From 2a4b696d9040eabd4cf51518d73b7fcd1829fefa Mon Sep 17 00:00:00 2001 From: Silas Santini <70163606+pancakereport@users.noreply.github.com> Date: Mon, 1 Jun 2026 17:04:18 -0700 Subject: [PATCH] better alt text ch12 --- chapters/12/1/AB_Testing.ipynb | 15 ++++----------- chapters/12/2/Causality.ipynb | 9 +-------- chapters/12/3/Deflategate.ipynb | 2 +- 3 files changed, 6 insertions(+), 20 deletions(-) diff --git a/chapters/12/1/AB_Testing.ipynb b/chapters/12/1/AB_Testing.ipynb index cf9df8c7b..8b07de1cc 100644 --- a/chapters/12/1/AB_Testing.ipynb +++ b/chapters/12/1/AB_Testing.ipynb @@ -186,7 +186,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Two overlaping histograms are shown. The x-axis is labeled 'Birth Weight' and the y-axis is 'Percent per unit.' One histogram is shown in gold for 'Maternal Smoker=True' and has some bars that are taller than the other histogram's bars on the left. The second histogram is in dark blue for 'Maternal Smoker=False.' The blue bars are taller than the gold bars on the right hand side." ] }, "metadata": {}, @@ -743,7 +743,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram titled 'Prediction Under the Null Hypothesis' with 'Difference Between Group Means' on the x-axis and 'Percent per unit' on the y-axis. The histogram is bell shaped ranging between -3 to 3 and centered around 0." ] }, "metadata": {}, @@ -814,7 +814,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Two overlaping histograms are shown. The x-axis is 'Maternal Age' and the y-axis is 'Percent per unit.' The histograms are differentiated by color. In gold is 'Maternal Smoker=True' and in dark blue is 'Maternal Smoker=False.' The gold histogram appears shifted left compared to the dark blue histogram, and both have similar shapes." ] }, "metadata": {}, @@ -947,7 +947,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram titled 'Prediction Under the Null Hypothesis' with 'Difference Between Group Means' on the x-axis and 'Percent per unit' on the y-axis. The histogram is bell shaped and centered at 0, ranging between approx -1 and 1. There is a red dot at approx -0.75 and portion of the histogram to the red dot's left is shaded gold. The gold shaded region is small." ] }, "metadata": {}, @@ -1001,13 +1001,6 @@ "source": [ "The empirical p-value is around 1% and therefore the result is statistically significant. The test supports the hypothesis that the smokers were younger on average." ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/chapters/12/2/Causality.ipynb b/chapters/12/2/Causality.ipynb index a38f0f7c4..d84021193 100644 --- a/chapters/12/2/Causality.ipynb +++ b/chapters/12/2/Causality.ipynb @@ -820,7 +820,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram titled 'Prediction Under the Null Hypothesis' with 'Distance' on the x-axis and 'Percent per unit' on the y-axis. The data ranges from 0 to 0.6, with the tallest bar between 0 and 0.1, the next two bars from 0.1 to 0.2 and 0.2 to 0.3 are a little under half the height of the first bar. The remaining bars are quite small. There is a red dot between 0.4 and 0.5 and the data on the right of the red dot is shaded gold. The gold shaded region is quite small." ] }, "metadata": {}, @@ -902,13 +902,6 @@ "\n", "It takes a lot of careful work to establish that a medical treatment has a beneficial effect. Knowing how to analyze randomized controlled trials is a crucial part of this work. Now that you know how to do that, you are well positioned to help medical and other professions establish cause-and-effect relations." ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/chapters/12/3/Deflategate.ipynb b/chapters/12/3/Deflategate.ipynb index 3b113e724..5c5fbaf7c 100644 --- a/chapters/12/3/Deflategate.ipynb +++ b/chapters/12/3/Deflategate.ipynb @@ -689,7 +689,7 @@ "data": { "image/png": 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", "text/plain": [ - "
" + "Histogram titled 'Predction Under the Null Hypothesis' with 'Difference Between Group Averages' on the x-axis and 'Percent per unit' on the y-axis. The data is bell shaped centered at 0 and extending between approximately -0.75 and 0.75. There is a red dot just below 0.75 and the data of the histogram to the right of the dot is shaded gold. The gold shaded region is very small." ] }, "metadata": {},