From fa8774651f07c0a488a02a3a867d6b847a56fb20 Mon Sep 17 00:00:00 2001
From: jsdodge <4602669+jsdodge@users.noreply.github.com>
Date: Fri, 25 Aug 2023 22:48:15 -0700
Subject: [PATCH 1/4] [Doc] Revise histogram features example (Addresses Issue
 #26604)

Remove reference to IQ scores and "Smarts" in figure; modify distribution parameters; update RNG syntax
---
 .../examples/statistics/histogram_features.py      | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/galleries/examples/statistics/histogram_features.py b/galleries/examples/statistics/histogram_features.py
index 354ef1a3b55e..3b20ec855304 100644
--- a/galleries/examples/statistics/histogram_features.py
+++ b/galleries/examples/statistics/histogram_features.py
@@ -20,14 +20,14 @@
 import matplotlib.pyplot as plt
 import numpy as np
 
-np.random.seed(19680801)
+rng = np.random.default_rng(19710717)
 
 # example data
-mu = 100  # mean of distribution
-sigma = 15  # standard deviation of distribution
-x = mu + sigma * np.random.randn(437)
+mu = 106  # mean of distribution
+sigma = 17  # standard deviation of distribution
+x = rng.normal(loc=mu, scale=sigma, size=420)
 
-num_bins = 50
+num_bins = 42
 
 fig, ax = plt.subplots()
 
@@ -38,9 +38,9 @@
 y = ((1 / (np.sqrt(2 * np.pi) * sigma)) *
      np.exp(-0.5 * (1 / sigma * (bins - mu))**2))
 ax.plot(bins, y, '--')
-ax.set_xlabel('Smarts')
+ax.set_xlabel('Value')
 ax.set_ylabel('Probability density')
-ax.set_title(r'Histogram of IQ: $\mu=100$, $\sigma=15$')
+ax.set_title(fr'Histogram of normal distribution sample: $\mu={mu:.0f}$, $\sigma={sigma:.0f}$')
 
 # Tweak spacing to prevent clipping of ylabel
 fig.tight_layout()

From e5e15045bdea5e1651e1ab6acc2a3b358afa3043 Mon Sep 17 00:00:00 2001
From: jsdodge <4602669+jsdodge@users.noreply.github.com>
Date: Fri, 25 Aug 2023 23:12:07 -0700
Subject: [PATCH 2/4] Update histogram_features.py

Wrap title string
---
 galleries/examples/statistics/histogram_features.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/galleries/examples/statistics/histogram_features.py b/galleries/examples/statistics/histogram_features.py
index 3b20ec855304..17f4ff5d5f58 100644
--- a/galleries/examples/statistics/histogram_features.py
+++ b/galleries/examples/statistics/histogram_features.py
@@ -40,7 +40,8 @@
 ax.plot(bins, y, '--')
 ax.set_xlabel('Value')
 ax.set_ylabel('Probability density')
-ax.set_title(fr'Histogram of normal distribution sample: $\mu={mu:.0f}$, $\sigma={sigma:.0f}$')
+ax.set_title('Histogram of normal distribution sample: ' 
+             fr'$\mu={mu:.0f}$, $\sigma={sigma:.0f}$')
 
 # Tweak spacing to prevent clipping of ylabel
 fig.tight_layout()

From d9b4d5b4f561e8a2f78741b8ebb5d5c26f12c018 Mon Sep 17 00:00:00 2001
From: jsdodge <4602669+jsdodge@users.noreply.github.com>
Date: Fri, 25 Aug 2023 23:26:28 -0700
Subject: [PATCH 3/4] Fix trailing whitespace

---
 galleries/examples/statistics/histogram_features.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/galleries/examples/statistics/histogram_features.py b/galleries/examples/statistics/histogram_features.py
index 17f4ff5d5f58..590f99ff8ea7 100644
--- a/galleries/examples/statistics/histogram_features.py
+++ b/galleries/examples/statistics/histogram_features.py
@@ -40,7 +40,7 @@
 ax.plot(bins, y, '--')
 ax.set_xlabel('Value')
 ax.set_ylabel('Probability density')
-ax.set_title('Histogram of normal distribution sample: ' 
+ax.set_title('Histogram of normal distribution sample: '
              fr'$\mu={mu:.0f}$, $\sigma={sigma:.0f}$')
 
 # Tweak spacing to prevent clipping of ylabel

From 2819f5540baea4ea4a3694ccfcfd74163b6b9fed Mon Sep 17 00:00:00 2001
From: jsdodge <4602669+jsdodge@users.noreply.github.com>
Date: Fri, 25 Aug 2023 23:53:13 -0700
Subject: [PATCH 4/4] Restore RNG seed to 19680801

---
 galleries/examples/statistics/histogram_features.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/galleries/examples/statistics/histogram_features.py b/galleries/examples/statistics/histogram_features.py
index 590f99ff8ea7..21f74fd1ac44 100644
--- a/galleries/examples/statistics/histogram_features.py
+++ b/galleries/examples/statistics/histogram_features.py
@@ -20,7 +20,7 @@
 import matplotlib.pyplot as plt
 import numpy as np
 
-rng = np.random.default_rng(19710717)
+rng = np.random.default_rng(19680801)
 
 # example data
 mu = 106  # mean of distribution