Merge pull request #67 from rkansal47/unblinding

QCD TF Plots
rkansal47 · May 31, 2024 · 03f51be · 03f51be
2 parents 013ad1a + f6607a2
commit 03f51be
Showing 1 changed file with 57 additions and 2 deletions.
diff --git a/src/HHbbVV/postprocessing/PlotFits.ipynb b/src/HHbbVV/postprocessing/PlotFits.ipynb
@@ -49,7 +49,7 @@
     "k2v0sig = False\n",
     "unblinded = True\n",
     "\n",
-    "plot_dir = MAIN_DIR / f\"plots/PostFit/24Apr26NonresBDT995\"\n",
+    "plot_dir = MAIN_DIR / f\"plots/PostFit/24May30QCDTF\"\n",
     "# plot_dir = (\n",
     "#     MAIN_DIR\n",
     "#     / \"plots/PostFit/24Apr9ggFScan/nTF1/ggf_txbb_MP_ggf_bdt_0.9965_vbf_txbb_HP_vbf_bdt_0.999_lepton_veto_Hbb\"\n",
@@ -237,7 +237,7 @@
     "                \"bg_keys\": bg_keys,\n",
     "                \"bg_err\": bgerrs[shape][region],\n",
     "                \"sig_scale_dict\": sig_scale_dict if pass_region else None,\n",
-    "                \"show\": True,\n",
+    "                \"show\": False,\n",
     "                \"year\": \"all\",\n",
     "                \"ylim\": ylims[region],\n",
     "                \"title\": f\"{shape_label} {region_label} Region{title_label}\",\n",
@@ -249,6 +249,61 @@
     "    #     break\n",
     "    # break"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib.ticker as mticker\n",
+    "import mplhep as hep\n",
+    "\n",
+    "plt.style.use(hep.style.CMS)\n",
+    "hep.style.use(\"CMS\")\n",
+    "formatter = mticker.ScalarFormatter(useMathText=True)\n",
+    "formatter.set_powerlimits((-3, 3))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ylims = {\"passggf\": 1e-4, \"passvbf\": 1e-5}\n",
+    "tfs = {}\n",
+    "\n",
+    "for region, region_label in selection_regions.items():\n",
+    "    if region == \"fail\":\n",
+    "        continue\n",
+    "\n",
+    "    tf = hists[\"postfit\"][region][\"QCD\", ...] / hists[\"postfit\"][\"fail\"][\"QCD\", ...]\n",
+    "    tfs[region] = tf\n",
+    "\n",
+    "    hep.histplot(tf)\n",
+    "    plt.title(f\"{region_label} Region\")\n",
+    "    plt.ylabel(\"QCD Transfer Factor\")\n",
+    "    plt.xlim([50, 250])\n",
+    "    plt.ylim([0, ylims[region]])\n",
+    "    plt.ticklabel_format(style=\"sci\", axis=\"y\", scilimits=(0, 0))\n",
+    "    plt.savefig(f\"{plot_dir}/{region}_QCDTF.pdf\", bbox_inches=\"tight\")\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tf = tfs[\"passvbf\"]\n",
+    "slope = (tf.view()[-1] - tf.view()[0]) / (245 - 55)\n",
+    "yint = tf.view()[0] - slope * 55\n",
+    "print(slope, yint)"
+   ]
   }
  ],
  "metadata": {