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Created March 24, 2015 09:19
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Reproducing Cicular Coordinates
{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"import pandas as pd\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"n = 200\n",
"r = np.random.uniform(0.8, 1.2, n)\n",
"theta = np.random.uniform(0, 2 * np.pi, n)\n",
"\n",
"x = r * np.cos(theta)\n",
"y = r * np.sin(theta)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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],
"text/plain": [
"<matplotlib.figure.Figure at 0x1043e57d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(x, y);"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# x2 = list(x) + list(x + 2)\n",
"# y2 = 2 * list(y)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# plt.scatter(x2, y2);"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df = pd.DataFrame({'x': x, 'y': y})\n",
"# df = pd.DataFrame({'x': x2, 'y': y2})\n",
"df.to_csv('points.txt', header=False, index=False)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.7532927664359947,-0.3761290136723183\r\n",
"0.6398059404258286,-0.6350591697398472\r\n",
"0.3146185602816974,-0.7773728732884104\r\n",
"0.23189992758629097,0.8679896463822555\r\n",
"-0.6264740160583882,-0.621192421982833\r\n",
"-0.8153561661519756,-0.40484741415368525\r\n",
"-0.40036682563984366,-1.0604480298756678\r\n",
"0.4974518042668474,-0.6825619405547722\r\n",
"0.6157422087843355,0.9553982397215413\r\n",
"0.9697205848295056,-0.6178861906673422\r\n"
]
}
],
"source": [
"!head points.txt"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Boundary matrix: test_boundary.txt\n",
"Cocycles: test_cocycle*.ccl\n",
"Vertices: test_vert.txt\n",
"Diagram: test_diagram.txt\n",
"Simplex vector generated, size: 117291\n",
"\n",
"0% 10 20 30 40 50 60 70 80 90 100%\n",
"|----|----|----|----|----|----|----|----|----|----|\n",
"***************************************************\n",
"Rips timer : Elapsed time [0.26] seconds\n",
"Persistence timer : Elapsed time [0.17] seconds\n",
"Total timer : Elapsed time [0.69] seconds\n"
]
}
],
"source": [
"%%bash\n",
"../../build/examples/cohomology/rips-pairwise-cohomology \\\n",
" -m 0.4 \\\n",
" -b test_boundary.txt \\\n",
" -c test_cocycle \\\n",
" -v test_vert.txt \\\n",
" -d test_diagram.txt \\\n",
" /Users/vale/Documents/Dionysus/examples/cohomology/points.txt"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"test_boundary.txt test_cocycle-0.ccl test_cocycle-0.val test_diagram.txt test_vert.txt\r\n"
]
}
],
"source": [
"!ls test*"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 0 0.0348834\r\n",
"0 0 0.0399901\r\n",
"0 0 0.0412479\r\n",
"0 0 0.0457209\r\n",
"0 0 0.0469644\r\n",
"0 0 0.056898\r\n",
"0 0 0.0613569\r\n",
"0 0 0.0628861\r\n",
"0 0 0.0798663\r\n",
"0 0 inf\r\n"
]
}
],
"source": [
"!tail test_diagram.txt"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"diagram = pd.read_table('test_diagram.txt', sep=' ', header=None)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
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],
"text/plain": [
"<matplotlib.figure.Figure at 0x10a04df90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot([0, 1], [0, 1])\n",
"plt.scatter(diagram[1], diagram[2]);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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