{ "cells": [ { "cell_type": "code", "execution_count": 22, "id": "9a43798c", "metadata": {}, "outputs": [], "source": [ "from matplotlib import pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "id": "d0ace207", "metadata": {}, "source": [ "## Corn" ] }, { "cell_type": "code", "execution_count": 23, "id": "6919bad1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ nan, 2022. , nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, 0. , nan, nan,\n", " nan, nan, 172.3, nan],\n", " [ nan, 2021. , nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, 0. , nan, nan,\n", " nan, nan, 176.7, nan],\n", " [ nan, 2020. , nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, 0. , nan, nan,\n", " nan, nan, 171.4, nan]])" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "csv=np.genfromtxt ('./data/corn.csv',\n", " skip_header=1,\n", " delimiter=\",\")\n", "csv[0:3]\n", "#csv[0:3].astype(float)" ] }, { "cell_type": "code", "execution_count": 24, "id": "e9cc14d8", "metadata": {}, "outputs": [], "source": [ "corn_year=csv[:,1]\n", "corn_bu_per_acre=csv[:,-2]" ] }, { "cell_type": "code", "execution_count": null, "id": "afffad8b", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 25, "id": "ecdf1409", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(corn_year,corn_bu_per_acre,\"o\",label=\"corn\")\n", "plt.xlabel(\"time (calendar year)\")\n", "plt.ylabel(\"Corn, bu/acre\")\n", "plt.title(\"US Agriculture yields, NASS (USDA)\")\n", "plt.legend()\n", "\n", "#plt.show()\n", "#plt.savefig(\"bear-quadratic.pdf\")" ] }, { "cell_type": "markdown", "id": "103d0ff6", "metadata": {}, "source": [ "## Potatoes" ] }, { "cell_type": "code", "execution_count": 32, "id": "0c225547", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ nan, 2022., nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, 0., nan, nan, nan, nan,\n", " 438., nan],\n", " [ nan, 2021., nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, 0., nan, nan, nan, nan,\n", " 444., nan],\n", " [ nan, 2020., nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, 0., nan, nan, nan, nan,\n", " 461., nan]])" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "csv=np.genfromtxt ('./data/potatoes.csv',\n", " skip_header=1,\n", " delimiter=\",\")\n", "csv[0:3]\n", "#csv[0:3].astype(float)" ] }, { "cell_type": "code", "execution_count": 33, "id": "678ab55e", "metadata": {}, "outputs": [], "source": [ "potatoes_year=csv[:,1]\n", "potatoes_bu_per_acre=csv[:,-2]" ] }, { "cell_type": "code", "execution_count": 36, "id": "469cb5bf", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(corn_year,corn_bu_per_acre,\"o\",label=\"Corn (BU/ACRE)\")\n", "plt.plot(wheat_year,wheat_bu_per_acre,\"x\",label=\"Wheat (BU/ACRE)\")\n", "plt.plot(potatoes_year,potatoes_bu_per_acre,\"x\",label=\"Potatoes (CWT / ACRE)\")\n", "plt.xlabel(\"time (calendar year)\")\n", "plt.ylabel(\"Average per acre production\")\n", "plt.title(\"US Agriculture yields, NASS (USDA)\")\n", "plt.legend()\n", "\n", "#plt.show()\n", "#plt.savefig(\"bear-quadratic.pdf\")" ] }, { "cell_type": "code", "execution_count": null, "id": "647c29a6", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 25, "id": "622a1829", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7zDPPwMPDQ/27VTl58qTBpPCqVati4MCBePPNN3H//v1yJdOWtGDBAhQUFGD+/Plaj5nyHk1PT0dBQYHO1/jzzz8BQP1/Qt//nTt37iArK8vo/52nnnoKAHD16lWN4x4eHujYsSNiYmKQl5en8VheXh5iYmLQqVMn9ehJdna23vfahQsXNNpsSG5uLv7973+jqKgIM2bMAABkZGQgOjoaHTt21PrZHTlyBMOGDcOZM2e0Artr167ByckJjRo1Mvq6ZJtcrN0AIkPq1auHCRMmYNmyZXjw4AGef/55eHp64syZM/joo4/Qpk0bDB06VH3+woULceLECQwePBgtWrSAp6cnkpOTERUVhfT0dL0FxgAgMTERp0+fxrhx49CtWzetxzt27Ijly5dj48aNmDBhAiIjI9GxY0dMmzYNWVlZaN26NeLi4vDll18CkL5EtrSQkBC8++67+PDDD5Gbm4shQ4ZALpcjKSkJ9+7dU98Ahw8fjldeeQXjx4/Hiy++iBs3bmDp0qXqkSFDmjZtCgBYvXo1Ro4cCVdXVzRq1Ag+Pj4YPnw45syZg/fffx+dO3dGUlISoqKiIJfLJbf/gw8+wOzZs3Ht2jVERkaiWrVq+Pvvv3H69Gl4e3vrvImXNn78eCxduhTx8fH473//a/T8KlWqYM2aNRg5ciTu37+PgQMHombNmrh79y5+/fVX3L17V28AWa1aNUyfPh0LFizAv//9b7z00ku4desW5s2bpzWN1adPH4SFhaFNmzaoUaMGbty4gVWrViE4OBgNGjRQnyeTySTlKOlSt25djBs3Tms5u6nv0SNHjuCtt97CsGHD0KFDB/j7+yMtLQ3bt29HbGwsRowYoZ4uff311/HgwQO8+OKLCAsLg7OzM/7880+sXLkSTk5OmDlzpsE2q8odnDp1Cs2aNdN47KOPPkLXrl3Rvn17TJ48GXXq1MHNmzexatUq/P333xp/IFy8eBERERF4+eWX0blzZwQGBiIjIwN79+7Fhg0b0KVLF3To0EHj+jdv3sSpU6egVCqRmZmJ8+fP4/PPP8eNGzewfPlyhIeHAwC++uor5OXlYdKkSTrLM/j7++Orr77Cxo0bsXLlSvXxU6dOoUWLFqhWrZrBnwHZMGtmRxNJoVQqxbp160SbNm2El5eXcHNzEw0aNBAzZ84U2dnZGueeOnVKvPnmm6J58+bCz89PODs7ixo1aojIyEidhcVKmjx5sgAgEhIS9J7zzjvvCAAiPj5eCCHE/fv3xauvviqqVq0qvLy8RM+ePcWpU6cEALF69Wr18wytKiu9Gkvlyy+/FG3bthUeHh6iSpUqomXLlhorqpRKpVi6dKl48sknhYeHh2jTpo04fPiwpNVYQggxa9YsERQUpF65duTIESGEEPn5+WLGjBmidu3awtPTU3Tu3FkkJCToXY115swZnT+r3bt3i65duwpfX1/h7u4ugoODxcCBA8XBgwf1/nxL69Kli/Dz8xOPHj3SekxfYcBjx46JXr16CT8/P+Hq6iqeeOIJ0atXL7Fr1y6Dz1UqlWLx4sWidu3aws3NTTRr1kzs2bNH6+e5fPly0aFDB1G9enXh5uYm6tSpI