diff --git a/FinanceLecture/Introduction to Qiskit Finance.ipynb b/FinanceLecture/Introduction to Qiskit Finance.ipynb
new file mode 100644
index 0000000..305c5ee
--- /dev/null
+++ b/FinanceLecture/Introduction to Qiskit Finance.ipynb
@@ -0,0 +1,1599 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "import warnings\n",
+ "warnings.simplefilter(\"ignore\", category=DeprecationWarning)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "# Introduction to Qiskit Finance\n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "\n",
+ "$\\hspace{30cm}$_Julien Gacon (jul@zurich.ibm.com)_"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "## Finance + Quantum Computing?"
+ ]
+ },
+ {
+ "attachments": {
+ "image-2.png": {
+ "image/png": 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"
+ }
+ },
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "![image-2.png](attachment:image-2.png)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "## Qiskit Finance "
+ ]
+ },
+ {
+ "attachments": {
+ "image.png": {
+ "image/png": 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"
+ }
+ },
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "![image.png](attachment:image.png)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "## Portfolio optimization"
+ ]
+ },
+ {
+ "attachments": {
+ "image-2.png": {
+ "image/png": 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"
+ }
+ },
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "![image-2.png](attachment:image-2.png)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "How can we optimize the portfolio to have the maximum return but at the same time has a small risk?"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "### Asset modelling"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "Collection of assets: Modelled with a multivariate probability distribution $\\vec X = (X_1, ..., X_n)$."
+ ]
+ },
+ {
+ "attachments": {
+ "image-2.png": {
+ "image/png": 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"
+ }
+ },
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "![image-2.png](attachment:image-2.png)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Optimal solution $\\vec x^*$:"
+ ]
+ },
+ {
+ "attachments": {
+ "image.png": {
+ "image/png": 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WLKmIhApJJYk2lQqVrZBdiyhLypolSqusCdl3+cueJfu+L//39x7v3HfmzDnudY/run5Pn9u8884778x85zjnzO88yw0XlAmNBEiABEiABEiABEiABEiABEiABEiABEggwRFIlOCuiBdEAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiSgCVD44QuBBEiABEiABEiABEiABEiABEiABEiABBIoAQo/CfTG8rJIgARIgARIgARIgARIgARIgARIgARIgMIPXwMkQAIkQAIkQAIkQAIkQAIkQAIkQAIkkEAJUPhJoDeWl0UCJEACJEACJEACJEACJEACJEACJEACFH74GiABEiABEiABEiABEiABEiABEiABEiCBBEqAwk8CvbG8LBIgARIgARIgARIgARIgARIgARIgARKg8MPXAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAkkUAIUfhLojeVlkQAJkAAJkAAJkAAJkAAJkAAJkAAJkACFH74GSIAESIAESIAESIAESIAESIAESIAESCCBEqDwk0BvLC+LBEiABEiABEiABEiABEiABEiABEiABCj88DVAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAgmUAIWfBHpjeVkkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQOGHrwESIAESIAESIAESIAESIAESIAESIAESSKAEKPwk0BvLyyIBEiABEiABEiABEiABEiABEiABEiABCj98DZAACZAACZAACZAACZAACZAACZAACZBAAiVA4SeB3lheFgmQAAmQAAmQAAmQAAmQAAmQAAmQAAlQ+OFrgARIgARIgARIgARIgARIgARIgARIgAQSKAEKPwn0xvKySIAESIAESIAESIAESIAESIAESIAESIDCD18DJEACJEACJEACJEACJEACJEACJEACJJBACVD4SaA3lpdFAiRAAiRAAiRAAiRAAiRAAiRAAiRAAhR++BogARIgARIgARIgARIgARIgARIgARIggQRKgMJPAr2xvCwSIAESIAESIAESIAESIAESIAESIAESoPDD1wAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJJFACFH4S6I3lZZEACZAACZAACZAACZAACZAACZAACZAAhR++BkiABEiABEiABEiABEiABEiABEiABEgggRKg8JNAbywviwRIgARIgARIgARIgARIgARIgARIgAQo/PA1QAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIJlACFnwR6Y3lZJEACJEACJEACJEACJEACJEACJEACJEDhh68BEiABEiABEiABEiABEiABEogFgX379kmDBg2ke/fucuHChVjMxF1JgARIIPIEKPxEnilnJAESIAESIAESIAESIAESuI4IjB07VsaNGydt27aV8ePHX0dXzkslARK4FghQ+LkW7hLPkQRIgARIgARIgARIgARIIN4SsL18+vTpE2/PkydGAiRwfRKg8HN93ndeNQmQAAmQAAmQAAmQwDVG4M0335TChQvL7t27r7EzT/inmyRJEuci58+fL//995+zzgYJkAAJXG0CFH6u9h3g8UmABEiABEiABEiABEggGgR69+4tq1evlr59+0ZjNIfElMCCBQukfPnysmPHjpjuKnPnznXtM2TIENc6V0iABEjgahKg8HM16fPYDoFly5ZJiRIlpHLlyjJs2DA5cuSIs40NEiABEiABEiCBhEvg/Pnz0qRJE2nVqpWcO3cu4V5oBK4sQ4YMepYpU6bEWQLh4cOHS+3atSNw9vF/ijJlymgB55ZbbpE9e/Y4J7x8+XJJly6dTJgwwenzNrCPbalSpbJX2SYBEiCBq0qAws9Vxc+DGwJvv/22QPyZOXOmPPvss5IjRw5p37697N271wzhkgRIgARIgARIIIERQF6UxIkTyzfffCMDBgyQZMmSJbArFDl8+HDErgkhXpUqVZJVq1bJwIEDIzZvuIkGDx4sCF0KJ8r1799fqlevLjt37gw3Vbzf1qJFC+ccwXnXrl2Cal3FixfX97FevXry4IMPOmPsRrFixexVSZ48uWudKyRAAiRwNQlQ+Lma9Hlsh0DTpk31Fz/TgS9JXbt2lZtuukleeeUV080lCZAACZAACUSbwOWEa0R7cg6MCAHbqwITwvsnIRlCh+Clg+80kTDkkRkzZoyULVtWkiZNGokpLznHbbfdpnMKDR061HfsDTfcIK+99ppMnTpVsmfPHq9/tFu/fr3MmjVLTp065Xstn3/+uePVs2bNGunQoYMcPHjQNfaXX36RJ598Uo4fP+7qh4Bp26FDh+xV3YaIhNw/diLooEHsIAESIIErQCAqC9kVmJxTkkB0CeADNGXKlNKoUaOgD9JPPvlE8OEJV2MaCZAACVxvBM6cOaNDD7JkySIFCxa83i7/sq8XD6Owd999V7p06XLZ85gdL8gFOX3+jP47de606L/zaok+rKN97kxgqdqnrXbqxCklW8qb9N8tqbJK8kQJz6vFcIrp0k/oQQ6bO++8M6ZThR9/TglKO5Q3yv4D6k89yB9QD+Vnz4bfJwJb9y5drMWsnkr4aZk9t6RPlTrWs2ZVM8xr/U5gnm8nx3q+S03wQdkKsnjGTDk9f5FIuiyu4dNXrXCtY6V+xcoyo8MHuv+cEvLmr18nvadMlgLZssvCDf/Im7XqSKVChSVlHHp3bd6zW/K81Nx1rq8+VEs61n8i6J7UlcSyc9AwaT9mpNS4MaPkXbzKtR9WIL49n7+Q3F+4qLMt8YLFThuNYwuXiqj7M27+n9Kgb0/XtlsyZpIhLV6SB0reJZI+rUhGFcKXIb1IjmwiVpJo105cIQESIIFYELhBKc4XYrE/dyWBiBKAK3GNGjW00OOdePv27fqXJG8/10mABEggIRMwAgauEfknEBKTP3/+hHzJsb42iGV2yNCRM8eihBol0kDACQg1RrAxfarfEXFMHwSdQBviT2wtZeIUUilrabk7Y2FJdAMdr+F5kSJFChfWQYMGSfPm7od014CYrvyncrUsXCZy9GhM94z1+DMqZ9Ftr7SQf/fvk05KZHi/boNLzrnhv11y/PQpKZIz1yXHRmdAnx+/l8SJEskrNWrKRT00aDecJ457R3Z3nho8Jfzz307Jf7MSJHxs0LTfpMVgd8jZY6XvkfGt28iAqb9Iq6Ff+OwV6OpY73Hp8NjjIbdHasMx9RpL0/RJ3+nyqev6oU27oOv2Dv552RJ56KOAmGW2DWzWQl6oUt2syuRFC6RO7+7OerPKVRW7XTJzTbBwhEHPqe2Dm7d0xutGSvVvoaQSk3K674N7ENdIgARIIOYEKPzEnBn3iCEBaIvI1YO4b/z9/PPPAjfZ0qVL6/AuuL1u3LhRV6kINzXiruGCGx3DnIg1f+SRR7SbbnT24RgSIAESiI8EbOEnkXp4mzx5stSsWTM+nmrEzunshXMhBRgj2ESJN1Eijunb/PdG6fnIu875dFjxidOOL41cqbNLw9w16f2jboj9Gsf9gRfwqFGjInOr/rdBZEmwV0pkJo/eLEYcyZY+g+z4PHylp2cHfSrDZk7XE9ctXVYmtH4regfxGXUe+ZMaPubasn/w15IhdRpX39CZ0+S5QZ85fds++1JyKI8U2A1P1tXLqkWKytR2HXXb/h88ev63c4cUejMqLD+dSmpc564yMnz2DHuob/vE12MlxRUKWeulvIzqlblHOowfI1/Pnul7fHRmz5BRfn7nPSn2dms95tDQkZJWeaF7Le+rL8rG3e4S7e/VrS+d6wdEpa9mzZBnBkbvvaZs/gLy1YuvyO3KC8rXChYQKRZhrzffA7GTBEjgeiFA4ed6udNxfJ0rV66UokWj3F8jcfhvv/1W6tev75pq8+bNWkiqW7euZM0K52fRcdN4ODIGl/FChQqZVS5JgARIICIEfvzxR1m4cKG0a9fO5V0SkcmtSVC9p1atWrrns88+k5YtPb8Qqy3e91yENiFBvveB2po24s1zF847XjRagLE8ZyDWRK8vEEp1Tgk/sbFF386RHz8Y60wRH4UfnFz+G3Np8ecGCYSlOSd8nTX8XqcRcUjftVtk1lx8MbhiRH9XoU4nTp+WWgjZCWEQR9qOGSFJVQ6YDx9vFGJU4DQTNQwILWbQ5k8GSa7MN5nVkEuIGz8tXSILPujhePW8MeIrgbePbcVz5ZGl3Xs7XX+u+1vu7djOWTeNC6Mn6qYRfrBi+swYs9x9+JBkfeEZsyrw5Ok4Purfn7PBp7F70FdyU9q0Plti1/Vg9y7yy3IVahXCqhUpJqu2bZWdBw9o4ee48go6ePyYM/r8qIkOR9P5zR+zpMmA/mbVWf6nwsKypE0n74z+Rj76/junP1Tjx7fflYeKlwy1Oaq/bCmR3LdGrbNFAiRAArEgQOEnFvC4qz8BP7dt/5Ex6/V+CUReADuR3tdffy1PPfWUlCtXTubNm+dMjvxAaa/AlwrnAGzECQHc/xMnTsj1VB4VD0MVKlTQiSjjBDIPEiMC5mG1devW0qdPnxjtG9PB3bp10wITRO2tW7eKt2ywORd7XiSBRchTODt/UayJEmWiQp2i+gKhTpcSb+ClE19sWNN+snWJ8vS4aJEWfpZ+N1++7zBSz168Tlmp1eFJSZQ46gcHc1zv0t6v6muPSPlnq0mNbPdJ2czFvEPjdH3btm1y661RD5j4IQUVtvCjCt57/V5f4U4QAuVLL72kh8ydO1fuuece3cbn9rBhw6RZs2aSPn16/Rn++++/S4kSJYKm837mBw24VAfy9/z0u8jxE5ca6bsdYo4O3bm7TEiPlJFzZkvjz/rp/d+sWVt6Nnrad67odv7x9xqp0CnKUw371ShWQnujnFbX03XSBNmjRJaO9Z5wiSULNqyXMu++rQ8D75XtAwbLYfV5mbHZUwLRyWtGwDmkkhPnaNVMjp486R0iJ5UnTnLliRMd4afoW61l5bYteg68VmJy78y5BJ1ALDvs8/ZOdW7UBBVmGRBb1+/aqVmWfe8dWbdjuzPUXL/pwLgCrVuZVdcyZ6bMsvXTL+T7xQuldq9urm32yssPPCT9n24WJCjZY1xteEI9XE0kRXJXN1dIgARI4HIIMLnz5VDjPmEJnI1wssSqVavKpEmTgo6JcC7bmjRposvB26JPpkyZKPrYkK7RNry2ChcurM8elUP69u17jV6JyJ9//in33nuvfnjPmTNnyOtAqV7Y7NmzQ47hhvhB4I8//pDT6iHRzikT6TNr27at9nj866+/JOvNWR3PGhP25Hc8vBf3+2mQ3FrkNtd4JB0+cuyIbF6zUU4cOyFnT52RvOXukCTJ1UNGPLXzZ8/JjtVbZeHYPyRPmdvl6N7DcnvFwpL5tpvlhkSBBzj71AvXKOkSfuxtsW2PbPm5/DNnjTPNsknzZc8/O6XZqDedPr/GzAE/yayBPzubfu/3vT7/FFWSS4mMBa9ayBdCqlBYwTZUHXrsMXeIEHJLNW7c2B7m206XLp2rfDl+jEF1tYwZM7py+ZhKSX6iDyZG6XD7xx3fg4Xr/GfTZYs+EEJufKahM7tfeBQ2GtEHbYQVhRJ+pq5cLr+tWCavP/yIINwLOWdS+5T69oo+mNd4rbw4ZJAgJAs2SeWSgbhjbL1VQn3Hgf26u+XQQb6iDzZCDELOn/TPhb6fW/bu0cmYzTGwRB4geC0Z+/TXn+Tlr6LOA/3RFX3a1n5MujTwz7tj5o/NslCOnLLm321BU2RMk8YRfbDR5C5679H6rvtZucv7MrdzlIgzZckiZ65b1Gt5+/4AZ3Ru27dXcI8R4hbOyuQrEH3RBxNBuF/7P5ESRcJNy20kQAIkEC0CFH6ihYmDYkIgderU8umnnzq/9mFf5PMpWbKkLj26YsUKQRJnfIFEhRp4cOAP3hxbtmyRhx9+WPLkySOoYBOuVClEHa95S40WKVJE8GsixKPr2eAhUK1aNZ0QFmEj15oZ0Qfn3b9//2ta+IHoA8Ov6+G+IOPfgzH8Sm6HL5r+SCyRNwt5tyCuXqljROI84+McEJ/hybBo0SLp2LFj2HLNSAp85vzZKAHmYrJgI9wElghzQrLhKK8b7WVjqkMhdKr4aflwzSA1mzt0pcX4tjKwXtRDiuHV8fl28tovncyqnDt9VosPfwz+zemzG6+qsemzZ7S74rx9/MBR2bNhl6ybuVKyFrhFDu06IDM+jXrfWjFloT6naf2jQljenNlVUme80TlXu43Oo3sOS5qbYh9Ocu7MOZfoYw64fZXydlCeMb2rvivH9h2RtvN6SdKUycxm+Xf5JpfoYzaMeeULuX1FEVl98B8pmTHuQ5LhoesVfcy5eZfwqMXnNsKuH3/8ce3lBm832xCGePjwYbtLtyHW77celNGJ7wVp1EP4rl27BGWzvbZ8+XL9vcHbH+31TVujNfSsEjNOnDktN6aIyunyuUpKbFupdm1kY//P7S7fNiLKvMmTEYLVecK3enymNDfKECXe/KO8R6qoalC/t+/ozLNk00an7dcwog+2GXHHjCuWK7dp6iUqZ8EbKZStVoLInHVrQ23W/Z9P/VX6NnnGNWb5ls1y1215nT6v6ONsCNF4oty90rTi/VKp4J3amyjEsIh058t6s6/wsz9Egm/kU5KoNEcyT1UiW7P9Xyl0Sw59PrPXRr1Gn7qvknSfPNF1nr1/nCy9GjV19XlXqhct7u269PoWJV4VVz98eV9Yl96TI0iABEjARYDCjwsHVyJFoFWrVoK/K2V44CpVSsU+X8Jmzpwp//77r6xfv/4SIxPu5uPKlTtXrlz6Av/3v//Jm2++Kb169bpmLthb6tfr6XXNXEgMT3TdunXOHngN22EYzoZYNvDvwuSLyZYtm+BXfpqbgC3W6NAnCDMmd82F09J9bD/p2rqTHM1wRib9O82p/uQWdKIqQs347EfZOO9vebzv80FCxNqpy+TbN4ZIo89bSr7yBd0ncom1rAWyS/sFfWTht3/Ib72ickwc2hH1q/SZk6ela+k3ws7Uv0YHeX9pf7khGmFLYSe6nI3qqXli269l5U9Rv6xHd5peldpJg97PScFqgQerU8dOuXadOfAnqfneE66+UCt7N+6Sz+p8KA+/+7jc1SAg1GIshKYjSkAKZRCrIDDB5gydKpVbPewMRehZONtybMdVEX4effTRoNN6//33BV5sM2bMCNoGsRqiD+z111+XypUrS/HiAeYI3xoyZEjQPujAewvCsY317t1b72/WIfx4y7fD2xE/GF2WKW83ORT6Xpk5bc+ePzt1k3IFbtebhs2abobo5SZPQl/XRmvlp2WL5eES7u8mRvTBsPK336Fz/aA9zSqDvkeJZaXahfYYgzj1YrUaYgSpVMpbyBaZ8mTJiikdq/JhB6ft1+g0YazYHiwYc+/tBV1i0Iqtm4N23aq8gGzhB9eDHEG2Vb6zsMxYvcru0u3f2nUQ5NWJK+v91DM69Cq6x0NpeXgD2cLQnSph9b4vv9b9JpQN8x08dkwWd+3lume/Ll8mo1/OGPZwWV5oqrc3ureCDuHDa8WbaDtogpPqvezYcZE0qYM2sYMESIAEYkKAwk9MaHFsvCAwceLEIBf0UCf24IMPykcffRRq83XRjzwfeKhHRTUYvnDny5dPUCXtWjAk8DaWUlXZyJAhg1m95pa2iFWpUqWw54/Kd8YQ3nMlhJ9Zs2aZQ8ju3SoJagIxUxEqSKgxXjZGuNEijvGygaDjqQ6lxp1X/4U1FfXw8MeN9ZBlB8L/gj532DSZPShwX3tXaS923plda//Vog8mGvniAGk+5i3JVigQCrhx/jr5pvmnOsSpyRdKUA/xy2+SFEnlnib3y/6tewTJjb02osUAb5fv+nYVUpWjaG7fbZHuPHPitOMZ82Wj3rIDnjOXaRDNDNP897q9Zy6cuyAHlQh25L+DMvvLX7XXTt5yBaXxwJauo51WghFEHxiSQ29TnjqPfviUFuvmDJnqGouVNjO7yaAneshh5ZVke/Ct/X25I/zMHzFDzp8L/zo6elY92F0Fg7efbb/++quuiPn3339rj1x7G9reXD8IXYXw891334UUfbDf4sWLsXDs5ZdfdtpoQGzyGoQfhPZelp1WITLRsFeHRwlV5Tu0dZIXr1WeHl7be+SwZL4xymvMFgjMWIRleYUfs81viTw0T5a7T0bP/cNvs9O3QQlP7evU06Fep1T4DxIRz1m3Ru67I/A694aNHbE8RuHJUipPXmk/dqQz38QF8502Gp80bSYN7invStBsQqDgTQRPH9hyJQZpzxjVhmjmFX1Gv/y6wKvHL79O9a6d9Bxg+PlzL8jdefPJrZluCvV2psfG5n/w+PEzr0hmj9n08SBJ92wju0se6NZZfmv3vkD0MrZVVaotmec2s+osx/81T5VnbyXNvgi4DrV+qJb0/ekHZ7tpwBvLeGTdpkS70vnyS+m8+eX+O4uI13tL73PqNIUfA49LEiCByyZA4eey0XHHq0XAm3cg1HkghOVaETdCXUMk+pF3BB4jdq6Enj17XjNsli1b5mCww5+czjCNDRs2aJELQxDuFi6nTphpIrbJDqWCN1o4K1++vIwcGfiiHi7kMdwcl9qG3Enx2U6eOyW7T+6XfacPCtrG0yZ00uGAcBPbilCxZTJv+HTZvGi9VH2tttyUN+rhY2rfSa6pNy9cL7nvzq/7fu3lDhv4QokJRsSA6APb9Nc6WfLdPClZt5xeD/U/O6kxxiAfDpIKe/trd2ksq35eJBvm/u2aKt3NcSOudioaePiv+f4TUqpe+ViJPuYCkK8IuYoQ1pUibSo5eTggqCyZOFfwZ9uGuWtl7lfTpFzTKk73ih8XOm00VvywQAs/iZIohc/HUmVMI3W7NpG/Rs2SzHmivC72bNgpF5TYA8+pX3u4723QNMp145ICY9BOV6ajevXqeuIlS5b4HuCketi3DR6kCNX64IMP7G4ZO3asztHTsGFD3e/11ETYl6nE+f3338uECRNc+2MFws9lh7mGEEe9B7HDp7zbvOs9fpgkPRo2cbpfGT7YaZsGct5ARAllKPftNT/RB4mCUR7dJF1GrppHVZLpdnUekw7jxugpPv31Z0f48c5p1hFaNrh5S1W56qBL+DHbsUSunZdU0mEYjvHdwr9025QtN6IPOuG91EklloZ9MS04XPQxVTodtrJHPynylr9oBwGtfr+eehy8XYremkuK586jBY9it+aWwjlvlWTqB6tIGBJjmxxJZj7j1WXW7SVKuL+rcv188N04p3vRxn+kmwrrQn4jY/DsWrp5k0C0MZywDbmbXnuwpjxXOeo9paaq9lblg9AeWNgff2PmztF5l+BJFCT++OQxM+fCJQmQAAlEl0Ci6A7kOBKILwTq1avnnEqDBg3k6aefdtbtBnIJ0QIEjhw54kIRHSHhn3/+EeRrwi+89h++yIeqFIQcTShvjRwQGzdudB3zclcWLFjg2tX+Vd21wWcFnk3G4DFjhBTTF5+X9gMWKu5cCStatOiVmDbWc24+tl2+3jRZPlozWIZunCCTVQjVrzvnyMzdC2Te3mWyeP9qWXVovaw/skW2Ht8p/53cJwdOH5bj505IXIo+EGIgXhgBAxf+3/92yG+9v5P/zVol6/8IL6wNf+5jh1WBCiqHQzRs4Zg/LjkqnSdHz6YF/5PpnwT/6jz5vRFBok/FFg/KjVnSXfIYkRwwpfMY7Y1jz5m/wp3am8bui0478UWBZmC97o7oE26/JMncD5h3VA7+N3HyyAmXqOOdL9dd+aRBn+cE4pCdH2mLqiqGZNS2VXrxIUmd6Ua7Sy6cvyBpk6Rx9cXFSrj30ho1avieglegwfuUV/T54osvBJ/NyNeXIkUKPY9X+Ln55pulefPm+rOldu3avsfCPpf9OY4qSCHEOt+DWZ1+3j7Y3FMJP8YwxnhsmD6z9IaJmX4sT509I4OavWh3BbW3ffaloEpU9yefcrZt379Pt+H1YzxuZq11v7/k9fFw6d7wKR1KZPLUOBNajQ8eD4hz6Orw2ONafEB7w3+7sAhpKF3utXHz58qMNasEfF6p8bB3c9D6gWNHBdfR/+cp8uzAT3XoVMXO7zqCV9AOMezo1bhp0B4o4R7OkHB6SbfeUr9sOZ2IG+JZLSXeeK1k2zdcog+2z1TX7jV48ZxQFdLg/XMpgxcU7n2QpU4V1MUOEiABEogpAfc3npjuzfEk4ENg0yb1K8htARdYCAQINYqkjRs3ThD+kzlzZp0sMn/+wC/mOAa+bCIUCG7loQShSJ7LtTIXkm3bhvwx+ELt9+CPSkAoFR0q9Gf06NGCv6lTp+qk2fDCad++fciEy/C6QkJmv4pHyDn0wAMP6Ptpnx/aCB2oU6eOTkhtb0MlmMsN90JiUpQWRqnh+GB48PKGTpjzskMwwM8bGmHGxWY5Zkzgl+PYzBHJfc+p0uJTd/0p8/cud6b99vUhsvb3gNdX+WeqStXWUQ+JCMvpds+bzliUxkaJbD8z3hd+26LTh4dz5Hj5c9jvUqZRRSn9REX5+vmof1fwprm1ZF6XV8k/f651eZP4Hudioo7bKxfRgpE9Zvf6HZIlf3a7S3b9/a9r3eSjMZ0oKe4NK5r4znCzOeyyyEN3SaWWgV/+ww6M0EZU4wJXGBI62/ZE/+b2arTaj33U1MlN9N//tgftU/apyjL/mxmu/tINK7rW02R2izLYuEHdxztVlbDoWO7SBQRVvmC2sGf2rdiihvJISiKo6GVst6oIljtXNbMaZ0u/93iILV27dtWJm/1OxCvEe8d8/PHH8vzzz+vutGnT6qICP/zwg++PBV9++aV3d13xcOnSpXJM5VCBTZs2zckhFDQ4XAc8frJmEdkeCHEON9S7reeUKIHHuw0hTAjJQfn0UAYBo57yfDHJoqe27yjVPuyoh/+ybKkMUaFAOL3mX37umgIVn6a81c4JJ2tZ7UEd0jVblXg3njSJEyWSUS+11hXE8t2czbX/oGYtpOrF45gNz1WqaprSuf6T8v640c46vGoODhnhqnAFTxMIFKhQZsrAD3mhlTw3KOozE2Xi4RmT66YsOkm1M6FqNPq0r716We2//lkvuw8fkjQXRcPLmuTiTneqyl5esz2YvNvMeonceeTbVwOfLcivlCRxYqlUqLCvsGP2wfKtWsE5s9CfQpVl76NyDuEPnkOTlFcV5sTnf+Ybb5QsadNJFlUNL11K/NiGPSzLpDwwlec2jQRIgARiS4AeP7ElyP2DCBjRBxui41ninQDJiFGFCx+IqMrlZ7lz59bVQPAlE2WUYTVr1pQRI0bIwIEDtddJmTJl/Ha97vrwBbpfv35B112rlv+vT6ig5fdAgAluuukmZx5UCRs/fryuyBauvDruh3H3d3ZWDYQ63X777b6iD8Yh6Sjuode7KCYJiPF68NqAAQPkhRde8HbH2Tqu2diBAwdMM2hph2EhZM0YKubg13j8+4CAZecNMmOiu8Qv8raZ8sp2X1y1UaVq3NZfZMxP4+WXj8Zr8WJs68GO6IPzgOiybsZKfUrwwrBFH71dJdTFQ7Rt8LyBR07nEq/q5eCGveTsSf/8H9h36cR5QcIJsqh2Lv6KPj7m/mvkLJXXxZ07bLSqzgS7TZUaN7ZtWZTX24mDgQdZs80sl30f8GhbNG6O6XKWpvR3uaerOH1oIJzJ2CYVLmabV/Sxt4VqP9S+gbRb0Fvqdn861JAr0t/w0xbOvIvH/+m0U6ZPLRCw8Oe15mPfkvdU8mlUMUPunWK1Sutl6986S+EHSznDM+XKIplyZ3FV+srqEdGcwXYj6KlLdHUxDMl4a9T7n7MLhDvLEidNbK25m0gWjae6ZKmSuzZMeOsrKZQur6svLlbSp08fdBj8oNKnT5+gftMBsRiivJ/hfdUrUNuh2SYptN++pg9Cz7PPPmtWdVVOZyWmjQIxZwovl2Ezp4c9klf0GfdaG/3gbu/UYvAgZ7Wqqt6FKlCwfUePqHw+c+T5+6vJmRHjZMEHPWROx66y4/MhMr9Ld0f0wVi8FNvUqiM/tGmnPU/QB0uuRIT2j9aTx1VOHttQJex7NRZW564yWtSxX87v1a0vB4Z8I8NbviKLuvaUU998K0ho7DV4Gn3d8lUZ8dJretMzFavIC1WqO8PW7QiIql+1eNnpC9eAqIHEzj+/855zPIhcyDt01235BJWukBeopUpejXNEpTOEUEXKPrLC8zAnjh0Tg0ADw30IZ6mTp3CSg4cbl1TNB28ihNXVuau0TqpdIFt2SZ/KR/TBRPlj/joOd3xuIwESuH4JBH+run5Z8MqvEAG7kselDgEPCIQX4csfzP7S6Lev8Vh55JFHtAhxOUKT37wJqQ/Cy16ViNBrENi8tnLlSrGrSWE7xDXcF/xBEMIS+R9QwaV+/freKfQ6kmojj1DdunW1eJM9e3bXuJ9++klXg3F1+qzg12WvRwwqUeFX6T179siOHTvEDonyToEyxcj15DWEIsAz7WqYCX3AsUMJbNj29ttvY6HNVM1B+Fw69asgErDCXnrpJadim+5Q/8OceAADN/xBYLMNnl65lXCKe4A8Qra98sor0q5dO+nQoYNOiv7JJ5/ohK2jRo3S5d5jIrrZ80anvWDfSvn70AYZ3uxjLaz0vr+9/D0tyvPHzDHm1YDA0u+B902Xa/l53a7OOkKZRr8c9QCGDSi7/WHp13WyXmegavw9fYVg3+87jpIuSiSa9/V0QRUs2Jyhv+ul+V/yNCl0np1cpfKZLiesKP0tmZw+CDQmr87IVgOdfruBczx19KQ+vt2P9talG3X59fuej3roQv8ktY+xux+/T4oq8QMGEaRs48pmk14ih9D9LweLvPc9/4C8v+xjnUcIcyRNkcy1X1ys5LFEsiUT5jqHtEWyojXvdvrR+OLxHrJzzTZV5j27vu46SvzB9af15CWCqIQqX7YY9O+Kza65sIKE27YhAbTXELJ3/uw5Obb/iHeTnDt73tX3QJu6rnWzAtHIVAjLV76Q6dbLPZt2yfJFy1x9cbGSPLlbgAp1TLznZMoUeF3j/QX5edq0aeMaDk9cfNZ4DT8wmPxyeF8qV66cd4izjrnhGYoS8cZTGNXFzlm5VZzB0WlkvUkkh/uzx7tbw/IVXF35XmvpWocAEs6Q4BfePTsHDpX+Tz8nePiHjfpztpMQGevwxqmoSpjDTKgRBAWE9qAyVrb0yqsjAoaQpAujJ8p3b7wt6VKlCpoR4kITJUJBdAll8Cp66r6KWpDAGPUxIgNUMmbkN4I3EHLwwHDe4cK58PmD6lVren+sq3kh387x4WP0+UHkgvi08MMe8mvb99X79Ovy2bPNtVcSQqMiaci5Y9vHTZ+zV6PdhgfSkWGj5IMGDYP2CXhPfRPUH+uOzBlFcuWI9TScgARIgARA4Ab1EHeBKEggkgQ2b94sefLkcabEl8vp06eH/cKHwfDsgJhghKK77rpLe+44E4VooFoV8gV4BYIQw6+rbm9YFMrl2p4kEHrg4WOsadOmMnz4cLOqv+z7iUYYAE+iNKr0qW2oElWhgvuLtL3dtP3uFcLRIGTE1p555hn9UFKwYEFnKuQrskMCzQZcm3mgMX1Xelm2bFlBlS5YOF7Ik2R+IcfrG1V2/H6hxzzIrYQcRnhwMglT0W8sR44cgjxB8A4yD2FmW0yWuXLlEoTn+YXtxWQe79jj505K/7+/loMHDkqP+6IEL+84s17l1Ud02JVZ9y6RFPmwqt7Ut9p73k2u9Sz5skmLce/o8KDZX/wqMz6d4tqOlZvvyOEKryry8F1St9vTehwS/37XPurLfrMRb8jNBXPKB6UCv5SbyZC8GHlsLsdQgrxU/fKuPEKYxyR+9s5p5xvCtlaT39X5aX7oNFpscQXb6vV4JtohTBh/JQyszp05FzS1uT5U/epa5o2g7SiVjtC+cB422GmP8uIacFEMzFrgFiUQpZf1s1e75itQsbAWiRKrfD9Dn+4r25Tg5rVnh7eW0+pcRrT4zLXpjekfSprMaV198FTzipZvze4u8GQy1qtyOzm2zy0kIaSzVatWsfo3auaP7hLVAyHUhzJU0YT3Jf7dQ8jH5wfOEyIxLDrJl+fPny/Lly/XIWBIcA8BGSG3qOQFr94ePXoI3qNsAwd4Zz700EMyZcqUy/98RzWk32YEymHbB7jY/uaPWdJkQH+fLYEuiCjLtmySEu8Evwa7PdFY3qntFvp2HjwgfX78Xg6oz8fejZu6xBck/kU1LZQ0v9nH2yrkScTzDUhMfG+HdiqBdJQHK0QiiD7ZMyjhIh7YFlWRq9XQL7RwBc+o2BqenKavXqHD3eCdlAjqWKQtuRLjq1cWYX6fSJPlfCRw3RKg8HPd3vore+Gvvvqq9hQxR8HDKLw3QpWkRrgWvEdQ3QN233336YdiP4HAzMnlpQkg18LgwVGVR4YMGSLPPRf1axc8pvCF3Bi+oN9zzz1m1Vni3t19993OOhrIBeTnYQWPllWrVknevHld480K8jeULFnSrOolXi/wwolp1S7XJJ4VCIcoBYy8TzhPeDLdcccdrlH333+/413m2nAFV/CAs317wFV+6NChAqEKr394UaE08pw5c7SghvOGJ5sxCGqocuNnCLuDF5BdNcw7DoJqlixZdJiYd1t01jE3fonHQ1q440RnLu+YP3Yvlmn/zZMD2/bKxw938m4WeNZsWfxPUH+oDpTY7lmprWvzO3/2kO7l33L1mZX3lvRDNFeQYGO220t4ySA3DWzPhl0y4NEPnc3wrIF3zlfP9pcti6J/vs4EFxuoDrV30396LV22DPLyD+/L8ikL5IeOo52hr/7cUWzvIrPBK/yY8z3wr2L7UDBb7PdIx4ZSsGoxXQXLzBNXy31bdsuntboEHc4IP9iAUul9q78fNAaVu4o/UkZK1LlHMuZS3h0hDLmYkIj7BvUaflMJNd7XRojddDfC4CAEPdi2vqS4MaUO+bPHw7MIiai9ZkTBQtVLaL7wErPt0M4D4ue1hvdNePuZPDn2PleqDSEGnws//vijc4innnpKe/vZ7/HwrlyzZo3OuRPp9wDnwBcb+E3SfI6k8vFc8Y4Pu35MebfOnidy6LDvML/S4xgIjxTbMwaeOhA3kPsG4VsmBMh3UnaSQGwIQOypoL6LpXOLyrGZkvuSAAmQAEO9+Bq4IgS6d+8utscFvljCW8BbXQoHhxs3csAY0QfeQpMnT778X/iuwBWdUr/UIe8AQl6uFYOYYH+Rx3nDo8c2hP3YOWLgjeJnpUuX1gk/TT4ljIErfqlSpYKG4+EA1bQg2iGpp9fg1eU1/IIcSdEH8y9atEiQzBmCFbxdkFsHXjS2wRMtrkO+jOiD84CQUrlyZZ2sGoIbSiNPmjRJ57VAyKNttuhj58DAGCTatgU+9H3zzTc6LA+/2EOMgwiGEI1LGX5hR0gGKvVALJoxY4YgxxBCA3v16hVx0Qfns+7IJn1aSVP6hxs1/twdfmFfAx7MvbbIyhdjtsEDKJQhP8959T4EseG1XzpJhRdq+A7NkDOz2GFIKNVuiy8mpw/Ke4cyeJUgR00ow/U0+fJlp4oUBIJVvyyRko/e4wpbWqJyEQWZjwOvEaky5Mgst1fyD6FAeFvPim0FlbAmvz9SFo6ZLQiLCpULKei4sehALh5vefrMt93smhFhXBC6vHZ0z2GZM2SqfPJIFx0CBq8teAh5rdzT9+uuC+qBHTmQ4OUVHXu8bzNBGBxyH6VMl8oR/Ox98RrwM4Sf4fVUv9ez4hV9ktyQWB4t/qAsX7FcblSJXW3DvzVUuwpVTt0eG6k2fpiBVw3EFvOHf/u26INj4X0Eov2VFn1wLHx+wBso1qIPJsNDNDwniimBzqfYBMpnew3ePLbog+0IcYK3DkKWKPp4iXE9IgQSJxYpdLtIjSoUfSIClJOQAAnYBOjxY9NgO6IEUFkLD7Pe5LwQeuwvjvfee6/2dMDBERYGjwd4a8QnQwgN8tTg3OH2jgSXkQ53ifT1wrvHFlngOn/o0CFBOV5bZEGeFzx8QMiBYJMzZ0554403Qp4OcsOY0ACIRvDOgtt+KENVr48++khQ4QUWzosLHilg7TWEJ9l5HiBg4ddgiDs4Z5w/PIlCGcISIC7BIAAhbMEYzgtcrrThGAiVQM4dW2yzj4vrhFjVsWNHHdplONtj0AYLhIEhubYx3Gtb/LGjeOGlAyEHSVmRON02PFjZ+Z7Axi8szt4n0u1uq7+QU+dP6wpPSKLsNTxAT2w7XFb+uMi7SYso2LZaiSPGHunUSL7vMNKsRmuZs3gegfdGirTqIVHZrrX/yqDHPwraN23W9PLEx80lmwrpgqF8+6AGH6lzP6+qNSWVNrO66eS921dukcGN3A+U8Bh5U3kjmfCkxeP+lCldokLAqr1ex6kChipXE97+SgswOC+UDEdI1A9KpFmuQswQnvTkJy+4z089uHcq5uZne85gMESdn7qOc+8XYg3lyasoL6Zyz6iHkCtofl4/3vPG4c+dPitLv5svK35cINuWBcRC72mhXHrFFz2hS4rL2mkr5NSxk1K8dhm9y5HdB6VP1fChgH7ngCTUdtgeRDy/JNQqNbUkS5xUkidKJskTJ5NUiVNIzlQ3y62ps+tlisTJnVNfu3at/gyE6IOwVLxHvfvuu04pdGcgG7EnoN475dCRgPfPYbXEujK8J4/97VeZvnCBdH3pFblJVQelkUCcEFCeiJI2TUDogYePjzgZJ+fBg5AACSR4AhR+EvwtvroX+OGHH+ovsPZZwI0dHkEwhLl89dVXuo3/oUpRy5ahf913Bl6FBsSL9957T4tZ8BSJTa6UK3368CKBwBAbg2Djl6wTcyI3Q6dOUWEj8Jqxq7n5Hff333+XZcuWaa8Wv+0oEQ9hZOHChbqkrxmDvERILmqLS/BAMnlyzDgsIXbAowbiBcLWsISghXLzJu8UPGGaNHF7ZNgiiT1fpNo4D7ual3debMM5IbwCwhsM1btw3V6D1w2EOXjFodx9KPNeE/I9IayvUqVKrl1+++03qV69utOHCm3wDopL67Lqczl3IfAA5g1VQv4U5FEJlesFD+fIs4PQGmOFqhWXNVOXmVXfZc4StwXlckHOn8YDW8mNWQLcvediJkqWOrk8NeglyVE0t+76rfd3Mm/4dN2Gl8gdVYrp9tG9h3X/7g07tbeNSe6rN0bzfxB7jFBkdkGZ+Gwq91DqTG5vEQgjH9zV2gxzLVFqXhVOkzMq5wlEJXgSRcfgodT+r95OmfTo7HM5Y7ys/UQXe95DKgkzvJLgyXVkzyE5rIQciMrI/5Q+e0Z7aNg2EkV/8UQP15ja7zwpVZ5+SFIkSa5FGyPeJE+UVJKpvxG9h8lXvb6UfiM/kxo1H9R9EHeixiWTpImSuObkCgmQAAmQAAmQAAlcTQIUfq4m/evg2PBMMNU57MsdO3as9tJAWIlt3odVe1t8aCNUDV5J8dnbBy77oUq1X4ohXPlRQv2BBx7QAhzKjUOo84ZIYR7khLA9TNCHZMkQx0IJRpg7lGCD/Y1hHniooCIXxA+UL4dgYxs8yfxeWxgDgQleY3j9IWk0vJ2M+b0mEZ4W3Qo3Zp7oLvFLMsQrJGf2Gq4NIVymOp13O7yRvOGRSKoNLx0IXN6EqPb+fv+W4MkDjwLbEFrWrVs3575UqVIldiWU7cmj2e65dogcO3tCj/6+wyjl1REVxgSvE+TggXnFgRcntJUsqkT31D6TZO5X0/QY/C9vuYJS5KFSMundEU6f3Wg67NVA3iCVh2dq38myfeVmZzOqQD32UVO9bh+vVL3yOqfP1qUb9Dbk4UHiZBgEl2FN++mKYbU7N5Lidcrq/jj/n4/HT7hzQNWrG1TJ9P/WbZf9KgcQxDUdKqVSGCVRgg9C7+6qf69o0SjcRBHYhgpoqFaGCmf1ez4rENeiaxBjILroJQQYI8Kgz3jdaM+bi+P09ihvHIzHvvhTtfCie1iOIwESIAESIAESIIFrhgCFn2vmVl27J4pcBd5cMBAYEO5lh5hcjQpL1y7V0GeOMucImbINHjIZlOs6kjRDzPGGVEFYgYiD6lHwZBoxYoS8+OKLOuQHQg3KevuFf8GTBR4qyFUDQQUl3CFmHD16VJcE79Onj30aIdsQ0pA01JsQGq8JiDt4rXi9X5AMOlQCVHhnvfNOII8H8lQg1xESIBvzhpvBO6pixYpmc0SXyIsEoQZ8kLC5Xr16eomDIIcF8iyFMuT5sf+NYJwt6HivwzsPSiEjJweELSRPh6ean6G6GDyBMDfuBV5DJjTPb3yk+77eNFk2Ht2mp0V57al9JzmHuL1yUXmi//N6HVWQPqnVWYsDyLtS5KFASKg3+W+ZRpWkxtuPyQ5Vuv3Lhu5wq8ov1ZQKzR9w5lcXLZsWrpcFo2cLynZXfe0RpyT6JzU7y/6te/TYFuPb6hLimxesl3nfTJdcJfO5QqBOHz+lS8TnLV/wqpRGNxfkDR8z/fYSXjz3NauuONTwzVtjj71SbXjEGMHGEWouCjC254wRZQJ9UWKNvS/Fmit1lzgvCZAACZAACZBAQiFA4Seh3Ml4fh1+4TXmlFESHIKEnQzabItvSzwYX+ph+2qfM5Jk165d2zkN5CayEwpjA5JtQ+QxhjLhKAmOh/1x48Y5wgQEOogvECB27dol2bJlM7s4yy5dumgvH3QgbO/pp592tiGnDMK3bINYVKBAAbvL1UYyZghAEJQgjECwwHkgDNAu9w7xCl40ELS8hsSk9nlgO8oWw5MJ5r2HELcgjl0pg+ACfkhiDhEGIhYEISwRghXKvOeJnD/IsWTMu930x3QJ5ggPRC4gGMLI7IpiMZ0vpuMX718tP2yfoXeD58eHd7/uTNF8zFuSrVAg/M3p9GmMemmgU6bbN/+Nzz7eLiT+tfO1/PTht7Jw7B86d0/beT0F3kfXgkHE+rmbO49PptxZpFC1Etp7J6cKUUuu8g3F1BKrpMThBBgj2NiiTHBfQLxJdIPKa0EjARIgARIgARIgARKIEwIUfuIEMw8CAshh4g3XQf+wYcOkadOmaMZbg5cGkiLDG2Lnzp2SMWP0c0jE9UUhTww8dozt27fP93xtrxiMxUN/mzZtdFgSvG+ModLUE088IZkyZdLlfRGCZRty+2zcuFF3IcTMVGdDB8KxvGFxCG2CWANRJzqGpMxIzoyQKXjt2F4rfuFmmHPr1q2SO3dul3dMuGMhSbTXKy3c+NhuK1eunMybFwhnQqUtP/EKx/AKOya/jzl+v379tLeVWY/uEqFvENJsgyCFvE7Tpk3ToV7hxDl7v0i0z6r8Pp+uGyEHz6hkq8oQboSwn6I17w5Zicp7XCQIRpJl7HtjlvTy+u9dvENivI7y8t++MUSHjsET6Fq0E/uPSfqM6SVl0hQ6BCqZFfIULMpE5anR4o0Jmbq4TEyx5lp8CfCcSYAESIAESIAESEAo/PBFEGcEIEBkzpzZ93h4qPc+5PoOvEqd9rkh9CZlypj/Wh5Xp44H9vXr1+vDQQBq1KiR76HhcQJPDxNqBM8gCDjwromJwRsIeWe8hkpb3vw0GAPvIxwL+Xsulcgb5wJvHJMDByFIEE1MnhrcF+So8fNOQeJjeK5Ex+zwqeiMj+0Y5EEyAhqq3yEcy89w70aNGuVsgqeWHcbnJ6zBQwpeW6EMpdqRg8nOBYX2ww8/HGqXOOnfdPRfQciXKih92cdDQufxbYbqilvPj25z2fNc7R0RumTCn/wEmGQqTMpsN0v/cUmZZPhq30wenwRIgARIgARIgATiAQEKP/HgJlwvp4DS7qi05GedO3d2woX8tl/tPnhWwCMGoUVxmfvkcq47a9asuiQ6QrBQEjicrV69WidzNsIN8vzAo8YWG8Lt36FDBy3g+JVgD7WfLbKgrPzPP/8sjz32mDO8WLFiggTDFSpU0NW94Glk2+bNm+X+++8XVBKDwfsK4gk8fGxDaWSUer+UQYBB1a+4NHj7QMCCIXE2xJpQhvAuhKmh6hk8r7yGCmu418YgoqICGjylkBsJidQRyjdkyBDNDe34avP2LpNfd86J1ekh3w9KsidLlTxW88R0Z4g1EF9CCTABgUaFOV30nvEddzERMbbRSIAESIAESIAESIAESCBSBCj8RIok5wlLAA+ffg+t9k4I90LYFy12BNauXavLmNt5fsLNiDw8CGWDYAAPIHjYoPQ5cv6EM4SUIZcOhCIINdEx5LmBMBVbg9cQwsqWLl2qp3r55Zfl448/Dpr2ySeflDFjxgT1mw5zDWY9rpZgfeutt2rvp65du0rbtm1jdWgkUEcibZSFhzfRtWxrDm2QKdtnyvFzgSpfV/pakGRYhzzpEKhARSgtyph1LNVfoDoUhBtV4lsJM1F9UfswyfCVvlucnwRIgARIgARIgARI4HIIUPi5HGrcJ0YEZsyYoT0N7J3wgLpu3Tq7S7eRA6hx48ZB/ey4sgRQIQuJk5F8GAmaYQgrQj88SmxDSJCpAGb6kYMHlb9CGeYdPnx4yPLrofYL1w8vJYSKTZw4UR87VJ4oCD8QgGxD3iF40SCh8dUyVEmDWIMcSqiGRosicOLcSVm0b7WsP7JZtp/YLedUDiDbkiDJsJV/JkioUduC++CNAxHH7XXDJMM2WbZJgARIgARIgARIgAQSIgEKPwnxrsaja0IemeTJ3SEXnTp10l4JxYsXd/LL2KeMpMNvvfWW3cV2HBCAkIKy43Y+o5gcFvlmkBQaohCqtEHQQDjTLbfcEpNpYjwWZdJRgv5SBi8bhD7FF0P+I3hMwdsqEl5Q8eW6In0e5y+clyNnj6HquhJ7AuINkwxHmjLnIwESIAESIAESIAESSMgEKPwk5LsbD67NL4EvHtTxAH7q1KmQiYSR1BaeJ0mSJIkHV8FTIAESIAESIAESIAESIAESIAESIIFrk0D8+fn72uTHs74EgaFDh7pGoNqU8bqAJxAqZCFXi9dGjhwpU6dO9XZznQRIgARIgARIgARIgARIgARIgARIIAYE6PETA1gcGjMCCP1B2XN4+GA5Z86ckGWrIQihLDdChPCHik7IGROfKxDFjAZHkwAJkAAJkAAJkAAJkAAJkAAJkEDcE6DwE/fMr5sjnjx5UjJkyCBYIrFvkyZNrptr54WSAAmQAAmQAAmQAAmQAAmQAAmQQHwgQOEnPtyFBHwOy5cvlwMHDkilSpUS8FXy0kiABEiABEiABEiABEiABEiABEggfhKg8BM/7wvPigRIgARIgARIgARIgARIgARIgARIgARiTYDJnWONkBOQAAmQAAmQAAmQAAmQAAmQAAmQAAmQQPwkQOEnft4XnhUJkAAJkAAJkAAJkAAJkAAJkAAJkAAJxJoAhZ9YI+QEJEACJEACJEACJEACJEACJEACJEACJBA/CVD4iZ/3hWdFAiRAAiRAAiRAAiRAAiRAAiRAAiRAArEmQOEn1gg5AQmQAAmQAAmQAAmQAAmQAAmQAAmQAAnETwIUfuLnfeFZkQAJkAAJkAAJkAAJkAAJkAAJkAAJkECsCVD4iTVCTkACJEACJEACJEACJEACJEACJEACJEAC8ZMAhZ/4eV94ViRAAiRAAiRAAiRAAiRAAiRAAiRAAiQQawIUfmKNkBOQAAmQAAmQAAmQAAmQAAmQAAmQAAmQQPwk8H+/4vMi7rhp5QAAAABJRU5ErkJggg=="
+ }
+ },
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "![image.png](attachment:image.png)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "Or in a formula:"
+ ]
+ },
+ {
+ "attachments": {
+ "image.png": {
+ "image/png": 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"
+ }
+ },
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "![image.png](attachment:image.png)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "There are different ways to quantify risk -- first we'll define it as the _variance_ of the joint distribution:"
+ ]
+ },
+ {
+ "attachments": {
+ "image-3.png": {
+ "image/png": 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"
+ }
+ },
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "![image-3.png](attachment:image-3.png)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "This is nothing but a quadratic program! These are well-studied and we can solve them with Qiskit."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "### Quadratic program formulation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "\n",
+ "mu = np.array([2.5, 4.2, 1])\n",
+ "sigma = np.array([[1, 0, -1],\n",
+ " [0, 1, 0.7],\n",
+ " [-1, 0.7, 1]])\n",
+ "\n",
+ "budget = 2 # select 2 of the 3 assets\n",
+ "risk_factor = 0.7 "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "In Qiskit, there is the dedicated `PortfolioOptimization` application to construct the quadratic program for portfolio optimizations."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "from qiskit_finance.applications.optimization import PortfolioOptimization\n",
+ "\n",
+ "popt = PortfolioOptimization(expected_returns=mu, covariances=sigma, risk_factor=risk_factor, budget=budget)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\\ This file has been generated by DOcplex\n",
+ "\\ ENCODING=ISO-8859-1\n",
+ "\\Problem name: Portfolio optimization\n",
+ "\n",
+ "Minimize\n",
+ " obj: - 2.500000000000 x_0 - 4.200000000000 x_1 - x_2 + [ 1.400000000000 x_0^2\n",
+ " - 2.800000000000 x_0*x_2 + 1.400000000000 x_1^2 + 1.960000000000 x_1*x_2\n",
+ " + 1.400000000000 x_2^2 ]/2\n",
+ "Subject To\n",
+ " c0: x_0 + x_1 + x_2 = 2\n",
+ "\n",
+ "Bounds\n",
+ " 0 <= x_0 <= 1\n",
+ " 0 <= x_1 <= 1\n",
+ " 0 <= x_2 <= 1\n",
+ "\n",
+ "Binaries\n",
+ " x_0 x_1 x_2\n",
+ "End\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "qp = popt.to_quadratic_program()\n",
+ "print(qp)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Now we can solve the program either classically or with a quantum algorithm."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "from qiskit_optimization.algorithms import CplexOptimizer # classical optimization algorithm from IBM\n",
+ "\n",
+ "cplex_optimizer = CplexOptimizer()\n",
+ "cplex_result = cplex_optimizer.solve(qp)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "optimal function value: -5.300000000000001\n",
+ "optimal value: [1. 1. 0.]\n",
+ "status: SUCCESS\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(cplex_result)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "Result: We should select asset 1 and 2!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "**Note** This is NP-hard, classical algorithms only work for small instances!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "### Recap on the Variational Quantum Eigensolver"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "Goal: Find ground state $|\\Psi\\rangle$ of the Hamiltonian $H$.\n",
+ "\n",
+ "Idea: Choose model $|\\phi(\\theta)\\rangle$ that can approximate $|\\Psi\\rangle$ well and minimize the energy\n",
+ "\n",
+ "$$\n",
+ " \\theta^* = \\text{argmin}_\\theta E(\\theta) = \\text{argmin}_\\theta \\langle\\phi(\\theta)|H|\\phi(\\theta)\\rangle \n",
+ "$$"
+ ]
+ },
+ {
+ "attachments": {
+ "image.png": {
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+ }
+ },
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "![image.png](attachment:image.png)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "skip"
+ }
+ },
+ "source": [
+ "_A variational eigenvalue solver on a photonic quantum processor._ Peruzzo et al. (2014) [Nat Commun 5, 4213](https://www.nature.com/articles/ncomms5213)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "With special $H$ we can solve quadratic unconstrained binary optimizations (QUBOs)!"
+ ]
+ },
+ {
+ "attachments": {
+ "image-2.png": {
+ "image/png": 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"
+ }
+ },
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "![image-2.png](attachment:image-2.png)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "_Quantum optimization using variational algorithms on near-term quantum devices._ Moll et al. (2017) [arXiv:1710.01022](https://arxiv.org/abs/1710.01022)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "### Solving the program with the VQE"
+ ]
+ },
+ {
+ "attachments": {
+ "image.png": {
+ "image/png": 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"
+ }
+ },
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "source": [
+ "![image.png](attachment:image.png)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "First, we'll select our simulator. This is Qiskit's shot-based local simulator."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "from qiskit import Aer\n",
+ "\n",
+ "sim = Aer.get_backend(\"qasm_simulator\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "And the ansatz $\\phi(\\theta)$:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "scrolled": true,
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
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+ "