diff --git a/docs/nodes/AI_ML/CLASSIFICATION/ACCURACY/ACCURACY.md b/docs/nodes/AI_ML/CLASSIFICATION/ACCURACY/ACCURACY.md
index d9d15925b0..2090374ed5 100644
--- a/docs/nodes/AI_ML/CLASSIFICATION/ACCURACY/ACCURACY.md
+++ b/docs/nodes/AI_ML/CLASSIFICATION/ACCURACY/ACCURACY.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Determine whether predictions are accurate
+
 <AppDisplay 
     nodeLabel='ACCURACY'
     appImg={appImg}
diff --git a/docs/nodes/AI_ML/CLASSIFICATION/ONE_HOT_ENCODING/ONE_HOT_ENCODING.md b/docs/nodes/AI_ML/CLASSIFICATION/ONE_HOT_ENCODING/ONE_HOT_ENCODING.md
index 5fdc5abc65..bc112d1ebf 100644
--- a/docs/nodes/AI_ML/CLASSIFICATION/ONE_HOT_ENCODING/ONE_HOT_ENCODING.md
+++ b/docs/nodes/AI_ML/CLASSIFICATION/ONE_HOT_ENCODING/ONE_HOT_ENCODING.md
@@ -5,7 +5,6 @@ keywords: [AI, Classification, Python, DataFrame, Columns Dataframe, Categorical
 image: https://raw.githubusercontent.com/flojoy-ai/docs/main/docs/nodes/AI_ML/CLASSIFICATION/ONE_HOT_ENCODING/examples/EX1/output.jpeg
 ---
 
-
 [//]: # (Custom component imports)
 
 import DocString from '@site/src/components/DocString';
@@ -33,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Create a one hot encoding from a dataframe
+
 <AppDisplay 
     nodeLabel='ONE_HOT_ENCODING'
     appImg={appImg}
diff --git a/docs/nodes/AI_ML/CLASSIFICATION/SUPPORT_VECTOR_MACHINE/SUPPORT_VECTOR_MACHINE.md b/docs/nodes/AI_ML/CLASSIFICATION/SUPPORT_VECTOR_MACHINE/SUPPORT_VECTOR_MACHINE.md
index 8a70d80f63..4d107c2abf 100644
--- a/docs/nodes/AI_ML/CLASSIFICATION/SUPPORT_VECTOR_MACHINE/SUPPORT_VECTOR_MACHINE.md
+++ b/docs/nodes/AI_ML/CLASSIFICATION/SUPPORT_VECTOR_MACHINE/SUPPORT_VECTOR_MACHINE.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Train a support vector machine model
+
 <AppDisplay 
     nodeLabel='SUPPORT_VECTOR_MACHINE'
     appImg={appImg}
diff --git a/docs/nodes/AI_ML/CLASSIFICATION/TRAIN_TEST_SPLIT/TRAIN_TEST_SPLIT.md b/docs/nodes/AI_ML/CLASSIFICATION/TRAIN_TEST_SPLIT/TRAIN_TEST_SPLIT.md
index 043aa5708e..9c33700ed0 100644
--- a/docs/nodes/AI_ML/CLASSIFICATION/TRAIN_TEST_SPLIT/TRAIN_TEST_SPLIT.md
+++ b/docs/nodes/AI_ML/CLASSIFICATION/TRAIN_TEST_SPLIT/TRAIN_TEST_SPLIT.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Split the data for testing and training
+
 <AppDisplay 
     nodeLabel='TRAIN_TEST_SPLIT'
     appImg={appImg}
diff --git a/docs/nodes/AI_ML/IMAGE_CAPTIONING/NLP_CONNECT_VIT_GPT2/NLP_CONNECT_VIT_GPT2.md b/docs/nodes/AI_ML/IMAGE_CAPTIONING/NLP_CONNECT_VIT_GPT2/NLP_CONNECT_VIT_GPT2.md
index 74462040a9..ac295d6c07 100644
--- a/docs/nodes/AI_ML/IMAGE_CAPTIONING/NLP_CONNECT_VIT_GPT2/NLP_CONNECT_VIT_GPT2.md
+++ b/docs/nodes/AI_ML/IMAGE_CAPTIONING/NLP_CONNECT_VIT_GPT2/NLP_CONNECT_VIT_GPT2.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Caption and image
+
 <AppDisplay 
     nodeLabel='NLP_CONNECT_VIT_GPT2'
     appImg={appImg}
diff --git a/docs/nodes/AI_ML/IMAGE_CLASSIFICATION/HUGGING_FACE_PIPELINE/HUGGING_FACE_PIPELINE.md b/docs/nodes/AI_ML/IMAGE_CLASSIFICATION/HUGGING_FACE_PIPELINE/HUGGING_FACE_PIPELINE.md
index 9c2fbf7cc4..15c4fef572 100644
--- a/docs/nodes/AI_ML/IMAGE_CLASSIFICATION/HUGGING_FACE_PIPELINE/HUGGING_FACE_PIPELINE.md
+++ b/docs/nodes/AI_ML/IMAGE_CLASSIFICATION/HUGGING_FACE_PIPELINE/HUGGING_FACE_PIPELINE.md
@@ -1,3 +1,4 @@
+<!--Add SEO here-->
 
 [//]: # (Custom component imports)
 
@@ -17,8 +18,6 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 <SectionBreak />
 
-
-
 [//]: # (Examples)
 
 ## Examples
@@ -26,7 +25,7 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 import Example1 from './examples/EX1/example.md';
 import App1 from '!!raw-loader!./examples/EX1/app.json';
 
-
+### Process and classify an image
 
 <AppDisplay
     nodeLabel='HUGGING_FACE_PIPELINE'
@@ -38,9 +37,7 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 
 <Example1 />
 
-<SectionBreak />
-  
-    
+<SectionBreak /> 
 
 [//]: # (Appendix)
 
@@ -54,4 +51,4 @@ import Media from './appendix/media.md';
 <AppendixSection index={1} folderPath='nodes/AI_ML/IMAGE_CLASSIFICATION/HUGGING_FACE_PIPELINE/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/AI_ML/IMAGE_CLASSIFICATION/HUGGING_FACE_PIPELINE/appendix/'><Media /></AppendixSection>
 
-
+<!--Add Button here-->
\ No newline at end of file
diff --git a/docs/nodes/AI_ML/IMAGE_CLASSIFICATION/HUGGING_FACE_PIPELINE/examples/EX1/example.md b/docs/nodes/AI_ML/IMAGE_CLASSIFICATION/HUGGING_FACE_PIPELINE/examples/EX1/example.md
index 45530f1525..2998b8f656 100644
--- a/docs/nodes/AI_ML/IMAGE_CLASSIFICATION/HUGGING_FACE_PIPELINE/examples/EX1/example.md
+++ b/docs/nodes/AI_ML/IMAGE_CLASSIFICATION/HUGGING_FACE_PIPELINE/examples/EX1/example.md
@@ -1,3 +1,5 @@
-In this example, a `LOCAL_FILE` node reads in a png image of Ada Lovelace.
+<!--Add SEO here-->
 
-The Hugging Face Image classification pipeline processes the image and tries to classify this portrait.
\ No newline at end of file
+In this example, a `LOCAL_FILE` node reads in a .png image with a protrait of Ada Lovelace.
+
+The `HUGGING_FACE_PIPELINE` node processes the image and tries to classify this portrait.
\ No newline at end of file
diff --git a/docs/nodes/AI_ML/NLP/COUNT_VECTORIZER/COUNT_VECTORIZER.md b/docs/nodes/AI_ML/NLP/COUNT_VECTORIZER/COUNT_VECTORIZER.md
index 7ab89c5629..f087b2f911 100644
--- a/docs/nodes/AI_ML/NLP/COUNT_VECTORIZER/COUNT_VECTORIZER.md
+++ b/docs/nodes/AI_ML/NLP/COUNT_VECTORIZER/COUNT_VECTORIZER.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Transform text to words and a matrix
+
 <AppDisplay 
     nodeLabel='COUNT_VECTORIZER'
     appImg={appImg}
diff --git a/docs/nodes/AI_ML/OBJECT_DETECTION/OBJECT_DETECTION/OBJECT_DETECTION.md b/docs/nodes/AI_ML/OBJECT_DETECTION/OBJECT_DETECTION/OBJECT_DETECTION.md
index b8f7d295a8..13d7b47d3c 100644
--- a/docs/nodes/AI_ML/OBJECT_DETECTION/OBJECT_DETECTION/OBJECT_DETECTION.md
+++ b/docs/nodes/AI_ML/OBJECT_DETECTION/OBJECT_DETECTION/OBJECT_DETECTION.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Detect and display objects in an image
+
 <AppDisplay 
     nodeLabel='OBJECT_DETECTION'
     appImg={appImg}
diff --git a/docs/nodes/AI_ML/PREDICT_TIME_SERIES/PROPHET_PREDICT/PROPHET_PREDICT.md b/docs/nodes/AI_ML/PREDICT_TIME_SERIES/PROPHET_PREDICT/PROPHET_PREDICT.md
index 9480c8f211..6091cdc62e 100644
--- a/docs/nodes/AI_ML/PREDICT_TIME_SERIES/PROPHET_PREDICT/PROPHET_PREDICT.md
+++ b/docs/nodes/AI_ML/PREDICT_TIME_SERIES/PROPHET_PREDICT/PROPHET_PREDICT.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Train a Prophet model and run a prediction forecast
+
 <AppDisplay 
     nodeLabel='PROPHET_PREDICT'
     appImg={appImg}
diff --git a/docs/nodes/AI_ML/REGRESSION/LEAST_SQUARES/LEAST_SQUARES.md b/docs/nodes/AI_ML/REGRESSION/LEAST_SQUARES/LEAST_SQUARES.md
index 299e61569d..9cfd6f6d25 100644
--- a/docs/nodes/AI_ML/REGRESSION/LEAST_SQUARES/LEAST_SQUARES.md
+++ b/docs/nodes/AI_ML/REGRESSION/LEAST_SQUARES/LEAST_SQUARES.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Calculate the coefficients that minimize errors from data points
+
 <AppDisplay 
     nodeLabel='LEAST_SQUARES'
     appImg={appImg}
diff --git a/docs/nodes/AI_ML/SEGMENTATION/DEEPLAB_V3/DEEPLAB_V3.md b/docs/nodes/AI_ML/SEGMENTATION/DEEPLAB_V3/DEEPLAB_V3.md
index 8235aa6ddc..6e6710509b 100644
--- a/docs/nodes/AI_ML/SEGMENTATION/DEEPLAB_V3/DEEPLAB_V3.md
+++ b/docs/nodes/AI_ML/SEGMENTATION/DEEPLAB_V3/DEEPLAB_V3.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Produce a segmentation mask from an image
+
 <AppDisplay 
     nodeLabel='DEEPLAB_V3'
     appImg={appImg}
diff --git a/docs/nodes/AI_ML/TEXT_SUMMARIZATION/BART_LARGE_CNN/BART_LARGE_CNN.md b/docs/nodes/AI_ML/TEXT_SUMMARIZATION/BART_LARGE_CNN/BART_LARGE_CNN.md
index d9dc33505a..e27b5635a6 100644
--- a/docs/nodes/AI_ML/TEXT_SUMMARIZATION/BART_LARGE_CNN/BART_LARGE_CNN.md
+++ b/docs/nodes/AI_ML/TEXT_SUMMARIZATION/BART_LARGE_CNN/BART_LARGE_CNN.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Produce a dataframe with a single "summary_text" column
+
 <AppDisplay 
     nodeLabel='BART_LARGE_CNN'
     appImg={appImg}
diff --git a/docs/nodes/EXTRACTORS/DATAFRAME/EXTRACT_COLUMNS/EXTRACT_COLUMNS.md b/docs/nodes/EXTRACTORS/DATAFRAME/EXTRACT_COLUMNS/EXTRACT_COLUMNS.md
index 07f7d13e0d..acdc07e320 100644
--- a/docs/nodes/EXTRACTORS/DATAFRAME/EXTRACT_COLUMNS/EXTRACT_COLUMNS.md
+++ b/docs/nodes/EXTRACTORS/DATAFRAME/EXTRACT_COLUMNS/EXTRACT_COLUMNS.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Extract specific columns from a dataframe
+
 <AppDisplay 
     nodeLabel='EXTRACT_COLUMNS'
     appImg={appImg}
diff --git a/docs/nodes/EXTRACTORS/FILE/OPEN_IMAGE/OPEN_IMAGE.md b/docs/nodes/EXTRACTORS/FILE/OPEN_IMAGE/OPEN_IMAGE.md
index dcbafe289a..a3923b429d 100644
--- a/docs/nodes/EXTRACTORS/FILE/OPEN_IMAGE/OPEN_IMAGE.md
+++ b/docs/nodes/EXTRACTORS/FILE/OPEN_IMAGE/OPEN_IMAGE.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Load an image file from disk
+
 <AppDisplay 
     nodeLabel='OPEN_IMAGE'
     appImg={appImg}
diff --git a/docs/nodes/EXTRACTORS/FILE/OPEN_PARQUET/OPEN_PARQUET.md b/docs/nodes/EXTRACTORS/FILE/OPEN_PARQUET/OPEN_PARQUET.md
index 473ac26d54..b6c81d53e2 100644
--- a/docs/nodes/EXTRACTORS/FILE/OPEN_PARQUET/OPEN_PARQUET.md
+++ b/docs/nodes/EXTRACTORS/FILE/OPEN_PARQUET/OPEN_PARQUET.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Load a `.parquet` file from disk
+
 <AppDisplay 
     nodeLabel='OPEN_PARQUET'
     appImg={appImg}
diff --git a/docs/nodes/EXTRACTORS/FILE/READ_CSV/READ_CSV.md b/docs/nodes/EXTRACTORS/FILE/READ_CSV/READ_CSV.md
index a3d708f03c..4ba1567479 100644
--- a/docs/nodes/EXTRACTORS/FILE/READ_CSV/READ_CSV.md
+++ b/docs/nodes/EXTRACTORS/FILE/READ_CSV/READ_CSV.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Load a `.csv` file from disk or a URL
+
 <AppDisplay 
     nodeLabel='READ_CSV'
     appImg={appImg}
diff --git a/docs/nodes/EXTRACTORS/FILE/READ_S3/READ_S3.md b/docs/nodes/EXTRACTORS/FILE/READ_S3/READ_S3.md
index ac6ba0e232..2ff8fc1410 100644
--- a/docs/nodes/EXTRACTORS/FILE/READ_S3/READ_S3.md
+++ b/docs/nodes/EXTRACTORS/FILE/READ_S3/READ_S3.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Extract a file from an S3 bucket
+
 <AppDisplay 
     nodeLabel='READ_S3'
     appImg={appImg}
diff --git a/docs/nodes/EXTRACTORS/FILE/READ_S3/examples/EX1/example.md b/docs/nodes/EXTRACTORS/FILE/READ_S3/examples/EX1/example.md
index b1bec8f926..7f0dc6c107 100644
--- a/docs/nodes/EXTRACTORS/FILE/READ_S3/examples/EX1/example.md
+++ b/docs/nodes/EXTRACTORS/FILE/READ_S3/examples/EX1/example.md
@@ -1,8 +1,8 @@
 ---
 title: READ_S3
-description: In this example, the READ_S3 node extracts a file from an AWS S3 bucket, and displays it with the TABLE visualizer node.
+description: In this example, the READ_S3 node extracts a file from an Amazon S3 bucket, and displays it with the TABLE visualizer node.
 keyword: [Python, Extractor, Extract, AWS, S3 file reading, Read data from S3, File extraction from S3, Flojoy Read S3 node, Python S3 data retrieval, S3 file handling, Data extraction from cloud, Python data import from S3, Cloud data processing, Efficient data access from S3]
 image: https://raw.githubusercontent.com/flojoy-ai/docs/main/docs/nodes/EXTRACTORS/FILE/READ_S3/examples/EX1/output.jpeg
 ---
 
-In this example, the `READ_S3` node extracts a file from an AWS S3 bucket, and displays it with the `TABLE` visualizer node.
\ No newline at end of file
+In this example, the `READ_S3` node extracts a file from an Amazon S3 bucket, and displays it with the `TABLE` visualizer node.
\ No newline at end of file
diff --git a/docs/nodes/GENERATORS/GENERATORS.md b/docs/nodes/GENERATORS/GENERATORS.md
index 5040729a7b..189b84ce67 100644
--- a/docs/nodes/GENERATORS/GENERATORS.md
+++ b/docs/nodes/GENERATORS/GENERATORS.md
@@ -1,6 +1,6 @@
 ---
 hide_table_of_contents: true
-sidebar_label: Generate
+sidebar_label: Generators
 sidebar_position: 1
 slug: /nodes/GENERATORS/
 ---
diff --git a/docs/nodes/GENERATORS/SAMPLE_DATASETS/PLOTLY_DATASET/PLOTLY_DATASET.md b/docs/nodes/GENERATORS/SAMPLE_DATASETS/PLOTLY_DATASET/PLOTLY_DATASET.md
index b1b6541737..6bf4111117 100644
--- a/docs/nodes/GENERATORS/SAMPLE_DATASETS/PLOTLY_DATASET/PLOTLY_DATASET.md
+++ b/docs/nodes/GENERATORS/SAMPLE_DATASETS/PLOTLY_DATASET/PLOTLY_DATASET.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Retrieve a dataframe from a Plotly dataset
+
 <AppDisplay 
     nodeLabel='PLOTLY_DATASET'
     appImg={appImg}
diff --git a/docs/nodes/GENERATORS/SAMPLE_DATASETS/R_DATASET/R_DATASET.md b/docs/nodes/GENERATORS/SAMPLE_DATASETS/R_DATASET/R_DATASET.md
index d5a3ebbe06..48c279bbfb 100644
--- a/docs/nodes/GENERATORS/SAMPLE_DATASETS/R_DATASET/R_DATASET.md
+++ b/docs/nodes/GENERATORS/SAMPLE_DATASETS/R_DATASET/R_DATASET.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Retrieve a dataframe from an R dataset
+
 <AppDisplay 
     nodeLabel='R_DATASET'
     appImg={appImg}
diff --git a/docs/nodes/GENERATORS/SAMPLE_DATASETS/TEXT_DATASET/TEXT_DATASET.md b/docs/nodes/GENERATORS/SAMPLE_DATASETS/TEXT_DATASET/TEXT_DATASET.md
index 8dd8abe1b8..7e0757a943 100644
--- a/docs/nodes/GENERATORS/SAMPLE_DATASETS/TEXT_DATASET/TEXT_DATASET.md
+++ b/docs/nodes/GENERATORS/SAMPLE_DATASETS/TEXT_DATASET/TEXT_DATASET.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Retrieve categorized text from a text dataset
+
 <AppDisplay 
     nodeLabel='TEXT_DATASET'
     appImg={appImg}
diff --git a/docs/nodes/GENERATORS/SAMPLE_IMAGES/SKIMAGE/SKIMAGE.md b/docs/nodes/GENERATORS/SAMPLE_IMAGES/SKIMAGE/SKIMAGE.md
index 6d12d73279..b89ec83d9f 100644
--- a/docs/nodes/GENERATORS/SAMPLE_IMAGES/SKIMAGE/SKIMAGE.md
+++ b/docs/nodes/GENERATORS/SAMPLE_IMAGES/SKIMAGE/SKIMAGE.md
@@ -23,8 +23,6 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 <SectionBreak />
 
