From cdaee133e6c4c3126578ce0eda03b868c8b65569 Mon Sep 17 00:00:00 2001 From: "Marco A. Lopez-Sanchez" Date: Thu, 4 Apr 2024 20:25:39 +0200 Subject: [PATCH] Update grain_size_analysis.ipynb --- grain_size_tools/grain_size_analysis.ipynb | 28 ++++++++++------------ 1 file changed, 13 insertions(+), 15 deletions(-) diff --git a/grain_size_tools/grain_size_analysis.ipynb b/grain_size_tools/grain_size_analysis.ipynb index b0cf952..13c48f9 100644 --- a/grain_size_tools/grain_size_analysis.ipynb +++ b/grain_size_tools/grain_size_analysis.ipynb @@ -7,7 +7,7 @@ "source": [ "# Grain Size Analysis Template\n", "\n", - "Last update: 2024-03-05\n", + "Last update: 2024-04-04\n", "\n", "> **INFO** \n", "> This is the template for a general grain size analysis. The specific documentation can be found at the following link: \n", @@ -536,7 +536,7 @@ "Data is not normally distributed!\n", "Normality test: 0.93, 0.00 (test statistic, p-value)\n", "Data is not lognormally distributed!\n", - "Lognormality test: 0.98, 0.00 (test statistic, p-value)\n", + "Lognormality test: 0.98, 0.01 (test statistic, p-value)\n", "============================================================================\n" ] } @@ -650,7 +650,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 10, "id": "6ae3ba76", "metadata": {}, "outputs": [], @@ -691,7 +691,7 @@ "text": [ "=======================================\n", "Shapiro-Wilk test (lognormal):\n", - "0.97, 0.00 (test statistic, p-value)\n", + "0.98, 0.00 (test statistic, p-value)\n", "It doesnt look like a lognormal distribution (p-value < 0.05)\n", "(╯°□°)╯︵ ┻━┻\n", "=======================================\n" @@ -762,7 +762,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 14, @@ -771,7 +771,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -818,7 +818,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 19, "id": "ce2645ed", "metadata": {}, "outputs": [ @@ -827,10 +827,9 @@ "output_type": "stream", "text": [ "Two-sample Kolmogorov-Smirnov test:\n", - "\n", - " KS test statistic: 0.0528\n", - " p-value: 0.0011\n", - "Statistic location: 26.31\n" + " KS test statistic: 0.046\n", + "Statistic location: 36.25\n", + " p-value: 0.006\n" ] } ], @@ -841,10 +840,9 @@ "result = ks_2samp(new_dataset, dataset['ECD'])\n", "\n", "print('Two-sample Kolmogorov-Smirnov test:')\n", - "print('')\n", - "print(f' KS test statistic: {result.statistic:.4f}')\n", - "print(f' p-value: {result.pvalue:.4f}')\n", - "print(f'Statistic location: {result.statistic_location:.2f}')" + "print(f' KS test statistic: {result.statistic:.3f}')\n", + "print(f'Statistic location: {result.statistic_location:.2f}')\n", + "print(f' p-value: {result.pvalue:.3f}')" ] }, {