diff --git a/01_fourier.ipynb b/01_fourier.ipynb index f540b35..a551bec 100644 --- a/01_fourier.ipynb +++ b/01_fourier.ipynb @@ -28,14 +28,14 @@ "The Fourier transform (FT) of a quantity $t$ is defined as\n", "\n", "$$\n", - "f(\\omega) = \\frac{1}{\\sqrt{2\\pi}} \\int_{-\\infty}^{\\infty} \\mathrm{d}t\\, f(t)\\, \\exp{ \\left(-i \\omega t \\right)}\n", + "\\hat{f}(\\omega) = F(f(t)) = \\frac{1}{\\sqrt{2\\pi}} \\int_{-\\infty}^{\\infty} \\mathrm{d}t\\, f(t)\\, \\exp{ \\left(-i \\omega t \\right)}\n", ".\n", "$$\n", "\n", "In signal processing, taking the integral from $t = -\\infty$ to $t = \\infty$ is not practical. Together with a finite sample space $t$, the integral can be turned into a (discrete) sum, giving a Discrete Fourier Transform (DFT)\n", "\n", "$$\n", - "f(\\omega) = \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N-1} f(t_k)\\, \\exp{ \\left(-i \\omega t_k \\right)}\n", + "F(t) = \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N-1} f(t_k)\\, \\exp{ \\left(-i \\omega t_k \\right)}\n", "\\label{eq:DFT} \\tag{1}\n", ",\n", "$$\n", @@ -50,11 +50,23 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "The highest frequency $f_\\mathrm{max}$ (also known as the Nyquist frequency) that can be (reliably) measured within a signal is dependent only on the sampling rate ($1/\\Delta t$) of the signal with\n", + "$$\n", + " f_\\mathrm{max} = \\frac{1}{2} f_\\mathrm{sampling} = \\frac{1}{2} \\frac{1}{\\Delta t}\n", + " .\n", + "$$\n", + "Higher frequencies will fall in between two adjacent samples, causing them to go unnoticed in the data. Note that because of folding, such frequencies can actually appear as aliases.\n", + "\n", + "Likewise, the lowest frequency depends on the length of the signal $T$, such that over the whole signal one oscillation can be found\n", + "$$\n", + " f_\\mathrm{min} \\sim \\frac{1}{T}\n", + " .\n", + "$$\n", + "Even lower frequencies will no longer be detected as a frequency. Instead, they will introduce a bias for the $0 Hz$ component in the spectrum." + ] }, { "cell_type": "markdown", @@ -69,38 +81,49 @@ "metadata": {}, "outputs": [], "source": [ - "def ft_spectrum( signal, sample_rate, real_signal=True, mask_offset=False):\n", + "def ft_spectrum( signal, sample_rate, fft=None, freq=None, real_signal=True, mask_bias=False):\n", " \"\"\"Return a FT of $signal$, with corresponding frequencies\"\"\"\n", " n_samples = len(signal)\n", " \n", - " \n", - " if real_signal:\n", - " fft = ft.rfft\n", - " freq = ft.rfftfreq\n", - " else:\n", - " fft = ft.fft\n", + " if fft is None:\n", + " if real_signal:\n", + " fft = ft.rfft\n", + " freq = ft.rfftfreq\n", + " else:\n", + " fft = ft.fft\n", + " freq = ft.fftfreq\n", + "\n", + " if freq is None:\n", " freq = ft.fftfreq\n", " \n", - " spectrum = fft(signal)\n", + " spectrum = fft(signal) / sample_rate\n", " freqs = freq(n_samples, 1/sample_rate)\n", " \n", - " if not mask_offset:\n", + " if not mask_bias:\n", " return spectrum, freqs\n", " else:\n", " return spectrum[1:], freqs[1:]\n", "\n", " \n", - "def plot_spectrum( ax, signal, sample_rate, **ft_kwargs):\n", + "def plot_spectrum( ax, signal, sample_rate, plot_complex=False, **ft_kwargs):\n", " \"\"\" Plot a signal's spectrum on an Axis object\"\"\"\n", + " alpha = 1\n", " signal_fft, freqs = ft_spectrum(signal, sample_rate, **ft_kwargs)\n", "\n", " ax.set_title(\"Spectrum\")\n", " ax.set_xlabel(\"f (Hz)\")\n", " ax.set_ylabel(\"Power\")\n", - " ax.plot(freqs, np.abs(signal_fft), '.-')\n", + " if plot_complex:\n", + " alpha = 0.5\n", + " ax.plot(freqs, np.real(signal_fft), '.-', label='Real', alpha=alpha)\n", + " ax.plot(freqs, np.imag(signal_fft), '.-', label='Imag', alpha=alpha)\n", + " ax.legend()\n", + " \n", + " ax.plot(freqs, np.abs(signal_fft), '.-', label='Abs', alpha=alpha)\n", + "\n", " return ax\n", " \n", - "def plot_signal_and_spectrum( signal, sample_rate, title=None, **ft_kwargs):\n", + "def plot_signal_and_spectrum( signal, sample_rate, title=None, **kwargs):\n", " \"\"\"Plot a signal and its spectrum in one go.\"\"\"\n", " fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16,4))\n", "\n", @@ -113,7 +136,7 @@ " ax1.set_ylabel(\"A(t)\")\n", " ax1.plot(np.arange(len(signal)) / sample_rate, signal)\n", " \n", - " plot_spectrum(ax2, signal, sample_rate, **ft_kwargs)\n", + " plot_spectrum(ax2, signal, sample_rate, **kwargs)\n", "\n", " \n", " return (fig, (ax1, ax2))\n", @@ -127,7 +150,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### FTs: noise (normal distributed)" + "### FTs: constant signal\n", + "\n", + "A constant signal (also termed offset or bias) results in only a single component in the Fourier transform, at the zero frequency.\n", + "\n", + "Since often such a component is included in a signal (for example when a signal is not on average zero), it can help to mask out the zero frequency when plotting the spectrum.\n", + "Doing this for a constant signal, we get a totally flat spectrum." ] }, { @@ -137,7 +165,57 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "signal_constant = np.ones(n_samples)\n", + "\n", + "fig, (ax1, ax2) = plot_signal_and_spectrum(signal_constant, sample_rate, \"Constant signal\", plot_complex=True)\n", + "ax2.set_xlim(0,10);\n", + "\n", + "fig, (ax1, ax2) = plot_signal_and_spectrum(signal_constant, sample_rate, \"Constant signal (masked zero)\", mask_bias=True, plot_complex=True)\n", + "ax2.set_xlim(0,10);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### FTs: noise (normal distributed)\n", + "\n", + "A FT of normal distributed noise will not have easily identifiable peaks in the spectrum.\n", + "Instead, the spectrum is on average a bit flat, with lower power in any individual peak." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" ] @@ -151,14 +229,7 @@ "source": [ "signal_normal_noise = rng.normal(size=n_samples)\n", "\n", - "_ = plot_signal_and_spectrum(signal_normal_noise, sample_rate, \"Noise (normal distributed)\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A FT of noise will not have a easily identifiable peaks in the spectrum. Instead, the spectrum is on average a bit flat." + "plot_signal_and_spectrum(signal_normal_noise, sample_rate, \"Noise (normal distributed)\");" ] }, { @@ -170,12 +241,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -187,10 +258,18 @@ } ], "source": [ - "f = 3e3 # Hz\n", - "signal_sine = np.sin( 2/np.pi*f*t )\n", + "f = 1e2 # Hz\n", + "if f > sample_rate/2:\n", + " print(\"Sampling a frequency above the sample_rate/2 gives problems\")\n", "\n", - "_ = plot_signal_and_spectrum(signal_sine, sample_rate, \"Single frequency at $f = {:g}$MHz\".format(f/10**6))" + "signal_sine = np.sin( 2*np.pi*f*t )\n", + "if False:\n", + " # aliased peak\n", + " signal_sine += 1/2*np.sin( 2*np.pi* (1.1* sample_rate/2) *t)\n", + "\n", + "fig, (ax1, ax2) = plot_signal_and_spectrum(signal_sine, sample_rate, \"Single frequency at $f = {:g}$MHz\".format(f/10**6))\n", + "ax2.axvline(sample_rate/2, color='r', label='Nyquist Frequency');\n", + "ax2.legend();" ] }, { @@ -209,12 +288,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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IiPRQGUt222AIsD7l+Ybwtb2SXTO7mKD6y/Dhw7skOJGe7K5n1/D759Zilu1IRDLn5IP2VbKbYxas3kx9IviSrq4+wYLVm5XsiohIh2Uz2W3qv+FNlqHcfTYwG2DKlCkqVYm0oiHhDO5XzKKrTsp2KCIibXb06EEUGCQcehUVcPToQdkOSUREerBsdmPeAAxLeT4U2JilWERyir4REpGe6IgRAzhm9CAG9OmlKcwiItJp2Ux25wDnhV2Zjwa2aL2uiIhIfjtg3yi19QkluiIi0mkZm8ZsZn8EPgoMNrMNwPeBXgDufgvwCPAxYBWwA/hipmIRyTdBXyot2BWRnicejbC9toFtu+vpF8nmaisREenpMtmNeWYrxx24NFP3FxERkZ4n2XSsfOsu+pX1y3I0IiLSk2VzGrOIZIyrE7OI9Eix0ggAFVt3ZzkSERHp6ZTsioiISLcRCyu7FTW7shyJiIj0dEp2RXKQu1bsikjPFIsGld3yrUp2RUSkc5TsioiISLdRGimid69CTWMWEZFOU7IrkoPc0ZpdEemRzIx4NEJ5jZJdERHpHCW7IiIi0q3ESks0jVlERDpNya5IjjKt2hWRHioWjVCpyq6IiHSSkl2RHOR4tkMQkSwzs1PNbIWZrTKzK5s4fomZvWpmS8zsGTObmHLsu+F5K8zslK6NPNhrt3zrLtz1b5mIiHSckl2RHKU1uyL5y8wKgZuB04CJwMzUZDZ0r7sf4u6TgOuBn4XnTgTOBg4CTgV+HV6vy8RKI+yobWDb7vquvK2IiOQYJbsiOUjFEJG8NxVY5e6r3b0WuA+YkTrA3bemPO0Le6aEzADuc/fd7v4WsCq8XpeJ79lrV1OZRUSk45TsiuQoFXZF8toQYH3K8w3hax9gZpea2ZsEld2vt/Pci81skZktqqysTFvgoL12RUQkPZTsiuQgFXZF8l5T33ft9U+Du9/s7mOA/wKuaue5s919irtPKSsr61SwjcVKw8qu9toVEZFOULIrIiKSezYAw1KeDwU2tjD+PuCMDp6bdvGwsltRo8quiIh0nJJdkRzkDqYOVSL5bCEwzsxGmVkxQcOpOakDzGxcytOPA2+Ej+cAZ5tZxMxGAeOAF7og5j36RYroU1xIuSq7IiLSCUXZDkBERETSy93rzWwWMBcoBO5w96Vmdi2wyN3nALPMbDpQB1QD54fnLjWzB4BlQD1wqbs3dGX8ZkasNKI1uyIi0ilKdkVykPbZFRF3fwR4pNFrV6c8/kYL514HXJe56FoXi5aoG7OIiHSKpjGLiIhItxOPllChyq6IiHSCkl2RXOSgJbsi0pMF05h349o4XEREOkjJroiIiHQ78WiEnXUNbNtdn+1QRESkh1KyK5KDHFV2RaRni0eDvXbVkVlERDpKya6IiIh0O2Wl4V67WrcrIiIdpGRXJEcZKu2KSM+VrOyqI7OIiHSUkl2RHKSGLiLS070/jVmVXRER6RgluyI5Smt2RaQn6xcpok9xodbsiohIhynZFclBquuKSC6IR0uoqFFlV0REOkbJrkiOUmFXRHq6WGmEClV2RUSkg5TsiuQgLdkVkVwQi5ZQrsquiIh0kJJdERER6ZbiYWVXTfdERKQjlOyK5CAHTB2qRKSHi0dL2FnXQM3u+myHIiIiPZCSXREREemWYtEIABXafkhERDogo8mumZ1qZivMbJWZXdnE8eFm9qSZvWRmr5jZxzIZj0i+cHc1qBKRHi9WGuy1qyZVIiLSERlLds2sELgZOA2YCMw0s4mNhl0FPODuk4GzgV9nKh4RERHpWeJhZVdNqkREpCMyWdmdCqxy99XuXgvcB8xoNMaBaPh4H2BjBuMRyRsO2ntIRHq8WDSo7JarsisiIh1QlMFrDwHWpzzfABzVaMw1wKNmdhnQF5iewXhERESkB+kXKaJvcaGmMYuISIdksrLbVF2p8d4BM4E73X0o8DHgbjPbKyYzu9jMFpnZosrKygyEKpJjXIVdEckNce21KyIiHZTJZHcDMCzl+VD2nqb8JeABAHd/DigBBje+kLvPdvcp7j6lrKwsQ+GKiIhId1NWGlE3ZhER6ZBMJrsLgXFmNsrMigkaUM1pNGYdMA3AzCYQJLsq3YqkgfbZFZFcEI+WUFGjacwiItJ+GUt23b0emAXMBZYTdF1eambXmtnp4bDLgS+b2cvAH4EL3L3xVGcRaSffa8WAiOSTNmz9920zWxZu+zfPzEakHGswsyXhT+MvqbtcPBqhfOsu9N8DERFpr0w2qMLdHwEeafTa1SmPlwHHZjIGkXyluq5IfkrZ+u8kgiVFC81sTviZm/QSMMXdd5jZV4Hrgc+Fx3a6+6QuDboFsdISdtUl2Lqrnn1698p2OCIi0oNkchqziGSJCiAiea3Vrf/c/Ul33xE+XUDQV6NbioV77VaqSZWIiLSTkl2RHKUluyJ5q6mt/4a0MP5LwD9TnpeEOyAsMLMzmjupq3ZKiGuvXRER6aCMTmMWkexQZVckr7Vl679goNnngSnAR1JeHu7uG81sNPCEmb3q7m/udUH32cBsgClTpmTsX51YaVDZLVdHZhERaSdVdkVERHJLW7b+w8ymA/8NnO7ue8qm7r4x/HU1MB+YnMlgWxMLK7vqyCwiIu2lZFckBzmOqUWVSL5qdes/M5sM3EqQ6FakvD7AzCLh48EETSRTG1t1uX6RIvpFilTZFRGRdtM0ZhERkRzi7vVmltz6rxC4I7n1H7DI3ecANwD9gD+Fe3Kvc/fTgQnArWaWIPhC/EeNujhnRaw0QoXW7IqISDsp2RXJQe5qUCWSz9qw9d/0Zs57Fjgks9G1XywaoULdmEVEpJ00jVlERES6tXi0RN2YRUSk3ZTsiuQgNWMWkVwSK41QvnUXrlbzIiLSDkp2RUREpFuLR0vYXZ9g6676bIciIiI9iJJdkRwUrNnVol0RyQ17th9SR2YREWkHJbsiIiLSrcVKIwBatysiIu2iZFckR6muKyK5Ip6s7Kojs4iItIOSXZGcpCYuIpI7VNkVEZGOULIrkqO0ZFdEckXfSBH9IkWUa82uiIi0g5JdkRyk3TlEJNfEohEqa1TZFRGRtlOyK5KjVNkVkVwSLy1RZVdERNpFya5IDlJhV0RyTSwaoVwNqkREpB2U7IqIiEi3F4+WULF1N651GiIi0kZKdkVykLtj2nxIRHJIrDTC7voEW3fWZzsUERHpIZTsioiISLcXC/fa1VRmERFpKyW7IjnIUYMqEckt8XCv3QrttSsiIm2kZFdERES6vXiysquOzCIi0kZKdkVykDtasSsiOSUWDSq7msYsIiJtpWRXREREur0+xUWURoo0jVlERNpMya5IDnLQol0RyTmxaIQKVXZFRKSNlOyKiIhIjxArLaFclV0REWkjJbsiOUp1XRHJNXFVdkVEpB2U7IrkIHfPdggikmVmdqqZrTCzVWZ2ZRPHv21my8zsFTObZ2YjUo6db2ZvhD/nd23kzYtHg8qu/o0TEZG2ULIrkqO0ZFckf5lZIXAzcBowEZhpZhMbDXsJmOLuhwIPAteH5w4Evg8cBUwFvm9mA7oq9paUlUaorU+wZWddtkMREZEeQMmuiIhI7pkKrHL31e5eC9wHzEgd4O5PuvuO8OkCYGj4+BTgMXevcvdq4DHg1C6Ku0XJvXYrarRuV0REWpfRZLe1KVThmM+G06iWmtm9mYxHJJ+osCuS14YA61Oebwhfa86XgH928Nwuk0x2y7dq3a6IiLSuKFMXTplCdRLBB+VCM5vj7stSxowDvgsc6+7VZhbLVDwi+UTL2UTyXlPfdzX5L4OZfR6YAnykPeea2cXAxQDDhw/vWJTtFCuNAKgjs4iItEkmK7utTqECvgzcHE6Twt0rMhiPiIhIvtgADEt5PhTY2HiQmU0H/hs43d13t+dcd5/t7lPcfUpZWVnaAm9JLBoku+rILCIibZHJZLct06DGA+PN7D9mtsDMmlwTZGYXm9kiM1tUWVmZoXBFcofjmDpUieSzhcA4MxtlZsXA2cCc1AFmNhm4lSDRTf2yeS5wspkNCBtTnRy+lnV9iosoLSmiQpVdERFpg4xNY6Zt06CKgHHARwm+OX7azA529/c+cJL7bGA2wJQpUzRBU0REpAXuXm9mswiS1ELgDndfambXAovcfQ5wA9AP+FP45dg6dz/d3avM7H8JEmaAa929Kgtvo0mx0ojW7IqISJtkMtltyzSoDcACd68D3jKzFQTJ70JEpMPc1aBKJN+5+yPAI41euzrl8fQWzr0DuCNz0XVcPFqibswiItImmZzG3OoUKuCvwAkAZjaYYFrz6gzGJCIiIj1YPFqiyq6IiLRJxpJdd68HklOolgMPJKdQmdnp4bC5wGYzWwY8Cfw/d9+cqZhE8oU7aMmuiOSiWGmEiq27cbWdFxGRVmRyGnNbplA58O3wR0RERKRFsWgJtQ0Jtuyso3+f4myHIyIi3VgmpzGLSJY4jmnVrojkoHhUe+2KiEjbKNkVERHppsyswMw+m+04upNYaQmA1u2KiEirlOyK5CoVdkV6PHdPEPS/kFCysquOzCIi0holuyI5SH1bRHLKY2Z2hZkNM7OByZ9sB5UtquyKiEhbZbRBlYhkjwq7IjnjwvDXS1Nec2B0FmLJut7FhZSWFFGhZFdERFqhZFckBzlKdkVyhbuPynYM3U08WqJpzCIi0ipNYxbJUdpnVyQ3mFkfM7vKzGaHz8eZ2SeyHVc2xUojmsYsIiKtUrIrkou0Zlckl/wOqAU+FD7fAPwwe+FkXzxaoq2HRESkVa1OYzazEuATwPHA/sBO4DXgH+6+NLPhiYiI5L0x7v45M5sJ4O47zfJ77kYsGqGyZjfuTp7/VoiISAtaTHbN7Brgk8B84HmgAigBxgM/ChPhy939lcyGKSLt4TimiRsiuaLWzHoTztkwszFAXpc1Y6Ul1DYkeG9HHQP6Fmc7HBER6aZaq+wudPdrmjn2MzOLAcPTG5KIiIikuAb4FzDMzO4BjgUuyGZA2Zbca7e8ZpeSXRERaVaLpR93/weAmZ3V+JiZneXuFe6+KFPBiUjHuKtBlUiucPdHgU8TJLh/BKa4+/xsxpRt8Wiw126F1u2KiEgL2jrP8bttfE1ERETSyMzuJkh233T3v7v7pmzHlG2x0rCyq47MIiLSgtbW7J4GfAwYYma/TDkUBeozGZiIdJyjyq5IDvkdcBxwk5mNBpYA/3b3X2Q3rOyJlYaVXe21KyIiLWhtze5GYDFwevhrUg3wrUwFJSIiIgF3f8LMngKOBE4ALgEOAvI22e1dXEi0pIgKVXZFRKQFLSa77v4y8LKZ3ePudV0Uk4h0krtjqLQrkgvMbB7QF3gOeBo40t0rshtV9sW0166IiLSixTW7ZvY3M/tkM8dGm9m1ZnZhZkITERER4BWgFjgYOBQ4ONyKKK/FoxHKa1TZFRGR5rU2jfnLwLeBn5tZFVAJ9AZGAG8Cv3L3hzMbooi0l9bsiuQOd/8WgJn1A75IsIZ3XyCSzbiyLV5awvNvVWU7DBER6cZam8b8LvAd4DtmNhLYD9gB7AOcrURXREQks8xsFnA8cASwFriDYDpzXiuLRqio2RUs29C3eyIi0oS2bj0E0B/4FPAw8ANgWUYiEhERkVS9gZ8BB7r7NHf/gbs/0dIJZnaqma0ws1VmdmUTxz9sZi+aWb2ZndnoWIOZLQl/5qT3raRPvLSEuganeodaioiISNNa23poPHA2MBPYDNwPmLuf0AWxiUgHuWc7AhFJF3e/wcwOAy4JK5hPhw0km2RmhcDNwEnABmChmc1x99QvqdcBFwBXNHGJne4+KV3xZ0o8mtx+aBcD+xZnORoREemOWqvsvg5MAz7p7se5+01AQ+bDEpHO0rQ+kdxgZl8H7gFi4c8fzOyyFk6ZCqxy99XuXgvcB8xIHeDua9z9FSCRobAzLhYNliyrI7OIiDSntWT3M8C7wJNmdpuZTQPtZyLS3amwK5JTLgKOcver3f1q4GiCBpLNGQKsT3m+IXytrUrMbJGZLTCzM5obZGYXh+MWVVZWtuPy6REvDSq75dprV0REmtFisuvuf3H3zwEHAvOBbwFxM/uNmZ3cBfGJiIjkO+ODs6oaaG/8fagAACAASURBVPmL56aOtec7sOHuPgU4h2A3hjFNDXL32e4+xd2nlJWVtePy6ZGs7FbWqLIrIiJNa23rIQDcfTvBFKp7zGwgcBZwJfBoBmMTkY5y1xQMkdzxO+B5M/tL+PwM4PYWxm8AhqU8HwpsbOvN3H1j+OtqM5sPTCbYbrBbKelVSLSkSJVdERFpVnu6MQPg7lXufqu7n5iJgEREROR97v4zgv11q4Bq4Ivu/vMWTlkIjDOzUWZWTNBosk1dlc1sgJlFwseDgWPpxrsvxKMlSnZFRKRZbarsikjP4oD6U4n0bGZWAlwCjAVeBX7t7vWtnefu9eHevHOBQuAOd19qZtcCi9x9jpkdCfwFGAB80sx+4O4HAROAW80sQfCF+I8adXHuVuLREio0jVlERJqhZFdERKR7uguoA54GTiNIRL/ZlhPd/RHgkUavXZ3yeCHB9ObG5z0LHNLxkLtWrDTC829tz3YYIiLSTSnZFclB7mqbLpIDJrr7IQBmdjvwQpbj6XZi0RIqanbh7tpuTURE9tLuNbsiIiLSJeqSD9oyfTkfxaMR6hqc6h11rQ8WEZG8k9Fk18xONbMVZrbKzK5sYdyZZuZmNiWT8YjkC0dVDpEccJiZbQ1/aoBDk4/NbGu2g+sOYtprV0REWpCxZNfMCoGbCdYZTQRmmtnEJsaVAl8Hns9ULCIiIj2Nuxe6ezT8KXX3opTH0WzH1x3Ew712leyKiEhTMlnZnQqscvfV7l4L3AfMaGLc/wLXA/qkEkkTrdkVkXwQjwaVXXVkFhGRpmQy2R0CrE95viF8bQ8zmwwMc/e/ZzAOERERyUFlpUFlt0KVXRERaUImk92mCku+56BZAXAjcHmrFzK72MwWmdmiysrKNIYokru0ZFdEcl1Jr0L26d2L8q2q7IqIyN4ymexuAIalPB8KbEx5XgocDMw3szXA0cCcpppUuftsd5/i7lPKysoyGLJIbnBvfYyISC6IRyNU1KiyKyIie8tksrsQGGdmo8ysGDgbmJM86O5b3H2wu49095HAAuB0d1+UwZhE8ohKuyKS+2KlJarsiohIkzKW7IZ7As4C5gLLgQfcfamZXWtmp2fqviKSsl5ARCTHxaIRKtWgSkREmlCUyYu7+yPAI41eu7qZsR/NZCwiIiKSe+LREipqdpFIOAUFmtEiIiLvy+Q0ZhHJEndXgyoRyQux0gh1DU71jtpshyIiIt2Mkl0RERHpsbTXroiINEfJrkiOUmFXRPJBPBrstVuuvXZFRKQRJbsiIiLSY8VKw8quOjKLiEgjSnZFcpA7WrMrInmhrDSo7GqvXRERaUzJroiIiPRYJb0K6d+nl/baFRGRvSjZFclBjmNatSsieSJWGumyNbuL11Zz85OrWLy2ukvuJyIiHZfRfXZFREREMi3Yazfzld35Kyr40p2LcJziogLuuehojhgxIOP3FRGRjlFlVyQHac2uiOSTWGkJFV1Q2b37ubU0uJNwqKtPsGD15ozfU0REOk7JroiIiPRosWiEiprdJBKe0fts2vZ+9bhXUQFHjx6U0fuJiEjnKNkVyVGq7IrkNzM71cxWmNkqM7uyieMfNrMXzazezM5sdOx8M3sj/Dm/66LumHhphPqEU72jNmP3qNlVx7J3tlJcaBQY3HbeFE1hFhHp5pTsiuSgzNY2RKS7M7NC4GbgNGAiMNPMJjYatg64ALi30bkDge8DRwFTge+bWbfO6uLRYK/dTHZkfvqNTdQ1ON+YPp6Ew9ad9Rm7l4iIpIeSXZEcpW7MInltKrDK3Ve7ey1wHzAjdYC7r3H3V4BEo3NPAR5z9yp3rwYeA07tiqA7KhYN9totz+Beu48vL2ef3r246PhR9O/Ti3nLyzN2LxERSQ8luyI5yF21XZE8NwRYn/J8Q/ha2s41s4vNbJGZLaqsrOxwoOkQKw0qu5UZquw2JJz5Kyo54YAyIkWFnHBAjCdXVNCQ4TXCIiLSOUp2RXKVCrsi+aypfwHampm16Vx3n+3uU9x9SllZWbuCS7c9ld0MdWR+aV01VdtrmTYhDsC0CTGqd9Tx4jrttSsi0p0p2RXJQao1iOS9DcCwlOdDgY1dcG5WRIoK6d+nV8amMT++vIKiAuMjBwRJ/YfHl1FUYDyuqcwiIt2akl0REZHcsxAYZ2ajzKwYOBuY08Zz5wInm9mAsDHVyeFr3Vq8tISKDE1jnre8nKmjBhIt6QVAtKQXR40eyLzlFRm5n4iIpIeSXZFc5JrFLJLP3L0emEWQpC4HHnD3pWZ2rZmdDmBmR5rZBuAs4FYzWxqeWwX8L0HCvBC4NnytW4tFI5TXpD/ZXbd5B29UbNszhTlp2oFxVlVsY+3m7Wm/p4iIpIeSXRERkRzk7o+4+3h3H+Pu14WvXe3uc8LHC919qLv3dfdB7n5Qyrl3uPvY8Od32XoP7RErLaEiA2t2k1OVp0+IfeD16WHy+7iquyIi3ZaSXZEc5ICZarsikj/i0QiVNbtJpLlD8rzXyxkb68eIQX0/8PrwQX0YF+unLYhERLoxJbsiIiLS48WjJdQnnKodtWm75tZddTy/uoppjaq6SdMmxHnhrSq27qpL2z1FRCR9lOyK5CB315pdEckrsdL0bz/075WV1Cd8z5TlxqZPiFGfcJ5akd19hkVEpGlKdkVERKTHi0VLAKhIY5OqecsrGNCnF4cPH9Dk8cnDBzCwb7GmMouIdFNKdkVyULBmN9tRiIh0nXg0qOymq0lVfUOCJ1dUcMIBMQoLmv4HtbDA+OgBZTy5opL6hkRa7isiIumjZFdERER6vLI905jTU9l9cd17vLejbq8thxqbPiHOlp11LF5bnZb7iohI+ijZFclRKuyKSD6JFBUyoE8vKmrSU9mdt7ycXoXGh8cPbnHc8eMG06vQmPe6tiASEelulOyK5CBP784bIiI9QjxakrbK7uPLyzlq1CBKS3q1OK60pBdHjx60Zz9eERHpPpTsiuQo7bMrIvmmrDSSljW7azZt583K7c1uOdTYtANjrK7czlubtnf63iIikj5KdkVykKPSrojkn3i0JC3dmJNV2ua2HGosua5XXZlFRLoXJbsiOUp1XRHJN/FohIqa3SQSnfvCb97yCsbH+zFsYJ82jR82sA8HxEs1lVlEpJtRsiuSg7RmV0TyUay0hIaEs3l7bYevsWVnHQvXVLXahbmxaRNiLFxTzZYddR2+t4iIpFdGk10zO9XMVpjZKjO7sonj3zazZWb2ipnNM7MRmYxHREREcteevXY70ZH5qZWV1Cec6W1cr5s0bUKchoQzf6W6MouIdBcZS3bNrBC4GTgNmAjMNLOJjYa9BExx90OBB4HrMxWPSD5xR/OYRSTvxKIlAFR0oiPzvOXlDOxbzKRhA9p13qRh/RnUt5h5y7OX7C5eW83NT67Snr8iIqGiDF57KrDK3VcDmNl9wAxgWXKAuz+ZMn4B8PkMxiMiIiI5LFYaVHbLO9iRub4hwfwVlUyfEKewoH3fGBYWGCccGOPRpe9S15CgV2HXrhRbvLaac25bQF1DguKiAu656GiOGNG+hF1EJNdk8l/iIcD6lOcbwtea8yXgn00dMLOLzWyRmS2qrKxMY4giuctU2hWRPFNWmpzG3LHK7qK11WzZWdfuKcxJ0yfE2LqrnkVrur6yumD1JnbXJ0g41NUnWLB6c5fHICLS3WQy2W3qf9pNts0xs88DU4Abmjru7rPdfYq7TykrK0tjiCIiIpIrIkWFDOxb3OHK7rzl5RQXFnD8+I79X+P4cWUUFxZkZQui3r0K339ixtGjB3V5DCIi3U0mk90NwLCU50OBjY0Hmdl04L+B092985vjiQjujqmwKyJ5KFYaobyDa3bnLa/gqNED6Rfp2CqvvpEijh4ziHmvd+26XXfnH6++y+C+xYyP96PQjJGD2rZtkohILstksrsQGGdmo8ysGDgbmJM6wMwmA7cSJLpqXygiIiKdEouWUNmBbsyrK7exetN2prdzy6HGpk+I8dam7ayu3Nap67THM6s2sXhtNd88aTy/PvcI6hIJZj+9usvuLyLSXWUs2XX3emAWMBdYDjzg7kvN7FozOz0cdgPQD/iTmS0xsznNXE5E2kHNmEUkX8U7WNlNdlGe1sH1ukknHhj7wPUyzd258bGV7L9PCWdNGcrYWD9OP2x/fv/sWjZv04Q5EclvGW0V6O6PuPt4dx/j7teFr13t7nPCx9PdPe7uk8Kf01u+ooiIiEjzYtEIldt205Bosk1Isx5fXs6B+5YydEDnpv8OHdCHA/ct5fEuWrf79BubeHHde3zthLFEioJ1u5edOI7d9Q3M/requyKS37q2L76IdBmt2RXJb2Z2qpmtMLNVZnZlE8cjZnZ/ePx5MxsZvj7SzHaGM66WmNktXR17Z8SjJTQknKrttW0+Z8uOOhatre50VTdp+oR40Nl5R11artccd+fnjwdV3c9Oeb9Nyp7q7nNr2aTqrojkMSW7IjnI21fQEJEcY2aFwM3AacBEYKaZTWw07EtAtbuPBW4Efpxy7M2UWVeXdEnQaRIrLQHat9fu/JUVNCScaZ1cr5s0bUKMhoQzf2VmpzL/O6zqXnriWIqLPvhfullhdfc2VXdFJI8p2RXJUdpnVySvTQVWuftqd68F7gNmNBozA7grfPwgMM2s588JiUWTe+22Pdl9fHkFg/sVM2lo/7TEcNjQ/gzuF+HxDK7bTVZ1h/TvzVlHDNvruKq7IiJKdkVykje9pbWI5I8hwPqU5xvC15ocEzaV3AIkN2cdZWYvmdlTZnZ8poNNp3g0qOxWtLFJVV1DgvkrKjjhgBgFBenJ9QsKjBMPLGP+igrqGhJpuWZj/35jEy+te49LT9i7qpt02TSt3RWR/KZkVyRH9fz6jIh0QlP/AjT+Fqy5Me8Aw919MvBt4F4zi+51A7OLzWyRmS2qrKzsdMDpUtYvqOy2tSPzwjVV1OyqT9sU5qRpE+LU7Kpn4ZqqtF4XPljVPfOIoc2OG1PWjxmThvD759Z0i+ruwjVV3PzkKhavrc52KCKSJ5TsiuQgrdkVyXsbgNS5rUOBjc2NMbMiYB+gyt13u/tmAHdfDLwJjG98A3ef7e5T3H1KWVlZBt5CxxQXFTCwbzHlbZzGPG95BcWFBRw/bnBa4zh+3GCKiwoysgXRUysrW63qJs06cSy19YmsV3cfW1rOWbc8x0/mruDc3y5QwisiXULJroiISO5ZCIwzs1FmVgycDTTey34OcH74+EzgCXd3MysLG1xhZqOBcUCPmgcbK420aRqzuzNveTnHjBlE30hRWmPoU1zEh8YMYt7ycjyN30AGVd03Wq3qJqVWdytrslPdTSScH/5jGRBMHaitT7Bg9easxCIi+UXJrkgOcjSNWSSfhWtwZwFzgeXAA+6+1MyuNbPknva3A4PMbBXBdOXk9kQfBl4xs5cJGldd4u7pn4ubQbFoSZsaVL1ZuZ01m3cwPU1bDjU2bUKcNZt38Gbl9rRd86mVlSxZ/x6zmujA3JzL9lR330xbHO3xu2fXsLZqB0XhmuiEw8H77zUzXkQk7ZTsioiI5CB3f8Tdx7v7GHe/LnztanefEz7e5e5nuftYd5/q7qvD1x9y94Pc/TB3P9zd/5bN99ER8dJIm7Yemre8HIAT07xeN2nagbEP3Kez3J0bw6ruZw5vvaqbNLqsH2dMGsLdC9Z2eXV3xbs1/PhfrzPtwBj3X3w05x0zgkKDBxZtSGvFW0SkKUp2RXJQ8P8HlXZFJD/FoyVs2lZLQ6LlZGre8gom7BdlSP/eGYlj//69mbhfNG3rduevrOTldlZ1k5Jrd299quuqu7vrG/jGfS8RLSnix2ceyhEjB3LtjIO5/JQD+Mer7/CXl97uslhEJD8p2RUREZGcEotGaEg4m7c3X8Ws3l7LorVVGZvCnDR9QoxFa6uo3l7bqesk1+oOHdC+qm7S6LJ+nDF5CH94fm279iDujJ89upLX363hx585lMFhl2yAr3x4DFNHDuT7Dy9lfdWOLomlNYvXVqtTtEgOUrIrkpNca3ZFJG/FSlvfa/eplZUknLRvOdTYtAlxEg7zV3auujt/RVjVbUMH5uZcduK4YO3uU5nvN/bsm5uY/fRqzjlq+F6/x4UFxk8/exgOXP7Ay61W4DNt8dpqZs5ewA1zV3DObeoULZJLlOyKiIhITolHgypiSxXMx5eXU1Ya4dAh+2Q0lkOG7ENZaYTHOzGVObmv7tABvflMGzowN2fU4L5dUt3dsrOOKx54mZGD+nLVxyc0OWbYwD5cO+MgXlhTxa1ZapyV9LeXN1LbkABgd32C+SvSv12UiGSHkl2RHOSuFbsikr9i0aCyW95MZbeuIcFTKys58YAYBQWZ/deyoMCYdmCMf6+opLY+0aFrzF9RycsbtnDZiWPpVdi5/7p9/cRx1DU4t2awunv1w69RXrObGz83iT7FzW/p9KnJQ/j4Iftx42Mree3tLRmLpyUbqnfw8JJg7XDyr8Kjy8rZWduQlXhEJL2U7IqIiEhOKQvXhzbXkXnhW1XU7KpnWobX6yZNmxCnZnc9C9e0fwenoANzUNX9dAfW6jY2cnBfzpg0hD8syEx19+Elb/Pwko18Y9o4Jg3r3+JYM+O6Tx3MwL7FfOO+l7o8wazaXst5d7xAQ8K58bOTuPzkA7ji5PGsLK/hsj++RH1Dx76cyAStKRbpGCW7IjlKa3ZFJF8VFxUwqG8xFc1ss/P48gqKiwo4btzgLonnuLGDiRQV8HgHtiB6ckUFr6Spqpt02YljqU+kv7r79ns7ueqvr3H48P587aNj2nRO/z7F/PSsSbxZuZ0f/XN5WuNpyY7aei68cyEbqnfy2/OP5FOHD+HSE8Yy68Rx/OD0g3h8eTlX/fW1brE90sI1VXz21ue4Ye4Kzv2t1hSLtIeSXZEclP2PZhGR7CorjVDRRGXX3Zn3ejnHjhnU4hTbdOpdXMixYwczb3lFu5KnZAfmYQPTU9VNGjm4L5+aHFZ327AfcVskEs7lDywhkXBu/NwkitqRmB83bjAXHjuKu55b2yXrZesaElx6z4u8suE9bpo5mamjBn7g+HnHjGTWCWO5b+F6bnxsZcbjacmuuga+9+dX9zTx2lWX4OmVlVmNSaQnUbIrkqNMq3ZFJI/FoyVNrtl9s3Ibazfv4MQMd2Fu7MQDY6yr2sGqim1tPueJ18Oq7gnj0lbVTZp1QlDdvSVN1d3fPrOaBaur+P4nD2LEoL7tPv87px7A+Hg//t+Dr1DVyW2aWuLuXPnQqzy5opIfnnEIpxy0b5PjLj95PJ+bMoxfPrGKuxeszVg8Ldmys47z7niBNyq2UVTw/qf63199J6O/Rx2xaE2VpllLt6RkVyQHdYdpVyIi2RSPRppck5rsijztwK5Zr5uUXB/c1q7MqVXdTx0+JO3xJKu79zzf+eruso1buWHuCk45KM5ZUzpWgS7pVcjPPzeZLTvq+N6fX83Y59j1c1fw0Isb+Ob0cZxz1PBmxyXXE0+fEOPqh1/jn6++k5F4mlOxdRefu/U5XlpXzS/OnsT9XzmGK045gP869QDWV+3gzFueZUN199ij+OePr+TMW8Jp1tq6SboZJbsiOUprdkUkn8VKS6is2b3XHq7zlpczcb8o+/fv3aXx7LdPbw7aP8q8Nq7bfeL1Cl59OzNV3aTk2t3OVHd31TXwzftfon+fYv7v04dinfjwmbh/lCtOGc+/lr7LnxZv6PB1mvO7/7zFb+a/yTlHDecb08a1Or6osICbZh7O5GH9+cZ9S1iwenPaY2rK6sptfPo3z7Kuage3n38kMyYN4YgRA7j0hLF89aNjuftLR1FZs5vP/OZZVrxb0yUxNWV3fQNX/fVVfv74G3te21WfYO7Sd7MWU1OC5l5vKAnPU0p2RXKQ6roiku/i0QgJh83b3p/KXL29lsVrq5neRV2YG5s2Ic6L66pbnYKarOoOH9gnI1XdpBGD+vLpTlZ3r//XClaWb+OGMw9lYN/iTsd00XGjOXr0QH4wZynrNqevcvm3lzdy7d+XccpBcf53xsFtTsp7FxdyxwVHMnxQH7581yKWv7M1bTE15eX173HmLc+xo7aBP375aD48vmyvMVNHDeRPlxyDO5x1y7O88Fb7u3x31vqqHZx1y3P8YcE6Zkzan5JeBXu2brpnwVqeeL39zdgyYf6KCs665VlumLuSs2c/x+IOdETPNHXaziwluyIiIpJzknvtpnZkfnJFBQkPks5smD4hRsLhyddbnso8b3lQ1Z2Vxg7MzZkVVnd/89Sb7T73mTc2ccd/3uK8Y0bw0QPS8wVCQYHx089OoqDA+NYDS9Ky/c9/Vm3i2w8s4cgRA/nF2ZMpbOfeyv37FPP7C6fSN1LE+Xe8wPqqzEwffvqNSmbetoA+xYU8eMkxHNbC1k0H7hvloa9+iMH9Inzh9ud5tAurqU+8Xs4nbnqGtzZt59YvHMEvzp7MPRcdzeUnH8CvzzmckYP7cuGdi7hh7utZ3b7pX6+9y9fueZHk5I66Buc7D73S7JZk2bB4TRUzZz/HTx9Vp+1MUbIrkoPcUXsqEclrsdK999qdt7yCstIIhwzZJysxHbz/PsRKI8xroerl7vx83sqgqjs5c1XdpGR1997n17Wruvvejlou/9MSxpT15bunTUhrTEP69+aHZxzM4rXV/GZ++5PwVK+9vYWv3L2Y0YP7cdv5UyjpVdih6+zfvze//9JUdtU1cP4dL6S9QdTDS97mwjsXMnxgHx766ocYXdav1XOGDezDg1/9EAfuF+WSPyzmvhfWpTWmxhoSzk/mruDCOxcxpH9v/n7ZcXsafCWnWX/s0P146KsfYubUYdz85Jt84fYXqGxmC7BMqdpey2V/fIlL/rCYfaMRIkUFFBoUFRjrqnZw0s+e4qHFG7Le32TZxq18474l1DY4CQ86bT+2rHtNAXd3/v7KRn71RM+dBq5kV0RERHJOPKzsJjsy19YneGplJdMOjFHQzspeuhQUGNMmxPj3yk3U1jdd8Zq3vILX3t6a1n11W3PZieOoTzi/bmNi6e78919eY/O2Wn5x9mR6F3csgWzJjElDOP2w/fnFvDd4ef17HbrGus07uOB3C9mndy/uunAq+/Tu1amYxsdLuf2CI3n7vZ188c6F7Kit79T1ku545i2+cd8SJg8fwP1fOWbP3922GNi3mHsvOorjxpVx5Z9f5eYnV2Ukidu0bTdfuP15fvXkKs4+chh//tqHmu26XdKrkP/79KH85KzDeGl9NR//5dNdNtX6X6+9w8k3PsW/XnuHy08az9xvfYR7v3w03z75AO7/yjE8+q2PMD5eyuV/epmL7lqUlSpv9fZa/uevr/GJm55my646ehW+32n7jmfe4qZ5b7CrrqHL40rl7jz9RiXTf/YUs+59iZ882n2ngbdGya5IDnL3TjUJERHp6crCym6yI/MLb1WxbXd91qYwJ007MM623fU8/9bezY6SVd0Rg7qmqps0fFAfPnP4EO59YV2b/vP/l5fe5h+vvsO3ThrPwRmskv/vjIOJlUb41v1L2p1Ybtq2m/PueJ76RIK7LpzKvvu0PYFsyZEjB3LTzMm8uuE9vnbPi9R1Ypquu/Pjf72+Zy3x7zuYkPeNFPHb86ZwxqT9uWHuCn7wt2UkEulLeBeuqeLjv3yaxWurueHMQ/nRZw5tU4X8zCOG8pevHUvfSBEzb1vAbf9enbFqatX2Wmbd+yKX/OFF9t2nhL9ddhyXTQuauyWrzkeMGMCowX25/yvH8D+fmMh/3tzEST97ige7qMrbkHDuXrCWE346n3tfWMd5x4zkme+cyH0XB522b/n84UyfGOenj63kpBuf4tGl72al+vziumrOue35PVX55P8m6xqcS+99kWfe2NTlMXWGkl0RERHJOb0KCxjUt3hPZffx5eVEigo4buzgrMZ17NjBRIoKmNfEFkSPh1XdWSeMpaiLqrpJs04YRyLhrU4bXl+1g6sfXsqRIwdwyUfGZDSmffr04iefPYy3Nm/nun8sb/N523fX88XfLeTdrbu4/fwjGRtrfUpwe5x80L788IxDmL+ikisf6tg2SfUNCb7z4Cv8Zv6bzJw6nF+fe0SHp1gDFBcV8LPPTuJLx43izmfX8PX7XmJ3feeqg+7Ob59ezdmzF9C7VyF/+dqxnDVlWLuuMWG/KA/POpaTJ8a57pHlXPKHxWzdVdepuBr756v/v737jo+qShs4/ntSICChJdJrIPQOIr1KsSEiKIodFxGwrAiyr++6ru6+7ouKur6gIlgWYQFBlEWKgEBoQXoghBJCL4m0AEpNzvvH3OAQZiZDMj3P9/PJh5m55w7PPfeee+6Zc+65x+gxbgWLko/zSs86zBnWnnoVSjpNHx4mDO5QkwUvdqJuhWhe+WYrT3+5nuOZ3uvl/XnfKe75aBV//m479SpE88MLHXijT0NKFY+81hjv3agiEwa1ZNozt1MsMpwhUzby+Oc/39SzuQti5/GzPPPVBvpNWMOejHP85d4GTHy8JUUjbcPAI8OFq1mGRyev45HPEtl0MDiGNUf4OwCllOfpbMxKKWWbpCrj7EWMMSzdmU772rFeGXJ7M4oVCadD7ViWpKTzl3sbXBuFY5uB2fe9ujlsvbtVmPbzQZ7rUsvhUNqsbMPLM7cAMO7BZjc90VN+tKsVyx86xjExIY3u9cvRrZ7rnvnLV7MZ+vVGdhw7y8THWtKyehmvxPXI7dXIOHeRD5bsoVzJorzau57b6164nMWIaZtYujODF7rH88c74j0yGissTPjvu+tTLrooby/YyenfLvPpY60oUfTmL/fPXrzC6G+SWJh8nN4NKzB2QBNKRuVvGHjJqEgmDGrB5FX7+MeCndz70SomDGpBw0oFGxVw8vwlXp+bzA9Jx2hcuRTTBrShboVot9evGXsLM4a05cs1BTDcGQAAGQRJREFU+xm7aCc93l/B6/c0oH/LKh4bHXc88yL/Mz+FuVuPUqlUFOMfacFdjSu4/P52tWP54YWOfJ14gHGLd9P7gwSeal+DF7rHE53PfeDKgZO/8v7i3Xy/9SglikbwSs86PNW+JrdYx83UZ9qQmHaSNnExNKpckqmJBxm/LJV+E9bQo0F5Rvas4/LHBX/Tnl2llFJKhaTyJYuSce4SezLOc+jUBbr76ZFDuXWvX57Dpy+wO/33HpvFO9JJPnqW57vF+7xXN8fwrrVd9u5+mrCX9ftP89c+DalatrjP4rJdTEczelYSJ847n+woO9swetZWVu45wdv9Gnt9yPqL3eN55PZqfLx8L1+s3ufWOmd+u8yjk9fx064M3urbiJd71PHobUciwrOda/HugKYkpp1i4MS1LvPMkR1Hz9Lno1UsTknnv++uz8ePtsh3Q9c+rmc6xjF9SBsuXsmi34Q1zFx/KN/fN3/bMXq+n8CPyccZ1asuc4a1u6mGbo6wMOHpDjVZ+GIn6lcoyahZSR7p5b10NYvxy1Lp9t5yFiYf54Xu8Swd2YW7m1R0a39HhofxVPuaLH+lC/1bVmHSqn10fXcF32w45LEh6ulnL/LanG10f28FC5OP82ynWqwc3ZUR3eKvNXSB64aBF40I5+kONUkY3ZVXetYhce9J7vxwJS9N38yBk796JC5P08auUqHIgN6yq5Qq7MpFFyX97EWWpNhmP+6eR6+gr+Q0unPiynmubvWY4vRtVslvcdn37ua+2N9+JJNxP+7m7sYV6efFZ/86UjQinA8GNuPsxauMmZ3kdNjw2wtS+G7LUUb1qsuDNzncNj9EhLfua0SvhuV5c94O/rP1qMv0xzIvMOCTtWw7nMn4R1rwWJvqXoutf8sqfPZ4S1IzztP/4zVuP7P4mw2HuH/Cai5cyWL6kDY80zHOo43xVjXK8sMLHWlVowyjZycxetbWm5qM6eT5SwyfuolhUzdRuUwx5j3fkeEeGPZfI/YWpg9pwxv3NiAx7RQ93l/BzA2HbnqIujGGJTvS6fl+Au8s2kWn+FtZ+nJnXu5RJ1+jSmJKFOUfDzTh++HtqVq2GKNmJdHv4zX5nrQNbBNkvT0/hU5jlzFj/SEebl2NhFFdGXNnPUoXd+9Z2bcUjWBEt3hWvtqVZzvVYmHycbq/t4LX5mwr8KRfxhhWp3ruvmBt7CqllFIqJJUvGcWJ85f4MTmdRpVLemySooIqXzKKxpVLsdRq7C7ekc6OY/7t1c0xoputd/cTu+fuXricxYvTNxNTogh/v7+RXyZArFehJK/2rseSlAymO+gR/Cwhjc9W7uOJttUZ1sW79xLbCw8TPhzYnNuql+XlmVucXqSnZpzjgQlrOJZ5kS+fvo27Glf0emzd6pVn6jNtOP3bFR74ZA3JRzOdpr14JYsxs5MYNSuJltXLMO/5jtxWo6xX4ootUZR/PX07z3erzcwNh7l/whr2n8i7V/CHpGP0eD+BxTvSGdWrLt8+l7/eXGfCwoQn29dk4UsdqV+xJKNnJfHkF+s5lnnBrfX3/nKeJ79YzzP/2kBkeBhTBrfmk8daemQURJMqpZk9tB3vDWjKkTMXuG/8akbP2npTj3U6f+kq/1y6h05jlzFxZRp3N67ITyO78FbfRteeS36zShcvwpg767FiVFcGtq7KjPWH6DR2GW/PT+H0TT6eKzvbsCj5OH0nrGHQpHX5iscRbewqFaJEn7SrlCrkypWMItvAlkNnAqZXN0f3+uXYfOgMv5y7xAdL9lDDz726OaqWLU7/ltf37v5jQQp7f/mV9wY0c7vnxxuealeD9rVjePM/O9hn1zias/kwf5+fwt2NK/L6vQ193hiPigznsydaERdbgmenbGT7kesblRsPnKb/J2u5nGWYPqQN7Wr5bpK0ltXLMGtoWyLChIGfJrJ2742zgB84+Sv9Jqxh+vpDjOhamymDb782m7m3hIcJI3vW5YunbuNY5gXu/WgVC7c7fsbsifOXGDZ1I8OnbaJqmWLMe6GDR3pznakecwvT/2Dr5f153yl6jktg5nrnvbznLl7h7fkp9P4ggU0HTvPnexqw4MWOdIy/1aNxhYUJD7Sswk8jO/NspzjmbD5Ct3eXM2llmstZwS9eyWLyqn10HruMcYt307ZWDIte6sS4h5pRLcYztyOULxnF3/o25qeRXbi7cUUmrkyj09hl/HPpHs5fcj2T+tWsbOZsPkyvDxJ4dspGTv16ib/1beSRuMDLjV0R6S0iu0QkVUTGOFheVERmWMvXiUgNb8ajVGGhE1QppQpSB4vIn6zPd4lIL1/G7Unl7C7Y7/DzI4dyu6N+eYyB1+ZsC5he3Ry/37ubyvJdGXy19gBPt69Jh3j/zmQdFia8O6ApRSLCeGnGFq5k2Z6dPOqbJNrGxTDuoaY+mTTLEftn+T75xfprw4Z/2pnOoEmJlCoWybfPtfPqo5qciS8fzezn2lGhVBRPfP4z87cdu7bsx+Tj3PPRKo6cucDnT7bilV51fZqHXeuWY97zHYi79RaGfr2R/5mfcl3DbV7SUXq+n8CSHRm82rses59rR53ynuvNdca+l7dBpZKMnp3EE1+s5+iZ33t5s7MN3246TLf3VvBpQhr3N6/MT690YXCHml59RnZ0VCR/uqs+C1/qRPPqZfjbDync+eHKGx4JdDUrmxnrD9Lt3eW8NW8H9SpG893w9kx8vJXX8rBaTHHGPdSMhS92om2tGMYt3k3nscuYvGrfDcPVL17JYkriAbq8u5w/ztiKCHw4sBnLRnbhUQ8O8RdvPb9JRMKB3UAP4DCwHnjYGLPDLs0woIkxZqiIDATuN8Y85Op7W7VqZTZs2OCVmJUKFY3+soiHbqvKn+9p4O9QlAp4IrLRGNPK33F4UkHqYBFpAPwbaA1UApYAdYwxTm+sC9S6ecuhM/Qdv5oSRcP56qnWtPTSsMz8MMbQ8q0lnPrtMhVLRbFydNeAaewCjJmdxKyNhykSYXuE0+KXOxfo0TieNC/pKCOmbaZTfCxr005SqXQx/vN8hwJPouQJqRnn6f/JGqIiwmhQqRTLd2XQoFJJvniytdd7S/Ny5rfLDP5qA5sOnmZwh5okHTrDz/tP06RKKcY/0sKnk47ldulqFn+bl8KUxAPUrxBN65pl2Z1+jrVpp2hapRTvDmhKvA8auY5kZxu+XneAt+fvJCJMeKxtNc5dzGLdvpPsTj9P06ql+WufhjSrWtrnsRljWJqSwZvzdnDw1G/0alie+5pWZkHyMTbuP83RzIs0rVqa0b3q0t4Pj13bfPA07yzaxZq9J6lUKoq+zSsRERbG6d+usDD5OL+cu0SzqqUZ3rU23euVI8zuhxZP1c3efPRQayDVGJMGICLTgfuAHXZp7gPesF7PAv5PRMR4+QnK249k8scZW7z5XyjlV79edj1kRCkV8vJdB1ufTzfGXAL2iUiq9X1rfRS7x2RYE6Wcv5TFoMnrmPpMG689iuZmbTp4hkzreaMnzl9i6+HMgIkNoHOdW5m+/hBXL2dxNfsSyUfPBkx89zSpxDcbDrFit60n63jmRfaknw+I+GqXK8Grvevxp2+3cfxsBmECr/au5/eGLtjur/x68O08Onkdk1baZo8ODxP+6656fm3ogm0Ssrf6NiKmRBE+WLKHlOPnAHj09uq80aeBX38ICgsTHm9bgy51yvHc1A1MWJ52bdnwrrUY2aPudY00XxIR7mhQng7xsUxetY8Pl+xhUbJtLgABXu1dl6Gda/nlPnuA5tXKMO0PbVideoK/zE2+Lu+aVC7FhwOb0TYuxqvxebOxWxmwn0HgMHC7szTGmKsikgnEANf1w4vIEGAIQLVq1QocWFRkOPHlPfuAcaUCSZ0K0dzTxPuTXyilAlZB6uDKQGKudW+YftfTdbM37Mk4h2C7tePK1WwS004GRIMIIDHt5LV7ALOzTUDFBpB24tdreZeVFVh5B9C0amkSdp/AYBuuGUjxnfr1MmEC2cbW4Eg6nOnx+zfzq1iRcLrUvZVNB07bbnkyho0HztAmzr9D1HNEhoddy7swgYqlowJmxEO1mOLc2agiO46ewwDhAsWLRPitoWsvKjKc4V1rc+7iFT5dkYaB34/BAHg8R/vasdzfvBLvLtp9LbZejSr45P51bzZ2HeVs7h5bd9JgjJkITATbUKmCBla7XAkmDGpZ0K9RSimlAlVB6mC/1M3e0CYulqKRqVy5mk1kRBht4mL8HdI1beJiKBIRFpCxgS2+opGBG1/nOuWYmJAWkPEF+r5tVyuW8Vou8qVtrcA9pwD0aFCBL9fsD8j4/HU+9uY9u22BN4wxvaz3fwIwxrxtl2aRlWatiEQAx4FbXQ1jDtT7gpRSSgWnEL1nN991MDDGPq19Omf/XyDXzRsPnCYx7SRt4mICpucvRyDHBhpfQQRybBDY8QVybKDxFcTNxOaputmbjd0IbJNjdAeOYJsc4xFjTLJdmuFAY7vJMfoZYx509b2BXKEqpZQKPiHa2M13HSwiDYFp/D5B1VIgPhgnqFJKKRWcAn6CKuv+nxHAIiAc+NwYkywibwIbjDFzgcnAFGvyi1PAQG/Fo5RSShUWBamDrXQzsU1mdRUY7qqhq5RSSgUqr/Xseov+eqyUUsqTQrFn19e0blZKKeVJnqqbA2N6M6WUUkoppZRSyoO0sauUUkoppZRSKuRoY1cppZRSSimlVMjRxq5SSimllFJKqZATdBNUicgvwAEPfV0scMJD3xWKNH9c0/xxTfPHNc0f13yZP9WNMbf66P8KSSJyDtjl7zg8JJTKZqhsS6hsB+i2BKJQ2Q4IrW2pa4yJLuiXeO3RQ97iyQsSEdmgM3A6p/njmuaPa5o/rmn+uKb5E3R2hcr+CqVjL1S2JVS2A3RbAlGobAeE3rZ44nt0GLNSSimllFJKqZCjjV2llFJKKaWUUiGnsDd2J/o7gACn+eOa5o9rmj+uaf64pvkTXEJpf+m2BJ5Q2Q7QbQlEobIdoNtyg6CboEoppZRSSimllMpLYe/ZVUoppZRSSikVgkK+sSsivUVkl4ikisgYB8uLisgMa/k6Eanh+yj9x438eVlEdohIkogsFZHq/ojTn/LKI7t0/UXEiEhIzILnLnfyR0QetI6jZBGZ5usY/cmNMlZNRJaJyGarnN3ljzj9QUQ+F5EMEdnuZLmIyD+tvEsSkRa+jlFdL1TqVBGpapW7FOu89KKDNF1EJFNEtlh/r/sj1ryIyH4R2WbFeMPspcFSjkSkrl1ebxGRsyLyUq40AbtPHJ3PRKSsiCwWkT3Wv2WcrPuElWaPiDzhu6gdc7It74jITusYmiMipZ2s6/J49CUn2/GGiByxO4Yc1rnuXvv5ipNtmWG3HftFZIuTdQNmn1jxODz/eq28GGNC9g8IB/YCcUARYCvQIFeaYcAn1uuBwAx/xx1g+dMVKG69fq4w5Y+7eWSliwYSgESglb/jDqT8AeKBzUAZ6305f8cdYPkzEXjOet0A2O/vuH2YP52AFsB2J8vvAhYAArQB1vk75sL8F0p1KlARaGG9jgZ2O9iWLsA8f8fqxrbsB2JdLA+6cmQda8exPQM7KPaJo/MZMBYYY70eA/yvg/XKAmnWv2Ws12UCcFt6AhHW6/91tC3WMpfHYwBsxxvAK3ms59a1n7+3Jdfy94DXA32fWPE4PP96q7yEes9uayDVGJNmjLkMTAfuy5XmPuAr6/UsoLuIiA9j9Kc888cYs8wY85v1NhGo4uMY/c2dYwjgLWyF9KIvgwsA7uTPH4DxxpjTAMaYDB/H6E/u5I8BSlqvSwFHfRifXxljEoBTLpLcB/zL2CQCpUWkom+iUw6ETJ1qjDlmjNlkvT4HpACV/RuV1wRjOeoO7DXGHPB3IO5ycj6zLw9fAX0drNoLWGyMOWXVk4uB3l4L1A2OtsUY86Mx5qr1NiiuB92oY5xx99rPZ1xti3WOfRD4t0+DyicX51+vlJdQb+xWBg7ZvT/MjZXZtTRWIc4EYnwSnf+5kz/2BmP7dbgwyTOPRKQ5UNUYM8+XgQUId46hOkAdEVktIoki4tdK3MfcyZ83gEdF5DAwH3jeN6EFhZs9RynvCsk61Rpq3RxY52BxWxHZKiILRKShTwNznwF+FJGNIjLEwfJgLEcDcX7hHgz7JEd5Y8wxsF3gA+UcpAnG/fM0zq8H8zoeA8EIazj2506GygbbPukIpBtj9jhZHrD7JNf51yvlJdQbu45+Tc49/bQ7aUKV29suIo8CrYB3vBpR4HGZRyISBrwPjPRZRIHFnWMoAttQ5i7Aw8AkZ/f6hCB38udh4EtjTBVsww2nWMeVKtzn50AUcnWqiJQAZgMvGWPO5lq8Cdsw2qbAR8B3vo7PTe2NMS2AO4HhItIp1/Jg2ydFgD7ANw4WB8s+uRnBtn9eA64CU50kyet49LePgVpAM+AYtuG/uQXVPsF2HeGqVzcg90ke51+nqzn4zOW+CfULqsNAVbv3VbhxiOC1NCISgW0YYX6GPAQjd/IHEbkDeA3oY4y55KPYAkVeeRQNNAKWi8h+bPdDzZXCM0mVu2Xse2PMFWPMPmAXtsZvYeBO/gwGZgIYY9YCUUCsT6ILfG6do5TPhFSdKiKR2C60phpjvs293Bhz1hhz3no9H4gUkYArm8aYo9a/GcAcbEMw7QVbOboT2GSMSc+9IFj2iZ30nCHj1r+ObuMJmv1jTQZ0DzDIWDdQ5ubG8ehXxph0Y0yWMSYb+AzH8QXTPokA+gEznKUJxH3i5PzrlfIS6o3d9UC8iNS0fikcCMzNlWYukDOTV3/gJ2cFOATlmT/WEN1PsTV0C9O9ljlc5pExJtMYE2uMqWGMqYHtPpY+xhi/z3bnI+6Use+wTXSGdVFSB9uEAoWBO/lzENv9aYhIfWyN3V98GmXgmgs8LjZtgMycIU7KL0KmTrXucZsMpBhjxjlJUyHnfmMRaY3tmumk76LMm4jcIiLROa+xTSKUe3bzYCtHTnupgmGf5GJfHp4AvneQZhHQU0TKWENqe1qfBRTrFqRXsV3j/OYkjTvHo1/lul/9fhzH5865LlDcAew0xhx2tDAQ94mL8693you7M2cF6x+2YYG7sc2q9pr12ZvYCivYLiy/AVKBn4E4f8ccYPmzBEgHtlh/c/0dc6DlUa60yylEszG7eQwJMA7YAWwDBvo75gDLnwbAamyzPW4Bevo7Zh/mzb+xDSO7gu3X2sHAUGCo3bEz3sq7bYWtbAXiX6jUqUAHbEPfkuzqt7tyHX8jgGSrbCYC7fwdt4PtiLPi22rFmrNPgrIcAcWxNV5L2X0WFPvEyfksBlgK7LH+LWulbQVMslv3aavMpAJPBei2pGK7VzKnvOTMul4JmO/qeAyw7ZhilYMkbI2rirm3w3p/w7ku0LbF+vzLnPJhlzZg94kVk7Pzr1fKi1grKaWUUkoppZRSISPUhzErpZRSSimllCqEtLGrlFJKKaWUUirkaGNXKaWUUkoppVTI0cauUkoppZRSSqmQo41dpZRSSimllFIhRxu7SimllFJKKaVCjjZ2lQoyIlJaRIa5WF5MRFaISLiLNEush3ErpZRSKh9E5AURSRGRqQ6WNReRSdbrJ0Xk/3ItXy4irVx893QRifd81EoVLtrYVSr4lAacNnaxPWz7W2NMlos0U/L4DqWUUkq5Ngy4yxgzyMGy/wI+KsB3fwyMLsD6Sim0satUMPoHUEtEtojIOw6WDwK+BxCRiiKSYKXdLiIdrTRzgYd9FK9SSikVUkTkEyAOmCsif8y1LBpoYozZ6sb39LHq6C0isktE9lmLVgJ3iEiEx4NXqhDRAqRU8BkDNDLGNMu9QESKAHHGmP3WR48Ai4wxf7eGNRcHMMacFpGiIhJjjDnpq8CVUkqpUGCMGSoivYGuxpgTuRa3Arbn+uwhEelg97629T1zsf0AjYjMBFZYn2eLSCrQFNjohU1QqlDQxq5SoSUWOGP3fj3wuYhEAt8ZY7bYLcsAKgHa2FVKKaU8pyLwS67PZhhjRuS8EZHl9gtFZDRwwRgz3u7jnHpaG7tK5ZMOY1YqtFwAonLeGGMSgE7AEWCKiDxulzbKSq+UUkopz7muLs6LiHQHBgBDcy3SelqpAtLGrlLB5xwQ7WiBMeY0EC4iUQAiUh3IMMZ8BkwGWlifC1AB2O+LgJVSSqlCJAVrmHJerHp6AvCgMSZ3w7YOkOzh2JQqVLSxq1SQse6xXW1NOOVogqofgZz7groAW0RkM/AA8KH1eUsg0Rhz1dvxKqWUUoWJMWYnUMqaqCovTwIxwBxrkqr5ACJSHtuw5mPei1Sp0CfGGH/HoJTyIBFpDrxsjHnMRZoPgbnGmKW+i0wppZQqHKwZms8ZYyYVYP2zxpjJno1MqcJFe3aVCjHGmM3AMmv2ZWe2a0NXKaWU8pqPgUsFWP8M8JWHYlGq0NKeXaWUUkoppZRSIUd7dpVSSimllFJKhRxt7CqllFJKKaWUCjna2FVKKaWUUkopFXK0sauUUkoppZRSKuRoY1cppZRSSimlVMj5f5TgipLHe468AAAAAElFTkSuQmCC\n", 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" ] @@ -238,15 +317,15 @@ } ], "source": [ - "t_0 = t[n_samples//3]\n", + "t_0 = t[n_samples//4]\n", "signal_step = np.heaviside(t - t_0, 1)\n", - "\n", - "_ = plot_signal_and_spectrum(signal_step, sample_rate, \"Step function $t_0 = {:g}ns$\".format(t_0 * 10**9))\n", + "fig, (ax1, ax2) = plot_signal_and_spectrum(signal_step, sample_rate, \"Step function $t_0 = {:g}ns$\".format(t_0 * 10**9), mask_bias=True);\n", + "ax2.set_xlim(0, 20);\n", "\n", "t_0 = t[n_samples//2]\n", "signal_step = np.heaviside(t - t_0, 1)\n", - "\n", - "_ = plot_signal_and_spectrum(signal_step, sample_rate, \"Step function $t_0 = {:g}ns$\".format(t_0 * 10**9))" + "fig, (ax1, ax2) = plot_signal_and_spectrum(signal_step, sample_rate, \"Step function $t_0 = {:g}ns$\".format(t_0 * 10**9), mask_bias=True);\n", + "ax2.set_xlim(0, 20);" ] }, { @@ -267,44 +346,27 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# diy DFT" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A simple DFT can then be implemented by splitting the sum in $\\eqref{eq:DFT}$ into two parts: $k$ even and $k$ odd.\n", + "# DFT\n", "\n", - "With a uniform sample space $t$, the label $t_k$ can be rewritten to $t_k = k \\Delta t$.\n", + "A naive implementation of a DFT is simple to setup by implementing Eq. (1)\n", "\n", - "This gives\n", "$$\n", - "f(\\omega) =\n", - " \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k})\\, \\exp{ \\left(-i \\omega \\, 2k \\Delta t \\right)}\n", - " +\n", - " \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k+1})\\, \\exp{ \\left(-i \\omega \\, (2k+1) \\Delta t \\right)}\n", - " \\\\\n", - " =\n", - " \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k})\\, \\exp{ \\left(-i \\omega \\, 2k \\Delta t \\right)}\n", - " +\n", - " \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k+1})\\, \\exp{ \\left(-i \\omega \\, 2k \\Delta t \\right)}\\exp{ \\left(-i \\omega \\, \\frac{\\Delta t}{N} \\right)}\n", - " \\\\\n", - " =\n", - " \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k})\\, \\exp{ \\left(-i \\omega \\, 2k \\Delta t \\right)}\n", - " +\n", - " \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k+1})\\, \\exp{ \\left(-i \\omega \\, 2k \\Delta t \\right)}\\exp{ \\left(-i \\omega \\, \\Delta t \\right)}\n", + "\\hat{f}(\\omega) = F(t) = \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N-1} f(t_k)\\, \\exp{ \\left(-i \\omega t_k \\right)}\n", + ".\n", "$$" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def naive_DFT( signal ):\n", - " \"\"\"Calculate DFT in a naive way, returns a complex DFT.\"\"\"\n", + " \"\"\"\n", + " Calculate DFT in a naive way, returns a complex DFT.\n", + " \"\"\"\n", + "\n", " N = np.size(signal)\n", "\n", " x_k = 2*np.pi/N*np.arange(N)\n", @@ -314,6 +376,111 @@ "\n", " return ft" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### DFT: Cooley and Tukey (or Divide and Conquer)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A smarter DFT (Cooley and Tukey) can be implemented by splitting the sum in Eq. (1) into two parts: $k$ even and $k$ odd.\n", + "\n", + "With a uniform sample space $t$, the label $t_k$ can be rewritten to $t_k = k \\Delta t = $.\n", + "\n", + "This gives\n", + "$$\n", + "F(t) = \n", + " \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k})\\, \\exp{ \\left(-i \\omega \\, t_{2k} \\right)}\n", + " +\n", + " \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k+1})\\, \\exp{ \\left(-i \\omega \\, t_{2k+1} \\right)}\n", + " \\\\\n", + " =\n", + " \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k})\\, \\exp{ \\left(-i \\omega \\, 2k \\Delta t \\right)}\n", + " +\n", + " \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k+1})\\, \\exp{ \\left(-i \\omega \\, 2k \\Delta t \\right)}\\exp{ \\left(-i \\omega \\, \\Delta t \\right)}\n", + " \\\\\n", + " =\n", + " \\frac{1}{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k})\\, \\exp{ \\left(-i \\omega \\, 2k \\Delta t \\right)}\n", + " +\n", + " \\frac{\\exp{ \\left(-i \\omega \\, \\Delta t \\right)} }{\\sqrt{2\\pi}} \\sum_{k=0}^{N/2-1} f(t_{2k+1})\\, \\exp{ \\left(-i \\omega \\, 2k \\Delta t \\right)}\n", + " \\\\\n", + " =\n", + " F(t_{even}) + F(t_{odd}) \\exp{ \\left(-i \\omega \\, \\Delta t \\right)}\n", + "$$" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def cooley_tukey_DFT( signal ):\n", + " \"\"\"\n", + " Calculate a DFT according to the Cooley and Tukey algorithm (radix-2)\n", + " also known as Divide and Conquer.\n", + " \n", + " It divides the terms into 2 streams with odd and even index.\n", + " \"\"\"\n", + " radix = 2\n", + "\n", + " N = np.size(signal)\n", + " \n", + " if N <= radix:\n", + " return naive_DFT(signal)\n", + " \n", + " if N % radix > 0:\n", + " raise ValueError(\"Provide a signal with N%{radix} == 0 values.\".format(radix=radix))\n", + " \n", + " # divide and conquer\n", + " DFT_even = cooley_tukey_DFT(signal[::radix])\n", + " DFT_odd = cooley_tukey_DFT(signal[1::radix])\n", + " \n", + " phase_terms = np.exp( -2j * np.pi * np.arange(0, N) / N )\n", + " \n", + " return np.tile(DFT_even, 2) + np.tile(DFT_odd,2) * phase_terms\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = 1e2 # Hz\n", + "if f > sample_rate/2:\n", + " print(\"Sampling a frequency above the sample_rate/2 gives problems\")\n", + "\n", + "signal_sine = np.sin( 2*np.pi*f*t )\n", + "\n", + "fig, (ax1, ax2) = plot_signal_and_spectrum(signal_sine, sample_rate, \"Single frequency at $f = {:g}$MHz\".format(f/10**6), fft=cooley_tukey_DFT)\n", + "ax2.axvline(sample_rate/2, color='r', label='Nyquist Frequency');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {