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April 21, 2015 03:25
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dancing genealogies
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function range(from, to, by) { | |
var by = typeof(by) === 'undefined' ? 1 : by; | |
var out = []; | |
for (var i = from; i <= to; i += by) out.push(i); | |
return out; | |
} | |
function sampleArrayWithoutReplacement(x, n) { | |
n = typeof x === 'undefined' ? 1 : n; | |
var sample = []; | |
if (n > x.length) throw new Error("n must be <= length of x"); | |
while (n) { | |
sample.push(x.splice(Dist.dunif(0, x.length-1), 1)[0]); | |
n--; | |
} | |
return sample; | |
} | |
function CoalescentGenealogy(k) { | |
var geno = [], samples = range(0, k-1).map(function(o) {return {name: o};}); | |
var coal, coal_time, total_time = 0, coal_times = | |
range(2, k).map(function(i) { return Dist.exp(i*(i-1)/2); }); | |
// draw two lineages two coalesce, and pop up a coalescent time for them | |
while (coal_times.length) { | |
coal_time = coal_times.pop(); | |
total_time += coal_time; | |
coal = {total_time: total_time, | |
coal_time: coal_time, | |
children: sampleArrayWithoutReplacement(samples, 2)}; | |
samples.push(coal); | |
} | |
return samples[0]; | |
} | |
/// Test | |
var margin = {top: 40, right: 10, bottom: 20, left: 10}, | |
width = 800 - margin.right - margin.left, | |
height = 500 - margin.top - margin.bottom; | |
var tree_height = 0.9*height; | |
var svg = d3.select("body").append("svg") | |
.attr("width", width + margin.right + margin.left) | |
.attr("height", height + margin.top + margin.bottom); | |
// Test | |
function randomGenealogy() { | |
var coal = CoalescentGenealogy(9), | |
nodes = GenealogyTree(coal).nodes(); | |
var tree = d3.layout.tree(); | |
function xScale(x) { | |
return width*x; | |
} | |
function yScale(y) { | |
return tree_height*y; | |
} | |
svg.selectAll("*").remove(); | |
svg.selectAll("circles") | |
.data(GenealogyTree(coal).nodes()) | |
.enter().append("circle") | |
.attr("id", function(o) { return "ct" + o.coal_time; }) | |
.attr("cx", function(o) { return xScale(o.x); }) | |
.attr("cy", function(o) { return tree_height - yScale(o.y); }) | |
.attr("r", 1) | |
.style("fill", "gray"); | |
svg.selectAll("polyline") | |
.data(GenealogyTree(coal).links()) | |
.enter().append("polyline") | |
.attr("points", function(n) { | |
var points = [[xScale(n.parent.x), tree_height-yScale(n.parent.y)], | |
[xScale(n.child.x), tree_height-yScale(n.parent.y)], | |
[xScale(n.child.x), tree_height-yScale(n.child.y)]]; | |
return points.map(function(x) { return x.join(",") }).join(" "); | |
}) | |
.style("fill", "none") | |
.style("stroke-width", 2) | |
.style("stroke", "gray"); | |
svg.selectAll("text") | |
.data(GenealogyTree(coal).nodes()) | |
.enter().append("text") | |
.filter(function(x) { return typeof x.children === 'undefined'; }) | |
.attr("y", function(n) { return 16 + tree_height-yScale(n.y); }) | |
.attr("x", function(n) { return -4 + xScale(n.x); }) | |
.text(function(n) { return n.name; }) | |
.style("fill", "gray"); | |
} | |
randomGenealogy(); | |
window.setInterval(randomGenealogy, 1000); | |
// svg.selectAll("lines") | |
// .data(GenealogyTree(coal).links()) | |
// .enter().append("line") | |
// .attr({ | |
// x1: function(n) { return xScale(n.parent.x); }, | |
// x2: function(n) { return xScale(n.child.x); }, | |
// y1: function(n) { return height - yScale(n.parent.y); }, | |
// y2: function(n) { return height - yScale(n.child.y); } | |
// }) | |
// .style("fill", "none") | |
// .style("stroke", "gray") | |
// .style("stroke-opacity", 0.4); | |
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var m = new MersenneTwister(); | |
var Dist = (function(unif) { | |
// discrete uniform | |
function dunif(min, max) { | |
return Math.floor(m.random() * (max - min)) + min; | |
}; | |
// Poisson rv | |
function pois(lambda) { | |
var n = 0, | |
limit = Math.exp(-lambda), | |
x = m.random(); | |
while (x > limit) { | |
n++; | |
x *= m.random(); | |
} | |
return n; | |
}; | |
// Exponential rv | |
function exp(lambda) { | |
return -Math.log(m.random())/lambda; | |
}; | |
function bern(p) { | |
return Number(m.random() < p); | |
}; | |
// binomial rv | |
function binom(n, p) { | |
var x = 0; | |
for (var i = 0; i < n; i++) x += bern(p); | |
return x; | |
}; | |
return {dunif: dunif, | |
pois: pois, | |
exp: exp, | |
bern: bern, | |
binom: binom}; | |
})(); |
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<!DOCTYPE html> | |
<html lang="en"> | |
<head> | |
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" /> | |
<link rel="stylesheet" type="text/css" href="style.css"/> | |
<script language="JavaScript" src="http://d3js.org/d3.v3.min.js"></script> | |
<script language="JavaScript" src="mersenne-twister.js"></script> | |
<script language="JavaScript" src="dist.js"></script> | |
<script language="JavaScript" src="tree.js"></script> | |
<title>Tree Visualization</title> | |
</head> | |
<body> | |
<p> Below are random neutral coalescent genealogies for a sample of nine | |
individuals:</p> | |
<script language="JavaScript" src="coal.js"></script> | |
</body> | |
</html> |
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/* | |
I've wrapped Makoto Matsumoto and Takuji Nishimura's code in a namespace | |
so it's better encapsulated. Now you can have multiple random number generators | |
and they won't stomp all over eachother's state. | |
If you want to use this as a substitute for Math.random(), use the random() | |
method like so: | |
var m = new MersenneTwister(); | |
var randomNumber = m.random(); | |
You can also call the other genrand_{foo}() methods on the instance. | |
If you want to use a specific seed in order to get a repeatable random | |
sequence, pass an integer into the constructor: | |
var m = new MersenneTwister(123); | |
and that will always produce the same random sequence. | |
Sean McCullough ([email protected]) | |
*/ | |
/* | |
A C-program for MT19937, with initialization improved 2002/1/26. | |
Coded by Takuji Nishimura and Makoto Matsumoto. | |
Before using, initialize the state by using init_genrand(seed) | |
or init_by_array(init_key, key_length). | |
Copyright (C) 1997 - 2002, Makoto Matsumoto and Takuji Nishimura, | |
All rights reserved. | |
Redistribution and use in source and binary forms, with or without | |
modification, are permitted provided that the following conditions | |
are met: | |
1. Redistributions of source code must retain the above copyright | |
notice, this list of conditions and the following disclaimer. | |
2. Redistributions in binary form must reproduce the above copyright | |
notice, this list of conditions and the following disclaimer in the | |
documentation and/or other materials provided with the distribution. | |
3. The names of its contributors may not be used to endorse or promote | |
products derived from this software without specific prior written | |
permission. | |
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS | |
"AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT | |
LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR | |
A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR | |
CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, | |
EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, | |
PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR | |
PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF | |
LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING | |
NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS | |
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | |
Any feedback is very welcome. | |
http://www.math.sci.hiroshima-u.ac.jp/~m-mat/MT/emt.html | |
email: m-mat @ math.sci.hiroshima-u.ac.jp (remove space) | |
*/ | |
var MersenneTwister = function(seed) { | |
if (seed == undefined) { | |
seed = new Date().getTime(); | |
} | |
/* Period parameters */ | |
this.N = 624; | |
this.M = 397; | |
this.MATRIX_A = 0x9908b0df; /* constant vector a */ | |
this.UPPER_MASK = 0x80000000; /* most significant w-r bits */ | |
this.LOWER_MASK = 0x7fffffff; /* least significant r bits */ | |
this.mt = new Array(this.N); /* the array for the state vector */ | |
this.mti=this.N+1; /* mti==N+1 means mt[N] is not initialized */ | |
this.init_genrand(seed); | |
} | |
/* initializes mt[N] with a seed */ | |
MersenneTwister.prototype.init_genrand = function(s) { | |
this.mt[0] = s >>> 0; | |
for (this.mti=1; this.mti<this.N; this.mti++) { | |
var s = this.mt[this.mti-1] ^ (this.mt[this.mti-1] >>> 30); | |
this.mt[this.mti] = (((((s & 0xffff0000) >>> 16) * 1812433253) << 16) + (s & 0x0000ffff) * 1812433253) | |
+ this.mti; | |
/* See Knuth TAOCP Vol2. 3rd Ed. P.106 for multiplier. */ | |
/* In the previous versions, MSBs of the seed affect */ | |
/* only MSBs of the array mt[]. */ | |
/* 2002/01/09 modified by Makoto Matsumoto */ | |
this.mt[this.mti] >>>= 0; | |
/* for >32 bit machines */ | |
} | |
} | |
/* initialize by an array with array-length */ | |
/* init_key is the array for initializing keys */ | |
/* key_length is its length */ | |
/* slight change for C++, 2004/2/26 */ | |
MersenneTwister.prototype.init_by_array = function(init_key, key_length) { | |
var i, j, k; | |
this.init_genrand(19650218); | |
i=1; j=0; | |
k = (this.N>key_length ? this.N : key_length); | |
for (; k; k--) { | |
var s = this.mt[i-1] ^ (this.mt[i-1] >>> 30) | |
this.mt[i] = (this.mt[i] ^ (((((s & 0xffff0000) >>> 16) * 1664525) << 16) + ((s & 0x0000ffff) * 1664525))) | |
+ init_key[j] + j; /* non linear */ | |
this.mt[i] >>>= 0; /* for WORDSIZE > 32 machines */ | |
i++; j++; | |
if (i>=this.N) { this.mt[0] = this.mt[this.N-1]; i=1; } | |
if (j>=key_length) j=0; | |
} | |
for (k=this.N-1; k; k--) { | |
var s = this.mt[i-1] ^ (this.mt[i-1] >>> 30); | |
this.mt[i] = (this.mt[i] ^ (((((s & 0xffff0000) >>> 16) * 1566083941) << 16) + (s & 0x0000ffff) * 1566083941)) | |
- i; /* non linear */ | |
this.mt[i] >>>= 0; /* for WORDSIZE > 32 machines */ | |
i++; | |
if (i>=this.N) { this.mt[0] = this.mt[this.N-1]; i=1; } | |
} | |
this.mt[0] = 0x80000000; /* MSB is 1; assuring non-zero initial array */ | |
} | |
/* generates a random number on [0,0xffffffff]-interval */ | |
MersenneTwister.prototype.genrand_int32 = function() { | |
var y; | |
var mag01 = new Array(0x0, this.MATRIX_A); | |
/* mag01[x] = x * MATRIX_A for x=0,1 */ | |
if (this.mti >= this.N) { /* generate N words at one time */ | |
var kk; | |
if (this.mti == this.N+1) /* if init_genrand() has not been called, */ | |
this.init_genrand(5489); /* a default initial seed is used */ | |
for (kk=0;kk<this.N-this.M;kk++) { | |
y = (this.mt[kk]&this.UPPER_MASK)|(this.mt[kk+1]&this.LOWER_MASK); | |
this.mt[kk] = this.mt[kk+this.M] ^ (y >>> 1) ^ mag01[y & 0x1]; | |
} | |
for (;kk<this.N-1;kk++) { | |
y = (this.mt[kk]&this.UPPER_MASK)|(this.mt[kk+1]&this.LOWER_MASK); | |
this.mt[kk] = this.mt[kk+(this.M-this.N)] ^ (y >>> 1) ^ mag01[y & 0x1]; | |
} | |
y = (this.mt[this.N-1]&this.UPPER_MASK)|(this.mt[0]&this.LOWER_MASK); | |
this.mt[this.N-1] = this.mt[this.M-1] ^ (y >>> 1) ^ mag01[y & 0x1]; | |
this.mti = 0; | |
} | |
y = this.mt[this.mti++]; | |
/* Tempering */ | |
y ^= (y >>> 11); | |
y ^= (y << 7) & 0x9d2c5680; | |
y ^= (y << 15) & 0xefc60000; | |
y ^= (y >>> 18); | |
return y >>> 0; | |
} | |
/* generates a random number on [0,0x7fffffff]-interval */ | |
MersenneTwister.prototype.genrand_int31 = function() { | |
return (this.genrand_int32()>>>1); | |
} | |
/* generates a random number on [0,1]-real-interval */ | |
MersenneTwister.prototype.genrand_real1 = function() { | |
return this.genrand_int32()*(1.0/4294967295.0); | |
/* divided by 2^32-1 */ | |
} | |
/* generates a random number on [0,1)-real-interval */ | |
MersenneTwister.prototype.random = function() { | |
return this.genrand_int32()*(1.0/4294967296.0); | |
/* divided by 2^32 */ | |
} | |
/* generates a random number on (0,1)-real-interval */ | |
MersenneTwister.prototype.genrand_real3 = function() { | |
return (this.genrand_int32() + 0.5)*(1.0/4294967296.0); | |
/* divided by 2^32 */ | |
} | |
/* generates a random number on [0,1) with 53-bit resolution*/ | |
MersenneTwister.prototype.genrand_res53 = function() { | |
var a=this.genrand_int32()>>>5, b=this.genrand_int32()>>>6; | |
return(a*67108864.0+b)*(1.0/9007199254740992.0); | |
} | |
/* These real versions are due to Isaku Wada, 2002/01/09 added */ |
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body { | |
font-family: "Helvetica Neue", Helvetica, sans-serif; | |
margin: 1em auto 4em auto; | |
color: #333; | |
width: 960px; | |
} | |
h1 { | |
font-weight: 400; | |
} | |
h2 { | |
font-weight: 400; | |
} | |
h3 { | |
font-weight: 400; | |
padding-bottom: 0em; | |
margin-bottom: 0em; | |
} | |
.button { | |
font-weight: 200; | |
padding: .5em 1em; | |
color: #444; | |
color: rgba(0,0,0,.8); | |
border: 1px solid #999; | |
border: 0 rgba(0,0,0,0); | |
background-color: #E6E6E6; | |
text-decoration: none; | |
border-radius: 2px; | |
} | |
.button:hover { | |
background-color: #ddd; | |
} | |
body > p { | |
width: 720px; | |
} |
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function range(from, to, by) { | |
var by = typeof(by) === 'undefined' ? 1 : by; | |
var out = []; | |
for (var i = from; i <= to; i += by) out.push(i); | |
return out; | |
} | |
function countLeaves(tree) { | |
var count = 0; | |
function leafCounter(subtree) { | |
if (typeof subtree.children === 'undefined') { | |
count++; | |
return; | |
} | |
subtree.children.forEach(function(l) { | |
leafCounter(l); | |
}); | |
} | |
leafCounter(tree); | |
return count; | |
} | |
function depth(depth) { | |
var tmp = function(x) { return x.depth == depth; }; | |
return tmp; | |
} | |
function GenealogyTree(tree, options) { | |
if (typeof options === 'undefined') | |
options = {stem:0.1}; // TODO | |
// functions for recursing through a tree (nested object) and grabbing all | |
// edges and nodes. | |
// Coal time parameters | |
var t_time = tree.total_time; | |
var max_depth = 0, depth = 0, left_depth, right_depth; | |
function maxDepth(node) { | |
if (node.children) { | |
node.children[0].depth = node.depth + 1; | |
node.children[1].depth = node.depth + 1; | |
left_depth = maxDepth(node.children[0]); | |
right_depth = maxDepth(node.children[1]); | |
if (left_depth > right_depth) | |
return left_depth + 1; | |
else | |
return right_depth + 1; | |
} else { | |
return 0; | |
} | |
}; | |
tree.depth = 1; | |
max_depth = maxDepth(tree); // get total time by recursing tree | |
function nodes() { | |
// Get all nodes in a nice array. This has side effects: it will append | |
// slots. | |
var _nodes = [], depth = 0, center = 0.5/max_depth, | |
ymax = t_time/(1-options.stem); | |
var get_nodes = function(node, slots, is_left) { | |
node.is_left = is_left; | |
node.slots = slots.slice(0); | |
node.y = typeof node.coal_time==='undefined' ? 0 : node.total_time/ymax; | |
_nodes.push(node); | |
if (node.children) { | |
if (node.children.length != 2) | |
throw new Error("length children != 2"); | |
// get the nodes for left and right children | |
var left = node.children[0]; | |
var right = node.children[1]; | |
var left_slots = slots.splice(0, countLeaves(left)); | |
var right_slots = slots.splice(0, countLeaves(right)); | |
left.x = node.x - center/node.depth; | |
right.x = node.x + center/node.depth; | |
get_nodes(left, left_slots, true); | |
get_nodes(right, right_slots, false); | |
} | |
//console.log(center); | |
}; | |
tree.x = 0.5; | |
get_nodes(tree, range(0, countLeaves(tree)-1), null); | |
return _nodes; | |
}; | |
function links() { | |
// get all edges as a link (parent |---| child) for all nodes, return in | |
// arary | |
var _edges = []; | |
var get_edges = function(node, depth) { | |
var depth = typeof depth == 'undefined' ? 0 : depth + 1; | |
if (typeof node.children != 'undefined') { | |
node.children.forEach(function(b) { | |
var edge = { | |
parent: node, | |
child: b, | |
depth: depth | |
}; | |
_edges.push(edge); | |
get_edges(b, depth); | |
}); | |
} | |
}; | |
get_edges(tree); | |
return _edges; | |
}; | |
return {max_depth: max_depth, total_time: t_time, tree: tree, nodes: nodes, links: links}; | |
} | |
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