diff --git a/build/Dockerfile b/build/Dockerfile
index a6f0deb..e632d84 100644
--- a/build/Dockerfile
+++ b/build/Dockerfile
@@ -1,6 +1,6 @@
 FROM redis:8.6.1
 
-RUN apt update && apt install -y --no-install-recommends gettext && apt clean && rm -rf /var/lib/apt/lists/*
+RUN apt update && apt install -y --no-install-recommends gettext dnsutils && apt clean && rm -rf /var/lib/apt/lists/*
 ADD ./entrypoint.sh /entrypoint.sh
 
 ENTRYPOINT [ "/entrypoint.sh" ]
diff --git a/build/entrypoint.sh b/build/entrypoint.sh
old mode 100644
new mode 100755
index 4321ba7..7a50cea
--- a/build/entrypoint.sh
+++ b/build/entrypoint.sh
@@ -1,6 +1,10 @@
 #!/bin/sh
 set -e
 
+export CONTAINER_NAME=$(dig -x "$(hostname -i)" +short | cut -d . -f 1)
+mkdir -p /data/$CONTAINER_NAME
+cd /data/$CONTAINER_NAME
+
 if [ "${1%.tmpl}" != "$1" ]; then
     cat "$1" | envsubst > /etc/redis.conf
     set -- /etc/redis.conf
diff --git a/compose.yml b/compose.yml
index 8ddf0cf..6ca9b8e 100644
--- a/compose.yml
+++ b/compose.yml
@@ -4,9 +4,9 @@ services:
     ports:
       - 5540:5540
   redis:
-    image: redis:8.6.1
+    image: golyalpha/redis:8.6.1
     build: ./build
-    command: ["/conf/redis.conf"]
+    command: ["/conf/redis.conf.tmpl"]
     healthcheck:
       test: ["CMD", "redis-cli", "ping"]
       interval: 1m30s
@@ -15,7 +15,7 @@ services:
       start_period: 30s
     volumes:
       - ./conf:/conf:ro
-      - /data
+      - redis_data:/data
     expose:
       - 6379
       - 16379
@@ -38,3 +38,6 @@ services:
     userns_mode: keep-id
     volumes:
       - ./notebooks:/home/jovyan
+
+volumes:
+  redis_data:
diff --git a/conf/redis.conf b/conf/redis.conf.tmpl
similarity index 86%
rename from conf/redis.conf
rename to conf/redis.conf.tmpl
index 4537a79..4675d13 100644
--- a/conf/redis.conf
+++ b/conf/redis.conf.tmpl
@@ -1,4 +1,4 @@
-dir /data/
+dir /data/${CONTAINER_NAME}/
 
 aclfile /conf/users.acl
 
diff --git a/notebooks/fill_test.ipynb b/notebooks/fill_test.ipynb
index 6749d6d..51b14ba 100644
--- a/notebooks/fill_test.ipynb
+++ b/notebooks/fill_test.ipynb
@@ -2,39 +2,17 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "05c0de49-0eb8-4cd2-89b2-c312111dda85",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: redis in /opt/conda/lib/python3.13/site-packages (7.4.0)\n",
-      "Requirement already satisfied: hiredis in /opt/conda/lib/python3.13/site-packages (3.3.1)\n",
-      "Requirement already satisfied: fastid in /opt/conda/lib/python3.13/site-packages (0.0.5)\n",
-      "Requirement already satisfied: tqdm in /opt/conda/lib/python3.13/site-packages (4.67.3)\n",
-      "Requirement already satisfied: kagglehub in /opt/conda/lib/python3.13/site-packages (1.0.0)\n",
-      "Requirement already satisfied: kagglesdk<1.0,>=0.1.14 in /opt/conda/lib/python3.13/site-packages (from kagglehub) (0.1.16)\n",
-      "Requirement already satisfied: packaging in /opt/conda/lib/python3.13/site-packages (from kagglehub) (26.0)\n",
-      "Requirement already satisfied: pyyaml in /opt/conda/lib/python3.13/site-packages (from kagglehub) (6.0.3)\n",
-      "Requirement already satisfied: requests in /opt/conda/lib/python3.13/site-packages (from kagglehub) (2.32.5)\n",
-      "Requirement already satisfied: protobuf in /opt/conda/lib/python3.13/site-packages (from kagglesdk<1.0,>=0.1.14->kagglehub) (6.33.5)\n",
-      "Requirement already satisfied: charset_normalizer<4,>=2 in /opt/conda/lib/python3.13/site-packages (from requests->kagglehub) (3.4.6)\n",
-      "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.13/site-packages (from requests->kagglehub) (3.11)\n",
-      "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.13/site-packages (from requests->kagglehub) (2.6.3)\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.13/site-packages (from requests->kagglehub) (2026.2.25)\n",
-      "Note: you may need to restart the kernel to use updated packages.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%pip install redis hiredis fastid tqdm kagglehub"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "90326242-f141-4035-9053-d3aab6cc9224",
    "metadata": {},
    "outputs": [],
@@ -49,25 +27,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "50b9f473-8924-4d03-acf8-71ecf25e54a8",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "887890574a2048a587b6ed4dd8eef7c6",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "  0%|          | 0/1000000 [00:00<?, ?it/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "from fastid import ulid\n",
     "from tqdm.notebook import trange\n",
@@ -80,20 +43,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "id": "23933aa3-ff5d-45f9-b402-59e58c02a2b3",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "b'OK'"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "schema = (\n",
     "    TextField(\"name\"),\n",
diff --git a/notebooks/r6_analysis.ipynb b/notebooks/r6_analysis.ipynb
index 1cb18df..a6ea7ca 100644
--- a/notebooks/r6_analysis.ipynb
+++ b/notebooks/r6_analysis.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "setup",
    "metadata": {},
    "outputs": [],
@@ -54,261 +54,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "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": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
     "    \"*\"\n",
@@ -348,182 +97,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "task2-weapons",
    "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>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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
     "    \"*\"\n",
@@ -561,160 +138,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "id": "task3-maps",
    "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>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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
     "    \"*\"\n",
@@ -741,84 +168,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "id": "task3-gamemode",
    "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>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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
     "    \"*\"\n",
@@ -857,127 +210,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "id": "task4-ranks",
    "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>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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
     "    \"*\"\n",
@@ -1016,223 +252,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "id": "task5-pivot",
    "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>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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
     "    \"*\"\n",
@@ -1270,178 +293,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "id": "task6-matches",
    "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>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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
     "    \"*\"\n",
@@ -1486,35 +341,32 @@
    "source": [
     "def get_attachment_stats(field):\n",
     "    \"\"\"Get attachment statistics for a specific field.\"\"\"\n",
-    "    aggr = client.ft().aggregate(\n",
-    "        f\"@primaryweapontype:{TagField.field_name('*')}\",\n",
-    "        [\n",
-    "            {\n",
-    "                \"$group\": {\n",
-    "                    \"_id\": f\"${field}\",\n",
-    "                    \"count\": {\"$sum\": 1},\n",
-    "                }\n",
-    "            },\n",
-    "            {\"$match\": {\"_id\": {\"$ne\": \"\"}}},\n",
-    "            {\"$sort\": {\"count\": -1}},\n",
-    "            {\"$limit\": 10},\n",
-    "        ]\n",
+    "    query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
+    "        \"*\"\n",
+    "        ).group_by(\n",
+    "            f\"@{field}\",\n",
+    "            reducers.count().alias(\"total_rounds\")\n",
+    "        ).sort_by(Desc(\"@total_rounds\"))  # pyright: ignore[reportArgumentType]\n",
+    "        .limit(0, 35565).cursor(10, 1)\n",
     "    )\n",
-    "    return [{k: v for k, v in r.items() if k != \"type\"} for r in aggr[\"results\"]]\n",
     "\n",
-    "print(\"=== TOP 10 PRIMARY SIGHTS ===\")\n",
-    "sights = get_attachment_stats(\"primarysight\")\n",
-    "df_sights = pd.DataFrame(sights)\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",
+    "    return pd.DataFrame.from_dict({attrs[\"extra_attributes\"][field]: attrs[\"extra_attributes\"] for attrs in rows})\n",
+    "\n",
+    "df_sights = get_attachment_stats(\"primarysight\")\n",
     "display(df_sights)\n",
     "\n",
-    "print(\"\\n=== TOP 10 PRIMARY BARRELS ===\")\n",
-    "barrels = get_attachment_stats(\"primarybarrel\")\n",
-    "df_barrels = pd.DataFrame(barrels)\n",
+    "df_barrels = get_attachment_stats(\"primarybarrel\")\n",
     "display(df_barrels)\n",
     "\n",
-    "print(\"\\n=== TOP 10 PRIMARY GRIPS ===\")\n",
-    "grips = get_attachment_stats(\"primarygrip\")\n",
-    "df_grips = pd.DataFrame(grips)\n",
+    "df_grips = get_attachment_stats(\"primarygrip\")\n",
     "display(df_grips)"
    ]
   },
@@ -1671,61 +523,30 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "def get_daily_stats():\n",
-    "    \"\"\"Get daily statistics using Redis aggregation.\"\"\"\n",
-    "    aggr = client.ft().aggregate(\n",
-    "        \"*\",\n",
-    "        [\n",
-    "            {\n",
-    "                \"$group\": {\n",
-    "                    \"_id\": \"$dateid\",\n",
-    "                    \"total_players\": {\"$sum\": 1},\n",
-    "                    \"total_kills\": {\"$sum\": \"$nbkills\"},\n",
-    "                    \"matches\": {\"$addToSet\": \"$matchid\"},\n",
-    "                    \"avg_duration\": {\"$avg\": \"$roundduration\"},\n",
-    "                }\n",
-    "            },\n",
-    "            {\"$sort\": {\"_id\": 1}},\n",
-    "        ]\n",
-    "    )\n",
-    "    return [\n",
-    "        {\n",
-    "            \"date\": r[\"_id\"],\n",
-    "            \"player_actions\": r[\"total_players\"],\n",
-    "            \"total_kills\": r[\"total_kills\"],\n",
-    "            \"matches\": len(r[\"matches\"]),\n",
-    "            \"avg_round_duration\": round(r[\"avg_duration\"], 2),\n",
-    "        }\n",
-    "        for r in aggr[\"results\"]\n",
-    "    ]\n",
+    "query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
+    "    \"*\"\n",
+    "    ).group_by(\n",
+    "        \"@dateid\",\n",
+    "        reducers.count().alias(\"total_playcount\"),\n",
+    "        reducers.count_distinct(\"@matchid\").alias(\"matches\"),\n",
+    "        reducers.sum(\"@nbkills\").alias(\"total_kills\"),\n",
+    "        reducers.avg(\"roundduration\").alias(\"avg_duration\")\n",
+    "    ).sort_by(Asc(\"@dateid\"))  # pyright: ignore[reportArgumentType]\n",
+    "    .limit(0, 35565).cursor(10, 1)\n",
+    ")\n",
     "\n",
-    "print(\"Computing daily statistics...\")\n",
-    "daily_stats = get_daily_stats()\n",
-    "df_daily = pd.DataFrame(daily_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_daily = pd.DataFrame.from_dict({attrs[\"extra_attributes\"][\"dateid\"]: attrs[\"extra_attributes\"] for attrs in rows}).transpose()\n",
     "display(df_daily)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "task9-summary",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(\"\\n=== DAILY ACTIVITY SUMMARY ===\")\n",
-    "total_days = len(df_daily)\n",
-    "avg_daily_matches = df_daily[\"matches\"].mean()\n",
-    "avg_daily_kills = df_daily[\"total_kills\"].mean()\n",
-    "busiest_day = df_daily.loc[df_daily[\"matches\"].idxmax()]\n",
-    "calmest_day = df_daily.loc[df_daily[\"matches\"].idxmin()]\n",
-    "\n",
-    "print(f\"Total days in dataset: {total_days}\")\n",
-    "print(f\"Average daily matches: {avg_daily_matches:.1f}\")\n",
-    "print(f\"Average daily kills: {avg_daily_kills:.1f}\")\n",
-    "print(f\"\\nBusiest day: {busiest_day['date']} with {busiest_day['matches']} matches\")\n",
-    "print(f\"Calmest day: {calmest_day['date']} with {calmest_day['matches']} matches\")"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "task10-header",
@@ -1743,74 +564,30 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "def get_round_end_stats():\n",
-    "    \"\"\"Get round end reason statistics.\"\"\"\n",
-    "    aggr = client.ft().aggregate(\n",
-    "        \"*\",\n",
-    "        [\n",
-    "            {\n",
-    "                \"$group\": {\n",
-    "                    \"_id\": \"$endroundreason\",\n",
-    "                    \"count\": {\"$sum\": 1},\n",
-    "                    \"avg_duration\": {\"$avg\": \"$roundduration\"},\n",
-    "                }\n",
-    "            },\n",
-    "            {\"$sort\": {\"count\": -1}},\n",
-    "        ]\n",
-    "    )\n",
-    "    return [\n",
-    "        {\n",
-    "            \"end_reason\": r[\"_id\"],\n",
-    "            \"count\": r[\"count\"],\n",
-    "            \"percentage\": 0,\n",
-    "            \"avg_duration\": round(r[\"avg_duration\"], 2),\n",
-    "        }\n",
-    "        for r in aggr[\"results\"]\n",
-    "    ]\n",
+    "query = (AggregateRequest(  # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType, reportAssignmentType]\n",
+    "    \"*\"\n",
+    "    ).group_by(\n",
+    "        \"@endroundreason\",\n",
+    "        reducers.count().alias(\"count\"),\n",
+    "        reducers.avg(\"roundduration\").alias(\"avg_duration\")\n",
+    "    ).sort_by(Desc(\"@count\"))  # pyright: ignore[reportArgumentType]\n",
+    "    .limit(0, 35565).cursor(10, 1)\n",
+    ")\n",
     "\n",
-    "print(\"=== ROUND END REASONS ===\")\n",
-    "round_end_stats = get_round_end_stats()\n",
-    "df_ends = pd.DataFrame(round_end_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_ends = pd.DataFrame.from_dict({attrs[\"extra_attributes\"][\"endroundreason\"]: attrs[\"extra_attributes\"] for attrs in rows}).transpose()\n",
+    "df_ends[\"count\"] = df_ends[\"count\"].astype(\"int\")\n",
     "total_rounds = df_ends[\"count\"].sum()\n",
     "df_ends[\"percentage\"] = (df_ends[\"count\"] / total_rounds * 100).round(2)\n",
     "display(df_ends)"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "task10-visual",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(\"\\n=== ROUND END DISTRIBUTION ===\")\n",
-    "for _, row in df_ends.iterrows():\n",
-    "    bar = \"█\" * int(row[\"percentage\"] / 2)\n",
-    "    print(f\"{row['end_reason']:25} | {bar} {row['percentage']:.1f}%\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "conclusion",
-   "metadata": {},
-   "source": [
-    "## Summary\n",
-    "\n",
-    "This notebook demonstrated various data analysis tasks using Redis:\n",
-    "\n",
-    "1. **Operator Performance Analysis** - Kill counts and win rates by operator\n",
-    "2. **Weapon Analysis** - Primary and secondary weapon usage and effectiveness\n",
-    "3. **Map and Game Mode Analysis** - Popular maps and game modes\n",
-    "4. **Skill Rank Analysis** - Performance distribution across ranks\n",
-    "5. **Role Distribution Analysis** - Attack vs Defense operator usage\n",
-    "6. **Match-Level Analysis** - Individual match statistics\n",
-    "7. **Weapon Attachment Analysis** - Popular attachments (sights, grips, barrels)\n",
-    "8. **Redis-Side Pre-computation** - Using sorted sets for leaderboards\n",
-    "9. **Time-Series Analysis** - Daily activity trends\n",
-    "10. **Round End Reason Analysis** - Why rounds end\n",
-    "\n",
-    "All aggregations were performed directly in Redis using the FT.aggregate() command, demonstrating how Redis can handle complex analytical queries without moving data out of the database."
-   ]
   }
  ],
  "metadata": {
diff --git a/notebooks/r6_load_resampled.ipynb b/notebooks/r6_load_resampled.ipynb
index da46415..4a3b9fd 100644
--- a/notebooks/r6_load_resampled.ipynb
+++ b/notebooks/r6_load_resampled.ipynb
@@ -2,39 +2,17 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "071f6969-c01a-4369-a763-871f5b9e65b3",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: redis in /opt/conda/lib/python3.13/site-packages (7.4.0)\n",
-      "Requirement already satisfied: hiredis in /opt/conda/lib/python3.13/site-packages (3.3.1)\n",
-      "Requirement already satisfied: fastid in /opt/conda/lib/python3.13/site-packages (0.0.5)\n",
-      "Requirement already satisfied: tqdm in /opt/conda/lib/python3.13/site-packages (4.67.3)\n",
-      "Requirement already satisfied: kagglehub in /opt/conda/lib/python3.13/site-packages (1.0.0)\n",
-      "Requirement already satisfied: kagglesdk<1.0,>=0.1.14 in /opt/conda/lib/python3.13/site-packages (from kagglehub) (0.1.16)\n",
-      "Requirement already satisfied: packaging in /opt/conda/lib/python3.13/site-packages (from kagglehub) (26.0)\n",
-      "Requirement already satisfied: pyyaml in /opt/conda/lib/python3.13/site-packages (from kagglehub) (6.0.3)\n",
-      "Requirement already satisfied: requests in /opt/conda/lib/python3.13/site-packages (from kagglehub) (2.32.5)\n",
-      "Requirement already satisfied: protobuf in /opt/conda/lib/python3.13/site-packages (from kagglesdk<1.0,>=0.1.14->kagglehub) (6.33.5)\n",
-      "Requirement already satisfied: charset_normalizer<4,>=2 in /opt/conda/lib/python3.13/site-packages (from requests->kagglehub) (3.4.6)\n",
-      "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.13/site-packages (from requests->kagglehub) (3.11)\n",
-      "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.13/site-packages (from requests->kagglehub) (2.6.3)\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.13/site-packages (from requests->kagglehub) (2026.2.25)\n",
-      "Note: you may need to restart the kernel to use updated packages.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%pip install redis hiredis fastid tqdm kagglehub"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "526cb932-59aa-489e-bbba-954ac645b633",
    "metadata": {},
    "outputs": [],
@@ -66,20 +44,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "be4c5461-1db2-4226-b71e-cdc7f06615bd",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'Downsample of full dump present: True'"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "dataset = Path(kagglehub.dataset_download(\"awesomizer/rainbox-six-siege-dataset\"))\n",
     "downsampled = dataset/\"downsampled_S5.csv\"\n",
@@ -88,25 +56,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "id": "2efb5699-cced-4df0-9d76-278e23874436",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "2fa9c64b42394db7a5764896d7d936d0",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "0it [00:00, ?it/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "with downsampled.open(\"rb\") as f:\n",
     "    rows = sum(1 for _ in tqdm(f)) - 1"
@@ -114,25 +67,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "9177760b-eec4-4ab4-8242-0dd8df5db9dd",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "f235da3945864d409e81037d42269756",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Importing data into Redis...:   0%|          | 0/102698 [00:00<?, ?row/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "with downsampled.open(errors=\"ignore\") as csvfile:\n",
     "    reader = DictReader(csvfile)\n",
@@ -144,21 +82,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "d8b75e35-8bef-4b2b-ae25-1982076c73fd",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'OK'"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "from redis.commands.search.field import TagField, NumericField\n",
     "from redis.commands.search.index_definition import IndexDefinition, IndexType\n",
diff --git a/notebooks/r6_resample.ipynb b/notebooks/r6_resample.ipynb
index 7b98eca..9af3ad5 100644
--- a/notebooks/r6_resample.ipynb
+++ b/notebooks/r6_resample.ipynb
@@ -2,29 +2,10 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "80918139",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: tqdm in /opt/conda/lib/python3.13/site-packages (4.67.3)\n",
-      "Requirement already satisfied: kagglehub in /opt/conda/lib/python3.13/site-packages (1.0.0)\n",
-      "Requirement already satisfied: kagglesdk<1.0,>=0.1.14 in /opt/conda/lib/python3.13/site-packages (from kagglehub) (0.1.16)\n",
-      "Requirement already satisfied: packaging in /opt/conda/lib/python3.13/site-packages (from kagglehub) (26.0)\n",
-      "Requirement already satisfied: pyyaml in /opt/conda/lib/python3.13/site-packages (from kagglehub) (6.0.3)\n",
-      "Requirement already satisfied: requests in /opt/conda/lib/python3.13/site-packages (from kagglehub) (2.32.5)\n",
-      "Requirement already satisfied: protobuf in /opt/conda/lib/python3.13/site-packages (from kagglesdk<1.0,>=0.1.14->kagglehub) (6.33.5)\n",
-      "Requirement already satisfied: charset_normalizer<4,>=2 in /opt/conda/lib/python3.13/site-packages (from requests->kagglehub) (3.4.6)\n",
-      "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.13/site-packages (from requests->kagglehub) (3.11)\n",
-      "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.13/site-packages (from requests->kagglehub) (2.6.3)\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.13/site-packages (from requests->kagglehub) (2026.2.25)\n",
-      "Note: you may need to restart the kernel to use updated packages.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%pip install tqdm kagglehub"
    ]
@@ -43,7 +24,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "id": "ed9fdf86",
    "metadata": {},
    "outputs": [],
@@ -64,18 +45,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "8e6a156d",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Path to dataset files: /home/jovyan/.cache/kagglehub/datasets/awesomizer/rainbox-six-siege-dataset/versions/1\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "dataset = Path(kagglehub.dataset_download(\"awesomizer/rainbox-six-siege-dataset\"))\n",
     "\n",
@@ -92,52 +65,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "30d83f96",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'Full dump present: True'"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'Objective picks present: True'"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'Operator loadouts present: True'"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "86eacf0882aa4337a32fc2ea893a4d18",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "0it [00:00, ?it/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "full_dump = dataset/\"datadump_S5\"/\"datadump_S5.csv\"\n",
     "objectives = dataset/\"datadump_S5_summary_objectives\"/\"datadump_S5_summary_objectives.csv\"\n",
@@ -160,17125 +91,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "477feac7",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "5d34c1829a0b42649d675632071234a1",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Importing raw data into Redis...:   0%|          | 0/85939712 [00:00<?, ?row/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'Selected 1522380841 for day 20170212'"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'Selected 1522488121 for day 20170212'"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'Selected 1522514641 for day 20170212'"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'Selected 1522741281 for day 20170212'"
-      ]
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-     "output_type": "display_data"
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-    {
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-       "'Selected 4294586329 for day 20170213'"
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-     "data": {
-      "text/plain": [
-       "'Selected 4294356069 for day 20170213'"
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-     "metadata": {},
-     "output_type": "display_data"
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-    {
-     "data": {
-      "text/plain": [
-       "'Selected 4294237529 for day 20170213'"
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-     "metadata": {},
-     "output_type": "display_data"
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-    {
-     "data": {
-      "text/plain": [
-       "'Selected 4294170929 for day 20170213'"
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-     "output_type": "display_data"
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-    {
-     "data": {
-      "text/plain": [
-       "'Selected 4293941709 for day 20170213'"
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-       "'Selected 4293622689 for day 20170213'"
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-       "'Selected 4293563909 for day 20170213'"
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-    }
-   ],
+   "outputs": [],
    "source": [
     "daily_matches: dict[str, set[str]] = {}\n",
     "with full_dump.open(errors=\"ignore\") as csvfile:\n",