diff --git a/scripts/line.csv b/scripts/line.csv
new file mode 100644
index 0000000..007d33f
--- /dev/null
+++ b/scripts/line.csv
@@ -0,0 +1,15501 @@
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diff --git a/scripts/line.py b/scripts/line.py
new file mode 100644
index 0000000..0b97b90
--- /dev/null
+++ b/scripts/line.py
@@ -0,0 +1,129 @@
+# | # Bayesian Linear Regression via BlackJAX Nested Sampling
+# |
+# | This minimal example demonstrates Bayesian parameter estimation for a
+# | simple linear model using adaptive nested sampling. Synthetic data is
+# | generated from a linear model with parameters for slope, intercept, and 
+# | noise # | level. The example sets up the likelihood and uniform priors, 
+# | samples the posterior using BlackJax’s nested sampling routine, and finally
+# | post-processes the samples with the Anesthetic package for in-depth
+# | visualization and analysis.
+# |
+# | ## Installation
+# |```bash
+# | python -m venv venv
+# | source venv/bin/activate
+# | pip install git+https://github.com/handley-lab/blackjax@proposal
+# | pip install anesthetic tqdm
+# | python line.py
+# |```
+
+import blackjax
+import jax
+import jax.numpy as jnp
+import tqdm
+
+
+jax.config.update('jax_enable_x64', True) 
+
+# | Nested Sampling parameters
+rng_key = jax.random.PRNGKey(0)
+n_dims = 3
+n_live = 1000
+n_delete = 500
+num_mcmc_steps = n_dims * 5
+
+# | Define data and likelihood
+x = jnp.linspace(-1, 1, 10)
+m = 2.0
+c = 1.0
+sigma = 0.1
+key, rng_key = jax.random.split(rng_key)
+y =  m * x + c + sigma * jax.random.normal(key, (10,), dtype=jnp.float64)
+
+# | Plot the data
+import matplotlib.pyplot as plt
+plt.errorbar(x, y, yerr=sigma, fmt="o", label="data")
+plt.plot(x, m * x + c, label="true model")
+plt.legend()
+plt.show()
+
+@jax.jit
+def loglikelihood_fn(p):
+    return jax.scipy.stats.multivariate_normal.logpdf(y, p["m"] * x + p["c"], p["sigma"])
+
+# | Define the prior function
+
+m_min, m_max = -10.0, 10.0
+c_min, c_max = -10.0, 10.0
+sigma_min, sigma_max = 0.0, 10.0
+
+uniform_logprob = lambda x, a, b: jax.scipy.stats.uniform.logpdf(x, a, b-a)
+
+def logprior_fn(p):
+    logprior = 0.0
+    logprior += uniform_logprob(p["m"], m_min, m_max)
+    logprior += uniform_logprob(p["c"], c_min, c_max)
+    logprior += uniform_logprob(p["sigma"], sigma_min, sigma_max)
+    return logprior
+
+# | Sample live points from the prior
+rng_key, init_key = jax.random.split(rng_key, 2)
+init_keys = jax.random.split(init_key, n_dims)
+particles = {
+        "m": jax.random.uniform(init_keys[0], (n_live,), minval=m_min, maxval=m_max),
+        "c": jax.random.uniform(init_keys[1], (n_live,), minval=c_min, maxval=c_max),
+        "sigma": jax.random.uniform(init_keys[2], (n_live,), minval=sigma_min, maxval=sigma_max),
+        }
+
+_, ravel_fn = jax.flatten_util.ravel_pytree({k: v[0] for k, v in particles.items()})
+
+# | Initialize the Nested Sampling algorithm
+nested_sampler = blackjax.ns.adaptive.nss(
+    logprior_fn=logprior_fn,
+    loglikelihood_fn=loglikelihood_fn,
+    n_delete=n_delete,
+    num_mcmc_steps=num_mcmc_steps,
+    ravel_fn=ravel_fn,
+)
+
+state = nested_sampler.init(particles, loglikelihood_fn)
+
+@jax.jit
+def one_step(carry, xs):
+    state, k = carry
+    k, subk = jax.random.split(k, 2)
+    state, dead_point = nested_sampler.step(subk, state)
+    return (state, k), dead_point
+
+# | Run Nested Sampling
+dead = []
+with tqdm.tqdm(desc="Dead points", unit=" dead points") as pbar:
+    while not state.sampler_state.logZ_live - state.sampler_state.logZ < -3:
+        (state, rng_key), dead_info = one_step((state, rng_key), None)
+        dead.append(dead_info)
+        pbar.update(n_delete)  # Update progress bar
+
+# | anesthetic post-processing
+from anesthetic import NestedSamples
+import numpy as np
+dead = jax.tree.map(
+        lambda *args: jnp.reshape(jnp.stack(args, axis=0), 
+                                  (-1,) + args[0].shape[1:]),
+        *dead)
+
+live = state.sampler_state
+logL = np.concatenate((dead.logL, live.logL), dtype=float)
+logL_birth = np.concatenate((dead.logL_birth, live.logL_birth), dtype=float)
+data = np.concatenate([
+    np.column_stack([v for v in dead.particles.values()]),
+    np.column_stack([v for v in live.particles.values()])
+    ], axis=0)
+
+columns = list(dead.particles.keys())
+samples = NestedSamples(data, logL=logL, logL_birth=logL_birth, columns=columns)
+samples.to_csv('line.csv') 
+
+# | load results from file if quicker
+from anesthetic import read_chains
+samples = read_chains("line.csv")
+samples.gui()