diff --git a/notebooks/r6_analysis.ipynb b/notebooks/r6_analysis.ipynb
index 748d37a..1cb18df 100644
--- a/notebooks/r6_analysis.ipynb
+++ b/notebooks/r6_analysis.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "id": "setup",
    "metadata": {},
    "outputs": [],
@@ -54,10 +54,261 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "id": "task1-data-prep",
    "metadata": {},
-   "outputs": [],
+   "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": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
     "    \"*\"\n",
@@ -85,33 +336,6 @@
     "operator_data.drop(labels=\"operator\")"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "task1-kills",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(\"\\n=== TOP 10 OPERATORS BY KILLS ===\")\n",
-    "top_kills = df_operators.nlargest(10, \"kills\")[[\"operator\", \"kills\"]]\n",
-    "for _, row in top_kills.iterrows():\n",
-    "    print(f\"{row['operator']}: {row['kills']} kills\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "task1-winrates",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(\"\\n=== TOP 10 OPERATORS BY WIN RATE (min 100 rounds) ===\")\n",
-    "filtered = df_operators[df_operators[\"rounds\"] >= 100]\n",
-    "top_wr = filtered.nlargest(10, \"win_rate\")[[\"operator\", \"win_rate\", \"rounds\"]]\n",
-    "for _, row in top_wr.iterrows():\n",
-    "    print(f\"{row['operator']}: {row['win_rate']}% win rate ({row['rounds']} rounds)\")"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "task2-header",
@@ -124,57 +348,205 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "id": "task2-weapons",
    "metadata": {},
-   "outputs": [],
+   "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>416-C CARBINE</th>\n",
+       "      <th>L85A2</th>\n",
+       "      <th>MP7</th>\n",
+       "      <th>R4-C</th>\n",
+       "      <th>556XI</th>\n",
+       "      <th>TYPE-89</th>\n",
+       "      <th>UMP45</th>\n",
+       "      <th>MP5</th>\n",
+       "      <th>F2</th>\n",
+       "      <th>MPX</th>\n",
+       "      <th>...</th>\n",
+       "      <th>SPAS-12</th>\n",
+       "      <th>SASG-12</th>\n",
+       "      <th>HK417</th>\n",
+       "      <th>SUPER 90</th>\n",
+       "      <th>SG-CQB</th>\n",
+       "      <th>SuperNova</th>\n",
+       "      <th>SR-25</th>\n",
+       "      <th>G8A1</th>\n",
+       "      <th>M249</th>\n",
+       "      <th>ITA12L</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>primaryweapon</th>\n",
+       "      <td>416-C CARBINE</td>\n",
+       "      <td>L85A2</td>\n",
+       "      <td>MP7</td>\n",
+       "      <td>R4-C</td>\n",
+       "      <td>556XI</td>\n",
+       "      <td>TYPE-89</td>\n",
+       "      <td>UMP45</td>\n",
+       "      <td>MP5</td>\n",
+       "      <td>F2</td>\n",
+       "      <td>MPX</td>\n",
+       "      <td>...</td>\n",
+       "      <td>SPAS-12</td>\n",
+       "      <td>SASG-12</td>\n",
+       "      <td>HK417</td>\n",
+       "      <td>SUPER 90</td>\n",
+       "      <td>SG-CQB</td>\n",
+       "      <td>SuperNova</td>\n",
+       "      <td>SR-25</td>\n",
+       "      <td>G8A1</td>\n",
+       "      <td>M249</td>\n",
+       "      <td>ITA12L</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>total_kills</th>\n",
+       "      <td>5541</td>\n",
+       "      <td>3767</td>\n",
+       "      <td>3790</td>\n",
+       "      <td>4209</td>\n",
+       "      <td>3418</td>\n",
+       "      <td>3774</td>\n",
+       "      <td>3053</td>\n",
+       "      <td>2937</td>\n",
+       "      <td>3384</td>\n",
+       "      <td>2564</td>\n",
+       "      <td>...</td>\n",
+       "      <td>362</td>\n",
+       "      <td>254</td>\n",
+       "      <td>210</td>\n",
+       "      <td>236</td>\n",
+       "      <td>187</td>\n",
+       "      <td>172</td>\n",
+       "      <td>173</td>\n",
+       "      <td>117</td>\n",
+       "      <td>94</td>\n",
+       "      <td>68</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>times_used</th>\n",
+       "      <td>7005</td>\n",
+       "      <td>5371</td>\n",
+       "      <td>5216</td>\n",
+       "      <td>4993</td>\n",
+       "      <td>4964</td>\n",
+       "      <td>4884</td>\n",
+       "      <td>4726</td>\n",
+       "      <td>4693</td>\n",
+       "      <td>4527</td>\n",
+       "      <td>3794</td>\n",
+       "      <td>...</td>\n",
+       "      <td>525</td>\n",
+       "      <td>468</td>\n",
+       "      <td>404</td>\n",
+       "      <td>358</td>\n",
+       "      <td>346</td>\n",
+       "      <td>296</td>\n",
+       "      <td>239</td>\n",
+       "      <td>198</td>\n",
+       "      <td>160</td>\n",
+       "      <td>141</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>wins</th>\n",
+       "      <td>3535</td>\n",
+       "      <td>2833</td>\n",
+       "      <td>2668</td>\n",
+       "      <td>2572</td>\n",
+       "      <td>2582</td>\n",
+       "      <td>2554</td>\n",
+       "      <td>2348</td>\n",
+       "      <td>2414</td>\n",
+       "      <td>2379</td>\n",
+       "      <td>1934</td>\n",
+       "      <td>...</td>\n",
+       "      <td>243</td>\n",
+       "      <td>215</td>\n",
+       "      <td>194</td>\n",
+       "      <td>192</td>\n",
+       "      <td>156</td>\n",
+       "      <td>134</td>\n",
+       "      <td>118</td>\n",
+       "      <td>99</td>\n",
+       "      <td>87</td>\n",
+       "      <td>68</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>4 rows × 46 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               416-C CARBINE  L85A2   MP7  R4-C  556XI  TYPE-89  UMP45   MP5  \\\n",
+       "primaryweapon  416-C CARBINE  L85A2   MP7  R4-C  556XI  TYPE-89  UMP45   MP5   \n",
+       "total_kills             5541   3767  3790  4209   3418     3774   3053  2937   \n",
+       "times_used              7005   5371  5216  4993   4964     4884   4726  4693   \n",
+       "wins                    3535   2833  2668  2572   2582     2554   2348  2414   \n",
+       "\n",
+       "                 F2   MPX  ...  SPAS-12  SASG-12  HK417  SUPER 90  SG-CQB  \\\n",
+       "primaryweapon    F2   MPX  ...  SPAS-12  SASG-12  HK417  SUPER 90  SG-CQB   \n",
+       "total_kills    3384  2564  ...      362      254    210       236     187   \n",
+       "times_used     4527  3794  ...      525      468    404       358     346   \n",
+       "wins           2379  1934  ...      243      215    194       192     156   \n",
+       "\n",
+       "               SuperNova  SR-25  G8A1  M249  ITA12L  \n",
+       "primaryweapon  SuperNova  SR-25  G8A1  M249  ITA12L  \n",
+       "total_kills          172    173   117    94      68  \n",
+       "times_used           296    239   198   160     141  \n",
+       "wins                 134    118    99    87      68  \n",
+       "\n",
+       "[4 rows x 46 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "def get_weapon_stats(weapon_field=\"primaryweapon\"):\n",
-    "    \"\"\"Get weapon statistics using Redis aggregation.\"\"\"\n",
-    "    aggr = client.ft().aggregate(\n",
-    "        \"*\",\n",
-    "        [\n",
-    "            {\n",
-    "                \"$group\": {\n",
-    "                    \"_id\": f\"${weapon_field}\",\n",
-    "                    \"total_kills\": {\"$sum\": \"$nbkills\"},\n",
-    "                    \"times_used\": {\"$sum\": 1},\n",
-    "                    \"wins\": {\"$sum\": \"$haswon\"},\n",
-    "                }\n",
-    "            },\n",
-    "            {\"$sort\": {\"times_used\": -1}},\n",
-    "        ]\n",
-    "    )\n",
-    "    return [\n",
-    "        {\n",
-    "            \"weapon\": r[\"_id\"],\n",
-    "            \"kills\": r[\"total_kills\"],\n",
-    "            \"usage_count\": r[\"times_used\"],\n",
-    "            \"wins\": r[\"wins\"],\n",
-    "            \"avg_kills_per_use\": round(r[\"total_kills\"] / r[\"times_used\"], 3) if r[\"times_used\"] > 0 else 0,\n",
-    "            \"win_rate\": round(r[\"wins\"] / r[\"times_used\"] * 100, 2) if r[\"times_used\"] > 0 else 0,\n",
-    "        }\n",
-    "        for r in aggr[\"results\"]\n",
-    "    ]\n",
+    "query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
+    "    \"*\"\n",
+    "    ).group_by(\n",
+    "        \"@primaryweapon\",\n",
+    "        reducers.sum(\"@nbkills\").alias(\"total_kills\"),\n",
+    "        reducers.count().alias(\"times_used\"),\n",
+    "        reducers.sum(\"@haswon\").alias(\"wins\"),\n",
+    "    ).sort_by(Desc(\"@times_used\"))  # pyright: ignore[reportArgumentType]\n",
+    "    .limit(0, 35565).cursor(10, 1)\n",
+    ")\n",
     "\n",
-    "print(\"Computing primary weapon statistics...\")\n",
-    "primary_weapon_stats = get_weapon_stats(\"primaryweapon\")\n",
+    "response =  client.ft().aggregate(query)\n",
+    "rows = response[0][\"results\"]\n",
+    "cursor = response[1]\n",
+    "while cursor > 0:\n",
+    "    response= client.ft().aggregate(Cursor(cursor))\n",
+    "    rows.extend(response[0][\"results\"])\n",
+    "    cursor = response[1]\n",
+    "\n",
+    "primary_weapon_stats = pd.DataFrame.from_dict({attrs[\"extra_attributes\"][\"primaryweapon\"]: attrs[\"extra_attributes\"] for attrs in rows})\n",
     "df_primary = pd.DataFrame(primary_weapon_stats)\n",
-    "print(f\"\\nTotal unique primary weapons: {len(df_primary)}\")\n",
-    "display(df_primary.head(20))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "task2-secondary",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(\"\\n=== TOP 10 SECONDARY WEAPONS BY USAGE ===\")\n",
-    "secondary_stats = get_weapon_stats(\"secondaryweapon\")\n",
-    "df_secondary = pd.DataFrame(secondary_stats)\n",
-    "display(df_secondary.head(10))"
+    "display(df_primary)"
    ]
   },
   {
@@ -189,83 +561,287 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "id": "task3-maps",
    "metadata": {},
-   "outputs": [],
+   "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>SKYSCRAPER</th>\n",
+       "      <th>OREGON</th>\n",
+       "      <th>KAFE DOSTOYEVSKY</th>\n",
+       "      <th>BORDER</th>\n",
+       "      <th>HEREFORD BASE</th>\n",
+       "      <th>CHALET</th>\n",
+       "      <th>YACHT</th>\n",
+       "      <th>HOUSE</th>\n",
+       "      <th>PLANE</th>\n",
+       "      <th>KANAL</th>\n",
+       "      <th>FAVELAS</th>\n",
+       "      <th>COASTLINE</th>\n",
+       "      <th>CONSULATE</th>\n",
+       "      <th>BANK</th>\n",
+       "      <th>CLUB HOUSE</th>\n",
+       "      <th>BARTLETT U.</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>mapname</th>\n",
+       "      <td>SKYSCRAPER</td>\n",
+       "      <td>OREGON</td>\n",
+       "      <td>KAFE DOSTOYEVSKY</td>\n",
+       "      <td>BORDER</td>\n",
+       "      <td>HEREFORD BASE</td>\n",
+       "      <td>CHALET</td>\n",
+       "      <td>YACHT</td>\n",
+       "      <td>HOUSE</td>\n",
+       "      <td>PLANE</td>\n",
+       "      <td>KANAL</td>\n",
+       "      <td>FAVELAS</td>\n",
+       "      <td>COASTLINE</td>\n",
+       "      <td>CONSULATE</td>\n",
+       "      <td>BANK</td>\n",
+       "      <td>CLUB HOUSE</td>\n",
+       "      <td>BARTLETT U.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>total_rounds</th>\n",
+       "      <td>7459</td>\n",
+       "      <td>7367</td>\n",
+       "      <td>7317</td>\n",
+       "      <td>6970</td>\n",
+       "      <td>6797</td>\n",
+       "      <td>6772</td>\n",
+       "      <td>6576</td>\n",
+       "      <td>6572</td>\n",
+       "      <td>6461</td>\n",
+       "      <td>6149</td>\n",
+       "      <td>6057</td>\n",
+       "      <td>5812</td>\n",
+       "      <td>5792</td>\n",
+       "      <td>5767</td>\n",
+       "      <td>5595</td>\n",
+       "      <td>5235</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>won_rounds</th>\n",
+       "      <td>3789</td>\n",
+       "      <td>3761</td>\n",
+       "      <td>3732</td>\n",
+       "      <td>3547</td>\n",
+       "      <td>3452</td>\n",
+       "      <td>3449</td>\n",
+       "      <td>3347</td>\n",
+       "      <td>3333</td>\n",
+       "      <td>3300</td>\n",
+       "      <td>3114</td>\n",
+       "      <td>3089</td>\n",
+       "      <td>2941</td>\n",
+       "      <td>2981</td>\n",
+       "      <td>2947</td>\n",
+       "      <td>2837</td>\n",
+       "      <td>2656</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>round_duration</th>\n",
+       "      <td>180.164097064</td>\n",
+       "      <td>187.90946111</td>\n",
+       "      <td>189.810714774</td>\n",
+       "      <td>179.218077475</td>\n",
+       "      <td>183.516698543</td>\n",
+       "      <td>180.794595393</td>\n",
+       "      <td>180.983880779</td>\n",
+       "      <td>179.114120511</td>\n",
+       "      <td>186.111437858</td>\n",
+       "      <td>188.070255326</td>\n",
+       "      <td>170.701337296</td>\n",
+       "      <td>183.439779766</td>\n",
+       "      <td>187.277106354</td>\n",
+       "      <td>192.193341425</td>\n",
+       "      <td>187.16997319</td>\n",
+       "      <td>191.232473734</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   SKYSCRAPER        OREGON  KAFE DOSTOYEVSKY         BORDER  \\\n",
+       "mapname            SKYSCRAPER        OREGON  KAFE DOSTOYEVSKY         BORDER   \n",
+       "total_rounds             7459          7367              7317           6970   \n",
+       "won_rounds               3789          3761              3732           3547   \n",
+       "round_duration  180.164097064  187.90946111     189.810714774  179.218077475   \n",
+       "\n",
+       "                HEREFORD BASE         CHALET          YACHT          HOUSE  \\\n",
+       "mapname         HEREFORD BASE         CHALET          YACHT          HOUSE   \n",
+       "total_rounds             6797           6772           6576           6572   \n",
+       "won_rounds               3452           3449           3347           3333   \n",
+       "round_duration  183.516698543  180.794595393  180.983880779  179.114120511   \n",
+       "\n",
+       "                        PLANE          KANAL        FAVELAS      COASTLINE  \\\n",
+       "mapname                 PLANE          KANAL        FAVELAS      COASTLINE   \n",
+       "total_rounds             6461           6149           6057           5812   \n",
+       "won_rounds               3300           3114           3089           2941   \n",
+       "round_duration  186.111437858  188.070255326  170.701337296  183.439779766   \n",
+       "\n",
+       "                    CONSULATE           BANK    CLUB HOUSE    BARTLETT U.  \n",
+       "mapname             CONSULATE           BANK    CLUB HOUSE    BARTLETT U.  \n",
+       "total_rounds             5792           5767          5595           5235  \n",
+       "won_rounds               2981           2947          2837           2656  \n",
+       "round_duration  187.277106354  192.193341425  187.16997319  191.232473734  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "def get_map_stats():\n",
-    "    \"\"\"Get map statistics using Redis aggregation.\"\"\"\n",
-    "    aggr = client.ft().aggregate(\n",
-    "        \"*\",\n",
-    "        [\n",
-    "            {\n",
-    "                \"$group\": {\n",
-    "                    \"_id\": \"$mapname\",\n",
-    "                    \"total_rounds\": {\"$sum\": 1},\n",
-    "                    \"avg_duration\": {\"$avg\": \"$roundduration\"},\n",
-    "                    \"avg_clearance\": {\"$avg\": \"$clearancelevel\"},\n",
-    "                    \"total_kills\": {\"$sum\": \"$nbkills\"},\n",
-    "                }\n",
-    "            },\n",
-    "            {\"$sort\": {\"total_rounds\": -1}},\n",
-    "        ]\n",
-    "    )\n",
-    "    return [\n",
-    "        {\n",
-    "            \"map\": r[\"_id\"],\n",
-    "            \"rounds_played\": r[\"total_rounds\"],\n",
-    "            \"avg_duration_sec\": round(r[\"avg_duration\"], 2),\n",
-    "            \"avg_clearance_level\": round(r[\"avg_clearance\"], 2),\n",
-    "            \"total_kills\": r[\"total_kills\"],\n",
-    "        }\n",
-    "        for r in aggr[\"results\"]\n",
-    "    ]\n",
+    "query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
+    "    \"*\"\n",
+    "    ).group_by(\n",
+    "        \"@mapname\",\n",
+    "        reducers.count().alias(\"total_rounds\"),\n",
+    "        reducers.sum(\"@haswon\").alias(\"won_rounds\"),\n",
+    "        reducers.avg(\"@roundduration\").alias(\"round_duration\")\n",
+    "    ).sort_by(Desc(\"@total_rounds\"))  # pyright: ignore[reportArgumentType]\n",
+    "    .limit(0, 35565).cursor(10, 1)\n",
+    ")\n",
     "\n",
-    "print(\"Computing map statistics...\")\n",
-    "map_stats = get_map_stats()\n",
-    "df_maps = pd.DataFrame(map_stats)\n",
-    "display(df_maps.head(15))"
+    "response =  client.ft().aggregate(query)\n",
+    "rows = response[0][\"results\"]\n",
+    "cursor = response[1]\n",
+    "while cursor > 0:\n",
+    "    response= client.ft().aggregate(Cursor(cursor))\n",
+    "    rows.extend(response[0][\"results\"])\n",
+    "    cursor = response[1]\n",
+    "\n",
+    "df_maps = pd.DataFrame.from_dict({attrs[\"extra_attributes\"][\"mapname\"]: attrs[\"extra_attributes\"] for attrs in rows})\n",
+    "display(df_maps)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "id": "task3-gamemode",
    "metadata": {},
-   "outputs": [],
+   "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>PvP&nbsp;&nbsp;SECURE AREA</th>\n",
+       "      <th>PvP&nbsp;&nbsp;BOMB</th>\n",
+       "      <th>PvP&nbsp;&nbsp;HOSTAGE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>gamemode</th>\n",
+       "      <td>PvP&nbsp;&nbsp;SECURE AREA</td>\n",
+       "      <td>PvP&nbsp;&nbsp;BOMB</td>\n",
+       "      <td>PvP&nbsp;&nbsp;HOSTAGE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>total_rounds</th>\n",
+       "      <td>66034</td>\n",
+       "      <td>25872</td>\n",
+       "      <td>10792</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>won_rounds</th>\n",
+       "      <td>33582</td>\n",
+       "      <td>13183</td>\n",
+       "      <td>5510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>total_kills</th>\n",
+       "      <td>46375</td>\n",
+       "      <td>18364</td>\n",
+       "      <td>7275</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>round_duration</th>\n",
+       "      <td>183.826771057</td>\n",
+       "      <td>185.54363791</td>\n",
+       "      <td>182.205707932</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                PvP  SECURE AREA     PvP  BOMB   PvP  HOSTAGE\n",
+       "gamemode        PvP  SECURE AREA     PvP  BOMB   PvP  HOSTAGE\n",
+       "total_rounds               66034         25872          10792\n",
+       "won_rounds                 33582         13183           5510\n",
+       "total_kills                46375         18364           7275\n",
+       "round_duration     183.826771057  185.54363791  182.205707932"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "def get_gamemode_stats():\n",
-    "    \"\"\"Get game mode statistics.\"\"\"\n",
-    "    aggr = client.ft().aggregate(\n",
-    "        \"*\",\n",
-    "        [\n",
-    "            {\n",
-    "                \"$group\": {\n",
-    "                    \"_id\": \"$gamemode\",\n",
-    "                    \"total_rounds\": {\"$sum\": 1},\n",
-    "                    \"avg_duration\": {\"$avg\": \"$roundduration\"},\n",
-    "                    \"total_kills\": {\"$sum\": \"$nbkills\"},\n",
-    "                    \"unique_matches\": {\"$addToSet\": \"$matchid\"},\n",
-    "                }\n",
-    "            },\n",
-    "            {\"$sort\": {\"total_rounds\": -1}},\n",
-    "        ]\n",
-    "    )\n",
-    "    return [\n",
-    "        {\n",
-    "            \"gamemode\": r[\"_id\"],\n",
-    "            \"rounds_played\": r[\"total_rounds\"],\n",
-    "            \"avg_duration_sec\": round(r[\"avg_duration\"], 2),\n",
-    "            \"total_kills\": r[\"total_kills\"],\n",
-    "            \"unique_matches\": len(r[\"unique_matches\"]),\n",
-    "        }\n",
-    "        for r in aggr[\"results\"]\n",
-    "    ]\n",
+    "query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
+    "    \"*\"\n",
+    "    ).group_by(\n",
+    "        \"@gamemode\",\n",
+    "        reducers.count().alias(\"total_rounds\"),\n",
+    "        reducers.sum(\"@haswon\").alias(\"won_rounds\"),\n",
+    "        reducers.avg(\"@roundduration\").alias(\"round_duration\"),\n",
+    "        reducers.sum(\"@nbkills\").alias(\"total_kills\")\n",
+    "    ).sort_by(Desc(\"@total_rounds\"))  # pyright: ignore[reportArgumentType]\n",
+    "    .limit(0, 35565).cursor(10, 1)\n",
+    ")\n",
     "\n",
-    "print(\"=== GAME MODE BREAKDOWN ===\")\n",
-    "gamemode_stats = get_gamemode_stats()\n",
-    "df_gamemode = pd.DataFrame(gamemode_stats)\n",
+    "response =  client.ft().aggregate(query)\n",
+    "rows = response[0][\"results\"]\n",
+    "cursor = response[1]\n",
+    "while cursor > 0:\n",
+    "    response= client.ft().aggregate(Cursor(cursor))\n",
+    "    rows.extend(response[0][\"results\"])\n",
+    "    cursor = response[1]\n",
+    "\n",
+    "\n",
+    "df_gamemode = pd.DataFrame.from_dict({attrs[\"extra_attributes\"][\"gamemode\"]: attrs[\"extra_attributes\"] for attrs in rows})\n",
     "display(df_gamemode)"
    ]
   },
@@ -281,62 +857,153 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "id": "task4-ranks",
    "metadata": {},
-   "outputs": [],
+   "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>Gold</th>\n",
+       "      <th>Silver</th>\n",
+       "      <th>Copper</th>\n",
+       "      <th>Bronze</th>\n",
+       "      <th>Platinum</th>\n",
+       "      <th>Unranked</th>\n",
+       "      <th>Diamond</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>skillrank</th>\n",
+       "      <td>Gold</td>\n",
+       "      <td>Silver</td>\n",
+       "      <td>Copper</td>\n",
+       "      <td>Bronze</td>\n",
+       "      <td>Platinum</td>\n",
+       "      <td>Unranked</td>\n",
+       "      <td>Diamond</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>total_rounds</th>\n",
+       "      <td>35770</td>\n",
+       "      <td>20271</td>\n",
+       "      <td>13996</td>\n",
+       "      <td>13611</td>\n",
+       "      <td>11567</td>\n",
+       "      <td>6797</td>\n",
+       "      <td>686</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>won_rounds</th>\n",
+       "      <td>18523</td>\n",
+       "      <td>10395</td>\n",
+       "      <td>6959</td>\n",
+       "      <td>6870</td>\n",
+       "      <td>5946</td>\n",
+       "      <td>3174</td>\n",
+       "      <td>408</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>total_kills</th>\n",
+       "      <td>26270</td>\n",
+       "      <td>13804</td>\n",
+       "      <td>9014</td>\n",
+       "      <td>9062</td>\n",
+       "      <td>9362</td>\n",
+       "      <td>3856</td>\n",
+       "      <td>646</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>total_deaths</th>\n",
+       "      <td>25039</td>\n",
+       "      <td>14297</td>\n",
+       "      <td>9912</td>\n",
+       "      <td>9656</td>\n",
+       "      <td>8078</td>\n",
+       "      <td>4987</td>\n",
+       "      <td>431</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>round_duration</th>\n",
+       "      <td>187.55789768</td>\n",
+       "      <td>183.711558384</td>\n",
+       "      <td>173.63875393</td>\n",
+       "      <td>180.108809052</td>\n",
