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| author | J08nY | 2022-10-25 22:05:12 -0400 |
|---|---|---|
| committer | J08nY | 2022-10-25 22:05:12 -0400 |
| commit | 4d4a1b61f8e77ee77d17eb129086ebed7ecb94ac (patch) | |
| tree | 74ec434ffdffb81bd31a0f78296f529a05845a26 | |
| parent | a96cc5c790c22a244e67db1c4976b3117914dc88 (diff) | |
| download | sec-certs-4d4a1b61f8e77ee77d17eb129086ebed7ecb94ac.tar.gz sec-certs-4d4a1b61f8e77ee77d17eb129086ebed7ecb94ac.tar.zst sec-certs-4d4a1b61f8e77ee77d17eb129086ebed7ecb94ac.zip | |
Add results to notebooks to make them nice on GitHub.
| -rw-r--r-- | notebooks/cc/references.ipynb | 98 | ||||
| -rw-r--r-- | notebooks/fips/in_process.ipynb | 486 | ||||
| -rw-r--r-- | notebooks/fips/temporal_trends.ipynb | 527 | ||||
| -rw-r--r-- | sec_certs/sample/fips_algorithm.py | 1 |
4 files changed, 1007 insertions, 105 deletions
diff --git a/notebooks/cc/references.ipynb b/notebooks/cc/references.ipynb index 71f4135f..6017e18c 100644 --- a/notebooks/cc/references.ipynb +++ b/notebooks/cc/references.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "pycharm": { "name": "#%%\n" @@ -73,21 +73,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Downloading CC Dataset: 100%|██████████████████████████████████████████████████████████████████████████████████████████████| 135M/135M [00:26<00:00, 5.34MB/s]\n" + ] + } + ], "source": [ "# Initialize\n", - "dset = CCDataset.from_json(\"../cc_09_10_2022/cc.json\")" + "dset = CCDataset.from_web_latest()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -118,14 +126,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\\newcommand{\\numCcAllDirectReferencing}{1500}\n", + "\\newcommand{\\numCcAllNotDirectReferencing}{3641}\n", + "\\newcommand{\\numCcWithIdDirectReferencing}{1500}\n", + "\\newcommand{\\numCcWithIdNotDirectReferencing}{3565}\n" + ] + } + ], "source": [ "df[\"has_outgoing_direct_references\"] = df.directly_referencing.notnull()\n", "df[\"has_incoming_direct_references\"] = df.directly_referenced_by.notnull()\n", @@ -150,9 +169,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\\newcommand{\\numCCActiveDirectReferencing}{545}\n", + "\\newcommand{\\numCCActiveDirectReferencingArchived}{169}\n" + ] + } + ], "source": [ "print(f\"\\\\newcommand{{\\\\numCCActiveDirectReferencing}}{{{df_id_rich.loc[df_id_rich.status == 'active'].has_outgoing_direct_references.sum()}}}\")\n", "\n", @@ -174,7 +202,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" @@ -201,13 +229,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\\newcommand{\\numCCDirectRefsSameCategory}{2133}\n", + "\\newcommand{\\numCCDirectRefsOtherCategory}{192}\n", + "\\newcommand{\\numCCDirectRefs}{2325}\n", + "\\newcommand{\\numCCDirectRefsFromSmartcards}{1896}\n" + ] + } + ], "source": [ "cert_id_to_category_mapping = dict(zip(df.cert_id, df.category))\n", "cert_id_to_category_mapping[np.NaN] = \"No references\"\n", @@ -247,7 +286,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "pycharm": { "name": "#%%\n" @@ -281,13 +320,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of certificates that reference some archived certificate: 933\n" + ] + } + ], "source": [ "def references_archived_cert(references):\n", " if pd.isnull(references):\n", @@ -326,7 +373,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": { "pycharm": { "name": "#%%\n" @@ -359,9 +406,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\\newcommand{\\numCCUSReferencing}{4}\n", + "\\newcommand{\\numCCUS}{959}\n" + ] + } + ], "source": [ "print(f\"\\\\newcommand{{\\\\numCCUSReferencing}}{{{len(df_id_rich.loc[(df_id_rich.scheme == 'US') & (df_id_rich.directly_referencing.notnull())])}}}\")\n", "print(f\"\\\\newcommand{{\\\\numCCUS}}{{{len(df_id_rich.loc[(df_id_rich.scheme == 'US')])}}}\")" @@ -378,7 +434,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "pycharm": { "name": "#%%\n" @@ -1177,9 +1233,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.7" + "version": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 1 -}
\ No newline at end of file +} diff --git a/notebooks/fips/in_process.ipynb b/notebooks/fips/in_process.ipynb index f22c478e..3632b7c0 100644 --- a/notebooks/fips/in_process.ipynb +++ b/notebooks/fips/in_process.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "4d7d7d8c", "metadata": {}, "outputs": [], @@ -37,20 +37,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "80f04ffe", "metadata": {}, "outputs": [], "source": [ - "iut_dset = IUTDataset.from_web_latest()" + "iut_dset = IUTDataset.from_web_latest()http://localhost:8888/notebooks/notebooks/fips/in_process.ipynb#" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "47a4d967", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<class 'pandas.core.frame.DataFrame'>\n", + "RangeIndex: 727 entries, 0 to 726\n", + "Data columns (total 4 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 timestamp 727 non-null datetime64[ns]\n", + " 1 displayed 721 non-null float64 \n", + " 2 not_displayed 721 non-null float64 \n", + " 3 total 721 non-null float64 \n", + "dtypes: datetime64[ns](1), float64(3)\n", + "memory usage: 22.8 KB\n" + ] + } + ], "source": [ "iut_global_df = pd.DataFrame(iut_dset.snapshots, columns=[\"timestamp\", \"displayed\", \"not_displayed\", \"total\"])\n", "iut_global_df.info()" @@ -58,12 +76,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "776323d7", "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "iut_melt = iut_global_df.melt(\"timestamp\", var_name=\"type\", value_name=\"count\")\n", "line = sns.lineplot(data=iut_melt, x=\"timestamp\", y=\"count\", hue=\"type\")\n", @@ -73,10 +102,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "0d1626ad", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['entries', 'timestamp', 'last_updated', 'displayed', 'not_displayed', 'total'])\n", + "IUTEntry(module_name='F5(R) vCMP Cryptographic Module', vendor_name='F5, Inc.', standard='FIPS 140-3', iut_date=datetime.date(2021, 12, 14))\n" + ] + } + ], "source": [ "s0 = iut_dset.snapshots[0]\n", "print(s0.__dict__.keys())\n", @@ -85,12 +123,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "97b726d6", "metadata": { "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All:\n", + "Average seen for 187.7822445561139\n", + "Average seen for (FIPS 140-2) 176.27710843373495\n", + "Average seen for (FIPS 140-3) 202.19622641509434\n", + "Average seen for[iut] 237.97319932998326\n", + "Average seen for[iut] (FIPS 140-2) 252.79819277108433\n", + "Average seen for[iut] (FIPS 140-3) 219.4\n", + "Only not present:\n", + "Average seen for 193.92161016949152\n", + "Average seen for (FIPS 140-2) 176.35151515151514\n", + "Average seen for (FIPS 140-3) 234.75352112676057\n", + "Average seen for[iut] 253.37076271186442\n", + "Average seen for[iut] (FIPS 140-2) 253.24545454545455\n", + "Average seen for[iut] (FIPS 140-3) 253.66197183098592\n" + ] + } + ], "source": [ "def iut_key(entry):\n", " return entry.module_name, entry.vendor_name, entry.standard\n", @@ -131,52 +190,118 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "5bcc6da5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 455.1x360 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "scatter = sns.relplot(kind=\"scatter\", data=iut_local_df, x=\"iut_date\", y=\"seen_for_iut\", hue=\"standard\", style=\"present\")" + "scatter = sns.relplot(kind=\"scatter\", data=iut_local_df, x=\"iut_date\", y=\"seen_for_iut\", hue=\"standard\", style=\"present\", aspect=1)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "id": "10bad193", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 455.1x360 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "scatter = sns.relplot(kind=\"scatter\", data=iut_local_df, x=\"iut_date\", y=\"last_seen\", hue=\"standard\", style=\"present\")" + "scatter = sns.relplot(kind=\"scatter\", data=iut_local_df, x=\"iut_date\", y=\"last_seen\", hue=\"standard\", style=\"present\", aspect=1)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "fbfbf88e", "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hist = sns.histplot(data=iut_local_df[~iut_local_df.present], x=\"seen_for_iut\", hue=\"standard\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "98b27134", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hist = sns.histplot(data=iut_local_df[~iut_local_df.present], x=\"seen_for\", hue=\"standard\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "6b8e02d3", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Cisco Systems, Inc. 30\n", + "Fortinet, Inc. 23\n", + "Juniper Networks, Inc. 22\n", + "Apple Inc. 20\n", + "Oracle Corporation 16\n", + " ..