diff --git a/waves.ipynb b/waves.ipynb index 378924a..59b3216 100644 --- a/waves.ipynb +++ b/waves.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 2, "metadata": { "scrolled": true }, @@ -58,7 +58,7 @@ " '''Plot the signal and spectrum in a stacked plot.'''\n", " plt.figure(figsize=(10,6))\n", " plt.subplot(211)\n", - " plt.axhline(color='k', linewidth=0.75)\n", + " plt.axhline(color='#666666', linewidth=0.75)\n", " plt.plot(domain, data)\n", " \n", " freqs, mags = frequency_spectrum(data)\n", @@ -86,12 +86,12 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -121,12 +121,12 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -154,12 +154,12 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -183,12 +183,12 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -216,12 +216,12 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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rvC5JxBPlDl9mFgn8A7gc6ArcYmZdj7Hrm865nr6v0eU9brj5dO5GHn13Dr/qEMtLt/QkKkwaZQfahV0a8fz13fl+2VZ+8+YsijQXRCqIomLHb96cxbdL8vnfa7txZfcmXpcUEiIijL/c0J3zOsXx+Ptz+XTuRq9LEgk6fySAJGCZc26Fc+4QMAXo54fHrTC+W5LPfVPyiG9Zj9cH9SYmKtLrkkLKDb2b88SVXfh47kYef2+u5oJI2HPO8fv35/Lx3I38/oou9E9q6XVJIaVKZASv3NqL+Jb1uG9KHt8uyfe6JJGg8kf4agasLXV9nW/b0a43szlm9o6ZtfDDccNC7urt3D4+l3ZxNUlPTqR6dJTXJYWkYb9qy30XtOfNnLX8+eOFCmAStpxzPPvpIqZkr+XeC9pz2zltvS4pJFWPjiJ9SCIdGtbi9vE5WvtPKpVgffb1T6C1c6478AWQcaydzGy4meWYWU5+fvj/JbRgw25SxmTTqHZJq4061Sv+mj7l8ZuLOzLkzNaM/n4lL3+1zOtyRE7JK98sZ9R3K0g+o6SxvBxfnWpVGDc0iaZ1qpEyNpv5G3Z5XZJIUPgjfK0HSr+T1dy37SfOuW3OuSPrCYwGeh/rgZxzo5xzCc65hLi4OD+U5p2VW/cyOD2TGjFRTBjWh7haMV6XFPLMjKd+3ZXrejXjhS+WMPaHlV6XJHJSxv24ir9+vphr45vx9FWnVfqTasoitmYM44f1oVZMFIPTsliRv8frkkQCzh/hKxvoYGZtzCwa6A98WHoHMys90/RqYKEfjhuyNu06wMDRmTgH44f2oXm96l6XFDYiIoy/XN+dS7o24g//XMC7asQtYWLqrPU8NXU+F3dtxF9vqFiNsgOtWd1qTBjWB4CBozPViFsqvHKHL+dcIXAP8Dkloeot59x8M3vGzK727Xafmc03s9nAfcCQ8h43VO3ad5jk9Cx27T9MRmoS7RvW9LqksBMVGcHfB8RzdvtYfvfObD6bt8nrkkR+0XdL8vntW7Pp27Y+f78lXmczn4K2cTUZNzSJgoOFDBydSX6BFl+WistCdWJzQkKCy8nJ8bqMk3LgcMmK7Xlrd5CRksSZ7St+v8ZA2nuwkIFpmcxfv5u0IQn8qkN4fxQtFdOcdTvpP2oGrRrU4M3b+1K7EvRrDKScVdsZlJZF69gaTLmtr+bKStgws1znXEJZ9tWfZ35SVOy4f0oe2au38+JNPRW8/KBGTBRjhyTRNq4Gw8flMmvtTq9LEvmZlVv3kjImm/o1oslISVTw8oOE1vV5fVBvlm0pIDUjmwOHi7wuScTvFL78oKRR9jw+n7+Zp37dlat6VJ5G2YFWp3rJ2VBxtWJIHZutybgSMo40ynbAuNQkGtauPI2yA+2cjnG81D+emWt2cM+kPAqL1P1CKhaFLz94adpSJmWWNMpOqYSNsgOtYa2qZKQmYcDg9Cy27D7gdUlSyRUc+E+j7PQhibSN09xOf7uiWxP+cNVpfLlwM098ME9r/0mFovBVTuN/XMXfvlSj7EBrE1uDMSmJbN97iOQx2ew+cNjrkqSSOnC4iNvG5bBkc0mj7J6VuFF2oCWf2Zq7z2/HlOy1jPhiidfliPiNwlc5vJ+3jienzueiLo14Vo2yA65787q8NrA3SzcXMHxcDgcLNRdEgutwUTH3TJpJ5srtvHBTj0rfKDsYHrqkEzclNGfkV8sYP2O11+WI+IXC1yn6YsFmHnp7Dme0bcDLA+KpolPLg+KcjnH83409mLFiOw++OVuNuCVoiosdD709my8XbuGZfqfTr+exuqiJv5kZ/3ttNy7s3JCnps5TI26pEJQYTsH05Vu5e9JMTm9amzeSE6haRY2yg+ma+Gb8/oqSRtyaCyLB4Jzj6Q/nM3XWBn53aScG9W3ldUmVSlRkBC8P6EV8i7rcP2UW3y/d6nVJIuWi8HWSZq/dyW0ZObSqX52xKUnUjFGjbC/cdk5b7jyvHZOz1vD8Z4u9LkcquBf+tYTxM1Yz/Jy23HVeO6/LqZSqRUeSPiSRNrE1GD4+h5lrdnhdksgpU/g6CUs3F5A8Jot6NaIZP7QP9WpEe11SpfbwpZ24tU9LXvt2Oa9+s9zrcqSCeuO7Fbz89TL6J7bgscs7a26nh+pWj2a8b+mZlDHZLNq02+uSRE6JwlcZrd2+j4FpmVSJjGDisD40rqM1fbxmZjzT73Su7tGU5z9bxMRMTcYV/3ozew1//mQhV3Zrwp+v1Uk1oaBh7apMGNqHqlUiGJSWxepte70uSeSkKXyVwZbdBxiYlsmBw8VMGNqHVg1qeF2S+ERGGC/c1IMLOjfkiQ/mMXXWeq9Lkgri4zkbeey9uZzbMY4RN/ckUo2yQ0aL+tWZMLQPhUXF3Do6k027tPafhBeFrxPYtf8wg9OzyC84yNiURDo1ruV1SXKUKpERvHJrLxJb1+e3b83mq0WbvS5Jwty/l+bzwJt59GpZj9cG9iY6Sr8qQ02HRrUYm5LEjr2HGJSWyY69h7wuSaTM9BvlFxxZTHF5/h5eH9Sb+Jb1vC5JjqNqlUjSkhPo0qQ2d06YSeaKbV6XJGFq7rpd3DE+l3ZxNUkbkki1aJ3NHKp6tKjL6OREVm/fR/KYLAq0+LKECYWv4zjSKDtr5XZeuKknv+oQ53VJcgK1qlYhIzWJ5vWqMTQjh7nrdnldkoSZlVv3MmRMFnWrR5ORmkSdamqUHerOaNeAVwb0Yv6G3dw2LkeNuCUsKHwdw9GNsq9Wo+ywUb9GNBOG9aFOtSokj8li5VZNxpWyOdIou9g5xg1NopEaZYeNi7o24oUbe5C5cjv3TVYjbgl9Cl/HULpRdurZapQdbprUqcb4oUkADE7PVCNuOaHSjbLHpCTRTo2yw8418c14+tdd+deCzTw5db4WX5aQpvB1lAkzVqtRdgXQNq4mY4Yksm2PGnHLLztYWMTt43PVKLsCGHJWG+7yLb484sulXpcjclwKX6V8NGcDT06dxwWdG6pRdgXQo0VdXi3ViFtzQeRohUXF3Dc5j+nLt/GXG7qrUXYF8LtLfY24py1VI24JWQpfPt8uyec3b84ioVU9/jGglxplVxDnlm7E/dYsNeKWnxQXOx59b+5Pczuv69Xc65LED45uxP2JGnFLCPJLwjCzy8xssZktM7NHj3F7jJm96bs908xa++O4/pK7ejt3jM+lfcNajE7WqeUVzTXxzXjiyi58MncTT3+oRtxSclLNnz5eyDu567j/wg6a21nBlG7E/cCUWUxfrkbcElrKHb7MLBL4B3A50BW4xcy6HrXbUGCHc649MAJ4vrzH9ZeFG3eTMiabRrVjGKdTyyusYb9qy+3ntGXCjDW8+MUSr8sRj42ctoz0H1aSclZrHriog9flSAAcacTdqkF1bsvIYc66nV6XJPITf7zzlQQsc86tcM4dAqYA/Y7apx+Q4bv8DnChhcCEqtXb9jIoLYvq0VGMH9qHuFoxXpckAfTo5Z3pn9iCv3+1jNH/XuF1OeKRMT+sZMSXS7ihd3OevLKr5nZWYCWNuPtQr0Y0yelZLN1c4HVJ4oGDhUXs2h9aJ135I3w1A9aWur7Ot+2Y+zjnCoFdQAM/HPuU7dp/mIFpmRQVFzN+aBIt6lf3shwJAjPjz9d248puTfjTxwt5K3vtie8kFcq7uev44z8XcOlpjXjuum5EqF9jhde4TlUmDutDVGRJI+612/d5XZIEUWFRMfdOymPAGzM4VBg667+F1KxyMxtuZjlmlpOfnx/QY9WuGsXNCS0Ym5JEh0bq11hZREYYI27uyTkd43j0vTmajFuJ/Gv+Jh5+dw5ntW/AS/3jidJJNZVGqwY1GD80if2HixiYprX/KoviYsfD78zhXws2c0Pv5iHVo9UflawHWpS63ty37Zj7mFkUUAf4r+Z7zrlRzrkE51xCXFxg2/mYGfdc0IEeWtOn0omOiuC1gb3o1bIe90/J49slgQ364r3py7Zyz6Q8ujWrw6hBCVStopNqKpvOjWszJiWR/IKDDE7PYuc+NeKuyJxzPP3hfN7LW89Dl3Qk5azQOqnGH+ErG+hgZm3MLBroD3x41D4fAsm+yzcAXzmdciYeqh4dRdqQRNo3rMUd43PJXb3d65IkQOat38Vt43JoE1uDsSmJ1IiJ8rok8UivlvUYNSiBFfl7SRmbzd6DhV6XJAEy4suSdd5uP6ctd5/f3uty/ku5w5dvDtc9wOfAQuAt59x8M3vGzK727ZYGNDCzZcCDwH8tRyESbHWqVWFcahKN61RlyJhsFmzY7XVJ4mert/2nUfa4oUnUrR7tdUnisbM7xDLylp7MXruTOybkcrBQiy9XNONnrGbktKXcnNCCRy/vHJIn1ViovgGVkJDgcnJyvC5DKoF1O/Zx42s/criomLfvOJM2sTW8Lkn8IL/gINe/Op2CA4d5584z1a9RfubtnLX87p05XHZaY14eoDmAFcUnczdy96SZXNi5Ia8N7B3U59XMcp1zCWXZVz9tUuk1r1ed8UP7UOx8jbgLNBk33BUcOMyQMVnkFxwkfUiigpf8lxsTWvDkr7vy2fxNasRdQfy4fBsPTJlFr5b1+PstvUI6UIduZSJB1L5hTdJ9jbiHpGdToEbcYetgYRF3TMhl8aYCXhnYi/iW9bwuSULU0LP/04j7b2rEHdYWbNjN8HE5tGpQnbTkhJDvVKPwJeLT09eIe8nmAoaP01yQcFRU7Hjwrdn8sGwbz1/fnfPVKFtO4HeXduLG3s15adpSJqgRd1has20fyWOyqFk1iozU8JjbqfAlUsq5HeP4643d+XHFNh58c7YacYcR5xxPfDCPj+ds5LHLO3N9bzXKlhMzM569rqQR95NT5/HZPK39F0627D7AwLRMDhUWk5GaRNO61bwuqUwUvkSOcm18c35/RRc+nruRP/5Tc0HCxfOfLWZy1hruOq8dt5/bzutyJIyUbsR935RZzFjxX8tQSgjasfcQA9My2bbnIBmpSXQMowXTFb5EjuG2c9oy/Jy2jPtxNX//apnX5cgJvPLNMl77djkD+7bkd5d28rocCUPVoiNJS06kZf2SRtzzN+zyuiT5BXsOFjJkbDartu3jjcEJ9AyzBdMVvkSO49HLOnNdr2a8+MUSMqav8rocOY4JM1bzl88Wc3WPpjxz9ekhuaaPhId6NaIZl5pErapRJKdnsSJ/j9clyTEcOFzE8HE5zFu/i5dviefM9rFel3TSFL5EjiMiwvjL9d25pGsjnv5wPu/nrfO6JDnK1FnreXLqPC7o3JAXbuqhRtlSbk3rVmP8sD44B4PSstiwc7/XJUkphUXF3Ds5j+nLt5X8fj6tsdclnRKFL5FfEBUZwchb4jmzXQMeensO/5q/yeuSxOerRZv57VuzSWxdn1du7UWVEF7TR8JLu7iaZKQmsXv/YQamZbJ1z0GvSxL+0yj7iwWb+cNVXcP6pBr9thI5gapVIhk1OIHTm9Xhnsl5TF++1euSKr0ZK7Zx54SZdGlSm7RkNcoW/zu9WR3SUxLZsHM/yelZ7Nbaf55yzvHMRwt4L289D17ckSEh1ij7ZCl8iZRBzZgoMlISad2gZDLurLU7vS6p0pq3fhfDMnJoXq8aGalJ1KpaxeuSpIJKbF2fVwf2ZvGmAoaNzWH/Ia3955URXy5l7PRVDD27DfdeEHqNsk+WwpdIGdWtHs34oX1oUDOGIWOyWLK5wOuSKp1VW/eSnJ5FnWpVmDCsD/VrhP5iihLezu/UkBE39yR79XbumpjLocJir0uqdMb/uIqR05ZyY+/mPHFllwpxUo3Cl8hJaFS7KhOG9iE6MoKBozNZs22f1yVVGlsKDjA4PYti5xg3NIkmdcJjMUUJf1f1aMr/XtuNrxfn8+Bbs7T4chB9MncjT304n4u6NOTZ67pViOAFCl8iJ61lg5JG3AcLixmYpkbcwVBw4DApY7LVKFs8c0tSSx69vDMfzdnIk1PnafHlIDjSKDu+Rd2Qb5R9sirOSESCqFPjWoxNSSS/4KAacQfYkUbZi9QoWzx2x7ntuOPcdkzKXMNL09SIO5CONMpu2aA66UMSQ75R9slS+BI5RfEt6/HqwF4s2VzA7ePViDsQiosdv1WjbAkhj1wryymiAAAgAElEQVTWiRt6N+dvX6oRd6Cs3V7SKLtGTBTjwqRR9slS+BIph/M6NeQvN3Rn+vJtPPjWbIo1F8Rvjpxa/tGcjTxyWWduCOM1faTiONKI+/xOcTw1dR6fzdPaf/60dc9BktOzOHi4iHFDw6dR9slS+BIpp+t6Neexyzvz8ZyNPPPRAs0F8ZPSp5bfcW5br8sR+UmVyAj+cWsvujevy31T8shUI26/2LX/MIPTstiwaz9pQxLDqlH2yVL4EvGD4ee0ZejZbRg7fRWvfLPc63LC3uh/r2DktKXclFBxTi2XiqV6dBTpQxJpXq8aw8blsGjTbq9LCmv7DhUydGw2S7cU8NrA3iS2ru91SQFVrvBlZvXN7AszW+r7fsyZsGZWZGazfF8flueYIqHIzPj9FV3o17Mpf/18MZOz1nhdUth6M3sNf/p4IVd0a8yz13VX8JKQVd/XiLt6dCSD07K09MwpOlhYxO3jc5m5Zgd/uzme8yrB3M7yvvP1KDDNOdcBmOa7fiz7nXM9fV9Xl/OYIiEpIsL46w09OK9THI+/P5eP5mzwuqSw8/GcjTz23lzO6RjHiJt7EqlG2RLimterzrjUUkvP7NbSMyejsKiYB6bM4t9Lt/Lcdd25snsTr0sKivKGr35Ahu9yBnBNOR9PJKxFR0Xw6q29SWhVj9+8OYuvF2/xuqSw8c3iLTzwZh69WtbjtYG9iImqWKeWS8XVqXEtMlKT2LbnIAPTMtmx95DXJYUF5xyPvz+XT+dt4okru3BTYguvSwqa8oavRs65jb7Lm4BGx9mvqpnlmNkMM1NAkwqtWnTkT5NF75yQS9bK7V6XFPKyV23njgm5dGhYi7QhiVSPjvK6JJGT0rNFXd4YnMCqbfsYMjabPQcLvS4ppDnn+NPHC3krZx33XdiBYb+qXCfVnDB8mdmXZjbvGF/9Su/nSk7xOt5pXq2ccwnAAOBvZtbuOMca7gtpOfn5+Sc7FpGQUbtqFTJSS06THjo2m3nrd3ldUsiat34XqWOyaVqnGuOGJlGnmhplS3g6s30sL98Sz7z1u7gtI4cDh7X23/H8/atlpH2/kiFntuY3F3XwupygO2H4cs5d5Jw7/RhfU4HNZtYEwPf9mJ+xOOfW+76vAL4B4o+z3yjnXIJzLiEuLu4UhyQSGmJrxjBhaB9qV6vC4PQslm3Z43VJIWdF/h6S07Oo7WuUHVszxuuSRMrlktMa8383dufHFdu4d3Ieh4vUiPtoY39YyYtfLOH6Xs156tddK+VJNeX92PFDINl3ORmYevQOZlbPzGJ8l2OBs4AF5TyuSFhoWrcaE4b1IcJgUFom63bobKgjNu8+wKC0LADGV+DFFKXyuTa+Oc/0O40vFmzm4XfmaPHlUqbOWs8f/rmAS7o24vnruxFRSU+qKW/4eg642MyWAhf5rmNmCWY22rdPFyDHzGYDXwPPOecUvqTSaBNbg3GpfdhzsJCBozPJLzjodUme27WvZDHFnfsOMTYlibZqlC0VzOAzWvPQJR15P289f/jnfC2+DHy7JJ/fvjWbPm3qM/KW+ArVKPtkWaj+QCQkJLicnByvyxDxm9zV2xk4OovWsTV48/a+1K5aOec27T9UxKC0TOas28WYlETOah/rdUkiAeGc438/Wcgb/17JfRd24MGLO3pdkmdmrd3JgDdm0KpBxf39Z2a5vvntJ1R5Y6dIkPVuVZ/XBvVm6eYC7qikjbgPFxVzz6SZ5K7ZwYibeyp4SYVmZjx+RRdu7N2ckdOWMjGzcjbiXrZlDyljsoitGUNGamKFDF4nS+FLJIjO7Rj3UyPu31ayRtzOOR57by7TFm3hmX6nV5rFFKVyO9KI+4LODXnyg3l8Pr9yNeLeuGs/g9MyiYwwxg9NomGtql6XFBIUvkSC7Egj7o/mbOR/Pq48jbif+2wR7+Su44GLOjCobyuvyxEJmqjICF4eEF/SiHtyHtmrKsfafzv3HWJwWha7DxQyNiWJVg1qeF1SyFD4EvHA8HPaknpWG8b8sIpR363wupyAe+O7Fbz+7QoG9W3F/RdWvjV9RI404m7mW/tvyeYCr0sKqP2Hikgdm83qbfsYNbg3pzer43VJIUXhS8QDZsYTV3bh192b8Oyni3hv5jqvSwqYd3PX8edPFnJltyb84erTKuWaPiJQ0og7IzWJmCqRJKdnsWHnfq9LCojDRcXcNTGXWWt3MvKWnpzZTnM7j6bwJeKRiAjjhZt6cGa7BvzunTl8Nq/izQX5atFmHn53Dme1b8CLN/dQo2yp9FrUr05GShJ7DhQyMK3iLT1TXOx45J05fL04nz9d043LTtfczmNR+BLxUExUJKMGJ9CtWR3unTyTbypQI+7c1du5a+JMujapzeuDEtQoW8Sna9PapKcksnHnAQZVsEbcz366kPfy1vPbizsyoE9Lr8sJWQpfIh6rGRNFRmoSHRvV4vbxuUxfvtXrksptyeYCUsfm0KRONcakJFIzRo2yRUpLbF2fNwYnsGLrXganZ7H7wGGvSyq3179dzhv/XknyGa2454L2XpcT0hS+REJAnWpVGD+0Dy3rV2dYRg65q8P3bKj1O/czOC2LmKgIxqUmqV+jyHGc3SGW1wb2YtGm3aSMyWbvwUKvSzplb+es5dlPF3FVj6Y8fZXmdp6IwpdIiKhfI5qJw/rQqHZVhqRnM3fdLq9LOmnb9x5iUFomew8VkpGaRIv61b0uSSSkXdC5ESP7x5O3ZgfDMnI4cDj8Fl/+csFmHn1vLr/qEMsLN/aotP0aT4bCl0gIaVi7KhOH9aF2tSoMSs9kef4er0sqs70HC0kZk8X6HftJS06kS5PaXpckEhYu79aEF27qwYyV27h74kwKi4q9LqnMsldt5+5JMzm9aW1eHdib6CjFirLQv5JIiGlatxqTbutDVISRnJ7Flt0HvC7phA4VFnPHhFzmbdjNywN6kdSmvtcliYSVa+Ob80y/05m2aAtPTp0XFosvL9q0m6Fjs2lWtxrpQzS382QofImEoFYNapA+JJHtew8xZEw2BSE8Gbe42PHQ27P599KtPHtdNy7u2sjrkkTC0qC+rbjn/PZMzlrLyGnLvC7nF63dvo/BaVlUi45k3NAkGmhu50lR+BIJUd2b1+WVW3uxeHMBd06YyaHC0PsowjnHMx8t4MPZG3jkss7clNDC65JEwtpvL+nI9b2aM+LLJUzJWuN1Oce0dc9BBqdnceBwEeNS+9C8nuZ2niyFL5EQdl6nhjx3XTe+X7aVh98JvUbc//h6GWOnr2LY2W2449y2XpcjEvbMjOeu78a5HeP4/QfzmLZws9cl/cyeg4WkjMlm4679pA9JpFPjWl6XFJYUvkRC3I0JLfjdpZ34YNYG/vL5Yq/L+cnkrDX837+WcG18Mx6/ootOLRfxkyqREbxyay+6NqnN3ZNmkrdmh9clAXCwsIjbx+ewYONuXrm1FwmtNbfzVCl8iYSBu85rx8C+LXnt2+WM/WGl1+Xw2byN/P79uZzXKY6/3NBdp5aL+FmNmJJG3A1rVWVoRg4rt+71tJ6iYseDb83mh2Xb+Mv13bmgs+Z2lofCl0gYMDP+ePXpXNK1EX/8aAGfzt3oWS0/Lt/GfVNm0aNFyZy0KpH6NSISCHG1YshITQIgOT3Lsz6Qzjn++M/5fDxnI49f0Znrezf3pI6KRL81RcJEZIQx8pZ4erWsx/1vzmLGim1Br2He+l0MH5dDq/rVGTMkkerROrVcJJDaxJac+ZxfcJDUsd6c+fzStKWM+3E1t5/TluHntAv68SuicoUvM7vRzOabWbGZJfzCfpeZ2WIzW2Zmj5bnmCKVWdUqkaQlJ9CyfnVSx2aTvSp4bYjmb9jFwLRMalerwrihSdStHh20Y4tUZj197zIv3LibIWOy2RPENkT/+HoZf/tyKTf0bs6jl3cO2nEruvK+8zUPuA747ng7mFkk8A/gcqArcIuZdS3ncUUqrbrVo5k0rA+N61RlSHoWOUEIYAs27ObW0ZlUrxLJ5Nv60qROtYAfU0T+4/zODXl5QDyz1+4kOT0rKAHslW+W8dfPF3NNz6Y8f313nVTjR+UKX865hc65E51+lQQsc86tcM4dAqYA/cpzXJHKrmHtqky5rS+NalclOcABbOHG3dw6egbVqkQyeXhfWjbQmj4iXrjs9Cb8/ZZ4Zq3dyZAAB7DXvl3OXz5bTL+eTXnhpp5E6qQavwrGnK9mwNpS19f5tolIOTSsXZXJw/8TwHJX+z+ALdpU8o5XTFTJO16tGtTw+zFEpOwu71YSwPLW7iRlTBZ7AxDAXv92Oc99uoirezTlhRt7KHgFwAnDl5l9aWbzjvHl93evzGy4meWYWU5+fr6/H16kwmnkC2ANa1clOT2bmX5cD2jJ5gIGvJFJdGQEU4b3pXWsgpdIKLiiWxNG9o9n5pqdpIzJZt8h/wWwN75bwbOfLuKqHk158aYeROls5oA44b+qc+4i59zpx/iaWsZjrAdK9xxp7tt2rGONcs4lOOcS4uLiyvjwIpVbo9pVmXxbX2JrRpM6Ntsv6wFt2nWA5PQsoiKMyQpeIiHnyu5NeKl/T3JWb+e+yXkU+aH7xft56/jzJwu5snsTRih4BVQw/mWzgQ5m1sbMooH+wIdBOK5IpdG4TlUyUpOIMCNlTBbb9x465cfac7CQ1LHZ7N5/mLEpSbRR8BIJSb/u3pQ/XH0aXy7cwv98tKBcjzVjxTYefmcOZ7RtwIibeip4BVh5l5q41szWAWcAH5vZ577tTc3sEwDnXCFwD/A5sBB4yzk3v3xli8jRWjWowRuDE9iw6wC3jcvhwOGik36MomLHvZNmsnhzAS/f2ouuTWsHoFIR8ZfBZ7Rm6NltGDt9FWNOsfvF8vw93D4+l5b1q/PawN5ERyl4BVp5z3Z83znX3DkX45xr5Jy71Ld9g3PuilL7feKc6+ica+ec+3N5ixaRY+vdqh4jbupJ7uod/OHDk/8b5//+tZivF+fzx6tP4/xODQNQoYj42+NXdOGSro34n48WMH3Z1pO6b8GBwwwfl0NUhDE2JYk61asEqEopTfFWpIK5snsT7jm/PVOy1zI5a02Z7/fp3I28+s1yBvRpycC+rQJYoYj4U2SE8eLNPWkbV5N7Juexfuf+Mt3POcdDb89m1bZ9vDygFy3qaxmZYFH4EqmAfnNxR87pGMfTU+eTV4YzIJdtKeCht2fTs0Vdnr5KayCLhJuaMVG8Pqg3hwuLuXNCbpmmHbzyzXI+n7+Zxy7vzBntGgShSjlC4UukAoqMMEb270mjOjEMy8hh2ZY9x913w879JKdnUy06klcH9iImKjKIlYqIv7SLq8mLN/dkzrpd3Ds5j8NFxcfd9/28dfzfvxZzVY+mDD27TRCrFFD4Eqmw6laPJiMlCTNj4OhM1m7f91/75BccZODozJ/ObFTbIJHwdnHXRvzx6tP4YsFmHnp79jGXoPhs3iYeervkzMa/3qC2QV5Q+BKpwNrG1WTCsCT2Hy5iwOgZfLlgM0XFjuJix/dLtzJwdCYbdx1gbGoipzer43W5IuIHyWe25uHLOjF11gbum5LH8vySd74LDhwm/fuV3Dt5Jj2a1+GNwQlUraJ3ur1gzpV/YbZASEhIcDk5OV6XIVIhzF67k9vH57Jp9wGa1a1GTFQEK7bupUGNaEbeEs9Z7WO9LlFE/Ozv05Yy8qulHC5yxLesy5JNBew9VESfNvUZNTiBOtV0ZqM/mVmucy6hTPsqfIlUDoeLivlywWYmZq7hUFExtyS14IpuTTTHS6QCyy84yFs5a/nn7A2c1rQOg89oRY8Wdb0uq0JS+BIREREJopMJX5rzJSIiIhJECl8iIiIiQaTwJSIiIhJECl8iIiIiQaTwJSIiIhJEIXu2o5nlA6uDcKhY4OTawFcclXnsULnHr7FXXpV5/JV57FC5xx+MsbdyzsWVZceQDV/BYmY5ZT01tKKpzGOHyj1+jb1yjh0q9/gr89ihco8/1Maujx1FREREgkjhS0RERCSIFL5glNcFeKgyjx0q9/g19sqrMo+/Mo8dKvf4Q2rslX7Ol4iIiEgw6Z0vERERkSCqsOHLzC4zs8VmtszMHj3G7TFm9qbv9kwza13qtsd82xeb2aXBrNtfyjD+B81sgZnNMbNpZtaq1G1FZjbL9/VhcCsvvzKMfYiZ5Zca47BStyWb2VLfV3JwK/ePMox/RKmxLzGznaVuC/fnPt3MtpjZvOPcbmY20vdvM8fMepW6Layf+zKM/VbfmOea2XQz61HqtlW+7bPMLCd4VftHGcZ+npntKvWz/VSp237x9RIOyjD+35Ua+zzf67y+77Zwf+5bmNnXvv/P5pvZ/cfYJ/Re9865CvcFRALLgbZANDAb6HrUPncBr/ku9wfe9F3u6ts/Bmjje5xIr8cUgPGfD1T3Xb7zyPh91/d4PYYAj30I8PIx7lsfWOH7Xs93uZ7XY/L3+I/a/14gvSI89776zwF6AfOOc/sVwKeAAX2BzAr03J9o7GceGRNw+ZGx+66vAmK9HkMAx34e8NExtp/U6yVUv040/qP2vQr4qgI9902AXr7LtYAlx/idH3Kv+4r6zlcSsMw5t8I5dwiYAvQ7ap9+QIbv8jvAhWZmvu1TnHMHnXMrgWW+xwsnJxy/c+5r59w+39UZQPMg1xgoZXnuj+dS4Avn3Hbn3A7gC+CyANUZKCc7/luAyUGpLAicc98B239hl37AOFdiBlDXzJpQAZ77E43dOTfdNzaoWK/5sjzvx1Oe3xch4yTHX9Fe8xudczN9lwuAhUCzo3YLudd9RQ1fzYC1pa6v47+fjJ/2cc4VAruABmW8b6g72TEMpeSvgiOqmlmOmc0ws2sCUWAAlXXs1/vefn7HzFqc5H1DWZnH4PuouQ3wVanN4fzcl8Xx/n0qwnN/Mo5+zTvgX2aWa2bDPaop0M4ws9lm9qmZnebbVqmedzOrTkm4eLfU5grz3FvJ9KF4IPOom0LudR8VjINI6DKzgUACcG6pza2cc+vNrC3wlZnNdc4t96bCgPgnMNk5d9DMbqfkHdALPK7JC/2Bd5xzRaW2VfTnvtIzs/MpCV9nl9p8tu95bwh8YWaLfO+mVBQzKfnZ3mNmVwAfAB08rskLVwE/OOdKv0tWIZ57M6tJSah8wDm32+t6TqSivvO1HmhR6npz37Zj7mNmUUAdYFsZ7xvqyjQGM7sI+D1wtXPu4JHtzrn1vu8rgG8o+UsiXJxw7M65baXGOxroXdb7hoGTGUN/jvr4Icyf+7I43r9PRXjuT8jMulPyM9/PObftyPZSz/sW4H3Cb6rFL3LO7XbO7fFd/gSoYmaxVJLnvZRfes2H7XNvZlUoCV4TnXPvHWOX0HvdB2NiWbC/KHlHbwUlH6kcmUR52lH73M3PJ9y/5bt8Gj+fcL+C8JtwX5bxx1My0bTDUdvrATG+y7HAUsJoAmoZx96k1OVrgRm+y/WBlb5/g3q+y/W9HpO/x+/brzMlE22tojz3pcbRmuNPvL6Sn0+8zaooz30Zxt6SkjmsZx61vQZQq9Tl6cBlXo/Fz2NvfORnnZJwscb3M1Cm10s4fP3S+H2316FkXliNivTc+57HccDffmGfkHvdV8iPHZ1zhWZ2D/A5JWezpDvn5pvZM0COc+5DIA0Yb2bLKPmB7O+773wzewtYABQCd7uffywT8so4/r8CNYG3S84zYI1z7mqgC/C6mRVT8s7oc865BZ4M5BSUcez3mdnVlDy/2yk5+xHn3HYz+x8g2/dwz7ifvz0f8so4fij5eZ/ifL+BfML6uQcws8mUnNkWa2brgKeBKgDOudeATyg582kZsA9I8d0W9s99Gcb+FCXzWl/xveYLXUmj4UbA+75tUcAk59xnQR9AOZRh7DcAd5pZIbAf6O/72T/m68WDIZRLGcYPJX9o/ss5t7fUXcP+uQfOAgYBc81slm/b45T8sRGyr3utcC8iIiISRBV1zpeIiIhISFL4EhEREQkihS8RERGRIFL4EhEREQkihS8RERGRIFL4EhEREQkihS8RERGRIFL4EhEREQkihS8RERGRIFL4EhEREQkihS8RERGRIFL4EhEREQkihS8RERGRIFL4EhEREQmiKK8LOJ7Y2FjXunVrr8sQEREROaHc3Nytzrm4suwbsuGrdevW5OTkeF2GiIiIyAmZ2eqy7quPHUVERESC6JTDl5mlm9kWM5tXalt9M/vCzJb6vtfzbTczG2lmy8xsjpn18kfx8h+vfbuc6cu3/mzb9OVbee3b5R5VJCIiIsdSnne+xgKXHbXtUWCac64DMM13HeByoIPvazjwajmOK8fQvXkd7pmU91MAm758K/dMyqN78zoeVyYiIiKlnXL4cs59B2w/anM/IMN3OQO4ptT2ca7EDKCumTU51WPLfzuzXSwvD4jnnkl5vPivxdwzKY+XB8RzZrtYr0sTERGRUvw956uRc26j7/ImoJHvcjNgban91vm2iR+d2S6WgX1aMvKrZQzs01LBS0REJAQFbMK9c84B7mTuY2bDzSzHzHLy8/MDVFnFNX35ViZkruG+C9ozIXPNf80BExEREe/5O3xtPvJxou/7Ft/29UCLUvs19237GefcKOdcgnMuIS6uTEtliM+ROV4vD4jnwUs6/fQRpAKYiIhIaPF3+PoQSPZdTgamlto+2HfWY19gV6mPJ8UP5qzb9bM5XkfmgM1Zt8vjykRERKQ0K/l08BTuaDYZOA+IBTYDTwMfAG8BLYHVwE3Oue1mZsDLlJwduQ9Icc794gqqCQkJTousioiISDgws1znXEJZ9j3lFe6dc7cc56YLj7GvA+4+1WOJiIiIVBRa4V5EREQkiBS+RERERIJI4UtEREQkiBS+RERERIJI4UtEREQkiBS+RERERIJI4UtEREQkiBS+RERERIJI4UtEREQkiBS+RERERIJI4UtEREQkiBS+RERERIJI4UtEREQkiBS+RERERIJI4UtEREQkiBS+RERERIJI4UtEREQkiBS+RERERIIoIOHLzH5jZvPNbJ6ZTTazqmbWxswyzWyZmb1pZtGBOLaIiIhIKPN7+DKzZsB9QIJz7nQgEugPPA+McM61B3YAQ/19bBEREZFQF6iPHaOAamYWBVQHNgIXAO/4bs8ArgnQsUVERERClt/Dl3NuPfB/wBpKQtcuIBfY6Zwr9O22Dmh29H3NbLiZ5ZhZTn5+vr9LExEREfFcID52rAf0A9oATYEawGVlua9zbpRzLsE5lxAXF+fv0kREREQ8F4iPHS8CVjrn8p1zh4H3gLOAur6PIQGaA+sDcGwRERGRkBaI8LUG6Gtm1c3MgAuBBcDXwA2+fZKBqQE4toiIiEhIC8Scr0xKJtbPBOb6jjEKeAR40MyWAQ2ANH8fW0RERCTURZ14l5PnnHsaePqozSuApEAcT0RERCRcaIV7ERERkSBS+BIREREJIoUvERERkSBS+BIREREJIoUvERERkSBS+BIREREJIoUvERERkSBS+BIREREJIoUvERERkSBS+BIREREJIoUvERERkSBS+BIREREJIoUvERERkSBS+BIREREJIoUvERERkSBS+BIREREJIoUvERERkSAKSPgys7pm9o6ZLTKzhWZ2hpnVN7MvzGyp73u9QBxbREREJJQF6p2vl4DPnHOdgR7AQuBRYJpzrgMwzXddREREpFLxe/gyszrAOUAagHPukHNuJ9APyPDtlgFc4+9ji4iIiIS6QLzz1QbIB8aYWZ6ZjTazGkAj59xG3z6bgEYBOLaIiIhISAtE+IoCegGvOufigb0c9RGjc84B7ug7mtlwM8sxs5z8/PwAlCYiIiLirUCEr3XAOudcpu/6O5SEsc1m1gTA933L0Xd0zo1yziU45xLi4uICUJqIiIiIt/wevpxzm4C1ZtbJt+lCYAHwIZDs25YMTPX3sUVERERCXVSAHvdeYKKZRQMrgBRKgt5bZjYUWA3cFKBji4iIiISsgIQv59wsIOEYN10YiOOJiIiIhAutcC8iIiISRApfIiIiIkGk8CUiIiISRApfIiIiIkGk8CUiIiISRApfIiIiIkGk8CUiIiISRApfIiIiIkGk8CUiIiISRApfIiIiIkGk8CUiIiISRApfIiIiIkGk8CUiIiISRApfIiIiIkGk8CUiIiISRApfIiIiIkGk8CUiIiISRApfIiIiIkEUkPBlZpFmlmdmH/mutzGzTDNbZmZvmll0II4rIiIiEuoC9c7X/cDCUtefB0Y459oDO4ChATquiIiISEjze/gys+bAlcBo33UDLgDe8e2SAVzj7+OKiIiIhINAvPP1N+BhoNh3vQGw0zlX6Lu+DmgWgOOKiIiIhDy/hi8z+zWwxTmXe4r3H25mOWaWk5+f78/SREREREKCv9/5Ogu42sxWAVMo+bjxJaCumUX59mkOrD/WnZ1zo5xzCc65hLi4OD+XJiIiIuI9v4Yv59xjzrnmzrnWQH/gK+fcrcDXwA2+3ZKBqf48roiIiEi4CNY6X48AD5rZMkrmgKUF6bgiIiIiISXqxLucGufcN8A3vssrgKRAHUtEREQkXGiFexEREZEgUvgSERERCSKFLxEREZEgUvgSERERCSKFLxEREZEgUvgSERERCSKFLxEREZEgUvgSERERCSKFLxEREZEgUvgSERERCSKFLxEREZEgUvgSERERCSKFLxEREZEgUvgSERERCSKFLxEREZEgUvgSERERCSKFLxEREZEgUvgSERERCSK/hy8za2FmX5vZAjObb2b3+7bXN7MvzGyp73s9fx9bREREJNQF4p2vQuC3zrmuQF/gbjPrCjwKTHPOdQCm+a6LiIiIVCp+D1/OuY3OuZm+ywXAQqAZ0A/I8O2WAVzj72OLiIiIhLqAzvkys9ZAPJAJNHLObfTdtAloFMhji4iIiISigIUvM6sJvAs84JzbXc6qJSEAAAecSURBVPo255wD3DHuM9zMcswsJz8/P1CliYiIiHgmIOHLzKpQErwmOufe823ebGZNfLc3AbYcfT/n3CjnXIJzLiEuLi4QpYmIiIh4KhBnOxqQBix0zr1Y6qYPgWTf5WRgqr+PLSIiIhLqogLwmGcBg4C5ZjbLt+1x4DngLTMbCqwGbgrAsUVERERCmt/Dl3Pue8COc/OF/j6eiIiISDjRCvciIiIiQaTwJSIiIhJECl8iIiIiQaTwJSIiIhJECl8iQfbat8uZvnzrz7ZNX76V175d7lFFIiISTApfIkHWvXkd7pmU91MAm758K/dMyqN78zoeVyYiIsEQiHW+ROQXnNkulpcHxHPPpDwG9mnJhMw1vDwgnjP/v737C5GzOuM4/vuRrbRa0EJyYzYmYSuWrShrBv9EaEBL0Sp640WVeOGNCP6vYNVLwTsjtigpkqY3kXqRelGkmFz45yJCcKI1rSaBSdS40eJ40SjeROnjxcyGTXYn2dWZ58yc+X5gYWd42fPsed4587znnJl3amXp0AAACZj5AgrYOLVSm6+6SH96raXNV11E4QUAY4TiCyjgrcNfaMfeo3rgup9rx96jC/aAAQDqRfEFJJvb4/XcHTP6/W8uObkESQEGAOOB4gtItn/2+Cl7vOb2gO2fPV44MgBABkdE6RgW1Wg0otlslg4DAADgrGzvi4jGUo5l5gsAACARxRcAAEAiii8A6IG7EQAYBIovAOiBuxEAGASKLwDoYf7dCJ7ZfejkV4TwpbjDh1lKjBKKLywbgxzGCXcjGA3MUmKUpBZftm+wfch2y/ZjmW2XUmOhkjnIZfVfjXlCf3A3gtHALOVoYKztSCu+bK+Q9LykGyVNS7rd9nRW+/NlJr/Gq7HMQS6r/2rMk1Rn8ZrZVtbdCGrtv+w32oxZylr7L6utGi/ev4/Mma8rJbUi4khEnJD0kqRbE9s/KTP5tV6NZS3FZPVfrXmqsXjNbCvrbgS19l/2RU3GLGWt/ZfVVo0X799LRKT8SLpN0rZ5j++U9Fyv4zds2BCDtKfVjpknd8eWXQdj5sndsafVHmh7W3YdjLV/eCW27Do40Hay1Np/teUpIi9XmedE9vmXodb+yz7/5v7+6Y8H0VZN/ZfdVtZYm/k/SWrGEmuiodpwb/tu203bzXa7PdC2MjfR1rZnJPvG0Fn9V1ue5mTOUma9pmrcBF9r/2W1lXnP1Br7L7OtzLF2WMeKzOLrmKQ18x5Pdp87KSJeiIhGRDRWrVo10GAy39AzC5UMmYNcVv/VmKc5NRavNRbKtfZfVlv3bJpa8Ma6cWql7tk01fe2auy/rLZqvXhftqVOkf3QH0kTko5IWi/pHEnvSfplr+MHueyYOT299Y3Wgr+7p9WOrW+0+t5WjbL6r9Y8ZZ3rJZZ8MtrKUmv/kSvaOl3mWJt9/mkZy47uHJ/D9m8lPStphaTtEfFUr2MbjUY0m82BxPHnNw/rssnzT7lKeuvwF9o/e3wgV0lAKVnneuZrqsbXb639R65oq6Ts/8n2vohoLOnYzOJrOQZZfAEAAPTTcoqvodpwDwAAUDuKLwAAgERDu+xouy3p44SmVkoako8/4CzI1WggT6ODXI0OcjX81kbEkr6qYWiLryy2m0tdo0VZ5Go0kKfRQa5GB7mqC8uOAAAAiSi+AAAAElF8SS+UDgBLRq5GA3kaHeRqdJCrioz9ni8AAIBMzHwBAAAkGtviy/YNtg/Zbtl+rHQ8WJztNbZft/2B7fdtP1g6JpyZ7RW237X9SulY0JvtC2zvtH3Q9gHb15SOCQvZfrg79v3H9t9s/7h0TPjhxrL4sr1C0vOSbpQ0Lel229Nlo0IP30p6JCKmJV0t6V5yNfQelHSgdBA4qz9KejUifiHpcpGzoWN7taQHJDUi4lJ17ov8u7JRoR/GsviSdKWkVkQciYgTkl6SdGvhmLCIiPgsIt7p/v6VOm8Qq8tGhV5sT0q6SdK20rGgN9vnS/qVpL9IUkSciIj/lY0KPUxI+ontCUnnSvq0cDzog3EtvlZL+mTe41nxhj70bK+TNCNpb9lIcAbPSnpU0v9LB4IzWi+pLemv3SXibbbPKx0UThURxyQ9LemopM8kHY+I3WWjQj+Ma/GFEWP7p5L+LumhiPiydDxYyPbNkj6PiH2lY8FZTUi6QtLWiJiR9LUk9r4OGds/U2dVZr2kCyWdZ3tz2ajQD+NafB2TtGbe48nucxhCtn+kTuH1YkS8XDoe9HStpFtsf6TOUv51tneUDQk9zEqajYi5WeSd6hRjGC6/lvRhRLQj4htJL0vaWDgm9MG4Fl9vS7rY9nrb56izgfEfhWPCImxbnX0pByLimdLxoLeIeDwiJiNinTqvqdcigqv0IRQR/5X0ie1Luk9dL+mDgiFhcUclXW373O5YeL34YEQVJkoHUEJEfGv7Pkm71Pn0yPaIeL9wWFjctZLulPRv2//qPvdERPyzYExADe6X9GL3AvSIpLsKx4PTRMRe2zslvaPOJ7/fFd90XwW+4R4AACDRuC47AgAAFEHxBQAAkIjiCwAAIBHFFwAAQCKKLwAAgEQUXwAAAIkovgAAABJRfAEAACT6DpcpnCMkP1BIAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -241,13 +241,6 @@ "wave = triangle(time_space())\n", "plot_signal_and_spectrum(time_space(), wave)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {