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The Architecture of Belonging: An Exploration of Community Dynamics, Well-being, and Thriving Models

I. Introduction: The Vital Role of Community

Community, in its essence, represents more than mere geographic proximity; it signifies a web of relationships, shared identities, and mutual support systems that are fundamental to human experience. It is "one of the major bases for self-definition".1 The drive to form and maintain meaningful interpersonal connections is a pervasive human motivation, often referred to as the "need to belong".2 This need is deeply ingrained, potentially stemming from our evolutionary history as a social species reliant on cooperation for survival and success.4 As social creatures, relationships with family, friends, colleagues, and broader community members are crucial for navigating life's challenges and fostering resilience.5
The significance of community extends profoundly into the realm of emotional and physical well-being. Strong social connections and a sense

@pascalwhoop
pascalwhoop / cached_inference.py
Created September 16, 2024 11:10
Idea on cached inference with rocksdb, ray & high IOPS NAS
from typing import Dict, Any
import rocksdb
import ray
# Step 1: Initialize RocksDB instance
# note this is mounted in the pod using a high IOPS ReadWriteMany Volume backed by GCP Hyperdisk
db = rocksdb.DB("rocksdb_dir", rocksdb.Options(create_if_missing=True))
# Step 2: Define a Predictor class for inference.
class HuggingFacePredictor:
@pascalwhoop
pascalwhoop / add_users_in_bulk.py
Created June 24, 2024 11:41
Bulk addition of people to specific teams in an org, invites them to org if not yet part of it.
#!/usr/bin/python
# requires typer, tqdm, requests, gh cli
import typer
from pathlib import Path
from tqdm import tqdm
import subprocess
app = typer.Typer()
GITHUB_API_URL = "https://api.github.com"
@pascalwhoop
pascalwhoop / bootstrap.sh
Last active January 16, 2023 13:00
bootstrap script for machine learning env
#!/bin/bash
# install core requirements
NONINTERACTIVE=1 /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)"
sudo apt install -y tmux htop bmon fzf wget curl
# get brew working
curl https://gist.githubusercontent.com/pascalwhoop/4d01bb179132118c565b3db56c4ce68e/raw/fa0ab508cac760efaa399442047256a36578c62e/tmux.conf > ~/.tmux.conf
# fish shell
{
"fields": [
{
"name": "index",
"type": "integer"
},
{
"name": "type",
"type": "string"
},
@pascalwhoop
pascalwhoop / dataflow_job.tf
Created July 8, 2020 20:06
sample pipeline for data cleaning
import apache_beam as beam
import logging
import json
from apache_beam.io import ReadFromText
from apache_beam.io import BigQuerySource
from apache_beam.io import BigQuerySink
from apache_beam.io import WriteToText
from apache_beam.io.gcp.bigquery_tools import parse_table_schema_from_json
from apache_beam.io.gcp.internal.clients import bigquery
locals {
foo_directory = "../../../../services/foo/target"
jobName = "company-${var.environment}-datalayer-foo-app-v1"
region = "europe-west1"
//parameters for the java jar
dataflow_parameters = {
runner = "DataflowRunner"
jobName = local.jobName
update = data.external.running_job.result.name == local.jobName ? true : false
project = var.project
gcloud rsync -r gs://our-bucket /tmp/bucket
cd 0-bootstrap && vim backend.tf #comment out backend
terraform init #approve copying state to local
gcloud rm -r gs://our-bucket #delete all data
terraform apply #force recreates bucket in different region
gcloud rsync -r /tmp/bucket gs://our-bucket #bring state files back
gcloud rm -r gs://our-bucket/terraform/state/bootstrap #clean old state
vim backend.tf #uncomment the backend again
terraform init #copy state back to bucket
@pascalwhoop
pascalwhoop / PR-bootstrap.yaml
Created April 26, 2020 20:18
gcp foundation github actions
name: 'Bootstrap Terraform'
on:
- pull_request
env:
tf_version: 'latest'
tf_working_dir: '0-bootstrap'
GOOGLE_CREDENTIALS: ${{secrets.GOOGLE_CREDENTIALS}}
jobs:
terraform:
name: 'Terraform'
We can make this file beautiful and searchable if this error is corrected: Unclosed quoted field in line 3.
"Country Name","Country Code","Indicator Name","Indicator Code","1960","1961","1962","1963","1964","1965","1966","1967","1968","1969","1970","1971","1972","1973","1974","1975","1976","1977","1978","1979","1980","1981","1982","1983","1984","1985","1986","1987","1988","1989","1990","1991","1992","1993","1994","1995","1996","1997","1998","1999","2000","2001","2002","2003","2004","2005","2006","2007","2008","2009","2010","2011","2012","2013","2014","2015","2016","2017","2018","2019",
"Aruba","ABW","Population, total","SP.POP.TOTL","54211","55438","56225","56695","57032","57360","57715","58055","58386","58726","59063","59440","59840","60243","60528","60657","60586","60366","60103","59980","60096","60567","61345","62201","62836","63026","62644","61833","61079","61032","62149","64622","68235","72504","76700","80324","83200","85451","87277","89005","90853","92898","94992","97017","98737","100031","100834","101222","101358","101455","101669","102046","102560","103159","103774","104341","104872","105366","105845","",
"