\n", + "Microchip Technology Inc 1\n", + "L3Harris Technologies, Inc. 1\n", + "Brocade Communications Systems LLC 1\n", + "SafeLogic 1\n", + "Nokia XHAUL 1\n", + "Name: vendor, Length: 225, dtype: int64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "iut_local_df.vendor.value_counts()" ] @@ -191,7 +316,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "46ce3c13", "metadata": {}, "outputs": [], @@ -201,10 +326,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "aa74b965", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<class 'pandas.core.frame.DataFrame'>\n", + "RangeIndex: 727 entries, 0 to 726\n", + "Data columns (total 4 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 timestamp 727 non-null datetime64[ns]\n", + " 1 displayed 727 non-null int64 \n", + " 2 not_displayed 727 non-null int64 \n", + " 3 total 727 non-null int64 \n", + "dtypes: datetime64[ns](1), int64(3)\n", + "memory usage: 22.8 KB\n" + ] + } + ], "source": [ "mip_global_df = pd.DataFrame(mip_dset.snapshots, columns=[\"timestamp\", \"displayed\", \"not_displayed\", \"total\"])\n", "mip_global_df.info()" @@ -212,10 +355,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "dc3186f6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "mip_melt = mip_global_df.melt(\"timestamp\", var_name=\"type\", value_name=\"count\")\n", "line = sns.lineplot(data=mip_melt, x=\"timestamp\", y=\"count\", hue=\"type\")\n", @@ -225,10 +379,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "f433f0c5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['entries', 'timestamp', 'last_updated', 'displayed', 'not_displayed', 'total'])\n", + "MIPEntry(module_name='Dell BSAFE Crypto Module for C', vendor_name='Dell Australia Pty Limited, BSAFE Product Team', standard='FIPS 140-3', status=<MIPStatus.REVIEW_PENDING: 'Review Pending'>, status_since=datetime.date(2022, 10, 7))\n" + ] + } + ], "source": [ "m0 = mip_dset.snapshots[0]\n", "print(m0.__dict__.keys())\n", @@ -237,10 +400,141 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "205b9a97", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>name</th>\n", + " <th>vendor</th>\n", + " <th>standard</th>\n", + " <th>status</th>\n", + " <th>status_since</th>\n", + " <th>first_seen</th>\n", + " <th>last_seen</th>\n", + " <th>present</th>\n", + " <th>seen_for_status</th>\n", + " <th>seen_for</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>Red Hat Enterprise Linux 7 NSS Cryptographic M...</td>\n", + " <td>Red Hat(R), Inc.</td>\n", + " <td>FIPS 140-2</td>\n", + " <td>MIPStatus.IN_REVIEW</td>\n", + " <td>NaT</td>\n", + " <td>2020-10-22</td>\n", + " <td>2020-12-22</td>\n", + " <td>False</td>\n", + " <td>NaN</td>\n", + " <td>61</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>FortiAP-U221EV, FortiAP-U223EV, FortiAP-U321EV...</td>\n", + " <td>Fortinet, Inc.</td>\n", + " <td>FIPS 140-2</td>\n", + " <td>MIPStatus.IN_REVIEW</td>\n", + " <td>NaT</td>\n", + " <td>2020-10-22</td>\n", + " <td>2021-04-28</td>\n", + " <td>False</td>\n", + " <td>NaN</td>\n", + " <td>188</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>SBx908 GEN2, AT-x950-28XTQm, AT-x550-18XTQ, AT...</td>\n", + " <td>Allied Telesis</td>\n", + " <td>FIPS 140-2</td>\n", + " <td>MIPStatus.IN_REVIEW</td>\n", + " <td>NaT</td>\n", + " <td>2020-10-22</td>\n", + " <td>2020-10-27</td>\n", + " <td>False</td>\n", + " <td>NaN</td>\n", + " <td>5</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>Juniper Networks MX240, MX480, MX960 3D Univer...</td>\n", + " <td>Juniper Networks, Inc.</td>\n", + " <td>FIPS 140-2</td>\n", + " <td>MIPStatus.IN_REVIEW</td>\n", + " <td>NaT</td>\n", + " <td>2020-10-22</td>\n", + " <td>2021-02-10</td>\n", + " <td>False</td>\n", + " <td>NaN</td>\n", + " <td>111</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>Cisco Network Convergence System 1001 Cryptogr...</td>\n", + " <td>Cisco Systems, Inc.</td>\n", + " <td>FIPS 140-2</td>\n", + " <td>MIPStatus.COORDINATION</td>\n", + " <td>NaT</td>\n", + " <td>2020-10-22</td>\n", + " <td>2021-02-10</td>\n", + " <td>False</td>\n", + " <td>NaN</td>\n", + " <td>111</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " name vendor \\\n", + "0 Red Hat Enterprise Linux 7 NSS Cryptographic M... Red Hat(R), Inc. \n", + "1 FortiAP-U221EV, FortiAP-U223EV, FortiAP-U321EV... Fortinet, Inc. \n", + "2 SBx908 GEN2, AT-x950-28XTQm, AT-x550-18XTQ, AT... Allied Telesis \n", + "3 Juniper Networks MX240, MX480, MX960 3D Univer... Juniper Networks, Inc. \n", + "4 Cisco Network Convergence System 1001 Cryptogr... Cisco Systems, Inc. \n", + "\n", + " standard status status_since first_seen last_seen \\\n", + "0 FIPS 140-2 MIPStatus.IN_REVIEW NaT 2020-10-22 2020-12-22 \n", + "1 FIPS 140-2 MIPStatus.IN_REVIEW NaT 2020-10-22 2021-04-28 \n", + "2 FIPS 140-2 MIPStatus.IN_REVIEW NaT 2020-10-22 2020-10-27 \n", + "3 FIPS 140-2 MIPStatus.IN_REVIEW NaT 2020-10-22 2021-02-10 \n", + "4 FIPS 140-2 MIPStatus.COORDINATION NaT 2020-10-22 2021-02-10 \n", + "\n", + " present seen_for_status seen_for \n", + "0 False NaN 61 \n", + "1 False NaN 188 \n", + "2 False NaN 5 \n", + "3 False NaN 111 \n", + "4 False NaN 111 " + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "def mip_key(entry):\n", " return entry.module_name, entry.vendor_name, entry.standard, entry.status\n", @@ -266,50 +560,141 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "29679c73", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 455.1x360 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "scatter = sns.relplot(kind=\"scatter\", data=mip_local_df.loc[mip_local_df.status == MIPStatus.REVIEW_PENDING], x=\"first_seen\", y=\"seen_for\", hue=\"standard\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "771662ff", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 455.1x360 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "scatter = sns.relplot(kind=\"scatter\", data=mip_local_df.loc[mip_local_df.status == MIPStatus.IN_REVIEW], x=\"first_seen\", y=\"seen_for\", hue=\"standard\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "2b2ba494", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 455.1x360 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "scatter = sns.relplot(kind=\"scatter\", data=mip_local_df.loc[mip_local_df.status == MIPStatus.COORDINATION], x=\"first_seen\", y=\"seen_for\", hue=\"standard\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "883667b4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 455.1x360 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "scatter = sns.relplot(kind=\"scatter\", data=mip_local_df.loc[mip_local_df.status == MIPStatus.FINALIZATION], x=\"first_seen\", y=\"seen_for\", hue=\"standard\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "9856e568", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MIPStatus.IN_REVIEW\n", + "All:\n", + "Average seen for 77.69056603773585\n", + "Average seen for (FIPS 140-2) 77.6923076923077\n", + "Average seen for (FIPS 140-3) 77.6734693877551\n", + "Only not present:\n", + "Average seen for 80.33265306122449\n", + "Average seen for (FIPS 140-2) 79.12608695652175\n", + "Average seen for (FIPS 140-3) 98.83333333333333\n", + "\n", + "MIPStatus.REVIEW_PENDING\n", + "All:\n", + "Average seen for 118.98618090452261\n", + "Average seen for (FIPS 140-2) 121.27191679049034\n", + "Average seen for (FIPS 140-3) 106.47967479674797\n", + "Only not present:\n", + "Average seen for 122.6840579710145\n", + "Average seen for (FIPS 140-2) 123.05008077544427\n", + "Average seen for (FIPS 140-3) 119.49295774647888\n", + "\n", + "MIPStatus.COORDINATION\n", + "All:\n", + "Average seen for 82.21221864951768\n", + "Average seen for (FIPS 140-2) 83.32062780269058\n", + "Average seen for (FIPS 140-3) 58.09756097560975\n", + "Only not present:\n", + "Average seen for 81.85060240963855\n", + "Average seen for (FIPS 140-2) 82.8583850931677\n", + "Average seen for (FIPS 140-3) 49.4\n", + "\n", + "MIPStatus.FINALIZATION\n", + "All:\n", + "Average seen for 5.648780487804878\n", + "Average seen for (FIPS 140-2) 5.648780487804878\n", + "Average seen for (FIPS 140-3) nan\n", + "Only not present:\n", + "Average seen for 5.666666666666667\n", + "Average seen for (FIPS 140-2) 5.666666666666667\n", + "Average seen for (FIPS 140-3) nan\n", + "\n" + ] + } + ], "source": [ "for status in MIPStatus:\n", " print(status)\n", @@ -327,10 +712,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "ccf7e2fc", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 288x288 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "with sns.plotting_context(\"notebook\", font_scale=0.75):\n", " g = sns.FacetGrid(mip_local_df.loc[~mip_local_df.present], col=\"status\", hue=\"standard\", col_wrap=2, height=2, ylim=(0,300))\n", @@ -364,7 +760,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.7" + "version": "3.10.8" } }, "nbformat": 4, diff --git a/notebooks/fips/temporal_trends.ipynb b/notebooks/fips/temporal_trends.ipynb index 10d60ab4..e74adbd9 100644 --- a/notebooks/fips/temporal_trends.ipynb +++ b/notebooks/fips/temporal_trends.ipynb @@ -2,8 +2,12 @@ "cells": [ { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 39, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, "outputs": [], "source": [ "from sec_certs.dataset import FIPSDataset\n", @@ -22,6 +26,7 @@ "\n", "plt.style.use(\"seaborn-whitegrid\")\n", "sns.set_palette(\"deep\")\n", + "sns.set(rc={\"figure.figsize\":(8, 4)})\n", "sns.set_context(\"notebook\") # Set to \"paper\" for use in paper :)\n", "\n", "warnings.simplefilter(action='ignore', category=pd.errors.PerformanceWarning)" @@ -29,9 +34,21 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 2, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Downloading FIPS dataset: 100%|████████████████████████████████████████████████████████████████████████████████████████████| 239M/239M [00:48<00:00, 5.22MB/s]\n" + ] + } + ], "source": [ "dset = FIPSDataset.from_web_latest()\n", "df = dset.to_pandas()" @@ -39,23 +56,317 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 3, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>cert_id</th>\n", + " <th>name</th>\n", + " <th>status</th>\n", + " <th>standard</th>\n", + " <th>type</th>\n", + " <th>level</th>\n", + " <th>embodiment</th>\n", + " <th>date_validation</th>\n", + " <th>date_sunset</th>\n", + " <th>algorithms</th>\n", + " <th>...