From e87103875945edb22d65728d749cd1a2235cd430 Mon Sep 17 00:00:00 2001 From: Mirko Birbaumer <mirko.birbaumer@hslu.ch> Date: Tue, 11 Mar 2025 10:11:42 +0000 Subject: [PATCH] Interpretation probability of superiority --- .../Normal and t-Distribution/BIND_2_1.ipynb | 18 ++++++++++++++++-- .../cohens_d_students.pdf | Bin 0 -> 26144 bytes 2 files changed, 16 insertions(+), 2 deletions(-) create mode 100644 notebooks/Normal and t-Distribution/cohens_d_students.pdf diff --git a/notebooks/Normal and t-Distribution/BIND_2_1.ipynb b/notebooks/Normal and t-Distribution/BIND_2_1.ipynb index bc50270..b02e521 100644 --- a/notebooks/Normal and t-Distribution/BIND_2_1.ipynb +++ b/notebooks/Normal and t-Distribution/BIND_2_1.ipynb @@ -590,9 +590,16 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n" + ] + }, { "data": { "image/png": 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@@ -627,7 +634,14 @@ "ax.set_title(\"Posterior of Mean Difference\")\n", "ax.plot([], [], ' ', label=f\"Cohen's d = {d_cohen:.2f}\\nProb sup = {ps:.2f}\")\n", "ax.legend(loc=1)\n", - "plt.savefig('cohens_d_students.pdf', dpi=300)" + "plt.savefig('cohens_d_students.eps', dpi=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Die Wahrscheinlichkeit, dass eine zufällig gewählte Studentin grösser als ein zufällig gewählter Student ist, beträgt 10%. 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