From 92ce131be5faf56485d6872f47511cd5e624ac49 Mon Sep 17 00:00:00 2001 From: Kara Moraw Date: Tue, 9 Jul 2024 12:02:36 +0100 Subject: [PATCH] remove ipynb outputs --- src/analysis/eprints.ipynb | 350 +-- src/analysis/github.ipynb | 4446 ++---------------------------------- 2 files changed, 261 insertions(+), 4535 deletions(-) diff --git a/src/analysis/eprints.ipynb b/src/analysis/eprints.ipynb index d8822b5..7e4ac29 100644 --- a/src/analysis/eprints.ipynb +++ b/src/analysis/eprints.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -76,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -104,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -120,20 +120,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax1 = plt.subplots()\n", "colors = ['tab:blue', 'tab:orange']\n", @@ -170,20 +159,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "urls_per_publication = df.groupby([\"year\", \"title\", \"author_for_reference\", \"pdf_url\"])[\"github_user_cleaned_url\"].count().rename(\"url_count\")\n", "urls_per_publication.groupby(\"year\").mean().plot(\n", @@ -205,28 +183,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_34805/1272107381.py:16: UserWarning: Attempt to set non-positive ylim on a log-scaled axis will be ignored.\n", - " ax.set_ylim([0, 10**6])\n" - ] - }, - { - "data": { - "image/png": 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", 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12010True15165
22011False53635363
32011True05363
42012False59295934
52012True55934
62013False68936905
72013True126905
82014False92749303
92014True299303
102015False1147311531
112015True5811531
122016False1429814388
132016True9014388
142017False1502315172
152017True14915172
162018False1567515869
172018True19415869
182019False1443014643
192019True21314643
202020False1386714132
212020True26514132
222021False1323813503
232021True26513503
242022False1190612152
252022True24612152
262023False31753247
272023True723247
282024False44
292024True04
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github_user_cleaned_urldateuser
0JZhao12/CVML-PoseNaNNaN
1CVML-UCLan/FCBFormer2022-08-18 00:47:08GitHub30
1CVML-UCLan/FCBFormer2022-09-02 00:39:35zmw272415
1CVML-UCLan/FCBFormer2022-09-23 03:49:26Earthnook
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", 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0JZhao12/CVML-PoseNaNNaN
1CVML-UCLan/FCBFormerNaNNaN
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" - ], - "text/plain": [ - " github_user_cleaned_url date user\n", - "0 JZhao12/CVML-Pose NaN NaN\n", - "1 CVML-UCLan/FCBFormer NaN NaN\n", - "2 eprintsug/loginViaOrcid NaN NaN\n", - "3 eprintsug/orcidt2 2015-06-04 11:49:59 wfyson\n", - "4 alphapsa/PIPE 2021-03-10 08:49:05 bmorris3" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "forks_df = pd.read_csv(\"../data/analysis/forks.csv\", index_col=0)\n", "forks_df.head()" @@ -245,20 +75,9 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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forks_nostars_no
github_user_cleaned_url
52North/GEO-label-java44
ADAC-UoN/PIMMS10
AlexTS1980/COVID-Single-Shot-Model03
AshwathyTR/IDN-Sum11
BryanHunt/mongo-emf738
\n", - "
" - ], - "text/plain": [ - " forks_no stars_no\n", - "github_user_cleaned_url \n", - "52North/GEO-label-java 4 4\n", - "ADAC-UoN/PIMMS 1 0\n", - "AlexTS1980/COVID-Single-Shot-Model 0 3\n", - "AshwathyTR/IDN-Sum 1 1\n", - "BryanHunt/mongo-emf 7 38" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fork_counts = forks_df.groupby(\"github_user_cleaned_url\")[\"user\"].count()\n", "fork_counts.rename(\"forks_no\", inplace=True)\n", @@ -356,20 +100,9 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.scatter(engagement[\"forks_no\"], engagement[\"stars_no\"], alpha=0.5)\n", "plt.xlabel(\"Number of forks\")\n", @@ -380,20 +113,9 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "cell_text = [\n", " [f\"{fork_counts.mean():.2f}\", f\"{fork_counts.std():.2f}\", f\"{fork_counts.median():.2f}\", f\"{fork_counts.min():.2f}\", f\"{fork_counts.max():.2f}\"],\n", @@ -423,7 +145,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -460,7 +182,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -498,7 +220,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -507,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -520,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 307, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -531,60 +253,27 @@ }, { "cell_type": "code", - "execution_count": 311, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plot_against_days_since_creation(df, \"starred_on_day_since_creation\", \"stars\")" ] }, { "cell_type": "code", - "execution_count": 312, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plot_against_weeks_since_creation(df, \"starred_on_day_since_creation\", \"stars\")" ] }, { "cell_type": "code", - "execution_count": 313, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "forks = pd.read_csv(os.path.join(data_dir, \"forks.csv\"), index_col=0)\n", "forks.date = pd.to_datetime(forks.date, utc=True)\n", @@ -596,40 +285,18 @@ }, { "cell_type": "code", - "execution_count": 315, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plot_against_weeks_since_creation(df, \"forked_on_day_since_creation\", \"forks\")" ] }, { "cell_type": "code", - "execution_count": 316, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "issues = pd.read_csv(os.path.join(data_dir, \"issues.csv\"), index_col=0)\n", "issues.created_at = pd.to_datetime(issues.created_at, utc=True)\n", @@ -643,20 +310,9 @@ }, { "cell_type": "code", - "execution_count": 317, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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1\u001b[0m contents_df\n", - "\u001b[0;31mNameError\u001b[0m: name 'contents_df' is not defined" - ] - } - ], + "outputs": [], "source": [ "contents_df" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "for l in contents.license.unique():\n", " tmp = contents[contents.license == l]\n", @@ -1227,30 +419,9 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "contents.license = contents.license.fillna('None')\n", "contents.license.value_counts().plot(kind='bar')" @@ -1258,7 +429,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1267,7 +438,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1277,120 +448,36 @@ }, { "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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} - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "contents.github_user_cleaned_url[contents.license == \"other\"]" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "24 cs-chan/Deep-Plant\n", - "33 fchirono/amiet_tools\n", - "55 WalterZWang/AlphaBuilding-MedOffice\n", - "59 uos/mesh_navigation\n", - "Name: github_user_cleaned_url, dtype: object" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "contents.github_user_cleaned_url[contents.license == \"bsd-3-clause\"]" ] }, { "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "contents.license = contents.license.fillna('None')\n", "contents.plot(x=\"license\", y=\"readme_size\", kind=\"scatter\", alpha=0.3, rot=50)" @@ -1405,7 +492,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1414,30 +501,9 @@ }, { "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 0, 'size of README in Bytes'), Text(0, 0.5, 'repository count')]" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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int64\n", - "higher:\n", - "github_user_cleaned_url\n", - "gamesbyangelina/danesh 188\n", - "brunomozza/IoTSecurityOntology 209\n", - "NeuroanatomyAndConnectivity/nki_nilearn 256\n", - "Name: readme_size, dtype: int64\n", - "\n", - "(300, 1500)\n", - "lower:\n", - "github_user_cleaned_url\n", - "lphowell/Geothermal-Modelling 331\n", - "mhinsch/RRGraphs_mini 452\n", - "muellmusik/Utopia 524\n", - "Name: readme_size, dtype: int64\n", - "higher:\n", - "github_user_cleaned_url\n", - "yoqim/TBLD 1191\n", - "oreindt/routes-rumours-ml3 1222\n", - "fcampelo/OrgSpec-paper 1352\n", - "Name: readme_size, dtype: int64\n", - "\n", - "(1500, 10000)\n", - "lower:\n", - "github_user_cleaned_url\n", - "fcampelo/epitopes 1550\n", - "bernuly/VCSimulinkTlbx 1612\n", - "sanket0707/GNN-Mixer 1653\n", - "Name: readme_size, dtype: int64\n", - "higher:\n", - "github_user_cleaned_url\n", - "JZhao12/CVML-Pose 8539\n", - "ok1zjf/lbae 8745\n", - "HHousen/TransformerSum 9946\n", - "Name: readme_size, dtype: int64\n", - "\n", - "(10000, 50519)\n", - "lower:\n", - "github_user_cleaned_url\n", - "ieee8023/covid-chestxray-dataset 10616\n", - "esbmc/esbmc 13239\n", - "uos/mesh_navigation 13654\n", - "Name: readme_size, dtype: int64\n", - "higher:\n", - "github_user_cleaned_url\n", - "ecs-vlc/opponency 15872\n", - "stuartemiddleton/glosat_table_dataset 32894\n", - "google-research/bert 50519\n", - "Name: readme_size, dtype: int64\n", - "\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "bins = [0, 1, 300, 1500, 10000]\n", "if readme_size_series.max() > bins[-1]:\n", @@ -1607,30 +566,9 @@ }, { "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "series = readme_size_series[readme_size_series.between(6000, 15000)]\n", "plt.scatter(x=series, y=[1]*len(series), alpha=0.5)" @@ -1645,7 +583,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1654,7 +592,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1663,7 +601,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1672,30 +610,9 @@ }, { "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.plot(\n", " kind=\"scatter\",\n", @@ -1714,7 +631,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1726,32 +643,9 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "github_user_cleaned_url\n", - "52North/GEO-label-java 2\n", - "AlexTS1980/COVID-Single-Shot-Model 1\n", - "AshwathyTR/IDN-Sum 1\n", - "BryanHunt/mongo-emf 1\n", - "CVML-UCLan/FCBFormer 1\n", - " ..\n", - "xgfd/ASPG 1\n", - "xiongbo010/QGCN 1\n", - "yoqim/TBLD 1\n", - "zdai257/DeepAoANet 1\n", - "ziqizhang/sti 1\n", - "Name: active contributors, Length: 104, dtype: int64" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "contrib_df = pd.merge(metadata[[\"github_user_cleaned_url\", \"created_at\"]], contributions)\n", "contrib_df[\"week_since_repo_creation\"] = (contrib_df.week_co - contrib_df.created_at).dt.days // 7\n", @@ -1767,20 +661,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "ax = max_team_size.hist()\n", "ax.bar_label(ax.containers[0])\n", @@ -1796,7 +679,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1811,7 +694,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1820,20 +703,9 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "n = len(df.license_type.unique())\n", "fig, axs = plt.subplots(ncols=n, nrows=1, figsize=(6*n, 6))\n", @@ -1855,20 +727,9 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "n = len(df.license_type.unique())\n", "fig, axs = plt.subplots(ncols=n, nrows=1, figsize=(6*n, 6))\n", @@ -1892,20 +753,9 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "bins = [0, 1, 2, 5, 10]\n", "if df[\"active contributors\"].max() > bins[-1]:\n", @@ -2000,20 +839,9 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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-       "20                                ['@article{Lee20171,']\n",
-       "25     ['Batra, N., Kelly, J., Parson, O., Dutta, H.,...\n",
-       "25     ['The first ACM Workshop On Embedded Systems F...\n",
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-       "25     ['1. Nipun Batra, Jack Kelly, Oliver Parson, H...\n",
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-       "31     ['* Felipe R. Monteiro, Mikhail R. Gadelha, Lu...\n",
-       "31     ['* Mikhail R. Gadelha, Lucas C. Cordeiro, Den...\n",
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-       "31     ['* Felipe R. Monteiro, Mikhail R. Gadelha, Lu...\n",
-       "31     [\"* Rafael Menezes, Daniel Moura, Helena Caval...\n",
-       "32     ['[![DOI](https://zenodo.org/badge/DOI/10.5281...\n",
-       "32     ['[![DOI](https://zenodo.org/badge/DOI/10.5281...\n",
-       "32     ['[![DOI](https://zenodo.org/badge/DOI/10.5281...\n",
-       "32     [' - B. Gao, B. Anvari, R. Tusting, C. Tsotska...\n",
-       "36     ['  url = {http://dx.doi.org/10.1145/3058555.3...\n",
-       "36     ['@article{tochiGazeTheWeb,', ' url = {http://...\n",
-       "37     ['The layered protocol design method has been ...\n",
-       "38     ['Dataset and model checkpoint files can be do...\n",
-       "40     ['[![DOI](https://zenodo.org/badge/DOI/10.5281...\n",
-       "43                   ['@article{conneau2017supervised,']\n",
-       "43                       ['@article{kiela2017learning,']\n",
-       "43                     ['@article{conneau2018senteval,']\n",
-       "44                        ['@article{arnold2019sector,']\n",
-       "46     ['**DOI:** [![DOI](https://img.shields.io/badg...\n",
-       "46     ['**DOI:** [![DOI](https://img.shields.io/badg...\n",
-       "50     ['url = {https://doi.org/10.1145/3408308.34279...\n",
-       "53                        ['@article{miao2021learning,']\n",
-       "60        ['@article {Ter-Sarkisov2020.12.01.20241786,']\n",
-       "83                  ['@article{Adelani2023MasakhaNEWS,']\n",
-       "86                          ['@article{devlin2018bert,']\n",
-       "86                                ['@article{turc2019,']\n",
-       "92                          ['@article{cohen2020covid,']\n",
-       "92               ['@article{cohen2020covidProspective,']\n",
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@@ -2418,20 +1005,9 @@
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Use ``matplotlib.colormaps.register(name)`` instead.\n", - " plt.cm.register_cmap('rainbow_discrete_12', tc.tol_cmap('rainbow_discrete', 12))\n" - ] - } - ], + "outputs": [], "source": [ "plt.cm.register_cmap('rainbow_discrete_12', tc.tol_cmap('rainbow_discrete', 12))" ] }, { "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "[(0.8196078431372549, 0.7333333333333333, 0.8431372549019608),\n", - " (0.6823529411764706, 0.4627450980392157, 0.6392156862745098),\n", - " (0.5333333333333333, 0.1803921568627451, 0.4470588235294118),\n", - " (0.09803921568627451, 0.396078431372549, 0.6901960784313725),\n", - " (0.3215686274509804, 0.5372549019607843, 0.7803921568627451),\n", - " (0.4823529411764706, 0.6862745098039216, 0.8705882352941177),\n", - " (0.3058823529411765, 0.6980392156862745, 0.396078431372549),\n", - " (0.792156862745098, 0.8784313725490196, 0.6705882352941176),\n", - " (0.9686274509803922, 0.9411764705882353, 0.33725490196078434),\n", - " (0.9568627450980393, 0.6549019607843137, 0.21176470588235294),\n", - " (0.9098039215686274, 0.3764705882352941, 0.10980392156862745),\n", - " (0.8627450980392157, 0.0196078431372549, 0.047058823529411764)]" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "palette = sns.color_palette(\"rainbow_discrete_12\", n_colors=12)\n", "palette" @@ -3136,7 +1258,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3145,20 +1267,9 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(20, 4))\n", "sns.scatterplot(\n", @@ -3187,7 +1298,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3197,7 +1308,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3206,7 +1317,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3215,7 +1326,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3224,20 +1335,9 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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11:33:27+00:00 kunjsong01 \n", - "4 True open 2023-06-30 11:21:02+00:00 kunjsong01 \n", - "... ... ... ... ... \n", - "1124 True open 2013-06-01 10:26:30+00:00 jmorse \n", - "1125 True open 2013-05-28 13:19:34+00:00 jmorse \n", - "1126 True open 2013-05-26 12:20:23+00:00 jmorse \n", - "1127 True open 2013-05-25 17:39:16+00:00 jmorse \n", - "1128 True open 2013-05-20 19:09:33+00:00 jmorse \n", - "\n", - " closed_at closed_by \\\n", - "0 NaT NaN \n", - "1 2023-07-01 16:13:49+00:00 lucasccordeiro \n", - "2 2023-06-30 15:51:51+00:00 rafaelsamenezes \n", - "3 2023-07-01 06:30:09+00:00 lucasccordeiro \n", - "4 NaT NaN \n", - "... ... ... \n", - "1124 NaT github-actions[bot] \n", - "1125 NaT github-actions[bot] \n", - "1126 NaT github-actions[bot] \n", - "1127 NaT github-actions[bot] \n", - "1128 NaT github-actions[bot] \n", - "\n", - " opened_in_week_since_repo_creation closed_in_week_since_repo_creation \n", - "0 419 NaN \n", - "1 418 418.0 \n", - "2 418 418.0 \n", - "3 418 418.0 \n", - "4 418 NaN \n", - "... ... ... \n", - "1124 -108 NaN \n", - "1125 -108 NaN \n", - "1126 -108 NaN \n", - "1127 -109 NaN \n", - "1128 -109 NaN \n", - "\n", - "[1129 rows x 12 columns]" - ] - }, - "execution_count": 79, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "issues_timeline_df" ] }, { "cell_type": "code", - "execution_count": 80, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3771,7 +1463,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3788,20 +1480,9 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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VVVfh7+9PQEAA7du3Z+XKlefdBxGRaiFbZ3ZqFmOg8IQ13+3pCzZbqZpOmDCBt99+m6lTp9K1a1dSU1PZsmXLGdv++uuvXHPNNdxzzz28++67bNmyhXvvvRdvb28mTpxIamoqt99+O1OmTOHGG28kOzubpUuXOkdgfvvtt3n66aeZPn06bdu2Zc2aNdx77734+fkxbNgwjh8/zsCBA+nVqxdz584lJSWFhx566IJ2/aOPPmLq1KnMmzePli1bkpaW5gwjK1euZMyYMcyZM4cuXbpw9OhRli5dWuptG2O49tprCQ4OZuHChQQGBvKvf/2L3r17s23bNoKDg7njjjto27YtM2bMwN3dnbVr1+Lp6XlB+yAiUiUVF8HxQ475KtpBWWHnQhWegEkW3Xr3+AHwOn8fluzsbF599VWmT5/OsGHDAGjUqBFdu3Y9Y/s33niD6Ohopk+fjs1mo1mzZhw4cIDx48fz1FNPkZqaysmTJxk8eDAxMTEAxMfHOz//j3/8g5dffpnBgwcDEBsby6ZNm/jXv/7FsGHDeO+99ygqKuL//u//8PX1pWXLluzfv5/777+/1Lu+d+9eIiMj6dOnD56entSvX5/LL7/cuc7Pz4+BAwfi7+9PTEwMbdu2LfW2v/vuO9avX096ejp2ux2Al156iU8++YSPPvqIv/zlL+zdu5dHH32UZs2aARAXF1fq7YuIVGknjoApAmzgVzW7F+gyVjW0efNm8vPz6d27d6nbd+7cGdsfzhpdeeWV5OTksH//ftq0aUPv3r2Jj4/nlltu4e233yYjIwOAQ4cOsW/fPkaMGEGtWrWcr2effZadO3c6t9+mTRt8fX2d2+/cufMF7dMtt9xCbm4uDRs25N5772XBggXOy2x9+/YlJiaGhg0bctddd/Hee+9x4kTpz76tWrWKnJwcQkJCXPYhJSXFuQ9jx47lz3/+M3369OH55593LhcRqfZO9dfxDQH3qnlGW2d2LpSnr+MMi1XfXQo+Pj4XtFljjEvQObUMwGaz4e7uzuLFi1m+fDmLFi3itdde44knnmDFihXOAPP222/TqVMnl224u7u7bOtiREdHs3XrVhYvXsySJUsYNWoUL774IklJSfj7+7N69WoSExNZtGgRTz31FBMnTiQ5OZnatWvj5uZWoobCwkLnfHFxMXXq1CExMbHE99auXRtw9BcaOnQoX3zxBV9++SVPP/008+bN48Ybb7zofRMRqdSyq3bnZNCZnQtnszkuJVnxKmV/nbi4OHx8fPjmm29K1b5FixYsX77cJRAsX74cf39/6tat+9tu27jyyit55plnWLNmDV5eXixYsICIiAjq1q3Lrl27aNy4scsrNjbWuf1ffvmF3Nxc5/Z/+umn0v7EnXx8fLj++uv55z//SWJiIj/++CPr168HwMPDgz59+jBlyhTWrVvH7t27+fbbbwHHXV2pqanO7WRlZZGSkuJ8365dO9LS0vDw8CixD6Ghoc52TZo04a9//SuLFi1i8ODBvPPOOxe8DyIiVU7Gb/+/rKL9dUBndqolb29vxo8fz7hx4/Dy8uLKK6/k0KFDbNy4kREjRpRoP2rUKKZNm8bo0aN58MEH2bp1K08//TRjx47Fzc2NFStW8M0339CvXz/Cw8NZsWIFhw4donnz5oDjrMeYMWMICAhgwIAB5Ofns3LlSjIyMhg7dixDhw7liSeeYMSIEfztb39j9+7dvPTSSxe0T7NmzaKoqIhOnTrh6+vLnDlz8PHxISYmhs8//5xdu3bRvXt3goKCWLhwIcXFxTRt2hSAXr16MWvWLK677jqCgoJ48sknnWedAPr06UPnzp0ZNGgQL7zwAk2bNuXAgQMsXLiQQYMG0bJlSx599FFuvvlmYmNj2b9/P8nJydx0000XcZRERKqI7Ysc05gu1tZxMYyYzMxMA5jMzMwS63Jzc82mTZtMbm6uBZWVXVFRkXn22WdNTEyM8fT0NPXr1zeTJk0yxhiTkpJiALNmzRpn+8TERNOxY0fj5eVlIiMjzfjx401hYaExxphNmzaZ/v37m7CwMGO3202TJk3Ma6+95vJ97733nrnsssuMl5eXCQoKMt27dzfz5893rv/xxx9NmzZtjJeXl7nsssvMxx9/XKKG08XExJipU6caY4xZsGCB6dSpkwkICDB+fn7miiuuMEuWLDHGGLN06VLTo0cPExQUZHx8fEzr1q3Nhx9+6NxOZmamGTJkiAkICDDR0dFm1qxZpk2bNubpp592tsnKyjKjR482UVFRxtPT00RHR5s77rjD7N271+Tn55vbbrvNREdHGy8vLxMVFWUefPDBs/5OVNXfGRGREvKyjPl7qDFPBxhzcJPV1ZRwrr/ff2Qzphw6VFRxWVlZBAYGkpmZSUBAgMu6vLw8UlJSiI2Nxdvb26IKpSrR74yIVBsbP4H/DoPghjB6dam7U1wq5/r7/UfqsyMiIiJntnWhY9r0mkoXdC6Ewo6IiIiUVFQI275yzDcbaG0tF0lhR0RERErasxzyMsE3FKIvt7qai6KwIyIiIiXt+cExbdwH3NzP3baSU9gpJfXjltLS74qIVAtHdzmm4c2sraMcKOycx6mHPV7I4wekZjv1u6IHhYpIlXb0t8EEg2KtraMcaFDB83B3d6d27dqkp6cD4OvrW+LRCiLgOKNz4sQJ0tPTqV27tsvAhSIiVc6pkZODG1pbRzlQ2CmFyEjH80BOBR6Rc6ldu7bzd0ZEpErKy3Q87RwgWGd2agSbzUadOnUIDw93eYCkyOk8PT11RkdEqr5Tl7B8Q8Hub20t5cDSsNOgQQP27NlTYvmoUaN4/fXXMcbwzDPP8NZbb5GRkUGnTp14/fXXadmypbNtfn4+jzzyCB988AG5ubn07t2bN954g3r16pV7ve7u7vpDJiIi1V81uoQFFndQTk5OJjU11flavHgxALfccgsAU6ZM4ZVXXmH69OkkJycTGRlJ3759yc7Odm4jISGBBQsWMG/ePJYtW0ZOTg4DBw6kqKjIkn0SERGp8o7sdEyrwSUssPjMTlhYmMv7559/nkaNGtGjRw+MMUybNo0nnniCwYMHAzB79mwiIiJ4//33GTlyJJmZmcycOZM5c+bQp08fAObOnUt0dDRLliyhf//+Z/ze/Px88vPzne+zsrIqaA9FRESqoD3LHdPIeGvrKCeV5tbzgoIC5s6dy/Dhw7HZbKSkpJCWlka/fv2cbex2Oz169GD5csdBWLVqFYWFhS5toqKiaNWqlbPNmUyePJnAwEDnKzo6uuJ2TEREpCopzPt9QMFGva2tpZxUmrDzySefcOzYMe655x4A0tLSAIiIiHBpFxER4VyXlpaGl5cXQUFBZ21zJhMmTCAzM9P52rdvXznuiYiISBW2YzGczAP/KAhvbnU15aLS3I01c+ZMBgwYQFRUlMvy08e0Mcacd5yb87Wx2+3Y7fayFysiIlIdbV8MH97pmG90VZV+0vkfVYozO3v27GHJkiX8+c9/di47NU7J6Wdo0tPTnWd7IiMjKSgoICMj46xtREREpJS++btjWisSeoy3tpZyVCnCzjvvvEN4eDjXXnutc1lsbCyRkZHOO7TA0a8nKSmJLl26ANC+fXs8PT1d2qSmprJhwwZnGxERESmFQ1shbR3Y3GHUjxAUY3VF5cbyy1jFxcW88847DBs2DA+P38ux2WwkJCQwadIk4uLiiIuLY9KkSfj6+jJ06FAAAgMDGTFiBA8//DAhISEEBwfzyCOPEB8f77w7S0REREph/X8d07i+4BtsbS3lzPKws2TJEvbu3cvw4cNLrBs3bhy5ubmMGjXKOajgokWL8Pf/fTTHqVOn4uHhwZAhQ5yDCs6aNUuD/4mIiFyITZ86pq1utraOCmAzxhiri7BaVlYWgYGBZGZmEhAQYHU5IiIil9bhHTC9Pbh5wrid4B1odUWlUtq/35Wiz46IiIhYaOsXjmlstyoTdC6Ewo6IiEhNl/K9Y9pkgLV1VBCFHRERkZru1LOwIlpYW0cFUdgRERGpyYoKIfO3JwkEVY8Hf55OYUdERKQmy9wHxSfBwxv861hdTYVQ2BEREanJjqY4pkENwK16xoLquVciIiJSOhmnwk71vIQFCjsiIiI126kzO8EKOyIiIlIdHdrimOrMjoiIiFQ7e5bDjiWO+fpXWFtLBVLYERERqakWP+2Ytrsb6rS2tpYKpLAjIiJSEx3ZCft/Bps7XPU3q6upUAo7IiIiNdH6/zqmDXuCf4SlpVQ0hR0REZGaxhhY9x/HfOsh1tZyCSjsiIiI1DQH1sDRneDhA82utbqaCqewIyIiUpMYAz9Od8w3uwbs/tbWcwko7IiIiNQkH/8ZNnzsmI+v/pewQGFHRESk5sj8FTZ85JjvMhri+llbzyXiYXUBIiIicons+s4xrdsB+j1rbS2XkM7siIiI1BQ7vnFMG/Wyto5LTGFHRESkJiguhl2JjvnGvS0t5VJT2BEREakJjmyH3KOO283rtre6mktKYUdERKQm2LfCMa3bHtw9ra3lElPYERERqQlOhZ3oy62twwIKOyIiIjXBvp8dU4UdERERqXZWvwuHtzmecF5PYUdERESqk9wMWPioY777o+AXYm09FlDYERERqc52JcHJPAiJgx7jra7GEgo7IiIi1dnO3wYSjOsLbjXzz37N3GsREZGawBjY8a1jvlHNGkjwjxR2REREqqsV/4Ks/eDhDTFdrK7GMpaHnV9//ZU777yTkJAQfH19ueyyy1i1apVzvTGGiRMnEhUVhY+PDz179mTjxo0u28jPz2f06NGEhobi5+fH9ddfz/79+y/1roiIiFQeO76Bryc45ns9CV6+1tZjIUvDTkZGBldeeSWenp58+eWXbNq0iZdffpnatWs720yZMoVXXnmF6dOnk5ycTGRkJH379iU7O9vZJiEhgQULFjBv3jyWLVtGTk4OAwcOpKioyIK9EhERsVj2Qfjvn8AUw2V3QucHrK7IUjZjjLHqyx977DF++OEHli5desb1xhiioqJISEhg/HhHD/L8/HwiIiJ44YUXGDlyJJmZmYSFhTFnzhxuvfVWAA4cOEB0dDQLFy6kf//+Jbabn59Pfn6+831WVhbR0dFkZmYSEBBQAXsqIiJyCSW+AImTILI1/HkJeNitrqhCZGVlERgYeN6/35ae2fn000/p0KEDt9xyC+Hh4bRt25a3337buT4lJYW0tDT69evnXGa32+nRowfLly8HYNWqVRQWFrq0iYqKolWrVs42p5s8eTKBgYHOV3R0dAXtoYiIyCVWVAir3nHMX/lQtQ06F8LSsLNr1y5mzJhBXFwcX3/9Nffddx9jxozh3XffBSAtLQ2AiIgIl89FREQ416WlpeHl5UVQUNBZ25xuwoQJZGZmOl/79u0r710TERG59ApOwNybIDsVfEOh+XVWV1QpeFj55cXFxXTo0IFJkyYB0LZtWzZu3MiMGTO4++67ne1sNpvL54wxJZad7lxt7HY7druSroiIVDM/vQEpSeDpB4Pe0Fmd31h6ZqdOnTq0aNHCZVnz5s3Zu3cvAJGRkQAlztCkp6c7z/ZERkZSUFBARkbGWduIiIhUS8ePwLG9cGAtLH4Kvv2HY/l106BJyT6rNZWlYefKK69k69atLsu2bdtGTEwMALGxsURGRrJ48WLn+oKCApKSkujSxTFeQPv27fH09HRpk5qayoYNG5xtREREqp2lr8BLjWFaPLzVA3541bE8pDG0usna2ioZSy9j/fWvf6VLly5MmjSJIUOG8PPPP/PWW2/x1ltvAY7LVwkJCUyaNIm4uDji4uKYNGkSvr6+DB06FIDAwEBGjBjBww8/TEhICMHBwTzyyCPEx8fTp08fK3dPRESkYmz9Er55xjHv4Q1uHtCgG4Q1hda3gpu7tfVVMpaGnY4dO7JgwQImTJjA3//+d2JjY5k2bRp33HGHs824cePIzc1l1KhRZGRk0KlTJxYtWoS/v7+zzdSpU/Hw8GDIkCHk5ubSu3dvZs2ahbu7DraIiFQzxkDiZMf85X+Ba160tp4qwNJxdiqL0t6nLyIiYrldifDuDeBuh7GbwS/E6oosUyXG2REREZELsHqOI+gAtBpco4POhVDYERERqQoydsPCRx3zUW3hqicsLacqsbTPjoiIiJzHwU2wdzmseAtO5jo6Ig/7DM4z3pz8TmFHRESksijMdYx+vOdHSN8E+36G/T//vt4vHK57VUHnAinsiIiIWCk/B5JegIMbYO8KKDzuut7NA+p3hqAG0HMCBNa1pMyqTGFHRETEKkdTYN4dkL7x92VuHhAUC416Qe1oiL8F/COtq7EaUNgRERGxQk46/Ls3nDjiuDzV+QGI7gT1r9BlqnKmsCMiImKFjQscQSeksaPDcUCU1RVVW7r1XERExApbvnBM29+joFPBFHZEREQutZxDsOcHx3zTa6ytpQbQZSwREZFLJT8b1n8EP0yD4pMQEQ8hjayuqtpT2BEREbkUDqyFd6+HvEzH+8D6MPhflpZUUyjsiIiIXAqL/uYIOkGx0HEEtL0LfGpbXVWNoLAjIiJS0fYsh91Lwc3TcedV7WirK6pR1EFZRESkov30hmN62VAFHQso7IiIiFSkzF9hy0LHfKf7rK2lhlLYERERqUjJ/wZTBDFXQkQLq6upkRR2REREKsqJo/DzW475K0ZZW0sNprAjIiJSUZJnQkGOYzydZtdaXU2NpbAjIiJSUTb9zzG94j493NNCCjsiIiIVIWMPHFwPNjdoMsDqamo0hR0REZGKsPW3O7DqdwG/EGtrqeEUdkRERCrCqQd9xvW1tg5R2BEREakQqesc06i21tYhCjsiIiLlLvcYHNvjmI+Mt7QUUdgREREpf2nrHdPA+uAbbG0torAjIiJS7tJ+u4RVp7W1dQigsCMiIlL+TvXXiVTYqQwUdkRERMqbzuxUKgo7IiIi5akwFw5tdczrzE6loLAjIiJSntI3OZ5y7hsCAVFWVyNYHHYmTpyIzWZzeUVGRjrXG2OYOHEiUVFR+Pj40LNnTzZu3Oiyjfz8fEaPHk1oaCh+fn5cf/317N+//1LvioiIiMMf++voeViVguVndlq2bElqaqrztX79eue6KVOm8MorrzB9+nSSk5OJjIykb9++ZGdnO9skJCSwYMEC5s2bx7Jly8jJyWHgwIEUFRVZsTsiIlLTqb9OpeNheQEeHi5nc04xxjBt2jSeeOIJBg8eDMDs2bOJiIjg/fffZ+TIkWRmZjJz5kzmzJlDnz59AJg7dy7R0dEsWbKE/v37n/E78/Pzyc/Pd77PysqqgD0TEZEaaV+yY6qRkysNy8/sbN++naioKGJjY7ntttvYtWsXACkpKaSlpdGvXz9nW7vdTo8ePVi+fDkAq1atorCw0KVNVFQUrVq1crY5k8mTJxMYGOh8RUdHV9DeiYhIjXLiKBzc4JiPudLaWsTJ0rDTqVMn3n33Xb7++mvefvtt0tLS6NKlC0eOHCEtLQ2AiIgIl89EREQ416WlpeHl5UVQUNBZ25zJhAkTyMzMdL727dtXznsmIiI10t4fAQOhTaBWuNXVyG8svYw1YMAA53x8fDydO3emUaNGzJ49myuuuAIA22mdu4wxJZad7nxt7HY7drv9IioXERE5g93LHNMGXa2tQ1xYfhnrj/z8/IiPj2f79u3Ofjynn6FJT093nu2JjIykoKCAjIyMs7YRERG5JIqLYPNnjvkG3aytRVxUqrCTn5/P5s2bqVOnDrGxsURGRrJ48WLn+oKCApKSkujSpQsA7du3x9PT06VNamoqGzZscLYRERG5JLYvgsx94BMETa+xuhr5A0svYz3yyCNcd9111K9fn/T0dJ599lmysrIYNmwYNpuNhIQEJk2aRFxcHHFxcUyaNAlfX1+GDh0KQGBgICNGjODhhx8mJCSE4OBgHnnkEeLj4513Z4mIiFwSq991TNveCZ7e1tYiLiwNO/v37+f222/n8OHDhIWFccUVV/DTTz8RExMDwLhx48jNzWXUqFFkZGTQqVMnFi1ahL+/v3MbU6dOxcPDgyFDhpCbm0vv3r2ZNWsW7u7uVu2WiIjUNMXFsPsHx3yrm62tRUqwGWOM1UVYLSsri8DAQDIzMwkICLC6HBERqWoObYPXO4KHD0zYD+6WD2NXI5T273el6rMjIiJSJe3/w0CCCjqVjsKOiIjIxfp1pWNar721dcgZKeyIiIhcrP2/hZ26HaytQ85IYUdERORiFJyAgxsd8/U6WluLnJHCjoiIyMVIXQumCPzrQGBdq6uRM1DYERERuRjOS1jqr1NZKeyIiIhcjFN3YukSVqWlsCMiIlJWJ/Nhz2+DCdZT5+TKSmFHRESkrDZ9CieOOPrrRF9hdTVyFgo7IiIiZZX8tmPa/k8aTLASU9gREREpi5SlsG8FuHtB+2FWVyPnoLAjIiJSFkkvOKbt7gb/SGtrkXNS2BEREblQqetg91Jw84Cuf7W6GjkPhR0REZELtXKmY9r8OgisZ20tcl4KOyIiIhci9Rf4ZZ5jvuO91tYipaKwIyIiUlpFhTDvTjiZB437QkwXqyuSUlDYERERKa0DayBzL3jXhpv+DTab1RVJKSjsiIiIlNbuZY5pbDfwqW1pKVJ6ZQo7vXr14tixYyWWZ2Vl0atXr4utSUREpHI6FXZiulpbh1yQMoWdxMRECgoKSizPy8tj6dKlF12UiIhIpVJwAubeDDu/cbxvoLBTlVzQ2Nbr1q1zzm/atIm0tDTn+6KiIr766ivq1q1bftWJiIhUBkkvwI7FjvnaMRDewtp65IJcUNi57LLLsNls2Gy2M16u8vHx4bXXXiu34kRERCx3NAV+nO6Y7zEerhgFburyWpVcUNhJSUnBGEPDhg35+eefCQsLc67z8vIiPDwcd3f3ci9SRETEMitnQvFJaHgVXPW41dVIGVxQ2ImJiQGguLi4QooRERGpVApOwJq5jvlO91lbi5RZmZ9Hv23bNhITE0lPTy8Rfp566qmLLkxERMRShbnw2RjIzYDa9SGur9UVSRmVKey8/fbb3H///YSGhhIZGYntD4Mq2Ww2hR0REanaju6C/xsAOWmOh33e8Dq4qZtGVVWmsPPss8/y3HPPMX78+PKuR0RExHo/vOoIOp6+MOgNiO1udUVyEcoUdjIyMrjlllvKuxYRERFrFRdDRgqsec/xfuh/HKMlS5VWpnvnbrnlFhYtWlTetYiIiFhn4wKY0gBeawfFhRDWTIMHVhNlOrPTuHFjnnzySX766Sfi4+Px9PR0WT9mzJhyKU5EROSSSP0F5o+EonzH+zqXwXXT9KDPasJmjDEX+qHY2Nizb9BmY9euXRdV1KWWlZVFYGAgmZmZBAQEWF2OiIhcavP/Aus+hIY94ZZZ4BNkdUVSCqX9+12my1gpKSlnfZU16EyePBmbzUZCQoJzmTGGiRMnEhUVhY+PDz179mTjxo0un8vPz2f06NGEhobi5+fH9ddfz/79+8tUg4iI1EBFhbDta8d8j/EKOtVQpRjvOjk5mbfeeovWrVu7LJ8yZQqvvPIK06dPJzk5mcjISPr27Ut2drazTUJCAgsWLGDevHksW7aMnJwcBg4cSFFR0aXeDRERqYr2LIe8Y+AbAtGdrK5GKkCZ+uwMHz78nOv/7//+r9TbysnJ4Y477uDtt9/m2WefdS43xjBt2jSeeOIJBg8eDMDs2bOJiIjg/fffZ+TIkWRmZjJz5kzmzJlDnz59AJg7dy7R0dEsWbKE/v37l2HvRESkRln3H8e0yQCNpVNNlenMTkZGhssrPT2db7/9lvnz53Ps2LEL2tYDDzzAtdde6wwrp6SkpJCWlka/fv2cy+x2Oz169GD58uUArFq1isLCQpc2UVFRtGrVytnmTPLz88nKynJ5iYhIDZSxG9bNc8y3H2ZpKVJxynRmZ8GCBSWWFRcXM2rUKBo2bFjq7cybN4/Vq1eTnJxcYl1aWhoAERERLssjIiLYs2ePs42XlxdBQUEl2pz6/JlMnjyZZ555ptR1iohINbTpU/hklOMhn416QfTlVlckFaTc+uy4ubnx17/+lalTp5aq/b59+3jooYeYO3cu3t7eZ21nO+22P2NMiWWnO1+bCRMmkJmZ6Xzt27evVDWLiEg1suJNKMgGr1pw9QtWVyMVqFw7KO/cuZOTJ0+Wqu2qVatIT0+nffv2eHh44OHhQVJSEv/85z/x8PBwntE5/QxNenq6c11kZCQFBQVkZGSctc2Z2O12AgICXF4iIlKDFJ2EX1c75v+8BMKaWFuPVKgyXcYaO3asy3tjDKmpqXzxxRcMG1a6a569e/dm/fr1Lsv+9Kc/0axZM8aPH0/Dhg2JjIxk8eLFtG3bFoCCggKSkpJ44QVHAm/fvj2enp4sXryYIUOGAJCamsqGDRuYMmVKWXZNRERqgvSNcDIX7IEQ2tTqaqSClSnsrFmzxuW9m5sbYWFhvPzyy+e9U+sUf39/WrVq5bLMz8+PkJAQ5/KEhAQmTZpEXFwccXFxTJo0CV9fX4YOHQpAYGAgI0aM4OGHHyYkJITg4GAeeeQR4uPjS3R4FhERcdr/W1/Reu3BrVKMwiIVqExh57vvvivvOs5o3Lhx5ObmMmrUKDIyMujUqROLFi3C39/f2Wbq1Kl4eHgwZMgQcnNz6d27N7NmzcLdXbcPiojIWexf6ZjW62htHXJJlOlxEaccOnSIrVu3YrPZaNKkCWFhYeVZ2yWjx0WIiNQwr7WHIzvgjo8grq/V1UgZVejjIo4fP87w4cOpU6cO3bt3p1u3bkRFRTFixAhOnDhR5qJFREQq3ImjjqADULe9tbXIJVGmsDN27FiSkpL47LPPOHbsGMeOHeN///sfSUlJPPzww+Vdo4iISPn5dZVjGhIHvsHW1iKXRJn67Hz88cd89NFH9OzZ07nsmmuuwcfHhyFDhjBjxozyqk9ERKR87fvZMVV/nRqjTGd2Tpw4ccZxbMLDw3UZS0REKjfnnVgdrK1DLpkyhZ3OnTvz9NNPk5eX51yWm5vLM888Q+fOncutOBERkXJVXPz7ZSyd2akxynQZa9q0aQwYMIB69erRpk0bbDYba9euxW63s2jRovKuUUREpHwc3gb5WeDpB+EtrK5GLpEyhZ34+Hi2b9/O3Llz2bJlC8YYbrvtNu644w58fHzKu0YREZHyceoSVt124F6mP4FSBZXpSE+ePJmIiAjuvfdel+X/93//x6FDhxg/fny5FCciIlKu1F+nRipTn51//etfNGvWrMTyli1b8uabb150USIiIuWuMA+2/9bVQv11apQyhZ20tDTq1KlTYnlYWBipqakXXZSIiEi5St8C714P2akQUBca6/mJNUmZwk50dDQ//PBDieU//PADUVFRF12UiIhIuSkuhrk3wb4Vjvdd/woedmtrkkuqTH12/vznP5OQkEBhYSG9evUC4JtvvmHcuHEaQVlERCqXA6sha79j/opR0G6YtfXIJVemsDNu3DiOHj3KqFGjKCgoAMDb25vx48czYcKEci1QRETkomz53DFtORiunmxtLVVUcbHBzc1mdRlldlFPPc/JyWHz5s34+PgQFxeH3V41TwvqqeciItXUkZ0wayBkH4CbZkL8zVZXVOVsO5jNja//wL3dG3Jrx2iC/bywe7hbXRZQ+r/fFzXIQK1atejYUT3aRUSkktn9A/z0Bmz9EkwRBEZDk/5WV1Ulfbr2AMcLipi2ZDvTlmznmvhI3rijaj0tXiMqiYhI9ZL0Inz37O/vG14FN74Jdn/raqrCTha7XgBauD4NYww2W9W5rKWwIyIi1ceWhb8HncvuhC4PQnhza2uq4g5l55dYdjingDD/qtN1pUy3nouIiFQ6hbmw8FHHfJfRMOh1BZ1ycCjHEXb+fkNLYkJ8Adh+MNvKki6Ywo6IiFQP6z9y3GIeUA96Pm51NdVGelYeADEhfsSFOy4Fbk/PsbKkC6awIyIiVZ8xkPy2Y77TX8DL19p6qpHDv53ZCatlJy6iFuC4Q6sqUZ8dERGp+g5uhNRfwN3u6Ksj5eJkUTFHjjvG0wsPsBMX7gg7763YS7i/NxfSR7lXs3Ba1Q2siDLPS2FHRESqvpQkxzS2O/iFWFtLNXLkeAHGgLubjWBfL9rHBOHl7kZBUTFTl2y7oG2F1rIr7IiIiJTZ7t+e19igq7V1VBM70nN47otNXN0qEoDQWl64udmICfFjydgefLR6v/PyVmk1/u2skBUUdkREpGorLoY9p8JON2trqSYemreGjQey+G7rIQCX28zrh/gytm8Tq0orE3VQFhGRqm3Xt5B3DLxqQZ02VldT5Rlj2Hggy2VZuL+3RdWUD4UdERGpujJ2w8f3OuZb3QTuumBxsXYfOVFiWafYYAsqKT8KOyIiUjXlZ8MHt0PuUYhqCwNesLqiauGHHYdd3nu5u3HPlQ2sKaacKAKLiEjV9M0/IH0T1IqE294HTx+rK6qSsvIK2XvkhPNOqeU7HWHnni4NcLPZGNqpfqV5ynlZKeyIiEjVceIoLH0Z1v8Xcg46lt04AwKirK2rCnt8/no+X5fKW3e1p0/zCH7ceQSA69rUoX1M1b58dYrCjoiIVA1pG2DeUDi25/dlbYZCo17W1VQNfL4uFYDJX24hqrYPGScK8fNyp3W92tYWVo4UdkREpPLK2OO4rfzIDvhpBhSegKAG0O85CI2DkMZWV1ilZeYWOuf3Hj3BW9/vAqBTwxA83atPt15L92TGjBm0bt2agIAAAgIC6Ny5M19++aVzvTGGiRMnEhUVhY+PDz179mTjxo0u28jPz2f06NGEhobi5+fH9ddfz/79+y/1roiISHlJ/QXevQGeqwOvtoZP7ndcuio8AQ2vgnu/g+YDIawpuFXtviRW25H++zOuiooNn/5yAICBretYVVKFsDTs1KtXj+eff56VK1eycuVKevXqxQ033OAMNFOmTOGVV15h+vTpJCcnExkZSd++fcnO/v3gJCQksGDBAubNm8eyZcvIyclh4MCBFBUVWbVbIiJSVkUnHXdY7Up0hBuAepdDi0Fw00y482PwrR79SCqD7Qddn15+ZeMQZtzRjsHt6llUUcWwGWOM1UX8UXBwMC+++CLDhw8nKiqKhIQExo8fDzjO4kRERPDCCy8wcuRIMjMzCQsLY86cOdx6660AHDhwgOjoaBYuXEj//v1L9Z1ZWVkEBgaSmZlJQEBAhe2biIicx+bP4MM7wcMHhn8JgfX1rKsK9I/PNzFzWQp/urIBjw1oVuXuuirt3+9Kc0GuqKiIefPmcfz4cTp37kxKSgppaWn069fP2cZut9OjRw+WL18OwKpVqygsLHRpExUVRatWrZxtziQ/P5+srCyXl4iIWMwY+OlNx/wV9znGzlHQqTDLth9m5rIUAJpG+Fe5oHMhLA8769evp1atWtjtdu677z4WLFhAixYtSEtLAyAiIsKlfUREhHNdWloaXl5eBAUFnbXNmUyePJnAwEDnKzo6upz3SkRELtjG+bBnGbh7QYfhVldTrR04lstf5qwEwM/LnU4Nq3eotDzsNG3alLVr1/LTTz9x//33M2zYMDZt2uRcb7PZXNobY0osO9352kyYMIHMzEzna9++fRe3EyIicnFyj8FXExzz3R6G2vUtLae6KCwqZuSclTz5yQaKi3/vtfLsF5s4UVBEu/q1WTq+F7GhfhZWWfEsv/Xcy8uLxo0dtw526NCB5ORkXn31VWc/nbS0NOrU+b1XeHp6uvNsT2RkJAUFBWRkZLic3UlPT6dLly5n/U673Y7dbj/rehERuYSMgUV/cwwSGNIYuv7V6oqqjRW7jvL1RsfgiwvW/Eq4v52x/Zrw5QbH1Y9Jg+MJ9vOyssRLwvIzO6czxpCfn09sbCyRkZEsXrzYua6goICkpCRnkGnfvj2enp4ubVJTU9mwYcM5w46IiFQSxsCC+2DNHMf7a18BD/1jtLws3XHIOZ+Tf5Jdh4/z4PtrMAZ6NAmjWWTNuCnH0jM7jz/+OAMGDCA6Oprs7GzmzZtHYmIiX331FTabjYSEBCZNmkRcXBxxcXFMmjQJX19fhg4dCkBgYCAjRozg4YcfJiQkhODgYB555BHi4+Pp06ePlbsmIiKlseFjWDcP3DzgmpegYQ+rK6rU8gqL8PY8d0fiIzn53PrWT7SoE8CSzQdd1sWE+LLnt6ea33lFTIXVWdlYGnYOHjzIXXfdRWpqKoGBgbRu3ZqvvvqKvn37AjBu3Dhyc3MZNWoUGRkZdOrUiUWLFuHv7+/cxtSpU/Hw8GDIkCHk5ubSu3dvZs2ahbt79e1VLiJSLWQdgK8ec8z3GA8d/mRtPZXY0eMFPDRvDStSjnJrh2gMhgeuakydwJIPP1286SA70nPYkf77GDq17B7UCfTm0we78t9V+8jKLaR3s/BLuQuWqnTj7FhB4+yIiFxiW76AJRPh8DYIbwl/+U6Xr87h7v/7me+3HXJZ1qVRCO/9uZPzhpyTRcV8tTGNOT/uYUXKUQDsHm4Muqwuz97YCmPAy6PS9V65KKX9+215B2UREalBstMc/XO+fdbx3jcUbn9fQeccdqRnO4NOnUBvUjPzAFi+8wh/mpVMVG0f3G02vt2Szq/Hcp2fe//PnejSONSSmisbhR0REalYxsCWzyH5347HQJzSbhhc9QT4R5z1o1XV8fyT/LDjMO5uNjzc3fhP8j6GdIymR5MwjDEs2nSQL9al0rdFBNe1iTrntmYvdzzlvW+LCP51Z3t+PZbLN5sPMvGzTSRuPXTWz7WtH3TWdTWNwo6IiFSck/nwvwdg/X9/X+YXBi0Hw9XPg1v1uqwCjruKH5q3hiWb012WL9yQyg1tojhyvICl2w8D8N2WdHo0DcPf7uEyPtyKXUdYkXKU7LxC5q5whJ1hnRvg5mYjOtiXe66MpUvjUL7ZnE5hUTEZJwr4ftshAnw8WbP3GD2bhuHjpb6rpyjsiIhIxUl6wRF0bO7Q5UHHyMhBDayuqkJ9vfGgM+iE+Hlx5HgBTSJqse1gDp+sdTxV3M0GxQay80/SeuIi2tQLZPzVzfBwd+PrjWnOxzicctcVMXSNc70k1STCnyYR/pxu/f5MooNLdlyuyRR2RESk/B3eAQv+Ar+ucry/6d/QarC1NV0iMxJ3ADCqZyMe7d+UtKw8IgO8WbPvGAvXpVJQVMwNl0WxZu8xnv1iMwC/7M9k6L9XuGynf8sIQmrZaRjqx7AuDUr9/fH1AsttX6oLhR0RESl/P//r96DT9FpoeaO19VwiKYeP88v+TNzdbAzvGovNZnPeHt6ufhDt/tCPpmlkAKv2ZBBV24fdh4+z45DjVvH6wb4M69yAPi2qX18mqyjsiIhI+dvxjWPa8V7o9w84zzMNq4tP1vwKQNfGoYTWOvcdZrXsHsy4s/2lKKvGU9gREZHyU1wEGbvh6E5HP53eT4Jnzeg/cjgnn3d+cPS1GdyursXVyB8p7IiIyMXZv8rxyIdDW2H3UjDFjuXRl4N3zeg/kp1XyF8/XEtW3kla1Ang2vg65/+QXDIKOyIiUnab/gcfjYDiwtNW2KDtnZaUZIVR761m6fbDeHm48fxN8Xi4V79b6qsyhR0RESm7b59zBJ0G3aBJf4jrD36h4O4F9lpWV3dJbEnLYul2xwCCH/7lClrXq211SXIahR0RESmbzP1weCvY3ODWOeBTM0fsnfuTY9C//i0jNGpxJaXzbCIiUjY7v3VM67avMUFn44FMdh36/WnieYVF/G+NY6DAOzvFWFWWnIfO7IiISNmcCjuNeltbxyWSlpnHjW8sx80GceH+bE/PJq/Q0Rm7bm0frmgYYnGFcjYKOyIicuGMgT3LHfMNe1payqWyeFMaBScd4Wb9r5ku666/LAo3t5oxllBVpLAjIiIX7tgeyDkIbp4Q1dbqaipMcbHjCeUHjuXy/JdbXNYNbluXRZsOcqLgJIPbalydykxhR0RELty+nx3TOm3A09vaWipITv5Jxn64lkWbDros79EkjEZhtXhyYHP2HDnB0RMFxJ3hgZxSeSjsiIjIhdv320MroztZW0cFyThewJB//cj29Bw83Gxc0TCEX/Yfo0NMEO/86XJnuwahfjTAz8JKpTQUdkRE5MLsSoT1/3XMR3e0tJSK8s4PKWxPzyHc386/7mqvW8qrON16LiIipbdqNsy5EfIyoW4HaDLA6ooumjGGtMw85/uCk8V8kLwPgKeva6mgUw0o7IiISOmcLICvHnM8+6rNULjniyrZX2fnoRySth3CGENmbiF3/9/PXDH5G+b8NjjglxtSOZSdT5i/nX4tIyyuVsqDLmOJiEjpHFgNhSfANwQGvQG2qner9fRvt/PSom0AjO7VmGMnClm6/TAAb3y3g9s6RvPatzsAuPuKGDz1jKtqQWFHRERKZ/cyxzTmykoXdHYdyiEiwBs/+9n/rOUVFvFG4k7n+1Oh5pTUzDzGfLCGHek5BHh7MOzKBhVVrlxiiqwiIlI6p8JOg27W1nGa7Qez6fNKEjfNWE5hUXGJ9dsOZrNi1xF+3HmEEwVFRATYuf3yaOd6Lw837unSAIAvN6QBMLJHIwK8PS9J/VLxFHZEROT89v38h7DT1dpaTvPjriMUG9iSls3khVs4nn/Sue5EwUkGvLqUW9/6iRlJjrM6fVtE8JfujZxtogK9eaR/UxqFOW4hbxxeiz93i720OyEVSmFHRETOrTAP/nM3FBdC8+sgvLnVFbnYdjDbOf9/P6Rw04zl5J8sYktaFs9/uYWiYgPAzylHAejXIpLYUD9a1AkAYGin+tSyezBnRCfu6dKAN+5oh93D/dLviFQY9dkREZFz2/Q/yE6FgLow6M1K119na5oj7HSKDWZ7eg5b0rLpPuU7Dmbll2hbt7YPVzYOBeDdEZfzzeaDDG5XD4Co2j5MvL7lpStcLhmd2RERkXNL/rdj2uFPYK9lbS2nMcaw5bewM/H6ljzzW1g5mJWPl4cbdg/XP3OD29XF/bcHdobWsnNrx/q646oG0JkdERE5u0NbYf/P4OYBbe+2upoSDmTmkZ13Eg83G43CatEs0p/svJMUnCzihsvq4uXhhgH+/tlGVu895uyILDWLwo6IiJzduv84po37gn/lG2Dv2y3pADQKq4XXb2dxhnaqX6LdlJvbXNK6pHLRuTsRETmz4uLfn4HV+hZrazmD9Ow8Xvp6KwBDOkafp7XUZJaGncmTJ9OxY0f8/f0JDw9n0KBBbN261aWNMYaJEycSFRWFj48PPXv2ZOPGjS5t8vPzGT16NKGhofj5+XH99dezf//+S7krIiLVz5o5cGwP2AMq3TOw8k8Wcf/c1WTmFtKiTgDDOsdYXZJUYpaGnaSkJB544AF++uknFi9ezMmTJ+nXrx/Hjx93tpkyZQqvvPIK06dPJzk5mcjISPr27Ut29u+3GiYkJLBgwQLmzZvHsmXLyMnJYeDAgRQVFVmxWyIiVV9eJix+yjHfYzx4+Vpbz2n+u3I/q/ZkEODtwWtD2+KhTsZyDjZjjLG6iFMOHTpEeHg4SUlJdO/eHWMMUVFRJCQkMH78eMBxFiciIoIXXniBkSNHkpmZSVhYGHPmzOHWW28F4MCBA0RHR7Nw4UL69+9/3u/NysoiMDCQzMxMAgICKnQfRUSqhNVz4NMHIaQxjFoB7pWri+ddM1ewdPthHhvQjPt6NDr/B6RaKu3f70oVhTMzMwEIDg4GICUlhbS0NPr16+dsY7fb6dGjB8uXLwdg1apVFBYWurSJioqiVatWzjany8/PJysry+UlIiJ/sP63jsmXDa10QSczt5Afdx4BoF+LytdpWiqfShN2jDGMHTuWrl270qpVKwDS0hzPKImIcP1ljoiIcK5LS0vDy8uLoKCgs7Y53eTJkwkMDHS+oqPVsU1ExOngRkhZ6piPr3wdkz9Z8ysniw2Nw2vRMKxyjfsjlVOlCTsPPvgg69at44MPPiixznbaaJ3GmBLLTneuNhMmTCAzM9P52rdvX9kLFxGpTo6mwAe3AQaaXA21S97GbaX1+zN57ovNANzaQf9QldKpFGFn9OjRfPrpp3z33XfUq1fPuTwyMhKgxBma9PR059meyMhICgoKyMjIOGub09ntdgICAlxeIiI13rG98PZVjmlQLAyaYXVFJfzz2+0UFBXTp3k4I7rqYZ1SOpaGHWMMDz74IPPnz+fbb78lNtb1Fzc2NpbIyEgWL17sXFZQUEBSUhJdunQBoH379nh6erq0SU1NZcOGDc42IiJSCj+9CbkZEN4S/rQQfIOtrshFyuHjLNl8EIDHBjTDza1yPaNLKi9Le5098MADvP/++/zvf//D39/feQYnMDAQHx8fbDYbCQkJTJo0ibi4OOLi4pg0aRK+vr4MHTrU2XbEiBE8/PDDhISEEBwczCOPPEJ8fDx9+vSxcvdERKqOghOwdq5jvs/TEBBlbT2n+X7bIe59dyXGQOeGITQO97e6JKlCLA07M2Y4TpH27NnTZfk777zDPffcA8C4cePIzc1l1KhRZGRk0KlTJxYtWoS//++/6FOnTsXDw4MhQ4aQm5tL7969mTVrFu7u7pdqV0REqrbtXzvG1qldHxpb9w/FR//7CytSjvLenzsRHewY2yczt5Cx//mF/JPF1K3twxPXNresPqmaKtU4O1bRODsiUuN9/QT8OB06jICBr1hSwuq9GQx+wzFkSPcmYVzXug6frP2VnenHScvKo2GYH18+1A27h/4hKw6l/ftduQZPEBERaxxY45jWbXfJvrKo2JCTdxJ/bw+OF5x03mUFjstW32875Hwf7OfFS7e0UdCRMlHYERGp6YqL4MBax3xU+YSdvUdOUC/Ip0QnYmMMb32/i02pWSzfeYRD2fnEhPji6e7GjvQcvD3d+Ev3Rsz9aQ8ZJwoY1rkBPZqE0blRCN6eCjpSNgo7IiI13eFtUHgcPP0grGmpPjLv570s3XGYSYPiCfT1dFk356c9PPnJBh7t35SmEf50jA0m0MfRJnHbISZ/ucWl/Z4jJwCIDPDmzbvac1l0bR64qhFZuScJ87eXww5KTaewIyJSExQXQ/YBMMW/L8tJh21fw7avHO+jLgO38589yS0o4rH56wFwt9n45+1tneuKig1PfrIBgBe/3gpAizoBvHFHOzw93Ji/+ldn25vb1+Oh3nFMXbyN4wUn+cegVoT7ewNg93AnzF9ncqR8KOyIiFRneVmwciasmgUZu8/eztMPej5Wqk0u/m2sG4BPfznAyB4NaRkVCODSz+aUTalZ9Hwp0WXZ/FFdaFff8ZifV269rFTfK1JWCjsiItXZx3923FYOYHMH9z9ccnL3gkZXOZ5s3vo2CGty3s0ZY/hkza8uyz5fl+oMOzOSdpb4TN3aPhzOyaeo2DifadU2unaZd0nkQinsiIhUVznpsH2RY/66Vx0P9fTyK/PmRs5ZyeJNByn+bcCSh3rH8eo321m0MQ0/L3deWrQNAC93N94dcTkzEndyf89GXNEwBID8k0X8nHKURmG1zvt8Q5HypLAjIlJdbfsKMBDVFtrfc1GbyjxRyNcbf798dXXLSEZ0i+WNxB3sPHTcGXQAbu0YzRUNQ5wh5xS7hzvd4sIuqg6RslDYERGpjoyB9R855ptee9Gb23Eo2znv7mZjTO84Arw96dEk3Pm8qm5xoVzdKpKb2tU722ZELKGwIyJSHS3/J6QkOfrptBx00ZvbdjAHgCYRtXj1trY0r+MYrfblIW34cedhQmrZ6RATpMtTUikp7IiIVDfpm+GbvzvmB7wAoXEXvcntv4WdbnFhzqADEOjjydWt6lz09kUqkpvVBYiISDn7chwUn4Sm18Dl95bLJrenOy5jNYmoVS7bE7mUFHZERKqT3AxI+d4xf/XkctvsqTM7jcP9y22bIpeKwo6ISHWyf6VjGtwIghqU+mPGmLOuW7M3g7SsPNzdbDqzI1WSwo6ISHWyb4VjGt2p1B/5z8p9tPvHYt48w4CA6dl5PP/bs6wGt62Lv7dniTYilZ06KIuIVCfOsHN5qZp/vTGNcR+tA2Dq4m2M6BpLUbHh759vItzfztyf9nA4pwAPNxsP9mpcUVWLVCiFHRGR6iL32O+XsUoZdt5bsdc5n3+ymGXbD7NqTwbv/2F5/WBfnh3UipiQso++LGIlhR0Rkeog5xB89hAUnoCw5hDe4rwfOZSdz7Ltjgd39mgSRtK2Q7zw1RZ2HspxaffM9S3p3kQjH0vVpbAjIlLV5WfD6x0dd2IB9BwPpRjcb97Peyk2cFl0bf52bXNWpBxhS5rjFvPezcLZc/QEsaF+9GyqoCNVm8KOiEhVl7L096ATfws0v+G8H9l39ASvJ+4AYFiXGOIi/Pn4/i78/bNNdGwQTEKfODzcdQ+LVA8KOyIiVd3ObxzTjn/mUPdJFGblE1Xb55wfeXnRVvIKi7miYTCDLqsLQMuoQD4c2bmiqxW55BR2RESqspP5sGMJACfq9+Dafy4lt6CI7x7tSWgtu7PZpgNZ/JxyhGLj6Ij86S8HAPjbtS30PCup9hR2RESqkrT1jqeZ52XCyXzMtq+w5R6l2M2TuWn1Sc/+FYDPfznAlrRslu04TOPwWiRuPVRiU31bRNCqbuCl3gORS05hR0SkKsjYDfP/8vs4Or+xAQdMMJPzhrIoKdW5fOJnm5zz+zNy8XCz0S0u1DkooI+nO6N7a9wcqRkUdkREKru8LHhvCBzeCm4e0OxaiGhF/sliHlsOnx5vQRHuUFyMzQanP/khvm4gE69vQfuYYGvqF7GYwo6ISCX0n5X7mDB/PVc0DGayx7+pf3gr+NeB4V9DUAwA//5uBwuOb3X53G0d69M4vBZfb0xzDgbo7eluxS6IVBoKOyIilUxRseHVJdspKjac2PkT9e3/BWBu3Sex73SjTXQ2mw5k8db3uwDo3zKCrzceBKBfywiuahrOiK6xltUvUtko7IiIVDLfbUnn12O51Pb15LmgH+AIfFzUjb+trQ1r17m0bRrhzws3tebnlETsHu50aRRiTdEilZjCjoiIxb7dcpDlO47QNS6U91bsZfEmx1maO9uG0GLdMgDq9B3DwP2hHMzKY+WeDOoEeHNrx/rc1TmG2r5efJXQHTebDbuHLlmJnE5hR0TEQkXFhuGzHA/v/PeyFOfy+sG+3B+xxfGsq+CGdOnWly6/jYeTV1iEp7sb7m6/j48TEeB9aQsXqUI0FriIiIXW7ssosaxzwxD+754O+KX+6FjQ4gaXZ115e7q7BB0ROTdLw87333/PddddR1RUFDabjU8++cRlvTGGiRMnEhUVhY+PDz179mTjxo0ubfLz8xk9ejShoaH4+flx/fXXs3///ku4FyIiZbfot0tWp/xjUCs++MsVNA73h4O//f+uzmWXvjCRasTSsHP8+HHatGnD9OnTz7h+ypQpvPLKK0yfPp3k5GQiIyPp27cv2dnZzjYJCQksWLCAefPmsWzZMnJychg4cCBFRUWXajdEpIZJz8rjP8n7KCo25298Hkt+CzuP9m/KK0PacMfl9R0riovg0BbHfETLi/4ekZrM0j47AwYMYMCAAWdcZ4xh2rRpPPHEEwwePBiA2bNnExERwfvvv8/IkSPJzMxk5syZzJkzhz59+gAwd+5coqOjWbJkCf37979k+yIiNYMxhmv+uYzDOfnYbHBLh+gybys9K4+dh45js8GdnWII9PX8fWXGbkd/HQ9vCG548YWL1GCVts9OSkoKaWlp9OvXz7nMbrfTo0cPli9fDsCqVasoLCx0aRMVFUWrVq2cbc4kPz+frKwsl5eISGkkbjvE4Zx8AOfYNqVljOG5LzYx+oM1jP1wLT1fSgSgeWSAa9CB3y9hhTUDN91hJXIxKm3YSUtLAyAiIsJleUREhHNdWloaXl5eBAUFnbXNmUyePJnAwEDnKzq67P8yE5GaY/XeDB7+zy/O97/sP8bb3+/ieP7JUn3+55SjvL00hc9+OcD8Nb9yosBxuf2KhmcYG+dU2IloddF1i9R0lTbsnGKzud5xYIwpsex052szYcIEMjMzna99+/aVS60iUr09/b+NHD1eQGgtLwAOZefz3MLNvJG4o1Sfn/PTHud8iJ+Xc75TwzM8s2pXomMadVlZyxWR31TacXYiIyMBx9mbOnXqOJenp6c7z/ZERkZSUFBARkaGy9md9PR0unTpctZt2+127HZ7BVUuItVRTv5JNh7IBODz0d24YvI3znUfr/qVR/s3AyB591EmL9xMXLg/vZuHM2v5boL8vAirZefLDY4zzl+M6UqLOgE8+tE6dh7KoVtc6Glflv77082bnrlfo4iUXqUNO7GxsURGRrJ48WLatm0LQEFBAUlJSbzwwgsAtG/fHk9PTxYvXsyQIUMASE1NZcOGDUyZMsWy2kWk+vll3zGKDdSt7UNkoDft6tdm9d5jABw5ns+uQzm8+s12vliXysliw+q9x/hwZcmzxkM61KNlVCAAL93S5sxftu0rwDhuOQ+sVzE7JFKDWBp2cnJy2LHj99O/KSkprF27luDgYOrXr09CQgKTJk0iLi6OuLg4Jk2ahK+vL0OHDgUgMDCQESNG8PDDDxMSEkJwcDCPPPII8fHxzruzRETKw6o9jsH/2sc4ziK/cFNrPlq9n9nLd5NXWEyvl5Ocba+Jj8TL3Y2FGxxPHm9TrzaFRcV0bhTCbR1L0Udw3X8c02YDy30/RGoiS8POypUrueqqq5zvx44dC8CwYcOYNWsW48aNIzc3l1GjRpGRkUGnTp1YtGgR/v7+zs9MnToVDw8PhgwZQm5uLr1792bWrFm4u+vuBREpH5MXbuZfvz1h/FTYiYvwZ8KA5hzMzOOTtQcAaF4ngBduiqd1vdoAvFhUjIeb7bz9DF0c2gq7l4LNDdrcVq77IVJT2YwxFz8qVhWXlZVFYGAgmZmZBAQEWF2OiFQi+46eoPuL32EMuNng24d70iDUz7l+R3oOU5dso0NMELd1rI+P10X+Q+vLx2DFDGh6Ldz+/kVWL1K9lfbvd6XtsyMiUhm8t2IvxkBsqB8f3deZkFquNzc0Dq/F60Pblc+XFRXC+v865tvfUz7bFJHKf+u5iIhVth/MZu5vt4s/NqBZiaBTroyBte/BicPgGwqNelXcd4nUMDqzIyJyBnmFRfxlzipy8k9yeWwwfZpHnP9DF+N/DzjCDkCrweCu/z2LlBf91yQi8htjDEXFhiJjePHrraQcPk5EgJ0372yPu9sFdDK+UJm/wi8fOObtgdDx3or7LpEaSGFHRCq1/RknOJ5fVK7bzDhRwDebD3K84PftFpwsJnFrOodzClzaPnN9K4L/MNpxhVg1C0wxNOgG93xesd8lUgMp7IhIhdt0IIudh3JYufsoW9KyS/25zNzCC2pfnoL9vPhL94b0b1nBl69OFsDq2Y75jiMq9rtEaiiFHRG5aPkni/h41a/Op4GfcrLYkLg1nXX7M8u8bQ83G7VPfyL4RXKz2ejSKISGYbVclreoE0D7mCBsNvD39qzYS1enbPkccg5CrQgNIihSQRR2RKqpk0XFbE7NpqCoiIzjhXyzJZ0TBSWfzt0kwp9OscGcGvfOGMdowZtSs0r9XVvTss95BsbL3Y1WdQOIDvblqqbheLqX7kZQdzdoHxNMmH81fZbdpv/Bgvsc8+3vAffyDXUi4qCwI1KFGGNYuSeDlEPHS6zbejCbn1OOUvzbOKHp2fkcys4v0a6iBPp4ck18HU4fLLhhqB83tq1bsbdtV0UnjsLH90JRPgTUhQ66hCVSURR2RCyWnpXHvOR9HM///azL8YKTLNmUzrFc186yxcbRkba0/L09CPbzwt1mo0vjEGJDXS/bFBY5OuWmZua5LA/3t9OrWQReHqU7A+PhZqNviwiiavuUurYab80cR9CpHQOjfgIvX6srEqm2FHZELqHsvEL+s3I/P+06QnGx4wzML/szS/R1ORdfL3c6NgjG47T+JP7eHvRuHoG/t+M/ay8PN9rHBGH3OPfjC+7r0egC90IuijGw9CX49lnH+24PK+iIVDCFHZFLYNehHBZtOsh7K/aw72huifVx4bW4qlm4870NaFs/iFZ1Sz7rJcTPfvHPX5JLo7gYCo/Dtq/h+CHHsiM7IPnfjvmodhB/i3X1idQQCjsiZ1BcbEg5cpyTRWV/Tq7B8HPKUVbtyeDLDWnOy091a/swrEsMgT6Ozqg+Xh70aR6Or5f+c6w2UtfBqndg/UeQf5aO3n0mQpeHwE1P7RGpaPq/q9R4b32/k282pxMd7MtjA5qRf7KYhz5Yw8o9GeX6PU0j/OkaF8oDVzWu+EHq5NIrLnaMgrxyJvy6ynVd7Rio1wHHOTsgthu0G0aJ3twiUiEUdqTKy8k/SVEZz8Cs2ZfBpIVbAFiRcpSPVu3HZnN0q/BydyPA5+L+E4kM9KZHkzAahtZiUNu6l2bcFrFG4iT4/kXHvJsnNB/ouJ08sjX4BCnYiFhIYUeqrOP5J3liwXo+WXvgorfVKMwPY2DX4eMYA1c0DGbSjfElBp0TKSFjNyx6EjZ/6njf7RHodB/UCrO0LBH5ncKOVHrGGNbsO8aOgzkYDOv2Z/LL/mPsPnyCnPySg+RdqEZhfswfdSV+Xu7sPHScAB8P6gTqFmoppe9f+j3oNBkAvf6mszgilYzCjlRqqZm5jH7/7P1nYkJ8efHmNrSrX7vM3+HuZsP22x+nppH+Zd6O1FC7lzqmTQbAjW8q6IhUQgo7UmmlZeZx4+vLScvKw9vTjctjQ/B0sxHk50WvZuFEBnpzWb3auKkfjFglc7/jMpbNDQa/Bd4lhwoQEesp7Mglte/oCRK3HaLwt9uwM3MLWbL5oMvowaccyy3k2IlCGoX5MetPlxMdrIHXpJLZ/YNjWucyBR2RSkxhRypUwcliFm1KY8Wuo+w6nMPynUcwF3DjVGgtu4KOVE6HtsI3zzjmG3S1thYROSeFnQq04ddM9h49cUm/MyfvJIs3HyQrt/CSfu/Z7DyUw+Ec1+c7XdEwmHB/b8DRX+aKhsE0Dj/zXU/NIgPws+vXVCqh71+ErF8hJA6uGGV1NSJyDvorUoHe/3kv76/Ya3UZlgvztzOwdR3qBHrTv2UkMSF+VpckcvEObXVM+/0DAupYW4uInJPCTgWKDfHj8tjgS/qdbjboEBNM8zqVo/9AgI8HVzQMwdNdQ+JLNWKMo2MyQFCspaWIyPkp7FSge7s35N7uDa0uQ0TK24kjvz/zKijG2lpE5Lz0z20RkQt1NMUxDagLnhqAUqSyU9gREblQGb+FHV3CEqkSFHZERC7U0V2OaXADS8sQkdJR2BERuVCnwo7O7IhUCQo7IiIXougk7PzWMV/nMktLEZHSUdgREbkQuxLh+CHwDYGGPayuRkRKodqEnTfeeIPY2Fi8vb1p3749S5cutbokEamO1rzrmLYcDO6e1tYiIqVSLcbZ+fDDD0lISOCNN97gyiuv5F//+hcDBgxg06ZN1K9f3+ryRCqv4iJISYLMX62upGo4fgg2/Q+wQbu7ra5GRErJZsyFPJaxcurUqRPt2rVjxowZzmXNmzdn0KBBTJ48+byfz8rKIjAwkMzMTAICynHk4RNHoSCn/LYnFaeoEBInw5YvuKAnlVZ1pgiKCs7fTlx1vBeufcnqKkRqvNL+/a7yZ3YKCgpYtWoVjz32mMvyfv36sXz58jN+Jj8/n/z8fOf7rKysiinum7/DqncqZtsi5cUnCOpdDjab1ZVUDX5h0Pspq6sQkQtQ5cPO4cOHKSoqIiIiwmV5REQEaWlpZ/zM5MmTeeaZZyq+OHdP8PCu+O+R8lE7xvGv9aAGVldyadWKBA8vq6sQEakwVT7snGI77V+lxpgSy06ZMGECY8eOdb7PysoiOjq6/Iu65kXHS0RERCxT5cNOaGgo7u7uJc7ipKenlzjbc4rdbsdut1+K8kRERMRiVf7Wcy8vL9q3b8/ixYtdli9evJguXbpYVJWIiIhUFlX+zA7A2LFjueuuu+jQoQOdO3fmrbfeYu/evdx3331WlyYiIiIWqxZh59Zbb+XIkSP8/e9/JzU1lVatWrFw4UJiYmKsLk1EREQsVi3G2blYFTbOjoiIiFSY0v79rvJ9dkRERETORWFHREREqjWFHREREanWFHZERESkWlPYERERkWpNYUdERESqNYUdERERqdYUdkRERKRaU9gRERGRaq1aPC7iYp0aRDorK8viSkRERKS0Tv3dPt/DIBR2gOzsbACio6MtrkREREQuVHZ2NoGBgWddr2djAcXFxRw4cAB/f39sNlu5bTcrK4vo6Gj27dunZ25VUjpGlZ+OUeWm41P5VedjZIwhOzubqKgo3NzO3jNHZ3YANzc36tWrV2HbDwgIqHa/YNWNjlHlp2NUuen4VH7V9Rid64zOKeqgLCIiItWawo6IiIhUawo7Fchut/P0009jt9utLkXOQseo8tMxqtx0fCo/HSN1UBYREZFqTmd2REREpFpT2BEREZFqTWFHREREqjWFHREREanWFHYq0BtvvEFsbCze3t60b9+epUuXWl1SjfD9999z3XXXERUVhc1m45NPPnFZb4xh4sSJREVF4ePjQ8+ePdm4caNLm/z8fEaPHk1oaCh+fn5cf/317N+//xLuRfU1efJkOnbsiL+/P+Hh4QwaNIitW7e6tNExstaMGTNo3bq1cxC6zp078+WXXzrX6/hULpMnT8Zms5GQkOBcpmPkSmGngnz44YckJCTwxBNPsGbNGrp168aAAQPYu3ev1aVVe8ePH6dNmzZMnz79jOunTJnCK6+8wvTp00lOTiYyMpK+ffs6n5EGkJCQwIIFC5g3bx7Lli0jJyeHgQMHUlRUdKl2o9pKSkrigQce4KeffmLx4sWcPHmSfv36cfz4cWcbHSNr1atXj+eff56VK1eycuVKevXqxQ033OD8Y6njU3kkJyfz1ltv0bp1a5flOkanMVIhLr/8cnPfffe5LGvWrJl57LHHLKqoZgLMggULnO+Li4tNZGSkef75553L8vLyTGBgoHnzzTeNMcYcO3bMeHp6mnnz5jnb/Prrr8bNzc189dVXl6z2miI9Pd0AJikpyRijY1RZBQUFmX//+986PpVIdna2iYuLM4sXLzY9evQwDz30kDFG/w2dic7sVICCggJWrVpFv379XJb369eP5cuXW1SVAKSkpJCWluZybOx2Oz169HAem1WrVlFYWOjSJioqilatWun4VYDMzEwAgoODAR2jyqaoqIh58+Zx/PhxOnfurONTiTzwwANce+219OnTx2W5jlFJehBoBTh8+DBFRUVERES4LI+IiCAtLc2iqgRw/vzPdGz27NnjbOPl5UVQUFCJNjp+5csYw9ixY+natSutWrUCdIwqi/Xr19O5c2fy8vKoVasWCxYsoEWLFs4/hDo+1po3bx6rV68mOTm5xDr9N1SSwk4FstlsLu+NMSWWiTXKcmx0/Mrfgw8+yLp161i2bFmJdTpG1mratClr167l2LFjfPzxxwwbNoykpCTneh0f6+zbt4+HHnqIRYsW4e3tfdZ2Oka/02WsChAaGoq7u3uJdJyenl4iaculFRkZCXDOYxMZGUlBQQEZGRlnbSMXb/To0Xz66ad899131KtXz7lcx6hy8PLyonHjxnTo0IHJkyfTpk0bXn31VR2fSmDVqlWkp6fTvn17PDw88PDwICkpiX/+8594eHg4f8Y6Rr9T2KkAXl5etG/fnsWLF7ssX7x4MV26dLGoKgGIjY0lMjLS5dgUFBSQlJTkPDbt27fH09PTpU1qaiobNmzQ8SsHxhgefPBB5s+fz7fffktsbKzLeh2jyskYQ35+vo5PJdC7d2/Wr1/P2rVrna8OHTpwxx13sHbtWho2bKhjdDpr+kVXf/PmzTOenp5m5syZZtOmTSYhIcH4+fmZ3bt3W11atZednW3WrFlj1qxZYwDzyiuvmDVr1pg9e/YYY4x5/vnnTWBgoJk/f75Zv369uf32202dOnVMVlaWcxv33XefqVevnlmyZIlZvXq16dWrl2nTpo05efKkVbtVbdx///0mMDDQJCYmmtTUVOfrxIkTzjY6RtaaMGGC+f77701KSopZt26defzxx42bm5tZtGiRMUbHpzL6491YxugYnU5hpwK9/vrrJiYmxnh5eZl27do5b62VivXdd98ZoMRr2LBhxhjHbZlPP/20iYyMNHa73XTv3t2sX7/eZRu5ubnmwQcfNMHBwcbHx8cMHDjQ7N2714K9qX7OdGwA88477zjb6BhZa/jw4c7/d4WFhZnevXs7g44xOj6V0elhR8fIlc0YY6w5pyQiIiJS8dRnR0RERKo1hR0RERGp1hR2REREpFpT2BEREZFqTWFHREREqjWFHREREanWFHZERESkWlPYERERkWpNYUekBps1axa1a9cut+317NmThISEctuelK/du3djs9lYu3at1aWIXFIeVhcgItXH/Pnz8fT0tLoMAe655x6OHTvGJ5984lwWHR1NamoqoaGh1hUmYgGFHREpN8HBwVaXUEJBQQFeXl5Wl1EqxhiKiorw8KiY/zW7u7sTGRlZIdsWqcx0GUukkvjss8+oXbs2xcXFAKxduxabzcajjz7qbDNy5Ehuv/125/vly5fTvXt3fHx8iI6OZsyYMRw/fty5vqCggHHjxlG3bl38/Pzo1KkTiYmJZ63hyJEjXH755Vx//fXk5eWdsc0bb7xBXFwc3t7eREREcPPNNzvXnX4Zq0GDBkyaNInhw4fj7+9P/fr1eeutt1y2t3//fm677TaCg4Px8/OjQ4cOrFixwuXn0r59e7y9vWnYsCHPPPMMJ0+ePOs+3HPPPQwaNIjJkycTFRVFkyZNAPj111+59dZbCQoKIiQkhBtuuIHdu3eX+NwzzzxDeHg4AQEBjBw5koKCAmeb/Px8xowZQ3h4ON7e3nTt2pXk5OSz1nLqM+PGjSM6Ohq73U5cXBwzZ84EIDExEZvNxtdff02HDh2w2+0sXboUYwxTpkyhYcOG+Pj40KZNGz766CPnNouKihgxYgSxsbH4+PjQtGlTXn31Vef6iRMnMnv2bP73v/9hs9mw2WwkJiae8TJWUlISl19+OXa7nTp16vDYY4+5/Hx79uzJmDFjGDduHMHBwURGRjJx4sRz7rNIpWPtc0hF5JRjx44ZNzc3s3LlSmOMMdOmTTOhoaGmY8eOzjZNmjQxM2bMMMYYs27dOlOrVi0zdepUs23bNvPDDz+Ytm3bmnvuucfZfujQoaZLly7m+++/Nzt27DAvvviisdvtZtu2bcYYY9555x0TGBhojDFm3759pnnz5uauu+4yhYWFZ6wxOTnZuLu7m/fff9/s3r3brF692rz66qvO9ac/eTkmJsYEBweb119/3Wzfvt1MnjzZuLm5mc2bNxtjjMnOzjYNGzY03bp1M0uXLjXbt283H374oVm+fLkxxpivvvrKBAQEmFmzZpmdO3eaRYsWmQYNGpiJEyee9ec4bNgwU6tWLXPXXXeZDRs2mPXr15vjx4+buLg4M3z4cLNu3TqzadMmM3ToUNO0aVOTn5/v8rlbb73VbNiwwXz++ecmLCzMPP74485tjxkzxkRFRZmFCxeajRs3mmHDhpmgoCBz5MiRs9YzZMgQEx0dbebPn2927txplixZYubNm2eMMea7774zgGndurVZtGiR2bFjhzl8+LB5/PHHTbNmzcxXX31ldu7cad555x1jt9tNYmKiMcaYgoIC89RTT5mff/7Z7Nq1y8ydO9f4+vqaDz/80PlzHTJkiLn66qtNamqqSU1NNfn5+SYlJcUAZs2aNcYYY/bv3298fX3NqFGjzObNm82CBQtMaGioefrpp12OaUBAgJk4caLZtm2bmT17trHZbC5PQRep7BR2RCqRdu3amZdeeskYY8ygQYPMc889Z7y8vExWVpZJTU01gDMo3HXXXeYvf/mLy+eXLl1q3NzcTG5urtmxY4ex2Wzm119/dWnTu3dvM2HCBGPM72Fn69atpn79+mb06NGmuLj4rPV9/PHHJiAgwGRlZZ1x/ZnCzp133ul8X1xcbMLDw52B7V//+pfx9/c/a1jo1q2bmTRpksuyOXPmmDp16py1xmHDhpmIiAhniDHGmJkzZ5qmTZu67Ft+fr7x8fExX3/9tfNzwcHB5vjx4842M2bMMLVq1TJFRUUmJyfHeHp6mvfee8+5vqCgwERFRZkpU6acsZatW7cawCxevPiM60+FnU8++cS5LCcnx3h7ezsD3ykjRowwt99++1n3e9SoUeamm25y+TnccMMNLm1ODzuPP/54iZ/L66+/7txnYxzHtGvXri7b6dixoxk/fvxZaxGpbNRnR6QS6dmzJ4mJiYwdO5alS5fy7LPP8vHHH7Ns2TKOHTtGREQEzZo1A2DVqlXs2LGD9957z/l5YwzFxcWkpKSwYcMGjDHOyzin5OfnExIS4nyfm5tL165duf32210uhZxJ3759iYmJoWHDhlx99dVcffXV3Hjjjfj6+p71M61bt3bO22w2IiMjSU9PBxyX6tq2bXvWvj6rVq0iOTmZ5557zrmsqKiIvLw8Tpw4cdbvjY+Pd+mnc+pn5e/v79IuLy+PnTt3Ot+3adPGZZudO3cmJyeHffv2kZmZSWFhIVdeeaVzvaenJ5dffjmbN28+Yx1r167F3d2dHj16nHH9KR06dHDOb9q0iby8PPr27evSpqCggLZt2zrfv/nmm/z73/9mz5495ObmUlBQwGWXXXbO7znd5s2b6dy5MzabzbnsyiuvJCcnh/3791O/fn3A9RgC1KlTx3kMRaoChR2RSqRnz57MnDmTX375BTc3N1q0aEGPHj1ISkoiIyPD5Y9mcXExI0eOZMyYMSW2U79+fdatW4e7uzurVq3C3d3dZX2tWrWc83a7nT59+vDFF1/w6KOPUq9evbPW5+/vz+rVq0lMTGTRokU89dRTTJw4keTk5LPewn763Vk2m83ZL8nHx+ecP4/i4mKeeeYZBg8eXGKdt7f3WT/n5+dXYjvt27d3CYanhIWFnbOGUzUbY5zzf2SMKbHslPPt35nqPfWz+eKLL6hbt65LO7vdDsB//vMf/vrXv/Lyyy/TuXNn/P39efHFF136OpXGmWo/036e6xiKVAUKOyKVSPfu3cnOzmbatGn06NEDm81Gjx49mDx5MhkZGTz00EPOtu3atWPjxo00btz4jNtq27YtRUVFpKen061bt7N+p5ubG3PmzGHo0KH06tWLxMREoqKiztrew8ODPn360KdPH55++mlq167Nt99+e8ZAcj6tW7fm3//+N0ePHj3j2Z127dqxdevWs+5jabVr144PP/zQ2fH4bH755Rdyc3OdIeWnn36iVq1a1KtXj5CQELy8vFi2bBlDhw4FoLCwkJUrV551bKH4+HiKi4tJSkqiT58+paq1RYsW2O129u7de9YzQkuXLqVLly6MGjXKueyPZ6gAvLy8KCoqOu93ffzxxy6hZ/ny5fj7+5cIWiJVme7GEqlEAgMDueyyy5g7dy49e/YEHAFo9erVbNu2zbkMYPz48fz444888MADrF27lu3bt/Ppp58yevRoAJo0acIdd9zB3Xffzfz580lJSSE5OZkXXniBhQsXunyvu7s77733Hm3atKFXr16kpaWdsb7PP/+cf/7zn6xdu5Y9e/bw7rvvUlxcTNOmTcu0v7fffjuRkZEMGjSIH374gV27dvHxxx/z448/AvDUU0/x7rvvMnHiRDZu3MjmzZv58MMP+dvf/nZB33PHHXcQGhrKDTfcwNKlS0lJSSEpKYmHHnqI/fv3O9sVFBQwYsQINm3axJdffsnTTz/Ngw8+iJubG35+ftx///08+uijfPXVV2zatIl7772XEydOMGLEiDN+b4MGDRg2bBjDhw/nk08+ISUlhcTERP7zn/+ctVZ/f38eeeQR/vrXvzJ79mx27tzJmjVreP3115k9ezYAjRs3ZuXKlXz99dds27aNJ598ssRdYQ0aNGDdunVs3bqVw4cPU1hYWOK7Ro0axb59+xg9ejRbtmzhf//7H08//TRjx47FzU1/HqT60G+zSCVz1VVXUVRU5Aw2QUFBtGjRgrCwMJo3b+5s17p1a5KSkti+fTvdunWjbdu2PPnkk9SpU8fZ5p133uHuu+/m4YcfpmnTplx//fWsWLGC6OjoEt/r4eHBBx98QMuWLenVq9cZ+2TUrl2b+fPn06tXL5o3b86bb77p/ExZeHl5sWjRIsLDw7nmmmuIj4/n+eefd15269+/P59//jmLFy+mY8eOXHHFFbzyyivExMRc0Pf4+vry/fffU79+fQYPHkzz5s0ZPnw4ubm5Lmd6evfuTVxcHN27d2fIkCFcd911LrdZP//889x0003cddddtGvXjh07dvD1118TFBR01u+eMWMGN998M6NGjaJZs2bce++9LsMDnMk//vEPnnrqKSZPnkzz5s3p378/n332GbGxsQDcd999DB48mFtvvZVOnTpx5MgRl7M8APfeey9NmzalQ4cOhIWF8cMPP5T4nrp167Jw4UJ+/vln2rRpw3333ceIESMuOEyKVHY2c+oCrYhIDXamEYdFpHrQmR0RERGp1hR2REREpFrTZSwRERGp1nRmR0RERKo1hR0RERGp1hR2REREpFpT2BEREZFqTWFHREREqjWFHREREanWFHZERESkWlPYERERkWrt/wGvdQMDipcCNgAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "issue_count_timeline.rename(columns={\"open_issues_count\": \"open issues\", \"closed_issues_count\": \"closed issues\"}).plot(\n", " x=\"week_since_repo_creation\",\n", @@ -3814,7 +1495,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3824,20 +1505,9 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "\n", "plt.plot(issue_count_timeline['week_since_repo_creation'], issue_count_timeline['open_issues_count'], label=\"open issues\")\n", @@ -3855,7 +1525,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3866,7 +1536,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3877,7 +1547,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3890,7 +1560,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3899,30 +1569,9 @@ }, { "cell_type": "code", - "execution_count": 89, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 89, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "engagement_df.plot()" ] @@ -3936,7 +1585,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3948,20 +1597,9 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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0esbmc/esbmcFalse2015-06-20 19:35:34+00:00TrueTrueREADME.md2015-06-19 00:49:48+00:00['The ESBMC model checker', 'Features', 'Diffe...[][]-1
1esbmc/esbmcFalse2015-06-20 19:35:34+00:00TrueTrueREADME.md2020-05-11 11:34:27+00:00['Contributing to the code base'][][]255
2esbmc/esbmcFalse2015-06-20 19:35:34+00:00TrueTrueREADME.md2021-11-26 09:24:51+00:00['Acknowledgements'][][]335
3esbmc/esbmcFalse2015-06-20 19:35:34+00:00TrueTrueREADME.md2021-11-26 10:01:57+00:00['Acknowledgments']['Acknowledgements'][]335
4esbmc/esbmcFalse2015-06-20 19:35:34+00:00TrueTrueREADME.md2022-01-06 07:45:57+00:00['Publications'][][]341
5esbmc/esbmcFalse2015-06-20 19:35:34+00:00TrueTrueREADME.md2022-01-06 08:22:00+00:00[][]['* Mikhail Y. R. Gadelha, Felipe R. Monteiro,...341
6esbmc/esbmcFalse2015-06-20 19:35:34+00:00TrueTrueREADME.md2022-01-06 08:25:34+00:00[][]['* Phillipe A. Pereira, Higo F. Albuquerque, ...341
7esbmc/esbmcFalse2015-06-20 19:35:34+00:00TrueTrueREADME.md2022-01-06 08:29:12+00:00[][]['* Lucas C. Cordeiro, Bernd Fischer, João Mar...341
8esbmc/esbmcFalse2015-06-20 19:35:34+00:00TrueTrueREADME.md2022-01-06 08:34:30+00:00[][]['* Lucas C. Cordeiro, Bernd Fischer. [Verifyi...341
9esbmc/esbmcFalse2015-06-20 19:35:34+00:00TrueTrueREADME.md2022-01-06 08:41:08+00:00[][]['* Felipe R. Monteiro, Mikhail R. Gadelha, Lu...341
10esbmc/esbmcFalse2015-06-20 19:35:34+00:00TrueTrueREADME.md2022-01-06 08:48:16+00:00[][]['* Felipe R. Monteiro, Mikhail R. Gadelha, Lu...341
11esbmc/esbmcFalse2015-06-20 19:35:34+00:00TrueTrueREADME.md2022-01-06 17:22:26+00:00[][]['* Felipe R. Monteiro, Mikhail R. Gadelha, Lu...341
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"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m/home/kmoraw/SSI/rse-repo-analysis/analysis/github.ipynb Cell 142\u001b[0m line \u001b[0;36m2\n\u001b[1;32m 1\u001b[0m fig, ax \u001b[39m=\u001b[39m plt\u001b[39m.\u001b[39msubplots(\u001b[39m1\u001b[39m, \u001b[39m1\u001b[39m)\n\u001b[0;32m----> 2\u001b[0m date_highlights(readme_history, contents, metadata, ax)\n\u001b[1;32m 3\u001b[0m plt\u001b[39m.\u001b[39mlegend()\n\u001b[1;32m 4\u001b[0m plt\u001b[39m.\u001b[39mshow()\n", - "\u001b[1;32m/home/kmoraw/SSI/rse-repo-analysis/analysis/github.ipynb Cell 142\u001b[0m line \u001b[0;36m1\n\u001b[1;32m 14\u001b[0m \u001b[39m# citation in README\u001b[39;00m\n\u001b[1;32m 15\u001b[0m citation_added \u001b[39m=\u001b[39m df[(df\u001b[39m.\u001b[39madded_cites \u001b[39m!=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39m[]\u001b[39m\u001b[39m\"\u001b[39m) \u001b[39m&\u001b[39m (df\u001b[39m.\u001b[39madded_cites\u001b[39m.\u001b[39mnotna())]\n\u001b[0;32m---> 16\u001b[0m ax\u001b[39m.\u001b[39mscatter(citation_added, (\u001b[39m3\u001b[39m \u001b[39m*\u001b[39m np\u001b[39m.\u001b[39mones((\u001b[39mlen\u001b[39m(citation_added),))), marker\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mv\u001b[39m\u001b[39m\"\u001b[39m, label\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mcitation in README\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m 17\u001b[0m \u001b[39m# citation file\u001b[39;00m\n\u001b[1;32m 18\u001b[0m citation_file_added \u001b[39m=\u001b[39m contents_df[contents_df\u001b[39m.\u001b[39mcitation_added\u001b[39m.\u001b[39mnotna()]\n", - "File \u001b[0;32m~/tools/miniconda3/envs/ssi/lib/python3.11/site-packages/matplotlib/__init__.py:1442\u001b[0m, in \u001b[0;36m_preprocess_data..inner\u001b[0;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1439\u001b[0m \u001b[39m@functools\u001b[39m\u001b[39m.\u001b[39mwraps(func)\n\u001b[1;32m 1440\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39minner\u001b[39m(ax, \u001b[39m*\u001b[39margs, data\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[1;32m 1441\u001b[0m \u001b[39mif\u001b[39;00m data \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m-> 1442\u001b[0m \u001b[39mreturn\u001b[39;00m func(ax, \u001b[39m*\u001b[39m\u001b[39mmap\u001b[39m(sanitize_sequence, args), \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[1;32m 1444\u001b[0m bound \u001b[39m=\u001b[39m new_sig\u001b[39m.\u001b[39mbind(ax, \u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[1;32m 1445\u001b[0m auto_label \u001b[39m=\u001b[39m (bound\u001b[39m.\u001b[39marguments\u001b[39m.\u001b[39mget(label_namer)\n\u001b[1;32m 1446\u001b[0m \u001b[39mor\u001b[39;00m bound\u001b[39m.\u001b[39mkwargs\u001b[39m.\u001b[39mget(label_namer))\n", - "File \u001b[0;32m~/tools/miniconda3/envs/ssi/lib/python3.11/site-packages/matplotlib/axes/_axes.py:4578\u001b[0m, in \u001b[0;36mAxes.scatter\u001b[0;34m(self, x, y, s, c, marker, cmap, norm, vmin, vmax, alpha, linewidths, edgecolors, plotnonfinite, **kwargs)\u001b[0m\n\u001b[1;32m 4468\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 4469\u001b[0m \u001b[39mA scatter plot of *y* vs. *x* with varying marker size and/or color.\u001b[39;00m\n\u001b[1;32m 4470\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 4575\u001b[0m \n\u001b[1;32m 4576\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 4577\u001b[0m \u001b[39m# Process **kwargs to handle aliases, conflicts with explicit kwargs:\u001b[39;00m\n\u001b[0;32m-> 4578\u001b[0m x, y \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_process_unit_info([(\u001b[39m\"\u001b[39m\u001b[39mx\u001b[39m\u001b[39m\"\u001b[39m, x), (\u001b[39m\"\u001b[39m\u001b[39my\u001b[39m\u001b[39m\"\u001b[39m, y)], kwargs)\n\u001b[1;32m 4579\u001b[0m \u001b[39m# np.ma.ravel yields an ndarray, not a masked array,\u001b[39;00m\n\u001b[1;32m 4580\u001b[0m \u001b[39m# unless its argument is a masked array.\u001b[39;00m\n\u001b[1;32m 4581\u001b[0m x \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mma\u001b[39m.\u001b[39mravel(x)\n", - "File \u001b[0;32m~/tools/miniconda3/envs/ssi/lib/python3.11/site-packages/matplotlib/axes/_base.py:2549\u001b[0m, in \u001b[0;36m_AxesBase._process_unit_info\u001b[0;34m(self, datasets, kwargs, convert)\u001b[0m\n\u001b[1;32m 2547\u001b[0m \u001b[39m# Update from data if axis is already set but no unit is set yet.\u001b[39;00m\n\u001b[1;32m 2548\u001b[0m \u001b[39mif\u001b[39;00m axis \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m \u001b[39mand\u001b[39;00m data \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m \u001b[39mand\u001b[39;00m \u001b[39mnot\u001b[39;00m axis\u001b[39m.\u001b[39mhave_units():\n\u001b[0;32m-> 2549\u001b[0m axis\u001b[39m.\u001b[39mupdate_units(data)\n\u001b[1;32m 2550\u001b[0m \u001b[39mfor\u001b[39;00m axis_name, axis \u001b[39min\u001b[39;00m axis_map\u001b[39m.\u001b[39mitems():\n\u001b[1;32m 2551\u001b[0m \u001b[39m# Return if no axis is set.\u001b[39;00m\n\u001b[1;32m 2552\u001b[0m \u001b[39mif\u001b[39;00m axis \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n", - "File \u001b[0;32m~/tools/miniconda3/envs/ssi/lib/python3.11/site-packages/matplotlib/axis.py:1675\u001b[0m, in \u001b[0;36mAxis.update_units\u001b[0;34m(self, data)\u001b[0m\n\u001b[1;32m 1673\u001b[0m neednew \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mconverter \u001b[39m!=\u001b[39m converter\n\u001b[1;32m 1674\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mconverter \u001b[39m=\u001b[39m converter\n\u001b[0;32m-> 1675\u001b[0m default \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mconverter\u001b[39m.\u001b[39mdefault_units(data, \u001b[39mself\u001b[39m)\n\u001b[1;32m 1676\u001b[0m \u001b[39mif\u001b[39;00m default \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m \u001b[39mand\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39munits \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 1677\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mset_units(default)\n", - "File \u001b[0;32m~/tools/miniconda3/envs/ssi/lib/python3.11/site-packages/matplotlib/category.py:105\u001b[0m, in \u001b[0;36mStrCategoryConverter.default_units\u001b[0;34m(data, axis)\u001b[0m\n\u001b[1;32m 103\u001b[0m \u001b[39m# the conversion call stack is default_units -> axis_info -> convert\u001b[39;00m\n\u001b[1;32m 104\u001b[0m \u001b[39mif\u001b[39;00m axis\u001b[39m.\u001b[39munits \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m--> 105\u001b[0m axis\u001b[39m.\u001b[39mset_units(UnitData(data))\n\u001b[1;32m 106\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 107\u001b[0m axis\u001b[39m.\u001b[39munits\u001b[39m.\u001b[39mupdate(data)\n", - "File \u001b[0;32m~/tools/miniconda3/envs/ssi/lib/python3.11/site-packages/matplotlib/category.py:181\u001b[0m, in \u001b[0;36mUnitData.__init__\u001b[0;34m(self, data)\u001b[0m\n\u001b[1;32m 179\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_counter \u001b[39m=\u001b[39m itertools\u001b[39m.\u001b[39mcount()\n\u001b[1;32m 180\u001b[0m \u001b[39mif\u001b[39;00m data \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m--> 181\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mupdate(data)\n", - "File \u001b[0;32m~/tools/miniconda3/envs/ssi/lib/python3.11/site-packages/matplotlib/category.py:214\u001b[0m, in \u001b[0;36mUnitData.update\u001b[0;34m(self, data)\u001b[0m\n\u001b[1;32m 212\u001b[0m \u001b[39m# check if convertible to number:\u001b[39;00m\n\u001b[1;32m 213\u001b[0m convertible \u001b[39m=\u001b[39m \u001b[39mTrue\u001b[39;00m\n\u001b[0;32m--> 214\u001b[0m \u001b[39mfor\u001b[39;00m val \u001b[39min\u001b[39;00m OrderedDict\u001b[39m.\u001b[39mfromkeys(data):\n\u001b[1;32m 215\u001b[0m \u001b[39m# OrderedDict just iterates over unique values in data.\u001b[39;00m\n\u001b[1;32m 216\u001b[0m _api\u001b[39m.\u001b[39mcheck_isinstance((\u001b[39mstr\u001b[39m, \u001b[39mbytes\u001b[39m), value\u001b[39m=\u001b[39mval)\n\u001b[1;32m 217\u001b[0m \u001b[39mif\u001b[39;00m convertible:\n\u001b[1;32m 218\u001b[0m \u001b[39m# this will only be called so long as convertible is True.\u001b[39;00m\n", - "\u001b[0;31mTypeError\u001b[0m: unhashable type: 'numpy.ndarray'" - ] - }, - { - "data": { - "image/png": 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fbrausse\n", - "36 esbmc/esbmc 2022-02-16 21:28:14+00:00 ChenfengWei1\n", - "36 esbmc/esbmc 2022-03-02 12:38:19+00:00 matosjr\n", - "36 esbmc/esbmc 2022-03-25 16:29:20+00:00 jossmoff\n", - "36 esbmc/esbmc 2022-04-13 17:23:08+00:00 Anthonysdu\n", - "36 esbmc/esbmc 2022-05-01 00:55:41+00:00 maktheus\n", - "36 esbmc/esbmc 2022-07-12 09:58:43+00:00 fatimahkj\n", - "36 esbmc/esbmc 2023-02-03 10:35:41+00:00 lucasccordeiro\n", - "36 esbmc/esbmc 2023-03-22 08:47:20+00:00 rafaelsamenezes\n", - "36 esbmc/esbmc 2023-04-10 21:01:42+00:00 ChenfengWei0\n", - "36 esbmc/esbmc 2023-04-30 20:08:49+00:00 ssvlab\n", - "36 esbmc/esbmc 2023-05-17 19:30:49+00:00 brcfarias" - ] - }, - "execution_count": 110, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "stars_users_df = stars[stars.user.isin(users)]\n", "stars_users_df" @@ -5777,7 +1870,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -5786,7 +1879,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -5801,20 +1894,9 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# prepare figure\n", "fig = plt.figure(figsize=(20, 20))\n", @@ -5827,7 +1909,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -5850,7 +1932,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -5884,7 +1966,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -5901,7 +1983,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -5918,7 +2000,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -5935,20 +2017,9 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# date_highlights\n", "ax=axs[5]\n", @@ -5979,20 +2050,9 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# final adjustments\n", "ymax = 86\n", @@ -6005,21 +2065,9 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "fig" ]