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| author | adamjanovsky | 2024-02-20 09:53:58 +0100 |
|---|---|---|
| committer | adamjanovsky | 2024-02-20 09:53:58 +0100 |
| commit | 89da697f14f3eab13f4836722281d9a723ec0b6a (patch) | |
| tree | 429734574605c0e717e2ab77aa5986bba4ed225f | |
| parent | 31063a6d07033a589d727c70805d9b6843af8317 (diff) | |
| download | sec-certs-89da697f14f3eab13f4836722281d9a723ec0b6a.tar.gz sec-certs-89da697f14f3eab13f4836722281d9a723ec0b6a.tar.zst sec-certs-89da697f14f3eab13f4836722281d9a723ec0b6a.zip | |
update paper 2 plots
| -rw-r--r-- | notebooks/cc/paper2_plots.ipynb | 210 |
1 files changed, 95 insertions, 115 deletions
diff --git a/notebooks/cc/paper2_plots.ipynb b/notebooks/cc/paper2_plots.ipynb index 90d5d0fe..d6b17e09 100644 --- a/notebooks/cc/paper2_plots.ipynb +++ b/notebooks/cc/paper2_plots.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -15,6 +15,7 @@ "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", + "from matplotlib import lines\n", "from notebooks.fixed_sankey_plot import sankey\n", "from sklearn import metrics\n", "\n", @@ -52,7 +53,7 @@ "sns.set_palette(\"deep\")\n", "\n", "plt.style.use(\"default\")\n", - "sns.set_palette(\"deep\")\n", + "sns.set_palette(\"Set2\")\n", "sns.set_context(\"paper\") # Set to \"paper\" for use in paper :)\n", "\n", "# plt.rcParams['figure.figsize'] = (10, 6)\n", @@ -90,20 +91,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 390x300 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.rcParams[\"legend.fontsize\"] = 9\n", "plt.rcParams[\"xtick.labelsize\"] = 12\n", @@ -146,32 +136,22 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 390x300 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.rcParams[\"legend.fontsize\"] = 9\n", "plt.rcParams[\"xtick.labelsize\"] = 12\n", "plt.rcParams[\"ytick.labelsize\"] = 12\n", - "\n", + "sns.set_palette(\"Set2\")\n", "df_to_plot = pd.read_csv(RESULTS_DIR / \"avg_refs_over_time.csv\", parse_dates=[\"date\"])\n", + "df_to_plot[\"category\"] = df_to_plot[\"category\"].map(lambda x: \"others\" if x == \"others categories\" else x)\n", "plt.figure()\n", "g = sns.lineplot(data=df_to_plot, x=\"date\", y=\"n_references\", hue=\"category\", errorbar=None)\n", "\n", - "plt.legend(frameon=False, handlelength=2)\n", + "plt.legend(frameon=True, handlelength=2, title=\"Product category\")\n", "g.set_xlabel(\"\")\n", - "g.set_ylabel(\"Avg. n. of transitive refs.\", fontsize=12)\n", + "g.set_ylabel(\"Avg. # transitive refs.\", fontsize=12)\n", "\n", "dtFmt = mdates.DateFormatter(\"%Y\") # define the formatting\n", "g.xaxis.set_major_formatter(dtFmt)\n", @@ -202,32 +182,21 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 390x300 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.rcParams[\"legend.fontsize\"] = 9\n", "plt.rcParams[\"xtick.labelsize\"] = 12\n", "plt.rcParams[\"ytick.labelsize\"] = 12\n", - "\n", + "sns.set_palette(\"Set2\")\n", "df_to_plot = pd.read_csv(RESULTS_DIR / \"avg_reach_over_time.csv\", parse_dates=[\"date\"])\n", "plt.figure()\n", "g = sns.lineplot(data=df_to_plot, x=\"date\", y=\"n_references\", hue=\"category\", errorbar=None)\n", "\n", - "plt.legend(frameon=False, handlelength=2)\n", + "plt.legend(frameon=True, handlelength=2, title=\"Product category\")\n", "g.set_xlabel(\"\")\n", - "g.set_ylabel(\"Avg. reach\", fontsize=12)\n", + "g.set_ylabel(\"Average certificate reach\", fontsize=12)\n", "\n", "dtFmt = mdates.DateFormatter(\"%Y\") # define the formatting\n", "g.xaxis.set_major_formatter(dtFmt)\n", @@ -256,23 +225,12 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 300x200 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plt.figure(figsize=(3, 2))\n", - "\n", + "plt.figure(figsize=(2.8, 1.8))\n", + "sns.set_palette(\"Set2\")\n", "colors = plt.cm.Dark2(np.linspace(0, 1, 8))\n", "\n", "df_sent = pd.read_csv(RESULTS_DIR / \"df_pred_sentence_transformers.csv\")\n", @@ -289,7 +247,7 @@ "\n", "fpr, tpr, thresholds = metrics.roc_curve(df_baseline.y_true, df_baseline.y_pred)\n", "auc = metrics.roc_auc_score(df_baseline.y_true, df_baseline.y_pred)\n", - "plt.plot(fpr, tpr, label=f\"Baseline (AUC={auc:.2f})\", color=colors[2])\n", + "plt.plot(fpr, tpr, label=f\"Random guess (AUC={auc:.2f})\", color=colors[2])\n", "\n", "plt.legend(loc=\"lower right\")\n", "plt.tight_layout(pad=0.1)\n", @@ -306,41 +264,32 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 400x300 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "df = pd.read_csv(RESULTS_DIR / \"ref_categories_stackplot.csv\")\n", - "ax = df.plot.barh(stacked=True, figsize=(4, 3), rot=0, width=0.95)\n", + "\n", + "ax = df.plot.barh(stacked=True, rot=0, width=0.95)\n", "ax.set_ylim(-0.6, 2.6)\n", - "ax.set_xlabel(\"# references\")\n", - "ax.set_yticklabels([\"Others\", \"Card rel.