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Pawel Sarkowicz
2026-03-27 12:17:23 -04:00
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The MIT License (MIT)
Copyright © 2026 Pawel Sarkowicz
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the “Software”), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

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pandas
numpy
matplotlib
seaborn
scikit-learn
jupyter
notebook
torch
sqlite3
boardlib

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/*
* Kilter Board Data Exploration
*
* We set out to understand the database structure, and to understand how this data actually models climbs on a Kilter Board.
* This was originally done for the TB2 at gitlab.com/psark/Tension-Board-2-Analysis,
* so we follow a similar pattern.
*
* The database was downloaded in March 2026 via boardlib (https://github.com/lemeryfertitta/BoardLib).
* It is clear from the `shared_syncs` table that (some of it) was updated on 2026-01-31.
*
*/
-----------------------------------------------------------------------------------------------------------
/*
* We first use our python script to get tables and row counts
*
table_name | rows
---------------------------------------------
climb_stats | 348028
climbs | 344504
climb_cache_fields | 208457
beta_links | 32139
leds | 7828
placements | 3773
holes | 3294
kits | 100
products_angles | 56
product_sizes_layouts_sets | 41
difficulty_grades | 39
attempts | 38
placement_roles | 30
product_sizes | 22
shared_syncs | 17
sets | 11
layouts | 8
products | 7
android_metadata | 1
ascents | 0
bids | 0
circuits | 0
circuits_climbs | 0
climb_random_positions | 0
tags | 0
user_permissions | 0
user_syncs | 0
users | 0
walls | 0
walls_sets | 0
*
* climb_stats, climbs, and climb_cache fields are the biggest tables, with the former two being our main tables for analyzing climb data
* beta_links just includes instagram links showing beta
*
* Some Obesrvations:
* - climb_stats has more entries than climbs, as it contains multiple entries per climb (multiple angles)
* - placements/holes are reference tables for the physical board -- hole positions, holds, etc.
* - placement roles are start/finish/middle/foot hold, etc.
* - plenty of empty tables. Some should correspond to a specific user if you download the DB using broadlib with the -u flag. I couldn't get it working though.
*
* Let's start by looking at some sample data.
*
*/
/*
* CLIMBS
*/
select * FROM climbs;
/*
uuid |layout_id|setter_id|setter_username |name |description |hsm|edge_left|edge_right|edge_bottom|edge_top|angle|frames_count|frames_pace|frames |is_draft|is_listed|created_at |is_nomatch|
--------------------------------+---------+---------+-------------------+-----------------------------+----------------------------------------+---+---------+----------+-----------+--------+-----+------------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------+---------+--------------------------+----------+
002047402B6941CEA5ED7BB09FBFE14D| 1| 1051|kilterjackie |4/26 Harder Than It Should Be| | 3| 40| 136| 4| 152| | 1| 0|p1145r12p1146r12p1149r13p1186r13p1201r13p1256r15p1267r13p1276r15p1307r13p1321r13p1322r13p1343r13p1356r13p1392r14p1454r15p1455r15p1456r15p1457r15p1506r15p1523r15p1527r15p1533r15p1535r15 | 0| 0|2018-04-27 03:31:54.979371| 0|
002ED50792A94E5EB2127D59E167B2EE| 1| 17760|bctyner |what kind of triangle |Make sure you angle your body just right| 3| 4| 140| 4| 152| | 1| 0|p1123r12p1139r13p1155r12p1171r13p1187r13p1203r13p1219r13p1235r13p1251r13p1267r13p1283r13p1299r13p1315r13p1331r13p1347r13p1363r13p1379r14p1447r15p1448r15p1449r15p1450r15p1451r15p1452r15p1453r15p1454r15p1455r15p1456r15p1457r15p1458r15p1459r15p1460r15p1461r1| 0| 0|2020-01-05 17:57:32.213641| 0|
003FF8E4DA8448E39696635E6DBD7B7C| 1| 8494|progressionclimbing|this is a statement | | 1| 8| 136| 16| 144| | 1| 0|p1102r13p1123r13p1124r12p1127r12p1134r13p1148r13p1172r13p1176r13p1186r13p1191r13p1196r13p1216r13p1228r13p1232r13p1241r13p1254r13p1283r13p1285r13p1287r13p1291r13p1295r13p1298r13p1301r13p1332r13p1344r14p1345r13p1357r13p1367r13 | 0| 0|2019-12-21 21:13:17.697354| 0|
004FB7A0C0754DA98634C5EE4D985D9A| 1| 45676|jefferoni |SpEeD cLiMbInG | | 1| 8| 136| 8| 152| | 1| 0|p1081r15p1090r13p1091r13p1094r12p1097r13p1098r15p1099r13p1102r12p1105r13p1106r13p1115r15p1132r15p1149r15p1166r15p1183r15p1200r15p1217r15p1234r15p1251r15p1268r15p1285r15p1302r15p1319r15p1336r15p1353r15p1370r15p1379r13p1380r13p1383r14p1386r13p1387r15p1388r1| 0| 0|2021-03-11 05:57:44.333209| 0|
00683d10a8e246b3a106531c8573f13c| 1| 44916|mark.nalder |marks 1 try | | 3| 4| 40| 4| 152| | 1| 0|p1141r15p1142r12p1144r15p1179r12p1192r13p1246r13p1247r15p1260r13p1294r13p1331r13p1382r14p1461r15p1464r15 | 0| 0|2020-10-20 21:31:19.064510| 0|
*
* The frames column is what actually determines which holds are on the climb, and which role they are.
