diff --git a/src/binder/VBFPlots.ipynb b/src/binder/VBFPlots.ipynb
index 393f2fcb..02569fa1 100644
--- a/src/binder/VBFPlots.ipynb
+++ b/src/binder/VBFPlots.ipynb
@@ -51,7 +51,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "plot_dir = Path(\"../../plots/VBF/24May13\")\n",
+    "plot_dir = Path(\"../../plots/VBF/24Jul18\")\n",
     "plot_dir.mkdir(parents=True, exist_ok=True)"
    ]
   },
@@ -332,20 +332,32 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "fig, ax = plt.subplots(1, 1, figsize=(12, 12))\n",
+    "plot_interference = False\n",
+    "\n",
+    "fig, ax = plt.subplots(1, 1, figsize=(12, 12 if plot_interference else 8))\n",
     "\n",
     "bin_centers = (bins[1:] + bins[:-1]) / 2\n",
     "scs = []\n",
     "\n",
     "colors = [\"blue\", \"orange\", \"red\", \"purple\", \"green\"]\n",
     "\n",
+    "# for i, (sample, label) in enumerate(\n",
+    "#     [\n",
+    "#         ((1, 1, 1), \"SM\"),\n",
+    "#         ((1, 0, 1), r\"No HHVV diagram ($\\kappa_{2V}=0$)\"),\n",
+    "#         ((0, 1, 0), r\"HHVV diagram ($\\kappa_{V}=\\kappa_\\lambda=0$)\"),\n",
+    "#         ((1, 0, 0), r\"(HVV)$^2$ diagram ($\\kappa_{2V}=\\kappa_\\lambda=0$)\"),\n",
+    "#         ((1, 2, 1), r\"Enhanced $\\kappa_{2V}=2$ Coupling\"),\n",
+    "#     ]\n",
+    "# ):\n",
+    "\n",
     "for i, (sample, label) in enumerate(\n",
     "    [\n",
     "        ((1, 1, 1), \"SM\"),\n",
-    "        ((1, 0, 1), r\"No HHVV diagram ($\\kappa_{2V}=0$)\"),\n",
-    "        ((0, 1, 0), r\"HHVV diagram ($\\kappa_{V}=\\kappa_\\lambda=0$)\"),\n",
-    "        ((1, 0, 0), r\"(HVV)$^2$ diagram ($\\kappa_{2V}=\\kappa_\\lambda=0$)\"),\n",
-    "        ((1, 2, 1), r\"Enhanced $\\kappa_{2V}=2$ Coupling\"),\n",
+    "        ((1, 0, 1), r\"$\\kappa_{2V}=0$\"),\n",
+    "        ((0, 1, 0), r\"$\\kappa_{V}=\\kappa_\\lambda=0$\"),\n",
+    "        ((1, 0, 0), r\"$\\kappa_{2V}=\\kappa_\\lambda=0$\"),\n",
+    "        ((1, 2, 1), r\"$\\kappa_{2V}=2$\"),\n",
     "    ]\n",
     "):\n",
     "    from scipy.interpolate import interp1d, CubicSpline, UnivariateSpline, splrep, BSpline, Rbf\n",
@@ -366,24 +378,32 @@
     "    ax.plot(new_bin_centers, smooth_counts, label=label, color=colors[i])\n",
     "    # ax.plot(bin_centers, interp_counts, label=f\"CV={sample[0]}, C2V={sample[1]}, kl={sample[2]}\")\n",
     "\n",
-    "ax.plot(\n",
-    "    new_bin_centers,\n",
-    "    # -np.sqrt(np.power(scs[1], 2) + np.power(scs[2], 2) - np.power(scs[0], 2)),\n",
-    "    -(scs[1] + scs[2] - scs[0]),\n",
-    "    label=\"Interference\",\n",
-    "    color=\"gray\",\n",
-    ")\n",
+    "if plot_interference:\n",
+    "    ax.plot(\n",
+    "        new_bin_centers,\n",
+    "        # -np.sqrt(np.power(scs[1], 2) + np.power(scs[2], 2) - np.power(scs[0], 2)),\n",
+    "        -(scs[1] + scs[2] - scs[0]),\n",
+    "        label=\"Interference\",\n",
+    "        color=\"gray\",\n",
+    "    )\n",
     "\n",
     "ax.set_xlim(bin_centers.min(), 800)\n",
     "ax.hlines(0, bin_centers.min(), 800, linestyle=\"--\", color=\"gray\")\n",
-    "ax.set_ylim(-0.012, 0.012)\n",
+    "ax.set_ylim(-0.012 if plot_interference else 0, 0.012)\n",
     "ax.set_ylabel(r\"d$\\sigma$/d$m_{HH}$ [fb/GeV]\")\n",
     "ax.set_xlabel(r\"$m_{HH}$ [GeV]\")\n",
-    "hep.cms.label(data=False, com=\"13\", ax=ax)\n",
+    "hep.cms.label(label=\"Preliminary\", data=False, com=\"13\", ax=ax)\n",
     "ax.legend()\n",
-    "plt.savefig(plot_dir / \"diagrams.pdf\", bbox_inches=\"tight\")\n",
+    "plt.savefig(plot_dir / \"diagrams_prelim.pdf\", bbox_inches=\"tight\")\n",
     "plt.show()"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {