diff --git a/notebooks/ofdm_fundamentals/02_ofdm_transceiver.ipynb b/notebooks/ofdm_fundamentals/02_ofdm_transceiver.ipynb index 282076a..4d281c6 100644 --- a/notebooks/ofdm_fundamentals/02_ofdm_transceiver.ipynb +++ b/notebooks/ofdm_fundamentals/02_ofdm_transceiver.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "\"University" + "" ] }, { @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 757, "metadata": {}, "outputs": [], "source": [ @@ -101,14 +101,14 @@ "source": [ "This is very similar to the final OFDM transmitter diagram shown in [OFDM Fundamentals](01_ofdm_fundamentals.ipynb). However, we have now addded a sub-carrier mapping stage after symbol generation. This is necessary because in real OFDM systems, only particular sub-carriers are used to carry data. The remaining sub-carriers are used to carry pilots for phase tracking and channel estimation in the receiver and null sub-carriers to relax the requirements for anti-imaging and anti-aliasing filters in the transmitter and receiver respectively. \n", "\n", - "In this notebook, we will use the OFDM symbol structure and sub-carrier mapping scheme employed in the IEEE 802.11a/g (Wi-Fi) standard. However, we will restrict ourselves to the addition of null sub-carriers, since we will not demonstrate phase tracking and will training symbols for channel estimation. The implementation of phase tracking can be seen in the RFSoC demonstration notebook. \n", + "In this notebook, we will use the OFDM symbol structure and sub-carrier mapping scheme employed in the IEEE 802.11a/g (Wi-Fi) standard. However, we will restrict ourselves to the addition of null sub-carriers, since we will not demonstrate phase tracking and will employ training symbols for channel estimation. \n", "\n", "Let's set some important OFDM parameters: " ] }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 758, "metadata": {}, "outputs": [], "source": [ @@ -129,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 759, "metadata": {}, "outputs": [], "source": [ @@ -155,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 760, "metadata": {}, "outputs": [], "source": [ @@ -178,7 +178,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 761, "metadata": {}, "outputs": [], "source": [ @@ -213,7 +213,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 762, "metadata": {}, "outputs": [], "source": [ @@ -235,7 +235,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 763, "metadata": {}, "outputs": [], "source": [ @@ -275,7 +275,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 764, "metadata": {}, "outputs": [], "source": [ @@ -312,7 +312,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 765, "metadata": {}, "outputs": [], "source": [ @@ -354,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 766, "metadata": {}, "outputs": [], "source": [ @@ -375,11 +375,11 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 767, "metadata": {}, "outputs": [], "source": [ - "SNR = 30 # Desired SNR (dB) \n", + "SNR = 25 # Desired SNR (dB) \n", "rxSig = awgn(txSig_filt,SNR)" ] }, @@ -414,7 +414,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 768, "metadata": {}, "outputs": [], "source": [ @@ -432,7 +432,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 769, "metadata": {}, "outputs": [], "source": [ @@ -444,12 +444,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Ok, we'll leave these for now and return to them when we do channel estimation. Now let's extract the data payload OFDM symbols and perform FFTs to recover the underlying data symbols. The CP is removed because it does not contain any information." + "Ok, we'll leave these here for now and return to them when we do channel estimation. Now let's extract the data payload OFDM symbols and perform FFTs to recover the underlying data symbols. The CP is removed because it does not contain any information." ] }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 770, "metadata": {}, "outputs": [], "source": [ @@ -506,7 +506,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "where $Y[k]$ is the $k^{th}$ received data symbol, $X[k]$ is the $k^{th}$ transmitted data symbol, $H[k]$ is the frequency response at sub-carrier $k$ and $W[k]$ is the noise at sub-carrier $k$. " + "where $X[k]$ is the $k^{th}$ transmitted data symbol, $H[k]$ is the frequency response at sub-carrier $k$ and $W[k]$ is the noise at sub-carrier $k$. " ] }, { @@ -532,7 +532,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 771, "metadata": {}, "outputs": [], "source": [ @@ -543,7 +543,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 772, "metadata": {}, "outputs": [], "source": [ @@ -561,7 +561,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 773, "metadata": {}, "outputs": [], "source": [ @@ -580,22 +580,22 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 774, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 102, + "execution_count": 774, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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SV6AkFS5uwtPLeY+0PXLkCJUrVzY6hltK77MVkT1KqYh7n6uPBHZR8fGQhDc+QT4APP3qA/z+zlquJoYQ1/AJ1NFjBifU7GGfX31OFqyb7mPtB5Zk7YgNNLr6E6/1E1xo3U4ziC4ALsoUFctUXqPsuc137nt5TCkW9lxL3G3h7/ZvGZhOs5d3801lZa13M3y859iy9BxWiK++TGTHQ/3h9GnHhdNcji4ALioh6iavMY3CV4/cdf+QGRX4tNV6ah+ew4IFBoXT7MZkAj+/zJ8zbhwMaX+aCjvnciPicTh3zjHhNJejC4CLSrhpHnrmEXD30sDDA97/sSq1Ggbx2kuxHB8yHd0X4D42XKzMM/vfy/Q5IjBmYXnGNVqFXI3iRr0nIDY209douZMuAC4qMSb9AgDg6wtLlsCAvN/y4CevEvX2JEfH0+ykeMq/+Kv7n5PGywveX1WXkWFLCDp3lPNt++gVAe0/dAFwUakFwDMw/f6AAgWg0x99We7TnvzjhnBzvh5h6/KUwg8r+oAs/P1h1OYmTC86moANP7P7xzN2Dqi5Gl0AXFRiXCLx+GRYAAAerOBBoZWz2S818erakYS9BzN8rub8kkxJeJJidQEAyJMHnts7grZlDtL05dIcOGDHgC7G09OT8PDwO9P48eMzfO7SpUs5fPjwndvvvfcea9euzXGG6Ohopk2bluXXjRo1iokTJ+a4fV0AXFRUuXr4Ec+tR57I9Hn1mwYS+b/lRCcHc7ZZD1SK7gZwVaZoyykHslAAAAo/4MF3G0IJDlJ813AGJ/fdsEM61+Pv78/+/fvvTMOHD8/wufcWgPfff5+mTZvmOEN2C4Ct6ALgokxZWBa0fbU4q/qtpMm1Hxj9vvMeHKRlzhQvzKMTMSWqZPm1pUrB718cZnxMX442eJlzkXpFICPDhw+nSpUqVK9enSFDhrB161aWL1/O0KFDCQ8P58SJE3Tr1o3FixcDULp0aUaMGEH9+vWJiIhg7969NG/enHLlyjF9+nTAfOrpJk2aUKtWLcLCwli2bNmdtk6cOEF4eDhDhw4FYMKECdSpU4fq1aszcuTIO7nGjh1LxYoVadq0KceO2eY4H6c4GZyWdX5/7uQbphF84wMg9L7P7/5ZTTbHwvujU2ge8yP1Jz5rHi6iuQyTVxBdmMfMbJ76uWybqkS+MZ6WU4Yyts5U+hx8nQIFbJsx2x577L/3Pf889O0LcXHQsuV/H+/WzTxFRcGzz9792MaN923y9u3bhIf//xHzb731Fs2aNWPJkiUcPXoUESE6Opq8efPStm1bWrduzbP3tmNRokQJtm3bxsCBA+nWrRtbtmzBZDJRtWpV+vTpg5+fH0uWLCEkJISoqCgeeugh2rZty/jx4zl48CD7LefDXrNmDf/88w87d+5EKUXbtm3ZtGkTgYGBLFy4kH379pGUlEStWrWobYNzgOsC4KJ8zx6nG7M5mWLdAV8iMH06FNm6jPqfPs+FuFEU/WLk/V+oOY2sbPVlJHTSYKJ2bWLo1sG80qgen22vS3CwbfK5mtQuoLSSkpLw8/Pj5ZdfplWrVrRu3dqqebVt2xaAsLAwYmNjCQ4OJjg4GD8/P6KjowkMDGTEiBFs2rQJDw8Pzp07l+7FYtasWcOaNWuoWbMmYN5y+Oeff4iJieHpp58mICDgrvZyShcAF5V8y7w08A62fmng6wsDNj7Fogdf4rnpo7gR9iB5+na2V0TNxtTBQ8RQjwN/zQPaZW8mIhRc8S1xlWvx3uEOtG9zjOWrfHJUVGwiszX2gIDMHy9Y0Ko1fmt4eXmxc+dO1q1bx8KFC5k6dSrr16+/7+t8fX0B8PDwuPN36u2kpCTmzZvHlStX2LNnD97e3pQuXfqu00inUkrx1ltv8corr9x1/+TJk606TXVW6X0ALkrdNv94fEKy9j/3gaJCuXUz2CSP4t+vB4kbt9gjnmYHiTdvE8QtvH09czaj/PkJ2PgrZwZOYe0mH55/HhITbZPR1cXGxnLjxg1atmzJ5MmT72wh3Hs66Ky6ceMGhQsXxtvbmw0bNnDmzJl059u8eXO+/vprYi0H7p07d47Lly/TqFEjlixZwu3bt4mJiWHFiv+eDDA79BaAi0q5HQ+AT56sr7rVesiHn778kdO961Oo1fPkjTqB+Bu9CqjdT1Ksueh7Bdngu6pcmcc+rcy0CrD91W9ZVOcyHXYPdeoziNravfsAWrRowRtvvEG7du0wmUwopZg0yXwQ5QsvvECvXr347LPP7uz8zYrOnTvTpk0bIiIiCA8Pp1KlSgAUKFCARx55hGrVqvHkk08yYcIEjhw5Qv369QHztYfnzp1LrVq16NChA+Hh4ZQqVYqGDRva4BPAvMnhKlPt2rWVZramzWcqivwq7trtbM/jk1eOqUZsVJ9/bsNgmt3s+eg3pUDtn7rZpvP9s1ZXpUBtrthTpZjibTrvjBw+fNgh7eRG6X22wG6VzjJVdwG5qK21X6cgV/HNxhZAqgHTKpCnzaMMGAC7vtitTxXg5JJumbf6bLIFkEbYrm9Y/8i7NDj2FScqtEBdu27T+WvOSxcAF2UygY+P+eRv2eXhAXPnQtfQ9dTpW4drn3xju4Cazd0IDuVLeuNZrIhtZ+zhQePN7zOnyWxK/vsHl6s8Zh56qbk9XQBcVPiumXytuuV4PiEh8OYvj/G7Z2P8hvUn4ciJnIfT7OLSAzXow5d4li5h83mLQJc1XZnSZAUTL3Vhygx/m7dxL6W3OG0uq5+pLgAuquiFPTRLXmWTeVWq4kHs1NnEp3hzrnEXsFwQW3MuCbeTAWW3IZseHjBwVXNOPjOUAQOFeZ/+d5y6rfj5+XH16lVdBGxIKcXVq1fxy8IPRI8CclEe8SbixXZLglZ9SjB3xTS6/NKJPzuOo/qijK86pRmj3G/TUfQjKvYyUMgubXh5wfz50K/pUVoNfohdBz+kztd9bd5OaGgokZGRXLlyxebzzs38/PwIDb3/mQFS6QLgojwSTSR62HZVsMPSjqwosZ5flxfltUNQtapNZ6/lUOqxHznZ8W8NX1+Y8kt59pduSN1v+rO1ZDkeHtXcpm14e3tTpkwZm85TyzrdBeSiPBNMJHjadkHg7Q0R+2byU76XeeYZuHnTprPXcspy5KhfXvsfsxEQ7EnYX/M5FVCVqqOfZ+vMQ3ZvU3M8XQBcVLRnAS75lbL5fIsWhR9+gPr/zGFjxBA9MtSJKFM8KQhefo7ZcA8uFkyh7T+T4BVAsVdas32F7q5xN4YVABEpISIbROSIiBwSkTeMyuKKxpf/infDltll3o0awWuN/qLtP5+wrJe+kpizkHgTJvwQD8cdrZs3rASePy9nd0gT2nQKZtcuhzWtOYCRWwBJwGClVGXgIeA1Ecn6ic5zqfj4nJ0V8n4iVn3A6ZAw6n3ViwMbrtmvIc1qxwo35Eu/AQ5vN3/zOtQ/NIuQwn681Ow8hzZcdngGzT4MKwBKqQtKqb2Wv2OAI0Bxo/K4mqF/v0z3M6PsNn/x8yXv0tkUJIoz7fpjOTeVZqDdRdswId+HhrRdvDisW6tYENcOn2aN+Ht9pCE5NNtyin0AIlIaqAnsSOex3iKyW0R26yFj/69GzB+Uijti1zbyNq5JZLd3aBszj0877bZrW9r9qZhY8voYd4Ru6TJC/tmTKJJyAb8nGnJ6nT5o0NUZXgBEJAj4ERiglPrPuBOl1AylVIRSKqJQIfuMfXZF3inxpPjYfzRImRkj+KbTb4xcEcHChXZvTstEjy09WHEhwtAMJTo2IOr79QSmxODXvBHn1tp3JUSzL0MLgIh4Y174z1NK/WRkFlfjk2JySAHA25su3zalfn34oNcZTp2yf5Na+jwTbT/0NzvKPlebK4t+h5QU/m3zGufOGZ1Iyy4jRwEJ8BVwRCn1qVE5XJWvMpHi65iFgbc3/DjwD/bGlmdm88X64iEG8Uo0keQEBQCgUvuqXFq0mRc959OkCVy8aHQiLTuM3AJ4BHgReFxE9lumdK78rKXnqFQmNl9Jh7VX9Kl6xJYJY+A/rzLxTT0KxAheSSaSvHzv/0QHqdH+Qb5d9QAX/01gXdX+XN33r9GRtCwychTQH0opUUpVV0qFW6ZfjMrjSpSCh9VWdjQY7LhGvb3Jv3w2+TxuUH5yXzZu0EeIOZpXsolkL+fYAkjVoAH8+sVpWl2bw836T3D9bz1Qw5UYvhNYy7rERHMRcPiFvKtVI+W90TzLj/z4/Pfk4BKpWjYsytubzaVfNDrGf9R/qQJ/f/IzD8Sf4ULNJ4k+q38YrkIXABcUHxXDLiKoccTxw3J83h7KzbCH8Y86y5tvOrz5XG1+wMvsKt/J6BjpqjuoAQdHLqZC3H6OV3uKmCsmoyNpVtAFwAXFX48jgj0EJRlw6T4vL0L2/k7K4KFMnw6//eb4CLlV3thI8nncMDpGhuqMasWBN76h3M29vN78b27dMjqRdj+6ALighJvmtSsPf4N2CHp5MWYM9Ahdw88vzNVnDXWQlRdr0WHfcKNjZKr25Bf5/esTfHegOm3aQNwtva/ImekC4IISYswXB/cMMG6HoL+f4pPQSXx47RU+evkfw3LkJj4qHuWgob858VT3/Hz3HdTZ+DHrK77K7VspRkfSMqALgAtKjLFsARhYABAh7+JZiJ8vbRa9yOqV+jKS9uaHySUKAECnTtClVTStz33J2sr9MN3WWwLOSBcAF2RSvmyiIapwEWODFC+O15fTeIgdHOg4nuhoY+O4s+TEFHxJMGDoV/aFLR/LXy2G0ubsF/xWuT/xJl0EnI0uAC4oukhFHmUTt2s9YnQUfLq+wNUnXmBgzGg+6n7U6DhuK/6mudvPlQoAIoT98hF/NhtEmzNTWVVlEAkJRofS0tIFwAVZrgyIr5McFFpgwf/4udV0xi+tyMqVRqdxT6YED/ozhQtVmhgdJWtEqL56IgeaDGTlqcp06IA+lYgT0QXABQXtWMdhKpP3/GGjo5jlz0/LH3tSpYow7NWbevifHcTjy+f052YFY88Gmi0i1Fj7KTWm9mbpUhjQ+jiJCbo7yBnoAuCKrl2jMkfx9XGe/0S+vjCv3zY2ny3F3F6/Gx3H7ZhuxFOFQwT/94zpLuO112DOW0eYsKY6K6qP0EXACegC4IJS4sx9QN7BztUfHN61OgnBBWi2oDuHd+jTAdhSyvGTHKIapY/8anSUHHnxg4qceLgrzxwbz/Ia7+oiYDBdAFxQagHwCXGuAkBgIL4LZlOa0/zdbigpevi3zaQO/fUMcJIdP9nl4UHY5mn89dDLtD86lqXho/Q+AQPpAuCC1G3zwsA3j5MVACBvq0c41GIwT136kjWDVxsdx20kxppHAXkFOd93nmUeHoRt+ZKDdXvw3JH3mfzYUl0EDKILgAu6FliCX3gS37z+RkdJV7WfxnAqoArHpm9AX8bZNpJiLVsAgW5QAAA8PKi2bSarO3zN8K1t6NwZkvSxhA6nC4ALOvjgU7TiF/zyBxgdJV3i70f8xu0MSRrP0KFGp3EPqQXA2fb75IiHB80XdmfCJ55sW3SW2XX/p7cEHEwXABdkMoGnJ3h5GZ0kY5XqBDN0KOybfYADn6w1Oo7Li3qgGj34ipQy5YyOYnODBsGPj02l575+/FxtuN4x7EC6ALigRutGcjilktEx7uudtxXf+r5C6LBOxEfqvqCciA4K5Rt64F2skNFR7KLuunEcePhVnv77I9ZXfJWE28lGR8oVdAFwQX6xURQgyugY9xUQKMROmkVI8nUOt3/H6Diu7dIl6rIDPw83PZeChwc1/vgfu5sOp/npL9le/kUSbun+IHvTBcAFSYKJBHGNvuCGr1Zjdek+hO38iqg/9LmCsqvYzqXs4CECTNeMjmI/IkT8No5tbccRdO4oXZ+NIz7e6FDuTRcAF+SRYCLBwzUKAEDl+e9yG3/+ffFto6O4LGce+mtr9ZcNZ9eUbXy/Kg8dn7pNfJQ+qNBenHg3opYRz0QTCZ6usyAoV78wyxqO5MDmGDz3pVCjpl7vyCplOQOgb4iLHwhmpVf6+yK+ikJ9OnGi/CXK/L0G/0JBRsdyO5n+TxSR+iLyPxH5U0SuiMi/IvKLiLwmInkcFVK726GQh9mSt5XRMUCqJpAAACAASURBVLKk0bIhTMk/mkFDPFB6kEfW3c5dBQCg9ytC8KsvUiF6J0crtiXu6m2jI7mdDAuAiPwKvAysBloARYEqwDuAH7BMRNrmpHER+VpELovIwZzMJ7dZWHwwM8t9ZHSMLMmXD0aPUgStX8bWsRuMjuN64k3E44N45q6tp6bTnmFb72+pcX0jByo8R+w1N90JbhBRGayOiUhBpVSmQ02sec59Xt8IiAXmKKWq3e/5ERERavfu3dltzm00bAg+PrBundFJsiYxLpFzeauSID6Ujj6Aj7+n0ZFcxkdd/uLQkr+Zc6u90VEMsfPlL6n7VR9WFO7Jo//MIiTE6ESuRUT2KKX+cy7xDFcnUhfsIhIoIh6WvyuISFsR8U77nOxSSm0C3HhYg318vr8BI490MDpGlnkHeHN9yFgqJBxiQ4/vjI7jUk4FhbEmOHcu/AHqznqFfb2mMfpqP5o1g+vXjU7kHqzZntwE+IlIcWAd0B341p6h0hKR3iKyW0R2X9EnlgEgMPEGPuKaJ06pOfZZjuapS7Xv3yXqrO7TtVbB83/yMFuNjmGomjNe5b2fwtm/H96ps5qrUXpnUk5ZUwBEKRUHPAN8rpR6GvO+AIdQSs1QSkUopSIKFXLPoyCzyjvFRLK364wCuosIvpM+oriKZHOHqUancRlPHhjHJ9e6GR3DcG3bwh/vrOJ/J1qwquIbXLqgzzmeE1YVABGpD3QGUq/4qoePGsgnxUSKj4sWAKBM98fYUvllFm0vwWEnuaqls/NMMJHoQkN/7anOO8058+wgOl/7nL0VXiDyuMnoSC7LmgLwBvAWsEQpdUhEygJ6GIeBXL0AAFTcNJOVwS/wtj42zCqeSboA3CFCqUWfcOq1iTwZu4hzYc05s1/vFMiO+xYApdQmpVRbpdRHltsnlVL9bdG4iCwAtgEVRSRSRHraYr7ubqHXi5wp1dDoGDlSsCC8OTCRMks/5a85+4yO4/S8Ek0k6QJwlzJTB3NizHyqm3bybtOtHDtmdCLXk+Ew0DtPEKkADAFKk6brRyn1uF2TpUMPAzXz8YEhQ+DDD41OkjMxZ6MxlarIleAyVLm+FTxy1xj3rPgruD4JvsHUjlpjdBSnc3jteRp3LgbA+uWxVK2njxi+V5aHgaaxCNiH+QCwoWkmzQDJSYrkxGT83GBlMLhEXvZ0nEiVmzs4PORro+M4tY+KTmF+lbFGx3BKVZoW4/ffoXHyWorUL8Ox/+nrT1jLmgKQpJT6Qim1Uym1J3WyezItXfHX40jGi0Y7JhgdxSYem9WF7b6NKP7ZMNQV5z/FtVH2eNYlsmgdo2M4rUqV4KOlFbjqVYQH+zXnxGufoM85cn/WFIAVItJXRIqKSP7Uye7JtHTF3zCPeBA/9zgnjJ+/cP7taQQk3+RMx2FGx3FaD1/7mYq39hodw6mValCSoD+3sTb4acpNG8L5xzrBrVtGx3Jq1hSAlzB3+WwF9lgm3RFvkDsFwN8N+oAs2r5VlfFFJvHuie4k6wtBpWtsVG+anZhudAynV7xSMLWOL+LzYuN4YNP37B403+hITs2aUUBl0pnKOiKc9l8JMeYrZHgEuE8B8PKCylP7Mfd0A+bONTqNc/JVJlJ83ec7t6dChYWuh4fTu+Zu6s54mVmzgOhoo2M5JauGXYhINRF5XkS6pk72DqalL+GmeQvAnQoAQPv2ULdWIur110mc9LnRcZyOrzKhdAGwWp488NkftWjeQhjb6xRxoeXhs8+MjuV07lsARGQk8Lllagx8DOToNNBa9t32zcsEhmAqU9noKDYlAmM+9KJIzHHUW2/D+fNGR3IaKkXhhwl0AciSgABYtgweeboIq281gDfeQH06yehYTsWaLYBngSbARaVUd6AG4B57IF1QTHAx3mQCiZXCjI5ic82eEObW/RyJv03CB651vQN7SriViAcKtxj762A+PjB7UQCre/zAYtojgweRMvFTo2M5DWsKwG2lVAqQJCIhwGVA7wMwSEJsAiHcwM/b/faWikC/yQ8yly7IrJlw+bLRkZyCKdGTemzn73ovGh3FJXl6whezvNn/5gJ+4Dk8hg4mcf4io2M5BWsKwG4RyQvMxDwCaC+w066ptAwFbV/LDfJS4LR7HopRvz5sbTgcz0QT8R/pzXUwF4Cd1COpaAmjo7gsEfjgI2/OT5jPm3xE25ltiNHXmrdqFFBfpVS0Umo60Ax4ydIVpBkg+ZZ5J7B3sPt2B/SaWJFX+YJv6GF0FKcQHxVDD76i0I3jRkdxeQOGeBE2501+2+xHu0bXufn5t0ZHMlRm1wSuZPm3VuoE5Ae8LH9rBsgNBaBuXYhs+Qpvf1ter6UByZEX+IqXKR65w+gobuHFF807h5scnEJI/+5cf3ui0ZEMk9kWwGDLv5+kM+XeT8xgyXHm4wB8gt17P/zIkfDAtUOcadgFYmONjmOoxFj3O/bDaK1awWNr3+En7+fJ9+FQzo7OneeiyvDCLkqpXpZ/GzsujnY/6rZ5C8A3j3svDOrWhRb1b1Jt2zxMn9XCb8QgoyMZJjHG/J17Brr3d+5ojzzqxeGd3/H7Q9E0GNWLP8lH9ZFPGx3LoTLrAnoms8mRIbX/F/lABCMZhXeBEKOj2N0LU+qznsYkjp8Iptx71afUAuAVpAuArVUJ9+HBP3/ioH9d/EYNZ8GcRKMjOVRmXUBtLFNP4CvMl4TsDMwCutg/mpaeM4Xr8D4j8cvnb3QUu6tTB9bVG0FwzAVuT59tdBzDJMXqAmBPxSsEUvrQSt5+aB2dXvJmwoTccyLRDAuAUqq7ZbSPAqoopdorpdoDVR2WTvuv69cpynl83XsXwB1Pf96EHdTF9P5HkJRkdBxDXCr3MFU5SHJYuNFR3FaeMvmZuzGUDs8mo958kw+7Hs0VJya05jiA0kqpC2luXwIq2CmPdh/1fx/PCcohYnQSx4ioI/xSdzRf3e7MjSsJRscxxC0COUxVvPMGGh3Frfn6wvxPLtAnYA4vzn2Cfi1PEhdndCr7sqYAbBSR1SLSTUReAlaiLwpvGEmIJ57c1RXQdloLhprG8PlXAUZHMYTv8UP0Zwr+iTeNjuL2PEqGErJlFUX8bjJ+TU3Ghc3j4kWjU9mPNQeC9QO+xHwOoHBghlLqdXsH09In8SYSPHJJ/49F7drQtnUKh8cvI3bl70bHcbi8R7cxhQG6ADhKeDi+h/eRVDmMMSe7sKLCYA4dMjqUfVh1Omil1E9KqYGWaYm9Q2kZ80gwkSC5awsAYOS7KYy5NYjoPsNyzx46CxWXO4b+OpUyZSjw50bOvfoBv3q14ZFHYO1v7ve7s+Z00A+JyC4RiRWRBBFJFhG9KmIQjwQTCZ65b0FQq64Xa8IGExq5g1ur/zA6jkPllmM/nI6XF8Wnvc3k/Y9RogTsav4Of7YcDgnusy/Kmi2AqUBH4B/AH3gZ87UBNAOsK96Vb4q8ZXQMQ9T7ohtXKMj5AR8bHcWxTLoAGKlkSdjyhyKs+DWq//oRf1dsQ/JN97jWsLVdQMcBT6VUslLqG8wXhskxEWkhIsdE5LiIDLfFPN3dljwt+a3YS0bHMEStRwJYXaE/5Y/9zK0dB42O4zgmE8l44OWX4YH7mp2F5BFanPqC7xp/TbnTa/m7VDNunrludKwcs6YAxImID7BfRD4WkYFAjsejiYgn8D/gSaAK0FFEquR0vu4u//UThKqzRscwTJWpffmLaiyf4cZDM+7xW803CQs4aXSMXM/LC15c353fei2ibPQe/q3UjBN/u/bBAtYUgBctz+sH3AJKAO1t0HZd4LhS6qRSKgFYCLSzwXzd2ohDnRl+opfRMQxTq1kBhrX4k9eXNc0154i7oUK4ElDK6BiaRYsZz3Dk45+Z5DmUuvU9Wb/e6ETZl2kBsKylj1VKmZRSN5VSo5VSgyxdQjlVHEi7Khtpue/eDL1FZLeI7L5y5YoNmnVt3skmkr1z1zDQe40cJcReNbFk2HajozhEpWPL6JOkd7s5k/ChzRhxoAMPPACfN1vGgncPGx0pWzItAEqpZKCQpQvI1tI7lvU/46yUUjOUUhFKqYhChQrZIYZr8U4xkeydu3cG1qsHP4W+wdNfNCM2MtroOHZX88QiesVONjqGdo9y5WDbBhNf+van2QeN+KTlOpc7Z6E1XUCngS0i8q6IDEqdbNB2JObupFShwHkbzNet+SSbSMnlBQCg+AevEqRi2dN7utFR7M4jMT5XDv11BSGF/Siwfz0qfwEG/9qUX0r05t+/bhgdy2rWFIDzwM+W5wanmXJqF1BeRMpYtjBeAJbbYL5uzUeZSPHRC4MaL4Wzu8ATVFo9hVtXXWy1K4s8E00k6gLgtDwrlKNQ5H6OPz2UdlFfIeHVWbfMNXZQWXMqiNHpTTltWCmVhHnH8mrgCPCDUspND7i2nRF+k9hbravRMZyC37tvUiTlIltenWt0FLvy0gXA+fn78+BPH3Nu0TYWFu5Ps6eDGDsWUuKce+UkswvCzBCRsAweCxSRHiLSOSeNK6V+UUpVUEqVU0qNzcm8cot5KR25UPYRo2M4hWr9H+fv4FrcWr7Orc/a6JVkIslLFwBXUPLZuvQ9PpiOHeGXd7ZwPX9ZYpetMzpWhjLbApgGvCsiR0RkkYhME5GvRWQzsBVzN9Bih6TUAFApipqmrRRK1LtKABDh2oI1PBM/n2nTjA5jP33LrmJcHX0KLlcRGAhz58Jrw0O4EJ8fv6eac3LI/4yOla7MLgizXyn1PFAH8wFbmzH30b+slKqhlJqilIp3UE4NSIhNYCuPUPtQ7r061r0ealWAZs2EmeOiiLmRYnQcu4hODEQFu/8lQN2JCHQaF8btddvY6N+Ssp/0Y+9DfUmJd65LTlqzDyBWKbVRKbVAKbVUKXXMEcG0/zJFm/sTxU93B6T1SZd97L1WijV9lxodxS56XPyQRy9+b3QMLRvqPB5MnXNLWVppOLV2fMHEWvOd6voCVp0LSHMOCTctBcA/dx8Idq+wTmFcDwyl4vejuXHd/bYCOt74gvAra4yOoWVTnnwetDs8jp+HbGTUya7UqAFrVjrHloAuAC4k/oa5AHj46y2Au3h5kTT8Xaol/8mqPu63FeCTYkL56KLvykSg9YRH2bVbqJnnJA+2rsj3TWYQF2PsuYSsLgAioi9IarDEWPMuF48AXQDuVXr4C5wLqkCVxaO5esW9tgJ8lQnlq79zd1C1KixZ6UNysRJ0WP8KpwrV4dD0zYblseaCMA+LyGHMY/URkRoi4sZjLpzXreAHeJZF3KzewOgozsfLi5QR7xKW8iffD95pdBqb8sMEugC4Df/yoZSP3MjBdxaSNymKqq82Yn/VzsTHOX5rwJotgElAc+AqgFLqANDInqG09MV5hfAjz6JKlDQ6ilMqMfQFhrY8yNAfH+LyZaPT2EZSfDLeJIHe8e9eRKg2pgPBkUdZXvM9th0OIaKeJ/v2OTaGtReEufcE9K59EmwXlXTpKs1YQ1Ci61+Iwi68vHj506qYTDBxrHuMUDYleuJBMrueeNvoKJodhDwQQNu9oym18guuXoVX6+zmnzJPEHfaMWsw1hSAsyLyMKBExEdEhmDpDtIcy/fgHtbQnHwXXPPUs45QsSIsq/IWHT+vz/lI198XYDKBwgPfAE+jo2h21LIlHDwInRpFUvz0H0Q/GMHmz/fbvV1rCkAf4DXM5+qPBMIttzUHS4o1jwLyCtbdAZmp260KNdU+VvZeZnSUHIu/eJ0v6U2pyC1GR9HsLH9+6L/+KY58uRkRRa3+j/BJ/UWcO2e/Nq05ECxKKdVZKVVEKVVYKdVFKXXVfpG0jCRbTizlHaQLQGYKv9GRS3nKU2fV+5w5/Z9LTLiUxMvX6c1MCkSfMDqK5iC1e9emwIldXC9Rg8Hbn6ffg6uYMgWSkmzfVoZXmRaRz0nnAi2plFL9bR9Hy0zKLUsB0FsAmfPywmvUu4QP7MqXL87jlc1djE6UbYkxlmM/9NDfXMWn5AOE/rOBqPenEb+rKQMGQNGi8Pzztm0nwwIA7LZtU1pOpZ5a1idELwzup8DrnTgzYRpN/hjFgb0dqVHLNfvQUwuAZ6D+znMdX18Kjh3ISgVr1kCzZrZvIsMCoJTSZxxzMscrtORDfmVesYJGR3F+np7kWz6Hh5sGEDrCk1WrjA6UPan7fXQByL1EoHlz+8w7sy0AS+Oygv92Bd3AvIXwpVLKua944Eau+oeymlD88hidxDWE1C5Pz/dg0CDFpoUXaPRCMaMjZVni7SRiCcQr2N/oKJobsmYU0EkgFphpmW4Cl4AKltuagwSfOcjT/ISvj2vv2HSkvn3h+6CelO72KCm3bhsdJ8suVmhEMLEk1GtodBTNDVlTAGoqpToppVZYpi5AXaXUa0AtO+fT0qi0bwHf0wEvbzE6isvw9YUCr3emZPxxDnf6wOg4WWaybF/rA4E1e7CmABQSkTvnHrD8ndoJnWCXVFr64k2Y0EuCrGr8QRNW5H+Jiss/Jn7PQaPjZEnw/s3MoxOBMU50EnnNbVhTAAYDf4jIBhHZiPnKYEMtZwfVO4odSOJNxIsuAFnl4QF5Zk4kmrxcbd8LUlznCGG/yON0YgG+uMepLTTnYs2BYL8A5YEBlqmiUmqlUuqWUmqyvQNq/88j3kSChy4A2dHomYJ8U30SSWcvcOOvf42OY7WU23ror2Y/1l4PoDZQFagOPC8iXe0XScuIR4IuADnRYk5nKqccZuy80kZHsZqyFADfPPp712zPmmGg3wHlgP38/1lAFTDHjrm0dMyvOJrLnjdZZHQQF1W9hvDcSwHMmHKbweV/o0ivtkZHuj9LAfDLo68IptnefQsAEAFUUUrZbOyhiDwHjAIqYx5RpI86tsJprwe5lM/oFK5tzBgoPf9TivR+B2rugogIoyNlyqR8uUgRigT6GB1Fc0PWdAEdBB6wcbsHgWeATTaer1sLP7eSR2+76CGtTqJECQgc9jqXKEx0twFgu/Uau1gfPoiy/hcRT335bs32rPlVFQQOi8hqEVmeOuWkUaXUEaXUsZzMIzfqcHIcnS9MNDqGy3v97RAmFxxL3kNbSJr/g9FxMhUfr48B0OzHmi6gUfYOkRkR6Q30BihZMndfCtEr2YTJP6/RMVyenx88Mqs7+5+aStnX3yTkmbbg75ynWnh492c0MO1Bj7jW7MGaYaC/p52AJOC+JyUVkbUicjCdqV1WAiqlZiilIpRSEYUKFcrKS92Od7KJZG+9OmgLrdt58n29SRy5UZxLB68YHSdDxS/t5eHE342Oobkpa7YAEJFwoBPmBf8p4Mf7vUYp1TRn0bR7eafEk+KtR4PYSo/vGlOt6hZemCrMdtIVbI9EPfRXs58MtwBEpIKIvCciR4CpwFlAlFKNlVJTHZZQu8MnxUSKj14Y2Er58jBosLBqziX+eftbo+OkyzPBRKKn/s41+8isC+go0ARoo5RqoJT6nP8/DiBHRORpEYkE6gMrRWS1Lebr7p4KXs+qh0YbHcOtvP02vB30GeU+7EHyzj1Gx/kPzyRdADT7yawAtAcuAhtEZKaINAFschpKpdQSpVSoUsrXcq1hO13uwL0cTiyPqWCo0THcSlAQFJsyjCsU4nJn5xsWGuX5AJcCyhodQ3NTGRYAy0K6A1AJ2AgMBIqIyBci8oSD8mlpvBI3ifJXtxsdw+207x7CnAofUPT4H8R88Z3Rce4ystS3TKw13+gYmpuyZhTQLaXUPKVUayAU8ykhhts9mXaXJFMSn6hBVDr7m9FR3I4ItPihJ1t5GBk0EC5fNjrSHSaTPg5As58sHV6olLqmlPpSKfW4vQJp6Yu/aTkdsF4a2EVYDQ929prJsvgW/L7JeS64M/ZUJzoeH2N0DM1NWTUMVDNe/A0TgYD46wJgL30+q0L1jfNIHgZ/tYSAAKMTQfjtrfx729voGJqb0icYcRHxN8xnhfTw18cB2IufH8ycCd4nj/JPrechJsboSPjqob+aHekC4CISbloKQIBeGNjTo49Ct7bXCTu2mMu93jY6Dj7KhPLV37lmH7oAuIjYAqUI5SyXGjxjdBS312d2fb4O6EfB76eStHmboVl8idcFQLMbXQBchCnJi3OE4pUnyOgobi9vXij05VgiCSX6uZchIcGQHCnJigPUILZAKUPa19yfLgAuQp0+w7u8T77oU0ZHyRXadg5mzkNfUPDSYaJGGXPmk/gEoT7bOdioryHta+5PFwAX4XHqBO8zkpAbZ42OkiuIQPfFrejpP4+XtvUx5ABhk3m3D756v79mJ7oAuIikWPPSwCtI9wc7SvHiUOfTTvyyMYCv/meClBSHth9/Lor91KDy4fuefFfTskUXABeREmcuAN7BugA4Uu/e8ELDczTuX41LH33r0LYTo29Rgz8JTL7p0Ha13EMXABeRfEsXACN4eMCEuUW55FEUv/eGknzRcReP0UN/NXvTBcBFpNw2nwrCJ0QvDBwttKQHVz/8Ev+kGA63GuKwdhNjzAXAM1B/55p96ALgIg7V7EI+ruFdurjRUXKl1kOr8HOloYTtncOJWRsc0uadAhCg9wJr9qELgIuIS/Qmmnz4BXoaHSVXEoFGa97htGdZjgz9mvh4+7d5WwJYx+NQpIj9G9NypVxRAA4fhkWLjE6RMw8c/I3xDMPP2yYXZdOyoWAJf47P3Ejb6NmMGmX/9q4VD6Mp60iqUdv+jWm5Uq4oAB9/DEufn8fIVy6SmGh0muwpevwPhvEx3r654itzWk27l6Dnyx5889Fldv94xq5tpR4HoM8ArtlLrliazBh7ha+9X+HVGeEMrbWWCxeMTpQN8SZM+CIeznOu+tzq04+T2OFZn6Qu3TDdtt8RYvm3/sxxyhF86bjd2tByt1xRAHyKF8J373b8ixfg04NPsLD8O2xan2R0rCyReBPx6FVBZxCcz4uYXoN5yLSRbR9tsls7cv0a5TiJr3+u+G+qGSD3/LKqVSPP37u48UwPBt4aS1KT5kz8OMXZrgGeIY94E/EeugA4i8ofdeOmhJA882u7tZE69Fcf+6HZS+4pAAABAeT7cRZxs+ZxMvwZhg7z4LnnIDbW6GD3J4nxJIheEDgLz+AAjtbsyMPnF3H+yA27tJF69LdviB4GqtmHIQVARCaIyFER+VNElohIXke2H9CzEz33vsaECZD80zK+L/sWp487d5fQ1Frf0OJB3RfsTIq+3ZMAbrNt3Ea7zF9Z9gL75tGFX7MPo7YAfgOqKaWqA38Dbzk6gAgMGQKfPrOZnlfG82+V5mxbdtnRMaxmihe8/fUlnJ1JiacjeDbiNO/sameXrsQrQWVZSju9BaDZjSEFQCm1RimVusq9HQg1IgdAmcUTuTjuG+ombaXEU7VYNmyrUVEy9eSxSfS4NtHoGFpaIjzZpxRHj8KO7bavAPvKtqeDz1I8fHTh1+zDGfYB9AB+NTLAA8O7kfj7NjwC/Gj58aN80Omw0x0vUO/iMhre+NnoGNo9nn9OsdjzeW6+Oszm8zaZ9DEAmn3ZrQCIyFoROZjO1C7Nc94GkoB5mcynt4jsFpHdV67Y70yMwQ3DKfLvbn5uOoV3F1SmRQu4ft1uzWWZd5KJJC+9NHA2wSFCaCjU/vNrbkfb9vwQLTcMZeetKjadp6alZbcCoJRqqpSqls60DEBEXgJaA52VyrgHVSk1QykVoZSKKFSokL3iAuBZIC9P/9aX2bOF6E1/srVUR04dvGXXNq3llWwi2VsXAGfk+2pPCqir7Bm53Kbz9Yu7RjAxNp2npqVl1CigFsAwoK1SKs6IDJnp2hXmvvknLWJ+4ErNJ9i1xvhNAR9dAJxW9UFNOedZAr95X9l0vh6JJhI99A5gzX6M2gcwFQgGfhOR/SIy3aAcGao8tgsXJ39PeNIufFs8xvKZFw3Nk4A3iX5BhmbQ0ufh7ck/j3Sn1tU1XNjxr83m65lgIlEf/KfZkSHDC5RSDxrRblYVf+NZbhTPQ/kOTxHQuwH/O/U7fccWRww4Hc+j+f7i6cfhUcc3rVmh7JjujHzUiwIrAhhQzzbz9EwykeipC4BmP84wCsip5Xm2GR7r1nKlRG0GjSvIK69AkgHHjMXH6xEhzqxko9JsfvRdpv1Q0GbHBOwJbsy2gm1sMzNNS4cuAFbwfaw+9U5/z5ARviybeYkJ9RYT5+A9F1/EdKHuqe8d26iWJd27JFL9n8X8+e1em8xvTuEhLKw40ibz0rT06AJgJQ8PGDsWVjeZwFt7n2NNmVeIOnvbIW2rFEXHlHkUiz7skPa07Gn/VDIz6YVprG0O2NPHAWj2pgtAFoX/Oo5jTw3jqcszuPZgXc79Zv+FcnxMgvkPf700cGZBBf3YW6kzNU78xNXt/+R4fvOPhDP0QGcbJNO09OkCkFXe3lRcMp6/Jq4iX+Il8j8RwYkv19q1SVO0+aRgolcHnV7oZ28SSxA3mjxN4vWcnWbWPzkWD099ASDNfnQByKawwc25uu4Av/i3p8nQWmzYYL+2Em6mFgA9JtzZVWxWkj+HL6BU3BEO1O2Vo3n5pJhI8dFFX7MfXQByoFLjotQ99h2BJfLTtnk8RzqOhtu23y8QfyuJcxRDheSx+bw123t8XDOWPz6Ft473YNas7M/HV5lQugBodqQLQA6VKAGbN0PPshuouHA0F2s+CTdv2rSNW3mLE8o5zjfW/cGuou2afng80Yy+fWHn2uz9HnyVCeWrC4BmP7oA2ED+/PDB7haMrzaPAse2cKna4xAVZbP5W64LokeEuBBPT1iwAAbm+ZoyzctzcceZLL1eKZhFL86VaWCnhJqmC4DNBAXB4N0d+bj+UkLOHuJK5Yaos5E2mbccO8rPtKLw2T02mZ/mGPnzQ89vGuCTYiL68WcwXbe+ezAxEQYyidPhT9kxoZbb6QJgQ76+MGxTK6Y8uZrYKBPjh0eTkpLz+apLl2nFLwQk2ufayZ5aRQAADUBJREFUs5r9VGhdgUNvzaNS3F52130VlWLdYcKm2wpfTPj52uFSY5pmoQuAjXl5wbCVjfjijWOMmF+N7t0hKSZnO4aTYs19QF7Bug/IFT38YWs2NBpJg+Oz2fjsVKteE3/+Kib8qbPDuudrWnboAmAHIvDRJB/GjIHSc0bzb8lHcjQmPPmWuQB4B+kC4KoeXfce24s9w9KlipUr7//8O0N/9cF/mh3pAmAnIvDOO1CjZx1KRR9gX+WOxMclZ2tedwqA3gJwWR5eHoQdW8wfNfvTsSMc/Cvzrp3UAuARoL9zzX50AbCzZ2a15I8OU6l76WdWVR5A3K2s9+ma8OMYFfDOG2iHhJqjBAYJy5ZBG69fuV2nEVdOZbxVqAuA5gi6ADjAowtf5a8nBtPu36l8XWMKsVnsDfqnclsqcQyvcqXsE1BzmNBQeG+0J7Xit3KoTjfiTemvEKTu9/EM1AVAsx9dABwk7NePOV2/IztOFuKJJ+BGFgb06OMA3EvF15/grxcn8NjVH1n58Nh0rx8QG1iEsYwgqWwFxwfUcg1dABzFw4PSW+fz1KLO7N4NLR83ER1t3UvLbpvLBh7DD5N9M2oOEz57IAeqd+GZfe+ypNuy/zx+I6QE7zCWlPIVDUin5Ra6ADhY+/awZehSftpbihH11nHdiuvNB106yWP8jm+gIVfw1OxBhOrbZnAiXwSRc9azZMndDyfcNFGAKPy8szdwQNOsoQuAAer0qY1/qcJM+bsFn9X69v5FICGeRLzw9NUFwJ1IgD/FjqxjQb3JdO4MO3f+/2P5tq0kikLkOacvAqTZjy4ARihRgpADfxAd3piRp7uzqOpIrl/LeHSQmEyY0DsA3JF/kRCWLRceyX+Ec406cuao+aBBFWfu7vMJ0d+7Zj+6ABglTx4K7VzJ2WY96H3hfT6ouzzDLQGJNxEvekHgrgoXhq+H/027+O85XK8b0ddSSNEFQHMAXQCM5O1NidWz2D1yBVP/bUvTpqS7JXDFL5S/fCMMCKg5Sol+7TjVezxP3vyBFbVHkRijC4Bmf4YUABEZIyJ/ish+EVkjIsWMyOEURIgY1ZolS4XEv45yvHQTbpy+e1Pgpwpv8UqJXw0KqDlKuelD+adhD148PYZCy78CdAHQ7MuoLYAJSqnqSqlw4GfgPYNyOI2WLWHGyHNU/7/27j3YqrKM4/j350EGBM0LaCYkaoihIQoohJYaOWYmmNmk5iVLh9RRJ5UxKfMSMzI1TTVjOkqKJgo2ijo6Y4BKonkBFBBFxAzSkRHIzIPcFH/9sd6t2+M+HC77cs5az2fmzNnr3evyPnvPWc9a7zrrWc1P8cZXjqd5+Sd3i61bl1UaDTkn0XfGjfxr76PYZ+MSrmQcXXbp2uhehRxrSAKwXf6IpG5A1LwFho79Bi+MmcwBq2fzav+RrHknGwY4Z+4FXL/8zAb3LtRF5870eWEql5y2kts+fyWdusR/foXaadg1AEnjJL0BnM4mzgAknSdpjqQ5K1eurF8HG2To+JOYc/5tDHr3Meb3+z7rmj9gz+bF9P7g9UZ3LdSJdtmZCXd24fX4ykON1SwBSJohaWGFn5EAtsfa7g1MAi5sbT22b7Y92Pbgnj171qq77crQG87gmTNuYPWqtZz2vQ00bVjHh51iLLhIJOgaoz+hxmqWAGyPsH1QhZ+W973fBZxcq350VEPvOJ+lNz7C1Gnd6Pz+O2zsFBcBQgjV1ZABRkl9bS9JkycCrzSiH+3duaOb+KD5ffqPWcSy9TEWHEKorkbtVa6X1A/4CFgGjG5QP9q98y/bgXkLfkvXIQc2uishhJxpSAKwHUM+m0ti4F8ubXQvQgg5FHcChxBCQUUCCCGEgooEEEIIBRUJIIQQCioSQAghFFQkgBBCKKhIACGEUFCRAEIIoaBkd5xKzJJWkt05vDV6AKuq2J32LuLNryLFChFvNext+zPVNDtUAtgWkubYLsxzFSPe/CpSrBDx1lIMAYUQQkFFAgghhIIqUgK4udEdqLOIN7+KFCtEvDVTmGsAIYQQPq1IZwAhhBDKRAIIIYSCKkQCkHScpMWSXpN0RaP7U22SbpW0QtLCsrZdJU2XtCT93qWRfawWSb0lPS5pkaSXJF2c2vMabxdJz0man+K9JrXnMl4ASU2SXpD0UJrOc6xLJb0oaZ6kOamtbvHmPgFIagJuAL4F9AdOldS/sb2quonAcS3argAetd0XeDRN58GHwKW2vwwMBS5I32de410PHGP7YGAgcJykoeQ3XoCLgUVl03mOFeBo2wPL/ve/bvHmPgEAhwGv2X7d9gZgMjCywX2qKttPAO+0aB4J3J5e3w6MqmunasT2ctvPp9fNZDuKvchvvLa9Ok1un35MTuOV1Av4NjChrDmXsW5C3eItQgLYC3ijbPrN1JZ3e9heDtlOE9i9wf2pOkl9gEOAZ8lxvGlIZB6wAphuO8/x/h4YA3xU1pbXWCFL5tMkzZV0XmqrW7wNeSh8nalCW/zvawcnqTtwL3CJ7fekSl9zPtjeCAyUtDMwVdJBje5TLUg6AVhhe66koxrdnzoZbvstSbsD0yW9Us+NF+EM4E2gd9l0L+CtBvWlnt6WtCdA+r2iwf2pGknbk+38J9m+LzXnNt4S2+8CM8mu9+Qx3uHAiZKWkg3VHiPpTvIZKwC230q/VwBTyYas6xZvERLAbKCvpH0kdQZ+ADzY4D7Vw4PAWen1WcADDexL1Sg71P8zsMj278reymu8PdORP5K6AiOAV8hhvLZ/bruX7T5kf6eP2f4hOYwVQFI3STuWXgPHAgupY7yFuBNY0vFkY4tNwK22xzW4S1Ul6W7gKLIysm8DvwLuB+4Bvgj8GzjFdssLxR2OpCOAWcCLfDJOfCXZdYA8xjuA7EJgE9kB2z22r5W0GzmMtyQNAV1m+4S8xippX7KjfsiG4++yPa6e8RYiAYQQQvisIgwBhRBCqCASQAghFFQkgBBCKKhIACGEUFCRAEIIoaAiAYSakjQ2VbFckCoeHt7G/FdLuqxe/Svb7oRtKRIoabSkM7dwmZmStvnh38o8JmmnCu+1+XlKGrU5sUu6UNKPtqWvoX0pQimI0CCShgEnAIfaXi+pB9C5wd1CUlMqr1A+/ZNtWYftm6rZxy10PDDf9ntbufwo4CHg5TbmuxV4CrhtK7cT2pk4Awi1tCewyvZ6ANurSre+pzroPdLrwZJmli13cDqiXSLp3EorlrSHpKmpTv58SV9N7fenwlovlRXXQtJqSddKehYYVmH646NxScdKelrS85L+muoOlfp8laQngVNa9OfjI+20rvHK6vi/KunI1N5V0uR0NjQF6Fq2/Ge2KWnv9Bn0kLSdpFmSjq3wcZxO2d2i6axrsaQZQL+y9nMlzU6f172Sdkif24nAb9IZ2n6V5kvf3xpgqaTDWvm+QwcTCSDU0jSgd9oJ/knS1zdzuQFkJYGHAVdJ+kKFef4I/D3VyT8UeCm1n2N7EDAYuCjdVQnQDVho+3DbT1aYBiAlpV8AI2wfCswBfla23XW2j7A9uY0YOtk+DLiE7M5sgJ8Ca2wPAMYBgza1TdvLgPHATcClwMu2p1XY1nBgblrXILIyCocA3wWGlM13n+0h6TNbBPzY9j/ISg9cnmrS/7PSfGXrmAMc2UbsoYOIIaBQM7ZXpx3SkcDRwBRJV9ie2MaiD9heC6yV9DhZgaz7W8xzDHBm2s5G4H+p/SJJJ6XXvYG+wH+AjWQF5EpaTpcMJXtw0FPKKox2Bp4ue39KG30vKRWpmwv0Sa+/Rpa4sL1A0oK2tml7gqRTgNFkD4SpZNf0bATIPuup6WgdSeV1rw6S9GtgZ6A78LdW1rep+VYAB7QeduhIIgGEmko755nATEkvkhW3mkj2ZK/SGWiXlou1nJY0juysANsVd4SpfswIYJjtNWlYqbTudeVj9hWmP14NWc39U1sJ6f1W2ltan35v5NN/Z5Vqr7S6zTT80itNdgeaW84DfChpO9ul2kit1XeZCIyyPV/S2WT1o7Z0vi7A2laWCx1MDAGFmpHUT1LfsqaBwLL0eilpCAQ4ucWiI5U9C3c3sp3PbNtj0xBFaef/KNmQSumBKTsBnwP+m3b+B5AdWW+pZ4Dhkr6U1r2DpP23Yj2VPEE2Xo+ymv4DNmOb44FJwFXALa2sdzGwb9k2TkrXG3YEvlM2347AcmXltE8va29O77U1H8D+ZBUrQw5EAgi11B24XdLLabijP3B1eu8a4A+SZpEdJZd7DniYbMd4XenCcQsXA0ens4q5wIHAI0CntK3r0vJbxPZK4Gzg7rSeZ6jekMeNQPe03jFkcba6zXTNZAgw3vYkYIMq/xvmw6Sj9PS4zCnAPLIhrlll8/2SrGrqdLKS0iWTgcuVPYh9v03MB9n1hhlbE3xof6IaaAgdnLKHhtxh+5s13s4hZBenz6jldkL9xBlACB1cem7sLapwI1iV9SA7Owg5EWcAIYRQUHEGEEIIBRUJIIQQCioSQAghFFQkgBBCKKhIACGEUFD/BzZrr2bkaU8oAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -723,22 +723,24 @@ }, { "cell_type": "code", - "execution_count": 103, - "metadata": {}, + "execution_count": 775, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 103, + "execution_count": 775, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -763,7 +765,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 776, "metadata": {}, "outputs": [], "source": [ @@ -780,22 +782,22 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 777, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 105, + "execution_count": 777, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -827,7 +829,7 @@ "## 5. Conclusion \n", "\n", "In this notebook, we have demonstrated the major steps in an OFDM transceiver chain. This includes symbol generation, IFFT modulation and CP addition on the transmit side and CP removal, FFT demodulation, channel estimation and one-tap equalisation on \n", - "the receive side. The equalised constellations were plotted as a qualitative measure of received signal quality. " + "the receive side. The equalised constellations were plotted as a measure of received signal quality. " ] } ], @@ -852,4 +854,4 @@ }, "nbformat": 4, "nbformat_minor": 4 -} \ No newline at end of file +}