From 944e564791deb54edf4db91210be31f2047c6905 Mon Sep 17 00:00:00 2001
From: Facundo Sapienza <fsapienza@berkeley.edu>
Date: Fri, 2 Jun 2023 21:36:39 +0000
Subject: [PATCH] updated comparative plot for example

---
 notebooks/Sampling_comparision.ipynb | 24 ++++++++++++++++--------
 1 file changed, 16 insertions(+), 8 deletions(-)

diff --git a/notebooks/Sampling_comparision.ipynb b/notebooks/Sampling_comparision.ipynb
index 274e1bb..22d4659 100644
--- a/notebooks/Sampling_comparision.ipynb
+++ b/notebooks/Sampling_comparision.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "id": "262aa4fa-b0fb-4098-b9b2-a643b17a3787",
    "metadata": {},
    "outputs": [
@@ -87,7 +87,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 3,
    "id": "5c16ca97-32cc-4cab-8afc-9d5a8b6ab1e2",
    "metadata": {},
    "outputs": [],
@@ -96,7 +96,7 @@
     "kappa_within_site = smp.angular2kappa(angular_dispersio_within_site)\n",
     "latitude = 30\n",
     "outlier_rate = 0.10\n",
-    "n_iters = 100\n",
+    "n_iters = 1000\n",
     "\n",
     "params1 = smp.Params(N=40,\n",
     "                     n0=1,\n",
@@ -121,7 +121,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 4,
    "id": "db193d70-2953-48c9-8911-aaedf6d0195e",
    "metadata": {},
    "outputs": [
@@ -129,8 +129,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 8.88 s, sys: 7.35 ms, total: 8.89 s\n",
-      "Wall time: 8.88 s\n"
+      "CPU times: user 1min 29s, sys: 56.1 ms, total: 1min 29s\n",
+      "Wall time: 1min 29s\n"
      ]
     }
    ],
@@ -143,13 +143,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 5,
    "id": "f0863458-1d3d-421f-8c50-d1cb25782446",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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t/bJghs2/xaxboKfMyN1Kp5998Y08PT204fcfFOBf1ua9k6dO59BLatn8Tkm6HCbvsHs7e27qnDh1toY896RDtYRf/mXV+r+25OpYsxAmAQBAkZOSkqKd0ftUrFgxzb58W1xKaqr27Duon39docqVKmjO9A9UPqBctj5hVYJV2q+UbrscTnbs2quQykH64OMZOnT4H/307adyd3fXlq075eNTXDWvmBvl5uamz6eO1dMvvKbf12zQ72s2yGKx6Nbat6hj+9Z6ul8PVQgMyLZPSZow+XO7x9K3ZxdrmHRGjb+tWqev5y/S0/162gRJSQquXFGt722mb7//RefOnZevb+YCIlu3Z658Wz+HwLZ12y4VK1ZM8z4bbw2SkuTt7aWQykHatvPfWzi/nv+zfl+zQYOe6mUTJKXM21MrVQzUnxujrNuWr1yr739aqp7dOtoESUl6ovcjenPUBHl7e9kcozP8d/REU+179+xsKkympqbqyYGvKDk5Re++8bLd20+v1rb13frqu581dvw03dviLutt1CdPndZHUzLPnzOJZ236HE/IvJo5fuJnali/jtYs+0a1alRV1PZoDRr8fxo/8TNVDQvR00/2uOa+/zkaL0k2/2bsadn8DmuQlDLnD3bp2Fbbd+7RA23vtQZJSfL1Lan2Efdo5pzv9M/ReOsV1y/mZv6bHfHqc9YgKUl+pXz1+ivPqveAl/TF3AU2YbLBbXWyBUlJmjbzK6WlpWnce8Oz/VLnpRf668NJM/Xtgl/V7t762fra4+HhYb2afKVyZcvkqn9OclPn1/N/toZJs7X4+paUt7eX/jl6zFRdhEkAAFDkbN+5R6mpqZKyh4IqoZW17Mcvsq1emdUn6yrebbdmzrnauWuv6tetrdHjp+rBdvepzX3NFX/shOLiT+iu2xtkCwFtW7fQvq2/afnKdVq2Yo1Wrl6v7Tv3aMeuvZo0bbZW/jrPelUpa59dO7fX7OnXXyTGGTVO/nSOpMw5i/auvmU9gsQw/t0WtX2XgiqWtxskTp9J1OHYo2rRtLHNXNAsBw7F2gTMmbPny83NTYOffcLuMZYp46dTZxKtf/9kxjxJ0quRA7O1zfqhu26dGrme95dbyafsPzrGGTIyMvTU88O1eu1GPdmnqx7r3ilX/bo//IBmzZ2vlav/VKPmHRXRqrlSU9P046Ll1v82V5+PGRkZkiRPTw9988XHCqoYKClzvuaXMz9UeItOGj/xs+uGyVOnz0iSypT2u2Y7e79wyPoFym31amV/r0Lme0ePHreGyawr3Xc3vyNb+6xtW3dE22y/MqReKWsO7pLlq/XbFVfIs3h4uGvv/oO5CpOPPNROw998X42adlDXLu11d/M71OyucNNXpB2tc88VV5UdqaVsGT+dPJnzFVR7CJMAAKDI2bI181bQV4Y8pbdHRMowDB2NO663Rk3QzDnfaeCLr+vn76bb7dOoQeZiNZWCAhXgX1Y7du3Va2+MUWpqqvV2wM1bM+ctNrCzuI+UecXg/jZ36/42mbcE7vv7kHr3j9SWrbs0+oNP9NmU0Tb7zO2zGZ1R42+rMn9Qnf751znux7dkCZW6/FiD8+cv6O8DMdZjuVrU5fmSre7JPg/raNwxHT9x0jpHKz09Xev+2qywKpVzXCDn2PEEm6D/28q1qnFLmN3VMQ9cnvua0xXTgsgwDD3z4gjN/XqhenbrqInj3sx1X3d3dy38eprGjJ+qL7/7SdM//1p+pXzV8YHWGvLck6p7+/0KKGd7y2PWlb3wBnWtQTJLndq3KKxKsP4+cFhnEs9eM4h4e2cu+HPx0qVr1ljKN/vjMNzd3XJ+73L4TU1LtW47e+68ihUrlu32TUkKLO+vYsWKKfGqZyYG5nDFNOsXE++9P+WadefGSy/0V9kypTVt5pf6cNJMjZ/4mdzd3XV/m7s19t3XbH5pYpbZOh2p5eLFZPn4FDdVF2ESAAAUOVlBKusKnsViUaWgQE384E0tW7FGy1as0f4Dh20WH7GGryvmF9a7tZYWL1ut02cS9fKLA6ztoy6Huoa3ZV8l1Z5bqlXRC888ricGvqLDMUey7bPurbkLk3mt8UziWZ0/n6QO7Vvp29m5u41z2449MgxDDerZD85R1rmp2QOddd7q5bB36nSiLl68pODKQXbH2hW9TycSTqlDu1bWes+dv6A7Ktl/BuLCn5dKyp/Fd/JjzmRGRoYGvvC6Pp87X90ffkCfThxl6jENkuTl5anXX31Or7/6nM32VX/8KenfXzRkyVpkys/PV/aUvrz94sVL16w/K6SeOp2YYxtnKeVbUhkZGTqRcCrb1fDjJ04qIyNDpXxL2GzP6dE3We0SDm+03rZ9tZTkZI16773r1mWxWPRkn656sk9XnTx1Wn+s26Svv/tZ337/i/b/fVib1yzM1e3KjtaZl1oyMjKUePac6tSqbqouwiQAAChysgJOg6seieHu7q6e3Ttq9AdTNf+HX/XKkKez9bnyMRr169XSb6vWqkJggIZG/ts2K9Rd/YP7tcTFn5AkVQ0LzrbPerfWNHVcjtZoXL531cytbtsvP7Litrr2a9x6+ZZEewvgZAXarDDpffk5imfO2A8kYyd8Kkl67NHM2z49Lt+6au/RIklJF/XRlFk57juvnD1n8sog2bVze302ZbTDwcOeL7/5SZLUrcsDNttbtshc/GX33gPZ+qSmpurvAzEqUcLH7lXAK9WpXV3FihWz3gadnxrUq62obbv0+x9/WReCyrJ6zQZJUv26uftvfnt4fW3Zukt/btxqahXT6ylXtow6PdBanR5orYRTp7Xy9/Xaf+Cwat5if+5u1n/r9PQMp9eZm1r2/X1IGRkZub4LIgvPmQQAAEVKamqqduzaq9J+pVS1SnC29x+8/z5JsnkWW1afkMpB8i/37+IVT/frqa+/+Fg/f/epzdWCqK275OXlabOi5uwvv9fqtRvs1rR2/WaN/XCq3NzcNLDfYzb79Cvlm6tnIjqjxjKl/VS9Wqj+3LhVK35fn20fyckp+nNDlM22U6fOSJJKlCiRrb2UeZtr+YBy2W6hlK68Mpk5V87Xt6Tq1qmhbTv2ZHuu4oeTZmrOVz/o4U73W5/JWKKEj0IqB2n7zj02z59MSUnR0y8M14mEU3Jzc8t1GDcj+dRuUy97j+vIkpGRoaefH67P587Xw53u18xPrh8k/z4Yo917D1jn/mY5e9XtnZI0/4dfNXPOd2rcqJ4e6tDG5r1qYSFqfW8z/X3gsGbM+sbmvTHjp+lM4ll1eqD1deeclvYrpXq31tTmLTusv5TIL716PCQpM9Bfebxnz563hvysNtcz8Mkecnd315Ch/7V5XEiWM4lnrb8QuZ4ly1crLS3NZltqaqpOX75ae+WzP69W9vJc0yOXFzJypM6sXyY5UsuGTdskSS2a3p5jjfZwZRIAABQpu3bvV3Jyiprc0dDu+3c0rq8KgQHatGWH/jkSr8qVKlj7XD2/MCy0cra5RwknTyv2SJzCG9aVh4eHdfuMWd9ozfpNqhoWouZ3hatixfI6feastm2P1voNUSpe3FufThxlXSgka59lSvvleEtl8eLeevnFATbt81KjJL37xn/0aN8X1L7Lk2oX0VK1alTThaQkHTl6TH+s3aiHHmxjfSad9O/tq0OG/lddOkbIy9NT97ZsouZNGuvixUvau/+g7mvZxG79UVt3KTQ4yGZ1ypGvvahuvZ/Tve0e0yOd26m0Xyn9vuYvbdy8Xfe1bKrpk2xvNxzy/JMa8up/1a7LE+rW5QGVLOGjnxevVEpyiry8PFW1Ski2H5xnzPpGa//cJClzpVtJ+uyLb/X7mr8kSR3at87xmYD54Z3REzVr3gKVLOmjW6pX0aixk7O16fhAa5u5n+0eelyHY49qT9Qym6DavE03Va5UQbVqVJO3t5c2bt6mVX/8pbAqwZr72Xi7IXXC2JG65/4eembwCC1ctEw1b8lczXXl7+sVGhykUW/+J1fH0bF9K739v4+1cfN23R5+mwOfRO60aHq7Bj3VS5OmzlajZh30UIcIGYahH35aqtgjcXr2qd65DkW31qmhCWP+T8+//Kbq3dlO97e+W1XDQnT23HkdPBSr1Ws36LFuHVWhrMd1x+rVL1I+Pt5qeme4QoKDlJqapuUr1yp6z3517dxeITncvi1JNWtUVVDF8vp6wSIV9ymuykGBslgseurJHvIr5ZurOnv36GydY2u2luUr18rNzU3t296Tq88tC2ESAAAUKZujss8rvJLFYlH7iHs044tv9OMvy/VM/8esfa5+HqP98XfYHf/dN17Wz4tX6Pc//tJvq9bpeMJJeXp6KCw0WIOffULPDHjMJhRk7TP+2Ikcb6m86/YG1jDpjBolqdMDrbVk4ed6f8KnWvfnZi1etlrlypZW5UoV1K9vN/Xpafu4jvYR9+i//xepTz//Wh98/JnS0tJUp9YtkjJXl01PT7e7AM7JU5mBtsMVj4mQMgPJgi+n6L2xkzX364Xy9PBQ7ZrV9PG4N9SvT7dscwif6f+Yzp49r6kz5umLed+rQnl/tbmvuZ7s01XN23RTAztzNdf+uUlfzPv+qm2btfbPzZKk0OBKNzRMHo7NnCd7/nxSjgushIZUytVCQl07t9P3Py3VXxu3KjUtTVVCKmvYS88o8vl+1kWTrlYtLERrl3+rt0ZN0JLf/tCyFWtVoby/BvbvqeH/efa6j/vI8kTvrnp37GTN/WZhvoZJSfrgvdfVoF5tTf3sS02flblYVJ1a1TVi6HPq+1j2R4BcS7++3VS/Xm19OOkz/bFuo376dYX8SpVUcOWKeuGZvure5QHN/+6r647z9v9Fasny1dq4eZt+XrxCJXyKq1pYqCaOe9PuY0mu5Obmpq8+/0jD3xyruV/9oHPnL0iSunZpb10k6Xp19nr033+bZmpJSrqohYuW6YH777V7B8G1WIz8vg5dCJ09e1Z+fn5KTExUqVJ5X8oX+WPz5s0KDw/Xiifaq36F3H3J2bM1/qTu/WyRNm3apEaNGjmxQgCAK6xcuVIb1i7Xi8/0cnUpQJHTZ8BLWrZijfZt/U0lSvi4uhynyFqAZ9jQofL08nJ1OU43c/Z3evqF4Vr20xfXvKK7eu0Gbd4Zq/+8Msy6jTmTAAAAAJzizdeH6PyFJE2ePtfVpSAX0tLS9L8PPtGD7e4zPV9S4jZXAAAAAE4SFlpZ0ye+p4RTuV8RGK7zz9F49ezaQT27d3KoP2ESAAAAgNN07dLe1SUgl6qEVNaIoc873J/bXAEAAAAAprk8TE6aNElhYWHy9vZWeHi4Vq9enWPbuLg49ezZUzVr1lSxYsU0ePDga4795ZdfymKx6KGHHnJu0QAAAABQxLk0TH711VcaPHiwhg8fri1btqhFixZq166dYmJi7LZPTk5WQECAhg8frvr1619z7MOHD+vll19WixYt8qN0AAAAACjSXBomx40bp379+ql///6qXbu2xo8fr+DgYE2enP1BrZJUpUoVffjhh+rTp4/8/PxyHDc9PV2PPfaY3nzzTVWtWjW/ygcAAACAIstlYTIlJUWbNm1SRESEzfaIiAitXbs2T2O/9dZbCggIUL9+/XLVPjk5WWfPnrV5AQAAAABy5rIwmZCQoPT0dAUGBtpsDwwMVHx8vMPjrlmzRtOnT9e0adNy3WfUqFHy8/OzvoKDgx3ePwAAALJ77Y2x8ipbSxs2bbvh+5449Qt5la2l739ccsP3XZRkZGSocYtO6tjtKZvth2L+kVfZWur/7FAXVZY/CtJx7T9wWD4Bt2rKDX6+p8sX4LFYLDZ/Nwwj27bcOnfunHr16qVp06bJ398/1/2GDRumxMRE6ys2Ntah/QMAgMIlvHlHeZWtZX0V96+janXvUfc+z2vbjt3X7fPHuo1225w+k6ig6ndZ2+3dfzBbm4WLluvhxwapSp0WKhlYTxWr3alGzTroqede0+JltgsSXl2nvdf+A4edXqMZw0aOuWZYjNq2S25ubqpbp0ae9uOIrduiJUn1b6ujI0ePacLkz9W+y5OqXu9elQysp5BazdW9z/P6a+PWG15blhr178vxv+2zkSOv29+R45o1d/51z6u2Dz2e62OYNXeBtu/coxGvPpfrPjebVX/8Ka+ytfT2ex/d0P1WrxqqHl0f1H//97HOnj1/w/brsudM+vv7y83NLdtVyOPHj2e7Wplbf//9tw4dOqQOHTpYt2VkZEiS3N3dtWfPHlWrVi1bPy8vL3l5eTm0TwAAUDhdupSs3XsPqGwZPw0a0CtzW3KK1q7fpO9/WqrFy1dr7bJvVKf2Ldn6uLu7Ky0tTTt27VXzJo2zjf3mqAk6fSZz2oxvyRK6pVoV63vJySnq+9TLWvDjEpUPKKc29zVXxQrldfx4gnbu3qfP586Xr29JtW3dwmaf5QPK6aknHrV7LG5ubqoWFuK0Gh2x5TphcduO3ap5S1UVL+6dp/04Imp7tPxK+SostLKGv/m+xn44TVXDQtTqnqYKCCir/X8f1sJFy7Vw0XJ9Me19PdK53Q2vUZL8Svnq+YF9sm1v1LDudftOmjbb9HHVr1dbr7/yrN3x5i9col2796nNfc1zVXt6erreGT1Rdze7XbeH35arPoVdpYqB2rp+kfxKlXR1KZKkyOf6afaXP2ji1C807OVnbsg+XRYmPT09FR4erqVLl6pz587W7UuXLlWnTp0cGrNWrVravn27zbbXX39d586d04cffsjtqwAAwGrbjt1KS0vT7eH1sz20u1uf5/XDT0s1c853Gv3fodn6PHD/vfplySrt2LU327g7d+3V1Blf6v42d2vR4pWqX6+2zV1Xr7/1vhb8uEQDnnhUY98ZJm9v219o79l3QGmpadn22bxJ41w9XNwZNToiauuuHMPiP0fidSLhlCJa3fhV9lNSUhS9Z7+a3NFQknR7o3pa/vPsbAH7j3Ubdf9DT+j5l99Qh/at5OXlecNrLe3n6/AD5B05rvr1aqt+vdrZxkpJSdHkT+fI3d1dvR99KFf7/2XpKsX8c1Sv/WeQQ/UXRh4eHqpVo+As9nlrnRq6rW4tzZj1jV6NfFrFiuX/Taguvc01MjJSn376qWbMmKHo6GgNGTJEMTExGjhwoKTM20/79LH97UxUVJSioqJ0/vx5nThxQlFRUdq1a5ckydvbW3Xr1rV5lS5dWr6+vqpbt648PW/8lwIAACiYtmzL/PmhYf062d5rfW8zSVLCydN2+zRv0lhVw4K1005Qe2n4KPmWLKFOD7S5PP6t1vdSUlI044tvVKKEj95/97VsQVKSat5SVbdecXUva5/hubg65Ywas6Snp+uzL77Vfe0fU0BoY5WqeJuatnpEP/y8zKbd4FffllfZWjp9JlG7du+zuUXyUMw/kqSo7Zk11a9XW7+v+Uuduj+twLA7VLHanerVL1InEk5l239aWpomTv1CTVs9onIhjVQupJHad3kyx1s2k5Iu6u33PlLt8AiVqnibGjXroB9+XqZdu/crJSXVGpoe6hBh90pt8yaN1bL5HTp1OlE7du3J8fMtqJx5XD/8tEwnT51R+7b3KLB87qaOfTF3gSwWizp3jLh+4yusXrtBnXsMVFD1u+RboZ7qNG6rke+MV1LSxWxtFyxcrNYP9lLlGk1VquJtqlb3Hj34SP9s52Ru2+Xk6v61wiP05fcr9OMvv9m0u3rO5NvvfaSIjn0lSf8dPdHuv4X8PG5JeuSh+xXzz1H9tmpdro41r1x2ZVKSunfvrpMnT+qtt95SXFyc6tatq0WLFik0NFSSFBcXl+2Zkw0bNrT+edOmTZo7d65CQ0N16NChG1k6AAAo5LZE7ZQkNbwte5g8eChz/YQa1cPs96l/q+rXra2lv/1h8/73Py7RilXr9P6o1xQTe+Ry23/HP5FwWufPJ8mvlK+KFcvdlcCsfTZqkMswmccapcxbZbv0fEbLV65Vw/p11KdnF11KTtb8H35Vt97Pac70D6y3TN51ewMdP35S3/3wq+5v01KNL4feYsWKKTS4kqR/5yyuWb9Jb703Qe3a3KMn+3TV8pVr9c2CRTIMQ3NmfGDd/5nEs+rwyAD9tWmrWjRtrKee6KETCSf19fxFavVgLy3/abbuaPzvM8fPnTuvtg89rk1bduieu+9S5w4R2rv/oB7t+4J6dM2c/tTAzn/nq3l4ZP5o7O7umh+Rk1NS9cW8BToad0ylS/upyR0NdVvdWnke1+xxfTb7W0nSE70fyVV7wzD0+5q/VPOWqirtVyrXdU397Eu98PKbKlO6lB64/175lyurTVu26733p2jV6j+1ZOHn1otBn8yYpxdeflMVKwSo4wOtVa5sacXHn9CGzdv146Jl6vRAa1PtcmKv/5Gj8Vq8dKV++nWFHn4o51ug725+h3rHHtEX877X3c1u193N7rC+d+Xnkh/HneXO2xtIklauXm/9pVh+cmmYlKRBgwZp0CD7l8NnzpyZbZthGKbGtzcGAABA1hW8+leFjKhtu/TJjHkq5VtST/bpardPw/p1VL9eLX33w6+K+eeoQioHKTk5Ra/+32jVqlFNA/v1VNfemYuQXBlWKwT6q0xpP50+k6j2XZ7UU0/0UKt7m6psmdLXrfOXJSu1xs5iOpUrVbT5oT+vNUrSgOeGafnKtfpwzP9pYL+e1u1DIweqcYtOemPUh9Yw+egjHRQTe1Tf/fCrnnu6t905dlHbM8Pk7j1/a+PqhQoLrSwpM7TWDm+j5Sv/fSycYRjq2utZbdi8TZ9OHKXePf6dDtWja0e17/KkRr7zoX5ZMMO6vf+zw7Rl6y7N/GSMNTxK0rtjJunNURMkSQ3s3M55payrORUCA3K1SJDZBVaef6bvdYNW/LET6v/sMJttEa1a6LMpo+Vfroyp/WUxe1yHY49oxe/rValioNrm8rbk3Xv+1qnTiWrb+u5c1xW9e7+GvPpf1a9XW78smGHzb2DM+Kl6/a1xmjh1toY896Qk6bMvvpGnp4c2/P6DAvzL2ox18tS/dxDktl1O7PVPSU7WqPfe01NPDbxm35bN75Sky2HyDru3LOfXcWcJv/xLp/V/bbnusTqDy8MkAADAjZaSkqKd0ftUrFgxzZ63IHNbaqr27Duon39docqVKmjO9A9UPqBctj5hVYJV2q+UbrscTnbs2quQykH64OMZOnT4H/307adyd3fXlq075eNTXDWvmFPl5uamz6eO1dMvvKbf12zQ72s2yGKx6Nbat6hj+9Z6ul8PVQgMyLZPSZow+XO7x9K3ZxdrmHRGjb+tWqev5y/S0/162gRJSQquXFGt722mb7//RefOnZevb+bCI1u3Z658a2/+nSRt3bZLxYoV07zPxluDpCR5e3sppHKQtu389/bLr+f/rN/XbNCgp3rZBElJanVPU1WqGKg/N0ZZty1fuVbf/7RUPbt1tAmSUuaVtTdHTZC3t5fNMV4tNTVVTw58RcnJKXr3jZfl5uaWY9ss/x098bptrtS7Z+drhsm+jz2sFs1uV51at8jL00PRe/7Wf0dP1OJlv+vhns9o5a/zTM9rdeS4Zs2Zr4yMDPXp2SVX7SXpn6OZC2pe+e/leqbN/EppaWka997wbL9MeemF/vpw0kx9Pf9na6iSMucoZl1lvVK5srZBO7ftcpJz/9LZG5uUn8ctSb6+JeXt7aV/jh7Lc625QZgEAABFzvade5SamiopeyioElpZy378QsGVK9rtk3UV77ZbM28/3Llrr+rXra3R46fqwXb3qc19zRV/7ITi4k/ortsbZPuBvG3rFtq39TctX7lOy1as0crV67V95x7t2LVXk6bN1spf56l2zWo2++zaub1mTx+X6+PKS42TP50jKXPOor2rb1mPILnyZrGo7bsUVLG83TBx+kyiDsceVYumjW3mgmY5cCjWJmDOnD1fbm5uGvzsE3aPsUwZP506k2j9+ycz5kmSXo3MftUo64f1unVq5HiLZ0ZGhp56frhWr92oJ/t01WPdc7cQZPIp+4+OcdTwq1ZVvaNxfX3/5RS1frC31qzfpF+WrlL7iHtyPZ4jx5WRkaFZl+c+9u31cK73der0GUlSmdJ+ue6TNfd1yfLV+u2KK9NZPDzctWffv4+reeShdhr+5vtq1LSDunZpr7ub36Fmd4VnC+i5bZcTe/1vz+V85dzIr+O+Utkyfjp58vpXYZ2BMAkAAIqcLVszbwV9ZchTentEpAzD0NG443pr1ATNnPOdBr74un7+brrdPo0aZC5WUykoUAH+ZbVj11699sYYpaam6n9vvypJ2rw1c95iAzuL+0iZVxrub3O37m+TeVvgvr8PqXf/SG3ZukujP/hEn00ZbbPP3D6b0Rk1/rYq8wfc6Z9/neN+fEuWUKnLj0M4f/6C/j4QYz2Wq0Vdni/Z6p7s87eOxh3T8RMnrXO70tPTte6vzQqrUtk63/Jqx44n2AT931auVY1bwuyuqnng8tzXnK6YGoahZ14coblfL1TPbh01cdybOR2ySxQrVkx9enbRmvWbtO7PzbkOk44e17IVaxTzz1Hd27KJTcC/Hm/vzBV8L166lOs+Wb8QeO/9Kblq/9IL/VW2TGlNm/mlPpw0U+MnfiZ3d3fd3+ZujX33NWu9uW1ndj9hIYHq0bOXatyS/TGDZuTXcV/p4sVk+fgUz1OduUWYBAAARU5WkMq6gmexWFQpKFATP3hTy1as0bIVa7T/wGFVrxqarc+VC7nUu7WWFi9brdNnEvXyiwOs7aMuh7qGt2VfJdWeW6pV0QvPPK4nBr6iwzFHsu2z7q25C5N5rfFM4lmdP5+kDu1b6dvZubuNc9uOPTIMQw3q2Q/OUda5qdkDnXXe6uWwd+p0oi5evKTgykF2x9oVvU8nEk6pQ7tW1nrPnb+gOypVtNt+4c9LJdlffCcjI0MDX3hdn8+dr+4PP6BPJ44y9SiF/JgzaU+5y3Mlk5JyF9TyclwzZ38nSXqyV+4W3skSUC5zLt+p04nXafmvUr4lJEkJhzdab5e+FovFoif7dNWTfbrq5KnT+mPdJn393c/69vtftP/vw9q8ZqHc3Nxy3c7Mfr78ZqHmL1yiR3o9ry1rf8z17b838rizZGRkKPHsOdWpVd3hGs0gTAIAgCInK+A0uOqRGO7u7urZvaNGfzBV83/4Va8MeTpbnysfo1G/Xi39tmqtKgQGaGjkv22zQl3WFcLciIs/IUmqGvbvc7Gz9lnv1pqmjsvRGrMWOjRzi9z2y4+buK2u/Rq3Xl58x94COFmBNitMel9+BuKZM/ZDydgJn0qSHns085ZNj8u3rtp7tEhS0kV9NGWW3X1fGbi6dm6vz6aMNh0QnD1nMicbNmXeFhkaYv9K7ZXyclwnT53Wj78sV9kyfur0YBtTNdapXV3FihWz3gKdG7eH19eWrbv058atplcdLVe2jDo90FqdHmithFOntfL39dp/4LBq3lLVoXbX20+71i20afNW7dl34Lr9sz7v9PQMu+/n93Hv+/uQMjIycn03Q1659DmTAAAAN1pqaqp27Nqr0n6lVLVKcLb3H7z/PkmyeYZbVp+QykE2q2o+3a+nvv7iY/383ac2Vxmitu6Sl5ende6jJM3+8nutXrvBbk1r12/W2A+nys3NTQP7PWazT79Svjne8mnvuPJSY5nSfqpeLVR/btyqFb+vz7aP5OQU/bkhymbbqVNnJEklSpSwW1fUtmiVDyinoIqB2d7798pk5txOX9+Sqlunhrbt2JPtmYgfTpqpOV/9oIc73W99nmKJEj4KqRyk7Tv32Dx/MiUlRU+/MFwnEk7Jzc3NJoxnZGTo6eeH6/O58/Vwp/s18xPzQVLKnDNp5lUlJOfbK6N379eZxLPZtq9Zv0kfTpopLy9PPdTBNuD9fTBGu/cesM79zetxzflqoVJSUtWja0d5eZl7Nntpv1Kqd2tNbd6yI9dPXhj4ZA+5u7tryND/KvafuGzvn0k8a/3liJQ5xzAtLc2mTWpqqk5fvhpavLi3qXY5yan/peTkXPUve3ne6JHLixJdLb+OO8uGTdskSS2a3n7NOp2FK5MAAKBI2bV7v5KTU9TkjoZ237+jcX1VCAzQpi079M+ReFWuVMHa5+r5hWGhlbPNWUo4eVqxR+IU3rCuPDw8rNtnzPpGa9ZvUtWwEDW/K1wVK5bX6TNntW17tNZviFLx4t76dOIoNW5Uz6bOMqX9crylsnhxb7384gCb9nmpUZLefeM/erTvC2rf5Um1i2ipWjWq6UJSko4cPaY/1m7UQw+2sT7LTvr39tUhQ/+rLh0j5OXpqXtbNlHzJo118eIl7d1/UPe1bGK3/qituxQaHGSzquXI115Ut97P6d52j+mRzu1U2q+Ufl/zlzZu3q77WjbV9Env2Ywx5PknNeTV/6pdlyfUrcsDKlnCRz8vXqmU5BR5eXmqapUQmx+43xk9UbPmLVDJkj66pXoVjRo7OVtdHR9oneM8y/zw7fe/6P2Ppuveu+9SaEgleXl6amf0Pi1bsUbFihXTx++/oZCrbv1t99DjOhx7VHuilqlKSOU8H9fMy8+WfLKPuVtcrWO3b6W3//exNm7ertvDb7tu+1vr1NCEMf+n519+U/XubKf7W9+tqmEhOnvuvA4eitXqtRvUu0dn63zPXv0i5ePjraZ3hiskOEipqWlavnKtovfsV9fO7a2fT27b5cRe/2Ur/tCxE2f0cKe21+1fs0ZVBVUsr68XLFJxn+KqHBQoi8Wip57sIb9Svvl23FmWr1wrNzc3tW97z3X/GzgDYRIAABQpm6Oyzyu8ksViUfuIezTji2/04y/L9Uz/x6x9rn4eo/3xd9gd/903XtbPi1fo9z/+0m+r1ul4wkl5enooLDRYg599Qs8MeMzm6lXWPuOPncjxlsq7bm9gDZPOqFGSOj3QWksWfq73J3yqdX9u1uJlq1WubGlVrlRB/fp2U5+eto/raB9xj/77f5H69POv9cHHnyktLU11at0iKXN12fT0dLsB5uSpzEDboX0rm+0d27fSgi+n6L2xkzX364Xy9PBQ7ZrV9PG4N9SvT7ds8/+e6f+Yzp49r6kz5umLed+rQnl/tbmvuZ7s01XN23RTg6vmah6OzZyTev58Uo6LoISGVLqhYbJlizu1e+8Bbdm2S6vXbNCl5BQFBpRT187t9MIzj+cqnOXluDZs2qad0ft0e6PbVLdO7m6pvtoTvbvq3bGTNfebhbmqV5L69e2m+vVq68NJn+mPdRv1068r5FeqpIIrV9QLz/RVr0f/Pdfe/r9ILVm+Whs3b9PPi1eohE9xVQsL1cRxb+rxK1aezW27nNjrH1YlWO3uu12ffvzudfu7ubnpq88/0vA3x2ruVz/o3PkLkqSuXdrLr5Rvvh23lHlr98JFy/TA/ffavRMgP1iM3F6LLkLOnj0rPz8/JSYmqlQp8/e248bYvHmzwsPDteKJ9qpfIffPNbra1viTuvezRdq0aZMaNWrkxAoBAK6wcuVKbVi7XC8+08vVpQBFSp8BL2nZijXat/U3lSjh4+pynCYlOVmj3ntPw4YOlaeXl6vLydHM2d/p6ReGa9lPX+TLba6r127Q5p2x+s8rw6zbmDMJAAAAIM/efH2Izl9I0uTpc11dSpGTlpam/33wiR5sd98Nmy8pcZsrAAAAACcIC62s6RPfU8Kp3K8GDOf452i8enbtoJ7dO93Q/RImAQDATYdZPIBrdO3S3tUlFElVQiprxNDn83Uf9r5XCZPAZdHR0Xnq7+/vr5CQECdVAwBwlKenp/VxCQAA50hOTpGXl+2jSAiTKPKOnb8oi6RevfK2UINP8eKK3r2bQAkALubv76/k1AwdP3FS5QMcX6ANAPCvo3HHVc7f9tm8hEkUeYmXUmRI+qB1IzUIruDQGHsTEvX0j2uUkJBAmAQAF6tataq8fXy1a/c+wiQAOEHi2XOKPZqgLs3b2WwnTAKXVS9TMk+PGAEAFAzu7u66rX4jrftzlYIqBqpG9TBXlwQAhdbFi5f07YJf5eNbVrVq1bJ5jzAJAABuOu3atdO5c+f07Q/LVTW0gmrXrKZyZcvI3d1NFovF1eUBKERSU1J0/sJFHT9xUh6enq4u54bIyMjQhaSL+vtAjKL3HlRGseJ6/Il+8vZmziQAALjJubm5qVu3btqwIUw7tm/XT0v/lGGkSyzyCsCk1NQU/fDrWvmUCZWHR9EIk5Iki0Wl/MqqXqPmuv322+Xv75+tCWESAADclNzc3HTXXXfprrvuUlJSks6dO6e0tDRXlwWgkDl37pzeG/Oh+j45UL6+vq4u54awWCzy9vZWmTJlrnk3B2ESAADc9Hx8fOTj4+PqMgAUQmfPnpUkBQUFqVSpUi6upmAp5uoCAAAAAACFD2ESAAAAAGAaYRIAAAAAYBphEgAAAABgGmESAAAAAGAaYRIAAAAAYBphEgAAAABgGmESAAAAAGAaYRIAAAAAYBphEgAAAABgGmESAAAAAGAaYRIAAAAAYBphEgAAAABgGmESAAAAAGAaYRIAAAAAYBphEgAAAABgGmESAAAAAGAaYRIAAAAAYBphEgAAAABgGmESAAAAAGAaYRIAAAAAYBphEgAAAABgGmESAAAAAGAaYRIAAAAAYBphEgAAAABgGmESAAAAAGAaYRIAAAAAYBphEgAAAABgGmESAAAAAGAaYRIAAAAAYBphEgAAAABgGmESAAAAAGCau6sLQNEUExOjhISEPI0RHR3tpGoAAAAAmEWYxA0XExOj2rVqKeniRaeMl5yc7JRxAAAAAOQeYRI3XEJCgpIuXtQnHZqphr+fw+Ms239E76zeqtTUVCdWBwAAACA3CJNwmRr+fqpfoZzD/fcmJDqxGgAAAABmsAAPAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0l4fJSZMmKSwsTN7e3goPD9fq1atzbBsXF6eePXuqZs2aKlasmAYPHpytzbRp09SiRQuVKVNGZcqUUevWrfXXX3/l4xEAAAAAQNHj0jD51VdfafDgwRo+fLi2bNmiFi1aqF27doqJibHbPjk5WQEBARo+fLjq169vt83KlSvVo0cPrVixQuvWrVNISIgiIiJ05MiR/DwUAAAAAChSXBomx40bp379+ql///6qXbu2xo8fr+DgYE2ePNlu+ypVqujDDz9Unz595OfnZ7fNnDlzNGjQIDVo0EC1atXStGnTlJGRoeXLl+fnoQAAAABAkeKyMJmSkqJNmzYpIiLCZntERITWrl3rtP0kJSUpNTVVZcuWzbFNcnKyzp49a/MCAAAAAOTMZWEyISFB6enpCgwMtNkeGBio+Ph4p+1n6NChqlSpklq3bp1jm1GjRsnPz8/6Cg4Odtr+AQAAAOBm5PIFeCwWi83fDcPIts1Ro0eP1rx58zR//nx5e3vn2G7YsGFKTEy0vmJjY52yfwAAAAC4Wbm7asf+/v5yc3PLdhXy+PHj2a5WOmLs2LF69913tWzZMt12223XbOvl5SUvL6887xMAAAAAigqXXZn09PRUeHi4li5darN96dKlatq0aZ7GHjNmjN5++239+uuvaty4cZ7GAgAAAABk57Irk5IUGRmp3r17q3HjxmrSpImmTp2qmJgYDRw4UFLm7adHjhzRrFmzrH2ioqIkSefPn9eJEycUFRUlT09P1alTR1Lmra0jRozQ3LlzVaVKFeuVz5IlS6pkyZI39gABAAAA4Cbl0jDZvXt3nTx5Um+99Zbi4uJUt25dLVq0SKGhoZKkuLi4bM+cbNiwofXPmzZt0ty5cxUaGqpDhw5JkiZNmqSUlBQ98sgjNv1GjhypN954I1+PBwAAAACKCpeGSUkaNGiQBg0aZPe9mTNnZttmGMY1x8sKlQAAAACA/OPy1VwBAAAAAIUPYRIAAAAAYBphEgAAAABgGmESAAAAAGAaYRIAAAAAYBphEgAAAABgGmESAAAAAGAaYRIAAAAAYBphEgAAAABgGmESAAAAAGAaYRIAAAAAYBphEgAAAABgmrurCwBuJtHR0Xkew9/fXyEhIU6oBgAAAMg/hEnACY6dvyiLpF69euV5LJ/ixRW9ezeBEgAAAAUaYRJwgsRLKTIkfdC6kRoEV3B4nL0JiXr6xzVKSEggTAIAAKBAI0wCTlS9TEnVr1DO1WUAAAAA+Y4FeAAAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAprk8TE6aNElhYWHy9vZWeHi4Vq9enWPbuLg49ezZUzVr1lSxYsU0ePBgu+2+++471alTR15eXqpTp44WLFiQT9UDAAAAQNHk0jD51VdfafDgwRo+fLi2bNmiFi1aqF27doqJibHbPjk5WQEBARo+fLjq169vt826devUvXt39e7dW1u3blXv3r3VrVs3/fnnn/l5KAAAAABQpLg0TI4bN079+vVT//79Vbt2bY0fP17BwcGaPHmy3fZVqlTRhx9+qD59+sjPz89um/Hjx6tNmzYaNmyYatWqpWHDhqlVq1YaP358Ph4JAAAAABQtLguTKSkp2rRpkyIiImy2R0REaO3atQ6Pu27dumxjtm3b9ppjJicn6+zZszYvAAAAAEDOXBYmExISlJ6ersDAQJvtgYGBio+Pd3jc+Ph402OOGjVKfn5+1ldwcLDD+wcAAACAosDlC/BYLBabvxuGkW1bfo85bNgwJSYmWl+xsbF52j8AAAAA3OzcXbVjf39/ubm5ZbtiePz48WxXFs2oUKGC6TG9vLzk5eXl8D4BAAAAoKhxWZj09PRUeHi4li5dqs6dO1u3L126VJ06dXJ43CZNmmjp0qUaMmSIdduSJUvUtGnTPNV7M4iJiVFCQkKex/H391dISIgTKgIAAABQWLksTEpSZGSkevfurcaNG6tJkyaaOnWqYmJiNHDgQEmZt58eOXJEs2bNsvaJioqSJJ0/f14nTpxQVFSUPD09VadOHUnSiy++qLvvvlv/+9//1KlTJ/3www9atmyZ/vjjjxt+fAVJTEyMateqpaSLF/M8lk/x4orevZtACQAAABRhLg2T3bt318mTJ/XWW28pLi5OdevW1aJFixQaGipJiouLy/bMyYYNG1r/vGnTJs2dO1ehoaE6dOiQJKlp06b68ssv9frrr2vEiBGqVq2avvrqK91555037LgKooSEBCVdvKhPOjRTDX/7j1XJjb0JiXr6xzVKSEggTAIAAABFmEvDpCQNGjRIgwYNsvvezJkzs20zDOO6Yz7yyCN65JFH8lraTamGv5/qVyjn6jIAAAAAFHIuX80VAAAAAFD4ECYBAAAAAKYRJgEAAAAAphEmAQAAAACmuXwBHhRO0dHRLukLAAAAoGAgTMKUY+cvyiKpV69eeR4rOTk57wUBAAAAcAnCJExJvJQiQ9IHrRupQXAFh8ZYtv+I3lm9Vampqc4tDgAAAMANQ5iEQ6qXKenw8yr3JiQ6uRoAAAAANxoL8AAAAAAATCNMAgAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABMc3d1AcDNZP/pcyoZf9Lh/nsTEp1YDQAAAJB/CJOAE5xKSpYsFg1ZtkXSlrwNZrEoLi7OKXUBAAAA+YUwCTjB+ZRUyTBU9ZGXFBhS3eFxTvxzQPu/HqMzZ844rzgAAAAgHxAmASfyDqisUpVvcbj/+eQ0J1YDAAAA5B/CJIAcxcTEKCEhIc/j+Pv7KyQkxAkVAQAAoKAgTAKwKyYmRjVr19alpKQ8j+Xt46M90dEESgAAgJsIYRKAXQkJCbqUlKQG/5ki3+AaDo9zLnavosYMVEJCAmESAADgJkKYBHBNvsE15Fe9vqvLAAAAQAFTzNUFAAAAAAAKH8IkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0d1cXACC7gwcPavPmzQ739/f3V0hIiBMrAgAAAGwRJoECJDUjXZI0YsQIjRgxwuFxfIoXV/Tu3QRKAAAA5BvCJFCApKUbkqTIO2qpw61VHRpjb0Kinv5xjRISEgiTAAAAyDeESaAACi5VXPUrlHN1GQAAAECOWIAHAAAAAGAaYRIAAAAAYBphEgAAAABgmkNhcubMmUpKSnJ2LQAAAACAQsKhMDls2DBVqFBB/fr109q1a51dEwAAAACggHMoTP7zzz+aPXu2Tp8+rXvvvVe1atXS//73P8XHxzu7PgAAAABAAeRQmHRzc1PHjh01f/58xcbG6qmnntKcOXMUEhKijh076ocfflBGRoazawUAAAAAFBB5XoCnfPnyatasmZo0aaJixYpp+/btevzxx1WtWjWtXLnSCSUCAAAAAAoah8PksWPHNHbsWN1666265557dPbsWf300086ePCgjh49qi5duqhv377OrBUAAAAAUEC4O9KpQ4cOWrx4sWrUqKEBAwaoT58+Klu2rPX94sWL66WXXtIHH3zgtEIBAAAAAAWHQ2GyfPnyWrVqlZo0aZJjm4oVK+rgwYMOFwYAAAAAKLgcus21ZcuWatSoUbbtKSkpmjVrliTJYrEoNDQ0b9UBAAAAAAokh8LkE088ocTExGzbz507pyeeeCLPRQEAAAAACjaHwqRhGLJYLNm2//PPP/Lz88tzUQAAAACAgs3UnMmGDRvKYrHIYrGoVatWcnf/t3t6eroOHjyo+++/3+lFAgAAAAAKFlNh8qGHHpIkRUVFqW3btipZsqT1PU9PT1WpUkUPP/ywUwsEAAAAABQ8psLkyJEjJUlVqlRR9+7d5e3tnS9FAQAAAAAKNoceDdK3b19n1wEAAAAAKERyHSbLli2rvXv3yt/fX2XKlLG7AE+WU6dOOaU4AAAAAEDBlOsw+cEHH8jX19f652uFSQAAAADAzS3XYfLKW1sff/zx/KgFAAAAAFBI5Po5k2fPns31y4xJkyYpLCxM3t7eCg8P1+rVq6/ZftWqVQoPD5e3t7eqVq2qKVOmZGszfvx41axZU8WLF1dwcLCGDBmiS5cumaoLAAAAAJCzXF+ZLF269HVvbTUMQxaLRenp6bka86uvvtLgwYM1adIkNWvWTJ988onatWunXbt2KSQkJFv7gwcPqn379howYIBmz56tNWvWaNCgQQoICLA+kmTOnDkaOnSoZsyYoaZNm2rv3r3WK6kffPBBbg8XAAAAAHANuQ6TK1ascPrOx40bp379+ql///6SMq8oLl68WJMnT9aoUaOytZ8yZYpCQkI0fvx4SVLt2rW1ceNGjR071hom161bp2bNmqlnz56SMh9j0qNHD/31119Orx8AAAAAiqpch8mWLVs6dccpKSnatGmThg4darM9IiJCa9eutdtn3bp1ioiIsNnWtm1bTZ8+XampqfLw8FDz5s01e/Zs/fXXX7rjjjt04MABLVq06JqPM0lOTlZycrL172Zv1QUAAACAoibXYXLbtm2qW7euihUrpm3btl2z7W233Xbd8RISEpSenq7AwECb7YGBgYqPj7fbJz4+3m77tLQ0JSQkqGLFinr00Ud14sQJNW/eXIZhKC0tTc8880y20HqlUaNG6c0337xuzQAAAACATLkOkw0aNFB8fLzKly+vBg0ayGKxyDCMbO3MzJnMan+lrHmXZtpfuX3lypV65513NGnSJN15553av3+/XnzxRVWsWFEjRoywO+awYcMUGRlp/fvZs2cVHByc62MAAAAAgKIm12Hy4MGDCggIsP45r/z9/eXm5pbtKuTx48ezXX3MUqFCBbvt3d3dVa5cOUnSiBEj1Lt3b+s8zHr16unChQt66qmnNHz4cBUrln0BWy8vL3l5eeX5mAAAAACgqMh1mAwNDbX7Z0d5enoqPDxcS5cuVefOna3bly5dqk6dOtnt06RJE/34448225YsWaLGjRvLw8NDkpSUlJQtMLq5uckwDLtXUoGbVXR0tEv7AwAA4OaW6zB5tT179uijjz5SdHS0LBaLatWqpeeff141a9bM9RiRkZHq3bu3GjdurCZNmmjq1KmKiYnRwIEDJWXefnrkyBHNmjVLkjRw4EB9/PHHioyM1IABA7Ru3TpNnz5d8+bNs47ZoUMHjRs3Tg0bNrTe5jpixAh17NhRbm5ujh4uUGgcO39RsljUq1cvp4x3KTlZfk4ZCQAAADcTh8Lkt99+qx49elhDoCStX79edevW1dy5c9W1a9dcjdO9e3edPHlSb731luLi4lS3bl0tWrTIeuUzLi5OMTEx1vZhYWFatGiRhgwZookTJyooKEgTJkywPhZEkl5//XVZLBa9/vrrOnLkiAICAtShQwe98847jhwqUOgkXkqRDEM1nx2n8jUbODzOsY3LtHfWu0pLTXVecQAAALhpOBQmX3nlFQ0bNkxvvfWWzfaRI0fq1VdfzXWYlKRBgwZp0KBBdt+bOXNmtm0tW7bU5s2bcxzP3d1dI0eO1MiRI3NdA3Az8qlUXX7V6zvc/3zsXidWAwAAgJtN9tVociE+Pl59+vTJtr1Xr145PtYDAAAAAHDzcChM3nPPPVq9enW27X/88YdatGiR56IAAAAAAAVbrm9zXbhwofXPHTt21KuvvqpNmzbprrvukpQ5Z/Kbb77Rm2++6fwqAQAAAAAFSq7D5EMPPZRt26RJkzRp0iSbbc8++6x1NVYAAAAAwM0p12EyIyMjP+sAAAAAABQiDs2ZBAAAAAAUbQ49GkSSLly4oFWrVikmJkYpKSk2773wwgt5LgwAAAAAUHA5FCa3bNmi9u3bKykpSRcuXFDZsmWVkJAgHx8flS9fnjAJAAAAADc5h25zHTJkiDp06KBTp06pePHiWr9+vQ4fPqzw8HCNHTvW2TUCAAAAAAoYh8JkVFSUXnrpJbm5ucnNzU3JyckKDg7W6NGj9dprrzm7RgAAAABAAeNQmPTw8JDFYpEkBQYGKiYmRpLk5+dn/TMAAAAA4Obl0JzJhg0bauPGjapRo4buvfde/d///Z8SEhL0xRdfqF69es6uEQAAAABQwDh0ZfLdd99VxYoVJUlvv/22ypUrp2eeeUbHjx/X1KlTnVogAAAAAKDgcejKZOPGja1/DggI0KJFi5xWEAAAAACg4HP4OZOSdPz4ce3Zs0cWi0U1a9ZUQECAs+oCAAAAABRgDt3mevbsWfXu3VuVKlVSy5YtdffddysoKEi9evVSYmKis2sEAAAAABQwDoXJ/v37688//9RPP/2kM2fOKDExUT/99JM2btyoAQMGOLtGAAAAAEAB49Btrj///LMWL16s5s2bW7e1bdtW06ZN0/333++04gAAAAAABZNDVybLlSsnPz+/bNv9/PxUpkyZPBcFAAAAACjYHAqTr7/+uiIjIxUXF2fdFh8fr//85z8aMWKE04oDAAAAABRMub7NtWHDhrJYLNa/79u3T6GhoQoJCZEkxcTEyMvLSydOnNDTTz/t/EoBmJJ0ISlPC2IlJV10YjUAAAC42eQ6TD700EP5WAYAZzl1MVmStGfPHu05lez4QHt3S5KSk1OcURYAAABuMrkOkyNHjszPOgA4yfnkVElSWJmSqhBc3uFxYo+V0D+S0tPSnFQZAAAAbiYOreaaZdOmTYqOjpbFYlGdOnXUsGFDZ9UFII+KuxdTKW8Ph/t7u+fp6wEAAAA3OYd+Wjx+/LgeffRRrVy5UqVLl5ZhGEpMTNS9996rL7/8UgEBAc6uEyhSYs8maWv8SYf6xp1PcnI1zhEdHZ2n/v7+/tY52gAAAHA9h8Lk888/r7Nnz2rnzp2qXbu2JGnXrl3q27evXnjhBc2bN8+pRQJFRer505LFonF/7dG4v/bkbax0w0lV5c2lU8cki0W9evXK0zjePj7aEx1NoAQAACggHAqTv/76q5YtW2YNkpJUp04dTZw4UREREU4rDihq0i+dlwxDlToPVkhYTYfG+HvLHzq+Yo7SjAwnV+eYtAuJkmGo5rPjVL5mA4fGOBe7V1FjBiohIYEwCQAAUEA4FCYzMjLk4ZF9LpaHh4cyMgrGD7BAYebpX1mlKt/iWN9D+5xcjXP4VKouv+r1XV0GAAAAnKSYI53uu+8+vfjiizp69Kh125EjRzRkyBC1atXKacUBAAAAAAomh8Lkxx9/rHPnzqlKlSqqVq2aqlevrrCwMJ07d04fffSRs2sEAAAAABQwDt3mGhwcrM2bN2vp0qXavXu3DMNQnTp11Lp1a2fXBwAAAAAogEyHybS0NHl7eysqKkpt2rRRmzZt8qMuAAAAAEABZvo2V3d3d4WGhio9PT0/6gEAAAAAFAIOzZl8/fXXNWzYMJ06dcrZ9QAAAAAACgGH5kxOmDBB+/fvV1BQkEJDQ1WiRAmb9zdv3uyU4gAAAAAABZNDYfKhhx6SxWKRYRjOrgcAAAAAUAiYCpNJSUn6z3/+o++//16pqalq1aqVPvroI/n7++dXfQAAAACAAsjUnMmRI0dq5syZeuCBB9SjRw8tW7ZMzzzzTH7VBgAAAAAooExdmZw/f76mT5+uRx99VJL02GOPqVmzZkpPT5ebm1u+FAgAAAAAKHhMXZmMjY1VixYtrH+/44475O7urqNHjzq9MAAAAABAwWUqTKanp8vT09Nmm7u7u9LS0pxaFAAAAACgYDN1m6thGHr88cfl5eVl3Xbp0iUNHDjQ5vEg8+fPd16FAAAAAIACx1SY7Nu3b7ZtvXr1cloxAAAAAIDCwVSY/Oyzz/KrDgAAAABAIWIqTAKAK0VHR+d5DH9/f4WEhDihGgAAgKKNMAmgwLt06phksTjltnpvHx/tiY4mUAIAAOQRYRJAgZd2IVEyDNV8dpzK12zg8DjnYvcqasxAJSQkECYBAADyiDAJoNDwqVRdftXru7oMAAAAyORzJgEAAAAAkAiTAAAAAAAHECYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAprm7ugCgoNh/+pxKxp90qG/c+SQnVwMAAAAUbIRJFHmnkpIli0VDlm2RtCVPY6WmG84pCgAAACjgCJMo8s6npEqGoaqPvKTAkOoOjfH3lj90fMUcpRkZTq4OAAAAKJgIk8Bl3gGVVaryLQ719Ty0z8nVAAAAAAUbYRJAkRMdHZ2n/v7+/goJCXFSNQAAAIWTy8PkpEmTNGbMGMXFxenWW2/V+PHj1aJFixzbr1q1SpGRkdq5c6eCgoL0yiuvaODAgTZtzpw5o+HDh2v+/Pk6ffq0wsLC9P7776t9+/b5fTgACrBLp45JFot69eqVp3G8fXy0JzqaQAkAAIo0l4bJr776SoMHD9akSZPUrFkzffLJJ2rXrp127dpl94e0gwcPqn379howYIBmz56tNWvWaNCgQQoICNDDDz8sSUpJSVGbNm1Uvnx5ffvtt6pcubJiY2Pl6+t7ow8PQAGTdiFRMgzVfHacytds4NAY52L3KmrMQCUkJBAmAQBAkebSMDlu3Dj169dP/fv3lySNHz9eixcv1uTJkzVq1Khs7adMmaKQkBCNHz9eklS7dm1t3LhRY8eOtYbJGTNm6NSpU1q7dq08PDwkSaGhoTfmgAAUCj6Vqsuven1XlwEAAFCoFXPVjlNSUrRp0yZFRETYbI+IiNDatWvt9lm3bl229m3bttXGjRuVmpoqSVq4cKGaNGmiZ599VoGBgapbt67effddpaen51hLcnKyzp49a/MCAAAAAOTMZWEyISFB6enpCgwMtNkeGBio+Ph4u33i4+Pttk9LS1NCQoIk6cCBA/r222+Vnp6uRYsW6fXXX9f777+vd955J8daRo0aJT8/P+srODg4j0cHAAAAADc3l4XJLBaLxebvhmFk23a99lduz8jIUPny5TV16lSFh4fr0Ucf1fDhwzV58uQcxxw2bJgSExOtr9jYWEcPBwAAAACKBJfNmfT395ebm1u2q5DHjx/PdvUxS4UKFey2d3d3V7ly5SRJFStWlIeHh9zc3Kxtateurfj4eKWkpMjT0zPbuF5eXvLy8srrIQEAAABAkeGyMOnp6anw8HAtXbpUnTt3tm5funSpOnXqZLdPkyZN9OOPP9psW7JkiRo3bmxdbKdZs2aaO3euMjIyVKxY5oXXvXv3qmLFinaDJFxn/+lzKhl/0uH+MWfOO7EaAAAAAGa4dDXXyMhI9e7dW40bN1aTJk00depUxcTEWJ8bOWzYMB05ckSzZs2SJA0cOFAff/yxIiMjNWDAAK1bt07Tp0/XvHnzrGM+88wz+uijj/Tiiy/q+eef1759+/Tuu+/qhRdecMkxIrtTScmSxaIhy7ZI2pK3wSwWHU+65JS6AAAAAOSeS8Nk9+7ddfLkSb311luKi4tT3bp1tWjRIuujPOLi4hQTE2NtHxYWpkWLFmnIkCGaOHGigoKCNGHCBOtjQSQpODhYS5Ys0ZAhQ3TbbbepUqVKevHFF/Xqq6/e8OODfedTUiXDUNVHXlJgSHWHx4k9tE//zB+ns8mpTqwOAAAAQG64NExK0qBBgzRo0CC7782cOTPbtpYtW2rz5s3XHLNJkyZav369M8pDPvIOqKxSlW9xvP95rkgCAAAAruLyMAnkVezZJG3Nw9zLuPNJTqwGAAAAKBoIkyi0Us+fliwWjftrj8b9tSfv46UbTqgKAAAAKBoIkyi00i+dlwxDlToPVkhYTYfH+XvLHzq+Yo7SjAwnVgcAAADc3AiTKPQ8/fM299Lz0D4nVgMAAAAUDcVcXQAAAAAAoPAhTAIAAAAATCNMAgAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABMI0wCAAAAAExzd3UBKJz2nz6nkvEnHeobdz7JydUAAAAAuNEIkzDlVFKyZLFoyLItkrbkaazUdMM5RQEAAAC44QiTMOV8SqpkGKr6yEsKDKnu0Bh/b/lDx1fMUZqR4eTqAAAAANwohEk4xDugskpVvsWhvp6H9jm5GgAAAAA3GgvwAAAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABMI0wCAAAAAExzd3UBAFAYRUdH53kMf39/hYSEOKEaAACAG48wCQAmXDp1TLJY1KtXrzyP5e3joz3R0QRKAABQKBEmAcCEtAuJkmGo5rPjVL5mA4fHORe7V1FjBiohIYEwCQAACiXCJAA4wKdSdflVr+/qMgAAAFyGBXgAAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmuTxMTpo0SWFhYfL29lZ4eLhWr159zfarVq1SeHi4vL29VbVqVU2ZMiXHtl9++aUsFoseeughJ1cNAAAAAEWbS8PkV199pcGDB2v48OHasmWLWrRooXbt2ikmJsZu+4MHD6p9+/Zq0aKFtmzZotdee00vvPCCvvvuu2xtDx8+rJdfflktWrTI78MAAAAAgCLHpWFy3Lhx6tevn/r376/atWtr/PjxCg4O1uTJk+22nzJlikJCQjR+/HjVrl1b/fv315NPPqmxY8fatEtPT9djjz2mN998U1WrVr0RhwIAAAAARYrLwmRKSoo2bdqkiIgIm+0RERFau3at3T7r1q3L1r5t27bauHGjUlNTrdveeustBQQEqF+/frmqJTk5WWfPnrV5AQAAAABy5rIwmZCQoPT0dAUGBtpsDwwMVHx8vN0+8fHxdtunpaUpISFBkrRmzRpNnz5d06ZNy3Uto0aNkp+fn/UVHBxs8mgAAAAAoGhx+QI8FovF5u+GYWTbdr32WdvPnTunXr16adq0afL39891DcOGDVNiYqL1FRsba+IIAAAAAKDocXfVjv39/eXm5pbtKuTx48ezXX3MUqFCBbvt3d3dVa5cOe3cuVOHDh1Shw4drO9nZGRIktzd3bVnzx5Vq1Yt27heXl7y8vLK6yEBAAAAQJHhsiuTnp6eCg8P19KlS222L126VE2bNrXbp0mTJtnaL1myRI0bN5aHh4dq1aql7du3Kyoqyvrq2LGj7r33XkVFRXH7KgAAAAA4icuuTEpSZGSkevfurcaNG6tJkyaaOnWqYmJiNHDgQEmZt58eOXJEs2bNkiQNHDhQH3/8sSIjIzVgwACtW7dO06dP17x58yRJ3t7eqlu3rs0+SpcuLUnZtgMAAAAAHOfSMNm9e3edPHlSb731luLi4lS3bl0tWrRIoaGhkqS4uDibZ06GhYVp0aJFGjJkiCZOnKigoCBNmDBBDz/8sKsOAQAAAACKJJeGSUkaNGiQBg0aZPe9mTNnZtvWsmVLbd68Odfj2xsDAAAAAJA3Ll/NFQAAAABQ+BAmAQAAAACmESYBAAAAAKYRJgEAAAAAprl8AR4AKMqio6PzPIa/v79CQkKcUA0AAEDuESYBwAUunTomWSzq1atXnsfy9vHRnuhoAiUAALihCJMA4AJpFxIlw1DNZ8epfM0GDo9zLnavosYMVEJCAmESAADcUIRJAHAhn0rV5Ve9vqvLAAAAMI0wWUjExMQoISHB4f7OmJcFAAAAAFkIk4VATEyMateqpaSLF/M8VnJyshMqAgAAAFDUESYLgYSEBCVdvKhPOjRTDX8/h8ZYtv+I3lm9VampqU6uDgAAAEBRRJgsRGr4+6l+hXIO9d2bkOjkagAAAAAUZcVcXQAAAAAAoPAhTAIAAAAATCNMAgAAAABMI0wCAAAAAExjAR4A13Qp+ZISEx1fwCkpKe+PtAEAAEDBQ5gEYFdaRrok6fChwzp8YbXjA+3dLUlKTk5xRlkAAAAoIAiTAOxKyzAkSZV8fRQSXN7hcWKPldA/ktLT0pxUGQAAAAoCwiSAa/J0t6iUt4fD/b3d+ZoBAAC4GbEADwAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0wiQAAAAAwDTCJAAAAADANMIkAAAAAMA0d1cXAADIu+jo6Dz19/f3V0hIiJOqAQAARQFhEgAKsUunjkkWi3r16pWncbx9fLQnOppACQAAco0wCQCFWNqFRMkwVPPZcSpfs4FDY5yL3auoMQOVkJBAmAQAALlGmASAm4BPperyq17f1WUAAIAihDBZxOw/fU4l40863D/ufJITqwEAAABQWBEmi4hTScmSxaIhy7ZI2pLn8VLTjbwXBQAAAKDQIkwWEedTUiXDUNVHXlJgSHWHx/l7yx86vmKO0owMJ1YHAAAAoLAhTBYx3gGVVaryLQ739zy0z4nVAAAAACisirm6AAAAAABA4UOYBAAAAACYRpgEAAAAAJhGmAQAAAAAmMYCPAAASVJ0dHSex0hOTpaXl1eex/H391dISEiexwEAAPmHMAkARdylU8cki0W9evXK+2CWYpITHh3k7eOjPdHRBEoAAAowwiQAFHFpFxIlw1DNZ8epfM0GDo9zbOMy7Z31bp7HORe7V1FjBiohIYEwCQBAAUaYBABIknwqVZdf9foO9z8fu9cp4wAAgMKBMAnghriUfEmJiYkO9U1KuujkagAAAJBXLg+TkyZN0pgxYxQXF6dbb71V48ePV4sWLXJsv2rVKkVGRmrnzp0KCgrSK6+8ooEDB1rfnzZtmmbNmqUdO3ZIksLDw/Xuu+/qjjvuyPdjAZBdWka6JOnwocM6fGG1Y4Ps3S1JSk5OcVZZAAAAyCOXhsmvvvpKgwcP1qRJk9SsWTN98sknateunXbt2mV3nszBgwfVvn17DRgwQLNnz9aaNWs0aNAgBQQE6OGHH5YkrVy5Uj169FDTpk3l7e2t0aNHKyIiQjt37lSlSpVu9CECRV5ahiFJquTro5Dg8g6NEXushP6RlJ6W5sTKAAAAkBcuDZPjxo1Tv3791L9/f0nS+PHjtXjxYk2ePFmjRo3K1n7KlCkKCQnR+PHjJUm1a9fWxo0bNXbsWGuYnDNnjk2fadOm6dtvv9Xy5cvVp0+f/D0gADnydLeolLeHQ3293V1+EwUAAACuUsxVO05JSdGmTZsUERFhsz0iIkJr166122fdunXZ2rdt21YbN25Uamqq3T5JSUlKTU1V2bJlc6wlOTlZZ8+etXkBAAAAAHLmsjCZkJCg9PR0BQYG2mwPDAxUfHy83T7x8fF226elpSkhIcFun6FDh6pSpUpq3bp1jrWMGjVKfn5+1ldwcLDJowEAAACAosVlYTKLxWKx+bthGNm2Xa+9ve2SNHr0aM2bN0/z58+Xt7d3jmMOGzZMiYmJ1ldsbKyZQwAAAACAIsdlE5H8/f3l5uaW7Srk8ePHs119zFKhQgW77d3d3VWuXDmb7WPHjtW7776rZcuW6bbbbrtmLV5eXvLy8nLgKAAAAACgaHLZlUlPT0+Fh4dr6dKlNtuXLl2qpk2b2u3TpEmTbO2XLFmixo0by8Pj34U9xowZo7ffflu//vqrGjdu7PziAQAAAKCIc+ltrpGRkfr00081Y8YMRUdHa8iQIYqJibE+N3LYsGE2K7AOHDhQhw8fVmRkpKKjozVjxgxNnz5dL7/8srXN6NGj9frrr2vGjBmqUqWK4uPjFR8fr/Pnz9/w4wMAAACAm5VL19vv3r27Tp48qbfeektxcXGqW7euFi1apNDQUElSXFycYmJirO3DwsK0aNEiDRkyRBMnTlRQUJAmTJhgfSyIJE2aNEkpKSl65JFHbPY1cuRIvfHGGzfkuAAAAADgZufyh7cNGjRIgwYNsvvezJkzs21r2bKlNm/enON4hw4dclJlAAAAAICcuHw1VwAAAABA4UOYBAAAAACYRpgEAAAAAJhGmAQAAAAAmEaYBAAAAACYRpgEAAAAAJhGmAQAAAAAmEaYBAAAAACYRpgEAAAAAJhGmAQAAAAAmEaYBAAAAACYRpgEAAAAAJhGmAQAAAAAmEaYBAAAAACYRpgEAAAAAJhGmAQAAAAAmEaYBAAAAACYRpgEAAAAAJhGmAQAAAAAmEaYBAAAAACY5u7qAgAgty4lX1JiYqLD/ZOSLjqxGhR0MTExSkhIyPM4/v7+CgkJcUJFAADcXAiTAAq8tIx0SdLhQ4d1+MJqxwfau1uSlJyc4oyyUIDFxMSoZu3aupSUlOexvH18tCc6mkAJAMBVCJMACry0DEOSVMnXRyHB5R0eJ/ZYCf0jKT0tzUmVoaBKSEjQpaQkNfjPFPkG13B4nHOxexU1ZqASEhIIkwAAXIUwCaDQ8HS3qJS3h8P9vd35yitqfINryK96fVeXAQDATYmfrAAABVJ0dLRL+gIAgNwhTAIACpRLp45JFot69eqV97GSk+XnhJoAAEB2hEkAQIGSdiFRMgzVfHacytds4NAYxzYu095Z7yotNdW5xQEAACvCJACgQPKpVN3h+Y7nY/c6uRoAAHC1Yq4uAAAAAABQ+BAmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKYRJgEAAAAAphEmAQAAAACmESYBAAAAAKa5u7oAALjRLiVfUmJiokN9k5IuOrkaAACAwokwCaDISMtIlyQdPnRYhy+sdmyQvbslScnJKc4qCwAAoFAiTAIoMtIyDElSJV8fhQSXd2iM2GMl9I+k9LQ0J1YGAABQ+BAmARQ5nu4WlfL2cKivtztfmwAAABJhEgCA64qOjs5Tf39/f4WEhDipmryLiYlRQkJCnsYoaMcEALjxCJMAAOTg0qljksWiXr165Wkcbx8f7YmOLhDhKyYmRjVr19alpKQ8jVOQjgkA4BqESQAAcpB2IVEyDNV8dpzK12zg0BjnYvcqasxAJSQkFIjglZCQoEtJSWrwnynyDa7h0BgF7ZgAAK5BmAQA4Dp8KlWXX/X6ri7DqXyDa9x0xwQAuLEIk4XI3gTHnosnSXHn83Y7EwAAAABciTBZCMTFxUkWi57+cU2ex0pNN5xQEQAAAICijjBZCJw5c0YyDFXv9h8FVK7q0Bh/b/lDx1fMUZqR4dziAAAAABRJhMlCpHhAiEpVvsWhvp6H9jm5GgAAAABFGWESABxwKfmSEhMdn8eclHTRidWgqHDG8yHz+sxMAACyECYBwIS0jHRJ0uFDh3X4wmrHB9q7W5KUnJzijLJQBDjr+ZBZLiUny88pIwEAiirCJACYkJaRuYhVJV8fhQSXd3ic2GMl9I+k9LQ0J1WGm50zng8pScc2LtPeWe8qLTXVidUBAIoiwiQAOMDT3aJS3h4O9/d25+sXjsnr8yHPx+51YjUAgKKsmKsLAAAAAAAUPoRJAAAAAIBphEkAAAAAgGmESQAAAACAaawAAQAAHOKMZ1b6+/srJCQkT2M44/mbzqoFAIoSwiQAADDl0qljksWiXr165Xksbx8f7YmOdjjEOfP5m3mtBQCKGsIkAAAwJe1ComQYqvnsOJWv2cDhcc7F7lXUmIFKSEhwOMA56/mbzqgFAIoawiQAAHCIT6XqeXrmpTPl9fmbAADzCJMA4EKXki8pMTHR4f5JSRedVkvShaQCU8vNKK/zC50xPxEAAGciTAKAC6RlpEuSDh86rMMXVjs+0N7dkqTk5BSHh0hOSZUk7dmzR3tOJbu0lpuRM+cXStKl5GT5OWUkAADyhjAJAC6QlmFIkir5+igkuLzD48QeK6F/JKWnpTk8Rlbfyn4lFOziWm5GzppfeGzjMu2d9a7SUlOdVxwAAHlAmAQAF/J0t6iUt4fD/b3dnfc17u3mVmBquRnldX7h+di9TqwGAIC84//5AQBOVZDmgQJmFZRnZwJAYeDyMDlp0iSNGTNGcXFxuvXWWzV+/Hi1aNEix/arVq1SZGSkdu7cqaCgIL3yyisaOHCgTZvvvvtOI0aM0N9//61q1arpnXfeUefOnfP7UACgSCtI80ABswrSszMBoLBwaZj86quvNHjwYE2aNEnNmjXTJ598onbt2mnXrl12v4APHjyo9u3ba8CAAZo9e7bWrFmjQYMGKSAgQA8//LAkad26derevbvefvttde7cWQsWLFC3bt30xx9/6M4777zRhwgARUZBmgcKmFWQnp0JAIWFS8PkuHHj1K9fP/Xv31+SNH78eC1evFiTJ0/WqFGjsrWfMmWKQkJCNH78eElS7dq1tXHjRo0dO9YaJsePH682bdpo2LBhkqRhw4Zp1apVGj9+vObNm3djDgwAirCCNA8UMKsgPTsTAAo6l/0/dkpKijZt2qShQ4fabI+IiNDatWvt9lm3bp0iIiJstrVt21bTp09XamqqPDw8tG7dOg0ZMiRbm6wAak9ycrKSk/9dDj9rrs/Zs2fNHFK+SUpKkiSdjNmt9BTH5hJdOBYrSTobu1+xynC4FmeMU5BqcdY41JK/41BLzs7EHcr83/1RinFzbIzTBzPniCX+s1exhuMrhRaoY9q/XZKUEL1J6ZeSHK7FGeMUpFqcNY6zakmKOyBJmj9/vjZt2uTQGIcPH5YkxW1fr8SE4w7XUpCOSZLc3NyUnp7ucP+COA615O84N2MttWvX1m233ZbncfIqKxMYhuHiSgogw0WOHDliSDLWrFljs/2dd94xatSoYbfPLbfcYrzzzjs229asWWNIMo4ePWoYhmF4eHgYc+bMsWkzZ84cw9PTM8daRo4caUjixYsXL168ePHixYsXL7uv2NhYR2LPTc3l9xJZLBabvxuGkW3b9dpfvd3smMOGDVNkZKT17xkZGTp16pTKlSt3zX43ytmzZxUcHKzY2FiVKlXK1eXcdPh88xefb/7i881ffL75i883f/H55i8+3/xVkD5fwzB07tw5BQUFubSOgshlYdLf319ubm6Kj4+32X78+HEFBgba7VOhQgW77d3d3VWuXLlrtslpTEny8vKSl5eXzbbSpUvn9lBumFKlSrn8H9PNjM83f/H55i8+3/zF55u/+HzzF59v/uLzzV8F5fP18/NzdQkFUjFX7djT01Ph4eFaunSpzfalS5eqadOmdvs0adIkW/slS5aocePG8vDwuGabnMYEAAAAAJjn0ttcIyMj1bt3bzVu3FhNmjTR1KlTFRMTY31u5LBhw3TkyBHNmjVLkjRw4EB9/PHHioyM1IABA7Ru3TpNnz7dZpXWF198UXfffbf+97//qVOnTvrhhx+0bNky/fHHHy45RgAAAAC4Gbk0THbv3l0nT57UW2+9pbi4ONWtW1eLFi1SaGioJCkuLk4xMTHW9mFhYVq0aJGGDBmiiRMnKigoSBMmTLA+FkSSmjZtqi+//FKvv/66RowYoWrVqumrr74q1M+Y9PLy0siRI7Pdigvn4PPNX3y++YvPN3/x+eYvPt/8xeebv/h88xefb+FgMQzWuAUAAAAAmOOyOZMAAAAAgMKLMAkAAAAAMI0wCQAAAAAwjTAJAAAAADCNMFkATJo0SWFhYfL29lZ4eLhWr159zfarVq1SeHi4vL29VbVqVU2ZMuUGVVr4jBo1Srfffrt8fX1Vvnx5PfTQQ9qzZ881+6xcuVIWiyXba/fu3Teo6sLjjTfeyPY5VahQ4Zp9OH9zr0qVKnbPxWeffdZue87da/v999/VoUMHBQUFyWKx6Pvvv7d53zAMvfHGGwoKClLx4sV1zz33aOfOndcd97vvvlOdOnXk5eWlOnXqaMGCBfl0BAXbtT7f1NRUvfrqq6pXr55KlCihoKAg9enTR0ePHr3mmDNnzrR7Tl+6dCmfj6bgud75+/jjj2f7nO66667rjsv5m+l6n6+989BisWjMmDE5jsn5+6/c/DzGd3DhRJh0sa+++kqDBw/W8OHDtWXLFrVo0ULt2rWzeSTKlQ4ePKj27durRYsW2rJli1577TW98MIL+u67725w5YXDqlWr9Oyzz2r9+vVaunSp0tLSFBERoQsXLly37549exQXF2d93XLLLTeg4sLn1ltvtfmctm/fnmNbzl9zNmzYYPPZLl26VJLUtWvXa/bj3LXvwoULql+/vj7++GO7748ePVrjxo3Txx9/rA0bNqhChQpq06aNzp07l+OY69atU/fu3dW7d29t3bpVvXv3Vrdu3fTnn3/m12EUWNf6fJOSkrR582aNGDFCmzdv1vz587V371517NjxuuOWKlXK5nyOi4uTt7d3fhxCgXa981eS7r//fpvPadGiRdcck/P3X9f7fK8+B2fMmCGLxWLzeDp7OH8z5ebnMb6DCykDLnXHHXcYAwcOtNlWq1YtY+jQoXbbv/LKK0atWrVstj399NPGXXfdlW813kyOHz9uSDJWrVqVY5sVK1YYkozTp0/fuMIKqZEjRxr169fPdXvO37x58cUXjWrVqhkZGRl23+fczT1JxoIFC6x/z8jIMCpUqGC899571m2XLl0y/Pz8jClTpuQ4Trdu3Yz777/fZlvbtm2NRx991Ok1FyZXf772/PXXX4Yk4/Dhwzm2+eyzzww/Pz/nFncTsPf59u3b1+jUqZOpcTh/7cvN+dupUyfjvvvuu2Ybzt+cXf3zGN/BhRdXJl0oJSVFmzZtUkREhM32iIgIrV271m6fdevWZWvftm1bbdy4UampqflW680iMTFRklS2bNnrtm3YsKEqVqyoVq1aacWKFfldWqG1b98+BQUFKSwsTI8++qgOHDiQY1vOX8elpKRo9uzZevLJJ2WxWK7ZlnPXvIMHDyo+Pt7m/PTy8lLLli1z/D6Wcj6nr9UHmRITE2WxWFS6dOlrtjt//rxCQ0NVuXJlPfjgg9qyZcuNKbAQWrlypcqXL68aNWpowIABOn78+DXbc/465tixY/r555/Vr1+/67bl/LXv6p/H+A4uvAiTLpSQkKD09HQFBgbabA8MDFR8fLzdPvHx8Xbbp6WlKSEhId9qvRkYhqHIyEg1b95cdevWzbFdxYoVNXXqVH333XeaP3++atasqVatWun333+/gdUWDnfeeadmzZqlxYsXa9q0aYqPj1fTpk118uRJu+05fx33/fff68yZM3r88cdzbMO567is71wz38dZ/cz2gXTp0iUNHTpUPXv2VKlSpXJsV6tWLc2cOVMLFy7UvHnz5O3trWbNmmnfvn03sNrCoV27dpozZ45+++03vf/++9qwYYPuu+8+JScn59iH89cxn3/+uXx9fdWlS5drtuP8tc/ez2N8Bxde7q4uAMp2lcEwjGteebDX3t522Hruuee0bds2/fHHH9dsV7NmTdWsWdP69yZNmig2NlZjx47V3Xffnd9lFirt2rWz/rlevXpq0qSJqlWrps8//1yRkZF2+3D+Omb69Olq166dgoKCcmzDuZt3Zr+PHe1TlKWmpurRRx9VRkaGJk2adM22d911l80iMs2aNVOjRo300UcfacKECfldaqHSvXt365/r1q2rxo0bKzQ0VD///PM1Qw/nr3kzZszQY489dt25j5y/9l3r5zG+gwsfrky6kL+/v9zc3LL99uT48ePZfsuSpUKFCnbbu7u7q1y5cvlWa2H3/PPPa+HChVqxYoUqV65suv9dd91V5H+TmBslSpRQvXr1cvysOH8dc/jwYS1btkz9+/c33ZdzN3eyViE2832c1c9sn6IsNTVV3bp108GDB7V06dJrXpW0p1ixYrr99ts5p3OhYsWKCg0NveZnxflr3urVq7Vnzx6Hvo85f3P+eYzv4MKLMOlCnp6eCg8Pt67QmGXp0qVq2rSp3T5NmjTJ1n7JkiVq3LixPDw88q3WwsowDD333HOaP3++fvvtN4WFhTk0zpYtW1SxYkUnV3fzSU5OVnR0dI6fFeevYz777DOVL19eDzzwgOm+nLu5ExYWpgoVKticnykpKVq1alWO38dSzuf0tfoUVVlBct++fVq2bJlDv0AyDENRUVGc07lw8uRJxcbGXvOz4vw1b/r06QoPD1f9+vVN9y3K5+/1fh7jO7gQc8WqP/jXl19+aXh4eBjTp083du3aZQwePNgoUaKEcejQIcMwDGPo0KFG7969re0PHDhg+Pj4GEOGDDF27dplTJ8+3fDw8DC+/fZbVx1CgfbMM88Yfn5+xsqVK424uDjrKykpydrm6s/4gw8+MBYsWGDs3bvX2LFjhzF06FBDkvHdd9+54hAKtJdeeslYuXKlceDAAWP9+vXGgw8+aPj6+nL+OlF6eroREhJivPrqq9ne49w159y5c8aWLVuMLVu2GJKMcePGGVu2bLGuJvree+8Zfn5+xvz5843t27cbPXr0MCpWrGicPXvWOkbv3r1tVttes2aN4ebmZrz33ntGdHS08d577xnu7u7G+vXrb/jxudq1Pt/U1FSjY8eORuXKlY2oqCib7+Pk5GTrGFd/vm+88Ybx66+/Gn///bexZcsW44knnjDc3d2NP//80xWH6FLX+nzPnTtnvPTSS8batWuNgwcPGitWrDCaNGliVKpUifM3l673/WAYhpGYmGj4+PgYkydPtjsG52/OcvPzGN/BhRNhsgCYOHGiERoaanh6ehqNGjWyeWxF3759jZYtW9q0X7lypdGwYUPD09PTqFKlSo5fashc3tve67PPPrO2ufoz/t///mdUq1bN8Pb2NsqUKWM0b97c+Pnnn2988YVA9+7djYoVKxoeHh5GUFCQ0aVLF2Pnzp3W9zl/827x4sWGJGPPnj3Z3uPcNSfr0SlXv/r27WsYRubS9CNHjjQqVKhgeHl5GXfffbexfft2mzFatmxpbZ/lm2++MWrWrGl4eHgYtWrVKrLh/Vqf78GDB3P8Pl6xYoV1jKs/38GDBxshISGGp6enERAQYERERBhr16698QdXAFzr801KSjIiIiKMgIAAw8PDwwgJCTH69u1rxMTE2IzB+Zuz630/GIZhfPLJJ0bx4sWNM2fO2B2D8zdnufl5jO/gwsliGJdXvwAAAAAAIJeYMwkAAAAAMI0wCQAAAAAwjTAJAAAAADCNMAkAAAAAMI0wCQAAAAAwjTAJAAAAADCNMAkAAAAAMI0wCQBAAXLPPfdo8ODBri4DAIDrIkwCAAAAAEwjTAIACh3DMJSWlpZte0pKikPjOdoPAICijDAJACgQDMPQ6NGjVbVqVRUvXlz169fXt99+K0lauXKlLBaLFi9erMaNG8vLy0urV6/WPffco+eee06RkZHy9/dXmzZtJEmrVq3SHXfcIS8vL1WsWFFDhw61CZ859buWcePGqV69eipRooSCg4P/v527C4lqC8M4/jiTCDmSONGXUJAlTVE5lcZgpUGQCFE3dVFhiCElGVg2UglBIw5ChmRkXYRKCFEI3hQUYR80XkQlfTlEWShKKkKMqaiNM+ci2mRqp93xHOP0/8FczFp7rfeduXvYa2/l5eWpv7/fmK+pqVFsbKxu3bolh8Mhm82mjIwMffjwwbgmGAzq8OHDio2Nld1uV1FRkfbt26cdO3ZMWndkZERut1vx8fGKjo7W+vXrde/ePZP/LgAAU48wCQD4LRQXF6u6ulpVVVV69eqVCgoKtHfvXt2/f9+4xu12y+v1yu/3a9WqVZKk2tpazZgxQz6fT5cuXVJnZ6cyMzOVnJysZ8+eqaqqSpcvX1ZJScmYet+v+zsWi0Xnzp3Ty5cvVVtbq8bGRrnd7jHXDA4O6syZM7py5YoePHig9vZ2FRYWGvNlZWWqq6tTdXW1fD6f+vr61NDQ8MO62dnZ8vl8unr1qp4/f66dO3cqIyNDb968+dueAQD4N0WEw+HwdDcBAPizDQwMaPbs2WpsbJTL5TLG9+/fr8HBQeXm5mrz5s1qaGjQ9u3bjfn09HQFAgE1NzcbYydPnlR9fb38fr8iIiIkSRcuXFBRUZECgYAsFsuE68y6fv26Dh48qN7eXklf7kxmZ2fr7du3SkhIMOqePn1aXV1dkqR58+apsLDQCJijo6NavHixnE6nESrT09OVlJSkiooKtba2aunSpero6NCCBQuM2lu2bFFKSopKS0t/uX8AAP6pGdPdAAAALS0tGhoaGnfcdGRkRE6n0/i+bt26cWu/H/P7/XK5XEaQlKTU1FT19/ero6NDCxcunHSvH7l7965KS0vV0tKivr4+BYNBDQ0NaWBgQNHR0ZKkmTNnGkFSkubPn6+enh5JUiAQUHd3t1JSUox5q9WqtWvXKhQKTVjz6dOnCofDSkxMHDM+PDwsu91uqn8AAKYaYRIAMO2+hqkbN24oPj5+zFxUVJRaW1slyQht3/p+LBwOjwmSX8ckjRmfaK/JtLW1KTMzUwcOHJDH41FcXJwePnyonJwcff782bguMjJyzLqIiAh9fwBost4mEgqFZLVa9eTJE1mt1jFzNpvtp/sHAODfQJgEAEy75cuXKyoqSu3t7UpLSxs3/zVM/uxe9fX1Y0JlU1OTYmJixgXVn/X48WMFg0GVl5fLYvnyuoFr166Z2mPWrFmaO3euHj16pI0bN0r6csy1ublZSUlJE65xOp0aHR1VT0+PsQYAgN8FYRIAMO1iYmJUWFiogoIChUIhbdiwQX19fWpqapLNZtOiRYt+eq+8vDxVVFQoPz9fhw4d0uvXr3Xq1CkdOXLECIJmJSQkKBgMqrKyUtu2bZPP59PFixdN75Ofny+v16slS5Zo2bJlqqys1MePH8fdrfwqMTFRe/bsUVZWlsrLy+V0OtXb26vGxkatXLlSmZmZv/R7AACYCoRJAMBvwePxaM6cOfJ6vXr37p1iY2O1Zs0anThxYtJnCicSHx+vmzdv6tixY1q9erXi4uKUk5Oj4uLiX+4tKSlJZ8+eVVlZmY4fP65NmzbJ6/UqKyvL1D5FRUXq6upSVlaWrFarcnNztXXr1nFHWL9VXV2tkpISHT16VJ2dnbLb7XK5XARJAMC0422uAABMk1AoJIfDoV27dsnj8Ux3OwAAmMKdSQAA/iNtbW26ffu20tLSNDw8rPPnz+v9+/favXv3dLcGAIBpv/bwCAAA/yN1dXWy2WwTflasWDFldSwWi2pqapScnKzU1FS9ePFCd+7ckcPhmLIaAAD8VzjmCgD443369End3d0TzkVGRpp6ARAAAH8KwiQAAAAAwDSOuQIAAAAATCNMAgAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABMI0wCAAAAAEwjTAIAAAAATCNMAgAAAABM+wuHF/7deTaUEgAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 1000x800 with 1 Axes>"
       ]
@@ -172,6 +172,14 @@
     "plt.text(0.65, 0.95, textstr, transform=axes.transAxes, fontsize=14,\n",
     "        verticalalignment='top', bbox=props);"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "96a56c89-1a65-4932-afcd-a4d3ee40a943",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {