AI Conductor

Frequently Used Memberships

4F6WZ43 - 62.20% (254 reservations, 158 checked in)
832W7JR - 63.58% (162 reservations, 103 checked in)
Y4WKMXR - 63.20% (125 reservations, 79 checked in)
EZRRSU4 - 75.22% (113 reservations, 85 checked in)
VWE63GH - 47.32% (112 reservations, 53 checked in)
63HXAA8 - 42.99% (107 reservations, 46 checked in)
NDJX8KQ - 53.33% (105 reservations, 56 checked in)
QK8SQ4Y - 9.52% (105 reservations, 10 checked in)
ZVHN62P - 38.64% (88 reservations, 34 checked in)
JDRBPWJ - 38.46% (78 reservations, 30 checked in)
NCWP5DT - 79.49% (78 reservations, 62 checked in)
MCDZ65Z - 40.00% (75 reservations, 30 checked in)
SY52RBW - 37.84% (74 reservations, 28 checked in)
MZTQH54 - 16.44% (73 reservations, 12 checked in)
N4R43XC - 77.94% (68 reservations, 53 checked in)
ZUSHPPQ - 80.30% (66 reservations, 53 checked in)
7KJNG3W - 44.07% (59 reservations, 26 checked in)
TTJ6S88 - 70.18% (57 reservations, 40 checked in)
MX4ZF9T - 67.86% (56 reservations, 38 checked in)
NW3S5DG - 75.93% (54 reservations, 41 checked in)
UUCZPTQ - 18.87% (53 reservations, 10 checked in)
S5V7BGM - 60.78% (51 reservations, 31 checked in)
V7YMP9J - 72.00% (50 reservations, 36 checked in)
6RR5Y9K - 75.51% (49 reservations, 37 checked in)
JPEJGU6 - 24.49% (49 reservations, 12 checked in)

Analyzing the membership use data further reveals two distinct types of outliers: those with the highest check-in rates and those with the lowest. Memberships with the highest check-in rates, such as 79WJ5K2 with an 89.13% check-in rate, may indicate that these memberships are being used by multiple individuals. High check-in rates suggest frequent usage, possibly pointing to shared memberships where various people are utilizing the same membership to gain access. On the other hand, memberships with the lowest check-in rates, such as N9JWJNA with a 4.55% check-in rate, might indicate a different issue. These low check-in rates suggest that reservations are being made "just in case," but are rarely used. This behavior could imply members are booking slots without the intention of utilizing them, possibly to ensure availability or as a precaution, which can limit access for other members. Understanding these patterns is crucial for developing policies to prevent abuse and ensure fair usage of membership benefits.

Top 10 Memberships with Highest Check-In Rates Among the 100 Most Used Memberships in the Last Year

79WJ5K2 - 89.13% (46 reservations, 41 checked in)
RUMRXWK - 85.71% (21 reservations, 18 checked in)
XUC4ACH - 84.21% (19 reservations, 16 checked in)
7MUHVFG - 83.33% (18 reservations, 15 checked in)
TK78S44 - 83.33% (24 reservations, 20 checked in)
YJ5EFED - 82.14% (28 reservations, 23 checked in)
JRRYRUH - 81.82% (22 reservations, 18 checked in)
9UM9UJV - 80.85% (47 reservations, 38 checked in)
ZUSHPPQ - 80.30% (66 reservations, 53 checked in)
NCWP5DT - 79.49% (78 reservations, 62 checked in)

Top 10 Memberships with Lowest Check-In Rates Among the 100 Most Used Memberships in the Last Year

N9JWJNA - 4.55% (22 reservations, 1 checked in)
BURNVRM - 5.26% (19 reservations, 1 checked in)
588GAQB - 5.56% (18 reservations, 1 checked in)
X98E4M9 - 8.00% (25 reservations, 2 checked in)
PRNPH7Q - 9.09% (22 reservations, 2 checked in)
QK8SQ4Y - 9.52% (105 reservations, 10 checked in)
TEXRFAD - 10.00% (30 reservations, 3 checked in)
3JRRHQH - 12.50% (24 reservations, 3 checked in)
6QWYSUC - 14.29% (21 reservations, 3 checked in)
MZTQH54 - 16.44% (73 reservations, 12 checked in)

Membership use patterns

Senior members tend to visit parks earlier in the day compared to regular members, with a significant proportion of their visits occurring around 8 AM and 9 AM.
Weekend visits are popular among Family and Individual Regular memberships, with the highest visitation rates on Saturdays and Sundays. In contrast, senior memberships exhibit a more balanced distribution across the week.
Senior Individual members show a noticeable preference for visiting parks on Mondays and Tuesdays, possibly to avoid the weekend crowds.
Evening and night visits are generally less popular across all membership types, but CH Staff Pass members have a slightly higher evening visit rate compared to other groups.
Monthly visitation patterns suggest that Family Regular and Individual Regular members have higher visitation rates in May and October, which may correlate with pleasant weather and seasonal events.
The day of membership start sees a significant spike in visits, likely due to members wanting to utilize their membership benefits immediately. This trend is followed by periodic spikes, suggesting regular usage patterns aligned with monthly or weekly schedules.

UPPER CANADA VILLAGE