From 3d161b77b76d3106a4e80f3fa51696e51509f9ce Mon Sep 17 00:00:00 2001 From: Savi Dahegaonkar Date: Wed, 7 Aug 2024 01:19:37 +0530 Subject: [PATCH 01/15] New file has been added. --- .../dart/concepts/user-input/user-input.md | 56 +++++++++++++++++++ 1 file changed, 56 insertions(+) create mode 100644 content/dart/concepts/user-input/user-input.md diff --git a/content/dart/concepts/user-input/user-input.md b/content/dart/concepts/user-input/user-input.md new file mode 100644 index 00000000000..10c685392cd --- /dev/null +++ b/content/dart/concepts/user-input/user-input.md @@ -0,0 +1,56 @@ +--- +Title: 'user-input' +Description: 'User input in Dart is used to read the data from console and interact with the web applications.' +Subjects: + - 'Code Foundations' + - 'Computer Science' + - 'Mobilr Development' +Tags: + - 'Dart' + - 'Input' + - 'Flutter' + - 'Console' + - 'Forms' +CatalogContent: + - 'learn-dart' + - 'paths/computer-science' +--- + +**User input** is the most basic aspect of intearction between the user and the software. In Dart it varied depending on the type of application being used. It can be a web application, a Flutter or a console application. Dart provides varitey of tools and libraried to manage the user input effectively. + +## Syntax + +```pseudo +import 'dart:io'; + +void main(){ + String? input = stdin.readLineSync(); +} +``` + + +## Example + +The below code shows the implementation of user input in dart. It inputs a value as an age from the user and generates it as output: + +```dart +import 'dart:io'; +void main(){ + stdout.write('Enter your age: '); + String? input=stdin.readLineSync(); + + if(input !=null){ + int age=int.parse(input); + print('Dear Friend, You are $age years old.'); + }else{ + print('Invalid input.'); + } +} +``` + +The above code produces the following output: + +```shell +Enter your age: 21 +Dear Friend, You are 21 years old. +``` \ No newline at end of file From 5a211ba5d71aa65c6e98a37185912f4dc02f63a7 Mon Sep 17 00:00:00 2001 From: shantanu <56212958+cigar-galaxy82@users.noreply.github.com> Date: Sun, 8 Sep 2024 06:40:43 +0530 Subject: [PATCH 02/15] Update user-input.md --- .../dart/concepts/user-input/user-input.md | 31 +++++++++---------- 1 file changed, 14 insertions(+), 17 deletions(-) diff --git a/content/dart/concepts/user-input/user-input.md b/content/dart/concepts/user-input/user-input.md index 10c685392cd..7c460739ab7 100644 --- a/content/dart/concepts/user-input/user-input.md +++ b/content/dart/concepts/user-input/user-input.md @@ -1,23 +1,22 @@ --- -Title: 'user-input' -Description: 'User input in Dart is used to read the data from console and interact with the web applications.' +Title: 'User Input' +Description: 'User input in Dart is used to read the data from the console and interact with the web applications.' Subjects: - 'Code Foundations' - 'Computer Science' - - 'Mobilr Development' + - 'Mobile Development' Tags: - 'Dart' - 'Input' - 'Flutter' - 'Console' - - 'Forms' + - 'Form' CatalogContent: - 'learn-dart' - 'paths/computer-science' --- -**User input** is the most basic aspect of intearction between the user and the software. In Dart it varied depending on the type of application being used. It can be a web application, a Flutter or a console application. Dart provides varitey of tools and libraried to manage the user input effectively. - +**User input** is a fundamental aspect of interaction between users and software. In Dart, it varies depending on the type of application being used. It can be a web application, a Flutter application, or a console application. Dart provides a variety of tools and libraries to manage user input effectively. ## Syntax ```pseudo @@ -28,22 +27,20 @@ void main(){ } ``` - ## Example -The below code shows the implementation of user input in dart. It inputs a value as an age from the user and generates it as output: +The below code shows the implementation of user input in Dart. It inputs a value as an age from the user and generates an output: ```dart import 'dart:io'; -void main(){ +void main() { stdout.write('Enter your age: '); - String? input=stdin.readLineSync(); - - if(input !