diff --git a/docs/datascience/adx/cs2/csds/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/docs/datascience/adx/cs2/csds/.ipynb_checkpoints/Untitled-checkpoint.ipynb
deleted file mode 100644
index 363fcab..0000000
--- a/docs/datascience/adx/cs2/csds/.ipynb_checkpoints/Untitled-checkpoint.ipynb
+++ /dev/null
@@ -1,6 +0,0 @@
-{
- "cells": [],
- "metadata": {},
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/docs/datascience/adx/cs2/csds/Untitled.ipynb b/docs/datascience/adx/cs2/csds/Untitled.ipynb
deleted file mode 100644
index 0e870b9..0000000
--- a/docs/datascience/adx/cs2/csds/Untitled.ipynb
+++ /dev/null
@@ -1,884 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "be9002d6-c1a7-4d4e-990d-d8f7f3f5d32b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from io import BytesIO\n",
-    "from gzip import GzipFile\n",
-    "import json\n",
-    "import gzip"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "52bb848f-690b-4fa5-8ed3-4636cf3cded3",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "with gzip.open('csds', 'r') as fin:\n",
-    "    data = json.loads(fin.read().decode('utf-8'))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "6435382f-41bb-4b87-a971-a6341597a777",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "channels = data['channels']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "4db86556-55fe-40dc-b9d8-63da7027cf81",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def print_row(row):\n",
-    "    data=['']\n",
-    "    data.append(row['name'])\n",
-    "    data.append(row['origin'])\n",
-    "    data.append(', '.join(row.get('dependents',[])))\n",
-    "    data.append(', '.join(row.get('mergeKeys',[])))\n",
-    "    data.append('')\n",
-    "    print('|'.join(data))\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "b93b36fa-d917-4d51-a123-a4d4a2139e6f",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "## bomb_action - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|event_type|replay|||\n",
-      "|player_id|replay|||\n",
-      "|player_id_pawn|replay|||\n",
-      "|site_code|replay|||\n",
-      "|entity_id|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|player_x_pos|merged||player_id, tick|\n",
-      "|player_y_pos|merged||player_id, tick|\n",
-      "|player_z_pos|merged||player_id, tick|\n",
-      "|player_x_vel|merged||player_id, tick|\n",
-      "|player_y_vel|merged||player_id, tick|\n",
-      "|player_z_vel|merged||player_id, tick|\n",
-      "|player_phi_ang|merged||player_id, tick|\n",
-      "|player_theta_ang|merged||player_id, tick|\n",
-      "|player_weapon_code|merged||player_id, tick|\n",
-      "|player_team_code|merged||player_id, tick|\n",
-      "|player_tick|merged||player_id, tick|\n",
-      "|player_player_id|merged||player_id, tick|\n",
-      "\n",
-      "## bomb_defuse - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|event_type|replay|||\n",
-      "|player_id|replay|||\n",
-      "|has_kit|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|player_x_pos|merged||player_id, tick|\n",
-      "|player_y_pos|merged||player_id, tick|\n",
-      "|player_z_pos|merged||player_id, tick|\n",
-      "|player_x_vel|merged||player_id, tick|\n",
-      "|player_y_vel|merged||player_id, tick|\n",
-      "|player_z_vel|merged||player_id, tick|\n",
-      "|player_phi_ang|merged||player_id, tick|\n",
-      "|player_theta_ang|merged||player_id, tick|\n",
-      "|player_weapon_code|merged||player_id, tick|\n",
-      "|player_team_code|merged||player_id, tick|\n",
-      "|player_tick|merged||player_id, tick|\n",
-      "|player_player_id|merged||player_id, tick|\n",
-      "\n",
-      "## bomb_state - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|event_type|replay|||\n",
-      "|player_id|replay|||\n",
-      "|site_code|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|player_x_pos|merged||player_id, tick|\n",
-      "|player_y_pos|merged||player_id, tick|\n",
-      "|player_z_pos|merged||player_id, tick|\n",
-      "|player_x_vel|merged||player_id, tick|\n",
-      "|player_y_vel|merged||player_id, tick|\n",
-      "|player_z_vel|merged||player_id, tick|\n",
-      "|player_phi_ang|merged||player_id, tick|\n",
-      "|player_theta_ang|merged||player_id, tick|\n",
-      "|player_weapon_code|merged||player_id, tick|\n",
-      "|player_team_code|merged||player_id, tick|\n",
-      "|player_tick|merged||player_id, tick|\n",
-      "|player_player_id|merged||player_id, tick|\n",
-      "\n",
-      "## bot_takeover - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|player_id|replay|||\n",
-      "|bot_id|replay|||\n",
-      "|player_index|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|player_x_pos|merged||player_id, tick|\n",
-      "|player_y_pos|merged||player_id, tick|\n",
-      "|player_z_pos|merged||player_id, tick|\n",
-      "|player_x_vel|merged||player_id, tick|\n",
-      "|player_y_vel|merged||player_id, tick|\n",
-      "|player_z_vel|merged||player_id, tick|\n",
-      "|player_phi_ang|merged||player_id, tick|\n",
-      "|player_theta_ang|merged||player_id, tick|\n",
-      "|player_weapon_code|merged||player_id, tick|\n",
-      "|player_team_code|merged||player_id, tick|\n",
-      "|player_tick|merged||player_id, tick|\n",
-      "|player_player_id|merged||player_id, tick|\n",
-      "\n",
-      "## grenade_state - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|event_type|replay|||\n",
-      "|entity_id|replay|||\n",
-      "|player_id|replay|||\n",
-      "|x_pos|replay|||\n",
-      "|y_pos|replay|||\n",
-      "|z_pos|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|entity_id_fixed|calculated|round, entity_id, event_type, tick||\n",
-      "|tick_throw|calculated|round, player_id, weapon_name, tick||\n",
-      "|player_x_pos|merged||tick_throw, player_id|\n",
-      "|player_y_pos|merged||tick_throw, player_id|\n",
-      "|player_z_pos|merged||tick_throw, player_id|\n",
-      "|player_x_vel|merged||tick_throw, player_id|\n",
-      "|player_y_vel|merged||tick_throw, player_id|\n",
-      "|player_z_vel|merged||tick_throw, player_id|\n",
-      "|player_phi_ang|merged||tick_throw, player_id|\n",
-      "|player_theta_ang|merged||tick_throw, player_id|\n",
-      "|player_weapon_code|merged||tick_throw, player_id|\n",
-      "|player_team_code|merged||tick_throw, player_id|\n",
-      "\n",
-      "## header - \n",
-      "\n",
-      "|magic|replay|||\n",
-      "|network_protocol|replay|||\n",
-      "|server_name|replay|||\n",
-      "|client_name|replay|||\n",
-      "|map_name|replay|||\n",
-      "|game_directory|replay|||\n",
-      "|fullpackets_version|replay|||\n",
-      "|allow_clientside_entities|replay|||\n",
-      "|allow_clientside_particles|replay|||\n",
-      "|addons|replay|||\n",
-      "|demo_version_name|replay|||\n",
-      "|demo_version_guid|replay|||\n",
-      "|build_num|replay|||\n",
-      "|game|replay|||\n",
-      "|magic|replay|||\n",
-      "|protocol|replay|||\n",
-      "|network_protocol|replay|||\n",
-      "|server_name|replay|||\n",
-      "|client_name|replay|||\n",
-      "|map_name|replay|||\n",
-      "|game_directory|replay|||\n",
-      "|playback_time|replay|||\n",
-      "|playback_ticks|replay|||\n",
-      "|playback_frames|replay|||\n",
-      "|signon_length|replay|||\n",
-      "|tick_rate|calculated|playback_ticks, playback_time||\n",
-      "|tick_save_rate|calculated|playback_frames, playback_time||\n",
-      "|rushb_version|calculated|meta:metadata.rushbVersion||\n",
-      "|ppp_version|calculated|meta:context.version||\n",
-      "|match_date|calculated|meta:matchDate||\n",
-      "|demo_id|calculated-redacted|meta:demoId||\n",
-      "|sharecode|calculated-redacted|meta:sharecode||\n",
-      "|platform|calculated|meta:platform||\n",
-      "|match_type|calculated|meta:matchType||\n",
-      "|game|calculated|meta:game||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|t_starters_avg_rank|calculated|is_bot, round, rank, steam_id, team_code||\n",
-      "|t_starters_avg_wins|calculated|is_bot, round, wins, steam_id, team_code||\n",
-      "|ct_starters_avg_rank|calculated|is_bot, round, rank, steam_id, team_code||\n",
-      "|ct_starters_avg_wins|calculated|is_bot, round, wins, steam_id, team_code||\n",
-      "|ct_starters_score_final|calculated|round_state:ct_score||\n",
-      "|t_starters_score_final|calculated|round_state:t_score||\n",
-      "|providence|calculated|metademo:providence||\n",
-      "|number_of_points|calculated|shape of all data frames||\n",
-      "\n",
-      "## item_equip - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|player_id|replay|||\n",
-      "|item|replay|||\n",
-      "|def_index|replay|||\n",
-      "|can_zoom|replay|||\n",
-      "|has_silencer|replay|||\n",
-      "|is_silenced|replay|||\n",
-      "|has_tracers|replay|||\n",
-      "|weapon_type_code|replay|||\n",
-      "|is_painted|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|player_x_pos|merged||player_id, tick|\n",
-      "|player_y_pos|merged||player_id, tick|\n",
-      "|player_z_pos|merged||player_id, tick|\n",
-      "|player_x_vel|merged||player_id, tick|\n",
-      "|player_y_vel|merged||player_id, tick|\n",
-      "|player_z_vel|merged||player_id, tick|\n",
-      "|player_phi_ang|merged||player_id, tick|\n",
-      "|player_theta_ang|merged||player_id, tick|\n",
-      "|player_weapon_code|merged||player_id, tick|\n",
-      "|player_team_code|merged||player_id, tick|\n",
-      "|player_tick|merged||player_id, tick|\n",
-      "|player_player_id|merged||player_id, tick|\n",
-      "\n",
-      "## item_pickup - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|player_id|replay|||\n",
-      "|item|replay|||\n",
-      "|def_index|replay|||\n",
-      "|is_silent|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|player_x_pos|merged||player_id, tick|\n",
-      "|player_y_pos|merged||player_id, tick|\n",
-      "|player_z_pos|merged||player_id, tick|\n",
-      "|player_x_vel|merged||player_id, tick|\n",
-      "|player_y_vel|merged||player_id, tick|\n",
-      "|player_z_vel|merged||player_id, tick|\n",
-      "|player_phi_ang|merged||player_id, tick|\n",
-      "|player_theta_ang|merged||player_id, tick|\n",
-      "|player_weapon_code|merged||player_id, tick|\n",
-      "|player_team_code|merged||player_id, tick|\n",
-      "|player_tick|merged||player_id, tick|\n",
-      "|player_player_id|merged||player_id, tick|\n",
-      "\n",
-      "## molotov_state - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|event_type|replay|||\n",
-      "|entity_id|replay|||\n",
-      "|x_pos|replay|||\n",
-      "|y_pos|replay|||\n",
-      "|z_pos|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|entity_id_fixed|calculated|round, entity_id, event_type, tick||\n",
-      "|burn_duration|calculated|second, entity_id_fixed, event_type||\n",
-      "|was_extinguished_by_smoke|calculated|second, entity_id_fixed, event_type, burn_duration||\n",
-      "|extinguisher_id|calculated|second, entity_id_fixed, event_type, x_pos, y_pos, z_pos, player_id||\n",
-      "|extinguisher_id_fixed|calculated|second, entity_id, entity_id_fixed, event_type, x_pos, y_pos, z_pos, player_id_fixed||\n",
-      "|smoke_entity_id|calculated|second, entity_id, entity_id_fixed, event_type, x_pos, y_pos, z_pos||\n",
-      "|was_extinguished_by_thrown_smoke|calculated|second, entity_id, entity_id_fixed, event_type, x_pos, y_pos, z_pos||\n",
-      "|player_id|calculated|event_type, second, round||\n",
-      "|player_id_fixed|calculated|event_type, second, round||\n",
-      "|tick_throw|calculated|event_type, second, round||\n",
-      "|player_x_pos|merged||tick_throw, player_id|\n",
-      "|player_y_pos|merged||tick_throw, player_id|\n",
-      "|player_z_pos|merged||tick_throw, player_id|\n",
-      "|player_x_vel|merged||tick_throw, player_id|\n",
-      "|player_y_vel|merged||tick_throw, player_id|\n",
-      "|player_z_vel|merged||tick_throw, player_id|\n",
-      "|player_phi_ang|merged||tick_throw, player_id|\n",
-      "|player_theta_ang|merged||tick_throw, player_id|\n",
-      "|player_weapon_code|merged||tick_throw, player_id|\n",
-      "|player_team_code|merged||tick_throw, player_id|\n",
-      "\n",
-      "## other_death - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|other_type|replay|||\n",
-      "|attacker_id|replay|||\n",
-      "|weapon_name|replay|||\n",
-      "|is_headshot|replay|||\n",
-      "|penetration_amount|replay|||\n",
-      "|is_through_smoke|replay|||\n",
-      "|is_attacker_blind|replay|||\n",
-      "|is_noscope|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|attacker_id_fixed|merged||attacker_id, round, steam_id|\n",
-      "|attacker_x_pos|merged||attacker_id, tick|\n",
-      "|attacker_y_pos|merged||attacker_id, tick|\n",
-      "|attacker_z_pos|merged||attacker_id, tick|\n",
