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August 14, 2018 06:54
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## This tutorial introduces numpy, a Python library for performing numerical computations in Python" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### In order to be able to use numpy we need to import the library using the special word `import`. Also, to avoid typing `numpy` every time we want to use one if its functions we can provide an alias using the special word `as`:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Now, we have access to all the functions available in `numpy` by typing `np.name_of_function`. For example, the equivalent of `1 + 1` in Python can be done in `numpy`:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"2" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.add(1,1)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"##### Although this might not seem very useful, even simple operations like this one can be much quicker in `numpy` than in standard Python when using lots of numbers." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### To access the documentation explaining how a function is used, its input parameters and output format we can press `Shift+Tab` after the function name\"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<ufunc 'add'>" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.add" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### By default the result of a function or operation is shown underneath the cell containing the code. If we want to reuse this result for a later operation we can assign it to a variable:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"a = np.add(2,3)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### The contents of this variable can be displayed at any moment by typing the variable name in a new cell:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"5" | |
] | |
}, | |
"execution_count": 17, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"a" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### One of the most powerful concepts in numpy are `arrays` which are equivalent to lists of numbers. To declare a numpy array we can do:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([1, 2, 3, 4, 5, 6, 7, 8, 9])" | |
] | |
}, | |
"execution_count": 18, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.array([1,2,3,4,5,6,7,8,9])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Most of the functions and operations defined in numpy can be applied to arrays. For example, with the previous operation:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([ 4, 6, 8, 10])" | |
] | |
}, | |
"execution_count": 27, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"arr1 = np.array([1,2,3,4])\n", | |
"arr2 = np.array([3,4,5,6])\n", | |
"\n", | |
"np.add(arr1, arr2)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"##### Try adding another number to one of the arrays and see what happens. Normally, the arrays need to have the same dimensions...." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Arrays can be sliced and diced. We can get subsets of the arrays using the indexing notation which is `[start:end:stride]`. Let's see what this means:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"5\n", | |
"[ 5 6 7 8 9 10 11 12 13 14 15]\n", | |
"[0 1 2 3 4]\n", | |
"[ 0 2 4 6 8 10 12 14]\n" | |
] | |
} | |
], | |
"source": [ | |
"arr = np.array([0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15])\n", | |
"\n", | |
"print(arr[5])\n", | |
"print(arr[5:])\n", | |
"print(arr[:5])\n", | |
"print(arr[::2])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"##### Experiment playing with the indexes to understand the meaning of start, end and stride. What happend if you don't specify a start? What value uses numpy instead? Note that numpy indexes start on `0`, the same convention used in Python lists." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Numpy arrays can have multiple dimensions. For example, to define a `column` array: " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([[1, 2, 3, 4, 5, 6, 7, 8, 9]])" | |
] | |
}, | |
"execution_count": 33, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.array([[1,2,3,4,5,6,7,8,9]])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### To visualise the shape or dimensions of a numpy array we can add the suffix `.shape`" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 34, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"(9,)\n", | |
"(1, 9)\n" | |
] | |
} | |
], | |
"source": [ | |
"print(np.array([1,2,3,4,5,6,7,8,9]).shape)\n", | |
"print(np.array([[1,2,3,4,5,6,7,8,9]]).shape)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"##### A column array is a two dimensional array with just one column. To define a two dimensional array we can do:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 35, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([[1, 2, 3, 4],\n", | |
" [5, 6, 7, 8]])" | |
] | |
}, | |
"execution_count": 35, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.array([[1,2,3,4],[5,6,7,8]])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Any array can be reshaped into different shapes using the function `reshape`:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 37, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([[1, 2, 3, 4],\n", | |
" [5, 6, 7, 8]])" | |
] | |
}, | |
"execution_count": 37, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.array([1,2,3,4,5,6,7,8]).reshape((2,4))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Can you try defining a 3-dimensional array of shape (5,3)?" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Create another one and use the numpy function to add both arrays:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## This tutorial introduces matplotlib, a Python library for plotting and how to use numpy to visualise images." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### For the purposes of this tutorial we are going to use a part of matplotlib called pyplot. We import it by doing:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 39, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"\n", | |
"import numpy as np\n", | |
"from matplotlib import pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### An image can be seen as a 2-dimensional array. To visualise the contents of a numpy array:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 40, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x113089f28>" | |
] | |
}, | |
"execution_count": 40, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(np.arange(100).reshape(10,10))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"##### Can you figure out what the `arange` function does? Can you create a similar image with (200,200) dimensions?" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### We can use the Pyplot library to load an image using the function `imread`" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 42, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"im = plt.imread('BM_Fire.jpg')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"##### Let's display this image using the `imshow` function. What are the dimensions of the `im` array? " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 43, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x11323f208>" | |
] | |
}, | |
"execution_count": 43, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(im)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"##### This is a photo of Black Mountain taken during prescribed burns in 2014. A colour image is normally composed of three layers containing the values of the red, green and blue pixels. When we display an image we see all three colours combined." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Let's use the indexing functionality of numpy to select portions of this image. For example to select the top right corner:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 44, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x1132e58d0>" | |
] | |
}, | |
"execution_count": 44, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(im[:800,-800:,:])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Let's practice your indexing skills! Can you create a cropped image around Black Mountain's tower? Hint: first dimension is the vertical coordinates, second dimension is the horizontal coordinates and the third are the RGB channels of the image." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Let's play around with this a little bit. For example, let's replace all the values in the 'red' layer with the value 255, this is the highest red value possible and it will make your whole image redish. The following command will replace all the values in the red channel (axis 3) with the value 255, and see what happens" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 45, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x1133da320>" | |
] | |
}, | |
"execution_count": 45, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#Don't worry about this for the moment:\n", | |
"im.setflags(write=1)\n", | |
"\n", | |
"im[:,:,0] = 255\n", | |
"plt.imshow(im)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.6.5" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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