diff --git a/waves.ipynb b/waves.ipynb index 320e46b..378924a 100644 --- a/waves.ipynb +++ b/waves.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 42, "metadata": { "scrolled": true }, @@ -56,12 +56,16 @@ "\n", "def plot_signal_and_spectrum(domain, data):\n", " '''Plot the signal and spectrum in a stacked plot.'''\n", - " plt.subplot(121)\n", + " plt.figure(figsize=(10,6))\n", + " plt.subplot(211)\n", + " plt.axhline(color='k', linewidth=0.75)\n", " plt.plot(domain, data)\n", " \n", " freqs, mags = frequency_spectrum(data)\n", - " plt.subplot(122)\n", - " plt.plot(freqs[:Harmonics], mags[:Harmonics], 'x')" + " num_freqs = Harmonics * 2\n", + " plt.subplot(212)\n", + " plt.xticks(range(num_freqs))\n", + " plt.plot(freqs[:num_freqs], mags[:num_freqs], 'x')" ] }, { @@ -82,14 +86,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": {}, @@ -117,14 +121,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": {}, @@ -150,14 +154,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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zvXPHB/VhshzNlSVBYF3ZAS67bzlR4aE8e/2cHgNWoMtJimH3gWZcbt+cK0shS8QPtbvc3PjEalbuqOZvXzuZK2b5x3xWTspKVMiSwFZU0cA1D31MQkw4z15/KmNThnm7JK/LToyh3dU5DMIXKWSJ+Bm32/LjZ9fx1uYKfn3BZL877dop0RGhpMRFamkdCUi7DzRz1QMrCDGwaMGsgDzk3x++3oOtkCXiR6y1/Oa/m3h+zW5uOW8CV/nJjOxDJTsx2qfPNBLpj/0NrVz1wAoaWjp45BszyU2O9XZJPuPgNA6++rpXyBLxI3e8U8RDH+7g2tNy+e68cd4ux+fkJMX49Jw5In1V39LONQ99zO6aZh645hROzPDNSTe9JSMhmhADZQpZIjIQD3+4nb++uZWLp2Xy8y9MCupB7seSnRTDngPNtLvcPW8s4uMaWztY+OgqNu+t4+4rpzNztP8seTNUwkNDSI/33R5sTeEg4uPcbsutr23h3vdKOG9SGn+8ZGpAzG/jhOykGNwW9h5oIWeEfyxyK9KdvbXNLHi4gC376rjt0pOZNzHN2yX5rM4ebN8ci6mQJeLDahrb+PFz63hjUzlXnzqKn39xkl8ueTNUuq5lppAl/mrVzmq+8/hqGltdPHjNKZydF4ATXA2i7KRolhRWeruMbilkifigupZ2HvxgOw+8v53Gtg7+35cmcc1po71dls/LSuwcBLvngG9+qhU5ni376rjtja28samczIRonr1+JhNHDvd2WT4vMyGGyvpWWjtcRIaFerucwyhkiQyRqoZW/rtuL8WVDeyrbaG2uZ2IsBCiwkOJDAshMiyUDrebzXvrKKpowG3h/BNHcstnJjAhLc7b5fuFtOFRGAN7ahWyxPustWzYXcdbm8vZW9vMvrpW2jvcRIaHEBUWeuh7ZUMr63fXUlnfSlxkGLecN4FvnD6aYQGw3NVQSE/oXHuxvLbV53qwtQdFHLZhdy13vFPEW5vL6XBbhkeFkTY8isSYCOpbOqhqaKO1w0Vre+dg7Ykj4zh/cjrnnZDGlCydSdQXEWEhpAyLVE+WeJXbbVlcUMrDy3awZV89IQZS4iJJjYsiKjyExsYOWtvdtHa4aGl3Mzw6jDPGJzMlM56LpmWSEBPh7Sb4lcyEzh7s3QeaFbJEgkWHy83dS4u5/e1txEWFce1puVyan8149Uo5Kj0hmr21vjn7swS+vbXN/PCZdXxQVMXkzOH89sLJfPnkjGMu3iwDlx7f2ZO11wd7sBWyRBywv6GVhY+tYtXOGr50Uga/ueBEfTodIhnxUWwtr/d2GRKElhZWcNOTa2h3WX5/0RQum5mtqVaGwMHZ732xB1shS2SQHVz+YndNM7fPP1nL3gyxjIRolhZWYq3VPzgZMi+t3cMtT3/ChLQ47rpiumZlH0LREaEkxUawxwd7sBWyRAZRcWUDV92/gvrWDhZdN4tTcjV54FBLj4+iud1FbXO7eg9lSCxavpOfv7iBU3KTuP/qfB0a9IL0+Cj2+mBPlibcERkkRRUNzL93OW0uN08tnK2A5SVdB8GKOO2RZTv42b83MC8vlUe/MVMBy0syEqLZc8D3erIUskQGQXFlA5fdtxxrLU9+c7bWF/OidE/I2uuDb7gSWB79aAe/fGkjn5mUxt1XziAq3LfmaAomGfFRPjl1i0KWyABtLa/nsnuX43Z3BiydPehdGZ45c3zxDVcCx0MfbucXL27k3BPSuOPy6USE6d+pN2UkRFPf0kF9S7u3SzmM/ipEBqBgRzWX3L0MgCcXKmD5guTYSMJDjU8eOhD/Z63lz69v4Vcvb+KzJ6Zx1xUKWL7gUA+2jw1+11+GSD+9un4vV9y/ghHDInnu+jmald1HhIQY0uOjffJ0bvFvLe0ufvTsOu5cUsxlM7O564oZClg+ItPTg+1rYzF1dqFIHx1oauNXL2/ihTW7OSkrngeuOYXkYZHeLku6SI+P8smJCcV/rdpZww+fWUtJVSM3zRvHzedN0BQhPuTgXFm+NhZTIUukl0qrm3h2VRlPrNxFTWMb3ztnPDfMHadPsj4oMyGaFdurvV2G+Dm32/JRyX6eKSjlpbV7SI+P5vHrZnHauGRvlyZHSI2LJMT43oSkClkS9NpdbtbvrmXD7lrqmttpaHXR1uHGYml3udlzoIXS6ia2VTRgDJw2NpmffG4ikzN1BqGvSk+IYl9dCy63JTREvQ1ytANNbazcXs2u6ibqWzpoauvA5QaLpb6lg7KaJoorGzsXbY4K45o5o7n5vPHEaYoGnxQWGsLI4b53hqFClgStwn313P72VpYWVtLU5jp0fURoCBFhIRggNLRzfM/o5FgunJbJhdMyD83DJL4rPT4al9tSWd/KSM+6ZiJut+XldXu47/0SNu6pw9pPb4sKDyEspPN1HxMZSnZiDKePS2buxFQ+MylN0zP4gfQE3xuLqZAlQaeyvpU/vLqZF9bsZlhEGBdPz2TO2GSm5ySSGBtOZJjeTP1d1wlJFbIEYFlRFb/+zya27Ktn4sg4bj53ArPHjCBvZBzDIsPU4xkAMhKiWVd2wNtlHEYhS4LK6l01XL9oFTVN7Sw8YwzfPmssibFaeiXQpHvONOoc/J7o3WLEq6y13LW0mL+8UUh2Ygy3zz+ZL03NIEShKuBkxEfx+oYW3G7rM/vXkZBljDkfuB0IBe631t7qxPOI9MXTH+/i5//eSFp8JP/+zmlMyhju7ZLEIRmenixfO3QgQ6uxtYPvL17Laxv3ccHJGdx68VSiI9RTHagyEqJpc7nZ39hGSpxvnPE96CHLGBMK3AmcB5QBHxtjXrLWbhrs5xLprbuWFvGn1wo5Y3wy/7xsmhYODnDDo8IZFhmmCUmDWF1LO9c+9DFrdtXwsy+cwILTR2vKhQCX7hkasOdAs8+ELCfOPZ8JFFlrS6y1bcBTwAUOPE+fdLjcuN225w0loFhrue2NQv70WiFfPimDB685RQErSGQkRKknK0jVNLZxxX0rWFd2gLuumM51Z4xRwAoCGYdmffed170TISsTKO1yucxznde8vnEfeT9/jZKqBm+WIUPMWsvv/ruZf7xTxNfys/nb104mPFRzWgWL9Phon1tiQ5xXUd/C/HuXs7W8nnuvyuf8yeneLkmGyKfDBHznde+1/zjGmIXGmAJjTEFlZaWjz5UUG4HLbdntQ794cZbbbfnZvzdw/wfbuWZOLn+4eIrOHgoyGT54Orc4a29tM/P/tZzSmiYeuuYU5k5M9XZJMoQSY8L51lljfGoOQycGvu8GsrtczvJcdxhr7b3AvQD5+fmOHsc71IWoN9yg0Nbh5ifPr+P51bu5/uyx/OizeTpUEIQy4qPY39hGS7tLcxwFgZLKBr7+4Epqm9p5bMFMZoxK8nZJMsSMMfz0cyd4u4zDOBGyPgbGG2NG0xmu5gOXO/A8vZbmo9Pty+CrqGvh+sdXs2pnDd8/bwI3zhungBWk0j0frvbVtpCbHOvlasRJ72wp53tPfUJ4aAhPfHM2U7J8pydDgtughyxrbYcx5kbgdTqncHjQWrtxsJ+nL8JCQ0iNi2KPxmcELGst722r4ofPrKW+pYM7L5/OF6ZqLEYwy0j49EwjhazA1Nzm4q6lRdyxpIhJ6cP511UzyEqM8XZZIoc4Mk+WtfYV4BUnHru/dKZRYLLWsnpXDX99YyvLiveTOyKGRxfMZOJIzYEV7DLiPYNg9eEq4DS3uXhhzW5uf3sr5XWtXDw9k99fNEWHhcXnBM2M7+kJ0WzaU+ftMqQPqhvb2Lm/kbKaZmqb27HW4rbQ2NZBY2sH26saWV5STXVjGyNiI/jllyZx+awcLYsjAIeW09GHK//hdlvKapoprWli94FmWjvcYC3tLktjawe1ze2sLTvAJ6UHaHdZZoxK5B/zpzFrzAhvly7SraAJWZkJ0by1qRxrrcbo+LDG1g7+u34vzxaUsXJH9TG3CzGdp+jPzUtl9pgkPjclnWGRQfPnLL0QFR5K8rAIn5ozR7q3vaqRZ1eV8vzq3ceddiMyLISJ6cP5xumjOWt8CqeOHaH3c/FpQfNfKT0+itYOd2evxzDfmAlWDvfWpnJ++sJ6KutbGZMcy/fPm8CkjOFkJcaQGBOOMYYQAzERYUSFh+jNVXqUkRCtqVt8WEu7i9ve3Mp975dggDMnpPC9c8YzakQsmQnRREWEYDCEhxpiI8M0z534naAJWZ/OBNuikOVjGlo7+OWLG3ludRkTR8Zxx2XTmDk6SSFKBiw9PoqSykZvlyHdWF9Wy/88vYbiykYum5nD984Zf+gQr0igCJ6Q5RkEu/tAs09NVBbsqhpa+cbDH7NxTx03zRvHjfPGExGmT6syODISovlgW5WGCfiYJYUVfGfRahJiwnn0GzM5c0KKt0sScUTQhKx0z+ncmpDUd5RWN/H1B1eyt7aZ+74+g3kT07xdkgSYjPhoGttc1LV0EB8d7u1yBHhhTRk/fGYdeSPjePjamT6zkK+IE4ImZI2IjSAiLESnc/uIHVWNzL93Oc3tLh6/bpZmZxZHdF0wViHL+55YsYv/fWE9c8aO4F9XzSAuSvtEAlvQHJcxxpARr7myfMHBgNXmcvP0t2YrYIlj0hM0jYOvOBiw5k1M5aFrT1HAkqAQNCELOj/VHu/0YHHejqpGLrtvOa0dLp745ixNGiqOOjQhqc4w9KonV3YGrLl5Kdx95XTNZSdBI6hCVnp8tD7RetGmPXVccs9HtLS7ePy62QpY4riUuEjCQoxe9170r3eL+enz6zk7L4W7r5yhgCVBJWjGZEHn0jrldS10uNyEab6VIVWwo5prH/6YYZFhPLXwVMalxnm7JAkCoSGGtOFR6sH2Amstf3q9kLuXFvPFqencdunJOnNYgk6Qhaxo3BbK61vJ9AyIFWe53Jb73i/hr28Ukp0Yw2PXzdLvXoZUZkI0u9WTNaQq6lr40XPrWFpYyeWzcvjNBZMJDdEUGhJ8gipkpcd/Oo2D/tE7y1rLurJafvffzazcUc35J47k9xdPISk2wtulSZBJT4hi9a4ab5cRFFraXby8dg+/f2UzTW0ufvXlE/n6qaM0R5kEraAKWQeD1e4DzeR7uRZ/VdPYxsY9dZTXtRAZHkJUWGjn9/BQOlyWivoWymqaeXntHrbsqycuMoy/fvUkLp6eqTda8YqMhGheWb8Xt9sSot6UPnO7Lbuqm9i0t462DjdR4SFEhoUSGRZCZHgIdS0dVNS1sHFPHS9+sofa5namZsVz26UnMy51mLfLF/GqoApZ6V2W1pHea3e5WVxQyn3vlbBjf1Ov7jM1K57fXjiZL5+cwXCdqi1elBEfRbvLUtXQSupwLdvSW/tqW/jnO9t46ZM91Ld29Lh9RFgI5584kkvzs5kzdoQCrQhBFrKGRYYxPCpMZxr1wduby/nVy5vYVd3EtJwE5s/MYXJGPJmJ0bS73LS0u2jtcNPa7sYYSBseSerwKAUr8RkZXXqwFbJ61tbh5q9vFvLwhztwW8uXT8rklNxETsyIJzYylNaOT1/3Le0uhkWGkTY8irThURrYLnKEoApZ0PmGq5DVM2st/3qvhFtf3cLEkXE8eE0+c/NSdchP/E56l7mypuV4uRgfd6CpjW89tooV26u5eHomN587geykGG+XJeK3gi5kZSVGU1ajkHU8HS43//fCBp4uKOWLU9P5y1dPIipcc9uIf8pK6gxZZTW9O9QdrHZUNXLtwx+zu6aZv3/tZC6cluntkkT8XhCGrBg+Kt6PtVa9Mt1wuy0/fm49z60u48a547jlvAkaWyF+bXhUOPHR4ZQqZB3TngPNXH6fZy3Rb87ilFwtdSUyGILuAHpOUgyNbS6qG9u8XYrPsdbyu1c289zqMm4+dwI/+GyeApYEhJykGHZVqwe7O9WNbVz1wArqWzp4bIEClshgCrqQdXB8QakOGR7lziVFPPDBdq6Zk8tN54zzdjkigyY7KZqyavVkHamhtYNrHlpJWU0zD1xzCpMz471dkkhACbqQleMJWbv0hnuYx5bv5C9vbOWiaZn84ouTdChVAkp2UgxlNc243dbbpfiMlnYX33ykgI176rjriunMHK0eLJHBFnQhKyuxcxBsqULWIS+v3cMvXtx3EkoJAAAgAElEQVTAuSek8qdLpuoQoQSc7MQY2lxuyus1Rx50ntxy05Nr+KhkP3/96kmcc0Kat0sSCUhBF7JiI8NIHhahkOXx2oa93LL4E07JTeKOy6cTroWzJQAd6sHu5WS6gazd5eYHz6zljU3l/L8vTdJZhCIOCsr/qFmJMTrTCFi0fCfXP76aKZnx3H91vqZpkIClsZidGls7uO6RAv79yR5+dH4e15w22tsliQS0oJvCATo/1a4pDd4FY5vbXPz97a38690S5k1M5c7LpxMdoYAlgSszIRpjgnssZkllAzcvXsv6sgPcevEU5s/UzKwiTgvKkJWdFM1/1++lw+UmzI8Pj9U2tfPetkqWFFZQXNHA8OhwkmIjmJAWx7ScBE7KSiA28tNd3NjawRub9vGn1wrZW9vC/FOy+c2Fk3WIUAJeRFgI6cOjAuIMw6KKBpYWVvDu1kqa2lwkxoSTEhfJlMwEZoxKZFzqMEI94yqtteyra+He90p47KOdRIWHcveVM/jsiSO93AqR4BCUISsnKQaX27K3tsVvl4x4YU0Z//fCBpraXCTEhHNixnDqmtvZXtXIi5/sObRd8rAIMhOiqWlqP/QpfkpmPH//2snMGjPCW+WLDLnspBi/7slqauvgZy9s4Pk1uwEYnzqMlLhIymqaKdhZw5MrSwEICzFkJESTFBvBjv2NHGhqJ8TA/Jk53HzuBFLiIr3ZDJGgEpQhKzvRMz6jusnvQlZLu4tfvbyRJ1eWMnN0Ej8+P4+TsxMPfXKFzvXH1pQeYNOeOspqmiiraSYrKYZLZmQxJSues8an6AxCCTrZSTG8v63S22X0y9byer7z+GqKKxu4ce445s/MJivx0/cuay079jexemcNxZUNlNU0s7+xlc9NTmfiyDhOG5fMuNRhXmyBSHAKzpDVZa6sOV6upS/aXW6++WgB72+r4jtnj+WW8yZ0e7gzISaCuXmpzM1L9UKVIr4pJymG8rpWWtpdfnWSx9byer5y1zIiw0NYtGAWp41LPmobYwyjk2MZnRzrhQpF5FiCMmSlx0cRGmL86gxDay2/eHEj72+r4o9fmcLXTtGgVZG+yD60UHSz3/TqVNa3cu1DHxMVEcoL35lzWO+ViPi+QR3xbIz5qjFmozHGbYzJH8zHHkxhoSFkJkT71Vpm971fwpMrd/Gds8cqYIn0w8G5svxljryWdhfffLSA/Y2tPHB1vgKWiB8a7NPKNgAXA+8N8uMOuuykaL95s/1gWxV/eHULX5iSzg8+k+ftckT80qGxmH7Sg/3zf29gbdkBbp8/jalZCd4uR0T6YVBDlrV2s7W2cDAf0yk5STF+EbL2N7Ry8+JPGJMcy5+/qiVvRPorJS6SyLAQv5j1/cVPdvPMqjJuOHucplsQ8WNBO0FSVmIM+xvbaGzt8HYpx2St5QfPrKW2uZ1/XjadmIigHEInMiiMMWQn+f5qD7v2N/GzFzYwPSeB/zl3vLfLEZEB6HPIMsa8ZYzZ0M3XBX18nIXGmAJjTEFl5dCfVn1ofIYPv+E++OEOlhRW8n+fP4FJGcO9XY6I38tJivHpsZhtHW5uemoNGLh9/jS/nixZRPpxdqG19tzBeGJr7b3AvQD5+fl2MB6zL3JHdJ7qvL2ykYkjBzfAWGupbW4nISai349RsKOaP7yymXNPSOPrp44axOpEgteoETF8VLwft9sO+qH3lnYXbmsH1OP8+1c280npAe68fLrfzeEnIkcL2uNP41KHYQwUltfzuSnpg/KY1lre31bFX94oZF1ZLTlJMZw6ZgSXnpLNjFGJvX6cyvpWbnhiNZmJ0fz10pMwRuOwRAZDXlocze0uymqayRkxOCGmuc3Fw8t2cM+7xTS2dnBSdgKnjUvm2jm5JMb2/oPWi5/s5uFlO1hw+mi+MHVw3pNExLsGewqHi4wxZcCpwH+NMa8P5uMPpuiIUEYlxVC4r35QHq/d5WbBIwV8/cGV7G9o43vnjGfiyDhe2bCXS+5Zxm//s4mWdlePj9PW4ea7T66mtrmde66cQXx0+KDUJyIwYWQcAFv21Q3K423aU8eZf17CH1/bwoxRiSw8cwxua7njnW2c97f3eGPjvl49zpZ9dfzkufWckpvITz43cVBqExHvG9SeLGvtC8ALg/mYTsobGUdh+eCErDuXFPHOlgp++Nk8rjtjNJFhnTNKN7Z28IdXN3P/B9t5Z0sFf7n0JKbndN+r1dDawfWLVrG8pJrbLj2JE9I1DktkME1I6wxZW8vr+cwAz9praXfxvafWYIBnvn0qp+QmHbpt0546vv/MWhY+toqLp2Xyyy+dSHxM9x+YVu+qYcHDHxMXFcadl0/Xgu0iASSoX815aXHsqGrsVQ/T8awtPcA/3yniwpMzuGHuuEMBCyA2MozfXjiFRQtm0drh5pK7l/GHVzcf9ZzldS187V8fsax4P3++ZCoXT88aUE0icrRhkWFkJUZTWN4w4Mf6y+uFbKto4M9fPemwgAUwKWM4L95wGjedM54X1+7hvL+9y9uby496jDc3lXP5fcsZHh3OM98+ldThUQOuS0R8R9COyQLIGzkct4WiigYmZ8b36zFa2l3cvPgTUoZF8qsLJh9zu9PHJ/Pa/5zB71/ZzL/eLeGJ5buYM24EkzPiWbG9muUl+wkPDeH+q/O15qCIgyaOjKNwgIcLPyrezwMfbufK2TmcNSGl220iwkK45bwJfGZSGt9fvJYFjxSQOyKGMyekEB0RypubyimpbGRqVjwPXnMKycMiB1STiPieIA9ZneuXFe6r73fIuufdYkoqG1m0YFaP46fiosL5w8VT+fJJmbz4yW7e21rJ6xvLGZMcy3VnjOGSGVl+s6aaiL+akBbH0sJK2jrcRIT1vTPf5bb87wvrGZUUw/9+/oQet5+cGc9L3z2NxQVlLNlSwTMFZbS73MweM4Jr5uRyyYwszYEnEqCC+pWdOyKWiNAQtvZzXFZzm4tHlu3g3BPSOH18cq/vd+rYEZw6dgTWWg40tffpDCQRGZi8kXF0uC0lVQ39mr7lzU372F7VyF1X9H6C4MiwUK6aPYqrZo+itcNFh8sSGxnUb78iQSGox2SFhYYwNnUYW/p5huFzq8uoaWrnm2eM7tf9jTEKWCJDLM9zhmF/zyy+7/3tZCdF93u5m8iwUAUskSAR1CELOsdn9Kcny+22PPjBdqZmxTNzdFLPdxARnzAmeRhhIaZfIWv1rhpW7azhG6eNJlTriIpID4I+ZE1Ii2NvbQu1Te19ut/bWyooqWrkujPGaLJQET8SERbCmJTYfn24uv/9EoZHhXFpfrYDlYlIoAn6kDXRc+hga0Xf3nDve7+EzIRoPj95YHPtiMjQyxs5vM/DBEqrm3htwz4unzVKh/tEpFeCPmR9OgN0799wN++tY+X2aq6Zk6sFXEX8UF7aMMpqmmlo7ej1fRYt34kxhmvm5DpXmIgElKBPCBnxUcRFhrG1DyHrqZW7iAgN4ZIZmjBUxB/lec4q3NbLQ4atHS6eWVXGuSekMjJeE4aKSO8EfcgyxjBhZByb9/ZucsLmNhfPr9nN56aM1JmBIn4qz7O8zua9vQtZb24qp7qxjctm5jhZlogEmKAPWQD5uYl8UnqAupaeB7+/sn4v9S0derMV8WPZSdGkDY/kg6LKXm3/1MpSMhOiOWN897O7i4h0RyELmJeXSofb8sG2qh63fXLlLsYkxzJL0zaI+C1jDHPzUnl/axXtLvdxt925v5EPiqqYf0q2pm0QkT5RyAJmjEpkeFQY72ypOO52W8vrKdhZw/yZ2Zq2QcTPzZ2YSn1rBx/vqD7udk99XEpoiOGrmrZBRPpIIYvOmd/PnJDC0sIK3G57zO0WLd9JeKjhK9M14F3E350+LpmI0BCWHOfDVUu7i2cKSpmbpwHvItJ3Clke8yamUtXQxvrdtd3eXlnfytMfl3LRtExGDIsc4upEZLDFRoYxa0wSbx8nZD1TUEpVQxvX9XPpLBEJbgpZHmdNSMEYjnnI8MEPt9PmcvPts8YOcWUi4pS5eamUVDayc3/jUbe1u9zc824JM0YlagymiPSLQpbHiGGRnJydwJLCo0NWbXM7j320k89PSWdMyjAvVCciTpg3MRXo/sPVS5/sYfeBZm6YO1ZjMEWkXxSyupiXl8q6sloq6lsOu/6xj3bQ0NrBDWeP805hIuKI3ORYxiTHHhWy3G7LXUuLmDgyjrl5qV6qTkT8nUJWF+edmAbAb/+zGZdnAHxpdRMPfLCdeRNTmZQx3JvliYgDzjsxjQ+Lqnhj475D1z2+chfFlY3cMHecerFEpN+0ymkXE0cO58fnT+SPr20hLiqMS2Zk8c1HC3Bb+OFn87xdnog44LvzxrOipJobn1jDQ9eewuqdNfz1za3MGTuCz09J93Z5IuLHjLXHnrJgqOTn59uCggJvl3HIH1/bwt1LiwkxkJkYzUPXzGRcqsZiiQSqA01tzL93OVvL63FbuGhaJrd+ZQqRYaHeLk1EfJAxZpW1Nr+n7dST1Y0ffTYPt7Vs2lPHbZeeTEqcpmwQCWQJMRE8umAmNzy+mtPHpXDTOTpMKCIDp54sERERkT7obU+WBr6LiIiIOEAhS0RERMQBClkiIiIiDlDIEhEREXGAQpaIiIiIA3zi7EJjTCWw0+GnSQaqHH4OXxbM7Q/mtkNwt19tD17B3P5gbjsMTftHWWtTetrIJ0LWUDDGFPTmdMtAFcztD+a2Q3C3X20PzrZDcLc/mNsOvtV+HS4UERERcYBCloiIiIgDgilk3evtArwsmNsfzG2H4G6/2h68grn9wdx28KH2B82YLBEREZGhFEw9WSIiIiJDJiBCljHmfGNMoTGmyBjzk25ujzTGPO25fYUxJrfLbT/1XF9ojPnsUNY9GHrR9luMMZuMMeuMMW8bY0Z1uc1ljPnE8/XS0FY+OHrR/muMMZVd2nldl9uuNsZs83xdPbSVD1wv2v63Lu3eaow50OU2v973xpgHjTEVxpgNx7jdGGP+4fndrDPGTO9ym7/v957afoWnzeuNMcuMMSd1uW2H5/pPjDEFQ1f14OlF+882xtR2+fv+RZfbjvua8XW9aPsPu7R7g+d1nuS5za/3vTEm2xizxPP/bKMx5nvdbON7r3trrV9/AaFAMTAGiADWApOO2OY7wD2en+cDT3t+nuTZPhIY7XmcUG+3aZDbPheI8fx8/cG2ey43eLsNQ9D+a4A7urlvElDi+Z7o+TnR220azLYfsf13gQcDaN+fCUwHNhzj9s8DrwIGmA2sCIT93su2zznYJuBzB9vuubwDSPZ2Gxxu/9nAf7q5vk+vGV/86qntR2z7JeCdQNn3QDow3fNzHLC1m/d7n3vdB0JP1kygyFpbYq1tA54CLjhimwuARzw/PwucY4wxnuufsta2Wmu3A0Wex/MXPbbdWrvEWtvkubgcyBriGp3Um31/LJ8F3rTWVltra4A3gfMdqtMJfW37ZcCTQ1LZELDWvgdUH2eTC4BHbaflQIIxJh3/3+89tt1au8zTNgi813xv9v2xDOT9wif0se2B9prfa61d7fm5HtgMZB6xmc+97gMhZGUCpV0ul3H0L/7QNtbaDqAWGNHL+/qyvta/gM6Uf1CUMabAGLPcGHOhEwU6rLft/4qn6/hZY0x2H+/rq3pdv+cQ8WjgnS5X+/u+78mxfj/+vt/76sjXvAXeMMasMsYs9FJNQ+FUY8xaY8yrxpgTPdcFzb43xsTQGSKe63J1wOx70znkZxqw4oibfO51HzYUTyLeZ4y5EsgHzupy9Shr7W5jzBjgHWPMemttsXcqdMzLwJPW2lZjzLfo7NGc5+Wahtp84FlrravLdcGw74OaMWYunSHr9C5Xn+7Z76nAm8aYLZ7ekUCyms6/7wZjzOeBfwPjvVzTUPsS8KG1tmuvV0Dse2PMMDrD4/9Ya+u8XU9PAqEnazeQ3eVylue6brcxxoQB8cD+Xt7Xl/WqfmPMucD/AV+21rYevN5au9vzvQRYSucnA3/SY/uttfu7tPl+YEZv7+vj+lL/fI44bBAA+74nx/r9+Pt+7xVjzFQ6/94vsNbuP3h9l/1eAbyAfw2P6BVrbZ21tsHz8ytAuDEmmSDZ9x7He8377b43xoTTGbAet9Y+380mvve6H4qBX05+0dkbV0Ln4ZCDgxlPPGKbGzh84Ptiz88ncvjA9xL8a+B7b9o+jc7BnuOPuD4RiPT8nAxsw/8Ggfam/eldfr4IWO75OQnY7vk9JHp+TvJ2mwaz7Z7tJtI54NUE0r731J7LsQc/f4HDB8CuDIT93su259A5vnTOEdfHAnFdfl4GnO/ttjjQ/pEH/97pDBK7PH8HvXrN+PrX8druuT2eznFbsYG07z378FHg78fZxude935/uNBa22GMuRF4nc6zRx601m40xvwaKLDWvgQ8ADxmjCmi849vvue+G40xi4FNQAdwgz38kIpP62Xb/wwMA57pHOvPLmvtl4ETgH8ZY9x09mjeaq3d5JWG9FMv23+TMebLdO7fajrPNsRaW22M+Q3wsefhfm0P71r3ab1sO3T+rT9lPe80Hn6/740xT9J5FlmyMaYM+CUQDmCtvQd4hc4zjYqAJuBaz21+vd+hV23/BZ1jTu/yvOY7bOdiuWnAC57rwoAnrLWvDXkDBqgX7b8EuN4Y0wE0A/M9f//dvma80IR+60XbofPD5BvW2sYudw2EfX8acBWw3hjziee6/6XzQ4XPvu4147uIiIiIAwJhTJaIiIiIz1HIEhEREXGAQpaIiIiIAxSyRERERBygkCUiIiLiAIUsEREREQcoZImIiIg4QCFLRERExAEKWSIiIiIOUMgSERERcYBCloiIiIgDFLJEREREHKCQJSIiIuIAhSwRERERB4R5uwCA5ORkm5ub6+0yRERERHq0atWqKmttSk/b+UTIys3NpaCgwNtliIiIiPTIGLOzN9vpcKGIiIiIAxSy/NA97xazrLjqsOuWFVdxz7vFXqpIREREjtRjyDLGPGiMqTDGbOhyXZIx5k1jzDbP90TP9cYY8w9jTJExZp0xZrqTxQerqVnx3PjEmkNBa1lxFTc+sYapWfFerkxEREQO6k1P1sPA+Udc9xPgbWvteOBtz2WAzwHjPV8LgbsHp0zpas7YZO64fBo3PrGG294o5MYn1nDH5dOYMzbZ26WJiIiIR48hy1r7HlB9xNUXAI94fn4EuLDL9Y/aTsuBBGNM+mAVK5+aMzaZK2fl8I93irhyVo4CloiIiI/p75isNGvtXs/P+4A0z8+ZQGmX7co81x3FGLPQGFNgjCmorKzsZxnBa1lxFYtW7OKmeeNYtGLXUWO0RERExLsGPPDdWmsB24/73WutzbfW5qek9DjVhHRxcAzWHZdP45bP5B06dKigJSIi4jv6G7LKDx4G9Hyv8Fy/G8jusl2W5zoZROvKag8bg3VwjNa6slovVyYiIiIH9TdkvQRc7fn5auDFLtd/3XOW4WygtsthRRkk3z5r7FFjsOaMTebbZ431UkUiIiJypB5nfDfGPAmcDSQbY8qAXwK3AouNMQuAncClns1fAT4PFAFNwLUO1CwiIiLi83oMWdbay45x0zndbGuBGwZalIiIiIi/04zvIiIiIg5QyBIRERFxgEKWiIiIiAMUskREREQcoJAlIiIi4gCFLBEREREHKGSJiIiIOEAhS0RERMQBClkiIiIiDlDIEhEREXGAQpaIiIiIAxSyRERERBygkCUiIiLiAIUsEREREQcoZImIiIg4QCFLRERExAEKWSIiIiIOGFDIMsbcbIzZaIzZYIx50hgTZYwZbYxZYYwpMsY8bYyJGKxiRURERPxFv0OWMSYTuAnIt9ZOBkKB+cAfgb9Za8cBNcCCwShURERExJ8M9HBhGBBtjAkDYoC9wDzgWc/tjwAXDvA5RERERPxOv0OWtXY38BdgF53hqhZYBRyw1nZ4NisDMgdapIiIiIi/GcjhwkTgAmA0kAHEAuf34f4LjTEFxpiCysrK/pYhIiIi4pMGcrjwXGC7tbbSWtsOPA+cBiR4Dh8CZAG7u7uztfZea22+tTY/JSVlAGWIiIiI+J6BhKxdwGxjTIwxxgDnAJuAJcAlnm2uBl4cWIkiIiIi/mcgY7JW0DnAfTWw3vNY9wI/Bm4xxhQBI4AHBqFOEREREb8S1vMmx2at/SXwyyOuLgFmDuRxRURERPydZnwXERERcYBCloiIiIgDFLJEREREHKCQJSIiIuIAhSwRERERByhkiYiIiDhAIUtERETEAQpZIiIiIg5QyBIRERFxgEKWiIiIiAMUskREREQcoJAlIiIi4gCFLBEREREHKGSJiIiIOEAhS0RERMQBClkiIiIiDlDIEhEREXGAQpaIiIiIAwYUsowxCcaYZ40xW4wxm40xpxpjkowxbxpjtnm+Jw5WsSIiIiL+YqA9WbcDr1lrJwInAZuBnwBvW2vHA297LouIiIgElX6HLGNMPHAm8ACAtbbNWnsAuAB4xLPZI8CFAy1SRERExN8MpCdrNFAJPGSMWWOMud8YEwukWWv3erbZB6QNtEgRERERfzOQkBUGTAfuttZOAxo54tCgtdYCtrs7G2MWGmMKjDEFlZWVAyhDRERExPcMJGSVAWXW2hWey8/SGbrKjTHpAJ7vFd3d2Vp7r7U231qbn5KSMoAyRERERHxPv0OWtXYfUGqMyfNcdQ6wCXgJuNpz3dXAiwOqUERERMQPhQ3w/t8FHjfGRAAlwLV0BrfFxpgFwE7g0gE+h4iIiIjfGVDIstZ+AuR3c9M5A3lcEREREX+nGd9FREREHKCQJSIiIuIAhSwRERERByhkiYiIiDhAIUtERETEAQpZ4hPuebeYZcVVh123rLiKe94t9lJFIiIiA6OQJT5halY8Nz6x5lDQWlZcxY1PrGFqVryXKxMREemfgU5GKjIo5oxN5o7Lp3HjE2u4clYOi1bs4o7LpzFnbLK3SxMREekX9WSJz5gzNpkrZ+Xwj3eKuHJWjgKWiIj4NYUs8RnLiqtYtGIXN80bx6IVu44aoyUiIuJPFLLEJxwcg3XH5dO45TN5hw4dKmiJiIi/UsgSn7CurPawMVgHx2itK6v1cmUiIiL9Y6y13q6B/Px8W1BQ4O0yRERERHpkjFllrc3vaTv1ZImIiIg4QCFLRERExAEKWSIiIiIOUMgSERERcYBCloiIiIgDBhyyjDGhxpg1xpj/eC6PNsasMMYUGWOeNsZEDLxMEREREf8yGD1Z3wM2d7n8R+Bv1tpxQA2wYBCeQ0RERMSvDChkGWOygC8A93suG2Ae8Kxnk0eACwfyHCIiIiL+aKA9WX8HfgS4PZdHAAestR2ey2VA5gCfQ0RERMTv9DtkGWO+CFRYa1f18/4LjTEFxpiCysrK/pYhIiIi4pMG0pN1GvBlY8wO4Ck6DxPeDiQYY8I822QBu7u7s7X2XmttvrU2PyUlZQBliIiIiPiefocsa+1PrbVZ1tpcYD7wjrX2CmAJcIlns6uBFwdcpYiIiIifcWKerB8Dtxhjiugco/WAA88hIiIi4tPCet6kZ9bapcBSz88lwMzBeFwRERERf6UZ30VEREQcoJAl4qB73i1mWXHVYdctK67inneLvVSRiIgMFYUsEQdNzYrnxifWHApay4qruPGJNUzNivdyZSIi4rRBGZMlIt2bMzaZOy6fxo1PrOHKWTksWrGLOy6fxpyxyd4uTUREHKaeLBGHzRmbzJWzcvjHO0VcOStHAUtEJEgoZIk4bFlxFYtW7OKmeeNYtGLXUWO0REQkMClkiTjo4BisOy6fxi2fyTt06FBBS0Qk8ClkiThoXVntYWOwDo7RWldW6+XKRETEacZa6+0ayM/PtwUFBd4uQ0RERKRHxphV1tr8nrZTT5aIiIiIAxSyRERERBygkCUiIiLiAIUsEekTLRUkItI7Clki0idaKkhEpHe0rI6I9ImWChIR6R31ZIlIn2mpIBGRnilkiUifaakgEZGe9TtkGWOyjTFLjDGbjDEbjTHf81yfZIx50xizzfM9cfDKFRFv01JBIiK9M5CerA7g+9baScBs4AZjzCTgJ8Db1trxwNueyyISILRUkIhI7wzasjrGmBeBOzxfZ1tr9xpj0oGl1tq8491Xy+qIiDfd824xU7PiDxtbtqy4inVltXz7rLFerExEfNGQLqtjjMkFpgErgDRr7V7PTfuAtMF4DhERp2haChFxwoCncDDGDAOeA/7HWltnjDl0m7XWGmO67SozxiwEFgLk5OQMtAwRkX7TtBQi4oQB9WQZY8LpDFiPW2uf91xd7jlMiOd7RXf3tdbea63Nt9bmp6SkDKQMEZEB07QUIjLYBnJ2oQEeADZba2/rctNLwNWen68GXux/eSIiQ0PTUojIYBtIT9ZpwFXAPGPMJ56vzwO3AucZY7YB53oui4j4rECdlkLrTIp4V79DlrX2A2utsdZOtdae7Pl6xVq731p7jrV2vLX2XGtt9WAWLCIy2AJ1WgoN6BfxrkGbwmEgNIWDiIgzDgYrDegXGTxDOoWDiIj4pkAb0K9DoOJPFLJERAJYoA3o1yFQ8ScDnidLRER8U9cB/XPGJjN77IjDLvsjzWkm/kQ9WSIiASpQB/QH2iFQ0GHQQKWQJSISoL591tijAsicscl+vx5joB0CBR0GDVQ6XCgiIn4jEA+Bgg6DBir1ZImIiN8I1EOgEHiHQXUIVCFLRET8SKAeAoXAOwyqQ6A6XCgiIuJ1gXgYVIdA1ZMlIiLidYF6GDTQDoH2lXqyREREvKy7w51zxib7fSg58hDo7LEj/L5NfaGeLBERERl0XQ+B3vKZvEOHDv19rFlfKGSJiIjIoAvUQ6B9Yay13q6B/Px8W1BQ4O0yRERERHpkjFllrc3vaTv1ZImIiIg4QCFLRERE/JqvTnyqkCUiItINX/3HPUlJrmcAAAVTSURBVBCB2Cbw3YlPHQlZxpjzjTGFxpgiY8xPnHgOXxOof7gi3hSIr6tAbBMEZrt89R/3QARim+DwiU9ve6PQZyZyHfSQZYwJBe4EPgdMAi4zxkwa7OfpjaF80QfqH24gvnGqTf4jEF9XgdgmCMx2+eo/7oEIxDYd5IsTnzrRkzUTKLLWllhr24CngAsceJ4eDeWLPlD/cAPxjVNt8h+B+LoKxDZBYLfL1/5xD1Qgtgl8c+1HJ2Z8zwRKu1wuA2Y58Dw9Gup1k7r+4d40b1xA/OEG4tpTapN/CdTXVaC1CQKzXYE4Y3mgtskX13702sB3Y8xCY0yBMaagsrLSsecZysTuiyl6MATipx61yX8E4usqENsEgdeuQJyxPBDbBD488am1dlC/gFOB17tc/inw0+PdZ8aMGdYpHxZV2mm/fsP+9fUtdtqv37AfFlU6+jwHH//Iy/5sqH6HQ0lt8g+B+LoKxDZZG5jtuntp0VH1f1hUae9eWuSligYuENvkDUCB7U0m6s1Gffmi8xBkCTAaiADWAice7z5OhayhfNEH6h9uIL5xqk3+IxBfV4HYJmsDt10i3eltyHJkWR1jzOeBvwOhwIPW2t8db3unltW5591ipmbFH3bYZFlxFevKartd8VyOFoi/Q7VJREQGorfL6mjtQhEREZE+0NqFIiIiIl6kkCUiIiLiAJ84XGiMqQR2Ovw0yYB/n6MaPLSv/If2lf/QvvIf2le+b5S1NqWnjXwiZA0FY0xBb46fivdpX/kP7Sv/oX3lP7SvAocOF4qIiIg4QCFLRERExAHBFLLu9XYB0mvaV/5D+8p/aF/9//bu50WLOoDj+PvDbpEaZNd2BfcgyhLESoQ/oEN6KIq8Gtihcz80grD+hog6iBeri5KH1YNEaIc6i+gKtrsFyxbu2kZeKumyLn06zARG86yHh9nv8+x8XqdnvqcPDM/MZ+b7nZnhkX21SXRmTVZERETERurSnayIiIiIDdOJkiXpRUk/SlqQdLJ0nmgmaYek7yTNSZqVdLx0puhN0oikGUlflc4SvUnaLmla0g+S5iXtL50pmkl6tz72fS/pS0mPlc4U/dn0JUvSCHAKeAmYBF6TNFk2VfSwBrxnexLYB7yZfTXQjgPzpUPEQ30KXLa9B3iG7LOBJGkMeAd41vbTVN/+PVo2VfRr05cs4Dlgwfai7VXgPHCkcKZoYHvF9o369z2qk8FY2VTRRNI48DJwpnSW6E3SE8DzwGcAtldt/142VaxjFNgiaRTYCvxSOE/0qQslawxYemB7mZy4B56kncAUcLVskujhE+B94O/SQWJdE8Bd4It6aveMpG2lQ8X/2b4DfATcBlaAP2x/UzZV9KsLJSuGjKTHgQvACdt/ls4T/yXpFeA329dLZ4mHGgX2AqdtTwF/AVmXOoAkPUk1yzIBPAVsk3SsbKroVxdK1h1gxwPb4/VYDCBJj1AVrHO2L5bOE40OAq9K+plq+v0FSWfLRooeloFl2//eEZ6mKl0xeA4DP9m+a/s+cBE4UDhT9KkLJesasEvShKRHqRYSXiqcKRpIEtXakXnbH5fOE81sf2B73PZOqv/Tt7ZzxT2AbP8KLEnaXQ8dAuYKRorebgP7JG2tj4WHyEMKQ2+0dIC22V6T9BZwheppjc9tzxaOFc0OAq8DtyTdrMc+tP11wUwRw+5t4Fx9kbkIvFE4TzSwfVXSNHCD6knrGfLm96GXN75HREREtKAL04URERERGy4lKyIiIqIFKVkRERERLUjJioiIiGhBSlZEREREC1KyIiIiIlqQkhURERHRgpSsiIiIiBb8A/kHf+bWh/5RAAAAAElFTkSuQmCC\n", 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" + "
" ] }, "metadata": {}, @@ -165,7 +169,6 @@ } ], "source": [ - "plt.plot(time_space(), -1 * saw(time_space()))\n", "plot_signal_and_spectrum(time_space(), -1 * saw(time_space()))" ] }, @@ -180,14 +183,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": {}, @@ -213,14 +216,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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