diff --git a/notebooks/r6_analysis.ipynb b/notebooks/r6_analysis.ipynb
index 38b3477..426a5d2 100644
--- a/notebooks/r6_analysis.ipynb
+++ b/notebooks/r6_analysis.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": null,
    "id": "setup",
    "metadata": {},
    "outputs": [],
@@ -54,261 +54,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": null,
    "id": "task1-data-prep",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>GSG9-JAGER</th>\n",
-       "      <th>SWAT-ASH</th>\n",
-       "      <th>SAT-HIBANA</th>\n",
-       "      <th>GSG9-BANDIT</th>\n",
-       "      <th>GIGN-TWITCH</th>\n",
-       "      <th>SWAT-THERMITE</th>\n",
-       "      <th>SPETSNAZ-FUZE</th>\n",
-       "      <th>BOPE-CAVEIRA</th>\n",
-       "      <th>G.E.O.-JACKAL</th>\n",
-       "      <th>NAVYSEAL-VALKYRIE</th>\n",
-       "      <th>...</th>\n",
-       "      <th>GSG9-IQ</th>\n",
-       "      <th>GIGN-MONTAGNE</th>\n",
-       "      <th>SAT-ECHO</th>\n",
-       "      <th>GSG9-BLITZ</th>\n",
-       "      <th>GSG9-RESERVE</th>\n",
-       "      <th>SPETSNAZ-TACHANKA</th>\n",
-       "      <th>SAS-RESERVE</th>\n",
-       "      <th>SWAT-RESERVE</th>\n",
-       "      <th>GIGN-RESERVE</th>\n",
-       "      <th>SPETSNAZ-RESERVE</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>total_kills</th>\n",
-       "      <td>5522</td>\n",
-       "      <td>5446</td>\n",
-       "      <td>3825</td>\n",
-       "      <td>3802</td>\n",
-       "      <td>3577</td>\n",
-       "      <td>3441</td>\n",
-       "      <td>3336</td>\n",
-       "      <td>3293</td>\n",
-       "      <td>3135</td>\n",
-       "      <td>2926</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1027</td>\n",
-       "      <td>777</td>\n",
-       "      <td>775</td>\n",
-       "      <td>425</td>\n",
-       "      <td>386</td>\n",
-       "      <td>202</td>\n",
-       "      <td>183</td>\n",
-       "      <td>112</td>\n",
-       "      <td>89</td>\n",
-       "      <td>84</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>total_rounds</th>\n",
-       "      <td>6999</td>\n",
-       "      <td>6519</td>\n",
-       "      <td>4960</td>\n",
-       "      <td>5257</td>\n",
-       "      <td>4894</td>\n",
-       "      <td>5001</td>\n",
-       "      <td>4222</td>\n",
-       "      <td>4586</td>\n",
-       "      <td>4091</td>\n",
-       "      <td>4319</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1570</td>\n",
-       "      <td>1880</td>\n",
-       "      <td>1207</td>\n",
-       "      <td>782</td>\n",
-       "      <td>618</td>\n",
-       "      <td>436</td>\n",
-       "      <td>375</td>\n",
-       "      <td>206</td>\n",
-       "      <td>173</td>\n",
-       "      <td>145</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>won_rounds</th>\n",
-       "      <td>3535</td>\n",
-       "      <td>3370</td>\n",
-       "      <td>2586</td>\n",
-       "      <td>2684</td>\n",
-       "      <td>2553</td>\n",
-       "      <td>2603</td>\n",
-       "      <td>2164</td>\n",
-       "      <td>2321</td>\n",
-       "      <td>2140</td>\n",
-       "      <td>2177</td>\n",
-       "      <td>...</td>\n",
-       "      <td>785</td>\n",
-       "      <td>953</td>\n",
-       "      <td>634</td>\n",
-       "      <td>376</td>\n",
-       "      <td>317</td>\n",
-       "      <td>196</td>\n",
-       "      <td>159</td>\n",
-       "      <td>97</td>\n",
-       "      <td>78</td>\n",
-       "      <td>65</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>dead_rounds</th>\n",
-       "      <td>5127</td>\n",
-       "      <td>4555</td>\n",
-       "      <td>3294</td>\n",
-       "      <td>3833</td>\n",
-       "      <td>3180</td>\n",
-       "      <td>3394</td>\n",
-       "      <td>2929</td>\n",
-       "      <td>3362</td>\n",
-       "      <td>2850</td>\n",
-       "      <td>3150</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1128</td>\n",
-       "      <td>1284</td>\n",
-       "      <td>775</td>\n",
-       "      <td>585</td>\n",
-       "      <td>468</td>\n",
-       "      <td>329</td>\n",
-       "      <td>297</td>\n",
-       "      <td>151</td>\n",
-       "      <td>122</td>\n",
-       "      <td>107</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>survival_rate</th>\n",
-       "      <td>0.267466780969</td>\n",
-       "      <td>0.301273201411</td>\n",
-       "      <td>0.335887096774</td>\n",
-       "      <td>0.270876926003</td>\n",
-       "      <td>0.350224765018</td>\n",
-       "      <td>0.321335732853</td>\n",
-       "      <td>0.306252960682</td>\n",
-       "      <td>0.266899258613</td>\n",
-       "      <td>0.303348814471</td>\n",
-       "      <td>0.270664505673</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.28152866242</td>\n",
-       "      <td>0.317021276596</td>\n",
-       "      <td>0.357912178956</td>\n",
-       "      <td>0.251918158568</td>\n",
-       "      <td>0.242718446602</td>\n",
-       "      <td>0.245412844037</td>\n",
-       "      <td>0.208</td>\n",
-       "      <td>0.266990291262</td>\n",
-       "      <td>0.294797687861</td>\n",
-       "      <td>0.262068965517</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>win_rate</th>\n",
-       "      <td>0.505072153165</td>\n",
-       "      <td>0.516950452523</td>\n",
-       "      <td>0.521370967742</td>\n",
-       "      <td>0.510557352102</td>\n",
-       "      <td>0.521659174499</td>\n",
-       "      <td>0.52049590082</td>\n",
-       "      <td>0.512553292279</td>\n",
-       "      <td>0.506105538596</td>\n",
-       "      <td>0.523099486678</td>\n",
-       "      <td>0.504051863857</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>0.506914893617</td>\n",
-       "      <td>0.525269262635</td>\n",
-       "      <td>0.480818414322</td>\n",
-       "      <td>0.512944983819</td>\n",
-       "      <td>0.449541284404</td>\n",
-       "      <td>0.424</td>\n",
-       "      <td>0.470873786408</td>\n",
-       "      <td>0.450867052023</td>\n",
-       "      <td>0.448275862069</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>6 rows × 35 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                   GSG9-JAGER        SWAT-ASH      SAT-HIBANA     GSG9-BANDIT  \\\n",
-       "total_kills              5522            5446            3825            3802   \n",
-       "total_rounds             6999            6519            4960            5257   \n",
-       "won_rounds               3535            3370            2586            2684   \n",
-       "dead_rounds              5127            4555            3294            3833   \n",
-       "survival_rate  0.267466780969  0.301273201411  0.335887096774  0.270876926003   \n",
-       "win_rate       0.505072153165  0.516950452523  0.521370967742  0.510557352102   \n",
-       "\n",
-       "                  GIGN-TWITCH   SWAT-THERMITE   SPETSNAZ-FUZE    BOPE-CAVEIRA  \\\n",
-       "total_kills              3577            3441            3336            3293   \n",
-       "total_rounds             4894            5001            4222            4586   \n",
-       "won_rounds               2553            2603            2164            2321   \n",
-       "dead_rounds              3180            3394            2929            3362   \n",
-       "survival_rate  0.350224765018  0.321335732853  0.306252960682  0.266899258613   \n",
-       "win_rate       0.521659174499   0.52049590082  0.512553292279  0.506105538596   \n",
-       "\n",
-       "                G.E.O.-JACKAL NAVYSEAL-VALKYRIE  ...        GSG9-IQ  \\\n",
-       "total_kills              3135              2926  ...           1027   \n",
-       "total_rounds             4091              4319  ...           1570   \n",
-       "won_rounds               2140              2177  ...            785   \n",
-       "dead_rounds              2850              3150  ...           1128   \n",
-       "survival_rate  0.303348814471    0.270664505673  ...  0.28152866242   \n",
-       "win_rate       0.523099486678    0.504051863857  ...            0.5   \n",
-       "\n",
-       "                GIGN-MONTAGNE        SAT-ECHO      GSG9-BLITZ    GSG9-RESERVE  \\\n",
-       "total_kills               777             775             425             386   \n",
-       "total_rounds             1880            1207             782             618   \n",
-       "won_rounds                953             634             376             317   \n",
-       "dead_rounds              1284             775             585             468   \n",
-       "survival_rate  0.317021276596  0.357912178956  0.251918158568  0.242718446602   \n",
-       "win_rate       0.506914893617  0.525269262635  0.480818414322  0.512944983819   \n",
-       "\n",
-       "              SPETSNAZ-TACHANKA SAS-RESERVE    SWAT-RESERVE    GIGN-RESERVE  \\\n",
-       "total_kills                 202         183             112              89   \n",
-       "total_rounds                436         375             206             173   \n",
-       "won_rounds                  196         159              97              78   \n",
-       "dead_rounds                 329         297             151             122   \n",
-       "survival_rate    0.245412844037       0.208  0.266990291262  0.294797687861   \n",
-       "win_rate         0.449541284404       0.424  0.470873786408  0.450867052023   \n",
-       "\n",
-       "              SPETSNAZ-RESERVE  \n",
-       "total_kills                 84  \n",
-       "total_rounds               145  \n",
-       "won_rounds                  65  \n",
-       "dead_rounds                107  \n",
-       "survival_rate   0.262068965517  \n",
-       "win_rate        0.448275862069  \n",
-       "\n",
-       "[6 rows x 35 columns]"
-      ]
-     },
-     "execution_count": 63,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
     "    \"*\"\n",