8aMGSOuX7+uPic7O1sAEC+//LLRPpZcjVXS3bt3ha+vr8ZqI1Pfo7du3RLvvfee6Nixo1AoFMLFxUX4+PiIdu3aiTVr1oiioiL18/bv3y9Gjx4tQkNDhVwuFy4uLiIwMFAMGDBAxMXFGe2HEEI8++yz4vnnn9f52NmzZ8ULL7wgqlevLpydnUX16tXFCy+8oP6/pJKRkSEWLFggunXrJp544gnh5uYmvL29RYsWLcSCBQs03guq9zZKrCCrVq2aaN26tZg8ebL4448/NK7dokULUbNmTZGfn6+3D88884yoXr26+pzs7Gzh5eUlli9fLulnQLZJJgQLBxCZ07Zt2zBs2DCcOHFC6y9Qki4tLQ3BwcGYOHEili5dau3mmGTfvn3o3bs3fv31V/UoWmXw7bffYvDgwbhx4waeeOIJazfHLDZu3Ii33noLt27d4siOHWOwQ1QO27dvx+3bt9G0aVM4OTnh1KlTWLZsGVq2bClpmTtp++uvv3Dt2jUsW7YMhw8fxqVLl+zuxvn222/j9u3b2LZtm7WbUqGEEOjQoQNat26NqKgoazen3IqKihAaGoqRI0di9uzZ1m4OlQNzdojKwcfHBzt27MCCBQuQk5ODwMBAjBo1CgsWLLB20+zWf//7X3zwwQcICQnBV199ZXeBDgCDuWGOTCaT4bPPPkNMTAyUSmW5to2wBbdu3cIrr7yCadOmWbspVE4c2SEiIiKHZt9hNxEREZERDHaIiIjIoTHYISIiIofGBGUASqUSd+7cgY+Pj6Ry/kRERGR9QghkZ2cjKCjIYEI8gx08Lodeu3ZtazeDiIiIyuDWrVsGN09msIPHy4eBxz8sX19fK7eGiIiIpMjKykLt2rXV93F9GOzgn12bfX19GewQERHZGWMpKExQJiIiIofGYIeIiIgcGoMdIiIicmhWzdk5fvw4li1bhvj4eKSkpCA6Ohr9+/dXP/7w4UO888472L17N9LT0xESEoJJkyZh3Lhx6nPy8/Mxffp0bN++Hbm5uejevTvWrl1rMCu7rIqLi1FYWGj26zoqV1dXODs7W7sZRERUyVk12MnJyUHz5s3x6quv4sUXX9R6fMqUKThy5Ai2bt2KkJAQ/Pjjjxg/fjyCgoLQr18/AMDkyZOxZ88e7NixA/7+/pg2bRp69+6N+Ph4s91ohRBITU3FgwcPzHK9yqRq1apQKBSsX0RERFZjMxuBymQyrZGdsLAwDB48GHPmzFEfa926NZ5//nl8+OGHyMzMRI0aNbBlyxYMHjwYwD81c/bt24eIiAhJr52VlQW5XI7MzEydq7FSUlLw4MED1KxZE15eXrxxSyCEwKNHj5CWloaqVasiMDDQ2k0iIiIHY+z+rWLTS887deqEmJgYjB49GkFBQTh69CguXbqE1atXAwDi4+NRWFiI8PBw9XOCgoIQFhaGkydP6g128vPzkZ+fr/4+KytLbxuKi4vVgY6/v7+ZelY5eHp6AgDS0tJQs2ZNTmkREZFV2HSC8ieffILQ0FDUqlULbm5uiIyMxNq1a9GpUycAQGpqKtzc3FCtWjWN5wUEBCA1NVXvdRcvXgy5XK7+MlQ9WZWj4+XlZYYeVT6qnxtznYiIyFpsPtg5deoUYmJiEB8fj+XLl2P8+PE4ePCgwecJIQxONc2aNQuZmZnqr1u3bhltC6euyoY/NyIisjabncbKzc3Fu+++i+joaPTq1QsA0KxZMyQkJODjjz9Gjx49oFAoUFBQgIyMDI3RnbS0NHTo0EHvtd3d3eHu7m7xPhARETmCYqXA6eT7SMvOQ00fDzxd1w/OTrr/mDXl3Ipis8FOYWEhCgsLtXYxdXZ2hlKpBPA4WdnV1RUHDhzAoEGDADxOJk5MTMTSpUsrvM1ERESOJjYxBfP3JCElM099zM/bDf1bBKFnqEIjmNF1bqDcA3P7hCIyzHoLVawa7Dx8+BBXrlxRf5+cnIyEhAT4+fmhTp066Ny5M95++214enoiODgYx44dw5dffokVK1YAAORyOcaMGYNp06bB398ffn5+mD59Opo2bYoePXpYq1s62WKkS0REZEhsYgrGbT2H0su27+cU4PMT1/H5ievqYAaAznNTM/Mwbus5rHulldUCHqsGO2fPnkXXrl3V30+dOhUAMHLkSGzevBk7duzArFmzMGzYMNy/fx/BwcFYuHAh3njjDfVzVq5cCRcXFwwaNEhdVHDz5s02tfLHViNdUxQUFMDNzc3azSAiogpSrBSYvydJK3gpLeV/wYzcy1XnuQKADMD8PUnoGaqwyh/6Vk1Q7tKlC4QQWl+bN28GACgUCmzatAm3b99Gbm4u/vzzT0ydOlUj6dXDwwNr1qxBeno6Hj16hD179hhcXVXRVFFxyUAH+CfSjU1MsdhrK5VKLFmyBPXr14e7uzvq1KmDhQsXAgB+//13dOvWDZ6envD398frr7+Ohw8fqp87atQo9O/fH4sXL0ZQUBAaNmyI69evQyaT4bvvvkPXrl3h5eWF5s2bIy4uzmJ9ICIi6zh1NV3r3qWPAPDgkf5VtwKPg6LTyffN0zgT2fRqLHtnKCpWHZu/JwnFSsvUdZw1axaWLFmCOXPmICkpCdu2bUNAQAAePXqEyMhIVKtWDWfOnMGuXbtw8OBBTJgwQeP5hw4dwoULF3DgwAH88MMP6uOzZ8/G9OnTkZCQgIYNG2LIkCEoKiqySB+IiKjixSam4M1t58x+3bRsacGTudlsgrIjOJ1832BUXDLSbV/PvAULs7OzsXr1akRFRWHkyJEAgHr16qFTp0747LPPkJubiy+//BLe3t4AgKioKPTp0wdLlixBQEAAAMDb2xv//e9/1dNX169fBwBMnz5dvUJu/vz5aNKkCa5cuYKnnnrKrH0gIqKKpy9Pxxxq+nhY4KrGcWTHgqRGsJaIdC9cuID8/Hx0795d52PNmzdXBzoA0LFjRyiVSly8eFF9rGnTpjrzdJo1a6b+t2obiLS0NHM2n4iIrEBqno6pZHicq/p0XT8zX1kaBjsWJDWCtUSkq9qqQRdDRRdLHi8ZDJXk6uqqdb6qHAAREdkvYzMS+sgAVPNyVf+79GMAMLdPqNVWITPYsaCn6/ohUO6h9YtXsWSk26BBA3h6euLQoUNaj4WGhiIhIQE5OTnqYydOnICTkxMaNmxo9rYQEZF9KMtMg+oet3hAU6x/pRUUcs0/4P283fBqxxDIPd0slqNqDHN2LMjZSYa5fUIxbus5yACNYUFLR7oeHh6YOXMmZsyYATc3N3Ts2BF3797FH3/8gWHDhmHu3LkYOXIk5s2bh7t372LixIkYPny4Ol+HiIgqn7LMNChKlVLpGarA6eT7OJiUiuiE20jXUZOnosuuMNixsMiwQKx7pZVWnZ3Sbw5LmDNnDlxcXPD+++/jzp07CAwMxBtvvAEvLy/s378fb731Ftq2bQsvLy+8+OKL6mKNRERUOalmJFIz83Tm7cjw+P718cDmuJeTr1Ekt2Tx3Ov3crDxxHWt51urwKBMCGGdMSUbkpWVBblcjszMTPj6+mo8lpeXh+TkZNStWxceHmXPramsFZTN9fMjIiLLKH1/ysjJx5vbzgPQPSOhK1DRVTxXH1XA9PPMbuW+Dxq6f5fEkZ0K4uwkM/vyciIiovLQV+H/9X/VRcyvKZJmJExdqm7Jsiv6MNghIiKqhPQFKamZedhwPBmfDm2Fat5uBmckyrNUvSILDDLYISIiqmSMVfiXAfhwb5LRqaayLlUHKrbAIJeeExERVTKmVPg3pKxL1Su6wCCDHYmYx102/LkREdkec1X4N3V0xloFBhnsGKGqFvzo0SMrt8Q+qX5uJasuExGRdUkNUqpXcTf4uLHiuaUp5B4VvuwcYM6OUc7Ozqhatap67ycvLy+9Wy3QP4QQePToEdLS0lC1alU4Oztbu0lERPQ/xurpqEzbmYB5fZsYDE5eblsbKw9e1jquulNO7tEQIdW9rFp2hXV2YHydvhACqampePDgQcU3zs5VrVoVCoWCASIRkY1RrcYCoDfgKU9tnYqoliy1zg6DHUj/YRUXF6OwsLACW2bfXF1dOaJDRGTDYhNTMC8mCalZ+nNzdBUBNFZbZ0qPhpjQrb7FR3FYVNACnJ2defMmIiKHERkWCB93Vwzb+Ivec0oXATRWW0cGYMeZm5jQrb4lmlwmTFAmIiKqxO7l5Es6T7Uyy1zL1isSgx0iIqJKTOrKLNV55lq2XpEY7BAREVVixpaPly4CaGpwZAsY7BARETmAYqVA3NV0fJ9wG3FX01GslLb+yNlJhrl9QgFAK+DRVQTQ1ODIFjBBmYiIyM7p271c6tLvyLBArHulldY1dO10rgqOxm09Bxk0l61bq0KyMVx6DulL14iIiGyNvmXghmrk6FOsFDidfN/gTuclX7c8AZY5sM6OCRjsEBGRPSpWCnRacljv6ihdNXLM/fpSgyNLYJ0dIiIiB2fKMvD29fzN/vrOTjKLXNfcmKBMRERkp+xxGbg1MNghIiKyU/a4DNwaGOwQERHZKXtcBm4NDHaIiIjslKk1ciorBjtEREQ2oiyFAVU1chRyzakqhdzDpGXnjsyqq7GOHz+OZcuWIT4+HikpKYiOjkb//v01zrlw4QJmzpyJY8eOQalUokmTJti5cyfq1KkDAMjPz8f06dOxfft25Obmonv37li7di1q1aplhR4RERGVTXnq1kSGBaJnqMKqy8BtmVVHdnJyctC8eXNERUXpfPzq1avo1KkTnnrqKRw9ehS//vor5syZAw+Pf6LXyZMnIzo6Gjt27MDPP/+Mhw8fonfv3iguLq6obhAREZWLqjBg6WXkqZl5GLf1HGITU4xeQ7UMvF+LJ9C+nj8DnRJspqigTCbTGtl5+eWX4erqii1btuh8TmZmJmrUqIEtW7Zg8ODBAIA7d+6gdu3a2LdvHyIiIiS9NosKEhGRtVi7MKA9k3r/ttmcHaVSib1796Jhw4aIiIhAzZo10a5dO+zevVt9Tnx8PAoLCxEeHq4+FhQUhLCwMJw8eVLvtfPz85GVlaXxRUREZA2mFAY0l7JuGmqvbLaCclpaGh4+fIiPPvoICxYswJIlSxAbG4sBAwbgyJEj6Ny5M1JTU+Hm5oZq1appPDcgIACpqal6r7148WLMnz/f0l0gIiIyqqILA9rCnlYVzaZHdgCgX79+mDJlClq0aIF33nkHvXv3xvr16w0+VwgBmUz/UN+sWbOQmZmp/rp165ZZ205ERCRVRRYGNEdukD2y2WCnevXqcHFxQWhoqMbxxo0b4+bNmwAAhUKBgoICZGRkaJyTlpaGgIAAvdd2d3eHr6+vxhcREZE1VFRhwGKlwPw9SVq7owNQH5u/J8khp7RsNthxc3ND27ZtcfHiRY3jly5dQnBwMACgdevWcHV1xYEDB9SPp6SkIDExER06dKjQ9hIREZVFRRUGtEZukK2was7Ow4cPceXKFfX3ycnJSEhIgJ+fH+rUqYO3334bgwcPxr/+9S907doVsbGx2LNnD44ePQoAkMvlGDNmDKZNmwZ/f3/4+flh+vTpaNq0KXr06GGlXhEREZlGVRiwdC6Nwoy5NJV501CrBjtnz55F165d1d9PnToVADBy5Ehs3rwZL7zwAtavX4/Fixdj0qRJaNSoEb799lt06tRJ/ZyVK1fCxcUFgwYNUhcV3Lx5M5ydnSu8P0RERGVl6cKAlXnTUJups2NNrLNDRESOTlXPJzUzT2fejj3W87H7OjtERERkPpV501AGO0RERJVEZd001GaLChIREZH5VcZNQxnsEBER2alipShT0KLaNLSyYLBDRERkhwxt+1DZRm6MYbBDRERkZ1TbPpReVZWamYc3tp5DVS9XPHhUqD7u6HtfGcMEZSIiIjsiZduHkoEO4Ph7XxnDYIeIiMiOGNv2QRdH3/vKGAY7REREdiQ1M7dMz3Pkva+MYbBDRERkJ2ITU/Dh3gvluoYj7n1lDBOUiYiI7IC+pGRTOeLeV8Yw2CEiIrJxBUVKvBv9e7kCHdXeV0/X9TNXs+wGp7GIiIhsWGxiCp5ZfAj3cwqNnlvF3RlA5dv7yhiO7BAREdkoU6euPuzfFJ6uTlrFBhWVvM4Ogx0iIiIbVJapK4WvB9rX82cF5VIY7BAREdmY2MQUvBudKGnqCtDOx6lse18Zw2CHiIjIhpR11ZW+fJyybhbqSBjsEBER2QhDW0Ho4+ftikUvNNWZj2Nos9DKlL/D1VhEREQ2wtStIPy93XBqVg+9gc64ree0rlcZ98lisENERGQjTKluLAOw8IUwuLlo38qlbBZamfbJYrBDRERkI6RWN/bzdsW6V1rpnYoyNkJU2fbJYs4OERGRjXi6rh8C5R5IzczTm7fj7+2GuFnddY7oqEgdIaos+2RxZIeIiMhGODvJMLdPKADdVZANTV2VJHWEqLLsk8Vgh4iIyIZEhgVi3SutoJBrBiIKuYfBqauSVCNE+haYy/B4VVZl2SeL01hEREQ2JjIssFxVkFUjROO2noMM0JgSq4z7ZMmEEJUjFduArKwsyOVyZGZmwtfX19rNISIiMgtHr7Mj9f7NkR0iIiIrsmSF4/KOEDkKBjtERERWUhEjL9wniwnKREREVsEKxxWHwQ4REVEFY4XjisVgh4iIqIKxwnHFsmqwc/z4cfTp0wdBQUGQyWTYvXu33nPHjh0LmUyGVatWaRzPz8/HxIkTUb16dXh7e6Nv377466+/LNtwIiKicmCF44pl1WAnJycHzZs3R1RUlMHzdu/ejV9++QVBQUFaj02ePBnR0dHYsWMHfv75Zzx8+BC9e/dGcXGxpZpNRERULqxwXLGsuhrrueeew3PPPWfwnNu3b2PChAnYv38/evXqpfFYZmYmNm7ciC1btqBHjx4AgK1bt6J27do4ePAgIiIiLNZ2IiKisjK2B5YMjysmV5YKx5Zm0zk7SqUSw4cPx9tvv40mTZpoPR4fH4/CwkKEh4erjwUFBSEsLAwnT56syKYSEZGDKVYKxF1Nx/cJtxF3Nd2sycLG9sACKleFY0uz6To7S5YsgYuLCyZNmqTz8dTUVLi5uaFatWoaxwMCApCamqr3uvn5+cjPz1d/n5WVZZ4GExGRQ7BU/ZvSBQQ/HdoSH+69oPE6CgeqcGwrbDbYiY+Px+rVq3Hu3DnIZKZFtkIIg89ZvHgx5s+fX94mEhGRA1LVvyk9jqOqfyN1M05d19UVQM3pFYpq3m6VusKxpdnsNNZPP/2EtLQ01KlTBy4uLnBxccGNGzcwbdo0hISEAAAUCgUKCgqQkZGh8dy0tDQEBATovfasWbOQmZmp/rp165Ylu0JERHbCEvVvipUCqw9ewht6Cgi+ue0cMnML0K/FE2hfz5+BjgXYbLAzfPhw/Pbbb0hISFB/BQUF4e2338b+/fsBAK1bt4arqysOHDigfl5KSgoSExPRoUMHvdd2d3eHr6+vxhcREZG569/EJqag40eHsfLgZb3XA1hA0NKsOo318OFDXLlyRf19cnIyEhIS4Ofnhzp16sDfX3MvD1dXVygUCjRq1AgAIJfLMWbMGEybNg3+/v7w8/PD9OnT0bRpU/XqLCIiIqnMWf9G33RYaSUDqMq+h5WlWDXYOXv2LLp27ar+furUqQCAkSNHYvPmzZKusXLlSri4uGDQoEHIzc1F9+7dsXnzZjg7O1uiyURE5MDMVf/G0HSYPiwgaDlWDXa6dOkCIaS/Fa5fv651zMPDA2vWrMGaNWvM2DIiIqqMzFX/xth0mC4sIGg5NpuzQ0REVNHMVf/GlFEaGR6vymIBQcthsENERFRCZFgg1r3SCgq55kiLQu5hcNl5ySKE97LzdZ6jDwsIWpbN1tkhIiKylsiwQPQMVWgUADRU/0ZXDR2ZDDCWqaHwdce8vk1YQNDCGOwQERHp4Owkk7Q6St+qK2OBzpQeDTGhW32O6FQABjtERERlVJZVV+bYdoJMw2CHiIiojExddeXv7YZjb3eFmwtTZisSf9pERERlZGptnPScAsTfyDB+IpkVR3aIiKjSK70budTNOMtSG4fFAysegx0iIqrU9O1GLiWvxlgRQl1YPLDicRqLiIgqLdVKKl27kY/beg6xiSkGn2+oCGFpLB5oPQx2iIioUjK0ksqU3cj1FSEsyZTqy2R+nMYiIqJKydhKKlN2Iy9ZhPBgUiqiE27jfk6h+nGFjmmxsuYJkekY7BARUaUkNVFY6nmqIoTt6/nj3V6hBgOZ8uQJkekY7BARUaUkNVG4LAnFhqov66u4rMoTMrT/FpUNc3aIiKhSUq2k0jdxZImEYnPlCZFpGOwQEVGlZGgllaUSik3JEyLzYbBDRESVlr6VVAq5h97ppGKlQNzVdHyfcBtxV9NNGoUxd54QScOcHSIiqtRKrqQytjJKV2Kxn7cb+rcIQs9QhdEVVZbMEyL9GOwQEVGlZyihWEVfYvH9nAJ8fuI6Pj9x3eiKKmMVl2V4PKrEwoPmxWksIiIiIwwlFpeUYqTysjXyhIjBDhERkVHGEotLM7Siqix5QlQ+nMYiIiIywpSEYSmVl03JE6LyY7BDRERkRFkSho0FSFLyhMg8OI1FRERkhLEChLpwRZXtYLBDRERkhKHE4tIsUXmZyofBDhERkQT6EotLsuUVVeUphmjvmLNDREQkUcnE4oNJqYhOuI37OYXqxxU2unN5Zd9lXSaEqDyhnR5ZWVmQy+XIzMyEr6+vtZtDRER2olgpbH5Flb5iiKpW2vNyd6n3b47sEBERlZGtr6gytsu6DI9rAvUMVdhckGZOzNkhIiJyUNxl/TEGO0RERA6Ku6w/xmCHiIjIQXGX9cesGuwcP34cffr0QVBQEGQyGXbv3q1+rLCwEDNnzkTTpk3h7e2NoKAgjBgxAnfu3NG4Rn5+PiZOnIjq1avD29sbffv2xV9//VXBPSEiImsouZz6xJV7OHH5XqVcWq2PsWKIlaUmkFUTlHNyctC8eXO8+uqrePHFFzUee/ToEc6dO4c5c+agefPmyMjIwOTJk9G3b1+cPXtWfd7kyZOxZ88e7NixA/7+/pg2bRp69+6N+Ph4ODs7V3SXiIioguhaTl1SZVparY+qGOK4recgAzQSlW25JpC52czSc5lMhujoaPTv31/vOWfOnMHTTz+NGzduoE6dOsjMzESNGjWwZcsWDB48GABw584d1K5dG/v27UNERISk1+bScyIi+6JvOXVJupZW28NScUtw1Do7Drn0PDMzEzKZDFWrVgUAxMfHo7CwEOHh4epzgoKCEBYWhpMnT+oNdvLz85Gfn6/+Pisry6LtJiIi8ykoUuLd6N8NBjqA9tLqA0mpDnnDl6Ky77JuNwnKeXl5eOeddzB06FB19Jaamgo3NzdUq1ZN49yAgACkpqbqvdbixYshl8vVX7Vr17Zo24mIyDxiE1PwzOJDGlWLDVEtrY46fBnjtp7TmvJKzczDuK3nEJuYYoHW2hZVTaB+LZ5A+3r+lSbQAewk2CksLMTLL78MpVKJtWvXGj1fCAGZTP8vcdasWcjMzFR/3bp1y5zNJSIiC1BNXd3PKTD5uZtOXNdbWA94PPrDhGbHVa5gJy/P8uvyCwsLMWjQICQnJ+PAgQMac3IKhQIFBQXIyMjQeE5aWhoCAgL0XtPd3R2+vr4aX0REZLsMVQKW4kGu/pGgylJYrzIzOdhRKpX48MMP8cQTT6BKlSq4du0aAGDOnDnYuHGjWRunCnQuX76MgwcPwt9fsyR369at4erqigMHDqiPpaSkIDExER06dDBrW4iIyHqMVQLWRwagqqerpHMdvbBeZWZysLNgwQJs3rwZS5cuhZubm/p406ZN8d///tekaz18+BAJCQlISEgAACQnJyMhIQE3b95EUVERBg4ciLNnz+Krr75CcXExUlNTkZqaioKCx0OYcrkcY8aMwbRp03Do0CGcP38er7zyCpo2bYoePXqY2jUiIrJRZQlEVEutiyROTzl6Yb3KzOTVWF9++SU2bNiA7t2744033lAfb9asGf7880+TrnX27Fl07dpV/f3UqVMBACNHjsS8efMQExMDAGjRooXG844cOYIuXboAAFauXAkXFxcMGjQIubm56N69OzZv3swaO0REDqQsgUhVL1dkPCrEw/wig+fJACgqQWG9yszkYOf27duoX7++1nGlUonCQmnZ8SpdunSBoTI/UkoAeXh4YM2aNVizZo1Jr01ERPZDVQk4NTNPb96On7cbVg9qgfu5BahexR3TdiZIvn5lKKxXmZk8jdWkSRP89NNPWsd37dqFli1bmqVRREREJakqAQPQ2vpA9r+vRS+E4dlGNdCvxRNwksmQmpVf+jJa/LxdNYoOkmMyeWRn7ty5GD58OG7fvg2lUonvvvsOFy9exJdffokffvjBEm0kIiJCZFgg1r3SSqswoEJHYUCpOT5zejdhoFMJmBzs9OnTB19//TUWLVoEmUyG999/H61atcKePXvQs2dPS7SRiIgIgPRKwFJzfBS+0s6rrNtMOAqTgp2ioiIsXLgQo0ePxrFjxyzVJiIiqsSMBRaqSsCGGMvxMSUp2VH3lapMTN4ItEqVKkhMTERISIiFmlTxuBEoEZFtMGdgoaq4DOje7VtKro6+DUdNuQZZjtT7t8kJyj169MDRo0fL0zYiIiItqsDCXPtXqXJ8FHLNqSqF3ENSkGKoajO3mbAvJufsPPfcc5g1axYSExPRunVreHt7azzet29fszWOiIgqB2OBRcndy03JlSnPbt/GqjaX3GbC2LQaWZfJwc64ceMAACtWrNB6TCaTobi4uPytIiKiSsWSgYWUHB9dpK7o4jYTts/kYEepVFqiHUREVInZYmAhdUUXt5mwfeXa9ZyIiMgcbDGwUK3o0jfhJcPj5GluM2H7TA52Jk2ahE8++UTreFRUFCZPnmyONhERkYMqVgrEXU3H9wm3EXc1XZ3ca4uBhbGqzQC3mbAXJgc73377LTp27Kh1vEOHDvjmm2/M0igiInI8sYkp6LTkMIZ8dgpv7UjAkM9OodOSw4hNTLHZwKK8K7rINpics5Oeng65XK513NfXF/fu3TNLo4iIyLHoq1ejWlb+6dBWqObthtEdQxCdcBv3c/7ZWFrXdhDmILUqcnlWdJFtMDnYqV+/PmJjYzFhwgSN4//3f/+HJ5980mwNIyIixyClXs2E7edQslyNn7cb+rcIQs9QhUUCC1OLF5Z1RRfZBpODnalTp2LChAm4e/cuunXrBgA4dOgQli9fjlWrVpm7fUREZOeMLSsHgNJ1+TJyCrDpxHWLBTqGRpk4PeV4TA52Ro8ejfz8fCxcuBAffvghACAkJATr1q3DiBEjzN5AIiKyb2VZLl6eQoKGWKp4Idm2Mi09HzduHP766y/8/fffyMrKwrVr1xjoEBGRTmVdLl6ykCCgfyWXKUwpXkiOw+SRnZJq1KhhrnYQEZGDMrYDuTFp2Xlm2yDUFosXkuWVKdj55ptvsHPnTty8eRMFBQUaj507d84sDSMiIsegWlY+bus5yACTA57r93Kw6uBls+TY2GLxQrI8k6exPvnkE7z66quoWbMmzp8/j6effhr+/v64du0annvuOUu0kYiI7Jy+ejWG0mJUhQS3n75ptp3HbbF4IVmeycHO2rVrsWHDBkRFRcHNzQ0zZszAgQMHMGnSJGRmZlqijURE5AAiwwLx88xu2P7aM1j9cgtsf+0ZRA1pCRn0FxJ8uW0dpGbl672mqTk2tlq8kCzL5GDn5s2b6NChAwDA09MT2dnZAIDhw4dj+/bt5m0dERE5FFW9mn4tnkD7ev54vlmQwQrFIdW9JF3XlBwbVkWufEzO2VEoFEhPT0dwcDCCg4Nx6tQpNG/eHMnJyRCiLKlnRERUmRmqUBx3NV3SNUzNsWFV5MrF5GCnW7du2LNnD1q1aoUxY8ZgypQp+Oabb3D27FkMGDDAEm0kIiIHp69CsbGVXDI8HpEpS44NqyJXHjJh4nCMUqmEUqmEi8vjOGnnzp34+eefUb9+fbzxxhtwc3OzSEMtKSsrC3K5HJmZmfD19bV2c4iIqARVxWNAcyWXagyGU0+Vl9T7t+RgZ8OGDejbty8UCoXZGmkrGOwQEdk2c9XZIcdi9mCna9euiIuLQ/PmzdGvXz/069cPTZo0MVuDrYnBDhGR7ZO6SzlVHmYPdgAgIyMDe/fuRUxMDPbv34/q1aujX79+6Nu3L/71r3/ByalMu09YHYMdIiIi+2ORYKekgoICHD58GDExMdizZw8ePXqEXr16oW/fvnjuuefg7e1d5sZXNAY7RESWwxEZshSLBzulnT17FjExMfj+++8xcOBAzJkzxxyXrRAMdoiILMMec20YnNmPCg92SiosLISrq6u5L2sxDHaIiMxPtYqq9E3GlldR2WNwVplJvX+bnGQzevRog18AJAc6x48fR58+fRAUFASZTIbdu3drPC6EwLx58xAUFARPT0906dIFf/zxh8Y5+fn5mDhxIqpXrw5vb2/07dsXf/31l6ndIiIiMypWCszfk2S2Pa0qgio4KxnoAP9sOBqbmGKlllF5mRzsZGRkaHylpaXh8OHD+O677/DgwQOTrpWTk4PmzZsjKipK5+NLly7FihUrEBUVhTNnzkChUKBnz57qLSoAYPLkyYiOjsaOHTvw888/4+HDh+jduzeKi4tN7RoREZnJ6eT7WkFDSabuaWVp9hickXQmV1COjo7WOqZUKjF+/Hg8+eSTJl3rueee07tTuhACq1atwuzZs9WVmb/44gsEBARg27ZtGDt2LDIzM7Fx40Zs2bIFPXr0AABs3boVtWvXxsGDBxEREWFi74iIyByk7lVlyp5WlmRKcMaqy/bHLGvFnZycMGXKFKxcudIclwMAJCcnIzU1FeHh4epj7u7u6Ny5M06ePAkAiI+PR2FhocY5QUFBCAsLU59DREQVT+peVabuaWUp9hackWlMHtnR5+rVqygqKjLX5ZCamgoACAgI0DgeEBCAGzduqM9xc3NDtWrVtM5RPV+X/Px85Ofnq7/PysoyV7OJiAiW3dPKEuwtOCPTmBzsTJ06VeN7IQRSUlKwd+9ejBw50mwNU5HJNJf7CSG0jpVm7JzFixdj/vz5ZmkfERFpc3aSYW6fUIzbeg4y6N7Tam6fUJtZ0m1vwRmZxuRprPPnz2t8/fbbbwCA5cuXY9WqVWZrmGoPrtIjNGlpaerRHoVCgYKCAmRkZOg9R5dZs2YhMzNT/XXr1i2ztZuIyJEUKwXirqbj+4TbiLuablKCbmRYINa90goKueZoiELuYXPLzlXBGfBPMKZii8EZmcbkkZ0jR45Yoh1a6tatC4VCgQMHDqBly5YAHldtPnbsGJYsWQIAaN26NVxdXXHgwAEMGjQIAJCSkoLExEQsXbpU77Xd3d3h7u5u+U4QEdkxc9SciQwLRM9QhV0U6VMFZ6X7rGCdHbtX5pydtLQ0XLx4ETKZDA0bNkTNmjVNvsbDhw9x5coV9ffJyclISEiAn58f6tSpg8mTJ2PRokVo0KABGjRogEWLFsHLywtDhw4FAMjlcowZMwbTpk2Dv78//Pz8MH36dDRt2lS9OouIiEynryCgquaMKSMzzk4yu1nBZE/BGUlncrCTmZmJCRMmYPv27VAqlQAAZ2dnDB48GJ9++inkcrnka509exZdu3ZVf6/KBxo5ciQ2b96MGTNmIDc3F+PHj0dGRgbatWuHH3/8ET4+PurnrFy5Ei4uLhg0aBByc3PRvXt3bN68Gc7OzqZ2jYiIYLzmjAyPa870DFU4ZBBgT8EZSWPydhGDBg1CQkIC1qxZg/bt20Mmk+HkyZN466230KxZM+zcudNSbbUYbhdBRPSPuKvpGPLZKaPnbX/tGQYFZFVS798mj+zs3bsX+/fvR6dOndTHIiIi8NlnnyEyMrJsrSUiIpvBmjPkaExejeXv769zqkoul2vVuyEiIvvDmjPkaEwOdt577z1MnToVKSn/bIiWmpqKt99+G3PmzDFr44iIqOKpas7oy8aR4fGqLNacIXshaRqrZcuWGkX6Ll++jODgYNSpUwcAcPPmTbi7u+Pu3bsYO3asZVpKREQVwt4KAhIZIynY6d+/v4WbQUREtoQ1Z8iRmLwayxFxNRYRkW7FSsGaM2SzLLYai4iIKg/WnCFHwGCHiIgk4SgP2SsGO0REZJSp+2RJCYwYPFFFYbBDREQGmbpPlpTAyBybjBJJxQRlMEGZiEifYqVApyWHNYKSkmR4vELr55nd4Owk0xsYqcZr1r3SCgCMnsOAh6SQev82uaigIR988AGOHz9uzksSEZEVnU6+rzfQAR7X4EnJzMPp5PtGNxAFHm8gOi/mD6PnFCsr/d/hZEZmDXY2bdqEyMhI9OnTx5yXJSIiKzFlnyypgVFqVr7Rc04n3zexpUT6mTVnJzk5GXl5eTh27Jg5L0tERFZiyj5Z5twYlJuMkjmZdWQHADw8PBAREWHuyxIRUQUpVgrEXU3H9wm3oRQCCl93SftkVfd2N1sbuMkomVOZRnYePHiA06dPIy0tDUqlUuOxESNGmKVhRERU8XStkqrq5QoBGNwn60BSKubFJBm8tiqZWQiBv7PydebtqM7hJqNkTiYHO3v27MGwYcOQk5MDHx8fjQ1CZTIZgx0iIjulbyVV5qNCAIDcyxUP/vdv4J99sgDdq6tKKhkYqc7nJqNUUUwOdqZNm4bRo0dj0aJF8PLyskSbiIioghlbSSUD4OnqjE/HtMK9nHx1EUAA6PjRIYOBDgAE+LpjXt8m6iXl3GSUKpLJwc7t27cxadIkBjpERHauZAXje9n5klZSOTnJ0K/FE+rjqw9eNri6SmX5oBboWL+6+vvIsED0DFWwgjJVCJODnYiICJw9exZPPvmkJdpDREQVQFdujhQlV0nFJqZg5cFLkp5376F2QMRNRqmimBzs9OrVC2+//TaSkpLQtGlTuLq6ajzet29fszWOiIjMT19ujhSqVVKqaS9Tn0dkDSYHO6+99hqAx9WSS5PJZCguLi5/q4iIyCIM5eYYUnqVlLECgiUFWmF1FTcZpZJMDnZKLzUnIiL7YUqQoqJrlZQpRf8qenUVNxml0kwqKlhUVAQXFxckJiZaqj1ERGRBZalMrJB7aG3OKXVaakqPBhUaYKim6EoHdKod2mMTUyqsLWQ7TBrZcXFxQXBwMKeqiIjslNQgZU6vxqju4653Cujpun4IlHsgNTNP75RYoNwDE7o1KGeLpZOyfH7+niT0DFVwSquSMXm7iPfeew+zZs3C/fvcpI2IyN6oghRj2z+M6lgX/Vo8gfb1/HUGBs5OMnWBwNKPyv73VdHTV6bs0E6Vi8k5O5988gmuXLmCoKAgBAcHw9vbW+Pxc+fOma1xRERkXqogxRwVjCPDAm2qOKApO7RT5WJysNO/f38LNIOIiCqKOYMUWyoOaMoO7VS5yIQQZSm14FCysrIgl8uRmZkJX19fazeHiKhCONry7GKlQKclh/XmEamWz/88s5td95P+IfX+XaZdzwEgPj4eFy5cgEwmQ2hoKFq2bFnWSxERkRXYQwVjUwIyc07RkWMxOdhJS0vDyy+/jKNHj6Jq1aoQQiAzMxNdu3bFjh07UKNGDUu0k4iIKpmy1MuxtTwisg0mT2MNHjwYV69exZYtW9C4cWMAQFJSEkaOHIn69etj+/btFmmoJXEai4gcmT1OV+nb0kLV6tJ1f0qzxz6T6aTev00OduRyOQ4ePIi2bdtqHD99+jTCw8Px4MGDMjVYl6KiIsybNw9fffUVUlNTERgYiFGjRuG9996Dk9PjVfNCCMyfPx8bNmxARkYG2rVrh08//RRNmjSR/DoMdojIUekaHfHzdkP/FkHoGaqwySBAlXujbxk5c29IRer92+Q6O0qlUmvzTwBwdXU1+1YSS5Yswfr16xEVFYULFy5g6dKlWLZsGdasWaM+Z+nSpVixYgWioqJw5swZKBQK9OzZE9nZ2WZtCxGRvdFXTfh+TgE+P3EdQz47hU5LDttcVWHWyyFzMznY6datG9566y3cuXNHfez27duYMmUKunfvbtbGxcXFoV+/fujVqxdCQkIwcOBAhIeH4+zZswAej+qsWrUKs2fPxoABAxAWFoYvvvgCjx49wrZt28zaFiIieyJ1w88UG9xGgfVyyNxMDnaioqKQnZ2NkJAQ1KtXD/Xr10fdunWRnZ2tMeJiDp06dcKhQ4dw6dIlAMCvv/6Kn3/+Gc8//zwAIDk5GampqQgPD1c/x93dHZ07d8bJkyf1Xjc/Px9ZWVkaX0REjsTUDT/n70lCsdI2KpGwXg6Zm8mrsWrXro1z587hwIED+PPPPyGEQGhoKHr06GH2xs2cOROZmZl46qmn4OzsjOLiYixcuBBDhgwBAKSmpgIAAgICNJ4XEBCAGzdu6L3u4sWLMX/+fLO3l4jIVpgy6lFyWsgWlqIb23dLlbPzdF2/im4a2aky19np2bMnevbsac62aPn666+xdetWbNu2DU2aNEFCQgImT56MoKAgjBw5Un2eTKaZoCaE0DpW0qxZszB16lT191lZWahdu7b5O0BEZCVlGfWwlWkh1sshc5M8jXX48GGEhobqnPLJzMxEkyZN8NNPP5m1cW+//TbeeecdvPzyy2jatCmGDx+OKVOmYPHixQAAhUIB4J8RHpW0tDSt0Z6S3N3d4evrq/FFRORIjG34qYstTQup6uUo5JptUsg9jC47JypN8sjOqlWr8Nprr+kMDORyOcaOHYsVK1bg2WefNVvjHj16pF5iruLs7Kxe9VW3bl0oFAocOHBAXcG5oKAAx44dw5IlS8zWDiIie2NodKQ0W50WsqV9t8i+SR7Z+fXXXxEZGan38fDwcMTHx5ulUSp9+vTBwoULsXfvXly/fh3R0dFYsWIFXnjhBQCPp68mT56MRYsWITo6GomJiRg1ahS8vLwwdOhQs7aFiMje6BsdKcnWp4VUW1r0a/EE2tfzt8k2ku2TPLLz999/66yvo76Qiwvu3r1rlkaprFmzBnPmzMH48eORlpaGoKAgjB07Fu+//776nBkzZiA3Nxfjx49XFxX88ccf4ePjY9a2EBHZo5KjIweTUhGdcBv3cwrVj3MbBaoMJFdQrlevHj7++GP1qEpp3333HaZPn45r166ZtYEVgRWUiaiy4DYK5EjMvuv5888/j/fffx/PPfccPDw0h0Rzc3Mxd+5c9O7du+wtJiKicjMWzNjDTudE5iZ5ZOfvv/9Gq1at4OzsjAkTJqBRo0aQyWS4cOECPv30UxQXF+PcuXMGV0HZKo7sEJEjKMsu4UT2zCIbgd64cQPjxo3D/v37oXqaTCZDREQE1q5di5CQkHI33BoY7BCRvSvvLuFE9shiu54DQEZGBq5cuQIhBBo0aIBq1aqVq7HWxmCHiOyZsV3CgccjPNwlnByN2XN2SqpWrRratm1b5sYREZH5SNkHKyUzD1GHL+OtHg11Ps7EZXJkZd4ugoiIbIPUbR5WHryMRgofremssuT6MDgie8Jgh4jIzpmyzcP8PUnoGapQByb6cn1SM/Mwbus5nbk+TIQmeyO5gjIREdkm1T5YUqh2Nwcej87M35OkcysJ1bH5e5JQrPznDFVwVHraTBUcxSamlKULRBbFYIeIyM6p9sGSSjXtZSzXR6D8wRGRLWCwQ0TkACLDAjFFT/JxaappL6m5PmUNjohsBYMdIiIHMaFbfSh83fU+LsPj3BrV7uZSc33KGhwR2QoGO0REDsLZSYZ5fZtAhn+KCaro2t1cleujbw1VeYMjIlvBYIeIyIFEhgVi3SutoCiVsKyQe2itrCqZ62OJ4IjIVpSpgrKjYQVlInI0ptTBMWUpuWo1FgCNRGVuS0HWYNHtIhwNgx0isjfmLupnqeCIyJIY7JiAwQ4R2RNbCDZYQZlsAYMdEzDYISJ7wd3Nif4h9f7NBGUiIjvBon5EZcNgh4jITrCoH1HZMNghIrITLOpHVDYMdoiI7ER1b/3VkUtiUT8iTQx2iIjsQGxiCqbt+tXgOSzqR6Sbi7UbQEREhulbgVWSrorHRPQYR3aIiGyYoRVYJQX4unPZOZEeDHaIiGyYsRVYKmM6PYn8IiXirqZz6TlRKZzGIiKyYamZuZLOW7jvgvrf3LqBSBNHdoiIbFRsYgo+3HvB+ImlpGbmYdzWc4hNTLFAq4jsD4MdIiIbpEpKvp9TYPJzWU2ZSBODHSIiGyM1KdkQVlMm+geDHSIiGyM1KVkKVlMmYrBDRGRzzBmgsJoykR0EO7dv38Yrr7wCf39/eHl5oUWLFoiPj1c/LoTAvHnzEBQUBE9PT3Tp0gV//PGHFVtMRFQ+UgMUP29X6CsfyGrKRP+w6WAnIyMDHTt2hKurK/7v//4PSUlJWL58OapWrao+Z+nSpVixYgWioqJw5swZKBQK9OzZE9nZ2dZrOBFROTxd1w+Bcg+jgcyCfmHq70s/DrCaMpGKTAhhs6n677zzDk6cOIGffvpJ5+NCCAQFBWHy5MmYOXMmACA/Px8BAQFYsmQJxo4dK+l1srKyIJfLkZmZCV9fX7O1n4iorFSrsQBoJCqrQhdVteTYxBTM35OkkePDOjtUWUi9f9t0sBMaGoqIiAj89ddfOHbsGJ544gmMHz8er732GgDg2rVrqFevHs6dO4eWLVuqn9evXz9UrVoVX3zxhc7r5ufnIz8/X/19VlYWateuzWCHiGyK1ECmWClwOvk+0rLzUNPn8dQVR3SoMpAa7Nh0BeVr165h3bp1mDp1Kt59912cPn0akyZNgru7O0aMGIHU1FQAQEBAgMbzAgICcOPGDb3XXbx4MebPn2/RthMRlVdkWCB6hiqMBjLOTjK0r+dvpVYS2T6bDnaUSiXatGmDRYsWAQBatmyJP/74A+vWrcOIESPU58lkmv/xhRBax0qaNWsWpk6dqv5eNbJDRGRrGMgQlZ9NJygHBgYiNDRU41jjxo1x8+ZNAIBCoQAA9QiPSlpamtZoT0nu7u7w9fXV+CIiIiLHZNPBTseOHXHx4kWNY5cuXUJwcDAAoG7dulAoFDhw4ID68YKCAhw7dgwdOnSo0LYSERGRbbLpaawpU6agQ4cOWLRoEQYNGoTTp09jw4YN2LBhA4DH01eTJ0/GokWL0KBBAzRo0ACLFi2Cl5cXhg4dauXWExERkS2w6WCnbdu2iI6OxqxZs/DBBx+gbt26WLVqFYYNG6Y+Z8aMGcjNzcX48eORkZGBdu3a4ccff4SPj48VW05ERES2wqaXnlcU1tkhIiKyPw6x9JyIqDJi3Rwi82KwQ0RkQ1gRmcj8bHo1FhFRZaLaIqJkoAMAqZl5GLf1HGITU6zUMiL7xmCHiMgGFBQp8W7079CVRKk6Nn9PEoqVlT7NkshknMYiIrISVW7OwaRU7Iz/C9l5RXrPFQBSMvNwOvk+KyoTmYjBDhGRFejKzZEiLdu084mIwQ4RUYVT5eaUZUKqpo+H2dtD5OgY7BARVaBipcD8PUkmBzoyAAr542XoRGQaJigTEVWg08n3TZ66UpnbJ5T1dojKgMEOEVEFKkvOjZ+3K9a90op1dojKiNNYREQVyNScG39vN8TN6g43F/5tSlRW/N9DRFSBnq7rh0C5B6RMRskALHwhjIEOUTnxfxARUQVydpJhbp9QADAY8ATKPTh1RWQmnMYiIqpAxUoBuacbRncMQXTCbdzPKVQ/5u/thn4tgtAzVMHNP4nMiMEOEVEF0VVI0M/bDf0Z4BBZFKexiIgqwL7f7uANHZt8ZuQUYNOJ68jMLWCgQ2QhDHaIiCxs328pmLD9vM7HuMknkeUx2CEisqDYxBSM33YOhuKYkpt8EpH5MdghIrIQ1dYQUnGTTyLLYLBDRGQhpm4NwU0+iSyDwQ4RkYWYMlITyE0+iSyGwQ4RkYWYMlLDTT6JLIfBDhGRhUjZGsJJBqwd2pKVkoksiMEOEZGFSNkaImpIKzzfLKjiGkVUCTHYISLC45VTcVfT8X3CbcRdTTdbzZvIsECse6UVFHLNKa1AuQfWv9IKzzfjiA6RpXG7CCKq9HRt4xAo98DcPqFmmV6KDAtEz1AFTiffR1p2Hmr6eHBrCKIKxGCHiCq12MQUjNt6DqXHcVIz8zBu67ly7TxerBQMcIhsAIMdIqq0VEX/dE1YCTzOs5m/Jwk9QxVaQYqxQMbSo0VEJB2DHSKqtIwV/Su5jUP7ev7q48YCGUuOFhGR6ZigTESVltSifyXPUwUypYOklMw8vLH1HFYduIR5MX/oHS0CuOknUUVjsENElZbUon+q8wxNe6msOnQZqVn5eh/npp9EFc+ugp3FixdDJpNh8uTJ6mNCCMybNw9BQUHw9PREly5d8Mcff1ivkURkN4wV/ZNBcxsHU/e6MoSbfhJVHLsJds6cOYMNGzagWbNmGseXLl2KFStWICoqCmfOnIFCoUDPnj2RnZ1tpZYSkb0wVPRP9X3JbRzMGaBw00+iimMXwc7Dhw8xbNgwfPbZZ6hWrZr6uBACq1atwuzZszFgwACEhYXhiy++wKNHj7Bt2zYrtpiI7IW+on8KuYdWIrE5ApTSo0VEZHl2sRrrzTffRK9evdCjRw8sWLBAfTw5ORmpqakIDw9XH3N3d0fnzp1x8uRJjB071hrNJSI7I7Xon2raKzUzz2Dejj66RouIyPJsPtjZsWMH4uPjcfbsWa3HUlNTAQABAQEaxwMCAnDjxg2918zPz0d+/j8JhFlZWWZqLRHZK2cnmXp5eckaOtWruAMCuJeTj5o+HpjTqzHe3Ha+TK8R4OuOeX2bcNk5UQWz6WDn1q1beOutt/Djjz/Cw0P/8LFMpvkXkhBC61hJixcvxvz5883WTiJyHLpq6JQUKPfA6/+qi+8TUpCaZVoOz/JBLdCxfnVzNJOITGDTOTvx8fFIS0tD69at4eLiAhcXFxw7dgyffPIJXFxc1CM6qhEelbS0NK3RnpJmzZqFzMxM9detW7cs2g8isi36Nv3UV0OnpJTMPPzneDJeblsbb3Wvb9Lr3nuof0k6EVmOTY/sdO/eHb///rvGsVdffRVPPfUUZs6ciSeffBIKhQIHDhxAy5YtAQAFBQU4duwYlixZove67u7ucHd3t2jbicg26at+PKdXKD7ca7iGTkmrDl2GwtcdY/9VF7vib+N+ToHR53AFFpF12HSw4+Pjg7CwMI1j3t7e8Pf3Vx+fPHkyFi1ahAYNGqBBgwZYtGgRvLy8MHToUGs0mYhsmKFtHMZvO2fy9VKz8rHheDI+GdISc2MScT+nUOd5Mjxe3cUVWETWYdPBjhQzZsxAbm4uxo8fj4yMDLRr1w4//vgjfHx8rN00IqogUnYXN7bpZ3ks2ncBC/qFqROXS16PK7CIrE8mhKj0G7RkZWVBLpcjMzMTvr6+1m4OEZlA6u7icVfTMeSzUxZrx/bXnkFmbgF3OieqQFLv33Y/skNElZcpu4tbenuGtOw89GvxhKR6PURUsRjsEJFdMjYtJcPj3cV7hirg7CQzKTlYBtOntlTXL1mvh4hsg00vPSci0sfYppyldxeXuunn2qEttbaOMITbPxDZPo7sEJFdkjotVfK8l9vWxsqDl7XOKZlEHBkWiIiwQI0KyqeT07H60BWDz+NUFZHtYrBDRHZJ6rRUWlY+PtzzB6ITbutdGq4olURceiqqY/3qaBzoq5V8XPp5RGSbuBoLXI1FZI+KlQKdlhwu86acKlN6NMSEbvUljcxIWeJORBVH6v2bOTtEEujbXoCsx9lJhrl9QgFAbx6OMTIAO87cNOk129fzR78WT6B9PX8GOkR2gtNYREZIreNCFatYKSD3dMPojiH47vxtZDzSPUVlSMkkZq6gInJcDHaI9ChWCkQdvqwzoVVXHReqOMZ2JjeVpWvwEJF1Mdgh0iE2MQXzYpKQmqX7JqirjgtVDH2FBMuDG3QSOTYGO2R3LJ0kKvVmamtTII6aPFuyX9WruGNezB9mC3S4QSdR5cBgx0bou1E5wg3MnH2zdP6Moaq8+tjCFIij5hWZe7pKF9bIIXJ8DHZsgL4bVd/mgYj5NcUub2CqQOZgUqpWfZOy9s2UfZDKylhVXl2kToFYKnCtiJ9LRSn5M7p+L0dnvpS52Mv/JSIqP9bZgXXr7Jiaf6C6NVrzBmbspl3Wv8YN9U1VU0XfNVXTET/P7CY5gNDVjx9+u4O3diRIbq/U17TUyIslfi7WUhGjOP7ebujXIgg9QxUONXpKVFlx13M7UJYpk/Imxpb1g93YSI3qpl2e5FFDfTt1NV3yPkjt6/lr5XlAAPdy8tV9PpCUqjP4GNymtklt1jcFImWEQtfIi6m/H1P2h7KFvCJ9zJV0rAruPh7YHPdy8nX+7o0F5hzxIXI8DHasqCxTJoDmDezpun6Sb45l/WA39he36qb96dBW+HCvacGbob6pbs6xiSl459vfJT0/LTvPaHurernigY6aLCmZeVh1SNq0icLXHfP6NtH5c5M6QlE6uNMXgBn6/ZiyP5St5oWVJeg3ZG6fUHRsUN3oeY40/UdEhjHYsaLyJrYeTErF1J0Jkm6O+j7YUzLz8MbWc3pL5kv5i1t1057zfSLScwrK1ScV1c/G1L/4r9/LwaqDlw2eryvQMcXk7g3QNsQP93LyceLKPY2Rg4ycfLy57bzk9qqCu6jDl3W229iNV2q+0MGkVHz0f3/aZF5YWYP+0vy8XbHohaaS2m0owGJZASLHw5wdWC9nJ+5qOoZ8dsoi1y4ZvBjL61BRjVb0DFXgdPJ9pGbl4cMf/tC7eaIlbX/tGTxd109Su4F/pi/yCouQ8ajIIm1S+LqjX4sgreCgJCcZUJadJKp6uuJBru6fs6G8m4IiJZ5ZfNCsv6Py5oWZOlL0fcJtyXlShqwc3AIvtHxC0rlS/+9tf+0Zm57+I6rsmLNjo0rnkih83fF3Vr5JQ/gyADIjN9WVBy9h++kbmNe3CXzcXSUFDKlZ+Xhj6zm90zwVoWTdE1P+4hcAsvOK8DDfMoEOALzctjZWH7pi8HdV1i2z9AU6wD+jP5tPJKO6j7tW3pG5g9GSIxs+7q6Scl9UyjJVaq6Cfgpf6dcxZfqPiOwfg50KpOtGUNXLVX1zMWXqQ8p4nCp4cXcxbb/X8gQ6ft6uyMgpLFP+herWqUr6lXqj8XZzRk5BsUUDHQDYfPKGWav2Ao/7LDcwqlPSh3svqP9t6YBUFWAN2/iLzsf9vN3Qv9SqprLmwDxd1w+Bco8y715elsKAUgMsVlYmcgzc9byCqG4EpUcqMv93w/J2lxZ3+nm7YnTHEJNeO79IadL5ZSHD47/gF/QLU3+vT6DcA2P/VReBcs0biULuoXFDlHqjkckqZiZWSkBiClWAW1SG4SBrjbyp3M8pwOcnrmPIZ6fQaclh7PstxWAODPB4pEjXbvEldy83VekAWSpVgKXvGar3MysrEzkG5uzA8jk7xvIqTPnrfuXgFlD4elgs16esZPgnx0PXCJax+ia6pkkAoNOSwwb/4pfJpI1ylbdvcguMpFTzci3TTt32zFAOTGxiCt6NTsR9E5Lcy5NMrfoDBNAcVbWFWlZEJA1zdqysZF2anfF/ITtP/xSLgPRRA4WvR7mH/c1NFcjIPd1QrBSIDAtUJzkbSlJ1dpKhfT1/xCamYPquX3XmecztE4pxW8/pneYrS6BjypShyqsd6mLlwUumv1gpA1s9gY71q6Omrwem7Uwo9/XsjWpqUlcSc2RYILo9FWD0DwM/bze816sxFHLPci2TjwwLxLpXWmkF5grW2SFyOBzZgflHdspaCbaqpysyc3Xnu5RekWOJnZ9N4e/thha15Th/64HeAoNSGOvH2qGt4OQErZ9nWVc9qdo4p1coPvjhD6Rm5Rs8t+QKNWOjTKa8/stt65gleLI32197Bpm5BQaTmCt6xMXadYaIqOyk3r8Z7MC8wU55gpApPRpg1f8q7Ur5kI9NTMG8mCSkZlX8ipHXnq2L//6UrNVPU25IUpbEO8mAqCEtEREWqL4h3cvO10jWNcbP2w2rB7XA/dwCjZuZvpuqSunaQ8bOl6osI0uW4Oftipda18LXZ/4yez5SaapgfU6vxjrrEJV+37CyMRFJwWDHBOYKdqTWsymt5KiNoSq6uqaGACDq8OUybZhYenRElUNi7GZsbOm71P2YTKkztL5E8GRKXZaSuUS6mHpTrYj9m8pD9dP2dnfGw/xivef5e7shblZ3uLk44cTle3pXXZnT5O4NsOPMTb2jaaXfNxxxISJjmLNjBeWpBKtaTaIv3+VAUqpWIFVy+e/aoVXwwQ8XJI/yyABEDWmFat5uWq9jLEnU2NJ3qfsxmVLDpGQ1W6mrtKRU1JWaX6Tv/OpV3HE6OR2rD12R3BdLCvjftBsAg1NBC18Ig9v/ShI8U8+/QnLAjG3FUfp9o8rpIiIqLwY7ZlSWAmS+Hi4Y2LqWOrnX2Umm9SGvb2pMtfz38xPXESj3wPu9Q3E5LdvoKI+hkYvIsEDkFhRjys5fTe5LaboCr5J/rd/LNpwvU1LJm6CUBO2SIxfGmHpTLX1+x/rV0TjQ1yZGfJYPaoGO9R/vC2Uo+bZnqAJxV9PVAZ5qeskWpthYyI+IzI3BjhmZWoBMJgOy8oo0ApbSQYjUTRJTMvPw5rbHhdvW67jJ6Vr6rY9C7mlSP/T58Ic/4OnqpO6PrikgUxKNVTdBVV0WXau0dI1cVITSIz6m5hWZy72H/wSQpowSBso98Pq/6mpthaF633RvHAAI4PCff2vtem9uLORHRObGnB2YP2enPJVgAc0cE1PyWkrmPAAoc76DsX5I2a6i5LnrXmkFAOVePVa6RostJ7GW571Q7X81fcryszK2l5O+UULVO+PTodpTm6XfN6rROXPvnSY114uISIU5O1ZgaMShJH2jGbp2WzZlSL90zkNZ8x2kjJy89mxdbDierH5dQ+bvSYIQosyBjr7tAEzNt6lIUt8Lugxo+QQ+P3HdpOdJ2TJByk7fH+5NMhpsqKbxipUCN9NzypQcX1pZKyETEUnB7SLMTFWoTFFqKwR/bzeM7hiCOb0aGxwRKRmwAGUb0jdHzoO+fqi2dJj1fCjWvfJ4FMAQVX+M1bMxdo2X29bR+ZjqxtuvxRPqpFZboe9naEyPUIXO51XzcgWgvRWH1EDBWAJ96feeIbGJKei05LBZAh1Ae6sQIiJzsumRncWLF+O7777Dn3/+CU9PT3To0AFLlixBo0aN1OcIITB//nxs2LABGRkZaNeuHT799FM0adLEau02NOLwfcJtSddQBSxlqZZclgBJX0VbQyMn5kxmBoAxHUOwLzFV5w155cFL2HHmpk1MUZmi5M/Q2LRPydEZZyeZ3nybslb8NddO38ZqSamWmP+dlW+wQObHA5sb3UWdiMgcbDrYOXbsGN588020bdsWRUVFmD17NsLDw5GUlARvb28AwNKlS7FixQps3rwZDRs2xIIFC9CzZ09cvHgRPj4+Vmu7vhU+pu62bMp0SFl2fwaM574Ymg4zVzIz8HhE491eoXrrBhnbPdtWlXwveLo6GVwSXnJ0Rtd7qDxTd+bY6dtYwrwMwNdnb+H93qE6V3eV7GfHBtUltYeIqLxsehorNjYWo0aNQpMmTdC8eXNs2rQJN2/eRHx8PIDHozqrVq3C7NmzMWDAAISFheGLL77Ao0ePsG3bNiu3Xrey7LYsZTqkrDkP+nZjVwUWsYkpBp8vtT8KX3fJfd5x5pbO84ztnm0PjE0PSgniyjp1Z46dvqVOhVXzdtfZTz9vN7zaMURdagF4HEDFXU3H9wm3EXc13W5/t0Rku2x6ZKe0zMxMAICf3+MP4+TkZKSmpiI8PFx9jru7Ozp37oyTJ09i7NixOq+Tn5+P/Px/ckiysrIs2GpNUpJ/dQUsJf+iP5iUqrX8tyybF0pJWC2ZLF2e/gCQ1Oe4q+mS80rKkoBtC1V5rZVYXdb3XkmmTIX1a/GE1ns2vVRtqL7NA7WWu9vKijoichx2E+wIITB16lR06tQJYWFhAIDU1FQAQEBAgMa5AQEBuHHjht5rLV68GPPnz7dcY40o627Lqr/o29fzx7u9Qst9szQlYdVQYCG1P1LOMVdeiS62tFTdWtWBy7vTd1mmYTNzHwc4pYPqlMw8/Od/K/pKstfpSiKyXXYT7EyYMAG//fYbfv75Z63HZDLNm7wQQutYSbNmzcLUqVPV32dlZaF27drma6wE5f3r3hw3S3MGFlL6I+Ucc+SV6KIvqbYy3ljL894zljBfOm9MalHMkqSOKhIRSWUXwc7EiRMRExOD48ePo1atWurjCoUCwOMRnsDAf25UaWlpWqM9Jbm7u8Pd3d1yDZbI2nv/mDuwkNIfY+eYejOVwhzTdY6mrO89U6fCyrpfXHmnK4mISrLpBGUhBCZMmIDvvvsOhw8fRt26dTUer1u3LhQKBQ4cOKA+VlBQgGPHjqFDhw4V3Vy7Y46EVXNT3UxVr1+6PYDpSdjmrC9DpiVZl7fmE/fJIiJzsOmRnTfffBPbtm3D999/Dx8fH3WOjlwuh6enJ2QyGSZPnoxFixahQYMGaNCgARYtWgQvLy8MHTrUyq23feZIWLWE8uaVlGbJPKDKSupUWHn3ueI+WURkDjYd7Kxbtw4A0KVLF43jmzZtwqhRowAAM2bMQG5uLsaPH68uKvjjjz9atcaOPTF3YGHOdplrxZKl8oAqOylTYWUpigmUvWYUEZEu3AgU5tsI1J7ZwpJsS5GysSk3oLQcVXI4IG2vL10b4hIR6SL1/m3TOTtUcWx5j6nyskQeEEmnL8cnUO6Bsf+qi8ByFFgkIpKCIzvgyE5lYUt1diojfaOHjjyqSESWJfX+zWAHDHYqE95YiYgch9T7t00nKBOZm7VrGxERUcVjzg4RERE5NAY7RERE5NAY7BAREZFDY7BDREREDo3BDhERETk0BjtERETk0BjsEBERkUNjsENEREQOjcEOEREROTRWUAag2jEjKyvLyi0hIiIiqVT3bWM7XzHYAZCdnQ0AqF27tpVbQkRERKbKzs6GXC7X+zg3AgWgVCpx584d+Pj4QCZ7vClkVlYWateujVu3bjn05qDsp2OpDP2sDH0E2E9Hw35ahhAC2dnZCAoKgpOT/swcjuwAcHJyQq1atXQ+5uvr69BvTBX207FUhn5Whj4C7KejYT/Nz9CIjgoTlImIiMihMdghIiIih8ZgRw93d3fMnTsX7u7u1m6KRbGfjqUy9LMy9BFgPx0N+2ldTFAmIiIih8aRHSIiInJoDHaIiIjIoTHYISIiIofGYIeIiIgcmkMHO8ePH0efPn0QFBQEmUyG3bt3azz+8OFDTJgwAbVq1YKnpycaN26MdevWaV0nLi4O3bp1g7e3N6pWrYouXbogNzdX/XhGRgaGDx8OuVwOuVyO4cOH48GDBxbu3T/M0c/U1FQMHz4cCoUC3t7eaNWqFb755huNc2y9n3///TdGjRqFoKAgeHl5ITIyEpcvX9Y4Jz8/HxMnTkT16tXh7e2Nvn374q+//tI4x5r9LG8f79+/j4kTJ6JRo0bw8vJCnTp1MGnSJGRmZmpcxxF+lypCCDz33HM6r+Mo/bT3zyAp/bT1z6DFixejbdu28PHxQc2aNdG/f39cvHhR4xwhBObNm4egoCB4enqiS5cu+OOPPzTOsfXPIHP00xY/hxw62MnJyUHz5s0RFRWl8/EpU6YgNjYWW7duxYULFzBlyhRMnDgR33//vfqcuLg4REZGIjw8HKdPn8aZM2cwYcIEjbLUQ4cORUJCAmJjYxEbG4uEhAQMHz7c4v1TMUc/hw8fjosXLyImJga///47BgwYgMGDB+P8+fPqc2y5n0II9O/fH9euXcP333+P8+fPIzg4GD169EBOTo76vMmTJyM6Oho7duzAzz//jIcPH6J3794oLi5Wn2PNfpa3j3fu3MGdO3fw8ccf4/fff8fmzZsRGxuLMWPGaFzLEX6XKqtWrVJv81KaI/TT3j+DpPbT1j+Djh07hjfffBOnTp3CgQMHUFRUhPDwcI0+LF26FCtWrEBUVBTOnDkDhUKBnj17qvdfBGz/M8gc/bTJzyFRSQAQ0dHRGseaNGkiPvjgA41jrVq1Eu+99576+3bt2ml8X1pSUpIAIE6dOqU+FhcXJwCIP//80zyNN0FZ++nt7S2+/PJLjXP8/PzEf//7XyGE7ffz4sWLAoBITExUHysqKhJ+fn7is88+E0II8eDBA+Hq6ip27NihPuf27dvCyclJxMbGCiFsq59l6aMuO3fuFG5ubqKwsFAIYVt9FKJ8/UxISBC1atUSKSkpWtdxlH7a+2eQ1H7a22dQWlqaACCOHTsmhBBCqVQKhUIhPvroI/U5eXl5Qi6Xi/Xr1wsh7O8zSIiy9VMXa38OOfTIjjGdOnVCTEwMbt++DSEEjhw5gkuXLiEiIgIAkJaWhl9++QU1a9ZEhw4dEBAQgM6dO+Pnn39WXyMuLg5yuRzt2rVTH3vmmWcgl8tx8uTJCu+TLsb6qTrn66+/xv3796FUKrFjxw7k5+ejS5cuAGy/n/n5+QAADw8P9TFnZ2e4ubmpf1/x8fEoLCxEeHi4+pygoCCEhYWp+2DL/ZTSR10yMzPh6+sLF5fHW+HZch8B6f189OgRhgwZgqioKCgUCq3rOEI/HeEzSOrv094+g1RTMn5+fgCA5ORkpKamany+uLu7o3Pnzur22eNnUFn6qe861vwcqtTBzieffILQ0FDUqlULbm5uiIyMxNq1a9GpUycAwLVr1wAA8+bNw2uvvYbY2Fi0atUK3bt3V883p6amombNmlrXrlmzJlJTUyuuMwYY6ycAfP311ygqKoK/vz/c3d0xduxYREdHo169egBsv59PPfUUgoODMWvWLGRkZKCgoAAfffQRUlNTkZKSAuBxH9zc3FCtWjWN5wYEBKj7YMv9lNLH0tLT0/Hhhx9i7Nix6mO23EdAej+nTJmCDh06oF+/fjqv4wj9dITPIKm/T3v6DBJCYOrUqejUqRPCwsLU7QMef56UVPrzxZ4+g8raz9Js4XOo0gc7p06dQkxMDOLj47F8+XKMHz8eBw8eBAAolUoAwNixY/Hqq6+iZcuWWLlyJRo1aoTPP/9cfR1d+QJCCL15BBXNWD8B4L333kNGRgYOHjyIs2fPYurUqXjppZfw+++/q8+x5X66urri22+/xaVLl+Dn5wcvLy8cPXoUzz33HJydnQ0+t3QfbLWfpvYxKysLvXr1QmhoKObOnavxmK32EZDWz5iYGBw+fBirVq0yeC1776cjfAZJfd/a02fQhAkT8Ntvv2H79u1aj5Vui5T22epnkDn6aSufQy5mv6KdyM3Nxbvvvovo6Gj06tULANCsWTMkJCTg448/Ro8ePRAYGAgACA0N1Xhu48aNcfPmTQCAQqHA33//rXX9u3fvakW+1iCln1evXkVUVBQSExPRpEkTAEDz5s3x008/4dNPP8X69ettvp8A0Lp1ayQkJCAzMxMFBQWoUaMG2rVrhzZt2gB4/LsqKChARkaGxl9WaWlp6NChg/ocW+6nsT6qZGdnIzIyElWqVEF0dDRcXV3Vj9l6HwHj/Tx8+DCuXr2KqlWrajzvxRdfxLPPPoujR486RD8d4TMIMN5Pe/oMmjhxImJiYnD8+HHUqlVLfVw1lZqamqr+vQGPP19U7bOnz6Dy9FPFlj6HKu3ITmFhIQoLCzVWNACP55JVf02FhIQgKChIa9ndpUuXEBwcDABo3749MjMzcfr0afXjv/zyCzIzM9VvXmuS0s9Hjx4BgMFzbL2fJcnlctSoUQOXL1/G2bNn1dMcrVu3hqurKw4cOKA+NyUlBYmJieo+2Es/9fURePyXVHh4ONzc3BATE6ORKwHYTx8B/f1855138NtvvyEhIUH9BQArV67Epk2bADhGPx3hM6gkff20h88gIQQmTJiA7777DocPH0bdunU1Hq9bty4UCoXG50tBQQGOHTumbp89fAaZo5+ADX4OmT3l2YZkZ2eL8+fPi/PnzwsAYsWKFeL8+fPixo0bQgghOnfuLJo0aSKOHDkirl27JjZt2iQ8PDzE2rVr1ddYuXKl8PX1Fbt27RKXL18W7733nvDw8BBXrlxRnxMZGSmaNWsm4uLiRFxcnGjatKno3bu33fSzoKBA1K9fXzz77LPil19+EVeuXBEff/yxkMlkYu/evXbTz507d4ojR46Iq1evit27d4vg4GAxYMAAjWu88cYbolatWuLgwYPi3Llzolu3bqJ58+aiqKjIJvpZ3j5mZWWJdu3aiaZNm4orV66IlJQU9Zet9NEc/dQFOlYiOkI/HeEzyFg/7eEzaNy4cUIul4ujR49q/L969OiR+pyPPvpIyOVy8d1334nff/9dDBkyRAQGBoqsrCz1Obb+GWSOftri55BDBztHjhwRALS+Ro4cKYQQIiUlRYwaNUoEBQUJDw8P0ahRI7F8+XKhVCo1rrN48WJRq1Yt4eXlJdq3by9++uknjcfT09PFsGHDhI+Pj/Dx8RHDhg0TGRkZFdRL8/Tz0qVLYsCAAaJmzZrCy8tLNGvWTGsZqK33c/Xq1aJWrVrC1dVV1KlTR7z33nsiPz9f4xq5ubliwoQJws/PT3h6eorevXuLmzdvapxjzX6Wt4/6ng9AJCcn20QfzdFPXXQFO47ST3v/DJLST1v/DNL3/2rTpk3qc5RKpZg7d65QKBTC3d1d/Otf/xK///67xnVs/TPIHP20xc8h2f86R0REROSQKm3ODhEREVUODHaIiIjIoTHYISIiIofGYIeIiIgcGoMdIiIicmgMdoiIiMihMdghIiIih8Zgh8jBHT16FDKZDA8ePLDK6x8+fBhPPfWUuux/eVVUf65fvw6ZTKbeisJR/PDDD2jZsqXZfh9E9oDBDpED6dKlCyZPnqxxrEOHDkhJSYFcLrdKm2bMmIHZs2dr7XtE1tG7d2/IZDJs27bN2k0hqjD89CFycG5ublAoFJDJZBX+2idPnsTly5fx0ksvVfhr24KCggJrN0FDYWEhAODVV1/FmjVrrNwaoorDYIfIQYwaNQrHjh3D6tWrIZPJIJPJcP36da1pn82bN6Nq1ar44Ycf0KhRI3h5eWHgwIHIycnBF198gZCQEFSrVg0TJ05EcXGx+voFBQWYMWMGnnjiCXh7e6Ndu3Y4evSowTbt2LED4eHhWjsex8TEoE2bNvDw8ED16tUxYMAA9WNbt25FmzZt4OPjA4VCgaFDhyItLc3g65w8eRL/+te/4Onpidq1a2PSpEnIyclRPx4SEoJFixZh9OjR8PHxQZ06dbBhwwaNa5w+fRotW7aEh4cH2rRpg/Pnz2s8XlxcjDFjxqBu3brw9PREo0aNsHr1aq3fQf/+/bF48WIEBQWhYcOGWm29fv06nJyccPbsWY3ja9asQXBwMFQ7+CQlJeH5559HlSpVEBAQgOHDh+PevXvq82NjY9GpUydUrVoV/v7+6N27N65evarxOjKZDDt37kSXLl3g4eGBrVu3AgD69u2L06dP49q1awZ/rkSOgsEOkYNYvXo12rdvj9deew0pKSlISUlB7dq1dZ776NEjfPLJJ9ixYwdiY2Nx9OhRDBgwAPv27cO+ffuwZcsWbNiwAd988436Oa+++ipOnDiBHTt24LfffsNLL72EyMhIXL58WW+bjh8/jjZt2mgc27t3LwYMGIBevXrh/PnzOHTokMY5BQUF+PDDD/Hrr79i9+7dSE5OxqhRo/S+xu+//46IiAgMGDAAv/32G77++mv8/PPPmDBhgsZ5y5cvVwcx48ePx7hx4/Dnn38CAHJyctC7d280atQI8fHxmDdvHqZPn67xfKVSiVq1amHnzp1ISkrC+++/j3fffRc7d+7UOO/QoUO4cOECDhw4gB9++EGrvSEhIejRowc2bdqkcXzTpk0YNWoUZDIZUlJS0LlzZ7Ro0QJnz55FbGws/v77bwwaNEh9fk5ODqZOnYozZ87g0KFDcHJywgsvvKCVizNz5kxMmjQJFy5cQEREBAAgODgYNWvWxE8//aT350rkUCyyvSgRWUXnzp3FW2+9pXFMtQOxajfhTZs2CQDiypUr6nPGjh0rvLy8RHZ2tvpYRESEGDt2rBBCiCtXrgiZTCZu376tce3u3buLWbNm6W2PXC7X2rm6ffv2YtiwYZL7dPr0aQFA3bbS/Rk+fLh4/fXXNZ7z008/CScnJ5GbmyuEECI4OFi88sor6seVSqWoWbOmWLdunRBCiP/85z/Cz89P5OTkqM9Zt26dACDOnz+vt23jx48XL774ovr7kSNHioCAAKM7tH/99deiWrVqIi8vTwghREJCgpDJZOodoefMmSPCw8M1nnPr1i0BQFy8eFHnNdPS0gQA9e7TycnJAoBYtWqVzvNbtmwp5s2bZ7CdRI6CIztElZCXlxfq1aun/j4gIAAhISGoUqWKxjHV9NG5c+cghEDDhg1RpUoV9dexY8c0pk5Ky83N1ZrCSkhIQPfu3fU+5/z58+jXrx+Cg4Ph4+ODLl26AABu3ryp8/z4+Hhs3rxZo10RERFQKpVITk5Wn9esWTP1v2UyGRQKhbp/Fy5cQPPmzeHl5aU+p3379lqvtX79erRp0wY1atRAlSpV8Nlnn2m1q2nTpnBzc9PbPwDo378/XFxcEB0dDQD4/PPP0bVrV4SEhKj7dOTIEY0+PfXUUwCg/nlfvXoVQ4cOxZNPPglfX1/UrVtX58+p9MiaiqenJx49emSwnUSOwsXaDSCiiufq6qrxvUwm03lMNSWiVCrh7OyM+Ph4ODs7a5xXMkAqrXr16sjIyNA45unpqff8nJwchIeHIzw8HFu3bkWNGjVw8+ZNRERE6E32VSqVGDt2LCZNmqT1WJ06ddT/NtQ/8b88GUN27tyJKVOmYPny5Wjfvj18fHywbNky/PLLLxrneXt7G72Wm5sbhg8fjk2bNmHAgAHYtm0bVq1apdGnPn36YMmSJVrPDQwMBAD06dMHtWvXxmeffYagoCAolUqEhYVp/Zz0tef+/fuoUaOG0bYSOQIGO0QOxM3NTSOp2FxatmyJ4uJipKWl4dlnnzXpeUlJSRrHmjVrhkOHDuHVV1/VOv/PP//EvXv38NFHH6nzjUon8pbWqlUr/PHHH6hfv77kdpUWGhqKLVu2IDc3Vx2MnTp1SuOcn376CR06dMD48ePVxwyNahnz73//G2FhYVi7di0KCws1krRbtWqFb7/9FiEhIXBx0f6YTk9Px4ULF/Cf//xH/fv4+eefJb92Xl4erl69ipYtW5a5/UT2hNNYRA4kJCQEv/zyC65fv4579+6ZrXBcw4YNMWzYMIwYMQLfffcdkpOTcebMGSxZsgT79u3T+7yIiAitm/DcuXOxfft2zJ07FxcuXMDvv/+OpUuXAng8EuPm5oY1a9bg2rV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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(corn_year,corn_bu_per_acre,\"o\",label=\"corn\")\n", "plt.xlabel(\"time (calendar year)\")\n", "plt.ylabel(\"Corn, bu/acre\")\n", "plt.title(\"US Agriculture yields, NASS (USDA)\")\n", "plt.legend()\n", "\n", "#plt.show()\n", "#plt.savefig(\"bear-quadratic.pdf\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }