diff --git "a/notebooks/E6LocalMap.ipynb" "b/notebooks/E6LocalMap.ipynb"
--- "a/notebooks/E6LocalMap.ipynb"
+++ "b/notebooks/E6LocalMap.ipynb"
@@ -2,19 +2,10 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 1,
    "id": "794a8cd9-0941-4f09-9e4c-51ba4e79cc76",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%load_ext autoreload\n",
     "%autoreload 1\n",
@@ -34,7 +25,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 2,
    "id": "3bd7fa33-aac7-429b-8c61-7d9ed0ab8822",
    "metadata": {},
    "outputs": [],
@@ -48,23 +39,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 3,
    "id": "ae5f1bfa-9571-4e72-b388-71a2a3bfa5c7",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7a5d1ca8f3b0>]"
+       "[<matplotlib.lines.Line2D at 0x73e9ecf62cc0>]"
       ]
      },
-     "execution_count": 75,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -88,7 +79,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 4,
    "id": "69198bfb-188e-4bb7-9876-3551ce7f2c0a",
    "metadata": {},
    "outputs": [
@@ -96,75 +87,40 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "solo duo solo_focus trio threesome duo_focus foursome trio_focus\n"
+      "solo duo solo_focus trio threesome duo_focus foursome trio_focus fivesome\n"
      ]
     }
    ],
    "source": [
     "#sel_tags = ['bodily_fluids', 'genital_fluids', 'cum', 'precum', 'sweat', 'urine', 'tears', 'tears', 'blood']\n",
-    "sel_tags = ['trio', 'trio_focus', 'duo', 'duo_focus', 'solo', 'solo_focus', 'threesome', 'foursome']\n",
+    "sel_tags = ['trio', 'trio_focus', 'duo', 'duo_focus', 'solo', 'solo_focus', 'threesome', 'foursome', 'fivesome']\n",
     "\n",
     "sel_idxs = [tags2id[t] for t in sel_tags if t in tags2id]\n",
     "sel_idxs.sort()\n",
     "sel_tags = [tags[i] for i in sel_idxs]\n",
-    "print(' '.join(sel_tags))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 201,
-   "id": "27d158ac-92a5-4637-864d-d94b1a6f9042",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Select neighboring tags similar to foreground one\n",
-    "n_neighbors = 128\n",
-    "n_neighbors_display = 32\n",
-    "temp = 1\n",
-    "# We can pick tags that are the close to all the input tags simultaneously, or close to the closest input tag\n",
-    "lp = 8 # This is done with lp-norm: p=1: sum of probabilities, p->inf: max\n",
+    "print(' '.join(sel_tags))\n",
     "\n",
-    "neigh_score = Xt @ Xt[sel_idxs].T\n",
-    "\n",
-    "\n",
-    "neigh_score = Xt @ Xt[sel_idxs].T\n",
-    "neigh_score[sel_idxs, :] = float('-inf')\n",
-    "neigh_score = np.exp(neigh_score / temp)\n",
-    "neigh_score /= neigh_score.sum(axis=0)\n",
-    "if lp >= 8:\n",
-    "    neigh_score = neigh_score.max(axis=1)\n",
-    "else:\n",
-    "    neigh_score = (neigh_score ** lp).sum(axis=1) ** (1/lp)\n",
-    "\n",
-    "neigh_idxs = np.argsort(neigh_score)[::-1][:n_neighbors]\n",
+    "# Select neighboring tags similar to the input tags\n",
+    "n_neighbors = 64\n",
+    "n_neighbors_display = 32\n",
+    "top_k = int(1.5 * n_neighbors / len(sel_idxs))\n",
     "\n",
-    "plt.hist(neigh_score, 50, log=True);\n",
-    "plt.vlines(neigh_score[neigh_idxs[-1]], 1, 1e3)\n",
-    "plt.ylabel('tags')\n",
-    "plt.xlabel('score')\n",
-    "del neigh_score"
+    "scores = Xt @ Xt[sel_idxs].T\n",
+    "scores[sel_idxs, :] = float('-inf')\n",
+    "neigh_idxs = np.unique(np.argpartition(-scores, top_k, axis=0)[:top_k])\n",
+    "if len(neigh_idxs) > n_neighbors:\n",
+    "    neigh_idxs = neigh_idxs[np.argpartition(-scores[neigh_idxs, :].sum(axis=1), n_neighbors)[:n_neighbors]]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 202,
+   "execution_count": 5,
    "id": "7aad3d96-04fc-4139-ad8a-024fa8e6cedc",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 1000x1000 with 1 Axes>"
       ]