clean notebooks prior to paper 2 submission

2 files changed, 63 insertions, 3303 deletions

diff --git a/notebooks/cc/reference_annotations/prediction.ipynb b/notebooks/cc/reference_annotations/prediction.ipynb
index 940a6b08..8aae82f0 100644
--- a/notebooks/cc/reference_annotations/prediction.ipynb
+++ b/notebooks/cc/reference_annotations/prediction.ipynb
@@ -54,8 +54,8 @@
     "mode = \"evaluation\"\n",
     "cc_dset = CCDataset.from_json(DATASET_PATH)\n",
     "\n",
-    "# df = extract_segments(cc_dset, mode=mode)\n",
-    "# df.to_csv(REPO_ROOT / \"dataset/reference_prediction/dataset.csv\", index=False)\n",
+    "df = extract_segments(cc_dset, mode=mode)\n",
+    "df.to_csv(REPO_ROOT / \"dataset/reference_prediction/dataset.csv\", index=False)\n",
     "\n",
     "df = (\n",
     "    pd.read_csv(REPO_ROOT / \"dataset/reference_prediction/dataset.csv\")\n",
@@ -79,7 +79,7 @@
     "    df,\n",
     "    mode=mode,\n",
     "    method=\"transformer\",\n",
-    "    model_path=\"/var/tmp/xjanovsk/certs/sec-certs/dataset/reference_prediction/final_model\",\n",
+    "    model_path=REPO_ROOT / \"/dataset/reference_prediction/final_model\",\n",
     ")\n",
     "df = perform_dimensionality_reduction(\n",
     "    df,\n",
@@ -123,7 +123,6 @@
     "    \"pred_4\",\n",
     "]\n",
     "df_ = df[features_to_use + [\"label\", \"split\"]]\n",
-    "# df_ = df.copy()\n",
     "\n",
     "x_train, y_train, x_valid, y_valid, features = dataframe_to_training_arrays(\n",
     "    df_, mode=mode, use_pca=True, use_umap=True, use_pred=True, use_lang=True\n",
@@ -150,7 +149,7 @@
     "df[\"y_pred\"] = clf.predict(x_all)\n",
     "df[\"reference_label\"] = df.label.fillna(df.y_pred)\n",
     "df[[\"dgst\", \"canonical_reference_keyword\", \"reference_label\"]].to_csv(\n",
-    "    \"/var/tmp/xjanovsk/certs/sec-certs/dataset/reference_prediction/predictions.csv\"\n",
+    "    REPO_ROOT / \"/dataset/reference_prediction/predictions.csv\"\n",
     ")"
    ]
   },
@@ -191,7 +190,7 @@
     "    x_valid,\n",
     "    y_valid,\n",
     "    features,\n",
-    "    output_path=Path(\"/var/tmp/xjanovsk/certs/sec-certs/dataset/cc_ref_annotator_evaluation/embeddings\"),\n",
+    "    output_path=REPO_ROOT / \"dataset/cc_ref_annotator_evaluation/embeddings\",\n",
     ")"
    ]
   },
diff --git a/notebooks/cc/references.ipynb b/notebooks/cc/references.ipynb
index 35f7c183..ec06099d 100644
--- a/notebooks/cc/references.ipynb
+++ b/notebooks/cc/references.ipynb
@@ -17,7 +17,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -28,6 +28,7 @@
     "import functools\n",
     "import itertools\n",
     "import json\n",
+    "import random\n",
     "import re\n",
     "import warnings\n",
     "from collections.abc import Iterable\n",
@@ -52,6 +53,8 @@
     "from sec_certs.dataset.cc import CCDataset\n",
     "from sec_certs.utils.parallel_processing import process_parallel\n",
     "\n",
+    "random.seed(42)\n",
+    "\n",
     "# Surpress user warnings\n",
     "warnings.filterwarnings(\"ignore\", category=UserWarning)\n",
     "\n",
@@ -124,7 +127,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -334,7 +337,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -362,37 +365,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_2939850/3289815995.py:2: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
-      "  sec_levels = cc_df.loc[cc_df.year_from < 2023].groupby([\"year_from\", \"eal\"], as_index=False).size()\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<Figure size 640x480 with 0 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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t+8qUFh+qaWPi5T9AC6s27SnVn/+7UVW1zfL1senOK0brnEmDPe4cB9doaGrV75/7Qlv2ta1k/ZObsjTNRd/tB0UE6Cc3TdRl04fomfd2aEdOuV5fvE+L1h1UbGSg8opr1NziOOFrYyMDlBofevRPW3FZTLg/v6cAAAAAAKBfabU7VVBa23FPwsfbpunjE5QcG+LyY5VVNurXT65WYVmdggN8tOCOKRo+ONzlxwEAAO7lYHGNHn1xvfIP18lika4/L13XnZeu5ha7/vnGFq3YVKgXPtylbfuP6J5vTGBxWgAAAPQZi2EYhtkhPEVaWpokKScnx+QkXfOfd7frneUHFB7sq3/+dLaCA3zMjgQAQK/wtDEaXVPX2Np2A/doN5Xc4modLK6V3eE8btvk2GDNnjhYM7MSFRHi3hdX7Q6nXvpol95cul+SlBofop/Om6jEmBN3f6mpb9HKzYVakn1Iew9VdTwe6O+t6eMSNHtiktKTw5ngj24pKa/X8x/s1KotRR2PBfh56ayxbb9TmakRffI7lVNYrcXZh7RiY6Gq6po7HvfzsWnamHjNzkrS6KFRA2KVPofDqZc/2a03luyTYbSd1+67eZLHd4ZijO656rpmPfjvtdrXBytZG4ahdTtK9Nz7O1RYVt/xuI+XVclxIUpLCFVqXEhH57IAP+9eyQEA6DuM0QAAuC/GacAcNfUtR4vKjt6TKKpW/uFa2R3HT6kZkhiq2ROTNGN8okKDfE/72PmHa3X/U2t0pKpRUaF+eujb0zz+uiDQHzFGA3AlwzC0aN1BPfX2NrXYnYoI8dW9N2ZpzNDoTtt8+sUhPfn2NrW0OhQe7Kt7v5GlscPpfAocizEaAIDeQbFZN3jSB5IdOeX6+b9WyTCkX992hiZnxpodCQCAXuNJYzSO53QaOlzRoJyjN3HzimqUU1StssrGE27v7+ullLgQpcaHqKa+Ret2lKjV3laAZrVI49JjdM7EJFO7NJ1MaUWD/vhStnYfrJQkXTwtRbddOqrLHcryD9dq6YZ8Lc3O15Hqpo7HE6IDNWtikmZNSFJMRECvZEf/UNvQotc+26v3V+XI7jBksUhnjIxVTmG1So95z8VGBmh2VpJmTUxSbGSgSzNU1jRp2cYCLcnOV15xTcfjYUG+mjhikHbmlqvoyJfFLlFh/pqVlajZE5NOWpTp6coqG/XHl7K1K69CknTh1BTdftkotzuH9QRjdM8cqWrU/U+tVv7hvl3J2u5wau32YjmdhlLjQxUfFSibzdrrxwUA9D3GaAAA3BfjNNC7HE5DJeX1yinsXFhWfsw192MF+nl1LMBTXt2k9TtLOgrQbFaLJo4YpNkTkzQpc5C8vbp/PW9ffqUWPL1WNfUtSogO0kPfnqqYcK7zA+6IMRqAqzQ0teofr2/Rys2FkqQJGTG65/oJCgs+cRH7wZIa/eHFbB0qqZXFIl17znDdcH4693CAoxijAQDoHRSbdYOnfCBparbr7seWqbi8XudOGqwfXD/e7EgAAPQqTxmj0aaqtllf7CzRgYIq5RbVKK+4Wo3NjhNuGxPur9T40KN/2jqrxIQHdOpyVNfQolVbirQkO7+jUEMyp0vTqazZVqTHF25WfWOrAv289P3rxuvMMfE92pfDaWj7/iNanH1Iq7cVq7nly7+/MUOjNH18goYPDldiTLC8vbjADKnV7tAHn+dp4ad7VNfYKkkaNzxa37xkpFLjQ+V0GtqRW64l6/P1+dbCTu/JkWmRmj0xSWeNje9xN6OWVofWbS/R4uxD2rSnVM6j30K9bFadMSpWsycmaUJ6jLxsVhmGoT0HK7UkO18rNheq/mheSRo+OEyzJw7W9PEJvda5uaXVoUMltSo6UqfU+NBeX0F43fZi/fXVTaprbFWAn5e+d804nT0uoVeP2ZcYo7uvoLRtJeuySlayBgD0HsZoAADcF+M04DqNzXblFdUot/hoUVlhtfJKajpdUz9WbGRAp3sSqfGhign373R/obquWSs3F2pxdr7251d1PB4c4K2zxyXonEmDNSwprEv3JLbuL9Nvn1mnxmaHhiaFacHtU1zSKQ1A72CMBuAK+/Ir9YcXs1VS3iCb1aKbLx6hy2cM7TQH4kSaWuz69/+265O1ByW13cP98Y1Zigrz74vYgFtjjAYAoHdQbNYNnvKB5Mm3tur9z3MVFeavf/x4lgL9ezYhFAAAT+EpY/RA1mp36Iudh7Vkfb427D4sh7PzR1BvL6uSY4OVGh+qlPgQpcWHKiU+VEHd/BxTVFanJUc7f/VVl6av09Lq0DPv7dAHn+dKktIHh+vHN2W5LEdjs12rt7YV2207cETHfrr3slmUNCi4043x1PhQhQT2TpEO3I9hGPp8a5Ge/2CnSsobJEnJscH65iWjNCEj5oSvaWqxa+22Yi3OzteWfWUdv1M+XlZNGR2ncyYO1tjh0bJ9zQ0PwzC0K69CS7LztWpzoeqb7B3PZSSHa/akwTp7bLyCTlE01tLq0Bc7S7QkO18bdpfKefTc4WWzaFJmrM6ZmKSsEYPk1cNV+yprm9qKXouqlVPYNumkoLSu4ziSNCwpTOdMTNLZ4xNd+t5ptTv03Ps79e7KtrFraFKY7ps3sc/PUb2NMbp79hdUacHTa1Rdx0rWAIDexRgNAID7YpwGus8wDJVVNbYVlhVVK+dox7KS8nqdaEaMj5dVyXFtC9ylxoV0dC7r7mJbh0pqtCQ7X8s2FnTqjJYYE6TZE5M0c0KSosNPPAF8zbZi/eHFbNkdTo0ZGqVf3jq5x4t9AegbjNEATodhGPrfihw9/8EO2R2GYsL99ZN5E5WRHNGt/azYVKB/vL5Fjc12BQd464fXT9DkkbG9lBrwDIzRAAD0jn5dbLZ79259//vf1+rVqxUcHKybb75Zv/3tb+Xj07MJgp7wgWTLvjL96onVkqSHvjVV49NPPIEUAID+xBPG6IHIMAztPVSpxdn5WrmpsKObktRWVDFmSJRSE9pu4CZGB8nWw2KRE+ntLk1dVVhWpz+8kK2compJ0pUzh2rexSN6XBjzdUorG7R0Q7427SlTblG1Go4p7jlWZKhfpwK0tIRQxUYGfm3xEDzLrtwK/ee97dpzsFKSFB7sq5suGqFzJg3u8r91eXWjlm4o0JLsQ8o/XNfxeESIr2ZOSNLsSUlKjg3p9JrDFQ1akt1W9FlcXt/xeHS4v2ZnJWn2xCTFRwd1++eprG3Sik2FWrI+v+M9JUkhgT6aMSFRs7OSNCQx9IQrBjscThWW1SnnaGFZblGNcoqqVVXbfMJjBQd4a1BkoHIKq48rcJs9MUlZGYNOq2tg0ZE6/eHFbB0oaPs5Lps+RLfMyeyXnQgZo7tu2/4j+s0z69TYbNfQxFAtuGMqK1kDAHoNYzQAAO6LcRo4tVa7Q4dKats6lR291pdbVN3pHsSxIkJ8j+tWFh8d5NLr4Q6noa37yrQkO1+rtxWrpbXtnoTFIo0ZGqXZE5M0dXS8/H29JEmffXFQf39ts5yGNGVUrH5y00T5eNtclgdA72CMBtBTNfUtevzVTfpiZ4kkaeroON197bhTLsp5KkVH6vTHF7O1fwDcawS6gjEaAIDe0W+LzSorKzVy5EgNGzZMv/jFL1RYWKgf/ehHuummm/SPf/yjR/t09w8kDU2t+v6flqq0slEXTU3RXVePNTsSAAB9wt3H6IGmrLJRSzfka0l2vgrLvixOiQz106yjhSZJg4L7LE9Ts11rt5+6S9OoIZEuv5G7dEO+/vXGFjW1OBQS6KN7bpigiSMGufQYp2IYhkorG9tuthdWK7e47YZ7e3err/L1sSklNqSts1xCqFLj2rrMtd/8NothGKqqbZavj41VXbuo6EidXvhglz7fWiSp7d/2qplDdfnMoT3+9zQMQ/sLqrRkfb6WbypUbUNLx3NDEkM1e2KS/H28tGRDvrYfKO94zt/Xpmlj4nXOxMEamRYpq4smcOQWVXesGHxswdjg2GDNzkrSsMFhOlhce3SySbUOldSqxe48bj8WixQfFdixcnHa0UknkaF+slgsqqpt1vJNBScscJs+PkHnTBx80gK3k1m+sUD/fOOY1QZvmKDJmf13tUHG6K9nGIbWbCvWn17eoFY7K1kDAPoGYzQAoD9rbLbrYHGN0hJCPbJ4g3Ea+FJ1XXNbp7LCGuUWVyuvqEb5h2vlcB4/zcVmtShpULBS4kOUGheqtIS2wrK+XsynoalVq7cWaXF252ulfj5t10ojQvz0xpJ9kqTzJg/Wd68e69LF+AD0HsZo9JTTaai8uklhwT7y9vK8z6e9xTAMVdQ0KdDPW34m35PuTTtyyvWnl7J1pLpJ3l5W3XbpKF08LaVb9xdPpNXu0HMf7NS7K9rOSUOTwvTTmyYqLirQFbH7LYfTUHl1o8KD/Uwvzms/N4QG+Zj+3dXpNFRa2aBWu7NP5/O4CmM0zNZqd6iytlmRof4s9H0Mh8Op8pomRYT49drC7Og/DMNQZW2z/PrRHMFWu1OVtU0efW7ot8VmDz/8sH73u9/p0KFDiohoazX81FNP6a677tKhQ4cUHx/f7X26+weSv7+2WYvWHdSgiAD9/cezTJ8YDABAX3H3MXogaGy2a822Ii1en69tB450FHT5+tg0dXSczpmYpNFDo03/0HykqlHLNh7fpclqtSghOuhooUnbDejUhBCFB/t1+xhNzXY98fZWLV6fL0kaPSRK9944QZGh/i77OU5HQ1Orctu7OxXXKKewWgeLa05aiBMbGfhlB7T4tgK06DD/0774fSKtdqcKSms7VqPNKWz7b3th06CIgI6CoPbioEERAb2SxRPV1Ldo4ad79OHqXNkdhqwW6dzJybrxwgxFhHT/d/lkWu1OZe86rCXZh5S967Dsjs5fKS0WaezQaM2elKSpo+J69eaQw+HUpr1tKwav3V6s1hP8Hrfz87EpJS7kaEfFtt+flNiQLudrL3BbvrFAlccUuCUNCtY5E5M0MyvxlO/zpha7nn5nuxatOyiprcvij2/MUlSYe5wbegtjdGctre0rb1cr5+i5Lq+oWvVHO1GykjUAoK8wRgMA+gPDMHSkqqljsZn2TuYl5fUyDOlPd5+t9OQIs2N2G+M0BiKH01BRWV2n93JeUbUqappPuH2Qv3fHdfzUuLZrfYNjg91uAv/hioaOxfmKj9R3eu6KmUN169xMrm8DHoQxGl3RvvBBzjHdN/OKa9Tc4pDValFSTFCnbpup8aEKC+7bwmgzHHt/pP0edV5xjeobW2WxSHGRgUfv4R39e4kLVVSYn0ePkw6noTeW7NUrn+yR02koITpQP503SWkJoS49zrrtxXp84SbVNrQqwM9L37t6nM4en+DSY3iqE86NKKlVS6tDXjaLEmOC2+YfHLMYb28tVNB+bsj9yrmh6ei5ITEmqONzbft7oSfzVbqiqcX+5fux6Mv3Y2OzXRNHDNIDt0/pleP2JsZo9KX2RVGO7bbdviiKr49NybHBnbprp8SF9JvCmVOpb2xVXnH7XK+28+6ho/PRvGwWDR7UtgB6avyXi8ME97DDJzxfq92p/MNfzp3JO/p+qm1o61ofFxn45e/L0f9Gh/fOfEVXqa5rbvs5iqs75jwWlNbK7jDk421TStzRc0NcSMe8R084N/TbYrPp06crIiJC77zzTsdjVVVVioiI0DPPPKP58+d3e5/u/IEke9dhPfjvtZKk3991pkYPiTI5EQAAfcedx+j+zOk0tO3AES3JztfqrUVqanF0PDd6SJRmT0zStDFxbvmh2DAM7cuv0tLsfK3aUqSquhPfsA4L9lVqXNvFxfYP+YnRQSddZTS3qFp/eDFbBaV1slqk689L17XnpZteZPd1vnojv/2/FTVNJ9y+40Z+fEjbhZH4UCV380Z+TX1Lp4lAuUXVyj9ce1zhkiRZLdIJFqqVJAX4eXX6IpaWEKLBsSHyHUCFGq12h95bmavXPtvTUbAyISNGt84dqZS4kF49dnVds1ZuLtSyjQVqbXXqrHHxmpWVZEoBVV1jqz7fUqilGwp0pKpRybEhnYpHYyMCXdJZ7WQFblaLNHZYtGZPTNKU0XHy8/myiO1gSY3+8GK2DpXUymKRrj1nuG44P31ArFg8kMfoytom5RbWdJokVVhWJ+cJTmheNosumJKiOy4bNSB+LwAA5hvIYzQAwDO12tsnp7bdsG//vlXX2HrC7SNCfPX9a8dr4ohBfZz09DFOo787dtJvztFrw+2Tfk8kLiqw80Jx8Z43+dwwDO3Oq9Ti7EPatLdMc89M1RUzh5odC0A3MUbjWF+38MFXnep+Z3iwb1txSVz7BOxQxUcFeuz9gsraprbP7Ucn2eYWV6ug9MT3R0719xIc0HZPOuXoYqSp8aFKGhRsejeqrqisadJjr2zQln1HJEmzshL1navG9lrzgLLKRv3xpWztyquQJF0wJVl3XD56wNwzNwxDpZWNbe/FwrYCh9yiapWUN5xw+1P93kWG+n05FyKu7T5zXFRQl+d8dJwbiqu/fA8UVau4B+eGsGDfjs/BXZmvcqIsFTVNneaA5BZVq6is7oTH9LJZNW54NMVmwFHtc6nyitqLyE89l+pU72dPLJw5GcMwdLiiodN5JaeoRqUV3T/nRoX6dVowOjU+VHGRrpnbA/dxqgLNrzrV70ugv7dS4tqLxNt+XwbHBvf5Ys4Op6HiI3Vt16eLv/y5yqu7f26IjQzoVJyaGh+qGDc7N/TbYrOYmBh985vf1COPPNLp8YSEBM2bN++4x7vCXT+Q1DW06Lt/XKqKmiZdOj1Nd1w22uxIAAD0KXcdo/urgtJaLcnO7yjoaBcXFajZE5M0KytJgyICTEzYPe0X2HIKO3+pKTpSd8KLfd5e1o5VaFKO6bK1cnOh/v3ONrXYnYoI8dOPb8ry+AUAjv2y176KyMm+7NnaV9v6yheg4ECfti9YX7mAebIvWIF+Xh0XSttvGgyODVZzq6PzF8/CGh06XCu74/hOVlaLlPCVLGnxoQp3YXcvd2AYhlZuLtTzH+7quGiTEheiWy8ZqQnpMSanGxjaC9wWr8/vuHkjSf6+XjprbLxmTUxSUVm9nnpnm1paHQoP9tW938jS2OHRJqbuWwNhjHY4nCooq/tyktTRm1hVtScuZA4O8OlYqav9XJkY4xk3RwEA/cdAGKMBAJ6rO9ekOneH+PJ7lid3h2CcRn/R3Um/vj42pcSFdJrcmxIf0muTsgGguxijB65OCx8cc7/y5Asf+HV8Lk07ek85PipQlbXNHd0b2ouxTlaA4uNl1eC4kI6FUVPjQ5USF6JAf/dZ6NXhcKqwrE457Z2jjn5+P9X9kY4uUsfcH6lvbP3KBORq5Z+kOM1mtShpUPBxf7+91Y2qJzbtKdWfX9moqrpm+frY9J0rx+icSYN7/bgOh1OvLNqj1xfvlWFIybHB+um8iRoc27uLk/a19i55xxZ+5BVVdyzK+lVRoX5HF6398vcuNjJQ5VWNnTvtFdWouLz+hPs4Waciby9rtxdFSTm6kG77+zo+KlBVdc1fma9SraIjJz43HDtfpSNLfKj8fGwqKK3r6CjUXhxTU99ywiyhQT5Hi+mOfT8GyctDi1wZo3G6GpraunId+901r/jUi6IcO68pJT5EkaH+3Zsf5e99TEfPtq6Ggwf1feHMqTS3Oo52Zfzy/JRXXKOGk5xzo8P9j+vSOCgiUEeqGo+ea7/+2oCfj03JcZ0L85LjuDbgCY4t0Dy2u9fJCjQD/b2PWVzoy+KxhiZ72/uxKwvYH9MdNC3hy+JsV3UH7Tg3HPMeOFhSq+aWk5wbIgOVmnDM+zo+VJFh/iopr+/cUbSoWke6OXfSrHNDvy028/b21m9+8xv97Gc/6/T4qFGjNG3aND311FMnfF37h44Tyc/PV1JSkss+kKzYVKCn39l+2vtpsTvU0GRXQnSgHr931oBZkQIAMLD05RhdWtGgex9f4ZJ99TeGDFXXfXkxKtDPS2ePT9TsrCRlpIS71aoKp6up2a6DJTWdJrXkFVersfnEXxbaZWXE6J4bJrjVBW1X6u4q0l42ywm/7EmnvzqH3eHs1gXTQH9veXvoxdETsTucHX/vESF+mndRhmZNHOz2nfT6q+Ij9VqSna8lG/JPuGLT+OHRuucbE1x2QcOd9OUYLUk/eGzZSS9GmaG+qbWjw92xLBYpPiroyxueRy+mRoR41srbAADP1ddj9L/e2KI124pdtj8AwMB07PWOrzrZBARvL8+7N9qX4/SS7Hw9+94Ol+wL6I7mVvtJr6e3T/r9csJ526Rfrm0CMFtfjtFFZXW67x+rXLIv9K7ahpaTLsaZNCj4mM5bbZ9Ru3OfuLH9nvQxhSZ5xTVqOskE1pBAH1nd5B7Dqe+PBHZeGDQhtFv3R1paHTp0uLZTEVtuUY3qT/JdITjAWzare9wHrq5vlmG0LRL603kTlTQouE+Pv3lvqR57ZaOqapvlZbMoyN+nT4/fmwwZqm1oPWEhopetvRCx8/yDkMCu//wnmlB+qmITm9XSa4uitM9Xae8EnHf0vyc7N5w0S/tCvUcXcmj/7B0e7Otx9yv7+nr3XX9YotqTzD1B/+I0jJPOM/L1sSkl9svCqdS4UCXHBSvAr+vF39V1zR3FN+2FJqdaVCk4wFsWmf/+NGSotr7lpJ0QB8cGH1dwFxzQvXPucV3Pi2vUcpLPFiGBPm7x94KTa2hqPeG/n/RlgeaxiwVEh3V9jmCr3amC0tq2hRsKvyxEq2048Xs3yN/7tAuoT3Vu8PG2KSXuy88dafHdPzfU1Lccv+DCKYrqEqKD9PBdZ/b5nFTKPE3U0upUVd2JV/LoLi+bVT+8YQKFZgAAuIDTMFw2RvdHVqtFE9JjNHtiks4YGetWK6q4kp+vl9KTI5SeHNHxmNNpqKSivlN3rdziapVVNspmtejmizN1+Ywh/bqdt7eXTUMSwzQkMazjMcMwdKSqqeOLT/sF/5Lyetkdhny8rEo+po11+ySC7nzBOhEvm1UpcW2rhklJHVkqapqOWymoqKzupDcfPJmfj01XzR6my6cPkR+r+JgqLipQN16YoRvOT9fO3HItyc7Xqi1Fam516KYLM3TVrGH9+tzQl2rqm91unPb3tSklLrTTDeXk2BDelwCAAaWhye52YzQAwHOd7gQEfKml1cEYDdO4YtIvAPRXDif3pD1JkL9321iWENLRscMVCx/4+3opIzlCGV+9J11ef0yRVds9zyNVjSed8GoWPx9bxwTz9g4krrg/4uNt09DEMA39yj3psqrGTl1ncgvbulHVNrjXfeCLpqbotstGmTKXc9zwGP3t3pn68ysbtXlvWb88zwQH+CgtIaTT58vEmGB5e53epPIAP29lpkYqMzWy4zGH02jrVFTYuVCkoqZJDqfR0Zmo/f5gSrxrOhN97XyV9gLVo/NVHE5D/r5eX3ZJiv/yPOXnw/3Knqitb+mX7x+cXGSoX6fzSlqCaxZFCQ3y1djh0Ro7PLrjsfbCma92NaxtaO20CLw76K1OiAF+3hqZFqmRaceccx1OFR2pP1pQ1Dbe5xVVq6Km2e3+XnBi7QWaHQXOPSjQPBFvL2vH+DZ7YttjhmGovLqp01zFvKPdQU+2mFlPdDo3xLV9H4iLCjrtc0NIoI/GDovW2GHHnxuOnfOYU9hWVHekqrFbBZ2u0m87m8XExOi2227Tww8/3OnxhIQEzZs3T4888ki39+nqVqt1DS0nbY/ZXSGBPgoP6X8r5AMA0BWuHqNb7U4VldW5ZF/9UViwb7/t2tVTtQ0tslktp/3FqL9pbLaruq5Z0WH+spncUaypxa7Sigb1t28/UWH+CvTn985dNbc61NRsH9DnTFeP0ZKUf7j2hCsWmsXXx6aY8ACKCQEAHqU3xuiyykY1NLnXxB4AgAeySNFh/gP6Opurx+nahhZVuOieNNAdNptFgyICT3vSLwC4C9ffk3aoqKzeJftC7wrw81ZUWNe7cvWWmvoWVda4z+c6d7k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-      "text/plain": [
-       "<Figure size 3500x1000 with 14 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Display EAL in time\n",
     "sec_levels = cc_df.loc[cc_df.year_from < 2023].groupby([\"year_from\", \"eal\"], as_index=False).size()\n",
@@ -413,7 +388,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -449,53 +424,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Total number of referencing certificates: 1952 (36.19%)\n",
-      "Number of smartcard certificates that reference some other certificate: 1461 (83.58%)\n",
-      "\t- Out of that, 1307 do reference a sub-component.\n",
-      "\t- Out of that, 551 do reference a previous version.\n",
-      "Number of non-smartcard certificates that reference some other certificate: 491 (13.47%)\n",
-      "\t- Out of that, 280 do reference a sub-component.\n",
-      "\t- Out of that, 313 do reference a previous version.\n",
-      "Note that the numbers don't sum to 100, as a certificate can reference both a sub-component and a previous version.\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{}"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<Figure size 640x480 with 0 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2000x500 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "def compute_basic_reference_graph_stats(\n",
     "    df__: pd.DataFrame, df_comp__: pd.DataFrame, df_prev__: pd.DataFrame\n",
@@ -553,71 +484,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                               cert_id  n_in_trans_refs\n",
-      "dgst                                                   \n",
-      "dd000f356b48904d  BSI-DSZ-CC-0813-2012               77\n",
-      "d12cc4580cb099f8      ANSSI-CC-2009/05               64\n",
-      "a4d0e44f4527180f      ANSSI-CC-2009/06               63\n",
-      "5cdef03a3004a6ff      ANSSI-CC-2009/26               62\n",
-      "2d2ce200fea72359      ANSSI-CC-2009/28               57\n",
-      "68875c05e00bd1aa      ANSSI-CC-2009/50               55\n",
-      "781c243d0021d4c5  BSI-DSZ-CC-0266-2005               55\n",
-      "8035f242b12cec6d      ANSSI-CC-2009/51               54\n",
-      "824a8da5564344a3      ANSSI-CC-2009/62               53\n",
-      "b5b8bd0cb8bb7658      ANSSI-CC-2010/01               52\n",
-      "Infineon smart card IC (Security Controller) M7820 A11 with optional RSA2048/4096 v1.02.008, EC v1.02.008, SHA-2 v1.01 and Toolbox v1.02.008 libraries and with specific IC dedicated software\n",
-      "Secured Microcontroller ST23YR80A\n",
-      "Secured Microcontrollers SA23YR80A including the cryptographic Library NesLib SA revision 1.0\n",
-      "STMicroelectronics ST23YR48A Secure Microcontroller\n",
-      "STMicroelectronics SB23YR80A Secure Microcontroller, including the cryptographic library Neslib v2.0 SB\n",
-      "STMicroelectronics ST23YR48A and ST23YR80A Secure Microcontroller\n",
-      "Infineon Smart Card IC (Security Controller) SLE66CX322P/m1484b14 and m1484f18 with RSA 2048 V1.30 and specific IC Dedicated Software\n",
-      "STMicroelectronics SA23YR48/80A and SB23YR48/80A Secure Microcontrollers, including the cryptographic library Neslib v2.0 in SA or SB configuration\n",
-      "STMicroelectronics SA23YR48/80A and SB23YR48/80A Secure Microcontrollers, including the cryptographic library Neslib v3.0, in SA or SB configuration\n",
-      "STMicroelectronics ST23YR48B and ST23YR80B Secure Microcontrollers\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "  0%|          | 0/10 [00:00<?, ?it/s]"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 10/10 [01:31<00:00,  9.19s/it]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "# TODO: Decide on and implement the note below\n",
-    "\"\"\"\n",
-    "This implementation is naive. When computing on full graph, RoCA vulnerable certs. are the most popular. They are re-evaluated bunch of times. On top of that, each iteration is referendec by\n",
-    "a decent number of certificates in a sub-compoennt relationship.\n",
-    "The product is not a single certificate, but rather a chain of n-times re-evaluated certificates. In order to capture the true number of sub-component references, I'd need to sum the references in all the iterations (for each re-evaluation).\n",
-    "\"\"\"\n",
-    "\n",
-    "\n",
     "def compute_certs_top_reach(df__: pd.DataFrame):\n",
     "    df = df__.copy()\n",
     "    top_10_certs = df.sort_values(by=\"n_in_trans_refs\", ascending=False).head(10)\n",
@@ -648,26 +518,6 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "196"
-      ]
-     },
-     "execution_count": 59,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(set(itertools.chain.from_iterable(df.loc[df.index.isin(top_10_digests)].in_trans_refs)))"
-   ]
-  },
