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| author | GeorgeFI | 2023-07-17 16:22:42 +0200 |
|---|---|---|
| committer | GeorgeFI | 2023-07-17 16:22:42 +0200 |
| commit | e4964b8f46484f0d9048202e4f37e7f21bd7d486 (patch) | |
| tree | 23b5bf40853b383434d34e8915f340e40a5618e8 | |
| parent | 5002f93148cdb44a0db55dc8bdca67a726c3942c (diff) | |
| download | sec-certs-e4964b8f46484f0d9048202e4f37e7f21bd7d486.tar.gz sec-certs-e4964b8f46484f0d9048202e4f37e7f21bd7d486.tar.zst sec-certs-e4964b8f46484f0d9048202e4f37e7f21bd7d486.zip | |
feat: Added pie charts to references eda
| -rw-r--r-- | notebooks/fips/references.ipynb | 117 |
1 files changed, 101 insertions, 16 deletions
diff --git a/notebooks/fips/references.ipynb b/notebooks/fips/references.ipynb index 973fada9..95e5dec1 100644 --- a/notebooks/fips/references.ipynb +++ b/notebooks/fips/references.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "58096baa", + "id": "1e4294de", "metadata": {}, "source": [ "# FIPS References\n", @@ -167,7 +167,7 @@ "id": "12f546d4", "metadata": {}, "source": [ - "#### Direct" + "#### Direct module references" ] }, { @@ -211,7 +211,7 @@ "id": "9276357b", "metadata": {}, "source": [ - "#### Indirect" + "#### Indirect module references" ] }, { @@ -252,6 +252,71 @@ }, { "cell_type": "markdown", + "id": "be0e0222", + "metadata": {}, + "source": [ + "#### Direct references per status" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "9b8aa638", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Fruit Distribution')" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "status_counts_df = refs_direct_eda_df[\"status\"].value_counts()\n", + "status_counts_df.plot.pie()\n", + "plt.title('Fruit Distribution')\n" + ] + }, + { + "cell_type": "markdown", + "id": "faa40dc2", + "metadata": {}, + "source": [ + "#### Direct references per type\n" + ] + }, + { + "cell_type": "markdown", + "id": "3e91409f", + "metadata": {}, + "source": [ + "#### Direct references per level" + ] + }, + { + "cell_type": "markdown", + "id": "4f9303e6", + "metadata": {}, + "source": [ + "#### Direct references per embodiment" + ] + }, + { + "cell_type": "markdown", "id": "38e5b33d", "metadata": {}, "source": [ @@ -533,8 +598,8 @@ }, { "cell_type": "code", - "execution_count": 51, - "id": "1d9c9d4b", + "execution_count": 54, + "id": "671aaec2", "metadata": {}, "outputs": [ { @@ -543,7 +608,7 @@ "Text(0.5, 1.0, 'Direct references among FIPS embodiments')" ] }, - "execution_count": 51, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, @@ -560,7 +625,7 @@ ], "source": [ "embodiment_df = pd.DataFrame(final_embodiment_statistics).fillna(0).astype(int).transpose()\n", - "embodiment_df.plot(kind='bar', stacked=True)\n", + "embodiment_df.plot(kind=\"bar\", stacked=True)\n", "\n", "plt.xlabel(\"Referencing cert embodiment\")\n", "plt.ylabel(\"Number of referenced certificates\")\n", @@ -633,23 +698,43 @@ }, { "cell_type": "code", - "execution_count": 23, - "id": "24a8576f", + "execution_count": 55, + "id": "5dd06111", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Direct references among FIPS certificate types')" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# TODO - Some countplot - stacked plot or smth like that\n", "cert_type_df = pd.DataFrame(final_type_statistics).fillna(0).astype(int).transpose()\n", - "embodiment_df.plot(kind='bar', stacked=True)\n", + "cert_type_df.plot(kind=\"bar\", stacked=True)\n", "\n", - "plt.xlabel(\"Referencing cert embodiment\")\n", + "plt.xlabel(\"Referencing cert type\")\n", "plt.ylabel(\"Number of referenced certificates\")\n", - "plt.title(\"Direct references among FIPS embodiments\")" + "plt.title(\"Direct references among FIPS certificate types\")" ] }, { "cell_type": "markdown", - "id": "628b8947", + "id": "57f305aa", "metadata": {}, "source": [ "### Cross-references among certificates\n", @@ -661,7 +746,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "6fc9a951", + "id": "879c61bb", "metadata": { "scrolled": false }, |
