From e0f7d0000e40f0f48052351a28f9b906e05ed290 Mon Sep 17 00:00:00 2001 From: Oli Date: Mon, 20 Dec 2021 23:47:15 -0300 Subject: [PATCH] add 128 plots --- fftma_module/gen/analysis.ipynb | 53 +++++++++++++++++++++++++++++++-- 1 file changed, 50 insertions(+), 3 deletions(-) diff --git a/fftma_module/gen/analysis.ipynb b/fftma_module/gen/analysis.ipynb index 0bbe7f2..8e346d9 100644 --- a/fftma_module/gen/analysis.ipynb +++ b/fftma_module/gen/analysis.ipynb @@ -7348,12 +7348,59 @@ "plot_reapeated_data_distribution(data)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## N = 64" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 249, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data = get_repeteated_data(['log_64-aa', 'log_64-ab'])\n", + "plot_reapeated_data_distribution(data)" + ] }, { "cell_type": "code",