From d8ed9cc0240fcce917c61f235c16a7c339970100 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Fran=C3=A7ois=20Laurent?= <francois.laurent@posteo.net>
Date: Thu, 9 Sep 2021 15:54:34 +0200
Subject: [PATCH] two missing imports added

---
 notebooks/SciPy.ipynb | 188 +++++++++++++++++++++---------------------
 1 file changed, 92 insertions(+), 96 deletions(-)

diff --git a/notebooks/SciPy.ipynb b/notebooks/SciPy.ipynb
index 1ba4cc3..acc0383 100644
--- a/notebooks/SciPy.ipynb
+++ b/notebooks/SciPy.ipynb
@@ -5,9 +5,7 @@
    "execution_count": 1,
    "id": "8ccafd3d",
    "metadata": {
-    "collapsed": true,
     "jupyter": {
-     "outputs_hidden": true,
      "source_hidden": true
     },
     "tags": []
@@ -50,7 +48,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 2,
    "id": "42342d74",
    "metadata": {},
    "outputs": [],
@@ -237,7 +235,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 4,
    "id": "65104f3d",
    "metadata": {},
    "outputs": [
@@ -940,7 +938,7 @@
        "[816 rows x 43 columns]"
       ]
      },
-     "execution_count": 58,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -948,6 +946,8 @@
    "source": [
     "import numpy as np\n",
     "import pandas as pd\n",
+    "from matplotlib import pyplot as plt\n",
+    "import seaborn as sns\n",
     "\n",
     "pd.options.display.max_columns = None\n",
     "\n",
@@ -972,7 +972,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 5,
    "id": "911d3a75",
    "metadata": {
     "collapsed": true,
@@ -1014,7 +1014,7 @@
        " 'VaccineFlu': ['No', 'Yes']}"
       ]
      },
-     "execution_count": 59,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1025,7 +1025,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 6,
    "id": "d49b3a46",
    "metadata": {
     "collapsed": true,
@@ -1735,7 +1735,7 @@
        "[816 rows x 43 columns]"
       ]
      },
-     "execution_count": 60,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2343,7 +2343,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 218,
+   "execution_count": 8,
    "id": "72a790bd",
    "metadata": {},
    "outputs": [],
@@ -2355,7 +2355,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 219,
+   "execution_count": 9,
    "id": "d6ab1d43",
    "metadata": {},
    "outputs": [
@@ -2400,7 +2400,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 10,
    "id": "92b00d5d",
    "metadata": {},
    "outputs": [],
@@ -2418,7 +2418,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 11,
    "id": "4f114ad2-9cd2-431a-8b3e-2283006ef970",
    "metadata": {},
    "outputs": [],
@@ -2436,7 +2436,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 220,
+   "execution_count": 12,
    "id": "8e114e17-8edb-4674-9309-c6f566885c0a",
    "metadata": {},
    "outputs": [
@@ -2485,7 +2485,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 221,
+   "execution_count": 13,
    "id": "b74ba778",
    "metadata": {},
    "outputs": [],
@@ -2496,7 +2496,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 222,
+   "execution_count": 14,
    "id": "321fd8e8",
    "metadata": {},
    "outputs": [
@@ -2537,7 +2537,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 223,
+   "execution_count": 15,
    "id": "f0aa3b59",
    "metadata": {},
    "outputs": [
@@ -2577,7 +2577,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 16,
    "id": "489561ac-b89b-4214-873a-4c0828a9a264",
    "metadata": {
     "jupyter": {
@@ -2588,7 +2588,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2635,7 +2635,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 216,
+   "execution_count": 17,
    "id": "c9dd1ab3",
    "metadata": {
     "tags": []
@@ -2685,7 +2685,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2721,7 +2721,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 19,
    "id": "ddfe2b2f",
    "metadata": {
     "jupyter": {
@@ -2732,7 +2732,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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pqS+56trVl06dfroHHC+9BJs21ey5ool7a9cm3x6RPGNmRcA9wKlAH+ACM+sT59R/hxAGRC4PZrSRIrlgyhRo0aJ83mD79nDKKWX5GSIZoCBDCk+i5Wtnz/YP65EjoU2bshmQZHz2Geza5UEGeAL4WWd58PH88zXLz9CGfFKYDgfmhxAWhhB2Ak8BZ2a5TSK5Z+pU36vJrPzxSy7xwa5x47LQKClECjKk8CQSZGzZ4psXdejgy5uiFaaStXSpX0eDDPC9NU4+GRYuhAkTEn8uBRlSmDoDy2JuL48cq+hcM5tmZs+aWdc492NmV5nZJDObtFYzglKblJTAtGkeZFR0+ullFQ5FMkBBhhSWHTvKErArE4JXf9qxA845x9exHnjgvs1kLIt8N+pa4TvPoEG+j8brr3tZ3UREl0upjK1IRS8AxSGEfsDrwCPxTgoh3B9CGBxCGNy2bduMNlAkrebNg23b4gcZjRtDjx6+SaxIBijIkMKyaJEHEVXtkTFvni+VGj687At9z54eKGzfntzrVhZkmMGoUVC3rm+WlMiyKc1kSGFaAcT+AXWJHNsjhLA+hLAjcvNB4LAMtU0kN0yd6tcDB8a//6CDvH8TyQAFGVJYFi/26x494t9fUgKvvuob5x15ZNnxaFCycGFyr7tsGTRq5M9bUdOmviRrwYLElmQ1beojUgoypLBMBHqaWQ8zqw+cD4yOPcHMOsbcHAVoyFYKy9SpXqzk4IPj33/QQTB3rpK/JSMUZEhhWb7cr7t0iX//hAmwfr3nShQVlR3v2dOvk83LWLasrLJUPEOGeHL5q68m9uGvXb+lwIQQdgPXAq/iwcPTIYQZZna7mY2KnHadmc0ws0+A64DLstNakSyZMsXLrVe2n9NBB8GXX5blCYqkkYIMKSzLl/sX/Y4d975v61avL37ggWVBRVR0JiPZvIxokFGZoiIPbNavTywJXBvySQEKIYwJIfQKIRwQQvhV5NjNIYTRkZ9vCiH0DSH0DyEMDyFoXYgUjhA8yIiXjxF10EF+rSVTkgEKMqSwrFjhX9DjjfK89ZZvcHfyyXvPOLRs6TMN+zqTUZWePT2YGT/eA56qKMgQEZFYq1f7/kkKMiRHKMiQwrJ8efylUuvWweTJvmypsmozyVaY2rULVq6sPsgAD3B27vTdwKvSoYOCDBERKTNlil9XlvQNPli2334KMiQjFGRIYaksyHj7ba/wdNxxlT822b0yVq70aexEgoy2bX0UavJk+OKLys9r395HrJS8JyIiUFZZql+/qs87+GAFGZIRCjKksMQLMtavh+nTfRajSZPKH3vggcmVsa2sfG1ljj3WdwJ/993Kz+nQwc9JdG8NERGp3aZOhf33hxYtqj5PZWwlQxRkSOHYsgU2boTOFTYJjs5iHHNM1Y+PJoPXtIxtNMjo1i2x81u1gv79q57NiO6VsXp1zdoiIiK105QpVS+VijroIK9O+Pnn6W+TFDQFGVI4VkT27YqdyVi/HqZNq34WA5KvMFXTmQzwZVulpfDee/Hv79DBrxVkiIjIF19431RV0neUkr8lQxRkSOGIt0dGdBbj6KOrf3w0yKhpXsayZT593axZ4o+JzmZMmhR/NiMaZCj5W0REPvnErxVkSA5RkCGFo+JMxuefl81iNG1a/eNbtfKqHMnMZNRkFiMqmpvx/vt736flUiIiEvXpp35dXdI3QHGxl3FXkCFppiBDCkd0JiOak/Hhh1CnDhx1VOLP0bMnzJ1bs9dNNsho3dp3bp082XdojdW0qS/vUpAhIiLz5kHDhvGrJ1ZUVAS9einIkLRTkCGFY/lyn4lo1MgrRE2ZAoceWrNlTAcfDDNn1ux1ly5NLsgAD4B27vRAoyLtlSEiIuBBxoEH+sBZIlRhSjJAQYYUjtjytZMm+SZ5NZnFAJ9ZWLMm8dKx27f7uYlWlqqoY0fo0QM++mjvPTHat9dMhoiIeJARrYCYiIMO8kqJO3akr01S8BIKMszsDDNTQCL5bflyXyq1e7d/aT/ggLLchkT17evXM2Yk/pqQ/EwGeCC0efPer9mhg4IMyUvqU0RSqKTEA4aaBhklJbBgQfraJQUv0Q/5rwPzzOx3ZnZQOhskkjbRmYxPP/U9MxKpKFVRTYOMZMrXVtSzJ7RpAx984DuHR2m5lOQv9SlSu23fDvfeC5s2pf+1li71ZbU1DTJAS6YkrRIKMkII3wAGAguAh83sAzO7ysxqsJhdJIt27IC1a30m44MPfAZj//1r/jydO3s52mglj+osXuzXyS6XAjDzgGjVqrLnA/8d1q/3zkUkj6hPkVrv73+H734XzjuPonS/VrSsek2CjN69/XrWrNS3RyQi4enqEMJm4FngKaAjcDbwsZl9L01tE0mdlSv9umFDH/0/6ij/8l5TZj6bkehMxvTpnmheXFzz14rVr59Xk/rgg7Jj0b0yPvts355bJAvUp0itVVICd9/tA0Gvvcaf0v16yQQZTZt6H7JwYXraJELiORlnmtn/gHFAPeDwEMKpQH/gR1U87hQzm2Nm883sxjj3X21m081sqpm9a2Z9kvs1RKoRzY3YuBEaN/YE7mRFg4zYpUuVmT7dzy/ax7GsunVh8GDvTDZs8GPRfBItmZI8k2yfIpIXXnrJv7z/9a/w4x9zLcA996Tv9ebN80Gojh1r9rju3WHJkvS0SYTEZzLOAf4YQjg0hHBXCOEzgBDCNuCKeA8wsyLgHuBUoA9wQZwg4onIcw4Afgf8IYnfQaR60SBj82YYNMi/tCfrkEN8mVIiX+6nT/cyualw2GE+kxItZxudyVDyt+SfGvcpInnjz3/2/L+zz4Y77+R5gOuvh4kT0/N60fK1NZ2dLy4uvwRXJMUSDTJWhxDejj1gZr8FCCGMreQxhwPzQwgLQwg78SnxM2NPiEyXRzUBEhgaFqlecXExZrbncsOFFwLw63vuoeXIkeXuq+nlxOuvB+DEjh3j3r/HZ5/5JZEdWBPRvLmvo/34Y6+QpSBD8lcyfYpI7vv0U3jzTc/HqFsXioq4BHz/imefTc9rzp9fs6VSUd27e3GS0tLUt0mExIOMkXGOnVrNYzoDy2JuL48cK8fMvmtmC/CZjOsSbI9IlZYsWUIIYc/lrmuvhQYN+NkTT7Ax5ngyl7GrVgEw9k9/inv/HtOn+3WqZjIAhgyBbdt8uZaWS0n+SqZPEcl9f/mL5/5deeWeQ5sBjjgCxo1L/evt3l3z8rVR3bt74RANVEmaVBlkmNk1ZjYdOMjMpsVcFgHTUtGAEMI9IYQDgJ8CP6+kHVeZ2SQzm7R27dpUvKwUmlmzfGfvIUP2/bnat/edw6tL/p4W+RNJZZDRo4eXs5040TuyFi3UQUjeyESfIpI169fDv/4F3/iG9xGxhg3zpa6bN8d9aNKWLPFAI5kgI1qQREumJE2qm8l4AjgDeD5yHb0cFilBWJUVQOzmAF0ixyrzFHBWvDtCCPeHEAaHEAa3bdu2mpcViWPhQv/QP+CAfX+uRCtMTZ8O7dr5JVXMPFBavtwrZmlDPskv+9KnVFtMJOa8c80smNngVDVcpFovvOD7Y1xzzd73DR/uVafefTe1r5lMZamo7t39WsnfkibVBRkhhLAY+C7wRcwFM2tdzWMnAj3NrIeZ1QfOB0bHnmBmsX8VXwHmJd50kQStXg3r1iWXGFeZvn197W1VFaZSmfQdq39/qFfPZzPat9dyKcknSfcpCRYTIbLXxvXARyltuUh1Pv7YqzwNGLD3fUcdBfXrw1tvpfY1UxFkaCZD0qS6EjtPAKcDk/Gk7NhvaAGodDezEMJuM7sWeBUoAh4KIcwws9uBSSGE0cC1ZjYC2AVsAC5N+jcRqcyECb7Ddyq/8B9yiE97r1jhVUQqKinxmY6rr07da0Y1bOjJ5NOmQdu2ZbkfIrkv6T6FmGIiAGYWLSYys8J5vwR+C9yQojaLJGbKFB8EqhNn/LZRIzjyyNTnZcyb50uBk5kxb9rUZ/g1kyFpUmWQEUI4PXLdI5knDyGMAcZUOHZzzM/XJ/O8IgnbuRPef99nHPZ1Q7xYffv69YwZ8YOMBQt82jwdMxng5WwnT/bqJVouJXliH/uUeMVEjog9wcwGAV1DCC+ZWaVBhpldBVwF0K1btySaIlJBaSlMnQqXVjFWOmwY3HEHbNrk+XSpMG+ez2IkO0uvMraSRoluxneMmTWJ/PwNM/uDmemTWXLfzJm+VAriBwPJigYZn34a//50VJaK1bGj52Ns3+4zKtu3p+d1RNIgHX2KmdXB91qqdjM/5flJyi1c6DPmAwdWfs7w4R6MvPNO6l43GmQkSxvySRolWsL2b8A2M4vuxroAeCxtrRJJlcmTy/ImOu9VQTl5bdp4PkRlyd/Tp/vIUp80bWJv5rMZUcrLkPySTJ9SXTGRZsAhwDgzWwwcCYxW8rdkxJQpfl1VkHHkkdCgQeryMnbt8lmIfQkyios9yKgqv1AkSYkGGbuDbwBwJnB3COEe/ANdJHd99plvNNSkid9O9bKIvn3LytRWNH26J5o3bpza14x16KFlU+5aMiX5JZk+pcpiIiGETSGENiGE4hBCMfAhMCqEMCk9v4JIjClTfPlqdJY7noYNPQE8kbyML7/0Wfh167w0brzZ6kWLPP9vX2cytm8HbQ8gaVBd4nfUF2Z2E/AN4LjItHS99DVLJAU+/hiKinx6unFjaNUqtc8/bBjcfDMsXbp3AJOuylKxGjb0JMPHHvOStiL5o8Z9SoLFRESyY8oUn7lu0KDq84YNg9tugw0b9u6T1qzxPZ0WLPCiIrE7cZtBp05ehv3gg33J7L5UloqK5iouWZLacusiJD6T8XVgB3BFCGE1Pk19V9paJbKPigA++QQOOshH+bt1S1352qiLLvLrxx8vd7gxwPz5XgEq3Y47zq+jU/Ui+SGpPiWEMCaE0CuEcEAI4VeRYzfHCzBCCMM0iyEZM2VK1UulooYP96VJsXkZGzbAs8/C3/4G48f7/cceC+ee65dzzoHjj/eqVe+8A/fdB//+tyeaw77PZICSvyUtEprJiHQCf4i5vRR4NF2NEtlXB4NPAR92GNx1F3TtWt1Dam7//eGYY3wm4cYb9wQxfcA7iXTPZIDPZEDlCegiOUh9itQqq1b5LEQiQcYRR/g+R++9B6edBm++CR995AHEccd53kZly2yHDfN+bcIEf/xzz3n52ubNk2+7NuSTNEq0utQ5ZjbPzDaZ2WYz+8LMNqe7cSLJGgQ+Fd2jh+dlpCPIALj4Yp/ejplJGBT9IRNBRv36npexciWqkSP5Qn2K1CrRGYV4m/BV1KCB9w0TJ8Ijj3iJ9f794brr4IQTqs/ja9TIZzWuu87zNlq2hIcf9rK4yWjZ0vsQzWRIGiS6XOp3eAJdixBC8xBCsxDCPoTOImm0YQM9wD/wd+4sWy6VDl/7mn/R/9e//Pb69dwCnvx3wAHpec2KOnWCrVtJYAxNJFeoT5HaIzrIlEiQAdCrl89erFrlfcioUT4jURNNm3qy9hFHeGL4/fcnPxuhMraSJokGGWtCCLPS2hKRVJk6lQD+gb8iUuEyXTMZrVvDV74CTzwBu3fDNdfQBnwJVbxdX9OhY0coKaEfeKURkdynPkVqjylTfPlsIhvsLVwIW7fCtm1w8slVV6OqyoYNvkTriCPgW9/yQiCPPAJz5tT8ubQhn6RJot+CJpnZv83sgsg09zlmdk5aWyaSjMiuqwvBP/CXRTYITueuvhdf7B/2V14JzzzjMxmJrM1NlcimfE0A5s7N3OuKJE99itQeiSZ9L1kCTz7p1aGgrH9KxuzZfn3wwdC2rfc/HTrA0097IFMT0ZkM7ZUhKZZokNEc2AacBJwRuZyerkaJJG3RIti0iT0ZEtEP8XTNZIAn77Vq5etijz6a36XvleLr1Ak++4wvQFWmJF+oT5HaYdMmLzlbXZCxfLlXImzRAn7yEy+vPnly8q87KzIReNBBft2woQ94tWnjgUxNlj8VF8MXX8DGjcm3RySORKtLfTPdDRFJiSlToFEjZkdvL13q1+kMMho08HK2jzwCjz1GaaZyMaK6dYMdO1gMXjf9iy9qvr5XJIPUp0it8cknfl1FPsZ+4Hl7TZrAJZd4Nai+fX0vp2TNnu19T3SfC/Ck8Isv9gGvJ56Ayy9P7Lliy9imej8pKWiJVpfqZWZjzezTyO1+Zvbz9DZNpIa2b/cP3n792JOZsGwZ7LdfenfeBi+TO3eur8vNtMhSsE3g093RTk8kR6lPkVqjuiBjxw7OB8/RiwYY4OXVJ09OfonS7NmeQF5UVP5406b+OvXrw1NP0TCR54rdkE8khRJdLvUAcBOwCyCEMA3870YkZ0yf7snXsdPWS5emdxYjqmFDXw+bDZFRqBbRn6dM0dpayXXqU6R2mD3bA4dOnfa+LwR47jlag1eRip0lOOwwrw4VLU5SU7NmlS2Vqqh5czjvPNi8mXOg/M7h8WhDPkmTRIOMxiGECRWO7U51Y0T2ydSp/kU/9sv+smXpTfrOBZHfrzv4aNr69b7+VyR3qU+R2mHuXOjde89mrOW8+y7MmsXr4Hs2xRoU2VEpmbyMHTs8ubuyIAN8cO3UU+kJMG5c1c+3336+lEtBhqRYokHGOjM7ALwyqJl9FViVtlaJ1NSaNbBy5d7Jd+nciC9XtGoFTZvSDXydb/36SgCXXKc+RWqHOXM8yKho0SLfzfvQQ/kw3uP69/clVMkEGfPm+exEtEpVZQ47zIugvP121ZUHzXzJlJZLSYolGmR8F7gPOMjMVgDfB65OV6NEamzqVF+bGrvLdrRaRm0PMsygWzefyahfH/r0gRkzYNeubLdMpDLqUyT/bd3qA1m9epU//uWX8Nxzvo/SGWfEf2zjxh4kJJP8HS1fW9VMBoAZLwG0bw+jR/veHJUpLvbASCSFqgwyzOyHZvZD4CxgDPAr4O/Af4Fz0946kUSUlMC0af5BH5vgnYk9MnJF9+7s+S0HDPDp9Fna60xyi/oUqVXmz/frijMZL7/sg1znnOMDP5WJJn/XVDTIqBjcxFEC3o7t2+HFFyvP1+vRw4MM5fNJClU3k9EschkMXAO0AlriI06D0toykUTNm+cjShWXSmWifG2uiM5kgCfxtWqlJVOSi9SnSO0R3V07NsiYOdMrTh13HHTuXPXjDzsMVq+GVTVcKThrln/ON2mS2Pnt28Pw4d62adPin9OjB2ze7DuJi6RIlUFGCOG2EMJtQBdgUAjhxyGEHwGHAQUwPCx5YepUL9t34IHlj2diI75c0b07bcCDLTOfzVi0SJsrSU5RnyK1SjTPIdr3bNniswWdOsGxx1b/+GSTv2fPrn6pVEVHH+2z+mPG+AaCFUUT07VkSlIo0ZyM9sDOmNs7I8dEsmvrVv+g79fPk+hiLVvmx+KVFqxtokvCorM3/ft7sKE9MyQ3qU+R/Ddnjg9iRWcUXn4Zdu705UkV96+IZ8AA/5yuSZBRWupBRnVJ3xXVqQNnn+3LoV56ae9lUdG9MlRhSlIo0SDjUWCCmd1qZrcCHwEPp6tRIgmbNs0/dONthLR0KXTsCPXqZbxZGRetcx4NMlq29JGpqVO1xlZykfoUyX+xlaXmzfOCG8cdB23aJPb4pk3hkEPggw8Sf83lyz2Bu6YzGeDLaIcP94G5aF5HlGYyJA0SCjJCCL8CvglsiFy+GUL4TTobJlKtEPxLdOfO0K7d3vcXwh4ZUdHfM7YE4YABvr5WZQklx6hPkbwXgn9Z79XLK/m99JIHF0cfXbPnGToU3n/fC5gkIlrQI5kgA+CII3wvqTFjvEBIVMuWflGQISmU6EwGIYSPQwh/jlyUUSrZt3q1748RbxYDCmOPjKhOnXwns+hMBvh0eoMGHoiJ5Bj1KZLXPvvMcxt694bx4z3/7YwzoG7dmj3P0KFeiWr69MTOj85A1HS5VFSdOt7OLVt8H49Y0QpTIimScJAhknOmTPEP9EMOiX9/IQUZdeuyAsrPWtSr5+/NjBnlR6xE8pSZnWJmc8xsvpndGOf+q81suplNNbN3zaxPNtopBSCa9N2unc9EDBxYtmy1JoYO9et33kns/E8+8R2627at+WtFde4MQ4bAhAm+iW2UggxJMQUZkp927/aRn4MOgkaN9rq7DfiGSIWyXApYAuVnMsBneXbt8tKFInnMzIqAe4BTgT7ABXGCiCdCCIeGEAYAvwP+kNlWSsGIlq9dvtxnjEeOTO55unXzy7vvJnb++PEemJgl93pRJ5zgCetjxpTl7RUXe+K38vgkRRRkSH6aM8c3F6q4N0bEntCiUGYygKWwd/5Fly6+Tlh7Zkj+OxyYH0JYGELYCTwFnBl7Qghhc8zNJoC+LUl6zJnjG+1t3uxf2GM3gq2poUM9yKjuy/3y5bBwIRx/fPKvFdWwIYwY4c8ZXarVo4cPzq1Zs+/PL4KCDMlXU6dC8+ZlFTEq2BNaFNpMxvLl5RMIo3tmLF0K69dnqWUiKdEZWBZze3nkWDlm9l0zW4DPZFyXobZJoZkzB1q39iTqww7bt+caOtSXLVVXPvbtt/06FUEGeKnzzp3h9de99K4qTEmKKciQ/LN5M8yf7x+QFffGiCjYmYySkvJrbKFszwwlgEsBCCHcE0I4APgp8PN455jZVWY2ycwmrV27NrMNlNrhk0+8JOwpp1TaDyUsmpdR3ZKpt9/2wbX+/fft9aLMvP1ffOGvrSBDUkxBhuSfadN8WrmyqlJAL4BmzfYtOS7P7FkoVTEvo1kz35H2k098TxGR/LSCmElKfNfwFVWc/xRwVrw7Qgj3hxAGhxAGty2gzwhJkc8/91njXr1g//33/fn69oUWLaoPMqL5GIls9Jeorl3h0EM9eb1lSz+mDfkkRRRkSH6J7o3RrZtX2KhEb/DSgvuaHJdH9oQW8fbFGDDAZ4AWLsxgi0RSaiLQ08x6mFl94HxgdOwJZtYz5uZXgHkZbJ8Uiqee8gGbZJO9K6pTB445puogY80aL1+bqqVSsUaO9L7yvfe8WpZmMiRF0hpkJFBu8IdmNtPMppnZWDNLov6bFJRly2DdukoTvqN6Q/KbFeWpPUFGxZkM8ICrUSMlgEveCiHsBq4FXgVmAU+HEGaY2e1mNipy2rVmNsPMpgI/BC7NTmul1lq9uiwYGDQodc87dKhXAawsdy5a4va441L3mlHNm/smgjNmeI6GggxJkRruGpO4mHKDI/EEvYlmNjqEEFtLcwowOISwzcyuwRP1vp6uNkktMGWKV/To27fyc7Zu9ZyM3r0z1aqcsBU8ETHeTEbdutCvH0yaBNu27VslFJEsCSGMAcZUOHZzzM/XZ7xRUljeeMNnhSG1fUw0L+P9932zvIrGj/fP7X1NMq/M0Ud7/1CvnoIMSZl0zmQkUm7wrRDCtsjND/E1tiLx7djhIy2HHOKBRmXmRVZIFFiQAfhmUPFmMsBnf0pKEt9ZVkREyixY4EVHiop8uW7r1ql77iFDvF+LVpCqaPx4DwTq1Uvda8Zq0ACGD/c2LF1avkqhSJLSGWQkVG4wxhXAy2lsj+S7mTO9zF41S6X2bJJUqEFGvJkM8FKLnTrBxx9rsyURkZp6/XVPjv78czj44NQ+d8OGnhvx8MOwZUv5+z7/3AeH0pGPEWvgQN9bafduX5osso9yIvHbzL4BDAbuquR+lRsUXyrVpo1/CFZlzhxKAXr2rPq82qhbNw8yKgsiBg70BMJVqzLbLhGRPNYPPB/jxBM9ATvVQQbAz3/uOYf33lv+eDQfI91BRlGRb9AH8Oqr6X0tKQjpDDISKjdoZiOA/weMCiHsiPdEKjcorFvnU7gDB1ZfMWrOHE+CbtQoEy3LLQce6KNglQURhx7q+RlKABcRSczu3QwHnwnu0MH7o3QEGUce6ftW3HVX+dmMMWN8OdOQIal/zYqiieVvvkmaFmZJAUlnkJFIucGBwH14gPFZGtsi+W7KFC/zl8gmRHPmMCf9LcpN0b1DKtt4r2FD6NPHp9537cpUq0RE8tfkybSEslkMSE+QAXDLLR7E3HOP3773Xrj/frjoIv/8Trfu3X0gb/VqDk//q0ktl7YgI8Fyg3cBTYFnzGyqmY2u5OmkkJWU+EZyPXtC06ZVnxtCYQcZ0SCsqpmKgQPhyy9h1qzMtElEJF/t2AFvv80i8I33okFGukqkx85m/PWv8N3verWpv/89Pa9XUf36viS5tJShANu3Z+Z1pVZKWwlbSKjc4Ih0vr7UEnPn+tRxIqX7Vq2CLVsKN8ho3hwOOKDqIKO42KuiTJ7sZW1FRCS+Dz+ErVt5A3yEf9YsLyXbrVv6XvPWWz3YuO46OOkkePrp9FWVimf//WHrVhqAb9A3Ql/VJDk5kfgtUqXJk/3L84EHVn9upLJUwQYZ4DMVVQUZZr6J1JIlPi0vIiJ727bN9604+GBWRo/NmuWVC+uk8evTEUfApZf6DMb//peZZVKx+vSB+fOZDvDRR/DFF5l9fak1FGRIbtu40WuTDxyY2Ie6ggx/rxYuhE2bKj9nwAB/Pz/+OGPNEhHJK++842XTTzih7Njs2elbKhXr4Ydh9OjsbJzapw9s3MgsgNJS36NDJAkKMiS3RUfkq9sbI2rOHGjceO8yZoUk+l5VlvwNntvSu7efs3t3JlolIpI/Nm2CiRN9QCZa1XLbNp8BTlfSd67o0weIbGx22GE+GPX551ltkuQnBRmSu0pLPcg48EDfACkRc+ZAr14U9FZz0SCjujK1hx3mneacgp73ERHZ29tveyGR2L0p5szxY7U9yOjbF4A+4CVti4pg3LhstkjylIIMyV3z5sHmzZ4/kKg5cwpzp+9YHTpA+/ZVz2SAJ/e1bOk5LyIi4tav90GawYPLD3Clu7JUrmjXDlq39iCjaVPPEZk+HT7TTgNSMwoyJHd9/LF/wPXqldj5O3bA4sUKMqD65G/wnIxo/oamwkVE3LhxPnp/7LHlj8+a5Z+bPXtmpVkZYwZ9+niQAXDMMV7a9s03s9kqyUMKMiQ3bdrkpWsHDvQP+0TMn+9LrBRk+Ps2c6YHXtWdV6eOZjNERABWr/ZR+yOP3HtfplmzvER4gwbZaVsm9elDX/DlYY0aeaAxezasKOiMR6khBRmSm6JfehPZGyMqmlugIMODh9274dNPqz6veXN/v6ZMUQK4iMhbb3nJ2KOP3vu+WbNqfz5GVN++7AdlS6SOOMIrXY0dm81WSZ5RkCG5p6TEl0r16pV4wjeUrZdNdHlVbZZo8jfAkCGeAD5zZnrbJCKSy5Yt88Gqo4/20fsYReB5grU9HyMqUmFqT7/QoIEvH1u4EBYtyl67JK8oyJDcM2uW7/A9ZEjNHvfeex5gNGuWnnblk/339/chkSCjRw/Ybz8v1ygiUohC8FH6Jk18qVQFPcD3zCiUmYyKQQZ4n9y8ub9PoaBrOEqCFGRIdpWUwN/+Bs88A8uX+7GJE6FVK1/7mqidO33DoJEj09POfFOnDvTvn1iQYeadx7JlsGpV+tsmIpJrFi3ywiHHHedJzhXsCS0KJcjo2JGNADNmlB2rWxeGDfO+eu7c7LRL8oqCDMmu//s/+M534LzzoGtX6NwZXnvNSweaJf48H34IW7cqyIg1cCBMm+aBXHX694d69WDSpPS3S0Qkl0RnMVq0qDQPcM8iqUJZLmXGDNh7GW3//j7zrdkMSYCCDMmeKVPg5z+Hc8+FCRPgz3/2L7rPPVe2w2qi3njDR++HDUtHS/PT4Yd74PXBB9Wf26gRHHqoByVffpn+tomI1FBxcTFmlvSluLg4/hPPmeNVk4YN89H6OPoCdOzogUiBmAl7BxlFRTB8uCeEV1dYRAqeggzJju3b4aKLPJi47z5frvPtb3vAAXD11V6ONlGvv+5fqguoA6jWWWf5+3H33YmdP3gw7NpV/SZ+IlliZqeY2Rwzm29mN8a5/4dmNtPMppnZWDPrno12SnosWbKEEELSlyVLluz9pKWlvv9DmzY+Sl+JwVCzaoe1wEyAtWv9EqtvX9/09a23Epspl4KlIEOy48YbPcH74Yd96hV8ZqNZM7j9dv/w+tOfEnuuTZt8JkRLpcpr2hQuvxz+8x9YubL68zt18qDv/fdrFuCJZICZFQH3AKcCfYALzKxPhdOmAINDCP2AZ4HfZbaVkneiO1kPH+6z4fFs3uw5GYcfnsmWZd2eOYxZs8rfYQYnnOCbuCaS9ycFS0GGZN6UKfCXv8D115cFBqWl8NFH0K0b/PjHMGoU3HSTL9+pzltv+eNHjEhvu/PRd7/rI0333Vf9uf/8p7/3N9wA/frBNdeorK3kksOB+SGEhSGEncBTwJmxJ4QQ3gohbIvc/BDokuE2Sj7Zvdv7j06dyqopxTN5sn9ZKrAgY0/Kd2zyd1TPnt5fjxvnhVdE4lCQIWlT2frZPw4axA6g5Z//vOdY76Iibv3+9+l7xRVYnTq0HT2aNTt38mH//tSpZp3t3WefzRag/vHH7zkmEQccAKed5kFGZR3B9u1wxRU+63Hkkb4uOQR47DEP9rZvz2iTRSrRGVgWc3t55FhlrgBeTmuLJL9NmgQbN/oAVVX9xoQJfl3Tsup5bgX46oJ4g01m/r5t2eIDhCJxKMiQtIm7fnb3bn7QoQMNzj6bjTHH5zz8MLf+4Q/MKCkhhMDaEGj/6KMcCZQ++GCV62yv7dWLpqedxs6YY4UqXhB28ksvwZo1XNSgwV737W/G1MaN4aGH+CVQNG4cQ998k1tnzuSrW7fCggXc1rhx8gmVIllgZt/Al9HfVcn9V5nZJDObtLbienMpDDt2wNtv+55C++9f9bkTJjAPoHXrTLQst/TpE38mA3wmo3dv36MqzmDUviTqq0+pHRRkSGa99RasXg0XXlh2bPVqr1F++OHl18R+4xtwzDGev7FhQ/znW7rU63UrHwMgbhD2akkJ9OzJ40ceWf6+115jYatWDGjVCsaM4RchUBIC727bxq133MGzzz0HF17ILfXrE+bMqXlCpUhqrQC6xtzuEjlWjpmNAP4fMCqEsCPeE4UQ7g8hDA4hDG5b00p2Ujt88AFs2wYnnlj9uR99RMGO1Q8a5HtX7doV//4TT/SA7d1397prXxL11afUDgoyJLOeeMJ3DP3KV8qOffSRl64dNKj8uWZwzz2eXPaLX8R/vjfe8GvlY1SuTh249lrfS6RPH8/TuOkmOOUU35dk4kQ49dSy8xs18ior06fDL3/pt7/7XdVEl2ybCPQ0sx5mVh84Hxgde4KZDQTuwwOMz7LQRskHW7Z4gYs+ffwzsCorVsCKFUzITMtyT3RJ1IRK3oF27TyH76OPYPPmzLZNcp6CDMmcL7/0SkfnnONfXME/vKZPhwEDyo7F6t/fN+v729/2Lq26ebPvrdG5s5fUk8p95zterau4GB55BO68E84+20fz4u2sfsQRnhS5bBn8+tcezD31VKZbLbJHCGE3cC3wKjALeDqEMMPMbjezUZHT7gKaAs+Y2VQzG13J00khGz/eP98SmcWYOBGgcIOMYcN8wG/s2MrPGT7cr998MyNNkvyhIEMy56WXPDCIXSr10Ude/ejIIyt/3C9/6WVuR40q25F6504PVmbOhAcfrNnu4IWobl2v5jVmjC89mz8fnnnGy9zG07atVw+ZMMETwvv3h9/8JrNtFqkghDAmhNArhHBACOFXkWM3hxBGR34eEUJoH0IYELmMqvoZpeCsWweTJ/u+QNHy6VWZMAHq1mVq2huWo1q39v1BoqsG4mnZ0gemPvnElz+LRCjIkMx54glo397ra4Ov45w4EQ4+uOoP+5Yt4ZVXfNnP0KHw0ENw2WU+svLgg77sRxJXr57PXlQXmA0d6juGT5vm1aemT688AVBEJB+88YZ/Bh5/fGLnT5gA/fsTN7mnUIwY4bPeW7ZUfs7QodCwoW+MKxKhIEMyY+NGn8k4/3woKvJjkyf7Eqpjjqn+8YMG+SzGscf6F94nn/SR9UsvTWuzC1q3btC1q69d/upXPch78slst0pEJCldAWbP9j6nSZPqH1Ba6gNhBbY/xl5GjPDlZe+8U/k5jRrBccfBggV+EUFBhmTKiy/6zMUFF/jt3bt9ZKRHj+oT76LatIGXX/blU7/6Ffz0p+lrr/hMx9ChHiCuW+frl598UgngIpJ/QuAk8H0fjjoqscfMnetLfAs9yDj6aGjQoOolU+D7iLRq5bMZpaWZaZvkNAUZkhljxngViuhmRtOmwRdf+JfYmqhbF37+c/jZz5SHkQm9enl+xrvv+izUwoV7EiFFRPLGjBm+/fvw4b5cKhHRikqFHmQ0auR9dXVBRt26Phi1erXnZ0jBU5Ah6VdSAq++6rkTder4CMf770PHjtVvgiTZZeZLC9as8eTv+vU9t0ZEJF/s2gWvv85q8EqGiZowwWc+evdOU8PyyIgRPjj4WTWVofv2hS5dYOxY6memZZLDFGRI+k2c6HtdRPdimDXLl98MHarZiHxw6KHQooWXED7tNPj3vz1wFBHJB++/D5s28QqU3/C1KiF4wZGjjirLIyxk0XK/1ZWpNfO+fssWjk1/qyTHKciQ9Bszxj/YTzrJZzHGjfMlOAcfnO2WSSKKijwgXLbMlxqsXu115kVEcs377/uo+4UXwu23ex7Z229Dnz7UaA/p99/3BOaLLkpXSxNWXFyMmSV1SZlBg7zSY3VLpsDzLPv35yjwkulSsOpmuwFSAF5+2ffBaN0aPv0U1q4tq1Yk+WHgQM/LKCryvTWefLKsFLGISC746CNfltukiQcI0Wp4/fsn9uU41iOP+POcc07q21lDS5YsISRZcCNlgUZRkX/mv/yyV4Vs2LDq8088kVLwJPDzzktNGyTv6FuepNdnn3np2VNPLZvFaNdOO3Tnm7p1vXzw2rW+A+zzz6t6iIjkjo8/hpNP9lnySZNg0SKvDjVsmCch//SnJPx1e/t2XxZ67rmVb1haiK6+GlauhD/+sfpzmzfnHfANcxctSnfLJEelNcgws1PMbI6ZzTezG+Pcf5yZfWxmu83sq+lsi2TJq6/69amn+kZu69b5JkjKxcg/Awf6dHn79h5sTJ6c7RaJiMCcOTBypH8+vfmmL9cpLfWfTz8dbrwRHnqIuyGxEtzPP++la7UPU3kjR8LZZ8Mdd8Dy5dWevh3gtdfg29/2jXM/+EAl0AtM2oIMMysC7gFOBfoAF5hZnwqnLQUuA1SuprZ6+WWfuejf32cx2reHPhX/G0heKCryzZZat/YgccyYbLdIRMSDiGhQ0b27H5s0CVat8uVTv/413HAD3wG49dbqn++RR3wz0mHD0tfmfPV//+fv9Q03VH7O0qVw8cVMBJ9FGjsWrrzS99v49rcVaBSQdM5kHA7MDyEsDCHsBJ4Czow9IYSwOIQwDdC6i1qoDpSVrv30U1i/3j+0NYuRv/r391HCHj0UZIhI9k2bBs89B9dfX1YSfcsWDzj2398Htczgt7/ln+DJ4E8/XfnzrVzpo+8XX6y8wXh69ICf/ASeemrvAiBbt/o+Vr16wTPPcCfAihUetP3gB/Cd78ADD3igIgUhnX9BnYFlMbeXR45JgRgCXrp25MiyKeyDDsp2s2RfFBV5halu3bw0cXU100VE0ulXv/K9LK6/vuzY66/73hinnVY2qGXG1eCj6Zdd5jkc8Tz+uI/UX3JJmhuex376U+8DLrvMg4pnn/VAondv//c491yYO5ebwJewnX467Lef5/V97WsepPzvf9n9HSQj8iJMN7OrzGySmU1au3ZttpsjCfoK+EhQq1a+vvWkkzSLURsceqjXjg9Bsxkikj2zZsEzz8D3vuf9DMDixb5E5+ijoU2bcqfvBPjvf/34qFG+rCfWhAk+yn7UUT4aL/E1buxBRdOmcOedHjhcdplvsPveex6odetWdn7Llh5gzJ4Nv/iF76B+0UUwZUq2fgPJkHQGGSuArjG3u0SO1VgI4f4QwuAQwuC2bdumpHGSfmeAl66dNs1nMKJrZSW/mcEVV3h5x3/9K9utEZFC9atf+RfeH/zAb+/aBS+84AHHccfFf0z79jB6NGzc6Hs13XGHV5N6+GF/TKNGcP/9mfoN8tewYTB9ui9NmzzZSwR/9JEHd/FEg7433vDlas2bw49/nNEmS+alM8iYCPQ0sx5mVh84HxidxteTXLJsGQPAg4tdu3xzJKk9DjgADjvMN6zavDnbrRGRQjNvnu+Dcc01ZTMW48d77t8ZZ0C9epU/dsAAH/w69VQfWe/aFb75Td90dNIkOOSQjPwKtULDhr5R34knVp3DUreuzx5t3uyVJn/yE19G/cEHmWurZFzagowQwm7gWuBVYBbwdAhhhpndbmajAMxsiJktB74G3GdmM9LVHsmwF1/068aN/ctohWlrqQUuucRHADXqJyKZ9qc/eSDxox/57VWrfNBj0KCyBPCq7L+/5xKMG+czGjfcAK+84rkDkh7duvlSqQkTPF9mv/18NkpqrbTu+B1CGAOMqXDs5pifJ+LLqKS2eeEF1gDtO3b0fTGk9jn3XLjqKhg9Gi1iFJGM2brVl2qedx506AAlJb63RZMmnvtXE8cfD++8k552yt5OPNFzM954w5P1b77ZczMGDsx2yyQN8iLxW/LM1q0wdiwLwT9QtGNq7dSypa+znT/fk/xV+1xEMuGZZ3zZzZVX+u1334XVq310vGHD7LZNqla/vi9nW7fOi4g0b+77mEitpCBDUu/ll2HnTj4EGDIk262RdDrjDFi1ikPB1ziLiKTb/fd7vt/Qob4Pw/jx/oX14IOz3TJJxIEH+rK2Tz7xZbf/+Y9XCpNaR0GGpN4//gENGvBn0GZGtd2Zvr9mO/ANrLZvz2pzpHYzs1PMbI6ZzTezG+Pcf5yZfWxmu83sq9loo6TZp596svCVV3pRkf/+1/fJ+MpXst0yqYmTT/bZ8PbtvaLX73+f7RZJGugboKTW6tU+dX344SzJdlsk/Xr3hl696ASwbRuMHZvtFkktZWZFwD3AqUAf4AIz61PhtKXAZcATmW2dZMwDD/iSm0su8U33Pv8czjpLy6TyTYMGcM45nk8zdKhXCtu0KdutkhRTkCGpU1oKf/6z182+7LJst0YyZdQohoKXfZw82TfDEkm9w4H5IYSFIYSdwFPAmbEnhBAWhxCmAaXZaKCkVwOAxx6Ds8/24GLiRN84r0ePbDdNktG1q+9N0r27z4Jr36VaR0GGpM6773qVjjp19iyjkQIwahT1AXbu9E2wnn8eduzIdquk9ukMLIu5vTxyTArEuQAbNsCFF8L//ueVpU44IdvNkn1x3HGeu9mpE9x7rwqI1DIKMiQ1Vq/2jXVmziyrfy2F4eijWQcwZowvW9i40ZcxiOQoM7vKzCaZ2aS1a9dmuzmSoKvBNwJdvdpnzr/2Nd/kTfJXUZH/Ox5xhH9/eO+9bLdIUkhBhuy73bt9VGnpUh9luuKKbLdIMqmoiBcBXnrJR6OOOsp3zZ0/P9stk9plBdA15naXyLEaCyHcH0IYHEIY3LatdnnJC9OmcSzA8OGwcqUPaGgwq3Zo2dJ3Xq9fH269NdutkRRSkCH77q23YM0aDzLat1eVjwI0GjzAfO89X77Qtq0vm9q2LdtNk9pjItDTzHqYWX3gfCL/9aQA3HsvX4IvyTzqKJWrzRAzS/pSIwMHwsiRXo747bfT88tIxinIkH0zd65/sTzgABg3Di69FOrVy3arJMNeA68W8vzzvnzhnHM8wPjvf7XGVlIihLAbuBZ4FZgFPB1CmGFmt5vZKAAzG2Jmy4GvAfeZ2YzstVhSZtMmeOwxZoDvjzFiRLZbVDBCCElfauyWW3xlxO9+V27KUvKXggxJ3oYN/iWyY0dYvtxL0V1+ebZbJVmwFXx39+ef96CiY0c49VRfMqVRKUmREMKYEEKvEMIBIYRfRY7dHEIYHfl5YgihSwihSQhhvxBC3+y2WFLigQdg2zbGAXz9676OX2qfIUN8RuPjjzkf/DuG5DUFGZKc3bvhmWf85699Df75T6913bt3dtsl2fPVr8LChb5RFsBhh0G/fj7DtXBhVpsmInlqxw74v/+DLl34LUCTJtlukaTT974Hq1ZxAMATT8CXX2a7RbIPFGRIzYUAL7/syXdnn+07sM6bB9/6VrZbJtl03nm+8+799/ttMzj9dM/PePZZrzolIpKokhK4/XavJnXttagOWAE4/3zYbz+6AaxfD08/7YOakpcUZEjNvfeeb7p27LE+c/H73/uXy69+Ndstk2xq0gQuusg7hWhAUb++Bx+lpfD44xqVEpHElJbCc8/Bf/4DLVrAddel5GkzksQsyWvUCL71LU4CXz61cKH/HyjV/pr5SEGG1Mynn8Ibb/juziec4J3ACy/Az3+uaWyBK6/0nVsff7zsWJs2vo7688/h3//20UkRkcqE4CWxx4yBOXPgRz/yL58peeoMJTFL8q65xq/fecdz+2bNKsv3k7yiIEMSt3Sp74fRvbvXKN+yxddPHnoo/OAH2W6d5IJBgzwX4777yncIPXr4LvCLFsHo0eosRCS+EHwzz0mTYOJEL4v+wx9mu1WSSd27e23qBx6A/v19QPOTTzzoVN+RVxRkSGJWrPAkrJYtfVS6bl24+WY/ft99KlsrZa68EqZPhwkTyh/v16+ss3jlFXUWIlJeCP5F8v33Padr+nQva6pZ8oJzN8C6dT77feyxcMwxHnSOHq2lU3lEQYZUb8UKeOwxn66+5BJo3NhzMv7yF7j6at8YSSTqggv8S8EDD+x937HHwtFHw0cfKdAQkTKlpT5TPnEiHHmkF4s48EAVFClQbwL06QN/+IP3EyNGwLBhMGWK/99QMnheUJBRyD7/HJYs8b0M5s6FnTv3Pic2wLjsMk/Ae/11rxrUrh38+tcZb7bkuObNvULIk0/CZ5+Vv8/Md3WNBhovv6xAQ6TQ7dzpI9bTpvl+O2vWwIwZ3r9olrxw/b//5/8n/vUv7zuGDYOTT4aZM71/2bEj2y2UaijIKDQ7d3r1nxEjYL/9oLgYevb0KlEtWvgf8c