of the users: the definition of printing or printing itself..


In reply to: 265789218 [](ancestors = 265789218)

// And finally, we can write out the rows of the dataset, looking at the columns of interest.
foreach (var row in rowEnumerable)
{
Console.WriteLine($"Label: {row.Label} Features: {vectorPrinter(row.Features.Cast<object>().ToArray())} MissingIndicator: {vectorPrinter(row.MissingIndicator.Cast<object>().ToArray())}");

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.Cast().ToArray() [](start = 92, length = 25)

This is a bit confusing for a sample, IMHO. Maybe better to just have two helper functions? #Pending

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feels self-explanatory since it casts, than ToArray. Addign yet another sample that does the same thing might make the sample look less professional.


In reply to: 265789625 [](ancestors = 265789625)

{
// Create a new ML context, for ML.NET operations. It can be used for exception tracking and logging,
// as well as the source of randomness.
var ml = new MLContext();

@rogancarrrogancarrMar 14, 2019

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ml [](start = 16, length = 2)

mlContext #Resolved

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Just some nits!
:shipit:

@codecov

codecovBot commented Mar 14, 2019

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Codecov Report

Merging #2960 into master will increase coverage by <.01%.
The diff coverage is n/a.

@@ Coverage Diff @@## master #2960 +/- ##
==========================================
+ Coverage 72.29% 72.29% +<.01% 
==========================================
Files 796 796 Lines 142349 142349 Branches 16051 16051 ==========================================
+ Hits 102905 102908 +3 + Misses 35063 35062 -1 + Partials 4381 4379 -2
FlagCoverage Δ
#Debug72.29% <ø> (ø)⬆️
#production68.01% <ø> (ø)⬆️
#test88.48% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/CategoricalCatalog.cs100% <ø> (ø)⬆️
src/Microsoft.ML.Transforms/ExtensionsCatalog.cs75% <ø> (ø)⬆️
...ML.Transforms/Text/StopWordsRemovingTransformer.cs85.69% <0%> (+0.16%)⬆️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.9% <0%> (+0.2%)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.9% <0%> (+0.26%)⬆️

static void Main(string[] args)
{
CustomMapping.Example();
ReplaceMissingValues.Example();

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ReplaceMissingValues [](start = 12, length = 20)

please don't change this file. It creates unnecessary merge conflicts.

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:shipit:

@sfilipi
sfilipi merged commit 9cd9a8c into dotnet:masterMar 15, 2019
@sfilipi
sfilipi deleted the bugBashSamples branch March 15, 2019 04:02
@ghostghost locked as resolved and limited conversation to collaborators Mar 23, 2022
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Checking in the samples generated during bug bash for MissingNa, Repl… - #2960

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Checking in the samples generated during bug bash for MissingNa, Repl…#2960
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Towards #1209

Gathering the work of PR: #2814, #2779 and #2773

@sfilipisfilipi self-assigned this Mar 14, 2019
@sfilipisfilipi added the documentation Related to documentation of ML.NET label Mar 14, 2019

var samples = new List<DataPoint>()
{
new DataPoint(){ Label = 3, Features = new float[3] {1, 1, 0} },

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If Label column is not used in the following transform, we can remove it completely.

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You have in-memory class definition, in-memory data set creation, in-memory prediction. What else I can ask?

// 'true' where the value in the input column is NaN. This value can be used
// to replace missing values with other values.

IEstimator<ITransformer> pipeline = mlContext.Transforms.IndicateMissingValues("MissingIndicator", "Features");

@rogancarrrogancarrMar 14, 2019

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IEstimat [](start = 12, length = 8)

Blank line above #Resolved


// a small printing utility
Func<object[], string> vectorPrinter = (object[] vector) =>
{

@rogancarrrogancarrMar 14, 2019

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Break out of main code path and into a helper. #Pending

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I feel like the main logic is above. Breaking out would just change the order of what comes first to the attention of the users: the definition of printing or printing itself..


In reply to: 265789218 [](ancestors = 265789218)

// And finally, we can write out the rows of the dataset, looking at the columns of interest.
foreach (var row in rowEnumerable)
{
Console.WriteLine($"Label: {row.Label} Features: {vectorPrinter(row.Features.Cast<object>().ToArray())} MissingIndicator: {vectorPrinter(row.MissingIndicator.Cast<object>().ToArray())}");

@rogancarrrogancarrMar 14, 2019

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.Cast().ToArray() [](start = 92, length = 25)

This is a bit confusing for a sample, IMHO. Maybe better to just have two helper functions? #Pending

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feels self-explanatory since it casts, than ToArray. Addign yet another sample that does the same thing might make the sample look less professional.


In reply to: 265789625 [](ancestors = 265789625)

{
// Create a new ML context, for ML.NET operations. It can be used for exception tracking and logging,
// as well as the source of randomness.
var ml = new MLContext();

@rogancarrrogancarrMar 14, 2019

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ml [](start = 16, length = 2)

mlContext #Resolved

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Just some nits!
:shipit:

@codecov

codecovBot commented Mar 14, 2019

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Codecov Report

Merging #2960 into master will increase coverage by <.01%.
The diff coverage is n/a.

