From c5c5fc5039e256b749b32fb5568ee054e99bf5ff Mon Sep 17 00:00:00 2001 From: Wirus006 Date: Tue, 17 May 2022 19:35:49 +0200 Subject: [PATCH 1/3] correct data and Wilk --- bootstrap-t.ipynb | 56 ++- experiment_data.csv | 1002 +++++++++++++++++++++---------------------- 2 files changed, 542 insertions(+), 516 deletions(-) diff --git a/bootstrap-t.ipynb b/bootstrap-t.ipynb index a01c1f9..705859d 100644 --- a/bootstrap-t.ipynb +++ b/bootstrap-t.ipynb @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 84, "metadata": {}, "outputs": [], "source": [ @@ -147,30 +147,54 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 85, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.9606528878211975\n", - "2.666284970587185e-10\n", - "Dane nie mają rozkładu normalnego.\n" + "Female height: Dane mają rozkład normalny.\n", + "Male height: Dane mają rozkład normalny.\n", + "Weight before: Dane mają rozkład normalny.\n", + "Weight after: Dane mają rozkład normalny.\n" ] } ], "source": [ - "# TODO: Test Shapiro Wilka sprawdzający czy nasze dane mają rozkład normalny\n", - "x = dataset['Height'].to_numpy()\n", + "x = dataset['Female height'].to_numpy()\n", "shapiro_test = stats.shapiro(x)\n", - "print(shapiro_test.statistic)\n", - "print(shapiro_test.pvalue)\n", "\n", - "if shapiro_test.pvalue > shapiro_test.statistic:\n", - " print(\"Dane mają rozkład normalny.\")\n", + "if shapiro_test.pvalue > 0.05:\n", + " print(\"Female height: Dane mają rozkład normalny.\")\n", "else:\n", - " print(\"Dane nie mają rozkładu normalnego.\")" + " print(\"Female height: Dane nie mają rozkładu normalnego.\")\n", + "\n", + "x = dataset['Male height'].to_numpy()\n", + "shapiro_test = stats.shapiro(x)\n", + "\n", + "if shapiro_test.pvalue > 0.05:\n", + " print(\"Male height: Dane mają rozkład normalny.\")\n", + "else:\n", + " print(\"Male height: Dane nie mają rozkładu normalnego.\")\n", + "\n", + "x = dataset['Weight before'].to_numpy()\n", + "shapiro_test = stats.shapiro(x)\n", + "\n", + "if shapiro_test.pvalue > 0.05:\n", + " print(\"Weight before: Dane mają rozkład normalny.\")\n", + "else:\n", + " print(\"Weight before: Dane nie mają rozkładu normalnego.\")\n", + "\n", + "x = dataset['Weight after'].to_numpy()\n", + "shapiro_test = stats.shapiro(x)\n", + "\n", + "if shapiro_test.pvalue > 0.05:\n", + " print(\"Weight after: Dane mają rozkład normalny.\")\n", + "else:\n", + " print(\"Weight after: Dane nie mają rozkładu normalnego.\")\n", + "\n", + "\n" ] }, { @@ -369,10 +393,12 @@ ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "# TODO: Wyciągnąć wysokości kobiet i mężczyzn oraz poprawić kod aby można było podawać kolumny\n", + "#TODO: Wyciągnąć wysokości kobiet i mężczyzn oraz poprawić kod aby można było podawać kolumny\n", "t_stat, df, cv, p, _ = bootstrap_independent(dataset, dataset)\n", "pretty_print_full_stats(t_stat, df, cv, p)" ] @@ -626,4 +652,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} diff --git a/experiment_data.csv b/experiment_data.csv index c5d17ac..9e835a0 100644 --- a/experiment_data.csv +++ b/experiment_data.csv @@ -1,501 +1,501 @@ -Gender,Height,Weight before,Age,Weight after -Male,174,96,42,96 -Male,189,87,50,88 -Female,185,110,43,105 -Female,195,104,48,103 -Male,149,61,46,58 -Male,189,104,18,103 -Male,147,92,57,89 -Male,154,111,22,109 -Male,174,90,31,87 -Female,169,103,21,104 -Male,195,81,72,81 -Female,159,80,45,78 -Female,192,101,51,97 -Male,155,51,46,48 -Male,191,79,40,74 -Female,153,107,22,104 -Female,157,110,69,111 -Male,140,129,76,127 -Male,144,145,21,140 -Male,172,139,60,141 -Male,157,110,41,108 -Female,153,149,73,144 -Female,169,97,21,96 -Male,185,139,50,138 -Female,172,67,49,64 -Female,151,64,31,61 -Male,190,95,67,97 -Male,187,62,27,58 -Female,163,159,61,159 -Male,179,152,49,147 -Male,153,121,22,121 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+100.88,71.4,209.37,137.46 +99.09,77.65,144.31,192.75 From 54581c48dda2a9e363cda897a679a6cf26326cd9 Mon Sep 17 00:00:00 2001 From: Wirus006 Date: Tue, 17 May 2022 19:53:54 +0200 Subject: [PATCH 3/3] refactor --- bootstrap-t.ipynb | 29 +++++++++++++++-------------- 1 file changed, 15 insertions(+), 14 deletions(-) diff --git a/bootstrap-t.ipynb b/bootstrap-t.ipynb index 705859d..8f5b40c 100644 --- a/bootstrap-t.ipynb +++ b/bootstrap-t.ipynb @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 86, "metadata": {}, "outputs": [], "source": [ @@ -147,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 87, "metadata": {}, "outputs": [ { @@ -162,34 +162,35 @@ } ], "source": [ - "x = dataset['Female height'].to_numpy()\n", - "shapiro_test = stats.shapiro(x)\n", + "ALPHA = 0.05\n", + "female_heights = dataset['Female height'].to_numpy()\n", + "shapiro_test = stats.shapiro(female_heights)\n", "\n", - "if shapiro_test.pvalue > 0.05:\n", + "if shapiro_test.pvalue > ALPHA:\n", " print(\"Female height: Dane mają rozkład normalny.\")\n", "else:\n", " print(\"Female height: Dane nie mają rozkładu normalnego.\")\n", "\n", - "x = dataset['Male height'].to_numpy()\n", - "shapiro_test = stats.shapiro(x)\n", + "male_heights = dataset['Male height'].to_numpy()\n", + "shapiro_test = stats.shapiro(male_heights)\n", "\n", - "if shapiro_test.pvalue > 0.05:\n", + "if shapiro_test.pvalue > ALPHA:\n", " print(\"Male height: Dane mają rozkład normalny.\")\n", "else:\n", " print(\"Male height: Dane nie mają rozkładu normalnego.\")\n", "\n", - "x = dataset['Weight before'].to_numpy()\n", - "shapiro_test = stats.shapiro(x)\n", + "weights_before = dataset['Weight before'].to_numpy()\n", + "shapiro_test = stats.shapiro(weights_before)\n", "\n", - "if shapiro_test.pvalue > 0.05:\n", + "if shapiro_test.pvalue > ALPHA:\n", " print(\"Weight before: Dane mają rozkład normalny.\")\n", "else:\n", " print(\"Weight before: Dane nie mają rozkładu normalnego.\")\n", "\n", - "x = dataset['Weight after'].to_numpy()\n", - "shapiro_test = stats.shapiro(x)\n", + "weights_after = dataset['Weight after'].to_numpy()\n", + "shapiro_test = stats.shapiro(weights_after)\n", "\n", - "if shapiro_test.pvalue > 0.05:\n", + "if shapiro_test.pvalue > ALPHA:\n", " print(\"Weight after: Dane mają rozkład normalny.\")\n", "else:\n", " print(\"Weight after: Dane nie mają rozkładu normalnego.\")\n",