-  {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -676,34 +526,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "  0%|          | 33/9056 [00:00<01:26, 104.67it/s]"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 9056/9056 [01:29<00:00, 101.35it/s]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df = cc_df_comp.loc[cc_df_comp.category == SMARTCARD_CATEGORY]\n",
     "date_range = pd.date_range(df.not_valid_before.min(), df.not_valid_before.max())\n",
@@ -730,26 +555,6 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 63,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.2354014598540146"
-      ]
-     },
-     "execution_count": 63,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "dct[pd.Timestamp(\"2023-10-17 00:00:00\")]"
-   ]
-  },
-  {
    "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
@@ -759,7 +564,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -870,28 +675,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      " 20%|█▉        | 1106/5553 [13:08<52:51,  1.40it/s] \n",
-      "100%|██████████| 641/641 [02:15<00:00,  4.72it/s]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df = cc_df_comp.loc[cc_df_comp.not_valid_before != cc_df_comp.not_valid_after].copy()\n",
     "date_range = pd.date_range(df.not_valid_before.min(), df.not_valid_before.max())\n",
@@ -918,19 +704,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 117,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 9185/9185 [00:08<00:00, 1110.26it/s]\n",
-      "100%|██████████| 9185/9185 [00:07<00:00, 1177.43it/s]\n",
-      "100%|██████████| 9185/9185 [00:08<00:00, 1072.00it/s]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "def plot_avg_references_over_time(df__: pd.DataFrame) -> dict:\n",
     "    df = df__.copy()\n",
@@ -969,16 +745,6 @@
     "        .melt(id_vars=[\"date\"], var_name=\"category\", value_name=\"n_references\")\n",
     "    )\n",
     "\n",
-    "    # plt.figure()\n",
-    "    # g = sns.lineplot(data=df_avg_num_refs_melted, x=\"date\", y=\"n_references\", hue=\"category\", errorbar=None)\n",
-    "    # g.set(\n",
-    "    #     title=\"Average number of transitive references in time\",\n",
-    "    #     xlabel=\"Time\",\n",
-    "    #     ylabel=\"Number of certificates\",\n",
-    "    # )\n",
-    "    # g.figure.savefig(RESULTS_DIR / \"lineplot_avg_refs.pdf\", bbox_inches=\"tight\")\n",
-    "    # g.figure.show()\n",
-    "\n",
     "    return df_avg_num_refs_melted\n",
     "\n",
     "\n",
@@ -996,58 +762,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 9185/9185 [00:24<00:00, 370.83it/s]\n",
-      "100%|██████████| 9185/9185 [00:20<00:00, 458.34it/s]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{}"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "def compute_number_of_active_vs_ref_rich_certs_over_time(df__: pd.DataFrame) -> dict:\n",
     "    df = df__.copy()\n",
@@ -1176,37 +893,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 9185/9185 [01:08<00:00, 134.03it/s]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{}"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "def compute_certs_referencing_archived_ones(df__: pd.DataFrame) -> dict:\n",
     "    df = df__.copy()\n",
@@ -1281,24 +970,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "  1%|          | 51/9185 [00:00<00:17, 509.49it/s]"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 9185/9185 [00:17<00:00, 521.18it/s]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "def compute_refs_to_archived_on_issuance_day(cc_df_comp: pd.DataFrame, cc_dset: CCDataset) -> None:\n",
     "    cert_id_to_dgst = {x.heuristics.cert_id: x.dgst for x in cc_dset}\n",
@@ -1369,37 +1043,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 9185/9185 [00:44<00:00, 206.89it/s]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{}"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "def compute_certs_referencing_vulnerable_over_time(df__: pd.DataFrame) -> dict:\n",
     "    df = df__.copy()\n",
@@ -1470,7 +1116,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1529,54 +1175,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Countplot of sub-component references\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1600x1000 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Countplot of previous version references\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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4TZs21RdffKHDhw8rLCxMy5cvV2xsrBo3buzqExwcrBo1amjJkiVMTgAAAAAAAAAAkEySNDkRp2jRoipatKhVY7kvGzdu1BNPPKG3335bH3zwgc6dO6eSJUtq7NixKl26tA4cOKAbN24oPDw83uciIiIkSdHR0QoLC1N0dLQeeeQRZcyYMUG/qKgo274PgAdb8z6f33ffmaNaJONIAADwPsYYffzxx4qKitLBgwcVExOToI/D4dDNmzc9MDoAAAAAycmtyQlJunTpkmJiYmSMSdCWM2dOd1efwIkTJ7Rlyxbt2LFDEydOVJo0aTR8+HDVqFFD+/btcwWaoKCgeJ+Lm4Q4e/asJCkmJiZBn7h+cX3uJk+ePHdtO3r0qB599NH/8I0AAACAlKlPnz4aO3asihQpohdeeCHBiUMAAAAAvFeSJieuXr2qIUOGKCoqSmfOnLlrv7gHVFspNjZWly5d0ty5c1W4cGFJUpkyZRQWFqbx48erZs2altcEAAAAYL3p06erYcOG+vLLLz09FAAAAAA2S9LkRJcuXTR9+nTVr19fFStWtPUMp4wZMypTpkyuiQnp9rMiihYtql27dqlp06aSpPPnz8f7XNwVFcHBwa71/LNPXL+4Pndz8ODBu7bd66oKAAAAAP/v77//VrVq1Tw9DAAAAAAe4EzKh+bNm6f27dvrq6++Uvfu3dWqVatEX8nh8ccfv2vb1atXlTdvXvn6+io6OjpeW9z7uGdRhIeH6+TJkwnuaxsdHZ3geRUAAAAArFe1alX9/PPPHh3D9OnTVbRoUQUEBCgkJES1a9fW33//7WpftGiRnnzySQUEBCh//vyaOnVqgnVcv35dvXv3VpYsWZQ2bVpVr15de/bssfNrAAAAAA+dJE1OOBwOFStWzOqx3Je6devqzJkz2rZtm2vZmTNn9Msvv6h48eLy9/dXZGSk5s6dG+9zs2fPVkREhMLCwiRJNWrUkNPp1FdffeXqExMTo+XLl6tOnTp2fBUAAAAgRZs4caI2btyo4cOH3/N2scll2LBhevXVV/X8889r2bJl+uijj5Q7d27X7WnXr1+v5557TmXLltXSpUv1/PPPq127dgmyRteuXfXJJ59o+PDhmjdvnq5du6aqVasmeqU2AAAAgNuSdFunZ599VitXrlSnTp2sHs+/ql+/vkqWLKlGjRpp2LBhSp06tUaMGCF/f3916dJFkjRgwAA99dRT6tKli5o0aaI1a9Zo5syZmj17tms9OXLkUPv27dW7d2/5+Pgoe/bsGj58uAIDAz3yvQAAAICUpkCBAoqNjdWAAQM0YMAABQQEyMfHJ14fh8ORLP+Tf8+ePRo8eLAWLlyo2rVru5Y3bNjQ9eehQ4eqdOnSmjRpkiQpMjJSBw4c0MCBA9WoUSNJ0rFjxzR58mRNnDhRbdu2lSSVLFlSOXPm1EcffaQ+ffpYPnYAAADAGyRpcmLAgAFq0qSJOnbsqE6dOilnzpwJQoSkf312Q1I4nU4tWbJEPXr0UKdOnXT9+nVVrFhR69atU5YsWSRJFSpU0Lx589S/f39FRUUpZ86cmjx5sho3bhxvXe+//77SpUunvn376uLFiypfvrxWrlypwMBAy8cNAAAAIL6GDRvK4XB4pPbUqVOVO3fueBMTd7p27ZrWrFmjUaNGxVvetGlTffHFFzp8+LDCwsK0fPlyxcbGxssawcHBqlGjhpYsWcLkBAA17/P5ffedOapFMo4EAIAHS5ImJ/LlyydJ2rp1q6Kiou7aL+5yaKuFhITo008/vWefevXqqV69evfs4+/vr9GjR2v06NFWDg8AAADAfZg2bZrHam/cuFFPPPGE3n77bX3wwQc6d+6cSpYsqbFjx6p06dI6cOCAbty4keB5dBEREZJuP6suLCxM0dHReuSRR5QxY8YE/e6VlQAAAICULkmTEwMHDvTYGU4AAAAA4K4TJ05oy5Yt2rFjhyZOnKg0adJo+PDhqlGjhvbt26eYmBhJUlBQULzPxU1CnD17VtLt59b9s09cv7g+d5MnT567th09elSPPvrof/hGAAAAwMMlSZMTgwcPtngYAAAAALzdjBkzJEkvvviiHA6H6/2/admypeVjiY2N1aVLlzR37lwVLlxYklSmTBmFhYVp/PjxqlmzpuU1AQAAAPy/JE1OAAAAAMB/1bp1azkcDjVt2lR+fn5q3br1v37G4XAky+RExowZlSlTJtfEhHT7WRFFixbVrl271LRpU0lK8DDuuCsq4p6vlzFjxkQf2B0TE/Ovz+A7ePDgXdvudVUFAAAA4A3ua3LirbfeksPhUL9+/eR0OvXWW2/962ccDocGDBjg9gABAAAAeIdDhw5Jkvz8/OK994THH39cBw4cSLTt6tWryps3r3x9fRUdHR3vKoro6GhJcj2LIjw8XCdPnlRMTEy8505ER0cneF4FAAAAgP93X5MTgwcPlsPh0Ouvvy4/P7/7uq0TkxMAAAAA7pQrV657vrdT3bp1NXXqVG3btk1FihSRJJ05c0a//PKLevToIX9/f0VGRmru3Lnq1q2b63OzZ89WRESEwsLCJEk1atSQ0+nUV199pfbt20u6fdXE8uXLyUMAAADAPdzX5ERsbOw93wMAAADAw6R+/foqWbKkGjVqpGHDhil16tQaMWKE/P391aVLF0nSgAED9NRTT6lLly5q0qSJ1qxZo5kzZ2r27Nmu9eTIkUPt27dX79695ePjo+zZs2v48OEKDAxUp06dPPX1AAAAgAcez5wAAAAA4DHr16/XlClTdPDgQcXExMgYE6/d4XDo119/tbyu0+nUkiVL1KNHD3Xq1EnXr19XxYoVtW7dOmXJkkWSVKFCBc2bN0/9+/dXVFSUcubMqcmTJ6tx48bx1vX+++8rXbp06tu3ry5evKjy5ctr5cqVCgwMtHzcAAAAgLdwa3Li8uXL+u6773TkyBFJty/Lrly5stKmTWvJ4AAAAAB4r7Fjx6p3794KCAhQgQIF/vUB0lYLCQnRp59+es8+9erVU7169e7Zx9/fX6NHj9bo0aOtHB4AAADg1ZI8OTFu3Dj1799fly5dind2U/r06TVs2DC98sorlgwQAAAAgHd65513VL58eS1atIirDAAAAIAUxpmUD82YMUPdunVToUKFNHPmTG3btk3btm3TF198oSeeeELdunX71zOQAAAAAKRsV65cUYsWLZiYAAAAAFKgJF05MXbsWFWqVEmrVq2Sj4+Pa3nhwoXVqFEjVa1aVWPGjNGLL75o2UABAAAAeJfIyEjt2LHD08MAAAAA4AFJunJiz549aty4cbyJiTg+Pj5q3Lix9uzZ4/bgAAAAAHivcePGadWqVRo9erTOnj3r6eEAAAAAsFGSJicCAwN1+PDhu7YfPnxYGTJkSOqYAAAAAKQAjz76qDp16qS+ffsqc+bMSps2rTJkyBDvxS2fAAAAAO+UpNs6Pf300xo3bpyKFy+upk2bxmubPXu2xo8frxYtWlgyQAAAAADeaeDAgRo2bJiyZ8+uEiVKMBEBAAAApCBJmpwYOXKkNmzYoBYtWqhXr17Kly+fJGnfvn06ceKEwsPDNXLkSEsHCgAAAMC7TJo0SU8//bQWLFggpzNJF3UDAAAAeEglKQFkzpxZv/zyi8aOHasnnnhCJ0+e1MmTJ/XEE0/o3Xff1ZYtWxQSEmL1WAEAAAB4kevXr+vpp59mYgIAAABIgZJ05YQkBQQEqFu3burWrZuV4wEAAACQQtStW1fff/+9OnXq5OmhAAAAALAZpygBAAAA8IhBgwZp9+7d6tKli7Zs2aJTp07p7NmzCV4AAAAAvE+SrpyoUqXKPdsdDocCAgKUI0cORUZGqlGjRkqVKskXaQAAAADwQgUKFJAkbdu2TR999NFd+926dcuuIQEAAACwSZJmDGJjY/XHH3/owIEDypgxo8LCwiRJhw8fVkxMjB577DEFBgZq06ZN+uSTTzRy5EitXLmS51AAAAAAcBk4cKAcDoenhwEAAADAA5I0OfH222+rfv36mj59upo3by4fHx9Jt89o+uyzz/Taa69pxowZKl26tKZPn64OHTrojTfe0CeffGLp4AEAAAA8vAYPHuzpIQAAAADwkCRNTrz22mtq06aNXnzxxXjLfXx81KpVK+3cuVM9evTQhg0b1Lp1a23YsEGLFi2yZMAAAAAAvNPff/8tSUqdOrWHRwIAAAAguSXpgdjbt2933copMWFhYfr1119d74sXL86D7AAAAAAk8Pvvv6tNmzYKDQ1VunTplC5dOoWGhqpt27Y6cuSIp4cHAAAAIJkk6cqJrFmzau7cuXrppZfkdMaf34iNjdWXX36pLFmyuJadOXNGwcHB7o0UAAAAgFeJjo5WhQoVdO7cOVWvXl0RERGu5TNmzNCiRYu0fv1614OzAQAAAHiPJE1O9OzZU6+++qrKly+vDh06KG/evJKk/fv365NPPtHPP/+sDz74wNV/zpw5KlWqlDUjBgAAAOAV+vbtK6fTqa1bt+qJJ56I17Zz505VrVpVffv21fz58z00QgAAAADJJUmTEy+//LKcTqcGDhyo9u3by+FwSJKMMcqUKZM++OADvfzyy5Kka9eu6d13373nbaAAAAAApDzfffedevXqlWBiQpIKFSqkV155RWPHjvXAyAAAAAAktyRNTkjSSy+9pPbt22vz5s2ue8HmypVLJUqUkK+vr6ufv7+/Kleu7P5IAQAAAHiVGzdu3PPh12nSpNGNGzdsHBEAAAAAuyTpgdgzZszQ4cOH5evrq7Jly6pp06Zq2rSpypYtK19fXx0+fFgzZsyweqwAAAAAvEjRokU1efJknT9/PkHbhQsXFBUVpWLFinlgZAAAAACSW5KunGjTpo0+/fTTu96qadOmTWrTpo1atmzpztgAAAAAeLEhQ4aoVq1aCg8PV5s2bZQ/f35J0p49ezR9+nSdOXNGEyZM8PAoAQAAACSHJE1OGGPu2X758mWlSpXkO0YBAAAASAGqVKm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-      "text/plain": [
-       "<Figure size 1600x1000 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{}"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "def plot_direct_refs_per_category(df__: pd.DataFrame) -> dict:\n",
     "    df = df__.copy().assign(\n",
@@ -1620,39 +1221,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x300 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<Figure size 640x480 with 0 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{}"
-      ]
-     },
-     "execution_count": 75,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "def plot_sankey_refs_categories(df__: pd.DataFrame) -> dict:\n",
     "    def map_category(cat):\n",
@@ -1713,39 +1284,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<Figure size 640x480 with 0 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1400x400 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{}"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "def plot_refs_per_scheme(df__: pd.DataFrame) -> dict:\n",
     "    df = df__.copy().assign(\n",
@@ -1787,53 +1328,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 9185/9185 [00:42<00:00, 218.30it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Number of certificates that reference some archived certificate: 976\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<Figure size 640x480 with 0 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1400x800 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{}"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "def compute_certs_referencing_archived_ones(df__: pd.DataFrame) -> dict:\n",
     "    df = df__.copy()\n",
@@ -1890,68 +1387,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "RuntimeError",
-     "evalue": "'xelatex' not found; install it or change rcParams['pgf.texsystem'] to an available TeX implementation",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/backends/backend_pgf.py:262\u001b[0m, in \u001b[0;36mLatexManager._setup_latex_process\u001b[0;34m(self, expect_reply)\u001b[0m\n\u001b[1;32m    261\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 262\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlatex \u001b[38;5;241m=\u001b[39m \u001b[43msubprocess\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mPopen\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    263\u001b[0m \u001b[43m        \u001b[49m\u001b[43m[\u001b[49m\u001b[43mmpl\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrcParams\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mpgf.texsystem\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m-halt-on-error\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    264\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstdin\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msubprocess\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mPIPE\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstdout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msubprocess\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mPIPE\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    265\u001b[0m \u001b[43m        \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mutf-8\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcwd\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtmpdir\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    266\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mFileNotFoundError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/.pyenv/versions/3.11.6/lib/python3.11/subprocess.py:1026\u001b[0m, in \u001b[0;36mPopen.__init__\u001b[0;34m(self, args, bufsize, executable, stdin, stdout, stderr, preexec_fn, close_fds, shell, cwd, env, universal_newlines, startupinfo, creationflags, restore_signals, start_new_session, pass_fds, user, group, extra_groups, encoding, errors, text, umask, pipesize, process_group)\u001b[0m\n\u001b[1;32m   1023\u001b[0m             \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstderr \u001b[38;5;241m=\u001b[39m io\u001b[38;5;241m.\u001b[39mTextIOWrapper(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstderr,\n\u001b[1;32m   1024\u001b[0m                     encoding\u001b[38;5;241m=\u001b[39mencoding, errors\u001b[38;5;241m=\u001b[39merrors)\n\u001b[0;32m-> 1026\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execute_child\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mexecutable\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpreexec_fn\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mclose_fds\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1027\u001b[0m \u001b[43m                        \u001b[49m\u001b[43mpass_fds\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcwd\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43menv\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1028\u001b[0m \u001b[43m                        \u001b[49m\u001b[43mstartupinfo\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcreationflags\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mshell\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1029\u001b[0m \u001b[43m                        \u001b[49m\u001b[43mp2cread\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mp2cwrite\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1030\u001b[0m \u001b[43m                        \u001b[49m\u001b[43mc2pread\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mc2pwrite\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1031\u001b[0m \u001b[43m                        \u001b[49m\u001b[43merrread\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrwrite\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1032\u001b[0m \u001b[43m                        \u001b[49m\u001b[43mrestore_signals\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1033\u001b[0m \u001b[43m                        \u001b[49m\u001b[43mgid\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgids\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43muid\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mumask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1034\u001b[0m \u001b[43m                        \u001b[49m\u001b[43mstart_new_session\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprocess_group\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1035\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m:\n\u001b[1;32m   1036\u001b[0m     \u001b[38;5;66;03m# Cleanup if the child failed starting.\u001b[39;00m\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/.pyenv/versions/3.11.6/lib/python3.11/subprocess.py:1950\u001b[0m, in \u001b[0;36mPopen._execute_child\u001b[0;34m(self, args, executable, preexec_fn, close_fds, pass_fds, cwd, env, startupinfo, creationflags, shell, p2cread, p2cwrite, c2pread, c2pwrite, errread, errwrite, restore_signals, gid, gids, uid, umask, start_new_session, process_group)\u001b[0m\n\u001b[1;32m   1949\u001b[0m         err_msg \u001b[38;5;241m=\u001b[39m os\u001b[38;5;241m.\u001b[39mstrerror(errno_num)\n\u001b[0;32m-> 1950\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m child_exception_type(errno_num, err_msg, err_filename)\n\u001b[1;32m   1951\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m child_exception_type(err_msg)\n",
-      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'xelatex'",
-      "\nThe above exception was the direct cause of the following exception:\n",
-      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[17], line 37\u001b[0m\n\u001b[1;32m     32\u001b[0m     plt\u001b[38;5;241m.\u001b[39mshow()\n\u001b[1;32m     34\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m {}\n\u001b[0;32m---> 37\u001b[0m \u001b[43mplot_sankey_refs_schemes\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcc_df\u001b[49m\u001b[43m)\u001b[49m\n",
-      "Cell \u001b[0;32mIn[17], line 31\u001b[0m, in \u001b[0;36mplot_sankey_refs_schemes\u001b[0;34m(df__)\u001b[0m\n\u001b[1;32m     20\u001b[0m sankey(\n\u001b[1;32m     21\u001b[0m     exploded\u001b[38;5;241m.\u001b[39mscheme,\n\u001b[1;32m     22\u001b[0m     exploded\u001b[38;5;241m.\u001b[39mref_scheme,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     27\u001b[0m     ax\u001b[38;5;241m=\u001b[39maxes,\n\u001b[1;32m     28\u001b[0m )\n\u001b[1;32m     30\u001b[0m figure\u001b[38;5;241m.\u001b[39msavefig(\u001b[38;5;28mstr\u001b[39m(RESULTS_DIR \u001b[38;5;241m/\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mscheme_references.pdf\u001b[39m\u001b[38;5;124m\"\u001b[39m), bbox_inches\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtight\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m---> 31\u001b[0m \u001b[43mfigure\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msavefig\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mRESULTS_DIR\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mscheme_references.pgf\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbbox_inches\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtight\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m     32\u001b[0m plt\u001b[38;5;241m.\u001b[39mshow()\n\u001b[1;32m     34\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m {}\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/figure.py:3390\u001b[0m, in \u001b[0;36mFigure.savefig\u001b[0;34m(self, fname, transparent, **kwargs)\u001b[0m\n\u001b[1;32m   3388\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m ax \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxes:\n\u001b[1;32m   3389\u001b[0m         _recursively_make_axes_transparent(stack, ax)\n\u001b[0;32m-> 3390\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcanvas\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mprint_figure\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/backend_bases.py:2164\u001b[0m, in \u001b[0;36mFigureCanvasBase.print_figure\u001b[0;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)\u001b[0m\n\u001b[1;32m   2161\u001b[0m     \u001b[38;5;66;03m# we do this instead of `self.figure.draw_without_rendering`\u001b[39;00m\n\u001b[1;32m   2162\u001b[0m     \u001b[38;5;66;03m# so that we can inject the orientation\u001b[39;00m\n\u001b[1;32m   2163\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(renderer, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m_draw_disabled\u001b[39m\u001b[38;5;124m\"\u001b[39m, nullcontext)():\n\u001b[0;32m-> 2164\u001b[0m         \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfigure\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   2165\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m bbox_inches:\n\u001b[1;32m   2166\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m bbox_inches \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtight\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/artist.py:95\u001b[0m, in \u001b[0;36m_finalize_rasterization.<locals>.draw_wrapper\u001b[0;34m(artist, renderer, *args, **kwargs)\u001b[0m\n\u001b[1;32m     93\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(draw)\n\u001b[1;32m     94\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdraw_wrapper\u001b[39m(artist, renderer, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m---> 95\u001b[0m     result \u001b[38;5;241m=\u001b[39m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     96\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m renderer\u001b[38;5;241m.\u001b[39m_rasterizing:\n\u001b[1;32m     97\u001b[0m         renderer\u001b[38;5;241m.\u001b[39mstop_rasterizing()\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/artist.py:72\u001b[0m, in \u001b[0;36mallow_rasterization.<locals>.draw_wrapper\u001b[0;34m(artist, renderer)\u001b[0m\n\u001b[1;32m     69\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m     70\u001b[0m         renderer\u001b[38;5;241m.\u001b[39mstart_filter()\n\u001b[0;32m---> 72\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     73\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m     74\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/figure.py:3148\u001b[0m, in \u001b[0;36mFigure.draw\u001b[0;34m(self, renderer)\u001b[0m\n\u001b[1;32m   3146\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxes \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_layout_engine() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m   3147\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3148\u001b[0m         \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_layout_engine\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m   3149\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m:\n\u001b[1;32m   3150\u001b[0m         \u001b[38;5;28;01mpass\u001b[39;00m\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/layout_engine.py:183\u001b[0m, in \u001b[0;36mTightLayoutEngine.execute\u001b[0;34m(self, fig)\u001b[0m\n\u001b[1;32m    181\u001b[0m renderer \u001b[38;5;241m=\u001b[39m fig\u001b[38;5;241m.\u001b[39m_get_renderer()\n\u001b[1;32m    182\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(renderer, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m_draw_disabled\u001b[39m\u001b[38;5;124m\"\u001b[39m, nullcontext)():\n\u001b[0;32m--> 183\u001b[0m     kwargs \u001b[38;5;241m=\u001b[39m \u001b[43mget_tight_layout_figure\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    184\u001b[0m \u001b[43m        \u001b[49m\u001b[43mfig\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfig\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43maxes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mget_subplotspec_list\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfig\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43maxes\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    185\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpad\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minfo\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mpad\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mh_pad\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minfo\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mh_pad\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mw_pad\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minfo\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mw_pad\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    186\u001b[0m \u001b[43m        \u001b[49m\u001b[43mrect\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minfo\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mrect\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    187\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m kwargs:\n\u001b[1;32m    188\u001b[0m     fig\u001b[38;5;241m.\u001b[39msubplots_adjust(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/_tight_layout.py:266\u001b[0m, in \u001b[0;36mget_tight_layout_figure\u001b[0;34m(fig, axes_list, subplotspec_list, renderer, pad, h_pad, w_pad, rect)\u001b[0m\n\u001b[1;32m    261\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m {}\n\u001b[1;32m    262\u001b[0m     span_pairs\u001b[38;5;241m.\u001b[39mappend((\n\u001b[1;32m    263\u001b[0m         \u001b[38;5;28mslice\u001b[39m(ss\u001b[38;5;241m.\u001b[39mrowspan\u001b[38;5;241m.\u001b[39mstart \u001b[38;5;241m*\u001b[39m div_row, ss\u001b[38;5;241m.\u001b[39mrowspan\u001b[38;5;241m.\u001b[39mstop \u001b[38;5;241m*\u001b[39m div_row),\n\u001b[1;32m    264\u001b[0m         \u001b[38;5;28mslice\u001b[39m(ss\u001b[38;5;241m.\u001b[39mcolspan\u001b[38;5;241m.\u001b[39mstart \u001b[38;5;241m*\u001b[39m div_col, ss\u001b[38;5;241m.\u001b[39mcolspan\u001b[38;5;241m.\u001b[39mstop \u001b[38;5;241m*\u001b[39m div_col)))\n\u001b[0;32m--> 266\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m \u001b[43m_auto_adjust_subplotpars\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfig\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    267\u001b[0m \u001b[43m                                  \u001b[49m\u001b[43mshape\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mmax_nrows\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_ncols\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    268\u001b[0m \u001b[43m                                  \u001b[49m\u001b[43mspan_pairs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mspan_pairs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    269\u001b[0m \u001b[43m                                  \u001b[49m\u001b[43msubplot_list\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msubplot_list\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    270\u001b[0m \u001b[43m                                  \u001b[49m\u001b[43max_bbox_list\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43max_bbox_list\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    271\u001b[0m \u001b[43m                                  \u001b[49m\u001b[43mpad\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpad\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mh_pad\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mh_pad\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mw_pad\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mw_pad\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    273\u001b[0m \u001b[38;5;66;03m# kwargs can be none if tight_layout fails...\u001b[39;00m\n\u001b[1;32m    274\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m rect \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m kwargs \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    275\u001b[0m     \u001b[38;5;66;03m# if rect is given, the whole subplots area (including\u001b[39;00m\n\u001b[1;32m    276\u001b[0m     \u001b[38;5;66;03m# labels) will fit into the rect instead of the\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    280\u001b[0m     \u001b[38;5;66;03m# auto_adjust_subplotpars twice, where the second run\u001b[39;00m\n\u001b[1;32m    281\u001b[0m     \u001b[38;5;66;03m# with adjusted rect parameters.\u001b[39;00m\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/_tight_layout.py:82\u001b[0m, in \u001b[0;36m_auto_adjust_subplotpars\u001b[0;34m(fig, renderer, shape, span_pairs, subplot_list, ax_bbox_list, pad, h_pad, w_pad, rect)\u001b[0m\n\u001b[1;32m     80\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m ax \u001b[38;5;129;01min\u001b[39;00m subplots:\n\u001b[1;32m     81\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m ax\u001b[38;5;241m.