9/7qPMU6bAo4+WBRgNG8KPfwwnnQStW8Nrr/nyKZGKfvxjH2m6/vq974sNNCZM8OIBSgYXKUybNsFDD/lA12mnQadO/vkxZIgqFha688/3HL+f/9wLioCvnIjm9z34oA+WSs6yfKuaMHjw4DBp0qRsNyOvFBcXs2TJEs4D/gq0AxYDDwNLgV2AAQOAY4GBQF2gFFgJLAf2AzoAzYB7gB8DiRQjzdb/LzMruNfOud/59tt9PfULL/jMV0Uh+G7gb73lwe7Xv56yCjJSOTObHEIYnO125Ar1KTUX7VOS0b17dxYvXuw3li2Dp57yAYmvfQ1atfLBh3Xr4MMPfQAsxr5+xu3L47P12Gy+dk60e9w4GD4c7rwTfvrTshMWLfIBU/C+o7g46XbKvqmqT1GQUQCamLH1iivgH//wta633uojyXXiTGSVlsKLL/qax61bYfNmP9aunV9OPRVOOSWh1825L721/LVz7nfeudNHoTZu9KUPzZvHf/C0aV6esFUrz+fYb7+0t7eQKcgoT31Kze3zl8fSUvjgAxg71mfQL7jAPx9GjvRllGPHwtChKX3dlLQ7n7+sZ/ixKX3tM87wAakFC7wketTnn/uyqfXrfRXG0KHxv9dIWlXVp9TNdGMkw2bPZiL4dPTPfuYBRmVrXDdv9k1vlizxkYFTT9UfrCSvfn2fzj7qKLjxRrj33vjn9evnXzSeesorlZ1xhpdFFpFapwn4GvsFC+Dgg2HUKP+SeN55vi/Ck0/GDTCkgP32t94n3H67F5yJat0arrjCB0bffNM37jvnnMoHtCTjFGTUZh98AKefThvw/IkRIyo/d+5cXxu/e7f/kfbrl6FGSq12xBGel/GnP/mu8Lfd5rk9FXXv7pXKnn0W/v532LXLA48tWzz47dTJy98eeyw0bZrxX0NEKrFqlefwjRnjlaF27vR+pE4dX+7Ut69f+vSBOnX4DvieS1/5CnTs6Mm9997rM+Z/+IOvwxeJ1acPfPvb8Ne/+qDVBReU3dewIZx7rlciGzMG/vY3zxsdMMDz/ySrtFyqtnrxRR8Z6tyZA+bPZ0Fl/85bt8Krr/qSlQ4dfF1sipar5NzynVr+2jn7O2/f7oHGAw/4yOUjj3hSZ9SKFT4K9eabXrlsxQo/XlTkgUbLlrB8uX95qVvXZ9juuEOBcJK0XKo89Sk1Z2aETz/1AOH55/1gp05w/PE+CFC3rg8UzJ4Nn37qSyYjtgJNWrTwwYMQPBi59FLfd6madfU5s3wng4/N5mvnVLu//NIrS33wgVclPPHEvR+0fj08/zx/+uEP+WTTJl4E1iXx2uXyhqRayskoNA88ANdcAwMHwksvYe3b7/2HXlrq1aPeeMO/vA0d6qPEdVM3uZWzX3pr6Wvn/O/86qs+tb1ihY8+NWvmS6qiQUWrVt5xjBzpI1dTp3oCaN++/n9z+nQPQh54wCvSfOMb8Mtf+iyIJExBRnnqU2po2TIe7taNy8z8b/i667wKVL9+e48cb9vma+nHjvX18y1a8Pc//pGrv/c9Hzxo2dJnNHr3Tuilc+pLb4Yem83Xzrl2b9jgfcHSpf7/asCAvR8YAoPq1OHjO+/07zaDB9d4BjybfWk+UpBRKEpLvdTbb37jydnPPANNm5b/gwnBR5feesv3MCgu9so/sclUKZLzX3pr2Wtn+3dORAvgSrzCWTOgETAN33jpEyC29UXA0cBxkdsfAe8BDYAbgeuBEuA3rVtzx9q1yh9KkIKM8tSnJKi01Jei3Hgj27dsodENN3i1n3gz319+6Qnc77/vX/T69/cBhGbNateX3gw8NpuvnZPtXr7cl0xt3Qo/+Ql85zt75WCYGWHLFh+UGjvWv+vUqeObxO7c6bPr3bp5kDJggA9qFRWlpN2FSInfwLCHhwEw7rJxWW1Hquz1++zY4XtZPPUUXHUV3HNP+VmJ0lIPLt57z0eO27Sh79rbmAmENvvwIXKbf7kMt2TnOaLvw/gl4xN+jpZ3tgRg440by72P0Xa0aNBir/sq+znu73KLtyt6f7zXi5q6eioAAzoM2KsdNf1d9mpHgs9RmZo+R7wP5bq3+//B3TcnvztrqxuNYYvh9YNv9ZmPI47w5VYbNsCVV3LHa6/5NPo//uEdR5rkymdIrrRDCsicOb7z9rvvwsiRHPz66yz+3e/2Pm/jRi89+/HH/mXu4IM9l6pt24w3WWqpLl08cLjuOrjpJvjd7+Dyyz2/p3FjKC3lHvAZ8WnTPBgBDzIaNfIZjebNfUn5l5FC/F27+venyy9XKdwUK5ggo1abPduXjkye7LWkf/KTsmnrrVs5Crwiw8aNPj195pnQvz8zf/m97LVZJEEbG8FzB+NLAMeN8wo0777ry6geeIBvd+/OfR98AIccAr//PVx5pRL+JO1qU7BX6e+yY4f3Kb/+tY8CP/wwXHIJS2JnDUtKYM4cLvxFX3p+DrcNv83/Fo86yr/41UA+DlpB2WBP7GBRbFu4kSoHqhIZuIpt49TVU/e8VuxzVhy0KvccCf4+uTRwFc+egatXdnuhgTvu8IIBMYNcF4FX0bz8chg0yC+tW8OkSTB9Ore8eTML+8Jj33ze8zieftqf54474Ctf4fCkW1czufIZks52KMjIZyF4JZ4f/tAj9P/9D846yzuGuXN9Dfv8+ZwEHlycfLKvfdWyEslH7dp5MYPPP/edwqdMgenTaQBw//2+lOPb3/YO48EHNSIlsi/GjoXvftdnMS64wL/IdegA+FJG5s3zAa5Zs2DbNjpugXe7Ad//frUlRCtdXnlLNfeLxBoyxAsP7Nrl+T/bt0NJCS27dCGMH7/3+V26wIkn8s78mxmwGp9xa9jQKxv+9Kf+f/7ee/kIvELVL37h+RyStFodZMQuTYmOTMQey3b0WFOxbS8dP57bxgGL32ZC31b87es9+GeHDvDoo77PRUmJV+Y5+mjuBW697DIgZmQlRuyxREYYsv0cFUeb4j7HLeWPR0dnADbt2AT4iEhJKNnrtTft2FTudss7W+55TOzPlbbD/FjF3zHe7xwVfY7Ycyp7P+L9Li3vbAm37P0a2fi3jY40AXve39hjiSydSqgdw4fDrFlsvO02/8Jzwgle4eaFF3yZxrXX+nR669bVvl5lcuUzJFfaIQXgnXfglls8b69HD6/kc/LJXoRhwgRYtIgbAB5/3Jcv9uoF/fvzx3AboQ4J7VFQ2Xr3PSPdld2v4EPiqVfPv++0aFH9uc2a8db+MK4Y/nDJJV5gZOZMH5xt1Ajuuou7r7iCaz/+GI47zovi/Oxnnueq/381ltYgw8xOAf6MD3w8GEK4s8L9DYBHgcOA9cDXQwiL09mmfFZ3dymDZm7gwjHLGDAH1jeEMce0Z1mHRhw/eR2UvOJrX4880j/4u3UDM9Zmu+Ei6dCgAQwYwGPAoz/4gY+q9url62tfe82XTt19t+/7ctFFvvt4mzblEvwkv2S7T6lNwV5suz+eM55zZ8HUO1syYM4mNjSrR6uf/cy/ZK1d6+vet2/3k1u14lOAiy6i7mO9KJkBzAAiE+S1ctAqjuhgz5adW/YMpsQbLAKgYcx9txpE7rabbM/9APbNyO3Ygnnml4rPGdvequ6LHXDTwFWZUAfssQMAqFMKJZfM91m5hQu97O23v+2rQd57D047zfd8ufRSr5AYmdFLRq58hmSqHWkLMsysCLgHGAksByaa2egQwsyY064ANoQQDjSz84HfAl9PVRti36RcWfuWkF27PFlpwwavMT5xIrz9Nm9MmOQf9E2bMuGQVszp3pSLT77BS3h26+bLQ1q2rPKpY/+gk10fme3niPfvWnENrZnBrWWPiV1fmvbE7wDHFx+ftsTvyn6X2IoY2fy3jf3ATzbxu8btaN4cDj/cL+ed5/kb48d7AYQnnvBLly6+VrxvX7/u3LmsjGaLFl6Os2HDcqNVufIZkivtyKZc6FNqhRDgiy8YMv1z+s3dRN/5m+g7DxqUwIZm2/jo0FbM7daUi+vV8yTudu18ZrBLF5/ZaNWKF7//fejZkxLF6zUX8123RWTkPfrF/vjjjwfiBzyFaM/M1c0xByPBbElJyd7nJam0DnDAAX4B/nT99dz61a/6gO1JJ/kyqokTvXrnzTf738PAgWVFSFq39j6oWTOfDdGMxx7pnMk4HJgfQlgIYGZPAWcCsR3CmZR9FXwWuNvMLKShdtihczfx9VeWwQvnetWlunX9C0XjxmUVB6KXZs38unHjskvDhj5yWq+eTxEXFfkl+p+ptNSXKEWvS0p819Ndu7zKxo4dvmZw2zYPIL74wi+bN/sa8w0b/LJ2rd/euNHLru3c6c/fuLGPxA4bBiNG8H8Tf8qGFvW5+Eolb4uUU69eWYdx+eW+lOqRR7yk8yuv+AU8uGja1P+2GzYs+3uuW7dstiP6923GX9fOoLSOwaMn+Gs0aOCfHY0aeVJskyZlnyFNmpT/7GjY0B8TfY0Qyj4fdu3ywYPt28s+H7Zs8evo8e3b/bOgpITbF85gbesGcFk23tysynqfEhvY/fAn/emzYDPfqn+y/7vWreszZ/Xrl/+/0aiR//tHrxs0KDunXj1/XL16/v8itj8Jwa9jL9G+paTE/998+aX3LdH/O9u2lfUrmzb5Zd0671PWr4fVq/fcviv6Ja1FC2Z2a8a0Xi04/6Jfc0TbthzRrp0HF+3aeVsrke0Bp1Q8RyKDVhCZgYgRb7Cn0sTvL+H43sfvua/Gid8Bwq1hz7k1Sfwe/83xe/4i8m3gqsqKhbfFDFzdVv6ceEFHTdqxCTyIGDjQD1x1lX83+/BDr+D57rvwr3/5pajI93iKDlY1bFjWF9Sv73/b0b/voiLG2UF7fv7P7HmU1jG+tmVI2XfL3/ymrM+o+BkSvdSvH/9zY/fussuOHWWfD19+WXbZsQN27GDczjP2fJY8OG0JC7s04de3jEvkn6VG0hlkdAaWxdxeDhxR2TkhhN1mtgnYj+Q2aaxS8YqtHDh7PWum/BfD59rrAvViLvsiUL7GP+yZ5ayRXcAaYBUwC5gEvA98sm0bu9991/9z33HHni8YdpUiZpFER7K6Af2BfkCfjRvpsHEj+wEt8c+A6GdDqHAxoE1Dv14z9y3q4J8fsZ8hqR7ULcE/D3YBuyOXAPRqCM2aFOTffU71KWeMW8nwievgvz9L9VOXfXGI/r+O/bIVQvnbiWrYENq3h969+d+UKbyzdSvvAPM2bWLzWRDsCy645JJUtF6kdqlf32e+zz3XLwCrVnm1w/ffhwULYPFiWLCAnRs3UnlYXt650R9e/33Km1wT3wLGdTJfiJpiaduMz8y+CpwSQvhW5PbFwBEhhGtjzvk0cs7yyO0FkXPWVXiuq4CrIjd7A3PS0ujMaUMaOr08p/ekPL0f5en9KG9f3o/uIYS827gg5/qUNvg21etyoj/at7+PVPwuHTkMgFVMzvpzbAM2JfEc0fehHk1r1I4ODABgN564En0fo79PoKTcfRXf76re/4rvSRt6U5dGe54v9jnr0qhcO6L31eQ9if4uq5laZTuSkUvPkez/kVTKlc+QNvRmO/XY6ulWSai0T0nnTMYKoGvM7S6RY/HOWW5mdfENgddXfKIQwv3A/WlqZ8aZ2STtuFue3pPy9H6Up/ejvAJ9P9SnVKJA/z9USu/H3vSelKf3o7x0vR/p3DBhItDTzHqYWX3gfGB0hXNGA5dGfv4q8GY68jFERCTvqU8REckjaZvJiKyHvRZ4FV+u/FAIYYaZ3Q5MCiGMBv4BPGZm84HP8U5DRESkHPUpIiL5Ja37ZIQQxgBjKhy7OebnL4GvpbMNOarWTNOnkN6T8vR+lKf3o7yCfD/Up1SqIP8/VEHvx970npSn96O8tLwfaUv8FhERERGRwpTOnAwRERERESlACjKywMyKzGyKmb2Y7bZkm5m1NLNnzWy2mc0ys6Oy3aZsMrMfmNkMM/vUzJ40s4bZblOmmdlDZvZZpBxp9FhrM3vdzOZFrltls42ZVMn7cVfkb2aamf3PzFpmsYmSZepTyqhPKU99ivqUijLZpyjIyI7r8b32xLd/eSWEcBC+T1rBvi9m1hm4DhgcQjgET24txMTVh4FTKhy7ERgbQugJjI3cLhQPs/f78TpwSAihHzAXuCnTjZKcoj6ljPqUCPUpezyM+pRYD5OhPkVBRoaZWRfgK8CD2W5LtplZC+A4vCIMIYSdIYSNWW1U9tUFGkVq/DcGVma5PRkXQngbrwwU60zgkcjPjwBnZbJN2RTv/QghvBZC2B25+SG+Z4QUIPUpZdSnxKU+RX1KOZnsUxRkZN6fgJ8ApVluRy7oAawF/hmZ6n/QzJpku1HZEkJYAfweWAqsAjaFEF7LbqtyRvsQwqrIz6uB9tlsTI65HHg5242QrPkT6lOi1KfEUJ9SJfUplUtZn6IgI4PM7HTgsxBCdreyzx11gUHA30IIA4GtFNaUZTmRNaFn4h1lJ6CJmX0ju63KPZHN1VQWDzCz/wfsBh7Pdlsk89Sn7EV9Sgz1KYlRn1Im1X2KgozMOgYYZWaLgaeAE8zsX9ltUlYtB5aHED6K3H4W7yAK1QhgUQhhbQhhF/Bf4OgstylXrDGzjgCR68+y3J6sM7PLgNOBi7SrdcFSn1Ke+pTy1KdUTn1KBenoUxRkZFAI4aYQQpcQQjGefPVmCKFgRxVCCKuBZWbWO3LoRGBmFpuUbUuBI82ssZkZ/n4UbNJiBaOBSyM/Xwo8n8W2ZJ2ZnYIvkRkVQtiW7fZIdqhPKU99yl7Up1ROfUqMdPUpad3xWyQB3wMeN7P6wELgm1luT9aEED4ys2eBj/HpyikU4K6kZvYkMAxoY2bLgVuAO4GnzewKYAlwXvZamFmVvB83AQ2A1/27Ax+GEK7OWiNFcof6lAj1KU59SnmZ7FO047eIiIiIiKSUlkuJiIiIiEhKKcgQEREREZGUUpAhIiIiIiIppSBDRERERERSSkGGiIiIiIiklIIMqVXMbEuF25eZ2d1pfs36ZvYnM5tvZvPM7Hkz6xJz/3VmNsvMHjez9mb2opl9YmYzzWxM5JxiM/s0ne0UEZHEqT8R2TfaJ0MkAWZWN4Swu5K7fw00A3qHEErM7JvAf83siMiumd8BRoQQlpvZfcDrIYQ/R563X0Z+ARERyQnqT6RQaCZDCkZkdOdNM5tmZmPNrFvk+MNm9tWY87ZEroeZ2TtmNhqYaWZNzOylyKjRp2b2dTNrjG/29IMQQglACOGfwA7gBDP7O7A/8LKZ/QDoCCyPvlYIYVqcdhaZ2V1mNjHS1m/H3HdDzPHbYn6v2ZGRrVlm9mykXSIikgbqT0Sqp5kMqW0amdnUmNutgdGRn/8KPBJCeMTMLgf+ApxVzfMNAg4JISwys3OBlSGErwCYWQvgQGBpCGFzhcdNAvqGEK42s1OA4SGEdWY2E/i3mV0LvAH8M4SwssJjrwA2hRCGmFkD4D0zew3oGbkcDhgw2syOA5YCvYErQgjvmdlD+GjX76t7s0REpFLqT9SfyD7QTIbUNttDCAOiF+DmmPuOAp6I/PwYMDSB55sQQlgU+Xk6MNLMfmtmx4YQNtW0cSGEV/GRqAeAg4ApZta2wmknAZdEOrePgP3wzuCkyGUK8HHk8T0jj1kWQngv8vO/EvzdRESkcupP1J/IPlCQIQK7ifwtmFkdoH7MfVujP4QQ5uIjUdOBO8zsZmAB0M3MmlV4zsOAGfFeLITweQjhiRDCxcBE4LgKpxjwvZjOrUcI4bXI8d/EHD8whPCP6NNWfJnEfnUREUkh9SciEQoypJC8D5wf+fki4J3Iz4vxD3GAUUC9eA82s07AthDCv4C7gEEhhK3AI8AfzKwoct4lQGPgzTjPcUJ0fWukIzkAn56O9SpwjZnVi5zXy8yaRI5fbmZNI8c7m1m7yGO6mdlRkZ8vBN6t/u0QEZEkqT8RqYZyMqSQfA/4p5ndAKzFE+zAp5qfN7NPgFeIGW2q4FDgLjMrBXYB10SO34SvV50buW82cHakEkhFhwF3m1l0tOvBEMJEMyuOOedBoBj42Mws0tazQgivmdnBwAd+mC3AN4ASYA7w3cj62ZnA3xJ/W0REpIbUn4hUw+L/vxWRfBHpUF4MIRyS7baIiEj+Un8iqaTlUiIiIiIiklKayRARERERkZTSTIaIiIiIiKSUggwREREREUkpBRkiIiIiIpJSCjJERERERCSlFGSIiIiIiEhKKcgQEREREZGU+v+kXAPviytrfwAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
        "<Figure size 957.6x295.2 with 2 Axes>"
       ]
@@ -2781,7 +2781,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 20,
    "id": "eed4519b-0c2b-4d3b-996c-27e7507cd902",
    "metadata": {},
    "outputs": [
@@ -2797,7 +2797,7 @@
        "       11.        , 12.        ])"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2818,7 +2818,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 21,
    "id": "417bfc62",
    "metadata": {
     "tags": []
@@ -2830,7 +2830,7 @@
        "NormaltestResult(statistic=17.050178832107033, pvalue=0.00019842697373015917)"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2851,7 +2851,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 22,
    "id": "5b1b8872",
    "metadata": {
     "tags": []
@@ -2863,7 +2863,7 @@
        "KstestResult(statistic=0.17109280360924561, pvalue=2.3554256360953683e-21)"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2874,7 +2874,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 23,
    "id": "4c3a3826-f138-4623-a2ae-b5e1856447a3",
    "metadata": {
     "tags": []
@@ -2886,7 +2886,7 @@
        "KstestResult(statistic=0.17109280360924561, pvalue=1.1777128180476841e-21)"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2926,7 +2926,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 141,
+   "execution_count": 24,
    "id": "8346ad8e",
    "metadata": {},
    "outputs": [],
@@ -2941,7 +2941,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 144,
+   "execution_count": 25,
    "id": "404476b6",
    "metadata": {
     "jupyter": {
@@ -2998,7 +2998,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 26,
    "id": "f4b02335-208a-4d2b-928d-0eae3ce8333c",
    "metadata": {
     "jupyter": {
@@ -3061,7 +3061,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 189,
+   "execution_count": 27,
    "id": "60e92736-96b4-41af-9a1d-a63f1ef350f4",
    "metadata": {
     "jupyter": {
@@ -3113,7 +3113,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 28,
    "id": "29da7498-9762-4a65-91da-656fcf5739d6",
    "metadata": {
     "jupyter": {
@@ -3129,7 +3129,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 29,
    "id": "4ed85e5d-707a-4c6c-9d4e-403e089d3b5f",
    "metadata": {
     "collapsed": true,
@@ -3143,11 +3143,11 @@
     {
      "data": {
       "text/plain": [
-       "array([ 22.67778288,  45.95785693, -17.5783201 ,  -6.7727841 ,\n",
-       "        63.71684948,  83.87176802,  54.59617302,  70.0952708 ])"
+       "array([ 54.25762423, -11.4340238 ,  85.41693492,  57.13557382,\n",
+       "        55.36491718,  57.71733221,  69.02701063,  52.61898388])"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3158,7 +3158,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 30,
    "id": "927a5176-6a2d-4467-93d9-fad9f79b4d45",
    "metadata": {
     "collapsed": true,
@@ -3175,7 +3175,7 @@
        "'49.5 81.9 64.0 17.3 59.8 94.6 69.9 12.4'"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3223,7 +3223,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 31,
    "id": "886a273d-bcb7-4124-b234-8b739ffae1c5",
    "metadata": {},
    "outputs": [
@@ -3233,7 +3233,7 @@
