Allen Day allenday

## canopy.py
from sklearn.metrics.pairwise import pairwise_distances
import numpy as np

# X shoudl be a numpy matrix, very likely sparse matrix: http://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.sparse.csr_matrix.html#scipy.sparse.csr_matrix
# T1 > T2 for overlapping clusters
# T1 = Distance to centroid point to not include in other clusters
# T2 = Distance to centroid point to include in cluster
# T1 > T2 for overlapping clusters
# T1 < T2 will have points which reside in no clusters
# T1 == T2 will cause all points to reside in mutually exclusive clusters

## bq-geohash-udf.sql
#standardSQL
CREATE TEMPORARY FUNCTION geohashDecode(geohash STRING)
RETURNS STRUCT<bbox ARRAY<FLOAT64>, lat FLOAT64, lng FLOAT64>
  LANGUAGE js AS """
    if (!geohash) return null;
    var base32 = '0123456789bcdefghjkmnpqrstuvwxyz';
    geohash = geohash.toLowerCase();

    var evenBit = true;
    var latMin =  -90, latMax =  90;

## tensorflow_json_parser.py
#This script has been solely created under dataturks. Copyrights are reserved

#EXAMPLE USAGE
#python3 tensorflow_json_parser.py --json_file "flower.json" --dataset_path "Dataset5/"


import json
import glob
import urllib.request

## .block
license: gpl-3.0
	from sklearn.metrics.pairwise import pairwise_distances
	import numpy as np

	# X shoudl be a numpy matrix, very likely sparse matrix: http://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.sparse.csr_matrix.html#scipy.sparse.csr_matrix
	# T1 > T2 for overlapping clusters
	# T1 = Distance to centroid point to not include in other clusters
	# T2 = Distance to centroid point to include in cluster
	# T1 > T2 for overlapping clusters
	# T1 < T2 will have points which reside in no clusters
	# T1 == T2 will cause all points to reside in mutually exclusive clusters
	#standardSQL
	CREATE TEMPORARY FUNCTION geohashDecode(geohash STRING)
	RETURNS STRUCT<bbox ARRAY<FLOAT64>, lat FLOAT64, lng FLOAT64>
	LANGUAGE js AS """
	if (!geohash) return null;
	var base32 = '0123456789bcdefghjkmnpqrstuvwxyz';
	geohash = geohash.toLowerCase();

	var evenBit = true;
	var latMin = -90, latMax = 90;
	#This script has been solely created under dataturks. Copyrights are reserved

	#EXAMPLE USAGE
	#python3 tensorflow_json_parser.py --json_file "flower.json" --dataset_path "Dataset5/"



	import json
	import glob
	import urllib.request