\u001b[39mget_visible():\n\u001b[0;32m---> 82\u001b[0m         bb \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m [\u001b[43mmartist\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_tightbbox_for_layout_only\u001b[49m\u001b[43m(\u001b[49m\u001b[43max\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m]\n\u001b[1;32m     84\u001b[0m tight_bbox_raw \u001b[38;5;241m=\u001b[39m Bbox\u001b[38;5;241m.\u001b[39munion(bb)\n\u001b[1;32m     85\u001b[0m tight_bbox \u001b[38;5;241m=\u001b[39m fig\u001b[38;5;241m.\u001b[39mtransFigure\u001b[38;5;241m.\u001b[39minverted()\u001b[38;5;241m.\u001b[39mtransform_bbox(tight_bbox_raw)\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/artist.py:1411\u001b[0m, in \u001b[0;36m_get_tightbbox_for_layout_only\u001b[0;34m(obj, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1405\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   1406\u001b[0m \u001b[38;5;124;03mMatplotlib's `.Axes.get_tightbbox` and `.Axis.get_tightbbox` support a\u001b[39;00m\n\u001b[1;32m   1407\u001b[0m \u001b[38;5;124;03m*for_layout_only* kwarg; this helper tries to use the kwarg but skips it\u001b[39;00m\n\u001b[1;32m   1408\u001b[0m \u001b[38;5;124;03mwhen encountering third-party subclasses that do not support it.\u001b[39;00m\n\u001b[1;32m   1409\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   1410\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 1411\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mobj\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_tightbbox\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43m{\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfor_layout_only\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1412\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m   1413\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m obj\u001b[38;5;241m.\u001b[39mget_tightbbox(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/_api/deprecation.py:454\u001b[0m, in \u001b[0;36mmake_keyword_only.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    448\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) \u001b[38;5;241m>\u001b[39m name_idx:\n\u001b[1;32m    449\u001b[0m     warn_deprecated(\n\u001b[1;32m    450\u001b[0m         since, message\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPassing the \u001b[39m\u001b[38;5;132;01m%(name)s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%(obj_type)s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    451\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpositionally is deprecated since Matplotlib \u001b[39m\u001b[38;5;132;01m%(since)s\u001b[39;00m\u001b[38;5;124m; the \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    452\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter will become keyword-only \u001b[39m\u001b[38;5;132;01m%(removal)s\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m    453\u001b[0m         name\u001b[38;5;241m=\u001b[39mname, obj_type\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m()\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 454\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/axes/_base.py:4418\u001b[0m, in \u001b[0;36m_AxesBase.get_tightbbox\u001b[0;34m(self, renderer, call_axes_locator, bbox_extra_artists, for_layout_only)\u001b[0m\n\u001b[1;32m   4415\u001b[0m     bbox_artists \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_default_bbox_extra_artists()\n\u001b[1;32m   4417\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m a \u001b[38;5;129;01min\u001b[39;00m bbox_artists:\n\u001b[0;32m-> 4418\u001b[0m     bbox \u001b[38;5;241m=\u001b[39m \u001b[43ma\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_tightbbox\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   4419\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m (bbox \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m   4420\u001b[0m             \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;241m0\u001b[39m \u001b[38;5;241m<\u001b[39m bbox\u001b[38;5;241m.\u001b[39mwidth \u001b[38;5;241m<\u001b[39m np\u001b[38;5;241m.\u001b[39minf\n\u001b[1;32m   4421\u001b[0m             \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;241m0\u001b[39m \u001b[38;5;241m<\u001b[39m bbox\u001b[38;5;241m.\u001b[39mheight \u001b[38;5;241m<\u001b[39m np\u001b[38;5;241m.\u001b[39minf):\n\u001b[1;32m   4422\u001b[0m         bb\u001b[38;5;241m.\u001b[39mappend(bbox)\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/artist.py:366\u001b[0m, in \u001b[0;36mArtist.get_tightbbox\u001b[0;34m(self, renderer)\u001b[0m\n\u001b[1;32m    350\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget_tightbbox\u001b[39m(\u001b[38;5;28mself\u001b[39m, renderer\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m    351\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    352\u001b[0m \u001b[38;5;124;03m    Like `.Artist.get_window_extent`, but includes any clipping.\u001b[39;00m\n\u001b[1;32m    353\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    364\u001b[0m \u001b[38;5;124;03m        Returns None if clipping results in no intersection.\u001b[39;00m\n\u001b[1;32m    365\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 366\u001b[0m     bbox \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_window_extent\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    367\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_clip_on():\n\u001b[1;32m    368\u001b[0m         clip_box \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_clip_box()\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/text.py:956\u001b[0m, in \u001b[0;36mText.get_window_extent\u001b[0;34m(self, renderer, dpi)\u001b[0m\n\u001b[1;32m    951\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m    952\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCannot get window extent of text w/o renderer. You likely \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    953\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwant to call \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfigure.draw_without_rendering()\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m first.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    955\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m cbook\u001b[38;5;241m.\u001b[39m_setattr_cm(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfigure, dpi\u001b[38;5;241m=\u001b[39mdpi):\n\u001b[0;32m--> 956\u001b[0m     bbox, info, descent \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_layout\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_renderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    957\u001b[0m     x, y \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_unitless_position()\n\u001b[1;32m    958\u001b[0m     x, y \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_transform()\u001b[38;5;241m.\u001b[39mtransform((x, y))\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/text.py:373\u001b[0m, in \u001b[0;36mText._get_layout\u001b[0;34m(self, renderer)\u001b[0m\n\u001b[1;32m    370\u001b[0m ys \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m    372\u001b[0m \u001b[38;5;66;03m# Full vertical extent of font, including ascenders and descenders:\u001b[39;00m\n\u001b[0;32m--> 373\u001b[0m _, lp_h, lp_d \u001b[38;5;241m=\u001b[39m \u001b[43m_get_text_metrics_with_cache\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    374\u001b[0m \u001b[43m    \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mlp\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fontproperties\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    375\u001b[0m \u001b[43m    \u001b[49m\u001b[43mismath\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mTeX\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_usetex\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdpi\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfigure\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdpi\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    376\u001b[0m min_dy \u001b[38;5;241m=\u001b[39m (lp_h \u001b[38;5;241m-\u001b[39m lp_d) \u001b[38;5;241m*\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_linespacing\n\u001b[1;32m    378\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i, line \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(lines):\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/text.py:69\u001b[0m, in \u001b[0;36m_get_text_metrics_with_cache\u001b[0;34m(renderer, text, fontprop, ismath, dpi)\u001b[0m\n\u001b[1;32m     66\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Call ``renderer.get_text_width_height_descent``, caching the results.\"\"\"\u001b[39;00m\n\u001b[1;32m     67\u001b[0m \u001b[38;5;66;03m# Cached based on a copy of fontprop so that later in-place mutations of\u001b[39;00m\n\u001b[1;32m     68\u001b[0m \u001b[38;5;66;03m# the passed-in argument do not mess up the cache.\u001b[39;00m\n\u001b[0;32m---> 69\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_get_text_metrics_with_cache_impl\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     70\u001b[0m \u001b[43m    \u001b[49m\u001b[43mweakref\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mref\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtext\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfontprop\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mismath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdpi\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/text.py:77\u001b[0m, in \u001b[0;36m_get_text_metrics_with_cache_impl\u001b[0;34m(renderer_ref, text, fontprop, ismath, dpi)\u001b[0m\n\u001b[1;32m     73\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mlru_cache(\u001b[38;5;241m4096\u001b[39m)\n\u001b[1;32m     74\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_get_text_metrics_with_cache_impl\u001b[39m(\n\u001b[1;32m     75\u001b[0m         renderer_ref, text, fontprop, ismath, dpi):\n\u001b[1;32m     76\u001b[0m     \u001b[38;5;66;03m# dpi is unused, but participates in cache invalidation (via the renderer).\u001b[39;00m\n\u001b[0;32m---> 77\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mrenderer_ref\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_text_width_height_descent\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtext\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfontprop\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mismath\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/backends/backend_pgf.py:703\u001b[0m, in \u001b[0;36mRendererPgf.get_text_width_height_descent\u001b[0;34m(self, s, prop, ismath)\u001b[0m\n\u001b[1;32m    700\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget_text_width_height_descent\u001b[39m(\u001b[38;5;28mself\u001b[39m, s, prop, ismath):\n\u001b[1;32m    701\u001b[0m     \u001b[38;5;66;03m# docstring inherited\u001b[39;00m\n\u001b[1;32m    702\u001b[0m     \u001b[38;5;66;03m# get text metrics in units of latex pt, convert to display units\u001b[39;00m\n\u001b[0;32m--> 703\u001b[0m     w, h, d \u001b[38;5;241m=\u001b[39m (\u001b[43mLatexManager\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_cached_or_new\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    704\u001b[0m                \u001b[38;5;241m.\u001b[39mget_width_height_descent(s, prop))\n\u001b[1;32m    705\u001b[0m     \u001b[38;5;66;03m# TODO: this should be latex_pt_to_in instead of mpl_pt_to_in\u001b[39;00m\n\u001b[1;32m    706\u001b[0m     \u001b[38;5;66;03m# but having a little bit more space around the text looks better,\u001b[39;00m\n\u001b[1;32m    707\u001b[0m     \u001b[38;5;66;03m# plus the bounding box reported by LaTeX is VERY narrow\u001b[39;00m\n\u001b[1;32m    708\u001b[0m     f \u001b[38;5;241m=\u001b[39m mpl_pt_to_in \u001b[38;5;241m*\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdpi\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/backends/backend_pgf.py:206\u001b[0m, in \u001b[0;36mLatexManager._get_cached_or_new\u001b[0;34m(cls)\u001b[0m\n\u001b[1;32m    200\u001b[0m \u001b[38;5;129m@classmethod\u001b[39m\n\u001b[1;32m    201\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_get_cached_or_new\u001b[39m(\u001b[38;5;28mcls\u001b[39m):\n\u001b[1;32m    202\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    203\u001b[0m \u001b[38;5;124;03m    Return the previous LatexManager if the header and tex system did not\u001b[39;00m\n\u001b[1;32m    204\u001b[0m \u001b[38;5;124;03m    change, or a new instance otherwise.\u001b[39;00m\n\u001b[1;32m    205\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 206\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mcls\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_cached_or_new_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mcls\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_build_latex_header\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/backends/backend_pgf.py:211\u001b[0m, in \u001b[0;36mLatexManager._get_cached_or_new_impl\u001b[0;34m(cls, header)\u001b[0m\n\u001b[1;32m    208\u001b[0m \u001b[38;5;129m@classmethod\u001b[39m\n\u001b[1;32m    209\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mlru_cache(\u001b[38;5;241m1\u001b[39m)\n\u001b[1;32m    210\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_get_cached_or_new_impl\u001b[39m(\u001b[38;5;28mcls\u001b[39m, header):  \u001b[38;5;66;03m# Helper for _get_cached_or_new.\u001b[39;00m\n\u001b[0;32m--> 211\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mcls\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/backends/backend_pgf.py:244\u001b[0m, in \u001b[0;36mLatexManager.__init__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    241\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_finalize_tmpdir \u001b[38;5;241m=\u001b[39m weakref\u001b[38;5;241m.\u001b[39mfinalize(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_tmpdir\u001b[38;5;241m.\u001b[39mcleanup)\n\u001b[1;32m    243\u001b[0m \u001b[38;5;66;03m# test the LaTeX setup to ensure a clean startup of the subprocess\u001b[39;00m\n\u001b[0;32m--> 244\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_setup_latex_process\u001b[49m\u001b[43m(\u001b[49m\u001b[43mexpect_reply\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m    245\u001b[0m stdout, stderr \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlatex\u001b[38;5;241m.\u001b[39mcommunicate(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\\\\u001b[39;00m\u001b[38;5;124mmakeatletter\u001b[39m\u001b[38;5;130;01m\\\\\u001b[39;00m\u001b[38;5;124m@@end\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    246\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlatex\u001b[38;5;241m.\u001b[39mreturncode \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m0\u001b[39m:\n",
-      "File \u001b[0;32m/var/tmp/xjanovsk/certs/sec-certs/venv/lib/python3.11/site-packages/matplotlib/backends/backend_pgf.py:267\u001b[0m, in \u001b[0;36mLatexManager._setup_latex_process\u001b[0;34m(self, expect_reply)\u001b[0m\n\u001b[1;32m    262\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlatex \u001b[38;5;241m=\u001b[39m subprocess\u001b[38;5;241m.\u001b[39mPopen(\n\u001b[1;32m    263\u001b[0m         [mpl\u001b[38;5;241m.\u001b[39mrcParams[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpgf.texsystem\u001b[39m\u001b[38;5;124m\"\u001b[39m], \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m-halt-on-error\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[1;32m    264\u001b[0m         stdin\u001b[38;5;241m=\u001b[39msubprocess\u001b[38;5;241m.\u001b[39mPIPE, stdout\u001b[38;5;241m=\u001b[39msubprocess\u001b[38;5;241m.\u001b[39mPIPE,\n\u001b[1;32m    265\u001b[0m         encoding\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mutf-8\u001b[39m\u001b[38;5;124m\"\u001b[39m, cwd\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtmpdir)\n\u001b[1;32m    266\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mFileNotFoundError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m--> 267\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m    268\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmpl\u001b[38;5;241m.\u001b[39mrcParams[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpgf.texsystem\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m not found; install it or change \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    269\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrcParams[\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpgf.texsystem\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m] to an available TeX implementation\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    270\u001b[0m     ) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m    271\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m    272\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m    273\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mError starting \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmpl\u001b[38;5;241m.\u001b[39mrcParams[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpgf.texsystem\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n",
-      "\u001b[0;31mRuntimeError\u001b[0m: 'xelatex' not found; install it or change rcParams['pgf.texsystem'] to an available TeX implementation"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<Figure size 640x480 with 0 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 400x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "def plot_sankey_refs_schemes(df__: pd.DataFrame) -> dict:\n",
     "    cert_id_to_scheme_mapping = dict(zip(df__.cert_id, df__.scheme))\n",
@@ -2059,32 +1497,6 @@
    ]
   },
   {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Evaluate cycles in the graph"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Ideally there should be none, but there are some BAC, EAC cycles badly annotated.\n",
-    "for cycle in nx.simple_cycles(prev_subgraph):\n",
-    "    print(cycle)"
-   ]
-  },
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Combined references"
-   ]
-  },
-  {
    "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
@@ -2196,62 +1608,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 101,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "REPO_ROOT"
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\\newcommand{\\numAnnotIrrelevant}{6}\n",
-      "\\newcommand{\\percentageAnnotIrrelevant}{$1.5\\%$}\n",
-      "\\newcommand{\\correctedPredPercentage}{$90\\%$}\n",
-      "\\newcommand{\\smartcardsRatio}{$32\\%$}\n",
-      "\\newcommand{\\smartcardRelatedRatio}{$21\\%$}\n",
-      "\\newcommand{\\othersRatio}{$46\\%$}\n",
-      "\\newcommand{\\numcccerts}{5394}\n",
-      "\\newcommand{\\refRichTotal}{1659}\n",
-      "\\newcommand{\\refRichPercentage}{$30.76\\%$}\n",
-      "\\newcommand{\\numRefsTotal}{2712}\n",
-      "\\newcommand{\\compReuseRatio}{$77.32\\%$}\n",
-      "\\newcommand{\\predRatio}{$22.68\\%$}\n",
-      "Warning: `reach_list` variable not found. Cannot compute number of certificates with >0 reach on their archival date\n",
-      "Warning: `df_problematic` variable not found. Cannot compute number of certs referencing an archived certificate on their issuance date.\n",
-      "\\newcommand{\\olderThan18MNL}{$1\\%$}\n",
-      "\\newcommand{\\olderThan18MDE}{$23\\%$}\n",
-      "\\newcommand{\\olderThan18MFR}{$19\\%$}\n",
-      "\n",
-      "\\newcommand{\\refRichSmartcard}{1295}\n",
-      "\\newcommand{\\refRichSmartcardPercentage}{$74.08\\%$}\n",
-      "\\newcommand{\\refRichSmartcardComp}{1080}\n",
-      "\\newcommand{\\refRichSmartcardCompPercentage}{$61.78\\%$}\n",
-      "\\newcommand{\\refRichSmartcardPred}{390}\n",
-      "\\newcommand{\\refRichSmartcardPredPercentage}{$22.31\\%$}\n",
-      "\n",
-      "\\newcommand{\\refRichRelated}{215}\n",
-      "\\newcommand{\\refRichRelatedPercentage}{$18.57\\%$}\n",
-      "\\newcommand{\\refRichRelatedComp}{138}\n",
-      "\\newcommand{\\refRichRelatedCompPercentage}{$11.92\\%$}\n",
-      "\\newcommand{\\refRichRelatedPred}{123}\n",
-      "\\newcommand{\\refRichRelatedPredPercentage}{$10.62\\%$}\n",
-      "\n",
-      "\\newcommand{\\refRichOthers}{149}\n",
-      "\\newcommand{\\refRichOthersPercentage}{$5.99\\%$}\n",
-      "\\newcommand{\\refRichOthersComp}{69}\n",
-      "\\newcommand{\\refRichOthersCompPercentage}{$2.77\\%$}\n",
-      "\\newcommand{\\refRichOthersPred}{90}\n",
-      "\\newcommand{\\refRichOthersPredPercentage}{$3.62\\%$}\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "def print_category_commands(category: Literal[\"smartcard\", \"related\", \"others\"]) -> None:\n",
     "    if category == \"smartcard\":\n",
@@ -2285,9 +1653,9 @@
     "    print(\"\")\n",
     "\n",
     "\n",
-    "annot_test = pd.read_csv(\"/var/tmp/xjanovsk/certs/sec-certs/src/sec_certs/data/reference_annotations/final/test.csv\")\n",
-    "annot_train = pd.read_csv(\"/var/tmp/xjanovsk/certs/sec-certs/src/sec_certs/data/reference_annotations/final/train.csv\")\n",
-    "annot_valid = pd.read_csv(\"/var/tmp/xjanovsk/certs/sec-certs/src/sec_certs/data/reference_annotations/final/valid.csv\")\n",
+    "annot_test = pd.read_csv(REPO_ROOT / \"src/sec_certs/data/reference_annotations/final/test.csv\")\n",
+    "annot_train = pd.read_csv(REPO_ROOT / \"src/sec_certs/data/reference_annotations/final/train.csv\")\n",
+    "annot_valid = pd.read_csv(REPO_ROOT / \"src/sec_certs/data/reference_annotations/final/valid.csv\")\n",
     "annot_all = pd.concat([annot_test, annot_train, annot_valid])\n",
     "n_irrelevant = len(annot_all[annot_all[\"label\"] == \"irrelevant\"])\n",
     "irrelevant_percentage = n_irrelevant / len(annot_all) * 100\n",
@@ -2372,15 +1740,8 @@
    "source": [
     "eal_mapping = {cat: i for i, cat in enumerate(cc_df_comp.eal.dtype.categories)}\n",
     "cc_df_comp_eal = cc_df_comp.loc[cc_df_comp.eal.notnull()]\n",
-    "cc_df_comp_eal[\"eal_int\"] = cc_df_comp_eal.eal.map(lambda x: eal_mapping[x])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
+    "cc_df_comp_eal[\"eal_int\"] = cc_df_comp_eal.eal.map(lambda x: eal_mapping[x])\n",
+    "\n",
     "smartcard_trans_refs = stats.spearmanr(\n",
     "    cc_df_comp_eal.loc[cc_df_comp_eal.category == SMARTCARD_CATEGORY].eal_int,\n",
     "    cc_df_comp_eal.loc[cc_df_comp_eal.category == SMARTCARD_CATEGORY].n_trans_refs,\n",
@@ -2414,15 +1775,8 @@
     "        \"reach p-value\": [smartcard_reach.pvalue, others_reach.pvalue],\n",
     "    },\n",
     "    index=[\"smartcards\", \"other categories\"],\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
+    ")\n",
+    "\n",
     "df_corr"
    ]
   },
@@ -2437,29 +1791,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 864/864 [00:00<00:00, 6892.69it/s]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Found: 6 nodes with path of len >=12\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "nodes_with_long_paths = set()\n",
     "min_path_len = 12\n",
@@ -2474,15 +1806,6 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "plotly_draw(prev_subgraph, dset)"
-   ]
-  },
-  {
    "cell_type": "markdown",
    "metadata": {},
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@@ -2493,1366 +1816,10 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Found 45 cycles with 26 nodes. 1.6383112791430372% of the nodes are in a cycle.\n"
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-    },
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-       "                            \n",
-       "var gd = document.getElementById('c581d658-5faf-4cbc-9cc9-b89ff022b8e5');\n",
-       "var x = new MutationObserver(function (mutations, observer) {{\n",
-       "        var display = window.getComputedStyle(gd).display;\n",
-       "        if (!display || display === 'none') {{\n",
-       "            console.log([gd, 'removed!']);\n",
-       "            Plotly.purge(gd);\n",
-       "            observer.disconnect();\n",
-       "        }}\n",
-       "}});\n",
-       "\n",
-       "// Listen for the removal of the full notebook cells\n",
-       "var notebookContainer = gd.closest('#notebook-container');\n",
-       "if (notebookContainer) {{\n",
-       "    x.observe(notebookContainer, {childList: true});\n",
-       "}}\n",
-       "\n",
-       "// Listen for the clearing of the current output cell\n",
-       "var outputEl = gd.closest('.output');\n",
-       "if (outputEl) {{\n",
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-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<Figure size 1200x1200 with 0 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
+    "plotly_draw(prev_subgraph, dset)\n",
+    "\n",
     "cycles = list(nx.simple_cycles(comp_subgraph))\n",
     "nodes_in_cycle = set(itertools.chain.from_iterable(cycles))\n",
     "print(\n",
@@ -3866,1209 +1833,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Save nodes with high betweenness centrality for each of the components\n",
-    "\n",
-    "Iterate over all components and save top-2 nodes w.r.t. their betweeness centrality into json."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
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-   "source": [
-    "with open(\"/var/tmp/xjanovsk/certs/sec-certs/results/references/nodes_with_high_betweenness.json\", \"r\") as handle:\n",
-    "    data = json.load(handle)\n",
-    "\n",
-    "cert_to_comp = {val[0][0]: key for key, val in data.items()}\n",
-    "centralities = {key: val[0][1] for key, val in data.items()}\n",
-    "starting_nodes = {key: val[0][0] for key, val in data.items()}\n",
-    "components, centralities = zip(*sorted(centralities.items(), key=lambda x: x[1], reverse=True))\n",
-    "_, starting_nodes = zip(*sorted(starting_nodes.items(), key=lambda x: x[1], reverse=True))\n",
-    "\n",
-    "print(components)\n",
-    "print(centralities)\n",
-    "print(starting_nodes)"
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-  },
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-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "components = list(nx.weakly_connected_components(comp_subgraph))\n",
-    "large_components = [x for x in components if len(x) > 10]\n",
-    "\n",
-    "nodes_with_high_betweenness = {}\n",
-    "views = []\n",
-    "starting_points = []\n",
-    "centralities = []\n",
-    "for i, comp in enumerate(large_components):\n",
-    "    subg = comp_subgraph.subgraph(comp)\n",
-    "    betweenness_centrality_vals = sorted((nx.betweenness_centrality(subg).items()), key=lambda x: x[1], reverse=True)\n",
-    "    nodes_with_high_betweenness[f\"component_{i} with size {len(comp)}\"] = [\n",
-    "        betweenness_centrality_vals[0],\n",
-    "        betweenness_centrality_vals[1],\n",
-    "    ]\n",
-    "    starting_points.append(betweenness_centrality_vals[0][0])\n",
-    "    centralities.append(betweenness_centrality_vals[0][1])\n",
-    "    views.append(subg)\n",
-    "\n",
-    "combined = sorted(zip(centralities, starting_points, views), key=lambda x: x[0], reverse=True)\n",
-    "centralities, starting_points, views = zip(*combined)\n",
-    "\n",
-    "\n",
-    "with Path(RESULTS_DIR / \"nodes_with_high_betweenness.json\").open(\"w\") as f:\n",
-    "    json.dump(nodes_with_high_betweenness, f, indent=4)"
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     "## Vulnerability propagation experiment\n",
     "\n",
     "- List all weakly connected components with >=10 nodes\n",
@@ -5078,13 +1842,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "import random\n",
-    "\n",
-    "random.seed(42)\n",
     "VULN_PROPAG_PATH = RESULTS_DIR / \"vuln_propagation_experiment\"\n",
     "VULN_PROPAG_PATH.mkdir(exist_ok=True)\n",
     "\n",
@@ -5263,7 +2024,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [