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Commit f050e5e3 authored by J.F.J. Laros's avatar J.F.J. Laros
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......@@ -668,49 +668,16 @@
}
},
"source": [
"$\\S$ Exercise: Array creation\n",
"$\\S$ Exercise: Simple arrays\n",
"===\n",
"\n",
"Create the following arrays (with correct data types):\n",
"\n",
" [[1, 1, 1, 1],\n",
" [1, 1, 1, 1],\n",
" [1, 1, 1, 2],\n",
" [1, 6, 1, 1]]\n",
"\n",
" [[0., 0., 0., 0., 0.],\n",
" [2., 0., 0., 0., 0.],\n",
" [0., 3., 0., 0., 0.],\n",
" [0., 0., 4., 0., 0.],\n",
" [0., 0., 0., 5., 0.],\n",
" [0., 0., 0., 0., 6.]]\n",
"\n",
"*Par on course: maximum 3 statements for each (hint: `help(np.diag)`).*\n",
"\n",
"* Create simple one and two dimensional arrays. First redo the examples, then create your own.\n",
"* Use the functions `len`, `shape` and `ndim` on some of those arrays and observe their output.\n",
"* Experiment with `arange`, `linspace`, `ones`, `zeros`, `eye` and `diag`.\n",
"* Create different kinds of arrays with random numbers.\n",
"* Try setting the seed before creating an array with random values."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"$\\S$ Exercise: Tiling for array creation\n",
"===\n",
"\n",
"Skim through the documentation for np.tile, and use this function to construct the array:\n",
"\n",
" [[4, 3, 4, 3, 4, 3],\n",
" [2, 1, 2, 1, 2, 1],\n",
" [4, 3, 4, 3, 4, 3],\n",
" [2, 1, 2, 1, 2, 1]]"
]
},
{
"cell_type": "markdown",
"metadata": {
......@@ -1176,11 +1143,25 @@
]
},
{
"cell_type": "markdown",
"cell_type": "code",
"collapsed": false,
"input": [
"Image(filename='images/numpy_indexing.png')"
],
"language": "python",
"metadata": {},
"source": [
"<img src=\"files/images/numpy_indexing.png\">"
]
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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NVmdYu6ph/jQ2vneT7vPawXAXpg2TcADAl7rDvcDKbEIIIYQQwhoyJgSAK9p5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\nTWipSwq0AAAAAElFTkSuQmCC\n",
"prompt_number": 3,
"text": [
"<IPython.core.display.Image at 0x2152c50>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
......@@ -1193,19 +1174,8 @@
"$\\S$ Exercise: Indexing and slicing\n",
"===\n",
"\n",
"* Verify that the slices in the previous diagram are indeed correct. \n",
"* Try the different flavours of slicing, using `start`, `end` and `step`."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"You may use the following expression to create the array:"
"* Try the different flavours of slicing, using `start`, `end` and `step`.\n",
"* Verify that the slices in the previous diagram are indeed correct. You may use the following expression to create the array:"
]
},
{
......@@ -1215,11 +1185,7 @@
"np.arange(6) + np.transpose([np.arange(0, 51, 10)])"
],
"language": "python",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"metadata": {},
"outputs": [
{
"metadata": {},
......@@ -1237,6 +1203,53 @@
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"$\\S$ Exercise: Array creation\n",
"===\n",
"\n",
"Create the following arrays (with correct data types):\n",
"\n",
" [[1, 1, 1, 1],\n",
" [1, 1, 1, 1],\n",
" [1, 1, 1, 2],\n",
" [1, 6, 1, 1]]\n",
"\n",
" [[0., 0., 0., 0., 0.],\n",
" [2., 0., 0., 0., 0.],\n",
" [0., 3., 0., 0., 0.],\n",
" [0., 0., 4., 0., 0.],\n",
" [0., 0., 0., 5., 0.],\n",
" [0., 0., 0., 0., 6.]]\n",
"\n",
"Par on course: 3 statements for each (hint: `help(np.diag)`)."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"$\\S$ Exercise: Tiling for array creation\n",
"===\n",
"\n",
"Skim through the documentation for np.tile, and use this function to construct the array:\n",
"\n",
" [[4, 3, 4, 3, 4, 3],\n",
" [2, 1, 2, 1, 2, 1],\n",
" [4, 3, 4, 3, 4, 3],\n",
" [2, 1, 2, 1, 2, 1]]"
]
},
{
"cell_type": "markdown",
"metadata": {
......@@ -1547,11 +1560,25 @@
]
},
{
"cell_type": "markdown",
"cell_type": "code",
"collapsed": false,
"input": [
"Image(filename='images/numpy_fancy_indexing.png')"
],
"language": "python",
"metadata": {},
"source": [
"<img src=\"files/images/numpy_fancy_indexing.png\">"
]
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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vUqoL6Fa52Tccj637YJhljHloHsrlHCb+SGB1FrjMu3QlRTMVsMkc9dkW4Bwlgf/5rEso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\nlUnYU3KDIJcnCFMUv2sPOSMOPTXvMl4rjaxDCv18X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"prompt_number": 4,
"text": [
"<IPython.core.display.Image at 0x2152d10>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
......
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