Changed documentation regarding extension properties api

core/generated-sources/src/main/kotlin/org/jetbrains/kotlinx/dataframe/documentation/AccessApi.kt

@@ -122,7 +122,7 @@ internal interface AccessApi {
      *
      * For example:
      * ```kotlin
-     * val df = DataFrame.read("titanic.csv")
+     * val df /* : AnyFrame */ = DataFrame.read("titanic.csv")
      * ```
      */
     interface ExtensionPropertiesApi

core/generated-sources/src/test/kotlin/org/jetbrains/kotlinx/dataframe/samples/api/ApiLevels.kt

@@ -140,7 +140,7 @@ class ApiLevels {
     @TransformDataFrameExpressions
     fun extensionProperties1() {
         // SampleStart
-        val df = DataFrame.read("titanic.csv")
+        val df /* : AnyFrame */ = DataFrame.read("titanic.csv")
         // SampleEnd
     }
 }

core/src/test/kotlin/org/jetbrains/kotlinx/dataframe/samples/api/ApiLevels.kt

@@ -140,7 +140,7 @@ class ApiLevels {
     @TransformDataFrameExpressions
     fun extensionProperties1() {
         // SampleStart
-        val df = DataFrame.read("titanic.csv")
+        val df /* : AnyFrame */ = DataFrame.read("titanic.csv")
         // SampleEnd
     }
 }

docs/StardustDocs/topics/extensionPropertiesApi.md

@@ -2,19 +2,30 @@
 
 <!---IMPORT org.jetbrains.kotlinx.dataframe.samples.api.ApiLevels-->
 
-When [`DataFrame`](DataFrame.md) is used within Jupyter Notebooks or Datalore with Kotlin Kernel, 
-after every cell execution all new global variables of type DataFrame are analyzed and replaced 
-with typed [`DataFrame`](DataFrame.md) wrapper with auto-generated extension properties for data access:
+When [`DataFrame`](DataFrame.md) is used within Jupyter/Kotlin Notebook or Datalore with the Kotlin Kernel,
+something special happens:
+After every cell execution, all new global variables of type DataFrame are analyzed and replaced 
+with a typed [`DataFrame`](DataFrame.md) wrapper along with auto-generated extension properties for data access.
+For instance, say we run:
 
 <!---FUN extensionProperties1-->
 
 ```kotlin
-val df = DataFrame.read("titanic.csv")
+val df /* : AnyFrame */ = DataFrame.read("titanic.csv")
 ```
 
 <!---END-->
 
-Now data can be accessed by `.` member accessor
+In normal Kotlin code, we would now have a variable of type [`AnyFrame` (=`DataFrame<*>`)](DataFrame.md)  that doesn't have any 
+extension properties to access its columns. We would either have to define them manually or use the
+[`@DataSchema`](schemas.md) annotation to [generate them](schemasGradle.md#configuration).
+
+By contrast, after this cell is run in a notebook, the columns of the dataframe are used as a basis
+to generate a hidden `@DataSchema interface TypeX`,
+along with extension properties like `val DataFrame<TypeX>.age` etc.
+Next, the `df` variable is shadowed by a new version cast to `DataFrame<TypeX>`.
+
+As a result, now columns can be accessed directly on `df`!
 
 <!---FUN extensionProperties2-->
 
@@ -28,12 +39,9 @@ df.add("lastName") { name.split(",").last() }
 
 The `titanic.csv` file could be found [here](https://github.com/Kotlin/dataframe/blob/master/data/titanic.csv).
 
-In notebooks, extension properties are generated for [`DataSchema`](schemas.md) that is extracted from [`DataFrame`](DataFrame.md) 
-instance after REPL line execution. 
-After that [`DataFrame`](DataFrame.md)  variable is typed with its own [`DataSchema`](schemas.md), so only valid extension properties corresponding to actual columns in DataFrame will be allowed by the compiler and suggested by completion.
-
 Extension properties can be generated in IntelliJ IDEA using the [Kotlin Dataframe Gradle plugin](schemasGradle.md#configuration).
 
 <warning>
-In notebooks generated properties won't appear and be updated until the cell has been executed. It often means that you have to introduce new variable frequently to sync extension properties with actual schema
+In notebooks generated properties won't appear and be updated until the cell has been executed.
+It often means that you have to introduce new variable frequently to sync extension properties with actual schema.
 </warning>