=null){ - int age=int.parse(input); - print('Dear Friend, You are $age years old.'); - }else{ - print('Invalid input.'); + String? input = stdin.readLineSync(); + if (input != null) { + int age = int.parse(input); + print('Dear Friend, You are $age years old.'); + } else { + print('Invalid input.'); } } ``` @@ -53,4 +50,4 @@ The above code produces the following output: ```shell Enter your age: 21 Dear Friend, You are 21 years old. -``` \ No newline at end of file +``` From 5923e4e82717287d92c33239edac66e03d84edb4 Mon Sep 17 00:00:00 2001 From: shantanu <56212958+cigar-galaxy82@users.noreply.github.com> Date: Sun, 8 Sep 2024 06:42:57 +0530 Subject: [PATCH 03/15] Update user-input.md --- content/dart/concepts/user-input/user-input.md | 1 + 1 file changed, 1 insertion(+) diff --git a/content/dart/concepts/user-input/user-input.md b/content/dart/concepts/user-input/user-input.md index 7c460739ab7..fbaf8a79327 100644 --- a/content/dart/concepts/user-input/user-input.md +++ b/content/dart/concepts/user-input/user-input.md @@ -17,6 +17,7 @@ CatalogContent: --- **User input** is a fundamental aspect of interaction between users and software. In Dart, it varies depending on the type of application being used. It can be a web application, a Flutter application, or a console application. Dart provides a variety of tools and libraries to manage user input effectively. + ## Syntax ```pseudo From 608769a4918d45de78e4b79bab3dd4a3030e1760 Mon Sep 17 00:00:00 2001 From: Savi Dahegaonkar Date: Sat, 28 Dec 2024 23:58:14 +0530 Subject: [PATCH 04/15] File has been added. --- .../terms/model-residuals/model-residuals.md | 74 +++++++++++++++++++ 1 file changed, 74 insertions(+) create mode 100644 content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md diff --git a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md new file mode 100644 index 00000000000..513575d4a4f --- /dev/null +++ b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md @@ -0,0 +1,74 @@ +--- +Title: 'Model Residuals' +Description: 'Analyzes residuals for Python statistical models,measure model performance, detect patterns, and diagnose problems using concise syntax and examples.' +Subjects: + - 'AI' + - 'Data Science' + - 'Machine Learning' +Tags: + - 'Data' + - 'Linear Regression' + - 'Logistic Regression' + - 'Models' + - 'Statsmodels' +CatalogContent: + - 'learn-python-3' + - 'paths/computer-science' +--- + +**Model residuals** are calculated as the differences between observed and predicted values for a statistical model. This is a method of error or deviation measuring for each data point by using the formula: + +\[ +\text{Residual} = \text{Observed Value} - \text{Predicted Value} +\] + +Residuals are a the key concept used in statistical modeling for evaluating the goodness of fit, identifying patterns, detecting outliers, and validating assumptions regarding the model. Analysis of residuals helps in enhancing model accuracy and reliability by providing information about areas where the model is underperforming. + +## Syntax + +Here is the general syntax for calculating Model Residuals: + +```pseudo +# Fit the model (if not already fitted) +model = sm.OLS(y, X).fit() +# Retrieve the residuals +residuals = model.resid +``` + +- `sm.OLS(y, X)`: Defines the `OLS` regression model with `y` as the dependent variable and `X` as the independent variable. +- `.fit()`: Fits the model to the data. +- `model.resid`: Extracts the residuals from the fitted model. + +## Example + +In this example, a linear regression model is fitted using statsmodels, and the residuals are calculated: + +```py +import statsmodels.api as sm +import numpy as np + +# Step 1: Create sample data +X = np.random.rand(5, 1) # Independent variable (100 samples) +y = 3 * X + np.random.randn(5, 1) # Dependent variable with noise + +# Step 2: Add constant to X for the intercept term +X = sm.add_constant(X) + +# Step 3: Fit the OLS model +model = sm.OLS(y, X).fit() + +# Step 4: Calculate residuals +residuals = model.resid + +# Step 5: Display residuals +print("Model Residuals:\n", residuals) +``` + +Here is the output for the code: + +```shell +Model Residuals: +[0.07524913 -1.02179262 1.42678355 -1.50131552 1.02107546] +``` + +These values indicate how much each prediction deviates from the true value. A smaller residual means the prediction is closer to the actual value, while larger residuals indicate a greater deviation. From 9e4f0bee524ade76490b02f2acae9a45e15220d2 Mon Sep 17 00:00:00 2001 From: Savi Dahegaonkar <124272050+SaviDahegaonkar@users.noreply.github.com> Date: Tue, 14 Jan 2025 01:18:27 +0530 Subject: [PATCH 05/15] Update content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md Co-authored-by: Radhika-okhade --- .../statsmodels/terms/model-residuals/model-residuals.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md index 513575d4a4f..afeaa5635d8 100644 --- a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md +++ b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md @@ -1,6 +1,6 @@ --- Title: 'Model Residuals' -Description: 'Analyzes residuals for Python statistical models,measure model performance, detect patterns, and diagnose problems using concise syntax and examples.' +Description: 'Analyzes residuals for Python statistical models, measure model performance, detect patterns, and diagnose problems using concise syntax and examples.' Subjects: - 'AI' - 'Data Science' From 9cec82139fb91410907c412150757669d106ac65 Mon Sep 17 00:00:00 2001 From: Savi Dahegaonkar <124272050+SaviDahegaonkar@users.noreply.github.com> Date: Tue, 14 Jan 2025 01:19:06 +0530 Subject: [PATCH 06/15] Update content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md Co-authored-by: Radhika-okhade --- .../statsmodels/terms/model-residuals/model-residuals.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md index afeaa5635d8..3c70dfa7585 100644 --- a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md +++ b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md @@ -16,7 +16,7 @@ CatalogContent: - 'paths/computer-science' --- -**Model residuals** are calculated as the differences between observed and predicted values for a statistical model. This is a method of error or deviation measuring for each data point by using the formula: +**Model residuals** are calculated as the differences between observed and predicted values for a statistical model. This method measures error or deviation for each data point by using the formula: \[ \text{Residual} = \text{Observed Value} - \text{Predicted Value} From 2c9ed84da5c73dccdf523b98ba3f9274b34ff1d8 Mon Sep 17 00:00:00 2001 From: Savi Dahegaonkar <124272050+SaviDahegaonkar@users.noreply.github.com> Date: Tue, 14 Jan 2025 01:19:14 +0530 Subject: [PATCH 07/15] Update content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md Co-authored-by: Radhika-okhade --- .../statsmodels/terms/model-residuals/model-residuals.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md index 3c70dfa7585..9356faae654 100644 --- a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md +++ b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md @@ -22,7 +22,7 @@ CatalogContent: \text{Residual} = \text{Observed Value} - \text{Predicted Value} \] -Residuals are a the key concept used in statistical modeling for evaluating the goodness of fit, identifying patterns, detecting outliers, and validating assumptions regarding the model. Analysis of residuals helps in enhancing model accuracy and reliability by providing information about areas where the model is underperforming. +Residuals are a key concept in statistical modeling. They are used to evaluate the goodness of fit, identify patterns, detect outliers, and validate assumptions about the model. Analyzing residuals helps enhance model accuracy and reliability by providing information about areas where the model is underperforming. ## Syntax From f1206a7d5057c44d22598fb210c53dfdfe0a5863 Mon Sep 17 00:00:00 2001 From: Savi Dahegaonkar Date: Tue, 14 Jan 2025 01:53:58 +0530 Subject: [PATCH 08/15] Made the changes. --- .../statsmodels/terms/model-residuals/model-residuals.md | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md index 9356faae654..e63ae090f3d 100644 --- a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md +++ b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md @@ -18,9 +18,7 @@ CatalogContent: **Model residuals** are calculated as the differences between observed and predicted values for a statistical model. This method measures error or deviation for each data point by using the formula: -\[ -\text{Residual} = \text{Observed Value} - \text{Predicted Value} -\] +! [Model Residuals formula](https://raw.githubusercontent.com/Codecademy/docs/main/media/model-residual-example.png) Residuals are a key concept in statistical modeling. They are used to evaluate the goodness of fit, identify patterns, detect outliers, and validate assumptions about the model. Analyzing residuals helps enhance model accuracy and reliability by providing information about areas where the model is underperforming. From 4e60b6d781f48f8ce9add48a4e43aece660fa044 Mon Sep 17 00:00:00 2001 From: Savi Dahegaonkar Date: Tue, 14 Jan 2025 02:04:37 +0530 Subject: [PATCH 09/15] Changes implemented in the file. --- .../statsmodels/terms/model-residuals/model-residuals.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md index e63ae090f3d..58aa062f1fc 100644 --- a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md +++ b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md @@ -18,7 +18,7 @@ CatalogContent: **Model residuals** are calculated as the differences between observed and predicted values for a statistical model. This method measures error or deviation for each data point by using the formula: -! [Model Residuals formula](https://raw.githubusercontent.com/Codecademy/docs/main/media/model-residual-example.png) +![Model Residuals formula](https://raw.githubusercontent.com/Codecademy/docs/main/media/model-residual-example.png) Residuals are a key concept in statistical modeling. They are used to evaluate the goodness of fit, identify patterns, detect outliers, and validate assumptions about the model. Analyzing residuals helps enhance model accuracy and reliability by providing information about areas where the model is underperforming. From 75e57d9460c5309d31784b811d4ce0e728c91705 Mon Sep 17 00:00:00 2001 From: Savi Dahegaonkar Date: Tue, 14 Jan 2025 15:25:18 +0530 Subject: [PATCH 10/15] Changes have been done. --- .../statsmodels/terms/model-residuals/model-residuals.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md index 58aa062f1fc..3463ddb114e 100644 --- a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md +++ b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md @@ -18,7 +18,7 @@ CatalogContent: **Model residuals** are calculated as the differences between observed and predicted values for a statistical model. This method measures error or deviation for each data point by using the formula: -![Model Residuals formula](https://raw.githubusercontent.com/Codecademy/docs/main/media/model-residual-example.png) +! [Model Residuals formula](https://raw.githubusercontent.com/Codecademy/docs/main/media/model-residuals-example.png) Residuals are a key concept in statistical modeling. They are used to evaluate the goodness of fit, identify patterns, detect outliers, and validate assumptions about the model. Analyzing residuals helps enhance model accuracy and reliability by providing information about areas where the model is underperforming. From d84adfd7c3902dffb74ed726f722d97b5eee8996 Mon Sep 17 00:00:00 2001 From: Savi Dahegaonkar Date: Tue, 14 Jan 2025 15:36:45 +0530 Subject: [PATCH 11/15] Updated model-residuals.md and added example image --- .../terms/model-residuals/model-residuals.md | 2 +- media/model-residual-example.png | Bin 0 -> 47215 bytes 2 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 media/model-residual-example.png diff --git a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md index 3463ddb114e..e63ae090f3d 100644 --- a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md +++ b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md @@ -18,7 +18,7 @@ CatalogContent: **Model residuals** are calculated as the differences between observed and predicted values for a statistical model. This method measures error or deviation for each data point by using the formula: -! [Model Residuals formula](https://raw.githubusercontent.com/Codecademy/docs/main/media/model-residuals-example.png) +! [Model Residuals formula](https://raw.githubusercontent.com/Codecademy/docs/main/media/model-residual-example.png) Residuals are a key concept in statistical modeling. They are used to evaluate the goodness of fit, identify patterns, detect outliers, and validate assumptions about the model. 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21784fb1d5d12e7671b2aab46dc57594cad7d8ea Mon Sep 17 00:00:00 2001 From: Savi Dahegaonkar Date: Wed, 15 Jan 2025 15:32:18 +0530 Subject: [PATCH 12/15] Updated model-residuals.md with improvements --- .../statsmodels/terms/model-residuals/model-residuals.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md index e63ae090f3d..58aa062f1fc 100644 --- a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md +++ b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md @@ -18,7 +18,7 @@ CatalogContent: **Model residuals** are calculated as the differences between observed and predicted values for a statistical model. This method measures error or deviation for each data point by using the formula: -! [Model Residuals formula](https://raw.githubusercontent.com/Codecademy/docs/main/media/model-residual-example.png) +![Model Residuals formula](https://raw.githubusercontent.com/Codecademy/docs/main/media/model-residual-example.png) Residuals are a key concept in statistical modeling. They are used to evaluate the goodness of fit, identify patterns, detect outliers, and validate assumptions about the model. Analyzing residuals helps enhance model accuracy and reliability by providing information about areas where the model is underperforming. From 8a2c77edcdbe1a92750dd222826f03c2836c58cb Mon Sep 17 00:00:00 2001 From: Savi Dahegaonkar Date: Wed, 15 Jan 2025 15:58:07 +0530 Subject: [PATCH 13/15] Removed the extra spaces. --- .../statsmodels/terms/model-residuals/model-residuals.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md index 58aa062f1fc..8aafc05e83d 100644 --- a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md +++ b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md @@ -18,7 +18,7 @@ CatalogContent: **Model residuals** are calculated as the differences between observed and predicted values for a statistical model. This method measures error or deviation for each data point by using the formula: -![Model Residuals formula](https://raw.githubusercontent.com/Codecademy/docs/main/media/model-residual-example.png) +![Model Residuals formula](https://raw.githubusercontent.com/Codecademy/docs/main/media/model-residuals-example.png) Residuals are a key concept in statistical modeling. They are used to evaluate the goodness of fit, identify patterns, detect outliers, and validate assumptions about the model. Analyzing residuals helps enhance model accuracy and reliability by providing information about areas where the model is underperforming. From af5253103354500fada0cafe0ecb058e14ee6f7a Mon Sep 17 00:00:00 2001 From: Savi Dahegaonkar Date: Wed, 15 Jan 2025 16:14:03 +0530 Subject: [PATCH 14/15] Changes done. --- ...dual-example.png => model-residuals-example.png} | Bin 1 file changed, 0 insertions(+), 0 deletions(-) rename media/{model-residual-example.png => model-residuals-example.png} (100%) diff --git a/media/model-residual-example.png b/media/model-residuals-example.png similarity index 100% rename from media/model-residual-example.png rename to media/model-residuals-example.png From 194ccbd7f784cf64de27a535df25f5203d84a993 Mon Sep 17 00:00:00 2001 From: Savi Dahegaonkar Date: Wed, 15 Jan 2025 16:46:41 +0530 Subject: [PATCH 15/15] Removed extra spaces. --- .../terms/model-residuals/model-residuals.md | 2 +- media/model-residuals-example.png | Bin 0 -> 70104 bytes 2 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 media/model-residuals-example.png diff --git a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md index e63ae090f3d..8aafc05e83d 100644 --- a/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md +++ b/content/python/concepts/statsmodels/terms/model-residuals/model-residuals.md @@ -18,7 +18,7 @@ CatalogContent: **Model residuals** are calculated as the differences between observed and predicted values for a statistical model. This method measures error or deviation for each data point by using the formula: -! [Model Residuals formula](https://raw.githubusercontent.com/Codecademy/docs/main/media/model-residual-example.png) +![Model Residuals formula](https://raw.githubusercontent.com/Codecademy/docs/main/media/model-residuals-example.png) Residuals are a key concept in statistical modeling. They are used to evaluate the goodness of fit, identify patterns, detect outliers, and validate assumptions about the model. 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