\", \"Cards\"])\n", - "ax.legend(title=\"Reference context\", loc=\"lower right\")\n", + "ax.set_xlabel(\"# references\", fontsize=10)\n", + "ax.set_yticklabels([\"Others\", \"Smartcard-related\", \"Smartcards\"], fontsize=10)\n", + "ax.legend(title=\"Reference context\", loc=\"lower right\", frameon=True)\n", "\n", "plt.text(0.4, 0.8, df.iloc[2][\"Component reuse\"], transform=ax.transAxes, color=\"white\", fontsize=10)\n", "plt.text(0.83, 0.8, df.iloc[2][\"Predecessor\"], transform=ax.transAxes, color=\"white\", fontsize=10)\n", "\n", "plt.axhline(y=1.21, xmin=0.05, xmax=0.18, color=\"black\", linewidth=0.75)\n", "plt.axhline(y=0.9, xmin=0.12, xmax=0.18, color=\"black\", linewidth=0.75)\n", - "plt.text(0.2, 0.55, df.iloc[1][\"Component reuse\"], transform=ax.transAxes, color=\"blue\", fontsize=10)\n", - "plt.text(0.2, 0.45, df.iloc[1][\"Predecessor\"], transform=ax.transAxes, color=\"orange\", fontsize=10)\n", + "plt.text(0.2, 0.55, df.iloc[1][\"Component reuse\"], transform=ax.transAxes, color=\"black\", fontsize=10)\n", + "plt.text(0.2, 0.45, df.iloc[1][\"Predecessor\"], transform=ax.transAxes, color=\"black\", fontsize=10)\n", "\n", "plt.axhline(y=0.17, xmin=0.02, xmax=0.1, color=\"black\", linewidth=0.75)\n", "plt.axhline(y=-0.1, xmin=0.05, xmax=0.1, color=\"black\", linewidth=0.75)\n", - "plt.text(0.12, 0.22, df.iloc[0][\"Component reuse\"], transform=ax.transAxes, color=\"blue\", fontsize=10)\n", - "plt.text(0.12, 0.13, df.iloc[0][\"Predecessor\"], transform=ax.transAxes, color=\"orange\", fontsize=10)\n", + "plt.text(0.12, 0.22, df.iloc[0][\"Component reuse\"], transform=ax.transAxes, color=\"black\", fontsize=10)\n", + "plt.text(0.12, 0.13, df.iloc[0][\"Predecessor\"], transform=ax.transAxes, color=\"black\", fontsize=10)\n", "\n", + "ax.figure.set_size_inches(4, 3)\n", "plt.tight_layout(pad=0.1)\n", "plt.savefig(RESULTS_DIR / \"stacked_barplot.pdf\")" ] @@ -354,48 +303,79 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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///4AgLt370KhUMDe3l4nQQ0ePJj7PmfOHHzzzTdITk7G7NmzIRQKUVxcrLZ+cXExRCKRxn1JJBJIJBKdxEUIaf14394GBgZyY+vVyMnJQWBgoM6Cqs3IyIgbqVkqlSIjI4NbxhjDn3/+CalUqrfjE0LaDt5JTy6Xo2/fvmplnp6evBsGlEolFAoFlEolVCoVFAoFN17fiRMnUFFRgYqKCmzZsgVnzpzBiy++CKC6ASQrKwvx8fGoqKjgRmym/sCEEG3wTnqmpqYoKytTK3vw4AHatWvHaz/R0dEwMzPDihUrkJCQADMzM4SGhqK0tBTz589Hp06dYGdnhx07duDgwYNwcnICAFhZWeG7777DypUrYWlpia+//hpJSUkwMTHhWxVCiAHi/Uyvf//+WLVqFTdnBgCsXr2ae76nreXLl9c7h+6jt6+a+Pr61ttaSwghj8M76a1cuRJDhw7F999/j969eyMrKwvXr1+nsfQIIa0C76Tn4uKCCxcuYNeuXcjJycGAAQMwdepU2Nra6iM+QkgTa82T/mijQUNL2draYtGiRbqOhRDSArTmSX+0QTP8EEIMCiU9QohBoaRHCDEoWiW9JUuWcN8f7fxPCCGtjVZJb+PGjdz30aNH6y0YQgjRN61abyUSCT777DN4eHhAqVTi6NGjXF/YRw0fPlznARJC9Ketv56iiVZJb/369Zg/fz4uX74MlUoFPz+/OusIBAJUVVXpPEBCiP609ddTNNEq6b3wwgu4ePEigIbNh0EIIS0F79bbc+fO6SMOQtqO//wHcHQEBALgCf3ISdPjnfR69uyJjIwMzJ07F2PHjsXcuXNx/vx5fcRGSOv02mvAr78CDg7NG4dS2bzHb6F4J72ffvoJAwYMQH5+Pp555hkUFBTgueeeQ3Jysj7iI6T1GToU6Nr18esoFICdHXDt2r9lERFAzVwzWVnAmDGAtzfg7g7ExPy73pQpgJdXdfmYMcDNm9XlubmAWFy9j7591bf5f26eHrC268x9DPFRFe++t8uWLcPOnTsxceJErmzv3r1YtmwZvc5CiLZMTYGZM4FNm4CPPwbKy4G4OOD0aaCqCpg8GYiPB555BnjwAPDxAQYMqE6Cn38O2NhU72flSmD5cmDz5urfxcWAqyuwapXGw9ZuuGjrjRaa8L7Sy8rKqjM0/KuvvoqsrCydBUWIQZg7F9ixozrhJSQA/ftX3xL//Tdw4QIwaRLg4QEMHAjcvw/89Vf1drt3V1/pSaXA1q3qzw2NjQGa8OqxeF/p2draIjMzE88++yxXJpPJYFPzPw8hRDtdulTfCn/7bfUVX1RUdTljQKdOmhtBfv0V+OIL4NQpwNYWSEoCli37d7m5OWBEvUsfh3fSCwkJgb+/PxYvXoynn34aly9fxpo1azBv3jx9xEdI27ZgARAYCAiFQM08L717AxYW1be706dXl2VnVyfCoiJAJAKsrICKCiA2tvlib6V4/5ewaNEiLFiwADExMQgMDMSGDRswf/58vP3227z2ExMTAy8vL5iYmGDSpElqy2QyGXx8fGBubo4+ffrgyJEjasv37dsHJycnmJubw8/PD1evXuVbDUL0JyysuiHj+nVg5EjA2bn+dX18AEvL6ltdgaC6rH174OBBIDGxurHC1bX6+d/Dh8CoUdVJsXdvYMiQ6ttfwgvvKz0jIyMsWrSo0YOI2tvbY+nSpUhNTUVhYSFXXllZCX9/f4SGhuLYsWP47rvv8MorryArKwu2traQy+UIDg5GYmIihgwZgoiICEyYMAHp6emNiocQneFz9XXjBnDnDhAcrF7u5AQcOKB5m2+/Vf+9YkX1n46OwL172h/bQDXbzf/48eMxbtw4WFtbq5X/8ssvePDgAd577z2YmJhg4sSJkEqlSEhIAADEx8dj1KhRePHFF2FmZoaoqCj88ccfuHDhQnNUg5CGW7asukV25crqW1bSJBo0XLw+yWQyuLm5weiRh7EeHh7c7GcymQze3t7cMpFIBCcnJ8hkMri6utbZX0FBQZ0O1QD+nadXqQQqK3VcC0K08MEH1R9Av38HGav+e25qqr9jtCItLumVlpZCLBarlYnFYu65XX3L63vJMjY2Fh9++GH9BxwwoDHhEtJ61Jqv2lC1uKQnFApRXFysVlZcXAzR/1/+P2l5bWFhYQgICKhTLpfLERQUBKSnA56eOoqekJbD09sLBQUFaM8Yrt8uhJ2jA+5T4uOX9CorK2FtbY1bt27BVE+XylKpFKtWrYJKpeJucTMyMjB58mRu+aOTgZeWluLy5cuQSqUa9yeRSCCRSOo/YPv21S90EtLGXLt5E0sO7YZRpRLwGo13k3fh3cHjmjusZserIcPY2BidOnWCSqVq9IGVSiUUCgWUSiVUKhUUCgUqKyvh6+sLMzMzfPrppygvL0dCQgIyMzO5XiBBQUFITk5GamoqFAoFIiMj4e7urvF5HiGE1Ma79fadd97BW2+9hfLy8kYdODo6GmZmZlixYgUSEhJgZmaG0NBQGBsbIykpCfv374dYLMayZcuQmJjITSbu4uKCuLg4zJo1C506dcL58+exd+/eRsVCCDEcvJ/pffLJJ7h58ya2bdsGW1tbtVbWvLw8rfezfPlyLF++XOMyNze3x753FxgYWKf/LyGEaIN30ouOjtZHHIQQ0iR4J71p06bpIw5CCGkSDXplJScnB3v27EF+fj5iYmKQnZ2NyspKuLi46Do+QogWDHFWs4binfSOHDmCgIAADBw4EKdOnUJMTAwKCgqwcuVK/PDDD/qIkRDyBIY4q1lD8W69fffdd/H111/j559/Rvv21TnTy8uLJgwihLQKDRo5+eWXXwZQPdctAJiZmUGhUOg2MkII0QPeSc/e3h7Z2dlqZRcvXkTXJ02EQgghLQDvpDdz5kxMmDABhw4dgkqlwq+//ooZM2Zg1qxZ+oiPEEJ0indDxsKFC3H//n0EBgaipKQEI0eOxOzZsxEeHq6P+AghRKcaNHJyTW+Kf/75B2KxGE899ZQ+YiOEEJ1r0Ht6KpUKp06dwrVr19CtWzc899xzat3RCCH6Vfu9PHonT3u8k96VK1fg7++PS5cuwdraGoWFhejZsycOHDgAJycnfcRICKmFJu1uON6XZ2FhYRg4cCCKiopQUFCAoqIiDBkyhBoyCCGtAu8rvTNnzuDAgQPcIKJCoRBr1659/ECdhBDSQvBOel26dMHdu3dhb2/PlRUVFaFLly46DYwQUo361eqWVknvypUr3PeFCxdi/PjxWLZsGRwdHZGbm4vo6OhGz4NLCNGM+tXqllZJz9nZmetyxhgDAIwdq37S09PTMXPmTB2HRwghuqVV0svJydF3HIQQ0iS0SnoODg76joMQQppEg15OTk9Px2+//VbnYWpERIROggoODsbu3bvVenr89ddf6N69OwDg2rVrmDlzJk6ePAlbW1t88sknmDRpkk6OTQhp23gnveXLl2PFihVwcXFBhw4duHKBQKCzpAcAb731FlauXKlx2eTJk+Hu7o7vv/8e6enp8Pf3h1QqrXfuW0IIqcE76W3cuBG//vorBgwYoI94nigrKwvp6ek4cOAAzMzM4Ovri4CAAOzYsQOrV6+us35BQUGd5n4AkMvlTREuIaSF4Z302rdvD29vb33EoubLL7/El19+iW7dumHBggWYMWMGAEAmk8HBwQEdO3bk1vXw8MCRI0c07ic2NhYffvih3uMlhLQOvJNeSEgINm/ejLlz5+ojHgDAf/7zH6xZswZisRgnTpxAYGAgLC0t8eqrr6K0tBRisVhtfbFYXO/LmmFhYQgICKhTLpfLERQUpI/wCSEtGO+kt2jRIgwYMADr16+v0/Wsvqstvvr27ct9f/755zFv3jwkJCTg1VdfhVAoRHFxsdr6xcXFEIlEGvclkUioixxpNaj3hf7xTnpTp04FYwwvvfSSWkOGPhkZGXEvRUulUly9ehX37t3jrvgyMjKoEYO0CdT7Qv94J73Dhw8jNzcX1tbW+ogHALB3716MHj0aHTp0QFpaGmJiYrB+/XoAQM+ePeHt7Y2lS5di9erVOHPmDJKSkpCWlqa3eAghbUeDBhwwNzfXRyycmJgYzJo1C1VVVejevTuio6PV3sP75ptvMGPGDFhZWcHW1haxsbF0pUdaJRoMtOnxTnofffQR5s6di48//hh2dnZqy3Q1evLx48cfu7xbt244dOiQTo5FSHOiwUCbHu+kV3PFtWvXrjrLqqqqGh8RIYToEe+kd/ToUX3EQQghTYJ30hs2bJg+4iCkzaPXUVoG3knvce/iDR8+vFHBENKW0esoLQPvpDdixIg6ZTUDjNIzPUJIS8c76alUKrXf+fn5WLJkCcaPH6+zoAhp7ehWtuVq0Hh6j7K3t8f69evh7e2Nl19+WRcxEdLq0a1sy6WTF+sYYxqHbyKEkJaG95Xetm3b1H6XlZVhz549GDhwoM6CIqQl03Tr+vDhQ5iZmXG/6Va25WpQj4xHiUQieHl5ITo6WmdBEdKS1XfrGnUiUe03aZl4Jz2aGY0YEmqQaHsa3ZBBSFtGDRJtj9ZJr2a49voIBAJ89dVXjQ6IkKZCz+YMk9ZJr7Kyst5lKSkpuHPnDiU90qJpGsbp41NJauvQs7m2T+ukp2lUlYyMDCxYsABVVVX4/PPPdRkXIY1S37O4R5McJTTD1KBneoWFhYiIiMCuXbsQEhKC/fv3o1OnTrqOjZAGo2dxpD68kp5SqcS6devw0UcfwcvLC2fPnoWrq6u+YiNEK9TCSvjQOun98MMPWLRoEVQqFXbu3KlxWkVCmoK2z+YI0UTrpOfv7w8bGxsEBwfj7NmzOHv2bJ11oqKidBrc49y7dw+zZs1CcnIyRCIRFi9ejDfffLPJjk+aBj2bI7qmddIbOnQoBAIBfvvtN43La4aXairh4eEoLy/HjRs3cPXqVfj5+aF3794YPXp0k8ZBtKPN6yG1fwN0FUd0T+uk98svv+gxDH7KysqQkJCA33//HRYWFnBzc0NoaCi2bdtGSU9LDU1C2pTxSV61Xw959HdNGSG61Cp7ZFy6dAkqlUpt2kcPDw8kJibWWbegoEDjCDAZGRkAALlcrvVxJ0yehMLCQrWy8vJymJiY1Ptb27Km3q7swQOEb1+rtk7M1AWY9eWqen9rW1bfOtflWWplTKVSK6v9W9syfW7XEmPiu52RsgrnAFy/mN1mz90/OXkAqv/DfSLWCh0/fpxZWVmplf3888+sS5cuddaNjIxkAOhDH/oYwCc+Pv6J+aNVXukJhUKUlJSolRUXF0MkEtVZNywsTGNLc1FREeRyOTw9Pevcimkil8sRFBSE+Ph4uLi4NDz4NoLOR110TtQ15fl4+PAhcnNzMXLkyCeu2yqTXq9evSAQCHDhwgXuPcGMjAy1290aEokEEolE4378/Px4H9vFxQV9+/blvV1bReejLjon6prqfAwaNEir9XQycnJT69ChA1577TW8//77uH//PmQyGbZu3frEQREIIaRVJj0A2LBhA4yNjSGRSPDCCy/gvffeo5ZbQsgTtcrbWwAQi8VISEho7jAIIa1Mq73SI4SQhqCkpyWJRILIyMh6G0UMDZ2PuuicqGup50PAGGPNHQQhhDQVutIjhBgUSnqEEINCSY8QYlAo6RFCDAolPS3ExMTAy8sLJiYmmDRpUnOH0+QeV3+ZTAYfHx+Ym5ujT58+OHLkSDNFqT+Nqf++ffvg5OQEc3Nz+Pn54erVq00Zus7o8xx88MEHsLGxgaWlJUJCQlBeXq7XulDS04K9vT2WLl2K0NDQ5g6lWdRX/8rKSvj7+yMgIABFRUWIjIzEK6+8gn/++aeZItWPhtZfLpcjODgYmzZtwp07d+Du7o4JEyY0RxUaTV/nYOvWrfj666+Rnp6OK1eu4OLFi1i2bJl+K6Oj0Z4MQmRkJJs4cWJzh9Fsatf/559/Zra2tqyqqoorGzhwIIuJiWmO8PSOb/0jIiLYq6++yi0rKSlhJiYmTCaTNV3QOqbrczBw4EC2fv16tf3Z2NjotQ50pUcaTCaTwc3NDUZG//418vDwgEwma8aoms6T6i+TyeDh4cEtE4lEcHJyalPnp7HnoPZyDw8P3L59G7du3dJbzJT0SIOVlpZCLBarlYnFYoOZfvFJ9TeE89PYc1B7ec13fZ4jSnqkwYRCIYqLi9XK6hvMtS16Uv0N4fw09hzUXl7zXZ/niJIeaTCpVIrMzEyoVCqurL7BXNuiJ9VfKpVyc7EA1Vc1ly9fblPnp7HnoPbyjIwM2NjYoHPnznqLmZKeFpRKJRQKBZRKJVQqFRQKBSorK5s7rCZTX/19fX1hZmaGTz/9FOXl5UhISEBmZiYCAwObO2Sdamj9g4KCkJycjNTUVCgUCkRGRsLd3Z0b7bs10dc5CA4Oxtq1a5GTk4O7d+8iKioK06dP129l9NpM0kZomlxo2rRpzR1Wk3lc/f/880/Wv39/Zmpqyp555hmWmpravMHqQWPqv3fvXtajRw9mZmbGnn/+eZabm9sMNWg8fZ0DlUrF3n//fWZlZcUsLCzYjBkzmEKh0GtdaJQVQohBodtbQohBoaRHCDEolPQIIQaFkh4hxKBQ0iOEGBRKeoQQg0JJjxBiUCjpkRYlNzcXAoEA2dnZzR0KAODQoUPo3bs3RCIR3n33Xa222bp1KxwdHfUbGGkwSnqkDl9fXwgEAhw4cECtPCgoCMHBwc0TVDMJDw9HSEgI7t+/j1WrVjV3OEQHKOkRjaytrbFo0SJUVFQ0dyiN1pg6XL58GZ6enjqMhjQ3SnpEo+DgYKhUKnzxxRf1ruPo6IitW7eqlQkEAqSmpgIAfvnlFwgEAnz77bfo1asXzM3N4e/vj3v37uGDDz6ARCKBtbU1IiMj6+z76NGj6NOnDywsLODn54fLly9zy6qqqvDf//4XLi4usLS0RL9+/XD48GFu+fbt29G1a1ds2LABjo6OsLKy0hh/VVUVVq9ejV69esHS0hJeXl5ITk4GAFy6dAlCoRBVVVXw9/eHUCjEiRMnNO4nJSUFbm5uEAqFGD58OK5du6a2PCEhAf369UPHjh1hbW2NgIAA5OTkAABKSkogFApx7NgxtW3Cw8Mxbtw47lx4eXnB0tISVlZWGDRoEIqKijTGQrSg1569pFUaNmwYe//999n+/fuZhYUFu3XrFmOMsSlTpqgNtODg4MC2bNmiti0AdujQIcYYY0ePHmUA2BtvvMFKSkrYrVu3WM+ePVmvXr3Y+vXrWWVlJTt16hRr164dS0tLY4wxlpOTwwAwb29vlpeXx8rKytjMmTOZi4sLq6ysZIxVd35/9tln2cWLF1lVVRVLTExk5ubmLDs7mzHGWFxcHGvXrh0LDQ1l9+/fZ2VlZRrruWbNGtalSxf2+++/s8rKSrZnzx5mbGzMfv/9d4310eTKlSvsqaeeYrGxsayiooKdPHmSWVtbMwcHB26d5ORklpGRwZRKJbt9+zYbO3Ys8/Hx4ZaHhoay119/nftdVlbGLC0tWXJyMmOMMXt7e7Zt2zamUqlYeXk5S0tLY6WlpfXGRB6Pkh6poybpMcbY8OHD2cyZMxljDU96eXl53PI333yT9erVS20bqVTKPv/8c8bYv0kvKSmJW15SUsLatWvHjh8/zhhjzMLCgv30009q+xgxYgT76KOPGGP/Jr36kl2NXr16ccetERAQwMLCwjTWR5Po6GjWt29ftbK33npLLenVdu7cOQaAlZSUcL9NTExYYWEhY4yxr776ivXo0YOpVCrGGGOOjo7s/fffZ9evX39sfYh26PaWPNa6deuwa9cunD9/vsH7kEgk3PcOHTqo/a4pqz08eI8ePbjvIpEI1tbWuHbtGm7duoWSkhIEBgZCLBZzn7S0NNy4cYPbxtbWFubm5o+N69q1a3ByclIrc3Z2Rl5entZ1u379ulqstWMHgGPHjsHPzw8SiQQWFhYYNmwYAHAzhnl6esLT0xM7duwAAMTGxiI0NBQCgQAAkJSUhCtXrqBfv35wdnZGZGQklEql1jESdZT0yGNJpVKEhIRgwYIFdZaJRCKUlZVxv/Pz83V23NzcXO57aWkpCgsL0bVrV4jFYpiamuLgwYO4d+8e9ykrK8OmTZu4bR6dqKY+3bp1U3tWCFQ3XHTv3l3rOLt27aoWa+3YKyoqMHbsWIwaNQqXLl1CSUkJ9/yOPTKq25w5c7BlyxacP38e58+fx4wZM7hlbm5u2L17N27evIl9+/Zh8+bNiIuL0zpGoo6SHnmiqKgoyGQypKSkqJV7eXlhz549uHfvHkpKSvDee+/p7JjR0dG4fv06Hjx4gEWLFsHZ2RkDBw6EiYkJZs+ejcWLF0Mul4MxhocPH+L48eO4dOkSr2OEhIRgzZo1yMjIgFKpxN69e/Hjjz8iJCRE631MnjwZmZmZ2Lp1K5RKJU6fPo2dO3dyyysqKvDw4UN07NgRIpEI+fn5WLp0aZ39TJgwAbdv30ZISAjGjRvHDZdeUVGBuLg43L59GwBgaWmJdu3aoX379rzqSv5FSY88kZWVFZYvX47CwkK18ujoaFhYWKBbt27o168fXnnlFZ0dc+bMmXjhhRfQuXNnXLp0CQcOHOD+oa9ZswaTJ0/mbnEdHR3xySef8B7C/6233sK8efPw2muvoVOnTli1ahUSExPh5eWl9T6efvpp7N+/H59//jnEYjEiIiIwZ84cbrlQKMTWrVsRHR0NoVCI0aNHaxxO39TUFNOnT8e5c+cwe/ZstWX79u2Dq6srOnTogGHDhiE4OBjTpk3jVVfyLxo5mZAWYtOmTVi7di3+/vtv7nke0T260iOkBbh79y7WrVuHhQsXUsLTM0p6hDSzJUuWoGvXrnBzc0NoaGhzh9Pm0e0tIcSg0JUeIcSgUNIjhBgUSnqEEINCSY8QYlAo6RFCDAolPUKIQaGkRwgxKJT0CCEGhZIeIcSg/B+ZYgms5WmLVAAAAABJRU5ErkJggg==", - "text/plain": [ - "<Figure size 300x200 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure()\n", "\n", - "matplotlib.rcParams[\"xtick.minor.size\"] = 0\n", - "matplotlib.rcParams[\"xtick.minor.width\"] = 0\n", - "\n", "df = pd.read_csv(RESULTS_DIR / \"archived_half_life.csv\")\n", - "sns.set_palette(\"Set2\")\n", - "g = sns.histplot(data=df.n_days, log_scale=True, bins=50, cumulative=True)\n", + "g = sns.ecdfplot(data=df.n_days, complementary=True)\n", + "\n", + "plt.axvline(x=365, color=\"r\", linestyle=\"--\", linewidth=0.75)\n", + "vertical_line = lines.Line2D(\n", + " [], [], color=\"r\", marker=\"\", linestyle=\"--\", markersize=10, markeredgewidth=1.5, label=\"One year\"\n", + ")\n", + "plt.legend(handles=[vertical_line])\n", + "\n", + "g.figure.set_size_inches(3, 2)\n", + "g.set_xlim(0, 2000)\n", "\n", "g.set_xlabel(\"Number of days\")\n", - "g.set_ylabel(\"Number of certificates\")\n", + "g.set_ylabel(\"Proportion\")\n", + "\n", + "g.yaxis.set_major_formatter(matplotlib.ticker.PercentFormatter(xmax=1))\n", + "g.set_yticks([0, 0.25, 0.5, 0.75, 1])\n", "\n", - "n_under_year = df.loc[df.n_days <= 365].shape[0]\n", - "horizontal_limit = 365 / df.n_days.max()\n", - "vertical_limit = n_under_year / 270\n", + "plt.tight_layout(pad=0.05)\n", + "g.figure.savefig(RESULTS_DIR / \"cdf_half_life.pdf\")\n", + "g.figure.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Age of referenced certificate in composite-evaluation products" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure()\n", + "\n", + "df = pd.read_csv(RESULTS_DIR / \"ecdf_archival_data.csv\")\n", + "df = df.loc[df.scheme.isin({\"FR\", \"DE\", \"NL\"})]\n", + "\n", + "g = sns.ecdfplot(data=df, x=\"date_diff\", hue=\"scheme\", legend=True)\n", + "plt.axvline(x=540, color=\"r\", linestyle=\"--\", linewidth=0.75)\n", + "\n", + "vertical_line = lines.Line2D([], [], color=\"r\", linestyle=\"--\", markersize=10, label=\"18 months\")\n", + "unique_hues = df[\"scheme\"].unique()\n", + "handles = [\n", + " plt.Line2D([], [], color=g.lines[color_idx].get_color(), label=label) for color_idx, label in enumerate(unique_hues)\n", + "]\n", "\n", - "g.set_xlim(0, df.n_days.max())\n", - "g.set_ylim(0, 270)\n", - "g.set_xticks([1, 10, 100, 1000], [1, 10, 100, 1000])\n", - "plt.axvline(x=365, ymin=0, ymax=0.37, color=\"red\", linewidth=0.75, linestyle=\"solid\")\n", - "plt.axhline(y=100, xmin=0, xmax=0.765, color=\"red\", linewidth=0.75, linestyle=\"solid\")\n", - "plt.text(100, 106, \"1 year\", color=\"red\", fontsize=8)\n", + "handles.append(vertical_line)\n", + "labels = list(unique_hues) + [\"18 months\"]\n", + "\n", + "g.legend(handles=handles, labels=labels)\n", + "\n", + "# Your code to finalize and save the plot\n", "g.figure.set_size_inches(3, 2)\n", - "plt.tight_layout(pad=0.1)\n", "\n", - "g.figure.savefig(RESULTS_DIR / \"histogram_half_life.pdf\")\n", - "g.figure.show()" + "# plt.tight_layout(pad=1.17)\n", + "g.yaxis.set_major_formatter(matplotlib.ticker.PercentFormatter(xmax=1))\n", + "g.set_yticks([0, 0.25, 0.5, 0.75, 1])\n", + "g.set_xlim(0, 2000)\n", + "g.set_xlabel(\"Number of days\")\n", + "g.set_ylabel(\"Proportion\")\n", + "plt.tight_layout(pad=0.05)\n", + "g.figure.savefig(RESULTS_DIR / \"ref_comp_age.pdf\")\n", + "plt.show()" ] } ], |