-      "|attacker_x_vel|merged||attacker_id, tick|\n",
-      "|attacker_y_vel|merged||attacker_id, tick|\n",
-      "|attacker_z_vel|merged||attacker_id, tick|\n",
-      "|attacker_phi_ang|merged||attacker_id, tick|\n",
-      "|attacker_theta_ang|merged||attacker_id, tick|\n",
-      "|attacker_weapon_code|merged||attacker_id, tick|\n",
-      "|attacker_team_code|merged||attacker_id, tick|\n",
-      "|attacker_tick|merged||attacker_id, tick|\n",
-      "|attacker_player_id|merged||attacker_id, tick|\n",
-      "\n",
-      "## player_action - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|event_type|replay|||\n",
-      "|player_id|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|player_x_pos|merged||player_id, tick|\n",
-      "|player_y_pos|merged||player_id, tick|\n",
-      "|player_z_pos|merged||player_id, tick|\n",
-      "|player_x_vel|merged||player_id, tick|\n",
-      "|player_y_vel|merged||player_id, tick|\n",
-      "|player_z_vel|merged||player_id, tick|\n",
-      "|player_phi_ang|merged||player_id, tick|\n",
-      "|player_theta_ang|merged||player_id, tick|\n",
-      "|player_weapon_code|merged||player_id, tick|\n",
-      "|player_team_code|merged||player_id, tick|\n",
-      "|player_tick|merged||player_id, tick|\n",
-      "|player_player_id|merged||player_id, tick|\n",
-      "\n",
-      "## player_blind - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|player_id|replay|||\n",
-      "|entity_id|replay|||\n",
-      "|attacker_id|replay|||\n",
-      "|blind_duration|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|attacker_id_fixed|merged||attacker_id, round, steam_id|\n",
-      "|player_x_pos|merged||player_id, tick|\n",
-      "|player_y_pos|merged||player_id, tick|\n",
-      "|player_z_pos|merged||player_id, tick|\n",
-      "|player_x_vel|merged||player_id, tick|\n",
-      "|player_y_vel|merged||player_id, tick|\n",
-      "|player_z_vel|merged||player_id, tick|\n",
-      "|player_phi_ang|merged||player_id, tick|\n",
-      "|player_theta_ang|merged||player_id, tick|\n",
-      "|player_weapon_code|merged||player_id, tick|\n",
-      "|player_team_code|merged||player_id, tick|\n",
-      "|player_tick|merged||player_id, tick|\n",
-      "|player_player_id|merged||player_id, tick|\n",
-      "|attacker_x_pos|merged||attacker_id, tick|\n",
-      "|attacker_y_pos|merged||attacker_id, tick|\n",
-      "|attacker_z_pos|merged||attacker_id, tick|\n",
-      "|attacker_x_vel|merged||attacker_id, tick|\n",
-      "|attacker_y_vel|merged||attacker_id, tick|\n",
-      "|attacker_z_vel|merged||attacker_id, tick|\n",
-      "|attacker_phi_ang|merged||attacker_id, tick|\n",
-      "|attacker_theta_ang|merged||attacker_id, tick|\n",
-      "|attacker_weapon_code|merged||attacker_id, tick|\n",
-      "|attacker_team_code|merged||attacker_id, tick|\n",
-      "|attacker_tick|merged||attacker_id, tick|\n",
-      "|attacker_player_id|merged||attacker_id, tick|\n",
-      "\n",
-      "## player_death - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|player_id|replay|||\n",
-      "|attacker_id|replay|||\n",
-      "|assister_id|replay|||\n",
-      "|weapon_name|replay|||\n",
-      "|is_headshot|replay|||\n",
-      "|penetration_amount|replay|||\n",
-      "|has_replay|replay|||\n",
-      "|is_flash_assist|replay|||\n",
-      "|is_through_smoke|replay|||\n",
-      "|is_attacker_blind|replay|||\n",
-      "|is_noscope|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|attacker_id_fixed|merged||attacker_id, round, steam_id|\n",
-      "|assister_id_fixed|merged||assister_id, round, steam_id|\n",
-      "|player_x_pos|merged||player_id, tick|\n",
-      "|player_y_pos|merged||player_id, tick|\n",
-      "|player_z_pos|merged||player_id, tick|\n",
-      "|player_x_vel|merged||player_id, tick|\n",
-      "|player_y_vel|merged||player_id, tick|\n",
-      "|player_z_vel|merged||player_id, tick|\n",
-      "|player_phi_ang|merged||player_id, tick|\n",
-      "|player_theta_ang|merged||player_id, tick|\n",
-      "|player_weapon_code|merged||player_id, tick|\n",
-      "|player_team_code|merged||player_id, tick|\n",
-      "|player_tick|merged||player_id, tick|\n",
-      "|player_player_id|merged||player_id, tick|\n",
-      "|attacker_x_pos|merged||attacker_id, tick|\n",
-      "|attacker_y_pos|merged||attacker_id, tick|\n",
-      "|attacker_z_pos|merged||attacker_id, tick|\n",
-      "|attacker_x_vel|merged||attacker_id, tick|\n",
-      "|attacker_y_vel|merged||attacker_id, tick|\n",
-      "|attacker_z_vel|merged||attacker_id, tick|\n",
-      "|attacker_phi_ang|merged||attacker_id, tick|\n",
-      "|attacker_theta_ang|merged||attacker_id, tick|\n",
-      "|attacker_weapon_code|merged||attacker_id, tick|\n",
-      "|attacker_team_code|merged||attacker_id, tick|\n",
-      "|attacker_tick|merged||attacker_id, tick|\n",
-      "|attacker_player_id|merged||attacker_id, tick|\n",
-      "|assister_x_pos|merged||assister_id, tick|\n",
-      "|assister_y_pos|merged||assister_id, tick|\n",
-      "|assister_z_pos|merged||assister_id, tick|\n",
-      "|assister_x_vel|merged||assister_id, tick|\n",
-      "|assister_y_vel|merged||assister_id, tick|\n",
-      "|assister_z_vel|merged||assister_id, tick|\n",
-      "|assister_phi_ang|merged||assister_id, tick|\n",
-      "|assister_theta_ang|merged||assister_id, tick|\n",
-      "|assister_weapon_code|merged||assister_id, tick|\n",
-      "|assister_team_code|merged||assister_id, tick|\n",
-      "|assister_tick|merged||assister_id, tick|\n",
-      "|assister_player_id|merged||assister_id, tick|\n",
-      "\n",
-      "## player_disconnect - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|player_id|replay|||\n",
-      "|disconnect_reason|replay|||\n",
-      "|is_bot|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "\n",
-      "## player_footstep - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|player_id|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "\n",
-      "## player_hurt - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|player_id|replay|||\n",
-      "|attacker_id|replay|||\n",
-      "|health|replay|||\n",
-      "|armor|replay|||\n",
-      "|weapon_name|replay|||\n",
-      "|health_removed|replay|||\n",
-      "|armor_removed|replay|||\n",
-      "|hit_box_code|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|attacker_id_fixed|merged||attacker_id, round, steam_id|\n",
-      "|player_x_pos|merged||player_id, tick|\n",
-      "|player_y_pos|merged||player_id, tick|\n",
-      "|player_z_pos|merged||player_id, tick|\n",
-      "|player_x_vel|merged||player_id, tick|\n",
-      "|player_y_vel|merged||player_id, tick|\n",
-      "|player_z_vel|merged||player_id, tick|\n",
-      "|player_phi_ang|merged||player_id, tick|\n",
-      "|player_theta_ang|merged||player_id, tick|\n",
-      "|player_weapon_code|merged||player_id, tick|\n",
-      "|player_team_code|merged||player_id, tick|\n",
-      "|player_tick|merged||player_id, tick|\n",
-      "|player_player_id|merged||player_id, tick|\n",
-      "|attacker_x_pos|merged||attacker_id, tick|\n",
-      "|attacker_y_pos|merged||attacker_id, tick|\n",
-      "|attacker_z_pos|merged||attacker_id, tick|\n",
-      "|attacker_x_vel|merged||attacker_id, tick|\n",
-      "|attacker_y_vel|merged||attacker_id, tick|\n",
-      "|attacker_z_vel|merged||attacker_id, tick|\n",
-      "|attacker_phi_ang|merged||attacker_id, tick|\n",
-      "|attacker_theta_ang|merged||attacker_id, tick|\n",
-      "|attacker_weapon_code|merged||attacker_id, tick|\n",
-      "|attacker_team_code|merged||attacker_id, tick|\n",
-      "|attacker_tick|merged||attacker_id, tick|\n",
-      "|attacker_player_id|merged||attacker_id, tick|\n",
-      "|effective_health_removed|calculated|player_id, round, health||\n",
-      "\n",
-      "## player_info - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay-deleted|||\n",
-      "|player_id|replay|||\n",
-      "|team_code|replay|||\n",
-      "|wins|replay-capped|||\n",
-      "|rank|replay|||\n",
-      "|radar_color_code|replay|||\n",
-      "|second|calculated-deleted|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|rank_raw|calculated|player_info:rank||\n",
-      "|rank_platform|calculated|player_personal:rank||\n",
-      "\n",
-      "## player_name - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|player_id|replay|||\n",
-      "|name_new|replay-redacted|||\n",
-      "|name_old|replay-redacted|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "\n",
-      "## player_personal - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay-deleted|||\n",
-      "|player_id|replay|||\n",
-      "|player_controller_id|replay|||\n",
-      "|player_id_pawn|replay|||\n",
-      "|name|replay-redacted|||\n",
-      "|clan_tag|replay-redacted|||\n",
-      "|steam_id|replay-redacted|||\n",
-      "|second|calculated-deleted|tick, tick_rate||\n",
-      "|is_bot|calculated|steam_id||\n",
-      "|player_id_fixed|calculated|steam_id, is_bot||\n",
-      "\n",
-      "## player_spawn - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|player_id|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|player_x_pos|merged||player_id, tick|\n",
-      "|player_y_pos|merged||player_id, tick|\n",
-      "|player_z_pos|merged||player_id, tick|\n",
-      "|player_x_vel|merged||player_id, tick|\n",
-      "|player_y_vel|merged||player_id, tick|\n",
-      "|player_z_vel|merged||player_id, tick|\n",
-      "|player_phi_ang|merged||player_id, tick|\n",
-      "|player_theta_ang|merged||player_id, tick|\n",
-      "|player_weapon_code|merged||player_id, tick|\n",
-      "|player_team_code|merged||player_id, tick|\n",
-      "|player_tick|merged||player_id, tick|\n",
-      "|player_player_id|merged||player_id, tick|\n",
-      "\n",
-      "## player_status - \n",
-      "\n",
-      "|tick|replay|||\n",
-      "|round|replay|||\n",
-      "|player_id|replay|||\n",
-      "|player_controller_id|replay|||\n",
-      "|armor|replay|||\n",
-      "|health|replay|||\n",
-      "|place_name|replay|||\n",
-      "|inv_primary|replay|||\n",
-      "|inv_secondary|replay|||\n",
-      "|inv_flashbang|replay|||\n",
-      "|inv_taser|replay|||\n",
-      "|inv_hegrenade|replay|||\n",
-      "|inv_smokegrenade|replay|||\n",
-      "|inv_molotov|replay|||\n",
-      "|inv_decoy|replay|||\n",
-      "|inv_incgrenade|replay|||\n",
-      "|inv_c4|replay|||\n",
-      "|current_equipment_cost|replay|||\n",
-      "|freezetime_end_equipment_cost|replay|||\n",
-      "|money|replay|||\n",
-      "|ping|replay-redacted|||\n",
-      "|round_start_equipment_cost|replay|||\n",
-      "|zoom_level|replay|||\n",
-      "|iron_sight_mode|replay|||\n",
-      "|burst_mode|replay|||\n",
-      "|is_silenced|replay|||\n",
-      "|reload_visually_complete|replay|||\n",
-      "|weapon_mode|replay|||\n",
-      "|flash_duration|replay|||\n",
-      "|flash_max_alpha|replay|||\n",
-      "|has_c4|replay|||\n",
-      "|has_defuser|replay|||\n",
-      "|has_helmet|replay|||\n",
-      "|is_defusing|replay|||\n",
-      "|is_fake_player|replay|||\n",
-      "|is_in_bomb_zone|replay|||\n",
-      "|is_in_buy_zone|replay|||\n",
-      "|is_scoped|replay|||\n",
-      "|is_spotted|replay|||\n",
-      "|is_walking|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|equipment_value_calc|calculated|inv_flashbang, inv_taser, inv_hegrenade, inv_smokegrenade, inv_molotov, inv_decoy, inv_incgrenade, inv_c4, armor, has_defuser, has_helmet, inv_primary, inv_secondary||\n",
-      "\n",
-      "## player_vector - \n",
-      "\n",
-      "|tick|replay|||\n",
-      "|round|replay|||\n",
-      "|player_id|replay|||\n",
-      "|x_pos|replay|||\n",
-      "|y_pos|replay|||\n",
-      "|z_pos|replay|||\n",
-      "|x_aimpunch|replay|||\n",
-      "|y_aimpunch|replay|||\n",
-      "|current_ammo|replay|||\n",
-      "|weapon_code|replay|||\n",
-      "|inaccuracy|replay|||\n",
-      "|last_shot_time|replay|||\n",
-      "|recoil_index|replay|||\n",
-      "|phi_ang|replay|||\n",
-      "|theta_ang|replay|||\n",
-      "|is_ducked|replay|||\n",
-      "|is_ducking|replay|||\n",
-      "|duck_amount|replay|||\n",
-      "|duck_speed|replay|||\n",
-      "|fall_velocity|replay|||\n",
-      "|view_punch_angle_tick|replay|||\n",
-      "|aim_punch_angle_vel_x|replay|||\n",
-      "|aim_punch_angle_vel_y|replay|||\n",
-      "|aim_punch_angle_vel_z|replay|||\n",
-      "|is_rescuing|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|team_code|merged||round, player_id|\n",
-      "|theta_vel|calculated|second, player_id, theta||\n",
-      "|phi_vel|calculated|second, player_id, phi||\n",
-      "|ang_vel|calculated|phi_vel, theta_vel||\n",
-      "|x_vel|calculated|second, x_pos||\n",
-      "|y_vel|calculated|second, y_pos||\n",
-      "|z_vel|calculated|second, z_pos||\n",
-      "|x_vel|calculated|second, x_pos||\n",
-      "|y_vel|calculated|second, y_pos||\n",
-      "|z_vel|calculated|second, z_pos||\n",
-      "|x_vel|calculated|second, x_pos||\n",
-      "|y_vel|calculated|second, y_pos||\n",
-      "|z_vel|calculated|second, z_pos||\n",
-      "|x_vel|calculated|second, x_pos||\n",
-      "|y_vel|calculated|second, y_pos||\n",
-      "|z_vel|calculated|second, z_pos||\n",
-      "|x_vel|calculated|second, x_pos||\n",
-      "|y_vel|calculated|second, y_pos||\n",
-      "|z_vel|calculated|second, z_pos||\n",
-      "|x_vel|calculated|second, x_pos||\n",
-      "|y_vel|calculated|second, y_pos||\n",
-      "|z_vel|calculated|second, z_pos||\n",
-      "|x_vel|calculated|second, x_pos||\n",
-      "|y_vel|calculated|second, y_pos||\n",
-      "|z_vel|calculated|second, z_pos||\n",
-      "|x_vel|calculated|second, x_pos||\n",
-      "|y_vel|calculated|second, y_pos||\n",
-      "|z_vel|calculated|second, z_pos||\n",
-      "|x_vel|calculated|second, x_pos||\n",
-      "|y_vel|calculated|second, y_pos||\n",
-      "|z_vel|calculated|second, z_pos||\n",
-      "|x_vel|calculated|second, x_pos||\n",
-      "|y_vel|calculated|second, y_pos||\n",
-      "|z_vel|calculated|second, z_pos||\n",
-      "|speed_2d|calculated|x_vel, y_vel||\n",
-      "|movement_angle|calculated|second, x_vel, y_vel||\n",
-      "|movement_angle_diff|calculated|second, speed_2d, theta_ang, movement_angle||\n",
-      "\n",
-      "## round_end - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|winner_team_code|replay|||\n",
-      "|win_reason_code|replay|||\n",
-      "|win_reason_message|replay|||\n",
-      "|legacy_code|replay|||\n",
-      "|player_count|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "\n",
-      "## round_mvp - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|player_id|replay|||\n",
-      "|mvp_reason_code|replay|||\n",
-      "|music_kit_mvps|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "\n",
-      "## round_start - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|time_limit|replay|||\n",
-      "|frag_limit|replay|||\n",
-      "|objective|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "\n",
-      "## round_state - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|event_type|replay|||\n",
-      "|t_score|replay_fixed|||\n",
-      "|ct_score|replay_fixed|||\n",
-      "|t_score_raw|replay|||\n",
-      "|ct_score_raw|replay|||\n",
-      "|phase|replay|||\n",
-      "|is_warmup|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "\n",
-      "## tick - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|previous_phase|calculated|event_type, second||\n",
-      "|second_since_previous_phase|calculated|second||\n",
-      "\n",
-      "## weapon_action - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|event_type|replay|||\n",
-      "|player_id|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|player_x_pos|merged||player_id, tick|\n",
-      "|player_y_pos|merged||player_id, tick|\n",
-      "|player_z_pos|merged||player_id, tick|\n",
-      "|player_x_vel|merged||player_id, tick|\n",
-      "|player_y_vel|merged||player_id, tick|\n",
-      "|player_z_vel|merged||player_id, tick|\n",
-      "|player_phi_ang|merged||player_id, tick|\n",
-      "|player_theta_ang|merged||player_id, tick|\n",
-      "|player_weapon_code|merged||player_id, tick|\n",
-      "|player_team_code|merged||player_id, tick|\n",
-      "|player_tick|merged||player_id, tick|\n",
-      "|player_player_id|merged||player_id, tick|\n",
-      "\n",
-      "## weapon_fire - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|player_id|replay|||\n",
-      "|player_id_pawn|replay|||\n",
-      "|weapon_name|replay|||\n",
-      "|is_silenced|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|player_x_pos|merged||player_id, tick|\n",
-      "|player_y_pos|merged||player_id, tick|\n",
-      "|player_z_pos|merged||player_id, tick|\n",
-      "|player_x_vel|merged||player_id, tick|\n",
-      "|player_y_vel|merged||player_id, tick|\n",
-      "|player_z_vel|merged||player_id, tick|\n",
-      "|player_phi_ang|merged||player_id, tick|\n",
-      "|player_theta_ang|merged||player_id, tick|\n",
-      "|player_weapon_code|merged||player_id, tick|\n",
-      "|player_team_code|merged||player_id, tick|\n",
-      "|player_tick|merged||player_id, tick|\n",
-      "|player_player_id|merged||player_id, tick|\n",
-      "|missed_molotov|calculated|event_type-molotov_state, second-molotov_state||\n",
-      "\n",
-      "## item_remove - \n",
-      "\n",
-      "|round|replay|||\n",
-      "|tick|replay|||\n",
-      "|player_id|replay|||\n",
-      "|item|replay|||\n",
-      "|def_index|replay|||\n",
-      "|second|calculated|tick, tick_rate||\n",
-      "|player_id_fixed|merged||player_id, round, steam_id|\n",
-      "|player_x_pos|merged||player_id, tick|\n",
-      "|player_y_pos|merged||player_id, tick|\n",
-      "|player_z_pos|merged||player_id, tick|\n",
-      "|player_x_vel|merged||player_id, tick|\n",
-      "|player_y_vel|merged||player_id, tick|\n",
-      "|player_z_vel|merged||player_id, tick|\n",
-      "|player_phi_ang|merged||player_id, tick|\n",
-      "|player_theta_ang|merged||player_id, tick|\n",
-      "|player_weapon_code|merged||player_id, tick|\n",
-      "|player_team_code|merged||player_id, tick|\n",
-      "|player_tick|merged||player_id, tick|\n",
-      "|player_player_id|merged||player_id, tick|\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "for channel in channels:\n",
-    "    print(\"## \"+channel['channel']+' - ')\n",
-    "    print()\n",
-    "    for column in channel['columns']:\n",
-    "        print_row(column)\n",
-    "    print()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "7ee5100b-8432-4e23-956c-60e9270e2a68",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "''"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "'.'.join([])\n",
-    "# Events that trigger this channel: bomb_abort_plant, bomb_begin_plant, bomb_dropped, bomb_pickup, player_given_c4\n",
-    "\n",
-    "# | Col Name           | Origin     | Dependents      | Merge Keys                 |\n",
-    "# | ------------------ | ---------- | --------------- | -------------------------- |\n",
-    "# | round              | replay     | none            | none                       |\n",
-    "# | tick               | replay     | none            | none                       |\n",
-    "# | event_type         | replay     | none            | none                       |\n",
-    "# | player_id          | replay     | none            | none                       |\n",
-    "# | site_code          | replay     | none            | none                       |\n",
-    "# | entity_id          | replay     | none            | none                       |\n",
-    "# | second             | calculated | tick, tick_rate | none                       |\n",
-    "# | player_id_fixed    | merged     | none            | player_id, round, steam_id |\n",
-    "# | player_x_pos       | merged     | none            | player_id, tick            |\n",
-    "# | player_y_pos       | merged     | none            | player_id, tick            |\n",
-    "# | player_z_pos       | merged     | none            | player_id, tick            |\n",
-    "# | player_x_vel       | merged     | none            | player_id, tick            |\n",
-    "# | player_y_vel       | merged     | none            | player_id, tick            |\n",
-    "# | player_z_vel       | merged     | none            | player_id, tick            |\n",
-    "# | player_phi_ang     | merged     | none            | player_id, tick            |\n",
-    "# | player_theta_ang   | merged     | none            | player_id, tick            |\n",
-    "# | player_weapon_code | merged     | none            | player_id, tick            |\n",
-    "# | player_team_code   | merged     | none            | player_id, tick            |\n",
-    "# | player_tick        | merged     | none            | player_id, tick            |\n",
-    "# | player_player_id   | merged     | none            | player_id, tick            |"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "cf351e7d-32bc-4899-a8b5-ffd04d589844",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "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": "3.11.2"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/docs/datascience/adx/cs2/csds/csds b/docs/datascience/adx/cs2/csds/csds
deleted file mode 100644
index 91ec364..0000000
Binary files a/docs/datascience/adx/cs2/csds/csds and /dev/null differ