Add info when content interactive

Makefile

@@ -29,7 +29,7 @@ notebook:			## Run Jupyter notebook server
 .PHONY: book
 book:				## Build static jupyter {book}
 	poetry run jupyter-book build notebooks --all
-	cp notebooks/CNAME notebooks/_build/html/CNAME
+	@cp notebooks/CNAME notebooks/_build/html/CNAME
 
 
 .PHONY: nbconvert

notebooks/examples/exponential_sampling.md

@@ -15,6 +15,10 @@ kernelspec:
 
 Here we sample the Asymmetric Laplace distribution. We will set the mean to 0 and the variance to 1 so that the distribution is fully determined by the asymmetric parameter $\kappa$.
 
+```{admonition} Interactive notebook not enabled in docs - how to run it interactively?
+The widget below is not enabled in the documentation. You can run the notebook to see the widget in action, see [contributing](../reference/contributing.md) for instructions on how to run the notebook.
+```
+
 ```{code-cell} ipython3
 from quantflow.utils.distributions import DoubleExponential
 from quantflow.utils import bins

notebooks/examples/gaussian_sampling.md

@@ -6,7 +6,7 @@ jupytext:
     format_version: 0.13
     jupytext_version: 1.16.6
 kernelspec:
-  display_name: Python 3 (ipykernel)
+  display_name: .venv
   language: python
   name: python3
 ---
@@ -15,7 +15,11 @@ kernelspec:
 
 Here we sample the gaussian OU process for different mean reversion speed and number of paths.
 
-```{code-cell}
+```{admonition} Interactive notebook not enabled in docs - how to run it interactively?
+The widget below is not enabled in the documentation. You can run the notebook to see the widget in action, see [contributing](../reference/contributing.md) for instructions on how to run the notebook.
+```
+
+```{code-cell} ipython3
 from quantflow.sp.ou import Vasicek
 from quantflow.utils import plot
 import ipywidgets as widgets
@@ -51,6 +55,6 @@ fig = go.FigureWidget(data=[simulation, analytical])
 widgets.VBox([kappa, samples, fig])
 ```
 
-```{code-cell}
+```{code-cell} ipython3
 
 ```

notebooks/examples/poisson_sampling.md

@@ -15,6 +15,10 @@ kernelspec:
 
 Evaluate the MC simulation for The Poisson process against the analytical PDF.
 
+```{admonition} Interactive notebook not enabled in docs - how to run it interactively?
+The widget below is not enabled in the documentation. You can run the notebook to see the widget in action, see [contributing](../reference/contributing.md) for instructions on how to run the notebook.
+```
+
 ```{code-cell}
 from quantflow.sp.poisson import PoissonProcess
 from quantflow.utils import plot

notebooks/models/heston_jumps.md

@@ -6,14 +6,14 @@ jupytext:
     format_version: 0.13
     jupytext_version: 1.16.6
 kernelspec:
-  display_name: Python 3 (ipykernel)
+  display_name: .venv
   language: python
   name: python3
 ---
 
 # Heston Model with Jumps
 
-THe models complements the standard [Heston](./heston.md) stochastic volatility model, with the addition of a double exponential Compound Poisson process.
+The models complements the standard [Heston](./heston.md) stochastic volatility model, with the addition of a double exponential Compound Poisson process.
 The Compound Poisson process adds a jump component to the Heston diffusion SDEs which control the volatility smile and skew for shorter maturities.
 
 \begin{align}
@@ -32,9 +32,9 @@ where $j_t$ is a double exponential Compound Poisson process which adds three ad
 
 The jump process is independent of the other Brownian motions.
 
-```{code-cell}
+```{code-cell} ipython3
 from quantflow.sp.heston import HestonJ
-pr = HestonJ.create(
+pr = HestonJ.exponential(
     vol=0.6,
     kappa=2,
     sigma=0.8,
@@ -46,25 +46,25 @@ pr = HestonJ.create(
 pr
 ```
 
-```{code-cell}
+```{code-cell} ipython3
 from quantflow.utils import plot
 plot.plot_marginal_pdf(pr.marginal(0.1), 128, normal=True, analytical=False)
 ```
 
-```{code-cell}
+```{code-cell} ipython3
 from quantflow.options.pricer import OptionPricer
 from quantflow.sp.heston import Heston
 pricer = OptionPricer(pr)
 pricer
 ```
 
-```{code-cell}
+```{code-cell} ipython3
 fig = None
 for ttm in (0.05, 0.1, 0.2, 0.4, 0.6, 1):
     fig = pricer.maturity(ttm).plot(fig=fig, name=f"t={ttm}")
 fig.update_layout(title="Implied black vols", height=500)
 ```
 
-```{code-cell}
+```{code-cell} ipython3
 
 ```

notebooks/reference/contributing.md

@@ -48,8 +48,21 @@ make book
 ```
 Navigate to the `notebook/_build/html` directory to find the `index.html` file you can open on your browser.
 
+## Notebooks
+
+To run the notebooks you can use the provided `make` command.
+
+```
+make notebook
+```
+
+This will start a jupyter notebook server and open the browser with the notebook interface.
+You will be able to run the notebooks and see the results interactively (the book doesn't have interactive widgets).
+
 ## Developing with VS code
 
 If you develop with VS code we provide several tooling for easing developing.
 
-* **Notebooks development**: you can use the provided tasks to synchronize notbooks with markdown `myst` files by `Ctrl+Shift+B`
+* **Notebooks development**: you can use the provided tasks to synchronize notebooks with markdown `myst` files by `Ctrl+Shift+B`. This allows to interact with the notebooks on VS code rather than jupyter interface.
+
++++