From e5f742fba63c3076435a64ec2c80e871877840f6 Mon Sep 17 00:00:00 2001 From: JupyterHub User <p42uwoeo@jupyter.rwth-aachen.de> Date: Mon, 20 Sep 2021 18:38:29 +0000 Subject: [PATCH] Fix some bugs and add systheo2functions.py to notebooks/V01... and notebooks/V02... --- notebooks/V01_zeitdiskrete_systeme.ipynb | 63 ++++----- notebooks/V02_die_z-transformation.ipynb | 156 +++++++++-------------- notebooks/systheo2functions.py | 13 ++ 3 files changed, 96 insertions(+), 136 deletions(-) diff --git a/notebooks/V01_zeitdiskrete_systeme.ipynb b/notebooks/V01_zeitdiskrete_systeme.ipynb index 179efa0..aafe63c 100644 --- a/notebooks/V01_zeitdiskrete_systeme.ipynb +++ b/notebooks/V01_zeitdiskrete_systeme.ipynb @@ -18,7 +18,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# <div style=\"font-family: 'times'; font-size: 13pt; text-align: justify\">\n", + "<div style=\"font-family: 'times'; font-size: 13pt; text-align: justify\">\n", "\n", "<b>Wie kann sich die Abtastfrequenz auf eine Zahlenfolge auswirken?</b>\n", "\n", @@ -27,14 +27,13 @@ "- Wähle einen Ton mit 440 Hz. Es gilt:$\\omega=2\\pi440$\n", "- Die Zahlenfolge wird definiert mit:$y=sin(\\omega*t)$\n", "\n", - "<b> Codes: </b>\n", - " <br><br>\n", + "<br>\n", "Folgender Python Code erzeugt die Wiedergabe des Tons <code>y</code> mit der Frequenz <code>fa</code>:" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -51,18 +50,15 @@ "<IPython.lib.display.Audio object>" ] }, - "execution_count": 4, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "from systheo2functions import *\n", "from IPython.lib.display import Audio\n", "%matplotlib widget\n", - "import ipywidgets as widgets\n", - "from ipywidgets import interact\n", - "import numpy as np\n", - "pi = np.pi\n", "\n", "#Im Folgenden wird die Abspielrate eines Tones als Abtastfrequenz betrachtet\n", "\n", @@ -94,23 +90,20 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { 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\" type=\"audio/wav\" />\n", - " Your browser does not support the audio element.\n", - " </audio>\n", - " " - ], + "application/vnd.jupyter.widget-view+json": { + "model_id": "59aa9b2f3d594509b328cfa010d6e70b", + "version_major": 2, + "version_minor": 0 + }, "text/plain": [ - "<IPython.lib.display.Audio object>" + "interactive(children=(IntSlider(value=5000, description='fa2', max=10000, min=1000, step=100), Output()), _dom…" ] }, "metadata": {}, @@ -159,14 +152,12 @@ }, { "cell_type": "code", - "execution_count": 162, - "metadata": { - "scrolled": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -178,7 +169,6 @@ } ], "source": [ - "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "#Frequenz Signal 1\n", @@ -226,14 +216,12 @@ }, { "cell_type": "code", - "execution_count": 111, - "metadata": { - "scrolled": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -255,12 +243,12 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -328,18 +316,11 @@ "<span style='color:OrangeRed'>Das heißt Signale mit diesen beiden Frequenzen können hinter dem Abtaster nicht mehr\n", "unterschieden werden! </span>\n" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -353,7 +334,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.9.6" } }, "nbformat": 4, diff --git a/notebooks/V02_die_z-transformation.ipynb b/notebooks/V02_die_z-transformation.ipynb index 7973d5e..22d45a9 100644 --- a/notebooks/V02_die_z-transformation.ipynb +++ b/notebooks/V02_die_z-transformation.ipynb @@ -9,58 +9,14 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 18, "metadata": { - "jupyter": { - "source_hidden": true - } + "tags": [] }, "outputs": [], "source": [ - "%matplotlib inline\n", - "import control\n", - "import ipywidgets as widgets\n", - "from IPython.display import display\n", - "from scipy import signal\n", - "import itertools\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "pi = np.pi\n", - "sin = np.sin\n", - "cos = np.cos\n", - "sqrt = np.sqrt\n", - "exp = np.exp\n", - "atan2 = np.arctan2\n", - "log10 = np.log10\n", - "\n", - "#Benutze eigene Funktion statt control.bode(), da control.bode() oft unerwünscht arrays ausgibt:\n", - "def plt_bode(G):\n", - " print(\"Bode-Diagramm:\")\n", - " temp = signal.lti(G.num[0][0],G.den[0][0])\n", - " w, mag, phase = temp.bode()\n", - " plt.plot(w,mag,'blue')\n", - " plt.xscale(\"log\")\n", - " plt.grid()\n", - " plt.legend(['Amplitude mit 20*log10(...)'])\n", - " plt.show()\n", - "\n", - " plt.plot(w,phase,'orange')\n", - " plt.xscale(\"log\")\n", - " plt.grid()\n", - " plt.legend(['Phase in Grad'])\n", - " plt.show()\n", - "\n", - "def deconvolve(N,D,i):\n", - " f,R = signal.deconvolve(N,D)\n", - " print(\"deconvolve (im ersten Schritt N/D sonst R/D):\")\n", - " print(\"f\"+i+\":\"+str(f))\n", - " print(\"R:\"+str(R))\n", - " return(f,R)\n", - "\n", - "def convolve(R):\n", - " R = signal.convolve(R,[1, 0])\n", - " print(\"convolve with z^(-1): R=R*z^(-1):\"+str(R)+\"\\n\")\n", - " return(R)" + "from systheo2functions import *\n", + "%matplotlib inline" ] }, { @@ -82,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -101,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -130,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -152,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -224,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -234,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -247,7 +203,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "72557bfcec7b411789736bf66a8c789c", + "model_id": "a65599e6ce5f4796812bf1c51c969756", "version_major": 2, "version_minor": 0 }, @@ -261,7 +217,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ba3c725e67af4e9389e713509e6c1d3a", + "model_id": "824be968914f4d2593144c6f82dcca84", "version_major": 2, "version_minor": 0 }, @@ -303,7 +259,7 @@ " f, R = deconvolve(R,D,str(i))\n", " \n", " #gebe das momentane Ergebnis für f(k) aus:\n", - " fk = list(map(sum, itertools.zip_longest(f, fk, fillvalue=0)))\n", + " fk = list(map(sum, zip_longest(f, fk, fillvalue=0)))\n", " fk_temp = fk.copy()\n", " if fo == True:\n", " fk_temp.insert(0,0)\n", @@ -367,7 +323,7 @@ " for i in range(k-1):\n", " R = signal.convolve(R,[1, 0])\n", " f_temp, R = signal.deconvolve(R,D)\n", - " f = list(map(sum, itertools.zip_longest(f, f_temp, fillvalue=0)))\n", + " f = list(map(sum, zip_longest(f, f_temp, fillvalue=0)))\n", " if fo == True:\n", " f.insert(0,0)\n", " return(f)" @@ -387,12 +343,14 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -439,12 +397,14 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -479,12 +439,14 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -511,22 +473,26 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": 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0dOIUt7ao2Dk7bSxRUYuKiIj7dB0N574Px/6n+XrNr2HhWPf9RS1x1EJNktsnfYtbotLwM7Csw10/Di9MqERFRORofNkw5kE4qxyySuHAclh4Mqz7o9ORia2sI5+Kdv3UbHG8K6SJTBtXUI62qATV9SMi4m49z4EpH0KPL0PwECy5Ct65XmsGpZOMIpOsAhz41NFQmojOpVK3O/7njiYqalEREUkC2T3grIVw4h2ABZ/9HsrHQeUapyOTRCk4zmyrVjkbR2OZ3c3Wjrl/NOpHRCTJeLxw4u1wdoWpDdj/b1O3sq3c6cgkEQqGmG2lmxIVG1tUNI+KiEiSKv2y6QrqPh4C+82ooJUPaIK4VJd/rNlWrXY2jsYad/3E+/5Ti4qISBLL7glffhUGXguRMHwwE96ebhZxk9TkyhaVhq6fSDD+CYXmURERSXLeTBj3exj9IFheWPcE/PNMqNnhdGRih2iiUrXGJKdu4M0CX57Zj3ediuZRERFJAZYFQ/7TFNpmdIE970D5eKh0UfeAxEdufzMhYKgGqjc7Hc1h0VaVeNepaB4VEZEUUvpls1ZQ3kA4tA4qTsXavcTpqCSePD7IG2T2XdX9E61TsatFRV0/IiKpoeBYmLQEup4MdXvwvj6ZnkElKynFjXUqds2lEm1RCVY6WiiuREVEJJ6ySmDiq9D7fKxwLSfX/RTPZw87HZXEixtH/sS6fuLcohIdnhwJm4kOHaJERUQk3ny5MOGvhAbegEUE7/vfhhX3OR2VxIMbW1SiXT/xLqb15pgicXC0oFaJioiIHTw+wic9xGr/JebrD38AH8/RXCvJLj868seNLSpx7vppvDChEhURkRRkWazMuIrQsLvM15/cBe9/V8mKW7Xl36Wgoevn0AaH1npqJsYsm4ppwRUFtUpURERsFj7+hzDmf80Xqx6EpTe4Zx4OOZLVzOrJUZnF4C8CInBwbaIiakajGO1qUQFXDFFWoiIikgjH3gynPAaWxyxo+O631LKSjCyrUZ2KS7p/7KpRgcMtKkG1qIiIpL6B18D4J02ysva38N53lKwko9jIH5cU1Nq5MGE0UVGLiohImuh/JYz7A2DBmnmqWUlGbhv5k9XQ9ROsglBdfM+tYloRkTQ08GqzRhCYmpUPf6BkJZm4revHX3R4GHG8W1UyuzbU5DhHiYqIiBMGXQsn/8bsr7wfVvyPs/FI2zXu+nFDgmlZ9k36NuYhuGwfHD8zvudtByUqIiJOGXwjnPRzs//Rj2Dt752NR9omfzBgQf0+e+pCOsLOglqHKVEREXHScf8FQ2eb/XdvhE1/czQcaQNfNuT2NftumfjNrvV+XECJioiI00bcDYOuM3OrvPlV2PGa0xFJa6LdP24pqLWr68cFlKiIiDjNsky9Sp8LIVwHr18A+z5yOippidtG/tg5RNlhSlRERNzA44NTn4KSM8ww09enQfVWp6OSo3Hbmj/RFhXVqIiIiG182XDGc+av9erN8K8LIHjI6aikOWpRSRglKiIibpLRBb70AmR2g73L4K2rtC6QG+UPNtuDn0E45GwsoBoVERFJoPxBMOE58GTA5r/Bh7OdjihNtGNOlJwy8+8TroeazfaF1FYa9dN+69ev57rrrmPAgAFkZ2czaNAgbr/9durr65sc9/HHHzNhwgSysrIoKyvjpz/9qV0hiYgkj5LTYdwjZn/lT+GzPzgbT1ppYfXkKI8X8gaa/SonV1FuEOv6UYtKm3366aeEw2F++9vfsnz5cn7+85/zm9/8hh/96EexYyorK5k0aRL9+vVj2bJl3Hfffdxxxx08/PDDdoUlIpI8Bnwdhv232X/3m7DnXWfjkabyjjFbVyQq0a6fPSnXVeiz68Tnnnsu5557buzrgQMHsmrVKn79619z//33A/CnP/2J+vp6Hn30UTIyMjjhhBP48MMPeeCBB7jhhhvsCk1EJHmceIcZqrzleVh8MZy7DLJKnI5KAPKjicoaZ+OAw4lKJAT1+80aPSnCtkSlOQcOHKBr18M/vCVLlnDGGWeQkZERe27y5Mnce++97Nu3jy5duhxxjrq6OurqDq8OWVlZCUAgECAQCMQ13uj54n1eSQ26P6Q1cbtHTn4E34FTsQ6uIbz4ckJnvGSGM0tcWcEgPiASiRBsw7+ZJ2cgXiBcuZpQB/6NO3R/BAP4MdU0TWO08PkKsIKVBA5tBU9+u+Npcv7IF88ff239vhN2p69du5aHHnoo1poCsH37dgYMGNDkuB49esReay5Rueeee5g7d+4Rz5eXl5OTkxPnqI2KigpbziupQfeHtCYe90h++D85g+/j2/U6n//9qyzP/EYcIpPGuoaWMwE4dOgQi158sdXji4N7OBU4uO0jXm3D8UfTnvsjN7yFiZgP+Ze+cM0vh3LIo5K3X1vAXu9nHYolK7yHyZhk7cVOfE9tUV1d3abj2p2ozJo1i3vvvbfFY1auXMlxxx0X+3rLli2ce+65XHbZZVx//fXtvWQTs2fPZsaMGbGvKysrKSsrY9KkSRQUFHTq3F8UCASoqKjgnHPOwe/3x/Xckvx0f0hr4n6PbC6GJf+PY4J/p//oS4n0vaLz55QYa1cBvAa5ublMnTK19TccPA5emku+tZOpU84Fq31lnx26P6pWw8vg9/uZOrVpjN5F/WDvdsafdAyR3m2Ivzk1W2ABWJZ1xPnjLdoj0pp2JyozZ85k+vTpLR4zcODA2P7WrVs566yzOPXUU48oki0tLWXHjh1Nnot+XVpa2uy5MzMzyczMPOJ5v99v24eFneeW5Kf7Q1oTt3tkwBVw4ENY8T/4ln0TisdCwbGdP68YPvORaFlW2/69CgeBx48VrsUf2Am5ZR26bLvuD585zmp4XxMNQ5R9wf3Q0fst0HB+q5nzx1lbz9/uRKW4uJji4uI2HbtlyxbOOussRo8ezR/+8Ac8nqbZ5vjx47n11lsJBAKxgCsqKhgyZEiz3T4iImlv+I9hzzuw41V48wqYtAS8WU5HlZ48PsgdYFo5qtZ0OFGJm6zUHKJs2/DkLVu2cOaZZ9K3b1/uv/9+du3axfbt29m+fXvsmCuvvJKMjAyuu+46li9fzvz583nwwQebdO2IiEgjHi+M/6OZN2Pfh/D+95yOKL1FR/4cdNMQ5dSa9M22YtqKigrWrl3L2rVr6dOnT5PXIhEz+19hYSHl5eXcfPPNjB49mu7duzNnzhwNTRYRaUlOLxj/BLw2BdbMg9Kzoexip6NKT9Gp9F0xl0pDi0qKLUxoW4vK9OnTiUQizT4aGz58OIsXL6a2tpbNmzfzwx/+0K6QRERSR69z4fgfmP23r4WD6x0NJ23luXAuFXX9iIiIK4z4MXQ7BQIH4K0rIRx0OqL0k++i2WlTdL0fJSoiIsnK44fT/gz+Ati9xKwJJInVeBXlhExd38LCiSm63o8SFRGRZJbXH0b/0ux/fDvs/cDRcJJbO1ZPjsrtB5YPQjVQszX+IR2N1czCiXEtpm3DwowJokRFRCTZDbga+lwEkSAsuQpCtU5HlNyaSwKOxuOD3P5m3+nun2jXT/AQBGs6eJIOJGs2U6IiIpLsLAvG/hayesCB5fDRbU5HlF7cMvLHl2+6AyGl6lSUqIiIpIKsYhj7O7P/6QOw43Vn40knbllF2bJSsk5FiYqISKrocz4Mug6IwNvTIXDQ6YjSgxsnfUuhuVSUqIiIpJKTfg45feHQevj4v52OJj24pesHDicq9XucjSOOlKiIiKQSf76pVwFY9SDsftvZeNJBXqO5VCIOF6NmdjPbOiUqIiLiVr3Ohf5XARF45z8gVO90RKktrz9YXghVQ802Z2OJDVFWoiIiIm42+uemsPLAclhxj9PRpDaP//AQZafrVDKiLSoa9SMiIm6W2Q3GPGT2l98N+5c7G0+qc8vIn2jXj2pURETE9fpeDr0vgHAAlt6QoCne01SeS9b8ievstO6gREVEJFVZFpw8D3y5sPst+PxxpyNKXfmDzPbg587GoWJaERFJKjl9YNjtZv/DH0DdXmfjSVV5A83W6UQlQ4mKiIgkm+P+CwqHmu6Aj251OprU5JZEJUtdPyIikmw8fhjzK7O/9rew511n43GrzsyBkjvAbOv3Qv3+uITTIdEWlVB1yixOqURFRCQd9PgS9P86EIF3b4JwyOmIXKwdqydH+fPMopDgbKuKvwAsn9lPke4fJSoiIuli1H3gL4S9y+Cz3zkdTepxQ/ePZTUqqE2N7h8lKiIi6SK7FIbfZfY//m9nuyhSkRsSFUi5kT9KVERE0sngb0LBceav7eV3Ox1NanFNopJaBbVKVERE0onHD6N+ZvZXPej8BGWpJJaofOZsHBmpNTutEhURkXTTawr0nGxmrP3gB05HkzryNOmbHZSoiIikG8syrSqWFzb/DXa85nREqSHaonJoA4SDzsWhrh8REUl6RSfAMTeY/fdnaLhyPGT3BE8mREJQvcm5ONSiIiIiKeHEuWa48r4PYN0TTkeT/CwP5DVM/OZk90+GhieLiEgqyCqGExqm1P/37Skzk6mjYnUqDhbUxrp+1KIiIiLJ7thvQ3Zv01Wx5tdOR5P83DBEOVOjfkREJFX4suHEO8z+8p9AoNLRcJKemxIVdf2IiEhKGDgd8o81H2wrH3A6muRmd6LSloUTo10/gUozBD3JKVEREUl3Hh+MaJil9tOfQe1OZ+NxTCdWT46KJipVdteotLBwor/o8Ot1e22Ow35KVEREBMouga6jIXjQdAGltQ6snhwVTVQC+6F+X1yiaTePFzK7mv0U6P5RoiIiImYSuJH/Y/bX/BoOrnc0nKTly4GsUrPvhiHKKVBQq0RFRESM0onQ48sQrteChZ2hgtq4UqIiIiKHDb/TbD9/TK0qHeWKRCV15lJRoiIiIocVnwql50AkqFqVjkpYQW0LUmgafSUqIiLS1Im3m+3nfzAL7En7uGEV5RSaRl+JioiINFV8mqlVUatKx7ip60fFtCIikpKatKpsdDaWZBNNVKo3Ojfhmrp+REQkpZVMgB5nmw/a5fc4HU1yyS4FbxZEQs4leRr1IyIiKS/WqvIIHNrkbCzJxPJAbn+zf2i9MzFo1I+IiKS8kjOg5EumVeXTnzsdTXJxOlFRMa2IiKSFobPM9rOHU2LdmISJJipOzUUTK6bdB+GQMzHEiRIVERE5up6ToWgEBA/B6nlOR5M88vqbrWNdPw1r/RAx6w4lMSUqIiJydJZ1uFVl9S8hWO1sPLaKw+rJUbkDzNapRMXjB3+B2e9Q908nFmaMMyUqIiLSsr6Xmg/eut3w2aNOR2M/Kw4f0k7XqEDKFNQqURERkZZ5fDD0+2b/0/udmxskmUS7fqq3QKjOmRgyOjCXSiSOrUpxokRFRERaN2A6ZJWYKfU3PO10NO6XWQzebCAC1Q4N7U6RuVSUqIiISOt82TDkFrO/8l5X/uXtKpblfPdPikyjr0RFRETaZvBN4MuF/f+GHa84HY37OT5EWS0qIiKSTjK6wMBvmH1NANc6p4cod6RGxYWUqIiISNsd+59mu/UFqFztbCxu53TXT5ZG/YiISLopGAy9ppn9Vb90Nha3y3N4LpUUmUZfiYqIiLTPcf9ltp//wUzRLs2L1aisc+b6sXlUlKiIiEg66XE2FJ0IoWr47BGno3GvaKJSs9WZuVSixbT1yb1GkxIVERFpH8uCIf9l9lc9BOGgo+G4VmZ38OaY/UMbE3/9jIb1fur3JvVwciUqIiLSfv2vNB/E1Rth89+cjsadLMvZkT/RhQnDAbOoZJJSoiIiIu3nzTLzqoCKalsS95E/7WgZ8eaAJ8PsJ3H3jxIVERHpmGNuBMsLu94wk8AlOzu6R+waotyWhRMtq9Gkb8k7RFmJioiIdExOb+hzodlf8xtHQ4mvOKyeHOX0yJ/GdSpJSomKiIh0XLT7Z90TEKhyNhY3cnwuFSUqIiKSznqcDQVDIHgQ1v/J6Wjcx+nZaaMFtXVKVEREJB1ZFhzzTbO/5ldJPQzWFrG5VLZBqDbx11eLioiIpL2B14A32xTU7n7L6WjcJbObWXEanJlLRcW0bVNXV8fIkSOxLIsPP/ywyWsff/wxEyZMICsri7KyMn76058mIiQREYmXjC7Q76tmf82vnY3FbSzL2e4ftai0zQ9+8AN69ep1xPOVlZVMmjSJfv36sWzZMu677z7uuOMOHn744USEJSIi8XLst8x24zNQu8vZWNxGiUqn+Oy+wEsvvUR5eTnPPvssL730UpPX/vSnP1FfX8+jjz5KRkYGJ5xwAh9++CEPPPAAN9xwQ7Pnq6uro67u8JoJlZWVAAQCAQKBQFxjj54v3ueV1KD7Q1qTVvdI/nC8Xcbg2fceoTW/J3zc95yOqN2sUBAfEIlECMbx38yT3RcvEKpcS7jReTt0fwQD+DGlQG2J0fIW4APCtXsIteU60fPTtvN3Rlu/b1sTlR07dnD99dfz3HPPkZOTc8TrS5Ys4YwzziAjIyP23OTJk7n33nvZt28fXbp0OeI999xzD3Pnzj3i+fLy8mavEQ8VFRW2nFdSg+4PaU263CN9A+MYxXvUfPK/LPrs+LZNSuYi3UMfcxpQVXWQV198MW7nHRSoYRiwbc3bLNt05Hnbc3/khTfxZaC+vp6X2xBj99BaTgMO7tnYpu8pK7yLyUA4HObFOP4MmlNdXd2m42xLVCKRCNOnT+eb3/wmY8aMYf369Uccs337dgYMGNDkuR49esReay5RmT17NjNmzIh9XVlZSVlZGZMmTaKgoCCu30MgEKCiooJzzjkHv98f13NL8tP9Ia1Ju3skMIHIPx4jL7SV88YVEel+mtMRtYu1Mxteh/z8PKZOnhq/826ugSWP0auwnh5fPnzeDt0flSthIWRkZDB1ahti3N8LKuaQn1nftuOrN8EL4PF42nZ8J0R7RFrT7kRl1qxZ3HvvvS0es3LlSsrLy6mqqmL27NntvUSLMjMzyczMPOJ5v99v2y8CO88tyU/3h7Qmbe4Rf1fodzl8/gd8G56Anmc6HVH7eM1HomVZ8f33KhgEgKdmE55mztuu+8NnjrMs2vaeHPPHv1W/F7/P13orV/T8tPH8ndDW87c7UZk5cybTp09v8ZiBAwfyyiuvsGTJkiOSijFjxvC1r32Nxx9/nNLSUnbs2NHk9ejXpaWl7Q1NREScNug6+PwPsPFpGP0g+POdjsh5uf3MtmYbhOrBm9Hy8fEULaYN10Oo+vBQ6STS7kSluLiY4uLiVo/75S9/yY9//OPY11u3bmXy5MnMnz+fcePGATB+/HhuvfVWAoFALLOqqKhgyJAhzXb7iIiIy3U/1cxUW7kKNsyHY/7D6Yicl1kMnkwI10HNZsgbmLhr+3LB44dwwMxOm4SJim3Dk/v27cuwYcNij2OPPRaAQYMG0adPHwCuvPJKMjIyuO6661i+fDnz58/nwQcfbFKDIiIiScSyYOC1Zv+zR5yNpd1smlXXsiC3r9lP9KRvlgUZDZO+1SfnpG+OzkxbWFhIeXk569atY/To0cycOZM5c+YcdWiyiIgkgQFXg+WFPW/DgRVOR9MBNoxWynEoUYGkX+/H9nlUovr370+kmTUghg8fzuLFixMVhoiI2C27FHpPg81/N60qJ/3M6YicF61TqXYgUUnySd+01o+IiMTfwOvMdt0TpoA03cW6fjYk/tpKVERERL6g1xTIKoW63bDtpdaPT3Xq+ukwJSoiIhJ/Hh/0v9Lsr3vS2VjcINqi4kjXj4ppRUREjjTgKrPd8g+o3+dsLE6L1qgc2mgW6kkktaiIiIg0o2gEFA4zk41tfMbpaJyVY6blIFQNdQlu2VCNioiISDMs63CrSrp3/3izIMtMZ5/w7h8lKiIiIkfR/0rAgl1vwMF1TkfjLKcKajMbalTU9SMiIvIFOX2gx9lmf90fnY3FaU7NpRJrUVExrYiIyJGi3T/rn0x8IambODWXSuNi2iT8+StRERERe5VdDN5sqFoDe951OhrnONX1E1tBuQ5CNYm9dhwoUREREXv586HPRWZ/fRoX1cal66cDLSK+PLAaVsxJwoJaJSoiImK/aPfPhr9AOOhsLEdlc7dIXFdQbsfCiZbVqKC2jXUqlg0LM3aQEhUREbFf6UTI7G6m1N/xqtPRtMyuD+lo10/tdgjV2nONo0niIcpKVERExH4eH5RdavY3/MXZWJyS2c3U6gBUb07wtZN3dlolKiIikhj9rjDbTX9NzxWVLavpVPqJ1OYWFfeNClKiIiIiiVE8wayoHNgP2yucjsYZOQ4tThitUVHXj4iIyFF4vND3crOfrt0/Ts2lEm1RSfQ6Q3GgREVERBIn2v2z+e8QTL45PTrN6blU1KIiIiLSgu6nmA/rYBVse8npaBLPqWn0VUwrIiLSBpYH+kW7f+Y7G4sTnO76UYuKiIhIK/o2dP9sWQDBQ87GkmiNJ31L5Lo77Z3wzUWUqIiISGJ1HQ15gyBUDZv/4XQ0iZXdB7DMujt1uxJ3XbWoiIiItJFlHR79s+lZZ2NJNG8GZPcEwKrelLjrKlERERFph76XmO3WF9Nv9E9sLpUE1qlEi2lDtUn381aiIiIiidflJPOBHaqG7eVOR5NYDXUqViKn0fflJ+0KykpUREQk8SwLyi42+xtd0v2TqOLWnD5mW7MlMdeDhhWUk3PSNyUqIiLijGiisuUfLlv7x6bVk6NyysxVElmjAklbp6JERUREnNH9VMgqMWv/7HzN6WgSx4kWFVCiIiIi0i4eL/S5yOxv+quzsSRSrEUlgTUq0Gi9HyUqIiIibRPt/tn8HIRDjoaSMNEWldqtEEng9xxbQVk1KiIiIm1Tcib4i6B2B+xe4nQ0iZFVCpYXKxIiK7I/cdfN6GK29fsSd804UKIiIiLO8WZA7/PNfrp0/3i8kN0LgOxIAls3lKiIiIh0QKz756+JXf/GSQ3dP1mR3Ym7phIVERGRDug5Cbw5ZkXhfe87HU1iNBTUZjuRqKiYVkREpB18OdBzstlPl0UKG1pUssNqUWmNEhUREXFetE5lS7okKtEWlUTWqETnUVGiIiIi0j69zwMs0/VTneCJ0JwQq1FRMW1rlKiIiIjzskqg2zizv2WBs7EkgpM1KoEDEAkn7rqdpERFRETcoU8adf/EWlT2tm/St86MioomKkRMspIklKiIiIg7ROtUdiyCYLUDASRwaHRWKRHLi4cw1G7vwAk6sHCiN8OMroKk6v5RoiIiIu5QOAxy+0GoFrb/08FAbF49Gcykb1lm0jcrkTU5SThEWYmKiIi4g2Wl1eifSGwV5U2Ju2gSFtQqUREREfeIJSoLkqrgs0OyewMJblHJTL4hykpURETEPUq+BL48U7exd5nT0dgq0jDyh5rNibuoWlREREQ6wZt5eJbaVO/+ibWoKFFpiRIVERFxlzSpUzlco5LARMWvREVERKRzek3FzFL7IVRvdToa+2SbRMWRUT9KVERERDooqxi6nWz2t73sbCw2irWo1G6FcDsmfeuMWKKi4ckiIiId13OK2aZwokJWD8J4sSKhDk761gFqUREREYmDXuea7bYKCAedjcUulpdaq2G4cKIKajU8WUREJA66ngwZXSGwH/a843Q0tqmxupmd6gRN+qYWFRERkTjweKHnJLO/NXW7f2pjiUqCWlSUqIiIiMRJz2j3z0vOxmGjGqu72Ul0i0rgQOIKeDtJiYqIiLhTdOK3vcugdqf914skcPXkBjUeh1pUwCQrR5WAhRnbSImKiIi4U3YpdBll9rctTNx1rcR9SCe8RcXjB1+u2U+S7h8lKiIi4l69GoYpp2idSm0sUXFiGv3kmEtFiYqIiLhXtE5l+8Kkqaloj1iLSk0iJ31LriHKSlRERMS9uo8HfyHU7UnJ1ZRrrUIilhciIajdkZiLtjjyJ/F1Oq1RoiIiIu7l8UHpRLOfiqN/LC9klZr9mgSt+ZNkQ5SVqIiIiLtFR/9s/6ezcdgkkt3L7NQkaAFGJSoiIiJxVHqO2e5+GwJVzsZih6yeZpuoVZSVqIiIiMRRXn/IGwSRIOx83elo4i6S3dvsqOunWUpURETE/aJ1KqnY/RPt+kl4i4qGJ/PCCy8wbtw4srOz6dKlCxdeeGGT1zdu3Mh5551HTk4OJSUlfP/73ycYTNFVMkVEpONSOFE5XKOSqEQluYYn++w68bPPPsv111/PT37yE84++2yCwSCffPJJ7PVQKMR5551HaWkpb731Ftu2bePqq6/G7/fzk5/8xK6wREQkGfU4C7DgwHKo2QbZPZ2OKH5iXT8qpm2OLS0qwWCQW265hfvuu49vfvObHHvssQwdOpTLL788dkx5eTkrVqzgj3/8IyNHjmTKlCncddddzJs3j/r6ejvCEhGRZJXZDbqeZPa3L3I2ljiLZKuYtiW2tKi8//77bNmyBY/Hw6hRo9i+fTsjR47kvvvuY9iwYQAsWbKEE088kR49esTeN3nyZG666SaWL1/OqFGjmj13XV0ddXV1sa8rKysBCAQCBAKBuH4f0fPF+7ySGnR/SGt0j8SXp/gsvHuXEd5aTqjPFXE/vxUK4gMikQjBBPybxe4PXwl+gMABAjX7D6/F05xgPX7MtGwdjtGTZ85Rt+/IcwQCnT9/G7X1/4Uticrnn38OwB133MEDDzxA//79+dnPfsaZZ57J6tWr6dq1K9u3b2+SpACxr7dv337Uc99zzz3MnTv3iOfLy8vJycmJ43dxWEVFhS3nldSg+0Nao3skPopD+ZwK1G18gfJdL8R98cCS4PuMBw5UVvL6iy/G9dwtqXjtHc4jCx+1vP7yUxzy9D7qsfnhDZwN1NXVs7CDMWZEDjAFsIKVvPjCP8ykcw2ywzuZhCnPeNHmn0F1dXWbjmtXojJr1izuvffeFo9ZuXIl4XAYgFtvvZVLLrkEgD/84Q/06dOHZ555hhtvvLE9l21i9uzZzJgxI/Z1ZWUlZWVlTJo0iYKCgg6ftzmBQICKigrOOecc/H5/XM8tyU/3h7RG90ichc4i8txPyA7vZeqEgVBwfFxPb233wmIoLChk6jlT43ru5jS+P7yL+kLVas4cO5hIyZlHf9OBT6AcMjMzmTq1gzGGA/DsNQBMnXiq6VaLOrQBXgSv19vx87dRtEekNe1KVGbOnMn06dNbPGbgwIFs27YNgKFDh8aez8zMZODAgWzcuBGA0tJSli5d2uS9O3bsiL12NJmZmWRmZh7xvN/vt+0XgZ3nluSn+0Nao3skTvx+KD4ddizCv/t16DY8vuf3mo9Ey7IS+u/l9/uxcnpD1Wp89TvN93k0PvOaZdGJGP3gy4PgQfzhKvA3+sxtOKdFZ87fxijaeP52JSrFxcUUFxe3etzo0aPJzMxk1apVnH766YDJHNevX0+/fv0AGD9+PHfffTc7d+6kpKQEMM2jBQUFTRIcERGRmNKJsGORGaY85DtORxM/CZ/0rSsEDyZFQa0to34KCgr45je/ye233055eTmrVq3ipptuAuCyyy4DYNKkSQwdOpSrrrqKjz76iIULF3Lbbbdx8803N9tiIiIiQs+G6fR3vArhFJp3K6chUdHInyPYNo/Kfffdh8/n46qrrqKmpoZx48bxyiuv0KWL+eF4vV4WLFjATTfdxPjx48nNzeWaa67hzjvvtCskERFJdkUjTWtA/V7YsxSKT3U6ovjQNPpHZVui4vf7uf/++7n//vuPeky/fv1sryoWEZEU4vFCjzNh019h52upk6g41aIScH+iorV+REQkuZScZbY7XnM0jLiKTaOv2Wm/SImKiIgklx5nmu2uNyGUIjOZN55GPxK2/3pKVERERGxSOBQyu0OoGva+53Q08ZFdClgQCULtLvuvF01U6ty/grISFRERSS6WB0q+ZPZ3vuZoKHHj8UNWw2ztiSioVYuKiIiIjaKzt6ZSnUoiC2ozupqtEhUREREbpGSdSrSgVi0qjSlRERGR5GNLnUokTufpoMYFtXZToiIiImIjW+tU4rsqc5sltOtHiYqIiIi9Uq1OJZGz00YTlWCV65ciUKIiIiLJKdXqVKI1KglpUSk6vO/yVhUlKiIikpxSbT6VnAS2qHh84Ms3+4ED9l+vE5SoiIhIckq1+VSiiUr9PgjW2H+9aKtK/X77r9UJSlRERCR5pVKdir8IvNlmPyEjf4rMNrDf/mt1ghIVERFJXo3rVMIBR0PpNMtKbEGtv8hs1aIiIiJik8KhZgRLqBr2feh0NJ2X40BBrYppRUREbGJ5oPtpZn/nYmdjiQe1qBxBiYqIiCS3ktPNdtcbzsYRD05M+qYaFRERERsVN0pUIg5Pg99ZsfV+ttl/LY36ERERSYCuY8CTCXW7oGqN09F0TlZPs61VohKlREVERJKbNxO6jTX7yd79k92QqFQnYHhytEZFXT8iIiI2i3X/dKKg1g3dRtGun6O2qMQxRrWoiIiIJEg0UdkZhxYVy6HVk+Fwi0rwEASqWjgwDjG2ODzZwZ/BFyhRERGR5Fd8KmDBwbVQs93paDrOnwe+PLNvd0Gtun5EREQSJKMIik40+7vedDSUTou2qtidqESHJ6vrR0REJAGKU2Q+lViiYnNBbbTrJ1QDoTp7r9UJSlRERCQ1xKOg1g0SNZeKv4BYLUrggL3X6gQlKiIikhpKJpjtvg9aKUR1uUTNpWJ5GpIVDnf/uGHk0xcoURERkdSQ0wdy+0EkDHvecTqajktUjQokxRBlJSoiIpI6YsOUk7j7J5GJSmxhQveuoKxERUREUkdxw0rKu5c4G0dnxGpUEjA7bbRFxcVDlJWoiIhI6uh2itnuecd0ASWjhHb9uH+IshIVERFJHUUngi8XApVwYKXT0XRMNFEJHIBgjb3XUouKiIhIAnl80PVks5+s3T/+QvBmmX27R/7EalT223udTlCiIiIiqaV7tPvnbWfj6CjLOjxE2fbZaYvMVomKiIhIgnQfb7btblFx0RwiOQkqqE2C9X6UqIiISGqJtqgcWNHBlgIXrBysFpUYJSoiIpJaskogb6DZ37PU2Vg6KmELExaZreZRERERSaAOd/+4RKJXUFbXj4iISAJF51PZnaQFtYlKVDTqR0RExAHF0RaVt5Nz4rdEzU6rGhUREREHFA0Hb7bp0qhc5XQ07ZedoBWUo4lKuA5CtfZeq4OUqIiISOrx+KHrGLOfjN0/0VE/dXsgVG/fdXx5YDWkAi5tVVGiIiIiqSmZC2ozu5lkC6B2u33XsTxmJlxQoiIiIpJQ0flUkjFRsSzIKjX7CSuodecQZSUqIiKSmmITvy03ixQmm4QV1Lp7iLISFRERSU3ZPSG3HxCBPe86HU37JXzSt/32XqeDlKiIiEjq6jbWbJWoHF00UVGLioiISILFEpUknEo/K0FDlF0+6ZsSFRERSV1dTzbbvW1pUXHR6snQfItKxIYY1fUjIiLikK4nARZUb4aatg7zdcHqydBKMW0cY4y2qKjrR0REJMH8+VB4vNlPtjoVraAMKFEREZFU167uHxeJTaO/E8JB+66jrh8REREHJWtBbWZxw/T2EZOs2CU6j4oSFREREQd0a2hR2fOuPcWodvF4IauH2bdz5I9qVERERBxUNNysm1O/Fw6tczqa9olNo7/Dvmuo60dERMRB3kwoGmH2k62gNpqo2LkwYZMJ39zX4qRERUREUl/j7p9kkp2ARCXa9RMOQKjGvut0kBIVERFJfclaUBvr+rExUfHlguU1+y4coqxERUREUl90iPK+9yEccjaW9ogV09pYo2JZrq5TUaIiIiKpr+A403IQPASVK52Opu0S0fUD4HfvEGUlKiIikvo8Xug62uwnU51KIrp+wNUrKCtRERGR9BCtU0mmGWoT1aKirh8RERGHRetUjlZQ68bJ4KI1KoFKCNo4IsfFk74pURERkfQQHaK8/2MI1R/9OMslqycD+AvBk2n27Syo/WKLiot+BrYlKqtXr+YrX/kK3bt3p6CggNNPP51XX321yTEbN27kvPPOIycnh5KSEr7//e8TDNq48JKIiKSv3P6m5SAcgAPLnY6mbSwrMd0/Ll5B2bZEZdq0aQSDQV555RWWLVvGiBEjmDZtGtu3mx90KBTivPPOo76+nrfeeovHH3+cxx57jDlz5tgVkoiIpDPLgq4nmf197zsbS3vEZqe1sUUl2vWTLjUqu3fvZs2aNcyaNYvhw4czePBg/ud//ofq6mo++eQTAMrLy1mxYgV//OMfGTlyJFOmTOGuu+5i3rx51Ne30CQnIiLSUdFEZW8yJSoNdSp2jvxxcYuKz46TduvWjSFDhvDEE09w0kknkZmZyW9/+1tKSkoYPdoMD1uyZAknnngiPXr0iL1v8uTJ3HTTTSxfvpxRo0Y1e+66ujrq6upiX1dWVgIQCAQIBAJx/T6i54v3eSU16P6Q1ugecR+rYDg+ILxnGaEv/LtYoaB5LRI54jU7tPX+8GSW4AVCh7YQLgrgx6zIE4xjjJYnDx8QqT+Ahakrjuf5m9PW/xe2JCqWZfHPf/6TCy+8kPz8fDweDyUlJbz88st06WImldm+fXuTJAWIfR3tHmrOPffcw9y5c494vry8nJycnDh+F4dVVFTYcl5JDbo/pDW6R9wjL1zFl4Hw3g946YV/EIlOHQ/0CL7HKcCB/fv514svJiym1u6PIfVVHAdsXP0u69d14yzMH+0L4xhjj+AaTgHqD+0iE1Oe8aLNP4Pq6uo2HdeuRGXWrFnce++9LR6zcuVKhgwZws0330xJSQmLFy8mOzub3//+95x//vm8++679OzZsz2XbWL27NnMmDEj9nVlZSVlZWVMmjSJgoKCDp+3OYFAgIqKCs455xz8fn9czy3JT/eHtEb3iAtFwkSe+yG+4EGmnD4QCk+IvWRtDcObUFhUxNQvT7U9lLbeH561G+GD+fTrkUmfoadDBWRmZjJ1avxitHYVwGt3k2FVQwS8Xm9cz9+caI9Ia9qVqMycOZPp06e3eMzAgQN55ZVXWLBgAfv27YslD7/61a+oqKjg8ccfZ9asWZSWlrJ0adOx7Dt2mEKh0tLSo54/MzOTzMzMI573+/22/SKw89yS/HR/SGt0j7hMl5Gw6w38Vf+G7iMPP+81H4key8KTwH+vVu+PvN4AeOp24vGZ46yG98VNTndz3ogZeWtZcT5/M9p6/nYlKsXFxRQXF7d6XLQ5x+NpWqvr8XgIh8MAjB8/nrvvvpudO3dSUlICmOavgoIChg4d2p6wRERE2q7LSbDrDVNQO+Aqp6NpXSKm0fcX2nfuTrJl1M/48ePp0qUL11xzDR999BGrV6/m+9//PuvWreO8884DYNKkSQwdOpSrrrqKjz76iIULF3Lbbbdx8803N9tiIiIiEhfRNX+SZYhyk3lUbJo9Nzrqx4VsSVS6d+/Oyy+/zMGDBzn77LMZM2YMb7zxBn//+98ZMWIEYPq/FixYgNfrZfz48Xz961/n6quv5s4777QjJBERESM2RPkDiISdjaUtosOTQzUQPGjPNXx5mA4l97Fl1A/AmDFjWLhwYYvH9OvXz/aqYhERkSYKjgNvFgSroOozKBjsdEQt8+WaRCJ40L7uH8sD/gIIHLDn/J2gtX5ERCS9eHxQZFr3k6b7JyuB0+i7jBIVERFJP83OUOvC1ZOjstO3oFaJioiIpJ8uLa3548JajWidSrRFxY7VjZWoiIiIuESsRWWZmS/e7RIxRFldPyIiIi5ReAJ4/GYRvkMbnI6mddkJqFFRi4qIiIhLeDOhcJjZT4aC2lgx7Q77rqFERURExEWaLah1qS/WqNhBXT8iIiIuUjTSbPd96GQUbRPt+gkH7LuGWlRERERcpEvDXCr7P3I2jrbIOvpivXGToURFRETEPYqGm231Zqjb62wsrckqsf8a/iL7r9EBSlRERCQ9ZRRC7gCz7/ZWFW8mZHSx9xrq+hEREXGZaPfPPpcnKmB/94+6fkRERFymKInqVLJtTlTU9SMiIuIyalE5zKUtKj6nA0iESCRCMBgkFAq1632BQACfz0dtbW273yupL1H3h9frxefzYdmxtodIuosmKgeW2zv0Nx6ic6nYxaU1KimfqNTX17Nt2zaqq6vb/d5IJEJpaSmbNm3Sh4QcIZH3R05ODj179iQjI8PW64ikndz+4MuHYBVUrXI6mpbZ3fXjzTbLCrgsYUvpRCUcDrNu3Tq8Xi+9evUiIyOjXR8o4XCYgwcPkpeXh8ejXjJpKhH3RyQSob6+nl27drFu3ToGDx6se1EkniwPdBkOu95sNPGbS/8wtbvrx7JMq0rdbnuv004pnajU19cTDocpKysjJyen3e8Ph8PU19eTlZWlDwc5QqLuj+zsbPx+Pxs2bIhdT0TiqGhEQ6Li8joVu7t+wJWJSlp8+irJkGSne1jERtE6larVzsbRmkQkKi5c70e//UREJL1Fhyi7XeNEJRK25xouLKhVoiIiIumtaBiurUtpLKv48H7dHnuuoRYVERERl/HlQv5gp6Noncd/eD8StOcaalGReHjssccoKipq13tee+01LMti//79tsRkp/Xr12NZFh9++GGLx61atYrS0lKqqqrafG7Lsnjuuec6F2An1NfX079/f9577z3HYhARDteppDslKtIW06dPx7IsLMsiIyODY445hjvvvJNgsOMZ9Kmnnsq2bdsoLOz8Tfjss89y9tln06VLF7KzsxkyZAjXXnstH3zwQafP3RmzZ8/mO9/5Dvn5+cDh5Cz66NGjB5dccgmff/65o3E2lpGRwfe+9z1++MMfOh2KSHpLljoVuxcmVNePwyIRCB5y5hGJtCvUc889l23btrFmzRpmzpzJHXfcwX333dfhbz0jI4PS0tJOT0z2wx/+kCuuuIKRI0fy/PPPs2rVKp566ikGDhzI7Nmzj/q++vr6Tl23NRs3bmTBggVMnz79iNdWrVrF1q1beeaZZ1i+fDnnn3++q2Ya/trXvsYbb7zB8uXLnQ5FJH0lS4tKGs5Om16JSqgans5r88PzfwUUlffB838F7Xpfs49Q+2bGzczMpLS0lH79+nHTTTcxceJEnn/++SbHLFy4kOOPP568vLxYYnM0X+z6iXYfteccb7/9Nj/96U954IEHeOCBB5gwYQJ9+/Zl9OjR3Hbbbbz00kuxY++44w5GjhzJ73//ewYMGBCb++Pll1/m9NNPp6ioiG7dujFt2jQ+++yzJtdZunQpo0aNIisrizFjxrSppebpp59mxIgR9O7d+4jXSkpK6NmzJ2eccQZz5sxhxYoVrF27Nvb67t27ueiii8jJyWHw4MFNfs6hUIjrrruOAQMGxFqPHnzwwSN+tmPHjiU3N5eioiJOO+00NmzYEHv973//OyeddBJZWVkMHDiQuXPnNmkd69KlC6eddhp/+ctfWv0+RcQmjVtUwrXOxdEaJSriVtnZ2U1aJaqrq7n//vt58skn+de//sXGjRv53ve+165ztvccf/7zn8nLy+Nb3/pWs69/sbVm7dq1PPvss/z1r3+N1ZccOnSIGTNm8N5777Fo0SI8Hg8XXXQR4bAZanfw4EGmTZvG0KFDWbZsGXfccUebvq/FixczZsyYVo/Lzs4GmrbwzJ07l8svv5yPP/6YqVOn8rWvfY29e/cCZlK3Pn368Mwzz7BixQrmzJnDj370I55++mkAgsEgF198MV/60pf4+OOPWbJkCTfccEPsZ7F48WKuvvpqbrnlFlasWMFvf/tbHnvsMe6+++4mcY0dO5bFixe3Gr+I2CSnz+H9Ayuci6M1dicqLuz6SemZaY/gzYHLD7b58HA4TGVlJQUFBZ2fcMvb/plxwUyhvmjRIhYuXMh3vvOd2POBQIDf/OY3DBo0CIBvf/vb3Hnnne06d3vPsXr1agYOHIjPd/i2eeCBB5gzZ07s6y1btsTqYOrr63niiScoLj48pO6SSy5pcs5HH32U4uJiVqxYwbBhw3jqqacIh8M88sgjZGVlccIJJ7B582ZuuummFr+XDRs2tJqobNu2jfvvv5/evXszZMiQ2PPTp0/nq1/9KgA/+clP+OUvf8nSpUs599xz8fv9zJ07N3bsgAEDWLJkCU8//TSXXnopVVVVHDhwgGnTpsV+jscff3zs+Llz5zJr1iyuueYaAAYOHMhdd93FD37wA26//fbYcb169WrSCiMiCdb4D62wvV3VnZKGLSrplahYlhmG1lbhMPhC5j0Jnhl0wYIF5OXlEQgECIfDXHnlldxxxx2x13NycmIfjAA9e/Zk586d7bpGPM5x7bXXcsEFF/DOO+/w9a9/nUijWpx+/fo1SVIA1qxZw5w5c3jnnXfYvXt3rCVl48aNDBs2jJUrVzJ8+PAm08SPHz++1ThqamqOOrV8nz59iEQiVFdXM2LECJ599tkmi/sNHz48tp+bm0tBQUGTn8O8efN49NFH2bhxIzU1NdTX1zNy5EjAdNtcc801TJ48mXPOOYeJEydy+eWX07NnTwA++ugj3nzzzSYtKKFQiNraWqqrq2NLO2RnZ3do4UwRiaOcvlC90ekoWpZVYu/5M5SoSBudddZZ/PrXvyYjI4NevXo1acUA8Pv9Tb62LKtJktAW7T3H4MGDeeONNwgEArH3FhUVUVRUxObNm484Pjf3yKTw/PPPp1+/fvzud7+jV69ehMNhhg0b1uli2+7du7Nv375mX1u8eDEFBQWUlJTERgQ11tzPIZpA/eUvf+F73/seP/vZzxg/fjz5+fncd999vPPOO7HjH330UW655RZefvll5s+fz2233UZFRQWnnHIKBw8eZO7cuVx88cVHXLdxYrV3794jkjoRSbDup8BGlycqBUNaP6Yzoi027fmj3mZKVFwqNzeXY445xukwmvjqV7/KQw89xK9+9StuueWWdr9/z549rFq1it/97ndMmDABgDfeeKPJMccffzxPPvkktbW1sQ/yt99+u9Vzjxo1ihUrmu9XHjBgQLvnnYl68803OfXUU5vU5Xyx+Dd6/VGjRjF79mzGjx/PU089xSmnnMJJJ53EqlWrWv23/OSTTxg1alSHYhSROBn9S6haCwO/4XQkR1d2CQz+FnRtvSavQ3L6wLhHILunPefvACUq0mbjx49n5syZzJw5kw0bNnDxxRdTVlbGtm3beOSRR7Asq8Vani5dutCtWzcefvhhevbsycaNG5k1a1aTY6688kpuvfVWrr/+embPns369eu5//77W41t8uTJ/Md//AehUAiv19vp7zVq8ODBPPHEEyxcuJABAwbw5JNP8u677zJgwADA1Mb8+c9/5itf+Qq9evVi1apVrFmzhquvvhqAOXPmMG3aNPr27cull16Kx+Pho48+4pNPPuHHP/5x7DqLFy/mrrvuilvcItIB2T1gyjKno2iZ5YGT59l7jUHX2nv+dtKoH2mX+++/n6eeeooPPviAadOmMXjwYC677DLC4TBLliyhoKDgqO/1eDz85S9/YdmyZQwbNozvfve7R8wNk5eXxz/+8Q/+/e9/M2rUKG699VbuvffeVuOaMmUKPp+Pf/7zn53+Hhu78cYbufjii7niiisYN24ce/bsadK6kp2dzaeffsoll1zCscceyw033MDNN9/MjTfeCJgEasGCBZSXl3PyySdzyimn8POf/5x+/frFzrFkyRIOHDjApZdeGtfYRURSgRVpb2GDy1RWVlJYWMiBAweO+JCsra1l3bp1TebxaI+4jvoR282bN4/nn3+ehQsXJuR68bo/rrjiCkaMGMGPfvSjox7T2XtZnBEIBHjxxReZOnXqEbVQIul+f7T0+d2Yun4kZdx4443s37+fqqqqZotm3ai+vp4TTzyR7373u06HIiLiSkpUJGX4fD5uvfVWp8Nol4yMDG677TanwxARcS31Z4iIiIhrpUWikuRlOCK6h0UkbaV0ohItTtKMn5LsovdwOhbciUh6S+kaFa/XS1FRUWw69JycnCMWzmtJOBymvr6e2tpajfqRIyTi/ohO/b9z506KioriOkeMiEgySOlEBaC0tBSg3WvYgPmQqKmpITs7u10JjqSHRN4fRUVFsXtZRCSdpHyiYlkWPXv2pKSkhEAg0K73BgIB/vWvf3HGGWeoyV2OkKj7w+/3qyVFRNJWyicqUV6vt92/7L1eL8FgkKysLCUqcgTdHyIi9lPhhYiIiLiWEhURERFxLSUqIiIi4lpJX6MSnQirsrIy7ucOBAJUV1dTWVmpGgQ5gu4PaY3uEWlJut8f0c/t1ia0TPpEpaqqCoCysjKHIxEREZH2qqqqorCw8KivW5Ekn5s7HA6zdetWzj77bN57772jHnfyySfz7rvvtuu1yspKysrK2LRpU4tLUDutpe/NLefvyDna8562HNvaMe29R3R/xO/8HT1HW98Xj+P0O8TZ8+t3iHPsuj8ikQhVVVX06tWrxUkzk75FxePx0KdPH3w+X4v/0F6v96ivt/QaQEFBgatvotbid8P5O3KO9rynLce2dkxH7xHdH87cH+15XzyO0+8QZ8+v3yHOsfP+aKklJSplimlvvvnmDr/e2nvdzu7443H+jpyjPe9py7Hpeo+k6v3RnvfF47hUvT8gde8R/Q6JD6djT/quHztVVlZSWFjIgQMHXJ3tijN0f0hrdI9IS3R/tE3KtKjYITMzk9tvv53MzEynQxEX0v0hrdE9Ii3R/dE2alERERER11KLioiIiLiWEhURERFxLSUqIiIi4lpKVERERMS1lKiIiIiIaylRiZOLLrqILl26cOmllzodirjAggULGDJkCIMHD+b3v/+90+GIC+l3hrRk06ZNnHnmmQwdOpThw4fzzDPPOB2SYzQ8OU5ee+01qqqqePzxx/m///s/p8MRBwWDQYYOHcqrr75KYWEho0eP5q233qJbt25OhyYuot8Z0pJt27axY8cORo4cyfbt2xk9ejSrV68mNzfX6dASTi0qcXLmmWeSn5/vdBjiAkuXLuWEE06gd+/e5OXlMWXKFMrLy50OS1xGvzOkJT179mTkyJEAlJaW0r17d/bu3etsUA5Ji0TlX//6F+effz69evXCsiyee+65I46ZN28e/fv3Jysri3HjxrF06dLEByqu0Nn7ZevWrfTu3Tv2de/evdmyZUsiQpcE0e8UaU0875Fly5YRCoUoKyuzOWp3SotE5dChQ4wYMYJ58+Y1+/r8+fOZMWMGt99+O++//z4jRoxg8uTJ7Ny5M3bMyJEjGTZs2BGPrVu3JurbkASJx/0iqU33iLQmXvfI3r17ufrqq3n44YcTEbY7RdIMEPnb3/7W5LmxY8dGbr755tjXoVAo0qtXr8g999zTrnO/+uqrkUsuuSQeYYpLdOR+efPNNyMXXnhh7PVbbrkl8qc//Skh8UrideZ3in5npIeO3iO1tbWRCRMmRJ544olEhepKadGi0pL6+nqWLVvGxIkTY895PB4mTpzIkiVLHIxM3Kgt98vYsWP55JNP2LJlCwcPHuSll15i8uTJToUsCabfKdKattwjkUiE6dOnc/bZZ3PVVVc5FaorpH2isnv3bkKhED169GjyfI8ePdi+fXubzzNx4kQuu+wyXnzxRfr06aNfSCmqLfeLz+fjZz/7GWeddRYjR45k5syZGvGTRtr6O0W/M9JXW+6RN998k/nz5/Pcc88xcuRIRo4cyb///W8nwnWcz+kAUsU///lPp0MQF7ngggu44IILnA5DXEy/M6Qlp59+OuFw2OkwXCHtW1S6d++O1+tlx44dTZ7fsWMHpaWlDkUlbqX7RVqje0Rao3ukfdI+UcnIyGD06NEsWrQo9lw4HGbRokWMHz/ewcjEjXS/SGt0j0hrdI+0T1p0/Rw8eJC1a9fGvl63bh0ffvghXbt2pW/fvsyYMYNrrrmGMWPGMHbsWH7xi19w6NAhvvGNbzgYtThF94u0RveItEb3SBw5PewoEV599dUIcMTjmmuuiR3z0EMPRfr27RvJyMiIjB07NvL22287F7A4SveLtEb3iLRG90j8aK0fERERca20r1ERERER91KiIiIiIq6lREVERERcS4mKiIiIuJYSFREREXEtJSoiIiLiWkpURERExLWUqIiIiIhrKVERERER11KiIiIiIq6lREVERERcS4mKiIiIuNb/B95HVblsilmPAAAAAElFTkSuQmCC\n", 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x/5ZaZ8qPgSR5Ifqj3NFwzoNQ+zas+6HX0bhrwCjz8BAnettxOFdekrwQ/dVpV8KIf4aNP4N9VV5H454Bo81fMY077S87DtevkSQvRH82+T/NXaBvXAfNfa/nkhQGjDZbJ4ZsQkk+jubKS5IXoj9LyYKZf4Hm/eah4P1h/ryjSX6Q2UpPXggRNwomQ+Xd8PETsP0hr6NxXkYRpBc6k+RTB4AvXZK8ECLOnPmvMHAWrPkaNO7yOhrnOTXDJrS0gSR5IURcUT4zf76jGVbenPzDNgNGOztXXpK8ECLuDKgwwza7n4EdS7yOxlk5o0wibun74R5RkyQvhIhbo74KRdNh9e1xNUPEdp0XXx3ozQckyQsh4pXPD9MehLZGk+gTUi9r14Q4PY2yab+58zUOSJIXQpwsdzSM+x7s/CvsftHraKIQxXWE7GHgS3VuGqVuh+b4WNpAkrwQorszv2Fuklp1mzMP2PCaL8X8+5xI8ukDzbb5gP1lx0CSvBCiO386TPkNNGyDjUm69rxT0ygzis22SZK8ECKeDb7IrD2/8SfQsN3raOw3YDQc/cD+VTgzQj35/faWGyNJ8kKInk36JagUWJWoF2F7kTMKdJv9v8DSpScvhEgUmaUw/oew+9kEuwgbgdAMm8Ob7C03vdBsm6QnL4RIBCO/AtnD4d2vx9UTjywbUGG2R6vtLdeXYhK9XHgVQiQEfzpM+Hc4/D5sf9DraOyTlg/pRfYneTAzbKQnL4RIGEM/DQNnwrrvQetRr6OxT06FM0k+o1h68kKIBKIUTPyl6Z1u/JnX0djHqSQvPXkhRMIpmgqnXwObfwmNNV5HY4+cCji+yyzjELVe7rCVnrwQIiGddbe5Zf/9u72OpBcRrF0TkhO6+LrN3vrSB5plDeLgQrUkeSFE5LLLYcRN8MHv4vAGqRjWwM9xaIZNRjGgocX79WskyQshojP2u2aa4Pofex2JdU4l+dD6NXEwLi9JXggRncwhUPFl2PFn+28kcltqjlka2PaefPwsUiZJXggRvTHfBn8mrP+h15FY58QMm86lDXrrybvziEVJ8kKI6GUUweivmTXn69d5HY01TiT5UE8+ovVrorhQHANJ8kKI2Iz+F0jJgQ0/8ToSa3IqoGmvvTd5pRUCKi5WopQkL4SITVoejPwy7HwMjmz1OprYhS6+NnxgX5k+v1m/Jg5WopQkL4SI3ag7zNo2iXwXrJPTKKUnL4RIaIESM2/+wz/BsZ1eRxObnDPM1olplMnSk1dKfV0ppZVSRV323amU2qaU2qKUutiOeoQQcejMb5jtpgR9TGBKFgSGSE++J0qpocBFwM4u+8YAVwFjgfnA/Uopv9W6hBBxKGsoDFto7oI9vs/raGLjyDTK5OnJ3wt8k5MnfV4GPKK1btZafwhsA6baUJcQIh6N+Ta0N8PW//I6ktg4Mo2yGFrq7H+GbJRSrJyslFoA7NJav6fUSXM9S4G3unxdE9wXroxFwCKAkpISqqqqYo6noaHB0vkiOtLe7or39h6bMZO8jb/mzdpZdPgyXK8/q3U7ZwPvb9jAwe2FUZ079KiPEU37Wf7Ks7T7soC+27usYRtnAK+//jptvuxux4ccq2ck8MarT9PiL+h2PKdlM5OBdevXUVedFVW80egzySullgGDwhz6LvAdYF6408LsC3t7l9b6AeABgClTpug5c+b0FVKPqqqqsHK+iI60t7vivr333w3LzmP20I+g4kvu119fAM/DuHHjYOic6M79uB6WP8CsCYOgYDIQQXtvXgtr4NxzzzXTSU+18yC8/itmTDoD8iu7H6/NghehcnwllEYZbxT6TPJa6wvD7VdKjQeGAaFefBmwRik1FdNzH9rl42XAbsvRCiHi18BZJkFuuRfOuAlUAk3e65xhs60zyVuWHh/r18T8v6C1Xq+1LtZal2utyzGJfZLWei/wFHCVUipdKTUMqABW2hKxECI+KQWjvgZHtsDuF7yOJjrZw83WzuWTMyJZv8Z5jvyq1VpvAB4DNgIvAF/WWnu/er4QwlmnfQYCpebpUYkkJcusRmlnkk/0nvypgj36g12+vltrPUJrPUpr/bxd9Qgh4pg/DUbeBvtehvr3vI4mOtnD7V3aIL3ADFklY09eCNGPnbEI/AHY+muvI4lO9gh7e/LKB+lFydOTF0IIwPRgT78advwFWg57HU3ksodD48fQ3mJfmenF0pMXQiShilugvRE+/KPXkUQuezjoDjj2kX1lZgyUnrwQIgkVToGCKVD936DdeQKSZdkjzNbui6/SkxdCJKWKW+DIJtj/mteRRKZzGqWNF18zij1fv0aSvBDCGadfBal5pjefCAKDwJ8RRU8+gr9Q0gdC6yF7x/mjJEleCOGMlEwYfgPUPOHy6pQxPjNV+WKcRtlLfaFnvbbUxhaTDSTJCyGcU3GzWYVx+++9jiQyWcNtHpMPPmKjWZK8ECIZDRgFxefBB//rwgVYG8rPCc6VtyvWziR/sPfPOUiSvBDCWcO/AA3b4MDrXkfSt+zh0NZg37RHSfJCiKR32pWQkg3b/9frSPpm90JlkuSFEEkvJQtO/xzsfAxaG7yOpnehufJHbZpGmRZ8eIkkeSFEUhv+BWg7Bjv/6nUkvcsqN1u7evL+NEgdIEleCJHkimZAzsj4H7JJCUBgCByzeYaNJHkhRFJTyvTmDyw3T1+KZ9kj7BuuAUnyQoh+YthCc8PR9oe8jqR32Q7MlZckL4RIeplDYNA82PHn+F60LHsEHN+FTzfbU54keSFEv1F+jVnK9+CbXkfSs+A0yoy2PfaUJ0leCNFvlH3KLAK24y8OVhLj2jUhoSTfvteGWDBJvu0YtB23p7woSZIXQrgnNQdKF5g58x2tXkcTXnY5YHOSB88WKZMkL4RwV/k1ZtmAvS/bXLBN4/wZJeBLJ6PN5iTv0ZCNJHkhhLsGzzfrzO9Y4nUk4SkfZJ1uf09ekrwQol/wp5v1bGqehLZGr6MJL+t0MtptWgM/Pbi0QZMkeSFEf1F+jbkYuetpryMJL6tcevJCCBGzgbPN8gEfPex1JOFll5PWccievzTSCsz21CTv0r0CkuSFEO7z+WHop2H3C9B61OtougstVHbsI+tl+VIgLb+XnrzFKZ99Ve9o6UII0ZPTroSOZtj9nNeRdNeZ5HfYU56HN0RJkhdCeKNoppmuuHOp15F0J0leCCEs8vlh6BWmJx9vs2wCg+ggFRp22FOeJHkhRL809NPQ3gh7XvA6kpMpH03+kt578tFcOJUkL4Tol4rPM/PI43DIpillUGTDNSqCC6ehJO/B6puS5IUQ3vGlQNnlsOsZaG+yp8xIkm4E+uzJRyO9yFxkbnd/WEqSvBDCW0OvhLajsOclryM5SZN/EDTtt+d6gYc3REmSF0J4a9AFZi2bjx+3Vo7NQyFN/kHmjR1z5SXJCyH6LV8qlF4Cu5+Fjnavo+nUlBJK8jusFxZK8h6sX2M5ySulvqKU2qKU2qCU+nmX/XcqpbYFj11stR4hRBIr/aTp5da+5XUknU705HdYL8zDnnyKlZOVUucDlwGVWutmpVRxcP8Y4CpgLDAEWKaUGqm1jp9f00KI+DF4PqgUqHkKBs70OhoAWnwF4EuzZ658Ag/X3AL8TGvzxFut9f7g/suAR7TWzVrrD4FtwFSLdQkhklVaLpTMia9VKYPrytvSk0/LM+UlWk8eGAnMUkrdDTQBX9davwOUAl3/7qoJ7utGKbUIWARQUlJCVVVVzME0NDRYOl9ER9rbXcne3qWNo6k4soy3ly3heErYdNGr7NZqpgDr16+ndluu5XgaGhqoa8klZc961oRp97KGbZwBLF++nHZfVp/lzVADOPDhOqrrTVk5LZuYDKxbv4666kzL8fakzySvlFoGDApz6LvB8/OBc4CzgceUUsMJv6xa2EvfWusHgAcApkyZoufMmRNR4OFUVVVh5XwRHWlvdyV9ezecDk/9mmll+2H0tdGfX5cLL8D48eOhbI7lcKqqqigYOBF2PRW+3TetgXdh1qxZkDqg7wKfGUxpbhqls4JlHcyE/4PK8ZVQaj3envSZ5LXWF/Z0TCl1C/CE1loDK5VSHUARpuc+tMtHy4DdFmMVQiSz7GGQO86My4/+mtfRGNnl0LQP2o5DSsBaWR4tbWB1TP5vwAUASqmRQBpwEHgKuEopla6UGgZUACst1iWESHZlC+DAcmip9zoSI/N0s7Vrhk0CJvkHgeFKqfeBR4DrtbEBeAzYCLwAfFlm1ggh+lT6SdDtsPt5ryMxsoJJvvFj62V5lOQtXXjVWrcA1/Vw7G7gbivlCyH6mcKpZo35mqfMc2BjYuOTlrKCo87HdlovK73wxCJlNq2vEwm541UIET+Uz8yZ3/tSfNz9GhhiYmq0KcnrNrNOj4skyQsh4svg+dBSB3WrvI7ELLkQGGLPcE1aodk211kvKwqS5IUQ8WXwRYCK4UEiDq3VnjnUpuGaArNtqbVeVhQkyQsh4kt6oRmb3x0nT4vKPM2eJC89eSGECBo8H+pWQrO7vd6wsk4zwzVWlzIO9eRd/jdJkhdCxJ8h80F3wN5lXkdihms6mqH5gLVyQj15Ga4RQvR7BWdDWn58POA76zSztXrxNS3fbGW4RgjR7/n8MGge7HnRk4dfnyQzmOStjsv70yAlR3ryQggBmCGb43vg0Hpv48i0+4Yo6ckLIQQMDj5Qzushm/RC8AdsmitfID15IYQAIDAY8irNkI2XlArOsDm1Jx/DMJL05IUQootBF8KBFdDeFMVJDqwL0+sNUVHUJz15IYToouQCM33xwBvexpF5mk0rURbKPHkhhOhUPNs84Hvfy97GkTnUXARub7FWTnqhWStfd9gTVwQkyQsh4ldqjlniYG8kSd7BqZZZp5nyj++yVk5agSmn5ZANQUVGkrwQIr6VXAB170DLYe9isOuGqPTQXa/uXXyVJC+EiG+D5prhjf2veReDXXPl09xfv0aSvBAivhVNN/PUvRyXDyV5qw8PkZ68EEKcwp8OA8+Ffa94F0NKpnlG6zGr69dIT14IIborucAsb9C037sYMofa15OXJC+EEF0Mmmu2ez3szWfZMFc+NQ9QweEadxZekyQvhIh/+ZMgNdfjcXkbnhDl80Na3sk9eeXAHbpdq3S0dCGEsIPPD8Xnwf5/eBdD5lBoPQytR6yVk1YoF16FEKKb4tlwtNrceeqF0Fx5qxdf0wtkTF4IIbopnm22+5f3/jmnhj8CpWZr+a5X6ckLIUR3+RMhJcu7m6Iyy8y2scZaOdKTF0KIMHwpUDQTDniU5ANDzLbRjp68JHkhhOiueLaZLx/uwRtOPwvWnwYZxXDcak++0Fy87Wi1J64+SJIXQiSO0Lj8gRXe1B8otaEnH7zrtaXeejwRkCQvhEgchWeDL827IZvMMhvG5N1dv0aSvBAicfgzoHCadxdfA6XWh2tcXr9GkrwQIrEUz4a61dDa4H7dmWUmOUf1zNlTSE9eCCF6UTwbdDscfNP9ujODc+WtjMunS09eCCF6VjQdlN+bIZvQXHkrN0SlhXrykuSFEKK71BxzY9SBPu58dULorlcrF19TB5hfUuGmgTrAUpJXSk1QSr2llFqrlFqllJra5didSqltSqktSqmLrYcqhBBBRTOg9h3X5pp36rzrdRcxLxWslLn4miA9+Z8DP9ZaTwB+EPwapdQY4CpgLDAfuF8p5bdYlxBCGANnQHsjHFoX5qCDS/em5pie+Ek9+RjqSy9MjJ485lfZgOD7XGB38P1lwCNa62at9YfANmBqmPOFECJ6RdPN9oAHF18DpTYsUuZeTz7F4vl3AC8qpe7B/MKYEdxfCrzV5XM1wX3dKKUWAYsASkpKqKqqijmYhoYGS+eL6Eh7u0vauwutme4r4tDGv7FpzzgAclq2MBlYt34dddVZlqvoqb0rm7NI2buRA4cHMgJYvnw57b5AVGWPOwpFbccAWLduHXVbozs/Gn0meaXUMmBQmEPfBeYCX9NaP66U+izwe+BCwv/9EnYAS2v9APAAwJQpU/ScOXMiizyMqqoqrJwvoiPt7S5p71Msn0NJ3SpKQm1Smw0vQuX4SiidY7n4Htv7rXGw5yUGjBgB78KsWbMgNTu6wt+sgA/fAKCyshKGWI+3J30mea31hT0dU0r9Efhq8Mu/Ar8Lvq8Bhnb5aBknhnKEEMK6ounw8VLzEJHAYNx6ZiqBMmjaCx1tsZcRuiHKBVbH5HcD5wXfXwBUB98/BVyllEpXSg0DKoCVFusSQogTBgZHh92+KSqz1NyM1bQv9jLS8u2Lpw9Wx+RvAn6llEoBmgiOrWutNyilHgM2Am3Al7XW7RbrEkKIE/InmsXKDr4JQ69wr15bbogqsCeWCFhK8lrr14HJPRy7G7jbSvlCCNEjfzoUTIEDb7hbrx03RLnYk5c7XoUQiatoulmsrL3ZvTpPuiEqRi725CXJCyES18AZ0NEM9e+6V2d6kRkmsrLksPTkhRAiAqGboty8+KqUGbLRHbGXkZ4gY/JuaG1tpaamhqamvtdvzs3NZdOmTS5EJcCd9s7IyKCsrIzU1FRH6xEJKjAYsk43SX7gue7Vm1kKxz6M/fwEml3juJqaGnJycigvL0ep3teIOHr0KDk5OS5FJpxub601tbW11NTUMGzYMMfqEQmucBrUdp2h7eDaNSGhcflYpebZEkYk4n64pqmpicLCwj4TvEg+SikKCwsj+itO9GOFU+HYDmja716dVpO8z731GuM+yQOS4Psx+b8XfSo822xr33GvzkDYpbjiUkIkeSGE6FH+JFA+qHMxyWdKkk8qfr+fCRMmMG7cOD7zmc/Q2NjIjh07GDduXJ/nLl68mD/+8Y9R1VddXc2ll17KiBEjmDx5Mueffz6vvWbtUWc33HADS5cuDXvsjjvu6Cx/zpw5jBo1irPOOouZM2eyZcsWAMrLyzl48KClGHpz4YUXUl9f71j5IomlZsOAMaeMyzssMMR6GSnuXD+UJB+BQCDA2rVref/990lLS2Px4sURn3vzzTezcOHCiD/f1NTEJZdcwqJFi/jggw9YvXo19913H9u3b+/22bY2CwskBdXV1fHWW28xe/bszn1Llizhvffe4/rrr+cb3/iG5Toi8fnPf57777/flbpEEiqcCs3OdUK6sSPJuzSNUpJ8lGbNmsW2bdsAaG9v56abbmLs2LHMmzeP48ePd/v8j370I+655x7A9JK/9a1vMXXqVEaOHMny5d2fUblkyRKmT5/OggULOveNGzeOG264obO8RYsWMW/ePBYuXMiOHTuYNWsWkyZNYtKkSbzxhrnFW2vNbbfdxpgxY7jkkkvYvz/8RamlS5cyf/78sMdmz57d+W8FuO+++5g0aRLjx49n8+bNAKxcuZIZM2YwceJEZsyY0dnz37BhA1OnTmXChAlUVlZSXW3Wrvvzn//cuf9LX/oS7e1mSaMFCxbw8MMP99DqQvQhNC7vlsBg62W4NI0y7qdQnmT1HVC/tsfDgfZ28Ed51Tp/Akz+z4g+2tbWxvPPP9+ZFKurq3n44Yf57W9/y2c/+1kef/xxrrvuuj7LWLlyJc899xw//vGPWbZs2UnHN2zYwKRJk3otY/Xq1bz++usEAgEaGxt56aWXyMjIoLq6mquvvppVq1bx5JNPsmXLFtavX8++ffsYM2YMX/ziF7uVtWLFCq688sqw9Tz99NOMHz++8+uioiLWrFnD/fffzz333MO9997L6NGjee2110hJSWHZsmV85zvf4fHHH2fx4sV89atf5dprr6WlpYX29nY2bdrEo48+yooVK0hNTeXWW29lyZIlLFy4kPz8fJqbm6mtraWw0L1lWEWSKHT5wXP+DOtlhJY20M4ukZxYSd4jx48fZ8KECYDpyd94443s3r2bYcOGde6fPHkyO3bs6LOsK664IqrPX3755VRXVzNy5EieeOIJwPR6AwHzJJnW1lZuu+021q5di9/vZ+vWrQC89tprXH311fj9foYMGcIFF1wQtvw9e/YwcODAk/Zde+21BAIBysvLue+++8LGHorl8OHDXH/99VRXV6OUorXVPFh5+vTp3H333dTU1HDFFVdQUVHByy+/zOrVqzn7bNPrOn78OMXFxZ3lFxcXs3v3bknyInp548GXbpY4SBShnnxbg6PVJFaS76PHfdyhm3NCY/KnSk9P73zv9/vDDtf0dI7f7w87pj527NiTLrI++eSTrFq1iq9//eud+7KyTjza7N5776WkpIT33nuPjo4OMjJO9DAimX4YCAS6zUNfsmQJU6ZMiSj273//+5x//vk8+eST7Nixo/NJOtdccw3Tpk3j2Wef5eKLL+Z3v/sdWmuuv/56fvrTn4aNpampqfOXlxBR8aWapYdr3+r7s/Ei1JNvcXbCgYzJx5lrrrmGFStW8NRTT3Xua2xs7PHzhw8fZvDgwfh8Pv70pz91jnHPnj2bRx55hPb2dvbs2cOrr74a9vwzzzzzpHH3aB0+fJjSUjOd7KGHHurcv337doYPH87tt9/OggULWLduHXPnzmXp0qWd1wfq6ur46KOPAHMNYe/evZSXl8cci+jn3B6ysSp04bWlztFqJMnHmUAgwDPPPMPixYsZPnw406dP56677uJ73/te2M/feuut/OEPf+Ccc85h69atnb38yy+/nIqKCsaPH88tt9zCeeedF/b8Sy65xNLDob/5zW9y5513MnPmzM5fMACPPvoo48aNY8KECWzevJmFCxcyZswY7rrrLubNm0dlZSUXXXQRe/bsAcx1hnPOOYeUlMT641LEEbcvvobG5WN9HlJ6cKjS6WWStdZx85o8ebI+1caNG7vt68mRI0ci/qw4YebMmbq+vj7q8+xs79tvv10vW7Ys7LFovgeS2auvvup1CPHt+D6tl52vdcNOW4rrs71r12i98latOzpiq6DtuNZrvq51i/WfI2CV7iGvSrdJ8B//8R/s3LmTvLw8z2IYN24cc+fO9ax+kQQyimHuK+7VVzARCn4T+/n+DJj4C/vi6YEkecG0adO8DoGbbrrJ6xCESEoJMSavHZ5HKuKX/N8LYU3cJ/mMjAxqa2vlh70f0sH15LtOCxVCRCfuh2vKysqoqanhwIEDfX62qalJEoKL3Gjv0JOhhBCxifskn5qaGvFTgaqqqpg4caLDEYkQaW8h4l/cD9cIIYSInSR5IYRIYpLkhRAiial4mrWilDoAHAIOhzmce8r+U78GKALcenJAuPqdLCOSz/b2mZ6ORbP/1H1utne4+p0832p793Y8krYNt0/aW9q7J6drrQeGPdLTrbBevYAHItkf7nP0cmuvW3E6VUYkn+3tM5G2ax/te+r/gWvtbUebu9neVttW2lva265XPA7XPB3h/p4+5xY76o+mjEg+29tnIm3X3vYnepu72d69HY+0baW9o/tMf2/vsOJquMYqpdQqrXX3hdCFI6S93SXt7a5kae947Mlb8YDXAfQz0t7ukvZ2V1K0d1L15IUQQpws2XryQgghupAkL4QQSUySvBBCJLF+keSVUsOVUr9XSi31OpZkpZTKUkr9QSn1W6XUtV7H0x/I97W7lFKfCn5//10pNc/reCIV90leKfWgUmq/Uur9U/bPV0ptUUptU0p9u7cytNbbtdY3Ohtp8omy7a8AlmqtbwIWuB5skoimzeX72roo2/tvwe/vG4DPeRBuTOI+yQMPAfO77lBK+YHfAJ8AxgBXK6XGKKXGK6WeOeVV7H7ISeMhImx7oAz4OPixGB9fL4iuzYV1DxF9e38veDwhxP168lrr15RS5afsngps01pvB1BKPQJcprX+KXCpyyEmrWjaHqjBJPq1JEbnIS5F2eYbXQ4v6UTT3kqpTcDPgOe11mvcjTR2ifrDWMqJXiOYBFPa04eVUoVKqcXARKXUnU4Hl+R6avsngE8rpf4b728PTzZh21y+rx3T0/f4V4ALgSuVUjd7EVgs4r4n3wMVZl+Pd3VprWuBhPlPiXNh215rfQz4gtvB9BM9tbl8Xzujp/b+L+C/3A7GqkTtydcAQ7t8XQbs9iiW/kba3n3S5u5KqvZO1CT/DlChlBqmlEoDrgKe8jim/kLa3n3S5u5KqvaO+ySvlHoYeBMYpZSqUUrdqLVuA24DXgQ2AY9prTd4GWcykrZ3n7S5u/pDe8sCZUIIkcTivicvhBAidpLkhRAiiUmSF0KIJCZJXgghkpgkeSGESGKS5IUQIolJkhdCiCQmSV4IIZKYJHkhhEhi/x8mecag0DVeuAAAAABJRU5ErkJggg==\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -745,7 +711,6 @@ "metadata": {}, "source": [ "<div style=\"font-family: 'times'; font-size: 13pt; text-align: justify\">\n", - "<hr/>\n", "Nun werden Transformationen eines Sinus-Signales simuliert:\n", "</div>" ] @@ -757,12 +722,14 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 768x576 with 1 Axes>" + "<Figure size 720x480 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { @@ -845,12 +812,14 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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mM6xfCu9s3h/pUkREws6cO/V4spnNBmY45+YF318LTHHO3dxsmXuABGAskA7c65z7zza2NR+YD5CTkzN58eLFXSq6srKStLS0Lq37u7W1vLergfunpxAfZ13aRqScTt/Ryos9gzf79mLP0Pm+L7744lXOuaK25sWHsH5bqdf6t0A8MBmYDiQD75rZe865T1us5NxDwEMARUVFrri4OISPP1lJSQldXfdY1m5K/riajBFncXZevy5tI1JOp+9o5cWewZt9e7FnCG/foQy5lAFDm73PBXa1scxLzrkq59x+4A3grLBUGGbnjexPnMGbmzTsIiKxJZRAXwEUmFm+mfmBOcCSVsv8N3ChmcWbWQowBVgf3lLDIyMlgfG5mby1aV+kSxERCasOA9051wDcDPyFQEg/7Zxba2YLzGxBcJn1wEvAR8By4BHn3CfdV/bpuXBUfz4sO8LRGt1nVERiR0jnoTvnljrnvuCcG+mc+7fgtEXOuUXNlrnLOTfGOTfOOXdPN9UbFhcU9KexyfHuZl0GQERih6e+KXrcpGF9SfH7eEvj6CISQzwZ6P74OKbk9+OtUgW6iMQOTwY6wAUFA9i6v4qyQ9WRLkVEJCw8G+gXFvQH0LCLiMQMzwZ6QXYaOX0SeUOnL4pIjPBsoJsZlxRm8+an+6lr0G3pRCT6eTbQAS4pzKGitoEV23T1RRGJfp4O9PNHZeGPj+PV9b3y4pAiIp3i6UBP8cdz3sgsXt2wl46uOiki0tt5OtABpo/OYfuBajbvq4p0KSIip8XzgX5JYTYAr23YG+FKREROj+cDfUhmMoUD0zWOLiJRz/OBDjB9dDYrtx/iSLWuvigi0UuBTuD0xcYmR8mn2ksXkeilQAcmDM0kK9XPXzXsIiJRTIEO+OKML47OYdmGcmrqGyNdjohIlyjQg2aOH0hlbYMu1iUiUUuBHnTeyP70SYpn6Se7I12KiEiXKNCD/PFxfGnsQF5Zt5faBg27iEj0UaA3c/n4gVTUNPBOqe41KiLRR4HezPmj+pOeGM/SjzXsIiLRR4HeTGK8jy+OyeHldXupb9Q10kUkuijQW7l8/CCOHKvn3c0adhGR6KJAb+XCgv6k+n0adhGRqKNAbyUpwcelY3L4n0/26GwXEYkqCvQ2zJo4hCPH6lm2QZcCEJHooUBvwwWj+tM/LZFnV38W6VJEREKmQG9DvC+OqyYMZtnGcg5V1UW6HBGRkCjQ2/G/Jg2hvtHxgg6OikiUUKC3Y8ygPpyRk86zq8siXYqISEgU6O0wM66eNIQPdhxm637dQFpEer+QAt3MZpjZRjMrNbOFp1jubDNrNLPZ4Ssxcq6aMBgzeO4DHRwVkd6vw0A3Mx/wADATGAPMNbMx7Sx3J/CXcBcZKYMykjlvZBbPri6jqclFuhwRkVMKZQ/9HKDUObfFOVcHLAauamO5W4BngJg6efurZw+j7NAx3izVjS9EpHeLD2GZIcDOZu/LgCnNFzCzIcDVwCXA2e1tyMzmA/MBcnJyKCkp6WS5AZWVlV1et7OSmxzpCfCrF1fhdiX1yGe2pyf77i282DN4s28v9gzh7TuUQLc2prUef7gH+IFzrtGsrcWDKzn3EPAQQFFRkSsuLg6tylZKSkro6rpd8bWa9Tzy1lbGTJpKdp/IhXpP990beLFn8GbfXuwZwtt3KEMuZcDQZu9zgV2tlikCFpvZNmA28GszmxWOAnuDOecMo7HJ8fTKnR0vLCISIaEE+gqgwMzyzcwPzAGWNF/AOZfvnMtzzuUBfwL+zjn3fLiLjZT8/qmcNzKLJ5fvpFEHR0Wkl+ow0J1zDcDNBM5eWQ887Zxba2YLzGxBdxfYW3xtyjA+O3yMNzbti3QpIiJtCmUMHefcUmBpq2mL2ln2m6dfVu/zpTED6Z/m54n3d3DxGdmRLkdE5CT6pmiI/PFx/G3RUF5dv5edB6sjXY6IyEkU6J1w3bl5xJnxu3e2RboUEZGTKNA7YWBGEn9z5iCeWrGTozX1kS5HRKQFBXon3XjBCCprG3h6hU5hFJHeRYHeSeNzM5iS34/H3t5GQ2NTpMsRETlBgd4F8y4cwWeHj/GXtXsjXYqIyAkK9C6YXphNXlYKD7+5Bef0RSMR6R0U6F0QF2fceOEI1uw8zLtbDkS6HBERQIHeZV+ZnEt2eiK/enVTpEsREQEU6F2WlOBjwbSRvLflIMu3Hox0OSIiCvTTMfecYfRPS+S+17SXLiKRp0A/Dcl+H/MvyufNTftZveNQpMsREY9ToJ+mr08ZTr9UP/dpLF1EIkyBfppSE+OZd2E+yzbuY9V2jaWLSOQo0MPgm+flkZ2eyC+WbtB56SISMQr0MEjxx/O9L36BldsP8co6fXtURCJDgR4mf1uUy8gBqdz50gZd40VEIkKBHibxvjhun1HI5n1V/NeqskiXIyIepEAPoy+NyWHy8L78v1c+paq2IdLliIjHKNDDyMz44eWjKa+o5f5lpZEuR0Q8RoEeZpOH92X25FweeXMLm/dVRrocEfEQBXo3WDizkKQEHz9ZslanMYpIj1Ggd4P+aYl8/9Iv8Oam/fzPJ3siXY6IeIQCvZt8Y+pwRg/qw09fWKcDpCLSIxTo3STeF8fPZo1lz9Ea7vrLxkiXIyIeoEDvRpOH9+P6c/P43TvbeE93NhKRbqZA72a3zziDYf1S+MEzH3GsrjHS5YhIDFOgd7MUfzx3XnMm2w9Ua+hFRLqVAr0HnDsyi+vOHc5j72zV0IuIdBsFeg/5wYxC8rJS+d7iNRyqqot0OSISg0IKdDObYWYbzazUzBa2Mf/rZvZR8PGOmZ0V/lKjW2piPPfNncjBqjr+z58+1BeORCTsOgx0M/MBDwAzgTHAXDMb02qxrcA059yZwE+Bh8JdaCwYNySDhTML+ev6ch5/Z1ukyxGRGBPKHvo5QKlzbotzrg5YDFzVfAHn3DvOueN3SX4PyA1vmbHjhvPzmF6Yzc+XbuDjsiORLkdEYoh19Ke/mc0GZjjn5gXfXwtMcc7d3M7y/xsoPL58q3nzgfkAOTk5kxcvXtyloisrK0lLS+vSur1BRZ3jx+8cA+An5ybTJ9FCWi/a++4KL/YM3uzbiz1D5/u++OKLVznnitqaFx/C+m2lTZu/BczsYuBG4IK25jvnHiI4HFNUVOSKi4tD+PiTlZSU0NV1e4v8sUeYvegd/rAtiT/Om0KCr+M/lmKh787yYs/gzb692DOEt+9QhlzKgKHN3ucCu1ovZGZnAo8AVznndG5eB8YNyeDOa85k+daD/Ouf10W6HBGJAaEE+gqgwMzyzcwPzAGWNF/AzIYBzwLXOuc+DX+ZsemqCUP4zkUj+P172/n9u9siXY6IRLkOh1yccw1mdjPwF8AHPOqcW2tmC4LzFwE/ArKAX5sZQEN7YzzSUuA+pJX8aMlaBqQnMWPcwEiXJCJRKqTz0J1zS51zX3DOjXTO/Vtw2qJgmOOcm+ec6+ucmxB8KMxD5Isz7ps7iQlDM7l18Qes2HYw0iWJSJTSN0V7gWS/j99efza5mcnc+LsVfLq3ItIliUgUUqD3Ev1S/Tz+rXNISvDxtYffp7Rc9yMVkc5RoPciQ/ul8MS3pwLwtYffY4tuMi0inaBA72VGZafx5Len0OQccx9+j637qyJdkohECQV6L1SQk84f502lodHxlUXv8slnukSAiHRMgd5LnTEwnae+cy5+nzH3ofd4d7O+qyUip6ZA78VGZafxzN+dR05GEtc/tpwVexoiXZKI9GIK9F5uUEYy//Wdcxk3uA8PrKnlvlc36VrqItImBXoU6Jvq54lvT+XcQT7+45VPuXXxGmrqdcNpEWlJgR4lkhJ8zD8zkdtnnMELH+3imgffYZvOgBGRZhToUcTM+LviUTxyXRFlh47xN/e9xYsf7Y50WSLSSyjQo9D00Tm8eOsFjMpO46YnVvPD5z6mqlYHTEW8ToEepXL7pvD0d85l/kUjeHL5Dmbe+ybLt+rCXiJepkCPYv74OH54+WgWf3sqDsdXH3qXn76wTnvrIh6lQI8BU0Zk8dLfX8TXpwzjt29t5Yu/fJ2XPtmt0xtFPEaBHiNSE+P52azxPPPd88hITmDBH1bzzcdWsEmX4hXxDAV6jJk8vC8v3HIB//eK0azefojL7nmDHz73MfsqaiNdmoh0MwV6DIr3xTHvwhG8fvvFXHduHk+v2Mm0u5Zxx/9s4GBVXaTLE5FuokCPYf1S/fzkyrG8/A8XMX10Dr95YzMX3vkad760gfKKmkiXJyJhpkD3gBED0rhv7kRe/t5FXFyYzaLXN3PBnctY+MxHlJZrjF0kVsRHugDpOQU56dz/tUnctq+S3761lT+tKmPxip1cMKo/35g6jC+OziHep9/xItFKge5BIwak8W9Xj+e2S7/Ak8t38MT7O1jwh9Xk9Enkmkm5XDM5l5ED0iJdpoh0kgLdw7LSErn5kgIWTBvJso37eOL97Sx6fTO/LtnMhKGZXDVhMJePH0ROn6RIlyoiIVCgC/G+OC4dk8OlY3IoP1rD82s+49nVn/Evf17Hv76wjrOH9+NLYwPzh2elRrpcEWmHAl1ayO6TxPyLRjL/opGUlley9OPdLP14Nz97cT0/e3E9BdlpFJ8xgIu+MICz8/qRlOCLdMkiEqRAl3aNyk7j1ukF3Dq9gJ0Hq/nr+r38df1eHn9nOw+/uZWkhDiKhvdj6oh+TB2RxfjcDBLjFfAikaJAl5AM7ZfCDefnc8P5+VTXNfD+loO8sWkf7205yN0vfwoELhY2fkgGk4ZlMnFYX8YPySC3bzJmFuHqRbxBgS6dluKP5+LCbC4uzAbgUFUdy7cdZNX2Q6zafujEHjwEvtw0dnAfxgzqw5jBfSgc2If8/qn443V6pEi4KdDltPVN9XPZ2IFcNnYgALUNjWzYXcFHnx3ho52HWbf7KI+9vY26xiYAfHFGXlYKBdnpjBiQyogBaeT3T2V4VgpZqX7t0Yt0kQJdwi4x3sdZQzM5a2gmTB0OQH1jE5v3VbJxTwWf7q3g072VbNxbwV/X76Wh6fPL/KYlxjO0Xwq5fZPJ7ZtMzYF6qj/ezaCMJAZnJpOV6teXn0TaoUCXHpHgi6NwYGDIpbn6xiZ2Hqxm6/4qth+oZsfB4ONANW+X7qe6rpEnN6w+sXycQf+0RLL7JDIgLZH+aYkMSE+kX6qf/mmB536pfjJTEuib4ifF79Mev3hGSIFuZjOAewEf8Ihz7o5W8y04/3KgGvimc271SRsSaSXBF8eIAWmMaOObqc45XnylhBHjJrPn6DF2Ha6hvKKW8qM17Dlaw77KWtbtPsqByroWe/ktt29kJPvJSI4nIzmBPskJpCclkJ4UT3piPOlJ8aQmBh5pwecUvy/4iCc5wUdy8H2C/jKQXq7DQDczH/AAcClQBqwwsyXOuXXNFpsJFAQfU4AHg88iXWZmpPmNMYMDB1Tb09TkOFpTz4GqOg4GH4er6zhUXc/h6nqOHKvnyLE6jh5r4GBVHdv2V1FZ20BFTQO1DU0h1+OLM5ITfCQlxJEY7yMxIY6k4HNifBz+eB9+3/HXcfh9cSTEG36fL/gcR3xcHPG+4GufEe+LIyHO8MUZCb644LOxvrwBt6EcX3BenNmJ1744w2dGXBzNXgefg9Pj2njtM8OC743gs4FZW9P0V000CmUP/Ryg1Dm3BcDMFgNXAc0D/SrgP13gnmfvmVmmmQ1yzu0Oe8UircTFGZkpfjJT/Iwc0Ll16xqaqKptoLK2gaq6BqpqG6iua6SqtpFj9Q0cq2uiuq6BmvpGauqbOFbfyLH6Rmrrm6hpaKS2vpHahibqGpo4cqyeuoYm6hoaqWtsor7BUdcYmFff2ERdYxOduivg6hWdaybMzMAIhHucgRGYcPx18/kGBGcH1205Pzibz39P2InXx6fX1taR9M6rLabTbHvN62rzNe0s0852Tuo3hBmh/JoL5ZfhnLOHMu/CESFsrXNCCfQhwM5m78s4ee+7rWWGAC0C3czmA/MBcnJyKCkp6WS5AZWVlV1eN5p5se9I9ZwUfPQ9PiEOSAw+QnJ8eKblF62anKOhCRodNB5/dq7Za2hsclRVHyMxKZlGB03NHo3O0eTA0XL659M+n+9aTA884Pi0wIym4HKu1TME5tFq3vH1g1v4fH6zHp07Mffz/222vvt8Rot16+ubiI8/+QbnJ9ZzbU9vVs1JM0L9/dneL9rO3pU31OXLd26hpGQHEN5/46EEelu/blrXHcoyOOceAh4CKCoqcsXFxSF8/MlKSkro6rrRzIt9e7Fn8GbfXuwZwtt3KEd5yoChzd7nAru6sIyIiHSjUAJ9BVBgZvlm5gfmAEtaLbMEuM4CpgJHNH4uItKzOhxycc41mNnNwF8IDAg+6pxba2YLgvMXAUsJnLJYSuC0xRu6r2QREWlLSOehO+eWEgjt5tMWNXvtgJvCW5qIiHSGvikhIhIjFOgiIjFCgS4iEiMU6CIiMcJcp76LHMYPNtsHbO/i6v2B/WEsJ1p4sW8v9gze7NuLPUPn+x7unGvzIhcRC/TTYWYrnXNFka6jp3mxby/2DN7s24s9Q3j71pCLiEiMUKCLiMSIaA30hyJdQIR4sW8v9gze7NuLPUMY+47KMXQRETlZtO6hi4hIKwp0EZEYEXWBbmYzzGyjmZWa2cJI19MdzGyomS0zs/VmttbM/j44vZ+ZvWJmm4LPfTvaVrQxM5+ZfWBmLwTfe6HnTDP7k5ltCP7Mz/VI3/8Q/Pf9iZk9aWZJsda3mT1qZuVm9kmzae32aGb/GMy2jWZ2WWc/L6oCvdkNq2cCY4C5ZjYmslV1iwbg+8650cBU4KZgnwuBV51zBcCrwfex5u+B9c3ee6Hne4GXnHOFwFkE+o/pvs1sCHArUOScG0fg0txziL2+fwfMaDWtzR6D/43PAcYG1/l1MPNCFlWBTrMbVjvn6oDjN6yOKc653c651cHXFQT+Ax9CoNfHg4s9DsyKSIHdxMxygSuAR5pNjvWe+wAXAb8FcM7VOecOE+N9B8UDyWYWD6QQuMtZTPXtnHsDONhqcns9XgUsds7VOue2Eri/xDmd+bxoC/T2bkYds8wsD5gIvA/kHL8TVPA5O4KldYd7gNsJ3p84KNZ7HgHsAx4LDjU9YmapxHjfzrnPgLuBHQRuJn/EOfcyMd53UHs9nna+RVugh3Qz6lhhZmnAM8D3nHNHI11PdzKzvwHKnXOrIl1LD4sHJgEPOucmAlVE/zBDh4LjxlcB+cBgINXMvhHZqiLutPMt2gLdMzejNrMEAmH+R+fcs8HJe81sUHD+IKA8UvV1g/OBK81sG4GhtEvM7A/Eds8Q+Ddd5px7P/j+TwQCPtb7/iKw1Tm3zzlXDzwLnEfs9w3t93ja+RZtgR7KDaujnpkZgTHV9c65XzabtQS4Pvj6euC/e7q27uKc+0fnXK5zLo/Az/U159w3iOGeAZxze4CdZnZGcNJ0YB0x3jeBoZapZpYS/Pc+ncCxoljvG9rvcQkwx8wSzSwfKACWd2rLzrmoehC4GfWnwGbgnyJdTzf1eAGBP7U+AtYEH5cDWQSOim8KPveLdK3d1H8x8ELwdcz3DEwAVgZ/3s8DfT3S978AG4BPgN8DibHWN/AkgWME9QT2wG88VY/APwWzbSMws7Ofp6/+i4jEiGgbchERkXYo0EVEYoQCXUQkRijQRURihAJdRCRGKNBFRGKEAl1EJEb8f6QSwrAVaaxxAAAAAElFTkSuQmCC\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -873,12 +842,14 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -913,12 +884,14 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -930,18 +903,11 @@ "plt.legend(['y3(k)'])\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -955,7 +921,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.9.6" } }, "nbformat": 4, diff --git a/notebooks/systheo2functions.py b/notebooks/systheo2functions.py index a3944e1..eda183b 100644 --- a/notebooks/systheo2functions.py +++ b/notebooks/systheo2functions.py @@ -2,6 +2,7 @@ import numpy as np import control from scipy import signal from scipy import linalg +from itertools import zip_longest import matplotlib.pyplot as plt inv = np.linalg.inv pi = np.pi @@ -14,6 +15,18 @@ log10 = np.log10 s = control.TransferFunction.s +def deconvolve(N,D,i): + f,R = signal.deconvolve(N,D) + print("deconvolve (im ersten Schritt N/D sonst R/D):") + print("f"+i+":"+str(f)) + print("R:"+str(R)) + return(f,R) + +def convolve(R): + R = signal.convolve(R,[1, 0]) + print("convolve with z^(-1): R=R*z^(-1):"+str(R)+"\n") + return(R) + def print_det(M): print("Determinante: "+str(np.around(np.linalg.det(M)))) -- GitLab