"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"\n",
""
],
"text/plain": [
""
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# code for loading the format for the notebook\n",
"import os\n",
"\n",
"# path : store the current path to convert back to it later\n",
"path = os.getcwd()\n",
"os.chdir(os.path.join('..', '..', 'notebook_format'))\n",
"\n",
"from formats import load_style\n",
"load_style(css_style='custom2.css', plot_style=False)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ethen 2018-12-13 16:10:17 \n",
"\n",
"CPython 3.6.4\n",
"IPython 6.4.0\n",
"\n",
"numpy 1.14.2\n",
"pandas 0.23.0\n",
"sklearn 0.19.1\n",
"matplotlib 2.2.2\n"
]
}
],
"source": [
"os.chdir(path)\n",
"\n",
"# 1. magic for inline plot\n",
"# 2. magic to print version\n",
"# 3. magic so that the notebook will reload external python modules\n",
"# 4. magic to enable retina (high resolution) plots\n",
"# https://gist.github.com/minrk/3301035\n",
"%matplotlib inline\n",
"%load_ext watermark\n",
"%load_ext autoreload\n",
"%autoreload 2\n",
"%config InlineBackend.figure_format='retina'\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"%watermark -a 'Ethen' -d -t -v -p numpy,pandas,sklearn,matplotlib"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# First Foray Into Discrete/Fast Fourier Transformation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In many real-world applications, signals are typically represented as a sequence of numbers that are time dependent. For example, digital audio signal would be one common example, or the hourly temperature in California would be another one. In order to extract meaningful characteristics from these kind of data, many different transformation techniques have been developed to decompose it into simpler individual pieces that are much easier and compact to reason with.\n",
"\n",
"**Discrete Fourier Transformation (DFT)** is one of these algorithms that takes a signal as an input and breaks it down into many individual frequency components. Giving us, the end-user, easier pieces to work with. For the digital audio signal, applying DFT gives us what tones are represented in the sound and at what energies.\n",
"\n",
"Some basics of digital signal processing is assumed. The following link contains an excellent primer to get people up to speed. I feverishly recommend going through all of it if the reader is not pressed with time. [Blog: Seeing Circles, Sines, And Signals a Compact Primer On Digital Signal Processing](https://jackschaedler.github.io/circles-sines-signals/index.html)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Correlation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Correlation is a fundamental concept in signal processing. It must be noted its definition in this context differs slightly from the definition in statistics. In signal processing, correlation quantifies the similarity between two signals by computing their dot product. i.e. given two signals $x$ and $y$, their correlation can be computed using:\n",
"\n",
"\\begin{align}\n",
"\\sum_{n=0}^N x_n \\cdot y_n\n",
"\\end{align}\n",
"\n",
"The underlying idea is if the two signals are indeed similar, then whenever $x_n$ is positive/negative then $y_n$ should also be positive/negative. Consequently, when two signals' sign frequently aligns, the resulting correlation value will also be large, indicating a high degree of similarity between them. It is worth noting that correlation can also take on negative values. A large negative correlation also indicates similarity between the two signals, but with one of them being an inverted version of the other."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# create examples of two signals that are dissimilar\n",
"# and two that are similar to illustrate the concept\n",
"\n",
"\n",
"def create_signal(sample_duration, sample_freq, signal_type, signal_freq):\n",
" \"\"\"\n",
" Create some signals to work with, e.g. if we were to sample at 100 Hz\n",
" (100 times per second) and collect the data for 10 seconds, resulting\n",
" in 1000 samples in total. Then we would specify sample_duration = 10,\n",
" sample_freq = 100.\n",
" \n",
" Apart from that, we will also give the option of generating sine or cosine\n",
" wave and the frequencies of these signals\n",
" \"\"\"\n",
" raw_value = 2 * np.pi * signal_freq * np.arange(0, sample_duration, 1. / sample_freq)\n",
" if signal_type == 'cos':\n",
" return np.cos(raw_value)\n",
" elif signal_type == 'sin':\n",
" return np.sin(raw_value)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
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