From be491d88799659cb9204929f08dd6a29fc2a1963 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ma=C3=ABl=20Madon?= <mael.madon@irit.fr> Date: Fri, 17 Nov 2023 17:38:27 +0100 Subject: [PATCH] cosmetics on graphs --- analyse_campaign.ipynb | 93 +++++++++++++++++++++++++++--------------- 1 file changed, 59 insertions(+), 34 deletions(-) diff --git a/analyse_campaign.ipynb b/analyse_campaign.ipynb index c80d222..cc59100 100644 --- a/analyse_campaign.ipynb +++ b/analyse_campaign.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 54, "id": "yellow-parking", "metadata": {}, "outputs": [], @@ -39,7 +39,8 @@ "\n", "bvr_ord = {\"replay_user_rigid\":'0', \"dm_user_renounce\":'1', \"dm_user_delay\":'2',\n", " \"dm_user_degrad_space\":'3', \"dm_user_degrad_temp\":'4', \"dm_user_reconfig\":'5'}\n", - "bvr_name = [\"renounce\", \"delay\", \"d_space\", \"d_temp\", \"reconfig\"]\n", + "bvr_short_names = [\"renounce\", \"delay\", \"d_space\", \"d_temp\", \"reconf\"]\n", + "bvr_names = [\"renounce\", \"delay\", \"degrad space\", \"degrad temp\", \"reconfig\"]\n", "bvr_orig_name = [\"dm_user_renounce\", \"dm_user_delay\", \"dm_user_degrad_space\", \"dm_user_degrad_temp\", \"dm_user_reconfig\"]\n", "\n", "\n", @@ -1335,13 +1336,13 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 32, "id": "742cabe7", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "<Figure size 1500x500 with 4 Axes>" ] @@ -1378,7 +1379,7 @@ "\n", "plt.suptitle('')\n", "# plt.suptitle(\"(a) number of jobs in window; (b) total mass (in core-hour) in window; (c) total mass in window by number of jobs (1-hour window); (d) total mass in window by weekday (1-hour window)\")\n", - "plt.savefig(f\"{OUT_DIR}/desc_stats.pdf\", dpi=1000)\n", + "plt.savefig(f\"{OUT_DIR}/desc_stats.pdf\", bbox_inches='tight', dpi=1000)\n", "plt.show()" ] }, @@ -1394,13 +1395,20 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 40, "id": "240803f1", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Min waiting time:\n" + ] + }, { "data": { - "image/png": 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"text/plain": [ "<Figure size 1500x100 with 1 Axes>" ] @@ -1408,9 +1416,16 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean slowdown:\n" + ] + }, { "data": { - "image/png": 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"text/plain": [ "<Figure size 1500x100 with 1 Axes>" ] @@ -1422,12 +1437,20 @@ "source": [ "metrics = pd.read_csv(f\"{OUT_DIR}/metrics_campaign2.csv\")\n", "baseline = metrics[(metrics.behavior==\"replay_user_rigid\")][[\"XP\", \"window\", \"mean_waiting_time\", \"mean_slowdown\"]]\n", + "\n", + "print(\"Min waiting time:\")\n", "fig, ax = plt.subplots(figsize=[15,1])\n", "baseline[baseline.window==1].boxplot(column=\"mean_waiting_time\", showmeans=True, widths=0.5, vert=False, ax=ax)\n", - "plt.savefig(f\"{OUT_DIR}/wtime_baseline_boxplot.pdf\", dpi=1000)\n", + "ax.set_yticks([])\n", + "plt.savefig(f\"{OUT_DIR}/wtime_baseline_boxplot.pdf\", dpi=1000, bbox_inches='tight')\n", + "plt.show()\n", + "\n", + "print(\"Mean slowdown:\")\n", "fig, ax = plt.subplots(figsize=[15,1])\n", "baseline[baseline.window==1].boxplot(column=\"mean_slowdown\", showmeans=True, widths=0.5, vert=False, ax=ax)\n", - "plt.savefig(f\"{OUT_DIR}/sd_baseline_boxplot.pdf\", dpi=1000)" + "ax.set_yticks([])\n", + "plt.savefig(f\"{OUT_DIR}/sd_baseline_boxplot.pdf\", bbox_inches='tight', dpi=1000)\n", + "plt.show()" ] }, { @@ -1440,13 +1463,13 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 63, "id": "sublime-warning", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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"text/plain": [ "<Figure size 1500x500 with 3 Axes>" ] @@ -1456,7 +1479,7 @@ }, { "data": { - "image/png": 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", "text/plain": [ "<Figure size 1500x500 with 2 Axes>" ] @@ -1466,7 +1489,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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"text/plain": [ "<Figure size 1500x200 with 1 Axes>" ] @@ -1488,7 +1511,7 @@ "data_window1 = metrics_relative[metrics_relative.window==1]\n", "\n", "# Energy metrics\n", - "fig, axs = plt.subplots(1,3)\n", + "fig, axs = plt.subplots(1,3, sharey=True, constrained_layout=True)\n", "for ax in axs:\n", " ax.yaxis.set_major_formatter(\"{x:.0f}%\")\n", " ax.axhline(y=0, color='lightpink', linewidth=1)\n", @@ -1497,7 +1520,7 @@ "data_window1.boxplot(column=\"energy_after\", by=\"bvr_ord\", showmeans=True, ax=axs[1])\n", "data_window1.boxplot(column=\"energy_overall\", by=\"bvr_ord\", showmeans=True, ax=axs[2])\n", "for ax in axs:\n", - " ax.set_xticklabels(bvr_name)\n", + " ax.set_xticklabels(bvr_short_names)\n", " ax.set_xlabel(\"\")\n", "# plt.suptitle(\"Energy metrics (relative to baseline) - 1-hour DR window\")\n", "plt.suptitle(\"\")\n", @@ -1505,18 +1528,18 @@ "\n", "\n", "# Scheduling metrics\n", - "fig, axs = plt.subplots(1,2)\n", + "fig, axs = plt.subplots(1,2, constrained_layout=True)\n", "for ax in axs:\n", " ax.xaxis.set_major_formatter(\"{x:.0f}%\")\n", " ax.axvline(x=0, color='lightpink', linewidth=1)\n", " ax.set_xlabel(\"\")\n", "\n", "sd, wt = pd.DataFrame(), pd.DataFrame()\n", - "for name, orig_name in zip(reversed(bvr_name), reversed(bvr_orig_name)):\n", + "for name, orig_name in zip(reversed(bvr_short_names), reversed(bvr_orig_name)):\n", " select = data_window1[data_window1.behavior == orig_name].reset_index()\n", " if name == 'delay':\n", - " sd[\"delay\\n(corrected)\"] = select[\"mean_corrected_sdown\"]\n", - " wt[\"delay\\n(corrected)\"] = select[\"mean_corrected_wtime\"]\n", + " sd[\"delay\\n(corr)\"] = select[\"mean_corrected_sdown\"]\n", + " wt[\"delay\\n(corr)\"] = select[\"mean_corrected_wtime\"]\n", " sd[name] = select[\"mean_slowdown\"]\n", " wt[name] = select[\"mean_waiting_time\"]\n", "\n", @@ -1524,11 +1547,12 @@ "axs[0].set_xlim(-100, 120)\n", "axs[0].set_title(\"Mean slowdown\")\n", "wt.boxplot(vert=False, showmeans=True, ax=axs[1])\n", + "axs[1].tick_params(labelleft=False) \n", "axs[1].set_xlim(-100, 120)\n", "axs[1].set_title(\"Mean waiting time\")\n", "#plt.suptitle(\"Scheduling metrics (relative to baseline) - 1-hour DR window\")\n", "plt.suptitle(\"\")\n", - "plt.savefig(f\"{OUT_DIR}/sched_metrics_window1.pdf\", dpi=1000)\n", + "plt.savefig(f\"{OUT_DIR}/sched_metrics_window1.pdf\", bbox_inches='tight', dpi=1000)\n", "\n", "# User_delay outliers\n", "fig, ax = plt.subplots(figsize=(15,2))\n", @@ -1538,19 +1562,19 @@ "ax.xaxis.set_major_formatter(\"{x:.0f}%\")\n", "#plt.suptitle(\"User_delay outliers\")\n", "plt.suptitle(\"\")\n", - "plt.savefig(f\"{OUT_DIR}/delay_outliers1.pdf\", dpi=1000)\n", + "plt.savefig(f\"{OUT_DIR}/delay_outliers1.pdf\", bbox_inches='tight', dpi=1000)\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 64, "id": "quarterly-count", "metadata": {}, "outputs": [ { "data": { - "image/png": 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69Oihb7/9Vm3btvV2OIZBXlwjNzUjL64ZKTd2u10//vijunbtKpOJOzecz0j1yUjvGaMhNzUjL66RG9eMlBvqU82MVJskY71njIS8uEZuakZeXDNSbupTm5rtTDyTyaTu3bt7O4xq2rZt6/U3iBGRF9fITc3Ii2tGyQ0zHGpmxPpklPeMEZGbmpEX18iNa0bJDfWpOiPWJsk47xmjIS+ukZuakRfXjJKbutYmTj8BAAAAAAAABkcTDwAAAAAAADA4mniNJCgoSE888YSCgoK8HYqhkBfXyE3NyItr5Ab1xXvGNXJTM/LiGrlxjdygvnjP1Iy8uEZuakZeXGuquWm2C1sA+P/bu/OgqOv/D+DP5RJ0QUANsQQVERfTRIU8wCVFiZkYTe3SBEqyTBQyg3EK9as2Wp5p0zhagUfaMXh0e2QlYSjI4BWwsh6gg0cUo4smCq/fH/78jCvHLrjA6j4fM864n/fneH/e+/68n/o59kNEREREREREDwveiUdERERERERERGTleBKPiIiIiIiIiIjIyvEkHhERERERERERkZXjSTyyuPDwcCQlJZk1b3p6Otzd3Zu1Pi2hMftsq9hG1ufatWsYP3483NzcoFKpUFFRgW7dumHVqlWtXTUii7PFbAI49pqDbWRdmE1ka2wxnzjumsY2sj7Wkk88iUdEVoX/UG85GzZsQGZmJg4cOICysjK0b98eOTk5mDp1amtXjYjI6jCfWgaziYjIfMymlmMt+eTQoluzMlVVVXBycmrtahCRjbGWsUev10Oj0eDxxx9XpnXq1KkVa0R3WEsfISLbYS3jDrPJullLPyEi22Et44615JNN3YkXHh6OhIQEJCUloWPHjoiMjMTx48cRFRUFtVoNLy8vTJ48GX///bfRMjNnzkRycjI8PT3RuXNnzJ8/32i9JSUlGDNmDNRqNdzc3PD888/j4sWLSnlcXBzGjh1rtExSUhLCw8MbtZ2Kigq8/vrr8PLygrOzMx5//HF8//33Svkff/yBsLAwuLi4oGvXrpg5cyYqKyvvu90aUllZiZiYGKjVanh7e2P58uVG5Tdu3MDs2bPx6KOPol27dnjyySfx22+/1bs+vV6PMWPGwMvLC2q1GsHBwdi7d69SvmDBAqOD5o7+/fsjNTXVYvvVEFP73JBPPvkE/v7+cHZ2hpeXFyZMmKCU3emfCQkJaN++PTp27IjU1FSIiDLPpk2bMGjQILi6uqJz586YOHEiLl26ZLSNEydO4JlnnoGbmxtcXV0RFhYGvV6vlH/66afQaDRwdnZG79698cknn9xHa9StqW0UHh6Os2fP4q233oJKpYJKpVLKTPXvbt26YdGiRcp2fX198e233+Ly5cvK8dmvXz/k5uYqy9x5JGHHjh3K9xIZGYnS0lLLNQaaNvbU1NTgww8/RM+ePdGmTRv4+Pjg/fffV8qPHTuGESNGwMXFBR06dMDUqVNhMBiU8jvjzrJly+Dt7Y0OHTpg+vTpuHnzplKn5cuXY//+/VCpVMp4dO/VvMLCQoSGhsLZ2RmBgYHYu3cvVCoVduzYYdE2snXMJ8uyxWwCmE/mYD4Z7xOziUxhPlmWLeYTs8k0ZlPt/WI+NUBsiFarFbVaLe+8844UFhZKdna2dOrUSebMmSMFBQWSl5cno0aNkqeeespoGTc3N5k/f77odDrZsGGDqFQq2b17t4iIVFdXS//+/SU0NFRyc3MlOztbBg4cKFqtVllHbGysjBkzxqguiYmJRvOYs53BgwdLnz59ZPfu3aLX6+W7776TH3/8UUREiouLpV27drJy5UrR6XSSlZUlQUFBEhcX1zyN+f+mTZsmPj4+snfvXjl69Kg888wz4urqKomJiSIiEh8fL0OHDpX9+/dLcXGxLF26VNq0aSM6nU5ERNLS0qR9+/bK+vLz82Xt2rVy7Ngx0el08t5774mzs7OcPXtWRERKS0vFzs5ODh06pCyTl5cnKpVK9Hp9s+6ruftcn5ycHLG3t5ctW7bImTNnJC8vTz766COl/E7/TExMlMLCQtm8ebO0bdtW1q1bp8zz2WefyY8//ih6vV7+/PNPGTJkiERFRSnl586dE09PTxk3bpzk5ORIUVGRfP7551JYWCgiIps3bxZvb2/JyMiQU6dOSUZGhnh6ekp6erpVtFF5ebk89thjsmDBAikrK5OysjIRMa9/+/r6iqenp6xdu1Z0Op1MmzZN3Nzc5Omnn5avv/5aioqKZOzYsaLRaKSmpkZEbvc/R0dHGTRokBw4cEByc3MlJCREhg4datH2aMrYk5ycLB4eHpKeni7FxcWSmZkp69evFxERg8Eg3t7eMm7cODl27Jj88ssv0r17d4mNjVWWj42NFTc3N3njjTekoKBAvvvuO6P+VF5eLq+99poMGTJEysrKpLy8XGnHlStXiojIrVu3JCAgQEaNGiX5+fmSmZkpISEhAkC2b99u0Taydcwny7LFbDJnv+vDfLLNfGI2kTmYT5Zli/nEbGq+NnoYs0mE+WSKzZ3ECwoKUj4vXLhQRo8ebTRPaWmpAJCioiJlmdDQUKN5goODJSUlRUREdu/eLfb29lJSUqKUnzhxQgAog6W5IdTQdnbt2iV2dnZKve41ZcoUmTp1qtG0zMxMsbOzk+vXr9e5zP26evWqODk5yddff61MKy8vFxcXF0lMTJSzZ8+Kvb29nD9/3mi5kSNHypw5c0SkdhDVpU+fPrJmzRrlc1RUlEybNk35PGPGDAkPD7fAHplmap8bkpGRIW5ubnLlypU6y7VardEgKSKSkpIiGo2m3nXm5OQIALl69aqIiMyZM0e6d+8uVVVVdc7v5+cnW7ZsMZq2cOFCGTJkSIN1b4z7aSMR44HwDnP6t6+vr7z88stKeVlZmQCQ1NRUZdqff/4pAJSAS0tLEwCSnZ2tzFNQUCAA5ODBg2bvsymNHXuuXLkibdq0UYLnXuvWrRMPDw8xGAzKtB9++EHs7OzkwoULInJ73PH19ZVbt24p8zz33HPywgsvKJ/vHYdEjNv/p59+EgcHB6W9RET27NnD/yg1A+aT5dhiNokwn8zBfDLGbCJzMJ8sxxbzidlkGrOpNuZTw2zqcVoAGDhwoPL3I0eO4Ndff4VarVb+9O7dGwCMbqHt16+f0Tq8vb2V23ALCgrQtWtXdO3aVSkPDAyEu7s7CgoKGlW3hraTn5+Pxx57DL169apz2SNHjiA9Pd1oXyIjI1FTU4PTp083qh7m0uv1qKqqwpNPPqlM8/T0REBAAIDbt6xWV1ejV69eRvX6/fffjdr3bgaDAbNnz4ZGo4G7uzvUajUKCgpQUlKizPPaa69h69at+O+//1BVVYUtW7bg1VdfbZZ9vJepfW7IqFGj4Ovrix49emDy5Mn44osvcO3aNaN5Bg8ebHQb9JAhQ3Dy5ElUV1cDAA4fPozo6Gj4+PjA1dUVWq0WAJT2yc/PR1hYGBwdHWttv7KyEnq9HlOmTDH6PhYtWlTv99EU99NG9TG3f999DHl5eQEA+vbtW2va3bfROzg4IDg4WPncu3fvJh2/pjRm7CkoKMCNGzcwcuTIOtdVUFCAJ554Au3atVOmDRs2DDU1NSgqKlKm9enTB/b29srnu8cUcxQVFaFr167o3LmzMi0kJMTs5alxmE+WYYvZBDCfzMF8qo3ZROZgPlmGLeYTs8k0ZlPdmE/1s7kXW9z9xRkMBkRHR+ODDz6oNZ+3t7fy93sPapVKhZqaGrO3aWdnZ/RsPgDl2eq7NbQdFxeXBrdhMBjw+uuvY+bMmbXKfHx8zK6rJRkMBtjb2+Pw4cNGBwMAqNXqOpeZPXs29uzZg2XLlqFnz55wcXHBhAkTUFVVpcwTHR2NNm3aYPv27XBycsLNmzeNfh/BWrm6uiIvLw+//fYbdu/ejblz52L+/PnIyckx61XxlZWViIyMRGRkJL744gt06tQJJSUliIyMVNqnoX5y55n/9evXG4UEgFrfj7Uxt3/ffQzdCfS6pjXm+LWUxow9p06dssg273fsopbFfGoZzKbamE9N96DnE7OJzMF8ahnMJ2PMpqZ70LMJYD41xOZO4t1twIAByMjIQLdu3eDg0LSm0Gg0KC0tRWlpqXI16a+//kJFRQUCAwMB3H5jyfHjx42Wy8/Pr/OMf3369euHc+fOQafT1Xk1acCAAfjrr7/Qs2fPJu1HU/j5+cHR0REHDx5UBoN///0XOp0OWq0WQUFBqK6uxqVLlxAWFmbWOrOyshAXF4dnn30WwO0D9syZM0bzODg4IDY2FmlpaXBycsKLL75oMqQtxdQ+m+Lg4ICIiAhERERg3rx5cHd3x759+zBu3DgAwMGDB43mz87Ohr+/P+zt7VFYWIjy8nIsWbJE6Wt3/9AocLufbNiwATdv3qzVv7y8vNClSxecOnUKkyZNanIbmHK/beTk5KRcPbujOfv3rVu3kJubq1wlKSoqQkVFBTQajcW3dYepscff3x8uLi745ZdfEB8fX6tco9EgPT0dlZWVSsBlZWXBzs7uvq7a3SsgIAClpaW4ePGiciUuJyfHYuun+jGfms4WswlgPpmD+dQwZhOZg/nUdLaYT8wm05hNpjGfjNnc47R3mz59Ov755x+89NJLyMnJgV6vx65du/DKK6/UOhDqExERgb59+2LSpEnIy8vDoUOHEBMTA61Wi0GDBgEARowYgdzcXGzcuBEnT57EvHnzaoWSKVqtFsOHD8f48eOxZ88enD59Gj/99BN+/vlnAEBKSgoOHDiAhIQE5Ofn4+TJk9i5cycSEhIa1yiNoFarMWXKFLzzzjvYt28fjh8/jri4ONjZ3e5WvXr1wqRJkxATE4Nt27bh9OnTOHToEBYvXowffvihznX6+/tj27ZtyM/Px5EjRzBx4sQ6z37Hx8dj3759+Pnnn1v0cSVT+9yQ77//HqtXr0Z+fj7Onj2LjRs3oqamxmjgKCkpwaxZs1BUVIStW7dizZo1SExMBHD7qomTkxPWrFmDU6d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", "text/plain": [ "<Figure size 1500x500 with 3 Axes>" ] @@ -1560,7 +1584,7 @@ }, { "data": { - "image/png": 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", "text/plain": [ "<Figure size 1500x500 with 2 Axes>" ] @@ -1570,7 +1594,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "<Figure size 1500x200 with 1 Axes>" ] @@ -1585,7 +1609,7 @@ "#########\n", "data_window4 = metrics_relative[metrics_relative.window==4]\n", "# Energy metrics\n", - "fig, axs = plt.subplots(1,3)\n", + "fig, axs = plt.subplots(1,3, sharey=True, constrained_layout=True)\n", "for ax in axs:\n", " ax.yaxis.set_major_formatter(\"{x:.0f}%\")\n", " ax.axhline(y=0, color='lightpink', linewidth=1)\n", @@ -1594,23 +1618,23 @@ "data_window4.boxplot(column=\"energy_overall\", by=\"bvr_ord\", showmeans=True, ax=axs[2])\n", "for ax in axs:\n", " ax.set_ylim(-55, 18)\n", - " ax.set_xticklabels(bvr_name)\n", + " ax.set_xticklabels(bvr_short_names)\n", " ax.set_xlabel(\"\")\n", "#plt.suptitle(\"Energy metrics (relative to baseline) - 4-hour DR window\")\n", "plt.suptitle(\"\")\n", "plt.savefig(f\"{OUT_DIR}/energy_metrics_window4.pdf\", bbox_inches='tight', dpi=1000)\n", "\n", "# Scheduling metrics\n", - "fig, axs = plt.subplots(1,2)\n", + "fig, axs = plt.subplots(1,2, constrained_layout=True)\n", "for ax in axs:\n", " ax.xaxis.set_major_formatter(\"{x:.0f}%\")\n", " ax.axvline(x=0, color='lightpink', linewidth=1)\n", "sd, wt = pd.DataFrame(), pd.DataFrame()\n", - "for name, orig_name in zip(reversed(bvr_name), reversed(bvr_orig_name)):\n", + "for name, orig_name in zip(reversed(bvr_short_names), reversed(bvr_orig_name)):\n", " select = data_window4[data_window4.behavior == orig_name].reset_index()\n", " if name == 'delay':\n", - " sd[\"delay\\n(corrected)\"] = select[\"mean_corrected_sdown\"]\n", - " wt[\"delay\\n(corrected)\"] = select[\"mean_corrected_wtime\"]\n", + " sd[\"delay\\n(corr)\"] = select[\"mean_corrected_sdown\"]\n", + " wt[\"delay\\n(corr)\"] = select[\"mean_corrected_wtime\"]\n", " sd[name] = select[\"mean_slowdown\"]\n", " wt[name] = select[\"mean_waiting_time\"]\n", "\n", @@ -1618,12 +1642,13 @@ "axs[0].set_xlim(-110, 120)\n", "axs[0].set_title(\"Mean slowdown\")\n", "wt.boxplot(vert=False, showmeans=True, ax=axs[1])\n", + "axs[1].tick_params(labelleft=False) \n", "axs[1].set_xlim(-110, 120)\n", "axs[1].set_title(\"Mean waiting time\")\n", "\n", "#plt.suptitle(\"Scheduling metrics (relative to baseline) - 4-hour DR window\")\n", "plt.suptitle(\"\")\n", - "plt.savefig(f\"{OUT_DIR}/sched_metrics_window4.pdf\", dpi=1000)\n", + "plt.savefig(f\"{OUT_DIR}/sched_metrics_window4.pdf\", bbox_inches='tight', dpi=1000)\n", "\n", "# User_delay outliers\n", "fig, ax = plt.subplots(figsize=(15,2))\n", @@ -1632,7 +1657,7 @@ " vert=False, showmeans=True, ax=ax)\n", "ax.xaxis.set_major_formatter(\"{x:.0f}%\")\n", "plt.suptitle(\"Delay outliers\")\n", - "plt.savefig(f\"{OUT_DIR}/delay_outliers_window4.pdf\", dpi=1000)\n", + "plt.savefig(f\"{OUT_DIR}/delay_outliers_window4.pdf\", bbox_inches='tight', dpi=1000)\n", "\n", "plt.show()" ] -- GitLab