        "Ttest_1sampResult(statistic=0.6024056396957578, pvalue=0.5658990587680466)"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3258,7 +3258,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 32,
    "id": "b732c69f-1851-4ef2-bdc2-8f80b4c5281e",
    "metadata": {},
    "outputs": [
@@ -3268,7 +3268,7 @@
        "Ttest_1sampResult(statistic=0.6024056396957578, pvalue=0.2829495293840233)"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3279,7 +3279,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 33,
    "id": "dc360e24-d676-4398-8e4b-dba71e9e68e8",
    "metadata": {},
    "outputs": [
@@ -3289,7 +3289,7 @@
        "(56.1713713175, 10.244544391411772)"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3300,12 +3300,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 34,
    "id": "9318d3d7-291d-4746-bf5c-5e949b9d01d9",
    "metadata": {
-    "collapsed": true,
     "jupyter": {
-     "outputs_hidden": true,
      "source_hidden": true
     },
     "tags": []
@@ -3314,11 +3312,11 @@
     {
      "data": {
       "text/plain": [
-       "array([ 74.69574213, 104.90783803,  84.7459419 ,  84.71874306,\n",
-       "        59.06825588,  -2.56513302,  65.9081996 ,  86.73460923])"
+       "array([ 98.95513724,  24.90943999,  58.01623473,  75.38839715,\n",
+       "       108.747231  ,  84.94425311,  71.51023652,  31.08958073])"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3331,7 +3329,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 35,
    "id": "0b82f89c-a5ec-42cf-bc61-c4d56bed2e41",
    "metadata": {
     "jupyter": {
@@ -3347,12 +3345,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 36,
    "id": "52086aad-ffa3-4588-86e0-1de74dd91496",
    "metadata": {
-    "collapsed": true,
     "jupyter": {
-     "outputs_hidden": true,
      "source_hidden": true
     },
     "tags": []
@@ -3364,7 +3360,7 @@
        "'64.2 96.6 101.9 85.3 66.5 63.9 127.6 55.0'"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3399,7 +3395,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 37,
    "id": "6231e214-ac36-4c4f-8a16-e1551c8484b4",
    "metadata": {},
    "outputs": [
@@ -3409,7 +3405,7 @@
        "Ttest_indResult(statistic=-1.96174329619957, pvalue=0.06998888828308221)"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3436,7 +3432,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 38,
    "id": "3beb1fbb-a1ac-40aa-b4ce-b97f151392f5",
    "metadata": {
     "jupyter": {
@@ -3448,7 +3444,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "787e7bcf569c4e9a9ae7ec1793569677",
+       "model_id": "1ad98ead0d5d4d238f97f4ceebd2d324",
        "version_major": 2,
        "version_minor": 0
       },
@@ -3537,7 +3533,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 39,
    "id": "2bf0aafa-d23f-44fe-b9e0-cf4bf13e7314",
    "metadata": {},
    "outputs": [
@@ -3547,7 +3543,7 @@
        "F_onewayResult(statistic=2.3575322551335636, pvalue=0.11384795345837218)"
       ]
      },
-     "execution_count": 43,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3602,7 +3598,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 186,
+   "execution_count": 40,
    "id": "6bcaa795-3a85-4b8c-aad9-d554e244a2ec",
    "metadata": {},
    "outputs": [
@@ -3633,7 +3629,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 187,
+   "execution_count": 41,
    "id": "e1f2356b-dd02-47d5-8e2c-82c77a6a5c97",
    "metadata": {},
    "outputs": [
@@ -3669,7 +3665,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 231,
+   "execution_count": 42,
    "id": "e964be07-0696-4ff8-844a-3e7d318a7f3a",
    "metadata": {
     "jupyter": {
@@ -3680,7 +3676,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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ySxg50mwbPXo0o0aNYto06N8fDh40PSOuxhX+hoeEhNC+fXsOZJTxbXaQknuK9HyItAk7AZfWQqnBqUs8AAJfBeUOwV/YNDQhhBAiI0hosnms2G0y9Eq4Ckk+RNqc+BWUG5QYkPprePtDycFwYhLcDbVZaEIIIURGEJtYJDT0vnx5Mw9Ekg/7KV68uPR62JAkHyL1YqJN8lGoVcILCqZEhddBR8OhMTYJTQghhMgoDhyAfPnAz+/BtldeeQWArFmhbNmMU/FKZHySfIjUu7ga7p4xvRZplaMEFOsD/06AyLC0X08IIYTIIGInm8cf3Rx/QrJUvBKuxG7Jh1JqklLqklIqwVxcKdVEKXVTKbXH8nov3r42SqkjSqnjSqk37BWjSKMTkyBLPgjoZJvrlRlhyvaemWOb6wkhhBAuTmvTq/HofI+ZM2fGfV25Mpw4AWHy7E64AHv2fPwKJFeba4PWuprl9QGAUsod+B54EqgA9FZKuWD9hgwu4jqcmQfF+4B7VttcM/8TkLOMGcolhBBCCE6dgtu3E55sHit238GDjolJiLSwW/KhtV4PXEvFqbWB41rrE1rrCGAmYKNH68Jmzi2FmPtQvL/trqkUlBwEl9aZKlpCCCFEJpdUpatYUvFKuBJnz/mop5Taq5RaqpSKXQHFHzgT75izlm0iPTm/ArL6gI+NlwQo3h9QcOI3215XCCGEcEGxE8kfXS+0ffv2cV8XLw7Zs8ukc+EanJl87AKKaa2rAt8C81NzEaXUcKXUDqXUjsuXL9syPpEYreHCCijU0pTZtaXsRaBQCzj5G+gY215bCBewbNkyypUrR+nSpfnss88SPa548eJUrlyZatWqERQUlOLzhRCuYf9+KFYMcuV6eHvNmjXjvnZzM8mJ9HwIV+C05ENrfUtrHWb5egngqZTKD4QCReIdGmDZlth1Jmitg7TWQQUKFLBrzMLi5gG4d96U2LWHkoPhzikz/EqITCQ6Oprnn3+epUuXEhwczIwZMwgODk70+DVr1rBnzx5iV+JO6flCiPRv376Eh1yNHj36oe+rVDHHau2gwIRIJaclH0qpQkqZonFKqdqWWK4C24EySqkSSqksQC9gobPiFAk4v8K8+7W0z/UDngLPXDLxXLiUvXv30qhRIypUqICbmxtKKd57773kT4xn27ZtlC5dmpIlS5IlSxZ69erFggULHHa+ECJ9uXsXDh2C6tWTP7ZaNbhyBUJlrd5MLyU94NHR0VSvXv2RYXwJ96zbiofNr2ihlJoBNAHyK6XOAqMATwCt9Y9AN+BZpVQUcA/opbXWQJRS6gVgOeAOTNJaS/2G9OT8CshdIe0LCybGIxsU6wUnp0HQd+CZ0z7tiAzn5WUvs+fCHptes1qhanzd5uskjwkPD6dnz55MmTKF2rVr8+677xIeHv7Qk8mGDRty+/btx8798ssvadGiBQChoaEUKfKg4zcgIICtW7cm2KZSilatWqGUYsSIEQwfPjxF5wsh0r/9+yEmBmrUSP7Y2GN27YIAO92exeO01mitcXNz9jRqI7YH/O+//yYgIIBatWrRsWNHKlRIuHDsN998Q2BgILdu3Xpo+5o1a8ifP79dYrRntaveWms/rbWn1jpAa/2L1vpHS+KB1vo7rXVFrXVVrXVdrfWmeOcu0VqX1VqX0lp/bK8YRSpE3YPL6+035CpWycEQfRfOzLVvO0LYwMqVK6lRowa1a9cGoEqVKly7dg0Vb0WwDRs2sGfPnsdesYlHSm3cuJFdu3axdOlSvv/+e9avX2+Tn0UIkX7s3m3eE+r5KFu27EPfV6liikbGniOsFxISQmBgIMOGDaNixYq0atWKe/fuATB27FgqVapEpUqV+Prrr+OOL1euHAMGDKBSpUps2LCB8uXLM2jQIMqWLUvfvn1ZuXIl9evXp0yZMmzbts1hP0tKesDPnj3LX3/9xdNPP+2w+MCOPR8ig7q8EaLDwc/OyYdPHfAuCmf+NOV3hbBCcj0U9nLgwAEqxxuUvWvXLmo88qjSmp4Pf39/zpx5UOzv7Nmz+PsnXOwvdruvry+dO3dm27Zt1K9f3+rzhRDp365dkC8fFC36+L7evXs/9H327FC+vDnHVTmr9xrg2LFjzJgxg4kTJ9KjRw/mzp1LYGAgkydPZuvWrWitqVOnDo0bNyZv3rwcO3aM3377jbp16xISEsLx48eZPXs2kyZNolatWkyfPp2NGzeycOFCPvnkE+bPnw9A27Zt+fnnnylcuLBNf85YKekBf/nll/niiy8euzcl1LNuS5J8iJS5sALcsoBvI/u2oxQU6QLHfoDI2zL0SqRrPj4+rF69GoCjR4/y559/smnTpoeO2bBhQ7LXqVWrFseOHePkyZP4+/szc+ZMpk+f/thxd+7cISYmhpw5c3Lnzh1WrFjBe++9Z/X5QgjXsHu36fWI14kaZ8aMGY8lINWrgxV/akQCSpQoQbVq1QBTSSwkJISrV6/SuXNnsmfPDkCXLl3YsGEDHTt2pFixYtStW/eh82MfQlWsWJHmzZujlKJy5cqEhITEHbdkyRKH/UxJWbx4Mb6+vtSsWZO1a9c+tG/jxo34+/tz6dIlWrZsSfny5WnUyHaf+yT5EClzfgUUaAAe2e3fVpGucORrCP0Liveyf3tCpFLv3r1ZuHAhlSpVIn/+/MyYMQMfH58UX8fDw4PvvvuO1q1bEx0dzZAhQ6hoKe4f/2nZxYsX6dy5MwBRUVH06dOHNm3aACR6vhDCtURGmupV//lPwvuPHj362LYaNWD6dDPx3E7D9e3KWb3XAFmzZo372t3dPW7YVWJiE5KEzndzc4v73s3NjaioKBtGmjRre9D/+ecfFi5cyJIlSwgPD+fWrVv069ePadOmJdizLsmHcI575+HGPqjmoLUDCjwBXoXg7J+SfIh0LUeOHCxatMgm12rbti1t27Z9bHv8p2UlS5Zk7969KTpfCOFaDh2CiAjrJpvHij12925oaaeClJlJw4YNGTRoEG+88QZaa+bNm8fUqVOdHVaSrO0B//TTT/n0008BWLt2LV9++SXTpk1LtGfdltLH1HzhGi6sNO/2nmweS7mZsrvnlpiJ7kIIIUQmETt3w5oyu7Eso4Zcet5HelKjRg0GDRpE7dq1qVOnDk8//TTVU/I/JAFt27bl3LlzNorwcfF70AMDA+nRo8dDPeDJtX/x4kUaNGhA1apVqV27Nu3atYvrWbcVpTPQajRBQUE6drEtYQebBsD5ZdDlgu1XNk/MhZWwuiU0nAdFnnJMm8KlHDp0iMDAQGeH4XIS+u+mlNqptbZ9UXc7U0q1Ab7BlGf/WWudYPesUqorMAeopbVO8mYh9xPhbC+9BJMnw82bZgVza5UsCbVqwaxZ9ovNluRveMaQknuK9HwI613ZBL4NHZd4APg2hiz5TNUrIYR4hFLKHfgeeBKoAPRWSj1W0F4plRP4DyALnwiXsHs3VK2aeOKxc+fOBLdXry7ldkX6JsmHsE74ZQj7F3zqJn+sLbl5QkBHCF0I0RGObVsI4QpqA8e11ie01hHATKBTAsd9CHwOhDsyOCFSIyYG9uxJer7H4sWLE9xeowYcOwaPrBknRLohyYewzlXLw8L8Dk4+wFS9irwJF1c7vm0hRHrnD5yJ9/1Zy7Y4SqkaQBGt9V+ODEyI1Dp+HMLCUjbfI1bsOYnUpBDC6ST5ENa5sgWUO+Sr6fi2C7UAjxyy2rkQIsWUUm7AWGCkFccOV0rtUErtuHz5sv2DEyIRsRPG4/d8nLt9jpeWvkTA2AD8xvgBUHhMYYYsGMKJ6yfijos9Ryadi/RKkg9hnStbIE9V8PB2fNvuXlC4nRl6pWMc374QIj0LBYrE+z7Asi1WTqASsFYpFQLUBRYqpR6bBKm1nqC1DtJaBxUoUMCOIQuRtF27IEsWqFABLoZd5L/L/kupcaUYv3089YrUo2PZjlwteZWmJZoyff90yn1XjmELh3HqxikKFQI/P0k+RPol63yI5MVEw9VtUKK/82Lwbw+nZ8G1neBTy3lxCCHSm+1AGaVUCUzS0QvoE7tTa30TiFtuTSm1Fng1uWpXQjjT7t1QuTL8e/MwTX9ryuU7lxlQdQDvNHqHknlLAnD79m1y5szJFy2+4LONnzFh1wRmB89mRf8VVK9eWyadi3RLej5E8m4FQ9Rt58z3iOXXBlBmtXMhMrBly5ZRrlw5SpcuzWefPV4x9syZMzRt2pQKFSpQsWJFvvnmm4f2Fy9enMqVK1OtWjWCglyuam6Kaa2jgBeA5cAh4A+t9UGl1AdKqY7OjU6IlNPa9FqUrG0SD601u0bsYlKnSXGJB8DYsWMB8M/lz7dtv+XQ84fw8fah5dSWFKyxjeBgSGaRbiGcQpIPkbwrW8y7oytdxeeVH/LXg3OSfIiMKzo6mueff56lS5cSHBzMjBkzCA4OfugYDw8PxowZQ3BwMFu2bOH7779/7Jg1a9awZ88eMss6FVrrJVrrslrrUlrrjy3b3tNaL0zg2CbS6yHSszNn4JrbIZb7NUFrzZqBa6hSsEqy55XMW5K1A9dSwLsAs7K0JLrQVvbvd0DAQqSQJB8ieVe2QFYfyFnauXH4t4NrO+DeeefGIUQC9u7dS6NGjahQoQJubm4opXjvvfdSdI1t27ZRunRpSpYsSZYsWejVqxcLFix46Bg/Pz9qWGaU5syZk8DAQEJDQxO6nBDCBS355xQMaoqnp2LtoLUEFrB+Ab4iuYuwdtBaCmQvAP1bsWCLZB/28sQTT8R9PW7cOAIDA+nbt68TI3rckCFD8PX1pVKlSqk6Lrme+NSSOR8ieVe3mF4PpZwbR+F2sPdtOLcUSg1xbiwifdr5MlzfY9tr5q0GNb9O8pDw8HB69uzJlClTqF27Nu+++y7h4eGMHj067piGDRty+/btx8798ssvadGiBQChoaEUKfJg7nRAQABbtya+Jl5ISAi7d++mTp06cduUUrRq1QqlFCNGjGD48OFW/qBCCGeL0TF8cmgQeN5hVf9tlM9fPtFjaySyCEhArgA2DF1L8U+C+OFCP96L2kZWj6z2CTgT27RpU9zX48ePZ+XKlQQEBFh1rtYarTVuKVm6PhUGDRrECy+8wIABA1J8XGxP/N9//01AQAC1atWiY8eOVKjw2BquKSY9HyJpETfgZrBz53vEylMFvANk6JVId1auXEmNGjWoXbs2AFWqVOHatWuoeAn7hg0b2LNnz2Ov2MQjpcLCwujatStff/01uXLlitu+ceNGdu3axdKlS/n+++9Zv3592n44IYTDfLv1W864r6XE0W+o6p90j0eHDh0S3VckdwBB537metZ9jF43OtHjhBESEvLQU/8vv/yS999/n5CQEAIDAxk2bBgVK1akVatW3LNMpMmRIwcAzzzzDCdOnODJJ5/kq6++YuzYsVSqVIlKlSrx9ddfP9RGuXLlGDBgAJUqVWLDhg2UL1+eQYMGUbZsWfr27cvKlSupX78+ZcqUYdu2bWn+uRo1akS+fPlSdZw1PfGpJT0fImlXt5v39JB8KGV6P0J+h+j74C5PcsQjkumhsJcDBw5QuXLluO937dr12FNJa3o+/P39OXPmwXp5Z8+exd/f/7FzIiMj6dq1K3379qVLly4P7Ys93tfXl86dO7Nt2zYaNWqU+h9OCOEQhy4f4o1Vb+B2vD3tCg9O9vgJEyYk2bPZsXx7tm0byufqc9qXbc8TRZ5I9Nh0w0m910k5duwYM2bMYOLEifTo0YO5c+fSr1+/uP0//vgjy5YtY82aNZw6dYpBgwaxdetWtNbUqVOHxo0bU92y8uOxY8f47bffqFu3LiEhIRw/fpzZs2czadIkatWqxfTp09m4cSMLFy7kk08+Yf78+bRt25aff/6ZwoULp/E/RMqktCc+JST5EEm7sgVQkC+dlLct3A6O/wSXN5jFB4VIB3x8fFi9ejUAR48e5c8//3yoSx5Mz0dyatWqxbFjxzh58iT+/v7MnDmT6dOnP3SM1pqhQ4cSGBjIK6+88tC+O3fuEBMTQ86cOblz5w4rVqxI8bwTIYTjRUZHMmD+ALzcshM+fyJ1f0x+mPP580nPf6xTB/hwLAXqrWLAvAHsfWYv2bNkt1HEmUeJEiWoVq0aADVr1iQkJCTRYzdu3Ejnzp3Jnt38d+7SpQsbNmyISz6KFStG3boPHuaWKFEi7sFVxYoVad68OUopKleuHNfOkiVLEm2vRYsWXLhw4bHtH3/8MZ06dUrJj+lQknyIpF3dArkrQJbczo7EKNQM3LKakruSfIh0onfv3ixcuJBKlSqRP39+ZsyYgY+PT4qv4+HhwXfffUfr1q2Jjo5myJAhVKxYESDu6deJEyeYOnVqXDldgE8++YS2bdty8eJFOnfuDEBUVBR9+vShTZs2Nvs5hRD28X+b/o8d53YwIu8cfgorRLxpXKlWqxaoiFy0i/yVydeb8uaqNxn35Li0X9ienNR77eHhQUzMg0WMw8PD477OmvXBKAt3d/e4YVepEZuUJHRtNze3uO/d3NyIiopK9norV65MdSzJsbYnPjUk+RCJ09r0fBTp7OxIHvDIDgWbQehiqPmVs6MRAjBjfxctWmSTa7Vt25a2bds+tj326VfhwoXRWid4bsmSJdm7d69N4hBCOMalO5f4dOOndAnsQtSKrvj4QKlSyZ8XO+cgMblzQ/nycGlbY5555hnGbx/Pi7VfpIxPGRtFnnEULFiQS5cucfXqVXLkyMHixYtT9eCmYcOGDBo0iDfeeAOtNfPmzWPq1Kl2iNj+rOmJTy2ZcC4SF3YCIq6Bjw0ewdiSfzsIOw63jjo7EiGEECJNPl7/Mfci7/FJs0/YuhVq17auuOTIkSOTPaZOHdi6Fd5rNAovDy/eXfOuDSLOeDw9PXnvvfeoXbs2LVu2pHz5xKuMJaVGjRoMGjSI2rVrU6dOHZ5++um4IVep1bZtW86dO5eqc3v37k29evU4cuQIAQEB/PLLLwleN6Hj4vfEBwYG0qNHj7ie+LRSiT1BS/OFlZoEtAcuaa0fKzCslOoLvA4o4DbwrNZ6r2VfiGVbNBCltbZqmd6goCCdWRbVcojTc2Bjd2izA/LVdHY0D4SdhIUloeY3UO4lZ0cjnOzQoUMEBlpfB18YCf13U0rttPbvbUYn9xPhCCevn6Tcd+UYVG0QY5pMIHduGDXKvJKzdu1amjRpkuQxP/4Izz4LJ07ApJPv8tGGj9gxbAc1C6efe7r8Dc8YUnJPsWfPx69AUn1WJ4HGWuvKwIfAhEf2N9VaV5MboRNd3wPKHXLbJtO1mRwlIGdZOLfM2ZEIIYQQqTZq7Sjc3dwZ1XgUO3ea0c6Wit3JWrduXbLHxF5r2zZ49YlX8cnmw1ur30pDxEKknd2SD631euBaEvs3aa2vW77dAli3MotwnOt7IFcguHs5O5LH+bWGS2shOjzZQ0XGZ68e3IxK/nsJ4Xz7Lu5j2r5pvFT7Jfxz+RNbxdTa5MMalSuDl5cZepXbKzdvNXyLFf+uYPXJ1bZrRIgUSi9zPoYCS+N9r4EVSqmdSilZntdZru+GvGkbq2g3fm0g+h5cSr58qcjYvLy8uHr1qnygtpLWmqtXr+LllQ4fKgiRiby16i1ye+XmjQZvACZBKF0aUlEoL1GenlCzJnGJzXO1nqNIriK8sfIN+ZspnMbp1a6UUk0xyUeDeJsbaK1DlVK+wN9KqcOWnpSEzh8ODAcoWrSo3ePNNMIvwb1zZnGe9KhgY1Ny9/wy8Gvp7GiEEwUEBHD27FkuX77s7FBchpeXFwEB0tkshLPsPr+bv479xcfNPiZvtryASRCaNrX+GsOGDbPquDp1YPx4iIwEL08v3m/yPkMXDmX5v8tpUzp9lOLWWqOsmWUv0qWUJrJOTT6UUlWAn4EntdZXY7drrUMt75eUUvOA2kCCyYfWegKW+SJBQUGSxtvKdUu5zvSafHhkB99GJvlgjLOjEU7k6elJiRIlnB2GEEJYbeyWseTIkoPnaj0HwNmzcO4cNlnf41F16sDYsbBvn+kF6VelH++ueZexm8emi+Qjtvfax8dHEhAXlJredKclH0qposCfQH+t9dF427MDblrr25avWwEfOCnMzOv6HvOeXpMPMPM+dr8Kd85A9iLOjkYIIYRI1tlbZ5l5YCYv1HqBPF55ADMhHFKWfEycOJFRVpTFir3mtm0m+cjinoUXa7/Im6veZN/FfVQpWCWFP4FtSe+160tpb7rdkg+l1AygCZBfKXUWGAV4AmitfwTeA3yA8ZZMN7akbkFgnmWbBzBday1ljRzt+m7wLgpZ8zk7ksT5tTHJx/nlUPppZ0cjhBBCJOu7bd8Ro2N4qc6DUvFbt0KWLFC1qu3bK1oUfH1NG88+a7YNrzmcD9d/yFdbvmJyp8m2bzQFpPc687Fb8qG17p3M/qeBxz4xaq1PAHb45ydS5Pqe9N3rAZC7AngHmKFXknwIIYRI58Iiwvhp5090DexKibwPPnD/8w/UqAFZs9q+TaWgXj3TRqx82fIxpNoQftr5E580+wS/nH62b1iIRKSXalciPYm6C7ePpP/kQykz9OrCSoiJcnY0QgghRJIm757MjfAbvFLvlbht4eGwfTs0bJiyazVu3NjqYxs2hOPH4cKFB9v+U/c/RMVE8f3271PWsBBpJMmHeNyNA6Bj0n/yAWboVeRNuLrV2ZEIIYQQiYqOiebrrV9TL6AedQPqxm3fvh0iIqBBgyROTkByq5vHF3vtjRsfbCudrzSdynfihx0/cDfybsoaFyINkk0+lFJjlFLpbIlrYVc39ph3V0g+CrUwq7DLaudCuDy534iMbOGRhZy4foKR9UY+tH2DZbmq+vVTdr0xY6yv9FijBnh7P2gr1sh6I7l27xpT9k5JWeNCpIE1PR+HgAlKqa1KqWeUUrntHZRwsmu7wTM3ZC/u7EiSlyUP+NQxk86FEK5O7jciw/px548UyVWEp8o/9dD2DRugYsWULy4YFhZm9bGenlC37uPJR/0i9aleqDo/7vhRFh0UDpNs8qG1/llrXR8YABQH9imlplsWBxQZUexkc1ept+3XGq7tgPtXkz9WCJFuyf1GZFQhN0L4+9+/GVJ9CO5u7nHbo6Nh06aUD7lKjQYNYO9euHXrwTalFMNqDGPvxb3sOLfD/kEIgZVzPpRS7kB5y+sKsBd4RSk1046xCWeIiYYb+1xjyFUsv1aAhgurnB2JECKN5H4jMqJfdv0CwJDqQx7avn+/SQZSOtkcwM8vZRWqGjaEmBjYvPnh7X0q98Hb05uJuyamPAghUsGaOR9fAYeBtsAnWuuaWuvPtdYdgOr2DlA4WNhxiL7rWslHviDwzCNDr4RwcXK/ERlRVEwUk/dMpk3pNhTNXfShfbHDoFKTfAwfPjxFx9etC+7ujw+9yu2Vmx4VezDjwAzCIqwfyiVEalnT87EPqKa1HqG13vbIvtp2iEk407Xd5j2vC93n3TzMxPMLK0DGrArhyuR+IzKcZceXEXo7lKdrPL4e1YYNUKSIWQgwpRYtWpSi43PkgOrVH08+AJ6u/jRhEWHMOjAr5YEIkULWJB/9tNZ34m9QSq0C0FrftEtUwnlu7AE3T8gV6OxIUsavFdw9C7cOOTsSIUTqyf1GZDgTd02kYPaCdCjb4aHtWpvSt6np9QDYtWtXis9p2BC2bYP79x/e/kSRJwjMHyhDr4RDJJp8KKW8lFL5gPxKqbxKqXyWV3HA32ERCse6sd8kHu5ZnB1Jyvi1Mu/nVzg3DiFEisn9RmRU526f46+jfzGo2iA83T0f2nfiBJw/n/rkIzUaNjSLGu7c+fD22InnW0O3sv/ifscFJDKlpHo+RgA7MZP+dlm+3gksAL6zf2jCKW4cgNyVnB1FymUvBrnKSfIhhGuS+43IkCbvnky0jmZo9aGP7Ysd/uSISlexYtcSSWjoVf+q/cninkV6P4TdJZp8aK2/0VqXAF7VWpeI96qqtZabQUYUeQvunoY8Lph8ABRqBZfWQnS4syMRQqSA3G9ERqS1ZtKeSTQp3oQyPmUe279xI+TNCxUqpO76r7zySorP8fWFcuUeXuk8Vn7v/HQu35lp+6ZxP+r+4wcIYSNJDbtqZvkyVCnV5dGXg+ITjnTjoHl3xZ4PMOt9RN+Dy/84OxIhRArI/UZkRJvPbubE9RMMqjoowf0bNpheDzerFj143Llz51J1XsOG8M8/puzuowZVG8T18OssObYkdUEJYYWkfuUbW947JPBqb+e4hDPcPGDeXbXnw7exmSwvQ6+EcDVyvxEZzrR908jmkY0ugY/nzxcuwNGjaRtyNXNm6pa+adgQrl83a4w8qkXJFhTMXpBp+6elPjAhkuGR2A6t9SjL+2DHhSOc6sYB8Mhu5k+4Is8ckL++We+j+ufOjkYIYSW534iMJiI6glkHZ/FU+afImTXnY/tXWdbEbd7cwYEBzZo9iKFq1Yf3ebh50LtSb8bvGM/1e9fJmy2v4wMUGZ41iwz+RymVSxk/K6V2KaVaOSI44WA3LZPNVSr7gNMDv9ZwYy/cu+DsSIQQKST3G5FRLD22lGv3rtGvSr8E969aZeZ7VKvm2LgAAgKgbNkHCdCj+lXpR0R0BLODZzs2MJFpWPMpc4jW+hbQCvAB+gOf2TUq4Rw3D7jukKtYsSV3L/zt3DiEEKkh9xuRIUzbP40C3gVoWbLlY/u0Nh/8mzY1K46nVvv2qR+R2Lw5rF8PkZGP76vhV4Py+cszbZ8MvRL2YU3yoSzvbYEpWuuD8baJjCL8knm56mTzWHmrQdYCZuiVEMLVpOp+o5Rqo5Q6opQ6rpR6I4H9zyil9iul9iilNiqlUllfSIjk3Qi/waIji+hdqfdja3sA/PsvnD6d9iFXNWvWTPW5zZtDWJhZcPBRSin6V+nPhtMbCLkRkvoAhUiENcnHTqXUCszNYLlSKieQQI0E4dJuuPhk81jKzfR+nF8BWn5NhXAxKb7fKKXcge+BJ4EKQO8EkovpWuvKWutqwBfAWJtHLoTF3OC53I++n+SQK0h78jF69OhUn9u0KSiV+NCrPpX7ADB9//RUtyFEYqxJPoYCbwC1tNZ3gSyATArMaGIrXbl6zweYeR/3L8P1Pc6ORAiRMqm539QGjmutT2itI4CZQKf4B1iGcsXKDmjbhSzEw6bum0pZn7IEFQ5KcP/KleDvb+ZdOEu+fFC9uoklIcXzFKdh0YZM3TcVreWfi7CtZJMPrXUMcBGooJRqBFQE8tg5LuFoNw5AVh/wKujsSNKukGXehwy9EsKlpPJ+4w+ciff9Wcu2hyilnldK/Yvp+XjJJgEL8YjTN0+z7tQ6+lfpj1KPjxiMiYE1a6BFC9Pz4EwtWsCWLXDnTsL7+1fpz+Erh9l5fqdjAxMZnjXVrj4H/gHeAV6zvF61c1zC0W4egNyVnf/X0BayFTRzPyT5EMKl2PN+o7X+XmtdCnjdcv2E2h+ulNqhlNpx+fJlWzQrMplZB2YBD4YtPWrvXrh61TYldsumseukeXMz4XzDhoT3d6vQDU83T2YeSN16IkIkxpphV08B5bTWbbXWHSyvjtZcXCk1SSl1SSl1IJH9Sik1zjJJcJ9Sqka8fQOVUscsr4FW/TQidbQ2PR+uPt8jPr/WZqXzyNvOjkQIYb2nSPn9JhQoEu/7AMu2xMy0tPMYrfUErXWQ1jqoQIECKQhbCGPWwVnUKlyLknlLJrjflut79O7dO03nN2gAWbIkPu8jb7a8tC7dmj8O/kGMzKEUNmRN8nECeLxcg3V+Bdoksf9JoIzlNRz4AUAplQ8YBdTBjOcdpZSSlW7s5e4ZiLqdMeZ7xCrUCnQUXFzj7EiEENZLzf1mO1BGKVVCKZUF6AUsjH+AUqpMvG/bAcfSFKUQCTh+7Tg7z++kZ8WeiR6zahWULw+FC6e9vRkzZqTpfG9vqFcv8eQDoGfFnpy5dYYtZ7ekqS0h4kt0hfN47gJ7lFKrgPuxG7XWyY6Z1VqvV0oVT+KQTphyihrYopTKo5TyA5oAf2utrwEopf7GJDFp+5cmEnZjv3nPSD0fBeqDu7cZehVgVUedEML5Uny/0VpHKaVeAJYD7sAkrfVBpdQHwA6t9ULgBaVUCyASuA5Ib7qwudghVz0q9khwf0SEWVtjsI1K9hw9ejTN12jeHEaNMkPBfHwe39+xXEe8PLyYeWAmTxR5Is3tCQHWJR8LeeQpkg0lNlHQqgmEwkbiKl1VdG4ctuSeFQo2lXkfQriWVN1vtNZLgCWPbHsv3tf/SXtoQiRt1sFZ1C9SnyK5iyS4f+tWuHvXNkOubKV5c3jvPTMJvlu3x/fnypqLtmXaMjt4Nl+1/gp3tzSsiiiERbLJh9b6N6VUNqCo1vqIA2JKEaXUcMyQLYoWLerkaFzUjQPgXQSy5HF2JLbl1xrO/QW3/4WcpZwdjRAiGen9fiNEYoIvB7P/0n7GtRmX6DF//w1ubtCkiePiSk6tWpAzJ6xYkXDyAWbo1Z+H/mTD6Q00Kd7EofGJjMmaalcdgD3AMsv31ZRStuoJSWyioNUTCGWCoA3cPJCx5nvE8mtt3qX3QwiXYOf7jRB2M+vALBSKbhUS+QQPLFli5ljktdEM1lGjRqX5Gp6e0LIlLF1qas8kpF2Zdnh7ekvVK2Ez1kw4fx8z6fsGgNZ6D5BwGYeUWwgMsFS9qgvc1Fqfx4zdbaWUymuZaN7Ksk3YWkwU3DwEeTLQkKtYOctA9hJwfpmzIxFCWOd97He/EcIutNbMOjiLJsWb4JfTL8Fjzp+HnTuhXTvbtbtzp23W32jXDs6ehf37E96fPUt2OpbryNxDc4mKibJJmyJzsyb5iNRa33xkm1U115RSM4DNQDml1Fml1FCl1DNKqWcshyzBVDc5DkwEngOwTDT/EFPFZDvwQezkc2FjYScg5n7G7PlQCgq3gYurIfp+8scLIZwt1fcbIZxl38V9HLl6JMkqV8ssz8DatrVdu4sXL7bJddpYapIuWZL4MT0r9uTK3SusPrnaJm2KzM2a5OOgUqoP4K6UKqOU+hbYZM3Ftda9tdZ+WmtPrXWA1voXrfWPWusfLfu11vp5rXUprXVlrfWOeOdO0lqXtrwmp+qnE8m7edC8Z6TJ5vH5PQlRd+ByIqsoCSHSk1Tfb4RwlpkHZuKu3OlaoWuixyxZYsrrVqniwMCsVLgwVK+edPLRpnQbcmXNJUOvhE1Yk3y8CFTElD2cAdwCXrZjTMKRYpOPXOWdG4e9FGoGblng3FJnRyKESJ7cb4RL0VozO3g2zUs2J793/gSPiYw0E7rbtjUd8ulR27awaRNcv57wfi8PLzqV68T8w/OJjI50bHAiw0k2+dBa39Vav621rmWZ2P221jrcEcEJB7gZDNmLg2cOZ0diHx7ZwbeRJB9CuAC53whXs/fiXv69/i/dK3RP9Jh//oFbt2w75AqgV69eNrtW27YQHW2SpMR0r9Cd6+HXZeiVSLNES+0qpRYBidQ+AK21rNyWEdw8mHGHXMXyexJ2j4Q7pyB7MWdHI4R4hNxvhKuafXA27sqdp8o/legxS5aYqlItWti27cK2WCbdok4dyJfPxNozkakrLUu1JGeWnMwOnk3r0q1t1rbIfJLq+fgSGAOcBO5hJoRPBMKAf+0fmrC7mCi4dRhyV3B2JPZV+EnzLr0fQqRXcr8RLid2yFXTEk0THXIF5gN9o0ZmPQ1bGjt2rM2u5e5uJp4vXQoxiZR48PLwokO5Dsw7PE+GXok0STT50Fqv01qvA+prrXtqrRdZXn2Aho4LUdhN2L8QE5Hxez5ylTc9HpJ8CJEuyf1GuKL9l/Zz7NoxugUmvrbHqVNw8KDth1zZQ9u2cPky7NiR+DHdK3Tn2r1rrA1Z67C4RMaT7ArnQHalVEmt9QkApVQJILt9wxIOcTPYvMdLPsIiwjh29Rh3Iu9wN/Iu4VHh+Of0p6xPWXJmtfFjG0dRygy9CplqSu66Z3V2REKIhMn9RriMOcFzcFNudA7snOgxsRWkXCH5aN3a3C6XLIHatRM5plRrcmTJwZzgObQs1dKxAYoMw5rk47/AWqXUCUABxYDhdo1KOIal0tXGm1dYsuct1oSsYXvodqJ1dIKH++Xwo4ZfDTqV60THch0pmKOgI6NNm8JPwvEf4fJGKNTc2dEIIRIm9xvhEmKHXDUu1hjf7L6JHrdkCZQoAeXK2T6GGjVq2PR6+fObuR9//QXvv5/wMdk8s9G+bHv+PPwn37f7Hg83az5GCvGwZH9rtNbLlFJlgNharIe11rJim4vTWhN6ZgVuMVloOPVJPNw8qFW4Fq/Xf50afjXIlTUX3p7eZHHPwplbZzh69ShHrh5hXcg6/jr2FyMWj6B+0fo8G/QsPSr2SP9/gArGK7kryYcQ6ZLcb4SrCL4czOErh3mp9kuJHhMWBitXwrBh9imx26FDB5tfs317eOcdCA0Ff/+Ej+kW2I2ZB2ay/tR6mpVoZvMYRMZn1SdGyx//vXaORTjIhlMbeGHpC0zNuo8rZGNC+wn0rtybHFkSLrdby79W3Ndaa/Zf2s+8Q/OYfmA6ff/sy1ur3uK/df/L0BpDE72G03nmgAIN4fxSzNxWIUR6JPcb4QrmBM9BoZIccrVsGYSHQ5cu9olhwoQJDB9u247BLl1M8jF/Pjz/fMLHPFnmSbw9vZkTPEeSD5Eq1iwyKDKI6JhoPlj3AU1+a8Ld+7eo6OVBk6rPMazmMKuTBqUUVQpWYVSTURx6/hALei2gSO4ivLz8Zcp+W5Ype6cQoxMpleFshduaeS5hIc6ORAghhAubHTybRsUaUShHoUSP+fNPM5SpQQP7xHD+/HmbXzMwEMqXN7EnxtvTm3Zl2vHnoT+Jjkl4mLYQSUnnY2WErZy7fY5+f/ZjTcga+lbuy4+NXsF9RU3IUznV13RTbnQs15GO5Tryz+l/GLliJAPnD2T89vF80+Yb6gTUseFPYAP+7c16H6GLodwLzo5GCCFESsREwe7X4P4Vp4Zx8/5NXnc7SC2fWrCpf4LHRMdAx/zw4pvgsc1ekZROtP20mP6iqdAVvga8EqnP8kWOC2zIcZHLq56kUHYnz//0zAnVvsi4iyVnQMkmH0qpP4FfgKVap9dH2iIpR68epelvTbkRfoNJHScxqNog1Nl5ZqeNyuzWL1qfTUM3MW3fNF5f+Tr1fqnHy3Vf5uNmH5PNM5tN2kizXGUhZ1k4J8mHEOmR3G9Ekm4fhSNfg5cveDjvg2bMves84QXFoi/BlasJHhN+F2qVgEJ+gJ1ypRweheHKJptft0IByFUaIs6BVyJFLotqTf1sCverW+Fe4muc2F30Pbh3Hop2h4JNnReHSBFrej7GA4OBcUqp2cBkrfUR+4YlbOXY1WM0/a0pkdGRbB66mSoFq5gdcWV2A23WlptyY0DVAXQu35k3Vr7BV1u+YtnxZUzpPIWgwkE2aydN/NvD0e8gMkyekgiR/sj9RiQuOty8154IAc5b9L7pj9XIkaUCG5/amOgx/3ka/vjDrJuBnaq7j+wI8LnNr5tFQ7PiUKUKLFqU8DFuwKuzurDl7BbOvnIMN+WkUfxXtsKKug9+N4RLSPa3RWu9UmvdF6gBhAArlVKblFKDlVKe9g5QpN7xa8dp+ltTIqIjWD1w9YPEA0yZ3ezFwcP2JfRzZs3J9+2+Z3m/5dy6f4u6P9fl4/Ufp4+5IP4dzMKKF/52diRCiEfI/UYkKfYDpruX00I4dvUYey/upVuFxBcWjIqCBQtM5aisdlxWau3atXa5rlJm4vmKFXD7duLHdavQjfNh59l8ZrNd4rBK7O+CJB8uxapUVSnlAwwCngZ2A99gbg7yCS6dOnXjFE1+bUJ4VDirB6ymkm+lhw+4edDuK5u3KtWKA88doEfFHryz5h3aT2/P1bsJd1E7TIH64JnbzPsQQqQ7cr8RiUoHycfcQ3MB6BKYeAmrjRvhyhXo2tW+saxbt85u1+7aFSIiHiySmJD2ZduTxT0Lc4Ln2C2OZEny4ZKSTT6UUvOADYA30EFr3VFrPUtr/SIg41bSofCocLr+0ZXbEbdZNWAVlQs+Mqk8JgpuHbF78gGQxysPv3f5nfFtx7Pq5CpqTKjB9tDtdm83UW6e4NcGzv0F6aEnRggRR+43IknR98y7m3OTj9r+tSmau2iix/z5J3h5QZs2DgzMxurVg4IFk656lStrLlqXas3cQ3PRWjsuuPjiko97zmlfpIo1PR8TtdYVtNafaq3PAyilsgJordPJQH4R30tLX2Ln+Z1M7TyVqoWqPn5A2L9m6FHuCg6JRynFs7WeZeNgMz62weQGTN071SFtJ8i/A4RfhKs7nBeDECIhcr8RiXNyz0fIjRB2nNtBt8DEh1zFxJgP7G3aQHbbj2p2GHd3eOops9r5vSQ+13er0I0zt86w/ZyTHiq6Sc+HK7Im+fgogW1OHOAnkjJp9yQm7prImw3epGO5RCbk3Txo3h3Q8xFfLf9a7Bq+iyeKPMGA+QN4a9VbzpkHUrgNKDdT9UoIkZ7I/UYkLi75cE4FxbnBZshV1wqJj6fats2sDm6vhQXjGzZsmF2v36UL3Llj5n4kpkPZDni6eTpv6JWH5XdBkg+XkmjyoZQqpJSqCWRTSlVXStWwvJpgusRFOrPr/C6e++s5mpdozodNP0z8wBuxyYftKl1Zy8fbh+X9ljOsxjA+3fgpXf/oSlhEmGODyOoD+etDaCJlPIQQDiX3G2GVGOf2fMw5NIcafjUombdkosdMn24mmXd0XjEum2na1CySOH164sfkzZaX5iWbMyd4jnOGXsX2fMRI8uFKkur5aA18CQQAY4ExltcrwFv2D02kRHhUOL3n9qZA9gLM6DoDdzf3xA++eRCyl7BLpStrZHHPwk/tf+Lr1l+z8MhCmv7WlIthFx0bhH97uL4H7p51bLtCiITI/UYkz4nDrs7cPMOWs1voGph4r0dUFMyaZapc5c5t/5gmTpxo1+t7ekKPHrBwIdy6lfhx3QK7cfLGSXZf2G3XeBLk5gko6flwMYkmH1rr37TWTYFBWuum8V4dtdZJTEESzvDR+o84evUokzpOokD2AkkffPMA5KmU9DF2ppTiP3X/w/ye8zl46SBPTHqCY1ePOS4A//bmXXo/hHA6ud8Iq8ROKnZC8vHnIfNrmFSJ3VWr4NIl6NvXUVHZX9++EB4O8+cnfkyn8p1wV+7MPjjbYXHFUcr8PsiEc5eS1LCrfpYviyulXnn05aD4hBX2X9zP5/98zoCqA2hZqmXSB0dHOKzSlTU6lOvAmoFruHX/Fk9MeoKtZ7c6puFcgZCjNJyZ75j2hBCJkvuNsIoTez5mB8+msm9lyvqUTfSY33+HPHmgbVvHxWVv9epBiRLmZ0tMfu/8NC3RlDmHnDT0yt1Lej5cTFLDrmLH5OQAcibwSpZSqo1S6ohS6rhS6o0E9n+llNpjeR1VSt2Ity863r6F1v5AmU10TDTDFg0jj1cexrQak/wJt4+BjoLczu35iK9OQB02DdlErqy5aDalGcuPL7d/o0pBkc5wcTVE3LB/e0KIpKT5fiMygehwUyxEeTi02dBbofxz5h+6V+ie6DF378K8edCtm30XFoyvcePGdm9DKejTB1auhAsXEj+ue4XuHL92nL0X99o9psdI8uFyEv0XrLX+yfI+OjUXVkq5A98DLYGzwHal1EKtdXC8Nv4b7/gXgerxLnFPa10tNW1nJuO3j2dr6FamdZ5Gfu/8yZ8QW+kqT/ro+YhVxqcMm4Zsos3vbegwowPTukyjR8Ue9m00oDMc+j8I/QtKZKB+ciFcTFrvNyKTiA43la6UcmizsUOuuldMPPlYuBDCwhw75KpJkyYOaadvX/j4YzOf5T//SfiYzuU78+xfzzIneA7VClVzSFxx3LNJ8uFiEk0+lFLjkjpRa/1SMteuDRzXWp+wXG8m0AkITuT43sCoZK4p4gm9Fcpbq9+idanW9Kncx7qTbh4wT45ylbdvcKlQMEdB1gxcQ4cZHeg1pxc3wm8wvOZw+zWYvw5k84Oz8yT5EMKJbHC/EZlBdLjThlxV8q1E+fyJ3zd//x0CAqBRI8fFNWbMGEaOHGn3dgIDoXp18zMmlnwUyF6AJsWbMDt4Nh82/RDlyARRej5cTlLDrnYm80qOP3Am3vdnLdseo5QqBpQAVsfb7KWU2qGU2qKUeiqxRpRSwy3H7bh8+bIVYWUco9aOIiI6gvHtxlv/D/3mQTPXwUmlCpOTxysPy/stp22ZtoxYPIIv/vnCfo0pNwh4Cs4thSiZrCaEE6X1fiMyg+h7Dl/d/Pzt82w8vTHJIVdXrsCyZdC7N7hZs3qajYSFOa5Mfd++sH07HEuiLkz3Ct05evUo+y/td1hcgPmdkAnnLiWpYVe/OTCOXsAcrXV0vG3FtNahSqmSwGql1H6t9b+Pnqi1ngBMAAgKCnLCTCfnCL4czOQ9k3mp9ktJ1hx/zA3nV7pKjrenN/N6zmPA/AG8vvJ1wiLCGN1ktH2epAR0hmM/wIUVENDJ9tcXQiTLwfcb4aqc0PPx56E/0egkq1zNnm3K7GakKleP6tULXnvN9H68/37Cx3QJ7MLzS55nTvAcqhSs4rjgpOfD5SRV7epry/sipdTCR19WXDsUKBLv+wDLtoT0AmbE36C1DrW8nwDW8vB8kEzvzVVvkiNLDt5u9Lb1J0WHQ9jxdFPpKime7p5M6zyNIdWG8OH6Dxm5YqR9qmgUbAKeeeDMPNtfWwhhFRvcb0RmEOP45GN28GwqFKhAhQIVEj1myhSoWBGqOPDzNoCfn5/D2vL3h2bNzM8aE5PwMb7ZfWlcrDGzg2c7tuqVu5csMuhikioZMdXy/mUqr70dKKOUKoFJOnoBj01MUEqVB/ICm+Ntywvc1VrfV0rlB+oDdhx/41o2nt7IwiML+bjZx9ZNMo916zDoGJdIPgDc3dyZ2HEi2bNk56stX3E38i7j243HTdmwX9vN06z5EboIYqLAzbFVVIQQQNrvNyIziJ1w7iAXwi6w/tR63mv8XqLHHDgAW7bA2LEOnwfP8OF2nBOZgCFDTO/OmjXQvHnCx3Sr0I3nlzzPwcsHqeTroFEW7tkg8qZj2hI2kdQigzst7+swicF14Bqw2bItSVrrKOAFYDlwCPhDa31QKfWBUqpjvEN7ATP1w2lyILBDKbUXWAN8Fr9KVmamteZ/f/8Pvxx+vFz35ZSdfMNS6SodldlNjpty45s23/BG/Tf4aedPDF04lOiY6ORPTIkiXSDiGlxab9vrCiGsktb7jRVl3V9RSgUrpfYppVZZ5hkKV+PgYVfzDs1Do5Oc7/Hzz5AlC/Tv77Cw4ixa5NhFcrt0gbx5zc+c6DGBXVAo5gTPcVxgMuzK5ST7CFkp1Q74FxgHfAccV0o9ac3FtdZLtNZltdaltNYfW7a9p7VeGO+Y97XWbzxy3iatdWWtdVXL+y8p+aEysgVHFrD57GZGNxmNt6d3yk6+ecDUR89Zxj7B2YlSik+af8L7jd/n1z2/MmD+AKJiomzXgF9r8+TkjCykLIQzpeZ+E6+s+5NABaC3UurRMTK7gSCtdRVgDtKT7pocnHzMDp5NYP5AKvomPFogPBymToXOnSF/CgYh2MquXbsc2p6Xl0my/vzTTLJPSKEchWhUrBGzgx242rkkHy7HmvErY4CmWusmWuvGQFPgK/uGJRKitWbU2lGU8ynH4OqDU36BmwchVzlwz2L74OxMKcWoJqP4tPmnTN8/nV5zehERHWGbi3t4mwTk7DwzLE0I4Sypud/ElXXXWkcAsWXd42it12it71q+3YKZgyhcjQOrXV0Iu8C6U+uS7PWYNw+uXYNhwxwSUrrw9NMQEQHTpiV+TPcK3Qm+HMyBSwccE5S7VLtyNdYkH7e11sfjfX8CuG2neEQSlhxbwr6L+3izwZt4pGZuwo0DLjPfIzFvNHiDr1p/xdxDc+kxuwf3o+7b5sJFu8O9c3D5H9tcTwiRGqm531hd1t1iKLA0oR2ZuXS7S3Bgz8ec4DnE6Bh6VuqZ6DETJ0KJEtC0qUNCShcqV4Y6dczPntic8m4VuuGm3Jh1YJZjgnKTng9Xk1S1qy5KqS6YuRdLlFKDlFIDgUWYyeTCgbTWfLLxE4rmLmr9goLxRd2BOyddar5HYl6u+zLfPfkdC44soMsfXQiPssEfHf+OZujVKQf9sRRCxHHU/UYp1Q8IAv4vof1a6wla6yCtdVCBAgVs1aywFQcmH7MOzqKyb+VEq1wdP24mXj/9tGPX9ojvlVdecUq7w4ZBcDBs3pzw/oI5CtK0eFNmHZzlmKpXMuzK5ST1T6aD5eUFXAQaA02Ay4Djyk0IADac3sCmM5t47YnX8HT3TPkFblrm6+dx7Z6PWM/Xfp6f2v/EkmNL6DSzE/ci09jl6pkDCreDM7NN1SshhCOl5X5jVVl3pVQL4G2go9baRl2mwqFiHFPt6szNM2w8vZGeFRPv9fjlF5N0DBpk93ASde7cOae027Mn5MiR9MTzXpV6cezaMXZf2G3/gNyzmd8NR5b3FWmS1CKDqZhUIB4VE2ObpyKfbvyUAt4FGFJ9SOoucNP1Kl0lZ3jN4Xi6eTJ04VDaz2jPwl4LyZ4le+ovWKwXnJkDl9ZBoUTqCAohbC6N95tky7orpaoDPwFttNaX0tCWcCYH9XzETpZObMhVZCT8+iu0aweFC9s9nETNnDmTUaNGObzdHDnMooPTp8NXX0Hu3I8f0yWwC8/+9SyzDsyihl8N+wbk7mXma+ooUKl4OCsczppqV15KqeeVUuOVUpNiX44IzpVoDbt3w7vvQocOUK2aqX7h7m4qRPj6QunSpjb2K6+YP1z791uXqO8+v5tlx5fxct2XU17hKtaNA+CWFXKUSt356dTg6oOZ0nkKa0PW0nZ6W27fT8N0pMJtwSMHnJppuwCFEFZLzf3GyrLu/wfkAGYrpfbIwoUuKvqeQ5KPmQdmUtOvJqXzlU5w/9y5cOECjBhh91DSrWeegbt3zWeZhOTLlo9WpVo5ZuhV7O+ETDp3GdbMWp4KHAZaAx8AfTF/4AVw6ZJZXGj2bDhxwvRyVKwIRYtCvXom6bh3D27fhps3zTjRH3802wAKFYLWraFNG3jyyYSfIHz2z2fkzJKT52o9l/pAbx6E3IHg5p76a6RT/ar0w8PNg35/9qPN721Y2ncpubLmSvmFPLKZuR9n/oSg712yKpgQLi5V9xut9RJgySPb3ov3dQvbhikcTmuH9HycuH6C7ee2838tE5wWBMDXX0OZMuaenVnVrAlPPAHjxsELL5gHrY/qWbEnA48NZGvoVuoG1LVfMHHJRzh4puLeLxzOmuSjtNa6u1Kqk9b6N6XUdGCDvQNL76Ki4IcfTE9HWBi0bAlvvgmdOkFy8xSjo00SsnkzLF8OixbBb7+ZHpKOHaFfP5OQZMli/hDOPjib/9X/H3m88qQ+4JsHwLdx6s9P53pV6oWHmwe95/am1dRWLOu3LHX/vYr1glPT4cJK8G9r8ziFEEmS+41IWIyltLqdk4/YCk09KvZIcP/WreY1bpzzJprHat++vVPb/89/zPyPv/4yn10e1alcJ7K6Z2XmgZmOSz6ES7Dmn06k5f2GUqoSkBvwtV9I6d+2bVCjBrz0EtSubYZPLV1qql5YUyDF3R3KlTMT1WbMML0nGzea81evNv+I/f1NMvPpqu9xd3Pnxdovpj7g+9fg7lnIUyX113AB3Sp0Y073Oew6v4vmU5pz9e7VlF/ErxV45obTUvVKCCeQ+41IWOwHSztPOJ91cBb1AupRNHfRBPd/8w3kyuXcieaxatas6dT2u3SBIkXMf5OE5PbKzZNlnuSPg38QHRNtv0Bifyck+XAZ1iQfE5RSeYF3gYVAMPC5XaNKx5YuhSZN4MYNs8rn8uUQGJi2a7q7Q/368O23cO6c6QmpXx8+/yqMn3f+gu+Vrhzb5Z/6Qg439pn3PFXTFqgL6FS+E/N7zefgpYM0m9KMS3dSOLfUPSsU6QJn58sfMiEcT+43ImFxyYf9ej4OXznM3ot76VWpV4L7Q0PNEOuhQyFnTruFYbXRo0c7tX0PD3j+efPQdP/+hI/pVbEX58POs/H0RvsFIj0fLifZ5ENr/bPW+rrWep3WuqTW2ldr/ZMjgktvZs40vRLly8OOHdC5Myhl2zY8PaF9e5g/Hz5aOA28bnJ3zYs0bWoW9pk92wzbSpHre8173oyffAC0LdOWxX0Wc+zqMZr82oTzt8+n7AJFe0LkLTi3JPljhRA2I/cbkagYywdLO65wPn3/dNyUW6Krmo8fb+6/L7xgtxBczrBhkC1b4r0f7cu2J7tndqbvn26/INwk+XA11lS78lFKfauU2qWU2qmU+lop5eOI4NKTn36CPn3MBKs1a8xEcnvSWjP9+HdUL1Sd0C1P8OOPprelRw+T/EyaZMr9WeXGXshaALwK2jPkdKVFyRYs7buU0zdP0+jXRpy+edr6kws1B69CcHKK/QIUQjxG7jciUVGWKi126vnQWvP7/t9pXqI5fjn9Htt/7575HNCpE5QsaZcQXFK+fDBgAPz+O1y58vj+7Fmy0zmwM38E/8H9KDstryPVrlyONcOuZgKXgK5AN+AKkKkGxC9ebMrKtW0Ly5YlXJHK1taErOHg5YO8VOclvL0VI0bAoUMwZ44Zbzp0qKm28dNPEBGRzMWu7zW9HrbupknnGhdvzN/9/+bSnUs0mtyIf6/9a92Jbh5QvC+E/gXhl+0bpBAivkx/vxGJiLHvsKstZ7dw4voJ+lbum+D+33+Hq1fNJOv0omzZss4OATDzX8PDzeeRhPSt3Jcb4TdYenypfQKQYVcux5rkw09r/aHW+qTl9RGQaR6hnz0LAweadTvmzDHdi47w7bZvye+d/6Gxp+7u0LWrGfK1eLEp0/vMMyYJ+fnnRHpCYqJMmd1MMN8jIfWK1GP1gNXcjrhNo18bcfjKYetOLDnQLFh0aoZ9AxRCxJep7zciCXae8zFt3zSyeWSjc2Dnx5uOhi++MIVmGqejopG9e/d2dggAVKhgyg5/841Z++NRLUq2wDe7L9P2TbNPALG/EzGSfLgKa5KPFUqpXkopN8urB2YxpwwvKgp69zY9C7NmmVK4jhByI4SFRxYyrMYwvDweb1Qps7Lq5s2mJ6ZQITPuMjAQpk59ZE7I7aMQcz/DV7pKSs3CNVk3aB3RMdE0mtyIPRf2JH9SnsqQtzqc+M3u8Qkh4mTa+41Ihh2rXUVGRzLr4Cw6le+U4BpRs2fDsWPw9tvpawDBjBnp5+HY22/D5cswceLj+zzcPOhdqTeLji7iRvgN2zcu1a5cTqLJh1LqtlLqFjAMmA5EWF4zgeGOCc+53n/flMD96SdwZO/mjzt+RKF4NujZJI9TyqwHsmWLqZCVK5cZe1mlCsybZ1k9PZNNNk9MJd9KrB+8Hi8PL5r82oRNZzYlf1KJgXB9l1kdXghhN3K/EcmyY8/H8n+Xc/Xe1QSHXMXEwMcfm6f7Tz1l86bT5OjRo84OIU79+qZX6P/+D+4nMLWjb+W+RERHMDd4ru0bl2FXLifR5ENrnVNrncvy7qa19rC83LTWGX4JydWr4ZNPYMgQM9HcUSKiI5i8ZzIdynWgSO4iVp2jlKmQtWPHg2pYXbqYNUhO7tkHbp6QK431gDOAsj5l2ThkIwWyF6Dl1JasPLEy6ROK9wHlASel90MIe8rs9xthhWj7TTiftm8aPtl8aF2q9WP7Fi2CAwfMulvOXlQwvXv7bVOO+LcEbplBhYMo61OWafvtMPRKJpy7HKv+KSmlOiqlvrS8nLukpgNER5sJVCVLmlVMHWnRkUVcunOJYTWGpfhcNzfo1s38oZw82SxeeGjTXv69Esj2XVnsEK3rKZq7KBsGb6BU3lK0m96OeYfmJX6wVwHwbwcnp5q5M0IIu8ts9xthpdin2jYutXvr/i0WHFlAz4o98XT3fGif1qbXo2RJ6JXw0h8inhYtoFYt+PxzM2w9PqUUfSv3ZV3IOs7cPGPbhqXnw+VYU2r3M+A/mMWegoH/KKU+tXdgzjR1Khw8CJ9+CtmzO7btCbsmUCRXkQSfwFjLw8Osvnr0KDSqvJed/1ahdm0zWf2wlfOtM7JCOQqxdtBaqheqTrfZ3Zi8e3LiB5cYCOEX4fwKxwUoRCaVGe83wkp2GnY179A8wqPC6Vel32P7Vq6E7dvh9dfNfTW9GTVqlLNDeIhSpvfjxAmzLtqj+lbui0Yz44CN56rIOh8ux5qej7ZAS631JK31JKAN0M6+YTlPeDi89x4EBZleBEc6ef0kf//7N0OrD8XdzT3N18uqr5DD/RwdB1bl/fdhxQqoWNFMTj97Nu3xurJ82fKxcsBKWpRswZCFQ/hy05cJH1i4HWT1gZO/OjQ+ITKpTHW/ESkQY58J51P3TaVk3pLUDaj70PbYXg9/f1PxMj3auXOns0N4TIcOUKmSGbb+6ILIpfKVol5APabum4rW2naNSs+Hy7F2BGOeeF87YJUL5xk/Hs6cMd2Gjq5q8cvuX1BKMaT6ENtc8MY+ALwKVmXUKPM04sUXYcoUKF0aXnvN1C3PrHJkycGi3ovoUbEHr/39Gm+sfOPxP4juWaB4Pzg7H+5ddEqcQmQyeeJ9naHvNyIF7NDzEXIjhNUnVzOw6kDUIzf8v/+GdetMr0fWrDZr0qYWL17s7BAe4+YG775r1iWbnsCi5gOrDuTApQPsPG/DxEkpcMsqpXZdiDXJxyfAbqXUr0qp34CdwMfWXFwp1UYpdUQpdVwp9UYC+wcppS4rpfZYXk/H2zdQKXXM8nLIc4ebN82TjlatoFkzR7T4QFRMFJP3TKZN6TZWTzRP1g1LpStLmd0CBeDrr+HIETN+dcwYM5b144/hzh3bNOlqsrhnYXqX6TxT8xk+/+dzBi8YTGT0IwumlH4GYiLhxCTnBClE5pHq+43I4OyQfPy2x8yMHlj14Y8YMTFmgnnx4jBcaq2lWLduZk2U9957vPJVr0q98PLwYtJuG99P3b2k58OFJJl8KKXcgBigLvAnMBeop7VOdsVZpZQ78D3wJFAB6K2UqpDAobO01tUsr58t5+YDRgF1gNrAKKVUXut/rNT54gu4dg0++8zeLT1uybElnLt9juE1bPiX7sY+8CoI2R5eo6t4cfj1V9i3D5o2hXfegVKl4NtvEy6Rl9G5u7kzvt14PmjyAb/t/Y1OMztxJyJeNpa7PPg2geMTICY60esIIVIvLfcbkQnEVjJys03xlBgdw+Q9k2lRsgXF8hR7aN+cObBrF3zwQfrt9UjP3NzMnNmQEJgw4eF9ub1y061CN6bvn869SBtWp3L3kmpXLiTJ5ENrHQP8T2t9Xmu90PK6YOW1awPHtdYntNax9do7WXlua+BvrfU1rfV14G/M2F+7uXHD9Ar06gXVq9uzpYRN2DkBvxx+tCtrw+HN1/cmubJ5pUowfz5s2mQWKHzpJShXziQmj1aqyOiUUrzb+F0mdpjI8n+X02xKMy7fufzggDLPwp0QOC/rnQlhD2m834iMLjrcfMC00XjoNSfXcOrmKQZXG/zQ9shI80CuUiXHltlPjV7puARXy5bm4eaHH8Lt2w/vG1xtMDfv32Te4SSqTaaU9Hy4FGuGXa1USr2qlCqilMoX+7LiPH8gfj21s5Ztj+qqlNqnlJqjlIodb2TtuTYzbRrcvQuvvmrPVhIWeiuUpceXMrjaYDzcbFRSIyYSbh60anHBevXMuibLl0P+/DB4MFSuDH/8YbqfM5OnazzNvJ7z2H9xP/V+qcfRq5ZFnAKeMr1Ix35wanxCZHCpvd+IjC463KZldifvmUwerzw8Vf6ph7dPNquZf/IJuKe97otdFS5c2NkhJEop0/tx+bJ5sBtfk+JNKJ6nOJP3JFFpMqUk+XAp1iQfPYHngfWY8bc7gR02an8RUFxrXQXTu5Hi1dyUUsOVUjuUUjsuX76c/AkJ0NqsYl6zpnk52tR9U4nRMQyuPjj5g6116yjERMTN90iOUmauy/btMHeu6Tbt2dP891i0yLJaeibRsVxHVg9czc37N3nilyf45/Q/ZuJ5qafh3F9w55SzQxQio7Ln/Ua4suhw8LBNpasb4TeYe2gufSr1IZvng2vevQujR8MTT5iFe9O7sWPHOjuEJNWpA507m1XPr1x5sN1NuTG42mBWnVhFyI0Q2zTmnk2SDxeSbPKhtS6RwKukFdcOBeLPnA6wbIt/7ata69hZBj8DNa09N941Jmitg7TWQQUKFLAirMdt3mwW5hsxIlWnp4nWmsl7JtOgaANK5yttuwtf32Perej5iE8pszr6vn1mvZNbt6BjR6hb1/SMZJYkpG5AXbYM3UK+bPloPqU5sw/OhtKWhR+PT3RucEJkUGm434iMzoY9HzMPzCQ8KvyxB35jxsC5c+aJvaOrXWZUH31kCto8uiRJ7CT/2En/aeYmPR+uxJpFBr2UUq8opf5USs1VSr2slLLmL8B2oIxSqoRSKgvQC1j4yLX94n3bEThk+Xo50Eopldcy0byVZZtd/Pgj5MwJvXvbq4XEbTm7haNXjz427jTNrm03TwJyBabqdHd36NfPLEo4cSJcuABt2kDDhmbhpcyQhJTKV4pNQzdRs3BNeszpwSe7fkcXbgf//gzREc4OT4gMJw33G5HRRd+zWaWryXsmU9m3MjX9Hgx1OHXKJB3du0OjRjZpRgAVKsBzz5nPWXv3PtheLE8xmpdszq97fyVG22B8t0w4dynWDLuaAlQEvgW+s3w9NbmTtNZRwAuYpOEQ8IfW+qBS6gOlVEfLYS8ppQ4qpfYCLwGDLOdeAz7EJDDbgQ8s22zu2jUzt6FfP8iRwx4tJG3ynsl4e3rTvUJ321746nbIVwPSOIfE0xOeftqslv7996Z6RcuWmScJye+dn1UDVtGnch/eXv02Y6/eMyuen57t7NCEyIhSdb8RmUDshPM02ndxH9tCtzG42uCH1vZ47TXz/mUi682mRzVq1HB2CFYZPRry5jVFbeJ/ZhhSbQghN0JYdWJV2huROR8uxZrko5LWeqjWeo3lNQxzQ0iW1nqJ1rqs1rqU1vpjy7b3tNYLLV+/qbWuqLWuqrVuqrU+HO/cSVrr0paXDWclPWzKFFNe1hlDru5G3mXmgZl0q9CNnFlz2u7CMVFwfTfkq2WzS2bNap5e/Pvvw0lI/fqwdGnGTkK8PLyY1nkaHzT5gNcOrCIkJhuRwZ9n7B9aCOdI9f1GZHAxtkk+ftj+A14eXgyoOiBu2+rVMHu2WdujaNE0N+EwHTp0cHYIVsmXz0zgX78eZsUrnN05sDP5vfPzww4bFHJx95JFBl2INcnHLqVU3dhvlFJ1yCATALU2XYF16kDVlE2NsIl5h+ZxO+K27Ydc3Txouh99bJd8xIqfhIwfD6Gh0LYt1K4NCxZk3OpYsaV4Z3SdyedXI/G8uZ/jh2TuhxA2lmHvNyKNosPNUOI0uHX/FlP3TaVXpV74ePsApqz8Sy9BiRIPej9cxYRHF9FIx4YONQsPvvrqg0WNvTy8GFp9KAuOLODsrbNpa0AmnLsUa5KPmsAmpVSIUioE2AzUUkrtV0rts2t0drZhg1nt+5lnnNP+5D2TKZGnBI2K2XiA6dXt5t2GPR+PypoVnn3WlCScONEMX3vqKZPETZ+ecdcJ6VmpJ093WculaDf+3fSsmYguhLCVDHu/EWlkg2FX0/ZN407kHZ4NejZu2/jxcPAgjB0LXi42u+j8+fPODsFq7u5mIePQUPj44wfbR9QcgdaaiTvT+DBPhl25FGuSjzZACaCx5VXCsq094Bp9fomYORO8vaFHD8e3ferGKVafXM3AqgNxU9b8b0iBa9vBMw/ktGH1rERkyWLmhBw5YtZK0Rr69jWLFf7wA9zLgPO/ahapT7aKr9HaO4bRC3vwzup3iJaVz4WwhQx7vxFplMbkQ2vN+O3jqelXk1qFzYO506fh7behdWvoZO0SyCLVnngCBg40pXf3WR4llMhbgifLPMmEXROIjI5M/cUl+XAp1pTaPZXUyxFB2kNMjFndu00bk4A42pS9U9BoBlYbaPuLX91uhlw5sFagh4dJOvbtM/9d8+c3w7OKFzdPOa5fd1goDpGz4mtod29+KlWGjzd8TLvp7bh2zy41EYTINDLq/UbYQPS9NJXa3XB6AwcvH+TZoGdRSqG1mesZO/zaFUvr5nBGlZw0GjPGTD4fOvTBCIlng57lQtgF5h+en/oLu0m1K1di40furmPbNjh/3iyA42haa37b+xtNizeleJ7itr14dDjc2G+X+R7WcHMzT5C2bIE1a8wYz3fegSJF4D//gZMnnRKW7WX1QZUawhMxIUxt8zlrQtZQc0JNdp/f7ezIhBAi40ljz8cPO34gd9bc9K5saupPnQrLlpnyusWL2yhGBxs5cqSzQ0gxHx/47jvYsQO++spse7L0kxTLXSxtE8+l58OlZNrkY94887S+XTvHt/3PmX/49/q/cYvs2NT1PaCj7DrfwxpKQZMmphLWnj3QtasZW1u6tBnmtnlzBigWVe5llI6mX5arbBi8gaiYKJ6Y9AQ/7/oZ7fI/nBBCpCMxqZ9wfiHsAnOD5zK42mC8Pb25eBFeftlUa3z+eduG6Uhr1651dgip0r27mSP63ntm3qi7mzvPBD3DmpA1HLp8KNnzE+SezXz2icmgE04zmEyZfGhtko+mTU33n6P9tuc3sntmp2uFrra/+NVt5t1JPR8JqVoVfvvN9Hq8+iqsWGHGftatCzNmQGQahnk6Vc5SULQHHBtPbZ+S7By+kwZFGzBs0TAGzh/InYg7zo5QCCEyhjT0fPy862ciYyJ5JshUl3nhBbh7F37+2fTWu6p169Y5O4RUUcqU7M+a1cwZjYmBIdWH4Onmyffbv0/dRWN/N2Lu2y5QYTcu/M8u9Q4dMtm2M4Zc3Yu8xx/Bf9CtQjdyZLHDeM2r2yGbH3j72/7aaRQQAJ9/DmfPmm7X69ehTx/T5f3hh3DxorMjTIVK70HUHTj8Jb7ZfVnWdxmjm4xm2r5p1JpYi4OXDjo7QiGEcH2pTD7Co8L5btt3tC7VmnL5y/H77zBnDowaBeXL2yFOYZXChU2FsfXr4euvwTe7L30q92Hynsmpmz8Z+7shQ69cQqZMPubNM+8dOyZ9nD3MPzyfW/dv2WfIFZhKV04ecpWcHDlMV/fhw7B4MVSubLpfixaF/v1dbEhW7kAo3geOfAvhl3B3c+e9xu/xd/+/uXrvKkETg/hxx48yDEsIIVIrJhJ0dKqSj9/3/c7FOxd57YnXOHHClIivX9/11vTIiAYPNsOv3ngDdu+GkfVGcjfyLj/u+DHlF4tLPmTSuSvItMlHnTrg74TOgd/2/kax3MVoXLyx7S8ecRNuHUlXQ66S4uZm5twsW2YSkREjYOFCMySrenWYMAHCwpwdpRUqvWfGIwd/Ebepecnm7HtmH42LNebZv56l2+xuUg1LCCFSI/ZpdgqTjxgdw5jNY6hWqBoNA5rRp4+57/z+u5nz6eqGDRvm7BDSRCkz9K1AAejdG0rmqEzrUq0Zt3Uc96NSOHxKej5cSqZLPk6fhp07nTPkKvRWKH+f+JsBVQfYfm0PgGs7zXs67/lISLlyMG6cWYDop5+IK4Po52cWgdy1y9kRJiFXWSjeD459D/ceLPpUMEdBlvRdwpctv2TRkUVU/bEqq06scmKgQmRMSqk2SqkjSqnjSqk3EtjfSCm1SykVpZTq5owYRRrEfqBMYandpceWcujKIV6t9yoffKDYutU81CpWzA4xilTx8TFrhB09aooAvPrEq1y8c5Hf9/+esgtJ8uFSMl3ysWCBeXdG8jFt3zRidAwDqg6wTwPXLCub+wTZ5/oOkCMHDB9uKmT984+pkvXbb1CzpnmNHw83bjg7ygRUetcMDQj+/KHNbsqNkU+MZPPQzWT3zE6LqS14ednL3IuUrmEhbEEp5Q58DzwJVAB6K6UqPHLYaWAQMN2x0QmbiP1A6ZGyaldfbv6SgFwBFLzSg08+gSFDnLOosL1MnJjGVcHTiaZNzdCrn3+GazuaU7VgVb7c9CUxOsb6i8RWQpPkwyVkuuRj/nyoUAHKlnVsu7Fre9QvUp/S+ey08vjV7ZCjJGT1sc/1HUgpM/zq11/h3DnTKxIVZeaK+PlBv36wapWpkpEu5CwNJQbCsR/hzunHdtcsXJNdI3bxQq0X+GbrN9ScUJMd53Y4IVAhMpzawHGt9QmtdQQwE3hovWqtdYjWeh+QXv5iiJRIRc/HjnM7WBuylkHlX6Zvb0/KloVvvrFTfCLNRo82w+GHDlX0Lv4qh64cYtnxZdZfQHo+XEqmSj7u3IENG6B9e8e3vTV0K4euHGJQtUH2aUBruLIJfOra5/pOlDcvvPii6Q3ZscNMUlu8GFq0gBIlzGT148edHSVQeZTJmva8meBub09vvm37Lcv7LefW/VvU/bkub696O+VjW4UQ8fkDZ+J9f9ayTWQUMSmf8zFm8xhyZcnF0o+GcfeumevpgguCZxqenqYKmbc3/PJyT/xzBPB/m/7P+gvEJqYxkny4gkyVfGzcaNaUaN7c8W1P3j0Zb09velS0U5/v7WNmvkHBJva5fjqg1IOhV+fPmzVCAgPho4+gTBmoV8/su3LFSQFmLwrlX4VT0+Hy5kQPa1WqFQeeO8CAqgP4ZOMn1JhQg+2h2x0YqBAiIUqp4UqpHUqpHZcvX3Z2OCJWlGWYqpXJx5ErR/jj4B8UuzKCnZtyMWWKuVdkNI0b26FwjRMFBMDs2XDyX09yH/ova0PWsunMJutOjv3diJIhza4gUyUfq1eb7Lp+fce2ezfyLjMPzqRbhW7kyprLPo1cWmvefZvY5/rpTLZs0KuXqZR15gx88YXp2YodltWhA0yf7oRqWRVeN+us7PovJDFeNY9XHiZ1msSSPku4GX6Tur/U5b/L/ktYhCuU9xIiXQkFisT7PsCyLcW01hO01kFa66ACBQrYJDhhAyns+fhw/Yd44MX+n17lnXecM8fTEZo0aeLsEGyuUSP46isInjKC7Pgyau0o6050l54PV5Kpko9Vq8zT8ezZHdvuvEPzuHX/FoOrDbZfIxfXQrbCZu5BJuPvb2q279tnhma9/LJ579sXChY0Scq8eRDuiL9Jnjmg6qdwdSuEJD+39ckyT3LwuYOMqDmCr7d+TcXxFVlybIkDAhUiw9gOlFFKlVBKZQF6AQudHJOwpbhSu8lPOD985TAz9s8g8p/nadvYl/fft29ozjRmzBhnh2AXzz8PA/tk587y/7HyxEo2nt6Y/Eky4dylZJrk49o1U661WTPHtz15z2RK5ClBo2KN7NOA1qbnw7exGZuUiVWtCv/3f3DqlFk5dcAAk3R26QK+vmai+vz5cM+ePbMl+kO+INjzhln9PBm5vXIzvt14Ng7eSI4sOWg3vR3d/ujGmZtnkj1XiMxOax0FvAAsBw4Bf2itDyqlPlBKdQRQStVSSp0FugM/KaUOOi9ikWIpWOfjv/M/ICYiG4HXXmPGDHB3t3NsThTmEgthpZxSpuR+A69nIawgL82zovdDJpy7lEyTfKxbZz6jO3q+R8iNEFafXM2gaoPss7YHZIr5Hinl5gYNG8IPP5j5IStWQM+esHSp6YIvUMB8P2sW3L5t48aVG9T8Gu6FwsFPrT6tftH67B6xm4+bfcySY0sI/D6QL/75gojoCBsHKETGorVeorUuq7UupbX+2LLtPa31QsvX27XWAVrr7FprH611RedGLFLEyuRj5d6DLDs7k5zBL7JifgFy2WmUs7C/rFlh4VxvCh57g903VvPr2nVJnyDJh0vJNMnHqlWmikLt2o5t97c9vwEwsOpA+zWSyeZ7pJSHB7RsCRMnwoUL8PffpgdkzRozJCt/frPS+s8/w8WLNmq0QH0o3t+s+3F9n9WnZXHPwlsN3yL4+WBalGzB6ytfp+qPVVl6bKmNAhNCCBcTnfyE8+vXoeu4DyAyO0veeRX/TFDvzM/Pz9kh2FXevLBuzAjc7vjxzMxRhCY1kysu+ZAJ564g0yQfq1ebiUxZsjiuzRgdw697f6V5yeYUy2PHJVUvrjWTnHOWsV8bGYSnpynR++OPpkdk/XozvjQ4GIYNM5PV69WDTz+F/ftNb1mq1fwKsuSFrUMhJipFpxbPU5z5veazuPdiomOiaTu9Le2mt+PIlSNpCEgIIVxQMut83LwJDbvt51aR2fQt9RINarr+WlfWGD58uLNDsLtypbIxss4b3PdbR90+q7lwIZED3bKad+n5cAmZIvk4dw4OHXL8fI+1IWsJuRFi34nmWsOldabXI5PP90gpd3czNGvsWDhxAvbuhQ8+gOhoeOstqFIFiheH556Dv/6Cu3dT2EBWHwj6Dq7tgCOpW92qXdl2HHjuAF+2/JKNpzdS6YdKvLjkRS7fkTKgQohMIolhV7dvQ5snNcEBI8nukZtxvUc6ODjnWbRokbNDcIgPOg2nYNaihFZ8lWYtokmwCrabBygPST5chF2TD6VUG6XUEaXUcaXUGwnsf0UpFayU2qeUWqWUKhZvX7RSao/llabKJWvWmHdHz/eYsHMCeb3y0rm8Hev83T4O986ZyeYi1ZQyycY778C2bRAaaoZpVa8OU6aYhSnz5YPWreHrr00ya1WvSNHu4N8R9r1r/l+lQhb3LIx8YiTHXjzG09Wf5ocdP1BqXCk+Xv8xdyNTmhEJIYSLiUm42tWdO+Zv87ZrS9Al/+bjFu+TL1s+JwToHLt27XJ2CA7h5eHF1+0/RxfczbHsv9GiBVy9msCB7tkk+XARdks+lFLuwPfAk0AFoLdSqsIjh+0GgrTWVYA5wBfx9t3TWlezvDqmJZZVq8zYwapV03KVlLl05xJ/HvqTgVUHks0z+fKAqW9orXmXyeY2VbgwPP20qYx15YqZsP7ss6aK1n//CxUqQLFi5pg//khiYUOloNZ4cPOErcOSXPsjOb7Zffmh/Q8ceO4AzUo0450171BqXCm+3/a9TEoXQmRccT0fWeM23bplEo8NmyIpNHAkZX3K8lyt55wUoLC3nhV7Ui+gHjk7vcXhk7dp0QIuXXrkIHcvWefDRdiz56M2cFxrfUJrHQHMBDrFP0BrvUZrHfvodgtmcSib0tokH02bOrbk3uTdk4mMiWRE0Aj7NnRxLXgVgpxl7dtOJublZSasf/UVHD4MJ0+aMoC1asGcOaZqlq+vWX399ddh+XLzRC6Otz/UGGsSxeAvEmvGauXzl2d+r/lsGLyBMvnK8MLSFyj3XTl+3fMrUSmcWyKEEOledDi4ZTGVBIHLl80w6o0bof83P3Au4ghjWo3B093TyYEKe1FK8VXrr7geeZEuYz7jyBEzbPr06XgHuXtJz4eLsGfy4Q/EX6jgrGVbYoYC8Uv6eCmldiiltiilnkptECdOmF9OR873iNExTNg1gcbFGlM+f3n7NRS7vkfBJjLfw4GKF4fhw2HuXNPjsXmzmSuSM6dJUNq0MT1tDRvCu++a5PduoSFQtAfsewcub7JJHA2KNmDdoHUs67sMn2w+DF4wmPLflTeJb3SkTdoQQgini74XN9/jzBlTPObgQZgy5yqLbr9Py5ItaVemnZODdLxXXnnF2SE4VJ2AOvSr0o95F8cwZWEIFy9C/frmoSBgST6k2pUrSBcTzpVS/YAg4P/ibS6mtQ4C+gBfK6VKJXLucEuSsuNyArOQ1q41702b2jjoJKw8sZIT108woqadez1uH7PM92hi33ZEojw8oG5dM1dk7VpT7nHFChg5EiIiTNWsFi0gT15F6/cmcDW8GPdW9ebW5Ws2aV8pRevSrdk+bDsLei0gt1duhiwcQrnvyjFh5wTCo+QpkBDCxUWHg7sXBw5AgwamiMyKFfCP5yhu3r/J2NZjUZnwAdy5c+ecHYLDfdr8U9yUG7Ouv8a6dRAZaR70bdqE9Hy4EHsmH6FAkXjfB1i2PUQp1QJ4G+iotb4fu11rHWp5PwGsBaon1IjWeoLWOkhrHVSgQIHH9m/YYNZxCAxMw0+SQj/t/In83vnpEtjFvg2FWubh+7WybzvCatmzmyFan34KW7fCtWuwZImZJ3Lzbm7afzoT94jzrP50KNWra154AWbONE/z0kIpRcdyHdkxbAeLei8iv3d+RiweQclvSvJ///wft+7fss0PKIQQjhYdzt372ahXz3zYXLsW3ItvYvz28TwX9ByVfCs5O0KnmDlzprNDcLiAXAG83fBt5gTP4ZTXQjZuhDx5zAPmK9dlwrmrsGfysR0oo5QqoZTKAvQCHqpapZSqDvyESTwuxdueVymV1fJ1fqA+EJyaIDZuNE9KHPVQ5Nztcyw4vIDB1QaT1SNr8iekxZk/IW91yFHCvu2IVMuVC558Ej7/HLZsgZW7axGS5zOeCprPiMZj+fVX6N0bihaFgADo0cMM3dq8GcJT8TdUKUX7su3Z+vRWVvZfSUXfivxv5f8o+lVR/vf3/zhzM41ZjhBCOJDWcORQOKdDvShbFrZvh8DK4QxdOJQiuYvwSfNPnB2icLD/1f8fVQpW4dm/niV/wA22bIEnnoCDh704cTycmNTXdREOYrfkQ2sdBbwALAcOAX9orQ8qpT5QSsVWr/o/IAcw+5GSuoHADqXUXmAN8JnWOsXJx/nz8O+/JvlwlEm7JxGtoxle086L/9w9B1c2QxE7964Im8qeHcp2+C8U6coztV/jZvAiduyAcePMOOZt2+CVV8wf0ly5oHZtePFFmDoVjhzB6j+qSimal2zO3/3/Zvuw7bQp3Yaxm8dS4psS9J7bmy1nt6DTtIKiEELY1927MHgwHDoQTlZvL9avB39/+Gj9Rxy+cpgJ7SeQM2tOZ4cpHMzT3ZNJHSdxIewCr614DR8fU+glf0EvLp4Lp3NnMwRapF8qI30ACQoK0jt27Ij7fvZs8yR561bzIc7eIqIjKPlNSSoUqMCK/ivs29jR8bDjeWh3EHI/WsFYpHtRd2FlI7h1GFr+A3kf1IE+d878zm7danpLdux4UD0rd25TVatmTQgKMu8lS1rXs3fqxim+3fYtE3dN5Nb9WwQVDuKFWi/Qs1JPvDwSXjlYZC5KqZ2WuXaZ3qP3E+FYhw9D9+5mYvnRn1pTquhNVOst7Lmwh6AJQfSr0o9fn/rV2WE61c6dO6lZs6azw3Ca1/9+nS82fcHK/itpXrI5el0nrpw6ReGheyhSxJTBD5K/Zk6V2D0lXUw4t5cNG8Db2ywU5wizDswi9HYo/637X/s3duZPyFUOcjlwMouwHQ9vaLQQsuSFde3h3vm4XYULQ+fO8NlnZmzzzZuwfz/88gv06mXq23/9tSnxW7q0qazVrBm8+ir8/ru5WUclUHG3WJ5ifNnqS87+9yzj247nbuRdBi0YRMDYAEYuH8nhK4cfP0kIIRxs+nTzofHCBVi2DEqXCEe5exEZHcmQBUPI752fsa3HOjtMp8vMiQfA+03ep0y+MgxbNIywiDCUuxcF8oWzYYO5B9avD999Z+WCwMKhMnTysXGjqUTk6YDS31prxmweQ4UCFWhTuo19G7t/1ZTYDegiJXZdmXdhaLwIIq7D2vYQcTPBw9zdoVIlGDIEfvzRjHm+fdv0iEyYYOaMhIWZP7L9+pljc+Y065A8/TR8+y2sX/+gGzpn1pw8W+tZDjx7gJX9V9KsRDPGbRtH4PeBNPm1CVP2TuFOxJ0EYxFCCHu5etU8YOnbF6pVgz17oFUr4qpdvbXqLXZf2M0P7X7IVCuZJ2b06NHODsGpsnlmY1KnSZy6eYrn/noO7WaqXdWtC7t3m0qTL74IbdtC6GPljoQzZdjk49Yt2LvXlGBzhFUnV7H34l5G1htp/5J/oYtAR8t8j4wgbzWoPwtu7IO1T0LkbatOy5rVDLkaNgx++MHMFbl92/SQTJ0Kzz1nhmgtWAAvvQSNG0O+fFCkCLRrZxZDnDZNke9mc35r/wdn/3uWz5p/xtlbZxk4fyB+Y/x4euHTbDy9kZg0rMouhBDWWLLEPDiZOxc+/ND0+vrHrgwWHc75ezf4cvOXPBf0HJ0DOzszVJGONCjagFGNRzF131QO3wiJq3bl4wOLFpmHb+vWQeXKMGOG9IKkFx7ODsBeNm0yk3MdNdl8zOYxFMxekL6V+9q/sTN/gncRyJe5u1wzDP920GAWbOwBa9tB06XgkT3Fl/H0NDfvSpVMDwiYP7Tnz5tEfP9+2LfPvP/9tylZCeDmBiVLFqRixdfpUfF/uBXfwD63ycw8MJNfdv9C8TzF6VOpD32r9KVCAZlfJISwnUuX4LXXYMoU87dryZLHh0pHRt5m06VD1PSrKcOtxGPebvg2G09vZNWp1ZT1yYa7ZbubG7zwguk9GzgQ+vSBWbNMgZeiRZ0acqaXYZOPjRvNcJW6de3f1oFLB1h2fBkfN/vY/uV1I2/D+RVQ5hkZcpWRFOkC9abB5r6wrqMZjuXhnebLKmXmkBQubEr+xoqMhOPHTSJy8CAEB5vXX38poqIaAY0gy7f41J/P7SrT+PT6Z3yy8RNKZq9C1/I9GFavJ2V8Sqc5PiFE5hQTY+axvf66GTb61lvw7rvg9Ujti4joCK7dDiVcwx/d/7D/PdaFlC1b1tkhpAvubu5M6zKNP34vRXTkHe7cv0WurLni9pcta+YAjx0L778PFSrA6NHwn/+YhYKF42XYaleNG5syfdu327/dwQsG88fBPzjz3zP2H4d6ahb80wtarAdfB40pE45zcipsHgj565oEJKuPQ5uPTUpik5EjR0zVmeAzF7hX4g+oOAuKbgLA60Y1SkV0oX7ertQrHUiZMooyZaBAAcmLXZVUu3pAql3Zz+bNpqT4li2mxPgPP5gPhI/SWjNi8Qg+uj6RsEKtKdlqmeODFS7j1IbBFDvzK13cOjG7x1zc3dwfOyYkxPSG/PWXGYo1ZoxZGFjYR6aqdnX/vhkD74j5HqG3Qvl93+8MqTbEMRPgTs0AL1/I/4T92xKOV6I/NJgN13bB3/Uh7KRDm/f0hMBA6NrVPIWcNs1S6vdCIc7MeYlVff/hI59TNLz7JdncvTno+x4TPCsyeGd5Goz+HwVrbSBXniiqVzdlMt94AyZOhFWr4OTJhKtwCSEyh5MnTZW+J54wHwInTzZzOxJKPAA+3vAxE3dNJJdnFkr6SGXHR82YMcPZIaQrxfKVA2Dp0QW8vOzlBNeyKl7czAX580/T49aqlZmQHpyqZaxFamXIDqedO83q0I5IPj5Y9wEAr9R7xf6N3f4Xzi6ECm9AAhm9yCCKdgWvgrC+I6yoB02WQL4aTg1JKbMCe0AANGtWlLcZCYzk3O1zzD04n5l75rGtwNdE1f8/omJ8uHStDReOtGX+D62IupU/7joeHmbSe4kS5lW8+IP3YsXAz88MlxRCZByhofDpp+ZBhLs7vPeemeeRI0fi5/y651feXfMu/av0J+v9meCezXEBu4ijR486O4T0xfI78mrt5/lo63cUyV2E/9X/32OHKWXK2bdtayakf/SR6QUZMMA8dCtZ0tGBZz4ZMvnYsMG8169v33aOXDnCL7t/4blaz1Eibwn7NgZwZBy4eUDZF+zflnAu3wZm8cE1bUwPSNB4KDXY2VE9pnDOwrxY9zlerPsct+7fYvnx5Sw8upBlx5dxJf/vqPqKavlrU9m7JYXDW6FC63L6pCcnTsDixXDx4sPX8/Q0CU5sMlK0qHkVKfLgldQHFiFE+nHuHHzxhSkRHh1tVisfNSpeFatELD++nGGLhtGiZAt+bv8TavZUcJeFUEUyLL8joxu9yfE7V3l95esE5AqgT+U+CR6eNatZH2vQIPjkEzP8b+pU8/1bb0kSYk8ZNvkoVw58fe3bzjtr3iGbZzbeafSOfRsCswbEiUlQtKdZH0JkfLkDofU22NQHtg6Byxsh6DvwSJ9PAHNlzUX3it3pXrE70THR7Dy/k6XHlrLs32X8fuYTYvRH5Mieg0btGtG1eFOalWhGmZxVCT3rTkiIGYZx6tSD18qV5sNLzCOVfvPkeZCIxPbGBASYDzSxr9y5Zd6JEM4SHAxffmmGbcbEmEpD77xjejmTs/LESrr80YVKvpWY22MuWZRl6IwkHyI5lt8Rt5gIfu30KxfCLjBw/kA83TzpXrF7oqflz28mo7/2mlnc96efzJDAbt3MNlkl3fYyXPIREWHGkA4caN92toVuY07wHN5v/D6+2e2c5QD8+zNEhUF5B6yeLtKPbAWh6Qo4MBoOfAjXdsITUyFPZWdHliR3N3dq+9emtn9tRjUZxY3wG6w5uYa/T/zNmpA1LDm2BIA8XnmoX6Q+jYo1olH7Rgzxq0EW9yxx14mMNAnI6dNw5syD97NnzWvHDlOq81He3qbCl7+/effze/zdz88sxihJihBpFxMDy5ebxU6XLIFs2WD4cDOx3NonyAuPLKT77O6U8ynH0r5LTcWi+1fNTkk+HjNq1Chnh5C+xP6ORN8jq0dW5vecT7vp7eg1txd3Iu8wqNqgJE/384NvvjEV2L75xvTY/fEHNGliJql37OiYRaszgwyXfPzzD9y5A61b268NrTVvrHyDAt4FHDPXIybKDLnybez0sf/CCdzcocoHkL+eqYS1rCZUfBsqvAnxPqinZ3m88tA5sHPc4mDnbp9jzck1rD+1nvWn1/PXsb8A8PLwIqhwEPWL1KduQF3qBtSlWLFCFCuW+LXv3zcJSmxCcu6ceYWGmte2beb7e/cePzdbNihUyNx0ChY0XxcqZL6O//L1leFeQiTk4kX47TfzQe3kSfPvZfRos9Bp/vzJnx9rxv4Z9J/Xn5qFa7K079IHBVwsi8ZJ8vG4nTt3UrOmrPcVJy75ML8zub1ys7zfcjrP6szgBYMJiwjjhdrJD1svXBg+/xzeftvMUxo3zvSCFC5sEuohQ0zPu0i9DJd8LFtmJrU2bWq/Nlb8u4I1IWsY12YcObPmtF9Dsc78CXdPQ9C39m9LpF+Fn4R2wbDrZdj/PpyZC7UnQv46zo4sxQrnLEzfKn3pW8Usynkx7CIbT29k05lNbDq7ibGbxxIZY1ZBLJq7KHX861CrcC2CCgdRw68Gub1yx10ra9YHE9gTozXcvGkWXDx/3iQjFy6YV+y2I0dg/Xq4ejXha3h7myTE19eUE459T+iVPz9kzy69KiJjun/fzNn67TfTyxEdbcrbf/YZPPUUZEnBMxGtNWM3j+W1v1+jYbGGLO69+OH7amzy4SbJx6MWL14syUd8bg8nHwDZs2RnUe9F9JzTkxeXvsi52+f4sOmHCZbhfVSuXDByJLz8svk9Hz/eJNajR0Pz5maETZcu5t4gUibDrfMRFbWDvHlhzRr7tHEn4g7Vf6pOtI7m0POHHhoiYjfL65qu5w5HQGXI6sgipUIXw7YRcO8cFOsD1T6F7BlnydZ7kffYfWE3W89uZWuoeYXcCInbXzpfaaoXqm5eftWpWrAqhXIUQtng035EBFy+bJ7oxr4uXTKvixfNvkuXHrxHRCR8HS8vk4T4+Dx4j/91vnwPtsV+nyePWZXXWWSdjwdknY+HRUaaktl//AHz5sGNG6bHsH9/M0E3MBWVcMMiwhi6cCh/HPyDLoFdmNp5Kt6ej3ySu3EQllSCBn9A0cTH7WdGo0ePlqFX8V1aDysbQ7NVUKjZQ7sioyN5fsnzTNw1kValWjG9y3R8vFO+jtaJEzBlikm8Q0LMQ6aOHaFHD2jT5vFFMjO7xO4pGarnIzIS9u0zJf3s5fWVr3P82nHWDFzjmMTj9Gy4uhWCvpfEQzzg3x7aH4bgz+HwGNMLUv6/UH4keKVgrEM6lc0zG08UeYInijxYz+bq3avsPL+T7aHb2XVhFzvO7WB28Oy4/fm981OlYBUq+1amkm8lKhaoSEXfig+tdGuNLFkeTFxPjtZw+/aDROTKlQevy5dNL8rly+b7M2fM99eumfMSohTkzWte+fIl/HXevCZJefT7XLmcm7iIjOf2bVixAhYuND0d166Z37OnnoLevaFFi9SvEH3s6jG6/NGF4MvBfNb8M/5X/38JPzyIkZ4PYaUEej5iebp7MqHDBGoVrsULS18gaGIQf/b4k+p+1VPURMmSZpX0994zxY2mT4e5c2HGDDOH8MknoVMn8543rw1+pgwqQ/V8lCgRpENCdrB7N1SrZvvrr/h3Ba2nteaVuq8wpvUY2zfwqPDL8FcFyF4CWm0yZXaFeNSdM7D3TQj5Hdy9ofQICBwJ3lZ8enZxN8JvsPfCXvZd3Me+i/vYe3EvBy8f5G7k3bhj/HP6E1ggkMD8gZTzKUe5/OUo51MO/1z+uDkhoY+ONk+Nr10zyUhsQhL7/bVrcP36g22xX1+//njlr/iUMh8M8+Qx1b7y5HnwdWKvXLnMK/brPHmk5yNWZuz50BoOHDAJx/LlsG6d6dnLl8+sidC9u1mULS1Pd6Njovl227e8vfptsnlkY2a3mbQo2SLxEy5thJUNTeENP1mKOr4jR45Qrlw5Z4eRflzfB0urQoM5Zr2sRGwL3UbXP7pyMewibzd8mzcbvpmmh8mRkWa0zezZZgHDixfNejb165v5x61bQ/XqmfPhUGI9Hxkq+fDxCdKenjs4d872/5Ov37tOpR8qkccrDzuH78TLwwFPYTb2gLMLoM0uyFPR/u0J13bjIAR/BqdmgHKHYr2gzLPgUydTTT6I0TGcunGKA5cOcPDyQQ5dOcShy4c4dOUQYRFhccdl88hG6XylKZ2vNGXylaFUvlKUyluKknlLUiR3ETzSWbIf28ty/fqD140b5nX9upnTEvv9jRsPvr9588ErqeTFkOQjVmZIPrSGo0dNhch168z7+fNmX8WKZhhJx45mRfLU9nDEd/DSQYYuHMrW0K20K9OOH9r9QJHcyczcvbASVreEFuvB1wErB7uQ27dvkzOnA+aduopbR2FxOag3DUr0TfLQK3ev8J9l/2H6/ulU8q3ELx1/obZ/7TSHEBMD27eb3sKlS2H3brPdx8dUzWrc2LxXrJg5kpFMkXx4eATpPn12MGWKba+rtabvn32ZHTybLUO3ULOwAyZ4nZ5tko+qn0DFN+3fnsg4wk7AoS/h5FRTnjlPVSg93IyX9irg7OicRmvN+bDzHLlyhCNXj3D06lGOXTvGsavHOHH9RNwEdwB35U7R3EUpkbcExXMXp1ieYhTLXYyiuYtSNHdRAnIFkNUjqxN/mpTTGsLCTBJy69aDhOTWrQffv/qqJB+xMmLycfs27NoFW7bApk3mdeWK2efnZz4UtWhhejcCAmzX7oWwC3y0/iMm7JxArqy5GPfkOHpX6m3dHK3QxbCug1nzyKeW7YLKAGTOxyPunIYFxaDOz1BqqFWnLD66mGcWP8P5sPP0r9Kf95u8T/E8xW0W0qVL8Pff5rVunZknAqZXum5dk9jXqwc1a2bMYVqZYs5HdLR5UmNro9aOYsaBGXzQ5APHJB7hl2H785AvCAJfs397ImPJURJqjYdqn0PIdDj+I+x4Hna+BIVaQLHeZs5I1pRPtnNlSikK5yxM4ZyFaVri4XJ40THRnL11lhPXT/Dv9X85ef0kJ2+Y15LjS7gQduGx6/lm96VIriIE5ArAP6e/ec/lT+GchfHL4UfhnIXJ45XHJpPgbUEpMyY5qQelr77quHiEfV2+DHv3mteePWZNnCNHHsw3KlsW2rc3H36aNIHSpW3fQXr17lW+3PQl32z9hojoCIZWH8pHzT6iQPYUPASJK7WbPhdXFelI7O9IAnM+EtO+bHuCnw/mg3Uf8N2275i+fzrPBD3Dmw3exC+nX5pD8vWFvn3NC0zysW6dWRZi0yYzdyRWqVJmQcPq1aFqVfMqVChjDlzIUMkHQEsbDwn9cN2HfLj+Q4ZWH8rbjd627cUTcv+qecoTeRPqTpZ5HiL1PHNCmRGm1+PGfjMc69RM2PL/7d17eFTlncDx7y/3y4RcSICEICAgNGJUQBdxW9K6rbQFsbWu4LZdWle221rbR3y6ap9HpZdn11XpdltsH7z0YhXs0lqBIq5WiXe5KSjIXSAkIddJMpkkEyZ59493JieJuUGSuSS/z/O8z8w5c2bmfc+ZOe95z3tbYQcvGDsfJn4Rcq+FjMvsfCKjVGxMrK3dyJj8sYIJQIu/hdMNpzlZd5JT9acoaSihpL6EkoYSjrmP8erJV3G3uD/2voTYBCa4JjDBNYHxqeM7Hse7xpOTksO41HHkpOaQk5LD2JSxEdfUS0U2Y5xhog8dsjOL799vQ0WFs11enr2ouflm+zhvnh0SerjsKd/D2h1refqDp/H5fSy/ZDmri1YzPWv6uX+YzvOhBiq29w7nfRmTOIaHPvcQ35//fX5c/GMe2fkIv971a24ouIHbrriNBZMWDNlNpClTbAhOhF1XZ5tp7dplw1tvwTPPONtnZ0NBgW2mVVAAM2fakJ8f3c22RlSzq9TUecbrHbpq8gdef4C7/nYXX7/06/xm6W+Gv3Oq9xS8ci00fgRXb4BJ1w/v96nRxxio3WWbMpT91c6YDhCfDjl/D+M+BdnzIXMOxOuseufC2+qlvLGcMk8Z5R77eKbxDGe8Zyj3lFPhraCisYKqpiraTc+dLzKTMslOySY7JZuxKWMZm2xDVnIWWclZZCZn2sekTDKTM8lMyiQ9KX3ICi061K4jUppdNTXByZP2junJk3aoz2PHnNDodGPC5bIXKAUFMHu2c/d0OAsaQacbTrPxwEY2fLCBd0rfISU+ha8Vfo3vXvldLh43iD6LRx+DHbfC9SWQMoRtwUaAzZs3s2TJknBHI3K0n4UNCVD4E5h9/jeLj9UeY+3OtTzx7hPU++opHF/IzbNv5saLb+TCzAuHMMI9c7vtyK3vvWcHgAjeVKivd7ZJTrY1JdOm2RG4pk2DyZNtwWby5L5ruENpVPT5yM2dZ8rLB59ZeFu93PvKvax5ew3LZy/nyS89OaAJaQalbj9sXwRnPbBwk70IVGq4NZ+BipehstiGhkN2vcTAmE9A5uWQcYkN6bNt5j8S64BDqK29jdrmWiq9lVQ1VVHRWEF1UzXVTdVUNVVR3VRNTXMNNU011DTXUNtc26WjfE9cCS7SE9PJSMogPSmd9MR0xiSO6XjsHNIS00hLSOvy6Epw4UpwkRyfrIWPgOEufPh8tj34mTO2lqKszJkAs7TUDs18+rQd6ayz4KSawQuPmTNtE6rg3dBQ/T397X52l+3mpeMvsfXoVt4seROAwvGFrLh0Bd+4/BtkJGUM/osO/cI2Gf1y1YgYRlwNI2NgQxwU3A2X/mTQH+dt9fLU+0/x+LuPs6N0BwBzcueweMZirrnwGubnzw/NlAs4tZyHDzs1ncEbEMePQ3Nz1+3T0+0s7Pn5NuTm2hrQ3FzblGvCBBg/fvjnJQlL4UNEFgE/B2KBx4wx/9nt9UTg98BcoAa4yRhzIvDa3cAtQBtwuzHmhf6+b9aseebgwcFlFs8feZ5vb/02J+pO8K253+IXX/jF8DaFaKmEDx+GI2shfgwUbYPMwuH7PqX60lIJNTttqN0J7r3QXOq8HpsCadMhbYbtW5I6BVIn2wkOkydCQqYWToaBz++jtrkWd4sbd7Mbd4ub2uZa6lrqqGupw93spt5XT72vnrqWOupb6mnwNdh1LfX42nwD+6L7icrCx2Dymt4MtPDR2vrxkcaCo5F1Hk65psaZ/6WqqutdzM5ycuxFwqRJzsVD8G7m5Mn2tVA3twgO1rC7bDe7ynaxq3wXr596nQZfAwCXTbiMGz5xAzcW3MjM7CEe+vXAg/DeD+BGj9bGdrNu3TpWrlwZ7mhElmdS7SiPcx4a0o89UXeCjQc2svHARnaU7sBgSIlPYcGkBVyRdwXz8uYxN3cuF6RfEPJ+fsbYmxgnTzq1pMGbFyUl9oZGRUXP80ulpdlzTk7OxyfF7TyXVHA+qeAw7okDHG8l5B3ORSQWWAt8FjgN7BSRTcaYA502uwVwG2Omi8gy4AHgJhEpAJYBFwN5wEsicpExpq2v73Sd53mpsbWRbUe38Yd9f+C5Q88xK3sWxSuK+dTkYap9aPdD3V44sR6O/MpOonTBshE3S7WKQknjbD+QiV901vlqoX4/1H8ADUfAc8T2ISndDO3dpveOTYLkPEgabz8rcZwdYSshy4bEsZCQYZt5JWTYAnecC2LiQ5nKqJMYl0huWu55d4A823YWT6uH+pZ6Glsb8bR68Pg8eFo9NLY22nU+D/fcf88Qx3z4DSav6etzS0vh9tvB67VNmxob7WhRHk/XUcN8/ZTrkpO7zm4f7G8xbpy98xgMeXn2MSE0N1K7MMbgafVQ0VhBSUMJp+pPcar+FMfcxzhUfYiD1Qep99nSUozEUJBTwE0X38Q1U6/h01M/zbjUccMXOe3z0avy4LjIyhGbdM59PgZiSsYU7lxwJ3cuuBN3s5vik8X87fjfeKPkDR5880H87X7A1kLPHDuTWdmzmJY5jQvSL2ByxmQmjZnEeNd40hPTh7xwImJrNHJz7QhaPfH7nRrWigonVFY6N0RKS21zr5oa29yzLwkJzjxRwYFM0tLsdbjLZWd+7+uafDh7N14JHDXGHAcQkQ3AUqBzhrAUuD/wfCPwS7FHZSmwwRjjAz4SkaOBz3urry/0+1uorv0QAIMhWKtjjMHX5qO1rRVfm48qbxWnG05T0lDC/sr9bD+xHV97K2OTs3jok//ObVfeZofRbKnq49tMp2KkCSy3g2mz7Q7bmu0fwN8ILRXQXG6Dew9UvwV+r23aMvmfbNvEMTpRkIpQiVl2fP3uY+ybdvvbbjwBTacCv/FSaCoDX6Xtu1T9Dviq7P+iLzGJ9q5mbCrEBUOKnbE2LtmOYhKTCLGJnR4TOoV4kHj7GBMPEmcHa5BY+1xinWViAsuxnZaDIbgsdjn4nOBy8Ln085yu6zuWcZbplAF1yYy6Z0y9bdd9294ztHggC8hKSoGkFJDxPW53D9FX+GAQeY3po+q/uqaFv277kORkSEm2mWlaOkzIg5RUSAtkrqkuQ9oY+zyYGY9JgzHpkDbGkBS4Q2gwwScdyx15VOB5ZZ19NBjaTXvH+nbT3hHaTBvt7fbR3+7Hb/z42/z42/2cbTuLr83H2faztPhbaDnbgq/NR4u/Be9ZL95WL96zXupb6qnz1dHga8Dd7KbKW4Wv+40EIDd1AjPGzmDhxV9m+tjpFI4vZPa42aTGp3bdsM+8cpBaa53/s1L9iU2GVvew/iYzBa6fcjXXT7kasAOSHKg6wN4zezlSe4Rj7mMcKCnmxQNP007XU0xCTDzZKdlkJmd2NJUdkzgGV7yL1IRUUuNTSYpPIik2icS4RJLikkiITSAhNoH42HjiY+KJi4kjLiaOWIklNiYQJJYYiekICMQQgyDESAwigsQLE6cI+VNsXiEiSEf+FHywT3yt4GkQGoLDsXucmy+eBvB6BW8jeBrtDZqmJvtYUwJNzbYZWF8FmOH8N08ESjotnwb+rrdtjDF+EakHxgbWv93tvf1O1xzXsJ/sbQXnHtMpwSe1cOYB2PTAuX/GQMTE23b0U1fYC7mcT0JK3vB8l1LDTWIgOdcGrup9O2PA77EjubXWQmudHc2ttd4++httXye/B/xNtmDu99oC/Nl6aDkTKMz7oN1nC/XtrTb0V6hRo8Fg8prq3j700vz97Lr/HPOTlkCoPLe3hUV8ILiAXjukn7HB8xp4gBOhidrHxGeE6Ysjm+t8m3uMZPFpcPJpG0IkCZgTCADEYP9TPf6vzgLlgQC0A82BEOnigMxAGCDpZa7HqL+VICIrgZUA+flZrD5ye8dr8wqPA8KufVM71s2c0sDcme38ZXsGTYHq8tzMWFYuymTzDg97jjl16HcszaTM7WfDq56OdYuvcDF3ehKr1zt51kV5CSwvymJ9sZvDpc7777tlDrsPN7DltaMd65YtW0ZeXh5r1qwBDgIwZ84clixZwrp16zqqUV0uF6tWrWL79u0UFxd3vP/WW28F4NFHH+1Yt3DhQoqKinj44YdpDAx9kpuby8qVK9m8eTN79uxx0nTHHZSVlbFhwwYnTYsXM3fuXFavXu2k6aKLWL58OevXr+fw4cNOmu67j927d7Nly5Ze0oSmSdPUe5qqWtmwwYlT1zSlnHuabvpH8iZks+bnjzhpKpzJks9dxbrfb6K80vbWdaUmseqbn2X72x9SvNP5P956w1ygnUf/9K6TpstzKZqbx8NP76OxyU48mDs2iZXXTWfzG6fZc7jOSdONF1JW08yGl53mD4vnZzN3Rhqrn/zIOU4Tk1j+6XGsf6WSw6VOk4D7vprP7sONbNnhfOayhVnkZcWz5llnrNQ505NZcmU6656vptwdqN5PjmHVl3LYvq+R4g+8TpoW2Zzh0W3O0L8LZ6dQVOji4WeraWy2I23lZsZ1Ou8F43Q/o1lf+cncS44BsPv9aR3rJudXMnVSFW/uuojWs7bpoCu1mSsu/YiDx3Ipr3By6QXzjtDoTWLfh86M3rOmlZM/oYGX3nBqvrMzG5lzcTnvHsijqtapYVi88CSnyl3sO+zMz7Og0E12umHTa1kd62ZO8lN0Gfz51TiqAv1KXEnCHddnUfxBE8UfOFc5t16bAcCjL9R1rFs4O5miS1J5+C+1nX4rg80j41m+MJ31xfUcLnMm87xveTa7j7awZaczoMKyT6WRlxnHmuec3++cT0xgCei5t1uaVq1aNeLSNOjjNP+3rF67zUnTYH970xJZcmUa67a5KXfbm12u5BhWXZ/F9ve9Q/5/Kqlp5X9fd87nnyxsY+YkP4/91elkkZfdyoJL3by+N50z1U5zxMULT3KyLJX3jzgDM1xeUEZaaguv7nRG6Zo4vo5Z08+w470peLz2/QnxZ7n6iqN8dCqbE6edUpO9joZd+5z393bem1d4nEPHcimvdM5HveUpw9bhXESuAu43xlwbWL4bwBjzH522eSGwzVsiEoe9zZID3NV5287b9fWdkTI0olJKRaNoHGp3MHlNX82uND9RkW779u0UFRWFOxpK9aq3PGU4x8zYCcwQkakikoDtQL6p2zabgMBUK3wFeDmQGWwClolIoohMBWYAO4YxrkoppaLTYPIapaJW55oEpaLJsDW7CrSrvQ14ATv84RPGmP0i8iNglzFmE/A48GSgQ3ktNtMgsN0fsR0G/cB3+hvpSiml1OgzmLxGKaVU6A1rnw9jzFZga7d193Z63gLc2Mt7fwr8dDjjp5RSKvoNJq9RSikVWiGeqkgppZRSSg1WsNO2UtFGCx9KKaWUUkqpkNDCh1JKKaVUlOk8TK1S0UQLH0oppZRSSqmQ0MKHUkoppZRSKiSGbZLBcBCRKuBkuOMxxLKB6n63im6axug30tMHoyONM40xaeGORCSIoPxkNPzuzoXuD4fui650fzgiZV9MNsbkdF85rEPthlpPCYx2IrIr2mYcPleaxug30tMHoyeN4Y5DpIiU/GQ0/O7Ohe4Ph+6LrnR/OCJ9X2izK6WUUkoppVRIaOFDKaWUUkopFRJa+Ih868IdgRDQNEa/kZ4+0DSq8NBj0pXuD4fui650fzgiel+MqA7nSimllFJKqcilNR9KKaWUUkqpkNDCR4QQkUUickhEjorIXT28vkJEqkTkvUD4l3DE83yJyBMiUikiH/TyuojI/wTSv09E5oQ6joM1gDQWiUh9p2N4b6jjOBgiMklEXhGRAyKyX0S+18M2UX0cB5jGaD+OSSKyQ0T2BtK4uodtEkXkmcBxfEdEpoQhqqobEVklIkZEssMdl3ARkQdF5GDg/PKsiGSEO07h0N81w2gxkHP2aCMisSLyrohsCXdceqOFjwggIrHAWuDzQAGwXEQKetj0GWPMZYHwWEgjOXi/BRb18frngRmBsBL4VQjiNNR+S99pBHit0zH8UQjiNJT8wCpjTAEwH/hOD7/TaD+OA0kjRPdx9AGfMcZcClwGLBKR+d22uQVwG2OmAz8DHghtFFV3IjIJ+BxwKtxxCbMXgdnGmELgMHB3mOMTcudwzTAaDPScPZp8D/gw3JHoixY+IsOVwFFjzHFjTCuwAVga5jgNKWPMq0BtH5ssBX5vrLeBDBHJDU3shsYA0hjVjDHlxpg9gece7MltYrfNovo4DjCNUS1wbBoDi/GB0L3z31Lgd4HnG4FrRERCFEXVs58BP+Djx2pUMcb8nzHGH1h8G8gPZ3zCZMRfMwzUaDhnnwsRyQe+CET0DWotfESGiUBJp+XT9PznuSFQ1bwxcBdsJBnoPoh2VwWauzwvIheHOzLnK9AM53LgnW4vjZjj2EcaIcqPY6Ba/j2gEnjRGNPrcQxc6NUDY0MaSdVBRJYCpcaYveGOS4T5JvB8uCMRBiPmPDuU+jlnjxb/jb1J0R7mePRpRM1wPsJtBtYbY3wi8q/Yu5KfCXOc1LnZA0w2xjSKyBeAv2CbJ0UVEXEBfwK+b4xpCHd8hkM/aYz642iMaQMuC7SXf1ZEZhtjeuyrpEJDRF4CJvTw0g+Be7BNrkaFvvaFMea5wDY/xDa5eSqUcVORaTTkS/0RkcVApTFmt4gUhTk6fdLCR2QoBTrXZOQH1nUwxtR0WnwM+K8QxCuU+t0H0a7zCdEYs1VEHhGRbGNMdTjjdS5EJB57gn/KGPPnHjaJ+uPYXxpHwnEMMsbUicgr2L5KnQsfweN4WkTigHSgpoePUEPEGPMPPa0XkUuAqcDeQMu3fGCPiFxpjDkTwiiGTG/7IkhEVgCLgWvM6JwvIOrPs0NpAPnSaHE1cF3gplgSMEZE/mCM+WqY4/Ux2uwqMuwEZojIVBFJAJYBmzpv0K3d/HVEeGei87AJ+HpgtKT5QL0xpjzckRpKIjIh2G5eRK7E/v+i5oIuEPfHgQ+NMWt62Syqj+NA0jgCjmNOcIQgEUkGPgsc7LbZJuCfA8+/Arw8Si/yws4Y874xZpwxZooxZgq2ic2ckVrw6I+ILMI2K7nOGNMU7viESb/XDKPFAPOlUcEYc7cxJj9wnliGPW9HXMEDtOYjIhhj/CJyG/ACEAs8YYzZLyI/AnYZYzYBt4vIddhq5lpgRdgifB5EZD1QBGSLyGngPmxHV4wxvwa2Al8AjgJNwDfCE9PzN4A0fgX4NxHxA83Asii7oLsa+BrwfqC/ANjmIBfAiDmOA0ljtB/HXOB3gRFzYoA/GmO2dDvfPA48KSJHseebZeGLrlJd/BJIBF4M3AN42xjzrfBGKbR6u2YIc7TCpcdztjFma/iipPqjM5wrpZRSSimlQkKbXSmllFJKKaVCQgsfSimllFJKqZDQwodSSimllFIqJLTwoZRSSimllAoJLXwopZRSSimlQkILH0oppZRSSqmQ0MKHUkoppZRSKiS08KGUUkoppZQKif8HhlMb4C84m60AAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 957.6x295.2 with 2 Axes>"
       ]
@@ -3759,7 +3755,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 43,
    "id": "8a31b653-d891-4f07-ab8b-73562b2ed86d",
    "metadata": {},
    "outputs": [
@@ -3801,7 +3797,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 44,
    "id": "280180fa-4f20-44a6-a463-2ce9b0ad75a4",
    "metadata": {},
    "outputs": [
@@ -3811,7 +3807,7 @@
        "BartlettResult(statistic=3.3024375753550457, pvalue=0.19181598314036113)"
       ]
      },
-     "execution_count": 50,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3841,7 +3837,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 232,
+   "execution_count": 45,
    "id": "b8123d48-7285-4fa3-8473-04f316dedffc",
    "metadata": {
     "jupyter": {
@@ -3928,7 +3924,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 46,
    "id": "84f4e9b3-a653-422c-8fc5-83b29869ba87",
    "metadata": {},
    "outputs": [
@@ -3938,7 +3934,7 @@
        "410"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3951,7 +3947,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 47,
    "id": "8bb2916a-e9a4-4bbe-b04f-14818bb68723",
    "metadata": {},
    "outputs": [
@@ -3961,7 +3957,7 @@
        "array([98.4, 82. , 65.6, 57.4, 53.3, 53.3])"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3990,7 +3986,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 48,
    "id": "a8898631-a5b5-49e8-a158-3e149345391a",
    "metadata": {},
    "outputs": [
@@ -4000,7 +3996,7 @@
        "8.566983829178941"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 48,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4013,7 +4009,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 49,
    "id": "7a8af457-13dc-483a-90e3-50d3949c8edf",
    "metadata": {},
    "outputs": [
@@ -4023,7 +4019,7 @@
        "0.1276329790529603"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4043,7 +4039,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 50,
    "id": "1e246915-e9be-4826-9677-d9f30348d0df",
    "metadata": {},
    "outputs": [
@@ -4053,7 +4049,7 @@
        "Power_divergenceResult(statistic=8.566983829178941, pvalue=0.1276329790529603)"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4085,7 +4081,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 51,
    "id": "13145d41-7dc3-4eff-9f9c-38d0abed1e8d",
    "metadata": {},
    "outputs": [],
@@ -4099,7 +4095,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 52,
    "id": "fe4ce304-25ac-4734-9a0a-e20db59b742f",
    "metadata": {},
    "outputs": [
@@ -4109,7 +4105,7 @@
        "array([0.50963855, 0.29518072, 0.14939759, 0.04578313])"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4135,7 +4131,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 53,
    "id": "087ea780-304c-459d-a7c0-066817f3d82f",
    "metadata": {},
    "outputs": [
@@ -4147,7 +4143,7 @@
        "       [167.16144578,  96.81927711,  49.00240964,  15.01686747]])"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4171,7 +4167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 54,
    "id": "d9585b87-f5dd-4cf2-ad91-0a79dcc95c86",
    "metadata": {},
    "outputs": [
@@ -4181,7 +4177,7 @@
        "26.7075512595244"
       ]
      },
-     "execution_count": 41,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4195,7 +4191,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 55,
    "id": "a7cd985e-eb2b-4a72-a221-30e3e0fdf8ec",
    "metadata": {
     "tags": []
@@ -4207,7 +4203,7 @@
        "0.00016426084515914902"
       ]
      },
-     "execution_count": 42,
+     "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4226,7 +4222,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 56,
    "id": "4cd7ea08-110a-4ff7-9521-0f12e4169d35",
    "metadata": {},
    "outputs": [
@@ -4241,7 +4237,7 @@
        "        [167.16144578,  96.81927711,  49.00240964,  15.01686747]]))"
       ]
      },
-     "execution_count": 47,
+     "execution_count": 56,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4260,7 +4256,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 57,
    "id": "d7e7fd75-068c-4f37-b981-498890c4a0d7",
    "metadata": {},
    "outputs": [
@@ -4276,7 +4272,7 @@
        "        [ 12.04096386,  10.94216867,  15.01686747]]))"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 57,
      "metadata": {},
      "output_type": "execute_result"
     }
-- 
GitLab