* Some other climbing characteristics (is_nomatch, description, setter info, edges, listed)
* UUID is how we link the specific climb to other tables
*
* Still no idea what hsm is.
*
*/
SELECT * FROM climb_cache_fields;
/*
climb_uuid |ascensionist_count|display_difficulty|quality_average|
--------------------------------+------------------+------------------+---------------+
001E0BBB4A184D768684069740FCFC4B| 2| 23.0| 3.0|
002047402B6941CEA5ED7BB09FBFE14D| 1| 18.0| 1.0|
00243FB1C6C548B0AC98E1F8E6607859| 1| 23.0| 2.0|
002ED50792A94E5EB2127D59E167B2EE| 2| 25.0| 2.5|
0054AC30BDF34652AFD19E5ECC880B2A| 1| 25.0| 3.0|
*
* climb_uuid, ascensionist_count, display_difficulty, quality_average
*/
SELECT * from climb_stats;
/*
climb_uuid |angle|display_difficulty|benchmark_difficulty|ascensionist_count|difficulty_average|quality_average|fa_username|fa_at |
--------------------------------+-----+------------------+--------------------+------------------+------------------+---------------+-----------+-------------------+
00007DA715CE4E7DBF60928D240CE7F2| 50| 16.0| | 1| 16.0| 1.0|whole_kogan|2021-01-10 19:11:45|
00079a6f946b4c26ba25123f77f41ea8| 5| 12.0| | 1| 12.0| 3.0|djragan |2020-10-14 01:45:30|
000B9FE6383B425EB74A977273F4E4DC| 10| 13.6364| | 11| 13.6364| 2.45455|Guill |2019-02-14 19:33:04|
000B9FE6383B425EB74A977273F4E4DC| 45| 20.6667| | 6| 20.6667| 2.16667|IzzuMizzu |2019-08-31 07:14:14|
000C97C473E34860846BC29C2F7A8E47| 50| 16.0| | 1| 16.0| 1.0|davekle |2020-07-12 07:24:52|
*/
/*
* Now let's take a look at the reason why climb_stats is much bigger than climbs.
*/
SELECT COUNT(DISTINCT(cs.climb_uuid))
FROM climb_stats cs
JOIN climbs c ON cs.climb_uuid = c.uuid
WHERE c.layout_id=1;
-- 186k unique climbs (not including angles)
-- can also see if we want to keep is_listed = 1 or not
SELECT COUNT(DISTINCT(cs.climb_uuid))
FROM climb_stats cs
JOIN climbs c ON cs.climb_uuid = c.uuid
WHERE c.layout_id=1 AND c.is_listed =1;
/*
* 174k as opposed to the 186k climbs.
* We won't bother restricting ourselves with is_list=1 in the future.
*
* Let's take a look at difficulty_grades.
*/
SELECT * FROM difficulty_grades;
/*
difficulty|boulder_name|route_name|is_listed|
----------+------------+----------+---------+
1|1a/V0 |2b/5.1 | 0|
2|1b/V0 |2c/5.2 | 0|
3|1c/V0 |3a/5.3 | 0|
4|2a/V0 |3b/5.3 | 0|
5|2b/V0 |3c/5.4 | 0|
6|2c/V0 |4a/5.5 | 0|
7|3a/V0 |4b/5.6 | 0|
8|3b/V0 |4c/5.7 | 0|
9|3c/V0 |5a/5.8 | 0|
10|4a/V0 |5b/5.9 | 1|
11|4b/V0 |5c/5.10a | 1|
12|4c/V0 |6a/5.10b | 1|
13|5a/V1 |6a+/5.10c | 1|
14|5b/V1 |6b/5.10d | 1|
15|5c/V2 |6b+/5.11a | 1|
16|6a/V3 |6c/5.11b | 1|
17|6a+/V3 |6c+/5.11c | 1|
18|6b/V4 |7a/5.11d | 1|
19|6b+/V4 |7a+/5.12a | 1|
20|6c/V5 |7b/5.12b | 1|
21|6c+/V5 |7b+/5.12c | 1|
22|7a/V6 |7c/5.12d | 1|
23|7a+/V7 |7c+/5.13a | 1|
24|7b/V8 |8a/5.13b | 1|
25|7b+/V8 |8a+/5.13c | 1|
26|7c/V9 |8b/5.13d | 1|
27|7c+/V10 |8b+/5.14a | 1|
28|8a/V11 |8c/5.14b | 1|
29|8a+/V12 |8c+/5.14c | 1|
30|8b/V13 |9a/5.14d | 1|
31|8b+/V14 |9a+/5.15a | 1|
32|8c/V15 |9b/5.15b | 1|
33|8c+/V16 |9b+/5.15c | 1|
34|9a/V17 |9c/5.15d | 0|
35|9a+/V18 |9c+/5.16a | 0|
36|9b/V19 |10a/5.16b | 0|
37|9b+/V20 |10a+/5.16c| 0|
38|9c/V21 |10b/5.16d | 0|
39|9c+/V22 |10b+/5.17a| 0|
*/
--------------------------------------------
/*
* BOARDS, PLACEMENTS AND HOLDS
*
*/
/*
*
* Let's examine each of thesse, starting with layouts.
*/
SELECT * from layouts;
/*
id|product_id|name |instagram_caption |is_mirrored|is_listed|password |created_at |
--+----------+---------------------+----------------------+-----------+---------+---------+--------------------------+
1| 1|Kilter Board Original| | 0| 1| |2015-12-31 20:02:31.000000|
2| 2|JUUL | | 0| 1|freedom |2019-05-26 17:35:44.426770|
3| 3|Standard Medium |Kilter's Demo Board. | 0| 0|sales |2019-07-29 23:35:36.435295|
4| 4|BKBBoard Level 1 | | 0| 0|BKBlove |2019-10-21 20:43:47.467242|
6| 6|Tycho Complete | | 0| 0|explore |2020-07-21 20:48:59.728468|
7| 6|Tycho 2020 | | 0| 1|explore |2020-09-13 02:15:37.144386|
8| 7|Kilter Board Homewall|The Kilter Home Board.| 0| 1| |2020-10-02 17:19:05.122166|
5| 5|Spire | | 0| 0|SPIREDOJO|2020-04-29 01:19:34.621745|
*/
SELECT count(*), layout_id FROM CLIMBS GROUP BY layout_id;
/*
count(*)|layout_id|
--------+---------+
315357| 1|
160| 2|
2| 3|
637| 5|
6| 6|
12| 7|
28330| 8|
*
* We will restrict ourselves to the Kilter Board Original, i.e,. layout_id=1.
*
* Let's take a look at products.
*/
SELECT * FROM products;
/*
id|name |is_listed|password|min_count_in_frame|max_count_in_frame|
--+---------------------+---------+--------+------------------+------------------+
1|Kilter Board Original| 1| | 2| 35|
7|Kilter Board Homewall| 1| | 2| 35|
2|JUUL | 1| | 2| 35|
3|Demo Board | 0| | 2| 35|
4|BKB Board | 0| | 2| 35|
6|Tycho | 1| | 2| 120|
5|Spire | 0| | 2| 35|
*
* As with layout, we will stick to the Kilter Board Original
*/
SELECT * FROM products_angles WHERE product_id=1;
/*
product_id|angle|
----------+-----+
1| 0|
1| 5|
1| 10|
1| 15|
1| 20|
1| 25|
1| 30|
1| 35|
1| 40|
1| 45|
1| 50|
1| 55|
1| 60|
1| 65|
1| 70|
*
* Let's see product_sizes.
*/
SELECT * FROM product_sizes WHERE product_id=1;
/*
id|product_id|edge_left|edge_right|edge_bottom|edge_top|name |description|image_filename |position|is_listed|
--+----------+---------+----------+-----------+--------+-------------------------+-----------+--------------------------------+--------+---------+
8| 1| 24| 120| 0| 156|8 x 12 |Home |product_sizes/8-transparent.png | 1| 1|
14| 1| 28| 116| 36| 156|7 x 10 |Small |product_sizes/14-transparent.png| 0| 1|
7| 1| 0| 144| 0| 180|12 x 14 |Commerical |product_sizes/7-transparent.png | 4| 1|
10| 1| 0| 144| 0| 156|12 x 12 with kickboard |Square |product_sizes/10-transparent.png| 2| 1|
27| 1| 0| 144| 12| 156|12 x 12 without kickboard|Square |product_sizes/27-transparent.png| 3| 1|
28| 1| -24| 168| 0| 156|16 x 12 |Super Wide |product_sizes/28.png | 5| 1|
*
* Just tells us some info about different sized kilter boards. On to the layouts_sets.
*/
SELECT * FROM product_sizes_layouts_sets;
/*
id|product_size_id|layout_id|set_id|image_filename |is_listed|
--+---------------+---------+------+----------------------------------------------------------+---------+
47| 11| 2| 21|product_sizes_layouts_sets/47.png | 1|
48| 12| 3| 22|product_sizes_layouts_sets/48.png | 1|
49| 13| 4| 23|product_sizes_layouts_sets/49.png | 1|
52| 15| 5| 24|product_sizes_layouts_sets/15_5_24.png | 1|
53| 16| 6| 25|product_sizes_layouts_sets/53.png | 1|
54| 16| 7| 25|product_sizes_layouts_sets/54.png | 1|
55| 17| 8| 26|product_sizes_layouts_sets/55-v2.png | 1|
56| 17| 8| 27|product_sizes_layouts_sets/56-v3.png | 1|
57| 18| 8| 26|product_sizes_layouts_sets/55-v2.png | 1|
58| 19| 8| 27|product_sizes_layouts_sets/56-v3.png | 1|
59| 20| 4| 23|product_sizes_layouts_sets/59.png | 1|
65| 23| 8| 28|product_sizes_layouts_sets/65-v2.png | 1|
66| 23| 8| 29|product_sizes_layouts_sets/66-v2.png | 1|
68| 24| 8| 28|product_sizes_layouts_sets/65-v2.png | 1|
69| 24| 8| 29|product_sizes_layouts_sets/66-v2.png | 1|
72| 25| 8| 28|product_sizes_layouts_sets/72.png | 1|
73| 25| 8| 29|product_sizes_layouts_sets/73.png | 1|
75| 26| 8| 28|product_sizes_layouts_sets/72.png | 1|
76| 26| 8| 29|product_sizes_layouts_sets/73.png | 1|
36| 7| 1| 1|product_sizes_layouts_sets/36-1.png | 1|
38| 7| 1| 20|product_sizes_layouts_sets/38-1.png | 1|
39| 8| 1| 1|product_sizes_layouts_sets/39-1.png | 1|
41| 8| 1| 20|product_sizes_layouts_sets/41-1.png | 1|
45| 10| 1| 1|product_sizes_layouts_sets/45-1.png | 1|
46| 10| 1| 20|product_sizes_layouts_sets/46-1.png | 1|
50| 14| 1| 1|product_sizes_layouts_sets/50-1.png | 1|
51| 14| 1| 20|product_sizes_layouts_sets/51-1.png | 1|
77| 27| 1| 1|product_sizes_layouts_sets/77-1.png | 1|
78| 27| 1| 20|product_sizes_layouts_sets/78-1.png | 1|
60| 21| 8| 26|product_sizes_layouts_sets/60-v3.png | 1|
62| 22| 8| 26|product_sizes_layouts_sets/60-v3.png | 1|
63| 23| 8| 26|product_sizes_layouts_sets/63-v3.png | 1|
67| 24| 8| 26|product_sizes_layouts_sets/63-v3.png | 1|
70| 25| 8| 26|product_sizes_layouts_sets/70-v2.png | 1|
74| 26| 8| 26|product_sizes_layouts_sets/70-v2.png | 1|
61| 21| 8| 27|product_sizes_layouts_sets/61-v3.png | 1|
64| 23| 8| 27|product_sizes_layouts_sets/64-v3.png | 1|
71| 25| 8| 27|product_sizes_layouts_sets/71-v3.png | 1|
79| 28| 1| 1|product_sizes_layouts_sets/original-16x12-bolt-ons-v2.png | 1|
80| 28| 1| 20|product_sizes_layouts_sets/original-16x12-screw-ons-v2.png| 1|
81| 29| 8| 27|product_sizes_layouts_sets/61-v3.png | 1|
