sketch reference notebook

author: Adam Janovsky 2022-08-26 09:44:47 +0200
committer: J08nY 2022-09-20 13:37:17 +0200
commit: 15a5b6cee7d8a3043f6ffaf967d03b1a1a754f4c (patch)
tree: ca4b57a8113744ba5c5ec86f7896e1b4dd60b9b0
parent: c3d3adde700458120c719c1fe8b930fc4757c8f5 (diff)
download: sec-certs-15a5b6cee7d8a3043f6ffaf967d03b1a1a754f4c.tar.gz
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sec-certs-15a5b6cee7d8a3043f6ffaf967d03b1a1a754f4c.zip
3 files changed, 496 insertions, 1 deletions
diff --git a/notebooks/cc/new_references.ipynb b/notebooks/cc/new_references.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- Cross references: Direct references between certificates in both directions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sec_certs.dataset import CCDataset\n",
+    "from sec_certs.utils.extract import cc_rules_get_subset, extract_key_paths\n",
+    "from sec_certs.cert_rules import cc_rules, PANDAS_KEYWORDS_CATEGORIES\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "import math\n",
+    "import numpy as np\n",
+    "import tqdm\n",
+    "import matplotlib.ticker as mtick\n",
+    "from pysankey import sankey\n",
+    "\n",
+    "plt.style.use(\"seaborn-whitegrid\")\n",
+    "sns.set_palette(\"deep\")\n",
+    "sns.set_context(\"notebook\")  # Set to \"paper\" for use in paper :)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dset = CCDataset.from_json(\n",
+    "    \"/Users/adam/phd/projects/certificates/sec-certs/datasets/new_cc/cc_dset.json\"\n",
+    ")  # local instantiation\n",
+    "# dset = CCDataset.from_web_latest()  # remote instantiation\n",
+    "\n",
+    "df = dset.to_pandas()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Count numbers of reference-rich certificates\n",
+    "\n",
+    "- From the numbers follows that whenever a certificate is directly referencing some else, it also indirectly references some else\n",
+    "- We have more outgoing references than ingoing references, which kinda makes sense. You don't have to be aware that some other cert references you"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>directly_referenced_by</th>\n",
+       "      <th>indirectly_referenced_by</th>\n",
+       "      <th>directly_referencing</th>\n",
+       "      <th>indirectly_referencing</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>5070</td>\n",
+       "      <td>5070</td>\n",
+       "      <td>5070</td>\n",
+       "      <td>5070</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unique</th>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>top</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>freq</th>\n",
+       "      <td>4401</td>\n",
+       "      <td>4401</td>\n",
+       "      <td>3851</td>\n",
+       "      <td>3851</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       directly_referenced_by indirectly_referenced_by directly_referencing  \\\n",
+       "count                    5070                     5070                 5070   \n",
+       "unique                      2                        2                    2   \n",
+       "top                     False                    False                False   \n",
+       "freq                     4401                     4401                 3851   \n",
+       "\n",
+       "       indirectly_referencing  \n",
+       "count                    5070  \n",
+       "unique                      2  \n",
+       "top                     False  \n",
+       "freq                     3851  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"has_outgoing_direct_references\"] = df.directly_referencing.notnull()\n",
+    "df[\"has_incoming_direct_references\"] = df.directly_referenced_by.notnull()\n",
+    "df[\"has_outgoing_indirect_references\"] = df.indirectly_referencing.notnull()\n",
+    "df[\"has_incoming_indirect_references\"] = df.indirectly_referenced_by.notnull()\n",
+    "\n",
+    "df.loc[:, [\"directly_referenced_by\", \"indirectly_referenced_by\", \"directly_referencing\", \"indirectly_referencing\"]].notnull().describe()\n",
+    "# df.loc[(df.directly_referencing.notnull() & df.indirectly_referencing.isnull())]  # this results in an empty dataframe, see comment above"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Plot direct references per category"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1152x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "figure, axes = plt.subplots(1, 2)\n",
+    "figure.set_size_inches(16, 10)\n",
+    "figure.set_tight_layout(True)\n",
+    "\n",
+    "col_to_depict = [\"has_outgoing_direct_references\", \"has_incoming_direct_references\"]\n",
+    "\n",
+    "for index, col in enumerate(col_to_depict):\n",
+    "    countplot = sns.countplot(data=df, x=\"category\", hue=col, ax=axes[index])\n",
+    "    countplot.set(\n",
+    "        xlabel=\"Category\",\n",
+    "        ylabel=\"Outgoing direct references\",\n",
+    "        title=f\"Countplot of {' '.join(col.split('_'))}\",\n",
+    "    )\n",
+    "    countplot.tick_params(axis=\"x\", rotation=90)\n",
+    "    countplot.legend(title=' '.join(col.split('_')), bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.0)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1728x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_id_rich = df.loc[df.cert_id.notnull()]\n",
+    "cert_id_to_category_mapping = dict(zip(df.cert_id, df.category))\n",
+    "\n",
+    "exploded = df_id_rich.loc[:, [\"category\", \"directly_referencing\"]].explode(\"directly_referencing\")\n",
+    "cert_id_to_category_mapping[np.NaN] = \"No references\"\n",
+    "\n",
+    "exploded[\"ref_category\"] = exploded.directly_referencing.map(cert_id_to_category_mapping)\n",
+    "exploded = exploded.loc[exploded.ref_category.notnull()]\n",
+    "\n",
+    "all_categories = set(exploded.category.unique()) | set(exploded.ref_category.unique())\n",
+    "colors = list(sns.color_palette(\"hls\", len(all_categories), as_cmap=False).as_hex())\n",
+    "color_dict = dict(zip(all_categories, colors))\n",
+    "\n",
+    "figure, axes = plt.subplots(1, 1)\n",
+    "figure.set_size_inches(24, 10)\n",
+    "figure.set_tight_layout(True)\n",
+    "\n",
+    "sankey(exploded.category, exploded.ref_category, colorDict=color_dict, leftLabels=list(exploded.category.unique()), rightLabels=list(exploded.ref_category.unique()), fontsize=12, ax=axes)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Plot direct references per scheme"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1008x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "figure, axes = plt.subplots(1, 2)\n",
+    "figure.set_size_inches(14, 4)\n",
+    "figure.set_tight_layout(True)\n",
+    "\n",
+    "col_to_depict = [\"has_outgoing_direct_references\", \"has_incoming_direct_references\"]\n",
+    "\n",
+    "for index, col in enumerate(col_to_depict):\n",
+    "    countplot = sns.countplot(data=df, x=\"scheme\", hue=col, ax=axes[index])\n",
+    "    countplot.set(\n",
+    "        xlabel=\"Category\",\n",
+    "        ylabel=\"Outgoing direct references\",\n",
+    "        title=f\"Countplot of {' '.join(col.split('_'))}\",\n",
+    "    )\n",
+    "    countplot.tick_params(axis=\"x\", rotation=90)\n",
+    "    countplot.legend(title=' '.join(col.split('_')), bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Number of certificates referencing archived certificates"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of certificates that reference some archived certificate: 669\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1008x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def references_archived_cert(references):\n",
+    "    if pd.isnull(references):\n",
+    "        return False\n",
+    "    \n",
+    "    return any([x in cert_ids] for x in references)\n",
+    "\n",
+    "cert_ids = set(df.loc[((df.cert_id.notnull()) & (df.status == \"archived\")), \"cert_id\"].tolist())\n",
+    "df[\"references_archived_cert\"] = df.directly_referenced_by.map(references_archived_cert)\n",
+    "\n",
+    "print(f\"Number of certificates that reference some archived certificate: {df.loc[df.references_archived_cert].shape[0]}\")\n",
+    "\n",
+    "col_to_depict = [\"category\", \"scheme\"]\n",
+    "\n",
+    "figure, axes = plt.subplots(1, 2)\n",
+    "figure.set_size_inches(14, 8)\n",
+    "figure.set_tight_layout(True)\n",
+    "\n",
+    "for index, col in enumerate(col_to_depict):\n",
+    "    countplot = sns.countplot(data=df, x=col, hue=\"references_archived_cert\", ax=axes[index])\n",
+    "    countplot.set(\n",
+    "        xlabel=col,\n",
+    "        ylabel=\"Outgoing direct references\",\n",
+    "        title=\"Countplot of certificates that reference some archived certificate\",\n",
+    "    )\n",
+    "    countplot.tick_params(axis=\"x\", rotation=90)\n",
+    "    countplot.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Count scheme references\n",
+    "\n",
+    "A certificate is cross-referenced if there exists a bidirectional reference with any of the certificate that it directly references"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_id_rich = df.loc[df.cert_id.notnull()]\n",
+    "cert_id_to_scheme_mapping = dict(zip(df.cert_id, df.scheme))\n",
+    "\n",
+    "df_ref_rich = df_id_rich.loc[df.directly_referencing.notnull()]\n",
+    "exploded = df_ref_rich.loc[:, [\"scheme\", \"directly_referencing\"]].explode(\"directly_referencing\")\n",
+    "\n",
+    "exploded[\"ref_scheme\"] = exploded.directly_referencing.map(cert_id_to_scheme_mapping)\n",
+    "exploded = exploded.loc[exploded.ref_scheme.notnull()]\n",
+    "\n",
+    "all_schemes = set(exploded.scheme.unique()) | set(exploded.ref_scheme.unique())\n",
+    "colors = list(sns.color_palette(\"hls\", len(all_schemes), as_cmap=False).as_hex())\n",
+    "color_dict = dict(zip(all_schemes, colors))\n",
+    "\n",
+    "figure, axes = plt.subplots(1, 1)\n",
+    "figure.set_size_inches(10, 10)\n",
+    "figure.set_tight_layout(True)\n",
+    "\n",
+    "sankey(exploded.scheme, exploded.ref_scheme, colorDict=color_dict, leftLabels=list(exploded.scheme.unique()), rightLabels=list(exploded.ref_scheme.unique()), fontsize=12, ax=axes)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Temporal evolution of references\n",
+    "\n",
+    "Shows plot with relative number of certificates for a given year that reference some other certificate"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_temporal = df.loc[df.year_from < 2022].groupby([\"year_from\"])[\"directly_referencing\"].count().reset_index().set_index(\"year_from\")\n",
+    "n_issued_certs = df.groupby(\"year_from\").name.count().reset_index().rename(columns={\"name\": \"n_certs\"}).set_index(\"year_from\")\n",
+    "df_temporal.directly_referencing = 100 * df_temporal.directly_referencing / n_issued_certs.n_certs\n",
+    "\n",
+    "line = sns.lineplot(data=df_temporal, x=\"year_from\", y=\"directly_referencing\")\n",
+    "line.yaxis.set_major_formatter(mtick.PercentFormatter())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Cross references"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Plotting w.r.t. scheme and category (both are interesting)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3.8.1 ('certsvenv': venv)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.1"
+  },
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
+    "hash": "6386d1612879d92d026c363e7667e428bc38d86c5a080d58c3d70e7cd43df67d"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/requirements/requirements.in b/requirements/requirements.in
index cc698c4e..654a565d 100644
--- a/requirements/requirements.in
+++ b/requirements/requirements.in
@@ -25,3 +25,4 @@ ipywidgets
 spacy
 pkgconfig
 seaborn
+pySankeyBeta
+\ No newline at end of file
diff --git a/requirements/requirements.txt b/requirements/requirements.txt
index 3913ae4c..53ce3c60 100644
--- a/requirements/requirements.txt
+++ b/requirements/requirements.txt
@@ -1,3 +1,7 @@
+appnope==0.1.3
+    # via
+    #   ipykernel
+    #   ipython
 argon2-cffi==21.3.0
     # via notebook
 argon2-cffi-bindings==21.2.0
@@ -66,6 +70,8 @@ html5lib==1.1
     # via -r requirements.in
 idna==3.3
     # via requests
+importlib-resources==5.9.0
+    # via jsonschema
 ipykernel==6.12.1
     # via
     #   -r requirements.in
@@ -127,6 +133,7 @@ markupsafe==2.1.1
 matplotlib==3.5.1
     # via
     #   -r requirements.in
+    #   pysankeybeta
     #   seaborn
 matplotlib-inline==0.1.3
     # via
@@ -163,6 +170,7 @@ numpy==1.22.3
     #   blis
     #   matplotlib
     #   pandas
+    #   pysankeybeta
     #   scikit-learn
     #   scipy
     #   seaborn
@@ -180,6 +188,7 @@ packaging==21.3
 pandas==1.4.2
     # via
     #   -r requirements.in
+    #   pysankeybeta
     #   seaborn
     #   tabula-py
 pandocfilters==1.5.0
@@ -237,6 +246,8 @@ pypdf2==1.27.5
     # via -r requirements.in
 pyrsistent==0.18.1
     # via jsonschema
+pysankeybeta==1.4.0
+    # via -r requirements.in
 python-dateutil==2.8.2
     # via
     #   -r requirements.in
@@ -264,7 +275,9 @@ scipy==1.8.0
     #   scikit-learn
     #   seaborn
 seaborn==0.11.2
-    # via -r requirements.in
+    # via
+    #   -r requirements.in
+    #   pysankeybeta
 send2trash==1.8.0
     # via notebook
 setuptools-scm==6.4.2
@@ -347,6 +360,8 @@ webencodings==0.5.1
     #   tinycss2
 widgetsnbextension==3.6.0
     # via ipywidgets
+zipp==3.8.1
+    # via importlib-resources
 
 # The following packages are considered to be unsafe in a requirements file:
 # setuptools
author	Adam Janovsky	2022-08-26 09:44:47 +0200
committer	J08nY	2022-09-20 13:37:17 +0200
commit	15a5b6cee7d8a3043f6ffaf967d03b1a1a754f4c (patch)
tree	ca4b57a8113744ba5c5ec86f7896e1b4dd60b9b0
parent	c3d3adde700458120c719c1fe8b930fc4757c8f5 (diff)
download	sec-certs-15a5b6cee7d8a3043f6ffaf967d03b1a1a754f4c.tar.gz sec-certs-15a5b6cee7d8a3043f6ffaf967d03b1a1a754f4c.tar.zst sec-certs-15a5b6cee7d8a3043f6ffaf967d03b1a1a754f4c.zip