</th>\n", + " <th>related_cves</th>\n", + " <th>web_directly_referenced_by</th>\n", + " <th>web_indirectly_referenced_by</th>\n", + " <th>web_directly_referencing</th>\n", + " <th>web_indirectly_referencing</th>\n", + " <th>st_directly_referenced_by</th>\n", + " <th>st_indirectly_referenced_by</th>\n", + " <th>st_directly_referencing</th>\n", + " <th>st_indirectly_referencing</th>\n", + " <th>year_from</th>\n", + " </tr>\n", + " <tr>\n", + " <th>dgst</th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>fc95ce176603e9e1</th>\n", + " <td>339</td>\n", + " <td>Anonymous Key Technology (AKT) C++ Module (CPP...</td>\n", + " <td>Historical</td>\n", + " <td>FIPS140-2</td>\n", + " <td>Software</td>\n", + " <td>1.0</td>\n", + " <td>Multi Chip Standalone</td>\n", + " <td>2003-07-31</td>\n", + " <td>NaT</td>\n", + " <td>{AES algorithm #3194 created by None, None alg...</td>\n", + " <td>...</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>2003</td>\n", + " </tr>\n", + " <tr>\n", + " <th>158f3b1a355d5f64</th>\n", + " <td>2798</td>\n", + " <td>Red Hat Enterprise Linux Kernel Crypto API Cry...</td>\n", + " <td>Historical</td>\n", + " <td>FIPS140-2</td>\n", + " <td>Software Hybrid</td>\n", + " <td>1.0</td>\n", + " <td>Multi Chip Standalone</td>\n", + " <td>2016-11-23</td>\n", + " <td>NaT</td>\n", + " <td>{None algorithm #3591 created by None, None al...</td>\n", + " <td>...</td>\n", + " <td>{CVE-2007-6285, CVE-2007-2030, CVE-2011-3585, ...</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>{2721, 2711}</td>\n", + " <td>{2441, 2721, 2711}</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>{2721, 2711}</td>\n", + " <td>{2441, 2721, 2711}</td>\n", + " <td>2016</td>\n", + " </tr>\n", + " <tr>\n", + " <th>47e03bf0b0b8b738</th>\n", + " <td>2943</td>\n", + " <td>TCT Crypto Engine Core</td>\n", + " <td>Historical</td>\n", + " <td>FIPS140-2</td>\n", + " <td>Hardware</td>\n", + " <td>2.0</td>\n", + " <td>Single Chip</td>\n", + " <td>2017-06-23</td>\n", + " <td>NaT</td>\n", + " <td>{None algorithm 256 created by None, None algo...</td>\n", + " <td>...</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>{2614}</td>\n", + " <td>{2614}</td>\n", + " <td>2017</td>\n", + " </tr>\n", + " <tr>\n", + " <th>f6920d2ecbf72069</th>\n", + " <td>1385</td>\n", + " <td>Red Hat Enterprise Linux 5 OpenSSH Client Cryp...</td>\n", + " <td>Historical</td>\n", + " <td>FIPS140-2</td>\n", + " <td>Software</td>\n", + " <td>1.0</td>\n", + " <td>Multi Chip Standalone</td>\n", + " <td>2010-08-12</td>\n", + " <td>NaT</td>\n", + " <td>{None algorithm 31 created by None, None algor...</td>\n", + " <td>...</td>\n", + " <td>{CVE-2011-1593, CVE-2000-0701, CVE-2014-3566, ...</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>{1320}</td>\n", + " <td>{1320}</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>{1320}</td>\n", + " <td>{1320}</td>\n", + " <td>2010</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2cfc8ccbd7c0b176</th>\n", + " <td>294</td>\n", + " <td>nCipher 800 PCI and nCipher 1600 PCI</td>\n", + " <td>Historical</td>\n", + " <td>FIPS140-2</td>\n", + " <td>Hardware</td>\n", + " <td>3.0</td>\n", + " <td>Multi Chip Embedded</td>\n", + " <td>2003-03-07</td>\n", + " <td>NaT</td>\n", + " <td>{Triple-DES algorithm #109 created by None, AE...</td>\n", + " <td>...</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>2003</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>5 rows × 23 columns</p>\n", + "</div>" + ], + "text/plain": [ + " cert_id name \\\n", + "dgst \n", + "fc95ce176603e9e1 339 Anonymous Key Technology (AKT) C++ Module (CPP... \n", + "158f3b1a355d5f64 2798 Red Hat Enterprise Linux Kernel Crypto API Cry... \n", + "47e03bf0b0b8b738 2943 TCT Crypto Engine Core \n", + "f6920d2ecbf72069 1385 Red Hat Enterprise Linux 5 OpenSSH Client Cryp... \n", + "2cfc8ccbd7c0b176 294 nCipher 800 PCI and nCipher 1600 PCI \n", + "\n", + " status standard type level \\\n", + "dgst \n", + "fc95ce176603e9e1 Historical FIPS140-2 Software 1.0 \n", + "158f3b1a355d5f64 Historical FIPS140-2 Software Hybrid 1.0 \n", + "47e03bf0b0b8b738 Historical FIPS140-2 Hardware 2.0 \n", + "f6920d2ecbf72069 Historical FIPS140-2 Software 1.0 \n", + "2cfc8ccbd7c0b176 Historical FIPS140-2 Hardware 3.0 \n", + "\n", + " embodiment date_validation date_sunset \\\n", + "dgst \n", + "fc95ce176603e9e1 Multi Chip Standalone 2003-07-31 NaT \n", + "158f3b1a355d5f64 Multi Chip Standalone 2016-11-23 NaT \n", + "47e03bf0b0b8b738 Single Chip 2017-06-23 NaT \n", + "f6920d2ecbf72069 Multi Chip Standalone 2010-08-12 NaT \n", + "2cfc8ccbd7c0b176 Multi Chip Embedded 2003-03-07 NaT \n", + "\n", + " algorithms ... \\\n", + "dgst ... \n", + "fc95ce176603e9e1 {AES algorithm #3194 created by None, None alg... ... \n", + "158f3b1a355d5f64 {None algorithm #3591 created by None, None al... ... \n", + "47e03bf0b0b8b738 {None algorithm 256 created by None, None algo... ... \n", + "f6920d2ecbf72069 {None algorithm 31 created by None, None algor... ... \n", + "2cfc8ccbd7c0b176 {Triple-DES algorithm #109 created by None, AE... ... \n", + "\n", + " related_cves \\\n", + "dgst \n", + "fc95ce176603e9e1 NaN \n", + "158f3b1a355d5f64 {CVE-2007-6285, CVE-2007-2030, CVE-2011-3585, ... \n", + "47e03bf0b0b8b738 NaN \n", + "f6920d2ecbf72069 {CVE-2011-1593, CVE-2000-0701, CVE-2014-3566, ... \n", + "2cfc8ccbd7c0b176 NaN \n", + "\n", + " web_directly_referenced_by web_indirectly_referenced_by \\\n", + "dgst \n", + "fc95ce176603e9e1 NaN NaN \n", + "158f3b1a355d5f64 NaN NaN \n", + "47e03bf0b0b8b738 NaN NaN \n", + "f6920d2ecbf72069 NaN NaN \n", + "2cfc8ccbd7c0b176 NaN NaN \n", + "\n", + " web_directly_referencing web_indirectly_referencing \\\n", + "dgst \n", + "fc95ce176603e9e1 NaN NaN \n", + "158f3b1a355d5f64 {2721, 2711} {2441, 2721, 2711} \n", + "47e03bf0b0b8b738 NaN NaN \n", + "f6920d2ecbf72069 {1320} {1320} \n", + "2cfc8ccbd7c0b176 NaN NaN \n", + "\n", + " st_directly_referenced_by st_indirectly_referenced_by \\\n", + "dgst \n", + "fc95ce176603e9e1 NaN NaN \n", + "158f3b1a355d5f64 NaN NaN \n", + "47e03bf0b0b8b738 NaN NaN \n", + "f6920d2ecbf72069 NaN NaN \n", + "2cfc8ccbd7c0b176 NaN NaN \n", + "\n", + " st_directly_referencing st_indirectly_referencing year_from \n", + "dgst \n", + "fc95ce176603e9e1 NaN NaN 2003 \n", + "158f3b1a355d5f64 {2721, 2711} {2441, 2721, 2711} 2016 \n", + "47e03bf0b0b8b738 {2614} {2614} 2017 \n", + "f6920d2ecbf72069 {1320} {1320} 2010 \n", + "2cfc8ccbd7c0b176 NaN NaN 2003 \n", + "\n", + "[5 rows x 23 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df.head()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 40, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 864x576 with 6 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "categories = df.loc[df.year_from < 2022].groupby([\"year_from\", \"type\"], as_index=False).size().copy()\n", "\n", "with sns.plotting_context(\"notebook\", font_scale=0.75):\n", - " g = sns.FacetGrid(categories, col=\"type\", hue=\"type\", col_wrap=3, height=2, ylim=(0,190))\n", + " g = sns.FacetGrid(categories, col=\"type\", hue=\"type\", col_wrap=3, height=4, ylim=(0,190))\n", " g.map(sns.lineplot, \"year_from\", \"size\")\n", " g.set(xlabel=\"Year of cert.\", ylabel=\"N. certs.\")\n", " g.set_titles(\"{col_name}\")\n", @@ -66,9 +377,24 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 41, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "embodiments = df.loc[(df.embodiment.notnull()) & (df.year_from < 2022)].groupby([\"year_from\", \"embodiment\"], as_index=False, observed=True).size()\n", "\n", @@ -79,9 +405,24 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 42, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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gAHPnzuXkyZOYzWZMJhP9+vUrdE+tWrXsP3t7e5ObmwvApUuXCAkJsZfVrVu30PvWrFnDZ599RlJSEgC5ublcuXLFXh4cHGz/OTMzE4vFUmJ9ZUVG4oQQQogyZstIBJUKdWB9T4dSboSHhzN06FBOnjyJSqW6qXz8+PH07NmTHTt28McffxAfH4+iOHZaRlBQECkpKfbXf/05KSmJ1157jddff53du3eTkJBA48aNC73/r/EEBASg1WqLra8sSRInhBBClDFreiJq/1BUWoOnQ/GY06dPs3jxYlJTU4GCRGj9+vW0atWKwMBA0tLSMJlM9vtzcnKoUaMGBoOBgwcPsn79eofb6t+/P4sWLeLatWukpqby1Vdf2cvy8vJQqVQEBAQAsHLlSk6ePFlsXRqNht69e7NgwQLy8vI4deoUq1evLu3HdwlJ4oQQQogypCgKtoxE1EENPR2KR/n6+nLgwAGGDRtG69ateeCBB4iIiGDSpEl06NCBRo0a0aVLF2JiYgCYOnUq8+bNIyoqioULF9K/f3+H2xozZgx169alZ8+ejBw5kri4OHtZo0aNGDlyJPHx8XTq1IkTJ07Qpk2bEuubMmUKubm5dO7cmUmTJjF06FDnOuE2qRRHxyIrqMuXs112OHFQkB/p6VkuqasqkX5zjvSbc6TfnCP95hxn+s2Wc4WcJS9g6PQw+ha9XRaLWq0iMNDXZfWJ8k9G4oQQQogyZLuxqKFWmEfjEBWfJHFCCCFEGbKmJ/5nUUMDT4ciKjhJ4oQQQogyZM1IRO0fgkpXdRc1CNeQJE4IIYQoQ7aMc6hlKlW4gCRxQgghRBmx5V5Fyb0qz8MJl5AkTgghhCgjtvREANRV/KQG4RoOHbt16tQp/P39qVWrFjk5OXz66aeo1Woef/xxvL293R2jEEIIUSkUHLelQiOLGoQLODQS9+KLL3L9+nUAZs2axZ49e9i/fz9Tpkxxa3BCCCFEZVJwUkMIKp2Xp0Op8GJjY+nXrx9xcXHExcXxzjvvMH/+fGbNmgXA7t27adWqFXFxcQwcOJC///3vXLx4EYDjx48zYsQI4uLiGDBgAPHx8WRkZACwdu1aBg0aRLNmzfj666+LbHv37t1ERkYWKs/IyGDkyJH07duXwYMHc+DAgWJj//TTT+nbty9Nmzblxx9/dLoPHBqJS0pK4s4770RRFLZs2cJ3332Hl5cXPXv2dLphIYQQoqqxZSSiqRvp6TAqjXnz5hEREWF/PX/+/ELl4eHhrFq1CoAZM2Ywc+ZMFixYwPjx45kwYQI9evQAIDEx0T6zGBkZyfvvv8+iRYuKbDM7O5u5c+fSrVu3QtffffddoqOjWbx4MQkJCUycOJFNmzYVeQ5su3bt6N27N6+++qrzHx4HR+IMBgPZ2dkcPHiQkJAQAgIC0Ov1GI1Ghxt65plnGDx4MEOGDGH48OEcO3YMgLNnz/Lggw/St29fHnzwQRITE+3vKalMCCGEqEjsixrkeTiP6NSpE2fPngUgNTWVOnXq2MvCwsKoVq0aABERETRq1Ai1uugUaebMmTz++OPUrFmz0PWNGzcSHx8PQHR0NHq9nkOHDhVZR8uWLWnQ4Pan1B0aiRs4cCCPPvooOTk5PPLIIwAcPXqUevXqOdzQrFmz8PPzA2Dr1q1MnjyZ1atXM3XqVIYPH05cXBxr165lypQpfPnllwAllgkhhBAVyY2TGirD9iI/JJxny+/n3VJ37/YNiI12LMEZO3YsBkPBfnsTJkwo9j6bzcamTZuIjCwYBR09ejQPP/wwUVFRtG7dmnvuuYfw8PBbtrdjxw6ysrLo168f27dvt1+/cuUKiqIQEBBgvxYSEkJqaiotW7Z06LM4w6EkbvLkyezcuROtVkuHDh0AUKlUvPLKKw43dCOBg4KhSJVKxeXLlzl69CifffYZUJAsTp8+nczMTBRFKbbsr50khBBCVATW9HPIogbX+t/p1P379xcqP336NHFxcSiKQpMmTex5yxNPPMHgwYPZtWsXv/32G/fddx//93//R7t27Ypt6/r167z77rv2vKQ8cCiJA+jSpQspKSns37+f1q1bc9ddd5W6sVdffZVffvkFRVH45JNPSElJoU6dOmg0GgA0Gg21a9cmJSUFRVGKLStNEufqw4CDgvxufZO4ifSbc6TfnCP95hzpN+c42m+pWRdRAkOoHVrbzRG5X2y046NlnvTXZ+L+V506deyLIgwGA5s2bSoxiTtx4gTp6ekMGzYMKBh9+/HHH7l69SpjxowBKDTQlJKSQnBwMD///DNz584FYNCgQYwaNcpln8+hJC45OZkXX3yR48ePo1Kp2LdvHxs3buTnn3/m7bffdrixG/euWbOG2bNnM27cOOeiLoXLl7Ox2RSX1BUU5Ed6epZL6qpKpN+cI/3mHOk350i/Oac0/ZaXdBpNSITb+lmtVrl84KKy2rp1Kz169ECj0WA0Gjlz5swtF2tGR0fz22+/2V9PmjSJFi1a2B8z69evH8uWLeOZZ54hISGB/Px8WrRogVqtpmvXrm75HA4tbJgyZQrdu3dn7969aLUFeV/nzp359ddfnWp0yJAh7N69m+DgYNLS0rBarQBYrVYuXbpESEgIISEhxZYJIYQQFYkt7zpKTqac1FBObNy4kQEDBjB48GDuvfdemjRpwsMPPwzA+vXr6datGxs3buTDDz+kW7dunDp16pZ1jh8/nt9//50+ffrw5ptvMnv27GIXR3zyySd069aNffv2MWnSJLp160Z2dnapP4dDI3GHDh1i0aJFqNVq+1JZPz8/srIc+9dETk4O169ftydgP/zwAzVq1CAwMJDIyEjWr19PXFwc69evJzIy0j4UWVKZEEIIz1MUG/k/LEJdPQh91EBUWjnUvSj2kxokiXOZH3744aZrzz33nP3nmJiYYqdSb0xvFmXgwIEMHDjwlu3PnDmz0OugoCA+//zzW74PYNSoUS6ZVnUoiQsMDOTcuXPccccd9munTp1yeFQsLy+PcePGkZeXh1qtpkaNGnz88ceoVCreeOMNJk2axEcffUT16tXtm/QBJZYJIYTwPNulM1hO7wLAfOo3vDo9grZha88GVQ5Z/7MyVVOroWcDEZWKQ0ncyJEjGT16NE8++SQWi4X169fzz3/+kyeeeMKhRmrVqsXy5cuLLAsPD2fFihWlLhNCCOF55rMJoNbg3XsMxt9XkLfpA7RhbTB0ehi1b6Cnwys3bBmJqGoEo9LLUZXCdRxK4u6//378/f3597//TUhICGvWrGHcuHH06tXL3fEJIYQopxRFwXL2DzShzdE2jEJT7y5MhzZh+mMtluWTMbQdgu6u3qjUDm+EUGlZ0xPRBEfc+kYhSsGh/7MOHDhAr169bkraDh486NZN7IQQQpRftsvnULLS0UYVPD+k0mgxtL4HXXgMxl+XYNz9b8wnfsHQ9VG0wY09HK3n2Bc1BMlUqnAth1an/v3vfy/yuiv3OhFCCFGxWM4kgEqNNqxNoetqv1p49x2HV5+xKOY88r59m/wdn2LLr5pbmFSmkxpE+VLiSJzNZkNRlEK/bjh//rx9I14hhBBVi6IomM8moKnbFLVX0Zvd6sLaoA1tjmnvWkwHN2FJ3Ic+Zhi6Jl1RqRwaQ6gUrP9ZmSqLGoSrlZjENWvWzL6lSLNmzQqVqdVqRo8e7b7IhBBClFu2K0ko11LR3tWnxPtUOgOGmAfQNu6EceeXGH/6DMufOzF0/RuagPplFK1n2TLOoapRB5Xex9OhiEqmxCRu27ZtKIrCiBEj+Prrr+3XVSoVAQEBeHl5uT1AIYQQ5Y/lbAKgumkqtTiagHp4D5qE5cQvGHf9m9yVU9Hd1QdD2yGodJX77xJrRiKaOo08HUalExsbi16vx2Ao2JswJiYGPz8/cnNzefnll9m9ezdPPvkkYWFhWK1WgoKCmD59OvXq1eP48eO8/fbbXL9+HbPZTPXq1VmwYAG1atVi7dq1fPLJJ5w+fZrJkyfbT2T4q927d/PYY4/x6quv2sszMjJ46aWXSEpKwmAwMH36dFq1anXTe202G+PGjePEiRMYDAYCAwN58803adCg9MeYlZjEhYaGAvDjjz+WumIhhBCVl+VMAprgxqh9/B1+j0qlRtekK9qGURh/X4754EYsp3/H0PlhdGFt3ResB9nys1CyL6NpXvKRTsI58+bNIyLiv6t+58+fX6j8r2enzpgxg5kzZ7JgwQLGjx/PhAkT6NGjBwCJiYl4exds/xIZGcn777/PokWLimwzOzubuXPn0q1bt0LX3333XaKjo1m8eDEJCQlMnDiRTZs22Wc0/2rIkCH06NEDtVrN119/zeuvv84XX3xR6s/v8Lrvbdu2sWfPHq5cuVLo2bjZs2eXulEhhBAVl+1qKrYrFzF0HO7U+1Vevnh1G4k2oivGnV+Qv3k+1sjuGDoOR6XVuzhaz7JlnAMq36KGrIPbyTpw84kJruDXKha/lt1dXm+nTp3sOUtqaip16tSxl4WFhdl/vpEUFndk1syZM3n88cfZvn17oesbN25k27ZtQME5q3q9nkOHDt20i4darS50Tmvr1q2dSuDAwdWpCxYsYOrUqdhsNjZu3Ii/vz87d+6kevXqTjUqhBCi4jKfTQBAe8ftjZ5pgxvjM/QN9K0GYD62ndxv38F2Pd0FEZYfsqjBvcaOHUtcXBxxcXH8/PPPxd5ns9nYtGkTkZGRAIwePZqHH36YkSNHMm/ePE6fPu1Qezt27CArK4t+/foVun5jgOuvR4OGhISQmpp6yzqXLFlCbGysQ+3/L4dG4lauXMnixYuJiIhg1apVTJ48mYEDB/LRRx851agQQoiKy3J2D+rad7rkRAaVWosh5gE0dRqTt30ROaum4t3jyUpzdJctIxFV9dqoDNU8HYpL+bXs7pbRstL63+nU/fv3Fyo/ffo0cXFxKIpCkyZNeOWVVwB44oknGDx4MLt27eK3337jvvvu4//+7/9o165dsW1dv36dd999l88++8xl8f/f//0fp0+fdnokzqEk7vr16/ZO0ul0mM1mWrZsyZ49e5xqVAghRMVku56OLeMchpgHXVqvNiyKakPfJG/LQvI2fYC+9UD00feiUlfsraysGYlogu70dBhV1l+fiftfderUsY/iGQwGNm3aVGISd+LECdLT0xk2bBhQMPr2448/cvXqVcaMGQNAZmamfTQuJSWF4OBgfv75Z+bOnQvAoEGD7HvsfvXVV6xfv54vvvjC/jxeaTmUxDVo0ICTJ0/SuHFjGjduzNKlS6levTo1atRwqlEhhBAVk8U+lRrt8rrV1WvjE/cqxl+XYNq/Huul03jFjkbtUzH/rlHys1GyMlBHOjdVJtxn69at9OjRA41Gg9Fo5MyZM4WeUytKdHQ0v/32m/31pEmTaNGihX11ar9+/Vi2bBnPPPMMCQkJ5Ofn06JFC9RqNV27di1U17Jly1i+fDlffPEF/v7+Tn8Oh5K4559/nqtXrwIwYcIExo8fT25uLlOmTHG6YSGEEBWP+WwC6sCGqKsHuaV+lVaPV7e/owluTP7PX5K7aipePZ9GG9LELe25k/U/JzVogsI8Goe42caNG5kzZw4GgwGLxUKnTp14+OGHAVi/fj2zZ8/m+vXrbNu2jUWLFrF48WIaNSp5m5jx48czceJE1qxZg8FgYPbs2UUujsjOzuaNN96gbt269hOx9Ho9K1asKPXnUCl/XWpaCV2+nI3N5pqPGBTkR3p61Tw25nZIvzlH+s050m/OcaTfbNmZ5PzrRfTt7sMQNcjtMVkvXyBv6wKU6+kY2g9D17Jfkds1eFJJ/Wbcvx7T79/g++jCMnkmTq1WERjo6/Z2RPnh0OrUNWvWcPz48ULXjh8/zpo1a9wRkxBCiHLIkvgHADo3TKUWRRNYn2r3TkUb1gbj7n+Tv2U+iim3TNp2BVt6Iiq/oEq3qEGUHw4lcR9++CEhISGFrgUHB/Phhx+6JSghhBDlj+VsAuqa9VD7h9z6ZhdR6X3w6vUshg4PYTl3gJxVb2D9z95r5Z0145xMpQq3ciiJy87Oxte38BCtn58f169fd0tQQgghyhdb7lWsKSdue284Z6hUKvQt++I9aBJYTOSufQvz8Z/KPI7SKFjUkF7pNvkV5YtDSVx4eDibNm0qdG3Lli2Eh4e7JSghhBDliyVxL6CgvbNsplKLog1ujM990woWPfy0mPwdn6JYTB6LpyQ3Rgtlk1/hTg6tTp0wYQJPPvkkGzZsoH79+pw/f57ffvut2HPFhBBCVC6Ws3+gqhGMumY9j8ah9q6Od/8JmP5YjWnfOqwZiXj3GoO6Rp1bv7kM2VemykiccCOHRuKio6NZt24dd911F3l5ebRs2ZL169fTtm3lPLBYCCHEfyn52ViTj6G7I7pcrA5VqdUY2t2Hd78XC1bMrpmGJfmYp8MqxJaRiMqvFiovWS0q3MehkTiA0NBQnnzySXfGIoQQohyyJO4FxebRqdSiaBu0pNq9b5C36X3yvpuLoevf0De929NhAf9Z1CCjcMLNik3iXn/9daZPnw7AxIkTi/3X1+zZs2/ZyJUrV3jppZc4f/48er2ehg0bMm3aNAICAmjSpAkRERH2DfFmz55NkyYFmzr+8MMPzJ49G6vVSvPmzZkxY4bTR1MIIYRwjvlsAiq/WqgDy9/zXerqQfjEvUbe1o8w/vQZtqupGNoPQ1XEJqtlRTHmoFy/hLpJN4/FIKqGYpO4evX++9xDw4a39z+uSqVi1KhRxMTEADBr1izmzp3LO++8AxQcP1GtWuF9dHJycnj99ddZsmQJYWFhvPrqq3z66af288mEEEK4n2LMwZp0BF2L3uViKrUoKr0P3v1ewPjrvzAf3IByLRWv2KdQ6bw8Eo99UYNsLyLcrNgk7sYxWwBt27alY8eOTjfi7+9vT+AAWrduzdKlS0t8z08//USLFi0ICwsDID4+nkmTJkkSJ4QQZchy/gDYrGW2wa+zVGoNXl1GoPYPwfjbEnK/fQfvvs+j9g0o81hssqhBlJFik7jly5fz8ssvA/Dss8+yd+9elzRos9lYunQpsbH/PRB4xIgRWK1WunXrxnPPPYderyclJYW6deva76lbty4pKSmlbs/VR5AEBfm5tL6qQvrNOdJvzpF+c05R/Za6fR8avwDqNG+FSuW5KUqH9biX3AZhpK16l/xvpxM8bBKGuiWfeXm7/rff0rKSsNYIonb9stsUWVRNxSZxTZs2ZezYsYSHh2MymYo9nWHcuHGlanD69On4+PjwyCOPALB9+3ZCQkLIzs5m4sSJLFy4kBdeeKFUdZZEzk71POk350i/OUf6zTlF9Ztizif39H50kd3JyMjxUGROqN4I78GvkrfpA5K+fB2vHk+gu7OdW5oqqt9yL55CE9CgzL+HcnZq1VPsP6vmzZtH06ZNSU9PByA1NbXIX6Uxa9Yszp07xwcffGBfyHDjOC9fX1+GDRtmH/ELCQkhOTnZ/t7k5OSbjv4SQgjhPpbzB8FqRlvOp1KLogmoh8+QKahrNSB/60KM+9ajKK75B31JFFMuyvU01PI8nCgDxY7EBQYG8swzzwBgtVqZMWPGbTX03nvvcfjwYRYtWoRerwfg2rVrGAwGvLy8sFgsbNq0icjISAC6du3K9OnTSUxMJCwsjGXLltG/f//bikEIIYTjLGf3oPKujqZOY0+H4hS1d3V87nmJ/J8WY9rzDbarKXh1ewyVRue2Nv97UkOY29oQ4oZikzhFUewrkd5++21sNluR96kdWMZ98uRJ/vnPfxIWFkZ8fDxQsPp11KhRTJkyBZVKhcViISoqyj496+vry7Rp03jqqaew2WxERkby6quvlvoDCiGEKD3FYsRy/iC6xp08ul3H7VJp9Xj1eAqTfwimhNXkZaXj1ec51F7ueW7Slp4IgFqO2xJloNgkrm3btvapzWbNmt20tPxGknfs2K13yW7cuDF//vlnkWXr1q0r9n29evWiV69et6xfCCGEa1kuHAaLsUJOpf4vlUqFoU0c6hrB5G//hNzV0/Du9wKamnVv/eZSsmYkoqoWgNq7usvrFuJ/FZvEfffdd/aft23bVibBCCGEKB8sZxNQGXzR1G3i6VBcRhceg9qvFnmbPiR37XS8ez2Ltl4Ll7ZhzUiU/eFEmSl2jPyviwg2btxIaGjoTb82b95cJkEKIYQoO4rVjOXcfrRhUajUDp/OWCFoaofjc+9U1L61yNvwHqajP7isbsWUi3ItDbU8DyfKiEMPOixcuLDI6//4xz9cGowQQgjPsyYdAXNepZhKLYraNxCfwZPR1L8L484vXZbIyaIGUdZK/CfWb7/9BhRs0Ltr165Cy7MvXrx401FZQgghyp6iKNjSz6Ku1cAlI2fmM3+A3htNaDMXRFc+qfTeePcZR97G9zD+thRNcASagHq3fmMJbP9J4mR7EVFWSvy//cZqUKPRyOTJk+3XVSoVQUFBvPbaa+6NTgghRIkUxYbxl68xH/0Bde1wvHuORu0X5Hx9NguWc3vRNmjt1q04ygOVWo1X9yfIXfk6+ds+xufeKai0eqfrk0UNoqyVmMT98EPBEPP48eN59913yyQgIYQQjlFsNvJ/WozlxE60d7bHcuEQOSun4NXt7+jubO9Undbk42DMQeumEw7KG7VPDby6P0Hehncx7vo3Xl1GOF2XLT0RjWwtIsrQLZ+Js1qtbNmyBZPJVBbxCCGE00wHNpD6zWwUpeh9LSsTxWYh/4ePsZzYiT76Xrx6Pk21+6ah9q9L/taPyP9pMYrFWOp6LWcTQGtw+arN8kxb/y50d/XFfHQb5kTnzglXTHnYrslJDaJs3TKJ02g0hIWFceXKlbKIRwghnKKYjRj3fUvun7uxnPjF0+G4lWIxkb9lIZYzv2Po8CCGNnGoVCrU1YPwGfwK+tYDMR//mdxVb2K9fMHxem02LIl70TZodVvTihWRof39qGs1JH/Hp9hySv/3nfXyeUCRRQ2iTDm0OnXQoEGMHj2a1atX89tvvxX6JYQQ5YH51G9gykNbvRbG31egmHI9HZJbKBYjeZs+xHJuH4bOI9C3LHwcoUqtxdD+frzvmYhizCF3zZuYjmx16NxQa+oJlLzraO+snKtSS6LS6PCOfRqsFvJ/XIRSzClFxfnvSQ1hrg9OiGI4tIxp6dKlAMyfP7/QdZVKJRsBCyE8TlEUzEe2oQ6sT524sSQtfgljwhq8Og33dGgupZjyyNv0AdbUE3jd/Ti6Jl2LvVcb2gyf+6eTv/0TjL98jTXpKF7dRqLy8i32PZazCaDRoa3f0h3hl3tq/2C8Oj9C/o5PMR34DkPUIIffW7CooSZqnxpujFCIwhxK4m4scBBCiPLImnoCW+YFDN3+jiHkTnSRd2M+shVd0263vW1EeaEYc8jd8C629ES8ejyFrlGHW75H7V0d737PYz60BePvywsWPcQ+hTbk5lMYFMWG5WwC2votUem83PERKgRtRBe0Fw9jSliNtm4kmjqNHHqfLSMRdaAsahBly+FTjc1mMwkJCXz//fcA5ObmkptbOacrhBAVi/nINtD72BMbQ7v7Qe+N8ZevHZpGLO9sedfJXT8LW8Z5vHqPcSiBu0GlUqNv2RefuNdBoyNv/UyMCatRbNZC9xmTTqLkXkV7R1tXh1+hqFQqvLo+iso3gLwf/unQtLxiysN2NVWO2xJlzqEk7s8//6Rv37689tpr9r3j9uzZU2jvOCGE8ARb7lUsZ/9A16QrKq0BAJWXL4Z292FNOY7lzB4PR3h7bLlXyVs/E9vVFLz7jkMX1sapejRBYVQb+gbaRp0w7V1L3vpZ2LIv28tzjv8Gag3ahq1dE3gFptL74B07GiX7Mvk/f3nLfwjIogbhKQ4lcW+88QZjx45l48aNaLUFM7Dt2rXjjz/+cGtwQghxK+Zj20Gxom8WW+i6rml31IENMO5ahmIu/VYb5YEt+zK5387Alp2Jd//xaOvfdVv1qfTeePd4Aq8eT2K9fJ6clVMwJ/6BoijkHN+Fpl4LVHofF0VfsWnqNELfdgiW07uwnCx5tbMtIxGQkxpE2XMoiTt16hRxcXFAwVAzgI+PD0ZjxfyDUQhROShWC+ajP6Kp3xJ1jTqFylRqNYbOI1ByMjHtW+ehCJ1nu5ZG7rfvoORn4TNgAtq6TV1Wt65xJ6oNfRO1XxD5m+eTv2U+lmvp6CrpWanO0rceiCakKfk7v8J2LbXY+6zpiah8/FH7+JddcELgYBIXGhrK4cOHC107ePAgDRo0cEtQQgjhCEviHyh519A371lkuTa4MdrGnTAd3FjiX8LljfVKErnrZoDZiM/Alx1+uL401DXq4BP3GrqW/bAk7v3PVGqUy9upyFRqNV49ngSNlrxtH6NYLUXeZ7t8DrWc1CA8wKEkbty4cTz11FPMmzcPs9nMP//5T8aNG8fzzz/v5vCEEKJ45iPbUPkFoSlhmtEQ8wBotOT/+q8yjMx51oxz5K2bCYqC96BX3HqMk0qjxatDPN73vETtwc+VuP1IVaX2DcDr7pHYMhIx7vnmpnKbKR/b1RR5Hk54hENJXI8ePfjkk0/IzMykXbt2JCUlMX/+fLp06eLu+IQQokjWyxewpp5A3zwWlar4P8rUPv4Y2sZhvXAQy7n9ZRegE6yXzpC7fhZodPgMfgVNQGiZtKsNbYZv8+L3nKvqdGFt0TWLxXxwI5aLhWelTGmJoCiyMlV4hEP7xAE0a9aMN954w42hCCGE48xHtoFGhy7i1smHrkVvzMd/Jv/XJVQLbVbujpRSFAXrhYPkbfsHKi8/fAa+jNqvlqfDEn9h6BCPNeVP8n9chM/9b6H2rg6AMfU0ICc1CM9waCRuzJgxJCQkFLqWkJDA2LFj3RKUEEKURDHmYD71K7pGHR2aAlSptRg6PYySlY7p4MYyiPDWFEXBmnEO4+7l5CydQN7G91FXq4nP4MmSwJVDKq0er56jUUy55G//BEUpOJbLmHIGlXcN1NVqejhCURU5lMTt2bOHqKjCD7y2bt2a3bt3uyUoIYQoifnPnWAxoStmQUNRtPWao70jGtO+9YX2RytrtqupGP9YQ+6KyeSumorp4CbUNUPx6v4EPvdOlWSgHNME1MfQ4SGsFw5iPrwFKBiJk61FhKc4NJ2q1+vJy8vD1/e//+LNzc217xl3K1euXOGll17i/Pnz6PV6GjZsyLRp0wgICGD//v1MmTIFo9FIaGgoc+bMITAwEKDEMiFE1aQoNkxHf0Bdp1GpH/o3dIjHcv4gxt+W4t17jJsivJkt+zKW07sxn9qN7fI5QIUmpAmGFn3Q3hmN2suvzGIRt0fXLBbrxcMYd69AHXQn5owk9FGyqld4hkMjcV26dGHKlClkZ2cDkJ2dzbRp0+ja1bEHYVUqFaNGjWLTpk2sW7eO+vXrM3fuXGw2GxMnTmTKlCls2rSJ6Oho5s6dC1BimRCi6rJePIxyPQ19816lfq/arxb6qHuwnE3AknTUDdH9ly33GqbDW8lZ+xY5/xqPcfdy0GgwdHyIag+/h8+gSeib9ZAEroJRqVQY7h6JysuXvI3vg2KT5+GExziUxE2aNIns7Gzat29Px44dad++PdnZ2Q4fu+Xv709MTIz9devWrUlOTubw4cMYDAaiows2mIyPj2fjxoLnVUoqE0JUXaYj21B5V0fr5Ma0+pb9UfkFFZyrait63y9nKcYcTMd3kPvdHHKWPI/x16/BbETf7n6qxc+m2pAp6O/qK1OmFZzayw+v2KfAlAcg24sIj3FoPrRGjRosWrSI9PR0UlJSCAkJISgoyKkGbTYbS5cuJTY2lpSUFOrWrWsvCwgIwGazcfXq1RLL/P39HW4vMNC1+x4FBcm/mp0h/eYc6bfCzFdSyTp/EP8u9xEQXHwidKt+y+n3OGkrZqJP3Il/zKDbjsuSdYUrPy8n+8APYLOgrRmMf+f78G3WBX1Q/duuv6zI960UgtpzJXs4eaf3Ujusgf00IyHKksNbjAAEBQU5nbzdMH36dHx8fHjkkUfYsmXLbdXliMuXs7HZSj682FFBQX6kp2e5pK6qRPrNOdJvN8vftQ5UKswNOxfbN470m+LfBE39lmTuWIYxuLXTxyUpplxM+7/HdHgz2Kzomt6Nrkk31LUaYlWpuAZQQX4P5fvmhIje1O08tNz0m1qtcvnAhSjfSpXE3a5Zs2Zx7tw5Pv74Y9RqNSEhISQnJ9vLMzMzUavV+Pv7l1gmhCi/LIn7UHn7ufyoKMVixPznz2jD2tz2dKRKpcKr03ByVryGcfcKvHs8UcpYTJiP/oBx3zow5qBt1AFD9FDU1WvfVlxCCFEaDj0T5wrvvfcehw8fZuHChej1BRtttmjRgvz8fPsedMuWLaNfv363LBNClE/W9LPkbZlH7vrZWFJPuLRuy6ndYMxB58SChqKoawSjb9kXy8lfsKaedOg9is2G+cROcpa/gnHXMjRBd+Az9E28Y0dLAieEKHNlMhJ38uRJ/vnPfxIWFkZ8fDwA9erVY+HChcyePZupU6cW2kYEQK1WF1smhCh/FKuF/B2fovKugUrnRd7G9/EZOMklZ38qioLpyDbUNUPRhDRxQbQF9FGDMJ/8lfxfvsbn3qmo1EX/u7bgRIUDGHd/g+3KRdRBd+B19+NoQ5u5LBYhhCgtlaIoRT4wduHCBYcqqF+/fD+0K8/EeZ70m3MqWr8Z967FlLAa777jUAc2IHft22A14zP4VdT+wbdVtzXtFLlr38LQ5W/om8WWeG9p+818ejf52/6Bocuj6Jv1KLJt4+7lWFNPoKpeB0P7+9De0a7SPche0b5v5UV56jd5Jq7qKXYkrnfv3qhUKhRFKfSH1f++PnbsmHsjFEKUe9bMJEx7v0Ub3gFtw4KNT33umUjut++Q+/2cgkTON8Dp+k1HtoLOG13jTq4K2U57Z3s0R3/EuOcbdHe2sx/jZb2SjGnPN1gS96Lyro6hy9/QNe2GSl2mjxILIUSxiv3T6Pjx4/afV65cya+//spzzz1H3bp1SU5OZuHChXTs2LFMghRClF+KzUb+T5+i0vtg6DTcfl3tH4L3gPHkrptF3vdz8B482amNbW2517Cc2YOuWSwqnZcrQwf+s3lr54fJXTkV456V6KMGYfpjDeYTP4PWgD56KPq7+rilbSGEuB0O/ZPyww8/ZPPmzXh5FfwhFhYWxrRp0+jbty9Dhw51a4BCiPLNfHgztktn8Iodjdq7eqEyTa0wvPs9T973c8n7/l18Br6MSu9duvqP7wCb9ZbTqLdDE1AfXfOemA9vxXxiJygKuua90bcZJCcqCCHKLYdWp9psNpKSkgpdS05OxmazuSUoIUTFYLt+CeOeVWgatEYbHlPkPdqQJnj3fhbb5QvkbfoAxWJyuH7FZsV87Ec0oc1R+4e4KuwiGdoOQR3YAO2d7aj24Ay8Og2XBE4IUa45NBL32GOP8eijjzJ06FCCg4NJTU1l1apVPProo+6OTwhRTimKQv5Pn4Fag1fXR0t80F/boDVePZ4g/4d/krf1I7z7jHHo2TJL4l6UnCvoO//NlaEXSWWoRrX73nR7O0II4SoOJXGjRo0iIiKCjRs3cvToUYKCgnjnnXfo1q2bu+MTQpRT5uM7sCYfw9D1MYc239U16oBiysW480vydyzGq/soVKqSJwPMR7ah8g1E06CVq8IWQohKw+FlVt26dZOkTQgBgC07s2Cz27qR6Jre7fD79M1iUfKzMSWswqj3wdDp4WJH8KyZSVhTjqNvP6zY/duEEKIqc+hPRpPJxPvvv0/Pnj1p27YtADt37uTrr792a3BCiPJHURTyd34Big2vbn8v9X5p+qhB6O7qi/nIVkx/rCn2PvPRbaDRomsq/3gUQoiiOJTEvfPOO5w4cYK5c+fa/8Bu3LgxS5cudWtwQojyx3J6F9bzBzC0u8+po6ZUKhWGDvHomnTFtHctpkObb7pHMeViPvEL2vAYWVwghBDFcGg6devWrWzevBkfHx/U/5nWqFOnDmlpaW4NTghRvtjyrmP8ZQnq2uHomvd2uh6VSoWh62MoxlyMv/0LlaEauojO9nLziV/AYkTvonNShRCiMnJoJE6n02G1Wgtdy8zMxN/f3x0xCSHKKeMvX6OY8/G6e+RtP6emUmvw6jkaTWgz8nd8ijlxL1AwXWs+sg110J1ogu5wRdhCCFEpOfSncL9+/Xj55Zft56leunSJadOmcc8997g1OCFE+WFO3IvlzO/o2wxGUzPUJXWqNDq8+4xFHRRG/raPsCQfw5p0FNu1VPTNe7qkDSGEqKwcSuJeeOEF6tWrx+DBg7l+/Tp9+/aldu3aPPvss+6OTwhRDijGHIw7v0QdUB996wEurVul88Kn34uoqweTt+lDjL+vQOXlh/bOdi5tRwghKhuHnonT6/VMnjyZyZMnk5mZSc2aNUu9Ik0IUXEZd/0bJe863n2fd8sB8Cov34JzVr99B1tGIvrWA1Fp9S5vRwghKhOH/jS+MY16Q05Ojv3n+vXruzYiIUS5Yrl4BPOfP6FvNQBNUJjb2lFXq4nPPRMx7f8O3V193NaOEEJUFg4lcb1790alUqEoiv3ajZG4Y8eOuScyIYTHKeZ88n/+DFWNYPRth7i9PXX12nh1+7vb2xFCiMrAoSTu+PHjhV6np6ezYMECoqOj3RKUEKJ8MO5ZiZKVgffgyTK9KYQQ5YxTewQEBQXx6quv8t5777k6HiFEOWFJPYn58FZ0zXqiDY7wdDhCCCH+h9MbPZ05c4a8vDxXxiKEKCcUiwnjT4tR+QZgaH+/p8MRQghRBIemU4cPH15oNWpeXh6nTp2SLUaEqKRMe7/FdjUF7wETUOm9PR2OEEKIIjiUxA0bNqzQa29vb5o2bUpYWJg7YhJCeJA14xymA9+jjeiCtl4LT4cjhBCiGA4lcffee+9tNzRr1iw2bdpEUlIS69atIyKi4Bmb2NhY9Ho9BoMBgAkTJtC1a1cA9u/fz5QpUzAajYSGhjJnzhwCAwNvOxYhRNEUq4X87Z+g8vLDq0O8p8MRQghRAoeeifvss8/sW4ns37+f7t27Exsby969ex1uqGfPnixZsoTQ0JuP65k3bx5r165l7dq19gTOZrMxceJEpkyZwqZNm4iOjmbu3LkOtyeEKD3TvnXYMi/g1fUxVF6+ng5HCCFECRxK4j7//HPq1asHwLvvvstjjz3G008/zYwZMxxuKDo6mpCQEIfvP3z4MAaDwb6NSXx8PBs3bnT4/UKI0rFmnMO0bz3aRh3RhkV5OhwhhBC34NB0alZWFn5+fmRnZ/Pnn3/y+eefo9FomDVrlkuCmDBhAoqi0LZtW1588UWqV69OSkoKdevWtd8TEBCAzWbj6tWr+Pv7O1x3YKBrRxOCgvxcWl9VIf3mnLLqN8VqJmnNYjQ+foQOfgqNd8X+/ZLvm3Ok35wj/SY8xaEkLiQkhL1793Lq1Cmio6PRaDRkZ2ej0WhuO4AlS5YQEhKCyWTi7bffZtq0aS6dNr18ORubTbn1jQ4ICvIjPT3LJXVVJdJvzinLfjMmrMJ06RzefceRmQ1kV9zfL/m+OUf6zTnlqd/UapXLBy5E+eZQEvfSSy8xduxY9Ho98+bNA+DHH3/krrvuuu0Abkyx6vV6hg8fztNPP22/npycbL8vMzMTtVpdqlE4IcStWTMSC6ZRG3dC21CmUYUQoqJwKIm7++672blzZ6Fr/fr1o1+/frfVeG5uLlarFT8/PxRF4fvvvycyMhKAFi1akJ+fT0JCAtHR0Sxbtuy22xNCFGZfjepdHa9OD3s6HCGEEKXgUBJ36tQp/P39qVWrFjk5OXz66aeo1Woef/xxdDqdQw299dZbbN68mYyMDP7+97/j7+/Pxx9/zHPPPYfVasVmsxEeHs7UqVMBUKvVzJ49m6lTpxbaYkQI4TqmvWuxZV7Eu+/zqAzVPB2OEEKIUlApinLLB8YGDx7MBx98wJ133smUKVM4e/YsBoOBmjVrlvvESp6J8zzpN+e4u9+s6YnkrpmGtlFHvHs84bZ2ypp835wj/eac8tRv8kxc1ePQSFxSUhJ33nkniqKwZcsWvvvuO7y8vOjZs6e74xNCuIFiNf9lGnW4p8MRQgjhBIeSOIPBQHZ2NqdPnyYkJISAgAAsFgtGo9Hd8Qkh3MC091tsVy7i3U+mUYUQoqJyKIkbOHAgjz76KDk5OTzyyCMAHD161L4BsBCi4rCmn8W0/zu0EZ3RNmjt6XCEEEI4yaEkbvLkyezcuROtVkuHDh0AUKlUvPLKK24NTgjhWoWmUTvKNKoQQlRkDiVxAF26dCn02hV7xAkhypbpj7XYriTh3e8FmUYVQogKrtgk7vHHH+fTTz8FYPjw4ahUqiLvW7JkiXsiE0K4lDX9LKYD36ON6Iq2QStPhyOEEOI2FZvEDRkyxP7zsGHDyiIWIYSb2KdRfWrg1THe0+EIIYRwgWKTuEGDBtl/vvfee8skGCGEe/x3GvVFmUYVQohKQu3pAIQQ7mW9dAbTge/QNemKtkFLT4cjhBDCRSSJE6ISUywm8nd8gsqnJoaOD3k6HCGEEC7k8OpUIYTjbNfSyP/pM9SB9dGGNkcT0gSV3rvM4zDtXYvtSjLe/cej0vuUeftCCCHcp9iRuAceeMD+84IFC8okGCEqC9P+9VjTTmI+tp28TR+Q/cUYcr99B+Mfa7GmnUKxWd0eQ8E06vfomnRDW1+2BBJCiMqm2JG4xMREjEYjBoOBxYsXM2bMmLKMS4gKy5Z7FfPJ39A16Yah40NY005hvXgYS9JRTH+swfTHatB7o60biSa0GdrQFqhq1Cl2Gx9nKBbTf1aj1sQgq1GFEKJSKjaJ69mzJ3379iU0NBSj0cjDDz9c5H2yT5wQhZmPbAObFf1dfVFp9WhDm6ENbYYBsOVnYU06hjXpMJaLR7Ak7sUIqHwDC6ZdQ5uhCW2G2ru6Q20pigI2K1iMKFYzWEwoFiPmYzuwXZVpVCGEqMyKTeJmzJhBQkICSUlJHDp0iPvvv78s4xKiQlIsRsxHf0TbsDVq/+CbytVefqjD26MLb4+iKCjXL2FJOoL14hHMZ/dg/vOngvsCG6IENyA/JxfFYgSrGcViKkjWLKb/JGsF/0WxFRmLrqlMowohRGVW4sKG6OhooqOjMZvNslecEA4wn/gFxZiNrmW/W96rUqlQ1aiDvkYdaBaLYrNiy0jEcvEI1qQj5CedwKbSgVaPSqtH5eWHShtof43WUPBfjQ6V1vCX63pUem80dSPL4BMLIYTwFIdWp95///3s3r2bNWvWcOnSJWrXrk1cXBwdOnRwd3xCVBiKYsN0aBPqoDvQBEeU+v0qtQZN7XA0tcOhzWCCgvxIT89yQ6RCCCEqA4f2iVuxYgXPP/88QUFB9O7dm9q1azN+/HiWL1/u7viEqDAs5/ajXEtD37KfSxcpCCGEEEVxaCTuk08+4bPPPqNp06b2a/3792fs2LGFtiIRoiozH9xYsEDhjmhPhyKEEKIKcGgk7urVq4SHhxe6duedd3Lt2jW3BCVERWO9dAZr6gn0LfqgUms8HY4QQogqwKEkrk2bNsycOZO8vDwAcnNzmT17NlFRUQ41MmvWLGJjY2nSpAknTpywXz979iwPPvggffv25cEHHyQxMdGhMiHKG9PBjaDzRte0m6dDEUIIUUU4lMS9