@@ Coverage Diff @@## master #2960 +/- ##
==========================================
+ Coverage 72.29% 72.29% +<.01% 
==========================================
Files 796 796 Lines 142349 142349 Branches 16051 16051 ==========================================
+ Hits 102905 102908 +3 + Misses 35063 35062 -1 + Partials 4381 4379 -2
FlagCoverage Δ
#Debug72.29% <ø> (ø)⬆️
#production68.01% <ø> (ø)⬆️
#test88.48% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/CategoricalCatalog.cs100% <ø> (ø)⬆️
src/Microsoft.ML.Transforms/ExtensionsCatalog.cs75% <ø> (ø)⬆️
...ML.Transforms/Text/StopWordsRemovingTransformer.cs85.69% <0%> (+0.16%)⬆️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.9% <0%> (+0.2%)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.9% <0%> (+0.26%)⬆️

static void Main(string[] args)
{
CustomMapping.Example();
ReplaceMissingValues.Example();

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ReplaceMissingValues [](start = 12, length = 20)

please don't change this file. It creates unnecessary merge conflicts.

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:shipit:

@sfilipi
sfilipi merged commit 9cd9a8c into dotnet:masterMar 15, 2019
@sfilipi
sfilipi deleted the bugBashSamples branch March 15, 2019 04:02
@ghostghost locked as resolved and limited conversation to collaborators Mar 23, 2022
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
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Checking in the samples generated during bug bash for MissingNa, Repl… - #2960

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sfilipi merged 2 commits into
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Mar 15, 2019
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Checking in the samples generated during bug bash for MissingNa, Repl…#2960
sfilipi merged 2 commits into
dotnet:masterfrom
sfilipi:bugBashSamples

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Towards #1209

Gathering the work of PR: #2814, #2779 and #2773

@sfilipisfilipi self-assigned this Mar 14, 2019
@sfilipisfilipi added the documentation Related to documentation of ML.NET label Mar 14, 2019

var samples = new List<DataPoint>()
{
new DataPoint(){ Label = 3, Features = new float[3] {1, 1, 0} },

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If Label column is not used in the following transform, we can remove it completely.

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You have in-memory class definition, in-memory data set creation, in-memory prediction. What else I can ask?

// 'true' where the value in the input column is NaN. This value can be used
// to replace missing values with other values.

IEstimator<ITransformer> pipeline = mlContext.Transforms.IndicateMissingValues("MissingIndicator", "Features");

@rogancarrrogancarrMar 14, 2019

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IEstimat [](start = 12, length = 8)

Blank line above #Resolved


// a small printing utility
Func<object[], string> vectorPrinter = (object[] vector) =>
{

@rogancarrrogancarrMar 14, 2019

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Break out of main code path and into a helper. #Pending

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I feel like the main logic is above. Breaking out would just change the order of what comes first to the attention of the users: the definition of printing or printing itself..


In reply to: 265789218 [](ancestors = 265789218)

// And finally, we can write out the rows of the dataset, looking at the columns of interest.
foreach (var row in rowEnumerable)
{
Console.WriteLine($"Label: {row.Label} Features: {vectorPrinter(row.Features.Cast<object>().ToArray())} MissingIndicator: {vectorPrinter(row.MissingIndicator.Cast<object>().ToArray())}");

@rogancarrrogancarrMar 14, 2019

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.Cast().ToArray() [](start = 92, length = 25)

This is a bit confusing for a sample, IMHO. Maybe better to just have two helper functions? #Pending

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feels self-explanatory since it casts, than ToArray. Addign yet another sample that does the same thing might make the sample look less professional.


In reply to: 265789625 [](ancestors = 265789625)

{
// Create a new ML context, for ML.NET operations. It can be used for exception tracking and logging,
// as well as the source of randomness.
var ml = new MLContext();

@rogancarrrogancarrMar 14, 2019

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ml [](start = 16, length = 2)

mlContext #Resolved

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Just some nits!
:shipit:

@codecov

codecovBot commented Mar 14, 2019

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Codecov Report

Merging #2960 into master will increase coverage by <.01%.
The diff coverage is n/a.

@@ Coverage Diff @@## master #2960 +/- ##
==========================================
+ Coverage 72.29% 72.29% +<.01% 
==========================================
Files 796 796 Lines 142349 142349 Branches 16051 16051 ==========================================
+ Hits 102905 102908 +3 + Misses 35063 35062 -1 + Partials 4381 4379 -2
FlagCoverage Δ
#Debug72.29% <ø> (ø)⬆️
#production68.01% <ø> (ø)⬆️
#test88.48% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/CategoricalCatalog.cs100% <ø> (ø)⬆️
src/Microsoft.ML.Transforms/ExtensionsCatalog.cs75% <ø> (ø)⬆️
...ML.Transforms/Text/StopWordsRemovingTransformer.cs85.69% <0%> (+0.16%)⬆️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.9% <0%> (+0.2%)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.9% <0%> (+0.26%)⬆️

static void Main(string[] args)
{
CustomMapping.Example();
ReplaceMissingValues.Example();

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ReplaceMissingValues [](start = 12, length = 20)

please don't change this file. It creates unnecessary merge conflicts.

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:shipit:

@sfilipi
sfilipi merged commit 9cd9a8c into dotnet:masterMar 15, 2019
@sfilipi
sfilipi deleted the bugBashSamples branch March 15, 2019 04:02
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