Hi Natalie,
You might try the Moms Club. I joined when my 6 year old was 3 and they have lots of events including weekly playgroups. I live in Albuquerque's Northeast Heights as well. The Club is divided by zip codes. I am in 87111. You can check the moms club website or email me at [email protected]
Rebecca