*
* We will work with 16x12, so we will combine the two pictures with id 79 and 80 to get our overlay for later
*
*/
-- restrict ourselves to layout_id=1
SELECT * FROM product_sizes_layouts_sets WHERE layout_id=1;
/*
id|product_size_id|layout_id|set_id|image_filename |is_listed|
--+---------------+---------+------+----------------------------------------------------------+---------+
36| 7| 1| 1|product_sizes_layouts_sets/36-1.png | 1|
38| 7| 1| 20|product_sizes_layouts_sets/38-1.png | 1|
39| 8| 1| 1|product_sizes_layouts_sets/39-1.png | 1|
41| 8| 1| 20|product_sizes_layouts_sets/41-1.png | 1|
45| 10| 1| 1|product_sizes_layouts_sets/45-1.png | 1|
46| 10| 1| 20|product_sizes_layouts_sets/46-1.png | 1|
50| 14| 1| 1|product_sizes_layouts_sets/50-1.png | 1|
51| 14| 1| 20|product_sizes_layouts_sets/51-1.png | 1|
77| 27| 1| 1|product_sizes_layouts_sets/77-1.png | 1|
78| 27| 1| 20|product_sizes_layouts_sets/78-1.png | 1|
79| 28| 1| 1|product_sizes_layouts_sets/original-16x12-bolt-ons-v2.png | 1|
80| 28| 1| 20|product_sizes_layouts_sets/original-16x12-screw-ons-v2.png| 1|
*
* We look work with the 16x12, containing both bolt-ons and screw-ons, since this encapsilates every original board (modulo the kickboard).
* So product_size_id=28 will be our main interest.
*/
SELECT * FROM sets;
/*
*
id|name |hsm|
--+-------------------+---+
1|Bolt Ons | 1|
20|Screw Ons | 2|
21|JUUL All | 1|
22|Demo Holds | 1|
23|BKB All | 1|
24|Spire All | 1|
25|Orbit | 1|
26|Mainline | 1|
27|Auxiliary | 2|
28|Mainline Kickboard | 4|
29|Auxiliary Kickboard| 8|
*
* We will do both bolt-ons and screw ons, so both set 1 and 20.
*
* What about the kickboard? One can add a kickboard if they want, where the bottom two rows of holds would go if anything.
*
*
* Next, let's look at placements.
*/
SELECT * FROM placements;
/*
id |layout_id|hole_id|set_id|default_placement_role_id|
----+---------+-------+------+-------------------------+
1073| 1| 1134| 1| 13|
1074| 1| 1136| 1| 13|
1075| 1| 1138| 1| 13|
1076| 1| 1140| 1| 13|
1077| 1| 1142| 1| 13|
*
* Tells us which layout, which hole, and which set. Also default_placement_role_id. So placement_roles next.
*
*/
SELECT * FROM placement_roles WHERE product_id=1;
/*
id|product_id|position|name |full_name|led_color|screen_color|
--+----------+--------+------+---------+---------+------------+
12| 1| 1|start |Start |00FF00 |00DD00 |
13| 1| 2|middle|Middle |00FFFF |00FFFF |
14| 1| 3|finish|Finish |FF00FF |FF00FF |
15| 1| 4|foot |Foot Only|FFA500 |FFA500 |
*
* Tells us the role of placements. Will be useful when unpacking the `frames` feature of a climb.
*
*/
/*
*
*/
SELECT * FROM holes;
/*
id |product_id|name |x |y|mirrored_hole_id|mirror_group|
----+----------+------+---+-+----------------+------------+
1133| 1|35,KB1|140|4| 0| 0|
1134| 1|34,KB2|136|8| 0| 0|
1135| 1|33,KB1|132|4| 0| 0|
1136| 1|32,KB2|128|8| 0| 0|
1137| 1|31,KB1|124|4| 0| 0|
*
* These tell us the coordinates on the board.
*
* Lastly, let's look at leds.
*/
SELECT * FROM leds WHERE product_size_id=28;
/*
id |product_size_id|hole_id|position|
----+---------------+-------+--------+
9559| 28| 4381| 0|
9560| 28| 4357| 1|
9561| 28| 4380| 2|
9562| 28| 4338| 3|
9563| 28| 4379| 4|
*
* just tells us which led goes to which hole.
*
*/
-------------------------------------
/*
* STRAGGLERS
*
* Let's take a look at the rest of the non-empty tables that are left over.
*/
SELECT * FROM beta_links;
/*
climb_uuid |link |foreign_username|angle|thumbnail |is_listed|created_at |
--------------------------------+----------------------------------------+----------------+-----+-----------------------------------------------------------------------+---------+--------------------------+
00045F0E6F0340ACAE7CF216E1055B8B|https://www.instagram.com/p/CYeDgWJIJac/|ahharreh | |https://api.kilterboardapp.com/img/beta_link_thumbnails/CYeDgWJIJac.jpg| 1|2022-01-19 20:32:12.844835|
00079a6f946b4c26ba25123f77f41ea8|https://www.instagram.com/p/CWjXMKHgcRe/|eh_kilterboard | |https://api.kilterboardapp.com/img/beta_link_thumbnails/CWjXMKHgcRe.jpg| 1|2021-12-03 18:35:46.977820|
001706160DE64AF2B5550E81418D2DB9|https://www.instagram.com/p/CbBRRpED8tX/|nogoodkilter | 40|https://api.kilterboardapp.com/img/beta_link_thumbnails/CbBRRpED8tX.jpg| 1|2022-03-17 19:05:44.698980|
001BB37F792645D08BD8001EAF839FAE|https://www.instagram.com/p/CaoZiuZjInX/|hangbored | 40|https://api.kilterboardapp.com/img/beta_link_thumbnails/CaoZiuZjInX.jpg| 1|2022-03-17 19:05:47.874576|
001BB37F792645D08BD8001EAF839FAE|https://www.instagram.com/p/CPXy4wYDIRk/|georgeli_ | |https://api.kilterboardapp.com/img/beta_link_thumbnails/CPXy4wYDIRk.jpg| 1|2021-06-03 01:50:43.405564|
*
* Yep, just insta links.
*/
SELECT * FROM attempts;
/*
id|position|name |
--+--------+---------+
1| 1|Flash |
2| 2|2 tries |
3| 3|3 tries |
4| 4|4 tries |
5| 5|5 tries |
6| 6|6 tries |
7| 7|7 tries |
8| 8|8 tries |
9| 9|9 tries |
10| 10|10 tries |
11| 100|1 day |
12| 200|2 days |
13| 300|3 days |
14| 400|4 days |
15| 500|5 days |
16| 600|6 days |
17| 700|7 days |
18| 800|8 days |
19| 900|9 days |
20| 1000|10 days |
21| 10000|1 month |
22| 20000|2 months |
23| 30000|3 months |
24| 40000|4 months |
25| 50000|5 months |
26| 60000|6 months |
27| 70000|7 months |
28| 80000|8 months |
29| 90000|9 months |
30| 100000|10 months|
31| 110000|11 months|
32| 120000|12 months|
33| 1000000|1 year |
34| 2000000|2 years |
35| 3000000|3 years |
36| 4000000|4 years |
37| 5000000|5 years |
0| 0|Unknown |
*
* doesn't say much
*/
SELECT * FROM kits;
/*
serial_number|name |is_autoconnect|is_listed|created_at |updated_at |
-------------+-----------------------+--------------+---------+--------------------------+--------------------------+
75466 |Kilter Board Homewall | 0| 1|2021-04-25 20:26:34.907145|2021-04-25 20:26:34.907145|
75491 |Illyria Kilter Wall | 1| 1|2021-04-15 16:13:55.430705|2021-04-15 16:40:39.774168|
75546 |16x12 Original | 0| 1|2021-04-21 21:03:55.249814|2021-04-21 21:03:55.249814|
75586 |Kilter Board 50 Degrees| 0| 1|2021-09-21 17:19:41.134610|2021-09-21 17:19:41.134610|
75587 |Kilter Board 30 Degrees| 0| 1|2021-09-21 17:19:41.250711|2021-09-21 17:19:41.250711|
*
*
* and so on. Just contains serial number info and some other info
*/
SELECT * FROM shared_syncs;
/*
table_name |last_synchronized_at |
--------------------------+--------------------------+
gyms |2021-11-01 21:39:02.287083|
boards |2021-11-01 21:39:02.287083|
attempts |2024-06-22 23:41:31.475997|
products |2024-06-22 23:41:31.475997|
product_sizes |2024-06-22 23:41:31.475997|
holes |2024-06-22 23:41:31.475997|
leds |2024-06-22 23:41:31.475997|
sets |2024-06-22 23:41:31.475997|
products_angles |2024-06-22 23:41:31.475997|
layouts |2024-06-22 23:41:31.475997|
product_sizes_layouts_sets|2024-06-22 23:41:31.475997|
placement_roles |2024-06-22 23:41:31.475997|
placements |2024-06-22 23:41:31.475997|
climbs |2026-01-31 01:19:49.420866|
climb_stats |2026-01-31 01:20:45.147249|
beta_links |2026-01-09 03:16:03.515955|
kits |2025-12-25 16:24:58.083835|
*/
SELECT * FROM android_metadata;
/*
locale|
------+
en_US |
* Nothing here.
*/
----------------------------------------------------------------------------------------
/*
* UNDERSTANDING MORE
*
* Let's start with understanding more about layouts and placements.
*/
-- How many climbs per layout? What about stats?
SELECT
c.layout_id,
COUNT(DISTINCT c.uuid) AS climbs,
COUNT(cs.climb_uuid) AS stats_rows
FROM climbs c
LEFT JOIN climb_stats cs ON c.uuid = cs.climb_uuid
GROUP BY c.layout_id;
/*
layout_id|climbs|stats_rows|
---------+------+----------+
1|315357| 302510|
2| 160| 154|
3| 2| 0|
5| 637| 438|
6| 6| 2|
7| 12| 11|
8| 28330| 44899|
*/
-- How many placements per layout?
SELECT
layout_id,
COUNT(*) AS placement_count
FROM placements
GROUP BY layout_id;
/*
layout_id|placement_count|
---------+---------------+
1| 692|
2| 472|
3| 5|
4| 409|
5| 544|
6| 673|
7| 479|
8| 499|
*/
-- How do sets relate to the layout?
SELECT
l.id AS layout_id,
l.name AS layout_name,
p.set_id,
s.name AS set_name,
COUNT(p.id) AS placement_count
FROM layouts l
JOIN placements p ON l.id = p.layout_id
JOIN sets s ON p.set_id = s.id
GROUP BY l.id, l.name, p.set_id, s.name
ORDER BY l.id, p.set_id;
/*
layout_id|layout_name |set_id|set_name |placement_count|
---------+---------------------+------+-------------------+---------------+
1|Kilter Board Original| 1|Bolt Ons | 488|
1|Kilter Board Original| 20|Screw Ons | 204|
2|JUUL | 21|JUUL All | 472|
3|Standard Medium | 22|Demo Holds | 5|
4|BKBBoard Level 1 | 23|BKB All | 409|
5|Spire | 24|Spire All | 544|
6|Tycho Complete | 25|Orbit | 673|
7|Tycho 2020 | 25|Orbit | 479|
8|Kilter Board Homewall| 26|Mainline | 234|
8|Kilter Board Homewall| 27|Auxiliary | 238|
8|Kilter Board Homewall| 28|Mainline Kickboard | 13|
8|Kilter Board Homewall| 29|Auxiliary Kickboard| 14|
*
* So 288 + 204 = 692 placements for our big board
*/
-- Where do the placements go?
SELECT
p.id AS placement_id,
p.layout_id,
l.name AS layout_name,
p.hole_id,
h.name AS hole_name,
h.x,
h.y,
s.name AS set_name
FROM placements p
JOIN holes h ON p.hole_id = h.id
JOIN sets s ON p.set_id = s.id
JOIN layouts l ON p.layout_id = l.id
ORDER BY p.layout_id, p.id;
/*
placement_id|layout_id|layout_name |hole_id|hole_name|x |y|set_name|
------------+---------+---------------------+-------+---------+---+-+--------+
1073| 1|Kilter Board Original| 1134|34,KB2 |136|8|Bolt Ons|
1074| 1|Kilter Board Original| 1136|32,KB2 |128|8|Bolt Ons|
1075| 1|Kilter Board Original| 1138|30,KB2 |120|8|Bolt Ons|
1076| 1|Kilter Board Original| 1140|28,KB2 |112|8|Bolt Ons|
1077| 1|Kilter Board Original| 1142|26,KB2 |104|8|Bolt Ons|
*/
-- How many LEDs total, and by product_size?
SELECT
ps.id AS product_size_id,
ps.name AS size_name,
p.name AS product_name,
COUNT(l.id) AS led_count
FROM leds l
JOIN product_sizes ps ON l.product_size_id = ps.id
JOIN products p ON ps.product_id = p.id
GROUP BY ps.id, ps.name, p.name
ORDER BY ps.id;
/*
product_size_id|size_name |product_name |led_count|
---------------+-------------------------+---------------------+---------+
7|12 x 14 |Kilter Board Original| 527|
8|8 x 12 |Kilter Board Original| 311|
10|12 x 12 with kickboard |Kilter Board Original| 476|
11|Full Wall |JUUL | 472|
12|5 Holds |Demo Board | 5|
13|10 x 10 |BKB Board | 344|
14|7 x 10 |Kilter Board Original| 225|
15|Spire |Spire | 544|
16|Full |Tycho | 673|
17|7x10 |Kilter Board Homewall| 305|
18|7x10 |Kilter Board Homewall| 165|
19|7x10 |Kilter Board Homewall| 140|
20|10 x 12 |BKB Board | 409|
21|10x10 |Kilter Board Homewall| 391|
22|10x10 |Kilter Board Homewall| 195|
23|8x12 |Kilter Board Homewall| 389|
24|8x12 |Kilter Board Homewall| 219|
25|10x12 |Kilter Board Homewall| 499|
26|10x12 |Kilter Board Homewall| 261|
27|12 x 12 without kickboard|Kilter Board Original| 441|
28|16 x 12 |Kilter Board Original| 641|
29|10x10 |Kilter Board Homewall| 196|
*
* So we have 641 LEDs for the 16x14
*
*/
-- Check if every hole has an LED
SELECT
COUNT(DISTINCT h.id) AS total_holes,
COUNT(DISTINCT l.hole_id) AS holes_with_leds,
COUNT(DISTINCT h.id) - COUNT(DISTINCT l.hole_id) AS holes_without_leds
FROM holes h
LEFT JOIN leds l ON h.id = l.hole_id;
/*
*
total_holes|holes_with_leds|holes_without_leds|
-----------+---------------+------------------+
3294| 3294| 0|
*/
SELECT COUNT(DISTINCT p.hole_id) AS holes_in_layout_1
FROM placements p
WHERE p.layout_id = 1;
/*
holes_in_layout_1|
-----------------+
692|
*
* adds up with our number of placements
*/
-- What's the hole range for each product?
SELECT
h.product_id,
MIN(h.id) AS min_hole_id,
MAX(h.id) AS max_hole_id,
COUNT(*) AS total_holes
FROM holes h
GROUP BY h.product_id;
/*
product_id|min_hole_id|max_hole_id|total_holes|
----------+-----------+-----------+-----------+
1| 1133| 4426| 692|
2| 1660| 2131| 472|
3| 2132| 2136| 5|
4| 2137| 4067| 409|
5| 2481| 3024| 544|
6| 3025| 3697| 673|
7| 3698| 4261| 499|
*/
-- Do LED positions overlap or are they sequential per size?
SELECT
product_size_id,
MIN(position) AS min_pos,
MAX(position) AS max_pos,
COUNT(*) AS led_count
FROM leds
GROUP BY product_size_id
ORDER BY product_size_id;
/*
product_size_id|min_pos|max_pos|led_count|
---------------+-------+-------+---------+
7| 0| 527| 527|
8| 0| 311| 311|
10| 0| 476| 476|
11| 0| 471| 472|
12| 0| 4| 5|
13| 0| 344| 344|
14| 0| 224| 225|
15| 0| 546| 544|
16| 0| 673| 673|
17| 0| 304| 305|
18| 0| 164| 165|
19| 0| 139| 140|
20| 0| 409| 409|
21| 0| 390| 391|
22| 0| 194| 195|
23| 0| 389| 389|
24| 0| 219| 219|
25| 0| 499| 499|
26| 0| 261| 261|
27| 0| 440| 441|
28| 0| 641| 641|
29| 0| 195| 196|
*
*/
-- Which holes in the KBO range (1133-4426) are NOT used by layout 10?
SELECT *
FROM holes h
WHERE h.product_id = 1
AND h.id NOT IN (
SELECT DISTINCT p.hole_id
FROM placements p
WHERE p.layout_id = 1
);
/*
id|product_id|name|x|y|mirrored_hole_id|mirror_group|
--+----------+----+-+-+----------------+------------+
*/
---------------------------------------------------------------
/*
* So we understand HOW the board works pretty well now. Let's summarize.
* - There are about 350k climbs, across a bunch of layouts
* - There are a similar amount of statistics for climbs. This includes multiple angles for each climb.
* - Some key features are the frames, the angle, and the layout_id (the latter determines the board, the former the actual climb on the board)
* - Hold positions are decoded via mapping placements to (x,y) coordinates (from the holes tables)
* - There are four hold types: start, middle, finish, foot. 692 holds on the Original (16x12)
*/