+       "      <td>190.132013487</td>\n",
+       "      <td>185.866411652</td>\n",
+       "      <td>187.030612245</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        Gold         Silver        Copper         Bronze  \\\n",
+       "skillrank               Gold         Silver        Copper         Bronze   \n",
+       "total_rounds           35770          20271         13996          13611   \n",
+       "won_rounds             18523          10395          6959           6870   \n",
+       "total_kills            26270          13804          9014           9062   \n",
+       "total_deaths           25039          14297          9912           9656   \n",
+       "round_duration  187.55789768  183.711558384  173.63875393  180.108809052   \n",
+       "\n",
+       "                     Platinum       Unranked        Diamond  \n",
+       "skillrank            Platinum       Unranked        Diamond  \n",
+       "total_rounds            11567           6797            686  \n",
+       "won_rounds               5946           3174            408  \n",
+       "total_kills              9362           3856            646  \n",
+       "total_deaths             8078           4987            431  \n",
+       "round_duration  190.132013487  185.866411652  187.030612245  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "def get_rank_stats():\n",
-    "    \"\"\"Get skill rank statistics.\"\"\"\n",
-    "    aggr = client.ft().aggregate(\n",
-    "        \"*\",\n",
-    "        [\n",
-    "            {\n",
-    "                \"$group\": {\n",
-    "                    \"_id\": \"$skillrank\",\n",
-    "                    \"total_rounds\": {\"$sum\": 1},\n",
-    "                    \"total_kills\": {\"$sum\": \"$nbkills\"},\n",
-    "                    \"wins\": {\"$sum\": \"$haswon\"},\n",
-    "                    \"deaths\": {\"$sum\": \"$isdead\"},\n",
-    "                    \"avg_kills\": {\"$avg\": \"$nbkills\"},\n",
-    "                }\n",
-    "            },\n",
-    "            {\"$sort\": {\"total_kills\": -1}},\n",
-    "        ]\n",
-    "    )\n",
-    "    return [\n",
-    "        {\n",
-    "            \"rank\": r[\"_id\"],\n",
-    "            \"rounds\": r[\"total_rounds\"],\n",
-    "            \"kills\": r[\"total_kills\"],\n",
-    "            \"wins\": r[\"wins\"],\n",
-    "            \"deaths\": r[\"deaths\"],\n",
-    "            \"avg_kills\": round(r[\"avg_kills\"], 3),\n",
-    "            \"win_rate\": round(r[\"wins\"] / r[\"total_rounds\"] * 100, 2) if r[\"total_rounds\"] > 0 else 0,\n",
-    "            \"kda\": round(r[\"total_kills\"] / max(r[\"deaths\"], 1), 2),\n",
-    "        }\n",
-    "        for r in aggr[\"results\"]\n",
-    "    ]\n",
+    "query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
+    "    \"*\"\n",
+    "    ).group_by(\n",
+    "        \"@skillrank\",\n",
+    "        reducers.count().alias(\"total_rounds\"),\n",
+    "        reducers.sum(\"@haswon\").alias(\"won_rounds\"),\n",
+    "        reducers.avg(\"@roundduration\").alias(\"round_duration\"),\n",
+    "        reducers.sum(\"@nbkills\").alias(\"total_kills\"),\n",
+    "        reducers.sum(\"@isdead\").alias(\"total_deaths\")\n",
+    "    ).sort_by(Desc(\"@total_rounds\"))  # pyright: ignore[reportArgumentType]\n",
+    "    .limit(0, 35565).cursor(10, 1)\n",
+    ")\n",
     "\n",
-    "print(\"Computing skill rank statistics...\")\n",
-    "rank_stats = get_rank_stats()\n",
-    "df_ranks = pd.DataFrame(rank_stats)\n",
+    "response =  client.ft().aggregate(query)\n",
+    "rows = response[0][\"results\"]\n",
+    "cursor = response[1]\n",
+    "while cursor > 0:\n",
+    "    response= client.ft().aggregate(Cursor(cursor))\n",
+    "    rows.extend(response[0][\"results\"])\n",
+    "    cursor = response[1]\n",
+    "\n",
+    "df_ranks = pd.DataFrame.from_dict({attrs[\"extra_attributes\"][\"skillrank\"]: attrs[\"extra_attributes\"] for attrs in rows})\n",
     "display(df_ranks)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "task4-visualization",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(\"\\n=== KILLS PER ROUND BY RANK ===\")\n",
-    "for _, row in df_ranks.iterrows():\n",
-    "    bar = \"█\" * int(row['avg_kills'] * 10)\n",
-    "    print(f\"{row['rank']:15} | {bar} {row['avg_kills']:.3f}\")"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "task5-header",
@@ -349,88 +1016,246 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "task5-roles",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def get_role_stats():\n",
-    "    \"\"\"Get role statistics.\"\"\"\n",
-    "    aggr = client.ft().aggregate(\n",
-    "        \"*\",\n",
-    "        [\n",
-    "            {\n",
-    "                \"$group\": {\n",
-    "                    \"_id\": \"$role\",\n",
-    "                    \"total_rounds\": {\"$sum\": 1},\n",
-    "                    \"total_kills\": {\"$sum\": \"$nbkills\"},\n",
-    "                    \"wins\": {\"$sum\": \"$haswon\"},\n",
-    "                    \"operators_used\": {\"$addToSet\": \"$operator\"},\n",
-    "                }\n",
-    "            },\n",
-    "            {\"$sort\": {\"total_rounds\": -1}},\n",
-    "        ]\n",
-    "    )\n",
-    "    return [\n",
-    "        {\n",
-    "            \"role\": r[\"_id\"],\n",
-    "            \"rounds\": r[\"total_rounds\"],\n",
-    "            \"kills\": r[\"total_kills\"],\n",
-    "            \"wins\": r[\"wins\"],\n",
-    "            \"unique_operators\": len(r[\"operators_used\"]),\n",
-    "            \"win_rate\": round(r[\"wins\"] / r[\"total_rounds\"] * 100, 2) if r[\"total_rounds\"] > 0 else 0,\n",
-    "        }\n",
-    "        for r in aggr[\"results\"]\n",
-    "    ]\n",
-    "\n",
-    "print(\"=== ROLE DISTRIBUTION ===\")\n",
-    "role_stats = get_role_stats()\n",
-    "df_roles = pd.DataFrame(role_stats)\n",
-    "display(df_roles)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "id": "task5-pivot",
    "metadata": {},
-   "outputs": [],
+   "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>GSG9-BANDIT</th>\n",
+       "      <th>SWAT-THERMITE</th>\n",
+       "      <th>SAT-HIBANA</th>\n",
+       "      <th>GIGN-TWITCH</th>\n",
+       "      <th>BOPE-CAVEIRA</th>\n",
+       "      <th>NAVYSEAL-VALKYRIE</th>\n",
+       "      <th>SPETSNAZ-FUZE</th>\n",
+       "      <th>G.E.O.-JACKAL</th>\n",
+       "      <th>...</th>\n",
+       "      <th>GSG9-IQ</th>\n",
+       "      <th>BOPE-CAPITAO</th>\n",
+       "      <th>SAT-ECHO</th>\n",
+       "      <th>GSG9-BLITZ</th>\n",
+       "      <th>SPETSNAZ-TACHANKA</th>\n",
+       "      <th>GSG9-RESERVE</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>role</th>\n",
+       "      <td>Defender</td>\n",
+       "      <td>Attacker</td>\n",
+       "      <td>Defender</td>\n",
+       "      <td>Attacker</td>\n",
+       "      <td>Attacker</td>\n",
+       "      <td>Attacker</td>\n",
+       "      <td>Defender</td>\n",
+       "      <td>Defender</td>\n",
+       "      <td>Attacker</td>\n",
+       "      <td>Attacker</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Attacker</td>\n",
+       "      <td>Attacker</td>\n",
+       "      <td>Defender</td>\n",
+       "      <td>Attacker</td>\n",
+       "      <td>Defender</td>\n",
+       "      <td>Attacker</td>\n",
+       "      <td>Attacker</td>\n",
+       "      <td>Defender</td>\n",
+       "      <td>Attacker</td>\n",
+       "      <td>Defender</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>operator</th>\n",
+       "      <td>GSG9-JAGER</td>\n",
+       "      <td>SWAT-ASH</td>\n",
+       "      <td>GSG9-BANDIT</td>\n",
+       "      <td>SWAT-THERMITE</td>\n",
+       "      <td>SAT-HIBANA</td>\n",
+       "      <td>GIGN-TWITCH</td>\n",
+       "      <td>BOPE-CAVEIRA</td>\n",
+       "      <td>NAVYSEAL-VALKYRIE</td>\n",
+       "      <td>SPETSNAZ-FUZE</td>\n",
+       "      <td>G.E.O.-JACKAL</td>\n",
+       "      <td>...</td>\n",
+       "      <td>GSG9-IQ</td>\n",
+       "      <td>BOPE-CAPITAO</td>\n",
+       "      <td>SAT-ECHO</td>\n",
+       "      <td>GSG9-BLITZ</td>\n",
+       "      <td>SPETSNAZ-TACHANKA</td>\n",
+       "      <td>GSG9-RESERVE</td>\n",
+       "      <td>SAS-RESERVE</td>\n",
+       "      <td>SWAT-RESERVE</td>\n",
+       "      <td>GIGN-RESERVE</td>\n",
+       "      <td>SPETSNAZ-RESERVE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>total_rounds</th>\n",
+       "      <td>6999</td>\n",
+       "      <td>6519</td>\n",
+       "      <td>5257</td>\n",
+       "      <td>5001</td>\n",
+       "      <td>4960</td>\n",
+       "      <td>4894</td>\n",
+       "      <td>4586</td>\n",
+       "      <td>4319</td>\n",
+       "      <td>4222</td>\n",
+       "      <td>4091</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1570</td>\n",
+       "      <td>1554</td>\n",
+       "      <td>1207</td>\n",
+       "      <td>782</td>\n",
+       "      <td>436</td>\n",
+       "      <td>219</td>\n",
+       "      <td>165</td>\n",
+       "      <td>84</td>\n",
+       "      <td>77</td>\n",
+       "      <td>70</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>total_kills</th>\n",
+       "      <td>5522</td>\n",
+       "      <td>5446</td>\n",
+       "      <td>3802</td>\n",
+       "      <td>3441</td>\n",
+       "      <td>3825</td>\n",
+       "      <td>3577</td>\n",
+       "      <td>3293</td>\n",
+       "      <td>2926</td>\n",
+       "      <td>3336</td>\n",
+       "      <td>3135</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1082</td>\n",
+       "      <td>775</td>\n",
+       "      <td>425</td>\n",
+       "      <td>202</td>\n",
+       "      <td>139</td>\n",
+       "      <td>91</td>\n",
+       "      <td>45</td>\n",
+       "      <td>42</td>\n",
+       "      <td>37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>total_deaths</th>\n",
+       "      <td>5127</td>\n",
+       "      <td>4555</td>\n",
+       "      <td>3833</td>\n",
+       "      <td>3394</td>\n",
+       "      <td>3294</td>\n",
+       "      <td>3180</td>\n",
+       "      <td>3362</td>\n",
+       "      <td>3150</td>\n",
+       "      <td>2929</td>\n",
+       "      <td>2850</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1128</td>\n",
+       "      <td>1105</td>\n",
+       "      <td>775</td>\n",
+       "      <td>585</td>\n",
+       "      <td>329</td>\n",
+       "      <td>162</td>\n",
+       "      <td>119</td>\n",
+       "      <td>66</td>\n",
+       "      <td>49</td>\n",
+       "      <td>57</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 35 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              GSG9-JAGER  SWAT-ASH  GSG9-BANDIT  SWAT-THERMITE  SAT-HIBANA  \\\n",
+       "role            Defender  Attacker     Defender       Attacker    Attacker   \n",
+       "operator      GSG9-JAGER  SWAT-ASH  GSG9-BANDIT  SWAT-THERMITE  SAT-HIBANA   \n",
+       "total_rounds        6999      6519         5257           5001        4960   \n",
+       "total_kills         5522      5446         3802           3441        3825   \n",
+       "total_deaths        5127      4555         3833           3394        3294   \n",
+       "\n",
+       "              GIGN-TWITCH  BOPE-CAVEIRA  NAVYSEAL-VALKYRIE  SPETSNAZ-FUZE  \\\n",
+       "role             Attacker      Defender           Defender       Attacker   \n",
+       "operator      GIGN-TWITCH  BOPE-CAVEIRA  NAVYSEAL-VALKYRIE  SPETSNAZ-FUZE   \n",
+       "total_rounds         4894          4586               4319           4222   \n",
+       "total_kills          3577          3293               2926           3336   \n",
+       "total_deaths         3180          3362               3150           2929   \n",
+       "\n",
+       "              G.E.O.-JACKAL  ...   GSG9-IQ  BOPE-CAPITAO  SAT-ECHO  \\\n",
+       "role               Attacker  ...  Attacker      Attacker  Defender   \n",
+       "operator      G.E.O.-JACKAL  ...   GSG9-IQ  BOPE-CAPITAO  SAT-ECHO   \n",
+       "total_rounds           4091  ...      1570          1554      1207   \n",
+       "total_kills            3135  ...      1027          1082       775   \n",
+       "total_deaths           2850  ...      1128          1105       775   \n",
+       "\n",
+       "              GSG9-BLITZ  SPETSNAZ-TACHANKA  GSG9-RESERVE  SAS-RESERVE  \\\n",
+       "role            Attacker           Defender      Attacker     Attacker   \n",
+       "operator      GSG9-BLITZ  SPETSNAZ-TACHANKA  GSG9-RESERVE  SAS-RESERVE   \n",
+       "total_rounds         782                436           219          165   \n",
+       "total_kills          425                202           139           91   \n",
+       "total_deaths         585                329           162          119   \n",
+       "\n",
+       "              SWAT-RESERVE  GIGN-RESERVE  SPETSNAZ-RESERVE  \n",
+       "role              Defender      Attacker          Defender  \n",
+       "operator      SWAT-RESERVE  GIGN-RESERVE  SPETSNAZ-RESERVE  \n",
+       "total_rounds            84            77                70  \n",
+       "total_kills             45            42                37  \n",
+       "total_deaths            66            49                57  \n",
+       "\n",
+       "[5 rows x 35 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "def get_role_operator_stats():\n",
-    "    \"\"\"Get operator usage by role.\"\"\"\n",
-    "    aggr = client.ft().aggregate(\n",
-    "        \"*\",\n",
-    "        [\n",
-    "            {\n",
-    "                \"$group\": {\n",
-    "                    \"_id\": {\"role\": \"$role\", \"operator\": \"$operator\"},\n",
-    "                    \"count\": {\"$sum\": 1},\n",
-    "                    \"kills\": {\"$sum\": \"$nbkills\"},\n",
-    "                }\n",
-    "            },\n",
-    "            {\"$sort\": {\"count\": -1}},\n",
-    "        ]\n",
-    "    )\n",
-    "    return [\n",
-    "        {\n",
-    "            \"role\": r[\"_id\"][\"role\"],\n",
-    "            \"operator\": r[\"_id\"][\"operator\"],\n",
-    "            \"usage\": r[\"count\"],\n",
-    "            \"kills\": r[\"kills\"],\n",
-    "        }\n",
-    "        for r in aggr[\"results\"]\n",
-    "    ]\n",
+    "query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
+    "    \"*\"\n",
+    "    ).group_by(\n",
+    "        [\"@role\", \"@operator\"],\n",
+    "        reducers.count().alias(\"total_rounds\"),\n",
+    "        reducers.sum(\"@nbkills\").alias(\"total_kills\"),\n",
+    "        reducers.sum(\"@isdead\").alias(\"total_deaths\")\n",
+    "    ).sort_by(Desc(\"@total_rounds\"))  # pyright: ignore[reportArgumentType]\n",
+    "    .limit(0, 35565).cursor(10, 1)\n",
+    ")\n",
     "\n",
-    "role_op_stats = get_role_operator_stats()\n",
-    "df_role_op = pd.DataFrame(role_op_stats)\n",
+    "response =  client.ft().aggregate(query)\n",
+    "rows = response[0][\"results\"]\n",
+    "cursor = response[1]\n",
+    "while cursor > 0:\n",
+    "    response= client.ft().aggregate(Cursor(cursor))\n",
+    "    rows.extend(response[0][\"results\"])\n",
+    "    cursor = response[1]\n",
     "\n",
-    "print(\"\\n=== TOP 5 ATTACK OPERATORS ===\")\n",
-    "att_op = df_role_op[df_role_op[\"role\"] == \"Attack\"].nlargest(5, \"usage\")\n",
-    "display(att_op)\n",
+    "df_role_op = pd.DataFrame.from_dict({attrs[\"extra_attributes\"][\"operator\"]: attrs[\"extra_attributes\"] for attrs in rows})\n",
     "\n",
-    "print(\"\\n=== TOP 5 DEFENSE OPERATORS ===\")\n",
-    "def_op = df_role_op[df_role_op[\"role\"] == \"Defense\"].nlargest(5, \"usage\")\n",
-    "display(def_op)"
+    "display(df_role_op)"
    ]
   },
   {
@@ -445,47 +1270,200 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "id": "task6-matches",
    "metadata": {},
-   "outputs": [],
+   "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>matchid</th>\n",
+       "      <th>mapname</th>\n",
+       "      <th>gamemode</th>\n",
+       "      <th>total_kills</th>\n",
+       "      <th>total_rounds</th>\n",
+       "      <th>max_duration</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>4293620789</th>\n",
+       "      <td>4293620789</td>\n",
+       "      <td>CHALET</td>\n",
+       "      <td>PvP&nbsp;&nbsp;HOSTAGE</td>\n",
+       "      <td>57</td>\n",
+       "      <td>9</td>\n",
+       "      <td>232</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1525148621</th>\n",
+       "      <td>1525148621</td>\n",
+       "      <td>SKYSCRAPER</td>\n",
+       "      <td>PvP&nbsp;&nbsp;SECURE AREA</td>\n",
+       "      <td>65</td>\n",
+       "      <td>9</td>\n",
+       "      <td>237</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1577581</th>\n",
+       "      <td>1577581</td>\n",
+       "      <td>KAFE DOSTOYEVSKY</td>\n",
+       "      <td>PvP&nbsp;&nbsp;HOSTAGE</td>\n",
+       "      <td>63</td>\n",
+       "      <td>9</td>\n",
+       "      <td>232</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4294842769</th>\n",
+       "      <td>4294842769</td>\n",
+       "      <td>KAFE DOSTOYEVSKY</td>\n",
+       "      <td>PvP&nbsp;&nbsp;SECURE AREA</td>\n",
+       "      <td>68</td>\n",
+       "      <td>9</td>\n",
+       "      <td>232</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2886541</th>\n",
+       "      <td>2886541</td>\n",
+       "      <td>BARTLETT U.</td>\n",
+       "      <td>PvP&nbsp;&nbsp;SECURE AREA</td>\n",
+       "      <td>52</td>\n",
+       "      <td>9</td>\n",
+       "      <td>257</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4287504149</th>\n",
+       "      <td>4287504149</td>\n",
+       "      <td>BARTLETT U.</td>\n",
+       "      <td>PvP&nbsp;&nbsp;BOMB</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>153</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4294525829</th>\n",
+       "      <td>4294525829</td>\n",
+       "      <td>YACHT</td>\n",
+       "      <td>PvP&nbsp;&nbsp;BOMB</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>224</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1523059021</th>\n",
+       "      <td>1523059021</td>\n",
+       "      <td>YACHT</td>\n",
+       "      <td>PvP&nbsp;&nbsp;SECURE AREA</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1</td>\n",
+       "      <td>133</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2766593549</th>\n",
+       "      <td>2766593549</td>\n",
+       "      <td>BARTLETT U.</td>\n",
+       "      <td>PvP&nbsp;&nbsp;SECURE AREA</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1</td>\n",
+       "      <td>268</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3281101</th>\n",
+       "      <td>3281101</td>\n",
+       "      <td>CLUB HOUSE</td>\n",
+       "      <td>PvP&nbsp;&nbsp;SECURE AREA</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1</td>\n",
+       "      <td>186</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1900 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               matchid           mapname          gamemode total_kills  \\\n",
+       "4293620789  4293620789            CHALET      PvP  HOSTAGE          57   \n",
+       "1525148621  1525148621        SKYSCRAPER  PvP  SECURE AREA          65   \n",
+       "1577581        1577581  KAFE DOSTOYEVSKY      PvP  HOSTAGE          63   \n",
+       "4294842769  4294842769  KAFE DOSTOYEVSKY  PvP  SECURE AREA          68   \n",
+       "2886541        2886541       BARTLETT U.  PvP  SECURE AREA          52   \n",
+       "...                ...               ...               ...         ...   \n",
+       "4287504149  4287504149       BARTLETT U.         PvP  BOMB           3   \n",
+       "4294525829  4294525829             YACHT         PvP  BOMB           5   \n",
+       "1523059021  1523059021             YACHT  PvP  SECURE AREA           8   \n",
+       "2766593549  2766593549       BARTLETT U.  PvP  SECURE AREA           9   \n",
+       "3281101        3281101        CLUB HOUSE  PvP  SECURE AREA           7   \n",
+       "\n",
+       "           total_rounds max_duration  \n",
+       "4293620789            9          232  \n",
+       "1525148621            9          237  \n",
+       "1577581               9          232  \n",
+       "4294842769            9          232  \n",
+       "2886541               9          257  \n",
+       "...                 ...          ...  \n",
+       "4287504149            1          153  \n",
+       "4294525829            1          224  \n",
+       "1523059021            1          133  \n",
+       "2766593549            1          268  \n",
+       "3281101               1          186  \n",
+       "\n",
+       "[1900 rows x 6 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "def get_match_stats():\n",
-    "    \"\"\"Get match-level statistics using Redis aggregation.\"\"\"\n",
-    "    aggr = client.ft().aggregate(\n",
-    "        \"*\",\n",
-    "        [\n",
-    "            {\n",
-    "                \"$group\": {\n",
-    "                    \"_id\": \"$matchid\",\n",
-    "                    \"total_players\": {\"$sum\": 1},\n",
-    "                    \"total_kills\": {\"$sum\": \"$nbkills\"},\n",
-    "                    \"total_rounds\": {\"$addToSet\": \"$roundnumber\"},\n",
-    "                    \"map\": {\"$first\": \"$mapname\"},\n",
-    "                    \"gamemode\": {\"$first\": \"$gamemode\"},\n",
-    "                    \"max_duration\": {\"$max\": \"$roundduration\"},\n",
-    "                }\n",
-    "            },\n",
-    "            {\"$sort\": {\"total_kills\": -1}},\n",
-    "            {\"$limit\": 20},\n",
-    "        ]\n",
-    "    )\n",
-    "    return [\n",
-    "        {\n",
-    "            \"match_id\": r[\"_id\"],\n",
-    "            \"players\": r[\"total_players\"],\n",
-    "            \"total_kills\": r[\"total_kills\"],\n",
-    "            \"rounds_played\": len(r[\"total_rounds\"]),\n",
-    "            \"map\": r[\"map\"],\n",
-    "            \"gamemode\": r[\"gamemode\"],\n",
-    "            \"max_round_duration\": r[\"max_duration\"],\n",
-    "        }\n",
-    "        for r in aggr[\"results\"]\n",
-    "    ]\n",
+    "query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
+    "    \"*\"\n",
+    "    ).group_by(\n",
+    "        [\"@matchid\", \"@mapname\", \"@gamemode\"],\n",
+    "        reducers.sum(\"@nbkills\").alias(\"total_kills\"),\n",
+    "        reducers.max(\"@roundnumber\").alias(\"total_rounds\"),\n",
+    "        reducers.max(\"@roundduration\").alias(\"max_duration\")\n",
+    "    ).sort_by(Desc(\"@total_rounds\"))  # pyright: ignore[reportArgumentType]\n",
+    "    .limit(0, 35565).cursor(10, 1)\n",
+    ")\n",
+    "\n",
+    "response =  client.ft().aggregate(query)\n",
+    "rows = response[0][\"results\"]\n",
+    "cursor = response[1]\n",
+    "while cursor > 0:\n",
+    "    response= client.ft().aggregate(Cursor(cursor))\n",
+    "    rows.extend(response[0][\"results\"])\n",
+    "    cursor = response[1]\n",
+    "\n",
+    "df_matches = pd.DataFrame.from_dict({attrs[\"extra_attributes\"][\"matchid\"]: attrs[\"extra_attributes\"] for attrs in rows}).transpose()\n",
     "\n",
-    "print(\"Computing match statistics (top 20 most violent matches)...\")\n",
-    "match_stats = get_match_stats()\n",
-    "df_matches = pd.DataFrame(match_stats)\n",
     "display(df_matches)"
    ]
   },
@@ -840,6 +1818,18 @@
    "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.13.12"
   }
  },
  "nbformat": 4,