Skip to content

Instantly share code, notes, and snippets.

@aleozlx
Created February 17, 2017 17:18
Show Gist options
  • Save aleozlx/cea1bb483c02aca52e7b06ca58e45596 to your computer and use it in GitHub Desktop.
Save aleozlx/cea1bb483c02aca52e7b06ca58e45596 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 1.3. NumPy: creating and manipulating numerical data\n",
"[origin](http://www.scipy-lectures.org/intro/numpy/exercises.html)\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"from __future__ import print_function\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.3.5.1. Array manipulations"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 1, 6, 11],\n",
" [ 2, 7, 12],\n",
" [ 3, 8, 13],\n",
" [ 4, 9, 14],\n",
" [ 5, 10, 15]])"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.arange(1,16).reshape(3,5).T"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0. , 0.2 , 0.2 , 0.2 , 0.2 ],\n",
" [ 5. , 1.2 , 0.7 , 0.53333333, 0.45 ],\n",
" [ 10. , 2.2 , 1.2 , 0.86666667, 0.7 ],\n",
" [ 15. , 3.2 , 1.7 , 1.2 , 0.95 ],\n",
" [ 20. , 4.2 , 2.2 , 1.53333333, 1.2 ]])"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Divide each column\n",
"a = np.arange(25).reshape(5, 5)\n",
"b = np.array([1., 5, 10, 15, 20])\n",
"a/b[np.newaxis,:]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 0.80502955 0.1200748 0.52860444]\n",
" [ 0.99075544 0.04326741 0.96273061]\n",
" [ 0.33698245 0.38846256 0.3819502 ]\n",
" [ 0.9486994 0.58132754 0.87374649]\n",
" [ 0.98681217 0.19191065 0.43930794]\n",
" [ 0.76595519 0.84351659 0.95941703]\n",
" [ 0.39535354 0.49604097 0.89185431]\n",
" [ 0.12518683 0.21121637 0.37603246]\n",
" [ 0.20980021 0.89247525 0.05345277]\n",
" [ 0.32158944 0.68639395 0.16918328]]\n",
"[2 1 1 1 2 0 1 2 0 0]\n",
"[ 0.52860444 0.04326741 0.38846256 0.58132754 0.43930794 0.76595519\n",
" 0.49604097 0.37603246 0.20980021 0.32158944]\n"
]
}
],
"source": [
"# Generate a 10 x 3 array of random numbers (in range [0,1]). \n",
"# For each row, pick the number closest to 0.5.\n",
"a=np.random.rand(10,3)\n",
"print(a)\n",
"print(np.argsort(np.abs(a-0.5))[:,0])\n",
"print(a[np.arange(10),np.argsort(np.abs(a-0.5))[:,0]])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.3.5.3. Data statistics"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x103d373d0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAbUAAAEJCAYAAAATornTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRqPxGrSoaTQajcZr+H8owcrOVmXnHQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106c826d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = np.loadtxt('np_exercises_data/populations.txt')\n",
"year, hares, lynxes, carrots = data.T\n",
"plt.axes([0.2, 0.1, 0.7, 0.8]) # Left Bottom Width Height\n",
"plt.plot(year, hares, year, lynxes, year, carrots)\n",
"plt.legend(('Hare', 'Lynx', 'Carrot'), loc=(1.05, 0.5))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 34080.95238095 20166.66666667 42400. ]\n",
"[ 20897.90645809 16254.59153691 3322.50622558]\n"
]
}
],
"source": [
"# The mean and std of the populations of each species for the years in the period.\n",
"print(np.mean(data[:, 1:], axis = 0))\n",
"print(np.std(data[:, 1:], axis = 0))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([ 1903., 1904., 1900.])"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Which year each species had the largest population.\n",
"data[np.argmax(data[:, 1:], axis = 0), [0]*3]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([['1900.0', 'Carrot'],\n",
" ['1901.0', 'Carrot'],\n",
" ['1902.0', 'Hare'],\n",
" ['1903.0', 'Hare'],\n",
" ['1904.0', 'Lynx'],\n",
" ['1905.0', 'Lynx'],\n",
" ['1906.0', 'Carrot'],\n",
" ['1907.0', 'Carrot'],\n",
" ['1908.0', 'Carrot'],\n",
" ['1909.0', 'Carrot'],\n",
" ['1910.0', 'Carrot'],\n",
" ['1911.0', 'Carrot'],\n",
" ['1912.0', 'Hare'],\n",
" ['1913.0', 'Hare'],\n",
" ['1914.0', 'Hare'],\n",
" ['1915.0', 'Lynx'],\n",
" ['1916.0', 'Carrot'],\n",
" ['1917.0', 'Carrot'],\n",
" ['1918.0', 'Carrot'],\n",
" ['1919.0', 'Carrot'],\n",
" ['1920.0', 'Carrot']], \n",
" dtype='|S32')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Which species has the largest population for each year.\n",
"max_species = np.argsort(-data[:, 1:], axis = 1)[:,0]\n",
"species = np.array(['Hare', 'Lynx', 'Carrot'])\n",
"np.array([year, species[max_species]]).T"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[False False True True True False False False False False False False\n",
" True True True True False False False False False]\n",
"[ 1902. 1903. 1904. 1912. 1913. 1914. 1915.]\n"
]
}
],
"source": [
"# Which years any of the populations is above 50000.\n",
"print(np.any(data[:,1:]>50000, axis = 1))\n",
"print(year[np.any(data[:,1:]>50000, axis = 1)])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 1917., 1900., 1916.],\n",
" [ 1916., 1901., 1903.]])"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# The top 2 years for each species when they had the lowest populations.\n",
"year[np.argsort(data[:,1:], axis=0)[:2,:]]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 1. -0.91792485]\n",
" [-0.91792485 1. ]]\n"
]
}
],
"source": [
"# Compare (plot) the change in hare population (see help(np.gradient)) and the number of lynxes. \n",
"# Check correlation (see help(np.corrcoef)).\n",
"# print(hares)\n",
"hare_grad = np.gradient(hares, 1.0)\n",
"# print(hare_grad)\n",
"print(np.corrcoef(hare_grad, lynxes))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.3.5.4. Crude integral approximations"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Exact: 0.19314718056\n",
"0.18884234603\n"
]
}
],
"source": [
"def f(a, b, c):\n",
" return a**b - c\n",
"\n",
"# samples = f(np.linspace(0, 1, 24)[:,np.newaxis,np.newaxis],\n",
"# np.linspace(0, 1, 12)[np.newaxis,:,np.newaxis],\n",
"# np.linspace(0, 1, 6)[np.newaxis,np.newaxis,:])\n",
"\n",
"samples = f(*np.ogrid[0:1:24j, 0:1:12j, 0:1:6j])\n",
"print(\"Exact:\", np.log(2) - 0.5)\n",
"print(samples.mean())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.3.5.5. Mandelbrot set"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 24.8 s, sys: 181 ms, total: 25 s\n",
"Wall time: 25.2 s\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAlUAAAJCCAYAAADp1TKRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nu3IAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106e1d910>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%time\n",
"m_samples = (lambda x,y:x + 1j*y)(*np.ogrid[-2:1:600j, -1.5:1.5:600j])\n",
"def mandelbrot(c):\n",
" z = 0\n",
" for ct in range(50):\n",
" if np.linalg.norm(z)>4:\n",
" return ct\n",
" z = z*z + c\n",
" return -1\n",
"m_eval = np.vectorize(mandelbrot)(m_samples)\n",
"plt.figure(figsize=(20,10))\n",
"plt.imshow(m_eval.T, extent=[-2, 1, -1.5, 1.5])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/alex/virtualenvs/tf/lib/python2.7/site-packages/ipykernel/__main__.py:10: RuntimeWarning: overflow encountered in square\n",
"/Users/alex/virtualenvs/tf/lib/python2.7/site-packages/ipykernel/__main__.py:10: RuntimeWarning: invalid value encountered in square\n",
"/Users/alex/virtualenvs/tf/lib/python2.7/site-packages/ipykernel/__main__.py:11: RuntimeWarning: invalid value encountered in less\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 159 ms, sys: 96.5 ms, total: 256 ms\n",
"Wall time: 255 ms\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAlUAAAJCCAYAAADp1TKRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1078121d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%time\n",
"# Solution\n",
"def compute_mandelbrot(N_max, some_threshold, nx, ny):\n",
" # A grid of c-values\n",
" x = np.linspace(-2, 1, nx)\n",
" y = np.linspace(-1.5, 1.5, ny)\n",
" c = x[:,np.newaxis] + 1j*y[np.newaxis,:]\n",
" # Mandelbrot iteration\n",
" z = c\n",
" for j in range(N_max):\n",
" z = z**2 + c\n",
" mandelbrot_set = (abs(z) < some_threshold)\n",
" return mandelbrot_set\n",
"mandelbrot_set = compute_mandelbrot(50, 50., 600, 600)\n",
"plt.figure(figsize=(20,10))\n",
"plt.imshow(mandelbrot_set.T, extent=[-2, 1, -1.5, 1.5])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAsIAAAKvCAYAAABgeKldAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106e29910>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def mandelbrot2(nx, ny):\n",
" x, y = np.ogrid[-2:1:nx*1j, -1.5:1.5:ny*1j]\n",
" c = x + 1j*y; z = c.copy()\n",
" mask = np.ones(z.shape, dtype=bool)\n",
" mandelbrot = -np.ones(z.shape)*60\n",
" for ct in range(80):\n",
" contained = abs(z)<=4 # those still contained\n",
" changed = np.logical_xor(mask, contained)\n",
" mandelbrot[changed] = ct\n",
" # mandelbrot[changed] = (- np.log2(np.log2(abs(z[changed]))) + ct)\n",
" yield mandelbrot.copy()\n",
" mask &= contained\n",
" z[contained] = z[contained]**2 + c[contained]\n",
"\n",
"mandelbrot2_slices = list(mandelbrot2(800, 800))\n",
"plt.figure(figsize=(12,12))\n",
"plt.imshow(mandelbrot2_slices[75].T, extent=[-2, 1, -1.5, 1.5])\n",
"plt.savefig('mandelbrot.png')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def show_mandelbrot((sx, ex, sy, ey), (nx, ny), Nmax):\n",
" x, y = np.ogrid[sx:ex:nx*1j, sy:ey:ny*1j]\n",
" c = x + 1j*y; z = c.copy()\n",
" mask = np.ones(z.shape, dtype=bool)\n",
" mandelbrot = -np.ones(z.shape)*60\n",
" for ct in range(Nmax):\n",
" contained = abs(z)<=4\n",
" changed = np.logical_xor(mask, contained)\n",
" mandelbrot[changed] = ct\n",
" mask &= contained\n",
" z[contained] = z[contained]**2 + c[contained]\n",
" def _show(**kargs):\n",
" kargs.update(dict(extent=(sx, ex, sy, ey), origin='lower'))\n",
" plt.figure(figsize=(12,12))\n",
" plt.imshow(mandelbrot.T, **kargs)\n",
" return _show\n",
" return _show\n",
"# cmap ref: http://matplotlib.org/examples/color/colormaps_reference.html"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<function __main__._show>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAu0AAAJcCAYAAABNKJq3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106f2d550>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAu0AAAJcCAYAAABNKJq3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/z8OGaW7rzUtkwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10781eed0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"show_mandelbrot((-0.17, -0.15, -1.043, -1.026), (1000, 1000), 500)(cmap = 'gist_ncar')(cmap = 'magma')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<function __main__._show>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAiAAAALDCAYAAAAsWbswAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106e29750>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"show_mandelbrot((-1.03002559686, -1.03002559683, -0.3268437736, -0.32684377356), (800, 800), 300)(cmap = 'prism')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.3.5.6. Markov chain"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 0.17697787 0.26930618 0.12698116 0.242106 0.18462879]\n",
"[ 0.17697787 0.26930618 0.12698116 0.242106 0.18462879]\n",
"Tolerance satisfied in infty-norm\n",
"Tolerance satisfied in 2-norm\n"
]
}
],
"source": [
"P = np.random.rand(5, 5)\n",
"P /= P.sum(axis=1)[:,np.newaxis]\n",
"s = np.random.rand(5)\n",
"s /= s.sum()\n",
"\n",
"a = np.dot(s, np.linalg.matrix_power(P, 50))\n",
"print(a)\n",
"\n",
"# Compute stationary state\n",
"L, X = np.linalg.eig(P.T)\n",
"b = X[:,np.argmin(abs(L - 1.0))].real\n",
"b /= b.sum()\n",
"print(b)\n",
"\n",
"# Compare\n",
"if all(abs(a - b) < 1e-5):\n",
" print(\"Tolerance satisfied in infty-norm\")\n",
"\n",
"if np.linalg.norm(a - b) < 1e-5:\n",
" print(\"Tolerance satisfied in 2-norm\")\n"
]
},
{
"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": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment