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function X = graph_pca(A, k) | |
% A: the adjacency matrix of a graph | |
% k: the number of dimensions to reduce to | |
% | |
% Calculates the ECTD-preserving PCA of the graph given by A. | |
% See http://outobox.cs.umn.edu/PCA_on_a_Graph.pdf for background. | |
L = diag(sum(A)) - A; | |
Lp = pinv(L); | |
[U, E] = eigs(Lp, k); | |
X = E.^(1/2) * U'; |
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import networkx as nx | |
import numpy | |
import scipy.io | |
import scipy.linalg | |
import scipy.sparse.linalg | |
from scipy.sparse.linalg.eigen.arpack.arpack import ArpackNoConvergence | |
def reduce_from_matlab(mat_path, output_dim): | |
mat = scipy.io.loadmat(mat_path) |
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#!/usr/bin/python | |
# | |
# Placed at /usr/local/bin/python | |
# Expects pylint executable at /usr/bin/pylint | |
# | |
import os | |
import sys | |
def get_python_exec(): |
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1; % script file | |
function res = deleted_pivot(M, i, j) | |
% Calculates the deleted pivot of matrix M at row i, column j | |
% as described by Greg Kuperberg in "Kasteleyn cokernels" | |
% X = the jth column of M with element i removed | |
X = [M(:,j)(1:i-1); M(:,j)(i+1:end)]; | |
% Yt = the ith row of M with element j removed | |
Yt = [M(i,:)(1:j-1), M(i,:)(j+1:end)]; |
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#! /usr/bin/env jython | |
# | |
# Based on https://gist.github.com/shapr/507bcbf3e8cfdc5d3549 | |
# | |
# Install prereqs: | |
# sudo apt-get install jython libcommons-logging-java libcommons-lang-java | |
# | |
# Put the following jars into the same directory as this file: | |
# jackcess: https://sourceforge.net/projects/jackcess/files/ | |
# jackcess-encrypt: https://sourceforge.net/projects/jackcessencrypt/files/ |
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#!/bin/bash | |
# Put this file in ~/.local/share/nautilus/scripts/ | |
# Remember to `chmod +x` it | |
IFS=' | |
' | |
for file in ${NAUTILUS_SCRIPT_SELECTED_FILE_PATHS} | |
do | |
if [[ $file == *.cloud ]] || [[ $file == *.cloudf ]] | |
then |
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#!/bin/bash | |
# | |
# Extracts the Roxygen package documentation from each script file in the | |
# package root directory and appends it to README.md | |
# | |
# Documentation that you want included should start on the second line of the script | |
OUTFILE="README.md" | |
r_files=( *.R ) |
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Example config: | |
foo: { | |
bar: 0, | |
baz: { | |
qux: "abc", | |
quy: "xyz" | |
} | |
} |
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// Example 1: Array of primitives | |
// input | |
foo: [2, 42, 99] | |
// schema | |
{ | |
foo: { | |
default: [1, 1, 2, 3], | |
arrayElements: { |
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#!/usr/bin/env python3 | |
import argparse | |
import re | |
def main(lang): | |
en_strings = properties_to_dict(read_file("en")) | |
t_strings = properties_to_dict(read_file(lang)) | |
translated = {k: t_strings[k] for k in t_strings if en_strings[k] != t_strings[k]} |
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