-    
-
 [//]: # (Examples)
 
 ## Examples
@@ -34,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Load `scikit` images
+
 <AppDisplay 
     nodeLabel='SKIMAGE'
     appImg={appImg}
diff --git a/docs/nodes/GENERATORS/SAMPLE_IMAGES/SKIMAGE/examples/EX1/example.md b/docs/nodes/GENERATORS/SAMPLE_IMAGES/SKIMAGE/examples/EX1/example.md
index 389a589e11..b13633926d 100644
--- a/docs/nodes/GENERATORS/SAMPLE_IMAGES/SKIMAGE/examples/EX1/example.md
+++ b/docs/nodes/GENERATORS/SAMPLE_IMAGES/SKIMAGE/examples/EX1/example.md
@@ -5,4 +5,8 @@ keywords: [Python, Generate, SklearnImage generator, Sample image data generatio
 image: https://raw.githubusercontent.com/flojoy-ai/docs/main/docs/nodes/GENERATORS/SAMPLE_DATASETS/SKIMAGE/examples/EX1/output.jpeg
 ---
 
-In this example, the `SKIMAGE` node takes one parameter, `img_key`, which is the name of the sample image, and loads it from the `scikit-image` package. In this case, `astronaut` is the default value of this parameter. It then passes an `image` type object (r,g,b,a), from the `DataContainer` class, to the `OBJECT_DETECTION` node using the `opencv` Python library. Finally, the current script is terminated with the `END` node, which is the same as its parent node.
\ No newline at end of file
+In this example, the `SKIMAGE` node takes one parameter, `img_key`, which is the name of the sample image, and loads it from the `scikit-image` package. In this case, `astronaut` is the default value of this parameter. 
+
+It then passes an `image` type object (r,g,b,a), from the `DataContainer` class, to the `OBJECT_DETECTION` node using the `opencv` Python library.
+
+Finally, the script is terminated with the `END` node, which is the same as its parent node.
\ No newline at end of file
diff --git a/docs/nodes/GENERATORS/SIMULATIONS/BASIC_OSCILLATOR/BASIC_OSCILLATOR.md b/docs/nodes/GENERATORS/SIMULATIONS/BASIC_OSCILLATOR/BASIC_OSCILLATOR.md
index c34521493a..762dbcf85e 100644
--- a/docs/nodes/GENERATORS/SIMULATIONS/BASIC_OSCILLATOR/BASIC_OSCILLATOR.md
+++ b/docs/nodes/GENERATORS/SIMULATIONS/BASIC_OSCILLATOR/BASIC_OSCILLATOR.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Generate a sine wave
+
 <AppDisplay 
     nodeLabel='BASIC_OSCILLATOR'
     appImg={appImg}
diff --git a/docs/nodes/GENERATORS/SIMULATIONS/CONSTANT/CONSTANT.md b/docs/nodes/GENERATORS/SIMULATIONS/CONSTANT/CONSTANT.md
index b6deb9af3e..ec9dff5755 100644
--- a/docs/nodes/GENERATORS/SIMULATIONS/CONSTANT/CONSTANT.md
+++ b/docs/nodes/GENERATORS/SIMULATIONS/CONSTANT/CONSTANT.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Generate an OrderedPair, Vector or Scalar of numeric constants
+
 <AppDisplay 
     nodeLabel='CONSTANT'
     appImg={appImg}
diff --git a/docs/nodes/GENERATORS/SIMULATIONS/FEEDBACK/FEEDBACK.md b/docs/nodes/GENERATORS/SIMULATIONS/FEEDBACK/FEEDBACK.md
index 56ed70ec42..faea525517 100644
--- a/docs/nodes/GENERATORS/SIMULATIONS/FEEDBACK/FEEDBACK.md
+++ b/docs/nodes/GENERATORS/SIMULATIONS/FEEDBACK/FEEDBACK.md
@@ -33,6 +33,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Capture and pass results from specific nodes
+
 <AppDisplay 
     nodeLabel='FEEDBACK'
     appImg={appImg}
diff --git a/docs/nodes/GENERATORS/SIMULATIONS/LINSPACE/LINSPACE.md b/docs/nodes/GENERATORS/SIMULATIONS/LINSPACE/LINSPACE.md
index 9b4f4e9d49..277717dfcd 100644
--- a/docs/nodes/GENERATORS/SIMULATIONS/LINSPACE/LINSPACE.md
+++ b/docs/nodes/GENERATORS/SIMULATIONS/LINSPACE/LINSPACE.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Generate data spaced evenly between two points
+
 <AppDisplay 
     nodeLabel='LINSPACE'
     appImg={appImg}
diff --git a/docs/nodes/GENERATORS/SIMULATIONS/MATRIX/MATRIX.md b/docs/nodes/GENERATORS/SIMULATIONS/MATRIX/MATRIX.md
index eeeb76ef4a..8e40b39116 100644
--- a/docs/nodes/GENERATORS/SIMULATIONS/MATRIX/MATRIX.md
+++ b/docs/nodes/GENERATORS/SIMULATIONS/MATRIX/MATRIX.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Generate a random matrix
+
 <AppDisplay 
     nodeLabel='MATRIX'
     appImg={appImg}
diff --git a/docs/nodes/GENERATORS/SIMULATIONS/RAND/RAND.md b/docs/nodes/GENERATORS/SIMULATIONS/RAND/RAND.md
index 78eee9f9ed..74b55c8aa8 100644
--- a/docs/nodes/GENERATORS/SIMULATIONS/RAND/RAND.md
+++ b/docs/nodes/GENERATORS/SIMULATIONS/RAND/RAND.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Generate a single or list of random numbers
+
 <AppDisplay 
     nodeLabel='RAND'
     appImg={appImg}
diff --git a/docs/nodes/GENERATORS/SIMULATIONS/SCALAR/SCALAR.md b/docs/nodes/GENERATORS/SIMULATIONS/SCALAR/SCALAR.md
index 35f21363cb..fd8745c37f 100644
--- a/docs/nodes/GENERATORS/SIMULATIONS/SCALAR/SCALAR.md
+++ b/docs/nodes/GENERATORS/SIMULATIONS/SCALAR/SCALAR.md
@@ -18,8 +18,6 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 <SectionBreak />
 
-    
-
 [//]: # (Examples)
 
 ## Examples
@@ -27,7 +25,7 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 import Example1 from './examples/EX1/example.md';
 import App1 from '!!raw-loader!./examples/EX1/app.json';
 
-
+### Generate a single Scalar value
 
 <AppDisplay 
     nodeLabel='SCALAR'
@@ -40,8 +38,6 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 <Example1 />
 
 <SectionBreak />
-  
-    
 
 [//]: # (Appendix)
 
@@ -55,4 +51,4 @@ import Media from './appendix/media.md';
 <AppendixSection index={1} folderPath='nodes/GENERATORS/SIMULATIONS/SCALAR/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/GENERATORS/SIMULATIONS/SCALAR/appendix/'><Media /></AppendixSection>
 
-
+<!--- Add Button here --->
\ No newline at end of file
diff --git a/docs/nodes/GENERATORS/SIMULATIONS/SCALAR/examples/EX1/example.md b/docs/nodes/GENERATORS/SIMULATIONS/SCALAR/examples/EX1/example.md
index 5e047b0f2d..9e8fbc1591 100644
--- a/docs/nodes/GENERATORS/SIMULATIONS/SCALAR/examples/EX1/example.md
+++ b/docs/nodes/GENERATORS/SIMULATIONS/SCALAR/examples/EX1/example.md
@@ -1,3 +1,5 @@
+<!--- Add SEO here --->
+
 In this example, the `LINSPACE` node is used to generate a list of 200 samples and is added with a `SCALAR` node that holds a value of 10.
 
 Therefore, all of the points that were generated have increased by 10. 
diff --git a/docs/nodes/GENERATORS/SIMULATIONS/SECOND_ORDER_SYSTEM/SECOND_ORDER_SYSTEM.md b/docs/nodes/GENERATORS/SIMULATIONS/SECOND_ORDER_SYSTEM/SECOND_ORDER_SYSTEM.md
index 03c7a1c1be..ce18d0b1e8 100644
--- a/docs/nodes/GENERATORS/SIMULATIONS/SECOND_ORDER_SYSTEM/SECOND_ORDER_SYSTEM.md
+++ b/docs/nodes/GENERATORS/SIMULATIONS/SECOND_ORDER_SYSTEM/SECOND_ORDER_SYSTEM.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Apply a second order exponential function
+
 <AppDisplay 
     nodeLabel='SECOND_ORDER_SYSTEM'
     appImg={appImg}
diff --git a/docs/nodes/GENERATORS/SIMULATIONS/SINE/SINE.md b/docs/nodes/GENERATORS/SIMULATIONS/SINE/SINE.md
index 77cdb7c598..64f62d26fd 100644
--- a/docs/nodes/GENERATORS/SIMULATIONS/SINE/SINE.md
+++ b/docs/nodes/GENERATORS/SIMULATIONS/SINE/SINE.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Generate a waveform function
+
 <AppDisplay 
     nodeLabel='SINE'
     appImg={appImg}
diff --git a/docs/nodes/GENERATORS/SIMULATIONS/TEXT/TEXT.md b/docs/nodes/GENERATORS/SIMULATIONS/TEXT/TEXT.md
index cb89660f10..c9877f651e 100644
--- a/docs/nodes/GENERATORS/SIMULATIONS/TEXT/TEXT.md
+++ b/docs/nodes/GENERATORS/SIMULATIONS/TEXT/TEXT.md
@@ -16,9 +16,7 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 <DocString>{DocstringSource}</DocString>
 <PythonCode GLink='GENERATORS/SIMULATIONS/TEXT/TEXT.py'>{PythonSource}</PythonCode>
 
-<SectionBreak />
-
-    
+<SectionBreak />    
 
 [//]: # (Examples)
 
@@ -27,7 +25,7 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 import Example1 from './examples/EX1/example.md';
 import App1 from '!!raw-loader!./examples/EX1/app.json';
 
-
+### Generate a TextBlob
 
 <AppDisplay 
     nodeLabel='TEXT'
@@ -40,8 +38,6 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 <Example1 />
 
 <SectionBreak />
-  
-    
 
 [//]: # (Appendix)
 
@@ -55,4 +51,4 @@ import Media from './appendix/media.md';
 <AppendixSection index={1} folderPath='nodes/GENERATORS/SIMULATIONS/TEXT/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/GENERATORS/SIMULATIONS/TEXT/appendix/'><Media /></AppendixSection>
 
-
+<!--- Add Button here --->
\ No newline at end of file
diff --git a/docs/nodes/GENERATORS/SIMULATIONS/TIMESERIES/TIMESERIES.md b/docs/nodes/GENERATORS/SIMULATIONS/TIMESERIES/TIMESERIES.md
index 36c2042b02..f7f74ac6c1 100644
--- a/docs/nodes/GENERATORS/SIMULATIONS/TIMESERIES/TIMESERIES.md
+++ b/docs/nodes/GENERATORS/SIMULATIONS/TIMESERIES/TIMESERIES.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Generate random timeseries data
+
 <AppDisplay 
     nodeLabel='TIMESERIES'
     appImg={appImg}
diff --git a/docs/nodes/GENERATORS/SIMULATIONS/WAVEPACKET/WAVEPACKET.md b/docs/nodes/GENERATORS/SIMULATIONS/WAVEPACKET/WAVEPACKET.md
index ebc3d79f13..ebdec185aa 100644
--- a/docs/nodes/GENERATORS/SIMULATIONS/WAVEPACKET/WAVEPACKET.md
+++ b/docs/nodes/GENERATORS/SIMULATIONS/WAVEPACKET/WAVEPACKET.md
@@ -27,6 +27,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Simulate the behavior of a wavepacket in a box
+
 <AppDisplay 
     nodeLabel='WAVEPACKET'
     appImg={appImg}
diff --git a/docs/nodes/GENERATORS/SIMULATIONS/WAVEPACKET/examples/EX1/example.md b/docs/nodes/GENERATORS/SIMULATIONS/WAVEPACKET/examples/EX1/example.md
index a86188e3a0..a3ad97ada4 100644
--- a/docs/nodes/GENERATORS/SIMULATIONS/WAVEPACKET/examples/EX1/example.md
+++ b/docs/nodes/GENERATORS/SIMULATIONS/WAVEPACKET/examples/EX1/example.md
@@ -2,6 +2,6 @@
 
 In this example, the `WAVEPACKET` node simulates the behavior of a wavepacket in a box. The wavepacket is visualized by the `LINE` node, and the wavepacket is evolved through time with the use of the `LOOP` node.
 
-The initial state of the `WAVEPACKET` node can be altered through the peak center, (`center`), phase velocity (`momentum`), and width (`sigma`) parameters. The `box` can be altered with the box width (`L_box`) and time step (`dt`) parameters.
+The initial state of the `WAVEPACKET` node can be altered through the peak center (`center`), phase velocity (`momentum`), and width (`sigma`) parameters. The `box` can be altered with the box width (`L_box`) and time step (`dt`) parameters.
 
 For further reading, see the Theory appendix below.
diff --git a/docs/nodes/INSTRUMENTS/KEITHLEY/KEITHLEY2400/KEITHLEY2400.md b/docs/nodes/INSTRUMENTS/KEITHLEY/KEITHLEY2400/KEITHLEY2400.md
index 11eb26a534..c18021e1ce 100644
--- a/docs/nodes/INSTRUMENTS/KEITHLEY/KEITHLEY2400/KEITHLEY2400.md
+++ b/docs/nodes/INSTRUMENTS/KEITHLEY/KEITHLEY2400/KEITHLEY2400.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Record an I-V curve
+
 <AppDisplay 
     nodeLabel='KEITHLEY2400'
     appImg={appImg}
diff --git a/docs/nodes/INSTRUMENTS/KEITHLEY/KEITHLEY2400/examples/EX1/example.md b/docs/nodes/INSTRUMENTS/KEITHLEY/KEITHLEY2400/examples/EX1/example.md
index 7be4744449..b8a3b81e98 100644
--- a/docs/nodes/INSTRUMENTS/KEITHLEY/KEITHLEY2400/examples/EX1/example.md
+++ b/docs/nodes/INSTRUMENTS/KEITHLEY/KEITHLEY2400/examples/EX1/example.md
@@ -5,7 +5,9 @@ keyword: [Python, Instrument, Keithley 2400 control, Python instrument integrati
 image: https://raw.githubusercontent.com/flojoy-ai/docs/main/docs/nodes/INSTRUMENTS/KEITHLEY/KEITHLEY2/examples/EX1/output.jpeg
 --- 
 
-In this example, we demonstrate how to record an I-V curve using Flojoy, a Keithley2400 source meter, and a computer. Fist you need to connect the Keithley2400 sourcemeter to the computer with a serial communication cable. Then, connect your device (Solar cell in this example) to the sourcemeter. After that you can prepare your flojoy app:
+In this example, we demonstrate how to record an I-V curve using Flojoy, a Keithley2400 source meter, and a computer. 
+
+First you need to connect the Keithley2400 source meter to the computer with a serial communication cable. Next, connect your device (Solar cell in this example) to the source meter, and then prepare your Flojoy app:
 
 The [`LINSPACE`](https://github.com/flojoy-io/nodes/blob/main/GENERATORS/SIMULATIONS/LINSPACE/LINSPACE.py) node defines the voltage range sent to the electronic device. The user defines the voltage range by setting these parameters with Numeric Input:
 
@@ -13,10 +15,10 @@ The [`LINSPACE`](https://github.com/flojoy-io/nodes/blob/main/GENERATORS/SIMULAT
 - LINSPACE END: Define your last Voltage.
 - LINSPACE STEP: Define the number of voltages between the first and the last one.
 
-The [`KEITHLEY2400`](https://github.com/flojoy-io/nodes/blob/main/INSTRUMENTS/KEITHLEY/KEITHLEY2400/KEITHLEY2400.py) node will communicate with the source meter by serial communication to send voltages and measure currents from the device. This node has two communication parameters set by the user after connecting the Keithley2400 to his computer:
+The [`KEITHLEY2400`](https://github.com/flojoy-io/nodes/blob/main/INSTRUMENTS/KEITHLEY/KEITHLEY2400/KEITHLEY2400.py) node will communicate with the source meter through serial communication to send voltages and measure currents from the device. This node has two communication parameters set by the user after connecting the Keithley2400 to their computer:
 
-- KEITHLEY2400 COMPORT: Define your communication port where the source meter is connected (the default is /dev/tty/USBO for Linux).
-- KEITHLEY2400 BAUDRATE: Define the Baud rate of your communication protocol (the default is 9600, the value has to correspond to the Instrument settings).
+- KEITHLEY2400 COMPORT: Define your communication port where the source meter is connected (the default is `/dev/tty/USBO` for Linux).
+- KEITHLEY2400 BAUDRATE: Define the Baud rate of your communication protocol (the default is `9600`, the value has to correspond to the Instrument settings).
 