+eabHD9+nOjoaDp16kS7du04fvw4b775pkON9OzZkyVLlhAaGlro+tSpUxk+fDibNm1i+PDhTJkyxaEyIcoTW1YGlrMJ6CLv9sjRWkIIIaomh56Jq127NkuWLCE1NdW+OjU4+OY9sIoTHX3zM0KXL1/m6NGjfPbZZwAMHDiQ6dOnk5mZiaIoxZYFBAQ43K4QZcF0eAugQt+it6dDEUIIUYU4lMTdEBwcXKrkrSQpKSnUqVMHjabg+SGNRkPt2rVJSUlBUZRiyySJE+WJYsrFfHwH2vB2qH0DPR2OEEKIKqRUSVxFFBjo69L6goL8XFpfVVFZ++3qrh/AnE+dbvdhcMNnrKz95m7Sb86RfnOO9JvwFI8lcSEhIaSlpWG1WtFoNFitVi5dukRISAiKohRbVlqXL2djsykuiVk2X3VOZe03xWYhZ9d6NCFNua4NAhd/xsrab+4m/eYc6TfnlKd+U6tVLh+4EOXbLRc22Gw2fvvtN0wmk0sbDgwMJDIykvXr1wOwfv16IiMjCQgIKLFMiPLCcmYPSk4megeO2BJCCCFcTaUoyi2HqaKioti3b5/Tjbz11lts3ryZjIwMatasib+/P9999x2nT59m0qRJXL9+nerVqzNr1izuvPNOgBLLSkNG4jyvMvaboijkrn4DzEZ8HngHlcqhhd6lUhn7rSxIvzlH+s055anfZCSu6nEoiXvyySd55plnaN26dRmE5FqSxHleZew3S/Ix8tbPwtD1MfSR3d3SRmXst7Ig/eYc6TfnlKd+kySu6nHombi6devyxBNP0LNnT4KDgwudCzlu3Di3BSdEeWU6uBGVlx+6xp08HYoQQogqyqEkzmg00qtXLwDS0tLcGpAQ5Z31ajLW8wfQt4lDpdV7OhwhhBBVlENJ3IwZM9wdhxAVhvngZtBo0TXv6elQhBBCVGEObzFy+vRpNm7cyOXLl5kyZQpnzpzBZDLRtGlTd8YnRLliy7uO+eQv6Bp3Ru1d3dPhCCGEqMIcWlK3YcMGHn74YdLS0lizZg0AOTk5zJw5052xCVHumI/+AFYzupZ9PR2KEEKIKs6hkbh58+bx+eef07RpUzZs2ABA06ZNOX78uFuDE6I8USwmzEe2oWnQCo1/XU+HI4QQoopzaCQuMzOTJk2aANhXpqpUqkKrVIWo7Mwnf0XJz5LNfYUQQpQLDiVxzZs3Z+3atYWufffdd7Rs2dItQQlxuyxWG0cSM9l3It0l9SmKDfOhTagDG6IJkedAhRBCeJ5D06mvvvoqjz/+ON988w25ubk8/vjjnD17lsWLF7s7PiEclptv5tCZTPadTOfQmUzyjBYApj7WjobBt3dAtfXCQWxXU/Dq8aSMQAshhCgXHEriwsPD2bBhAz/++CPdu3cnJCSE7t27U61aNXfHJ0SJMq7lsf9kBvtPZfDn+atYbQp+PjraNgmi5Z2BfLHxOGt3nmXs/bc3amw6uAlVtQC04e1dFLkQQghxexzeYsTb25u2bdtSr1496tSpIwmc8AhFUTifls2+k+nsP5nB+UvZAIQE+tCnfX2iGgVxZ93qqNUFo2Upl3NY/fNZElOvExbs3JYg1oxzWJOPYYh5AJXa4f9lhBBCCLdy6G+k5ORkJkyYwIEDB6hevTrXr1+nVatWzJkzh9DQUHfHKKo4i9XG8fNX2Hcyg/0nM7iSZUSlgkahNXigRyNaN65FcIBPke/t2bY+m/dc4NudiU6PxpkObgSdFzo3nZEqhBBCOMOhJO7ll1+mefPmfPLJJ/j4+JCTk8OHH37IpEmT+Oqrr9wdo6iicvLN/GvLSfadTCffZEWvU9PijkDu7VqLlo0Cqe5z6yOvfLy09GlX3+nROFt2JpbTv6Nr0QuVvuhEUQghhPAEh5K4I0eOsHjxYnQ6HQDVqlVjwoQJxMTEuDU4UXVdyTLy3vL9pGXm0qlFMK0bB9GsYU30Ok2p6+oVXTAat/bns4wb1qpU7zUd3gIo6Fv0LnW7QgghhDs5tMVI69atOXjwYKFrhw8fJioqyi1Biaot7UouM77+g4xr+bwwrBWP9Y+kdaNaTiVwAN4GLX3aN+DA6cucTbnu8PsUUx7m49vR3hGN2q+WU20LIYQQ7lLsSNyHH35o/7l+/fo8+eSTdO/eneDgYFJTU9mxYwcDBw4skyBF1XEuNYv3l+/HpsBLD0VxR4hrzift1bYem38/z7c7HR+NM//5E5jyZHNfIYQQ5VKxSVxqamqh13369AEKTm/Q6/X07t0bo9Ho3uhElfLn+SvMW3kQb4OW8Q+2JiTQdSugb4zGrf7pDGdTrt8yOVRsVkyHt6AJjkBT+06XxSGEEEK4SrFJ3IwZM8oyDlHF7T+ZwT/WHqZWDS/GP9iagOpeLm/jxmjc2p1nef4Wo3GWc/tQsjLQdXjI5XEIIYQQruDwpld5eXmcO3eO3NzcQtfbtGnj8qBE1fLLoRQ++/44DYN9eX5YK/wcWHXqDG+Dlr7tG7DKgdE48+EtqPxqoW0oz30KIYQonxxK4tasWcO0adPQ6XR4ef13hESlUrF9+3Z3xSaqgM2/n2fZD6doFlaTZ++9C2+DezfT7dm2HptuMRpnzTiHNeVPDB0eRKV2aO2PEEIIUeYc+htzzpw5zJ8/n86dO7s7HlFFKIrCqp/O8N1v54huEsQTg5qj07o/YfI2aOkX04CVO4ofjTMd3gJaA7om3dwejxBCCOEsh/7W1Ol0tG/vvjMjY2Nj6devH3FxccTFxfHzzz8DsH//fgYPHkzfvn0ZOXIkly9fdlsMouzYbApfbvqT7347R/fWdRkd16JMErgbYtvUo5qXlrU7z94cW+41LKd2oYvojMogR8sJIYQovxz6m3PcuHHMnDmTzMxMtwUyb9481q5dy9q1a+natSs2m42JEycyZcoUNm3aRHR0NHPnznVb+6JsmC02Pl57mB37kxnYqSEj+jaxn3NaVm6Mxh08fZkzyYX3jTMf2w42i2zuK4QQotxzKIkLCwvjhx9+oHPnzkRGRhIZGUnTpk2JjIx0W2CHDx/GYDAQHR0NQHx8PBs3bnRbe8L98owWPlhxgIQ/04mPbcTQbuGoVGWbwN0Q26Yevt46vv3lv6NxitWC+egPaOq3RO0f4pG4hBBCCEc59EzcSy+9RFxcHAMGDCi0sMGVJkyYgKIotG3blhdffJGUlBTq1q1rLw8ICMBms3H16lX8/f3dEoNwn6xcEx+sOMC51GwevyeSznd5NkkqWKlan5U7znAm+Tp31q2O5czvKHnXZBROCCFEheBQEnf16lXGjRvntlGTJUuWEBISgslk4u2332batGn07u2av0gDA31dUs8NQUF+Lq2vKki/ksecZfu5lJnLq39vT/vmwZ4OCYAH+jRl856LbPj9PFNHdSB53TZ0gaEER3X02Ajh/5Lvm3Ok35wj/eYc6TfhKQ4lcUOHDmXt2rUMGTLELUGEhBSMyuj1eoYPH87TTz/N3/72N5KTk+33ZGZmolarSz0Kd/lyNjab4pI4g4L8SE/PckldlYlNUTBbbJjMVkxmGybLf/+bnWdm6bZT5OSZeOGBVtxRu1q56sM+7eqxcscZ9m7/mZoppzF0+RsZGdmeDguQ75uzpN+cI/3mnPLUb2q1yuUDF6J8cyiJO3jwIEuWLOEf//gHtWoVPgh8yZIltxVAbm4uVqsVPz8/FEXh+++/JzIykhYtWpCfn09CQgLR0dEsW7aMfv3kDMuyduriNTbtOU+e0VKQmJmtGO0JmxWTxYbZYiuxDn9fAy8Pb0ODOuXvX6uxbeqx6fcLXNnzPTX1PugayzY6QgghKgaHkrgHHniABx54wC0BXL58meeeew6r1YrNZiM8PJypU6eiVquZPXs2U6dOxWg0Ehoaypw5c9wSg7iZxWpjzc9n2bD7HH4+emrX9EavU+PrrUOvU6PXaTBoNeh0avRaNQadBr1Og16rRqdTY9D+57VOTcsmdcjLKZ/n7HobtAyOqkHDY6fICe+Bn87g6ZCEEEIIhziUxN17771uC6B+/fqsWbOmyLI2bdqwbt06t7UtinbxUjb/t/4oFy5l07VlCPE9G9/WSQq+Pvpym8QBdNQexQJ8mxHGk54ORgghhHCQQ38zf/PNN8WW3X///S4LRniWzaawec8FVv10Gh+DlrH3taR141q3fmMFpliM2E7+TKZ/JLvOWuiZdI3w0BqeDksIIYS4JYeSuLVr1xZ6nZGRwYULF4iKipIkrpJIv5rHp98d48SFq7SJCOJv/ZpQ3U0H0Zcn5pO/gTGHOrED8U29zNpfzvLiA609HZYQQghxSw4lcV999dVN17755htOnz7t8oBE2VIUhZ0HU/jXtpOogMfviaRTi+Bys8WGOymKgvnwZtSBDfGuF0n/mPOs2H6a0zIaJ4QQogJw+sDKoUOHsnLlSlfGIsrY9RwTC1Yd4rMNx7kj2I9pj7en810hVSKBA7AmHcF2JRn9Xb1RqVT0aBOKr7euyDNVhRBCiPLGoZE4m63wFhJ5eXl8++23+PmVvy0jhGP2nUjn843HyTNaeTC2Eb3b1UddRZK3G0yHt6Dyro42PAYAL72W/jENWLH9NKeSrtFIRuOEEEKUYw4lcc2aNbtpdKZOnTpMnz7dLUEJ98kzWli69SQ7D6XQoI4vLz3UjNCgqrc5pO1aKtbzB9C3iUOl0dmvx7apx4bd5/l251lefLC15wIUQgghbsGhJG7btm2FXnt7exMQEOCWgIT7/Hn+Cp+sP0ZmVj4DOzVkcOc70GqcnlGv0EyHt4Jag65Zj0LXDXoN/Ts0YMWPMhonhBCifHMoiQsNDXV3HMKNzBYrq346w+bfLxBU05tXHmlbpZMTxZSL+cROtOExqH38byqPjarHxt3nWbvzLONlNE4IIUQ5VWISN2LEiBIfclepVHzxxRcuD0q4TlJ6Nh9/e4Sk9Bx6RIXyQI9GGPQaT4flUebjP4M5H32LPkWWG/Qa+sc0ZPmPpzh18RqN6lXdhFcIIUT5VWISN3jw4CKvp6Wl8dVXX5Gfn++WoMTtUxSFHfuTWbrtJN56Dc8Pa0XL8EBPh+Vxis2G6chWNHUaowkKK/a+HlGhbPz9PIvWHWHCQ1HU9vcuuyCFEEIIB5SYxA0bNqzQ6ytXrrBo0SKWL1/OgAEDePbZZ90anHBOTr6Zzzcc548/02l+RwCjBjajRrXKv3GvIyzn96NkpaOLKfksYINew/PDWvLusv3MWrKXCfGtCQmsVkZRCiGEELfm0FPt2dnZfPDBB/Tp04eMjAxWr17N9OnTCQ4Odnd8opROXrzKG4t/Z//JDIb1COeFB1pJAvcX5sNbUPkGog1rc8t7w4Kr8/LwNlhtCrOW7OXCpewyiFAIIYRwTIlJXH5+Pv/85z/p2bMnZ86c4V//+hdz5syhQYMGZRWfcJDNprDul7PMWrIPtVrF5BFt6R/TsMrt/VYS6+ULWJOPoWvWE5XasecC69X25eXhUWg0amb/ay9nU667OUohhBDCMSVOp8bGxmKz2Rg1ahQtWrQgIyODjIyMQvd07NjRrQGKW7uSZeT/1h3h+PmrdGhWhxF9m+BtcGjhcZViPrwFNHr0TbuV6n0hgdWY9HAb5izdx9xl+3h+WCsa1/N3T5BCCCGEg0r8m97LywuApUuXFlmuUqlu2kNOlK39JzNY/P0xzBZblTr3tLRsedcxn/oVXUQXVF6l39w4yN+7IJFbtp93/72fcfe1JDJM9koUQgjhOSUmcT/88ENZxSFKyWyxsuLH02z94yIN6vjy1ODm8uB9CczHtoPVgq5Fb6frCKjuxaSH2zB32T7eX3GQMUNb0DK8luuCFEIIIUqham7XX8GlXM7h7S//YOsfF+kVXY9XR0RLAlcCxWbBfPQHNPVaoKl5extX16im5+XhbQgNqsb8lYdIOH7JRVEKIYQQpSNJXAWiKAo/H0zmzc/3kJllZOz9LRneKwKdVn4bS2I5k4CSexX9bYzC/ZWvt46J8VHcEVKdj9ce4bcjqS6pVwghhCgNefq9gsjNt/DV5j/ZfTSNpg38eWJQc2r6GTwdVoVgOrwZVY1gNPXvclmdPl5aXnywFfO+Ocgn645ittjo1qquy+oXQgghbkWSuHLMaLZyMT2b86lZbNh9nszrRoZ2u5MBHRqiVsviBUdY005hu3QGQ6dHUKlcO2Lppdfy/LBWLFx9mM83HMdottI7ur5L2xBCCCGKI0lcOZGTb+Z8ahbn0rI5fymL82nZpFzOQVEKymv/Z3WknONZOqbDW0DnjS6is1vq1+s0jBl6F//89ghLt57EZLZyT8cwt7QlhBBC/FW5T+LOnj3LpEmTuHr1Kv7+/syaNYuwsDBPh+U0RVG4mm3iXFoW59MKkrVzqVlcvv7fc2hr+hloUNuXthFBNAz2o0EdXwKre8nWIaVky7mC5UwCuha9UOndd/apTqvm6SHN+XT9MVbuOIPJbGNI1zvk90sIIYRblfskburUqQwfPpy4uDjWrl3LlClT+PLLLz0dVpFsikJuvoWcPDNZeWayc81k5xX8up5j4kJ6NufTssjKNQOgAmoH+BAeWp0ebUJpUMeXBnX8qO4jx2S5guXCQcCGvnlPt7elUasZNbAZOq2adb8mYjRbeTC20S0TObPFStZfvifZeWaycs3k5JmJbh5C3Zpebo9dCCFExVSuk7jLly9z9OhRPvvsMwAGDhzI9OnTyczMJCCgbDdavZJl5MDZTFIuZZOVZyqUoP31143pz/+l1aioG1iNVuG1aFDHl4bBftQL8pWTFdxId2d7NLXCUFevXSbtqdUqHu3fFL1Ow+Y9F8jJNxMWXP2/Sf2NX7lmsvNMZOWZMZltxdZntCkM63ZnmcQuhBCi4inXGURKSgp16tRBoyk451Kj0VC7dm1SUlLKPIlbteM0vxwu2EpCo1bh66PDz1uHr7eO0FrV8PXR4/uf137eOnx9dPbXvt46vPQamV4rYyq9N5paDcu0TbVKxfBejdHr1GzYdZ5fDhV8Z3wMWvt3ooavnnpB1ajmrcPvf74nN75H1by0hATXID09q0zjF0IIUXGU6yTOFQIDS3/EUlHGj2jHY9fyqF5Nj7dBKwlZKQUF+Xk6hDL1zLAoHujdFK1GjZ+PDo3GuZWxVa3fXEX6zTnSb86RfhOeUq6TuJCQENLS0rBarWg0GqxWK5cuXSIkJMThOi5fzsZmK2aOs5SCg/xIT88iRwZHSiXoP/1WFZnNkJlvcuq9Vbnfbof0m3Ok35xTnvpNrVa5bOBCVAzleqv/wMBAIiMjWb9+PQDr168nMjKyzKdShRBCCCHKm3I9EgfwxhtvMGnSJD766COqV6/OrFmzPB2SEEIIIYTHlfskLjw8nBUrVng6DCGEEEKIcqVcT6cKIYQQQoiiSRInhBBCCFEBSRInhBBCCFEBlftn4m6XWu3a/dxcXV9VIf3mHOk350i/OUf6zTnlpd/KSxyi7KgUpbiDooQQQgghRHkl06lCCCGEEBWQJHFCCCGEEBWQJHFCCCGEEBWQJHFCCCGEEBWQJHFCCCGEEBWQJHFCCCGEEBWQJHFCCCGEEBWQJHFCCCGEEBWQJHFCCCGEEBVQpT92qzizZs1i06ZNJCUlsW7dOiIiIgDYvn07H374IRaLhRo1ajBjxgzq169/y7LY2Fj0ej0GgwGACRMm0LVrV898ODe6cuUKL730EufPn0ev19OwYUOmTZtGQEAA+/fvZ8qUKRiNRkJDQ5kzZw6BgYEATpdVFu7otyZNmhAREYFaXfBvsdmzZ9OkSROPfUZ3cLbfxo8fz+7du0lPT2fv3r1Uq1bNXqd835zrN/m+Fd1vZ8+eZcqUKaSnp6PVarnrrruYOnUqXl5eAPzwww/Mnj0bq9VK8+bNmTFjBt7e3h7+pKLSUKqoPXv2KMnJyUqPHj2UP//8U1EURbl69arSvn175cyZM4qiKMqaNWuUkSNH3rJMUZRC9VRmV65cUXbt2mV/PXPmTOWVV15RrFar0qtXL2XPnj2KoijKwoULlUmTJimKojhdVpm4ut8URVEiIiKU7OzsMvwUZc+ZflMURfn111+VjIyMm/pIvm/O9ZuiyPetuH67cOGCcuTIEUVRCr5f48aNUxYsWKAoiqJkZ2crnTp1Us6ePasoiqJMnjxZmT9/fhl+IlHZVdnp1OjoaEJCQgpdO3fuHLVq1eKOO+4A4O6772bnzp1kZmaWWFaV+Pv7ExMTY3/dunVrkpOTOXz4MAaDgejoaADi4+PZuHEjgNNllYmr+62qcKbfADp27Fjk6FpV6VNX91tV4Uy/1atXj2bNmgGgVqtp2bIlycnJAPz000+0aNGCsLAw+/s2bNhQhp9IVHZVNokryh133EFGRgYHDx4EYN26dQCkpKSUWHbDhAkTGDRoEG+88QbXr18v4+jLns1mY+nSpcTGxpKSkkLdunXtZQEBAdhsNq5evep0WWXlin67YcSIEcTFxfHuu+9iMpnK8mOUOUf7rSTyfbu9zy/ftwLF9Vt+fj4rV64kNjYWuPn7Vrdu3UJ/ZwhxuySJ+ws/Pz/ef/99ZsyYwdChQ7l8+TLVq1dHo9GUWAawZMkSvv32W1auXImiKEybNs3Dn8b9pk+fjo+PD4888oinQ6lQXNVv27dvZ9WqVSxZsoRTp06xcOFCF0VYPsn3zTnyfXNOafvNYrHwwgsv0KFDB3r27Onm6IQoUGUXNhSnU6dOdOrUCYCMjAw+/fRTGjRocMuyG1Ozer2e4cOH8/TTT3sg+rIza9Yszp07x8cff4xarSYkJMQ+hQCQmZmJWq3G39/f6bLKyFX9Bv/9zvn6+jJs2DA+++yzMv0sZak0/VYS+b45//nl+1Z8v1mtViZMmECNGjV47bXX7PeFhISwe/du++vk5OSbHuMR4nbISNz/SE9PBwqG0t977z3i4+Px8fEpsSw3N5esrCwAFEXh+++/JzIy0jMfoAy89957HD58mIULF6LX6wFo0aIF+fn5JCQkALBs2TL69et3W2WVjSv77dq1a+Tn5wMFIwCbNm2qtN+50vZbSeT75tznl+9b8f1ms9mYNGkSGo2Gt99+G5VKZa+ra9euHDp0iMTERPv7+vfvX7YfSFRqKkVRFE8H4QlvvfUWmzdvJiMjg5o1a+Lv7893333Hq6++yt69ezGbzXTu3JnJkyfbtw0pruzChQs899xzWK1WbDYb4eHhvPbaa9SuXdvDn9L1Tp48ycCBAwkLC7Mvoa9Xrx4LFy5k7969TJ06tdAS/Fq1agE4XVZZuLrf9u3bx5QpU1CpVFgsFqKiopg8eXKhLSEqA2f7bcyYMRw8eJC0tDRq165NREQEn376KSDfN2f6Tb5vxffb9u3beeqppwptv9KmTRumTp0KwNatW5kzZw42m43IyEhmzpxpHxgQ4nZV2SROCCGEEKIik+lUIYQQQogKSJI4IYQQQogKSJI4IYQQQogKSJI4IYQQQogKSJI4IYQQQogKSJI4IQRbtmzh7rvvJioqiqNHj5Zp299++y0jR460v/7jjz/o06cPUVFRbN26lVGjRrF69WqXtztlypRKf+qAEKJyky1GhChDEyZMQKfTMWPGDPu133//neeee45169Z5bG/BXr16MWnSJHr16uXWdi5evEjPnj05cuQIWm3RB8Y8+uijxMbG8uijj7qs3VWrVrFixQqWLl3qsjqFEMLTZCROiDL06quv8tNPP/HLL78AYDQaef3113n55ZddlsBZLJZSvyc5OZnGjRu7pP3iOBpXWcQihBCVgSRxQpShmjVr8tprr/H666+Tm5vLggULqF+/PkOHDmX//v3Ex8cTHR3N4MGDC525uHLlSvr3709UVBQ9e/Zk2bJl9rLdu3fTrVs3Fi1aROfOnXnllVduatdms/HRRx/Ro0cPOnbsyEsvvURWVhYmk4moqCisVitxcXHFjsSdPHmSv//977Rv355OnTrx8ccf2+tdtGgRvXr1IiYmhnHjxnH16lWgYNStSZMmrFixgu7du/Poo4/aDxNv164dUVFR7Nu3j1WrVvHQQw8BBSOCFy5cYPTo0URFRWEymRgxYgQrVqywx7J8+XJ7XwwYMIAjR44A2OO4cX3Lli0AnD59mqlTp7J//36ioqKIjo4GYNKkSbz//vuF6u3duzft27dn9OjRpKWl2cuaNGnC0qVL6dOnD9HR0bz55pvIJIYQwuMUIUSZGzNmjPLUU08p7du3V5KTk5XU1FSlffv2yvbt2xWr1ars3LlTad++vXL58mVFURTlxx9/VM6dO6fYbDZl9+7dSsuWLZXDhw8riqIou3btUiIjI5XZs2crRqNRycvLu6m9FStWKL169VLOnz+vZGdnK88++6wyYcIEe3lERISSmJhYZKxZWVlK586dlU8//VTJz89XsrKylP379yuKoiiff/65MmzYMCUlJUUxGo3K66+/rrzwwguKoijKhQsXlIiICGXixIlKTk6OkpeXZ79mNpvt9a9cuVKJj4+3v+7Ro4fyyy+/2F8/8sgjyvLlyxVFUZTvv/9e6dKli3LgwAHFZrMpiYmJysWLF+1lqampitVqVb777julVatWSlpaWpFtKIqivPzyy8p7772nKIqi/Prrr0r79u2Vw4cPK0ajUZk2bZoyfPjwQv3z5JNPKteuXVOSkpKUmJgYZceOHcX/BgshRBmQkTghPGDq1Kns3r2bZ555hpCQENauXUu3bt24++67UavVdO7cmRYtWrBjxw4AunfvToMGDVCpVLRv357OnTvbD+MGUKvVjB07Fr1ebz/z8a/WrVvHY489Rv369alWrRovvvgi33//vUNTnNu3b6dWrVqMHDkSg8GAr68vrVq1AgoO9H7hhRcIDg5Gr9czZswYNm3aVKje5557Dh8fnyLjKq1vvvmGUaNG0bJlS1QqFQ0bNiQ0NBSA/v37U6dOHdRqNQMGDKBhw4YcPHjQoXrXrVvHfffdR/PmzdHr9bz44ovs37+fixcv2u954oknqF69OnXr1iUmJobjx4/f9ucRQojbUfSTxUIIt6pVqxY1a9a0P/uVnJzMxo0b+fHHH+33WCwWYmJiANixYwcLFy4kMTERm81Gfn4+ERER9ntr1qyJwWAotr1Lly7Zkx2A0NBQLBYLly9fpk6dOiXGmpKSQoMGDYosS05O5tlnn7Uf/A0FCeXly5ftr4ODg0usvzRKimXNmjV89tlnJCUlAZCbm8uVK1ccqvfSpUs0b97c/rpatWr4+/uTlpZGvXr1AAgKCrKXe3t7k5OT4+zHEEIIl5AkTohyICQkhLi4ON56662bykwmE2PHjmXWrFn07NkTnU7HM888U+iZLJVKVWL9tWvXtic3UJB8abVaAgMDHYrt+++/L7IsODiYd955h7Zt295UdmMU66+x3SpOR2I5f/78TdeTkpJ47bXX+Pzzz4mKikKj0RAXF+dwu//bP7m5uVy9evWWCa4QQniSTKcKUQ4MHjyYH3/8kZ9//hmr1YrRaGT37t2kpqZiMpkwmUwEBASg1WrZsWOHfXWrowYOHMgXX3zBhQsXyMnJ4f3336d///7FbvPxV927dyc9PZ3PP/8ck8lEdnY2Bw4cAOChhx7igw8+sCdAmZmZbN26tdi6AgICUKvVXLhwoVTx33D//fezePFiDh8+jKIonDt3jqSkJPLy8lCpVAQEBAAFC0FOnjxpf19gYCBpaWmYTKYi6x04cCCrVq3i2LFjmEwm3nvvPVq2bGkfhRNCiPJIRuKEKAdCQkL46KOPmDNnDuPHj0etVtOyZUveeOMNfH19ee2113j++ecxmUz06NGD2NjYUtV/3333kZaWxiOPPILRaKRLly68/vrrDr3X19eXxYsX8/bbb7Nw4UL0ej2PPvoorVq14m9/+xuKojBy5EguXbpEYGAgAwYMKHaVq7e3N6NHj+ahhx7CYrHwySeflOpz9O/fn6tXrzJ+/Hj7FPHs2bNp1qwZI0eOJD4+HpVKxZAhQ2jTpo39fR06dKBRo0Z06dIFlUpVaOUvQKdOnRg3bhzPPfcc169fJyoqqtDKVSGEKI9ks18hhBBCiApIplOFEEIIISogSeKEEEIIISogSeKEEEIIISogSeKEEEIIISogSeKEEEIIISogSeKEEEIIISogSeKEEEIIISogSeKEEEIIISogSeKEEEIIISqg/wdRKJImWDIDBgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 576x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "standards = df.loc[(df.standard.notnull()) & (df.year_from < 2022)].groupby([\"year_from\", \"standard\"], as_index=False, observed=True).size()\n", "\n", @@ -92,11 +433,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": { - "scrolled": false + "scrolled": false, + "slideshow": { + "slide_type": "slide" + } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sec_levels = df.loc[(df.level.notnull()) & (df.year_from < 2022)].groupby([\"year_from\", \"level\"], as_index=False).size()\n", "sec_levels.level = sec_levels.level.astype(int)\n", @@ -108,9 +463,24 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 44, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "avg_levels = df.loc[(df.year_from < 2022) & (df.level.notnull())].copy().groupby([\"year_from\"]).agg({'year_from':'size', 'level':'mean'}).rename(columns={\"year_from\": \"n_certs\"}).reset_index()\n", "avg_levels.year_from = avg_levels.year_from.astype(\"float\")\n", @@ -125,16 +495,31 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 45, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 864x576 with 6 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "avg_levels = df.loc[(df.year_from < 2022) & (df.level.notnull())].copy().groupby([\"year_from\", \"type\"]).agg({'year_from':'size', 'level':'mean'}).rename(columns={\"year_from\": \"n_certs\"}).reset_index()\n", "avg_levels.year_from = avg_levels.year_from.astype(\"float\")\n", "avg_levels.level = avg_levels.level.astype(\"float\")\n", "\n", "with sns.plotting_context(\"notebook\", font_scale=0.75):\n", - " g = sns.FacetGrid(avg_levels, col=\"type\", hue=\"type\", col_wrap=3, height=2)\n", + " g = sns.FacetGrid(avg_levels, col=\"type\", hue=\"type\", col_wrap=3, height=4)\n", " g.map(sns.lineplot, \"year_from\", \"level\")\n", " g.set(xlabel=\"Year of cert.\", ylabel=\"Avg. level\")\n", " g.set_titles(\"{col_name}\")\n", @@ -145,11 +530,45 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": { - "scrolled": false + "scrolled": false, + "slideshow": { + "slide_type": "slide" + } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 864x288 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 1570.6x720 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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szz/ap+KCCvU/K0nd+8QeNyhISArTRVf0U9q6/bLbrTpnTDdFsgSY1+V8uk6HXpsvR16+/NtFq+P11yr2vBFN22dOjoYPH661a9fK399fknTLLbfooosu0oABAyRJjz32mL744gtJ0syZMzV48GDPbIbJkycrLS1NV111lfLy8lRRUaHp06erurpaf/vb35SWlqbIyEiehf9Eg4KF+++/X9dee61+85vfyDAMmaapV199VQ888ICWLl3a1DUCAAAAAADgJ8pcZTpSmqPcinydGddbpWFlCu5tV8eoGEUFBMtk0+Y6ouODNem6/pJbMqzMVGhKFouhmIQQxcSHqNeZcbXPEv937KKr+tUua2SzHDMsME0pLCpQF13R94TnefqyWtSpe5Q6nhFZpx94T86n67Tv2XlyOxySJEdunvY9O0+SGi1cuO222zzhgSQdPHhQsbGxGjJkiN59911ddtllyszM1M6dO/X0008rJydHRUVF6tmzp+69915t2LBBd9xxhz788ENJUlFRkfr166fp06dLkubOneu59htvvKHMzEy98847cjqduvbaa9WhQ4dGuQ9fZ2nISQcPHtSNN94ow6hdy8wwDN1www06ePBgU9YGAAAAAACAnyl0FmjOhnl689uV+vjgev1rw0syTckv0KL2ge1luBu88nXbYyFUaA6mqdqH/D972G9KMizGLy5V1NDzfujr5/3Aew69Nt8TKvzA7XDo0GvzG62Pp59+WsuXL/f8OuOMMyRJ119/vRYsWCBJWrRokS6//HL5+flJkux2uy699FJJ0tChQxUQEKD9+/dLkvz9/TV+/Phj9rVhwwZNmjRJdrtdgYGBnmuggcHCeeedV28D548//lgjR45sipoAAAAAAABwDBaLofSiwyquKqnT/taud9QlrJNMnpoD8CJHXv5JtTemgQMHyuVyafPmzVq2bJmmTJnSoNcFBgZ6PlCPhmtQhO1yuXT77berb9++nj0Wdu7cqTFjxuiee+7xnPf44483WaEAAAAAAABtnWFIHdVZd3W5S7ZQl147sFCHS4+qxlUjf7u/3E6CBQDe498uWo7cvGO2N4frr79ed9xxhwYMGKCEhARPe01NjVauXKmJEydq06ZNqqqqUteuXZWTk3PC66Wmpmr58uWaMGGCnE6nVq1apfbt2zf1bfiEBgULycnJSk5O9nzdrVs3DR8+vMmKAgAAAAAAQF2m263NaYf15Se1y3f4+Vv1uym/1dMHntHojsMVaglWNQvCAPCijtdfW2ePBUmy+Pur4/XXNkv/F110kR5++GFdc801ddojIiK0e/duvfTSS5KkJ5980rNM0olcddVV2rNnjyZMmKDIyEj169dP+flNP/vCFxgmc+ROS35+WYPWe/MFMTGhys0t9XYZwElj7MIXMW7hixi38EWMW/gqxi6OpTCnQote2VinLTwyUBde011+gRaF2sK9VFktxi18UVsbtzExoU3eR86n63Totfly5OXLv120Ol5/baNt3PxLNm3apL/+9a9auXIlyxs1sQbNWHjuuef0+9//vs43o7KyUv/4xz/08MMPN1lxAAAAAAAAqFVaUlWvrbiwUgFmkIJt/l6oCADqiz1vRLMFCT91//33a/369Zo1axahQjNo0ObNn332ma6++mplZGRIkrZs2aJLL71UZWVlTVocAAAAAAAApEqjXJWxueo3JUipk+MVFhkgSYqODVZg8C8v5wEArd2jjz6qTz75REOHDvV2KW1Cg2YszJ8/X88//7yuuOIKjRgxQp9//rkeeOABXXzxxU1dHwAAAAAAQJtWYZRp7qaXdaj4sCTJalg09aJfa+c7hsZN6iuLlU/mAgCaV4NmLFgsFl1wwQWKjIzUmjVrdNZZZ2nMmDFNXRsAAAAAAECbZhjS/pKDnlBBklymWx/krtWVN/VXWFSAF6sDALRVDQoWXn/9dV1zzTWaMmWKPv30UxmGoYkTJ2rbtm1NXB4AAAAAAEDbVaoiFTtK6rXnVuTLbXV5oSIAABq4FNJbb72l119/Xd27d5ck/etf/9Lbb7+tW265RWlpaU1aIAAAAAAAQFvktjj16aEvFREQXu/YeZ2GKkCBMr1QFwAADQoWFi9eLLvdXqdt0qRJbIQBAAAAAADQRHKqs/Xed5+oc2QHXd1volbv/UQl1WU6r1Oqzk0aKtPt7QoBAG1Vg4IFm82mN998U6tWrVJhYaFWrlypjRs3Kjc3VwkJCU1dIwAAAAAAQJvidpkqqiyVKVMHCjOUU5avYR0HKtgepN7tkhWqSJnMVwDQBr333nt6/vnnZZqmHA6H+vTpoyeeeOKEr/nnP/+pNWvWKCoqSn/6059UU1Oj4cOHN1PFrVODgoWnnnpK69ev14033qiZM2dKkuLj4/WPf/xDEyZMaNICAQAAAAAA2priwkr52wIVG9xOOeV5Kq+p0If7PldkQLjO6TBEpptQAUDL9PXmTH303h4VF1YqPDJQo8f3UL9BHRrl2jk5OXrooYe0bNkyJSQkyDRN7dq16xdf9+9//1uffPKJoqKiNHfuXFVUVDRZsOByuWS1Wpvk2i1Jg4KFZcuWadmyZYqKitJf//pXSVKHDh2UkZHRlLUBAAAAAAC0SZXl1Tr4famuPOtifZL+pfbm79cZUZ10ea8JCnbX33MBAFqCrzdnatXir1VTU7u5fHFhpVYt/lqSGiVcyMvLk81mU0REhCTJMAz17t1bkrRu3To9+eSTcrlcioqK0sMPP6xOnTrpmmuukcPh0I033qiOHTtq27ZtcrvdWr9+vS666CKVlpYqPDxcU6dO1bvvvqs77rhDX3zxhaKjozVt2jTdeOONSk1N1c0336zCwkI5HA6lpKTooYcekp+fn5YuXaoVK1YoODhY6enpmj17tqqrqzVnzhyVl5dLkm677TaNHDnytO+/JWlQsOByuRQcHCyp9pslSeXl5QoKCmpQJ4WFhbrnnnt06NAh+fn5qVOnTnr44YcVFRWlbdu2acaMGXI4HEpMTNTs2bMVHR2tAwcOaMaMGcrNzZXNZlO/fv00c+ZMBQQEeK5rmqZ+85vfaNeuXdqwYcNx+3/zzTf14osvyjRNjRgxQg8++KAsFov++9//asmSJZ7zMjIydOWVV+q+++5r0H0BAAAAAAA0hYioIO3ZlC9nTZTOHzha4zqOkd3pp/a29iyABKDF+ui9PZ5Q4Qc1NS599N6eRgkWevbsqZSUFI0cOVJDhw7VwIEDNXHiRLndbt1zzz16/fXX1a1bNy1evFh33XWXFi9erAULFqhHjx5atGiRgoODPTMWpk+fLklav369Xn75ZU2dOlVpaWnq37+/0tLSdMEFF2jHjh0aNGiQrFar5syZo8jISJmmqenTp2vJkiW6+uqrJUnbt2/X8uXL1bFjR5WUlOiGG27QCy+8oNjYWOXk5OiKK67QqlWrFBYWdtrvQUthachJ5513nv7xj3+ourpaUu0D/aeeekqjRo1qUCeGYWjq1Klas2aNVq5cqaSkJM2ZM0dut1t33323ZsyYoTVr1mjw4MGaM2eOJMlut+u+++7T6tWrtWLFClVWVurll1+uc93XX39d7du3P2HfGRkZeuaZZ/TGG2/o/fffV3p6ulasWCFJuuGGG7R8+XItX75cb731lvz9/XXxxRc36J4AAAAAAACagiEpIMiuq34zREe+L9OHrxzSt+8WKyYghlABQItWXFh5Uu0ny2Kx6LnnntNrr72moUOH6tNPP9Wll16qdevWqWfPnurWrZsk6fLLL9euXbtUVlb2i9ccOHCgdu7cqerqam3ZskW33nqr1q9fr+3bt6t79+4KDAyU2+3WK6+8ookTJ+rSSy9VWlpanSWYBg4cqI4dO0qStm7dqszMTE2bNk0TJ07UtGnTZBiG0tPTG+U9aCkaNGPhvvvu0/Tp0zVo0CA5nU4NGDBA55xzjmbNmtWgTiIiIjR06FDP1/3799fChQu1c+dO+fv7a/DgwZKkKVOmaMyYMfrHP/6hDh1+TLAsFotSUlK0b98+T9vBgwf1zjvv6LHHHtPatWuP2/eaNWs0duxYRUVFSZKuvPJKLV26VJMmTapz3scff6yYmBj169evQfcEAAAAAADQ2IryK7VuzXcqKa7SgKFJmjJ1iEy35B9oq00cAKAFC48MPGaIEB4Z2Kj9JCcnKzk5Wddee+1p7wEcEBCg5ORkvfPOO4qJiVFqaqpmzZql+Ph4paamSpJWrlypzZs3a/78+QoJCdG8efN08OBBzzV+WO1Hqv1Qfo8ePTR//vzTqqula1CwEBISomeffVb5+fk6fPiwEhISFBMTc0odut1uLVy4UKNHj9aRI0fqzDiIioqS2+1WUVGRZ50sSaqqqtKSJUt0xx13eK7x4IMPaubMmbLZTnwLP++jffv2OnLkSL3zlixZosmTJ5/0/URHh5z0a1qymJhQb5cAnBLGLnwR4xa+iHELX8S4ha9i7LY9hw7k642XN8r9v42Z172/V26XqVHjesiw+EaqwLiFL2LcNp7R43vU2WNBkux2q0aP79Eo18/OzlZWVpYGDBggSTp69KgKCgp0xhlnaPfu3dq3b5/OOOMMLVu2TL1791ZISP1ntyEhIcrOzq7TNmzYMM2dO1dTpkyRn5+f4uPjtWzZMs2ePVuSVFpaqsjISIWEhKi0tFSrVq1S3759j1njgAEDlJ6errS0NE8wsWPHDvXr18+zzUBr0KBg4QfR0dGKjo4+rQ4feeQRBQUF6brrrtMHH3zwi+c7nU7dfvvtSk1N1ZgxYyRJL7/8soYMGaJevXopMzPztOqRancTT0tL0z/+8Y+Tfm1+fpnnB76vi4kJVW5uqbfLAE4aYxe+iHELX8S4hS9i3MJXMXbbINNUxoHCes8YNn5xUL37J8hqb9Bq1l7FuIUvamvjtqlDlB/2UfjovT0qLqxUeGSgRo/v0Sj7K0i1z4rnzp2rw4cPKyAgQG63W3/+85+VkpKixx9/XHfddZecTqeioqI8ocDPjR07Vm+//bYmTpyoiy66SDfddJOGDRump556yhMEpKamasuWLUpJSZEkTZo0SWvXrtW4ceMUHR2tQYMGyeFwHPP64eHheu655zR79mw9+uijqqmpUVJSkubNm9d2g4XTNWvWLKWnp2vevHmyWCxKSEhQVlaW53hBQYEsFotntoLL5dJdd92l8PBwPfjgg57zNm3apD179mj58uVyOp0qKSnR6NGjtWLFCk2fPt0TNsyfP79eH1lZWUpISKhT19tvv63zzjvPs1wSAAAAAABAcyovrZbT6a7XHhhkl8VHZisAgFQbLjRWkPBziYmJeuWVV455bMSIERoxYsQxj+3Zs8fz+6SkJC1fvrzO8QEDBtQ5Z9q0aZo2bZrn69DQUL366qvHvPbkyZPrrYSTkpKi11577YT34uuaLVh48skntXPnTr3wwgvy8/OTJPXt21dVVVXatGmTBg8erEWLFmncuHGSapc7uvfee2W1WvX3v/+9Tprz/PPPe36fmZmpyy+/XB999JEk6dlnn63T74UXXqhrr71Wf/zjHxUREaHFixfX26B5yZIluv/++5vkvgEAAAAAAH6Jy+lWtcOpiKhAFRX8uD75yAt7yGIzZLaOxRIAAK3EcYOF119/Xdddd50kKT09XZ06dTrlTvbu3avnn39enTt31pQpUyRJHTp00LPPPqvHH39cM2fOlMPhUGJiomeKyrp167RixQolJyd7Ep+BAwdq5syZJ9V3UlKSbr31Vl111VWSpHPOOUeXXnqp5/jmzZtVUVGh4cOHn/L9AQAAAAAAnI7Q8AAd/D5fffq3l8ViUbXDqcjoIMV3CCVUAAC0OIZpHvvH06BBg7R582ZJtQ/0t2zZ0qyF+Qr2WAC8j7ELX8S4hS9i3MIXMW7hqxi7bZOj0qmvNx/Wwe/z1K1HjHr1by//wGZdxfq0MG7hi9rauGWjajSW4/50SkpK0mOPPaZu3brJ6XTqrbfeOuZ5V1xxRZMVBwAAAAAA0JpVWyqVU5knq2FVTHA7nTWiswaf00mGxdBxPgsKAIDXHTdY+Oc//6mXXnpJ77zzjpxOZ70NLSTJMAyCBQAAAAAAgFNQZpRoS/o3ksvQlsJt8rPb9Ou+UxRkhBAqAABatOMGC126dNHf//53SdKNN96o//znP81WFAAAAAAAQGtmMaScfRU6+J6hijKH+qYMl71nqfYUfa8BEf29XR4AACdkachJ//nPf+R0OrVx40atWrVKmzZtktPpbOraAAAAgGbnstToaE2WDlTuV7lKZBjerggA0BoVFJRpzZt7VF7qkGlKe7fny9wXrvzyQlmtDXpcAwBtznvvvadJkyZp4sSJGjdunO68884Gve6f//ynxo0bp2uuuUYbNmzQ559/3sSVNszcuXM1a9asOm2vv/667r333l987fXXX6+PP/64Qf1kZ2fr+uuvP+7xHj16qLy8vEHX+kGDdgDav3+/brnlFlVVVSkhIUFHjhyRv7+/5s2bpzPOOOOkOgQAAABaqmqjSkv2rNTnGRslSYH2AE0/+w+KscZ5uTIAQGvitFQr43BevfZ9Xxfo4mF95HK5vVAVALRsOTk5euihh7Rs2TIlJCTINE3t2rWrQa/997//rU8++URRUVGaO3euKioqNHz48Cap0+VyyWq1Nsm1T4XT6VRcXJxee+21Rr1ug4KFv/71r7rqqqv0u9/9Tsb/PrL18ssv669//WujFwQAAAB4y+GKLE+oIEmVNVWav3OpbhswTRZ3g/7pDADAL8qvLpDTVl2vPTwqSFFBEc1fEAA0oj1bv1Ta+0tUWpSv0IhopV5wuXoMGHba183Ly5PNZlNERISk2v1/e/fu7Tm+bt06Pfnkk3K5XIqKitLDDz+sTp066ZprrpHD4dCNN96ojh07atu2bXK73Vq/fr0uuugilZaWKjw8XFOnTtW7776rO+64Q1988YWio6M1bdo03XjjjUpNTdXNN9+swsJCORwOpaSk6KGHHpKfn5+WLl2qFStWKDg4WOnp6Zo9e7aqq6s1Z84czyyA2267TSNHjjzpe77pppt02WWXafz48ZKk999/X4sWLdIrr7wiSVq/fr2effZZFRcXa/z48brjjjsk1c5m6Nmzp7Zv367w8HDNnDlTl19+uTZs2OC5zpNPPil/f39dcMEFp/T9aND/He3evVv//ve/PaGCVLvvwrx5806pUwAAAKAlKnaU1Gs7UJihajkU0LB/OgMAcEI17hpVVVTrqC1DsYkRyjlcJkmyWAydN6Gb7IaflysEgFO3Z+uX+njZq3LW1IanpUX5+njZq5J02uFCz549lZKSopEjR2ro0KEaOHCgJk6cqMjISOXn5+uee+7R66+/rm7dumnx4sW66667tHjxYi1YsEA9evTQokWLFBwc7JmxMH36dEm1D+dffvllTZ06VWlpaerfv7/S0tJ0wQUXaMeOHRo0aJCsVqvmzJmjyMhImaap6dOna8mSJbr66qslSdu3b9fy5cvVsWNHlZSU6IYbbtALL7yg2NhY5eTk6IorrtCqVasUFhZW777efvttrV+/3vN1YWGhzj77bEnSddddpxdffNETLMyfP7/Okkb79u3TokWL5HA4NGXKFA0YMECjRo2SJGVkZGjBggWy2WzKzMz0vCYvL09/+ctftHDhQnXt2lUvvvjiKX0/GrRoX2xsrL766qs6bZs2bVJsbOwpdQoAAAC0RDFB0fXaBsT3kb8CvVANAKC1sVikA9/l6fu0Eu0r2y//1AINnRynoZck6LzrExUdz88bAL4t7f0lnlDhB86aaqW9v+S0r22xWPTcc8/ptdde09ChQ/Xpp5/q0ksvVVFRkbZv366ePXuqW7dukqTLL79cu3btUllZ2S9ed+DAgdq5c6eqq6u1ZcsW3XrrrVq/fr22b9+u7t27KzAwUG63W6+88oomTpyoSy+9VGlpaXWWYRo4cKA6duwoSdq6dasyMzM1bdo0TZw4UdOmTZNhGEpPTz9m/5MmTdLy5cs9v2666SbPsXPPPVe5ubnat2+f9u3bp4yMDE9w8MNrbTabgoODNWHCBKWlpXmOXXLJJbLZ6n84avv27erdu7e6du0qSfrVr371i+/RsTToY1e33367br31Vo0cOVLt27dXVlaWPvnkE82ePfuUOgUAAABaonj/eF3T7zIt/malatxOdY5I0uQeE2S42UQTAHD6atxObV6XqaKCCg05/1yVWnO0sSJNvaOT1SOhnywuu7dLBIDTUlqUf1LtpyI5OVnJycm69tprNWHCBH311VfHfIDeUAEBAUpOTtY777yjmJgYpaamatasWYqPj1dqaqokaeXKldq8ebPmz5+vkJAQzZs3TwcPHvRcIzg42PN70zTVo0cPzZ8//5Rr+oFhGLruuuu0YMECSbUhQEP3bwgKCjrt/k+kQf+HNGbMGC1dulTdu3dXeXm5unfvrqVLl2rs2LFNWhwAAADQnKymXcPjhumR8+7RQyPu0h2Db1aYEentsgAArYQhQ5b/PQ/a8kG2MlbalLBjgNqXdVWwQr1bHAA0gtCI+jOAT9R+MrKzs7V161bP10ePHlVBQYE6dOig/v37a/fu3dq3b58kadmyZerdu7dCQkLqXSckJESlpaV12oYNG6a5c+dq2LBh8vPzU3x8vJYtW6Zhw2qXbyotLVVkZKTntatWrTpunQMGDFB6enqd2QM7duyQaZqndN+TJk3Shx9+qHfffVdXXnllnWMrVqyQ0+lURUWF3nvvPU8QciL9+/fXt99+6wlGFi9efEp1NTjK6dKli2699dZT6gQAAADwFaZbCjUiFGqT5PZ2NQCA1sRmsSp1dGe9+8a3kqSqyhrlZpcppn03L1cGAI0j9YLL6+yxIEk2u59SL7j8tK/tdDo1d+5cHT58WAEBAXK73frzn//s2cD58ccf11133SWn06moqKjjrrYzduxYvf3225o4caIuuugi3XTTTRo2bJieeuopz4P51NRUbdmyRSkpKZJqH+6vXbtW48aNU3R0tAYNGiSHw3HM64eHh+u5557T7Nmz9eijj6qmpkZJSUmaN29enT2MGyokJETnnnuuqqqqFBUVVedY165dNWXKFM/mzT9dJul4oqOj9cgjj+iWW25RQEDAKW/ebJinGpVAkpSfXya3u3W8hTExocrNLf3lE4EWhrELX8S4hS9i3MIXMW7hqxi7rZfbdConu1R7vs5WcKifuveJU2R4sNytIMxm3MIXtbVxGxPT9LOj9mz9UmnvL1FpUb5CI6KVesHlp71xc1vmdDp16aWX6rHHHvMEHS3BqS8+BQAAAAAAgJNiMWyKj49UUlI7maYpp9PdKkIFAPhBjwHDCBIaydq1a/W3v/1NY8eObVGhgkSwAAAAAAAA0KQsFkMWi0VOp8vTVlPjOsErAACo3ft4zJgx3i7jmE4qWDhy5Iiys7PVv3//JioHAAAAAACg9SgyC/TloU06WJShc5KGqEd4svwV4O2yAAA4LQ0KFrKysnTHHXdo9+7dMgxDW7du1erVq/XZZ5/p73//e1PXCAAAAAAA4HNK3cWa9eWzKnHUrt++M2ePJvcar7GJo2Sy/BEAwIdZGnLSjBkzNHLkSG3ZskU2W20Wcc4552j9+vVNWhwAAAAAAIAvslotOlCQ6QkVfrDyuw9VbpZ5qSoAABpHg4KFr7/+WjfddJMsFosMw5AkhYaGqrS07eyYDgAAgLbDZamRw6iU0aB/LQMAUF9VeY2qKmrqtRteqAUAgMbWoKWQoqOjlZ6eri5dunjavv/+eyUkJDRZYQAAAECzM0wdqjqkhTvfVn5loUZ1Plsjk85WoBni7coAAD7EMKRCI1/WQFNTz7xWYf4hmrf1NVXUVOjibucr2AiRaXq7SgAATl2DgoXf/va3uuWWW3TTTTfJ6XRq1apVev755zVt2rSmrg8AAABoNnnOXM1e///k/t/C16u++1Aut1uXdB7HWtgAgAbLqsrSrC+fUY3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+ "text/plain": [ + "<Figure size 1570.6x720 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "df[\"validity_period\"] = (df.date_sunset - df.date_validation).dt.days / 365\n", "\n", @@ -176,9 +595,24 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 47, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1440x1440 with 12 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# TODO: Resolve duplicity in crypto_scheme mac\n", "st_keywords_df = dset.get_st_keywords_df().drop(columns=[\"crypto_scheme.MAC\"])\n", @@ -218,11 +652,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "metadata": { - "scrolled": false + "scrolled": false, + "slideshow": { + "slide_type": "slide" + } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "def algo_present(algorithms, algo):\n", " for a in algorithms:\n", @@ -235,7 +683,7 @@ " for algo in algos:\n", " if algo.algorithm_type:\n", " algo_types[algo.algorithm_type] +=1\n", - "print(algo_types)\n", + "#print(algo_types)\n", "df_algos = df.loc[:, [\"type\", \"level\", \"date_validation\", \"date_sunset\", \"year_from\", \"algorithms\"]].copy()\n", "for algo, count in algo_types.most_common(14):\n", " df_algos[algo] = df_algos.algorithms.apply(algo_present, args=(algo,))\n", @@ -260,6 +708,7 @@ } ], "metadata": { + "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", @@ -275,7 +724,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.7" + "version": "3.10.8" } }, "nbformat": 4, diff --git a/sec_certs/sample/fips_algorithm.py b/sec_certs/sample/fips_algorithm.py index 3d9e2e8b..8b9658bb 100644 --- a/sec_certs/sample/fips_algorithm.py +++ b/sec_certs/sample/fips_algorithm.py @@ -28,6 +28,7 @@ class FIPSAlgorithm(ComplexSerializableType): return constants.FIPS_ALG_URL.format(self.algorithm_type, self.cert_id) def _compare_tuple(self): + # This is necessary to not have errors with comparing str with None. return ( self.cert_id, self.algorithm_type if self.algorithm_type else "", |