 The [`LINE`](https://github.com/flojoy-io/nodes/blob/main/VISUALIZERS/PLOTLY/LINE/LINE.py) node will display the I-V curve by plotting the currents received from the device as a function of the voltages transmitted to the device.
 
diff --git a/docs/nodes/INSTRUMENTS/LABJACK/LABJACKU3/LABJACKU3.md b/docs/nodes/INSTRUMENTS/LABJACK/LABJACKU3/LABJACKU3.md
index d838abb2e1..20e8320ac9 100644
--- a/docs/nodes/INSTRUMENTS/LABJACK/LABJACKU3/LABJACKU3.md
+++ b/docs/nodes/INSTRUMENTS/LABJACK/LABJACKU3/LABJACKU3.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Record and display temperature measurements
+
 <AppDisplay 
     nodeLabel='LABJACKU3'
     appImg={appImg}
diff --git a/docs/nodes/INSTRUMENTS/LABJACK/LABJACKU3/examples/EX1/example.md b/docs/nodes/INSTRUMENTS/LABJACK/LABJACKU3/examples/EX1/example.md
index 55e33c2fa7..24cc512737 100644
--- a/docs/nodes/INSTRUMENTS/LABJACK/LABJACKU3/examples/EX1/example.md
+++ b/docs/nodes/INSTRUMENTS/LABJACK/LABJACKU3/examples/EX1/example.md
@@ -5,12 +5,12 @@ keyword: [Python, Instrument, LabJack U3 instrument control, Python integration
 image: https://raw.githubusercontent.com/flojoy-ai/docs/main/docs/nodes/INSTRUMENTS/LABJACK/LABJACKU3/examples/EX1/output.jpeg
 --- 
 
-In this example, we show how to record and display temperature measurements with a LABJACK U3 device and update them in a Loop. The appendix contains all information about hardware requirements and sensor connections (Images). You'll also need to install the Labjack exodriver to communicate with the U3 device through USB: https://labjack.com/pages/support?doc=/software-driver/installer-downloads/exodriver/.
+In this example, we show how to record and display temperature measurements with a LabJack U3 device and update them in a Loop. The appendix contains all information about hardware requirements and sensor connections (Images). You'll also need to install the Labjack exodriver to communicate with the U3 device through USB: https://labjack.com/pages/support?doc=/software-driver/installer-downloads/exodriver/.
 
-When the sensors are connected to the LABJACK U3 device and placed to record temperature, you can prepare your Flojoy app:
+When the sensors are connected to the LabJack U3 device and placed to record the temperature, you can prepare your Flojoy app:
 
-The [`LABJACKU3`](https://github.com/flojoy-io/nodes/blob/main/INSTRUMENTS/LABJACK/LABJACKU3/LABJACKU3.py) node communicates with the LABJACK U3 device to extract temperature measurements from the sensors. This node has only one parameter to fix: the number of sensors (6 in this example).
+The [`LABJACKU3`](https://github.com/flojoy-io/nodes/blob/main/INSTRUMENTS/LABJACK/LABJACKU3/LABJACKU3.py) node communicates with the LabJack U3 device to extract temperature measurements from the sensors. This node has only one parameter to fix: the number of sensors (6 in this example).
 
 The [`BAR`](https://github.com/flojoy-io/nodes/blob/main/VISUALIZERS/PLOTLY/BAR/BAR.py) node displays all temperature measurements on the same figure.
 
-To update the results with the latest measurements, we use the [`LOOP`](https://github.com/flojoy-io/nodes/blob/main/LOGIC_GATES/LOOPS/LOOP/LOOP.py) node to create a loop around our [`LABJACKU3`](https://github.com/flojoy-io/nodes/blob/main/INSTRUMENTS/LABJACK/LABJACKU3/LABJACKU3.py) and [`BAR`](https://github.com/flojoy-io/nodes/blob/main/VISUALIZERS/PLOTLY/BAR/BAR.py) nodes. (Refer to the `LOOP` node documentation for more information).
+To update the results with the latest measurements, we use the [`LOOP`](https://github.com/flojoy-io/nodes/blob/main/LOGIC_GATES/LOOPS/LOOP/LOOP.py) node to create a loop around our [`LABJACKU3`](https://github.com/flojoy-io/nodes/blob/main/INSTRUMENTS/LABJACK/LABJACKU3/LABJACKU3.py) and [`BAR`](https://github.com/flojoy-io/nodes/blob/main/VISUALIZERS/PLOTLY/BAR/BAR.py) nodes. (Refer to the [`LOOP`](https://github.com/flojoy-io/nodes/blob/main/LOGIC_GATES/LOOPS/LOOP/LOOP.py) node documentation for more information).
diff --git a/docs/nodes/INSTRUMENTS/MOCK/MOCK_WEINSCHEL8320/MOCK_WEINSCHEL8320.md b/docs/nodes/INSTRUMENTS/MOCK/MOCK_WEINSCHEL8320/MOCK_WEINSCHEL8320.md
index 07877bce7a..004e2fc70e 100644
--- a/docs/nodes/INSTRUMENTS/MOCK/MOCK_WEINSCHEL8320/MOCK_WEINSCHEL8320.md
+++ b/docs/nodes/INSTRUMENTS/MOCK/MOCK_WEINSCHEL8320/MOCK_WEINSCHEL8320.md
@@ -1,3 +1,4 @@
+<!--Add SEO here-->
 
 [//]: # (Custom component imports)
 
@@ -17,8 +18,6 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 <SectionBreak />
 
-    
-
 [//]: # (Examples)
 
 ## Examples
@@ -26,7 +25,7 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 import Example1 from './examples/EX1/example.md';
 import App1 from '!!raw-loader!./examples/EX1/app.json';
 
-
+### Simulate a Weinschel 8320 attenuator
 
 <AppDisplay 
     nodeLabel='MOCK_WEINSCHEL8320'
@@ -38,9 +37,7 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 
 <Example1 />
 
-<SectionBreak />
-  
-    
+<SectionBreak />  
 
 [//]: # (Appendix)
 
@@ -54,4 +51,4 @@ import Media from './appendix/media.md';
 <AppendixSection index={1} folderPath='nodes/INSTRUMENTS/MOCK/MOCK_WEINSCHEL8320/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/INSTRUMENTS/MOCK/MOCK_WEINSCHEL8320/appendix/'><Media /></AppendixSection>
 
-
+<!--Add Button here-->
\ No newline at end of file
diff --git a/docs/nodes/INSTRUMENTS/MOCK/MOCK_WEINSCHEL8320/examples/EX1/example.md b/docs/nodes/INSTRUMENTS/MOCK/MOCK_WEINSCHEL8320/examples/EX1/example.md
index 8a602901e0..3f297f1cca 100644
--- a/docs/nodes/INSTRUMENTS/MOCK/MOCK_WEINSCHEL8320/examples/EX1/example.md
+++ b/docs/nodes/INSTRUMENTS/MOCK/MOCK_WEINSCHEL8320/examples/EX1/example.md
@@ -4,6 +4,8 @@ description: In this example, we mock a Weinschel 8320
 keyword: [Python, Instrument, Weinschel 8320, Weinschel 8320 control, Python instrument integration, Measurement and analysis, Python"-"based instrument control, Keithley instrument control, Enhance measurements with Python, Python"-"based measurement techniques, Streamline instrument usage, Accurate data analysis,Python integration with Weinschel 8320]
 --- 
 
-This example is for testing purposes. Using QCoDeS, we mock (or simulate) a Weinschel 8320 attenuator.
+This example is used for testing purposes. 
 
-We also use the CLOSE_ALL node which closes all QCoDeS instruments so they can be used for the next run.
+Using QCoDeS, we mock (or simulate) a Weinschel 8320 attenuator.
+
+We also use the `CLOSE_ALL` node to close all QCoDeS instruments so that they can be used in the next run.
diff --git a/docs/nodes/INSTRUMENTS/PHIDGET/PHIDGET22/PHIDGET22.md b/docs/nodes/INSTRUMENTS/PHIDGET/PHIDGET22/PHIDGET22.md
index 5447ee3fc6..54ba14ca51 100644
--- a/docs/nodes/INSTRUMENTS/PHIDGET/PHIDGET22/PHIDGET22.md
+++ b/docs/nodes/INSTRUMENTS/PHIDGET/PHIDGET22/PHIDGET22.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Measure pressures from Flexiforce sensors
+
 <AppDisplay 
     nodeLabel='PHIDGET22'
     appImg={appImg}
diff --git a/docs/nodes/INSTRUMENTS/QCODES/CLOSE_ALL/CLOSE_ALL.md b/docs/nodes/INSTRUMENTS/QCODES/CLOSE_ALL/CLOSE_ALL.md
index 79fe7b529c..7629b58a94 100644
--- a/docs/nodes/INSTRUMENTS/QCODES/CLOSE_ALL/CLOSE_ALL.md
+++ b/docs/nodes/INSTRUMENTS/QCODES/CLOSE_ALL/CLOSE_ALL.md
@@ -1,3 +1,4 @@
+<!--Add SEO here-->
 
 [//]: # (Custom component imports)
 
@@ -17,8 +18,6 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 <SectionBreak />
 
-    
-
 [//]: # (Examples)
 
 ## Examples
@@ -26,7 +25,7 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 import Example1 from './examples/EX1/example.md';
 import App1 from '!!raw-loader!./examples/EX1/app.json';
 
-
+### Close all QCoDeS instruments
 
 <AppDisplay 
     nodeLabel='CLOSE_ALL'
@@ -38,9 +37,7 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 
 <Example1 />
 
-<SectionBreak />
-  
-    
+<SectionBreak /> 
 
 [//]: # (Appendix)
 
@@ -54,4 +51,4 @@ import Media from './appendix/media.md';
 <AppendixSection index={1} folderPath='nodes/INSTRUMENTS/QCODES/CLOSE_ALL/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/INSTRUMENTS/QCODES/CLOSE_ALL/appendix/'><Media /></AppendixSection>
 
-
+<!--Add Button here-->
\ No newline at end of file
diff --git a/docs/nodes/INSTRUMENTS/QCODES/CLOSE_ALL/examples/EX1/example.md b/docs/nodes/INSTRUMENTS/QCODES/CLOSE_ALL/examples/EX1/example.md
index 797c128d59..8258388b4a 100644
--- a/docs/nodes/INSTRUMENTS/QCODES/CLOSE_ALL/examples/EX1/example.md
+++ b/docs/nodes/INSTRUMENTS/QCODES/CLOSE_ALL/examples/EX1/example.md
@@ -4,6 +4,8 @@ description: In this example, we mock a Weinschel 8320
 keyword: [Python, Instrument, Weinschel 8320, Weinschel 8320 control, Python instrument integration, Measurement and analysis, Python"-"based instrument control, Keithley instrument control, Enhance measurements with Python, Python"-"based measurement techniques, Streamline instrument usage, Accurate data analysis,Python integration with Weinschel 8320]
 --- 
 
-This example is for testing purposes. Using QCoDeS, we mock (or simulate) a Weinschel 8320 attenuator.
+This example is used for testing purposes. 
 
-We also use the CLOSE_ALL node which closes all QCoDeS instruments so they can be used for the next run.
+Using QCoDeS, we mock (or simulate) a Weinschel 8320 attenuator.
+
+We also use the `CLOSE_ALL` node to close all QCoDeS instruments so that they can be used in the next run.
diff --git a/docs/nodes/INSTRUMENTS/SERIAL/SERIAL_SINGLE_MEASUREMENT/SERIAL_SINGLE_MEASUREMENT.md b/docs/nodes/INSTRUMENTS/SERIAL/SERIAL_SINGLE_MEASUREMENT/SERIAL_SINGLE_MEASUREMENT.md
index 46c9a09df6..82316483d0 100644
--- a/docs/nodes/INSTRUMENTS/SERIAL/SERIAL_SINGLE_MEASUREMENT/SERIAL_SINGLE_MEASUREMENT.md
+++ b/docs/nodes/INSTRUMENTS/SERIAL/SERIAL_SINGLE_MEASUREMENT/SERIAL_SINGLE_MEASUREMENT.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Take a single reading from a serial device
+
 <AppDisplay 
     nodeLabel='SERIAL_SINGLE_MEASUREMENT'
     appImg={appImg}
diff --git a/docs/nodes/INSTRUMENTS/SERIAL/SERIAL_TIMESERIES/SERIAL_TIMESERIES.md b/docs/nodes/INSTRUMENTS/SERIAL/SERIAL_TIMESERIES/SERIAL_TIMESERIES.md
index af4ad45324..81a2804a67 100644
--- a/docs/nodes/INSTRUMENTS/SERIAL/SERIAL_TIMESERIES/SERIAL_TIMESERIES.md
+++ b/docs/nodes/INSTRUMENTS/SERIAL/SERIAL_TIMESERIES/SERIAL_TIMESERIES.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Extract time-dependent data from a serial device
+
 <AppDisplay 
     nodeLabel='SERIAL_TIMESERIES'
     appImg={appImg}
diff --git a/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC/STEPPER_DRIVER_TIC.md b/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC/STEPPER_DRIVER_TIC.md
index 05a28d30df..3a0b969a7a 100644
--- a/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC/STEPPER_DRIVER_TIC.md
+++ b/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC/STEPPER_DRIVER_TIC.md
@@ -31,6 +31,8 @@ import Example1 from './examples/EX1/example.md';
 import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 
+### Control a stepper motor's movement with a TIC driver
+
 <AppDisplay 
     nodeLabel='STEPPER_DRIVER_TIC'
     appImg={appImg}
diff --git a/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC/examples/EX1/example.md b/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC/examples/EX1/example.md
index fc3caa95ec..f9283b80e8 100644
--- a/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC/examples/EX1/example.md
+++ b/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC/examples/EX1/example.md
@@ -5,7 +5,7 @@ keyword: [Python, Instrument, Stepper motor control, Python integration with ste
 image: https://raw.githubusercontent.com/flojoy-ai/docs/main/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC/examples/EX1/output.jpeg
 ---
 
-In this example, the [`STEPPER_DRIVER_TIC`](https://github.com/flojoy-io/nodes/blob/main/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC/STEPPER_DRIVER_TIC.py) node controls a stepper motor movement with a TIC driver.
+In this example, the [`STEPPER_DRIVER_TIC`](https://github.com/flojoy-io/nodes/blob/main/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC/STEPPER_DRIVER_TIC.py) node controls a stepper motor's movement with a TIC driver.
 
 First, the user must define the current limitation, which depends on the motor's size and model.
 After that, he can set the speed and choose the sleep time between movements.
diff --git a/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC_KNOB/STEPPER_DRIVER_TIC_KNOB.md b/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC_KNOB/STEPPER_DRIVER_TIC_KNOB.md
index f332956ea5..71c02335cc 100644
--- a/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC_KNOB/STEPPER_DRIVER_TIC_KNOB.md
+++ b/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC_KNOB/STEPPER_DRIVER_TIC_KNOB.md
@@ -31,6 +31,8 @@ import Example1 from './examples/EX1/example.md';
 import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 
+### Control a stepper motor's rotation with a TIC driver
+
 <AppDisplay 
     nodeLabel='STEPPER_DRIVER_TIC_KNOB'
     appImg={appImg}
diff --git a/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC_KNOB/examples/EX1/example.md b/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC_KNOB/examples/EX1/example.md
index fdb3688444..aa930e1ad5 100644
--- a/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC_KNOB/examples/EX1/example.md
+++ b/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC_KNOB/examples/EX1/example.md
@@ -5,7 +5,7 @@ keyword: [Python, Instrument, Stepper motor control with knob, Python integratio
 image: https://raw.githubusercontent.com/flojoy-ai/docs/main/docs/nodes/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC_KNOB/examples/EX1/output.jpeg
 ---
 
-In this example, the [`STEPPER_DRIVER_TIC_KNOB`](https://github.com/flojoy-io/nodes/blob/main/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC_KNOB/STEPPER_DRIVER_TIC_KNOB.py) node controls a stepper motor movement with a TIC driver. It allows you to control the motor's rotation with a KNOB button. (From 0 to 100 corresponds to a rotation between 0 and 360 degrees.)
+In this example, the [`STEPPER_DRIVER_TIC_KNOB`](https://github.com/flojoy-io/nodes/blob/main/INSTRUMENTS/STEPPER_MOTOR/STEPPER_DRIVER_TIC_KNOB/STEPPER_DRIVER_TIC_KNOB.py) node controls a stepper motor's movement with a TIC driver. It allows you to control the motor's rotation with a KNOB button. (From 0 to 100 corresponds to a rotation between 0 and 360 degrees.)
 
 First, the user must define the current limitation, which depends on the motor's size and model. After that, he can set the speed, the rotation, and the sleep time to create a specific movement for different applications. Then, after clicking the PLAY button, the motor will start moving.
 
diff --git a/docs/nodes/INSTRUMENTS/WEB_CAM/CAMERA/CAMERA.md b/docs/nodes/INSTRUMENTS/WEB_CAM/CAMERA/CAMERA.md
index 44139fb45e..ed47fb48c3 100644
--- a/docs/nodes/INSTRUMENTS/WEB_CAM/CAMERA/CAMERA.md
+++ b/docs/nodes/INSTRUMENTS/WEB_CAM/CAMERA/CAMERA.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Obtain an image from a camera
+
 <AppDisplay 
     nodeLabel='CAMERA'
     appImg={appImg}
diff --git a/docs/nodes/INSTRUMENTS/WEB_CAM/CAMERA/examples/EX1/example.md b/docs/nodes/INSTRUMENTS/WEB_CAM/CAMERA/examples/EX1/example.md
index 84f7ab48ee..adb9aded51 100644
--- a/docs/nodes/INSTRUMENTS/WEB_CAM/CAMERA/examples/EX1/example.md
+++ b/docs/nodes/INSTRUMENTS/WEB_CAM/CAMERA/examples/EX1/example.md
@@ -5,7 +5,7 @@ keyword: [Python, Instrument, Web cam, Camera, Python webcam integration, Camera
 image: https://raw.githubusercontent.com/flojoy-ai/docs/main/docs/nodes/INSTRUMENTS/WEB_CAM/CAMERA/examples/EX1/output.jpeg
 ---  
 
-In this example app, the [`CAMERA`](https://github.com/flojoy-io/nodes/blob/main/INSTRUMENTS/WEB_CAM/CAMERA/CAMERA.py) node takes and returns a picture from a camera connected to the computer.
+In this example, the [`CAMERA`](https://github.com/flojoy-io/nodes/blob/main/INSTRUMENTS/WEB_CAM/CAMERA/CAMERA.py) node takes and returns a picture from a camera connected to the computer.
 
 Before using the node, you'll need to define the Camera index in the node parameter to choose your Camera (e.g. Webcam, USB camera, etc.).
 
diff --git a/docs/nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_DOWNLOAD/FLOJOY_CLOUD_DOWNLOAD.md b/docs/nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_DOWNLOAD/FLOJOY_CLOUD_DOWNLOAD.md
index 24b007c132..ab29c577fc 100644
--- a/docs/nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_DOWNLOAD/FLOJOY_CLOUD_DOWNLOAD.md
+++ b/docs/nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_DOWNLOAD/FLOJOY_CLOUD_DOWNLOAD.md
@@ -1,3 +1,5 @@
+<!--Add SEO here-->
+
 [//]: # 'Custom component imports'
 
 import DocString from '@site/src/components/DocString';
@@ -23,6 +25,7 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 import Example1 from './examples/EX1/example.md';
 import App1 from '!!raw-loader!./examples/EX1/app.json';
 
+### Download a DataContainer from Flojoy Cloud
 
 <AppDisplay
 nodeLabel='FLOJOY_CLOUD_DOWNLOAD'
@@ -34,8 +37,6 @@ outputImg={''} >
 <Example1 />
 
 <SectionBreak />
-  
-
 
 [//]: # 'Appendix'
 
@@ -48,3 +49,5 @@ import Media from './appendix/media.md';
 <AppendixSection index={0} folderPath='nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_DOWNLOAD/appendix/'><Notes /></AppendixSection>
 <AppendixSection index={1} folderPath='nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_DOWNLOAD/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_DOWNLOAD/appendix/'><Media /></AppendixSection>
+
+<!--Add Button here-->
\ No newline at end of file
diff --git a/docs/nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_DOWNLOAD/examples/EX1/example.md b/docs/nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_DOWNLOAD/examples/EX1/example.md
index e69de29bb2..dba3b0e524 100644
--- a/docs/nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_DOWNLOAD/examples/EX1/example.md
+++ b/docs/nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_DOWNLOAD/examples/EX1/example.md
@@ -0,0 +1 @@
+<!--Add SEO here-->
\ No newline at end of file
diff --git a/docs/nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_UPLOAD/FLOJOY_CLOUD_UPLOAD.md b/docs/nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_UPLOAD/FLOJOY_CLOUD_UPLOAD.md
index a870981b1c..f0b6f3e323 100644
--- a/docs/nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_UPLOAD/FLOJOY_CLOUD_UPLOAD.md
+++ b/docs/nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_UPLOAD/FLOJOY_CLOUD_UPLOAD.md
@@ -1,3 +1,5 @@
+<!--Add SEO here-->
+
 [//]: # 'Custom component imports'
 
 import DocString from '@site/src/components/DocString';
@@ -23,6 +25,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 import Example1 from './examples/EX1/example.md';
 import App1 from '!!raw-loader!./examples/EX1/app.json';
 
+### Upload a DataContainer to Flojoy Cloud
+
 <AppDisplay
 nodeLabel='FLOJOY_CLOUD_UPLOAD'
 appImg={''}
@@ -33,8 +37,6 @@ outputImg={''} >
 <Example1 />
 
 <SectionBreak />
-  
-
 
 [//]: # 'Appendix'
 
@@ -47,3 +49,5 @@ import Media from './appendix/media.md';
 <AppendixSection index={0} folderPath='nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_UPLOAD/appendix/'><Notes /></AppendixSection>
 <AppendixSection index={1} folderPath='nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_UPLOAD/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_UPLOAD/appendix/'><Media /></AppendixSection>
+
+<!--Add Button here-->
\ No newline at end of file
diff --git a/docs/nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_UPLOAD/examples/EX1/example.md b/docs/nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_UPLOAD/examples/EX1/example.md
index 4ec2af5b29..31a9253642 100644
--- a/docs/nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_UPLOAD/examples/EX1/example.md
+++ b/docs/nodes/LOADERS/CLOUD_DATABASE/FLOJOY_CLOUD_UPLOAD/examples/EX1/example.md
@@ -1 +1,3 @@
-This is the exact same as the default example app, except we will stream the result of the ADD node to [Flojoy Cloud](https://cloud.flojoy.ai)
+<!--Add SEO here-->
+
+This is the exact same as the default example app, except we will stream the result of the `ADD` node to [Flojoy Cloud](https://cloud.flojoy.ai).
diff --git a/docs/nodes/LOADERS/INTERNAL_MEMORY/DS_LOAD/DS_LOAD.md b/docs/nodes/LOADERS/INTERNAL_MEMORY/DS_LOAD/DS_LOAD.md
index 0d443db7f1..cd39316c08 100644
--- a/docs/nodes/LOADERS/INTERNAL_MEMORY/DS_LOAD/DS_LOAD.md
+++ b/docs/nodes/LOADERS/INTERNAL_MEMORY/DS_LOAD/DS_LOAD.md
@@ -19,19 +19,17 @@ import AppendixSection from '@site/src/components/AppendixSection';
 import DocstringSource from '!!raw-loader!./a1-[autogen]/docstring.txt';
 import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
-
 <DocString>{DocstringSource}</DocString>
 <PythonCode GLink='LOADERS/INTERNAL_MEMORY/DS_LOAD/DS_LOAD.py'>{PythonSource}</PythonCode>
 
-
 <SectionBreak />
 
-    
-
 [//]: # (Examples)
 
 ## Examples
 
+### Load data from in-memory data storage
+
 <AppDisplay 
   GLink='LOADERS/INTERNAL_MEMORY/DS_LOAD'
   nodeLabel='DS_LOAD'>
@@ -39,8 +37,6 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 <SectionBreak />
 
-    
-
 [//]: # (Appendix)
 
 import Notes from './appendix/notes.md';
diff --git a/docs/nodes/LOADERS/LOCAL_FILE_SYSTEM/BATCH_PROCESSOR/BATCH_PROCESSOR.md b/docs/nodes/LOADERS/LOCAL_FILE_SYSTEM/BATCH_PROCESSOR/BATCH_PROCESSOR.md
index 8e047fa2de..d2daf7f644 100644
--- a/docs/nodes/LOADERS/LOCAL_FILE_SYSTEM/BATCH_PROCESSOR/BATCH_PROCESSOR.md
+++ b/docs/nodes/LOADERS/LOCAL_FILE_SYSTEM/BATCH_PROCESSOR/BATCH_PROCESSOR.md
@@ -33,6 +33,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import outputImg from './examples/EX1/output.jpeg'
 import appImg from './examples/EX1/app.jpeg'
 
+### Batch load TIFF images from disk
+
 <AppDisplay 
     nodeLabel='BATCH_PROCESSOR'
     appImg={appImg}
diff --git a/docs/nodes/LOADERS/LOCAL_FILE_SYSTEM/BATCH_PROCESSOR/examples/EX1/example.md b/docs/nodes/LOADERS/LOCAL_FILE_SYSTEM/BATCH_PROCESSOR/examples/EX1/example.md
index ef05ad3008..6973d2eef2 100644
--- a/docs/nodes/LOADERS/LOCAL_FILE_SYSTEM/BATCH_PROCESSOR/examples/EX1/example.md
+++ b/docs/nodes/LOADERS/LOCAL_FILE_SYSTEM/BATCH_PROCESSOR/examples/EX1/example.md
@@ -1,4 +1,3 @@
-This app demonstrates how to batch load many `TIF` images from within a directory, and process them each sequentially.
+This example demonstrates how to batch load many `TIFF` images from within a directory, and process them each sequentially.
 
-*Nota bene* that you will need to edit the file paths in the `BATCH_PROCESSOR` nodes to reflect the path of the assets in your current installation of Flojoy Studio. They are found in the `assets` directory
-where this node is maintained.
+**NB:** You will need to edit the file paths in the `BATCH_PROCESSOR` nodes to reflect the path of the assets in your current installation of Flojoy Studio. They are found in the `assets` directory where this node is maintained.
diff --git a/docs/nodes/LOADERS/LOCAL_FILE_SYSTEM/LOCAL_FILE/LOCAL_FILE.md b/docs/nodes/LOADERS/LOCAL_FILE_SYSTEM/LOCAL_FILE/LOCAL_FILE.md
index 63271ac754..c4f103ef63 100644
--- a/docs/nodes/LOADERS/LOCAL_FILE_SYSTEM/LOCAL_FILE/LOCAL_FILE.md
+++ b/docs/nodes/LOADERS/LOCAL_FILE_SYSTEM/LOCAL_FILE/LOCAL_FILE.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Load and convert a local file to a DataContainer
+
 <AppDisplay 
     nodeLabel='LOCAL_FILE'
     appImg={appImg}
diff --git a/docs/nodes/LOADERS/LOCAL_FILE_SYSTEM/OPEN_MATLAB/OPEN_MATLAB.md b/docs/nodes/LOADERS/LOCAL_FILE_SYSTEM/OPEN_MATLAB/OPEN_MATLAB.md
index a0582f1f8f..cbe53d1ba4 100644
--- a/docs/nodes/LOADERS/LOCAL_FILE_SYSTEM/OPEN_MATLAB/OPEN_MATLAB.md
+++ b/docs/nodes/LOADERS/LOCAL_FILE_SYSTEM/OPEN_MATLAB/OPEN_MATLAB.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Load a local `.mat` file
+
 <AppDisplay 
     nodeLabel='OPEN_MATLAB'
     appImg={appImg}
diff --git a/docs/nodes/LOADERS/REMOTE_FILE_SYSTEM/REMOTE_FILE/REMOTE_FILE.md b/docs/nodes/LOADERS/REMOTE_FILE_SYSTEM/REMOTE_FILE/REMOTE_FILE.md
index 7d66ed913b..011a68f7a0 100644
--- a/docs/nodes/LOADERS/REMOTE_FILE_SYSTEM/REMOTE_FILE/REMOTE_FILE.md
+++ b/docs/nodes/LOADERS/REMOTE_FILE_SYSTEM/REMOTE_FILE/REMOTE_FILE.md
@@ -1,3 +1,4 @@
+<!--Add SEO here-->
 
 [//]: # (Custom component imports)
 
@@ -17,13 +18,11 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 <SectionBreak />
 
-
-
 [//]: # (Examples)
 
 ## Examples
 
-
+### Load and convert a remote file to a DataContainer
 
 <AppDisplay
     nodeLabel='REMOTE_FILE'
@@ -35,8 +34,6 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 <Example1 />
 
 <SectionBreak />
-  
-    
 
 [//]: # (Appendix)
 
@@ -50,4 +47,4 @@ import Media from './appendix/media.md';
 <AppendixSection index={1} folderPath='nodes/LOADERS/REMOTE_FILE_SYSTEM/REMOTE_FILE/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/LOADERS/REMOTE_FILE_SYSTEM/REMOTE_FILE/appendix/'><Media /></AppendixSection>
 
-
+<!--Add Button here-->
\ No newline at end of file
diff --git a/docs/nodes/LOGIC_GATES/CONDITIONALS/CONDITIONAL/CONDITIONAL.md b/docs/nodes/LOGIC_GATES/CONDITIONALS/CONDITIONAL/CONDITIONAL.md
index e9c5fe2859..3f964edfad 100644
--- a/docs/nodes/LOGIC_GATES/CONDITIONALS/CONDITIONAL/CONDITIONAL.md
+++ b/docs/nodes/LOGIC_GATES/CONDITIONALS/CONDITIONAL/CONDITIONAL.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Compare two inputs
+
 <AppDisplay 
     nodeLabel='CONDITIONAL'
     appImg={appImg}
diff --git a/docs/nodes/LOGIC_GATES/LOOPS/APPEND/APPEND.md b/docs/nodes/LOGIC_GATES/LOOPS/APPEND/APPEND.md
index acc343b504..245022b7dc 100644
--- a/docs/nodes/LOGIC_GATES/LOOPS/APPEND/APPEND.md
+++ b/docs/nodes/LOGIC_GATES/LOOPS/APPEND/APPEND.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Append a data point to an array
+
 <AppDisplay 
     nodeLabel='APPEND'
     appImg={appImg}
diff --git a/docs/nodes/LOGIC_GATES/LOOPS/LOOP/LOOP.md b/docs/nodes/LOGIC_GATES/LOOPS/LOOP/LOOP.md
index d0699b60f6..b0de114318 100644
--- a/docs/nodes/LOGIC_GATES/LOOPS/LOOP/LOOP.md
+++ b/docs/nodes/LOGIC_GATES/LOOPS/LOOP/LOOP.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Iterate through the body nodes
+
 <AppDisplay 
     nodeLabel='LOOP'
     appImg={appImg}
diff --git a/docs/nodes/LOGIC_GATES/LOOP_TOOLS/BREAK/BREAK.md b/docs/nodes/LOGIC_GATES/LOOP_TOOLS/BREAK/BREAK.md
index 28939995fd..badc576770 100644
--- a/docs/nodes/LOGIC_GATES/LOOP_TOOLS/BREAK/BREAK.md
+++ b/docs/nodes/LOGIC_GATES/LOOP_TOOLS/BREAK/BREAK.md
@@ -1,3 +1,4 @@
+<!--Add SEO here-->
 
 [//]: # 'Custom component imports'
 
@@ -18,8 +19,6 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 <SectionBreak />
 
-    
-
 [//]: # 'Examples'
 
 ## Examples
@@ -27,7 +26,7 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 import Example1 from './examples/EX1/example.md';
 import App1 from '!!raw-loader!./examples/EX1/app.json';
 
-
+### End the iteration of a loop
 
 <AppDisplay 
     nodeLabel='BREAK'
@@ -39,9 +38,7 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 
 <Example1 />
 
-<SectionBreak />
-  
-    
+<SectionBreak /> 
 
 [//]: # 'Appendix'
 
@@ -55,4 +52,4 @@ import Media from './appendix/media.md';
 <AppendixSection index={1} folderPath='nodes/LOGIC_GATES/LOOP_TOOLS/BREAK/appendix/'><Hardware/></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/LOGIC_GATES/LOOP_TOOLS/BREAK/appendix/'><Media/></AppendixSection>
 
-
+<!--Add Button here-->
\ No newline at end of file
diff --git a/docs/nodes/LOGIC_GATES/LOOP_TOOLS/BREAK/examples/EX1/example.md b/docs/nodes/LOGIC_GATES/LOOP_TOOLS/BREAK/examples/EX1/example.md
index e69de29bb2..dba3b0e524 100644
--- a/docs/nodes/LOGIC_GATES/LOOP_TOOLS/BREAK/examples/EX1/example.md
+++ b/docs/nodes/LOGIC_GATES/LOOP_TOOLS/BREAK/examples/EX1/example.md
@@ -0,0 +1 @@
+<!--Add SEO here-->
\ No newline at end of file
diff --git a/docs/nodes/LOGIC_GATES/LOOP_TOOLS/LOOP_INDEX/LOOP_INDEX.md b/docs/nodes/LOGIC_GATES/LOOP_TOOLS/LOOP_INDEX/LOOP_INDEX.md
index 8a1cf909bb..37f1f0cc49 100644
--- a/docs/nodes/LOGIC_GATES/LOOP_TOOLS/LOOP_INDEX/LOOP_INDEX.md
+++ b/docs/nodes/LOGIC_GATES/LOOP_TOOLS/LOOP_INDEX/LOOP_INDEX.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Track the number of loops
+
 <AppDisplay 
     nodeLabel='LOOP_INDEX'
     appImg={appImg}
diff --git a/docs/nodes/LOGIC_GATES/TIMERS/TIMER/TIMER.md b/docs/nodes/LOGIC_GATES/TIMERS/TIMER/TIMER.md
index 33f930fded..cb61f8ec6e 100644
--- a/docs/nodes/LOGIC_GATES/TIMERS/TIMER/TIMER.md
+++ b/docs/nodes/LOGIC_GATES/TIMERS/TIMER/TIMER.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Sleep for a number of seconds
+
 <AppDisplay 
     nodeLabel='TIMER'
     appImg={appImg}
diff --git a/docs/nodes/NUMPY/LINALG/CHOLESKY/CHOLESKY.md b/docs/nodes/NUMPY/LINALG/CHOLESKY/CHOLESKY.md
index d39ae77f3b..481c6f517e 100644
--- a/docs/nodes/NUMPY/LINALG/CHOLESKY/CHOLESKY.md
+++ b/docs/nodes/NUMPY/LINALG/CHOLESKY/CHOLESKY.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Perform a Cholesky decomposition
+
 <AppDisplay 
   GLink='NUMPY/linalg/CHOLESKY'
   nodeLabel='CHOLESKY'>
diff --git a/docs/nodes/NUMPY/LINALG/DET/DET.md b/docs/nodes/NUMPY/LINALG/DET/DET.md
index b6811d3f36..e93525e82b 100644
--- a/docs/nodes/NUMPY/LINALG/DET/DET.md
+++ b/docs/nodes/NUMPY/LINALG/DET/DET.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the determinant of an array
+
 <AppDisplay 
   GLink='NUMPY/linalg/DET'
   nodeLabel='DET'>
diff --git a/docs/nodes/NUMPY/LINALG/EIG/EIG.md b/docs/nodes/NUMPY/LINALG/EIG/EIG.md
index c23e94bc0b..a9d9769939 100644
--- a/docs/nodes/NUMPY/LINALG/EIG/EIG.md
+++ b/docs/nodes/NUMPY/LINALG/EIG/EIG.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the eigenvalues and -vectors of a square array
+
 <AppDisplay 
   GLink='NUMPY/linalg/EIG'
   nodeLabel='EIG'>
diff --git a/docs/nodes/NUMPY/LINALG/EIGH/EIGH.md b/docs/nodes/NUMPY/LINALG/EIGH/EIGH.md
index 6440480386..6ffe52befc 100644
--- a/docs/nodes/NUMPY/LINALG/EIGH/EIGH.md
+++ b/docs/nodes/NUMPY/LINALG/EIGH/EIGH.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Return the eigenvalues and -vectors of a specific matrix
+
 <AppDisplay 
   GLink='NUMPY/linalg/EIGH'
   nodeLabel='EIGH'>
diff --git a/docs/nodes/NUMPY/LINALG/EIGVALS/EIGVALS.md b/docs/nodes/NUMPY/LINALG/EIGVALS/EIGVALS.md
index 1ca65ba6ae..4cec7a3a09 100644
--- a/docs/nodes/NUMPY/LINALG/EIGVALS/EIGVALS.md
+++ b/docs/nodes/NUMPY/LINALG/EIGVALS/EIGVALS.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the eigenvalues of a general matrix
+
 <AppDisplay 
   GLink='NUMPY/linalg/EIGVALS'
   nodeLabel='EIGVALS'>
diff --git a/docs/nodes/NUMPY/LINALG/EIGVALSH/EIGVALSH.md b/docs/nodes/NUMPY/LINALG/EIGVALSH/EIGVALSH.md
index 3a51a46382..ea752f951b 100644
--- a/docs/nodes/NUMPY/LINALG/EIGVALSH/EIGVALSH.md
+++ b/docs/nodes/NUMPY/LINALG/EIGVALSH/EIGVALSH.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the eigenvalues of a specific matrix
+
 <AppDisplay 
   GLink='NUMPY/linalg/EIGVALSH'
   nodeLabel='EIGVALSH'>
diff --git a/docs/nodes/NUMPY/LINALG/INV/INV.md b/docs/nodes/NUMPY/LINALG/INV/INV.md
index e6601f3245..894fd75909 100644
--- a/docs/nodes/NUMPY/LINALG/INV/INV.md
+++ b/docs/nodes/NUMPY/LINALG/INV/INV.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the inverse of a matrix
+
 <AppDisplay 
   GLink='NUMPY/linalg/INV'
   nodeLabel='INV'>
diff --git a/docs/nodes/NUMPY/LINALG/MATRIX_POWER/MATRIX_POWER.md b/docs/nodes/NUMPY/LINALG/MATRIX_POWER/MATRIX_POWER.md
index 9eba3ac3d9..2c00c1c779 100644
--- a/docs/nodes/NUMPY/LINALG/MATRIX_POWER/MATRIX_POWER.md
+++ b/docs/nodes/NUMPY/LINALG/MATRIX_POWER/MATRIX_POWER.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Raise a square matrix to a power
+
 <AppDisplay 
   GLink='NUMPY/linalg/MATRIX_POWER'
   nodeLabel='MATRIX_POWER'>
diff --git a/docs/nodes/NUMPY/LINALG/PINV/PINV.md b/docs/nodes/NUMPY/LINALG/PINV/PINV.md
index 2598582adf..1127cedf66 100644
--- a/docs/nodes/NUMPY/LINALG/PINV/PINV.md
+++ b/docs/nodes/NUMPY/LINALG/PINV/PINV.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the pseudo-inverse of a matrix
+
 <AppDisplay 
   GLink='NUMPY/linalg/PINV'
   nodeLabel='PINV'>
diff --git a/docs/nodes/NUMPY/LINALG/QR/QR.md b/docs/nodes/NUMPY/LINALG/QR/QR.md
index ae7e0d9889..d9e8398b98 100644
--- a/docs/nodes/NUMPY/LINALG/QR/QR.md
+++ b/docs/nodes/NUMPY/LINALG/QR/QR.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the `qr` factorization of a matrix
+
 <AppDisplay 
   GLink='NUMPY/linalg/QR'
   nodeLabel='QR'>
diff --git a/docs/nodes/NUMPY/LINALG/SLOGDET/SLOGDET.md b/docs/nodes/NUMPY/LINALG/SLOGDET/SLOGDET.md
index b1ac50319b..5df3d629cb 100644
--- a/docs/nodes/NUMPY/LINALG/SLOGDET/SLOGDET.md
+++ b/docs/nodes/NUMPY/LINALG/SLOGDET/SLOGDET.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute specific logarithms of the determinant of an array
+
 <AppDisplay 
   GLink='NUMPY/linalg/SLOGDET'
   nodeLabel='SLOGDET'>
diff --git a/docs/nodes/NUMPY/LINALG/SVD/SVD.md b/docs/nodes/NUMPY/LINALG/SVD/SVD.md
index 620abd1546..0c1db7d8df 100644
--- a/docs/nodes/NUMPY/LINALG/SVD/SVD.md
+++ b/docs/nodes/NUMPY/LINALG/SVD/SVD.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Perform a singular value decomposition
+
 <AppDisplay 
   GLink='NUMPY/linalg/SVD'
   nodeLabel='SVD'>
diff --git a/docs/nodes/NUMPY/LINALG/TENSORINV/TENSORINV.md b/docs/nodes/NUMPY/LINALG/TENSORINV/TENSORINV.md
index f962d4247b..ef60d8e555 100644
--- a/docs/nodes/NUMPY/LINALG/TENSORINV/TENSORINV.md
+++ b/docs/nodes/NUMPY/LINALG/TENSORINV/TENSORINV.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the inverse of an N-dimensional array
+
 <AppDisplay 
   GLink='NUMPY/linalg/TENSORINV'
   nodeLabel='TENSORINV'>
diff --git a/docs/nodes/SCIPY/SIGNAL/ARGRELMAX/ARGRELMAX.md b/docs/nodes/SCIPY/SIGNAL/ARGRELMAX/ARGRELMAX.md
index d716496767..98574897aa 100644
--- a/docs/nodes/SCIPY/SIGNAL/ARGRELMAX/ARGRELMAX.md
+++ b/docs/nodes/SCIPY/SIGNAL/ARGRELMAX/ARGRELMAX.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Calculate the relative maxima of data
+
 <AppDisplay 
   GLink='SCIPY/signal/ARGRELMAX'
   nodeLabel='ARGRELMAX'>
diff --git a/docs/nodes/SCIPY/SIGNAL/ARGRELMIN/ARGRELMIN.md b/docs/nodes/SCIPY/SIGNAL/ARGRELMIN/ARGRELMIN.md
index 0668a644d7..00fb4c361f 100644
--- a/docs/nodes/SCIPY/SIGNAL/ARGRELMIN/ARGRELMIN.md
+++ b/docs/nodes/SCIPY/SIGNAL/ARGRELMIN/ARGRELMIN.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Calculate the relative minima of data
+
 <AppDisplay 
   GLink='SCIPY/signal/ARGRELMIN'
   nodeLabel='ARGRELMIN'>
diff --git a/docs/nodes/SCIPY/SIGNAL/BSPLINE/BSPLINE.md b/docs/nodes/SCIPY/SIGNAL/BSPLINE/BSPLINE.md
index 130f8bc581..950d92e7e6 100644
--- a/docs/nodes/SCIPY/SIGNAL/BSPLINE/BSPLINE.md
+++ b/docs/nodes/SCIPY/SIGNAL/BSPLINE/BSPLINE.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Apply a B-spline basis function
+
 <AppDisplay 
   GLink='SCIPY/signal/BSPLINE'
   nodeLabel='BSPLINE'>
diff --git a/docs/nodes/SCIPY/SIGNAL/CUBIC/CUBIC.md b/docs/nodes/SCIPY/SIGNAL/CUBIC/CUBIC.md
index 2c993ed212..dbce19394b 100644
--- a/docs/nodes/SCIPY/SIGNAL/CUBIC/CUBIC.md
+++ b/docs/nodes/SCIPY/SIGNAL/CUBIC/CUBIC.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Apply a cubic B-spline function
+
 <AppDisplay 
   GLink='SCIPY/signal/CUBIC'
   nodeLabel='CUBIC'>
diff --git a/docs/nodes/SCIPY/SIGNAL/DECIMATE/DECIMATE.md b/docs/nodes/SCIPY/SIGNAL/DECIMATE/DECIMATE.md
index d9808f5bbf..f062b97063 100644
--- a/docs/nodes/SCIPY/SIGNAL/DECIMATE/DECIMATE.md
+++ b/docs/nodes/SCIPY/SIGNAL/DECIMATE/DECIMATE.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Downsample a signal with an anti-aliasing filter
+
 <AppDisplay 
   GLink='SCIPY/signal/DECIMATE'
   nodeLabel='DECIMATE'>
diff --git a/docs/nodes/SCIPY/SIGNAL/DETREND/DETREND.md b/docs/nodes/SCIPY/SIGNAL/DETREND/DETREND.md
index f8e2a23976..6498e975ab 100644
--- a/docs/nodes/SCIPY/SIGNAL/DETREND/DETREND.md
+++ b/docs/nodes/SCIPY/SIGNAL/DETREND/DETREND.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Remove a linear trend along an axis
+
 <AppDisplay 
   GLink='SCIPY/signal/DETREND'
   nodeLabel='DETREND'>
diff --git a/docs/nodes/SCIPY/SIGNAL/GAUSS_SPLINE/GAUSS_SPLINE.md b/docs/nodes/SCIPY/SIGNAL/GAUSS_SPLINE/GAUSS_SPLINE.md
index 707c7ccd86..04bb0c132f 100644
--- a/docs/nodes/SCIPY/SIGNAL/GAUSS_SPLINE/GAUSS_SPLINE.md
+++ b/docs/nodes/SCIPY/SIGNAL/GAUSS_SPLINE/GAUSS_SPLINE.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Apply a Gaussian approximation to a B-spline basis function
+
 <AppDisplay 
   GLink='SCIPY/signal/GAUSS_SPLINE'
   nodeLabel='GAUSS_SPLINE'>
diff --git a/docs/nodes/SCIPY/SIGNAL/HILBERT/HILBERT.md b/docs/nodes/SCIPY/SIGNAL/HILBERT/HILBERT.md
index d980b3e287..9e6784bd39 100644
--- a/docs/nodes/SCIPY/SIGNAL/HILBERT/HILBERT.md
+++ b/docs/nodes/SCIPY/SIGNAL/HILBERT/HILBERT.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute an analytic signal with the Hilbert transformation
+
 <AppDisplay 
   GLink='SCIPY/signal/HILBERT'
   nodeLabel='HILBERT'>
diff --git a/docs/nodes/SCIPY/SIGNAL/KAISER_BETA/KAISER_BETA.md b/docs/nodes/SCIPY/SIGNAL/KAISER_BETA/KAISER_BETA.md
index 71abdf126f..f7a0e3fdd9 100644
--- a/docs/nodes/SCIPY/SIGNAL/KAISER_BETA/KAISER_BETA.md
+++ b/docs/nodes/SCIPY/SIGNAL/KAISER_BETA/KAISER_BETA.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the Kaiser `beta` parameter
+
 <AppDisplay 
   GLink='SCIPY/signal/KAISER_BETA'
   nodeLabel='KAISER_BETA'>
diff --git a/docs/nodes/SCIPY/SIGNAL/PERIODOGRAM/PERIODOGRAM.md b/docs/nodes/SCIPY/SIGNAL/PERIODOGRAM/PERIODOGRAM.md
index 8038b66578..30e85a0600 100644
--- a/docs/nodes/SCIPY/SIGNAL/PERIODOGRAM/PERIODOGRAM.md
+++ b/docs/nodes/SCIPY/SIGNAL/PERIODOGRAM/PERIODOGRAM.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Estimate power spectral density with a periodogram
+
 <AppDisplay 
   GLink='SCIPY/signal/PERIODOGRAM'
   nodeLabel='PERIODOGRAM'>
diff --git a/docs/nodes/SCIPY/SIGNAL/QUADRATIC/QUADRATIC.md b/docs/nodes/SCIPY/SIGNAL/QUADRATIC/QUADRATIC.md
index 9421aa67b3..982f71d3c3 100644
--- a/docs/nodes/SCIPY/SIGNAL/QUADRATIC/QUADRATIC.md
+++ b/docs/nodes/SCIPY/SIGNAL/QUADRATIC/QUADRATIC.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Apply a quadratic B-spline function
+
 <AppDisplay 
   GLink='SCIPY/signal/QUADRATIC'
   nodeLabel='QUADRATIC'>
diff --git a/docs/nodes/SCIPY/SIGNAL/SAVGOL_FILTER/SAVGOL_FILTER.md b/docs/nodes/SCIPY/SIGNAL/SAVGOL_FILTER/SAVGOL_FILTER.md
index 54d722e996..21b29c9469 100644
--- a/docs/nodes/SCIPY/SIGNAL/SAVGOL_FILTER/SAVGOL_FILTER.md
+++ b/docs/nodes/SCIPY/SIGNAL/SAVGOL_FILTER/SAVGOL_FILTER.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Apply a Savitzky-Golay filter to an array
+
 <AppDisplay 
   GLink='SCIPY/signal/SAVGOL_FILTER'
   nodeLabel='SAVGOL_FILTER'>
diff --git a/docs/nodes/SCIPY/SIGNAL/STFT/STFT.md b/docs/nodes/SCIPY/SIGNAL/STFT/STFT.md
index a6ad87610c..92f5f139c9 100644
--- a/docs/nodes/SCIPY/SIGNAL/STFT/STFT.md
+++ b/docs/nodes/SCIPY/SIGNAL/STFT/STFT.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the Short Time Fourier Transform (STFT)
+
 <AppDisplay 
   GLink='SCIPY/signal/STFT'
   nodeLabel='STFT'>
diff --git a/docs/nodes/SCIPY/SIGNAL/WELCH/WELCH.md b/docs/nodes/SCIPY/SIGNAL/WELCH/WELCH.md
index 2a6f4235d3..c92114b564 100644
--- a/docs/nodes/SCIPY/SIGNAL/WELCH/WELCH.md
+++ b/docs/nodes/SCIPY/SIGNAL/WELCH/WELCH.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Estimate power spectral density with Welch's method
+
 <AppDisplay 
   GLink='SCIPY/signal/WELCH'
   nodeLabel='WELCH'>
diff --git a/docs/nodes/SCIPY/STATS/ANDERSON/ANDERSON.md b/docs/nodes/SCIPY/STATS/ANDERSON/ANDERSON.md
index 5abc69c558..dbdec0253d 100644
--- a/docs/nodes/SCIPY/STATS/ANDERSON/ANDERSON.md
+++ b/docs/nodes/SCIPY/STATS/ANDERSON/ANDERSON.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Test if data comes from a particular distribution
+
 <AppDisplay 
   GLink='SCIPY/stats/ANDERSON'
   nodeLabel='ANDERSON'>
diff --git a/docs/nodes/SCIPY/STATS/BAYES_MVS/BAYES_MVS.md b/docs/nodes/SCIPY/STATS/BAYES_MVS/BAYES_MVS.md
index abf71ac791..4e8b126bb7 100644
--- a/docs/nodes/SCIPY/STATS/BAYES_MVS/BAYES_MVS.md
+++ b/docs/nodes/SCIPY/STATS/BAYES_MVS/BAYES_MVS.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Obtain Bayesian confidence intervals
+
 <AppDisplay 
   GLink='SCIPY/stats/BAYES_MVS'
   nodeLabel='BAYES_MVS'>
diff --git a/docs/nodes/SCIPY/STATS/BINOM_TEST/BINOM_TEST.md b/docs/nodes/SCIPY/STATS/BINOM_TEST/BINOM_TEST.md
index 99fcd39c6e..e1b6b9c0d9 100644
--- a/docs/nodes/SCIPY/STATS/BINOM_TEST/BINOM_TEST.md
+++ b/docs/nodes/SCIPY/STATS/BINOM_TEST/BINOM_TEST.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Test that the probability of success is p
+
 <AppDisplay 
   GLink='SCIPY/stats/BINOM_TEST'
   nodeLabel='BINOM_TEST'>
diff --git a/docs/nodes/SCIPY/STATS/DESCRIBE/DESCRIBE.md b/docs/nodes/SCIPY/STATS/DESCRIBE/DESCRIBE.md
index e4c016efc8..8ff496865a 100644
--- a/docs/nodes/SCIPY/STATS/DESCRIBE/DESCRIBE.md
+++ b/docs/nodes/SCIPY/STATS/DESCRIBE/DESCRIBE.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute descriptive statistics of an array
+
 <AppDisplay 
   GLink='SCIPY/stats/DESCRIBE'
   nodeLabel='DESCRIBE'>
diff --git a/docs/nodes/SCIPY/STATS/GSTD/GSTD.md b/docs/nodes/SCIPY/STATS/GSTD/GSTD.md
index c7ac353368..a222e4aa76 100644
--- a/docs/nodes/SCIPY/STATS/GSTD/GSTD.md
+++ b/docs/nodes/SCIPY/STATS/GSTD/GSTD.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Calculate the geometric standard deviation of an array
+
 <AppDisplay 
   GLink='SCIPY/stats/GSTD'
   nodeLabel='GSTD'>
diff --git a/docs/nodes/SCIPY/STATS/GZSCORE/GZSCORE.md b/docs/nodes/SCIPY/STATS/GZSCORE/GZSCORE.md
index b11ef1db7f..df583b72eb 100644
--- a/docs/nodes/SCIPY/STATS/GZSCORE/GZSCORE.md
+++ b/docs/nodes/SCIPY/STATS/GZSCORE/GZSCORE.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the geometric standard score
+
 <AppDisplay 
   GLink='SCIPY/stats/GZSCORE'
   nodeLabel='GZSCORE'>
diff --git a/docs/nodes/SCIPY/STATS/JARQUE_BERA/JARQUE_BERA.md b/docs/nodes/SCIPY/STATS/JARQUE_BERA/JARQUE_BERA.md
index 0b1c6d0ddc..5c08117651 100644
--- a/docs/nodes/SCIPY/STATS/JARQUE_BERA/JARQUE_BERA.md
+++ b/docs/nodes/SCIPY/STATS/JARQUE_BERA/JARQUE_BERA.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Perform a Jarque-Bera goodness of fit test
+
 <AppDisplay 
   GLink='SCIPY/stats/JARQUE_BERA'
   nodeLabel='JARQUE_BERA'>
diff --git a/docs/nodes/SCIPY/STATS/KURTOSIS/KURTOSIS.md b/docs/nodes/SCIPY/STATS/KURTOSIS/KURTOSIS.md
index 3e464c71bc..c83edf5cd1 100644
--- a/docs/nodes/SCIPY/STATS/KURTOSIS/KURTOSIS.md
+++ b/docs/nodes/SCIPY/STATS/KURTOSIS/KURTOSIS.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the kurtosis of a dataset
+
 <AppDisplay 
   GLink='SCIPY/stats/KURTOSIS'
   nodeLabel='KURTOSIS'>
diff --git a/docs/nodes/SCIPY/STATS/KURTOSISTEST/KURTOSISTEST.md b/docs/nodes/SCIPY/STATS/KURTOSISTEST/KURTOSISTEST.md
index a518e2fcab..d27e1b6e80 100644
--- a/docs/nodes/SCIPY/STATS/KURTOSISTEST/KURTOSISTEST.md
+++ b/docs/nodes/SCIPY/STATS/KURTOSISTEST/KURTOSISTEST.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Test whether a dataset has a normal kurtosis
+
 <AppDisplay 
   GLink='SCIPY/stats/KURTOSISTEST'
   nodeLabel='KURTOSISTEST'>
diff --git a/docs/nodes/SCIPY/STATS/MOMENT/MOMENT.md b/docs/nodes/SCIPY/STATS/MOMENT/MOMENT.md
index 43bab3c398..1e26a673e3 100644
--- a/docs/nodes/SCIPY/STATS/MOMENT/MOMENT.md
+++ b/docs/nodes/SCIPY/STATS/MOMENT/MOMENT.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Calculate the nth moment about the mean
+
 <AppDisplay 
   GLink='SCIPY/stats/MOMENT'
   nodeLabel='MOMENT'>
diff --git a/docs/nodes/SCIPY/STATS/MVSDIST/MVSDIST.md b/docs/nodes/SCIPY/STATS/MVSDIST/MVSDIST.md
index dcf075bc74..f3ff8d4663 100644
--- a/docs/nodes/SCIPY/STATS/MVSDIST/MVSDIST.md
+++ b/docs/nodes/SCIPY/STATS/MVSDIST/MVSDIST.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Obtain 'Frozen' distributions
+
 <AppDisplay 
   GLink='SCIPY/stats/MVSDIST'
   nodeLabel='MVSDIST'>
diff --git a/docs/nodes/SCIPY/STATS/NORMALTEST/NORMALTEST.md b/docs/nodes/SCIPY/STATS/NORMALTEST/NORMALTEST.md
index ff41269659..594b7edb46 100644
--- a/docs/nodes/SCIPY/STATS/NORMALTEST/NORMALTEST.md
+++ b/docs/nodes/SCIPY/STATS/NORMALTEST/NORMALTEST.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Test if a sample differs from a normal distribution
+
 <AppDisplay 
   GLink='SCIPY/stats/NORMALTEST'
   nodeLabel='NORMALTEST'>
diff --git a/docs/nodes/SCIPY/STATS/SEM/SEM.md b/docs/nodes/SCIPY/STATS/SEM/SEM.md
index 847e17508f..0d72215564 100644
--- a/docs/nodes/SCIPY/STATS/SEM/SEM.md
+++ b/docs/nodes/SCIPY/STATS/SEM/SEM.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the standard error of the mean
+
 <AppDisplay 
   GLink='SCIPY/stats/SEM'
   nodeLabel='SEM'>
diff --git a/docs/nodes/SCIPY/STATS/SHAPIRO/SHAPIRO.md b/docs/nodes/SCIPY/STATS/SHAPIRO/SHAPIRO.md
index a25d2302f9..d0a53583e3 100644
--- a/docs/nodes/SCIPY/STATS/SHAPIRO/SHAPIRO.md
+++ b/docs/nodes/SCIPY/STATS/SHAPIRO/SHAPIRO.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Test for normality with the Shapiro-Wilk test
+
 <AppDisplay 
   GLink='SCIPY/stats/SHAPIRO'
   nodeLabel='SHAPIRO'>
diff --git a/docs/nodes/SCIPY/STATS/SIGMACLIP/SIGMACLIP.md b/docs/nodes/SCIPY/STATS/SIGMACLIP/SIGMACLIP.md
index f4519ba37e..38b44fdd01 100644
--- a/docs/nodes/SCIPY/STATS/SIGMACLIP/SIGMACLIP.md
+++ b/docs/nodes/SCIPY/STATS/SIGMACLIP/SIGMACLIP.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Perform iterative sigma-clipping of array elements
+
 <AppDisplay 
   GLink='SCIPY/stats/SIGMACLIP'
   nodeLabel='SIGMACLIP'>
diff --git a/docs/nodes/SCIPY/STATS/SKEW/SKEW.md b/docs/nodes/SCIPY/STATS/SKEW/SKEW.md
index 58e729c5bd..1c549b5f04 100644
--- a/docs/nodes/SCIPY/STATS/SKEW/SKEW.md
+++ b/docs/nodes/SCIPY/STATS/SKEW/SKEW.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the skewness of a dataset
+
 <AppDisplay 
   GLink='SCIPY/stats/SKEW'
   nodeLabel='SKEW'>
diff --git a/docs/nodes/SCIPY/STATS/SKEWTEST/SKEWTEST.md b/docs/nodes/SCIPY/STATS/SKEWTEST/SKEWTEST.md
index d50e3d6240..65b01f84ff 100644
--- a/docs/nodes/SCIPY/STATS/SKEWTEST/SKEWTEST.md
+++ b/docs/nodes/SCIPY/STATS/SKEWTEST/SKEWTEST.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Test whether a dataset has a normal skewness
+
 <AppDisplay 
   GLink='SCIPY/stats/SKEWTEST'
   nodeLabel='SKEWTEST'>
diff --git a/docs/nodes/SCIPY/STATS/TMAX/TMAX.md b/docs/nodes/SCIPY/STATS/TMAX/TMAX.md
index 8a935104e0..f49ad3b497 100644
--- a/docs/nodes/SCIPY/STATS/TMAX/TMAX.md
+++ b/docs/nodes/SCIPY/STATS/TMAX/TMAX.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the trimmed maximum
+
 <AppDisplay 
   GLink='SCIPY/stats/TMAX'
   nodeLabel='TMAX'>
diff --git a/docs/nodes/SCIPY/STATS/TMIN/TMIN.md b/docs/nodes/SCIPY/STATS/TMIN/TMIN.md
index 0b6b33f18a..4bff5808ef 100644
--- a/docs/nodes/SCIPY/STATS/TMIN/TMIN.md
+++ b/docs/nodes/SCIPY/STATS/TMIN/TMIN.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the trimmed minimum
+
 <AppDisplay 
   GLink='SCIPY/stats/TMIN'
   nodeLabel='TMIN'>
diff --git a/docs/nodes/SCIPY/STATS/TRIM1/TRIM1.md b/docs/nodes/SCIPY/STATS/TRIM1/TRIM1.md
index 2ee15f99e7..4feb5300c3 100644
--- a/docs/nodes/SCIPY/STATS/TRIM1/TRIM1.md
+++ b/docs/nodes/SCIPY/STATS/TRIM1/TRIM1.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Trim a proportion from one end of an array
+
 <AppDisplay 
   GLink='SCIPY/stats/TRIM1'
   nodeLabel='TRIM1'>
diff --git a/docs/nodes/SCIPY/STATS/TRIMBOTH/TRIMBOTH.md b/docs/nodes/SCIPY/STATS/TRIMBOTH/TRIMBOTH.md
index 4b3e045bb4..b9b0622af5 100644
--- a/docs/nodes/SCIPY/STATS/TRIMBOTH/TRIMBOTH.md
+++ b/docs/nodes/SCIPY/STATS/TRIMBOTH/TRIMBOTH.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Trim a proportion from both ends of an array
+
 <AppDisplay 
   GLink='SCIPY/stats/TRIMBOTH'
   nodeLabel='TRIMBOTH'>
diff --git a/docs/nodes/SCIPY/STATS/TRIM_MEAN/TRIM_MEAN.md b/docs/nodes/SCIPY/STATS/TRIM_MEAN/TRIM_MEAN.md
index 49e88ce9a9..d8955fb257 100644
--- a/docs/nodes/SCIPY/STATS/TRIM_MEAN/TRIM_MEAN.md
+++ b/docs/nodes/SCIPY/STATS/TRIM_MEAN/TRIM_MEAN.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Trim from both tails and return the mean of an array
+
 <AppDisplay 
   GLink='SCIPY/stats/TRIM_MEAN'
   nodeLabel='TRIM_MEAN'>
diff --git a/docs/nodes/SCIPY/STATS/TTEST_1SAMP/TTEST_1SAMP.md b/docs/nodes/SCIPY/STATS/TTEST_1SAMP/TTEST_1SAMP.md
index a8e9a969f4..a8582a8220 100644
--- a/docs/nodes/SCIPY/STATS/TTEST_1SAMP/TTEST_1SAMP.md
+++ b/docs/nodes/SCIPY/STATS/TTEST_1SAMP/TTEST_1SAMP.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Calculate the T-test for the mean of one group of scores
+
 <AppDisplay 
   GLink='SCIPY/stats/TTEST_1SAMP'
   nodeLabel='TTEST_1SAMP'>
diff --git a/docs/nodes/SCIPY/STATS/VARIATION/VARIATION.md b/docs/nodes/SCIPY/STATS/VARIATION/VARIATION.md
index 077356f69f..0922afebc8 100644
--- a/docs/nodes/SCIPY/STATS/VARIATION/VARIATION.md
+++ b/docs/nodes/SCIPY/STATS/VARIATION/VARIATION.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the coefficient of variation
+
 <AppDisplay 
   GLink='SCIPY/stats/VARIATION'
   nodeLabel='VARIATION'>
diff --git a/docs/nodes/SCIPY/STATS/YEOJOHNSON/YEOJOHNSON.md b/docs/nodes/SCIPY/STATS/YEOJOHNSON/YEOJOHNSON.md
index 79fcb2150a..e5559184de 100644
--- a/docs/nodes/SCIPY/STATS/YEOJOHNSON/YEOJOHNSON.md
+++ b/docs/nodes/SCIPY/STATS/YEOJOHNSON/YEOJOHNSON.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Transform a dataset with the Yeo-Johnson power transformation
+
 <AppDisplay 
   GLink='SCIPY/stats/YEOJOHNSON'
   nodeLabel='YEOJOHNSON'>
diff --git a/docs/nodes/SCIPY/STATS/ZSCORE/ZSCORE.md b/docs/nodes/SCIPY/STATS/ZSCORE/ZSCORE.md
index f357e080ae..894166765d 100644
--- a/docs/nodes/SCIPY/STATS/ZSCORE/ZSCORE.md
+++ b/docs/nodes/SCIPY/STATS/ZSCORE/ZSCORE.md
@@ -32,6 +32,8 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 ## Examples
 
+### Compute the z-score
+
 <AppDisplay 
   GLink='SCIPY/stats/ZSCORE'
   nodeLabel='ZSCORE'>
diff --git a/docs/nodes/TRANSFORMERS/ARITHMETIC/ABS/ABS.md b/docs/nodes/TRANSFORMERS/ARITHMETIC/ABS/ABS.md
index bc8ddeb686..ce45251048 100644
--- a/docs/nodes/TRANSFORMERS/ARITHMETIC/ABS/ABS.md
+++ b/docs/nodes/TRANSFORMERS/ARITHMETIC/ABS/ABS.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Return an absolute value
+
 <AppDisplay 
     nodeLabel='ABS'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/ARITHMETIC/ADD/ADD.md b/docs/nodes/TRANSFORMERS/ARITHMETIC/ADD/ADD.md
index 826dc9ec33..1aa3e54909 100644
--- a/docs/nodes/TRANSFORMERS/ARITHMETIC/ADD/ADD.md
+++ b/docs/nodes/TRANSFORMERS/ARITHMETIC/ADD/ADD.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Add different inputs
+
 <AppDisplay 
     nodeLabel='ADD'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/ARITHMETIC/DIVIDE/DIVIDE.md b/docs/nodes/TRANSFORMERS/ARITHMETIC/DIVIDE/DIVIDE.md
index 8189bd2f6a..69e70fba45 100644
--- a/docs/nodes/TRANSFORMERS/ARITHMETIC/DIVIDE/DIVIDE.md
+++ b/docs/nodes/TRANSFORMERS/ARITHMETIC/DIVIDE/DIVIDE.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Divide different inputs
+
 <AppDisplay 
     nodeLabel='DIVIDE'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/ARITHMETIC/MULTIPLY/MULTIPLY.md b/docs/nodes/TRANSFORMERS/ARITHMETIC/MULTIPLY/MULTIPLY.md
index 7ad6dd5f9b..05fbc0a1c9 100644
--- a/docs/nodes/TRANSFORMERS/ARITHMETIC/MULTIPLY/MULTIPLY.md
+++ b/docs/nodes/TRANSFORMERS/ARITHMETIC/MULTIPLY/MULTIPLY.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Multiply different inputs
+
 <AppDisplay 
     nodeLabel='MULTIPLY'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/ARITHMETIC/SUBTRACT/SUBTRACT.md b/docs/nodes/TRANSFORMERS/ARITHMETIC/SUBTRACT/SUBTRACT.md
index 5f0d66776a..6a6a2a7e4e 100644
--- a/docs/nodes/TRANSFORMERS/ARITHMETIC/SUBTRACT/SUBTRACT.md
+++ b/docs/nodes/TRANSFORMERS/ARITHMETIC/SUBTRACT/SUBTRACT.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Subtract different inputs
+
 <AppDisplay 
     nodeLabel='SUBTRACT'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/CALCULUS/DIFFERENTIATE/DIFFERENTIATE.md b/docs/nodes/TRANSFORMERS/CALCULUS/DIFFERENTIATE/DIFFERENTIATE.md
index 4fa1d2cd18..a942d1a71a 100644
--- a/docs/nodes/TRANSFORMERS/CALCULUS/DIFFERENTIATE/DIFFERENTIATE.md
+++ b/docs/nodes/TRANSFORMERS/CALCULUS/DIFFERENTIATE/DIFFERENTIATE.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Compute the derivative of y with respect to x
+
 <AppDisplay 
     nodeLabel='DIFFERENTIATE'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/CALCULUS/DOUBLE_DEFINITE_INTEGRAL/DOUBLE_DEFINITE_INTEGRAL.md b/docs/nodes/TRANSFORMERS/CALCULUS/DOUBLE_DEFINITE_INTEGRAL/DOUBLE_DEFINITE_INTEGRAL.md
index 83eddafa5c..81a8dcd247 100644
--- a/docs/nodes/TRANSFORMERS/CALCULUS/DOUBLE_DEFINITE_INTEGRAL/DOUBLE_DEFINITE_INTEGRAL.md
+++ b/docs/nodes/TRANSFORMERS/CALCULUS/DOUBLE_DEFINITE_INTEGRAL/DOUBLE_DEFINITE_INTEGRAL.md
@@ -33,6 +33,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Compute a double integral of a given function
+
 <AppDisplay 
     nodeLabel='DOUBLE_DEFINITE_INTEGRAL'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/CALCULUS/DOUBLE_INDEFINITE_INTEGRAL/DOUBLE_INDEFINITE_INTEGRAL.md b/docs/nodes/TRANSFORMERS/CALCULUS/DOUBLE_INDEFINITE_INTEGRAL/DOUBLE_INDEFINITE_INTEGRAL.md
index 538f41a44b..bf1021d145 100644
--- a/docs/nodes/TRANSFORMERS/CALCULUS/DOUBLE_INDEFINITE_INTEGRAL/DOUBLE_INDEFINITE_INTEGRAL.md
+++ b/docs/nodes/TRANSFORMERS/CALCULUS/DOUBLE_INDEFINITE_INTEGRAL/DOUBLE_INDEFINITE_INTEGRAL.md
@@ -33,6 +33,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Compute a double integral from x, y, and z
+
 <AppDisplay 
     nodeLabel='DOUBLE_INDEFINITE_INTEGRAL'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/CALCULUS/INTEGRATE/INTEGRATE.md b/docs/nodes/TRANSFORMERS/CALCULUS/INTEGRATE/INTEGRATE.md
index 77d3c3df8c..27200cff59 100644
--- a/docs/nodes/TRANSFORMERS/CALCULUS/INTEGRATE/INTEGRATE.md
+++ b/docs/nodes/TRANSFORMERS/CALCULUS/INTEGRATE/INTEGRATE.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Apply the trapezoidal rule to compute an integration
+
 <AppDisplay 
     nodeLabel='INTEGRATE'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/CHANNEL_MERGE/CHANNEL_MERGE.md b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/CHANNEL_MERGE/CHANNEL_MERGE.md
index 0ac33b4ac5..97cc449132 100644
--- a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/CHANNEL_MERGE/CHANNEL_MERGE.md
+++ b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/CHANNEL_MERGE/CHANNEL_MERGE.md
@@ -18,8 +18,6 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 <SectionBreak />
 
-    
-
 [//]: # (Examples)
 
 ## Examples
@@ -29,6 +27,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import outputImg from './examples/EX1/output.jpeg'
 import appImg from './examples/EX1/app.jpeg'
 
+### Merge the `rgba` channels of an image
+
 <AppDisplay 
     nodeLabel='CHANNEL_MERGE'
     appImg={appImg}
@@ -40,8 +40,6 @@ import appImg from './examples/EX1/app.jpeg'
 <Example1 />
 
 <SectionBreak />
-  
-    
 
 [//]: # (Appendix)
 
@@ -55,4 +53,4 @@ import Media from './appendix/media.md';
 <AppendixSection index={1} folderPath='nodes/TRANSFORMERS/IMAGE_PROCESSING/CHANNEL_MERGE/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/TRANSFORMERS/IMAGE_PROCESSING/CHANNEL_MERGE/appendix/'><Media /></AppendixSection>
 
-
+<!--Add Button here-->
\ No newline at end of file
diff --git a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/CHANNEL_MERGE/examples/EX1/example.md b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/CHANNEL_MERGE/examples/EX1/example.md
index e69de29bb2..e5e89029ec 100644
--- a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/CHANNEL_MERGE/examples/EX1/example.md
+++ b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/CHANNEL_MERGE/examples/EX1/example.md
@@ -0,0 +1 @@
+<!--- Add SEO here --->
\ No newline at end of file
diff --git a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/CHANNEL_SPLIT/CHANNEL_SPLIT.md b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/CHANNEL_SPLIT/CHANNEL_SPLIT.md
index fbd4ec5654..14a27fe899 100644
--- a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/CHANNEL_SPLIT/CHANNEL_SPLIT.md
+++ b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/CHANNEL_SPLIT/CHANNEL_SPLIT.md
@@ -18,8 +18,6 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 <SectionBreak />
 
-    
-
 [//]: # (Examples)
 
 ## Examples
@@ -29,6 +27,7 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import outputImg from './examples/EX1/output.jpeg'
 import appImg from './examples/EX1/app.jpeg'
 
+### Split the `rgba` channels of an image
 
 <AppDisplay 
     nodeLabel='CHANNEL_SPLIT'
@@ -41,8 +40,6 @@ import appImg from './examples/EX1/app.jpeg'
 <Example1 />
 
 <SectionBreak />
-  
-    
 
 [//]: # (Appendix)
 
@@ -56,4 +53,4 @@ import Media from './appendix/media.md';
 <AppendixSection index={1} folderPath='nodes/TRANSFORMERS/IMAGE_PROCESSING/CHANNEL_SPLIT/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/TRANSFORMERS/IMAGE_PROCESSING/CHANNEL_SPLIT/appendix/'><Media /></AppendixSection>
 
-
+<!--- Add SEO here --->
\ No newline at end of file
diff --git a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/EDGE_DETECTION/EDGE_DETECTION.md b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/EDGE_DETECTION/EDGE_DETECTION.md
index 550774565b..0c9ad5a436 100644
--- a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/EDGE_DETECTION/EDGE_DETECTION.md
+++ b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/EDGE_DETECTION/EDGE_DETECTION.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Detect the edges in an image
+
 <AppDisplay 
     nodeLabel='EDGE_DETECTION'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/EXTREMA_DETERMINATION/EXTREMA_DETERMINATION.md b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/EXTREMA_DETERMINATION/EXTREMA_DETERMINATION.md
index 1f42398a42..c834691801 100644
--- a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/EXTREMA_DETERMINATION/EXTREMA_DETERMINATION.md
+++ b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/EXTREMA_DETERMINATION/EXTREMA_DETERMINATION.md
@@ -18,8 +18,6 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 <SectionBreak />
 
-    
-
 [//]: # (Examples)
 
 ## Examples
@@ -29,6 +27,7 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import outputImg from './examples/EX1/output.jpeg'
 import appImg from './examples/EX1/app.jpeg'
 
+### Determine the peak in an image
 
 <AppDisplay 
     nodeLabel='EXTREMA_DETERMINATION'
@@ -41,8 +40,6 @@ import appImg from './examples/EX1/app.jpeg'
 <Example1 />
 
 <SectionBreak />
-  
-    
 
 [//]: # (Appendix)
 
@@ -56,4 +53,4 @@ import Media from './appendix/media.md';
 <AppendixSection index={1} folderPath='nodes/TRANSFORMERS/IMAGE_PROCESSING/EXTREMA_DETERMINATION/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/TRANSFORMERS/IMAGE_PROCESSING/EXTREMA_DETERMINATION/appendix/'><Media /></AppendixSection>
 
-
+<!--- Add Button here --->
\ No newline at end of file
diff --git a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/EXTREMA_DETERMINATION/examples/EX1/example.md b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/EXTREMA_DETERMINATION/examples/EX1/example.md
index 7b750409e3..721cc99255 100644
--- a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/EXTREMA_DETERMINATION/examples/EX1/example.md
+++ b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/EXTREMA_DETERMINATION/examples/EX1/example.md
@@ -1,4 +1,5 @@
+<!--- Add SEO here --->
+
 This example takes three images of varying degrees of contrast, dynamic range, and frequency components, and illustrates how each can be used with the node using its various algorithms.
 
-*Nota bene* that you will need to edit the file paths in the `LOCAL_FILE` nodes to reflect the path of the assets in your current installation of Flojoy Studio. They are found in the `assets` directory
-where this node is maintained.
+**NB:** You will need to edit the file paths in the `LOCAL_FILE` nodes to reflect the path of the assets in your current installation of Flojoy Studio. They are found in the `assets` directory where this node is maintained.
\ No newline at end of file
diff --git a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/IMAGE_SMOOTHING/IMAGE_SMOOTHING.md b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/IMAGE_SMOOTHING/IMAGE_SMOOTHING.md
index ba03ebfa95..a1d3ee652f 100644
--- a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/IMAGE_SMOOTHING/IMAGE_SMOOTHING.md
+++ b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/IMAGE_SMOOTHING/IMAGE_SMOOTHING.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Apply an image smoothing function
+
 <AppDisplay 
     nodeLabel='IMAGE_SMOOTHING'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/REGION_PROPERTIES/REGION_PROPERTIES.md b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/REGION_PROPERTIES/REGION_PROPERTIES.md
index c246b15577..73426d3e0d 100644
--- a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/REGION_PROPERTIES/REGION_PROPERTIES.md
+++ b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/REGION_PROPERTIES/REGION_PROPERTIES.md
@@ -18,8 +18,6 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 <SectionBreak />
 
-    
-
 [//]: # (Examples)
 
 ## Examples
@@ -29,7 +27,7 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import outputImg from './examples/EX1/output.jpeg'
 import appImg from './examples/EX1/app.jpeg'
 
-
+### Process and visualize the regions of an image
 
 <AppDisplay 
     nodeLabel='REGION_PROPERTIES'
@@ -42,8 +40,6 @@ import appImg from './examples/EX1/app.jpeg'
 <Example1 />
 
 <SectionBreak />
-  
-    
 
 [//]: # (Appendix)
 
@@ -57,4 +53,4 @@ import Media from './appendix/media.md';
 <AppendixSection index={1} folderPath='nodes/TRANSFORMERS/IMAGE_PROCESSING/REGION_PROPERTIES/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/TRANSFORMERS/IMAGE_PROCESSING/REGION_PROPERTIES/appendix/'><Media /></AppendixSection>
 
-
+<!--- Add Button here --->
\ No newline at end of file
diff --git a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/REGION_PROPERTIES/examples/EX1/example.md b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/REGION_PROPERTIES/examples/EX1/example.md
index e69de29bb2..e5e89029ec 100644
--- a/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/REGION_PROPERTIES/examples/EX1/example.md
+++ b/docs/nodes/TRANSFORMERS/IMAGE_PROCESSING/REGION_PROPERTIES/examples/EX1/example.md
@@ -0,0 +1 @@
+<!--- Add SEO here --->
\ No newline at end of file
diff --git a/docs/nodes/TRANSFORMERS/MATRIX_MANIPULATION/INVERT/INVERT.md b/docs/nodes/TRANSFORMERS/MATRIX_MANIPULATION/INVERT/INVERT.md
index fff30198f7..4290a20f5f 100644
--- a/docs/nodes/TRANSFORMERS/MATRIX_MANIPULATION/INVERT/INVERT.md
+++ b/docs/nodes/TRANSFORMERS/MATRIX_MANIPULATION/INVERT/INVERT.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Invert a matrix
+
 <AppDisplay 
     nodeLabel='INVERT'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/MATRIX_MANIPULATION/MATMUL/MATMUL.md b/docs/nodes/TRANSFORMERS/MATRIX_MANIPULATION/MATMUL/MATMUL.md
index 1db9bddbe1..ab15f4ab1c 100644
--- a/docs/nodes/TRANSFORMERS/MATRIX_MANIPULATION/MATMUL/MATMUL.md
+++ b/docs/nodes/TRANSFORMERS/MATRIX_MANIPULATION/MATMUL/MATMUL.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Multiply two matrices
+
 <AppDisplay 
     nodeLabel='MATMUL'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/SELECT_ARRAY/SELECTING.md b/docs/nodes/TRANSFORMERS/SELECT_ARRAY/SELECT_ARRAY.md
similarity index 100%
rename from docs/nodes/TRANSFORMERS/SELECT_ARRAY/SELECTING.md
rename to docs/nodes/TRANSFORMERS/SELECT_ARRAY/SELECT_ARRAY.md
diff --git a/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/BUTTER/BUTTER.md b/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/BUTTER/BUTTER.md
index a525dbdb52..6a8ba29bf2 100644
--- a/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/BUTTER/BUTTER.md
+++ b/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/BUTTER/BUTTER.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Apply a butterworth filter to an input signal
+
 <AppDisplay 
     nodeLabel='BUTTER'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/FFT/FFT.md b/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/FFT/FFT.md
index 7e4c147bdc..dcd0f0caae 100644
--- a/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/FFT/FFT.md
+++ b/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/FFT/FFT.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Transform a vector with the FFT algorithm
+
 <AppDisplay 
     nodeLabel='FFT'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/FIR/FIR.md b/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/FIR/FIR.md
index 89770820f1..6edf89ed01 100644
--- a/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/FIR/FIR.md
+++ b/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/FIR/FIR.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Apply a FIR filter to a vector
+
 <AppDisplay 
     nodeLabel='FIR'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/IFFT/IFFT.md b/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/IFFT/IFFT.md
index 7d5b0e1ca5..3d61e6a06b 100644
--- a/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/IFFT/IFFT.md
+++ b/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/IFFT/IFFT.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Transform a signal with the IFFT algorithm
+
 <AppDisplay 
     nodeLabel='IFFT'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/PID/PID.md b/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/PID/PID.md
index 67528e4f8f..83151f93df 100644
--- a/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/PID/PID.md
+++ b/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/PID/PID.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Apply a PID function
+
 <AppDisplay 
     nodeLabel='PID'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/SAVGOL/SAVGOL.md b/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/SAVGOL/SAVGOL.md
index 00700ce946..1d01112a7c 100644
--- a/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/SAVGOL/SAVGOL.md
+++ b/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/SAVGOL/SAVGOL.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Smooth a signal with a Savitzky-Golay filter
+
 <AppDisplay 
     nodeLabel='SAVGOL'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/TWO_DIMENSIONAL_FFT/TWO_DIMENSIONAL_FFT.md b/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/TWO_DIMENSIONAL_FFT/TWO_DIMENSIONAL_FFT.md
index 9c37c1c2f7..8a8d3443d9 100644
--- a/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/TWO_DIMENSIONAL_FFT/TWO_DIMENSIONAL_FFT.md
+++ b/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/TWO_DIMENSIONAL_FFT/TWO_DIMENSIONAL_FFT.md
@@ -23,8 +23,6 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 <SectionBreak />
 
-    
-
 [//]: # (Examples)
 
 ## Examples
@@ -34,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Apply a 2D FFT function
+
 <AppDisplay 
     nodeLabel='TWO_DIMENSIONAL_FFT'
     appImg={appImg}
@@ -45,8 +45,6 @@ import outputImg from './examples/EX1/output.jpeg'
 <Example1 />
 
 <SectionBreak />
-  
-    
 
 [//]: # (Appendix)
 
@@ -66,6 +64,4 @@ import Media from './appendix/media.md';
 
 #### Edit this page on GitHub
 
-[Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/TWO_DIMENSIONAL_FFT)
-
-
+[Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/TRANSFORMERS/SIGNAL_PROCESSING/TWO_DIMENSIONAL_FFT)
\ No newline at end of file
diff --git a/docs/nodes/TRANSFORMERS/TYPE_CASTING/DF_2_NP/DF_2_NP.md b/docs/nodes/TRANSFORMERS/TYPE_CASTING/DF_2_NP/DF_2_NP.md
index 3a052a1b66..9d56f35531 100644
--- a/docs/nodes/TRANSFORMERS/TYPE_CASTING/DF_2_NP/DF_2_NP.md
+++ b/docs/nodes/TRANSFORMERS/TYPE_CASTING/DF_2_NP/DF_2_NP.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Convert a DataFrame to a Matrix
+
 <AppDisplay 
     nodeLabel='DF_2_NP'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/TYPE_CASTING/DF_2_ORDERED_TRIPLE/DF_2_ORDERED_TRIPLE.md b/docs/nodes/TRANSFORMERS/TYPE_CASTING/DF_2_ORDERED_TRIPLE/DF_2_ORDERED_TRIPLE.md
index e27fa69183..1e56e9238e 100644
--- a/docs/nodes/TRANSFORMERS/TYPE_CASTING/DF_2_ORDERED_TRIPLE/DF_2_ORDERED_TRIPLE.md
+++ b/docs/nodes/TRANSFORMERS/TYPE_CASTING/DF_2_ORDERED_TRIPLE/DF_2_ORDERED_TRIPLE.md
@@ -5,7 +5,6 @@ keyword: [Python, Transform, Type casting,  Dataframe to ordered triple conversi
 image: https://raw.githubusercontent.com/flojoy-ai/docs/main/docs/nodes/TRANSFORMERS/TYPE_CASTING/DF_2_ORDEREDTRIPLE/examples/EX1/output.jpeg
 ---
 
-
 [//]: # (Custom component imports)
 
 import DocString from '@site/src/components/DocString';
@@ -33,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Convert a DataFrame to an OrderedTriple
+
 <AppDisplay 
     nodeLabel='DF_2_ORDERED_TRIPLE'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/TYPE_CASTING/MAT_2_DF/MAT_2_DF.md b/docs/nodes/TRANSFORMERS/TYPE_CASTING/MAT_2_DF/MAT_2_DF.md
index 6f9d39d988..ab0e8a5a38 100644
--- a/docs/nodes/TRANSFORMERS/TYPE_CASTING/MAT_2_DF/MAT_2_DF.md
+++ b/docs/nodes/TRANSFORMERS/TYPE_CASTING/MAT_2_DF/MAT_2_DF.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Convert a Matrix to a DataFrame
+
 <AppDisplay 
     nodeLabel='MAT_2_DF'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/TYPE_CASTING/NP_2_DF/NP_2_DF.md b/docs/nodes/TRANSFORMERS/TYPE_CASTING/NP_2_DF/NP_2_DF.md
index fbfb2e1af3..8b81ebeb3f 100644
--- a/docs/nodes/TRANSFORMERS/TYPE_CASTING/NP_2_DF/NP_2_DF.md
+++ b/docs/nodes/TRANSFORMERS/TYPE_CASTING/NP_2_DF/NP_2_DF.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Convert a Numpy array to a DataFrame
+
 <AppDisplay 
     nodeLabel='NP_2_DF'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/TYPE_CASTING/ORDERED_TRIPLE_2_SURFACE/ORDERED_TRIPLE_2_SURFACE.md b/docs/nodes/TRANSFORMERS/TYPE_CASTING/ORDERED_TRIPLE_2_SURFACE/ORDERED_TRIPLE_2_SURFACE.md
index 3b0f2a4f02..0b8464af73 100644
--- a/docs/nodes/TRANSFORMERS/TYPE_CASTING/ORDERED_TRIPLE_2_SURFACE/ORDERED_TRIPLE_2_SURFACE.md
+++ b/docs/nodes/TRANSFORMERS/TYPE_CASTING/ORDERED_TRIPLE_2_SURFACE/ORDERED_TRIPLE_2_SURFACE.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Convert an OrderedTriple to a Surface DataContainer 
+
 <AppDisplay 
     nodeLabel='ORDERED_TRIPLE_2_SURFACE'
     appImg={appImg}
diff --git a/docs/nodes/TRANSFORMERS/TYPE_CASTING/ORDERED_TRIPLE_2_SURFACE/examples/EX1/example.md b/docs/nodes/TRANSFORMERS/TYPE_CASTING/ORDERED_TRIPLE_2_SURFACE/examples/EX1/example.md
index cb772abe5e..a1628ce819 100644
--- a/docs/nodes/TRANSFORMERS/TYPE_CASTING/ORDERED_TRIPLE_2_SURFACE/examples/EX1/example.md
+++ b/docs/nodes/TRANSFORMERS/TYPE_CASTING/ORDERED_TRIPLE_2_SURFACE/examples/EX1/example.md
@@ -5,6 +5,6 @@ keyword: [Python, Transform, Type casting, Ordered triple to surface conversion,
 image: https://raw.githubusercontent.com/flojoy-ai/docs/main/docs/nodes/TRANSFORMERS/TYPE_CASTING/ORDERED_TRIPLE_2_SURFACE/examples/EX1/output.jpeg
 ---
 
-In this example, the `PLOTLY_DATASET` node generates a `dataframe`. This output is passed to the type casting `DF_2_ORDEREDTRIPLE` node, which converts the `dataframe` type into an `ordered_triple` type from the `DataContainer` class. 
+In this example, the `PLOTLY_DATASET` node generates a `DataFrame`. This output is passed to the type casting `DF_2_ORDEREDTRIPLE` node, which converts the `DataFrame` type into an `OrderedTriple` type from the `DataContainer` class. 
 
-We then use the `ORDERED_TRIPLE_2_SURFACE` node to cast the `ordered_triple` to a `surface` `DataContainer` type. Finally we vizualize the output with the Plotly visualizer `SURFACE3D` node.
\ No newline at end of file
+We then use the `ORDERED_TRIPLE_2_SURFACE` node to cast the `OrderedTriple` to a `surface` `DataContainer` type. Finally we vizualize the output with the Plotly visualizer `SURFACE3D` node.
\ No newline at end of file
diff --git a/docs/nodes/VISUALIZERS/DATA_STRUCTURE/ARRAY_VIEW/ARRAY_VIEW.md b/docs/nodes/VISUALIZERS/DATA_STRUCTURE/ARRAY_VIEW/ARRAY_VIEW.md
index a8f1c37cc9..f58b8f7b9a 100644
--- a/docs/nodes/VISUALIZERS/DATA_STRUCTURE/ARRAY_VIEW/ARRAY_VIEW.md
+++ b/docs/nodes/VISUALIZERS/DATA_STRUCTURE/ARRAY_VIEW/ARRAY_VIEW.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Visualize a DataContainer as an array
+
 <AppDisplay 
     nodeLabel='ARRAY_VIEW'
     appImg={appImg}
diff --git a/docs/nodes/VISUALIZERS/DATA_STRUCTURE/MATRIX_VIEW/MATRIX_VIEW.md b/docs/nodes/VISUALIZERS/DATA_STRUCTURE/MATRIX_VIEW/MATRIX_VIEW.md
index e3e71a4efe..dab63fdf4a 100644
--- a/docs/nodes/VISUALIZERS/DATA_STRUCTURE/MATRIX_VIEW/MATRIX_VIEW.md
+++ b/docs/nodes/VISUALIZERS/DATA_STRUCTURE/MATRIX_VIEW/MATRIX_VIEW.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Visualize a DataContainer as a Plotly Matrix
+
 <AppDisplay 
     nodeLabel='MATRIX_VIEW'
     appImg={appImg}
diff --git a/docs/nodes/VISUALIZERS/DATA_STRUCTURE/TEXT_VIEW/TEXT_VIEW.md b/docs/nodes/VISUALIZERS/DATA_STRUCTURE/TEXT_VIEW/TEXT_VIEW.md
index 78e1fc5c80..2f36fb38d3 100644
--- a/docs/nodes/VISUALIZERS/DATA_STRUCTURE/TEXT_VIEW/TEXT_VIEW.md
+++ b/docs/nodes/VISUALIZERS/DATA_STRUCTURE/TEXT_VIEW/TEXT_VIEW.md
@@ -1,3 +1,4 @@
+<!--Add SEO here-->
 
 [//]: # (Custom component imports)
 
@@ -17,12 +18,12 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 <SectionBreak />
 
-    
-
 [//]: # (Examples)
 
 ## Examples
 
+### Visualize a TextBlob DataContainer as text
+
 <AppDisplay 
   GLink='VISUALIZERS/DATA_STRUCTURE/TEXT_VIEW'
   nodeLabel='TEXT_VIEW'>
@@ -30,8 +31,6 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 <SectionBreak />
 
-    
-
 [//]: # (Appendix)
 
 import Notes from './appendix/notes.md';
diff --git a/docs/nodes/VISUALIZERS/PLOTLY/BAR/BAR.md b/docs/nodes/VISUALIZERS/PLOTLY/BAR/BAR.md
index 1ea59e06f4..39cd3a0f15 100644
--- a/docs/nodes/VISUALIZERS/PLOTLY/BAR/BAR.md
+++ b/docs/nodes/VISUALIZERS/PLOTLY/BAR/BAR.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Create a Plotly Bar visualization
+
 <AppDisplay 
     nodeLabel='BAR'
     appImg={appImg}
diff --git a/docs/nodes/VISUALIZERS/PLOTLY/BIG_NUMBER/BIG_NUMBER.md b/docs/nodes/VISUALIZERS/PLOTLY/BIG_NUMBER/BIG_NUMBER.md
index c32e3555f7..712a62d5d2 100644
--- a/docs/nodes/VISUALIZERS/PLOTLY/BIG_NUMBER/BIG_NUMBER.md
+++ b/docs/nodes/VISUALIZERS/PLOTLY/BIG_NUMBER/BIG_NUMBER.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Create a Plotly Big Number visualization
+
 <AppDisplay 
     nodeLabel='BIG_NUMBER'
     appImg={appImg}
@@ -52,11 +54,6 @@ import Notes from './appendix/notes.md';
 import Hardware from './appendix/hardware.md';
 import Media from './appendix/media.md';
 
-<<<<<<< HEAD
-<AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/BIG_NUMBER/appendix/'><Notes /></AppendixSection>
-<AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/BIG_NUMBER/appendix/'><Hardware /></AppendixSection>
-<AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/BIG_NUMBER/appendix/'><Media /></AppendixSection>
-=======
 <AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/BIG_NUMBER/appendix/'><Notes /></AppendixSection>
 <AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/BIG_NUMBER/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/BIG_NUMBER/appendix/'><Media /></AppendixSection>
@@ -67,5 +64,4 @@ import Media from './appendix/media.md';
 
 #### Edit this page on GitHub
 
-[Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/VISUALIZERS/PLOTLY/BIG_NUMBER)
->>>>>>> d898a0e0 (feat: Concluded adding unique links to GitHub Edit page sources.)
+[Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/VISUALIZERS/PLOTLY/BIG_NUMBER)
\ No newline at end of file
diff --git a/docs/nodes/VISUALIZERS/PLOTLY/COMPOSITE/COMPOSITE.md b/docs/nodes/VISUALIZERS/PLOTLY/COMPOSITE/COMPOSITE.md
index 09392862d5..72ffab47d9 100644
--- a/docs/nodes/VISUALIZERS/PLOTLY/COMPOSITE/COMPOSITE.md
+++ b/docs/nodes/VISUALIZERS/PLOTLY/COMPOSITE/COMPOSITE.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Create a combination of Plotly visualizations
+
 <AppDisplay 
     nodeLabel='COMPOSITE'
     appImg={appImg}
diff --git a/docs/nodes/VISUALIZERS/PLOTLY/HEATMAP/HEATMAP.md b/docs/nodes/VISUALIZERS/PLOTLY/HEATMAP/HEATMAP.md
index 2b80c326b9..8f1efb1f86 100644
--- a/docs/nodes/VISUALIZERS/PLOTLY/HEATMAP/HEATMAP.md
+++ b/docs/nodes/VISUALIZERS/PLOTLY/HEATMAP/HEATMAP.md
@@ -1,3 +1,4 @@
+<!--Add SEO here-->
 
 [//]: # (Custom component imports)
 
@@ -17,8 +18,6 @@ import PythonSource from '!!raw-loader!./a1-[autogen]/python_code.txt';
 
 <SectionBreak />
 
-    
-
 [//]: # (Examples)
 
 ## Examples
@@ -29,6 +28,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import Example2 from './examples/EX2/example.md';
 import App2 from '!!raw-loader!./examples/EX2/app.json';
 
+### Create a Plotly Heatmap visualization
+
 <AppDisplay 
     nodeLabel='HEATMAP'
     appImg={''}
@@ -39,6 +40,8 @@ import App2 from '!!raw-loader!./examples/EX2/app.json';
 
 <Example1 />
 
+### Additionally render a Histogram
+
 <AppDisplay 
     nodeLabel='HEATMAP'
     appImg={''}
@@ -50,8 +53,6 @@ import App2 from '!!raw-loader!./examples/EX2/app.json';
 <Example2 />
 
 <SectionBreak />
-  
-    
 
 [//]: # (Appendix)
 
@@ -65,4 +66,4 @@ import Media from './appendix/media.md';
 <AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/HEATMAP/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/HEATMAP/appendix/'><Media /></AppendixSection>
 
-
+<!--Add Button here-->
\ No newline at end of file
diff --git a/docs/nodes/VISUALIZERS/PLOTLY/HEATMAP/examples/EX1/example.md b/docs/nodes/VISUALIZERS/PLOTLY/HEATMAP/examples/EX1/example.md
index 9898a3bdc1..e0345b66ee 100644
--- a/docs/nodes/VISUALIZERS/PLOTLY/HEATMAP/examples/EX1/example.md
+++ b/docs/nodes/VISUALIZERS/PLOTLY/HEATMAP/examples/EX1/example.md
@@ -1,7 +1,9 @@
-In this example we used -
-- `LINSPACE` to simulate `Vector` type of data
-- `SINE` to simulate `OrderedPair` type of data
-- `PLOTLY_DATASET` to simulate `DataFrame` type of data, and
--  `DF_2_ORDERED_TRIPLE` to simulate `OrderedTriple` type of data
+<!--Add SEO here-->
 
-finally we visualized each of data types with Plotly `HEATMAP` visualizer node.
+In this example we used the following nodes:
+- `LINSPACE` to simulate `Vector` type of data.
+- `SINE` to simulate `OrderedPair` type of data.
+- `PLOTLY_DATASET` to simulate `DataFrame` type of data.
+- `DF_2_ORDERED_TRIPLE` to simulate `OrderedTriple` type of data.
+
+Finally, we visualized each of the data types with the Plotly `HEATMAP` node.
diff --git a/docs/nodes/VISUALIZERS/PLOTLY/HEATMAP/examples/EX2/example.md b/docs/nodes/VISUALIZERS/PLOTLY/HEATMAP/examples/EX2/example.md
index cd9c07d100..183ff5faa3 100644
--- a/docs/nodes/VISUALIZERS/PLOTLY/HEATMAP/examples/EX2/example.md
+++ b/docs/nodes/VISUALIZERS/PLOTLY/HEATMAP/examples/EX2/example.md
@@ -1 +1,3 @@
+<!--Add SEO here-->
+
 In this example, we illustrate the `histogram` parameter of the `HEATMAP` node, with dynamic contrast adjustment.
\ No newline at end of file
diff --git a/docs/nodes/VISUALIZERS/PLOTLY/HISTOGRAM/HISTOGRAM.md b/docs/nodes/VISUALIZERS/PLOTLY/HISTOGRAM/HISTOGRAM.md
index b18fc4baec..545b394bad 100644
--- a/docs/nodes/VISUALIZERS/PLOTLY/HISTOGRAM/HISTOGRAM.md
+++ b/docs/nodes/VISUALIZERS/PLOTLY/HISTOGRAM/HISTOGRAM.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Create a Plotly Histogram visualization
+
 <AppDisplay 
     nodeLabel='HISTOGRAM'
     appImg={appImg}
diff --git a/docs/nodes/VISUALIZERS/PLOTLY/IMAGE/IMAGE.md b/docs/nodes/VISUALIZERS/PLOTLY/IMAGE/IMAGE.md
index 3a7303af94..5e605b910d 100644
--- a/docs/nodes/VISUALIZERS/PLOTLY/IMAGE/IMAGE.md
+++ b/docs/nodes/VISUALIZERS/PLOTLY/IMAGE/IMAGE.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Create a Plotly Image visualization
+
 <AppDisplay 
     nodeLabel='IMAGE'
     appImg={appImg}
@@ -52,11 +54,6 @@ import Notes from './appendix/notes.md';
 import Hardware from './appendix/hardware.md';
 import Media from './appendix/media.md';
 
-<<<<<<< HEAD
-<AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/IMAGE/appendix/'><Notes /></AppendixSection>
-<AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/IMAGE/appendix/'><Hardware /></AppendixSection>
-<AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/IMAGE/appendix/'><Media /></AppendixSection>
-=======
 <AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/IMAGE/appendix/'><Notes /></AppendixSection>
 <AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/IMAGE/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/IMAGE/appendix/'><Media /></AppendixSection>
@@ -68,4 +65,3 @@ import Media from './appendix/media.md';
 #### Edit this page on GitHub
 
 [Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/VISUALIZERS/PLOTLY/IMAGE)
->>>>>>> d898a0e0 (feat: Concluded adding unique links to GitHub Edit page sources.)
diff --git a/docs/nodes/VISUALIZERS/PLOTLY/LINE/LINE.md b/docs/nodes/VISUALIZERS/PLOTLY/LINE/LINE.md
index 39ee88fb28..0aeb761a58 100644
--- a/docs/nodes/VISUALIZERS/PLOTLY/LINE/LINE.md
+++ b/docs/nodes/VISUALIZERS/PLOTLY/LINE/LINE.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Create a Plotly Line visualization
+
 <AppDisplay 
     nodeLabel='LINE'
     appImg={appImg}
@@ -52,11 +54,6 @@ import Notes from './appendix/notes.md';
 import Hardware from './appendix/hardware.md';
 import Media from './appendix/media.md';
 
-<<<<<<< HEAD
-<AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/LINE/appendix/'><Notes /></AppendixSection>
-<AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/LINE/appendix/'><Hardware /></AppendixSection>
-<AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/LINE/appendix/'><Media /></AppendixSection>
-=======
 <AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/LINE/appendix/'><Notes /></AppendixSection>
 <AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/LINE/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/LINE/appendix/'><Media /></AppendixSection>
@@ -68,4 +65,3 @@ import Media from './appendix/media.md';
 #### Edit this page on GitHub
 
 [Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/VISUALIZERS/PLOTLY/LINE)
->>>>>>> d898a0e0 (feat: Concluded adding unique links to GitHub Edit page sources.)
diff --git a/docs/nodes/VISUALIZERS/PLOTLY/PROPHET_COMPONENTS/PROPHET_COMPONENTS.md b/docs/nodes/VISUALIZERS/PLOTLY/PROPHET_COMPONENTS/PROPHET_COMPONENTS.md
index 2548906349..110b414dbb 100644
--- a/docs/nodes/VISUALIZERS/PLOTLY/PROPHET_COMPONENTS/PROPHET_COMPONENTS.md
+++ b/docs/nodes/VISUALIZERS/PLOTLY/PROPHET_COMPONENTS/PROPHET_COMPONENTS.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Visualize the components of a Prophet model
+
 <AppDisplay 
     nodeLabel='PROPHET_COMPONENTS'
     appImg={appImg}
@@ -52,11 +54,6 @@ import Notes from './appendix/notes.md';
 import Hardware from './appendix/hardware.md';
 import Media from './appendix/media.md';
 
-<<<<<<< HEAD
-<AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/PROPHET_COMPONENTS/appendix/'><Notes /></AppendixSection>
-<AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/PROPHET_COMPONENTS/appendix/'><Hardware /></AppendixSection>
-<AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/PROPHET_COMPONENTS/appendix/'><Media /></AppendixSection>
-=======
 <AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/PROPHET_COMPONENTS/appendix/'><Notes /></AppendixSection>
 <AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/PROPHET_COMPONENTS/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/PROPHET_COMPONENTS/appendix/'><Media /></AppendixSection>
@@ -67,5 +64,4 @@ import Media from './appendix/media.md';
 
 #### Edit this page on GitHub
 
-[Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/VISUALIZERS/PLOTLY/PROPHET_COMPONENTS)
->>>>>>> d898a0e0 (feat: Concluded adding unique links to GitHub Edit page sources.)
+[Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/VISUALIZERS/PLOTLY/PROPHET_COMPONENTS)
\ No newline at end of file
diff --git a/docs/nodes/VISUALIZERS/PLOTLY/PROPHET_PLOT/PROPHET_PLOT.md b/docs/nodes/VISUALIZERS/PLOTLY/PROPHET_PLOT/PROPHET_PLOT.md
index 4f5fc9f881..e9af879f2b 100644
--- a/docs/nodes/VISUALIZERS/PLOTLY/PROPHET_PLOT/PROPHET_PLOT.md
+++ b/docs/nodes/VISUALIZERS/PLOTLY/PROPHET_PLOT/PROPHET_PLOT.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Visualize the forecasted trend of time series data
+
 <AppDisplay 
     nodeLabel='PROPHET_PLOT'
     appImg={appImg}
@@ -52,11 +54,6 @@ import Notes from './appendix/notes.md';
 import Hardware from './appendix/hardware.md';
 import Media from './appendix/media.md';
 
-<<<<<<< HEAD
-<AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/PROPHET_PLOT/appendix/'><Notes /></AppendixSection>
-<AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/PROPHET_PLOT/appendix/'><Hardware /></AppendixSection>
-<AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/PROPHET_PLOT/appendix/'><Media /></AppendixSection>
-=======
 <AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/PROPHET_PLOT/appendix/'><Notes /></AppendixSection>
 <AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/PROPHET_PLOT/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/PROPHET_PLOT/appendix/'><Media /></AppendixSection>
@@ -67,5 +64,4 @@ import Media from './appendix/media.md';
 
 #### Edit this page on GitHub
 
-[Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/VISUALIZERS/PLOTLY/PROPHET_COMPONENTS)
->>>>>>> d898a0e0 (feat: Concluded adding unique links to GitHub Edit page sources.)
+[Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/VISUALIZERS/PLOTLY/PROPHET_COMPONENTS)
\ No newline at end of file
diff --git a/docs/nodes/VISUALIZERS/PLOTLY/SCATTER/SCATTER.md b/docs/nodes/VISUALIZERS/PLOTLY/SCATTER/SCATTER.md
index dcd23d3f70..33218b721f 100644
--- a/docs/nodes/VISUALIZERS/PLOTLY/SCATTER/SCATTER.md
+++ b/docs/nodes/VISUALIZERS/PLOTLY/SCATTER/SCATTER.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Create a Plotly Scatter visualization
+
 <AppDisplay 
     nodeLabel='SCATTER'
     appImg={appImg}
@@ -52,11 +54,6 @@ import Notes from './appendix/notes.md';
 import Hardware from './appendix/hardware.md';
 import Media from './appendix/media.md';
 
-<<<<<<< HEAD
-<AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/SCATTER/appendix/'><Notes /></AppendixSection>
-<AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/SCATTER/appendix/'><Hardware /></AppendixSection>
-<AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/SCATTER/appendix/'><Media /></AppendixSection>
-=======
 <AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/SCATTER/appendix/'><Notes /></AppendixSection>
 <AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/SCATTER/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/SCATTER/appendix/'><Media /></AppendixSection>
@@ -67,5 +64,4 @@ import Media from './appendix/media.md';
 
 #### Edit this page on GitHub
 
-[Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/VISUALIZERS/PLOTLY/SCATTER)
->>>>>>> d898a0e0 (feat: Concluded adding unique links to GitHub Edit page sources.)
+[Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/VISUALIZERS/PLOTLY/SCATTER)
\ No newline at end of file
diff --git a/docs/nodes/VISUALIZERS/PLOTLY/SCATTER3D/SCATTER3D.md b/docs/nodes/VISUALIZERS/PLOTLY/SCATTER3D/SCATTER3D.md
index 384871a308..7f2fdf091d 100644
--- a/docs/nodes/VISUALIZERS/PLOTLY/SCATTER3D/SCATTER3D.md
+++ b/docs/nodes/VISUALIZERS/PLOTLY/SCATTER3D/SCATTER3D.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Create a Plotly 3D Scatter visualization
+
 <AppDisplay 
     nodeLabel='SCATTER3D'
     appImg={appImg}
@@ -52,11 +54,6 @@ import Notes from './appendix/notes.md';
 import Hardware from './appendix/hardware.md';
 import Media from './appendix/media.md';
 
-<<<<<<< HEAD
-<AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/SCATTER3D/appendix/'><Notes /></AppendixSection>
-<AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/SCATTER3D/appendix/'><Hardware /></AppendixSection>
-<AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/SCATTER3D/appendix/'><Media /></AppendixSection>
-=======
 <AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/SCATTER3D/appendix/'><Notes /></AppendixSection>
 <AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/SCATTER3D/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/SCATTER3D/appendix/'><Media /></AppendixSection>
@@ -67,5 +64,4 @@ import Media from './appendix/media.md';
 
 #### Edit this page on GitHub
 
-[Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/VISUALIZERS/PLOTLY/SCATTER3D)
->>>>>>> d898a0e0 (feat: Concluded adding unique links to GitHub Edit page sources.)
+[Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/VISUALIZERS/PLOTLY/SCATTER3D)
\ No newline at end of file
diff --git a/docs/nodes/VISUALIZERS/PLOTLY/SURFACE3D/SURFACE3D.md b/docs/nodes/VISUALIZERS/PLOTLY/SURFACE3D/SURFACE3D.md
index efb4c1e1d0..02b6101055 100644
--- a/docs/nodes/VISUALIZERS/PLOTLY/SURFACE3D/SURFACE3D.md
+++ b/docs/nodes/VISUALIZERS/PLOTLY/SURFACE3D/SURFACE3D.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Create a Plotly 3d Surface visualization
+
 <AppDisplay 
     nodeLabel='SURFACE3D'
     appImg={appImg}
@@ -52,11 +54,6 @@ import Notes from './appendix/notes.md';
 import Hardware from './appendix/hardware.md';
 import Media from './appendix/media.md';
 
-<<<<<<< HEAD
-<AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/SURFACE3D/appendix/'><Notes /></AppendixSection>
-<AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/SURFACE3D/appendix/'><Hardware /></AppendixSection>
-<AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/SURFACE3D/appendix/'><Media /></AppendixSection>
-=======
 <AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/SURFACE3D/appendix/'><Notes /></AppendixSection>
 <AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/SURFACE3D/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/SURFACE3D/appendix/'><Media /></AppendixSection>
@@ -67,5 +64,4 @@ import Media from './appendix/media.md';
 
 #### Edit this page on GitHub
 
-[Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/VISUALIZERS/PLOTLY/SURFACE3D)
->>>>>>> d898a0e0 (feat: Concluded adding unique links to GitHub Edit page sources.)
+[Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/VISUALIZERS/PLOTLY/SURFACE3D)
\ No newline at end of file
diff --git a/docs/nodes/VISUALIZERS/PLOTLY/TABLE/TABLE.md b/docs/nodes/VISUALIZERS/PLOTLY/TABLE/TABLE.md
index b582fb55f8..7a2f4598c4 100644
--- a/docs/nodes/VISUALIZERS/PLOTLY/TABLE/TABLE.md
+++ b/docs/nodes/VISUALIZERS/PLOTLY/TABLE/TABLE.md
@@ -32,6 +32,8 @@ import App1 from '!!raw-loader!./examples/EX1/app.json';
 import appImg from './examples/EX1/app.jpeg'
 import outputImg from './examples/EX1/output.jpeg'
 
+### Create a Plotly Table visualization
+
 <AppDisplay 
     nodeLabel='TABLE'
     appImg={appImg}
@@ -52,11 +54,6 @@ import Notes from './appendix/notes.md';
 import Hardware from './appendix/hardware.md';
 import Media from './appendix/media.md';
 
-<<<<<<< HEAD
-<AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/TABLE/appendix/'><Notes /></AppendixSection>
-<AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/TABLE/appendix/'><Hardware /></AppendixSection>
-<AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/TABLE/appendix/'><Media /></AppendixSection>
-=======
 <AppendixSection index={0} folderPath='nodes/VISUALIZERS/PLOTLY/TABLE/appendix/'><Notes /></AppendixSection>
 <AppendixSection index={1} folderPath='nodes/VISUALIZERS/PLOTLY/TABLE/appendix/'><Hardware /></AppendixSection>
 <AppendixSection index={2} folderPath='nodes/VISUALIZERS/PLOTLY/TABLE/appendix/'><Media /></AppendixSection>
@@ -67,5 +64,4 @@ import Media from './appendix/media.md';
 
 #### Edit this page on GitHub
 
-[Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/VISUALIZERS/PLOTLY/TABLE)
->>>>>>> d898a0e0 (feat: Concluded adding unique links to GitHub Edit page sources.)
+[Edit page here](https://github.com/flojoy-ai/docs/tree/main/docs/nodes/VISUALIZERS/PLOTLY/TABLE)
\ No newline at end of file