From 6964dfbf3940423ddf5260a71dd32705d3066756 Mon Sep 17 00:00:00 2001
From: Giulia Coluzzi <giulia.coluzzi@studenti.unimi.it>
Date: Mon, 13 Apr 2026 19:38:39 +0200
Subject: [PATCH] aggiunta gaussiane

---
 mollaDefinitiva/molla-1/molla1.ipynb | 312 ++++++++++--------
 mollaDefinitiva/molla-2/molla2.ipynb | 464 +++++++++++++++++----------
 2 files changed, 471 insertions(+), 305 deletions(-)

diff --git a/mollaDefinitiva/molla-1/molla1.ipynb b/mollaDefinitiva/molla-1/molla1.ipynb
index 04129bd..f758b93 100644
--- a/mollaDefinitiva/molla-1/molla1.ipynb
+++ b/mollaDefinitiva/molla-1/molla1.ipynb
@@ -11,7 +11,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 1,
    "id": "3a34cc3f",
    "metadata": {},
    "outputs": [],
@@ -56,7 +56,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 2,
    "id": "1e2fabea",
    "metadata": {},
    "outputs": [],
@@ -144,7 +144,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 3,
    "id": "a5ff5ff5",
    "metadata": {},
    "outputs": [
@@ -188,7 +188,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 4,
    "id": "e649eddc",
    "metadata": {},
    "outputs": [],
@@ -196,7 +196,7 @@
     "dfCalibro = pd.read_csv(r'molla1Calibro.csv')\n",
     "\n",
     "# Costanti strumentali\n",
-    "ERR_CALIBRO = 0.02 / np.sqrt(12)\n",
+    "ERR_CALIBRO = 0.02 / np.sqrt(24)\n",
     "ERR_BILANCIA = 0.01 / np.sqrt(12)\n",
     "\n",
     "# Chauvenet e poi statistica di base\n",
@@ -210,14 +210,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 5,
    "id": "42ff21d6",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "145bf1a6c8534204b2aa7b50bad128a2",
+       "model_id": "1cc893b29be14f7ca0499d657f9f656d",
        "version_major": 2,
        "version_minor": 0
       },
@@ -247,7 +247,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 6,
    "id": "dfab4331",
    "metadata": {},
    "outputs": [],
@@ -304,7 +304,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 7,
    "id": "5d7ca0a0",
    "metadata": {},
    "outputs": [
@@ -360,7 +360,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 8,
    "id": "cd68b201",
    "metadata": {},
    "outputs": [
@@ -369,10 +369,10 @@
      "output_type": "stream",
      "text": [
       "Ax + B : \n",
-      "AC      = 23.9437 ± 0.0424\n",
-      "BC      = 2719.8777 ± 2.8546\n",
-      "cov_ABC = 0.119914\n",
-      "chi²    = 55.1017\n",
+      "AC      = 23.9432 ± 0.0422\n",
+      "BC      = 2719.8356 ± 2.8402\n",
+      "cov_ABC = 0.118646\n",
+      "chi²    = 56.2014\n",
       "P(chi², ∞)= 0.0000\n"
      ]
     }
@@ -389,7 +389,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 9,
    "id": "f98a3612",
    "metadata": {},
    "outputs": [],
@@ -420,13 +420,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 10,
    "id": "68eb66dc",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 800x500 with 1 Axes>"
       ]
@@ -473,13 +473,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 11,
    "id": "831a4ac6",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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iTJkyxfF98eCDD2LBggX46aef0Lp1awQFBeHHH3/E1q1b8c0332DDhg1YvXo1/u///g8//PCDau8EVdN+qn9grc9tutCuXbsu+W1QU1JS6vX2q7fffjvefvtthIaG4rbbbmuUt1UuLCxESkoKwsLC8Oyzz6J9+/YIDAzE/v378dhjj9X7nY7qq0WLFigoKLiky6pxf5Nwd1+tr4KCAkRHR6swDVHj4MKCiODr64sFCxZg6NChePPNN/H444+jXbt2AM79ttbdO7JcKCoqClOnTsXUqVNRXFyMwYMHY/78+TUuLNq2bQu73e74zWO1o0ePumwbGRnp9h2b6vub1/Ove/PmzSguLnb6ofHC665vg4v58ssvERgYiO+//97p6NAHH3wg2m/79u3xyy+/YNiwYbX+drO6eXp6utNv548dO1av61IUBcnJyY7f1NamW7du6NatG55++mns2rUL11xzDZYvX47nn38ewLm39Rw2bBiGDRuGxYsX48UXX8RTTz2FrVu3um3etm1bAO6/T37//XdER0e7/EZZ7dt0vh49eji9+1l9uHuKT21uv/12zJ07F5mZmfjkk09q3K5t27Y4ePAg7Ha70+Kj+mlL1Q3rYtu2bcjLy8PatWsxePBgx+np6en1mv1Sde7cGZ999hmKioocR7qAc//P9uzZg4qKihqPKDXE/S0jI8PliNgff/wBAG7fue5853/vXni06ejRo27/v6Snp6NHjx6XPC9RY+NrLIgIwLm3Mu3bty+WLl2KsrIyxMbGYsiQIXjnnXeQmZnpsn1ubq7jz3l5eU7nhYSEoEOHDi5vdXq+6667DgDw+uuvO52+dOlSl23bt2+PoqIiHDx40HFaZmYmvvrqqzrdtgtdf/31qKysxNtvv+04raqqCm+88YbTdvVpUBe+vr4wGAxOR1pOnjzp9K5Nl2L8+PEwGo345z//6XKe1Wp1fP5E9VGXt956y2mbC293bcaMGQNfX18888wzLk9RURTF8b1gNptRWVnpdH63bt3g4+Pj+L5w9xSinj17AkCN3zvx8fHo2bMnPvroI6fF5qFDh/DDDz/g+uuvr/Ntqe9tcicyMhLDhw+/pK/evXvXa8727dtj6dKlWLBgAfr27Vvjdtdffz2ysrKwevVqx2mVlZV44403EBISgpSUlDpfZ/URnPO7lJeXu3wPNZT+/ftDURSX1y+MHTsWJpMJb775pstlqmdtiPtbZWUl3nnnHcffy8vL8c477yAmJuai/z/79OmD2NhYLF++3On7+7vvvsORI0dc3qWqqKgIx48fx4ABAy55XqLGxiMWROTwyCOPYNy4cfjwww8xY8YMLFu2DAMHDkS3bt1wzz33oF27dsjOzsbu3btx9uxZ/PLLLwCArl27YsiQIejduzeioqKwb98+fPHFF7j//vtrvK6ePXti4sSJeOutt1BUVIQBAwZg8+bNbn97PmHCBDz22GO45ZZb8OCDD6K0tBRvv/02Lrvsskt6EeaNN96Ia665Bo8//jhOnjyJrl27Yu3atW6fL17XBnVxww03YPHixRg1ahRuv/125OTkYNmyZejQoYPToqm+7rzzTnz++eeYMWMGtm7dimuuuQZVVVX4/fff8fnnn+P7779Hnz590Lt3b4wdOxZLly5FXl6e4+1mq3/jWpfncrdv3x7PP/88nnjiCZw8eRKjR49GaGgo0tPT8dVXX2H69OmYPXs2tmzZgvvvvx/jxo3DZZddhsrKSnzyySfw9fXF2LFjAZz79Pcff/wRN9xwA9q2bYucnBy89dZbaN26tdNnZlzolVdewXXXXYf+/ftj2rRpjrebDQ8Pd/osjrqq623yBHV5q9jp06fjnXfewZQpU5CamoqkpCR88cUX2LlzJ5YuXYrQ0NA6X9+AAQMQGRmJyZMn48EHH4TBYMAnn3zi9nUPNXnzzTdRWFiIjIwMAMB//vMfx+fVPPDAA05HIi40cOBAtGjRAps2bXL6Lf9dd92Fjz/+GLNmzcLevXsxaNAglJSUYNOmTfj73/+Om2++uUHub61atcLChQtx8uRJXHbZZVi9ejXS0tKwYsWKi34wZ7NmzbBw4UJMnToVKSkpmDhxouPtZpOSklzeUnbTpk2Ot8Ym0o3GfhsqItJW9dtJ/vzzzy7nVVVVKe3bt1fat2+vVFZWKoqiKMePH1fuuusuJS4uTmnWrJmSkJCg/OUvf1G++OILx+Wef/55pW/fvkpERIQSFBSkdO7cWXnhhRccb7+oKO7fGtZqtSoPPvig0qJFCyU4OFi58cYblTNnzri8BaaiKMoPP/ygXHHFFYq/v7/SqVMn5dNPP73kt5tVFEXJy8tT7rzzTiUsLEwJDw9X7rzzTsdbpF74dph1aVDXt5t97733lI4dOyoBAQFK586dlQ8++MDt7XAnJSVFufzyy92eV15erixcuFC5/PLLlYCAACUyMlLp3bu38swzzyhFRUWO7UpKSpT77rtPiYqKUkJCQpTRo0crR48eVQAoL730kmO789/q1J0vv/xSGThwoBIcHKwEBwcrnTt3Vu677z7l6NGjiqIoyokTJ5S//vWvSvv27ZXAwEAlKipKGTp0qLJp0ybHPjZv3qzcfPPNSqtWrRR/f3+lVatWysSJE5U//vjDsY27t5tVFEXZtGmTcs011yhBQUFKWFiYcuONNyq//fab0zY13QZ3b6lal9vU2C72/6AaLni7WUVRlOzsbGXq1KlKdHS04u/vr3Tr1s3t27xeeF9z12bnzp3K1VdfrQQFBSmtWrVSHn30UeX77793+X6vSdu2bRUAbr8u/H/gzoMPPuj0VrvVSktLlaeeekpJTk5WmjVrpsTFxSm33nqrcvz4ccc2db2/1fXtZi+//HJl3759Sv/+/ZXAwEClbdu2yptvvum0r+rL1vRWy6tXr1Z69eqlBAQEKFFRUcqkSZOUs2fPumx32223KQMHDrxoHyJPYlCUevzagYiIvE5aWhp69eqFTz/9FJMmTdJ6HCInJ06cQOfOnfHdd99h2LBhWo/TKLKyspCcnIxVq1bxiAXpCl9jQUTUhFitVpfTli5dCh8fH6cX5xJ5inbt2mHatGl46aWXtB6l0SxduhTdunXjooJ0h0csiIiakGeeeQapqakYOnQo/Pz88N133+G7775zPC+fiIjoUnFhQUTUhGzcuBHPPPMMfvvtNxQXF6NNmza488478dRTT130w8aIiIhqw4UFERERERGJ8TUWREREREQkxoUFERERERGJcWHRSBRFgdlsrteHChERERER6YXXLiyWLVuGpKQkBAYGol+/fti7d2+N2/7zn//EoEGDEBkZicjISAwfPtxle0VRMHfuXMTHxyMoKAjDhw/Hn3/+Wed5LBYLwsPDYbFYLvk2eary8nKtR9A19pNhPzk2lGE/GfaTYT8Z9lOXVy4sVq9ejVmzZmHevHnYv38/evTogZEjRyInJ8ft9tu2bcPEiROxdetW7N69G4mJiRgxYgSMRqNjm5dffhmvv/46li9fjj179iA4OBgjR45EWVlZY90sj1VVVaX1CLrGfjLsJ8eGMuwnw34y7CfDfuryyneF6tevH6666iq8+eabAAC73Y7ExEQ88MADePzxxy96+aqqKkRGRuLNN9/EXXfdBUVR0KpVKzz88MOYPXs2AKCoqAgtW7bEhx9+iAkTJlx0n2azGeHh4SgqKkJYWJjsBnqYvLw8tGjRQusxdIv9ZNhPjg1l2E+G/WTYT4b91OV1RyzKy8uRmpqK4cOHO07z8fHB8OHDsXv37jrto7S0FBUVFYiKigIApKenIysry2mf4eHh6NevX5336c343vcy7CfDfnJsKMN+Muwnw34y7Kcur6tpMplQVVWFli1bOp3esmVL/P7773Xax2OPPYZWrVo5FhJZWVmOfVy4z+rzLmSz2WCz2Rx/N5vNdb4NeuPj43Xr00bFfjLsJ8eGMuwnw34y7CfDfupizQu89NJLWLVqFb766isEBgZe8n4WLFiA8PBwx1diYiIAoKysDBkZGbDb7Y7XcBiNRpSXlyMnJwfFxcUoLCxEfn4+rFYrsrKyUFlZ6bRtRUUFsrKyUFpaivz8fBQUFKCkpATZ2dmoqKhw2raqqgoZGRmwWq3Iy8tDUVERLBYLcnNzYbPZnLZVFAVGoxE2mw25ubkwm80wm80wmUywWq01zp2Zmek0d2lpqdu5KysrXeYuLi52O7fdbr/o3NXzXji3xWJBUVER8vLyapy7oqIC2dnZKC4uRkFBQb3mLiwsRHFxMXJyclBeXl7j3CaTydHQ3dzVl6m+Xe7mrqqqcjt3SUmJy9wXNqye22q11nnusrIyt3NnZGS4zG2z2ZCTk+Myd2Zm5kXnvtj3bGZmptPcFoulxrnPnj3rMrfJZLrofc1isTjd19Sc+/zv2ZycHLf3tYyMDLf3NS0eI4xGY4M+Rlw4t7c9RpSUlDToY0Rtc3vDY8TZs2cb9DHC3dze9BhRVlam+58jtHyMOHv2rO5/jmiMx4i68rrXWJSXl6N58+b44osvMHr0aMfpkydPRmFhIb7++usaL/vqq6/i+eefx6ZNm9CnTx/H6SdOnED79u1x4MAB9OzZ03F6SkoKevbsiddee81lX+6OWCQmJnrlayxsNhsCAgK0HkO32E+G/eTYUIb9ZNhPxhv6VVVVoaKiQpPrLi8vh7+/vybX7SmaNWsGX19fVfbldU+F8vf3R+/evbF582bHwsJut2Pz5s24//77a7zcyy+/jBdeeAHff/+906ICAJKTkxEXF4fNmzc7FhZmsxl79uzBvffe63Z/AQEBur+j15XJZEJCQoLWY+gW+8mwnxwbyrCfDPvJ6LmfoijIyspCYWGhZjNUVlbydRYAIiIiEBcXB4PBINqPV5acNWsWJk+ejD59+qBv375YunQpSkpKMHXqVADAXXfdhYSEBCxYsAAAsHDhQsydOxcrV65EUlKS43UTISEhCAkJgcFgwMyZM/H888+jY8eOSE5Oxpw5c9CqVSunoyJNlV4f0DwF+8mwnxwbyrCfDPvJ6Llf9aIiNjYWzZs3F/9QS/WnKApKS0sdH8kQHx8v2p9XLixuu+025ObmYu7cucjKykLPnj2xYcMGx4uvT58+7fRinbfffhvl5eW49dZbnfYzb948zJ8/HwDw6KOPoqSkBNOnT0dhYSEGDhyIDRs2iF6H4S2MRqOuH9i0xn4y7CfHhjLsJ8N+MnrtV1VV5VhUaPl2r3wqFBAUFAQAyMnJQWxsrOhpUV73GgtP5c2fY6EoCn/LIMB+Muwnx4Yy7CfDfjJ67VdWVob09HQkJSU5frDVgl77qc1qteLkyZNITk4W/dKc7wpFYhkZGVqPoGvsJ8N+cmwow34y7Cej936SH+otFgsyMzNr/LJYLBfdh1YvGvc0ai2uvPKpUNS4oqOjtR5B19hPhv3k2FCG/WTYT6Yp90tNTcX27dtrPD8lJQVDhgypdR984ba6WJPEzGYzYmJitB5Dt9hPhv3k2FCG/WTYT6Yp9+vduzc6deoE4Ny7Y61duxZjxoxxLLZCQkIuuo+qqiqP+pC86qcjXfgRB+fbtm0bhg4dioKCAkRERNRpv1OmTEFhYSHWrVun2qzucGFBYk3lbXUbCvvJsJ8cG8qwnwz7yTTlfqGhoQgNDXU6LTo6ul7vbHQpi4opU6bgo48+AnDuiEfr1q0xbtw4PPvss+I39UlMTERmZqbqR6Jee+01NMbLqj1niUZEREREVAOLxYJt27a5vHYi3VSCt3Yasa08GW/tNCLdVHLRy0iNGjUKmZmZOHHiBJYsWYJ33nkH8+bNE+/X19cXcXFxqj9FKzw8vM5HNyS4sCCx8vJyrUfQNfaTYT85NpRhPxn2k2lK/YqLi7F9+3YUFxc7Tvt83xkMW7QNK1OzcbIqCitTszFs0Tas2Xemxsucz263X9IsAQEBiIuLQ2JiIkaPHo3hw4dj48aNjn0uWLAAycnJCAoKQo8ePfDFF184LltQUIBJkyYhJiYGQUFB6NixIz744AMA554KZTAYkJaW5tj+22+/xWWXXYagoCAMHToUJ0+edJpl/vz5Lk+bWrp0KZKSkhx/nzJlSqN89hqfCkViwcHBWo+ga+wnw35ybCjDfjLsJ9OU+6WbSvD4lwdhdzzDx4Cq///nx748iKuSonCxJ4pJPrOh2qFDh7Br1y60bdsWALBgwQJ8+umnWL58OTp27Igff/wRd9xxB2JiYpCSkoI5c+bgt99+w3fffYfo6GgcO3YMVqvV7b7PnDmDMWPG4L777sP06dOxb98+PPzww+KZGwoXFiRWUFCg6XtQ653e+1kslhp/EwSce/Hchc+BVZPe+3kCNpRhPxn2k2mK/UwmEwDg/Z1G1PYmqe9tO4LxnWpfWlRWVl7SB+StX78eISEhqKyshM1mg4+PD958803YbDa8+OKL2LRpE/r37w8AaNeuHXbs2IF33nkHKSkpOH36NHr16oU+ffoAgNORhQu9/fbbaN++PRYtWgQA6NSpE3799VcsXLiw3jM3Bi4sSCwuLk7rEXRN7/3UeLs/Cb338wRsKMN+Muwn0xT7rV27FgCwozwZdiUKcLO8UBQFOw78Br/D6bXuq1mzZpc0w9ChQ/H222+jpKQES5YsgZ+fH8aOHYvDhw+jtLQU1157rdP25eXl6NWrFwDg3nvvxdixY7F//36MGDECo0ePxoABA9xez5EjR9CvXz+n06oXLJ6ICwsSy8zMREJCgtZj6Jbe+6nxdn8Seu/nCdhQhv1k2E+mKfar/jemcqcRp1OzHU9/Op/BYMDAXl0xplMvx0LEnYqKiks6YhEcHIwOHToAAN5//3306NED7733Hq644goAwDfffOPy/6X6Hbyuu+46nDp1Ct9++y02btyIYcOG4b777sOrr75a7zmAc+9sdeE7Pmn1wX9cWJBYU3tAU5ve+6nxdn8Seu/nCdhQhv1k2E+mKfar/jfmr0PC8Flqdo3bTRvSBQEV5lr3dSmLigv5+PjgySefxKxZs/DHH38gICAAp0+fRkpKSo2XiYmJweTJkzF58mQMGjQIjzzyiNuFRZcuXfDvf//b6bSffvrJZV9ZWVlQFMXxCdrnv/i7MfFdoUjMaDRqPYKusZ8M+8mxoQz7ybCfTFPulxwdjIVju8PHAPgaAAMU+BgAHwOwcGx3JEVf/IXtar2r1rhx4+Dr64t33nkHs2fPxkMPPYSPPvoIx48fx/79+/HGG284Pvti7ty5+Prrr3Hs2DEcPnwY69evR5cuXdzud8aMGfjzzz/xyCOP4OjRo1i5ciU+/PBDp22GDBmC3NxcvPzyyzh+/DiWLVuG7777TpXbVV9cWJBYU/3ET7Wwnwz7ybGhDPvJsJ9MU+oXEhKClJQUp6fYjuuTiC0PD8HtvVsiyTcfk3q3xJaHh2Bcn8QaL3M+tT4vws/PD/fffz9efvllPPHEE5gzZw4WLFiALl26YNSoUfjmm2+QnJwM4NxRkieeeALdu3fH4MGD4evri1WrVrndb5s2bfDll19i3bp16NGjB5YvX44XX3zRaZsuXbrgrbfewrJly9CjRw/s3bsXs2fPVuV21ZdBaYyP4SOYzWaEh4ejqKgIYWFhWo+jqpycHMTGxmo9hm55U7/MzEysWLEC06dPb7SnQnlTP62woQz7ybCfjF77lZWVIT09HcnJyeJPqwYu/d+fioqKS34BtzdR6/8HX2NBYs2bN9d6BF1jPxn2k2NDGfaTYT+Zptzv/Lc7r34L2ur/AnV7u3MfHz55R01cWJBYZWWl1iPoGvvJsJ8cG8qwnwz7yTTlfu7e7vz8d4Cqy9ud84k76uLCgsTsdrvWI+ga+8mwnxwbyrCfDPvJNOV+57/duTsN/Xbn5IoLCxJT47mRTRn7ybCfHBvKsJ8M+8k05X7u3u68vqrfnpXUwSeWkZjZXPt7RFPt2E+G/eTYUIb9ZNhPhv1kmvIRn4bAhQWJVX/CMl0a9pNhPzk2lGE/GfaT0Xs/rX+wV+vtZvVOrf8PrEli2dnZTfKTP9XCfjLsJ8eGMuwnw34yeu3n7+8PHx8fZGRkICYmBv7+/po8Lam8vFyVT9/WK0VRUF5ejtzcXPj4+IhbcGFBYnp8QPMk7CfDfnJsKMN+Muwno9d+Pj4+SE5ORmZmJjIyMrQep8lr3rw52rRpI377XS4sSMxoNOr2gc0TsJ8M+8mxoQz7ybCfjJ77+fv7o02bNqisrERVVZUmM2RnZ6Nly5aaXLen8PX1hZ+fnypHjLiwILGmfoeUYj8Z9pNjQxn2k2E/Gb33MxgMaNasmWaffp2QkMDXWaiIL94msfM/5ZLqj/1k2E+ODWXYT4b9ZNhPhv3UxYUFiYWFhWk9gq6xnwz7ybGhDPvJsJ8M+8mwn7q4sCCxsrIyrUfQNfaTYT85NpRhPxn2k2E/GfZTFxcWJMZPrZRhPxn2k2NDGfaTYT8Z9pNhP3VxYUFiWr3gyluwnwz7ybGhDPvJsJ8M+8mwn7q4sCCxkpISrUfQNfaTYT85NpRhPxn2k2E/GfZTFxcWJBYVFaX1CLrGfjLsJ8eGMuwnw34y7CfDfuriwoLEcnJytB5B19hPhv3k2FCG/WTYT4b9ZNhPXVxYkJheP/HTU7CfDPvJsaEM+8mwnwz7ybCfuriwIDGj0aj1CLrGfjLsJ8eGMuwnw34y7CfDfuriwoLE4uPjtR5B19hPhv3k2FCG/WTYT4b9ZNhPXVxYkFhWVpbWI+ga+8mwnxwbyrCfDPvJsJ8M+6mLCwsSi4yM1HoEXWM/GfaTY0MZ9pNhPxn2k2E/dXFhQWKlpaVaj6Br3tIv3VSC17edxLbyZDz1+V4cOtU477ThLf20xIYy7CfDfjLsJ8N+6uLCgsT8/Py0HkHXvKHf5/vOYNiibVh9MB8nq6KwNdMXNy3/GWv2nWnw6/aGflpjQxn2k2E/GfaTYT91cWFBYj4+/DaS0Hu/dFMJHv/yIOwKYFcABQYoMMCuAI99eRAnTQ37qaZ67+cJ2FCG/WTYT4b9ZNhPXV5bc9myZUhKSkJgYCD69euHvXv31rjt4cOHMXbsWCQlJcFgMGDp0qUu28yfPx8Gg8Hpq3Pnzg14C/SjrKxM6xF0Te/9Pt93BgaDwe15BoMBqxv4qIXe+3kCNpRhPxn2k2E/GfZTl1cuLFavXo1Zs2Zh3rx52L9/P3r06IGRI0fW+OmKpaWlaNeuHV566SXExcXVuN/LL78cmZmZjq8dO3Y01E3QlbCwMK1H0DW99ztbYIWiKG7PUxQFZwusDXr9eu/nCdhQhv1k2E+G/WTYT11eubBYvHgx7rnnHkydOhVdu3bF8uXL0bx5c7z//vtut7/qqqvwyiuvYMKECQgICKhxv35+foiLi3N8RUdHN9RN0BWTyaT1CLqm936tI4NqPWLROjKoQa9f7/08ARvKsJ8M+8mwnwz7qcvrFhbl5eVITU3F8OHDHaf5+Phg+PDh2L17t2jff/75J1q1aoV27dph0qRJOH36tHRcr9CqVSutR9A1vfcb3yex1iMWt/VJbNDr13s/T8CGMuwnw34y7CfDfuryuoWFyWRCVVUVWrZs6XR6y5YtRR+C0q9fP3z44YfYsGED3n77baSnp2PQoEGwWCxut7fZbDCbzU5f3iojI0PrEXRN7/2So4OxcGx3+BgAHwP+/0u3FfgYgIVjuyMpOrhBr1/v/TwBG8qwnwz7ybCfDPupy+sWFg3luuuuw7hx49C9e3eMHDkS3377LQoLC/H555+73X7BggUIDw93fCUmnvutbVlZGTIyMmC322E0GgEARqMR5eXlyMnJQXFxMQoLC5Gfnw+r1YqsrCxUVlY6bVtRUYGsrCyUlpYiPz8fBQUFKCkpQXZ2NioqKpy2raqqQkZGBqxWK/Ly8lBUVASLxYLc3FzYbDanbRVFgdFohM1mQ25urmNBZDKZYLVaa5zbz8/Pae7S0lK3c1dWVrrMXVxc7HZuu91+0bmr571wbovFgqKiIuTl5dU4d0VFBbKzs1FcXIyCgoJ6zV1YWIji4mLk5OSgvLy8xrlNJpOjobu5qy/TokWLGueuqqpyO3dJSYnL3Bc2rJ7barXWee6ysjK3c2dkZLjMbbPZkJOTA4vFghEdw7B2Wk+M7RqOJN98DI2rwvu3JmFcn0S3c1/sezYzM9NpbovFUuPc1fer8+c2mUwXva9ZLBan+1pmZuZFe9d17vO/Z3Nyctze1zIyMtze17R4jDAYDA36GHHh3N72GBEbG9ugjxG1za2Xx4jz577wvqYoSoM+Rrib25seI1q1aqX7nyO0fIyo/tLzzxGN8RhRVwalpucw6FR5eTmaN2+OL774AqNHj3acPnnyZBQWFuLrr7+u9fJJSUmYOXMmZs6cedHruuqqqzB8+HAsWLDA5TybzQabzeb4u9lsRmJiIoqKirzuhUJGoxEJCQlaj6Fb3tQvMzMTK1aswPTp0xEfH98o1+lN/bTChjLsJ8N+Muwnw37q8rojFv7+/ujduzc2b97sOM1ut2Pz5s3o37+/atdTXFyM48eP1/jDU0BAAMLCwpy+vBVfxC7DfjLsJ8eGMuwnw34y7CfDfuryuoUFAMyaNQv//Oc/8dFHH+HIkSO49957UVJSgqlTpwIA7rrrLjzxxBOO7cvLy5GWloa0tDTHIam0tDQcO3bMsc3s2bOxfft2nDx5Ert27cItt9wCX19fTJw4sdFvn6fx5tePNAb2k2E/OTaUYT8Z9pNhPxn2U5dXfo75bbfdhtzcXMydOxdZWVno2bMnNmzY4HhB9+nTp50+aTEjIwO9evVy/P3VV1/Fq6++ipSUFGzbtg0AcPbsWUycOBF5eXmIiYnBwIED8dNPPyEmJqZRb5snCgwM1HoEXWM/GfaTY0MZ9pNhPxn2k2E/dXnlwgIA7r//ftx///1uz6teLFRLSkqq8e0yq61atUqt0bxO9Qto6dKwnwz7ybGhDPvJsJ8M+8mwn7q88qlQ1LgqKyu1HkHX2E+G/eTYUIb9ZNhPhv1k2E9dXFiQWPPmzbUeQdfYT4b95NhQhv1k2E+G/WTYT11cWJBYQUGB1iPoGvvJsJ8cG8qwnwz7ybCfDPupiwsLEouLi9N6BF1jPxn2k2NDGfaTYT8Z9pNhP3VxYUFimZmZWo+ga+wnw35ybCjDfjLsJ8N+MuynLi4sSIyfWCnDfjLsJ8eGMuwnw34y7CfDfuriwoLEjEaj1iPoGvvJsJ8cG8qwnwz7ybCfDPupiwsLEouNjdV6BF1jPxn2k2NDGfaTYT8Z9pNhP3VxYUFi+fn5Wo+ga+wnw35ybCjDfjLsJ8N+MuynLi4sSCw4OFjrEXSN/WTYT44NZdhPhv1k2E+G/dTFhQWJVVRUaD2CrrGfDPvJsaEM+8mwnwz7ybCfuriwIDFFUbQeQdfYT4b95NhQhv1k2E+G/WTYT11cWJBYYGCg1iPoGvvJsJ8cG8qwnwz7ybCfDPupiwsLEjObzVqPoGvsJ8N+cmwow34y7CfDfjLspy4uLEgsOjpa6xF0jf1k2E+ODWXYT4b9ZNhPhv3UxYUFiWVnZ2s9gq6xnwz7ybGhDPvJsJ8M+8mwn7q4sCCxhIQErUfQNfaTYT85NpRhPxn2k2E/GfZTFxcWJGY0GrUeQdfYT4b95NhQhv1k2E+G/WTYT11cWJBYy5YttR5B19hPhv3k2FCG/WTYT4b9ZNhPXVxYkJjJZNJ6BF1jPxn2k2NDGfaTYT8Z9pNhP3VxYUFiYWFhWo+ga+wnw35ybCjDfjLsJ8N+MuynLi4sSKysrEzrEXSN/WTYT44NZdhPhv1k2E+G/dTlp/UApH8+PlyfSui9n8ViQXFxMYD/HVI+/9BySEgIQkNDG+z69d7PE7ChDPvJsJ8M+8mwn7q4sCAxPz9+G0novV9qaiq2b9/udNratWsdf05JScGQIUMa7Pr13s8TsKEM+8mwnwz7ybCfuliTxEpLSxESEqL1GLql9369e/dGp06dajy/oW+b3vt5AjaUYT8Z9pNhPxn2UxcXFiQWERGh9Qi6pvd+oaGhDfpUp4vRez9PwIYy7CfDfjLsJ8N+6uITy0gsNzdX6xF0jf1k2E+ODWXYT4b9ZNhPhv3UZVAURdF6iKbAbDYjPDwcRUVFfGszIiIiIvI6PGJBYkajUesRdI39ZNhPjg1l2E+G/WTYT4b91MUjFo3Em49Y2O12vl2bAPvJsJ8cG8qwnwz7ybCfDPupiyVJLCsrS+sRdI39ZNhPjg1l2E+G/WTYT4b91MWFBYlFRkZqPYKusZ8M+8mxoQz7ybCfDPvJsJ+6uLAgsZKSEq1H0DX2k2E/OTaUYT8Z9pNhPxn2UxcXFiTm7++v9Qi6xn4y7CfHhjLsJ8N+Muwnw37q4sKCiIiIiIjEuLAgMZvNpvUIusZ+Muwnx4Yy7CfDfjLsJ8N+6uLCgsS87e1zGxv7ybCfHBvKsJ8M+8mwnwz7qYsLCxIzmUxaj6Br7CfDfnJsKMN+Muwnw34y7KcufkBeI/HmD8hTFAUGg0HrMXSL/WTYT44NZdhPhv1k2E+G/dTFIxYklpGRofUIusZ+Muwnx4Yy7CfDfjLsJ8N+6uIRi0bizUcsiIiIiIi89ojFsmXLkJSUhMDAQPTr1w979+6tcdvDhw9j7NixSEpKgsFgwNKlS8X7bEqMRqPWI+ga+8mwnxwbyrCfDPvJsJ8M+6nLKxcWq1evxqxZszBv3jzs378fPXr0wMiRI5GTk+N2+9LSUrRr1w4vvfQS4uLiVNlnUxIdHa31CLrGfjLsJ8eGMuwnw34y7CfDfuryyoXF4sWLcc8992Dq1Kno2rUrli9fjubNm+P99993u/1VV12FV155BRMmTEBAQIAq+2xKzGaz1iPoGvvJsJ8cG8qwnwz7ybCfDPupy+sWFuXl5UhNTcXw4cMdp/n4+GD48OHYvXt3o+3TZrPBbDY7fXmrwMBArUfQNfaTYT85NpRhPxn2k2E/GfZTl9ctLEwmE6qqqtCyZUun01u2bImsrKxG2+eCBQsQHh7u+EpMTAQAlJWVISMjA3a73fG8PqPRiPLycuTk5KC4uBiFhYXIz8+H1WpFVlYWKisrnbatqKhAVlYWSktLkZ+fj4KCApSUlCA7OxsVFRVO21ZVVSEjIwNWqxV5eXkoKiqCxWJBbm4ubDab07aKosBoNMJmsyE3N9exIDKZTLBarTXObTKZnOYuLS11O3dlZaXL3MXFxW7nttvtF527et4L57ZYLCgqKkJeXl6Nc1dUVCA7OxvFxcUoKCio19yFhYUoLi5GTk4OysvLa5zbZDI5Grqbu/oyZWVlNc5dVVXldu6SkhKXuS9sWD231Wqt89xlZWVu587IyHCZ22azIScnx2XuzMzMi859se/ZzMxMp7ktFkuNc2dlZbnMbTKZLnpfs1gsTvc1Nec+/3s2JyfH7X0tIyPD7X1Ni8eI7OzsBn2MuHBub3uMuLC32o8Rtc3tDY8R1bM11GOEu7m96TGi+r96/jlCy8eIrKws3f8c0RiPEXXlde8KlZGRgYSEBOzatQv9+/d3nP7oo49i+/bt2LNnT62XT0pKwsyZMzFz5kzRPm02m9PHxJvNZiQmJnrlu0Ll5eWhRYsWWo+hW+wnw35ybCjDfjLsJ8N+MuynLj+tB1BbdHQ0fH19kZ2d7XR6dnZ2jS/Mboh9BgQE1Ph6DW/TvHlzrUfQNfaTYT85NpRhPxn2k2E/GfZTl9c9Fcrf3x+9e/fG5s2bHafZ7XZs3rzZ6WiD1vv0JgUFBVqPoGvsJ8N+cmwow34y7CfDfjLspy6vO2IBALNmzcLkyZPRp08f9O3bF0uXLkVJSQmmTp0KALjrrruQkJCABQsWADj34uzffvvN8Wej0Yi0tDSEhISgQ4cOddpnU3bha0+ofthPhv3k2FCG/WTYT4b9ZNhPXZe8sPj3v/9d78tce+21CAoKutSrrLPbbrsNubm5mDt3LrKystCzZ09s2LDB8c1z+vRp+Pj872BNRkYGevXq5fj7q6++ildffRUpKSnYtm1bnfbZlGVlZSEhIUHrMXSL/WTYT44NZdhPhv1k2E+G/dR1yS/ePv8H8zpdkcGAP//8E+3atbuUq9M9s9mM8PBwr3zxNhERERGR6DUWWVlZsNvtdfrii2O8V/Vbk9GlYT8Z9pNjQxn2k2E/GfaTYT91XfLCYvLkyfV6WtMdd9zB39R7qdjYWK1H0DX2k2E/OTaUYT8Z9pNhPxn2U9clLyw++OADhIaG1nn7t99+G9HR0Zd6deTB8vPztR5B19hPhv3k2FCG/WTYT4b9ZNhPXV73drPU+EJCQrQeQdfYT4b95NhQhv1k2E+G/WTYT12qvd1sWVkZDh48iJycHNjtdqfzbrrpJrWuhjxQeXk5goODtR5Dt9hPhv3k2FCG/WTYT4b9ZNhPXaosLDZs2IC77roLJpPJ5TyDwYCqqio1roY81CW+sRj9f+wnw35ybCjDfjLsJ8N+MuynLlWeCvXAAw9g3LhxyMzMdHk3KC4qvF9gYKDWI+ga+8mwnxwbyrCfDPvJsJ8M+6lLlYVFdnY2Zs2axQ+La6LMZrPWI+ga+8mwnxwbyrCfDPvJsJ8M+6lLlYXFrbfe6viEamp6WrRoofUIusZ+Muwnx4Yy7CfDfjLsJ8N+6rrkT94+X2lpKcaNG4eYmBh069YNzZo1czr/wQcflF6F7nnzJ28bjUYkJCRoPYZusZ8M+8mxoQz7ybCfDPvJsJ+6VFlYvPfee5gxYwYCAwPRokULGAyG/12BwYATJ05Ir0L3vHlhQURERESkylOhnnrqKTzzzDMoKirCyZMnkZ6e7vjiosL7GY1GrUfQNfaTYT85NpRhPxn2k2E/GfZTlypHLKKiovDzzz+jffv2aszklbz5iEVlZSX8/FT7SJQmh/1k2E+ODWXYT4b9ZNhPhv3UpcoRi8mTJ2P16tVq7Ip0yN3nl1DdsZ8M+8mxoQz7ybCfDPvJsJ+6VFmiVVVV4eWXX8b333+P7t27u7x4e/HixWpcDXmo8PBwrUfQNfaTYT85NpRhPxn2k2E/GfZTlyoLi19//RW9evUCABw6dMjpvPNfyE3eyWq1IigoSOsxdIv9ZNhPjg1l2E+G/WTYT4b91KXKwmLr1q1q7IZ0ysdHlWfUNVnsJ8N+cmwow34y7CfDfjLspy7VXq1SVlaGgwcPIicnB3a73XG6wWDAjTfeqNbVkAfii55k2E+G/eTYUIb9ZNhPhv1k2E9dqtTcsGED7rzzTuTl5bmcZzAYUFVVpcbVkIcqLS1FSEiI1mPoFvvJsJ8cG8qwnwz7ybCfDPupS5XjPw888ADGjx+PzMxM2O12py8uKrxfRESE1iPoGvvJsJ8cG8qwnwz7ybCfDPupS5WFRXZ2NmbNmoWWLVuqsTvSmdzcXK1H0DX2k2E/OTaUYT8Z9pNhPxn2U5cqH5D317/+Fddccw2mTZumxkxeyZs/II+IiIiISJWFRWlpKcaNG4eYmBh069bN5XMsHnzwQelV6J43LyyMRiMSEhK0HkO32E+G/eTYUIb9ZNhPhv1k2E9dqiws3nvvPcyYMQOBgYFo0aKF02dXGAwGnDhxQnoVuufNCwu73c63axNgPxn2k2NDGfaTYT8Z9pNhP3WpUvKpp57CM888g6KiIpw8eRLp6emOLy4qvF9WVpbWI+ga+8mwnxwbyrCfDPvJsJ8M+6lLlYVFeXk5brvtNq74mqioqCitR9A19pNhPzk2lGE/GfaTYT8Z9lOXKiuByZMnY/Xq1WrsinSouLhY6xF0jf1k2E+ODWXYT4b9ZNhPhv3UpcoH5FVVVeHll1/G999/j+7du7u8eHvx4sVqXA15KH9/f61H0DX2k2E/OTaUYT8Z9pNhPxn2U5cqC4tff/0VvXr1AgAcOnTI6bzzX8hNRERERETeSZWFxdatW9XYDemUzWbTegRdYz8Z9pNjQxn2k2E/GfaTYT918dXWJOZtb5/b2NhPhv3k2FCG/WTYT4b9ZNhPXZe8sDh48CDsdnudtz98+DAqKysv9erIg+Xl5Wk9gq6xnwz7ybGhDPvJsJ8M+8mwn7ou+QPyfH19kZWVhZiYmDptHxYWhrS0NLRr1+5Srk73vPkD8hRF4WtpBNhPhv3k2FCG/WTYT4b9ZNhPXZf8GgtFUTBnzhw0b968TtuXl5df6lWRh8vIyEBCQoLWY+gW+8mwnxwbyrCfDPvJsJ8M+6nrko9YDBkypN4rvJUrVyI+Pv5Srk73vPmIBRERERHRJS8sqH68eWFhNBq52hdgPxn2k2NDGfaTYT8Z9pNhP3XxXaFILDo6WusRdI39ZNhPjg1l2E+G/WTYT4b91MWFBYkVFRVpPYKusZ8M+8mxoQz7ybCfDPvJsJ+6uLAgsaCgIK1H0DX2k2E/OTaUYT8Z9pNhPxn2UxcXFiRWn88zIVfsJ8N+cmwow34y7CfDfjLspy6vXVgsW7YMSUlJCAwMRL9+/bB3795at1+zZg06d+6MwMBAdOvWDd9++63T+VOmTIHBYHD6GjVqVEPeBN3gBx/KsJ8M+8mxoQz7ybCfDPvJsJ+6vHJhsXr1asyaNQvz5s3D/v370aNHD4wcORI5OTlut9+1axcmTpyIadOm4cCBAxg9ejRGjx6NQ4cOOW03atQoZGZmOr7+9a9/NcbN8Xh1/SwTco/9ZNhPjg1l2E+G/WTYT4b91OWVC4vFixfjnnvuwdSpU9G1a1csX74czZs3x/vvv+92+9deew2jRo3CI488gi5duuC5557DlVdeiTfffNNpu4CAAMTFxTm+IiMjG+PmeLzCwkKtR9A19pNhPzk2lGE/GfaTYT8Z9lOX1y0sysvLkZqaiuHDhztO8/HxwfDhw7F79263l9m9e7fT9gAwcuRIl+23bduG2NhYdOrUCffeey/y8vLUvwE6FBsbq/UIusZ+Muwnx4Yy7CfDfjLsJ8N+6vK6hYXJZEJVVRVatmzpdHrLli2RlZXl9jJZWVkX3X7UqFH4+OOPsXnzZixcuBDbt2/Hddddh6qqKrf7tNlsMJvNTl/eqqauVDfsJ8N+cmwow34y7CfDfjLspy6vW1g0lAkTJuCmm25Ct27dMHr0aKxfvx4///wztm3b5nb7BQsWIDw83PGVmJgIACgrK0NGRgbsdjuMRiOAc5/6WF5ejpycHBQXF6OwsBD5+fmwWq3IyspCZWWl07YVFRXIyspCaWkp8vPzUVBQgJKSEmRnZ6OiosJp26qqKmRkZMBqtSIvLw9FRUWwWCzIzc2FzWZz2lZRFBiNRthsNuTm5joWRCaTCVartca5mzVr5jR3aWmp27krKytd5i4uLnY7t91uv+jc1fNeOLfFYkFRURHy8vJqnLuiogLZ2dkoLi5GQUFBveYuLCxEcXExcnJyUF5eXuPcJpPJ0dDd3NWXiY6OrnHuqqoqt3OXlJS4zH1hw+q5rVZrnecuKytzO3dGRobL3DabDTk5OS5zZ2ZmXnTui33PZmZmOs1tsVhqnNtgMLjMbTKZLnpfs1gsTvc1Nec+/3s2JyfH7X0tIyPD7X1Ni8cIg8HQoI8RF87tbY8R1b+IaqjHiNrm9obHCAAN+hjhbm5veoxISEjQ/c8RWj5GAND9zxGN8RhRVwaluuolsNls2LJlC7Zs2YKzZ88iJycHVqsVMTExiI2NRc+ePXH99dcjOTn5Uq+i3srLy9G8eXN88cUXGD16tOP0yZMno7CwEF9//bXLZdq0aYNZs2Zh5syZjtPmzZuHdevW4ZdffqnxumJiYvD888/jb3/7m8t5NpsNNpvN8Xez2YzExEQUFRUhLCzs0m6ch6p+YKNLw34y7CfHhjLsJ8N+Muwnw37quqQjFkajEdOnT0fXrl3xxhtvwGAwoEePHhg7diymTZuGIUOGIDExEfv27cPYsWPRt29ffPnll2rP7pa/vz969+6NzZs3O06z2+3YvHkz+vfv7/Yy/fv3d9oeADZu3Fjj9gBw9uxZ5OXlIT4+3u35AQEBCAsLc/ryVnx+ogz7ybCfHBvKsJ8M+8mwnwz7qcuvvhd4/fXXcfbsWUyfPh0rVqyo02XMZjNWr16NGTNm4Mknn0SbNm3qPWh9zJo1C5MnT0afPn3Qt29fLF26FCUlJZg6dSoA4K677kJCQgIWLFgAAPjHP/6BlJQULFq0CDfccANWrVqFffv2OW5fcXExnnnmGYwdOxZxcXE4fvw4Hn30UXTo0AEjR45s0NuiB/n5+S6vUaG6Yz8Z9pNjQxn2k2E/GfaTYT911WthsX79etx44431fmpTWFgY7rnnHtx99934/PPPERwcjBYtWtRrH/Vx2223ITc3F3PnzkVWVhZ69uyJDRs2OL5xTp8+DR+f/x2sGTBgAFauXImnn34aTz75JDp27Ih169bhiiuuAAD4+vri4MGD+Oijj1BYWIhWrVphxIgReO655xAQENBgt0MvQkJCtB5B19hPhv3k2FCG/WTYT4b9ZNhPXaLXWFDdmc1mhIeHe+VrLAoKCviZHgLsJ8N+cmwow34y7CfDfjLsp64GeVcoX1/fhtgtERERERF5qAZZWPAgSNPi7++v9Qi6xn4y7CfHhjLsJ8N+Muwnw37qqvfCorS09KLbGAyGSxqG9Km4uFjrEXSN/WTYT44NZdhPhv1k2E+G/dRVrxdv33///fjwww/RoUMHfPHFF1i8eDFycnIwbNgw3HvvvW4vk52djd9++83xdfjwYRw5cgTZ2dmq3ADSXlRUlNYj6Br7ybCfHBvKsJ8M+8mwnwz7qateRyy+++47mEwmvP322xg4cCBat26Nu+66Cz/++CPmzJnj2E5RFAwaNAgtW7bE4MGDsWTJEpw6dQpr1qzByy+/jN9//131G0LaycnJ0XoEXWM/GfaTY0MZ9pNhPxn2k2E/ddXrXaGuvPJK7N+/HwDQqVMnHD16FABQVVWFfv36Yd++fQAAHx8fjBs3DmfOnMGCBQuQkpICAEhOTkZ6errat0EXvPldoYiIiIiI6nXEIjc3F+vWrUN6ejqCg4Mdp/v6+jq9YNtgMGD16tV45513sHTpUowYMQJ79uzhay+8lNFo1HoEXWM/GfaTY0MZ9pNhPxn2k2E/ddXriMWSJUtw6NAhHDp0CEePHkXXrl3RqVMndOrUCcuXL8fJkycBnFtoVFVVOS63b98+zJ07F9u3b8eWLVvQr18/1W+Ip/PmIxZVVVV8i2EB9pNhPzk2lGE/GfaTYT8Z9lOX6APy0tPTHQuNQ4cO4bPPPgNw7qlQdrvdZfudO3di7ty5MBgM2LRp06VPrUPevLDIzMxEfHy81mPoFvvJsJ8cG8qwnwz7ybCfDPupS5NP3t66dSuGDh3a2FerKW9eWFitVgQFBWk9hm6xnwz7ybGhDPvJsJ8M+8mwn7rq9XazamlqiwpvxzulDPvJsJ8cG8qwnwz7ybCfjKf2s1gstX7GRkhICEJDQxtxorrRZGFB3sXHp0E+wL3JYD8Z9pNjQxn2k2E/GfaT8dR+qamp2L59e43np6SkYMiQIY03UB2pvrD4448/0K5dO/j5cc3SVPBFTzLsJ8N+cmwow34y7CfDfjKe2q93797o1KkTAMBkMmHt2rUYM2YMoqOjAZw7YuGJVF+mdenSBSdOnFB7t+TBrFar1iPoGvvJsJ8cG8qwnwz7ybCfjKf2Cw0NRXx8POLj4x2LiejoaMdpnvg0KKABFhYavBacNBYREaH1CLrGfjLsJ8eGMuwnw34y7CfDfuryzCeWka7k5uZqPYKusZ8M+8mxoQz7ybCfDPvJsJ+6uLAgsYSEBK1H0DX2k2E/OTaUYT8Z9pNhPxn2UxcXFiRmNBq1HkHX2E+G/eTYUIb9ZNhPhv1k2E9dXFiQGD+xUob9ZNhPjg1l2E+G/WTYT4b91MWFBYllZWVpPYKusZ8M+8mxoQz7ybCfDPvJsJ+6uLAgsaioKK1H0DX2k2E/OTaUYT8Z9pNhPxn2U5fqC4vHHnsMLVq0UHu35MFq+8h5ujj2k2E/OTaUYT8Z9pNhPxn2U5fqH4+9YMECtXdJHs7f31/rEXSN/WTYT44NZdhPhv1k2E+G/dTFp0IREREREZEYFxYkVl5ervUIusZ+Muwnx4Yy7CfDfjLsJ8N+6uLCgsRCQkK0HkHX2E+G/eTYUIb9ZNhPhv1k2E9dDbKw8PX1bYjdkofKz8/XegRdYz8Z9pNjQxn2k2E/GfaTYT91NcjCQlGUhtgteai4uDitR9A19pNhPzk2lGE/GfaTYT8Z9lPXJb0r1PPPP49mzZqhe/fu6N69OxISEpzONxgMqgxH+pCZmenyPUB1x34y7Cenx4YWi6XWt4kMCQlBaGhoo8yix36ehP1k2E+G/dRlUC7x8MKJEydw8OBBHDx4EEajEe+8847jPF9fX1RVVQEAsrOz8dtvvzm+Dh8+jCNHjiA7O1udW6ATZrMZ4eHhKCoqQlhYmNbjEBHp2rZt27B9+/Yaz09JScGQIUMabyAiogaSmZmJFStWYPr06YiPj9d6nFrV64jFjBkz8OyzzyI2Nhbt2rVDu3btMHr0aJftFEXBoEGD8McffyAiIgKdOnVC586dsWbNGqxfvx4dO3ZUa37yAEajkat9AfaTYT85PTbs3bs3OnXqBAAwmUxYu3YtxowZg+joaACN+4JMPfbzJOwnw34y7Keuei0srrvuOlx//fX4y1/+gkceeQTBwcE1btuqVStUVVVhwYIFSElJAQCsWbMGffv2lU1MHicmJkbrEXSN/WTYT06PDUNDQ12e6hQdHa3Jb/P02M+TsJ8M+8mwn7rq9eLtm2++GXv27EHLli0xYMAALF++HHa73WU7g8GA1atX45133sHSpUsxYsQI7Nmzh6+98FKFhYVaj6Br7CfDfnJsKMN+Muwnw34y7Keuer8rlK+vL2644QY89NBDePrpp9G1a1f85z//cbttt27d8NVXX+HFF1/EM888g+zsbOzZs0c8NHmWoKAgrUfQNfaTYT85NpRhPxn2k2E/GfZTV72eCjVq1CgcOXIEiYmJ6Nu3L9544w1cdtlleOutt7B582YsXbrU7eX69OmDb7/9Fjt37sSTTz4Jg8GATZs2qTE/eYDqF+rTpWE/GfaTY0MZ9pNhPxn2k2E/ddVrYfHSSy+hW7duLh+A995776Fz586Ov9f0RlPXXHMNNm/ejK1bt17CqOSp3D0djuqO/WTYT44NZdhPhv1k2E+G/dRVr6dC5eXlobKy0u153377rePPtf1P2rt3L7p3716fqyUPx8OIMuwnw35ybCjDfjLsJ8N+MuynrnotLAYMGIB58+bhww8/RElJidN57dq1q/WyqampeOSRR2Cz2dCiRYv6T0oeiy98kmE/GfaTY0MZ9pNhPxn2k2E/ddXrqVBBQUF46aWX8P333+P6669HSEgIevbsiW7duiEqKgphYWHw9/eHxWKB2WzGyZMnkZaWhrS0NIwYMQJPPvkkIiMjG+q2kEZiY2O1HkHX2E+G/eTYUIb9ZNhPhv1k2E9d9VpYVBs5ciRGjhyJ/fv347vvvsM///lPnD17Fjk5ObBarYiOjkZsbCx69OiB6667DosWLUJERITKo5OnyMrK4ofLCLCfDPvJsaEM+8mwnwz7ybCfui5pYVHtyiuvxJVXXomnnnpKrXlIh3iHlGE/GfaTY0MZ9pNhPxn2k2E/ddX7cyz0YtmyZUhKSkJgYCD69euHvXv31rr9mjVr0LlzZwQGBqJbt25OL0YHzr3T1dy5cxEfH4+goCAMHz4cf/75Z0PeBN0wGo1aj6Br7CfDfnJsKMN+Muwnw34y7Kcur1xYrF69GrNmzcK8efOwf/9+9OjRAyNHjkROTo7b7Xft2oWJEydi2rRpOHDgAEaPHo3Ro0fj0KFDjm1efvllvP7661i+fDn27NmD4OBgjBw5EmVlZY11szwWn58ow34y7CfHhjLsJ8N+Muwnw37q8sqFxeLFi3HPPfdg6tSp6Nq1K5YvX47mzZvj/fffd7v9a6+9hlGjRuGRRx5Bly5d8Nxzz+HKK6/Em2++CeDc0YqlS5fi6aefxs0334zu3bvj448/RkZGBtatW9eIt8wz5efnaz2CrrGfDPvJsaEM+8mwnwz7ybCfukSvsfBE5eXlSE1NxRNPPOE4zcfHB8OHD8fu3bvdXmb37t2YNWuW02kjR450LBrS09ORlZWF4cOHO84PDw9Hv379sHv3bkyYMMFlnzabDTabzfF3s9l87g9paUBIyP82jIwEkpOBsjLgt99ch7vyynP/PXoUuOAtfpGUBERFAbm5wJkzzueFhgIdOwJVVcAvv7jut1s3oFkz4PhxoKjI+byEBKBlS6CgAEhPdz4vKAjo0uXcnw8cABQFYVYrUH0osUuXc9ucOgXk5TlftmXLc/u2WIALn0bWrNm5mQDg11+Bigrn8zt2PHebjEYgO9v5vBYtgLZtAasVOHLE+TyDAejV69yfjxw5t835kpPP/T/Izv7fbagWHg60b39ull9/hYsePQBf33O3xWJxPi8xEYiJAfLzgZMnnc8LDgY6dTr35/37nfsBQNeuQGDgufYFBc6XjY8/92U2A8eOOZ8XEABcfvm5Px88CFz4mTOXXXbue+/sWeDCo3fR0UCbNkBpKfD7787n+fgAPXue+/Nvv537Xj1fu3ZARASQlQVkZDifFxFx7vzycuC8I4AOPXue2/8ffwDFxc7ntWlzbi6TCTh92vm8kJBzt8duR9ixY67/7664AvD3B06cAC58K8FWrYC4uHOnnzjhfF5g4Ln+wLn76oWfydO5M9C8+bl5TCbn82Jjgdatz92OP/5wPs/PD6j+/J7Dh4HzHhsAAB06AGFhQGbmua/zNcJjhNuGKj5GOGmAxwi/3Fz4VzfV4DEiJCAA2L8fLlR6jHDhZY8RIS1bNuhjBNLSXPfrRY8RoQEB5+47Ov45wkkj/xwRZrWea+fBP0f4HTyIuIwM+B08eO7/vxaPEdXfRxejeBmj0agAUHbt2uV0+iOPPKL07dvX7WWaNWumrFy50um0ZcuWKbGxsYqiKMrOnTsVAEpGRobTNuPGjVPGjx/vdp/z5s1TALh8FZ27C/3va9Ik5ezZs4rt8GHn0///V2ZmplJRUaHYrrzS5byyd99V8vLylJKXX3a97IgRytmzZ5XK/Hy3+8397TelrKxMKb32WpfzKhYuVHJycpSSDz90Oc/eq5dy9uxZRVEUxe7v73J+4c6dSklJiVJy++0u51U9+qiSmZmpWL/7znW/CQmO/VbGxbmcb/nPfxSz2ayUPPig62X/+tdzDffvdz3P318xGo1KVVWVYrviCpfzSz/+WMnPz1dKnnvOtdONNypnz55VKjIy3DbMOXZMsdlsijUlxeU82+LFSm5urlK6YoXrTFdf7bit7vabv3evUlpaqpSMGeNyXuXTTytZWVmKdd061/22b/+/hlFRLuebv/9esVgsSsnf/uZ62XvvVYxGo1K2a5freaGhitFoVOx2u1J+2WUu55esWqUUFhYqxU8/7Xp7br1VOXv2rFJ+4oTb25p16pRSXl6ulF19tWvDZcvOfX+/9prrZVNSlLNnzypVpaVu95v3yy+K1WpVSm+4wfX7+7nnlOzsbKVk1SrX29q1q6NhVUiIy/lFW7cqxcXFSsmUKa7f3//4h5KRkaGUbd3qut/oaMd+K9q2dTm/+MsvlaKiIqXkkUdcbw8fI87t9yKPER9Mnqz8+eefmjxGmI4ccduQjxF1e4z4/fff+RgheIwoGzeOjxHgzxHnfzXIY0QdGc7NpJ4//vgD7dq1g5+fNgdDMjIykJCQgF27dqF///6O0x999FFs374de/bscbmMv78/PvroI0ycONFx2ltvvYVnnnkG2dnZ2LVrF6655hpkZGQgPj7esc348eNhMBiwevVql326O2KRmJiIou3bEeZlRyzMZjPCwsLOncYjFufU47eRTv0Ar/ttZEMfsTD/+KNzP8CrfhvZGI8R5v/+17Whjn4bmZubi3e3b8eUBx5AvN3e6I8RBTk5iDx7Fi54xOKcizxGFERGIjI4mEcsLvExosjHB+E9e+r65wgnjfxzhNlsRlhyskf/HJH7889Yu3YtxowZg5iYGI8+YqH6wsLX1xdHjhzBZZddpuZu66y8vBzNmzfHF198gdGjRztOnzx5MgoLC/H111+7XKZNmzaYNWsWZs6c6Tht3rx5WLduHX755RecOHEC7du3x4EDB9Cz+sETQEpKCnr27InXXnvtonOZzWaEh4ejqKjI9R9wnSspKUFwcLDWY+gW+8mwn5zeG2ZmZmLFihWYPn260y9/Gove+2mN/WTYT0YP/bR+jKsP1V+8rfI6pd78/f3Ru3dvbN682XGa3W7H5s2bnY5gnK9///5O2wPAxo0bHdsnJycjLi7OaRuz2Yw9e/bUuM+mpPjC3yJRvbCfDPvJsaEM+8mwnwz7ybCfurzuxdsAMGvWLEyePBl9+vRB3759sXTpUpSUlGDq1KkAgLvuugsJCQlYsGABAOAf//gHUlJSsGjRItxwww1YtWoV9u3bhxUrVgAADAYDZs6cieeffx4dO3ZEcnIy5syZg1atWjkdFWmqoqKitB5B19hPhv3k2FCG/WTYT4b9ZNhPXV75drO33XYbXn31VcydOxc9e/ZEWloaNmzYgJYtWwIATp8+jczznqM4YMAArFy5EitWrECPHj3wxRdfYN26dbjiiisc2zz66KN44IEHMH36dFx11VUoLi7Ghg0bEBgY2Oi3z9PU9PkgVDfsJ8N+cmwow34y7CfDfjLspy7VX2Ph4+OD33//XbPXWHgqb36NBRGRlvT0/GMiovrS02OcVx6xoMZlvPBdEKhe2E+G/eTYUIb9ZNhPhv1k2E9dXFiQWFxcnNYj6Br7ybCfHBvKsJ8M+8mwnwz7qYsLCxLj8xNl2E+G/eTYUIb9ZNhPhv1k2E9dqi8sHnvsMbRo0ULt3ZIHi4iI0HoEXWM/GfaTY0MZ9pNhPxn2k2E/dam+sFiwYAEXFk1MaWmp1iPoGvvJsJ8cG8qwnwz7ybCfDPupi0+FIjE/P6/8OJRGw34y7CfHhjLsJ8N+Muwnw37q4sKCxHx8+G0kwX4y7CfHhjLsJ8N+Muwnw37qYk0Ss1qtWo+ga+wnw35ybCjDfjLsJ8N+MuynLtUXFkuWLAEAHD58GFVVVWrvnjxQeHi41iPoGvvJsJ8cG8qwnwz7ybCfDPupS/WFRc+ePQEATz75JLp27YqePXti0qRJeOmll7B+/Xq1r448gMlk0noEXWM/GfaTY0MZ9pNhPxn2k2E/danyihWLxYLQ0FAAwNChQwEAX3/9NQCguLgYhw8fxq+//opNmzbhL3/5ixpXSR4kISFB6xF0jf1k2E+ODWXYT4b9ZNhPhv3UpcoRi0GDBiErK8vteSEhIejXrx/uvvtuLF26VI2rIw9jNBq1HkHX2E+G/eTYUIb9ZNhPhv1k2E9dqiwsevXqhX79+uH33393Oj0tLQ3XX3+9GldBHqxVq1Zaj6Br7CfDfnJsKMN+Muwnw34y7KcuVRYWH3zwAaZMmYKBAwdix44d+OOPPzB+/Hj07t0bvr6+alwFebDMzEytR9A19pNhPzk2lGE/GfaTYT8Z9lOXap8K8swzzyAgIADXXnstqqqqMGzYMOzevRt9+/ZV6yrIQ/GT1mXYT4b95NhQhv1k2E+G/WTYT12qHLHIzs7GP/7xDzz//PPo2rUrmjVrhilTpnBR0USYzWatR9A19pNhPzk2lGE/GfaTYT8Z9lOXKguL5ORk/Pjjj1izZg1SU1Px5ZdfYvr06XjllVfU2D15uICAAK1H0DX2k2E/OTaUYT8Z9pNhPxn2U5cqT4V6//33MWHCBMffR40aha1bt+Ivf/kLTp48iWXLlqlxNURERERE5KFUOWJx/qKi2pVXXoldu3Zhy5YtalwFebDy8nKtR9A19pNhPzk2lGE/GfaTYT8Z9lOX6p+8fb6kpCTs2rWrIa+CPEBISIjWI+ga+8mwnxwbyrCfDPvJsJ8M+6mrQRcWABAZGdnQV0Eay8/P13oEXWM/GfaTY0MZ9pNhPxn2k2E/dTX4woK8X1xcnNYj6Br7ybCfnJ4bHjqVg6c+34tt5cl4fdtJpJtKGn0GPffzBOwnw34y7KcuLixIjB8uI8N+Muwnp9eGn+87g5uW/4ytmb44WRWF1QfzMWzRNqzZd6ZR59BrP0/BfjLsJ8N+6uLCgsQSEhK0HkHX2E+G/eT02DDdVILHvzwIuwIoMECBAXYFsCvAY18exMlGPHKhx36ehP1k2E+G/dSl2sKisLAQixYtwt133427774bS5YsQVFRkVq7Jw9mNBq1HkHX2E+G/eT02PDzfWdgMBjcnmcwGLC6EY9a6LGfJ2E/GfaTYT91qbKw2LdvH9q3b48lS5YgPz8f+fn5WLx4Mdq3b4/9+/ercRXkwWJiYrQeQdfYT4b95PTY8GyBFYqiuD1PURScLbA22ix67OdJ2E+G/WTYT12qfEDeQw89hJtuugn//Oc/4ed3bpeVlZW4++67MXPmTPz4449qXA15qMLCQsTGxmo9hm6xnwz7yemxYevIoHNHLNwsLgwGA1pHBjXaLHrs50k8vZ/FYkFxcXGN54eEhCA0NLQRJ3Lm6f08HfupS5WFxb59+5wWFQDg5+eHRx99FH369FHjKsiDNW/eXOsRdI39ZNhPTo8Nx/dJxDvbj7s9T1EU3NYnsdFm0WM/T+Lp/VJTU7F9+/Yaz09JScGQIUMab6ALeHo/T8d+6lJlYREWFobTp0+jc+fOTqefOXNG01U8NY7KykqtR9A19pNhPzk9NkyODsbCsd3x2JcHHU+Jqn7NxcKx3ZEUHdxos+ixnyfx9H69e/dGp06dAAAmkwlr167FmDFjEB0dDUD7D1jz9H6ejv3UpcrC4rbbbsO0adPw6quvYsCAAQCAnTt34pFHHsHEiRPVuAryYHa7XesRdI39ZNhPTq8Nx/VJRNeYACxatxvpOUW4+oqO+Nu1jbuoAPTbz1N4er/Q0FCXX5JGR0cjPj5eo4mceXo/T8d+6lJlYfHqq6/CYDDgrrvuQmVlJRRFgb+/P+6991689NJLalwFebCgoMZ7LrM3Yj8Z9pPTc8PL28bihfF9sWLFCkwfci3iG3lRAei7nydgPxn2k2E/danyrlD+/v547bXXUFBQgLS0NPzyyy/Iz8/HkiVLEBAQoMZVkAfj2wrLsJ8M+8mxoQz7ybCfDPvJsJ+6VDli8eyzz9Z6/ty5c9W4GvJQ1c8zpUvDfjLsJ8eGMuwnw34y7CfDfupSZWHx1VdfOf29oqIC6enp8PPzQ/v27bmw8HLZ2dn85EoB9pNhPzk2lGE/GfaTYT8Z9lOXKguLAwcOuJxmNpsxZcoU3HLLLWpcBXkw3iFl2E+G/eTYUIb9ZNhPhv1k2E9dqrzGwp2wsDA888wzmDNnTkNdBXkIo9Go9Qi6xn4y7CfHhjLsJ8N+Muwnw37qarCFBXDuBTF8UYz34ydWyrCfDPvJsaEM+8mwnwz7ybCfulR5KtTrr7/u9HdFUZCZmYlPPvkE1113nRpXQR4sLy8PcXFxWo+hW+wnw35ybCjDfjLsJ8N+MuynLlUWFkuWLHH6u4+PD2JiYjB58mQ88cQTalwFebCwsDCtR9A19pNhPzk2lGE/GfaTYT8Z9lOXKguL9PR0NXZDOlVWVobmzZtrPYZusZ8M+8mxoQz7ybCfDPvJsJ+6GvQ1FlrIz8/HpEmTEBYWhoiICEybNg3FxcW1XqasrAz33XcfWrRogZCQEIwdOxbZ2dlO2xgMBpevVatWNeRN0Q2DwaD1CLrGfjLsJ8eGMuwnw34y7CfDfuq65CMWs2bNqvO2ixcvvtSrqbdJkyYhMzMTGzduREVFBaZOnYrp06dj5cqVNV7moYcewjfffIM1a9YgPDwc999/P8aMGYOdO3c6bffBBx9g1KhRjr9HREQ01M3QFX9/f61H0DX2k2E/OTaUYT8Z9pNhPxn2U9clLywu/OyK/fv3o7KyEp06dQIA/PHHH/D19UXv3r1lE9bDkSNHsGHDBvz888/o06cPAOCNN97A9ddfj1dffRWtWrVyuUxRURHee+89rFy5Ev/3f/8H4NwCokuXLvjpp59w9dVXO7aNiIjgC3zcKC4uRnBwsNZj6Bb7ybCfHBvKsJ8M+8mwnwz7qeuSnwq1detWx9eNN96IlJQUnD17Fvv378f+/ftx5swZDB06FDfccIOa89Zq9+7diIiIcCwqAGD48OHw8fHBnj173F4mNTUVFRUVGD58uOO0zp07o02bNti9e7fTtvfddx+io6PRt29fvP/++1AUpWFuiM5ERUVpPYKusZ8M+8mxoQz7ybCfDPvJsJ+6VHmNxaJFi7BgwQJERkY6TouMjMTzzz+PRYsWqXEVdZKVleXyfsR+fn6IiopCVlZWjZfx9/d3eVpTy5YtnS7z7LPP4vPPP8fGjRsxduxY/P3vf8cbb7xR4yw2mw1ms9npy1vl5ORoPYKusZ8M+8mxoQz7ybCfDPvJsJ+6VFlYmM1m5Obmupyem5sLi8Ui3v/jjz/u9sXT53/9/vvv4uupzZw5c3DNNdegV69eeOyxx/Doo4/ilVdeqXH7BQsWIDw83PGVmJgI4NwLxTMyMmC32x2f9mg0GlFeXo6cnBwUFxejsLAQ+fn5sFqtyMrKQmVlpdO2FRUVyMrKQmlpKfLz81FQUICSkhJkZ2ejoqLCaduqqipkZGTAarUiLy8PRUVFsFgsyM3Nhc1mc9pWURQYjUbYbDbk5uY6FkQmkwlWq7XGuZs1a+Y0d2lpqdu5KysrXeYuLi52O7fdbr/o3NXzXji3xWJBUVER8vLyapy7oqIC2dnZKC4uRkFBQb3mLiwsRHFxMXJyclBeXl7j3CaTydHQ3dzVl4mOjq5x7qqqKrdzl5SUuMx9YcPqua1Wa53nLisrczt3RkaGy9w2mw05OTkuc2dmZl507ot9z2ZmZjrNbbFYapzbYDC4zG0ymS56X7NYLE73NTXnPv97Nicnx+19LSMjw+19TYvHCIPB0KCPERfOrfZjRGFhIQCgpKREk8eI6l9ENdRjRG1ze8NjBIAGfYxwN7fkMaKapzxGJCQk6P7niIZ+jKjt5wgAHv9zRPWbEFVvq8VjRF0ZFBWez3PXXXfhv//9LxYtWoS+ffsCAPbs2YNHHnkEgwYNwkcffSTaf25uLvLy8mrdpl27dvj000/x8MMPo6CgwHF6ZWUlAgMDsWbNGtxyyy0ul9uyZQuGDRuGgoICp6MWbdu2xcyZM/HQQw+5vb5vvvkGf/nLX1BWVoaAgACX8202G2w2m+PvZrMZiYmJKCoq8rr3TK5+YKNLw34y7Cen94aZmZlYsWIFpk+fjvj4+Ea/fr3305qe+mn9veaOnvp5Ij3088Tvu5qo8jkWy5cvx+zZs3H77bejoqLi3I79/DBt2rRaf6tfVzExMYiJibnodv3790dhYSFSU1MdLxrfsmUL7HY7+vXr5/YyvXv3RrNmzbB582aMHTsWAHD06FGcPn0a/fv3r/G60tLSEBkZ6XZRAQABAQE1nudt+IJ2GfaTYT85NpRhPxn2k2E/GfZTlypPhWrevDneeust5OXl4cCBAzhw4ADy8/Px1ltvNeor7bt06YJRo0bhnnvuwd69e7Fz507cf//9mDBhguMdoYxGIzp37oy9e/cCAMLDwzFt2jTMmjULW7duRWpqKqZOnYr+/fs73hHqP//5D959910cOnQIx44dw9tvv40XX3wRDzzwQKPdNk924Wd+UP2wnwz7ybGhDPvJsJ8M+8mwn7pUOWJRLTg4GN27d1dzl/X22Wef4f7778ewYcPg4+ODsWPH4vXXX3ecX1FRgaNHj6K0tNRx2pIlSxzb2mw2jBw5Em+99Zbj/GbNmmHZsmV46KGHoCgKOnTogMWLF+Oee+5p1Nvmqc5/0T7VH/vJsJ8cG8qwnwz7ybCfDPupS/QBec899xyCg4Mv+mF5jfkBeVFRUbV+GF5SUpLL28QGBgZi2bJlWLZsmdvLjBo1yumD8chZaWkpgoKCtB5Dt9hPhv3k2FCG/WTYT4b9ZNhPXaIPyKt+PcWFH5Z3Pn5Uuvfz81P1wFeTw34y7CfHhjLsJ8N+Muwnw37quuSaW7dudftnanp8fFR5qU6TxX4y7CfHhjLsJ8N+Muwnw37qUqWm1Wp1es3CqVOnsHTpUvzwww9q7J48XFlZmdYj6Br7ybCfHBvKsJ8M+8mwnwz7qUuVhcXNN9+Mjz/+GABQWFiIvn37YtGiRbj55pvx9ttvq3EV5MG87XM5Ghv7ybCfHBvKsJ8M+8mwn4yn90s3leD1bSexrTwZT32+F4dOefYnhauysNi/fz8GDRoEAPjiiy8QFxeHU6dO4eOPP3Z6RybyTiaTSesRdI39ZNhPjg1l2E+G/WTYT8aT+32+7wyGLdqG1QfzcbIqClszfXHT8p+xZt8ZrUerkSoLi9LSUoSGhgIAfvjhB4wZMwY+Pj64+uqrcerUKTWugjyYp39ipadjPxn2k2NDGfaTYT8Z9pPx1H7pphI8/uVB2BXArgAKDFBggF0BHvvyIE6aSrQe0S1VFhYdOnTAunXrcObMGXz//fcYMWIEACAnJ8fjDzGRnNFo1HoEXWM/GfaTY0MZ9pNhPxn2k/HUfp/vO1PjO6saDAas9tCjFqosLObOnYvZs2cjKSkJ/fr1Q//+/QGcO3rRq1cvNa6CPFj1p5rTpWE/GfaTY0MZ9pNhPxn2k/HUfmcLrC6fu1ZNURScLbA28kR1o8rC4tZbb8Xp06exb98+bNiwwXH6sGHDsGTJEjWugjxYRkaG1iPoGvvJsJ8cG8qwnwz7ybCfjKf2ax0ZVOsRi9aRnvmhfqp9KkhcXBzi4uKcTuvbt69auycPFh0drfUIusZ+Muwnx4Yy7CfDfjLsJ+Op/cb3ScQ724+7PU9RFNzWJ7GRJ6ob1T4V5L///S/uuOMO9O/f3/F8tU8++QQ7duxQ6yrIQ5nNZq1H0DX2k2E/OTaUYT8Z9pNhPxlP7ZccHYyFY7vDxwD4GPD/X7qtwMcALBzbHUnRwVqP6JYqC4svv/wSI0eORFBQEA4cOACbzQYAKCoqwosvvqjGVZAHCwgI0HoEXWM/GfaTY0MZ9pNhPxn2k/HkfuP6JGLLw0NwW/coJPnmY2h8Ff4z4yqM89CjFYBKC4vnn38ey5cvxz//+U80a9bMcfo111yD/fv3q3EVRERERERNSlJ0MB4ckoQh/ul4YXxfXN42VuuRaqXKwuLo0aMYPHiwy+nh4eEoLCxU4yrIg5WXl2s9gq6xnwz7ybGhDPvJsJ8M+8mwn7pUWVjExcXh2LFjLqfv2LED7dq1U+MqyIMFB3vm8/z0gv1k2E+ODWXYT4b9ZNhPhv3UpcrC4p577sE//vEP7NmzBwaDARkZGfjss88we/Zs3HvvvWpcBXmwgoICrUfQNfaTYT85NpRhPxn2k2E/GfZTlypvN/v444/Dbrdj2LBhKC0txeDBgxEQEIDZs2fjgQceUOMqyINd+DbDVD/sJ8N+cmwow34y7CfDfjLspy5VjlgYDAY89dRTyM/Px6FDh/DTTz8hNzcXzz33HKxWz/xkQFJPZmam1iPoGvvJsJ8cG8qwnwz7ybCfDPupS7XPsQAAf39/dO3aFX379kWzZs2wePFiJCcnq3kV5IESEhK0HkHX2E+G/eTYUIb9ZNhPhv1k2E9dooWFzWbDE088gT59+mDAgAFYt24dAOCDDz5AcnIylixZgoceekiNOcmDVX8gIl0a9pNhPzk2lGE/GfaTYT8Z9lOX6DUWc+fOxTvvvIPhw4dj165dGDduHKZOnYqffvoJixcvxrhx4+Dr66vWrOShYmJitB5B19hPhv3k2FCG/WTYT4b9ZNhPXaIjFmvWrMHHH3+ML774Aj/88AOqqqpQWVmJX375BRMmTOCioongZ5XIsJ8M+8mxoQz7ybCfDPvJsJ+6REcszp49i969ewMArrjiCgQEBOChhx6CwWBQZTjSh+bNm2s9gq6xnwz7yemxocViQXFxMQDAZDI5/RcAQkJCEBoa2iiz6LGfJ2E/GfaTYT91iRYWVVVV8Pf3/9/O/PwQEhIiHor0pbKyUusRdI39ZNhPTo8NU1NTsX37dqfT1q5d6/hzSkoKhgwZ0iiz6LGfJ2E/GfaTYT91iRYWiqJgypQpCAgIAACUlZVhxowZLp9ieP6DPXkfu92u9Qi6xn4y7Cenx4a9e/dGp06dajy/MX/Jpcd+nkQv/Q6dysHidXuRXp6Msm0nMf3aMCRHa/+pzXrp56nYT12ihcXkyZOd/n7HHXeIhiF9CgwM1HoEXWM/GfaT02PD0NDQRnuq08XosZ8n0UO/z/edweNfHoSi+AKIwqmD+Vh9cBsWju2OcX0SNZ1ND/08GfupS7Sw+OCDD9Sag3TMbDbzOYoC7CfDfnJsKMN+Mp7eL91Ugse/PAi7AgDnXkOqKOfOe+zLg7gqKQpJGh658PR+no791KXqB+RR0xQdHa31CLrGfjLsJ8eGMuwn4+n9Pt93psY3pTEYDFi970wjT+TM0/t5OvZTFxcWJJadna31CLrGfjLsJ8eGMuwn4+n9zhZYoVQforiAoig4W2Bt5ImceXo/T8d+6uLCgsQSEhK0HkHX2E+G/eTYUIb9ZDy9X+vIoFqPWLSODGrkiZx5ej9Px37q4sKCxIxGo9Yj6Br7ybCfHBvKsJ+Mp/cb3yex1iMWt2n84m1P7+fp2E9dXFiQWMuWLbUeQdfYT4b95NhQhv1kPL1fcnQwFo7tDh8DYIACAxT4GAAfA7BwbHdNX7gNeH4/T8d+6uLCgsTO/7Rbqj/2k2E/OTaUYT8ZPfQb1ycR/5lxFYbGVyHJNx+3dY/CloeHaP5Ws4A++nky9lMXFxYkFhYWpvUIusZ+Muwnx4Yy7Cejl36Xt43FC+P7Yoh/Oh4ckqT5kYpqeunnqdhPXVxYkFhZWZnWI+ga+8mwnxwbyrCfDPvJsJ8M+6lL9AF55NksFguKi4trPD8kJESVT66t6d0yqG7YT4b95NhQhv1k2E+G/WTYT11cWHix1NRUbN++vcbzU1JSMGTIEPH1NGvWTLyPpoz9ZNhPjg1l2E+G/WTYT4b91MWFhRfr3bs3OnXqBODci5PWrl2LMWPGOD5lMiQkRJXrKSkpUW1fTRH7ybCfHBvKsJ8M+8mwnwz7qYsLCy8WGhrq8lSn6OhoxMfHq3o9UVFRqu6vqWE/GfaTY0MZ9pNhPxn2k2E/dfHF2ySWk5Oj9Qi6xn4y7CfHhjLsJ8N+Muwnw37q4sKCxBISErQeQdfYT4b95NhQhv1k2E+G/WTYT11et7DIz8/HpEmTEBYWhoiICEybNq3Wd0YCgBUrVmDIkCEICwuDwWBAYWGhKvttKoxGo9Yj6Br7ybCfHBvKsJ8M+8mwnwz7qcvrFhaTJk3C4cOHsXHjRqxfvx4//vgjpk+fXutlSktLMWrUKDz55JOq7repUPs1G00N+8mwnxwbyrCfDPvJsJ8M+6nLqxYWR44cwYYNG/Duu++iX79+GDhwIN544w2sWrUKGRkZNV5u5syZePzxx3H11Verut+mIisrS+sRdI39ZNhPjg1l2E+G/WTYT4b91OVVC4vdu3cjIiICffr0cZw2fPhw+Pj4YM+ePY26X5vNBrPZ7PTlrSIjI7UeQdfYT4b95NhQhv1k2E+G/WTYT11etbDIyspCbGys02l+fn6IiooSrUgvZb8LFixAeHi44ysxMRHAuY+Oz8jIgN1udzyvz2g0ory8HDk5OSguLkZhYSHy8/NhtVqRlZWFyspKp20rKiqQlZWF0tJS5Ofno6CgACUlJcjOzkZFRYXTtlVVVcjIyHB8ZH1xcTEsFgtyc3Nhs9mctlUUBUajETabDbm5uY4FkclkgtVqrXFuo9HoNHdpaanbuSsrK13mLi4udju33W5HRkYGrFYr8vLyUFRU5DJ39bwXzm2xWFBUVIS8vLwa566oqEB2djaKi4tRUFBQr7kLCwtRXFyMnJwcx+13N7fJZHI0dDd39WWKiopqnLuqqsrt3CUlJS5zX9iwem6r1VrnucvKytzOnZGR4TK3zWZDTk6Oy9yZmZkXnfti37OZmZlOc1sslhrnPn36tMvcJpPpovc1i8XidF9Tc+7zv2dzcnLc3tcyMjLc3te0eIw4ffp0rfc16WPEhXN722OExWJp0MeI2ub2hseIU6dONehjhLu5JY8R1TzlMaK0tLRRfo7w1seIU6dOefzPEdWv6a3eVovHiLoyKIqi1HlrjTz++ONYuHBhrdscOXIEa9euxUcffYSjR486nRcbG4tnnnkG9957b6372LZtG4YOHYqCggJEREQ4Tn/xxRfrvV+bzQabzeb4u9lsRmJiIoqKihAWFlbrHA0hMzMTK1aswPTp01V/PmFRURHCw8NV3WdTwn4y7CfHhjLsJ6Onfg35b+ml0lM/T6SHfp74fVcTXXxA3sMPP4wpU6bUuk27du0QFxfn8n7ElZWVyM/PR1xc3CVf/6XsNyAgAAEBAZd8nXri4+NVB74aHfvJsJ8cG8qwnwz7ybCfDPupSxcLi5iYGMTExFx0u/79+6OwsBCpqano3bs3AGDLli2w2+3o16/fJV9/Q+3XW5SVlbl8wjfVHfvJsJ8cG8qwnwz7ybCfDPupy6uWaV26dMGoUaNwzz33YO/evdi5cyfuv/9+TJgwAa1atQJw7jljnTt3xt69ex2Xy8rKQlpaGo4dOwYA+PXXX5GWlob8/Pw677cp0+KpXd6E/WTYT44NZdhPhv1k2E+G/dTlVQsLAPjss8/QuXNnDBs2DNdffz0GDhyIFStWOM6vqKjA0aNHUVpa6jht+fLl6NWrF+655x4AwODBg9GrVy/8+9//rvN+mzKTyaT1CLrGfjLsJ8eGMuwnw34y7CfDfurSxVOh6iMqKgorV66s8fykpCRc+Hr1+fPnY/78+aL9NmU8aiPDfjLsJ8eGMuwnw34y7CfDfuryuiMW1Pj4IYEy7CfDfnJsKMN+Muwnw34y7KcuLixIjKt9GfaTYT85NpRhPxn2k2E/GfZTFxcWJMbVvgz7ybCfHBvKsJ8M+8mwnwz7qYsLCxKLjo7WegRdYz8Z9pNjQxn2k2E/GfaTYT91cWFBYmazWesRdI39ZNhPjg1l2E+G/WTYT4b91MWFBYkFBgZqPYKusZ8M+8mxoQz7ybCfDPvJsJ+6uLAgMbvdrvUIusZ+Muwnx4Yy7CfDfjLsJ8N+6uLCgsQqKyu1HkHX2E+G/eTYUIb9ZNhPhv1k2E9dXFiQWPPmzbUeQdfYT4b95NhQhv1k2E+G/WTYT11cWJBYQUGB1iPoGvvJsJ8cG8qwnwz7ybCfDPupiwsLEouLi9N6BF1jPxn2k2NDGfaTYT8Z9pNhP3VxYUFimZmZWo+ga+wnw35ybCjDfjLsJ8N+MuynLi4sSCwhIUHrEXSN/WTYT44NZdhPhv1k2E+G/dTFhQWJGY1GrUfQNfaTYT85NpRhPxn2k2E/GfZTFxcWJBYbG6v1CLrGfjLsJ8eGMuwnw34y7CfDfuriwoLE8vPztR5B19hPhv3k2FCG/WTYT4b9ZNhPXVxYkFhwcLDWI+ga+8mwnxwbyrCfDPvJsJ8M+6mLCwsSq6io0HoEXWM/GfaTY0MZ9pNhPxn2k2E/dXFhQWKKomg9gq6xnwz7ybGhDPvJsJ8M+8mwn7q4sCCxwMBArUfQNfaTYT85NpRhPxn2k2E/GfZTFxcWJGY2m7UeQdfYT4b95NhQhv1k2E+G/WTYT11cWDQB6aYSLNp4DNvKk7Fo4zGkm0pU3X90dLSq+2tq2E+G/eTYUIb9ZNhPhv1k2E9dXFh4uc/3ncGwRduw9ogZJ6uisPaIGcMWbcOafWdUu47s7GzV9tUUsZ8M+8mxoQz7ybCfDPvJsJ+6uLDwYummEjz+5UHYFcCuAAoMjj8/9uVBnFTpyEVCQoIq+2mq2E+G/eTYUIb9ZNhPhv1k2E9dXFh4sc/3nYHBYHB7nsFgwGqVjloYjUZV9tNUsZ8M+8mxoQz7ybCfDPvJsJ+6uLDwYmcLrDW+jZqiKDhbYFXlelq2bKnKfpoq9pNhPzk2lGE/GfaTYT8Z9lMXFxZerHVkUK1HLFpHBqlyPSaTSZX9NFXsJ8N+cmwow34y7CfDfjLspy4uLLzY+D6JtR6xuK1PoirXExYWpsp+mir2k2E/OTaUYT8Z9pNhPxn2UxcXFl4sOToYC8d2h48B8DEABiiOPy8c2x1J0cGqXE9ZWZkq+2mq2E+G/eTYUIb9ZDy9n8ViQWZmJjIzMx2/3TaZTI7TLBaLpvN5ej9Px37q8tN6AGpY4/ok4qqkKLz57X6kHk1H707JuP/6K1VbVACAjw/XpxLsJ8N+cmwow34ynt4vNTUV27dvdzpt7dq1jj+npKRgyJAhjTzV/3h6P0/HfuriwqIJSIoOxsPXdsCK9C2Yfu21iFdxUQEAfn78NpJgPxn2k2NDGfaT8fR+vXv3RqdOnWo8PyQkpBGnceXp/Twd+6mLNUmstLRU8wdWPWM/GfaTY0MZ9pPx9H6hoaEIDQ3VeowaeXo/T8d+6uLxHxKLiIjQegRdYz8Z9pNjQxn2k2E/GfaTYT91cWFBYrm5uVqPoGvsJ8N+cmwow34y7CfDfjLspy4uLEgsISFB6xF0jf1k2E+ODWXYT4b9ZNhPhv3UxYUFiRmNRq1H0DX2k2E/OTaUYT8Z9pNhPxn2UxcXFiQWHx+v9Qi6xn4y7CfHhjLsJ8N+Muwnw37q4sKCxLKysrQeQdfYT4b95NhQhv1k2E+G/WTYT11cWJBYZGSk1iPoGvvJsJ8cG8qwnwz7ybCfDPupiwsLEispKdF6BF1jPxn2k2NDGfaTYT8Z9pNhP3V53cIiPz8fkyZNQlhYGCIiIjBt2jQUFxfXepkVK1ZgyJAhCAsLg8FgQGFhocs2SUlJMBgMTl8vvfRSA90KffH399d6BF1jPxn2k2NDGfaTYT8Z9pNhP3V53cJi0qRJOHz4MDZu3Ij169fjxx9/xPTp02u9TGlpKUaNGoUnn3yy1u2effZZZGZmOr4eeOABNUcnIiIiItItP60HUNORI0ewYcMG/Pzzz+jTpw8A4I033sD111+PV199Fa1atXJ7uZkzZwIAtm3bVuv+Q0NDERcXp+bIXsFms2k9gq6xnwz7ybGhDPvJsJ8M+8mwn7q86ojF7t27ERER4VhUAMDw4cPh4+ODPXv2iPf/0ksvoUWLFujVqxdeeeUVVFZWivfpDcLCwrQeQdfYT4b95NhQhv1k2E+G/WTYT11etbDIyspCbGys02l+fn6IiooSv53Ygw8+iFWrVmHr1q3429/+hhdffBGPPvpojdvbbDaYzWanL29lMpm0HkHX2E+G/eTYUIb9ZNhPhv1k2E9dulhYPP744y4vnL7w6/fff2/QGWbNmoUhQ4age/fumDFjBhYtWoQ33nijxkNoCxYsQHh4uOMrMTERAFBWVoaMjAzY7XbHpz0ajUaUl5cjJycHxcXFKCwsRH5+PqxWK7KyslBZWem0bUVFBbKyslBaWor8/HwUFBSgpKQE2dnZqKiocNq2qqoKGRkZKCsrAwAUFxfDYrEgNzcXNpvNaVtFUWA0GmGz2ZCbm+tYEJlMJlit1hrn9vPzc5q7tLTU7dyVlZUucxcXF7ud2263IyMjA1arFXl5eSgqKnKZu3reC+e2WCwoKipCXl5ejXNXVFQgOzsbxcXFKCgoqNfchYWFKC4uRk5ODsrLy2uc22QyORq6m7v6Mi1atKhx7qqqKrdzl5SUuMx9YcPqua1Wa53nLisrczt3RkaGy9w2mw05OTkuc2dmZl507ot9z2ZmZjrNbbFYapy7+n51/twmk+mi9zWLxeJ0X1Nz7vO/Z3Nyctze1zIyMtze17R4jDAYDLXe16SPERfO7W2PEbGxsQ36GFHb3N7wGKEoSoM+Rrib25seI1q1atUoP0d462NE9Zcn/xxR/SZE1dtq8RhRVwZFUZQ6b62R3Nxc5OXl1bpNu3bt8Omnn+Lhhx9GQUGB4/TKykoEBgZizZo1uOWWW2rdx7Zt2zB06FAUFBQgIiKi1m0PHz6MK664Ar///js6derkcr7NZnNadJjNZiQmJqKoqEiTw26ZmZlYsWIFpk+frvqnTBqNRiQkJKi6z6aE/WTYT44NZdhPhv1k2E9GD/0a8mc4tenixdsxMTGIiYm56Hb9+/dHYWEhUlNT0bt3bwDAli1bYLfb0a9fP1VnSktLg4+Pj8tTr6oFBAQgICBA1ev0VJ5+h/R07CfDfnJsKMN+Muwnw34y7KcuXTwVqq66dOmCUaNG4Z577sHevXuxc+dO3H///ZgwYYLjHaGMRiM6d+6MvXv3Oi6XlZWFtLQ0HDt2DADw66+/Ii0tDfn5+QDOvSh86dKl+OWXX3DixAl89tlneOihh3DHHXfwExsBx2EzujTsJ8N+cmwow34y7CfDfjLspy6vWlgAwGeffYbOnTtj2LBhuP766zFw4ECsWLHCcX5FRQWOHj2K0tJSx2nLly9Hr169cM899wAABg8ejF69euHf//43gHNHH1atWoWUlBRcfvnleOGFF/DQQw857bcpi46O1noEXWM/GfaTY0MZ9pNhPxn2k2E/deniqVD1ERUVhZUrV9Z4flJSEi58Wcn8+fMxf/78Gi9z5ZVX4qefflJrRK9jNpvr9FQ1co/9ZNhPjg1l2E+G/WTYT4b91OV1Ryyo8QUGBmo9gq6xnwz7ybGhDPvJsJ8M+8mwn7q87ogFNb7qt/ykS8N+Muwnx4Yy7CfDfjLsJ+Op/SwWi+NtZqs/a+P8z9wICQlBaGioJrPVhgsLEuMnkMuwnwz7ybGhDPvJsJ8M+8l4ar/U1FRs377d6bS1a9c6/pySkoIhQ4Y08lQXx4UFiTVv3lzrEXSN/WTYT44NZdhPhv1k2E/GU/v17t3b7eekVQsJCWnEaeqOCwsSKygoQFBQkNZj6Bb7ybCfHBvKsJ8M+8mwn4yn9gsNDfXIpzpdDF+8TWItW7bUegRdYz8Z9pNjQxn2k2E/GfaTYT91cWFBYllZWVqPoGvsJ8N+cmwow34y7CfDfjLspy4uLEgsISFB6xF0jf1k2E+ODWXYT4b9ZNhPhv3UxYUFiRmNRq1H0DX2k2E/OTaUYT8Z9pNhPxn2UxcXFiQWGxur9Qi6xn4y7CfHhjLsJ8N+Muwnw37q4sKCxPLz87UeQdfYT4b95NhQhv1k2E+G/WTYT11cWJCYp76Xsl6wnwz7ybGhDPvJsJ8M+8mwn7q4sCCx8vJyrUfQNfaTYT85NpRhPxn2k2E/GfZTFxcWJKYoitYj6Br7ybCfHBvKsJ8M+8mwnwz7qYufvO3FLBYLiouLAQAmk8npv8C5w39qfKpjYGCgeB9NGfvJsJ8cG8qwnwz7ybCfDPupiwsLL5aamort27c7nbZ27VrHn1NSUjBkyBDx9ZjNZjRv3ly8n6aK/WTYT44NZdhPhv1k2E+G/dRlUHgMqFGYzWaEh4ejqKgIYWFhjXKd5x+xcEetIxYVFRVo1qyZeD9NFfvJsJ8cG8qwnwz7ybCfDPupi6+x8GKhoaGIj4+v8UuNRQUA5OTkqLKfpor9ZNhPjg1l2E+G/WTYT4b91MUjFo1EiyMWRERERESNhUcsSMxoNGo9gq6xnwz7ybGhDPvJsJ8M+8mwn7p4xKKRePMRi8rKSvj58X0ALhX7ybCfHBvKsJ8M+8mwnwz7qYtHLEjs/LewpfpjPxn2k2NDGfaTYT8Z9pNhP3VxYUFi4eHhWo+ga+wnw35ybCjDfjLsJ8N+MuynLi4sSMxqtWo9gq6xnwz7ybGhDPvJsJ8M+8mwn7q4sCAxHx9+G0mwnwz7ybGhDPvJsJ8M+8mwn7pYk8T4oicZ9pNhPzk2lGE/GfaTYT8Z9lMXFxYkVlpaqvUIusZ+Muwnx4Yy7CfDfjLsJ8N+6uLCgsQiIiK0HkHX2E+G/eTYUIb9ZNhPhv1k2E9dXFiQWG5urtYj6Br7ybCfHBvKsJ8M+8mwnwz7qYsfkNdIvPkD8oiIiIiIeMSCxIxGo9Yj6Br7ybCfHBvKsJ8M+8mwnwz7qYtHLBqJNx+xsNvtfLs2AfaTYT85NpRhPxn2k2E/GfZTF0uSWFZWltYj6Br7ybCfHBvKsJ8M+8mwnwz7qYtv3ttIqg8Mmc1mjSdRn5+fn1fersbCfjLsJ8eGMuwnw34y7CfDfnUXGhoKg8FQ6zZcWDQSi8UCAEhMTNR4EiIiIiKi+qnL0/n5GotGYrfbkZGRUafVnp6YzWYkJibizJkzXvfakcbAfjLsJ8eGMuwnw34y7CfDfvXDIxYexMfHB61bt9Z6jAYTFhbGO6UA+8mwnxwbyrCfDPvJsJ8M+6mHL94mIiIiIiIxLiyIiIiIiEiMCwsSCQgIwLx58xAQEKD1KLrEfjLsJ8eGMuwnw34y7CfDfurji7eJiIiIiEiMRyyIiIiIiEiMCwsiIiIiIhLjwoKIiIiIiMS4sCC3LBYLZs6cibZt2yIoKAgDBgzAzz//7DhfURTMnTsX8fHxCAoKwvDhw/Hnn3867SM/Px+TJk1CWFgYIiIiMG3aNBQXFzf2TWlwP/74I2688Ua0atUKBoMB69atczpfrVYHDx7EoEGDEBgYiMTERLz88ssNfdMaxcX6rV27FiNGjECLFi1gMBiQlpbmso+ysjLcd999aNGiBUJCQjB27FhkZ2c7bXP69GnccMMNaN68OWJjY/HII4+gsrKyAW9Z46mtYUVFBR577DF069YNwcHBaNWqFe666y5kZGQ47YPfgzV/D86fPx+dO3dGcHAwIiMjMXz4cOzZs8dpG/arud/5ZsyYAYPBgKVLlzqdzn4195syZQoMBoPT16hRo5y2Yb/av/+OHDmCm266CeHh4QgODsZVV12F06dPO85v6v+GqIkLC3Lr7rvvxsaNG/HJJ5/g119/xYgRIzB8+HAYjUYAwMsvv4zXX38dy5cvx549exAcHIyRI0eirKzMsY9Jkybh8OHD2LhxI9avX48ff/wR06dP1+omNZiSkhL06NEDy5Ytc3u+Gq3MZjNGjBiBtm3bIjU1Fa+88grmz5+PFStWNPjta2gX61dSUoKBAwdi4cKFNe7joYcewn/+8x+sWbMG27dvR0ZGBsaMGeM4v6qqCjfccAPKy8uxa9cufPTRR/jwww8xd+5c1W+PFmprWFpaiv3792POnDnYv38/1q5di6NHj+Kmm25y2o7fgzV/D1522WV488038euvv2LHjh1ISkrCiBEjkJub69iG/WruV+2rr77CTz/9hFatWrmcx3619xs1ahQyMzMdX//617+czme/mvsdP34cAwcOROfOnbFt2zYcPHgQc+bMQWBgoGObpv5viKoUoguUlpYqvr6+yvr1651Ov/LKK5WnnnpKsdvtSlxcnPLKK684zissLFQCAgKUf/3rX4qiKMpvv/2mAFB+/vlnxzbfffedYjAYFKPR2Dg3RAMAlK+++srxd7VavfXWW0pkZKRis9kc2zz22GNKp06dGvgWNa4L+50vPT1dAaAcOHDA6fTCwkKlWbNmypo1axynHTlyRAGg7N69W1EURfn2228VHx8fJSsry7HN22+/rYSFhTk19Qa1Nay2d+9eBYBy6tQpRVH4PXi+uvQrKipSACibNm1SFIX9zldTv7NnzyoJCQnKoUOHlLZt2ypLlixxnMd+/+Ou3+TJk5Wbb765xsuw3/+463fbbbcpd9xxR42X4b8h6uIRC3JRWVmJqqoqp9U8AAQFBWHHjh1IT09HVlYWhg8f7jgvPDwc/fr1w+7duwEAu3fvRkREBPr06ePYZvjw4fDx8XF5CoE3U6vV7t27MXjwYPj7+zu2GTlyJI4ePYqCgoJGujWeKTU1FRUVFU6NO3fujDZt2jg17tatG1q2bOnYZuTIkTCbzTh8+HCjz6y1oqIiGAwGREREAOD3YH2Ul5djxYoVCA8PR48ePQCw38XY7XbceeedeOSRR3D55Ze7nM9+F7dt2zbExsaiU6dOuPfee5GXl+c4j/1qZrfb8c033+Cyyy7DyJEjERsbi379+jk9XYr/hqiLCwtyERoaiv79++O5555DRkYGqqqq8Omnn2L37t3IzMxEVlYWADjdwar/Xn1eVlYWYmNjnc738/NDVFSUY5umQK1WWVlZbvdx/nU0VVlZWfD393f8kFztwsbsd05ZWRkee+wxTJw4EWFhYQD4PVgX69evR0hICAIDA7FkyRJs3LgR0dHRANjvYhYuXAg/Pz88+OCDbs9nv9qNGjUKH3/8MTZv3oyFCxdi+/btuO6661BVVQWA/WqTk5OD4uJivPTSSxg1ahR++OEH3HLLLRgzZgy2b98OgP+GqM1P6wHIM33yySf461//ioSEBPj6+uLKK6/ExIkTkZqaqvVoRHSJKioqMH78eCiKgrffflvrcXRl6NChSEtLg8lkwj//+U+MHz8ee/bscfmBjpylpqbitddew/79+2EwGLQeR5cmTJjg+HO3bt3QvXt3tG/fHtu2bcOwYcM0nMzz2e12AMDNN9+Mhx56CADQs2dP7Nq1C8uXL0dKSoqW43klHrEgt9q3b4/t27ejuLgYZ86cwd69e1FRUYF27dohLi4OAFzeMSE7O9txXlxcHHJycpzOr6ysRH5+vmObpkCtVnFxcW73cf51NFVxcXEoLy9HYWGh0+kXNm7q/aoXFadOncLGjRsdRysAfg/WRXBwMDp06ICrr74a7733Hvz8/PDee+8BYL/a/Pe//0VOTg7atGkDPz8/+Pn54dSpU3j44YeRlJQEgP3qq127doiOjsaxY8cAsF9toqOj4efnh65duzqd3qVLF8e7QvHfEHVxYUG1Cg4ORnx8PAoKCvD999/j5ptvRnJyMuLi4rB582bHdmazGXv27EH//v0BAP3790dhYaHTEY4tW7bAbrejX79+jX47tKJWq/79++PHH39ERUWFY5uNGzeiU6dOiIyMbKRb45l69+6NZs2aOTU+evQoTp8+7dT4119/dfrHt/qH6wv/wfFG1YuKP//8E5s2bUKLFi2czuf3YP3Z7XbYbDYA7FebO++8EwcPHkRaWprjq1WrVnjkkUfw/fffA2C/+jp79izy8vIQHx8PgP1q4+/vj6uuugpHjx51Ov2PP/5A27ZtAfDfENVp/epx8kwbNmxQvvvuO+XEiRPKDz/8oPTo0UPp16+fUl5eriiKorz00ktKRESE8vXXXysHDx5Ubr75ZiU5OVmxWq2OfYwaNUrp1auXsmfPHmXHjh1Kx44dlYkTJ2p1kxqMxWJRDhw4oBw4cEABoCxevFg5cOCA4x131GhVWFiotGzZUrnzzjuVQ4cOKatWrVKaN2+uvPPOO41+e9V2sX55eXnKgQMHlG+++UYBoKxatUo5cOCAkpmZ6djHjBkzlDZt2ihbtmxR9u3bp/Tv31/p37+/4/zKykrliiuuUEaMGKGkpaUpGzZsUGJiYpQnnnii0W9vQ6itYXl5uXLTTTcprVu3VtLS0pTMzEzH1/nvZsLvQff9iouLlSeeeELZvXu3cvLkSWXfvn3K1KlTlYCAAOXQoUOOfbBfzffhC134rlCKwn419bNYLMrs2bOV3bt3K+np6cqmTZuUK6+8UunYsaNSVlbm2Af71fz9t3btWqVZs2bKihUrlD///FN54403FF9fX+W///2vYx9N/d8QNXFhQW6tXr1aadeuneLv76/ExcUp9913n1JYWOg43263K3PmzFFatmypBAQEKMOGDVOOHj3qtI+8vDxl4sSJSkhIiBIWFqZMnTpVsVgsjX1TGtzWrVsVAC5fkydPVhRFvVa//PKLMnDgQCUgIEBJSEhQXnrppca6iQ3qYv0++OADt+fPmzfPsQ+r1ar8/e9/VyIjI5XmzZsrt9xyi9PCQ1EU5eTJk8p1112nBAUFKdHR0crDDz+sVFRUNOItbTi1Nax+m153X1u3bnXsg9+D7vtZrVbllltuUVq1aqX4+/sr8fHxyk033aTs3bvXaR/sV/N9+ELuFhbs575faWmpMmLECCUmJkZp1qyZ0rZtW+Wee+5xettTRWG/i33/vffee0qHDh2UwMBApUePHsq6deuc9tHU/w1Rk0FRFEXNIyBERERERNT08DUWREREREQkxoUFERERERGJcWFBRERERERiXFgQEREREZEYFxZERERERCTGhQUREREREYlxYUFERERERGJcWBARERERkRgXFkREpAsGgwEGgwERERGNdp3z5893XO/SpUsb7XqJiPSICwsiImpwU6ZMcfyAfv7XsWPH6rWfDz74AH/88Yd4nqSkJBgMBvz0009Op8+cORNDhgxx/H327NnIzMxE69atxddJROTtuLAgIqJGMWrUKGRmZjp9JScn12sfERERiI2NVWWewMBAPPbYY7VuExISgri4OPj6+qpynURE3owLCyIiahQBAQGIi4tz+pL+wD5//nz07NkT77//Ptq0aYOQkBD8/e9/R1VVFV5++WXExcUhNjYWL7zwgstlp0+fjp9++gnffvutaAYiIjrHT+sBiIiIJI4fP47vvvsOGzZswPHjx3HrrbfixIkTuOyyy7B9+3bs2rULf/3rXzF8+HD069fPcbnk5GTMmDEDTzzxBEaNGgUfH/6ujYhIgo+iRETUKNavX4+QkBDH17hx41TZr91ux/vvv4+uXbvixhtvxNChQ3H06FEsXboUnTp1wtSpU9GpUyds3brV5bJPP/000tPT8dlnn6kyCxFRU8YjFkRE1CiGDh2Kt99+2/H34OBgVfablJSE0NBQx99btmwJX19fpyMQLVu2RE5OjstlY2JiMHv2bMydOxe33XabKvMQETVVPGJBRESNIjg4GB06dHB8xcfHq7LfZs2aOf3dYDC4Pc1ut7u9/KxZs2C1WvHWW2+pMg8RUVPFhQURETVpISEhmDNnDl544QVYLBatxyEi0i0uLIiIqMmbPn06wsPDsXLlSq1HISLSLS4siIioyWvWrBmee+45lJWVaT0KEZFuGRRFUbQegoiI6GIMBgO++uorjB49utGvOykpCTNnzsTMmTMb/bqJiPSCRyyIiEg3Jk6ciNatWzfa9b344osICQnB6dOnG+06iYj0ikcsiIhIF44dOwYA8PX1RXJycqNcZ35+PvLz8wGce2va8PDwRrleIiI94sKCiIiIiIjE+FQoIiIiIiIS48KCiIiIiIjEuLAgIiIiIiIxLiyIiIiIiEiMCwsiIiIiIhLjwoKIiIiIiMS4sCAiIiIiIjEuLIiIiIiISIwLCyIiIiIiEvt/dvoWF5HnTI8AAAAASUVORK5CYII=",
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",
       "text/plain": [
        "<Figure size 800x500 with 1 Axes>"
       ]
@@ -529,7 +529,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 12,
    "id": "17cbeaea",
    "metadata": {},
    "outputs": [
@@ -537,11 +537,11 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Fit completo:   chi²=55.10,  P=0.0000\n",
-      "Senza punto 1:  chi²=1.794,  P=0.4078\n",
+      "Fit completo:   chi²=56.20,  P=0.0000\n",
+      "Senza punto 1:  chi²=1.811,  P=0.4044\n",
       "\n",
-      "A:  23.9437 ± 0.0424  to  23.8835 ± 0.0432\n",
-      "B:  2719.8777 ± 2.8546  to  2718.1378 ± 2.8613\n"
+      "A:  23.9432 ± 0.0422  to  23.8834 ± 0.0429\n",
+      "B:  2719.8356 ± 2.8402  to  2718.1321 ± 2.8464\n"
      ]
     }
    ],
@@ -561,7 +561,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 13,
    "id": "0bc01605",
    "metadata": {},
    "outputs": [
@@ -575,7 +575,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "fa8fc6ccb620432abcaf6c87e53ff735",
+       "model_id": "a5260403df9c4a96ab08fa1c2cf5b6b0",
        "version_major": 2,
        "version_minor": 0
       },
@@ -597,7 +597,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "d661c6a9648a4cadbc73d47d6b177805",
+       "model_id": "9f06c0d4d33e47f880fcc0b33229c9d6",
        "version_major": 2,
        "version_minor": 0
       },
@@ -635,13 +635,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 14,
    "id": "d2c1a550",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 1300x500 with 2 Axes>"
       ]
@@ -681,13 +681,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 15,
    "id": "8f79348f",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 800x500 with 1 Axes>"
       ]
@@ -752,7 +752,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 16,
    "id": "d6195b96",
    "metadata": {},
    "outputs": [],
@@ -779,14 +779,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 17,
    "id": "02e2d183",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "440939c283e448e3952454bb3231a234",
+       "model_id": "df2bc11f953c400c8b820daa87af2178",
        "version_major": 2,
        "version_minor": 0
       },
@@ -796,23 +796,13 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'[{\"m1\":108.61,\"m2\":108.61,\"m3\":108.61,\"a1\":9.21,\"ua1\":0.029,\"w1\":14.2459,\"uw1\":0.0008,\"c1\":268.151,\"uc1\":0.02,\"a2\":10.69,\"ua2\":0.04,\"w2\":14.2434,\"uw2\":0.0009,\"c2\":268.326,\"uc2\":0.026,\"alp\":0.333333,\"ualp\":0.000001,\"m\":108.61,\"um\":0.0028867513,\"nm\":3.0,\"outm\":\"[]\",\"w\":14.24465,\"uw\":0.00125,\"c\":268.2385,\"uc\":0.0875,\"F\":1065.02966,\"uF\":0.4353612606},{\"m1\":128.64,\"m2\":128.63,\"m3\":128.64,\"a1\":10.037,\"ua1\":0.025,\"w1\":13.1939,\"uw1\":0.0007,\"c1\":259.605,\"uc1\":0.018,\"a2\":9.744,\"ua2\":0.027,\"w2\":13.1913,\"uw2\":0.0009,\"c2\":259.745,\"uc2\":0.02,\"alp\":0.333333,\"ualp\":0.000001,\"m\":128.6366666667,\"um\":0.0044095855,\"nm\":3.0,\"outm\":\"[]\",\"w\":13.1926,\"uw\":0.0013,\"c\":259.675,\"uc\":0.07,\"F\":1261.4111533333,\"uF\":0.5163603432},{\"m1\":148.38,\"m2\":148.38,\"m3\":148.38,\"a1\":9.93,\"ua1\":0.03,\"w1\":12.3469,\"uw1\":0.0007,\"c1\":251.525,\"uc1\":0.021,\"a2\":11.41,\"ua2\":0.03,\"w2\":12.3461,\"uw2\":0.0006,\"c2\":251.542,\"uc2\":0.023,\"alp\":0.333333,\"ualp\":0.000001,\"m\":148.38,\"um\":0.0028867513,\"nm\":3.0,\"outm\":\"[]\",\"w\":12.3465,\"uw\":0.0009219544,\"c\":251.5335,\"uc\":0.031144823,\"F\":1455.01428,\"uF\":0.5941946685},{\"m1\":168.53,\"m2\":168.53,\"m3\":168.53,\"a1\":11.34,\"ua1\":0.03,\"w1\":11.6345,\"uw1\":0.0005,\"c1\":243.211,\"uc1\":0.021,\"a2\":11.5,\"ua2\":0.03,\"w2\":11.6344,\"uw2\":0.0006,\"c2\":243.13,\"uc2\":0.021,\"alp\":0.333333,\"ualp\":0.000001,\"m\":168.53,\"um\":0.0028867513,\"nm\":3.0,\"outm\":\"[]\",\"w\":11.63445,\"uw\":0.000781025,\"c\":243.1705,\"uc\":0.0405,\"F\":1652.60518,\"uF\":0.6747140787}]'"
-      ]
-     },
-     "execution_count": 75,
-     "metadata": {},
-     "output_type": "execute_result"
     }
    ],
    "source": [
     "sheet = ipysheet.from_dataframe(dfSonar)\n",
     "\n",
     "display(sheet)\n",
-    "dfSonar.head(4).to_json(orient=\"records\")"
+    "# dfSonar.head(4).to_json(orient=\"records\")"
    ]
   },
   {
@@ -826,7 +816,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 18,
    "id": "06f9ccef",
    "metadata": {},
    "outputs": [
@@ -855,7 +845,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": 19,
    "id": "09445aac",
    "metadata": {},
    "outputs": [],
@@ -886,7 +876,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 20,
    "id": "75653d7a",
    "metadata": {},
    "outputs": [
@@ -939,7 +929,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": 21,
    "id": "1ecf9ab2",
    "metadata": {},
    "outputs": [
@@ -995,7 +985,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 22,
    "id": "4088453c",
    "metadata": {},
    "outputs": [
@@ -1041,7 +1031,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 23,
    "id": "1584a5d4",
    "metadata": {},
    "outputs": [],
@@ -1060,14 +1050,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 24,
    "id": "ac4860fa",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "b64011848560421ba1ea35f3a415cd00",
+       "model_id": "31a0e5a6b1c44157b5e5ac5348c72645",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1077,28 +1067,18 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'[{\"m1\":108.61,\"m2\":108.61,\"m3\":108.61,\"a1\":9.21,\"ua1\":0.029,\"w1\":14.2459,\"uw1\":0.0008,\"c1\":268.151,\"uc1\":0.02,\"a2\":10.69,\"ua2\":0.04,\"w2\":14.2434,\"uw2\":0.0009,\"c2\":268.326,\"uc2\":0.026,\"alp\":0.333333,\"ualp\":0.000001,\"m\":108.61,\"um\":0.0028867513,\"nm\":3.0,\"outm\":\"[]\",\"w\":14.24465,\"uw\":0.00125,\"c\":268.2385,\"uc\":0.0875,\"F\":1065.02966,\"uF\":0.4353612606,\"r\":-0.1151157394,\"ur\":0.1108576},{\"m1\":128.64,\"m2\":128.63,\"m3\":128.64,\"a1\":10.037,\"ua1\":0.025,\"w1\":13.1939,\"uw1\":0.0007,\"c1\":259.605,\"uc1\":0.018,\"a2\":9.744,\"ua2\":0.027,\"w2\":13.1913,\"uw2\":0.0009,\"c2\":259.745,\"uc2\":0.02,\"alp\":0.333333,\"ualp\":0.000001,\"m\":128.6366666667,\"um\":0.0044095855,\"nm\":3.0,\"outm\":\"[]\",\"w\":13.1926,\"uw\":0.0013,\"c\":259.675,\"uc\":0.07,\"F\":1261.4111533333,\"uF\":0.5163603432,\"r\":0.0997008545,\"ur\":0.0835641852},{\"m1\":148.38,\"m2\":148.38,\"m3\":148.38,\"a1\":9.93,\"ua1\":0.03,\"w1\":12.3469,\"uw1\":0.0007,\"c1\":251.525,\"uc1\":0.021,\"a2\":11.41,\"ua2\":0.03,\"w2\":12.3461,\"uw2\":0.0006,\"c2\":251.542,\"uc2\":0.023,\"alp\":0.333333,\"ualp\":0.000001,\"m\":148.38,\"um\":0.0028867513,\"nm\":3.0,\"outm\":\"[]\",\"w\":12.3465,\"uw\":0.0009219544,\"c\":251.5335,\"uc\":0.031144823,\"F\":1455.01428,\"uF\":0.5941946685,\"r\":0.010632976,\"ur\":0.0484884905},{\"m1\":168.53,\"m2\":168.53,\"m3\":168.53,\"a1\":11.34,\"ua1\":0.03,\"w1\":11.6345,\"uw1\":0.0005,\"c1\":243.211,\"uc1\":0.021,\"a2\":11.5,\"ua2\":0.03,\"w2\":11.6344,\"uw2\":0.0006,\"c2\":243.13,\"uc2\":0.021,\"alp\":0.333333,\"ualp\":0.000001,\"m\":168.53,\"um\":0.0028867513,\"nm\":3.0,\"outm\":\"[]\",\"w\":11.63445,\"uw\":0.000781025,\"c\":243.1705,\"uc\":0.0405,\"F\":1652.60518,\"uF\":0.6747140787,\"r\":-0.0264654245,\"ur\":0.0645469948}]'"
-      ]
-     },
-     "execution_count": 82,
-     "metadata": {},
-     "output_type": "execute_result"
     }
    ],
    "source": [
     "sheet = ipysheet.from_dataframe(dfSonarCorrezione)\n",
     "\n",
     "display(sheet)\n",
-    "dfSonar.head(4).to_json(orient=\"records\")"
+    "# dfSonar.head(4).to_json(orient=\"records\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 25,
    "id": "8917049c",
    "metadata": {},
    "outputs": [
@@ -1127,7 +1107,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 26,
    "id": "e35a9456",
    "metadata": {},
    "outputs": [],
@@ -1150,7 +1130,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 27,
    "id": "d5646b8c",
    "metadata": {},
    "outputs": [
@@ -1203,13 +1183,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 40,
    "id": "8de2a48e",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 800x500 with 1 Axes>"
       ]
@@ -1238,7 +1218,7 @@
     "sns.despine(ax=ax)\n",
     "ax.set_xlabel(\"F  [mN]\")\n",
     "ax.set_ylabel(r\"Residuo $x_i - \\left(\\frac{y_i}{A} - \\frac{B}{A}\\right)$  [mm]\")\n",
-    "ax.set_title(\"Residui della regressione — Molla 1 (sonar statico)\")\n",
+    "ax.set_title(\"Residui della regressione — Molla 1 (sonar statico corretto)\")\n",
     "ax.legend()\n",
     "ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n",
     "\n",
@@ -1257,7 +1237,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 29,
    "id": "af6143df",
    "metadata": {},
    "outputs": [
@@ -1281,7 +1261,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 30,
    "id": "a1e69bd3",
    "metadata": {},
    "outputs": [
@@ -1289,13 +1269,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Meq = 1000/(alp*m_molla + m_osc)\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
+      "Meq = 1000/(alp*m_molla + m_osc)\n",
       "sigma_Meq = 1000*sqrt(alp**2*sigma_m_molla**2 + m_molla**2*sigma_alp**2 + sigma_m_osc**2)/(alp*m_molla + m_osc)**2\n",
       "\n",
       "Formula LaTeX:\n",
@@ -1337,7 +1311,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": 31,
    "id": "56679fc4",
    "metadata": {},
    "outputs": [
@@ -1381,14 +1355,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
+   "execution_count": 32,
    "id": "455271a9",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "3e41f715ecf9427790522ae267be1968",
+       "model_id": "3b51a0edcf7047c0ab2e16af0a3de188",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1398,16 +1372,6 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'[{\"m1\":108.61,\"m2\":108.61,\"m3\":108.61,\"a1\":9.21,\"ua1\":0.029,\"w1\":14.2459,\"uw1\":0.0008,\"c1\":268.151,\"uc1\":0.02,\"a2\":10.69,\"ua2\":0.04,\"w2\":14.2434,\"uw2\":0.0009,\"c2\":268.326,\"uc2\":0.026,\"alp\":0.333333,\"ualp\":0.000001,\"m\":108.61,\"um\":0.0028867513,\"nm\":3.0,\"outm\":\"[]\",\"w\":14.24465,\"uw\":0.00125,\"c\":268.2385,\"uc\":0.0875,\"F\":1065.02966,\"uF\":0.4353612606,\"r\":-0.1151157394,\"ur\":0.1108576,\"Meq\":8.4335211413,\"uMeq\":0.000230411,\"Omega2\":202.9100536225,\"uOmega2\":0.035611625},{\"m1\":128.64,\"m2\":128.63,\"m3\":128.64,\"a1\":10.037,\"ua1\":0.025,\"w1\":13.1939,\"uw1\":0.0007,\"c1\":259.605,\"uc1\":0.018,\"a2\":9.744,\"ua2\":0.027,\"w2\":13.1913,\"uw2\":0.0009,\"c2\":259.745,\"uc2\":0.02,\"alp\":0.333333,\"ualp\":0.000001,\"m\":128.6366666667,\"um\":0.0044095855,\"nm\":3.0,\"outm\":\"[]\",\"w\":13.1926,\"uw\":0.0013,\"c\":259.675,\"uc\":0.07,\"F\":1261.4111533333,\"uF\":0.5163603432,\"r\":0.0997008545,\"ur\":0.0835641852,\"Meq\":7.2149498938,\"uMeq\":0.0002419647,\"Omega2\":174.04469476,\"uOmega2\":0.03430076},{\"m1\":148.38,\"m2\":148.38,\"m3\":148.38,\"a1\":9.93,\"ua1\":0.03,\"w1\":12.3469,\"uw1\":0.0007,\"c1\":251.525,\"uc1\":0.021,\"a2\":11.41,\"ua2\":0.03,\"w2\":12.3461,\"uw2\":0.0006,\"c2\":251.542,\"uc2\":0.023,\"alp\":0.333333,\"ualp\":0.000001,\"m\":148.38,\"um\":0.0028867513,\"nm\":3.0,\"outm\":\"[]\",\"w\":12.3465,\"uw\":0.0009219544,\"c\":251.5335,\"uc\":0.031144823,\"F\":1455.01428,\"uF\":0.5941946685,\"r\":0.010632976,\"ur\":0.0484884905,\"Meq\":6.3153466889,\"uMeq\":0.0001292051,\"Omega2\":152.43606225,\"uOmega2\":0.0227658211},{\"m1\":168.53,\"m2\":168.53,\"m3\":168.53,\"a1\":11.34,\"ua1\":0.03,\"w1\":11.6345,\"uw1\":0.0005,\"c1\":243.211,\"uc1\":0.021,\"a2\":11.5,\"ua2\":0.03,\"w2\":11.6344,\"uw2\":0.0006,\"c2\":243.13,\"uc2\":0.021,\"alp\":0.333333,\"ualp\":0.000001,\"m\":168.53,\"um\":0.0028867513,\"nm\":3.0,\"outm\":\"[]\",\"w\":11.63445,\"uw\":0.000781025,\"c\":243.1705,\"uc\":0.0405,\"F\":1652.60518,\"uF\":0.6747140787,\"r\":-0.0264654245,\"ur\":0.0645469948,\"Meq\":5.6024155762,\"uMeq\":0.0001016801,\"Omega2\":135.3604268025,\"uOmega2\":0.0181735919}]'"
-      ]
-     },
-     "execution_count": 90,
-     "metadata": {},
-     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -1420,7 +1384,7 @@
     "\n",
     "sheet = ipysheet.from_dataframe(dfSonar)\n",
     "display(sheet)\n",
-    "dfSonar.head(4).to_json(orient=\"records\")"
+    "# dfSonar.head(4).to_json(orient=\"records\")"
    ]
   },
   {
@@ -1433,7 +1397,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
+   "execution_count": 33,
    "id": "02119d66",
    "metadata": {},
    "outputs": [
@@ -1463,7 +1427,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 92,
+   "execution_count": 34,
    "id": "96f12fe6",
    "metadata": {},
    "outputs": [],
@@ -1486,7 +1450,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 93,
+   "execution_count": 35,
    "id": "de571f32",
    "metadata": {},
    "outputs": [
@@ -1543,7 +1507,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 94,
+   "execution_count": 36,
    "id": "c87033e0",
    "metadata": {},
    "outputs": [
@@ -1596,7 +1560,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 101,
+   "execution_count": 37,
    "id": "e87e24b7",
    "metadata": {},
    "outputs": [
@@ -1605,20 +1569,20 @@
      "output_type": "stream",
      "text": [
       "Calibro Con tutti i dati\n",
-      "AC      = 23.9437 ± 0.0424\n",
-      "BC      = 2719.8777 ± 2.8546\n",
-      "cov_ABC = 0.119914\n",
-      "chi²    = 55.1017\n",
+      "AC      = 23.9432 ± 0.0422\n",
+      "BC      = 2719.8356 ± 2.8402\n",
+      "cov_ABC = 0.118646\n",
+      "chi²    = 56.2014\n",
       "GdL     = 5\n",
       "P(chi², ∞)= 0.0000\n",
       "\n",
       "Calibro tolto il dato 1\n",
-      "AC      = 23.8835 ± 0.0432\n",
-      "BC      = 2718.1378 ± 2.8613\n",
-      "cov_ABC = 0.121602\n",
-      "chi²    = 1.7942\n",
+      "AC      = 23.8834 ± 0.0429\n",
+      "BC      = 2718.1321 ± 2.8464\n",
+      "cov_ABC = 0.120249\n",
+      "chi²    = 1.8108\n",
       "GdL     = 4\n",
-      "P(chi², ∞)= 0.4078\n",
+      "P(chi², ∞)= 0.4044\n",
       "\n",
       "Sonar caso statico (temperatura non considerata)\n",
       "AS      = 23.5225 ± 0.0853\n",
@@ -1690,7 +1654,73 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 121,
+   "execution_count": 44,
+   "id": "dc913446",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot gaussiane\n",
+    "\n",
+    "# Parametri gaussiane\n",
+    "# (media, deviazione standard, colore, nome)\n",
+    "gaussiane = [\n",
+    "    (AC, uAC, 1, 'calibro'),\n",
+    "    (AS2, uAS2, 2, 'sonar statico'),\n",
+    "    (AD, uAD, 4, 'sonar dinamico')\n",
+    "]\n",
+    "\n",
+    "# Creazione figura\n",
+    "plt.figure(figsize=(12, 7))\n",
+    "\n",
+    "# Creazione asse x\n",
+    "xMin = float('inf')\n",
+    "xMax = float('-inf')\n",
+    "for mu, sigma, _, _ in gaussiane:\n",
+    "    minimoLocale = mu - 4 * sigma\n",
+    "    massimoLocale = mu + 4 * sigma\n",
+    "    \n",
+    "    if minimoLocale < xMin:\n",
+    "        xMin = minimoLocale\n",
+    "    \n",
+    "    if massimoLocale > xMax:\n",
+    "        xMax = massimoLocale\n",
+    "x = np.linspace(xMin, xMax, 1000)\n",
+    "\n",
+    "# Ciclo gaussiane\n",
+    "for mu, sigma, colore, etichetta in gaussiane:\n",
+    "    \n",
+    "    y = stats.norm.pdf(x, mu, sigma)\n",
+    "    plt.plot(x, y, color=sns.color_palette()[colore], linewidth=1, label=etichetta)\n",
+    "    \n",
+    "    puntiLinee = [mu - sigma, mu, mu + sigma]\n",
+    "    for px in puntiLinee:\n",
+    "        py = stats.norm.pdf(px, mu, sigma) \n",
+    "        plt.vlines(x=px, ymin=0, ymax=py, colors=sns.color_palette()[colore], linestyles='dashed', linewidth=1)\n",
+    "        \n",
+    "# Dettagli estetici finali\n",
+    "plt.ylim(bottom=0)\n",
+    "plt.title('Confronto dati')\n",
+    "plt.xlabel('k')\n",
+    "plt.legend()\n",
+    "\n",
+    "# Mostriamo il grafico\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
    "id": "d4af85a1",
    "metadata": {},
    "outputs": [],
@@ -1706,7 +1736,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 124,
+   "execution_count": 57,
+   "id": "3005eb0f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "2 * (1 - stats.t.cdf(abs(2.6076), df=6))\n",
+    "len(dfCalibro)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
    "id": "57de948b",
    "metadata": {},
    "outputs": [
@@ -1714,55 +1766,55 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Compatibilità: Calibro (tolto dato 1) vs Sonar statico (T considerata)\n",
+      "Compatibilità: Calibro vs Sonar statico (T considerata)\n",
       "Sigma             t    p-value\n",
       "------------------------------\n",
-      "1σ           2.5752     0.1235\n",
-      "2σ           1.2876     0.3268\n",
-      "3σ           0.8584     0.4811\n",
+      "1σ           5.0132     0.0015\n",
+      "2σ           2.5066     0.0406\n",
+      "3σ           1.6711     0.1386\n",
       "\n",
       "\n",
-      "Compatibilità: Calibro (tolto dato 1) vs Sonar dinamico\n",
+      "Compatibilità: Calibro vs Sonar dinamico\n",
       "Sigma             t    p-value\n",
       "------------------------------\n",
-      "1σ           0.0591     0.9582\n",
-      "2σ           0.0296     0.9791\n",
-      "3σ           0.0197     0.9861\n",
+      "1σ           2.6076     0.0350\n",
+      "2σ           1.3038     0.2335\n",
+      "3σ           0.8692     0.4135\n",
       "\n",
       "\n",
       "Compatibilità: Sonar Dinamico vs Sonar statico (T considerata)\n",
       "Sigma             t    p-value\n",
       "------------------------------\n",
-      "1σ           2.7009     0.1141\n",
-      "2σ           1.3505     0.3094\n",
-      "3σ           0.9003     0.4630\n"
+      "1σ           3.8197     0.0088\n",
+      "2σ           1.9098     0.1047\n",
+      "3σ           1.2732     0.2500\n"
      ]
     }
    ],
    "source": [
     "# Ringraziate Cloude per questo incredibile print\n",
-    "print(\"Compatibilità: Calibro (tolto dato 1) vs Sonar statico (T considerata)\")\n",
+    "print(\"Compatibilità: Calibro vs Sonar statico (T considerata)\")\n",
     "print(f\"{'Sigma':<10} {'t':>8} {'p-value':>10}\")\n",
     "print(\"-\" * 30)\n",
     "for n in [1, 2, 3]:\n",
-    "    res = p_t_student_compatibilita(AC2, uAC2*n, len(dfCalibro_senza1)-2,\n",
-    "                                    AS2,  uAS2*n, len(dfSonar)-2)\n",
+    "    res = p_t_student_compatibilita(AC, uAC*n, len(dfCalibro),\n",
+    "                                    AS2,  uAS2*n, len(dfSonar))\n",
     "    print(f\"{n}σ         {res['t']:>8.4f} {res['p']:>10.4f}\")\n",
     "\n",
-    "print(\"\\n\\nCompatibilità: Calibro (tolto dato 1) vs Sonar dinamico\")\n",
+    "print(\"\\n\\nCompatibilità: Calibro vs Sonar dinamico\")\n",
     "print(f\"{'Sigma':<10} {'t':>8} {'p-value':>10}\")\n",
     "print(\"-\" * 30)\n",
     "for n in [1, 2, 3]:\n",
-    "    res = p_t_student_compatibilita(AC2, uAC2*n, len(dfCalibro_senza1)-2,\n",
-    "                                    AD,  uAD*n,  len(dfSonar)-2)\n",
+    "    res = p_t_student_compatibilita(AC, uAC*n, len(dfCalibro),\n",
+    "                                    AD,  uAD*n,  len(dfSonar))\n",
     "    print(f\"{n}σ         {res['t']:>8.4f} {res['p']:>10.4f}\")\n",
     "\n",
     "print(\"\\n\\nCompatibilità: Sonar Dinamico vs Sonar statico (T considerata)\")\n",
     "print(f\"{'Sigma':<10} {'t':>8} {'p-value':>10}\")\n",
     "print(\"-\" * 30)\n",
     "for n in [1, 2, 3]:\n",
-    "    res = p_t_student_compatibilita(AD,  uAD*n,  len(dfSonar)-2,\n",
-    "                                    AS2, uAS2*n, len(dfSonar)-2)\n",
+    "    res = p_t_student_compatibilita(AD,  uAD*n,  len(dfSonar),\n",
+    "                                    AS2, uAS2*n, len(dfSonar))\n",
     "    print(f\"{n}σ         {res['t']:>8.4f} {res['p']:>10.4f}\")"
    ]
   },
@@ -1782,7 +1834,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "base",
    "language": "python",
    "name": "python3"
   },
@@ -1796,7 +1848,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.5"
+   "version": "3.13.11"
   }
  },
  "nbformat": 4,
diff --git a/mollaDefinitiva/molla-2/molla2.ipynb b/mollaDefinitiva/molla-2/molla2.ipynb
index b1a4629..4e2eea6 100644
--- a/mollaDefinitiva/molla-2/molla2.ipynb
+++ b/mollaDefinitiva/molla-2/molla2.ipynb
@@ -11,7 +11,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 18,
    "id": "3a34cc3f",
    "metadata": {},
    "outputs": [],
@@ -56,7 +56,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 19,
    "id": "1e2fabea",
    "metadata": {},
    "outputs": [],
@@ -144,7 +144,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 20,
    "id": "a5ff5ff5",
    "metadata": {},
    "outputs": [
@@ -188,7 +188,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 21,
    "id": "e649eddc",
    "metadata": {},
    "outputs": [],
@@ -210,14 +210,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 22,
    "id": "42ff21d6",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "4e6d22eda4344bf19ac6192fc7bab556",
+       "model_id": "ac92a8cbb63f4b5a9e8b0a61f9c44dc0",
        "version_major": 2,
        "version_minor": 0
       },
@@ -247,7 +247,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 23,
    "id": "dfab4331",
    "metadata": {},
    "outputs": [],
@@ -304,7 +304,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "5d7ca0a0",
    "metadata": {},
    "outputs": [
@@ -313,11 +313,11 @@
      "output_type": "stream",
      "text": [
       "Residuo:\n",
-      "  r = x + B/A - y/A\n",
+      "  r = -A*x - B + y\n",
       "\n",
       "Formula LaTeX:\n",
-      "  r       = x + \\frac{B}{A} - \\frac{y}{A}\n",
-      "  sigma_r = \\sqrt{\\frac{A^{4} \\sigma_{x}^{2} + A^{2} \\left(\\sigma_{B}^{2} + \\sigma_{y}^{2}\\right) - 2 A cov_{AB} \\left(B - y\\right) + \\sigma_{A}^{2} \\left(B - y\\right)^{2}}{A^{4}}}\n"
+      "  r       = - A x - B + y\n",
+      "  sigma_r = \\sqrt{A^{2} \\sigma_{x}^{2} + 2 cov_{AB} x + \\sigma_{A}^{2} x^{2} + \\sigma_{B}^{2} + \\sigma_{y}^{2}}\n"
      ]
     }
    ],
@@ -328,7 +328,7 @@
     "cov_AB = sp.symbols('cov_AB', real=True)\n",
     "\n",
     "# Residuo: r = x - (y/A - B/A)\n",
-    "r = x - (y / A - B / A)\n",
+    "r = y - (A*x + B)\n",
     "\n",
     "# Propagazione errore (con covarianza A,B)\n",
     "dr_dA  = sp.diff(r, A)\n",
@@ -360,7 +360,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 25,
    "id": "cd68b201",
    "metadata": {},
    "outputs": [
@@ -389,7 +389,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 26,
    "id": "f98a3612",
    "metadata": {},
    "outputs": [],
@@ -410,6 +410,29 @@
     ")"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "89564ae9",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Probabilità chi quadro con incertezza residui invece di sigmaY_equiv\n",
+      "P(chi², ∞)= 0.1901\n"
+     ]
+    }
+   ],
+   "source": [
+    "x2  = np.sum(dfCalibro['r']**2 / dfCalibro['ur']**2)\n",
+    "dof = 4 - 2\n",
+    "P = stats.chi2.sf(x2, dof)\n",
+    "print('Probabilità chi quadro con incertezza residui invece di sigmaY_equiv')\n",
+    "print(f\"P(chi², ∞)= {P:.4f}\")"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "5de53d0e",
@@ -420,7 +443,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 28,
    "id": "68eb66dc",
    "metadata": {},
    "outputs": [
@@ -473,13 +496,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 30,
    "id": "831a4ac6",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 800x500 with 1 Axes>"
       ]
@@ -507,7 +530,7 @@
     "sns.despine(ax=ax)\n",
     "ax.set_xlabel(\"F  [mN]\")\n",
     "ax.set_ylabel(r\"Residuo $x_i - \\left(\\frac{y_i}{A} - \\frac{B}{A}\\right)$  [mm]\")\n",
-    "ax.set_title(\"Residui della regressione — Molla 1 (calibro)\")\n",
+    "ax.set_title(\"Residui della regressione — Molla 2 (calibro)\")\n",
     "ax.legend()\n",
     "ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n",
     "\n",
@@ -529,7 +552,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 31,
    "id": "17cbeaea",
    "metadata": {},
    "outputs": [
@@ -561,7 +584,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 32,
    "id": "0bc01605",
    "metadata": {},
    "outputs": [
@@ -575,7 +598,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "f4fea2f4e82b4b9ab4505c40a7691071",
+       "model_id": "c65c6232130744bfb88bee203ff1afe0",
        "version_major": 2,
        "version_minor": 0
       },
@@ -597,7 +620,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "9372f3c98be34baebe1f3042dcea187f",
+       "model_id": "932691f151f34a228f46544b11b0f080",
        "version_major": 2,
        "version_minor": 0
       },
@@ -635,13 +658,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 33,
    "id": "d2c1a550",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
       "text/plain": [
        "<Figure size 1300x500 with 2 Axes>"
       ]
@@ -681,7 +704,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 34,
    "id": "8f79348f",
    "metadata": {},
    "outputs": [
@@ -746,13 +769,12 @@
    "metadata": {},
    "source": [
     "## Import dei dati sonar (semidispersioni)\n",
-    "- masse trattate come prima\n",
-    "- $\\omega$, c trattati con semidispersione"
+    "- masse, $\\omega$, c trattati come prima"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 35,
    "id": "d6195b96",
    "metadata": {},
    "outputs": [],
@@ -776,14 +798,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 36,
    "id": "02e2d183",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "01c761139d6e49809ecf4f1cdca97cb5",
+       "model_id": "f3c0753abf4145cf8e63b1c692bcf464",
        "version_major": 2,
        "version_minor": 0
       },
@@ -793,23 +815,13 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'[{\"m1\":49.25,\"m2\":49.24,\"m3\":49.25,\"a1\":9.7171,\"ua1\":0.016,\"w1\":7.6565,\"uw1\":0.0004,\"c1\":484.455,\"uc1\":0.011,\"t1\":15.62,\"a2\":8.911,\"ua2\":0.015,\"w2\":7.6569,\"uw2\":0.0004,\"c2\":484.516,\"uc2\":0.011,\"t2\":15.58,\"a3\":10.446,\"ua3\":0.027,\"w3\":7.6603,\"uw3\":0.0005,\"c3\":485.082,\"uc3\":0.019,\"t3\":15.76,\"a4\":8.377,\"ua4\":0.016,\"w4\":7.6582,\"uw4\":0.0004,\"c4\":484.752,\"uc4\":0.011,\"t4\":15.87,\"alp\":0.333333,\"ualp\":0.000001,\"m\":49.2466666667,\"um\":0.0044095855,\"nm\":3.0,\"outm\":\"[]\",\"w\":7.657975,\"uw\":0.000855741,\"nw\":4.0,\"outw\":\"[]\",\"c\":484.70125,\"uc\":0.1421568236,\"nc\":4.0,\"outc\":\"[]\",\"t\":15.7075,\"ut\":0.0672526332,\"nt\":4.0,\"outt\":\"[]\",\"F\":482.9128133333,\"uF\":0.2016766686},{\"m1\":69.28,\"m2\":69.28,\"m3\":69.27,\"a1\":9.86,\"ua1\":0.016,\"w1\":6.55968,\"uw1\":0.00029,\"c1\":423.352,\"uc1\":0.011,\"t1\":18.31,\"a2\":10.39,\"ua2\":0.012,\"w2\":6.55891,\"uw2\":0.00022,\"c2\":423.154,\"uc2\":0.009,\"t2\":18.27,\"a3\":10.491,\"ua3\":0.013,\"w3\":6.56002,\"uw3\":0.00024,\"c3\":423.697,\"uc3\":0.01,\"t3\":18.34,\"a4\":10.968,\"ua4\":0.019,\"w4\":6.56,\"uw4\":0.0003,\"c4\":423.465,\"uc4\":0.014,\"t4\":18.16,\"alp\":0.333333,\"ualp\":0.000001,\"m\":69.2766666667,\"um\":0.0044095855,\"nm\":3.0,\"outm\":\"[]\",\"w\":6.5596525,\"uw\":0.0002594685,\"nw\":4.0,\"outw\":\"[]\",\"c\":423.417,\"uc\":0.1133203424,\"nc\":4.0,\"outc\":\"[]\",\"t\":18.27,\"ut\":0.040620192,\"nt\":4.0,\"outt\":\"[]\",\"F\":679.3269933333,\"uF\":0.2804600444},{\"m1\":88.97,\"m2\":88.97,\"m3\":88.96,\"a1\":11.584,\"ua1\":0.014,\"w1\":5.84417,\"uw1\":0.0002,\"c1\":363.229,\"uc1\":0.01,\"t1\":20.27,\"a2\":10.1763,\"ua2\":0.017,\"w2\":5.84585,\"uw2\":0.00028,\"c2\":363.354,\"uc2\":0.012,\"t2\":20.44,\"a3\":12.044,\"ua3\":0.018,\"w3\":5.845,\"uw3\":0.00026,\"c3\":363.183,\"uc3\":0.013,\"t3\":20.54,\"a4\":11.224,\"ua4\":0.016,\"w4\":5.84513,\"uw4\":0.00025,\"c4\":363.233,\"uc4\":0.011,\"t4\":20.49,\"alp\":0.333333,\"ualp\":0.000001,\"m\":88.9666666667,\"um\":0.0044095855,\"nm\":3.0,\"outm\":\"[]\",\"w\":5.8450375,\"uw\":0.0003443214,\"nw\":4.0,\"outw\":\"[]\",\"c\":363.24975,\"uc\":0.0365544685,\"nc\":4.0,\"outc\":\"[]\",\"t\":20.435,\"ut\":0.0595119036,\"nt\":4.0,\"outt\":\"[]\",\"F\":872.4071333333,\"uF\":0.358484053},{\"m1\":108.61,\"m2\":108.61,\"m3\":108.61,\"a1\":11.542,\"ua1\":0.026,\"w1\":5.3278,\"uw1\":0.0003,\"c1\":303.5502,\"uc1\":0.019,\"t1\":22.49,\"a2\":8.424,\"ua2\":0.017,\"w2\":5.3282,\"uw2\":0.0003,\"c2\":303.581,\"uc2\":0.012,\"t2\":22.27,\"a3\":10.501,\"ua3\":0.022,\"w3\":5.3296,\"uw3\":0.0003,\"c3\":303.842,\"uc3\":0.016,\"t3\":22.55,\"a4\":9.959,\"ua4\":0.014,\"w4\":5.32822,\"uw4\":0.0002,\"c4\":303.445,\"uc4\":0.01,\"t4\":22.15,\"alp\":0.333333,\"ualp\":0.000001,\"m\":108.61,\"um\":0.0028867513,\"nm\":3.0,\"outm\":\"[]\",\"w\":5.328455,\"uw\":0.0003937334,\"nw\":4.0,\"outw\":\"[]\",\"c\":303.60455,\"uc\":0.0843342704,\"nc\":4.0,\"outc\":\"[]\",\"t\":22.365,\"ut\":0.0941187194,\"nt\":4.0,\"outt\":\"[]\",\"F\":1065.02966,\"uF\":0.4353612606}]'"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
     }
    ],
    "source": [
     "sheet = ipysheet.from_dataframe(dfSonar)\n",
     "\n",
     "display(sheet)\n",
-    "dfSonar.head(4).to_json(orient=\"records\")"
+    "# dfSonar.head(4).to_json(orient=\"records\")"
    ]
   },
   {
@@ -823,7 +835,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 37,
    "id": "06f9ccef",
    "metadata": {},
    "outputs": [
@@ -852,7 +864,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 38,
    "id": "09445aac",
    "metadata": {},
    "outputs": [],
@@ -883,7 +895,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 39,
    "id": "75653d7a",
    "metadata": {},
    "outputs": [
@@ -936,13 +948,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 40,
    "id": "1ecf9ab2",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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80L59e4fLO3Xq5JwnWIuTJ08iOjoawcHBtS67Pg3q6quvvsIzzzyDuLg4h88d1/UcHi1btqzyGfUjR47gzz//RLNmzWocI/C/5rGxsQ7Xd+jQocblnXvbI0eOQCmFjh07Vnv7yp3kY2NjMWvWLCxevBgffvghBg8ejGuvvRa33nqrfcIxceJEvPnmm5g2bRoeffRRjBgxAtdffz1uvPFG+y9J56r8Ba+610mXLl2wceNG5OfnIygoyH5569atHW5X+UtqVlYWQkND6/ycqlNSUoLMzMwar6+Nr6+vw8SoNr169ULnzp3x0UcfITw8HFFRUfZJ47lOnjyJjh07VmnYpUsX+/X1cfDgQTzxxBPYunVrlV/Ez94/5nySk5MxZswYhIWF4bPPPqvzzveqmh1758yZg82bN6Nv377o0KEDrrjiCkyaNAkDBw4EAKSlpaGgoKDG14nNZsPp06cdPoJV2+ukUn1aVPderY6fnx9eeOEFzJ49G5GRkbjssstw9dVX4/bbb0dUVNR571+578Py5csRHx/vsH9H06ZNz3v/6hw7dgwtWrSo9fVZuT45d/0RFRWF8PDwal9nSqk6r+uInImTCiIX6tu3r/1zsePGjcOgQYMwadIkHDp0CMHBwfa/HD/00EMYNWpUtY9R+T+TIUOG4NixY/jiiy/w7bff4s0338SSJUuwcuVKTJs2TXusNf1PqC47iuqoT4O6+P7773HttddiyJAhWL58OaKjo9GoUSO88847VXYwrcnZfyk9e5zdunXD4sWLq71PTExMncd4vuXZbDZYLBZ888031f5SePZE7eWXX8aUKVPsr4v7778fixYtws8//4xWrVohICAA3333HbZt24b//ve/2LBhA9asWYO///3v+Pbbb512xKeaHqfyl9X6PKdz/fTTT+JDnQ4dOtThZInnM2nSJKxYsQIhISGYOHFijRMvZ8rOzsbQoUMRGhqKhQsXon379vD398fevXsxZ86cOm9hysnJwejRo5GdnY3vv/8eLVq0qNP9mjZtWu1f77t06YJDhw7hq6++woYNG7B27VosX74c8+bNw4IFC+r1HCud73VS3xbVvVdrMnPmTFxzzTVYv349Nm7ciCeffBKLFi3C1q1bz7v/wXPPPYcnn3wSd9xxB55++mk0adIEXl5emDlzZp1/PjrqM0nIzs5GRESEC0dDVD1OKogM4u3tjUWLFmH48OF4/fXX8eijj9o/MtCoUaNqj7xyriZNmmDq1KmYOnUq8vLyMGTIEDz11FM1TiratGkDm82GY8eOOfw1sbpjpTdu3LjaIzPV9y+uZy97y5YtyMvLc/iF8dxl17fB+axduxb+/v7YuHGjw1ahd955R+tx27dvj99++w0jRoyo9X/wlc3j4+Md/ip/9OjRei1LKYXY2FhcdNFF5719t27d0K1bNzzxxBP46aefMHDgQKxcuRLPPPMMgIpDTY4YMQIjRozA4sWL8dxzz+Hxxx/Htm3bqm3epk0bANW/Tv766y9EREQ4bKVwxXM6W48ePRyOclYf1X2spzaTJk3CvHnzkJSUhPfff7/G27Vp0wb79++HzWZzmHhUfjynsmFdbN++HRkZGVi3bh2GDBlivzw+Pr7Oj1FUVIRrrrkGhw8fxubNm9G1a9c637dz58748MMPkZOTY9/CVSkoKAgTJ07ExIkTUVJSguuvvx7PPvss5s6di2bNmiEwMLDG14mXl1e9J9vOaFGb9u3bY/bs2Zg9ezaOHDmCnj174uWXX8YHH3wAoOZf3j/77DMMHz4cb731lsPl5/4CX59f/tu3b4+NGzciMzOzxq0VleuTI0eO2LeCAUBKSgqys7OrvM4SEhJQUlLicFsio3CfCiIDDRs2DH379sXSpUtRVFSE5s2bY9iwYVi1ahWSkpKq3P7sQy1mZGQ4XBccHIwOHTpUe1jBSqNHjwYAvPrqqw6XL126tMpt27dvj5ycHOzfv99+WVJSUpWji9TVVVddhbKyMqxYscJ+WXl5OV577TWH29WnQV14e3vDYrE4bGE5ceKEw9GZJCZMmICEhIRqT/pXWFhoP79E5daWc09Ade7zrs31118Pb29vLFiwoMrHUpRS9teC1WpFWVmZw/XdunWDl5eX/XVR3ceGevbsCQA1vnaio6PRs2dPvPfeew4TzQMHDuDbb7/FVVddVefnUt/nVJ3GjRtj5MiRoq/Ko+HUVfv27bF06VIsWrQIffv2rfF2V111FZKTkx2OWlRWVobXXnsNwcHBGDp0aJ2XWfnX+7O7lJSU1PkkZuXl5Zg4cSJ27tyJTz/9FP3796/zsgGgf//+UEphz549Dpef+zPx9fVF165doZRCaWkpvL29ccUVV+CLL76wH9kOqPiF96OPPsKgQYMQGhpar7HotqhJQUFBlZOOtm/fHiEhIQ7vg6CgoGr/uOLt7V3ldfvpp59W2d+rcrJd06Gzz3bDDTdAKVXtVp/KZVW+185dZ1duMT33yGSVP8PajjhF5CrcUkFksIcffhjjx4/Hu+++i7vvvhvLli3DoEGD0K1bN9x1111o164dUlJSsHPnTpw5c8Z+HPSuXbti2LBh6N27N5o0aYLdu3fjs88+w4wZM2pcVs+ePXHzzTdj+fLlyMnJwYABA7Bly5Zq/2p+0003Yc6cObjuuutw//33o6CgACtWrMBFF10k2hHxmmuuwcCBA/Hoo4/ixIkT6Nq1K9atW1ft58Pr2qAuxowZg8WLF+PKK6/EpEmTkJqaimXLlqFDhw4OE6b6uu222/DJJ5/g7rvvxrZt2zBw4ECUl5fjr7/+wieffIKNGzeiT58+6N27N2644QYsXboUGRkZ9kPKHj58GEDd/pLZvn17PPPMM5g7dy5OnDiBcePGISQkBPHx8fj8888xffp0PPTQQ9i6dStmzJiB8ePH46KLLkJZWRnef/99eHt744YbbgBQcVb37777DmPGjEGbNm2QmpqK5cuXo1WrVg7nxDjXSy+9hNGjR6N///6488477YeUDQsLczjXRl3V9TldCOpyONjp06dj1apVmDJlCvbs2YO2bdvis88+w48//oilS5ciJCSkzssbMGAAGjdujMmTJ+P++++HxWLB+++/X+cTmM2ePRtffvklrrnmGmRmZtr/6l7p1ltvrfX+gwYNQtOmTbF582aHfUiuuOIKREVFYeDAgYiMjMSff/6J119/HWPGjLE/v2eeecZ+HpR//OMf8PHxwapVq1BcXIwXX3yxzg0q6baoyeHDhzFixAhMmDABXbt2hY+PDz7//HOkpKTgpptust+ud+/eWLFiBZ555hl06NABzZs3x9///ndcffXVWLhwIaZOnYoBAwbg999/x4cffuiwgzpQ8ToPDw/HypUrERISgqCgIPTr16/KflMAMHz4cNx222149dVXceTIEVx55ZWw2Wz4/vvvMXz4cMyYMQM9evTA5MmTsXr1avtHw3755Re89957GDduXJWPBW7atAmtW7fm4WTJPQw80hSRx6g8fOKvv/5a5bry8nLVvn171b59e1VWVqaUUurYsWPq9ttvV1FRUapRo0aqZcuW6uqrr1afffaZ/X7PPPOM6tu3rwoPD1cBAQGqc+fO6tlnn1UlJSX221R3+NfCwkJ1//33q6ZNm6qgoCB1zTXXqNOnT1c5zKVSSn377bfqkksuUb6+vqpTp07qgw8+EB9SVimlMjIy1G233aZCQ0NVWFiYuu222+yHQT33kIt1aVDXQ8q+9dZbqmPHjsrPz0917txZvfPOO9U+j+oMHTq0xsNolpSUqBdeeEFdfPHFys/PTzVu3Fj17t1bLViwQOXk5Nhvl5+fr+69917VpEkTFRwcrMaNG6cOHTqkAKjnn3/efruzD2danbVr16pBgwapoKAgFRQUpDp37qzuvfdedejQIaWUUsePH1d33HGHat++vfL391dNmjRRw4cPV5s3b7Y/xpYtW9TYsWNVixYtlK+vr2rRooW6+eab1eHDh+23qe6QskoptXnzZjVw4EAVEBCgQkND1TXXXKP++OMPh9vU9ByqO2xqXZ6T0c73M6iEcw4pq5RSKSkpaurUqSoiIkL5+vqqbt26VXso0XPfa9W1+fHHH9Vll12mAgICVIsWLdQjjzyiNm7cWOX1Xp3KQ6vW9FUX999/v8PhdJVSatWqVWrIkCGqadOmys/PT7Vv3149/PDDDq91pZTau3evGjVqlAoODlaBgYFq+PDh6qeffnK4TU3rxOre03VtUdt79Vzp6enq3nvvVZ07d1ZBQUEqLCxM9evXT33yyScOt0tOTlZjxoxRISEhCoD98LJFRUVq9uzZKjo6WgUEBKiBAweqnTt3qqFDh1Y5BO0XX3yhunbtqnx8fBzeV9Wtq8rKytRLL72kOnfurHx9fVWzZs3U6NGj1Z49e+y3KS0tVQsWLFCxsbGqUaNGKiYmRs2dO7fKoYbLy8tVdHS0euKJJ+rUhMjZLErxXO5ERK4WFxeHXr164YMPPsAtt9zi7uEQOTh+/Dg6d+6Mb775BiNGjHD3cEhg/fr1mDRpEo4dO4bo6Gh3D4c8EPepICJyssLCwiqXLV26FF5eXg47nxJdKNq1a4c777wTzz//vLuHQkIvvPACZsyYwQkFuQ23VBAROdmCBQuwZ88eDB8+HD4+Pvjmm2/wzTff2D+HT0RE1NBwUkFE5GSbNm3CggUL8McffyAvLw+tW7fGbbfdhscffxw+Pjw+BhERNTycVBARERERkRbuU0FERERERFo4qSAiIiIiIi2cVDiJUgpWq1X7BD1ERERERGbDSYWT5ObmIiwsDLm5ue4eSp2VlJS4ewimxn5ybKeH/eTYTo7t9LCfHNvJGdmOkwoPVl5e7u4hmBr7ybGdHvaTYzs5ttPDfnJsJ2dkO04qPFhBQYG7h2Bq7CfHdnrYT47t5NhOD/vJsZ2cke04qfBgPF6+HvaTYzs97CfHdnJsp4f95NhOzsh2nFR4MC8v/vh1sJ8c2+lhPzm2k2M7Pewnx3ZyRrbjT8mDFRUVuXsIpsZ+cmynh/3k2E6O7fSwnxzbyRnZjtuTDGSz2S6oIxj4+fl53Bu1UaNG8Pb2dspjhYaGOuVxPBHb6WE/ObaTYzs97CfHdnJGtuOkwiAlJSWIj4+HzWZz91DsysrKPPJziuHh4YiKioLFYtF6nPT0dLRs2dJJo/IsbKeH/eTYTo7t9LCfHNvJGdnOoni2NqewWq0ICwtDTk5OlVmhUgqnTp1CaWkpWrRowc8GuolSCgUFBUhNTUV4eDiio6PdPSQiIiKiBsHz/kztBmVlZSgoKECLFi0QGBjo7uHYlZSUwNfX193DMFRAQAAAIDU1Fc2bN9f6KFRCQgL/ciLEdnrYT47t5NhOD/vJsZ2cke34J3MDVJ545EL7Bb5Ro0buHoJbVE7sSktLtR6nRYsWzhiOR2I7Pewnx3ZybKeH/eTYTs7IdpxUGEj6Gf7c3FwkJSXV+JWbmyt6XN1fqs1Kd1+KSomJiU55HE/EdnrYT47t5NhOD/vJsZ2cke348ScT2LNnD3bs2FHj9UOHDsWwYcPq/bieuJO2M0VERLh7CKbFdnrYT47t5NhOD/vJsZ2cke34W6UJ9O7dG506dQJQsRf/unXrcP3119tfKMHBwaLHLS8vd+tO4ydOnEBsbCz27duHnj17Vnub7du3Y/jw4cjKykJ4eHidHnfKlCnIzs7G+vXrnTbW6litVjRr1syly2io2E4P+8mxnRzb6WE/ObaTM7IdJxUmEBISgpCQEIfLIiIitI9eVJcJxZQpU/Dee+8BqNiy0apVK4wfPx4LFy6Ev7+/1vJjYmKQlJTk9Fn0K6+8AiMOaubn5+fyZTRUbKeH/eTYTo7t9LCfHNvJGdmO+1RcgHJzc7F9+/Yq+0rEp+dj+Y8J2F4Si+U/JiA+Pb9O99N15ZVXIikpCcePH8eSJUuwatUqzJ8/X/txvb29ERUV5fSPYYWFhdV5qwYRERER6eOk4gKUl5eHHTt2IC8vz37ZJ7tPY8TL2/HRnhScKG+Cj/akYMTL2/Hp7tO13q82dT0Rn5+fH6KiohATE4Nx48Zh5MiR2LRpk/0xFi1ahNjYWAQEBKBHjx747LPP7PfNysrCLbfcgmbNmiEgIAAdO3bEO++8A6Di408WiwVxcXH223/99de46KKLEBAQgOHDh+PEiRMOY3nqqaeqfFRq6dKlaNu2rf37KVOmYNy4cXV6bjoupLOjmw3b6WE/ObaTYzs97CfHdnJGtuPHn0wgPj0fj67dD5v9Ez0WlP//f89Zux9/a9sEbSOC6v24knM0HDhwAD/99BPatGkDAFi0aBE++OADrFy5Eh07dsR3332HW2+9Fc2aNcPQoUPx5JNP4o8//sA333yDiIgIHD16FIWFhdU+9unTp3H99dfj3nvvxfTp07F7927Mnj273mM0SlBQ/ZtTBbbTw35ybCfHdnrYT47t5Ixsx0nFBSw9PR0A8PaPCajtIKhvbf8T/xjY0n77uiorK6vTuTO++uorBAcHo6ysDMXFxfDy8sLrr7+O4uJiPPfcc9i8eTP69+8PAGjXrh1++OEHrFq1CkOHDsWpU6fQq1cv9OnTBwActiica8WKFWjfvj1efvllAECnTp3w+++/44UXXqjX8zJKVlaW/WR6VD9sp4f95NhOju30sJ+cGdvl5ubW+smR4ODgKvvLuoKR7TipuICtW7cOAPBDSSxsqglQzdRCKYUf9v0Bn4P/rffj1/Xkd8OHD8eKFSuQn5+PJUuWwMfHBzfccAMOHjyIgoICXH755Q63LykpQa9evQAA99xzD2644Qbs3bsXV1xxBcaNG4cBAwZUu5w///wT/fr1c7iscrJyIYqKinL3EEyL7fSwnxzbybGdHvaTM2M7V50OoL6MbMdJxQWs8rCxZT8m4NSeFPtHns5msVgwqFdXTB94uf1ws3VVWlpapy0VQUFB6NChAwDg7bffRo8ePfDWW2/hkksuAQD897//rXIK+MqjDYwePRonT57E119/jU2bNmHEiBG499578c9//rPO4zybl5dXlSM7ueskfklJSVWeN9UN2+lhPzm2k2M7PewnZ8Z2rjodQH0Z2Y6TigtY5WFj7xgWig/3pNR4uzuHdUG0YJ+KukwozuXl5YXHHnsMs2bNwuHDh+Hn54dTp05h6NChNd6nWbNmmDx5MiZPnozBgwfj4YcfrnZS0aVLF3z55ZcOl/38889VHis5ORlKKfuZsc/e0dtIZlvBXUjYTg/7ybGdHNvpYT85M7Zz1ekA6svIdjz6kwnERgThhRu6w8sCeFsACxS8LICXBXjhhu6inbQB+REBxo8fD29vb6xatQoPPfQQHnzwQbz33ns4duwY9u7di9dee81+bot58+bhiy++wNGjR3Hw4EF89dVX6NKlS7WPe/fdd+PIkSN4+OGHcejQIXz00Ud49913HW4zbNgwpKWl4cUXX8SxY8ewbNkyfPPNN6LnoSshIcEty20I2E4P+8mxnRzb6WE/ObaTM7IdJxUXoODgYAwdOtRh09j4PjHYOnsYJvWORFvvTNzSOxJbZw/D+D4xtd6vNtLzQ/j4+GDGjBl48cUXMXfuXDz55JNYtGgRunTpgiuvvBL//e9/ERsbC6Bia8jcuXPRvXt3DBkyBN7e3vj444+rfdzWrVtj7dq1WL9+PXr06IGVK1fiueeec7hNly5dsHz5cixbtgw9evTAL7/8goceekj0PHTx7J5ybKeH/eTYTo7t9LCfHNvJGdnOoow49bAHsFqtCAsLQ05ODkJDQx2uKyoqQnx8PGJjY7XPQp2UlITVq1dj+vTp2pvQSktL67yzdkPirJ9Hamoqmjdv7sSReQ6208N+cmwnx3Z62E/O7O2c+btbfRnZjvtUmMDZhyWrPGzs2YePlR6WzMuLG6p0BAYGunsIpsV2ethPju3k2E4P+8mxnZyR7TipMIHqDkt29lGepIcl40YqPWVlZe4egmmxnR72k2M7ObbTw35ybCdnZDtOKkzg7MOSVceow5KRI5vN5u4hmBbb6WE/ObaTYzs97CfHdnJGtuOkwgSqOyyZM1QekpVkdPeP8WRsp4f95NhOju30sJ8c28kZ2Y4fqvdgnPnrsVqt7h6CabGdHvaTYzs5ttPDfnJsJ2dkO04qDHSh7cMgPaSs2TlrMlV5VkyqP7bTw35ybCfHdnrYT47t5Ixs55m/VRqsUaNGsFgsSEtLQ7NmzS6Yjx2VlJSIzqptVkoplJSUIC0tDV5eXtrPPSUlxZRn+bwQsJ0e9pNjOzm208N+cmwnZ2Q7TioM4O3tjVatWuHMmTM4ceKEu4fj8QIDA9G6dWvtQ+pyBSfHdnrYT47t5NhOD/vJsZ2cke04qTBIcHAwOnbsiNLSUncPxS4lJQWRkZHuHoahvL294ePj45StRQkJCVzRCbGdHvaTYzs5ttPDfnJsJ2dkuwY5qfjuu+/w0ksvYc+ePUhKSsLnn3+OcePG1Xj77du3Y/jw4VUuT0pKQlRUlNPG5e3tDW9vb6c9nq6WLVt67H4VzuBpEzJnYjs97CfHdnJsp4f95NhOzsh2DXJH7fz8fPTo0QPLli2r1/0OHTqEpKQk+5eZTwlfF2eflZvqj/3k2E4P+8mxnRzb6WE/ObaTM7Jdg/wz9ejRozF69Oh636958+YIDw93/oAuUKGhoe4egqmxnxzb6WE/ObaTYzs97CfHdnJGtmuQWyqkevbsiejoaFx++eX48ccf3T0clysqKnL3EEyN/eTYTg/7ybGdHNvpYT85tpMzsl2D3FJRX9HR0Vi5ciX69OmD4uJivPnmmxg2bBh27dqFSy+9tNr7FBcXo7i42P69GU/McqEc2tas2E+O7fSwnxzbybGdHvaTYzs5I9txSwWATp064f/+7//Qu3dvDBgwAG+//TYGDBiAJUuW1HifRYsWISwszP4VExMDoGJGmJiYCJvNhoSEBAAVe96XlJQgNTUVeXl5yM7ORmZmJgoLC5GcnIyysjKH25aWliI5ORkFBQXIzMxEVlYW8vPzkZKSgtLSUofblpeXIzExEYWFhcjIyEBOTg5yc3ORlpaG4uJih9sqpZCQkIDi4mL79VarFenp6SgsLKzzuAsKCqodd1lZWZVx5+XlVTtum8123nFXjvfccefm5iInJwcZGRk1jru0tBQpKSnIy8tDVlZWvcadnZ2NvLw8pKamoqSkpMZx5+XlwWq1wmq1VjvuyvvUNu7y8vJqx52fn19l3Oc2rBx3YWFhncddVFSE9PT0KuNOTEysdtypqalVxp2UlHTecZ/vNZudne0w7tzc3HqNOz09/bzvtdzcXIf3mjPGnZSUVOU1m5qaWu17LTEx0f6zr8+467KOsFgshqwjzh53Q1lHNGrUyLB1RHXvNTOvI3x8fAxbR1S+1xrSOiIzM9OwdYRRv0cYtY6wWq2m/j0iNTUVAJCammr4OqKgoABGsagL7TTPTmaxWM579KfqPPzww/jhhx+wc+fOaq+vbktFTEwMcnJyTPPZP088pKwzsZ8c2+lhPzm2k2M7PewnZ/Z2SUlJWL16NaZPn47o6GhDl21kO378qQZxcXG1/uD9/Pzg5+dn4Iicr0mTJu4egqmxnxzb6WE/ObaTYzs97CfHdnJGtmuQH3/Ky8tDXFwc4uLiAADx8fGIi4vDqVOnAABz587F7bffbr/90qVL8cUXX+Do0aM4cOAAZs6cia1bt+Lee+91x/ANU7k5jmTYT47t9LCfHNvJsZ0e9pNjOzkj2zXILRW7d+92OJndrFmzAACTJ0/Gu+++i6SkJPsEAwBKSkowe/ZsJCQkIDAwEN27d8fmzZurPSFeQ8KzU+phPzm208N+cmwnx3Z62E+O7eSMbNfg96kwitVqRVhYmKn2qeBp7/Wwnxzb6WE/ObaTYzs97Cdn9nbu3KfCyHYN8uNPVDdGv7AbGvaTYzs97CfHdnJsp4f95NhOzsh2nFR4sOTkZHcPwdTYT47t9LCfHNvJsZ0e9pNjOzkj23FS4cEaN27s7iGYGvvJsZ0e9pNjOzm208N+cmwnZ2Q7Tio8mJEnRGmI2E+O7fSwnxzbybGdHvaTYzs5I9txUuHBfHwa5MG/DMN+cmynh/3k2E6O7fSwnxzbyRnZjpMKD+blxR+/DvaTYzs97CfHdnJsp4f95NhOzsh2/Cl5sKKiIncPwdTYT47t9LCfHNvJsZ0e9pNjOzkj23F7kknl5uYiLy+vxuuDg4MREhJS62OY5XwaFyr2k2M7Pewnx3ZybKeH/eTYTs7IdpxUmNSePXuwY8eOGq8fOnQohg0bVutjpKenm/pkMu7GfnJsp4f95NhOju30sJ8c28kZ2Y6TCpPq3bs3OnXqBKDiBbNu3Tpcf/31iIiIAFCxpeJ8WrRo4dIxNnTsJ8d2ethPju3k2E4P+8mxnZyR7bhPhUmFhIQgOjoa0dHR9olERESE/bLzffQJABITE109zAaN/eTYTg/7ybGdHNvpYT85tpMzsh0nFR6MM3897CfHdnrYT47t5NhOD/vJsZ0ct1SQITjz18N+cmynh/3k2E6O7fSwnxzbyXFLBRmi8mNTJMN+cmynh/3k2E6O7fSwnxzbyRnZjpMKD2a1Wt09BFNjPzm208N+cmwnx3Z62E+O7eSMbMdJhQfz9/d39xBMjf3k2E4P+8mxnRzb6WE/ObaTM7IdJxUezGazuXsIpsZ+cmynh/3k2E6O7fSwnxzbyRnZjpMKD1ZWVubuIZga+8mxnR72k2M7ObbTw35ybCdnZDtOKjxYYGCgu4dgauwnx3Z62E+O7eTYTg/7ybGdnJHtOKnwYFlZWe4egqmxnxzb6WE/ObaTYzs97CfHdnJGtuOkwoNFRUW5ewimxn5ybKeH/eTYTo7t9LCfHNvJGdmOkwoPlpSU5O4hmBr7ybGdHvaTYzs5ttPDfnJsJ2dkO04qPFjLli3dPQRTYz85ttPDfnJsJ8d2ethPju3kjGzHSYUHS0hIcPcQTI395NhOD/vJsZ0c2+lhPzm2kzOyHScVHqx58+buHoKpsZ8c2+lhPzm2k2M7Pewnx3ZyRrbjpMKDZWZmunsIpsZ+cmynh/3k2E6O7fSwnxzbyRnZjpMKDxYUFOTuIZga+8mxnR72k2M7ObbTw35ybCdnZDtOKjxYaWmpu4dgauwnx3Z62E+O7eTYTg/7ybGdnJHtOKnwYEopdw/B1NhPju30sJ8c28mxnR72k2M7OSPbcVLhwfz9/d09BFNjPzm208N+cmwnx3Z62E+O7eSMbMdJhQezWq3uHoKpsZ8c2+lhPzm2k2M7Pewnx3ZyRrbjpMKDRUREuHsIpsZ+cmynh/3k2E6O7fSwnxzbyRnZjpMKD5aSkuLuIZga+8mxnR72k2M7ObbTw35ybCdnZDtOKjwYT3uvh/3k2E4P+8mxnRzb6WE/ObaTM7IdJxUejKe918N+cmynh/3k2E6O7fSwnxzbyRnZjpMKDxYZGenuIZga+8mxnR72k2M7ObbTw35ybCdnZDtOKjxYenq6u4dgauwnx3Z62E+O7eTYTg/7ybGdnJHtOKnwYKGhoe4egqmxnxzb6WE/ObaTYzs97CfHdnJGtuOkwoMVFRW5ewimxn5ybKeH/eTYTo7t9LCfHNvJGdmOkwoP5uXFH78O9pNjOz3sJ8d2cmynh/3k2E7OyHb8KXkwHx8fdw/B1NhPju30sJ8c28mxnR72k2M7OSPbcVLhwQoKCtw9BFNjPzm208N+cmwnx3Z62E+O7eSMbMdJhQcLDw939xBMjf3k2E4P+8mxnRzb6WE/ObaTM7IdJxUeLC0tzd1DMDX2k2M7Pewnx3ZybKeH/eTYTs7IdpxUeDCe9l4P+8mxnR72k2M7ObbTw35ybCdnZDtOKjwYT3uvh/3k2E4P+8mxnRzb6WE/ObaTM7IdJxUeLDo62t1DMDX2k2M7Pewnx3ZybKeH/eTYTs7IdpxUeLDk5GR3D8HU2E+O7fSwnxzbybGdHvaTYzs5I9txUuHBGjdu7O4hmBr7ybGdHvaTYzs5ttPDfnJsJ2dkO04qPFh+fr67h2Bq7CfHdnrYT47t5NhOD/vJsZ2cke04qfBgvr6+7h6CqbGfHNvpYT85tpNjOz3sJ8d2cka246SCiIiIiIi0cFLhwYqLi909BFNjPzm208N+cmwnx3Z62E+O7eSMbMdJhQcLDQ119xBMjf3k2E4P+8mxnRzb6WE/ObaTM7IdJxUeLD093d1DMDX2k2M7Pewnx3ZybKeH/eTYTs7Idg1yUvHdd9/hmmuuQYsWLWCxWLB+/frz3mf79u249NJL4efnhw4dOuDdd991+TjdrUWLFu4egqmxnxzb6WE/ObaTYzs97CfHdnJGtmuQk4r8/Hz06NEDy5Ytq9Pt4+PjMWbMGAwfPhxxcXGYOXMmpk2bho0bN7p4pO6VmJjo7iGYGvvJsZ0e9pNjOzm208N+cmwnZ2Q7H8OWZKDRo0dj9OjRdb79ypUrERsbi5dffhkA0KVLF/zwww9YsmQJRo0a5aphul3Lli3dPQRTYz85ttPDfnJsJ8d2ethPju3kjGzXILdU1NfOnTsxcuRIh8tGjRqFnTt31nif4uJiWK1Why+zSUhIcPcQTI395NhOD/vJsZ0c2+lhPzm2kzOyHScVAJKTkxEZGelwWWRkJKxWKwoLC6u9z6JFixAWFmb/iomJAQAUFRUhMTERNpvN/oNMSEhASUkJUlNTkZeXh+zsbGRmZqKwsBDJyckoKytzuG1paSmSk5NRUFCAzMxMZGVlIT8/HykpKSgtLXW4bXl5OdLS0gAA2dnZyMnJQW5uLtLS0lBcXOxwW6UUEhISUFxcjLS0NPj7+8NqtSI9PR2FhYV1HndBQUG14y4rK6sy7ry8vGrHbbPZkJiYiMLCQmRkZFQ77srxnjvu3Nxc5OTkICMjo8Zxl5aWIiUlBXl5ecjKyqrXuLOzs5GXl4fU1FSUlJTUOG4vLy/7hLK6cVfep7Zxl5eXVzvu/Pz8KuM+t2HluAsLC+s87qKiIqSnp1cZd2JiYrXjTk1NrTLupKSk8477fK/Z8vJyh3Hn5ubWa9zp6ennfa/l5uY6vNecMe6kpKQqr9nU1NRq32uJiYn2n319xl2XdUR4eHi91hHne6/VtI44e9wNZR0RERFh2DqiuveamdcRTZs2NWwdUflea0jriNLSUsPWEfX9PeJCX0copUz9e0RqaioAIDU11fB1hI+PcR9KsiillGFLcwOLxYLPP/8c48aNq/E2F110EaZOnYq5c+faL/v6668xZswYFBQUICAgoMp9iouLHY79a7VaERMTg5ycHMMPfZaUlITVq1dj+vTpiI6OrvP90tLS0KxZMxeOrGFjPzm208N+cmwnx3Z62E/O7O2kv6c5g5HtGuQ+FfUVFRWFlJQUh8tSUlIQGhpa7YQCAPz8/ODn52fE8FzG39/f3UMwNfaTYzs97CfHdnJsp4f95Mzc7sDJVCxe/wviS2JRtP0Epl8eitiIIMOWb2Q7fvwJQP/+/bFlyxaHyzZt2oT+/fu7aUTGsNls7h6CqbGfHNvpYT85tpNjOz3sJ2fWdp/sPo1rV/6KbUneOFHeBGv2Z2LEy9vx6e7Tho3ByHYNclKRl5eHuLg4xMXFAag4ZGxcXBxOnToFAJg7dy5uv/12++3vvvtuHD9+HI888gj++usvLF++HJ988gkefPBBdwzfMGVlZe4egqmxnxzb6WE/ObaTYzs97Cdnxnbx6fl4dO1+2BSgYIGCBTYF2BQwZ+1+nEjPN2QcRrZrkJOK3bt3o1evXujVqxcAYNasWejVqxfmzZsHoOKzbZUTDACIjY3Ff//7X2zatAk9evTAyy+/jDfffLNBH04WAAIDA909BFNjPzm208N+cmwnx3Z62E/OjO0+2X0aFoul2ussFgvWGLS1wsh2DXKfimHDhqG2/c+rO1v2sGHDsG/fPheO6sKTlZVV4z4jdH7sJ8d2ethPju3k2E4P+8mZsd2ZrMIafxdVSuFMVvVHF3U2I9s1yC0VVDfnHkaX6of95NhOD/vJsZ0c2+lhPzkztmvVOKDWLRWtGhvzi76R7cRbKr788st63+fyyy833UyzIUtOTuZZKjWwnxzb6WE/ObaTYzs97CdnxnYT+sRg1Y5j1V6nlMLEPjGGjMPIduLzVHh51W8jh8ViwZEjR9CuXTvJ4i54VqsVYWFhpjpPBRERERG5xqe7T2PO2v32j0FVbrl44YbuGG/QpMJIWh9/Sk5Ohs1mq9OXGXeyaeh42ns97CfHdnrYT47t5NhOD/vJmbXd+D4x+M/df8Pw6HK09c7ExO5NsHX2MEMnFEa2E08qJk+eXK+PMt16662G/wWfate8eXN3D8HU2E+O7fSwnxzbybGdHvaTM3O7i9s0x7MT+mKYbzzuH9YWbQ088R1gbDvxpOKdd95BSEhInW+/YsUKRERESBdHLpCZmenuIZga+8mxnR72k2M7ObbTw35ybCdnZDse/cmDBQcHu3sIpsZ+cmynh/3k2E6O7fSwnxzbyRnZzmnnqSgqKsL+/fuRmppa5ZTg1157rbMWQ05UUlKCoCBjN8M1JOwnx3Z62E+O7eTYTg/7ybGdnJHtnDKp2LBhA26//Xakp6dXuc5isaC8vNwZiyEnEx74i/4/9pNjOz3sJ8d2cmynh/3k2E7OyHZO+fjTfffdh/HjxyMpKanKUZ84obhw+fv7u3sIpsZ+cmynh/3k2E6O7fSwnxzbyRnZzimTipSUFMyaNcuUZzz0ZFar1d1DMDX2k2M7Pewnx3ZybKeH/eTYTs7Idk6ZVNx4443Yvn27Mx6KDNS0aVN3D8HU2E+O7fSwnxzbybGdHvaTYzs5I9s5ZZ+K119/HePHj8f333+Pbt26oVGjRg7X33///c5YDDlZamqq6U57fyFhPzm208N+cmwnx3Z62E+O7eSMbOeUScW///1vfPvtt/D398f27dvtpyEHKnbU5qTiwsQ3qB72k2M7Pewnx3ZybKeH/eTYTs7Idk75+NPjjz+OBQsWICcnBydOnEB8fLz96/jx485YBLmAWU97f6FgPzm208N+cmwnx3Z62E+O7eSMbOeUSUVJSQkmTpwILy+eS89MuGO9HvaTYzs97CfHdnJsp4f95NhOzsh2TpkFTJ48GWvWrHHGQ5GBqjuvCNUd+8mxnR72k2M7ObbTw35ybCdnZDun7FNRXl6OF198ERs3bkT37t2r7Ki9ePFiZyyGnCwsLMzdQzA19pNjOz3sJ8d2cmynh/3k2E7OyHZOmVT8/vvv6NWrFwDgwIEDDtedvdM2XVgKCwsREBDg7mGYFvvJsZ0e9pNjOzm208N+cmwnZ2Q7p0wqtm3b5oyHIYNxHxg97CfHdnrYT47t5NhOD/vJsZ2cke2cMqkAgKKiIuzfvx+pqamw2Wz2yy0WC6655hpnLYbOEZ+ej2WbjmJPSSxyNx3FvVeFIjYiqE739fFx2o/fI7GfHNvpYT85tpNjOz3sJ8d2cka2c8qSNmzYgNtuuw0ZGRlVrrNYLCgvL3fGYugcn+w+jUfX7gcAKNUEJ/+0Yt2f2/HCDd0xvk/Mee9fUFCA4OBgVw+zwWI/ObbTw35ybCfHdnrYT47t5Ixs55RtIvfddx8mTJiApKQk2Gw2hy9OKFwjPj0fj67dD5sCbApQsNj/PWftfpxIzz/vY4SHh7t+oA0Y+8mxnR72k2M7ObbTw35ybCdnZDunTCpSUlIwa9YsHkfYQJ/sPl3jTvAWiwVrdp8+72OkpaU5e1gehf3k2E4P+8mxnRzb6WE/ObaTM7KdUyYVN954I7Zv3+6Mh6I6OpNVCKVUtdcppXAmq/C8j8HT3uthPzm208N+cmwnx3Z62E+O7eSMbOeUfSpef/11jB8/Ht9//z26detW5TwV999/vzMWQ2dp1TigYktFNRMLi8WCVo3Pf/iwhIQEvlE1sJ8c2+lhPzm2k2M7Pewnx3ZyRrZzyqTi3//+N7799lv4+/tj+/btDh/LsVgsnFS4wIQ+MVi141i11ymlMLEOO2pHR0c7e1gehf3k2E4P+8mxnRzb6WE/ObaTM7KdUz7+9Pjjj2PBggXIycnBiRMnEB8fb/86fvy4MxZB54iNCMILN3SHlwXwsgAWKPu/X7ihO9rW4bCyycnJBoy04WI/ObbTw35ybCfHdnrYT47t5Ixs55QtFSUlJZg4cSJPTmKw8X1i8Le2TfD613ux51A8eneKxYyrLq3ThAIAmjRp4uIRNmzsJ8d2ethPju3k2E4P+8mxnZyR7ZwyC5g8eTLWrFnjjIeiemobEYTZl3fAMN94zL68Q50nFACQl5fnwpE1fOwnx3Z62E+O7eTYTg/7ybGdnJHtnLKlory8HC+++CI2btyI7t27V9lRe/Hixc5YDDmZr6+vu4dgauwnx3Z62E+O7eTYTg/7ybGdnJHtnDKp+P3339GrVy8AwIEDBxyuq+lcCkRERERE1DA4ZVKxbds2ZzwMGay4uNjdQzA19pNjOz3sJ8d2cmynh/3k2E7OyHbcs9qDhYaGunsIpsZ+cmynh/3k2E6O7fSwnxzbyRnZTjyp2L9/P2w2W51vf/DgQZSVlUkXRy6QkZHh7iGYGvvJsZ0e9pNjOzm208N+cmwnZ2Q78aSiV69e9Rpo//79cerUKeniyAV4Mhk97CfHdnrYT47t5NhOD/vJsZ2cke3E+1QopfDkk08iMDCwTrcvKSmRLopcJDExkae918B+cmynh/3k2E6O7fSwnxzbyRnZTjypGDJkCA4dOlTn2/fv3x8BAQHSxZEL8A2qh/3k2E4P+8mxnRzb6WE/ObaTM7KdeFKxfft2Jw6D3CEhIYFvVA3sJ8d2ethPju3k2E4P+8mxnZyR7Xj0Jw8WERHh7iGYGvvJsZ0e9pNjOzm208N+cmwnZ2Q7Tio8WE5OjruHYGrsJ8d2ethPju3k2E4P+8mxnZyR7Tip8GDcx0UP+8mxnR72k2M7ObbTw35ybCdnZDtOKjxYfc4zQlWxnxzb6WE/ObaTYzs97CfHdnJGtuOkwoPxZIR62E+O7fSwnxzbybGdHvaTYzs5I9txUuHB6nqOEaoe+8mxnR72k2M7ObbTw35ybCdnZDtOKjxYdna2u4dgauwnx3Z62E+O7eTYTg/7ybGdnJHtOKnwYM2bN3f3EEyN/eTYTg/7ybGdHNvpYT85tpMzsh0nFR4sOTnZ3UMwNfaTYzs97CfHdnJsp4f95NhOzsh2nFR4MJ6dUg/7ybGdHvaTYzs5ttPDfnJsJ2dkOx+dOxcXF2Pr1q3YunUrzpw5g9TUVBQWFqJZs2Zo3rw5evbsiauuugqxsbHOGi85EU97r4f95NhOD/vJsZ0c2+lhPzm2kzOynWhSkZCQgAULFmDLli3o1KkTLrnkEvTo0QOhoaHw8/OD1WpFbm4udu/ejbfeegs+Pj6YM2cObrjhBmePnzTwM4p62E+O7fSwnxzbybGdHvaTYzs5I9vVe1Lx6quv4syZM5g+fTpWr15dp/tYrVasWbMGd999Nx577DG0bt263gMl58vMzERkZKS7h2Fa7CfHdnrYT47t5NhOD/vJsZ2cke3qNan46quvcM0119T740yhoaG46667MG3aNHzyyScICgpC06ZN6/UY5HzBwcHuHoKpsZ8c2+lhPzm2k2M7Pewnx3ZyRrar147aV199tdb+ERaLBRMnTuSE4gJRUlLi7iGYGvvJsZ0e9pNjOzm208N+cmwnZ2Q7lxz9ydvb2xUPWy/Lli1D27Zt4e/vj379+uGXX36p8bbvvvsuLBaLw5e/v7+BoyUiIiIiMi+XTCqUUq542Dpbs2YNZs2ahfnz52Pv3r3o0aMHRo0ahdTU1BrvExoaiqSkJPvXyZMnDRyxe/j6+rp7CKbGfnJsp4f95NhOju30sJ8c28kZ2a7ek4qCgoLz3sZisYgG4yyLFy/GXXfdhalTp6Jr165YuXIlAgMD8fbbb9d4H4vFgqioKPuXJ+wQlJeX5+4hmBr7ybGdHvaTYzs5ttPDfnJsJ2dku3pNKmbMmGE//8TRo0fxj3/8AzfeeCNWrFhR431SUlKwbds2LFu2DPfeey+GDRvm0l/YS0pKsGfPHowcOdJ+mZeXF0aOHImdO3fWeL+8vDy0adMGMTExGDt2LA4ePFjrcoqLi2G1Wh2+zKZJkybuHoKpsZ8c2+lhPzm2k2M7Pewnx3ZyRrar16Tim2++QXp6OlasWIFBgwahVatWuP322/Hdd9/hySeftN9OKYXBgwcjMjISQ4YMwZIlS3Dy5El8+umnePHFF/HXX385/YlUSk9PR3l5eZWJS2RkZI2nKu/UqRPefvttfPHFF/jggw9gs9kwYMAAnDlzpsblLFq0CGFhYfavmJgYAEBRURESExNhs9mQkJAAoOK8HiUlJUhNTUVeXh6ys7ORmZmJwsJCJCcno6yszOG2paWlSE5ORkFBATIzM5GVlYX8/HykpKSgtLTU4bbl5eVIS0sDAGRnZyMnJwe5ublIS0tDcXGxw22VUkhISEBxcTHS0tJw8uRJWK1WpKeno7CwsM7jLigoqHbcZWVlVcadl5dX7bhtNhsSExNRWFiIjIyMasddOd5zx52bm4ucnBxkZGTUOO7S0lKkpKQgLy8PWVlZ9Rp3dnY28vLykJqaipKSkhrHfezYMfuEsrpxV96ntnGXl5dXO+78/Pwq4z63YeW4CwsL6zzuoqIipKenVxl3YmJiteNOTU2tMu6kpKTzjvt8r9lDhw45jDs3N7de405PTz/vey03N9fhveaMcSclJVV5zaamplb7XktMTLT/7Osz7rqsI5KSkuq1jjjfe62mdcTZ424o64jU1FTD1hHVvdfMvI5ISUkxbB1R+V5rSOuIyt99jFhH1Pf3iAt9HXHkyBFT/x5R+fH71NRUw9cRx48fh1Esqh47QFx66aXYu3cvgIpfxA8dOgQAKC8vR79+/bB7924AFVsGxo8fj9OnT2PRokUYOnQoACA2Nhbx8fHOfg4OEhMT0bJlS/z000/o37+//fJHHnkEO3bswK5du877GKWlpejSpQtuvvlmPP3009Xepri4GMXFxfbvrVYrYmJikJOTg9DQUP0nUg9JSUlYvXo1pk+fjujoaEOXTUREREQ185Tf0+q1pSItLQ3r169HfHw8goKC7Jd7e3s77JxtsViwZs0arFq1CkuXLsUVV1yBXbt2GbKvRUREBLy9vZGSkuJweUpKCqKiour0GI0aNUKvXr1w9OjRGm/j5+eH0NBQhy+zqZzZkgz7ybGdHvaTYzs5ttPDfnJsJ2dku3pNKmbNmoX//Oc/uOmmm3D8+HEMGDAAU6dOxfPPP4+MjIwqt+/WrRs+//xzPPfcc1iwYAFSUlLqtKVAh6+vL3r37o0tW7bYL7PZbNiyZYvDlovalJeX4/fff2/Qs0kAdZ5kUfXYT47t9LCfHNvJsZ0e9pNjOzkj29XrjNoPPvigw/fx8fE4cOAADhw4gIEDB9ovP/cTVX369MHXX3+NH3/8EY899hgsFgs2b96sMezazZo1C5MnT0afPn3Qt29fLF26FPn5+Zg6dSoA4Pbbb0fLli2xaNEiAMDChQtx2WWXoUOHDsjOzsZLL72EkydPYtq0aS4b44UgNTW1wU+cXIn95NhOD/vJsZ2c2dvl5ubWeiSc4OBghISEuGz5Zu/nTmwnZ2S7ek0qzhUbG4vY2Fhcc801DpfbbLZqbz9w4EBs2bIF27Zt01nseU2cOBFpaWmYN28ekpOT0bNnT2zYsMG+8/apU6fg5fW/jTRZWVm46667kJycjMaNG6N379746aef0LVrV5eO093Cw8PdPQRTYz85ttPDfnJsJ2f2dnv27MGOHTtqvH7o0KEYNmyYy5Zv9n7uxHZyRrbTmlRIDR8+3OXLmDFjBmbMmFHtddu3b3f4fsmSJViyZInLx3ShKSwsREBAgLuHYVrsJ8d2ethPju3kzN6ud+/e6NSpE4CKI0WuW7cO119/PSIiIgBUbKlwJbP3cye2kzOynVsmFXRhOHtrDdUf+8mxnR72k2M7ObO3CwkJqfLxpoiICMM+GmL2fu7EdnJGtnP6kg4fPoyysjJnPyy5gLe3t7uHYGrsJ8d2ethPju3k2E4P+8mxnZyR7Zw+qejSpYuhJ9ogucLCQncPwdTYT47t9LCfHNvJsZ0e9pNjOzkj2zl9UlGPc+mRm3HHJz3sJ8d2ethPju3k2E4P+8mxnZyR7fghNQ+Wlpbm7iGYmif1y83NRVJSUo1fubm59Xo8T2rnCuwnx3ZybKeH/eTYTs7IdtxR24O1bNnS3UMwNU/q5+xDMXpSO1dgPzm2k2M7Pewnx3ZyRrbjpMKDJSQk8I2qwZP6OftQjJ7UzhXYT47t5NhOD/vJsZ2cke04qfBgPDulHk/q5+xDMXpSO1dgPzm2k2M7Pewnx3ZyRrbjPhUeLDk52d1DMDX2k2M7Pewnx3ZybKeH/eTYTs7IdpxUeLAmTZq4ewimxn5ybKeH/eTYTo7t9LCfHNvJGdnO6ZOKOXPmoGnTps5+WHKBvLw8dw/B1NhPju30sJ8c28mxnR72k2M7OSPbOX2fikWLFjn7IclFfH193T0EU2M/ObbTw35ybCfHdnrYT47t5Ixsx48/ERERERGRFk4qPFhJSYm7h2Bq7CfHdnrYT47t5NhOD/vJsZ2cke04qfBg9T23ADliPzm208N+cmwnx3Z62E+O7eSMbOeSSYW3t7crHpacLDMz091DMDX2k2M7Pewnx3ZybKeH/eTYTs7Idi6ZVCilXPGw5GRRUVHuHoKpsZ8c2+lhPzm2k2M7Pewnx3ZyRrYTTSqeeeYZvPDCC/jmm2+QkJBQ5XqLxaI9MHK9pKQkdw/B1NhPju30sJ8c28mxnR72k2M7OSPbiQ4p+8QTT+D48ePYv38/3nrrLSQkJGDVqlXV3jYlJQV//PGH/evgwYP4888/kZKSojVw0teyZUt3D8HU2E+O7fSwnxzbybGdHvaTYzs5I9vVa0vF3XffjdTUVABAu3btMG7cOMybN6/KhEIphcGDByMyMhJDhgzBkiVLcPLkSXz66ad48cUX8ddffznvGZBYdVuZqO7YT47t9LCfHNvJsZ0e9pNjOzkj29VrS8Xo0aNx1VVX4eqrr8bDDz+MoKCgGm/bokULlJeXY9GiRRg6dCgA4NNPP0Xfvn31RkxO06xZM3cPwdTYT47t9LCfHNvJsZ0e9pNjOzkj29VrS8XYsWOxa9cuREZGYsCAAVi5ciVsNluV21ksFqxZswarVq3C0qVLccUVV2DXrl3c1+ICk52d7e4hmBr7ybGdHvaTYzs5ttPDfnJsJ2dku3rvqO3t7Y0xY8bgwQcfxBNPPIGuXbviP//5T7W37datGz7//HM899xzWLBgAVJSUrBr1y7tQZNzBAQEuHsIpsZ+cmynh/3k2E6O7fSwnxzbyRnZrl4ff7ryyivx559/IiYmBn379sVrr72Giy66CMuXL8eWLVuwdOnSau/Xp08ffP311/jxxx/x2GOPwWKxYPPmzc4YP2koLy939xBMjf3k2E4P+8mxnRzb6WE/OTO2y83NRV5eHgAgPT3d4b9AxUnpQkJCXD4OI9vVa1Lx/PPPo1u3blVObvfWW2+hc+fO9u9rOk/FwIEDsWXLFmzbtk0wVHK26j66RnXHfnJsp4f95NhOju30sJ+cGdvt2bMHO3bscLhs3bp19n8PHToUw4YNc/k4jGxXr0lFRkYGysrKqj1j9tdff23/d21P4JdffkH37t3rs1hyEW5O1MN+cmynh/3k2E6O7fSwn5wZ2/Xu3RudOnWq8frg4GBDxnHBfvxpwIABmD9/Pjp37ozx48c7HP2pXbt2td53z549+Pjjj3HttdeiadOmstGSU2VnZ5vyjXqhYD85ttPDfnJsJ8d2ethPzoztQkJCDPl40/kY2a5ek4qAgAA8//zz2LhxI6666ioEBwejZ8+e6NatG5o0aYLQ0FD4+voiNzcXVqsVJ06cQFxcHOLi4nDFFVfgscceQ+PGjV31XKiemjdv7u4hmBr7ybGdHvaTYzs5ttPDfnJsJ2dkO9EZtUeNGoVRo0Zh7969+Oabb/DGG2/gzJkzSE1NRWFhISIiItC8eXP06NEDo0ePxssvv4zw8HAnD510JScn8yyVGthPju30sJ8c28mxnR72k2M7OSPbiSYVlS699FJceumlePzxx501HjIQ36B62E+O7fSwnxzbybGdHvaTYzs5I9vV+zwV1HDwtPd62E+O7fSwnxzbybGdHvaTYzs5I9txUuHB+BlFPewnx3Z62E+O7eTYTg/7ybGdnJHtOKnwYJmZme4egqmxnxzb6WE/ObaTYzs97CfHdnJGtuOkwoMZdYzkhor95NhOD/vJsZ0c2+lhPzm2kzOyHScVHqykpMTdQzA19pNjOz3sJ8d2cmynh/3k2E7OyHZOn1QcPnwYZWVlzn5YIiIiIiK6QDl9UtGlSxccP37c2Q9LLuDr6+vuIZga+8mxnR72k2M7ObbTw35ybCdnZDunTyqUUs5+SHKRvLw8dw/B1NhPju30sJ8c28mxnR72k2M7OSPbcZ8KD9akSRN3D8HU2E+O7fSwnxzbybGdHvaTYzs5I9txUuHBUlNT3T0EU2M/ObbTw35ybCfHdnrYT47t5Ixs52PYksipcnNz7Zu00tPTHf4LVBxCLCQkpNbH4Gnv9bCfHNvpYT85tpNjOz3sJ8d2cka246TCpPbs2YMdO3Y4XLZu3Tr7v4cOHYphw4bV+hgJCQl8o2pgPzm208N+cmwnx3Z62E+O7eSMbMdJhUn17t0bnTp1qvH6upzsJCoqyplD8jjsJ8d2ethPju3k2E4P+8mxnZyR7bhPhUmFhIQgOjq6xq/zffQJ4GcUdbGfHNvpYT85tpNjOz3sJ8d2cka2c/qkYs6cOWjatKmzH5ZcIDw83N1DMDX2k2M7Pewnx3ZybKeH/eTYTs7Idk6fVCxatIiTCpMoKChw9xBMjf3k2E4P+8mxnRzb6WE/ObaTM7IdP/7kwXx8uEuNDvaTYzs97CfHdnJsp4f95NhOzsh2nFR4MC8v/vh1sJ8c2+lhPzm2k2M7Pewnx3ZyRrbjT8mDFRYWunsIpsZ+cmynh/3k2E6O7fSwnxzbyRnZzumTiiVLlgAADh48iPLycmc/PDlRWFiYu4dgauwnx3Z62E+O7eTYTg/7ybGdnJHtnD6p6NmzJwDgscceQ9euXdGzZ0/ccssteP755/HVV185e3Gk4ewzcFP9sZ8c2+lhPzm2k2M7Pewnx3ZyRrZzyt4bubm59vMiDB8+HADwxRdfAADy8vJw8OBB/P7779i8eTOuvvpqZyySnIBnp9TDfnJsp4f95NhOju30sJ8c28kZ2c4pWyoGDx6M5OTkaq8LDg5Gv379MG3aNCxdutQZiyMnSUhIcPcQTI395NhOD/vJsZ0c2+lhPzm2kzOynVMmFb169UK/fv3w119/OVweFxeHq666yhmLIBdo0aKFu4dgauwnx3Z62E+O7eTYTg/7ybGdnJHtnDKpeOeddzBlyhQMGjQIP/zwAw4fPowJEyagd+/e8Pb2dsYi6m3ZsmVo27Yt/P390a9fP/zyyy+13v7TTz9F586d4e/vj27duuHrr782aKTuk5SU5O4hmBr7ybGdHvaTYzs5ttPDfnJsJ2dkO6ftqL1gwQLMmjULl19+OS655BLk5uZi586d+M9//uOsRdTZmjVrMGvWLMyfPx979+5Fjx49MGrUKKSmplZ7+59++gk333wz7rzzTuzbtw/jxo3DuHHjcODAAYNHbiye+VwP+8mxnR72k2M7ObbTw35ybCdnZDunTCpSUlLwwAMP4JlnnkHXrl3RqFEjTJkyBX379nXGw9fb4sWLcdddd2Hq1Kno2rUrVq5cicDAQLz99tvV3v6VV17BlVdeiYcffhhdunTB008/jUsvvRSvv/66wSM3ltVqdfcQTI395NhOD/vJsZ0c2+lhPzm2kzOynVMmFbGxsfjuu+/w6aefYs+ePVi7di2mT5+Ol156yRkPXy8lJSXYs2cPRo4cab/My8sLI0eOxM6dO6u9z86dOx1uDwCjRo2q8fYNhZ+fn7uHYGrsJ8d2ethPju3k2E4P+8mxnZyR7ZxySNm3334bN910k/37K6+8Etu2bcPVV1+NEydOYNmyZc5YTJ2kp6ejvLwckZGRDpdHRkZW2ZG8UnJycrW3r+mIVgBQXFyM4uJi+/f2mWBcHBAc/L8bNm4MxMYCRUXAH39UfaBLL63476FDQH6+43Vt2wJNmgBpacDp047XhYQAHTsC5eXAb79Vfdxu3YBGjYBjx4CcHMfrWrYEIiOBrCzg6FHH6wICgC5dKv69bx+glOP1XbpU3ObkSSAjw/G6yMiKx87NBY4ccbyuUaOKMQHA778DpaWO13fsWPGcEhKAlBTH65o2Bdq0AQoLgT//dLzOYgF69ar4959/VtzmbLGxFT+DlJSKxz5bWBjQvn3FWH7/HVX06AF4e1c8l9xcx+tiYgA/PyAzEzhxwvG6oCCgU6eKf+/dW/Vxu3YF/P2B+PiKn8HZoqMrvqzWqj8bPz/g4osr/r1/P1BW5nj9RRdVvPbOnAHO/ahfRATQujVQUACc+z7w8gL+//ll8McfFa/Vs7VrB4SHA8nJQGIifNLSEJWYCJ/9+yt6t2sHlJQA1X1csGfPisc/fBjIy/vfIvPyKjpERADp6cCpU473Cw6ueD42W8V76lyXXAL4+gLHjwPZ2Y7XtWgBREVVXH78uON1/v4VywUqHtdmc7y+c2cgMLBiPOce27t5c6BVq4rncfiw43U+PkD37hX/PngQOGvdAADo0AEIDQWSkiq+ziZYR3jl5VU0MmIdER/veJ3J1xFeaWmO62hXriOaNfPIdYSD8HDROgJAxXhctY4A4FdYWLEeO/s96cp1RNu2Ff82YB1h10DWEV55eRUdGtrvEQasI7zy8oAhQ6o+hisoF4qPj1edO3d25SKqSEhIUADUTz/95HD5ww8/rPr27VvtfRo1aqQ++ugjh8uWLVummjdvXuNy5s+frwBU+cqpePv87+uWW9SZM2dU8cGDjpf//6+kpCRVWlqqii+9tMp1RW++qTIyMlT+iy9Wve8VV6gzZ86osszMah837Y8/VFFRkSq4/PIq15W+8IJKTU1VqcuXV7nO1quXOnPmjFJKKZuvb5Xrs3/8UeXn56v8SZOqXFf+yCMqKSlJFX7zTdXHbdnS/rhlUVFVrs/9z3+U1WpV+fffX/W+d9xR0XDv3qrX+fqqhIQEVV5eroovuaTK9QX/+pfKzMxU+U8/XbXTNdeoM2fOqNLExGobph49qoqLi1Xh0KFVritevFgdPXpUFaxeXXVMl11mf67VPW7mL7+ogoIClX/99VWuK3viCZWcnKwK16+v+rjt2/+vYZMmVa63btyocnNzVf7//V/V+95zj0pISFBFP/1U9bqQEJWQkKBsNpsqueiiKtfnf/yxys7OVnlPPFH1+dx4ozpz5owqOX682ueafPKkKikpUUWXXVa14bJlFa/vV16pet+hQ9WZM2dUeUFBtY+b8dtvqrCwUBWMGVP19f300yolJUXlf/xx1efatau9YXlwcJXrc7ZtU3l5eSp/ypSqr+8HHlCJiYmqaNu2qo8bEWF/3NI2bapcn7d2rcrJyVH5Dz9c9flcwOuI/HffrfpcuY6wf51vHZGWltag1hGpqakNZh1x4MAB9dFNN1V9ri5cR/zxxx9cR4DrCPvr28h1hEEsFeN1naysLDRu3NiVi3BQUlKCwMBAfPbZZxg3bpz98smTJyM7O9t+Ur6ztW7dGrNmzcLMmTPtl82fPx/r16/Hb9XN3lH9loqYmBjk7NiBUJNsqShKSoL/uX8RMflfIY38C0NRSAj8Cwo87q+QaWlpWLduHa6//no069hR9FfI4uJi+HXsyC0VgGgdUVxcXLFJu4H8FRKAYeuI4uxsx48DmPyvkA5cvI4oKiqC//HjDWJLRZJSeO+VV3Dn8OFo1qzZ/65z4Tqi6KKL4O/vzy0VgnVEcXEx/IKDG9zvEUasI4qLi+HXv3/Vx3ABl08q3KFfv37o27cvXnvtNQCAzWZD69atMWPGDDz66KNVbj9x4kQUFBQ4HKlqwIAB6N69O1auXFmnZVqtVoSFhSEnJwehoaHOeSIulpiYyGM/a/DUfklJSVi9ejWmT5+O6Oho0WN4ajtnYT85tpNrSO2csR6rr4bUz2hsJ2dkO6fsU3GhmTVrFiZPnow+ffqgb9++WLp0KfLz8zF16lQAwO23346WLVti0aJFAIAHHngAQ4cOxcsvv4wxY8bg448/xu7du7F69Wp3Pg2Xi4qKcvcQTI395NhOD/vJsZ0c2+lhPzm2kzOyndPOU3EhmThxIv75z39i3rx56NmzJ+Li4rBhwwb7ztinTp1yOBnIgAED8NFHH2H16tXo0aMHPvvsM6xfvx6XXHKJu56CIXgyGT3sJ8d2ethPju3k2E4P+8mxnZyR7Rrkx5/cwYwffyKScMfHBoiInInrMSLnc9qWiuzsbLz88suYNm0apk2bhiVLliDn3B176IKScO4OR1Qv7CfHdnrYT47t5NhOD/vJsZ2cke2cMqnYvXs32rdvjyVLliAzMxOZmZlYvHgx2rdvj73V7bVOFwSHI15QvbGfHNvpYT85tpNjOz3sJ8d2cka2c8qk4sEHH8S1116LEydOYN26dVi3bh3i4+Nx9dVXOxymlS4s2eceZo/qhf3k2E4P+8mxnRzb6WE/ObaTM7KdU47+tHv3brzxxhvw8fnfw/n4+OCRRx5Bnz59nLEIcoHAwEB3D8HU2E+O7fSwnxzbybGdHvaTYzs5I9s5ZUtFaGgoTp17YhoAp0+fRkhIiDMWQS5Qdu6Jkahe2E+O7fSwnxzbybGdHvaTYzs5I9s5ZVIxceJE3HnnnVizZg1Onz6N06dP4+OPP8a0adNw8803O2MR5AK2c88USvXiif3i0/Px8qaj2F4Si5c3HUV8ev7571QNT2znTOwnx3ZyDaWds9Zj9dVQ+rkD28kZ2c4ph5QtKSnBww8/jJUrV6KsrAxKKfj6+uKee+7B888/Dz8/P2eM9YJmxkPKFhYWIiAgwN3DMC1P6/fJ7tN4dO1+AIBSChaLBQDwwg3dMb5PTL0ey9PaORv7ybGdXENo58z1WH01hH7uwnZyRrZzypYKX19fvPLKK8jKykJcXBx+++03ZGZmYsmSJR4xoTArHvJXjyf1i0/Px6Nr98OmAJsCFCz2f89Zux8n6vmXPk9q5wrsJ8d2cmZv5+z1WH2ZvZ87sZ2cke2csqP2woULa71+3rx5zlgMOVlERIS7h2BqntTvk92nK/6iV82GTYvFgjW7T2POlZ3r/Hie1M4V2E+O7eTM3s7Z67H6Mns/d2I7OSPbOWVS8fnnnzt8X1paivj4ePj4+KB9+/acVFygUlJS0LJlS3cPw7Q8qd+ZrELU9ElJpRTOZBXW6/E8qZ0rsJ8c28mZvZ2z12P1ZfZ+7sR2cka2c8qkYt++fVUus1qtmDJlCq677jpnLIJcgG9QPZ7Ur1XjgFr/wteqcf0+r+lJ7VyB/eTYTs7s7Zy9Hqsvs/dzJ7aTM7KdU/apqE5oaCgWLFiAJ5980lWLIE087b0eT+o3oU9MrX/hm1jPHRw9qZ0rsJ8c28mZvZ2z12P1ZfZ+7sR2cka2c9mkAqjYOYQ711y4mjdv7u4hmJon9YuNCMILN3SHlwXwsgAWKPu/X7ihO9pGBNXr8TypnSuwnxzbyZm9nbPXY/Vl9n7uxHZyRrZzysefXn31VYfvlVJISkrC+++/j9GjRztjEeQCGRkZiIqKcvcwTMvT+o3vE4O/tW2C17/eiz2H4tG7UyxmXHWp6H/EntbO2dhPju3kGkI7Z67H6qsh9HMXtpMzsp1TJhVLlixx+N7LywvNmjXD5MmTMXfuXGcsglzALOfTuFB5Yr+2EUGYfXkHrI7fiumXX45o4f+IPbGdM7GfHNvJNZR2zlqP1VdD6ecObCdnZDunTCri4+Od8TBksKKiIgQGBrp7GKbFfnJsp4f95NhOju30sJ8c28kZ2c6l+1TQha3yTKIkw35ybKeH/eTYTo7t9LCfHNvJGdlOvKVi1qxZdb7t4sWLpYshF/L19XX3EEyN/eTYTg/7ybGdHNvpYT85tpMzsp14UnHuuSn27t2LsrIydOrUCQBw+PBheHt7o3fv3nojJJfJy8tDUJAxnyVtiNhPju30sJ8c28mxnR72k2M7OSPbiScV27Zts/978eLFCAkJwXvvvYfGjRsDALKysjB16lQMHjxYf5TkEk2aNHH3EEyN/eTYTg/7ybGdHNvpYT85tpMzsp1T9ql4+eWXsWjRIvuEAgAaN26MZ555Bi+//LIzFkEukJqa6u4hmBr7ybGdHvaTYzs5ttPDfnJsJ2dkO6dMKqxWK9LS0qpcnpaWhtzcXGcsglyAp73Xw35ybKeH/eTYTo7t9LCfHNvJGdnOKZOK6667DlOnTsW6detw5swZnDlzBmvXrsWdd96J66+/3hmLIBfgae/1sJ8c2+lhPzm2k2M7Pewnx3ZyRrZzynkqVq5ciYceegiTJk1CaWlpxQP7+ODOO+/ESy+95IxFkAvw7JR62E+O7fSwnxzbybGdHvaTYzs5I9s5ZUtFYGAgli9fjoyMDOzbtw/79u1DZmYmli9fzr31L2ApKSnuHoKpsZ8c2+lhPzm2k2M7Pewnx3ZyRrZzypaKSkFBQejevbszH5Jc6Owd66n+2E+O7fSwnxzbybGdHvaTYzs5I9tpnfzu6aefRlBQ0HlPhMeT312YCgoKEBAQ4O5hmBb7ybGdHvaTYzs5ttPDfnJsJ2dkO62T31XuP3HuifDOxlOrX7h8fJy6ocrjsJ8c2+lhPzm2k2M7Pewnx3ZyRrZzysnvzv43mYeXl1N2qfFY7CfHdnrYT47t5NhOD/vJsZ2cke2csqTCwkIUFBTYvz958iSWLl2Kb7/91hkPTy5SVFTk7iGYGvvJsZ0e9pNjOzm208N+cmwnZ2Q7p0wqxo4di3/9618AgOzsbPTt2xcvv/wyxo4dixUrVjhjEeQCoaGh7h6CqbGfHNvpYT85tpNjOz3sJ8d2cka2c8qkYu/evRg8eDAA4LPPPkNUVBROnjyJf/3rX3j11VedsQhygfT0dHcPwdTYT47t9DTEfrm5uUhKSqrxKzc31ynLaYjtjMJ2ethPju3kjGznlL03CgoKEBISAgD49ttvcf3118PLywuXXXYZTp486YxFkAvwtPd62E+O7fQ0xH579uzBjh07arx+6NChGDZsmPZyGmI7o7CdHvaTYzs5I9s5ZVLRoUMHrF+/Htdddx02btyIBx98EACQmprKTVYXsISEBL5RNbCfHNvpaYj9evfujU6dOgGo+MvaunXrcP311yMiIgIAEBwc7JTlNMR2RmE7Pewnx3ZyRrZzyqRi3rx5mDRpEh588EGMGDEC/fv3B1Cx1aJXr17OWAS5QIsWLdw9BFNjPzm209MQ+4WEhNi3eFeKiIhAdHS0U5fTENsZhe30sJ8c28kZ2c4p+1TceOONOHXqFHbv3o0NGzbYLx8xYgSWLFnijEWQCyQmJrp7CKbGfnJsp4f95NhOju30sJ8c28kZ2c5pZ8SIiopCVFSUw2V9+/Z11sOTC1R+rIBk2E+O7fSwnxzbybGdHvaTYzs5I9s57YwY33//PW699Vb0798fCQkJAID3338fP/zwg7MWQU5mtVrdPQRTYz85ttPDfnJsJ8d2ethPju3kjGznlEnF2rVrMWrUKAQEBGDfvn0oLi4GAOTk5OC5555zxiLIBfz8/Nw9BFNjPzm208N+cmwnx3Z62E+O7eSMbOeUScUzzzyDlStX4o033kCjRo3slw8cOBB79+51xiKIiIiIiOgC5ZRJxaFDhzBkyJAql4eFhSE7O9sZiyAXKCkpcfcQTI395NhOD/vJsZ0c2+lhPzm2kzOynVMmFVFRUTh69GiVy3/44Qe0a9fOGYsgFwgKCnL3EEyN/eTYTg/7ybGdHNvpYT85tpMzsp1TJhV33XUXHnjgAezatQsWiwWJiYn48MMP8dBDD+Gee+5xxiLIBbKystw9BFNjPzm208N+cmwnx3Z62E+O7eSMbOeUQ8o++uijsNlsGDFiBAoKCjBkyBD4+fnhoYcewn333eeMRZALnHsIYKof9pNjOz3sJ8d2cmynh/3k2E7OyHZO2VJhsVjw+OOPIzMzEwcOHMDPP/+MtLQ0PP300ygsLHTGIsgFkpKS3D0EU2M/ObbTw35ybCfHdnrYT47t5Ixs57TzVACAr68vunbtir59+6JRo0ZYvHgxYmNjnbkIcqKWLVu6ewimxn5ybKeH/eTYTo7t9LCfHNvJGdlOa1JRXFyMuXPnok+fPhgwYADWr18PAHjnnXcQGxuLJUuW4MEHH3TGOMkFKk9SSDLsJ8d2ethPju3k2E4P+8mxnZyR7bT2qZg3bx5WrVqFkSNH4qeffsL48eMxdepU/Pzzz1i8eDHGjx8Pb29vZ42VnKxZs2buHoKpsZ8c2+lhPzm2k2M7Pewnx3ZyRrbT2lLx6aef4l//+hc+++wzfPvttygvL0dZWRl+++033HTTTZxQXOB4DhE97CfHdnrYT47t5NhOD/vJsZ2cke20JhVnzpxB7969AQCXXHIJ/Pz88OCDD8JisThlcORagYGB7h6CqbGfHNvpYT85tpNjOz3sJ8d2cka205pUlJeXw9fX1/69j48PgoODtQdFxigrK3P3EEyN/eTYTg/7ybGdHNvpYT85tpMzsp3WPhVKKUyZMgV+fn4AgKKiItx9991Vzt63bt06ncWQi9hsNncPwdTYT47t9LCfHNvJsZ0e9pNjOzkj22lNKiZPnuzw/a233qo1GDKWv7+/u4dgauwnx3Z62E+O7eTYTg/7ybGdnJHttCYV77zzjrPGQW5gtVr5OUUN7CfHdnrYT47t5NhOD/vJsZ2cke2cevI7MpeIiAh3D8HU2E+O7fSwnxzbybGdHvaTYzs5I9s1uElFZmYmbrnlFoSGhiI8PBx33nkn8vLyar3PsGHDYLFYHL7uvvtug0bsPikpKe4egqmxnxzb6WE/ObaTYzs97CfHdnJGttP6+NOF6JZbbkFSUhI2bdqE0tJSTJ06FdOnT8dHH31U6/3uuusuLFy40P69J2xm42nv9bCfHNvpYT85tpNjOz3sJ8d2cka2a1BbKv78809s2LABb775Jvr164dBgwbhtddew8cff4zExMRa7xsYGIioqCj7V2hoqEGjdh+e9l4P+8mxnR72k2M7ObbTw35ybCdnZLsGNanYuXMnwsPD0adPH/tlI0eOhJeXF3bt2lXrfT/88ENERETgkksuwdy5c1FQUFDr7YuLi2G1Wh2+zCYyMtLdQzA19pNjOz3sJ8d2cmynh/3k2E7OyHYNalKRnJyM5s2bO1zm4+ODJk2aIDk5ucb7TZo0CR988AG2bduGuXPn4v333z/v4XEXLVqEsLAw+1dMTAyAinN1JCYmwmaz2WeHCQkJKCkpQWpqKvLy8pCdnY3MzEwUFhYiOTkZZWVlDrctLS1FcnIyCgoKkJmZiaysLOTn5yMlJQWlpaUOty0vL0diYiIKCwuRkZGBnJwc5ObmIi0tDcXFxQ63VUohISEBxcXFSEtLw6lTp2C1WpGeno7CwsI6j7ugoKDacZeVlVUZd15eXrXjttls5x135XjPHXdubi5ycnKQkZFR47hLS0uRkpKCvLw8ZGVl1Wvc2dnZyMvLQ2pqKkpKSmoc9/Hjx+0TyurGXXmf2sZdXl5e7bjz8/OrjPvchpXjLiwsrPO4i4qKkJ6eXmXciYmJ1Y47NTW1yrjT09MBAKmpqTWO+3yv2cOHDzuMOzc3t17jTk9PP+97LTc31+G9lpSUdN7e5xt3UlJSlddsampqte+1xMRE+8++PuOuyzoiJSXFkHXE2eM2ch1R+dpKS0tz+joiPT3dsHVEde81M68j0tLS6rSOcOZ7zVXriMzMTABAbm6uYeuIQ4cOGbaOMOr3CKPWEUePHm2Qv0cYsY44ceIEjGJRSinDlib06KOP4oUXXqj1Nn/++SfWrVuH9957z/7GrdS8eXMsWLAA99xzT52Wt3XrVowYMQJHjx5F+/btq71NcXExiouL7d9brVbExMQgJyfHNB+dKigo8Ih9R1zFU/slJSVh9erVmD59OqKjo0WP4antnKWh93PGa6wmDb2dKzWkdq58jdWkIfUzGtvJGdnOFDtqz549G1OmTKn1Nu3atUNUVJT9L1yVysrKkJmZiaioqDovr1+/fgBQ66TCz8/PfiZxsyoqKuKbVAP7ybGdHvaTYzs5ttPDfnJsJ2dkO1NMKpo1a4ZmzZqd93b9+/dHdnY29uzZg969ewOo2Opgs9nsE4W6iIuLAwDD/nrhLhaLxd1DMDX2k2M7Pewnx3ZybKeH/eTYTs7Idg1qn4ouXbrgyiuvxF133YVffvkFP/74I2bMmIGbbroJLVq0AFDxebPOnTvjl19+AQAcO3YMTz/9NPbs2YMTJ07gyy+/xO23344hQ4age/fu7nw6LteoUSN3D8HU2E+O7fSwnxzbybGdHvaTYzs5I9s1qEkFUHEUp86dO2PEiBG46qqrMGjQIKxevdp+fWlpKQ4dOmQ/upOvry82b96MK664Ap07d8bs2bNxww034D//+Y+7noJh8vPz3T0EU2M/ObbTw35ybCfHdnrYT47t5IxsZ4qPP9VHkyZNaj3RXdu2bXH2vukxMTHYsWOHEUO74DRp0sTdQzA19pNjOz3sJ8d2cmynh/3k2E7OyHYNbksF1d25O7VT/bCfHNvpYT85tpNjOz3sJ8d2cka246TCg/G093rYT47t9LCfHNvJsZ0e9pNjOzkj23FS4cF42ns97CfHdnrYT47t5NhOD/vJsZ2cke04qfBgDf2Qua7GfnJsp4f95NhOju30sJ8c28kZ2Y6TCg+WnJzs7iGYGvvJsZ0e9pNjOzm208N+cmwnZ2Q7Tio8WOPGjd09BFNjPzm208N+cmwnx3Z62E+O7eSMbMdJhQerPFcHybCfHNvpYT85tpNjOz3sJ8d2cka246TCg/n4NLjTlBiK/eTYTg/7ybGdHNvpYT85tpMzsh0nFR7My4s/fh3sJ8d2ethPju3k2E4P+8mxnZyR7fhT8mBFRUXuHoKpsZ8c2+lhPzm2k2M7Pewnx3ZyRrbj9iQPFhoa6u4hmJon9cvNzUVeXh4AID093eG/ABAcHIyQkJA6P54ntXMF9pNjOzm208N+cmwnZ2Q7Tio8WHp6Os9SqcGT+u3Zswc7duxwuGzdunX2fw8dOhTDhg2r8+N5UjtXYD85tpNjOz3sJ8d2cka246TCg7Vo0cLdQzA1T+rXu3dvdOrUqcbrg4OD6/V4ntTOFdhPju3k2E4P+8mxnZyR7bhPhQdLTEx09xBMzZP6hYSEIDo6usav+nz0CfCsdq7AfnJsJ8d2ethPju3kjGzHSYUH48xfD/vJsZ0e9pNjOzm208N+cmwnxy0VZAjO/PWwnxzb6WE/ObaTYzs97CfHdnLcUkGGiIiIcPcQTI395NhOD/vJsZ0c2+lhPzm2kzOyHScVHsxqtbp7CKbGfnJsp4f95NhOju30sJ8c28kZ2Y5Hf/Jg/v7+7h6CqbGfHNvpYT85tpMzeztnn2+nvszez53YTs7IdpxUeDCbzebuIZga+8mxnZ6G3C8+PR/LNh3FnpJY5G46inuvCkVsRJDTHr8ht3M1s7dz9vl26svs/dyJ7eSMbMdJhQcrKytz9xBMjf3k2E5PQ+33ye7TeHTtfgCAUk1w8k8r1v25HS/c0B3j+8Q4ZRkNtZ0RzN7O2efbqS+z93MntpMzsh0nFR4sMDDQ3UMwNfaTYzs9DbFffHo+Hl27HzZVeYkF6v//e87a/fhb2yZo64QtFg2xnVHM3i4kJMSlH286H7P3cye2kzOyHXfU9mBZWVnuHoKpsZ8c2+lpiP0+2X0aFoul2ussFgvW7D7tlOU0xHZGYTs97CfHdnJGtuOkwoNFRUW5ewimxn5ybKenIfY7k1UIpVS11ymlcCar0CnLaYjtjMJ2ethPju3kjGzHSYUHS0pKcvcQTI395NhOT0Ps16pxQK1bKlo1DnDKchpiO6OwnR72k2M7OSPbWVRNfxqierFarQgLC0NOTg5CQ0PdPRwiIlOJT8/HiJe3n7VPxf94WYCts4c5ZZ8KIiJyDW6p8GAJCQnuHoKpsZ8c2+lpiP1iI4Lwwg3d4WWpmERYoOz/fuGG7k6bUDTEdkZhOz3sJ8d2cka245YKJzHjlorS0lI0atTI3cMwLfaTYzs9DbnfifR8vP71Xuw5FI/enWIx46pLnbqFoiG3czW208N+cmwnZ2Q7bqnwYJmZme4egqmxnxzb6WnI/dpGBGH25R0wzDcesy/v4PSPPDXkdq7GdnrYT47t5Ixsx0mFBwsK4ueTdbCfHNvpYT85tpNjOz3sJ8d2cka246TCg5WWlrp7CKbGfnJsp4f95NhOju30sJ8c28kZ2Y6TCg/G3Wn0sJ8c2+lhPzm2k2M7Pewnx3ZyRrbjpMKD+fv7u3sIpsZ+cmynh/3k2E6O7fSwnxzbyRnZjpMKD2a1Wt09BFNjPzm208N+cmwnx3Z62E+O7eSMbMdJhQeLiIhw9xBMjf3k2E4P+8mxnRzb6WE/ObaTM7IdJxUeLCUlxd1DMDX2k2M7Pewnx3ZybKeH/eTYTs7IdpxUeLCWLVu6ewimxn5ybKeH/eTYTo7t9LCfHNvJGdmOkwoPxtPe62E/ObbTw35ybCfHdnrYT47t5Ixsx0mFB4uMjHT3EEyN/eTYTg/7ybGdHNvpYT85tpMzsh0nFR4sPT3d3UMwNfaTYzs97CfHdnJsp4f95NhOzsh2nFR4sNDQUHcPwdTYT47t9LCfHNvJsZ0e9pNjOzkj23FS4cGKiorcPQRTYz85ttPDfnJsJ8d2ethPju3kjGzHSYUH8/Lij18H+8mxnR72k2M7ObbTw35ybCdnZDv+lDyYj4+Pu4dgauwnx3Z62E+O7eTYTg/7ybGdnJHtOKnwYAUFBe4egqmxnxzb6WE/ObaTYzs97CfHdnJGtuOkwoOFh4e7ewimxn5ybKeH/eTYTo7t9LCfHNvJGdmOkwoPlpaW5u4hmBr7ybGdHvaTYzs5ttPDfnJsJ2dkO04qPBhPe6+H/eTYTg/7ybGdHNvpYT85tpMzsh0nFR6Mp73Xw35ybKeH/eTYTo7t9LCfHNvJGdmOkwoPFh0d7e4hmBr7ybGdHvaTYzs5ttPDfnJsJ2dkO04qPFhycrK7h2Bq7CfHdnrYT47t5NhOD/vJsZ2cke04qfBgjRs3dvcQTI395NhOD/vJsZ0c2+lhPzm2kzOyHScVHiw/P9/dQzA19pNjOz3sJ8d2cmynh/3k2E7OyHacVHgwX19fdw/B1NhPju30sJ8c28mxnR72k2M7OSPbNbhJxbPPPosBAwYgMDCwzif8UEph3rx5iI6ORkBAAEaOHIkjR464dqBERERERA1Eg5tUlJSUYPz48bjnnnvqfJ8XX3wRr776KlauXIldu3YhKCgIo0aNQlFRkQtH6n7FxcXuHoKpsZ8c2+lhPzm2k2M7Pewnx3ZyRrbzMWxJBlmwYAEA4N13363T7ZVSWLp0KZ544gmMHTsWAPCvf/0LkZGRWL9+PW666SZXDdXtQkND3T0EU2M/ObbTw35ybCfHdnrYT47t5Ixs1+C2VNRXfHw8kpOTMXLkSPtlYWFh6NevH3bu3OnGkbleenq6u4dgauwnx3Z62E+O7eTYTg/7ybGdnJHtGtyWivqqPH5vZGSkw+WRkZG1Htu3uLjYYZOS1Wp1zQBdqEWLFu4egqmxnxzb6WE/ObaTYzs97CfHdnJGtjPFlopHH30UFoul1q+//vrL0DEtWrQIYWFh9q+YmBgAQFFRERITE2Gz2eynRk9ISEBJSQlSU1ORl5eH7OxsZGZmorCwEMnJySgrK3O4bWlpKZKTk1FQUIDMzExkZWUhPz8fKSkpKC0tdbhteXk5EhMTUVhYiIyMDOTk5CA3NxdpaWkoLi52uK1SCgkJCSguLkZaWhqOHTsGq9WK9PR0FBYW1nncBQUF1Y67rKysyrjz8vKqHbfNZjvvuCvHe+64c3NzkZOTg4yMjBrHXVpaipSUFOTl5SErK6te487OzkZeXh5SU1NRUlJS47gPHToEq9UKq9Va7bgr71PbuMvLy6sdd35+fpVxn9uwctyFhYV1HndRURHS09OrjDsxMbHacaemplYZd1JS0nnHfb7X7MGDBx3GnZubW69xp6enn/e9lpub6/Bec8a4k5KSqrxmU1NTq32vJSYm2n/29Rl3XdYRp0+fNmQdcfa4jVxHpKamAgDS0tKcvo5ITEw0bB1R3XvNzOuIhIQEw9YRle+1hrSOOHDggGHrCKN+jzBqHfHnn382yN8jjFhHHD58GEaxKKWUYUsTSktLQ0ZGRq23adeuncNhs959913MnDkT2dnZtd7v+PHjaN++Pfbt24eePXvaLx86dCh69uyJV155pdr7VbelIiYmBjk5OfzsHxGRhqSkJKxevRrTp09HdHS0u4dDRER1YIqPPzVr1gzNmjVzyWPHxsYiKioKW7ZssU8qrFYrdu3aVesRpPz8/ODn5+eSMRklISEBLVu2dPcwTIv95NhOD/vJsZ0c2+lhPzm2kzOynSk+/lQfp06dQlxcHE6dOoXy8nLExcUhLi4OeXl59tt07twZn3/+OQDAYrFg5syZeOaZZ/Dll1/i999/x+23344WLVpg3LhxbnoWxoiIiHD3EEyN/eTYTg/7ybGdHNvpYT85tpMzsl2Dm1TMmzcPvXr1wvz585GXl4devXqhV69e2L17t/02hw4dQk5Ojv37Rx55BPfddx+mT5+Ov/3tb8jLy8OGDRvg7+/vjqdgGDPuXH4hYT85ttPDfnJsJ8d2ethPju3kjGxnio8/1ce777573nNUnLsbicViwcKFC7Fw4UIXjuzC09AnTa7GfnJsp4f95NhOju30sJ8c28kZ2a7BbamgurPZbO4egqmxnxzb6WE/ObaTYzs97CfHdnJGtuOkwoOVlZW5ewimxn5ybKeH/eTYTo7t9LCfHNvJGdmOkwoPFhgY6O4hmBr7ybGdHvaTYzs5ttPDfnJsJ2dkO04qPFhWVpa7h2Bq7CfHdnrYT47t5NhOD/vJsZ2cke04qfBgkZGR7h6CqbGfHNvpYT85tpNjOz3sJ8d2cka246TCgyUnJ7t7CKbGfnJsp4f95NhOju30sJ8c28kZ2Y6TCg/Gs1PqYT85ttPDfnJsJ8d2ethPju3kjGzHSYUHS0hIcPcQTI395NhOD/vJsZ0c2+lhPzm2kzOyHScVHqx58+buHoKpsZ8c2+lhPzm2k2M7Pewnx3ZyRrbjpMKDZWZmunsIpsZ+cmynh/3k2E6O7fSwnxzbyRnZjpMKDxYcHOzuIZga+8mxnR72k2M7ObbTw35ybCdnZDtOKjxYSUmJu4dgauwnx3Z62E+O7eTYTg/7ybGdnJHtOKnwYEopdw/B1NhPju30sJ8c28mxnR72k2M7OSPb+Ri2JLrg+Pv7u3sIpsZ+cmynpyH2y83NRV5eHgAgPT3d4b9AxSb8kJAQ7eU0xHZGYTs97CfHdnJGtuOkwoNZrVYEBga6eximxX5ybKenIfbbs2cPduzY4XDZunXr7P8eOnQohg0bpr2chtjOKGynh/3k2E7OyHYWxW1KTmG1WhEWFoacnByEhoa6ezh1UlpaikaNGrl7GKbFfnJsp6ch9jt7S0V1nLWloiG2Mwrb6WE/ObaTM7Id96nwYKmpqe4egqmxnxzb6WmI/UJCQhAdHV3jlzMmFEDDbGcUttPDfnJsJ2dkO26pcBIzbqkgIiIiInIGbqnwYDztvR72k2M7Pewnx3ZybKeH/eTYTs7IdtxS4SRm3FJRVlYGHx/uqy/FfnJsp4f95NhOju30sJ8c28kZ2Y5bKjzY2YdrpPpjPzm208N+cmwnx3Z62E+O7eSMbMdJhQcLCwtz9xBMjf3k2E4P+8mxnRzb6WE/ObaTM7IdJxUerLCw0N1DMDX2k2M7Pewnx3ZybKeH/eTYTs7IdpxUeDAvL/74dbCfHNvpYT85tpNjOz3sJ8d2cka240/Jg3GnJz3sJ8d2ethPju3k2E4P+8mxnZyR7Tip8GAFBQXuHoKpsZ8c2+lhPzm2k2M7Pewnx3ZyRrbjpMKDhYeHu3sIpsZ+cmynh/3k2E6O7fSwnxzbyRnZjpMKD5aWlubuIZga+8mxnR72k2M7ObbTw35ybCdnZDue/M5JzHjyOyIiIiIiZ+CWCg/G097rYT85ttPDfnJsJ8d2ethPju3kjGzHLRVOYsYtFTabjYdp08B+cmynh/3k2E6O7fSwnxzbyRnZjj8hD5acnOzuIZga+8mxnR72k2M7ObbTw35ybCdnZDse+NdJKjf4WK1WN4+k7nx8fEw13gsN+8mxnR72k2M7ObbTw35ybCdX2S4kJAQWi8W1y3Lpo3uQ3NxcAEBMTIybR0JERERE9D9GfDyf+1Q4ic1mQ2JioiEzQWewWq2IiYnB6dOnTbMPyIWE/eTYTg/7ybGdHNvpYT85tpM7u13Lli25pcIsvLy80KpVK3cPo95CQ0P5JtXAfnJsp4f95NhOju30sJ8c28mFhoYa8gdv7qhNRERERERaOKkgIiIiIiItnFR4KD8/P8yfPx9+fn7uHoopsZ8c2+lhPzm2k2M7Pewnx3ZyRrfjjtpERERERKSFWyqIiIiIiEgLJxVERERERKSFkwoiIiIiItLCSUUD8tRTT8FisTh8de7c2X59UVER7r33XjRt2hTBwcG44YYbkJKS4vAYp06dwpgxYxAYGIjmzZvj4YcfRllZmdFPxW0SEhJw6623omnTpggICEC3bt2we/du+/VKKcybNw/R0dEICAjAyJEjceTIEYfHyMzMxC233ILQ0FCEh4fjzjvvRF5entFPxVBt27at8tqzWCy49957AfC1V5vy8nI8+eSTiI2NRUBAANq3b4+nn34aZ+/uxtdd7XJzczFz5ky0adMGAQEBGDBgAH799Vf79exX4bvvvsM111yDFi1awGKxYP369Q7XO6vT/v37MXjwYPj7+yMmJgYvvviiq5+aIc7Xb926dbjiiivQtGlTWCwWxMXFVXkMT10X1tautLQUc+bMQbdu3RAUFIQWLVrg9ttvR2JiosNjeOpr73yvu6eeegqdO3dGUFAQGjdujJEjR2LXrl0OtzGsnaIGY/78+eriiy9WSUlJ9q+0tDT79XfffbeKiYlRW7ZsUbt371aXXXaZGjBggP36srIydckll6iRI0eqffv2qa+//lpFRESouXPnuuPpGC4zM1O1adNGTZkyRe3atUsdP35cbdy4UR09etR+m+eff16FhYWp9evXq99++01de+21KjY2VhUWFtpvc+WVV6oePXqon3/+WX3//feqQ4cO6uabb3bHUzJMamqqw+tu06ZNCoDatm2bUoqvvdo8++yzqmnTpuqrr75S8fHx6tNPP1XBwcHqlVdesd+Gr7vaTZgwQXXt2lXt2LFDHTlyRM2fP1+FhoaqM2fOKKXYr9LXX3+tHn/8cbVu3ToFQH3++ecO1zujU05OjoqMjFS33HKLOnDggPr3v/+tAgIC1KpVq4x6mi5zvn7/+te/1IIFC9Qbb7yhAKh9+/ZVeQxPXRfW1i47O1uNHDlSrVmzRv31119q586dqm/fvqp3794Oj+Gpr73zve4+/PBDtWnTJnXs2DF14MABdeedd6rQ0FCVmppqv41R7TipaEDmz5+vevToUe112dnZqlGjRurTTz+1X/bnn38qAGrnzp1KqYoXrpeXl0pOTrbfZsWKFSo0NFQVFxe7dOwXgjlz5qhBgwbVeL3NZlNRUVHqpZdesl+WnZ2t/Pz81L///W+llFJ//PGHAqB+/fVX+22++eYbZbFYVEJCgusGf4F54IEHVPv27ZXNZuNr7zzGjBmj7rjjDofLrr/+enXLLbcopfi6O5+CggLl7e2tvvrqK4fLL730UvX444+zXw3O/eXEWZ2WL1+uGjdu7PC+nTNnjurUqZOLn5GxqvvlrlJ8fHy1kwquCyvU1q7SL7/8ogCokydPKqX42qtUl3Y5OTkKgNq8ebNSyth2/PhTA3PkyBG0aNEC7dq1wy233IJTp04BAPbs2YPS0lKMHDnSftvOnTujdevW2LlzJwBg586d6NatGyIjI+23GTVqFKxWKw4ePGjsE3GDL7/8En369MH48ePRvHlz9OrVC2+88Yb9+vj4eCQnJzs0DAsLQ79+/RwahoeHo0+fPvbbjBw5El5eXlU2RzZUJSUl+OCDD3DHHXfAYrHwtXceAwYMwJYtW3D48GEAwG+//YYffvgBo0ePBsDX3fmUlZWhvLwc/v7+DpcHBATghx9+YL86clannTt3YsiQIfD19bXfZtSoUTh06BCysrIMejYXJq4L6y4nJwcWiwXh4eEA+Nqrq5KSEqxevRphYWHo0aMHAGPbcVLRgPTr1w/vvvsuNmzYgBUrViA+Ph6DBw9Gbm4ukpOT4evra3+DVoqMjERycjIAIDk52WFFVnl95XUN3fHjx7FixQp07NgRGzduxD333IP7778f7733HoD/Naiu0dkNmzdv7nC9j48PmjRp4hENAWD9+vXIzs7GlClTAICvvfN49NFHcdNNN6Fz585o1KgRevXqhZkzZ+KWW24BwNfd+YSEhKB///54+umnkZiYiPLycnzwwQfYuXMnkpKS2K+OnNXJk9/L58N1Yd0UFRVhzpw5uPnmmxEaGgqAr73z+eqrrxAcHAx/f38sWbIEmzZtQkREBABj2/noPAm6sFT+ZRMAunfvjn79+qFNmzb45JNPEBAQ4MaRmYPNZkOfPn3w3HPPAQB69eqFAwcOYOXKlZg8ebKbR2ceb731FkaPHo0WLVq4eyim8Mknn+DDDz/ERx99hIsvvhhxcXGYOXMmWrRowdddHb3//vu444470LJlS3h7e+PSSy/FzTffjD179rh7aERUD6WlpZgwYQKUUlixYoW7h2Maw4cPR1xcHNLT0/HGG29gwoQJ2LVrV5XJhKtxS0UDFh4ejosuughHjx5FVFQUSkpKkJ2d7XCblJQUREVFAQCioqKqHIWi8vvK2zRk0dHR6Nq1q8NlXbp0sX+ErLJBdY3ObpiamupwfVlZGTIzMz2i4cmTJ7F582ZMmzbNfhlfe7V7+OGH7VsrunXrhttuuw0PPvggFi1aBICvu7po3749duzYgby8PJw+fRq//PILSktL0a5dO/arI2d18uT38vlwXVi7ygnFyZMnsWnTJvtWCoCvvfMJCgpChw4dcNlll+Gtt96Cj48P3nrrLQDGtuOkogHLy8vDsWPHEB0djd69e6NRo0bYsmWL/fpDhw7h1KlT6N+/PwCgf//++P333x1efJVv7HN/2W6IBg4ciEOHDjlcdvjwYbRp0wYAEBsbi6ioKIeGVqsVu3btcmiYnZ3t8BfSrVu3wmazoV+/fgY8C/d655130Lx5c4wZM8Z+GV97tSsoKICXl+Oq2NvbGzabDQBfd/URFBSE6OhoZGVlYePGjRg7diz71ZGzOvXv3x/fffcdSktL7bfZtGkTOnXqhMaNGxv0bC5MXBfWrHJCceTIEWzevBlNmzZ1uJ6vvfqx2WwoLi4GYHC7eu3WTRe02bNnq+3bt6v4+Hj1448/qpEjR6qIiAj7YcXuvvtu1bp1a7V161a1e/du1b9/f9W/f3/7/SsPZXfFFVeouLg4tWHDBtWsWTPTH8qurn755Rfl4+Ojnn32WXXkyBH14YcfqsDAQPXBBx/Yb/P888+r8PBw9cUXX6j9+/ersWPHVnvIxV69eqldu3apH374QXXs2LHBHZqyOuXl5ap169Zqzpw5Va7ja69mkydPVi1btrQfUnbdunUqIiJCPfLII/bb8HVXuw0bNqhvvvlGHT9+XH377beqR48eql+/fqqkpEQpxX6VcnNz1b59+9S+ffsUALV48WK1b98++xF2nNEpOztbRUZGqttuu00dOHBAffzxxyowMND0h/VU6vz9MjIy1L59+9R///tfBUB9/PHHat++fSopKcn+GJ66LqytXUlJibr22mtVq1atVFxcnMPhyc8+GpGnvvZqa5eXl6fmzp2rdu7cqU6cOKF2796tpk6dqvz8/NSBAwfsj2FUO04qGpCJEyeq6Oho5evrq1q2bKkmTpzocI6FwsJC9Y9//EM1btxYBQYGquuuu85hZaeUUidOnFCjR49WAQEBKiIiQs2ePVuVlpYa/VTc5j//+Y+65JJLlJ+fn+rcubNavXq1w/U2m009+eSTKjIyUvn5+akRI0aoQ4cOOdwmIyND3XzzzSo4OFiFhoaqqVOnqtzcXCOfhlts3LhRAajSQym+9mpjtVrVAw88oFq3bq38/f1Vu3bt1OOPP+7wP1O+7mq3Zs0a1a5dO+Xr66uioqLUvffeq7Kzs+3Xs1+Fbdu2KQBVviZPnqyUcl6n3377TQ0aNEj5+fmpli1bqueff96op+hS5+v3zjvvVHv9/Pnz7Y/hqevC2tpVHoK3uq/Kcx0p5bmvvdraFRYWquuuu061aNFC+fr6qujoaHXttdeqX375xeExjGpnUeqs07YSERERERHVE/epICIiIiIiLZxUEBERERGRFk4qiIiIiIhICycVRERERESkhZMKIiIiIiLSwkkFERERERFp4aSCiIiIiIi0cFJBRERERERaOKkgIiLDWSwWWCwWhIeHG7bMp556yr7cpUuXGrZcIiJPwEkFERHVy5QpU+y/nJ/9dfTo0Xo9zjvvvIPDhw9rj6dt27awWCz4+eefHS6fOXMmhg0bZv/+oYceQlJSElq1aqW9TCIicsRJBRER1duVV16JpKQkh6/Y2Nh6PUZ4eDiaN2/ulPH4+/tjzpw5td4mODgYUVFR8Pb2dsoyiYjofzipICKievPz80NUVJTDl+4v60899RR69uyJt99+G61bt0ZwcDD+8Y9/oLy8HC+++CKioqLQvHlzPPvss1XuO336dPz888/4+uuvtcZAREQyPu4eABERUaVjx47hm2++wYYNG3Ds2DHceOONOH78OC666CLs2LEDP/30E+644w6MHDkS/fr1s98vNjYWd999N+bOnYsrr7wSXl78mxkRkZG41iUionr76quvEBwcbP8aP368Ux7XZrPh7bffRteuXXHNNddg+PDhOHToEJYuXYpOnTph6tSp6NSpE7Zt21blvk888QTi4+Px4YcfOmUsRERUd9xSQURE9TZ8+HCsWLHC/n1QUJBTHrdt27YICQmxfx8ZGQlvb2+HLQ+RkZFITU2tct9mzZrhoYcewrx58zBx4kSnjIeIiOqGWyqIiKjegoKC0KFDB/tXdHS0Ux63UaNGDt9bLJZqL7PZbNXef9asWSgsLMTy5cudMh4iIqobTiqIiKjBCA4OxpNPPolnn30Wubm57h4OEZHH4KSCiIgalOnTpyMsLAwfffSRu4dCROQxOKkgIqIGpVGjRnj66adRVFTk7qEQEXkMi1JKuXsQRETkWSwWCz7//HOMGzfO8GW3bdsWM2fOxMyZMw1fNhFRQ8UtFURE5BY333wzWrVqZdjynnvuOQQHB+PUqVOGLZOIyFNwSwURERnu6NGjAABvb2/ExsYasszMzExkZmYCqDj8bFhYmCHLJSLyBJxUEBERERGRFn78iYiIiIiItHBSQUREREREWjipICIiIiIiLZxUEBERERGRFk4qiIiIiIhICycVRERERESkhZMKIiIiIiLSwkkFERERERFp4aSCiIiIiIi0/D+HMbFkdGxGjwAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 800x500 with 1 Axes>"
       ]
@@ -971,7 +983,7 @@
     "sns.despine(ax=ax)\n",
     "ax.set_xlabel(\"F  [mN]\")\n",
     "ax.set_ylabel(r\"Residuo $x_i - \\left(\\frac{y_i}{A} - \\frac{B}{A}\\right)$  [mm]\")\n",
-    "ax.set_title(\"Residui della regressione — Molla 1 (sonar statico)\")\n",
+    "ax.set_title(\"Residui della regressione — Molla 2 (sonar statico)\")\n",
     "ax.legend()\n",
     "ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n",
     "\n",
@@ -992,7 +1004,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 41,
    "id": "4088453c",
    "metadata": {},
    "outputs": [
@@ -1000,12 +1012,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "c = 0.00301841231512225*c_raw*v0/sqrt(0.00366099212886692*T + 1)\n",
-      "sigma_c = v0*sqrt(3.05277451303515e-11*c_raw**2*sigma_T**2 + 9.11081290408163e-6*sigma_c_raw**2*(0.00366099212886692*T + 1)**2)/(0.00366099212886692*T + 1)**(3/2)\n",
+      "c = 0.049862877088008*c_raw*v0/sqrt(T + 273.15)\n",
+      "sigma_c = v0*sqrt(0.000621576627873448*c_raw**2*sigma_T**2 + 0.00248630651149379*sigma_c_raw**2*(T + 273.15)**2)/(T + 273.15)**(3/2)\n",
       "\n",
       "Formula LaTeX:\n",
-      "c = \\frac{0.00301841231512225 c_{raw} v_{0}}{\\sqrt{0.00366099212886692 T + 1}}\n",
-      "sigma_c = \\frac{v_{0} \\sqrt{3.05277451303515 \\cdot 10^{-11} c_{raw}^{2} \\sigma_{T}^{2} + 9.11081290408163 \\cdot 10^{-6} \\sigma_{c raw}^{2} \\left(0.00366099212886692 T + 1\\right)^{2}}}{\\left(0.00366099212886692 T + 1\\right)^{\\frac{3}{2}}}\n"
+      "c = \\frac{0.049862877088008 c_{raw} v_{0}}{\\sqrt{T + 273.15}}\n",
+      "sigma_c = \\frac{v_{0} \\sqrt{0.000621576627873448 c_{raw}^{2} \\sigma_{T}^{2} + 0.00248630651149379 \\sigma_{c raw}^{2} \\left(T + 273.15\\right)^{2}}}{\\left(T + 273.15\\right)^{\\frac{3}{2}}}\n"
      ]
     }
    ],
@@ -1016,7 +1028,8 @@
     "sigma_T, sigma_c_raw = sp.symbols('sigma_T sigma_c_raw', positive=True)\n",
     "\n",
     "# velocità corretta e posizione\n",
-    "v = 331.3 * sp.sqrt(1 + T / 273.15)\n",
+    "# v = 331.3 * sp.sqrt(1 + T / 273.15)\n",
+    "v = 20.055 * sp.sqrt(T + 273.15)\n",
     "c = c_raw * v0 / v\n",
     "\n",
     "# derivate parziali\n",
@@ -1038,13 +1051,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 42,
    "id": "1584a5d4",
    "metadata": {},
    "outputs": [],
    "source": [
-    "Temperatura = 22.6\n",
-    "uTemperatura = 0.7 / np.sqrt(12)\n",
+    "Temperatura = (23.6+21.2) / 2\n",
+    "Temperatura1 = 21.2\n",
+    "Temperatura2 = 23.6\n",
+    "uTemperatura = (23.6-21.2) / np.sqrt(12)\n",
     "Velocita_impostata = 343.0\n",
     "\n",
     "dfSonarCorrezione = dfSonar.copy()\n",
@@ -1052,19 +1067,23 @@
     "dfSonarCorrezione['c']  =  c_fn(dfSonarCorrezione['c'], Temperatura, Velocita_impostata)\n",
     "dfSonarCorrezione['uc'] = uc_fn(dfSonarCorrezione['c'], dfSonarCorrezione['uc'],\n",
     "                      Temperatura, uTemperatura,\n",
-    "                      Velocita_impostata)"
+    "                      Velocita_impostata)\n",
+    "dfSonarCorrezione['cA']  =  c_fn(dfSonarCorrezione['c'], Temperatura1, Velocita_impostata)\n",
+    "dfSonarCorrezione['cB']  =  c_fn(dfSonarCorrezione['c'], Temperatura2, Velocita_impostata)\n",
+    "dfSonarCorrezione['vecchioC'] = dfSonar['c']\n",
+    "dfSonarCorrezione['vecchioUc'] = dfSonar['uc']"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 43,
    "id": "ac4860fa",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "171eb89119374f73bb0b77330b08f1c1",
+       "model_id": "8215c947eed74d85be6c835c01f9e689",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1074,28 +1093,18 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'[{\"m1\":49.25,\"m2\":49.24,\"m3\":49.25,\"a1\":9.7171,\"ua1\":0.016,\"w1\":7.6565,\"uw1\":0.0004,\"c1\":484.455,\"uc1\":0.011,\"t1\":15.62,\"a2\":8.911,\"ua2\":0.015,\"w2\":7.6569,\"uw2\":0.0004,\"c2\":484.516,\"uc2\":0.011,\"t2\":15.58,\"a3\":10.446,\"ua3\":0.027,\"w3\":7.6603,\"uw3\":0.0005,\"c3\":485.082,\"uc3\":0.019,\"t3\":15.76,\"a4\":8.377,\"ua4\":0.016,\"w4\":7.6582,\"uw4\":0.0004,\"c4\":484.752,\"uc4\":0.011,\"t4\":15.87,\"alp\":0.333333,\"ualp\":0.000001,\"m\":49.2466666667,\"um\":0.0044095855,\"nm\":3.0,\"outm\":\"[]\",\"w\":7.657975,\"uw\":0.000855741,\"nw\":4.0,\"outw\":\"[]\",\"c\":484.70125,\"uc\":0.1421568236,\"nc\":4.0,\"outc\":\"[]\",\"t\":15.7075,\"ut\":0.0672526332,\"nt\":4.0,\"outt\":\"[]\",\"F\":482.9128133333,\"uF\":0.2016766686,\"r\":-0.2364148992,\"ur\":0.1942155847},{\"m1\":69.28,\"m2\":69.28,\"m3\":69.27,\"a1\":9.86,\"ua1\":0.016,\"w1\":6.55968,\"uw1\":0.00029,\"c1\":423.352,\"uc1\":0.011,\"t1\":18.31,\"a2\":10.39,\"ua2\":0.012,\"w2\":6.55891,\"uw2\":0.00022,\"c2\":423.154,\"uc2\":0.009,\"t2\":18.27,\"a3\":10.491,\"ua3\":0.013,\"w3\":6.56002,\"uw3\":0.00024,\"c3\":423.697,\"uc3\":0.01,\"t3\":18.34,\"a4\":10.968,\"ua4\":0.019,\"w4\":6.56,\"uw4\":0.0003,\"c4\":423.465,\"uc4\":0.014,\"t4\":18.16,\"alp\":0.333333,\"ualp\":0.000001,\"m\":69.2766666667,\"um\":0.0044095855,\"nm\":3.0,\"outm\":\"[]\",\"w\":6.5596525,\"uw\":0.0002594685,\"nw\":4.0,\"outw\":\"[]\",\"c\":423.417,\"uc\":0.1133203424,\"nc\":4.0,\"outc\":\"[]\",\"t\":18.27,\"ut\":0.040620192,\"nt\":4.0,\"outt\":\"[]\",\"F\":679.3269933333,\"uF\":0.2804600444,\"r\":0.0351995054,\"ur\":0.1633888866},{\"m1\":88.97,\"m2\":88.97,\"m3\":88.96,\"a1\":11.584,\"ua1\":0.014,\"w1\":5.84417,\"uw1\":0.0002,\"c1\":363.229,\"uc1\":0.01,\"t1\":20.27,\"a2\":10.1763,\"ua2\":0.017,\"w2\":5.84585,\"uw2\":0.00028,\"c2\":363.354,\"uc2\":0.012,\"t2\":20.44,\"a3\":12.044,\"ua3\":0.018,\"w3\":5.845,\"uw3\":0.00026,\"c3\":363.183,\"uc3\":0.013,\"t3\":20.54,\"a4\":11.224,\"ua4\":0.016,\"w4\":5.84513,\"uw4\":0.00025,\"c4\":363.233,\"uc4\":0.011,\"t4\":20.49,\"alp\":0.333333,\"ualp\":0.000001,\"m\":88.9666666667,\"um\":0.0044095855,\"nm\":3.0,\"outm\":\"[]\",\"w\":5.8450375,\"uw\":0.0003443214,\"nw\":4.0,\"outw\":\"[]\",\"c\":363.24975,\"uc\":0.0365544685,\"nc\":4.0,\"outc\":\"[]\",\"t\":20.435,\"ut\":0.0595119036,\"nt\":4.0,\"outt\":\"[]\",\"F\":872.4071333333,\"uF\":0.358484053,\"r\":0.2254752232,\"ur\":0.1342349411},{\"m1\":108.61,\"m2\":108.61,\"m3\":108.61,\"a1\":11.542,\"ua1\":0.026,\"w1\":5.3278,\"uw1\":0.0003,\"c1\":303.5502,\"uc1\":0.019,\"t1\":22.49,\"a2\":8.424,\"ua2\":0.017,\"w2\":5.3282,\"uw2\":0.0003,\"c2\":303.581,\"uc2\":0.012,\"t2\":22.27,\"a3\":10.501,\"ua3\":0.022,\"w3\":5.3296,\"uw3\":0.0003,\"c3\":303.842,\"uc3\":0.016,\"t3\":22.55,\"a4\":9.959,\"ua4\":0.014,\"w4\":5.32822,\"uw4\":0.0002,\"c4\":303.445,\"uc4\":0.01,\"t4\":22.15,\"alp\":0.333333,\"ualp\":0.000001,\"m\":108.61,\"um\":0.0028867513,\"nm\":3.0,\"outm\":\"[]\",\"w\":5.328455,\"uw\":0.0003937334,\"nw\":4.0,\"outw\":\"[]\",\"c\":303.60455,\"uc\":0.0843342704,\"nc\":4.0,\"outc\":\"[]\",\"t\":22.365,\"ut\":0.0941187194,\"nt\":4.0,\"outt\":\"[]\",\"F\":1065.02966,\"uF\":0.4353612606,\"r\":0.035850533,\"ur\":0.1812705598}]'"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
     }
    ],
    "source": [
     "sheet = ipysheet.from_dataframe(dfSonarCorrezione)\n",
     "\n",
     "display(sheet)\n",
-    "dfSonar.head(4).to_json(orient=\"records\")"
+    "# dfSonar.head(4).to_json(orient=\"records\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 44,
    "id": "8917049c",
    "metadata": {},
    "outputs": [
@@ -1104,10 +1113,10 @@
      "output_type": "stream",
      "text": [
       "Fit completo:   chi²=9.03,  P=0.0289\n",
-      "Temperatura :  chi²=5.062,  P=0.1673\n",
+      "Temperatura :  chi²=0.952,  P=0.8129\n",
       "\n",
-      "A:  3.2192 ± 0.0027  to  3.2369 ± 0.0035\n",
-      "B:  2042.5203 ± 1.0326  to  2043.0827 ± 1.2689\n"
+      "A:  3.2192 ± 0.0027  to  3.2390 ± 0.0076\n",
+      "B:  2042.5203 ± 1.0326  to  2043.7514 ± 2.5703\n"
      ]
     }
    ],
@@ -1124,7 +1133,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 45,
    "id": "e35a9456",
    "metadata": {},
    "outputs": [],
@@ -1147,13 +1156,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 46,
    "id": "d5646b8c",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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dml9CU1JSyM3NpVmzZiXua9GiBXa7nXPnztGqVSu369ywYQMzZsxg3759LtdVezrGpqwURSmxbc6cOQwdOpTY2Fjat29P//79eeyxx5xfVh1fOrU+h+bNm7Nz506Xbe5kEjz7LC6eZa00jssiLBaLW/ufOXNG8xK2Fi1aOO93XHpyqTpq1KhB/fr1XbZ58nvn4Pjd+/rrry85y01ZstmgQQOX/Rxf0hztcvz4cQDnHwAudrlLTkr7LC+u8Upf52J2u50FCxawePFiTp065TJ2p1atWh49l0NKSgqZmZksXbqUpUuXau5zcftd/Pk6ZliLjY0tsd1ut5OVleVSn9Z019dddx25ubmkpKTg5eXlcU1aea2Iz+tyyqMOx7Hrah0rhb6kUyGEDty5btxut1O3bl1Wr16teb/jC2BmZibdu3cnJCSEN954gyZNmuDn58fvv//OxIkTSwy41PqLrd1up02bNsyfP1/ztS7+B/ZCc+fOZdq0aZd9P1qmTJni9nS90dHR9OjRg3nz5vHTTz9dtRmffvzxR+6++266devG4sWLiY6OpmbNmqxYsYI1a9ZU+OvXqlWrxBd7gAcffJCuXbvyxRdf8P333/P2228ze/Zs1q1bR79+/Tx+HXcy6elnUdrZgYs1b94cgD/++KNCpggtrY4L/+rq4O7vncP69euZPXs206dP54477iifgi9QWrs4vqw5fr8//PBDoqKiSuxXXtPZlvfrzJw5k9dff53HH3+c6dOnExERgZeXF+PGjSt1kLi7Nf7f//0fQ4cO1dzn+uuvd7ld2ud7uc+9ImvSymt5fF6lfbG32Wya77c86nAcu7TGLYrqRzoVQlyCnn9dadKkCZs3b6Zz586X/HK2bds20tLSWLduncsMQadOnfLotfbv30+vXr08fs+PPfaYy2UonrjwEhB3PPLIIzzxxBOEhYXRv39/zX3q1KlDQEAAR48eLXHfkSNH8PLyumQn6WKff/45fn5+fPfdd/j6+jq3r1ixwqPay6p58+altmV0dDSjRo1i1KhRJCcnc+ONN/Lmm2/Sr18/GjZsCKiL71381+WjR4867/dERX0WXbp0ITw8nI8//phXXnnlsh2chg0bltq+jvvLyt3fO4Bjx44xdOhQBg4c6JxF7VLKO5uOegHq1q1L7969PXosqJ+V4yzEhS6u8Upf52KfffYZPXv2ZNmyZS7bMzMz3foCqnWcqlOnDsHBwdhstnKp0R1an92xY8cICAhwdkDLoyZ3P69LHb/Dw8PJzMwssf3MmTNuH4s9bbdTp07h5eXFdddd59bzi6pNxlQIcQmOa6O1DsQV7cEHH8RmszF9+vQS9xUXFztrcnwBu/AvaIWFhSxevNij14qPj+ef//xnifvy8vLIyckp9bHXXHMNvXv3LtOPp52K+++/nylTprB48eISl3A5eHt706dPH7788kuXlauTkpJYs2YNXbp08ehSDW9vb0wmk8tp/tOnT1+1GbE6derEn3/+6XKpkc1mK3FZW926dYmJiXHud9NNN1G3bl2WLFni8thvv/2Ww4cPl2nWqor6LAICApg4cSKHDx9m4sSJmn8N/uijj/j1118B6N+/P7/++iu7du1y3p+Tk8PSpUtp1KiRW+M4SuPu753VauXee++lXr16zqlNL6e8swnQt29fQkJCmDlzJkVFRSXu15p+9kL9+/fnl19+cX62jsdcfKbmSl/nYt7e3iXaee3atSWmOy5NYGBgieOyt7c3gwYN4vPPP+fPP/+84hrdsWvXLpexBOfOnePLL7+kT58+eHt7l1tN7n5el/o3q0mTJvzyyy8UFhY6t23YsIFz5865VYMndTjExcXRqlWrar1wp/ibnKkQ4hIcA/CeffZZ+vbti7e3N4MHD74qr929e3eeeuopZs2axb59++jTpw81a9bk+PHjrF27lgULFnD//fdz6623Eh4eztChQ3n22WcxmUx8+OGHHp2mf/TRR/n00095+umn2bp1K507d8Zms3HkyBE+/fRTvvvuO93HoYB6XbM7l0vNmDGDTZs20aVLF0aNGkWNGjX4xz/+QUFBAXPmzPHoNQcMGMD8+fO54447eOSRR0hOTmbRokVce+21HDhw4LKPz8rK4r333gPgp59+AuD9998nLCyMsLAwxowZc8nH33PPPUyfPp3t27fTp08fQB17UL9+fe6//35uuOEGgoKC2Lx5M3v27HEuklezZk1mz57N8OHD6d69Ow8//LBzStlGjRrx/PPPe/Q5lMdncSkvvvgiBw8eZN68eWzdupX777+fqKgoEhMTWb9+Pb/++is///wzAJMmTeLjjz+mX79+PPvss0RERLBq1SpOnTrF559/fkULhbn7ezdt2jQOHTrEa6+9VmIe/iZNmtCpUyfN5y/PbII6luGDDz7g0Ucf5cYbb2Tw4MHUqVOHs2fP8vXXX9O5c2fef//9Uh//0ksv8eGHH3LHHXfw3HPPOaeUbdiwoUubXunrXOzOO+/kjTfeYPjw4dx666388ccfrF692u0/NLRv357Nmzczf/58YmJiaNy4MR06dOCtt95i69atdOjQgSeffJKWLVuSnp7O77//zubNm0lPT3e7Rne0bt2avn37ukwpC7hcEloeNbn7eTVp0oSwsDCWLFlCcHAwgYGBdOjQgcaNG/PEE0/w2Wefcccdd/Dggw9y8uRJPvroI49Wu/ak3YqKiti+fTujRo1y+/lFFafDjFNC6MIxReOePXs079ea/rW4uFgZO3asUqdOHcVkMl12ell3p5QNDAws8VitaRgVRVGWLl2qtG/fXvH391eCg4OVNm3aKC+99JJiNpud+/z0009Kx44dFX9/fyUmJkZ56aWXlO+++67EdKkXTtF6scLCQmX27NlKq1atFF9fXyU8PFxp3769Mm3aNCUrK+uS77uiXKpeB60pZRVFUX7//Xelb9++SlBQkBIQEKD07NlT+fnnnzUfe7kpZZctW6Y0bdpU8fX1VZo3b66sWLGi1Pa6mCMDWj8Xv05prr/+eud0uoqiKAUFBcqLL76o3HDDDUpwcLASGBio3HDDDcrixYtLPPaTTz5R2rVrp/j6+ioRERHKkCFDlPPnz7vs40km3f0sgEtOeVuazz77TOnTp48SERGh1KhRQ4mOjlYeeughZdu2bS77nTx5Urn//vuVsLAwxc/PT7nllluUDRs2uOxTWjYu9Z4dLvd755iSVuvnwmk7uWhKWUVxL5ulHa+0MuvY3rdvXyU0NFTx8/NTmjRpogwbNsxlutPSHDhwQOnevbvi5+en1KtXT5k+fbqybNkyzemP3Xkdd6eUnTBhghIdHa34+/srnTt3Vnbt2lXiGFqaI0eOKN26dVP8/f1LfOZJSUnK6NGjldjYWKVmzZpKVFSU0qtXL2Xp0qUlPseLs1Ha5+54TykpKc5tjox/9NFHzt+Jdu3alWibK63J08/ryy+/VFq2bKnUqFGjxL8/8+bNU+rVq6f4+voqnTt3Vn777bdSp5S90jq+/fZbBVCOHz9e4nlE9WRSFA9HHQkhhLiqPvzwQ0aPHs3Zs2ddFqwTQujHZDIxevRoj87QGMnAgQMxmUx88cUXepcirhIZUyGEEJXckCFDaNCgAYsWLdK7FCGEuKzDhw+zYcMGzbFJovqSMRVCCFHJeXl5aQ7yFEKIyqhFixYlFgoU1Z+cqRBCCCGEEEJcETlTIYQQQgjhIRmSKoQrOVMhhBBCCCGEuCLSqRBCCCGEEEJcEV07FTt27OCuu+4iJiYGk8lUYlXWqVOn0rx5cwIDAwkPD6d3797s3r3bZZ/09HSGDBlCSEgIYWFhjBgxAqvV6rLPgQMH6Nq1K35+fsTGxpZpgSFFUcjOzpbTnUIIIYQQQlxE105FTk4ON9xwQ6nTJF533XW8//77/PHHH+zcuZNGjRrRp08fl2XthwwZwsGDB9m0aRMbNmxgx44djBw50nl/dnY2ffr0oWHDhsTFxfH2228zdepUli5d6lGtFouF0NBQzp8/X7Y3K6qFrKwsvUsQOpMMCMmAsUn7C8mAtkqz+J1jgZSBAweWuk92djahoaFs3ryZXr16cfjwYVq2bMmePXu46aabANi4cSP9+/fn/PnzxMTE8MEHH/Dqq6+SmJiIj48PAJMmTWL9+vUcOXLE7focr33+/Hnq1at3Re9VVF0Wi4Xg4GC9yxA6kgwIyYCxSfsLyYC2KjOmorCwkKVLlxIaGsoNN9wAwK5duwgLC3N2KAB69+6Nl5eX8zKpXbt20a1bN2eHAqBv374cPXqUjIyMUl+voKCA7Oxslx/HdmFc+fn5epcgdCYZEJIBY5P2F5IBbZW+U7FhwwaCgoLw8/PjnXfeYdOmTdSuXRuAxMRE6tat67J/jRo1iIiIIDEx0blPZGSkyz6O2459tMyaNYvQ0FDnT2xsLAA1a9bEbDZjt9uJj48HID4+nsLCQpKTk7FarWRmZpKenk5eXh6JiYkUFxe77FtUVERiYiK5ubmkp6eTkZFBTk4OSUlJFBUVuexrs9kwm83k5eWRlpZGVlYWFouFlJQUCgoKXPZVFIX4+HgKCgpISUlxdoZSU1PJy8tzu+7c3FzNuouLi0vUbbVaNeu22+2XrdtR78V1WywWsrKySEtLK7XuoqIikpKSsFqtZGRkeFR3ZmYmVquV5ORkCgsLS607NTXV+Rk66s7NzXXW63jMpeq22Wyadefk5JSo++LP0FF3Xl6e23Xn5+dr1m02mzXrTk5OLlF3QkLCZeu+XGYTEhJc6rZYLB7VnZqaSn5+/iUza7FYXH7XyrPuCzObnJzs8ruWk5ODoiiYzWbN37XL1S3HiKp/jMjNzS31GHFhvXKMqJ7HCB8fn0seIxwZkGNE9T1GKIpS5u8RVfUY4Y5Kf/lTTk4OCQkJpKam8s9//pMtW7awe/du6taty8yZM1m1ahVHjx51eUzdunWZNm0azzzzDH369KFx48b84x//cN5/6NAhWrVqxaFDh2jRooVmPQUFBS4fYnZ2NrGxsRw+fJjmzZuX3xsXVUp8fLxc/mZwkgEhGTA2aX8hGdBW6c9UBAYGcu2119KxY0eWLVtGjRo1WLZsGQBRUVEkJye77F9cXEx6ejpRUVHOfZKSklz2cdx27KPF19eXkJAQlx+AmJiYcntvouqRg4iQDAjJgLFJ+wvJgLYqt6K23W53nkHo1KkTmZmZxMXF0b59ewC2bNmC3W6nQ4cOzn1effVVioqKqFmzJgCbNm2iWbNmhIeHe/z6ZrPZ2cG4kM1mo6ioqKxvS1QRSUlJJS6nM4KaNWvi7e2tdxmVgvyFSkgGjE3aX0gGtOl6+ZPVauXEiRMAtGvXjvnz59OzZ08iIiKoVasWb775JnfffTfR0dGkpqayaNEi1qxZQ1xcHK1atQKgX79+JCUlsWTJEoqKihg+fDg33XQTa9asAdRpv5o1a0afPn2YOHEif/75J48//jjvvPOOy9Szl+OY/SkzM5PQ0NAS7+P8+fOyhoWotkwmE/Xr1ycoKEjvUnSnKAomk0nvMoSOJAPGJu0vJAPadO1UbNu2jZ49e5bYPnToUJYsWcIjjzzC7t27SU1NpVatWtx888289tpr3Hzzzc5909PTGTNmDF999RVeXl4MGjSIhQsXunz5OXDgAKNHj2bPnj3Url2bsWPHMnHiRI9qdXQqLh5TYbPZOH78OAEBAdSpU0dCVs0VFha6zCRmBIqikJKSQm5uLk2bNjX8GQv5C5WQDBibtL+QDGirNAO1KztHpyI5OZk6deo4t+fn53Pq1CkaNWqEv7+/jhWKq8Fut+PlVemHIpW7vLw8Tp8+TePGjfHz89O7HF0VFBTg6+urdxlCR5IBY5P2F5IBbcb7dnSFLBaL5nY5Q2EMNptN7xJ0Ifn+m2PNGmFckgFjk/YXkgFt0qnwkNEufRGujHiWQriSv04JyYCxSfsLyYA2+YYkhBBCCCGEuCLSqfBQdZ02tlWrVmzYsEHvMio9u92udwlCZ4WFhXqXIHQmGTA2aX8hGdAmnQoPBQQE6F1CmfXo0QNfX1+CgoKcP4sXLwbg4MGD3HnnnQA0atSI9evXl/l17r33XkwmE4mJieVRNgBjx44lNjaWkJAQ6tWrx7hx4zR/qQsKCnjyySdp3LgxwcHBNG/enOXLl3v0XCdPnqRfv36Eh4dTr1495syZ47yvPGY+KioqYsyYMYSHhxMREcHYsWMpLi4u8/6Xuj8+Pp6BAwdSq1YtateuzYMPPkhKSsoVvwcjCwwM1LsEoTPJgLFJ+wvJgDbpVHgoMzNT7xKuyOzZs7Farc6fUaNGlevzb9q0ie+++w4/Pz/27dtXbs87atQojhw5QnZ2Nvv372f//v0uX/YdiouLiY6OZvPmzWRnZ7Ny5UomTJjA999/79Zz2Ww27r77bm688UaSk5PZsmUL77//vnPdk0t9+d+2bRs9evS47HuZMWMGO3fu5NChQxw8eJAff/yRmTNnlnn/S90/evRoAM6cOcOpU6fIz8/n2WefvWyNonQZGRl6lyB0JhkwNml/IRnQJp0KD1XX1ZQdZyceeOABzp49y8MPP0xQUBBPP/20289RVFTEc889x4QJE2jTpk25dipatGjh/MuAoih4eXlx/PjxEvsFBgbyxhtv0KRJE0wmEx07dqRnz57s3LnTrec6evQoR48eZcqUKdSsWZNmzZoxYsQIli5dCuBclf1KLF++nNdee43o6Giio6N59dVXWbZsWZn3v9T9f/31Fw8++CBBQUEEBwfz0EMP8ccff1zxezCyqKgovUsQOpMMGJu0v5AMaJNOhYfK85Keymjt2rU0aNCAjz/+GKvVypIlSwB46623nJdHlea9994jMzOTiRMnXrJTMWrUKMLCwkr9ubADcKG33nqLoKAg6taty/79+xk7duxl309+fj6//vor119/vVvP5RgzceHyLXa7nQMHDgBXPqYmIyOD8+fP07ZtW+e2tm3bcvbsWbKysjze/3L3jx8/nrVr15KVlUVmZiYff/wxd9111xW9B6NLSEjQuwShM8mAsUn7i7JkwGKxsG3bthJLE5xKzWH2xiOM/Xgvszce4VRqjtuPrWykU+GhmJgYvUu4Ii+//LLLF/icnJLh1TJp0qRLDuROSkpi2rRpzJgxg6CgoEt2KhYvXkxmZmapP126dCm1BqvVyqFDh3j66acv+5cCRVF44oknaNq0Kffdd59bz9WsWTMaNWrE5MmTKSgo4ODBgyxfvtw5J/XFUwpf2EG688472blz5yU7SFarFYCwsDDnNsf/ax0sLrf/5e7v3LkzycnJzvEWGRkZvPzyy5f83MSlySqqQjJgbNL+oiwZsFqtbN++3fnvtsVi4Z+b/6TXvG0s3X6Srw+YWbr9JL3mbeNfP/zp8p3g4sdWVtKp8JDZbNa7hCsya9Ysly/w5TXYaNKkSVxzzTUMGzYMgDZt2nD8+HFyc3PL5fkv1KJFC2644Qbna2lRFIVRo0Zx9OhR1q9fX+r6Ehc/V82aNfnyyy/Zu3cv9erVY8iQIQwfPpxatWoBJWd8uLCDtGHDBrp06XLJDlJQUBCAy1kJx/8HBweXqO9y+1/u/ttvv53OnTs7x9B07tyZPn36lPq5icuLj4/XuwShM8mAsUn7i/LIwNc79jBz82nsCtgULvivwpubTvPNjj3lUOnVJZ0KD9WuXVvvEiqcpwu8/frrr6xatYrjx48TExNDVFQUgwcPdrls6EJPP/20ywxUF//8+OOPl33NoqIizTEVoHYoRo8eze7du/n+++8JDQ316LlatWrF999/T2pqKvv27aOgoIDu3bsDUKNGjcvWdinh4eHUr1/f5SzOvn37iI2N1azzcvtf6v6ioiLOnDnDs88+S0BAAAEBAYwdO5bdu3eTmpp6Re/DyOrUqaN3CUJnkgFjk/YXV5KB1NRUEhIS2J/tj8lk0tjDhMlkYl+2PwkJCSQkJFSZf7Ov7BuSAWVlZVX7jkVkZCQnT550a19FURg7diwPPfQQ77zzjst9N910E/v27aNjx44u25csWeIcq+EOq9XK2rVruffeewkNDeXPP/9kxowZ9O3bV3P/MWPG8NNPP7FlyxbCw8M9fq4DBw7QpEkTatasyYYNG1i+fDk//PADoM4OVVqnq0ePHmzbtu2y72f48OG8+eabdO7cGYCZM2fyxBNPlHn/0u6vXbs21157LYsWLWLKlCkALFq0iPr161f7DFekzMxM6tatq3cZQkeSAWOT9hdXkoF169YB8EthYxR7OJhKfqdQFIVf/jyO37HvS9xXmcmZCg/5+/vrXUKFe+WVV3j//fcJCwtzTjk7c+ZM+vXrV2LflStXcvbsWRYtWkRUVJTLT/v27ctlBiiTycSaNWto0qQJwcHB3HPPPQwYMIB3333Xuc/TTz/N008/zZkzZ1i8eDFHjx6lYcOGzrMfjlms3HmuTz/9lAYNGhAeHs7cuXNZv369c6D3xR2Kspx1ef311+nUqRMtWrSgRYsWdO7cmVdeeaXEe3F3/0vd/+WXX/L7779Tr149oqOj+fXXX/nvf/9b9sYQVXqtGlE+JAPGJu0vriQD9913H08PGMBtiWfwumBSmAuZTCY6tm7KyJEjGTlyZIlxoZWVSVFKeUfCRXZ2NqGhoZw5c4YGDRo4t+fn53Pq1CkaN26Mn5+fjhWKq6G4uPiKL4GqiiTnf8vMzHQZGC+MRzJgbNL+oiwZSEhIYNmiRTxXVETw++9zyjeMXk8swW4ygctlUAom4K2uATw04DbnY5cuXcrIkSOJjo4ut/dR3oz37egKOaYcFUIYkxwDhGTA2KT9hccZUBR8v/2W0YsWEfy/RZRjb7iB11rVZMYRGybg77/wm3ild0P639Kw/Aq+SqRT4SGj/5XW6LQHVQkjkWOAkAwYm7S/8CgDhw/Dc88RsWkTAPaYGLzmzqXG4ME8bjJxW2oOn/x2jvMZedQP9+ehm2JpVNt1Zs6goCC6d+/unPGxspJOhYcsFouspGhgdrsdb29vvcsQOsrOzpZrqg1OMmBs0v7CrQxkZcG0afDee1BcDD4+8OKLeL38MlwwnX+j2oFMvKP5JZ8qODiYHj16lEPlFUs6FR5yrFcgjMmI4ymEK5k5S0gGjE3aX1wyA3Y7rFwJL78MycnqtnvugXnzoEmTq1KfXmT2Jw8lOwIiDKmoqEjvEoTOkpKS9C5B6EwyYGzS/qLUDPzyC3TsCCNGqB2KZs1g40ZYv77adyhAOhUei4mJ0buESqGoqAg/Pz8CAwMJCgoiMDCQW265hf3791/xcxcUFPDkk0/SuHFjgoODad68OcuXLy/x+mPGjCE8PJyIiAjGjh1LcXFxiefKy8vj2muvLTFLw9ixY4mNjSUkJIR69eoxbty4EqtlO1w4RWxERAQ1a9Z0TjELMGzYMHx8fFz227Vr11X5HC52qVounu724vch3FOvXj29SxA6kwwYm7S/KJGBhAQYNgw6dYI9eyA4WD0zceAAlLKmVnUknQoPmc1mvUuoFA4ePEhhYSFJSUlYrVZSU1OpXbs2L7/88hU/d3FxMdHR0WzevJns7GxWrlzJhAkT+P77vxeBmTFjBjt37uTQoUMcPHiQH3/8kZkzZ5Z4rsmTJ9OwYckZFEaNGsWRI0fIzs5m//797N+/nzlz5mjWY7VanT/p6em0aNGCwYMHl3i+C/fr1KnTJd/jtm3bLnt9pDufg5bSarlwm9Vq1Xwf4vLi4+P1LkHoTDJgbNL+wpmBwkJ4+231jMSqVeq24cPh2DEYP14dR2Eg0qnwkKyiqfr9999p3LixcyYCf39/brjhhnK5PCgwMJA33niDJk2aqAvAdOxIz5492blzp3Of5cuX89prrxEdHU10dDSvvvoqy5Ytc3meuLg4Nm7cyMSJE0u8RosWLQj830ApRVHw8vLi+PHjl61t7969HDp0iGHDhl3Zm3SDO59DWf36669X7X1UN5GRkXqXIHQmGTA2aX8RGRkJ334LbdrASy+BxQK33AK7d8Py5WDQCX2kU+GhtLS0S++gKJCTc/V+dFq78Pfff3deOqMoCr/99hurV69m3LhxJfYdNWoUYWFhpf5c7ktyfn4+v/76q/P1MjIyOH/+PG3btnXu07ZtW86ePUtWVhag/pX/ySefZNGiRfiU8peCt956i6CgIOrWrcv+/fsZO3bsZd/3v/71L/r161fiMrh///vfRERE0KpVK+bNm1ch85hf/DmUxp1ali1bpvk+xOWlpqbqXYLQmWTA2KT9De7ECYr794f+/dUzEpGRsGIF7NqldiyMTBFuycrKUgAlISHBZXteXp5y6NAhJS8vT91gtSqK+lX/6vxYrTp8GorSqVMnxc/PTwkNDVX8/PwULy8vZc6cOeX+Ona7XRkyZIjSo0cPxWazKYqiKGfPnlUAJSUlxblfcnKyAijnzp1TFEVRZs6cqTz++OOKoijK1q1bldDQ0FJf49ChQ8qrr77qfGxprFarEhISoqxfv95le1xcnJKcnKwUFxcru3btUmJjY5X58+eXePwzzzyjhIaGKqGhoUpgYKDi7e3tvB0aGqr8+OOPHn0OWtyppbT3cSklcm5gOTk5epcgdCYZMDZpf4OyWBRl0iRF8fFRv3/VqKEoL7ygKFlZeldWaUinwk2OTsWpU6dcthuxU1FcXKwEBAQoGzZsUBRF/cK7detWxWQyKQcOHCi317Hb7crTTz+t3HTTTUpmZqZze3p6ugIoJ06ccG47fvy4AiiZmZnK8ePHlQYNGihpaWmKoly+U6EoivLpp58qvXr1uuQ+K1asUKKiopSioqJL7rdo0SKlQ4cOl9xn69atSvfu3S+5j0Npn4M7tGpx931cSDoVf3PkShiXZMDYpP0Nxm5XlI8+UpSYGOd3r4LbblOUw4f1rqzSkUn3PXTZFZUDAsBqvTrFOF7vKjty5Ai5ubncfPPNgPqZdO3aFR8fH06dOkWbNm1c9n/66af56KOPSn2+b7/9lq5du7psUxSF0aNHs3v3bn744QdCQ0Od94WHh1O/fn327dtHk/9N0bZv3z5iY2MJDQ3liy++ICkpieuuuw5QZ4qyWCzUrl2br7/+mg4dOpSooaio6LJjKv71r3/x6KOPXnatCi+v8ruq8FKfgzu0avnXv/7F0KFDZc2NMpJV1YVkwNik/Q3k99/h2Wfhp5/U29dcA+++S07nzvhEROhbW2Wkd6+mqnCcqYiPj3fZbsS/4P773/9WGjZs6LydlZWlvPjii0qdOnWUjIyMcnmNUaNGKddff72Smpqqef/rr7+utGvXTklISFASEhKUdu3aKdOmTVMURT01fe7cOefPp59+qoSEhCjnzp1TCgoKFIvFoixfvlzJyMhQ7Ha7cuDAAaVFixbKk08+WWo9R44cUUwmk3JY4y8Tn3zyiZKVlaXY7XZlz549SsOGDcvtUrDLfQ6e1uJ4H8eOHfOoDiPmvDQWi0XvEoTOJAPGJu1vAMnJijJypKKYTOrZiYAARZk5U1H+92+gZECbdCrc5OhUHD9+3GW7Eb9sjRs3TvHy8lICAwOVkJAQpX79+sqQIUOUo0ePlsvznz59WgEUX19fJTAw0Pnz1FNPOfcpLCxURo0apYSFhSlhYWHKmDFjSr2c5+LLn6xWq9K7d28lIiJCCQwMVBo3bqy88MILLtfJPvXUUy6v9+KLLyrdunVTCgsLSzx/165dneMkrrvuOmX27Nma4x6eeuopl/dz8c+OHTs8/hwurvNytTjeh6eMmPPSJCYm6l2C0JlkwNik/auxoiJFWbhQUcLC/r7M/JFHFOWiMZeSAW0mRdFp+qAqJjs7m9DQUFJTU6lVq5Zze35+PqdOnaJx48b4+fnpWKG4Gux2e7le3lRVSM7/VlRURM2aNfUuQ+hIMmBs0v7V1JYt6qVOBw+qt9u2hffegy5dSuwqGdBmvG9HVyglJUXvEoSOtFbtFsaSnJysdwlCZ5IBY5P2r2ZOn4b774devdQORa1asGQJ/PabZocCJAOlkZGaHpJ5/Y2ttDUvhHHUq1dP7xKEziQDxibtX03k5sKcOTB7NuTng7c3jBoF06ZBePglHyoZ0CZnKjxkNpv1LkHoqLCwUO8ShM7i4+P1LkHoTDJgbNL+VZyiwGefQYsWagciPx969oS9e2Hhwst2KEAyUBo5U+GhKIMuvS5Ucg2liI6O1rsEoTPJgLFJ+1dhf/wBzz0HW7eqtxs0gHnzYNAg8GCqYMmANjlT4aGkpCS9SxA6Kioq0rsEobPExES9SxA6kwwYm7R/FZSRoQ7CbtdO7VD4+cGUKXD4sDqewsO1RyQD2uRMhYfCwsL0LkHoSBaME+FunBoX1ZtkwNik/asQmw2WLYNXXoG0NHXboEEwdy40alTmp5UMaNP1TMWOHTu46667iImJwWQysX79eud9RUVFTJw4kTZt2hAYGEhMTAyPPfZYiTEN6enpDBkyhJCQEMLCwhgxYgTWi1a0PnDgAF27dsXPz4/Y2FjmzJlT5prz8vLK/FhR9dntdr1LEDrLzc3VuwShM8mAsUn7VxE//QQ33wxPPaV2KFq1gh9+UMdTXEGHAiQDpdG1U5GTk8MNN9zAokWLStyXm5vL77//zuuvv87vv//OunXrOHr0KHfffbfLfkOGDOHgwYNs2rSJDRs2sGPHDkaOHOm8Pzs7mz59+tCwYUPi4uJ4++23mTp1KkuXLi1Tzd7e3mV6nBCiepCzVUIyYGzS/pVcfDwMGaJOB7t3L4SFqQOw9+2D224rl5eQDGjT9VPp168f/fr107wvNDSUTZs2uWx7//33ueWWWzh79iwNGjTg8OHDbNy4kT179nDTTTcB8N5779G/f3/mzp1LTEwMq1evprCwkOXLl+Pj40OrVq3Yt28f8+fPd+l8uMuIC5+Jv5k8vO5SVD9yDBCSAWOT9q+kCgpg/nx4803IyVHHSTz5JMyYAXXqlOtLSQa0ValPJSsrC5PJ5BzXsGvXLsLCwpwdCoDevXvj5eXF7t27nft069bNZX2Bvn37cvToUTIyMjyuoaCg4MrehKjS5PInkZ+fr3cJQmeSAWOT9q9kFAW++kq9vOmVV9QOxa23qovX/eMf5d6hAMlAaarM+Zv8/HwmTpzIww8/TEhICKCOvq9bt67LfjVq1CAiIsI5Mj8xMZHGjRu77BMZGem8r7TBNgUFBS4diOzsbACCg4PL5w2JKkkufxOO448wLsmAsUn7VyJHj8K4cbBxo3o7OhrefhseecTjGZ08IRnQViXOVBQVFfHggw+iKAoffPDBVXnNWbNmERoa6vyJjY0FICEhAbPZjN1udy5+UlxcjN1up6ioCJvNRnFxscs2RVGci6YVFhZq7muz2SgqKsJut7vs63is3W73aF/H81+8rye1XLyvoijlWrdjH626L/wM9apb6zPMz893q5ay1K1Vi2P71Wr7S+1rs9nIzc0lIyODjIwMcnJySEpKoqioyPm7EB8fj81mIyEhgby8PNLT08nMzMRisZCcnExhYaHLvna7HbPZTH5+PqmpqWRnZ5OdnU1qair5+fklftfi4+MpLCwkOTkZi8VCZmYm6enp5OXlkZCQgM1mc9m3qKiIpKQkcnJyPKo7LS2NrKwsZ90FBQXOfY8dO4aiKJjNZgoKCkhJSfGobqvV6lJ3YmIixcXFJepOTEwkNzeX9PT0y9ZtNptL1J2SkuJSd3x8PIqiEB8fr1l3Xl6e23Xn5uZq1l1cXFyibqvVqlm3o+0vVbej3ovrtlgsZGVlkZaWVmrdjra3Wq1kZGR4VHdmZiZWq7XUzB4/fpy8vDyXzGrV7XjMpeq+XGYvrPviz9BR94W/a5eqW+t3zVG32WzWrNvxu3Zh3eX5u1YVjxFms/mSxwhHBuQYUYHHiJQULE8/jdK6NWzciOLjg2X0aAoOHCClTx8sVmuFHiPOnDlz2d+16naMcIdJURTFrT0rmMlk4osvvmDgwIEu2x0dir/++ostW7ZQq1Yt533Lly9nwoQJLpcxFRcX4+fnx9q1a7n33nt57LHHyM7OdplZauvWrdx2222kp6d7dKYiNjaWzMxMQkNDndvz8/M5deoUjRs3xs/P7wo/BVHZKYpiyHEVkvO/GTUD4m+SAWOT9teR3Q4ffggTJ4Jj3bA771THUjRtetXKkAxoq9RnKhwdiuPHj7N582aXDgVAp06dyMzMJC4uzrlty5Yt2O12OnTo4Nxnx44dLouWbdq0iWbNml1ynmFfX19CQkJcfkA9UyGMSxa/ExdPay2MRzJgbNL+OtmzRx0rMWyY2qG47jr45ht1PMVV7FCAZKA0unYqrFYr+/btY9++fQCcOnWKffv2cfbsWYqKirj//vv57bffWL16NTabjcTERBITE52XZbRo0YI77riDJ598kl9//ZWffvqJMWPGMHjwYGJiYgB45JFH8PHxYcSIERw8eJBPPvmEBQsWMH78+DLVLEuzG1vNmjX1LkHozHFsEcYlGTA2af+rLCkJHn8cbrkFdu+GoCB13MQff0ApM4hWNMmANl07Fb/99hvt2rWjXbt2AIwfP5527doxefJk4uPj+e9//8v58+dp27Yt0dHRzp+ff/7Z+RyrV6+mefPm9OrVi/79+9OlSxeXNShCQ0P5/vvvOXXqFO3bt2fChAlMnjy5TNPJgpypMDo5UyHkL1RCMmBs0v5XSVGRelnTddfBihXqtqFD4dgxeOEFuGBWz6tNMqCt0oypqOyys7MJDQ0lOTmZOhdMTybXmhuL3W435PzUkvO/FRQU4Ovrq3cZQkeSAWOT9r8Kvv8ennsOjhxRb990E7z3HnTsqG9d/yMZ0Ga8b0dXyGKx6F2C0JHNZtO7BKEzx/TSwrgkA8Ym7V+B/voLBg6Evn3VDkWdOrBsmXrZUyXpUIBkoDRVZp2KykJ6psZmxLMUwpXRz9QIyYDRSftXgJwcmDUL5s5VV8auUQPGjoXJk+F/Cx5XJpIBbdKp8JCsqGxscrWgkGOAkAwYm7R/OVIU+OQTdYzE/9ZMoHdvWLAAWrbUt7ZLkAxok06Fh+TyFyGMrbi4WO8ShM4kA8Ym7V9O9u2DZ5+FH39UbzdurA7MvueeCl0NuzxIBrRJp8JD/v7+5fI8FosFq9Va6v1BQUEEBweXy2uJ8iOXP4mAgAC9SxA6kwwYm7T/FUpLg9dfh3/8Q13MLiAAXnkFJkyAKnJZkWRAm3QqPJSZmUlkZOQVP09cXBzbt28v9f7u3bvTo0ePK34dUb6Ki4vx0XEaO6G/jIyMcvvjgqiaJAPGJu1fRsXFakfi9dchI0PdNngwzJkDsbH61uYhyYA26VR4qDw6FADt27enWbNmAKSmprJu3Truu+8+ateuDahnKqqCp59+mtDQUGbPnn3Jfa6//npGjRrFtm3bGDhwIJmZmVevyHJUXRe/s1gstG3blt27dzszKLRFRUXpXYLQmWTA2KT9y2DbNvVSpz/+UG9ff706RWy3brqWVVaSAW1yLYeHEhMTy/xYi8XCtm3bsFgsBAcHEx0dTX7NED49WsC2wsZ8erSA/JohREdHOy99uvAxV6JHjx74+voSHBxMaGgorVu3ZsKECaSkpLj9HFOnTmXgwIEu25YsWXLJDsWJEyf4+uuveeKJJ8paeqVSmRe/e/3112nTpg01atRg3LhxJe43m83079+fwMBAGjRowD//+U/nfcHBwTz22GO8+eabV7HiqkkWwBSSAWOT9vfA2bPw0EPQs6faoYiIgMWLIS6uynYoQDJQGulUeOhKlma3Wq1s377dOZbi09/O0WveNtbEJXHaFsGauCR6zdvG2t/OlfqYKzF79mwsFguZmZl8+umnxMfH0759e5KSkq74uUuzZMkSHnrooQq7ZEjrS35FDqDy8fHRfE1POxvFxcXlPpPUtddey5w5c7j77rs173/44YeJiooiOTmZtWvX8uKLL7pcgjd06FBWrFhBbm5uudZV3dSrV0/vEoTOJAPGJu3vhrw8mD4dmjeHTz8FLy8YNUpdDfuZZ9QpY6swyYA26VR4qLyWZj+VmsOkzw9gV8CmgIIJmwJ2BSZ+foDTqTnl8jpaTCYTLVu25KOPPiIkJIR58+YBagfmnnvuoW7duoSGhtKtWzf2798PwPr165k5cyYbNmwgKCjIeXnWsGHDNP8q7vDf//6X2267rcT29957j+joaKKiopgyZYrzC/bZs2e5/fbbqVOnDuHh4QwYMIDTp087Hzds2DBGjBjBgw8+SEhICEuWLKFHjx689NJL9OnTh8DAQL799lusVitjxoyhQYMG1K1bl8cee4ysrKxS6zx58iR33XUXderUoWHDhsyYMcM5ZdzKlStp27YtU6ZMISoqisGDBzN16lTuvPNOnnnmGSIiIpg0aRJFRUW8/PLLNGjQgDp16vDQQw+5nAkymUy8//77tG7dmsDAQKxW6yVf92Ivvvgi3bt3d97/2WefOTsJoHYK+vXrR0hIiOb727lzJ7NmzSIwMJAOHTowZMgQli9f7tynUaNG1KpV65JjfQTEO6Y9FIYlGTA2af9LUBT44gt1OtjJk9XORbdu8PvvsGgR1Kqld4XlQjKgTToVHqpTp84VP0dqairLtx3mUhOmLdt2mISEBFJTU6/49UpTo0YNBg4c6PwSabfbeeSRRzh16hRJSUm0a9eOBx98EEVRGDhwIK+88gp33nknVqvVrTMnubm5HD9+nObNm7tst1gs/P7775w8eZJt27axfPly/v3vfztrGD9+POfOnePMmTMEBATw5JNPujz+448/ZsSIEWRmZjJixAhA/eI/Y8YMrFYrvXv35vHHHyc9PZ0DBw5w6tQpioqKGDNmTKl19urVi169ehEfH8+PP/7If/7zH1asWOHc588//6RGjRqcPn2aDz/8EICNGzfSoUMHkpOTmT59OrNmzWLDhg3s3LmTU6dOYTKZGDJkiMtrrVmzhu+//57s7Gy8vb0v+7oXevPNN8nJyWHGjBmcOXOGkSNH8u9//5u6deteti0OHDhAdHS0y5igtm3bcuDAAZf9WrZsyb59+y77fEbmzuctqjfJgLFJ+5fi0CHo0wfuuw9On4b69dU1KLZtgxtu0Lu6ciUZ0CadCg9lOGYsuALr1q1j595D2Eu5/EVRFHbuPcTSpUtZt27dFb/epdSrV4/09HQAQkJCeOihhwgMDMTPz49p06Zx7NixMp+dcXxWF//l3G63M3v2bAICAmjevDljxoxxflFv1KgR/fr1w8/Pj5CQEF599VV+/PFHl7/e9+nTh759++Ll5eWc1u2RRx7hlltuwWQyYbVa+fzzz1m0aBFhYWEEBgbyxhtv8Mknn2iuM/L1118THh7OuHHj8PHxoUGDBjz33HOsWbPGuU9oaCivvvoq3t7eztds3bo1w4YNo0aNGgQEBPDhhx/y2muv0aBBA4KCgpg/fz6bNm1y+fxeeuklYmJi8PX1det1L+Tj48PHH3/MO++8Q//+/RkxYgR9+vRxqy2sVithF61KGhYWVmKsTkhISLlkvDpz/L4I45IMGJu0/0UyM+H559XB15s3g6+vOsPTkSPw4IOVfs2JspAMaKvaF7XpoDzmJr7vvvsoPlrA2bgkbBr9CpPJRJd2LRnZ+XbnzFAVJT4+noiICADy8vKYMGEC33zzDenp6c41GVJTU8t0/WB4eDgA2dnZLjMK+fn5ufTyGzZs6DyVmJKSwnPPPcePP/7ovFypoKAAi8VCaGgoAA0aNCjxWhduO336NHa7ncaNG7vs4+XlRWJiYon3cvr0af7880+XL912u53YC6a4q1evHl5eXi7jIC6u4/z58zRq1Mh529F5OH/+vHMszsV1Xu51L9a0aVN69OjBhg0b2LJlS6n7XSwoKKjE5V9ZWVkl1kLJzs6mdevWbj+vEQUGBupdgtCZZMDYpP3/x2aDFSvUNSYcl/reey/Mm6cuZFeNSQa0yZkKD5XH7D+1a9fm8R4tuNQw3RE9WhAdHV2h03sWFxfz5ZdfOtfDmDdvHnFxcezcuZPs7GznWAbHF2lPF34LCAigadOmHDlyxGV7fn6+cxwAqOMoHF/0X375ZXJzc/n999/Jzs5mx44dLjWUVseF22JjY/Hy8sJsNpOZmen8yc/P1+wcxcbG0r59e5d9s7OzOXjwYInnv1Qd9evXdxn/kZiYSEFBAfXr1y+1zsu97sU+++wzfvnlFwYMGMDo0aNL3e9i119/PWaz2eVz37dvH23atHHZ79ChQ7Rt29bt5zWiyjwDmLg6JAPGJu0P/PwzdOgATz6pdihatIDvv4d166p9hwIkA6WRToWHymvGnsa1A5k96Hq8TOBtAhMKXibwMsHsQdfTqHbF9oKPHDnC0KFDycrKYvz48YD6V2o/Pz/Cw8OxWq288sorLo+JjIzkzJkzHs2udNddd7F161aXbV5eXrz88svk5eVx9OhRFi1a5Bx7kJ2dTUBAAGFhYaSlpTFt2jSP31tUVBQDBw5kzJgxzjEpiYmJfPHFF5r733nnnSQlJbF48WLy8/Ox2WwcPXqUbdu2efS6//d//8fMmTM5d+4cVquV8ePH07t371JnDPP0dc+ePctTTz3FqlWr+Pe//83evXtZunSp8/6ioiLn89hsNvLz850HviZNmtC5c2deeeUVcnNz+fXXX1m9erVzTArAmTNnSE1NpVsVnubvaijvWbtE1SMZMDZDt7/ZDI89Bp07q9PChoTAO+/A/v1w++16V3fVGDoDlyCdCg/5XcES8kFBQXTv3t05c9IDN8WyZUIPHmkfSSPvdIa0j2TLhB48cFNsqY+5EhMnTnSuU3HfffcRFRXFb7/95hy8O378eLy9vYmMjKR169Z06tTJ5fEPPPAAISEh1KlTp8T1+aV56qmn+M9//uPSqw8ODqZt27Zcc801dOvWjccee4yhQ4cCMG3aNE6cOEF4eDidO3emX79+ZXqvK1euJCwsjJtvvpmQkBC6du1KXFyc5r5BQUFs3ryZH374wTkD0iOPPKK5JonpEteGvvzyy/Tt25dOnTrRqFEjioqK+Oijj0rd35PXtdlsDBkyhOHDh9OnTx9CQkL4+OOPeemllzh8+DAATz75JP7+/nz00Ue8//77+Pv7uwxy//jjj4mPj6dOnToMGjSIOXPm0L17d+f9//73vxk2bJic1r2MKzkGiOpBMmBshmz/ggJ15etmzeDDD9VxEiNGwPHjMG4cVNOFYUtjyAy4waRId8st2dnZhIaGcuzYMZo2bercnp+fz6lTp2jcuHGZQ5aQkMDSpUsZOXIk0dHR5VVypfHUU0/Rtm1bnnnmGb1LuWJFRUXVclVti8VCu3bt2LVrl+YMZ+WR8+oiMTFRVlM1OMmAsRmu/b/5Ru04HD+u3u7YERYuhJtv1rUsPRkuA26SgdoeqlVOcyxbLBbntKyOS3QunD42KCioxCDaquof//iH3iWUmxpVfMGe0gQHB3PixAm9y6gSKnKck6gaJAPGZpj2P35cndXp66/V21FR6tmKIUPUxewMzDAZ8FD1/IZUgZKTk52zJV2JuLi4EouMXTjLU/fu3Z0DqEXlUVRUVGGrg4uqISkpSVZTNTjJgLFV+/a3WODNN2H+fCgqUi9tev55eO01qCZ/7LxS1T4DZSSdCg+VNujWU+3bt6dZs2al3l8eYyhE+ZMOhZB/SIRkwNiqbfsrCqxeDS+9BAkJ6rZ+/eDdd+G663QtrbKpthm4QtKp8JDZbC6xmFtZBAcHV5vLm4yksLBQOhYGFx8fL/+gGJxkwNiqZfv/9hs8+yzs2qXevvZatTMxYICuZVVW1TID5cDYF8WVQWlLs8t4d2OojoO03SH5/ptjtjRhXJIBY6tW7Z+crK41ccstaociMBDeegv+/FM6FJdQrTJQjqRT4aG0tDSX297e3oD6F2xR/XmyRkd14si3I+9GduGECsKYJAPGVi3av6gIFixQL2v617/US5/+7//g2DGYOBF8ffWusFKrFhmoAHL5k4cuvmSpRo0aBAQEkJKSQs2aNT1edVpULY6F5YzEbreTkpJCQEBAtZ39yhPlcfmjqNokA8ZW5dt/82Z47jk4dEi9feON6hSxnTvrW1cVUuUzUEHkG4KH8vPzXW6bTCaio6M5deoUZ86c0akqcbXY7XZDdhy9vLxo0KDBJRf/M4r8/HwCAgL0LkPoSDJgbFW2/U+fhgkTwDHTZO3aMGsWDB8OchbaI1U2AxVMOhUe0vpC6ePjQ9OmTeUSKAPIzs425F8ofHx8DNmZ0iKfg5AMGFuVa//cXJg9W11jIj9f7UCMGQNTpkB4uN7VVUlVLgNXiXQqPFTa5R9eXl6GX2nYCIqLi6WdDU4uAROSAWOrMu2vKLB2LbzwApw7p2677Tb1UqdWrfStrYqrMhm4yqSr5aG8vDy9SxA6ys3N1bsEoTPJgJAMGFuVaP8DB6BnT3joIbVD0bAhfP65Op5COhRXrEpkQAfSqfBQaGio3iUIHYWFheldgtCZZEBIBoytUrd/erp6aVO7drB9O/j5wbRpcPgw3HcfyLi4clGpM6Aj6VR4SKYRM7aUlBS9SxA6kwwIyYCxVcr2t9lgyRJo2hQWLQK7HR54AI4cgcmTwd9f7wqrlUqZgUrApMiqVm7Jzs4mNDSUrKwsQw7UFUIIIUQl9OOPMHYs7N+v3m7dWh030bOnvnUJw5EzFR4ym816lyB0FB8fr3cJQmeSASEZMLZK0/7nz8Mjj0C3bmqHIjwc3n8f9u6VDkUFqzQZqGTkTIWbHGcqMjIy5Fo6AzPqOhXib5IBIRkwNt3bPz8f5s+HN99Up4s1meCpp2D6dHXtCVHhdM9AJSWfiIeSkpL0LkHoKDExUe8ShM4kA0IyYGy6tb+iwJdfqrM3vfqq2qHo0gXi4uCDD6RDcRXJMUCbdCo8JGcpjC1cFgoyPMmAkAwYmy7tf/gw3HEHDBwIf/0F9erBmjWwY4c605O4quQYoE06FR6SuYmNLScnR+8ShM4kA0IyYGxXtf2zsmDCBLj+evj+e/DxgVdeUWd1evhhmSJWJ3IM0KZrp2LHjh3cddddxMTEYDKZWL9+vcv969ato0+fPtSqVQuTycS+fftKPEd+fj6jR4+mVq1aBAUFMWjQoBKXKJ09e5YBAwYQEBBA3bp1efHFFykuLi5TzTVr1izT40T14OPjo3cJQmeSASEZMLar0v52O6xYAdddp46fKC6Gu++GQ4fUsRRBQRVfgyiVHAO06dqpyMnJ4YYbbmDRokWl3t+lSxdmz55d6nM8//zzfPXVV6xdu5bt27djNpu57777nPfbbDYGDBhAYWEhP//8M6tWrWLlypVMnjy53N+PEEIIIcQV2b0bOnaExx+H5GRo1gw2blTHUzRpond1QpSqhp4v3q9fP/r161fq/Y8++igAp0+f1rw/KyuLZcuWsWbNGm677TYAVqxYQYsWLfjll1/o2LEj33//PYcOHWLz5s1ERkbStm1bpk+fzsSJE5k6darHvc3CwkKP9hfVS0FBgd4lCJ1JBoRkwNgqrP0TE+Hll2HlSvV2cDBMnaqukC1/Ga9U5BigrUqPqYiLi6OoqIjevXs7tzVv3pwGDRqwa9cuAHbt2kWbNm2IjIx07tO3b1+ys7M5ePBgqc9dUFBAdna2yw9AcHBwBb0bURXIwodCMiAkA8ZW7u1fWAjz5qmXOjk6FMOHw7FjMH68dCgqITkGaKvSnYrExER8fHxKzMgUGRnpnO4rMTHRpUPhuN9xX2lmzZpFaGio8yc2NhaAhIQEzGYzdrvdufhJfHw8hYWFJCcnY7VayczMJD09nby8PBITEykuLnbZt6ioiMTERHJzc0lPTycjI4OcnBySkpIoKipy2ddms2E2m8nLyyMtLY2srCwsFgspKSkUFBS47KsoCvHx8RQUFJCSkuLsDKWmppKXl+d23bm5uZp1FxcXl6jbarVq1m232y9bt6Pei+u2WCxkZWWRlpZWat1FRUUkJSVhtVrJyMjwqO7MzEysVivJyckUFhaWWndqaqrzM3TUfezYMWe9jsdcqm6bzaZZd05OTom6L/4MHXXn5eW5XXd+fr5m3WazWbPu5OTkEnUnJCRctu7LZTYhIcGlbovF4lHdqamp5OfnXzKzFovF5XetPOu+MLPJyckuv2uODJjNZs3ftcvVLceIqn+MOH78eKnHiAvrlWNE9TxGmM3mSx4jHBlw5xiR+tFH6iDsF14Ai4Widu3I3bKFzPnzSffxkWNEJT1GnDlzpszfI6rqMcIdlWbxO5PJxBdffMHAgQNL3Hf69GkaN27M3r17adu2rXP7mjVrGD58eIk3e8stt9CzZ09mz57NyJEjOXPmDN99953z/tzcXAIDA/nmm29KvfyqoKDA5Xmzs7OJjY0lMzOT0NDQK3uzospSFAWTzLZhaJIBIRkwtnJp/xMn1LMQX32l3q5bF2bPhsceA1lUrdKTY4C2Kp3cqKgoCgsLyczMdNmelJREVFSUc5+LZ4Ny3Hbso8XX15eQkBCXH1DPVAjjMpvNepcgdCYZEJIBY7ui9rda1SlhW7VSOxQ1aqhTxh47BsOGSYeiipBjgLYqnd727dtTs2ZNfvjhB+e2o0ePcvbsWTp16gRAp06d+OOPP0hOTnbus2nTJkJCQmjZsqXHrxkTE3PlhYsqq169enqXIHQmGRCSAWMrU/srirpYXbNmMGuWOo6ib1/44w+YOxfkCogqRY4B2nSd/clqtXLixAnn7VOnTrFv3z4iIiJo0KAB6enpnD171tkjPHr0KKCeYYiKiiI0NJQRI0Ywfvx4IiIiCAkJYezYsXTq1ImOHTsC0KdPH1q2bMmjjz7KnDlzSExM5LXXXmP06NH4+vp6XLPZbJYBOgYWHx8vBxODkwwIyYCxedz+e/fC2LHw00/q7WuugXffhTvvlMXrqig5BmjTdUzFtm3b6NmzZ4ntQ4cOZeXKlaxcuZLhw4eXuH/KlClMnToVUBe/mzBhAh9//DEFBQX07duXxYsXu1zadObMGZ555hm2bdtGYGAgQ4cO5a233qJGDff7VNnZ2YSGhpKcnEydOnU8f7OiWigoKChTZ1RUH5IBIRkwNrfbPzUVXnsNli5Vz1QEBKi3n38e/PwqvlBRYeQYoK3SDNSu7BydipMnT3LNNdfoXY7QSUpKinQqDU4yICQDxnbZ9i8uhiVL4PXXwTHm85FH1IHY9etflRpFxZJjgDZdL3+qiqRnamx+8tclw5MMCMmAsV2y/bdsgeeegz//VG+3bQsLF0LXrlelNnF1yDFAW5UeqK0Hu92udwlCR9L+QjIgJAPGptn+Z87AAw9Ar15qh6JWLfVsxW+/SYeiGpJjgDY5U+Ehm82mdwlCR8XFxXqXIHQmGRCSAWNzaf+8PJgzB956C/Lz1SlhR42CadMgIkK/IkWFkmOANulUeMjf31/vEoSOAgIC9C5B6EwyICQDxhYQEKAOvF63Tl1j4swZ9Y4ePWDBAnWFbFGtyTFAm1z+5KGLF9oTxpKRkaF3CUJnkgEhGTA2y65d0Ls33H+/2qFo0ADWrlXHU0iHwhDkGKBNZn9yk2P2p/T0dMLDw/UuR+jEZrPh7e2tdxlCR5IBIRmo+iwWC3FxcbRv357g4OAS959KzeHT385xPiOP+uH+PHhTLI29C2HqVJRFizDZbODnR8G4cezu3p12nTtrPo+onuQYoE3OVHgoKSlJ7xKEjhITE/UuQehMMiAkA1Wf1Wpl+/btWK1Wl+0Wi4V/bv6TXvO2sXT7Sb4+YGbp9pP0mruVT/oNg4UL1Q7FoEFw+DDpzz7L1t27SzyPqN7kGKBNxlR4KCYmRu8ShI5kBU0hGRCSgerr6x17mPljLgoXrXStwMvdnqCN1UzLBW+pszwBJCRc/SKF7uQYoE3OVHjIbDbrXYLQUXx8vN4lCJ1JBoRkoPpITU0lISHB+bM/2x+TyVRyR5MJvEx8+PK77K9d27l/amrq1S9a6E6OAdrkTIWHZAVFY6tbt67eJQidSQaEZKD6WLduncvt3fmNUOwRYCr5N1cF+OXQSfxOnLpK1YnKSo4B2qRT4aGMjAxq1aqldxlCJ+np6URGRupdhtCRZEBIBqqP++67j9q1a4Oi4Lt5Mz6f/ca/mvfGpnmywkTH1k0Z1OZG5/eA1NTUEh0TUf3JMUCbdCo8FBgYqHcJQkdBQUF6lyB0JhkQkoHqo3bt2kRnZ8Pzz8O33zI4PIZ/Nr9dXYfC5TIoBUWBtiF5NG58vXwXMDg5BmiTMRUeKiws1LsEoSNpfyEZEJKB6sEnP5/g6dOhTRv49luoWZOY4YN5pXs0Xl4mvNVhFP/7MfHq7Y3o3+1maX8hGSiFnKnwkCzrYWzS/kIyICQDVZzdTtiXXzJ+6VJ809PVbXfeCfPn49u0KU8AvTvk8MkF61Q8dFMsjWqrZyfSHY9B/Yt19+7d5S/XBiPHAG2y+J2bHIvfJSQkEBUVpXc5Qie5ubkEBAToXYbQkWRASAaqsD17YOxY2L1bvd20Kbz7LvTv7/ZTSPsLyYA2ufzJQxaLRe8ShI6ys7P1LkHoTDIgJANVUFISjBgBt9yidiiCgmDOHPjzT486FCDtLyQDpZHLnzwUERGhdwlCRzLzl5AMCMlAFVJUBO+/D1OnguOL4GOPwVtvQXR0mZ5S2l9IBrTJmQoPpaSk6F2C0FFycrLeJQidSQaEZKCK2LQJbrgBxo9XOxTt28PPP8OqVWXuUIC0v5AMlEbGVLjJMaYiKyuLkJAQvcsRQgghhJa//oIJE2D9evV2nTowaxYMHw5e8rdUISqK/HZ5yGw2612C0FF8fLzeJQidSQaEZKCSysmB11+Hli3VDoW3t7r+xLFj6niKcupQSPsLyYA2OVPhJseZirS0NBlXYWDFxcXUqCFDkYxMMiAkA5WMosAnn8CLL8L58+q23r1hwQK1g1HOpP2FZECbnKnwUFpamt4lCB2lpqbqXYLQmWRASAYqkf37oXt3ePhhtUPRqBF88QV8/32FdChA2l9IBkojnQoPyXgKYwsNDdW7BKEzyYCQDFQCaWkwahTceCP8+CP4+8P06XDoEAwcCCZThb20tL+QDGiTToWH8vLy9C5B6EjaX0gGhGRAR8XFsHixumjdBx+A3Q4PPQRHjsBrr6mdiwom7S8kA9rkgjAPecnMEYYm7S8kA0IyoJPt2+HZZ+HAAfX29dfDwoXq5U9XkbS/kAxok0/FQzIwx9ik/YVkQEgGrrJz52DwYOjRQ+1QhIfDokUQF3fVOxQg7S8kA6WRToWH5JSXseXm5updgtCZZEBIBq6SvDx1nESzZursTl5e6jiK48fV/+r0xU7aX0gGtElXy0MyOMfYwsLC9C5B6EwyICQDFUxR1HUmxo+H06fVbd26qZc63XCDnpUB0v5CMlAaOVPhIZlGzNhSUlL0LkHoTDIgJAMV6NAh6NMH7rtP7VDUrw//+Q9s21YpOhQg7S8kA6WRxe/c5Fj8LisrS6aVFUIIIcpTZiZMmwbvvQc2G/j6qovZTZoEgYF6VyeEcIOcqfCQ2WzWuwSho/j4eL1LEDqTDAjJQDmy22HZMrjuOnj3XbVDMXCgesZi+vRK2aGQ9heSAW1ypsJNjjMVGRkZci2dgdntdplKzuAkA0IyUE527VKniP3tN/V28+awYIF6+VMlJu0vJAPa5BPxUFJSkt4lCB0lJibqXYLQmWRASAauUEICDB0Kt96qdihCQmD+fHW62EreoQBpfyEZKI3M/uSh8PBwvUsQOoqIiNC7BKEzyYCQDJRRQYF6JmL6dLBawWSC4cNh5kyIjNS7OrdJ+wvJgDY5U+GhnJwcvUsQOrJarXqXIHQmGRCSgTL45hto0wYmTlQ7FB06wO7d6niKKtShAGl/IRkoja6dih07dnDXXXcRExODyWRi/fr1LvcrisLkyZOJjo7G39+f3r17c/z4cZd90tPTGTJkCCEhIYSFhTFixIgSjX3gwAG6du2Kn58fsbGxzJkzp8w116xZs8yPFVWfj4+P3iUInUkGhGTAA8ePw513woAB6v9HRsKqVfDzz3DzzXpXVybS/kIyoE3XTkVOTg433HADixYt0rx/zpw5LFy4kCVLlrB7924CAwPp27cv+fn5zn2GDBnCwYMH2bRpExs2bGDHjh2MHDnSeX92djZ9+vShYcOGxMXF8fbbbzN16lSWLl1a4e9PCCGEMCSLRZ0OtlUr+PprqFlTnSL22DF47DF1dWwhRLVSaWZ/MplMfPHFFwwcOBBQz1LExMQwYcIEXnjhBQCysrKIjIxk5cqVDB48mMOHD9OyZUv27NnDTTfdBMDGjRvp378/58+fJyYmhg8++IBXX32VxMREZ89y0qRJrF+/niNHjrhdn2P2p5MnT3LNNdeU75sXVUZKSgp16tTRuwyhI8mAkAxcgqLA6tXw0kvqgGyAO+5Qp4tt1kzX0sqLtL+QDGirtH8qOHXqFImJifTu3du5LTQ0lA4dOrBr1y4Adu3aRVhYmLNDAdC7d2+8vLzYvXu3c59u3bq5nKrq27cvR48eJSMjw+O6goODy/qWRDUgCx8KyYCQDJQiLg66dIFHH1U7FE2awFdfqeMpqkmHAqT9hWSgNJW2U+GYrivyogFckZGRzvsSExOpW7euy/01atQgIiLCZR+t57jwNbQUFBSQnZ3t8gPqGA5hXGlpaXqXIHQmGRCSgYukpMDIkeoYiZ9/VhesmzULDh5Ux1OYTHpXWK6k/YVkQFul7VTobdasWYSGhjp/YmNjAQgLC8NsNmO3250rKsbHx1NYWEhycjJWq5XMzEzS09PJy8sjMTGR4uJil32LiopITEwkNzeX9PR0MjIyyMnJISkpiaKiIpd9bTYbZrOZvLw80tLSyMrKwmKxkJKSQkFBgcu+iqIQHx9PQUEBKSkpzs5QamoqeXl5btedm5urWXdxcXGJuq1Wq2bddrv9snU76r24bovFQlZWFmlpaaXWXVRURFJSElarlYyMDI/qzszMxGq1kpycTGFhYal1p6amOj9DR92KojjrdTzmUnXbbDbNunNyckrUffFn6Kg7Ly/P7brz8/M16zabzZp1Jycnl6g7ISHhsnVfLrMJCQkudVssFo/qTk1NJT8//5KZtVgsLr9r5Vn3hZlNTk52+V2z2+0oioLZbNb8Xbtc3XKMqPrHCEVRSj1GXFhvtT9GnD4NCxZgv/Za+Oc/QVEofughMnfvJuOpp8gpLq6Wx4iwsLBLHiMcGZBjRPU9Rvj7+5f5e0RVPUa4o9KOqfjrr79o0qQJe/fupW3bts79unfvTtu2bVmwYAHLly9nwoQJLpcxFRcX4+fnx9q1a7n33nt57LHHyM7OdplZauvWrdx2222kp6eXuu5EQUGBy4eYnZ1NbGwshw8fpnnz5uX63kXVER8fT7169fQuQ+hIMiAkA8APP6irYR86pN5u1w7eew86d9a3rqtA2l9IBrRV2jMVjRs3Jioqih9++MG5LTs7m927d9OpUycAOnXqRGZmJnFxcc59tmzZgt1up0OHDs59duzYQVFRkXOfTZs20axZs0suZOfr60tISIjLD0BMTEy5vk9RtchBREgGhKEzcPo0DBoEvXurHYratWHpUtizxxAdCjB4+wtAMlAaXTsVVquVffv2sW/fPkAdnL1v3z7Onj2LyWRi3LhxzJgxg//+97/88ccfPPbYY8TExDjPZrRo0YI77riDJ598kl9//ZWffvqJMWPGMHjwYOeX/0ceeQQfHx9GjBjBwYMH+eSTT1iwYAHjx48vU81ms7k83rqoohynCoVxSQaEITOQmwtTpkCLFrBuHXh7q2cqjh2DJ59UbxuEIdtfuJAMaNP18qdt27bRs2fPEtuHDh3KypUrURSFKVOmsHTpUjIzM+nSpQuLFy/muuuuc+6bnp7OmDFj+Oqrr/Dy8mLQoEEsXLiQoKAg5z4HDhxg9OjR7Nmzh9q1azN27FgmTpzoUa2OKWWTk5NlGjEDKygowNfXV+8yhI4kA8JQGVAU+OwzmDABzp1Tt912GyxYAK1b61ubTgzV/kKTZEBbpRlTUdk5OhUnTpygSZMmepcjdJKcnFxixjFhLJIBYZgM/PGHejZi2zb1doMGMH8+3HdftZvRyROGaX9RKsmAtko7pqKy8vPz07sEoSN/f3+9SxA6kwyIap+B9HQYOxbatlU7FH5+MHUqHD6sjqcwcIcCDND+4rIkA9pq6F1AVWO32/UuQehI2l9IBkS1zYDNpk4N+9pr4JiH//77Ye5caNhQ39oqkWrb/sJtkgFt0qnwkM1m07sEoaPi4mK9SxA6kwyIapmBH39UL3X638QptGoFCxeq4yeEi2rZ/sIjkgFtcvmTh+SUl7EFBAToXYLQmWRAVKsMnD8PjzwC3bqpHYqwMHW9iX37pENRimrV/qJMJAPapFPhoaysLL1LEDrKzMzUuwShM8mAqBYZyM+HmTOhWTP4+GN1nMRTT6lTxI4ZAzXkQobSVIv2F1dEMqBNZn9yk2P2p0utwi2qP5vNhreB5mMXJUkGRJXOgKLAV1/B88/DX3+p2zp3Vs9OtGunb21VRJVuf1EuJAPa5EyFh5KSkvQuQegoMTFR7xKEziQDospm4MgR6NcP7rlH7VDExMDq1ep4CulQuK3Ktr8oN5IBbXKmwk2OMxVZWVmEhIToXY4QQgjhnqwsmD5dXbCuuBh8fNTF7F55BS5YKFYIIa6EnKnwkNls1rsEoaP4+Hi9SxA6kwyIKpMBux1WrIDrroN589QOxV13wcGD6ngK6VCUSZVpf1FhJAPa5EyFmxxnKlJTU6lVq5be5QidFBUVUbNmTb3LEDqSDIgqkYHdu9UpYn/9Vb193XXw7rvq5U/iilSJ9hcVSjKgTc5UeCgjI0PvEoSO0tPT9S5B6EwyICp1BhITYfhw6NhR7VAEB8Pbb8Mff0iHopxU6vYXV4VkQJvMGeehwMBAvUsQOgqSywUMTzIgKmUGCgvVGZymTQOLRd02bBjMmgVRUbqWVt1UyvYXV5VkQJucqfBQYWGh3iUIHUn7C8mAqHQZ+O47uP56eOEFtUNx883wyy/qeArpUJS7Stf+4qqTDGiTToUQQghRFZ08qU4Pe8cdcPQo1K0Ly5erHYoOHfSuTghhMNKp8JCPj4/eJQgdSfsLyYDQPQNWK7z6KrRsCf/9r7r69fjx6mrYw4eDl/zTXpF0b3+hO8mANjnyeCgnJ0fvEoSOrFar3iUInUkGhG4ZUBRYswaaNVOnhC0shD594MABdcrY0FB96jIYOQYIyYA2GajtofDwcL1LEDqKiIjQuwShM8mA0CUDe/eqU8Tu3KnebtwY3nkH7r4bTKarX4+ByTFASAa0yZkKD6WkpOhdgtBRcnKy3iUInUkGxFXNQGoqPP00tG+vdigCAmDGDDh0SB1PIR2Kq06OAUIyoE0Wv3OTY/G7rKwsQkJC9C5HCCFEdVZcDEuWwOuvQ2amuu3hh2HOHKhfX9fShBBCi5yp8JDZbNa7BKGj+Ph4vUsQOpMMiArPwNat0K4djB2rdihuuAF27FDHU0iHQndyDBCSAW1ypsJNjjMV6enpMq7CwGw2G97e3nqXIXQkGRAVloGzZ9W1JtauVW9HRMCbb8KTT4JkrtKQY4CQDGiTMxUekjEVxibXUQrJgCj3DOTlwRtvQPPmaofCywtGj4bjx9XxFPLlpVKRY4CQDGiT2Z88FCpT9hlaWFiY3iUInUkGRLllQFFg3TqYMAHOnFG3de8OCxeqK2SLSkmOAUIyoE3OVHgoLy9P7xKEjqT9hWRAlEsGDh6E3r3h/vvVDkVsLHzyiTqeQjoUlZocA4RkQJt0KjzkJSuVGpq0v5AMiCvKQEYGPPecOvh6yxbw9YXJk+HIEXjwQZkitgqQY4CQDGiTy588JANzjE3aX0gGRJkyYLPB8uXwyivq2hMA990Hc+eqC9mJKkOOAUIyoE26Wh7Kz8/XuwShIznlKSQDwuMM/Pwz3HILjBypdihatoRNm+Dzz6VDUQXJMUBIBrRJp8JDMlDb2GRwlpAMCLczYDbDo49C587w++8QGgrvvgv79qnjKUSVJMcAIRnQ5tblTwsXLvT4iYcPH05wcLDHj6vsUlNTqV27tt5lCJ2kpKRQr149vcsQOpIMiMtmoKBA7TxMnw45Oeo4iREj1DUn6ta9anWKiiHHACEZ0ObW4ndeXl7Ur1/f7WvIzp07x7Fjx7jmmmuuuMDKwrH4XVZWFiEhIXqXI4QQojL6+msYNw5OnFBvd+qkThF70026liWEEBXN7YHav/32G3Xd/AtLdTxD4WA2m6VTYWDx8fHy1wmDkwwIzQwcO6Z2Jr79Vr0dFQVz5sCQIepidqLakGOAkAxoc+tIN2XKFIKCgtx+0ldeeYWIiIgyF1WZRUVF6V2C0FF0dLTeJQidSQaESways+Gll6B1a7VDUbMmTJyodjIefVQ6FNWQHAOEZECbW5c/ib8vfzpy5AjNmjXTuxyhE7PZTExMjN5lCB1JBoTZbCYmKgo++kjtQCQmqncMGADvvANNm+pboKhQcgwQkgFtsk6Fh8LDw/UuQeioup6BE+6TDIhap07BoEHwyy/qhqZN1c7EgAH6FiauCjkGCMmANrc7FT179sR0mZU+TSYTP/zwwxUXVZnl5OToXYLQkdVqxc/PT+8yhI4kAwaWnAyvvILP8uWgKBAUBK+/rq6Q7eurd3XiKpFjgJAMaHO7U9G2bdtS77NYLKxZs4aCgoLyqKlSq1mzpt4lCB35+PjoXYLQmWTAgIqKYNEimDIFsrMxgTpe4q23QC6BMBw5BgjJgDa3R5C98847JX7efvttGjVqxH//+1/q1avH6tWry71Ai8XCuHHjaNiwIf7+/tx6663s2bPHeb+iKEyePJno6Gj8/f3p3bs3x48fd3mO9PR0hgwZQkhICGFhYYwYMQKr1VrutQohhKhmNm2CG26A559XB2W3b0/O99/Dv/8tHQohhLhAmaelWL16Nc2aNWP27NlMnTqVw4cPM3jw4PKsDYAnnniCTZs28eGHH/LHH3/Qp08fevfuTXx8PABz5sxh4cKFLFmyhN27dxMYGEjfvn3Jz893PseQIUM4ePAgmzZtYsOGDezYsYORI0eWqZ6ioqJyeV+iaiosLNS7BKEzyYBB/PUX3Hsv9OkDhw9D7drwz3/C7t3ktWund3VCR3IMEJIBbR7P/rRx40YmTZrEqVOneOGFFxg/fjyBgYEVUlxeXh7BwcF8+eWXDLhgAFz79u3p168f06dPJyYmhgkTJvDCCy8AkJWVRWRkJCtXrmTw4MEcPnyYli1bsmfPHm763+JDGzdupH///pw/f97t0fuO2Z+SkpLcXq9DVD/5+flyHaXBSQaquZwc9bKmt99WV8b29oaxY9VLn8LCAMmA0Un7C8mANrfPVPz666/07NmTe++9l549e3Ly5Elef/31CutQABQXF2Oz2Uo0nL+/Pzt37uTUqVMkJibSu3dv532hoaF06NCBXbt2AbBr1y7CwsKcHQqA3r174+Xlxe7du0t97YKCArKzs11+ADIyMsrzLYoqJj09Xe8ShM4kA9WUosAnn0Dz5jBjhtqh6NULDhxQZ3b6X4cCJANGJ+0vJAPa3O5UdOzYkV9//ZWnn36axo0bs2bNGhYuXFjipzwFBwfTqVMnpk+fjtlsxmaz8dFHH7Fr1y4SEhJI/N/c4JGRkS6Pi4yMdN6XmJhY4sxCjRo1iIiIcO6jZdasWYSGhjp/YmNjAbXTYjabsdvtzkuw4uPjKSwsJDk5GavVSmZmJunp6eTl5ZGYmEhxcbHLvkVFRSQmJpKbm0t6ejoZGRnk5OSQlJREUVGRy742mw2z2UxeXh5paWlkZWVhsVhISUmhoKDAZV9FUYiPj6egoICUlBRnZyg1NZW8vDy3687NzdWsu7i4uETdVqtVs2673X7Zuh31Xly3xWIhKyuLtLS0UusuKioiKSkJq9VKRkaGR3VnZmZitVpJTk6msLCw1LpTU1Odn6Gjbrvd7qzX8ZhL1W2z2TTrzsnJKVH3xZ+ho+68vDy3687Pz9es22w2a9adnJxcou6EhITL1n25zCYkJLjUbbFYPKo7NTWV/Pz8S2bWYrG4/K6VZ90XZjY5Odnld81ms6EoCmazWfN37XJ1yzGiEh4j4uIovPVWGDwYzp/H1qABeatXk7x6NYXXXluibkVRSj1GXFivHCOq5zEiNDT0kscIRwbkGFGNjhEX1e3n51fm7xFV9RjhDrcvf2rUqJFbU8r+9ddfbr2wu06ePMnjjz/Ojh078Pb25sYbb+S6664jLi6OZcuW0blzZ8xms8vqhg8++CAmk4lPPvmEmTNnsmrVKo4ePeryvHXr1mXatGk888wzmq9bUFDg8iFmZ2cTGxvL4cOHad68ebm+R1F1xMfHU69ePb3LEDqSDFQjaWkweTIsWQJ2O/j7w8svwwsvqP9fCsmAsUn7C8mANrenlD19+nQFllG6Jk2asH37dnJycsjOziY6OpqHHnqIa665hqioKACSkpJcOhVJSUnOKXCjoqJITk52ec7i4mLS09Odj9fi6+uLr8a847KCorHJQURIBqoBmw2WLoXXXgPHZQwPPqiOo2jQ4LIPlwwYm7S/kAxoK/PsT1dbYGAg0dHRZGRk8N1333HPPffQuHFjoqKiXBbcy87OZvfu3XTq1AmATp06kZmZSVxcnHOfLVu2YLfb6dChg8d1mM3mK38zospynCoUxiUZqOJ27ID27WHUKLVD0aYNbN2qjqdwo0MBkgGjk/YXkgFtHs/+BLBnzx62bt1KcnIydrvd5b758+eXW3EA3333HYqi0KxZM06cOMGLL76In58fP/74IzVr1mT27Nm89dZbrFq1isaNG/P6669z4MABDh065Bzg3a9fP5KSkliyZAlFRUUMHz6cm266iTVr1rhdh2P2p5SUFGrXrl2u71FUHYWFhbLojcFJBqqoc+fgpZfgP/9Rb4eHw/Tp8NRTUMPtk/aAZMDopP2FZECbZ0dSYObMmbz22ms0a9aMyMhIl3EWlxtzURZZWVm8/PLLnD9/noiICAYNGsSbb77pXNn6pZdeIicnh5EjR5KZmUmXLl3YuHGjy4xRq1evZsyYMfTq1QsvLy8GDRpU5kHlWVlZ0qkwsMzMTJlS2OAkA1VMfj7MnQuzZkFuLnh5qR2J6dOhVq0yPaVkwNik/YVkQJvHZyoiIyOZPXs2w4YNq6CSKifHmYrz58/LtXQGZrFYCA4O1rsMoSPJQBWhKPDllzB+PJw6pW7r2hUWLoT/jbkrK8mAsUn7C8mANo/PVHh5edG5c+eKqKVKsNlsepcgdCTtLyQDVcDhw/Dcc7Bpk3q7Xj31bMVDD0E5nFGXDBibtL+QDGjzeKD2888/z6JFiyqilirh4jEkwlik/YVkoBLLylLPTFx/vdqh8PGBV1+Fo0fVNSjK6RJdyYCxSfsLyYA2jy9/stvtDBgwgGPHjtGyZUvn2AaHdevWlWuBlYXj8qfExMQSi+0J48jLy8P/EvPXi+pPMlCxLBYLcXFxtG/fvtTLC06l5vDpb+c4n5FH/XB/HryxHo03rFXXmHBMIX7PPTBvHjRp4tZzekIyYGzS/kIyoM3jy5+effZZtm7dSs+ePalVq1aFDM6uzLKysqRTYWCZmZlyIDE4yUDFslqtbN++nWbNmpXoAFgsFv6z+wyzfjiDCVAAk6Lwj63Hmf3NGh5IToZmzWDBAujb163nLAvJgLFJ+wvJgDaPOxWrVq3i888/Z8CAARVRT6VXp04dvUsQOpLZHoRkQD9f79jDzB9zUbjwj1nq/0/s9xx1u7Wl+zsz1cueKpBkwNik/YVkQJvHnYqIiAiaNGlSEbVUCUlJSYSHh+tdhtBJYmKizP5lcJKBqyM1NbXEtv3Z/phMeZS4aNdkAi8TG7sM4rq0NLee60pIBoxN2l9IBrR5PKZixYoVbNy4kRUrVhAQEFBRdVU6jjEVWVlZhISE6F2OEEJUSwkJCSxdulTzvri0OvzpF4vdq+QcIyYUGnmn08PnVKnPPXLkSKKjo8utViGEEH/z+EzFwoULOXnyJJGRkTRq1KjEQO3ff/+93IqrjMxms3QqDCw+Pl7+OmFwkoGr47777nMuNOp96hQhU6awoLAeBzvU19zfZDLRsXVTRva4vcR9qamp5TqJiGTA2KT9hWRAm8edioEDB1ZAGVWHjKkwNrmOUkgGro7atWsTHRwMb74J8+dDYSH316rPko6D+N8Q7Qv2VlAUaBuSd1XOREgGjE3aX0gGtHncqZgyZUpF1FFlZGRkUKtWLb3LEDpJT0+X2b8MTjJwFSgKfuvWwcyZYDar2/r2JerNN3k105eZm/+e/Ull4pXeDel/S8OrUp5kwNik/YVkQJvHnQqjCwwM1LsEoaOgoCC9SxA6kwxUrJATJxj32WeEHjyobrjmGnj3XbjzTgJNJp4Aet/QmE8uWKfioZtiaVS79GNzUFAQ3bt3L7e2kwwYm7S/kAxoc2ugdkREBMeOHXNe33o5DRo04Mcff6Rhw6vzV6OrwTFQ+/Tp09XqfQnPZGRkyOxfBicZqCApKfDaa/DPf4KiQGCguhr288+Dn5/e1bmQDBibtL+QDGhz60xFZmYm3377LaGhoW49aVpaGjab7YoKE0IIYQDFxfDBBzB5MmRmqtuGDIHZs0EGQgohRJXh9uVPQ4cOrcg6qgyfCl5USVRu0v5CMlCOtmyBZ58Fx6VO7drBwoXQpYu+dV2GZMDYpP2FZEBbycm+Ndjtdo9/rrnmmoquXRc5OTl6lyB0ZLVa9S5B6EwyUA5On4b774devdQORa1a8I9/wJ49lb5DAZIBo5P2F5IBbTJQ20NyDZ2xRURE6F2C0Jlk4Ark5sKcOeqlTfn54O0No0bBtGlQhY6tkgFjk/YXkgFtbp2pEH9LSUnRuwSho+TkZL1LEDqTDJSBosBnn0GLFmoHIj8fevaEvXvVy52qUIcCJANGJ+0vJAPa3Jr9Sfw9+1NWVpasqC2EEO764w947jnYulW93aABzJsHgwaByXTpxwohhKgy5EyFh8yOhZiEIcXHx+tdgtCZZMBNGRnqIOx27dQOhZ8fTJkChw+r4ymqcIdCMmBs0v5CMqBNzlS4yXGmIj09XcZVGJjNZsPb21vvMoSOJAOXYbPBsmXwyiuQlqZuu/9+mDsXqskaP5IBY5P2F5IBbXKmwkMypsLY5DpKIRm4hJ9+gptvhqeeUjsUrVrBDz/A2rXVpkMBkgGjk/YXkgFt0qnwkLsLAIrqKSwsTO8ShM4kAxri49UF67p0UQdfh4WpA7D37YPbbtO7unInGTA2aX8hGdAmnQoP5eXl6V2C0FFubq7eJQidSQYukJ8Ps2ZBs2awZo06TmLkSDh2DMaOhRrVc9ZyyYCxSfsLyYC26nnEr0ByDZ2x1aimX5KE+yQDqFPEbtgAzz8PJ0+q2269Fd57D268Ud/argLJgLFJ+wvJgDa3z1T89ddfyJhu8PKSkztGJu0vDJ+Bo0ehf3+4+261QxETAx99BDt3GqJDAZIBo5P2F5IBbW5/Kk2bNnUZpPzQQw+RlJRUIUVVZvn5+XqXIHQkl78Jw2YgOxtefBFat4aNG8HHB15+We1kDBlSpaeI9ZRhMyAAaX8hGSiN252Ki89SfPPNN+Tk5JR7QZWdLHxnbDJQXxguA3Y7rFoF112nTgtbXAx33QUHD8LMmRAUpHeFV53hMiBcSPsLyYA2OX/joTTHvOvCkFJTU/UuQejMUBnYs0cdKzFsGCQlqR2Lb76B//4Xrr1W7+p0Y6gMiBKk/YVkQJvbnQqTyYTpotPbF982gpiYGL1LEDqqV6+e3iUInRkiA0lJ8PjjcMstsHu3ejbi7bfhjz+gXz+9q9OdITIgSiXtLyQD2twevq4oCsOGDcPX1xdQxxY8/fTTBAYGuuy3bt268q2wkjGbzXIJlIHFx8fLwcTgqnUGCgvh/fdh2jR1DAXA0KHqtLHR0frWVolU6wyIy5L2F5IBbSbFzSmdhg8f7tYTrlix4ooKqqyys7MJDQ0lMzNTrqUzMEVRDHmGTvyt2mbg++/huefgyBH19k03qVPEduyob12VULXNgHCLtL+QDGhzu1NhdI5OxZEjR2jWrJne5QidmM1muQTO4KpdBv76C8aPhy+/VG/XrauemRg2DGTaRE3VLgPCI9L+QjKgTVbv8FBERITeJQgd1apVS+8ShM6qTQZyctTOw9y5UFCgrn797LMweTLI2dhLqjYZEGUi7S8kA9rkz1AeslgsepcgdJTtuM5cGFaVz4CiwH/+A82awZtvqh2K22+HAwdg3jzpULihymdAXBFpfyEZ0CZnKjzk4+OjdwlCR46JCoRxVekM7Nunno348Uf1duPG8M476urYcn2w26p0BsQVk/YXkgFtlfpMhc1m4/XXX6dx48b4+/vTpEkTpk+f7rIQn6IoTJ48mejoaPz9/enduzfHjx93eZ709HSGDBlCSEgIYWFhjBgxAqvVerXfjhBC6CM1FZ55Btq3VzsUAQEwYwYcOgT33CMdCiGEEFesUncqZs+ezQcffMD777/P4cOHmT17NnPmzOG9995z7jNnzhwWLlzIkiVL2L17N4GBgfTt25f8/HznPkOGDOHgwYNs2rSJDRs2sGPHDkaOHFmmmoqKiq74fYmqq7CwUO8ShM6qVAaKi2HRInXRuiVL1NWxBw9WZ3h69VXw89O7wiqpSmVAlDtpfyEZ0FapZ3+68847iYyMZNmyZc5tgwYNwt/fn48++ghFUYiJiWHChAm88MILAGRlZREZGcnKlSsZPHgwhw8fpmXLluzZs4ebbroJgI0bN9K/f3/Onz/v9uh9x+xPSUlJ1K1bt/zfrKgS8vPz8ZMvYoZWZTKwbZt6qdMff6i3r79enSK2Wzddy6oOqkwGRIWQ9heSAW2V+kzFrbfeyg8//MCxY8cA2L9/Pzt37qTf/1Z0PXXqFImJifTu3dv5mNDQUDp06MCuXbsA2LVrF2FhYc4OBUDv3r3x8vJi9+7dHteUkZFxJW9JVHHp6el6lyB0VukzcPYsPPQQ9OypdigiImDxYoiLkw5FOan0GRAVStpfSAa0VeqB2pMmTSI7O5vmzZvj7e2NzWbjzTffZMiQIQAkJiYCEBkZ6fK4yMhI532JiYklzizUqFGDiIgI5z5aCgoKKCgocN52jPS/+LWEsURFReldgtBZpc1AXp46PeysWer/e3mp4yjeeEPtWIhyU2kzIK4KaX8hGdBWqc9UfPrpp6xevZo1a9bw+++/s2rVKubOncuqVasq/LVnzZpFaGio8yc2NhaAs2fPYjabsdvtxMfHA+py7YWFhSQnJ2O1WsnMzCQ9PZ28vDwSExMpLi522beoqIjExERyc3NJT08nIyODnJwckpKSKCoqctnXZrNhNpvJy8sjLS2NrKwsLBYLKSkpFBQUuOyrKArx8fEUFBSQkpJCdnY22dnZpKamkpeX53bdubm5mnUXFxeXqNtqtWrWbbfbL1u3o96L67ZYLGRlZZGWllZq3UVFRSQlJWG1WsnIyPCo7szMTKxWK8nJyRQWFpZad2pqqvMzdNR98OBBZ72Ox1yqbpvNpll3Tk5Oibov/gwddefl5bldd35+vmbdZrNZs+7k5OQSdSckJFy27stlNiEhwaVui8XiUd2pqank5+dfMrMWi8Xld608674ws8nJyS6/a44MmM1mzd+1y9Vd7seI4mLSly3D3qKFusZEXh7FXbqQ/sMPFMybR3xenhwjyvkYcejQoVKPERfWK8eI6nmMOHPmzCWPEY4MVJpjhHyPKPdjxIkTJ8r8PaKqHiPcUanHVMTGxjJp0iRGjx7t3DZjxgw++ugjjhw5wl9//UWTJk3Yu3cvbdu2de7TvXt32rZty4IFC1i+fDkTJkxwuWypuLgYPz8/1q5dy7333qv52lpnKmJjY8nKyiIkJKT836wQQnjq4EF47jn44Qf1dv366loTDzwgMzoJIYS4qir1mYrc3Fy8vFxL9Pb2xm63A9C4cWOioqL4wfEPKuqX/927d9OpUycAOnXqRGZmJnFxcc59tmzZgt1up0OHDqW+tq+vLyEhIS4/oC7NLozL0asXxlUpMpCZCePGwQ03qB0KX194/XV1VqcHH5QORQWrFBkQupH2F5IBbZV6TMVdd93Fm2++SYMGDWjVqhV79+5l/vz5PP744wCYTCbGjRvHjBkzaNq0KY0bN+b1118nJiaGgQMHAtCiRQvuuOMOnnzySZYsWUJRURFjxoxh8ODBbs/8dKHatWuX51sUVUydOnX0LkHoTNcM2GywYgW8/LK69gTAvfeqZycaN9avLoOR44CxSfsLyYC2Sn35k8Vi4fXXX+eLL74gOTmZmJgYHn74YSZPnuxc2VpRFKZMmcLSpUvJzMykS5cuLF68mOuuu875POnp6YwZM4avvvoKLy8vBg0axMKFCwkKCnK7FseUsidOnKBJkybl/l5F1ZCcnCxTChucbhn4+Wd1iljHWdcWLWDBArj99qtfi8HJccDYpP2FZEBbpe5UVCaOTkV8fHyZznCI6sFqtXrUGRXVz1XPgNkMkybBhx+qt0NCYNo0GD0aata8enUIJzkOGJu0v5AMaKvUlz9VRsXFxXqXIHQk7S+uWgYKCtQzEdOng9WqjpMYMQLefBPkL2S6kuOAsUn7C8mANulUeMgxSFwYk7S/uCoZ+OYbdSD28ePq7Y4d1dWwL1jEU+hHjgPGJu0vJAPaKvXsT5WRv7+/3iUIHUn7iwrNwLFjMGCA+nP8OERFwb//DT/9JB2KSkSOA8Ym7S8kA9qkU+Ehx8rawpiysrL0LkHorEIyYLHAxInQurV6lqJmTXjpJbWT8eij6urYotKQ44CxSfsLyYA2GajtJsdA7bS0NCIiIvQuR+ikuLiYGjXkqkEjK9cM2O2werXagUhMVLf16wfvvgsXzGAnKhc5DhibtL+QDGiTP395KDk5We8ShI6SkpL0LkHorNwy8Ntv0KULPPaY2qG49lrYsEE9UyEdikpNjgPGJu0vJAPa5EyFmxxnKrKyspyrawshhMeSk+HVV2HZMlAUCApSV8N+7jl1ZWwhhBCiCpIzFR4ym816lyB0FB8fr3cJQmdlzkBRkTpF7HXXwb/+pXYoHn0Ujh5VL3+SDkWVIccBY5P2F5IBbXKmwk2OMxWpqanUqlVL73KEToqKiqgpC44ZWpkysHmzeibi0CH19o03qlPE3npr+RcoKpwcB4xN2l9IBrTJmQoPpaen612C0FFaWpreJQideZSBU6fgvvvg9tvVDkXt2vDPf8Kvv0qHogqT44CxSfsLyYA2GbruoeDgYL1LEDqS8TTCrQzk5sJbb8GcOerK2N7eMGYMTJkC4eEVX6SoUHIcMDZpfyEZ0CZnKjyUn5+vdwlCR9L+4pIZUBT49FNo3hymT1c7FLfdBvv3q9PESoeiWpDjgLFJ+wvJgDY5U+Ehk8mkdwlCR9L+otQMHDgAzz4L27ertxs2hPnz4d57QXJTrchxwNik/YVkQJucqfCQj4+P3iUIHUn7ixIZSE9XL21q107tUPj7wxtvwOHD6ngK+cen2pHjgLFJ+wvJgDbpVHgoJydH7xKEjqxWq94lCJ05M2CzwZIl0LQpLFqkro794INw5Ii67oS/v76FigojxwFjk/YXkgFtcvmTh8LlmmhDi4iI0LsEobOIiAjYsUO91Gn/fnVjmzawcCH06KFrbeLqkOOAsUn7C8mANjlT4aGUlBS9SxA6Sk5O1rsEoadz5yh64AHo3l3tUISHw/vvw++/S4fCQOQ4YGzS/kIyoE0Wv3OTY/G7rKwsmUpMCKPJz4d582DmTHW6WJMJnnpKneGpdm29qxNCCCF0J2cqPGQ2m/UuQegoPj5e7xLE1aQo8OWX0LIlvPYa5OZScMstEBcHH3wgHQqDkuOAsUn7C8mANjlT4SbHmYr09HQZV2FgNpsNb29vvcsQV8PhwzBuHHz/vXq7Xj14+21sDzyAdw0ZjmZkchwwNml/IRnQJmcqPCTX0RlbUlKS3iWIipaVBRMmwPXXqx0KHx949VV1VqeHHyZJjgGGJ8cBY5P2F5IBbfLnNg+FhYXpXYLQkZylqsbsdli1CiZNAkfH4Z571LEUTZo4d5MMCMmAsUn7C8mANjlT4aG8vDy9SxA6ys3N1bsEURF274aOHeHxx9UORbNmsHEjrF/v0qEAyYCQDBidtL+QDGiTToWH5Bo6Y6sh19JXL4mJMGyY2qHYsweCg9UzEwcOQN++mg+RDAjJgLFJ+wvJgDb5VDzk5SX9MCOT9q8mCgvVxereeAMsFnXb8OHqlLFRUZd8qGRASAaMTdpfSAa0yafioYKCAr1LEDrKz8/XuwRxpTZuVFfAfvFFtUNxyy3wyy+wfPllOxQgGRCSAaOT9heSAW3SqfBQcHCw3iUIHcnCh1XYiRNw993Qrx8cOwaRkbBiBezaBR06uP00kgEhGTA2aX8hGdAmnQoPpaWl6V2C0FFqaqreJQhPWa3wyivQqhV89RXUqKFOGXv0qDqewsPT2JIBIRkwNml/IRnQJovfucmx+F1WVpb0UIWoChQFPv5YvczJbFa39e0L774LzZvrWpoQQghR3ciZCg+ZHV9OhCHFx8frXYJwx9690LUrDBmidiiuuQb++1/49tsr7lBIBoRkwNik/YVkQJucqXCT40xFZmYmoaGhepcjdKIoCiaTSe8yRGlSUuC11+Cf/1TPVAQEqLeffx78/MrlJSQDQjJgbNL+QjKgTc5UeCghIUHvEoSO5ExVJVVcDO+9B9ddB0uXqh2KRx5Rx028/HK5dShAMiAkA0Yn7S8kA9pknQoP1apVS+8ShI5q166tdwniYlu2wHPPwZ9/qrfbtlXXoOjatUJeTjIgJAPGJu0vJAPa5EyFhyyOhbKEIWVnZ+tdgnA4cwYeeAB69VI7FLVqwZIl8NtvFdahAMmAkAwYnbS/kAxokzMVHvLx8dG7BKEjX19fvUsQeXkwZw689Rbk56tTwo4aBdOmQUREhb+8ZEBIBoxN2l9IBrRJp0IIUTUoCqxbp64xceaMuq1HD/VSpzZtdC1NCCGEMLpKf/lTo0aNMJlMJX5Gjx4NqEuljx49mlq1ahEUFMSgQYNISkpyeY6zZ88yYMAAAgICqFu3Li+++CLFxcVlqqeoqOiK35OougoLC/UuwZj+/BN694b771c7FA0awNq16niKq9yhkAwIyYCxSfsLyYC2St+p2LNnDwkJCc6fTZs2AfDAAw8A8Pzzz/PVV1+xdu1atm/fjtls5r777nM+3mazMWDAAAoLC/n5559ZtWoVK1euZPLkyWWqJyAg4MrflKiyAgMD9S7BWDIy4Nln1cHXW7aoszhNmQKHD6sdDB2m9JMMCMmAsUn7C8mAtiq3TsW4cePYsGEDx48fJzs7mzp16rBmzRruv/9+AI4cOUKLFi3YtWsXHTt25Ntvv+XOO+/EbDYTGRkJwJIlS5g4cSIpKSluj5FwrFNx5MgRmjVrVmHvT1RuZrOZmJgYvcuo/mw2WLYMXnkF0tLUbYMGwdy50KiRrqVJBoRkwNik/YVkQFulP1NxocLCQj766CMef/xxTCYTcXFxFBUV0bt3b+c+zZs3p0GDBuzatQuAXbt20aZNG2eHAqBv375kZ2dz8ODBUl+roKCA7Oxslx/A5XmE8URFReldQvX3009w883w1FNqh6JVK9i8GT77TPcOBUgGhGTA6KT9hWRAW5XqVKxfv57MzEyGDRsGQGJiIj4+PoSFhbnsFxkZSWJionOfizsCjtuOfbTMmjWL0NBQ509sbCygjs8wm83Y7XbnMu3x8fEUFhaSnJyM1WolMzOT9PR08vLySExMpLi42GXfoqIiEhMTyc3NJT09nYyMDHJyckhKSqKoqMhlX5vNhtlsJi8vj7S0NLKysrBYLKSkpFBQUOCyr6IoxMfHU1BQQEpKirMzlJqaSl5entt15+bmatZdXFxcom6r1apZt91uv2zdjnovrttisZCVlUVaWlqpdRcVFZGUlITVaiUjI8OjujMzM7FarSQnJ1NYWFhq3ampqc7P0FH3wYMHnfU6HnOpum02m2bdOTk5Jeq++DN01J2Xl+d23fn5+Zp1m81mzbqTk5NL1J2QkHDZui+X2YSEBJe6LRbLZetO/+MPCh96CLp0gb17UUJDyXrjDexxccQ3b14isxaLxeV3rTzrvjCzycnJLr9rjgyYzWbN37X8/Hw5RlTzY8ShQ4dKPUZcWK8cI8r3GHFh3e78rlXUMeLMmTOXPEY4MiDHiOp7jDhx4kSZv0dU1WOEO6rU5U99+/bFx8eHr776CoA1a9YwfPjwEm/2lltuoWfPnsyePZuRI0dy5swZvvvuO+f9ubm5BAYG8s0339CvXz/N1yooKHB53uzsbGJjY8nKyiIkJKQC3p0QBlVQAO+8AzNmQE6OOk7iiSfgzTehTh29qxNCCCGEG6rMmYozZ86wefNmnnjiCee2qKgoCgsLyczMdNk3KSnJeWoqKiqqxGxQjtuXOn3l6+tLSEiIyw/I0uxG5+jVi3KgKPDVV+rlTS+/rHYoOnWCPXtg6dJK26GQDAjJgLFJ+wvJgLYq06lYsWIFdevWZcCAAc5t7du3p2bNmvzwww/ObUePHuXs2bN06tQJgE6dOvHHH3+QnJzs3GfTpk2EhITQsmVLj+uQpdmNrU4l/aJb5Rw9Cv37w913w8mTEB0NH32kjqdo317v6i5JMiAkA8Ym7S8kA9qqRKfCbrezYsUKhg4dSo0af6/XFxoayogRIxg/fjxbt24lLi6O4cOH06lTJzp27AhAnz59aNmyJY8++ij79+/nu+++47XXXmP06NFlWhExKyur3N6XqHouPismPJSdDS++CK1bw8aNULMmTJqkdjKGDNFlilhPSQaEZMDYpP2FZEBblVhRe/PmzZw9e5bHH3+8xH3vvPMOXl5eDBo0iIKCAvr27cvixYud93t7e7NhwwaeeeYZOnXqRGBgIEOHDuWNN94oUy3+/v5lfh+i6pN1SsrIbocPP4SJE8FxOeKdd8L8+dC0qb61eUgyICQDxibtLyQD2qrUQG09OdapOHPmDA0aNNC7HKGTzMzMErONVWcWi4W4uDjat29PcHDwZfc/lZrDp7+d43xGHvXD/XnwplganzoEY8fC7t3qTk2bwrvvqpc/lfF19GS0DIiSJAPGJu0vJAPaqsSZisrEbrfrXYLQkdHa32q1sn37dpo1a3bZL/uf/naOSZ8fwGQyoSgKJuAfW08w+5t3eeDP3RAUBJMnw3PPwUWLTnryOnozWgZESZIBY5P2F5IBbdKp8JCfn5/eJQgdSftr+/NMMpM+P4BdQZ3V6QIT+z1Hu3bXcO3saeqA7CpOMiAkA8Ym7S8kA9qkU+Ehi8UiKykaWHZ2tiGvpUxNTb3k/Qv+G/e/vsRFA61NJhQUZt98N28AJCSU6fkrE6NmQPxNMmBs0v5CMqBNOhUeqlWrlt4lCB0ZdUrhdevWXfL+s5Z64BUJXhqzN5lMnEhMZ+nSpRVU3dVl1AyIv0kGjE3aX0gGtEmnwkPJyclEREToXYbQSVJSEvXq1dO7jKvuvvvu0zyImnJzCXzvPXwPnOHETQOxlfL4a6MiGHn/7aU+f2pq6mU7LpWFUTMg/iYZMDZpfyEZ0CadCg/FxMToXYLQkVEPIrVr1yb6wvEQigKffKKuOXH+PA+Fx7D05ns1H2symRh3981ER9e9StVWLKNmQPxNMmBs0v5CMqCtSix+V5mYzWa9SxA6io+P17sE/e3fD927w8MPw/nz0KgRjZcvYvYDbfEygbeXyeW/swddT6uG1aNDAZIBIRkwOml/IRnQJutUuMmxTkVaWppc/mRgxcXFLqu6V3cu60cUFsLrr8M//qEuZufvD6+8AhMmqP8PnE7N4ZML1ql46KZYGtUO9Ox1KvmUskbLgChJMmBs0v5CMqBNOhVucnQqjh07RtMqtgKwKD+JiYnGm/2ruBiWLoXXXoOMDHXbQw/B229DbKy+tenAkBkQLiQDxibtLyQD2qSb5aHK/ldUUbFCQkL0LuHq2r4dnn0WDhxQb19/PSxcqF7+ZFCGy4AoQTJgbNL+QjKgTcZUeCg/P1/vEoSODNP+Z8+qZyN69FA7FOHhsGgRxMUZukMBBsqAKJVkwNik/YVkQJucqfCQyaQxD78wjGrf/nl5MHcuzJql/r+XFzz9NLzxBsgaLYABMiAuSzJgbNL+QjKgTToVHqpZs6beJQgdVdv2VxRYvx7Gj4fTp9Vt3bqplzrdcIOelVU61TYDwm2SAWOT9heSAW1y+ZOHcnNz9S5B6CgnJ0fvEsrfoUPQpw/cd5/aoahfH/7zH9i2TToUGqplBoRHJAPGJu0vJAPapFPhofDwcL1LEDqqVtMJZ2bC88+rg683bwZfX3WGpyNH1PEUcnpXU7XKgCgTyYCxSfsLyYA26VR4KCUlRe8ShI6Sk5P1LuHK2e2wbBlcdx28+y7YbDBwoHrGYvp0CLz8uhJGVi0yIK6IZMDYpP2FZECbrFPhJsc6FVlZWTKVmKi6du1Sp4j97Tf1dvPmsGCBevmTEEIIIUQZyZkKD5nNZr1LEDqKj4/Xu4SySUiAxx6DW29VOxQhITB/vjpdrHQoPFJlMyDKjWTA2KT9hWRAm5ypcJPjTEVGRgZhYWF6lyN0Yrfb8fKqQn3xggL1TMT06WC1quMkhg+HmTMhMlLv6qqkKpcBUe4kA8Ym7S8kA9rkE/FQUlKS3iUIHSUmJupdgvu++QbatIGJE9UORceOsHu3Op5COhRlVqUyICqEZMDYpP2FZECbdCo8JGcpjK1KzP51/DjceScMGKD+f1QUrFoFP/0EN9+sd3VVXpXIgKhQkgFjk/YXkgFt0qnwUF5ent4lCB1V6nVKLBaYNAlatYKvv4aaNeHFF+HoUXU8hZyqLReVOgPiqpAMGJu0v5AMaJMVtT3k7e2tdwlCRzVqVMJfGUWB1avhpZfUAdkAd9yhThfbrJmupVVHlTID4qqSDBibtL+QDGiTT8VDMjDH2Cpd+8fFwdix6lSxAE2aqJ2JAQNk8boKUukyIK46yYCxSfsLyYA2+VQ8VFBQoHcJQkf5+fl6l6BKToYnn1THSOzapS5YN2sWHDyojqeQDkWFqTQZELqRDBibtL+QDGiTMxUeCg4O1rsEoSPdFz4sKoLFi2HKFMjKUrcNGQKzZ0O9evrWZhC6Z0DoTjJgbNL+QjKgTc5UeCgtLU3vEoSOUlNT9XvxH36Atm1h3Di1Q3HjjbBzJ3z0kXQoriJdMyAqBcmAsUn7C8mANln8zk2Oxe8yMzMJDQ3VuxyhE0VRMF3tS4tOn4YJE2DdOvV27drq4nWPPw4yccBVp0sGRKUiGTA2aX8hGdAmZyo8lOCYXUcY0v+3d+fRTZX7+sCftHQuDZ1bOKUySBmEA4LUYlG4cgAFEZl+cCuKh8t0EQ6TAk54WYgMMi+Ggx4FB0B6rgoyHgQHxNYBqCKWSanYpGk6pumUDtm/P/ZJLqG7kDRpd5L9fNbq0iQ7yTd5H176Ze93b61W23JvVlkpHubUrZvYUPj6AnPnAleuiOsp2FDIokUzQG6JGVA2jj8xA9K4p8JO3FNBQAv964QgAP/8p7h34o8/xPv+4z+ATZuAe+5p3vemO+K/UBEzoGwcf2IGpHFPhYO4p0LZmv1fJy5cEBuICRPEhqJ9e7HB+OwzNhRugv9CRcyAsnH8iRmQxqbCQZGRkXKXQDKKiopqnhcuLgaefVZciP3FF0BgIPDqq0B2NjB2LE8R60aaLQPkMZgBZeP4EzMgjU2Fg4xGo9wlkIzKyspc+4L19cCOHUCXLsDWrYDZDIwfD1y6JK6nCA527fuR01yeAfI4zICycfyJGZDG61Q4KCAgQO4SSEaBgYGue7HTp8WF11lZ4u177gE2bwYGD3bde5DLuTQD5JGYAWXj+BMzII17KhxkNpvlLoFk5JLxz80F/vM/gQcfFBuKNm2ALVuA8+fZUHgAzgHEDCgbx5+YAWlu31RoNBo8+eSTiIyMRFBQEHr27IkffvjB+rggCHjllVcQHx+PoKAgDBkyBFevXrV5jeLiYqSlpSEsLAxt2rTB1KlTUV5e3qR66uvrnfo85Nnq6uqa/uTqavH6EklJwN694jqJGTOAq1fF9RStuOPQEziVAfIKzICycfyJGZDm1k1FSUkJHnjgAfj5+eHo0aP45ZdfsG7dOoSHh1u3WbNmDTZv3owdO3bg22+/RUhICIYNG4bq6mrrNmlpabh48SJOnDiBQ4cO4auvvsL06dObVFNQUJDTn4s8V3BT1jgIAnDwINCjB/Dii+L1Jx54ADh7VlxPwQVfHqVJGSCvwgwoG8efmAFpbn2diiVLluDMmTM4ffq05OOCIKBt27ZYuHAhFi1aBAAwGAyIjY3Frl27MHHiRGRnZ6N79+74/vvv0a9fPwDAsWPH8OijjyI3Nxdt27a1qxbLdSouXbqEpKQk13xA8jhardbuzAAQF1zPmwccPy7ebtsWWLsWmDSJZ3TyUA5ngLwOM6BsHH9iBqS59Z6KgwcPol+/fhg/fjxiYmLQp08fvPnmm9bHr1+/Dp1OhyFDhljvU6vVSE5ORkZGBgAgIyMDbdq0sTYUADBkyBD4+Pjg22+/dbim2NhYJz4Rebq4uDj7NjQYxIvX9ewpNhT+/sDSpcDly+J6CjYUHsvuDJDXYgaUjeNPzIA0t24qfvvtN2zfvh133303jh8/jlmzZmHu3LnYvXs3AECn0wFo+It+bGys9TGdToeYmBibx1u1aoWIiAjrNlJMJhPKyspsfm5+T1KmO1780GwG3nlHPEXs+vVAXR0wahRw8aK4niI0tGUKpWbDC2ASM6BsHH9iBqS5dVNhNptx7733YuXKlejTpw+mT5+OadOmYceOHc3+3q+//jrUarX1JyEhAQAQEREBrVYLs9kMjUYDQFxMXlNTA71ej/LycpSWlqK4uBhVVVXQ6XSoq6uz2ba2thY6nQ6VlZUoLi5GSUkJKioqkJ+fj9raWptt6+vrodVqUVVVhaKiIhgMBhiNRhQUFMBkMtlsKwgCNBoNTCYTCgoKrM1QYWEhqqqq7K67srJSsu66uroGdZeXl0vWbTab71i3pd5b6zYajTAYDCgqKmq07traWuTn56O8vBwlJSUO1V1aWory8nLo9XrU1NQ0WndhYaH1O7TUDcBar+U5lrorTp1CXf/+wF//Cuj1qO3UCfWHDkGzbRvQubNN3RUVFQ3qvvU7tNRdVVVld93V1dWSdWu1Wsm69Xp9g+87Ly8P9fX1kt+3pe47ZTYvL8+mbqPR6FDdhYWFqK6uvm1mjUajzZ81V9Z9c2b1er3NnzVLBrRareSftTvVzTnC8+cIlUrV6Bxxc723zhFSdd8ps5wj3G+OiIiIuO0cYckA5wjvnSNCQkKa/HuEp84R9nDrNRWJiYn4y1/+grfeest63/bt27FixQpoNBr89ttv6NSpE86fP4/evXtbt3nooYfQu3dvbNq0CW+//TYWLlyIkpIS6+N1dXUIDAxEeno6nnjiCcn3NplMNl9iWVkZEhISkJ2dja5du7r+w5JH0Gg0aNeune2dOp14aNOuXeLt1q3FC9fNmSMe9kReRTIDpCjMgLJx/IkZkObWeyoeeOABXL582ea+K1euIDExEQDQoUMHxMXF4eTJk9bHy8rK8O233yIlJQUAkJKSgtLSUpw9e9a6zalTp2A2m5GcnNzoewcEBCAsLMzmBwCio6Nd9vnI89gcSldTA6xbJx7qZGkopkwBrlwR11OwofBKtx5OScrDDCgbx5+YAWlu3VTMnz8fmZmZWLlyJa5du4Y9e/Zg586dmD17NgBApVJh3rx5WLFiBQ4ePIgLFy7gqaeeQtu2bTF69GgAQLdu3TB8+HBMmzYN3333Hc6cOYNnn30WEydObNLK/Zv3eJDyFBcXi/9z7BjQqxewaBFgNAL33QdkZorrKbiAy6tZM0CKxQwoG8efmAFpbn21rfvuuw8ff/wxli5diuXLl6NDhw7YuHEj0tLSrNs8//zzqKiowPTp01FaWorU1FQcO3bM5hLqH3zwAZ599lk8/PDD8PHxwdixY7F58+Ym1cRzEytbaH4+MH26eN0JAIiJAVatAp5+GvBx6x6dXCQkJETuEkhmzICycfyJGZDm1msq3InlOhU5OTnWw69IQcrLgddfh/DGG1DV1IhXv547F3jlFUCtlrs6akElJSU2F+Ak5WEGlI3jT8yANLfeU+GO2IMpjCAAe/cCzz0HaLVQAcDQocDGjUC3bjIXR3LgHEDMgLJx/IkZkMbjNRx082FV5OXOnwcefBBISwO0WqBjR5j27xfXU7ChUCzOAcQMKBvHn5gBaWwqHGQ0GuUugZpbYSEwcybQty/w9ddAcDDw2mvAxYsoGTiQV8NWOMuFMEm5mAFl4/gTMyCNayrsZFlTUVRUhIiICLnLoeZQVwfs2AG8/DJQWireN2kSsGYN8Kc//XuTOrRqxaMGlYwZIGZA2Tj+xAxI454KB+n1erlLoObw+edAnz7iBetKS4E//xn46itgzx5rQwEA+fn58tVIboEZIGZA2Tj+xAxI454KO1n2VBgMBuuF8MgL/P67uAg7PV28HREhHuo0bRrg6ytvbUREREQegnsqHKTVauUugVyhqgpYvlxccJ2eLl5jYvZs4OpVcT1FIw2FRqNp4ULJ3TADxAwoG8efmAFp3FNhJ66p8BKCAHz0EbBwobiXAgAGDQI2bRKvkH0HPI6SmAFiBpSN40/MgDTuqXBQUVGR3CVQU128CAwZAowbJzYUCQnA/v3AqVN2NRQAUFhY2MxFkrtjBogZUDaOPzED0thUOKh169Zyl0COKikB/vY3cfH1qVNAQIB4JexLl4Dx4x06RSzX0xAzQMyAsnH8iRmQxqbCQdXV1XKXQPaqrwfefBPo0gXYvFm8PWYMkJ0N/M//iNefcBDHn5gBYgaUjeNPzIA0HhDmIB8f9mEe4cwZYO5c4Nw58Xb37uK6iSFDnHpZjj8xA8QMKBvHn5gBafxWHMSFOW5OqwUmTwZSU8WGQq0GNm4EsrKcbigAjj8xA8QMKB3Hn5gBaWwqHFRVVSV3CSTFZAJWrxYPdXr/fXGdxH/9F3Dliriews/PJW9TWVnpktchz8UMEDOgbBx/YgaksdVykFqtlrsEutXhw8C8ecC1a+LtlBRgyxagb1+Xv1WbNm1c/prkWZgBYgaUjeNPzIA07qlwEE8j5kauXAEefRQYOVJsKOLjgffeE9dTNENDAQAFBQXN8rrkOZgBYgaUjeNPzIA0XvzOTpaL3xkMBp5KTG5lZcCKFeJaidpa8dCmBQuAF18EeMpfIiIiohbHPRUO0mq1cpegXGYz8O67QFISsHat2FCMGCFe1G7VqhZpKDQaTbO/B7k3ZoCYAWXj+BMzII17Kuxk2VNRUlLCY+nk8P334iliMzPF23ffDWzYIDYVLchsNvNUcgrHDBAzoGwcf2IGpPEbcVB+fr7cJSiLXi+exSk5WWwoQkPFszxduNDiDQUA6HS6Fn9Pci/MADEDysbxJ2ZAGs/+5CDupWghtbXA1q3AsmXiGgpAvP7EqlVA27aylRUeHi7be5N7YAaIGVA2jj8xA9K4p8JBPDdxCzhxAvjzn4H588WGom9f4JtvxPUUMjYUAFBRUSHr+5P8mAFiBpSN40/MgDQ2FQ7yc9FF1EjCb78BTzwBDB0KZGcD0dHAW28B330nXnvCDfj7+8tdAsmMGSBmQNk4/sQMSOPhTyS/igrxsKa1a8UrY/v6AnPmiIc+8XAzIiIiIrfHpsJBNTU1cpfgPQQB2L8fWLQIyM0V73v4YWDzZqB7d3lra4TJZJK7BJIZM0DMgLJx/IkZkMamwkGteXE11/jxR/EUsV99Jd6+6y5g/Xpg9GhApZKzstvihQ+JGSBmQNk4/sQMSOOaCgcVFRXJXYJnKyoCZs8G7r1XbCiCgoDly4FffhHXU7hxQwEAhYWFcpdAMmMGiBlQNo4/MQPSePE7O1kufldaWgq1Wi13OZ6nvh7YuRN46SWguFi8b8IEcR1F+/by1uYAQRCgcvPGh5oXM0DMgLJx/IkZkMY9FQ7Ky8uTuwTP89VX4mlh//u/xYaiZ0/giy+ADz/0qIYCALRardwlkMyYAWIGlI3jT8yANO6psJNlT4XBYOCxdPb64w/g+eeBffvE2+HhwIoVwPTpQCsu5yEiIiLyFtxT4SB2p3aorhabh65dxYbCxweYNQu4elXcW+HBDYVGo5G7BJIZM0DMgLJx/IkZkOa5v93JJDIyUu4S3JcgAAcOAAsWANevi/cNHCieIrZ3b1lLc5WoqCi5SyCZMQPEDCgbx5+YAWncU+Ego9EodwnuKTsbGDZMPIPT9etAu3bA3r3Al196TUMBiIfBkbIxA8QMKBvHn5gBaWwqHBQQECB3Ce7FYBD3TPTqBZw4Afj7Ay++CFy+DEyc6PaniHVUYGCg3CWQzJgBYgaUjeNPzIA0Hv7kILPZLHcJ7sFsBnbtApYuBfR68b7HHwfWrQM6dZK1tObE8SdmgJgBZeP4EzMgjU2Fg+rr6+UuQX6ZmcCcOcAPP4i3u3YFNm0Chg6Vt64WUFdXJ3cJJDNmgJgBZeP4EzMgze0Pf3r11VehUqlsfrp27Wp9vLq6GrNnz0ZkZCRCQ0MxduxY5Ofn27zGjRs3MGLECAQHByMmJgbPPfdckwMRFBTk1OfxaHl5wJQpQEqK2FCEhQHr1wM//aSIhgIAgoOD5S6BZMYMEDOgbBx/YgakuX1TAQA9evRAXl6e9efrr7+2PjZ//nx8+umnSE9Px5dffgmtVosxY8ZYH6+vr8eIESNQU1ODb775Brt378auXbvwyiuvNKmW0tJSZz+O56mpEa983aULsHu3eN9f/wpcuQLMnw/4+clbXwsqKSmRuwSSGTNAzICycfyJGZDm9he/e/XVV/HJJ58gKyurwWMGgwHR0dHYs2cPxo0bBwC4dOkSunXrhoyMDNx///04evQoRo4cCa1Wi9jYWADAjh07sHjxYhQUFMDf39+uOiwXvysuLkZ4eLjLPp/bO3oUmDdPbCAAIDlZPEVs//6yliWX+vp6+Pr6yl0GyYgZIGZA2Tj+xAxI84g9FVevXkXbtm3RsWNHpKWl4caNGwCAs2fPora2FkOGDLFu27VrV7Rv3x4ZGRkAgIyMDPTs2dPaUADAsGHDUFZWhosXLzb6niaTCWVlZTY/ABocWuW1rl0DHnsMePRRsaGIjRUXZn/zjWIbCgDQ6XRyl0AyYwaIGVA2jj8xA9LcvqlITk7Grl27cOzYMWzfvh3Xr1/HwIEDYTQaodPp4O/vjzZt2tg8JzY21jrgOp3OpqGwPG55rDGvv/461Gq19SchIQEAEBERAa1WC7PZbL2iokajQU1NDfR6PcrLy1FaWori4mJUVVVBp9Ohrq7OZtva2lrodDpUVlaiuLgYJSUlqKioQH5+Pmpra222ra+vh1arRVVVFYqKimAwGGA0GlFQUACTyWSzrSAI0Gg0MJlMKCgosDZDhYWFqKqqsq/uGzdQu2gRhB49gEOHIPj5AYsWQfvFF6hLS4NOr7epu7y8XLJus9l8x7ot9d5at9FohMFgQFFRUaN119bWIj8/H+Xl5SgpKUFxcTEqKyslv++6ujqb77u0tBTl5eXQ6/WoqalptO7CwkLrd2ipG4C1Xstzbld3fX29ZN0VFRUN6r71O7TUXVVVZXfd1dXVknVrtVrJuvV6fYO68/Ly7lj3nTKbl5dnU7fRaHSo7sLCQlRXV982s0aj0ebPmivrvjmzer3e5s+aJQNarVbyz9qd6vb4OcKBP2veOkeoVKpG54ib6+Uc4Z1zRERExG3nCEsGOEd47xwREhLS5N8jPHWOsIfbH/50q9LSUiQmJmL9+vUICgrCM8880+DD9u/fH4MHD8bq1asxffp0/P777zh+/Lj18crKSoSEhODIkSN45JFHJN/HZDLZvG5ZWRkSEhKQnZ1ts1DcawgCsGcP8PzzgFYr3jd8OLBxI5CUJGtp7kSj0aBdu3Zyl0EyYgaIGVA2jj8xA9Lcfk/Frdq0aYMuXbrg2rVriIuLQ01NTYPF0/n5+YiLiwMAxMXFNThkyXLbso2UgIAAhIWF2fwAQHR0tAs/jZs4dw5ITQWefFJsKDp1Aj79FDhyhA3FLWJiYuQugWTGDBAzoGwcf2IGpHlcU1FeXo5ff/0V8fHx6Nu3L/z8/HDy5Enr45cvX8aNGzeQkpICAEhJScGFCxegt1ygDcCJEycQFhaG7t27O/z+XrXiv6AAmDED6NdPXCsREgK8/jpw8SIwcqTXXQ3bFYqLi+UugWTGDBAzoGwcf2IGpLn9xe8WLVqExx57DImJidBqtVi2bBl8fX0xadIkqNVqTJ06FQsWLEBERATCwsIwZ84cpKSk4P777wcADB06FN27d8fkyZOxZs0a6HQ6vPTSS5g9ezYCAgIcrickJMTVH9EuRqMRZ8+eRd++fdG6dWu7n3e9sAL7f/gDuSVV+FN4ECb0S0AHtT+wfTuwbBlg2cuTlgasXg3ctDuvqe/pzUJDQ+UugWTGDBAzoGwcf2IGpLl9U5Gbm4tJkyahqKgI0dHRSE1NRWZmpvUwpA0bNsDHxwdjx46FyWTCsGHDsG3bNuvzfX19cejQIcyaNQspKSkICQnB008/jeXLlzepnpqaGpd8LkeVl5fjyy+/RFJSkt2/4O//4Q8s+d+foFKpIAgCVCoV/v7Fr1idtR/jj78rbtSnj3iK2NRUl7ynt6upqZGtsST3wAwQM6BsHH9iBqS5fVOxb9++2z4eGBiIrVu3YuvWrY1uk5iYiCNHjrikHk9Z1/7z73os+d+fYBYgLsLGv/8rCFjcaxz6Xv4OHZfOB6ZOBXiuZbt5yvhT82EGiBlQNo4/MQPS3L6pcDeBgYGyvn9hYaFd2206ePbfvcQt6yJUKgACVs95Da8+lgLctNakqe+lJHKPP8mPGSBmQNk4/sQMSGNT4SCj0Xjbs0Y1t48++siu7a7VdAAQIfmYoFLhSlE5du7c6cLKlKGsrAzBwcFyl0EyYgaIGVA2jj8xA9LYVDgoIkL6F/WWMmbMGERFRd1xu9x/nkWOpvHHO8dFYPq4v9z2NQoLC+1uYpQiMjJS7hJIZswAMQPKxvEnZkAamwoHFRQUyBqmqKgoxMfH33G7v43qj5M7vofUYX8qlQrzRt2H+HieZ9lRer2eF7xROGaAmAFl4/gTMyDN465TIbe2bdvKXYJd7kmMweqxveCjAnx9VDb/XT22F3oksqFoCk4ixAwQM6BsHH9iBqRxT4WDtFqt9eraLSk0NBQPPfSQQ+dGHt8vAffdFYEPb7pOxf/rl4C7ouw7DVpT3tPbaTQaTiYKxwwQM6BsHH9iBqSpBJ4Xyy5lZWVQq9UoKiqSfV0Fyaeurg6tWrEXVzJmgJgBZeP4EzMgjYc/OaioqEjuEkhGPM0uMQPEDCgbx5+YAWlsKhwkx6FP5D7UarXcJZDMmAFiBpSN40/MgDQ2FQ6qqqqSuwSSEcefmAFiBpSN40/MgDQ2FQ7y8eFXpmQcf2IGiBlQNo4/MQPS+K04iAtzlI3jT8wAMQPKxvEnZkAamwoHcZeXslVWVspdAsmMGSBmQNk4/sQMSGNT4SAuzlG2Nm3ayF0CyYwZIGZA2Tj+xAxIY1PhIJ5GTNkKCgrkLoFkxgwQM6BsHH9iBqTx4nd2slz8zmAw8LSyREREREQ34Z4KB2m1WrlLIBlpNBq5SyCZMQPEDCgbx5+YAWncU2Eny56KkpISHkunYGazmaeSUzhmgJgBZeP4EzMgjd+Ig/Lz8+UugWSk0+nkLoFkxgwQM6BsHH9iBqTxRLt2suzQadWqFcrKymSuhuTC8SdmgJgBZeP4k1Iz0Lp1a6hUqkYfZ1NhJ6PRCADo3LmzzJUQEREREbWsO52siGsq7GQ2m3H58mV0794df/zxB88ApUBlZWVISEjg+CsYM0DMgLJx/EnJGeCeChfx8fFBu3btAABhYWGKCxL9H44/MQPEDCgbx5+YgYa4UJuIiIiIiJzCpoKIiIiIiJzCpsIBAQEBWLZsGQICAuQuhWTA8SdmgJgBZeP4EzPQOC7UJiIiIiIip3BPBREREREROYVNBREREREROYVNBREREREROYVNBREREREROYVNhYS77roLKpXK5mfVqlU22/z0008YOHAgAgMDkZCQgDVr1jR4nfT0dHTt2hWBgYHo2bMnjhw50lIfgVzEZDKhd+/eUKlUyMrKst6fk5PTICMqlQqZmZk2z2cGPF9jGQA4D3izUaNGoX379ggMDER8fDwmT54MrVZrfZxzgPe7UwYAzgHeLCcnB1OnTkWHDh0QFBSETp06YdmyZaipqbHZhvPATQRqIDExUVi+fLmQl5dn/SkvL7c+bjAYhNjYWCEtLU34+eefhb179wpBQUHC3//+d+s2Z86cEXx9fYU1a9YIv/zyi/DSSy8Jfn5+woULF+T4SNREc+fOFR555BEBgHD+/Hnr/devXxcACJ999plNTmpqaqzbMAPeobEMcB7wbuvXrxcyMjKEnJwc4cyZM0JKSoqQkpJifZxzgPe7UwY4B3i3o0ePClOmTBGOHz8u/Prrr8KBAweEmJgYYeHChdZtOA/YYlMhITExUdiwYUOjj2/btk0IDw8XTCaT9b7FixcLSUlJ1tsTJkwQRowYYfO85ORkYcaMGS6vl5rHkSNHhK5duwoXL15stKm4+b5bMQOe73YZ4DygLAcOHBBUKpX1lwXOAcpzawY4ByjPmjVrhA4dOlhvcx6wxcOfGrFq1SpERkaiT58+WLt2Lerq6qyPZWRk4MEHH4S/v7/1vmHDhuHy5csoKSmxbjNkyBCb1xw2bBgyMjJa5gOQU/Lz8zFt2jS89957CA4ObnS7UaNGISYmBqmpqTh48KDNY8yAZ7tTBjgPKEdxcTE++OADDBgwAH5+fjaPcQ5QBqkMcA5QHoPBgIiIiAb3cx4QsamQMHfuXOzbtw+ff/45ZsyYgZUrV+L555+3Pq7T6RAbG2vzHMttnU53220sj5P7EgQBU6ZMwcyZM9GvXz/JbUJDQ7Fu3Tqkp6fj8OHDSE1NxejRo20mE2bAc9mTAc4D3m/x4sUICQlBZGQkbty4gQMHDlgf4xygDLfLAOcAZbl27Rq2bNmCGTNmWO/jPGBLMU3FkiVLJBfT3Pxz6dIlAMCCBQswaNAg9OrVCzNnzsS6deuwZcsWmEwmmT8FOcPeDGzZsgVGoxFLly5t9LWioqKwYMECJCcn47777sOqVavw5JNPYu3atS34ichRrswAeR5H/h4AgOeeew7nz5/Hv/71L/j6+uKpp56CIAgAOAd4KldmgDyToxkAAI1Gg+HDh2P8+PGYNm2a9X7OA7ZayV1AS1m4cCGmTJly2206duwoeX9ycjLq6uqQk5ODpKQkxMXFIT8/32Yby+24uDjrf6W2sTxOLc/eDJw6dQoZGRkICAiweaxfv35IS0vD7t27JZ+bnJyMEydOWG8zA+7HlRngPOB5HP17ICoqClFRUejSpQu6deuGhIQEZGZmIiUlRfK5nAPcnyszwDnAMzmaAa1Wi8GDB2PAgAHYuXPnHV9fyfOAYpqK6OhoREdHN+m5WVlZ8PHxQUxMDAAgJSUFL774Impra63HVp44cQJJSUkIDw+3bnPy5EnMmzfP+jonTpxo9C8jan72ZmDz5s1YsWKF9bZWq8WwYcPw4YcfIjk5udHnZWVlIT4+3nqbGXA/rswA5wHP48zfA2azGQBuu8eac4D7c2UGOAd4JkcyoNFoMHjwYPTt2xfvvPMOfHzufICPoucBedeJu59vvvlG2LBhg5CVlSX8+uuvwvvvvy9ER0cLTz31lHWb0tJSITY2Vpg8ebLw888/C/v27ROCg4MbnEauVatWwhtvvCFkZ2cLy5Yt89pTiHk7qbM77Nq1S9izZ4+QnZ0tZGdnC6+99prg4+MjvP3229ZtmAHvIZUBzgPeKzMzU9iyZYtw/vx5IScnRzh58qQwYMAAoVOnTkJ1dbUgCJwDvJ09GeAc4N1yc3OFzp07Cw8//LCQm5trc8pYC84DtthU3OLs2bNCcnKyoFarhcDAQKFbt27CypUrrZOIxY8//iikpqYKAQEBQrt27YRVq1Y1eK39+/cLXbp0Efz9/YUePXoIhw8fbqmPQS7UWFPRrVs3ITg4WAgLCxP69+8vpKenN3guM+AdGjttIOcB7/TTTz8JgwcPFiIiIoSAgADhrrvuEmbOnCnk5uZat+Ec4N3syYAgcA7wZu+8844AQPLHgvOALZUgcMURERERERE1nWLO/kRERERERM2DTQURERERETmFTQURERERETmFTQURERERETmFTQURERERETmFTQURERERETmFTQURERERETmFTQURERERETmFTQURERERETmFTQUREbmlQYMGQaVSQaVSISsrS5YapkyZYq3hk08+kaUGIiJPwKaCiIjc1rRp05CXl4d77rlHlvfftGkT8vLyZHlvIiJP0kruAoiIiBoTHByMuLg42d5frVZDrVbL9v5ERJ6CeyqIiMjl9u7di6CgIJt/5X/mmWfQq1cvGAwGp1570KBBmDNnDubNm4fw8HDExsbizTffREVFBZ555hm0bt0anTt3xtGjR516DhER2Y9NBRERudzEiRPRpUsXrFy5EgCwbNkyfPbZZzh69KhL/uV/9+7diIqKwnfffYc5c+Zg1qxZGD9+PAYMGIBz585h6NChmDx5MiorK516DhER2UclCIIgdxFEROR9Dh06hHHjxuHll1/GunXrcPr0afTo0cPu5w8aNAi9e/fGxo0bG9xfX1+P06dPAwDq6+uhVqsxZswYvPvuuwAAnU6H+Ph4ZGRk4P7772/Sc26mUqnw8ccfY/To0U38NoiIvBv3VBARkV2WLFliPRNSYz+XLl2ybj9y5Eh0794dy5cvx8cff+xQQ3EnvXr1sv6/r68vIiMj0bNnT+t9sbGxAAC9Xu/Uc4iIyD5cqE1ERHZZuHAhpkyZctttOnbsaP3/Y8eO4dKlS6ivr7f+wu4qfn5+NrdVKpXNfSqVCgBgNpudeg4REdmHTQUREdklOjoa0dHRdm177tw5TJgwAf/4xz+wa9cuvPzyy0hPT2/mComISC5sKoiIyKVycnIwYsQIvPDCC5g0aRI6duyIlJQUnDt3Dvfee6/c5RERUTPgmgoiInKZ4uJiDB8+HI8//jiWLFkCAEhOTsYjjzyCF154QebqiIiouXBPBRERuUxERITNYm2Lw4cPu+w9vvjiiwb35eTkNLjv5pMbNuU5RERkP+6pICIit7Vt2zaEhobiwoULsrz/zJkzERoaKst7ExF5El6ngoiI3JJGo0FVVRUAoH379vD392/xGvR6PcrKygAA8fHxCAkJafEaiIg8AZsKIiIiIiJyCg9/IiIiIiIip7CpICIiIiIip7CpICIiIiIip7CpICIiIiIip7CpICIiIiIip7CpICIiIiIip7CpICIiIiIip7CpICIiIiIip7CpICIiIiIip7CpICIiIiIip/x/1GdadanXzwwAAAAASUVORK5CYII=",
       "text/plain": [
        "<Figure size 800x500 with 1 Axes>"
       ]
@@ -1200,13 +1209,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 47,
    "id": "8de2a48e",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 800x500 with 1 Axes>"
       ]
@@ -1235,7 +1244,7 @@
     "sns.despine(ax=ax)\n",
     "ax.set_xlabel(\"F  [mN]\")\n",
     "ax.set_ylabel(r\"Residuo $x_i - \\left(\\frac{y_i}{A} - \\frac{B}{A}\\right)$  [mm]\")\n",
-    "ax.set_title(\"Residui della regressione — Molla 1 (sonar statico)\")\n",
+    "ax.set_title(\"Residui della regressione — Molla 2 (sonar statico corretto)\")\n",
     "ax.legend()\n",
     "ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n",
     "\n",
@@ -1254,7 +1263,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 48,
    "id": "af6143df",
    "metadata": {},
    "outputs": [
@@ -1278,7 +1287,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 49,
    "id": "a1e69bd3",
    "metadata": {},
    "outputs": [
@@ -1328,7 +1337,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 50,
    "id": "56679fc4",
    "metadata": {},
    "outputs": [
@@ -1372,14 +1381,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 51,
    "id": "455271a9",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "3a984db0b92847f6b999c2f27771fa72",
+       "model_id": "a17da393c1ea463caee2c3891f98037a",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1389,16 +1398,6 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'[{\"m1\":49.25,\"m2\":49.24,\"m3\":49.25,\"a1\":9.7171,\"ua1\":0.016,\"w1\":7.6565,\"uw1\":0.0004,\"c1\":484.455,\"uc1\":0.011,\"t1\":15.62,\"a2\":8.911,\"ua2\":0.015,\"w2\":7.6569,\"uw2\":0.0004,\"c2\":484.516,\"uc2\":0.011,\"t2\":15.58,\"a3\":10.446,\"ua3\":0.027,\"w3\":7.6603,\"uw3\":0.0005,\"c3\":485.082,\"uc3\":0.019,\"t3\":15.76,\"a4\":8.377,\"ua4\":0.016,\"w4\":7.6582,\"uw4\":0.0004,\"c4\":484.752,\"uc4\":0.011,\"t4\":15.87,\"alp\":0.333333,\"ualp\":0.000001,\"m\":49.2466666667,\"um\":0.0044095855,\"nm\":3.0,\"outm\":\"[]\",\"w\":7.657975,\"uw\":0.000855741,\"nw\":4.0,\"outw\":\"[]\",\"c\":484.70125,\"uc\":0.1421568236,\"nc\":4.0,\"outc\":\"[]\",\"t\":15.7075,\"ut\":0.0672526332,\"nt\":4.0,\"outt\":\"[]\",\"F\":482.9128133333,\"uF\":0.2016766686,\"r\":-0.2364148992,\"ur\":0.1942155847,\"Meq\":16.8887249288,\"uMeq\":0.0013258035,\"Omega2\":58.6445811006,\"uOmega2\":0.0131064864},{\"m1\":69.28,\"m2\":69.28,\"m3\":69.27,\"a1\":9.86,\"ua1\":0.016,\"w1\":6.55968,\"uw1\":0.00029,\"c1\":423.352,\"uc1\":0.011,\"t1\":18.31,\"a2\":10.39,\"ua2\":0.012,\"w2\":6.55891,\"uw2\":0.00022,\"c2\":423.154,\"uc2\":0.009,\"t2\":18.27,\"a3\":10.491,\"ua3\":0.013,\"w3\":6.56002,\"uw3\":0.00024,\"c3\":423.697,\"uc3\":0.01,\"t3\":18.34,\"a4\":10.968,\"ua4\":0.019,\"w4\":6.56,\"uw4\":0.0003,\"c4\":423.465,\"uc4\":0.014,\"t4\":18.16,\"alp\":0.333333,\"ualp\":0.000001,\"m\":69.2766666667,\"um\":0.0044095855,\"nm\":3.0,\"outm\":\"[]\",\"w\":6.5596525,\"uw\":0.0002594685,\"nw\":4.0,\"outw\":\"[]\",\"c\":423.417,\"uc\":0.1133203424,\"nc\":4.0,\"outc\":\"[]\",\"t\":18.27,\"ut\":0.040620192,\"nt\":4.0,\"outt\":\"[]\",\"F\":679.3269933333,\"uF\":0.2804600444,\"r\":0.0351995054,\"ur\":0.1633888866,\"Meq\":12.619713577,\"uMeq\":0.0007402603,\"Omega2\":43.0290409208,\"uOmega2\":0.0034040467},{\"m1\":88.97,\"m2\":88.97,\"m3\":88.96,\"a1\":11.584,\"ua1\":0.014,\"w1\":5.84417,\"uw1\":0.0002,\"c1\":363.229,\"uc1\":0.01,\"t1\":20.27,\"a2\":10.1763,\"ua2\":0.017,\"w2\":5.84585,\"uw2\":0.00028,\"c2\":363.354,\"uc2\":0.012,\"t2\":20.44,\"a3\":12.044,\"ua3\":0.018,\"w3\":5.845,\"uw3\":0.00026,\"c3\":363.183,\"uc3\":0.013,\"t3\":20.54,\"a4\":11.224,\"ua4\":0.016,\"w4\":5.84513,\"uw4\":0.00025,\"c4\":363.233,\"uc4\":0.011,\"t4\":20.49,\"alp\":0.333333,\"ualp\":0.000001,\"m\":88.9666666667,\"um\":0.0044095855,\"nm\":3.0,\"outm\":\"[]\",\"w\":5.8450375,\"uw\":0.0003443214,\"nw\":4.0,\"outw\":\"[]\",\"c\":363.24975,\"uc\":0.0365544685,\"nc\":4.0,\"outc\":\"[]\",\"t\":20.435,\"ut\":0.0595119036,\"nt\":4.0,\"outt\":\"[]\",\"F\":872.4071333333,\"uF\":0.358484053,\"r\":0.2254752232,\"ur\":0.1342349411,\"Meq\":10.1080447747,\"uMeq\":0.0004749192,\"Omega2\":34.1644633764,\"uOmega2\":0.0040251434},{\"m1\":108.61,\"m2\":108.61,\"m3\":108.61,\"a1\":11.542,\"ua1\":0.026,\"w1\":5.3278,\"uw1\":0.0003,\"c1\":303.5502,\"uc1\":0.019,\"t1\":22.49,\"a2\":8.424,\"ua2\":0.017,\"w2\":5.3282,\"uw2\":0.0003,\"c2\":303.581,\"uc2\":0.012,\"t2\":22.27,\"a3\":10.501,\"ua3\":0.022,\"w3\":5.3296,\"uw3\":0.0003,\"c3\":303.842,\"uc3\":0.016,\"t3\":22.55,\"a4\":9.959,\"ua4\":0.014,\"w4\":5.32822,\"uw4\":0.0002,\"c4\":303.445,\"uc4\":0.01,\"t4\":22.15,\"alp\":0.333333,\"ualp\":0.000001,\"m\":108.61,\"um\":0.0028867513,\"nm\":3.0,\"outm\":\"[]\",\"w\":5.328455,\"uw\":0.0003937334,\"nw\":4.0,\"outw\":\"[]\",\"c\":303.60455,\"uc\":0.0843342704,\"nc\":4.0,\"outc\":\"[]\",\"t\":22.365,\"ut\":0.0941187194,\"nt\":4.0,\"outt\":\"[]\",\"F\":1065.02966,\"uF\":0.4353612606,\"r\":0.035850533,\"ur\":0.1812705598,\"Meq\":8.4335211413,\"uMeq\":0.000230411,\"Omega2\":28.392432687,\"uOmega2\":0.0041959815}]'"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -1411,7 +1410,7 @@
     "\n",
     "sheet = ipysheet.from_dataframe(dfSonar)\n",
     "display(sheet)\n",
-    "dfSonar.head(4).to_json(orient=\"records\")"
+    "# dfSonar.head(4).to_json(orient=\"records\")"
    ]
   },
   {
@@ -1424,7 +1423,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 52,
    "id": "02119d66",
    "metadata": {},
    "outputs": [
@@ -1454,7 +1453,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 53,
    "id": "96f12fe6",
    "metadata": {},
    "outputs": [],
@@ -1477,7 +1476,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 54,
    "id": "de571f32",
    "metadata": {},
    "outputs": [
@@ -1534,13 +1533,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 55,
    "id": "c87033e0",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 800x500 with 1 Axes>"
       ]
@@ -1587,7 +1586,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 56,
    "id": "97921cfc",
    "metadata": {},
    "outputs": [
@@ -1634,14 +1633,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 57,
    "id": "0b3f8a4e",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "e929528924a64990a32d4a2965d3f44f",
+       "model_id": "1cc80fabe1b5423099a66eb4124d84c8",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1651,16 +1650,6 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'[{\"m1\":49.25,\"m2\":49.24,\"m3\":49.25,\"a1\":9.7171,\"ua1\":0.016,\"w1\":7.6565,\"uw1\":0.0004,\"c1\":484.455,\"uc1\":0.011,\"t1\":15.62,\"a2\":8.911,\"ua2\":0.015,\"w2\":7.6569,\"uw2\":0.0004,\"c2\":484.516,\"uc2\":0.011,\"t2\":15.58,\"a3\":10.446,\"ua3\":0.027,\"w3\":7.6603,\"uw3\":0.0005,\"c3\":485.082,\"uc3\":0.019,\"t3\":15.76,\"a4\":8.377,\"ua4\":0.016,\"w4\":7.6582,\"uw4\":0.0004,\"c4\":484.752,\"uc4\":0.011,\"t4\":15.87,\"alp\":0.333333,\"ualp\":0.000001,\"m\":49.2466666667,\"um\":0.0044095855,\"nm\":3.0,\"outm\":\"[]\",\"w\":7.657975,\"uw\":0.000855741,\"nw\":4.0,\"outw\":\"[]\",\"c\":484.70125,\"uc\":0.1421568236,\"nc\":4.0,\"outc\":\"[]\",\"t\":15.7075,\"ut\":0.0672526332,\"nt\":4.0,\"outt\":\"[]\",\"F\":482.9128133333,\"uF\":0.2016766686,\"r\":-0.2364148992,\"ur\":0.1942155847,\"Meq\":16.8887249288,\"uMeq\":0.0013258035,\"Omega2\":58.6445811006,\"uOmega2\":0.0131064864,\"R\":-0.1718035617,\"uR\":0.0044735623,\"Omega2t\":64.0037752139,\"uOmega2t\":0.5480722477},{\"m1\":69.28,\"m2\":69.28,\"m3\":69.27,\"a1\":9.86,\"ua1\":0.016,\"w1\":6.55968,\"uw1\":0.00029,\"c1\":423.352,\"uc1\":0.011,\"t1\":18.31,\"a2\":10.39,\"ua2\":0.012,\"w2\":6.55891,\"uw2\":0.00022,\"c2\":423.154,\"uc2\":0.009,\"t2\":18.27,\"a3\":10.491,\"ua3\":0.013,\"w3\":6.56002,\"uw3\":0.00024,\"c3\":423.697,\"uc3\":0.01,\"t3\":18.34,\"a4\":10.968,\"ua4\":0.019,\"w4\":6.56,\"uw4\":0.0003,\"c4\":423.465,\"uc4\":0.014,\"t4\":18.16,\"alp\":0.333333,\"ualp\":0.000001,\"m\":69.2766666667,\"um\":0.0044095855,\"nm\":3.0,\"outm\":\"[]\",\"w\":6.5596525,\"uw\":0.0002594685,\"nw\":4.0,\"outw\":\"[]\",\"c\":423.417,\"uc\":0.1133203424,\"nc\":4.0,\"outc\":\"[]\",\"t\":18.27,\"ut\":0.040620192,\"nt\":4.0,\"outt\":\"[]\",\"F\":679.3269933333,\"uF\":0.2804600444,\"r\":0.0351995054,\"ur\":0.1633888866,\"Meq\":12.619713577,\"uMeq\":0.0007402603,\"Omega2\":43.0290409208,\"uOmega2\":0.0034040467,\"R\":0.013214804,\"uR\":0.0015581397,\"Omega2t\":47.3088763774,\"uOmega2t\":0.2103662444},{\"m1\":88.97,\"m2\":88.97,\"m3\":88.96,\"a1\":11.584,\"ua1\":0.014,\"w1\":5.84417,\"uw1\":0.0002,\"c1\":363.229,\"uc1\":0.01,\"t1\":20.27,\"a2\":10.1763,\"ua2\":0.017,\"w2\":5.84585,\"uw2\":0.00028,\"c2\":363.354,\"uc2\":0.012,\"t2\":20.44,\"a3\":12.044,\"ua3\":0.018,\"w3\":5.845,\"uw3\":0.00026,\"c3\":363.183,\"uc3\":0.013,\"t3\":20.54,\"a4\":11.224,\"ua4\":0.016,\"w4\":5.84513,\"uw4\":0.00025,\"c4\":363.233,\"uc4\":0.011,\"t4\":20.49,\"alp\":0.333333,\"ualp\":0.000001,\"m\":88.9666666667,\"um\":0.0044095855,\"nm\":3.0,\"outm\":\"[]\",\"w\":5.8450375,\"uw\":0.0003443214,\"nw\":4.0,\"outw\":\"[]\",\"c\":363.24975,\"uc\":0.0365544685,\"nc\":4.0,\"outc\":\"[]\",\"t\":20.435,\"ut\":0.0595119036,\"nt\":4.0,\"outt\":\"[]\",\"F\":872.4071333333,\"uF\":0.358484053,\"r\":0.2254752232,\"ur\":0.1342349411,\"Meq\":10.1080447747,\"uMeq\":0.0004749192,\"Omega2\":34.1644633764,\"uOmega2\":0.0040251434,\"R\":0.0299946727,\"uR\":0.0013924172,\"Omega2t\":37.8155519739,\"uOmega2t\":0.2202569594},{\"m1\":108.61,\"m2\":108.61,\"m3\":108.61,\"a1\":11.542,\"ua1\":0.026,\"w1\":5.3278,\"uw1\":0.0003,\"c1\":303.5502,\"uc1\":0.019,\"t1\":22.49,\"a2\":8.424,\"ua2\":0.017,\"w2\":5.3282,\"uw2\":0.0003,\"c2\":303.581,\"uc2\":0.012,\"t2\":22.27,\"a3\":10.501,\"ua3\":0.022,\"w3\":5.3296,\"uw3\":0.0003,\"c3\":303.842,\"uc3\":0.016,\"t3\":22.55,\"a4\":9.959,\"ua4\":0.014,\"w4\":5.32822,\"uw4\":0.0002,\"c4\":303.445,\"uc4\":0.01,\"t4\":22.15,\"alp\":0.333333,\"ualp\":0.000001,\"m\":108.61,\"um\":0.0028867513,\"nm\":3.0,\"outm\":\"[]\",\"w\":5.328455,\"uw\":0.0003937334,\"nw\":4.0,\"outw\":\"[]\",\"c\":303.60455,\"uc\":0.0843342704,\"nc\":4.0,\"outc\":\"[]\",\"t\":22.365,\"ut\":0.0941187194,\"nt\":4.0,\"outt\":\"[]\",\"F\":1065.02966,\"uF\":0.4353612606,\"r\":0.035850533,\"ur\":0.1812705598,\"Meq\":8.4335211413,\"uMeq\":0.000230411,\"Omega2\":28.392432687,\"uOmega2\":0.0041959815,\"R\":0.0018307505,\"uR\":0.0014336937,\"Omega2t\":31.5705336508,\"uOmega2t\":0.2657168072}]'"
-      ]
-     },
-     "execution_count": 38,
-     "metadata": {},
-     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -1669,12 +1658,12 @@
     "\n",
     "sheet = ipysheet.from_dataframe(dfSonar)\n",
     "display(sheet)\n",
-    "dfSonar.head(4).to_json(orient=\"records\")"
+    "# dfSonar.head(4).to_json(orient=\"records\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 58,
    "id": "0421b1cb",
    "metadata": {},
    "outputs": [
@@ -1704,7 +1693,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 59,
    "id": "2fb7140a",
    "metadata": {},
    "outputs": [],
@@ -1727,7 +1716,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 60,
    "id": "739c2c88",
    "metadata": {},
    "outputs": [
@@ -1784,13 +1773,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 61,
    "id": "b44b497b",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 800x500 with 1 Axes>"
       ]
@@ -1837,7 +1826,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 67,
    "id": "e87e24b7",
    "metadata": {},
    "outputs": [
@@ -1845,37 +1834,32 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Calibro Con tutti i dati\n",
+      "Calibro\n",
       "AC      = 3.2009 ± 0.0034\n",
       "BC      = 1161.4138 ± 0.4687\n",
       "cov_ABC = 0.001385\n",
       "chi²    = 4.3252\n",
       "GdL     = 4\n",
       "P(chi², ∞)= 0.1150\n",
+      "[AC-2uAC; AC+2uAC]     = [3.1942; 3.2076]\n",
       "\n",
-      "Calibro tolto il dato 1\n",
-      "AC      = 3.1995 ± 0.0034\n",
-      "BC      = 1161.4675 ± 0.4694\n",
-      "cov_ABC = 0.001368\n",
-      "chi²    = 0.0071\n",
-      "GdL     = 3\n",
-      "P(chi², ∞)= 0.9328\n",
+      "Sonar caso statico corretto\n",
+      "AS      = 3.2390 ± 0.0076\n",
+      "BS      = 2043.7514 ± 2.5703\n",
+      "cov_ABS = 0.018946\n",
+      "chi²    = 0.9520\n",
+      "GdL     = 5\n",
+      "P(chi², ∞)= 0.8129\n",
+      "[AS-2uAS; AS+2uAS]     = [3.2238; 3.2542]\n",
       "\n",
-      "Sonar caso statico (temperatura non considerata)\n",
+      "Sonar caso statico non corretto\n",
       "AS      = 3.2192 ± 0.0027\n",
       "BS      = 2042.5203 ± 1.0326\n",
       "cov_ABS = 0.002760\n",
       "chi²    = 9.0319\n",
       "GdL     = 5\n",
       "P(chi², ∞)= 0.0289\n",
-      "\n",
-      "Sonar caso statico (temperatura considerata)\n",
-      "AS      = 3.2369 ± 0.0035\n",
-      "BS      = 2043.0827 ± 1.2689\n",
-      "cov_ABS = 0.004333\n",
-      "chi²    = 5.0621\n",
-      "GdL     = 5\n",
-      "P(chi², ∞)= 0.1673\n",
+      "[AS-2uAS; AS+2uAS]     = [3.2138; 3.2247]\n",
       "\n",
       "Sonar caso Dinamico\n",
       "AD      = 3.5059 ± 0.0010\n",
@@ -1884,48 +1868,45 @@
       "chi²    = 3294.6334\n",
       "GdL     = 5\n",
       "P(chi², ∞)= 0.0000\n",
+      "[AD-2uAD; AD+2uAD]     = [3.5040; 3.5079]\n",
       "\n",
       "Cronometro\n",
       "ACr      = 3.8380 ± 0.0526\n",
       "BCr      = -1.0200 ± 0.5757\n",
       "cov_ABCr = -0.029589\n",
       "chi²    = 2.0359\n",
-      "P(chi², ∞)= 0.5650\n"
+      "P(chi², ∞)= 0.5650\n",
+      "[ACr-2uACr; ACr+2uACr] = [3.7328; 3.9432]\n"
      ]
     }
    ],
    "source": [
-    "print(\"Calibro Con tutti i dati\")\n",
+    "print(\"Calibro\")\n",
     "print(f\"AC      = {AC:.4f} ± {uAC:.4f}\")\n",
     "print(f\"BC      = {BC:.4f} ± {uBC:.4f}\")\n",
     "print(f\"cov_ABC = {covABC:.6f}\")\n",
     "print(f\"chi²    = {chiC:.4f}\")\n",
     "print(f\"GdL     = {len(dfCalibro)}\")\n",
     "print(f\"P(chi², ∞)= {PC:.4f}\")\n",
+    "print(f\"[AC-2uAC; AC+2uAC]     = [{AC - 2*uAC:.4f}; {AC + 2*uAC:.4f}]\")\n",
     "\n",
-    "print(\"\\nCalibro tolto il dato 1\")\n",
-    "print(f\"AC      = {AC2:.4f} ± {uAC2:.4f}\")\n",
-    "print(f\"BC      = {BC2:.4f} ± {uBC2:.4f}\")\n",
-    "print(f\"cov_ABC = {covABC2:.6f}\")\n",
-    "print(f\"chi²    = {chiC2:.4f}\")\n",
-    "print(f\"GdL     = {len(dfCalibro_senza1)}\")\n",
-    "print(f\"P(chi², ∞)= {PC2:.4f}\")\n",
-    "\n",
-    "print(\"\\nSonar caso statico (temperatura non considerata)\")\n",
-    "print(f\"AS      = {AS:.4f} ± {uAS:.4f}\")\n",
-    "print(f\"BS      = {BS:.4f} ± {uBS:.4f}\")\n",
-    "print(f\"cov_ABS = {covABS:.6f}\")\n",
-    "print(f\"chi²    = {chiS:.4f}\")\n",
-    "print(f\"GdL     = {len(dfSonar)}\")\n",
-    "print(f\"P(chi², ∞)= {PS:.4f}\")\n",
-    "\n",
-    "print(\"\\nSonar caso statico (temperatura considerata)\")\n",
+    "print(\"\\nSonar caso statico corretto\")\n",
     "print(f\"AS      = {AS2:.4f} ± {uAS2:.4f}\")\n",
     "print(f\"BS      = {BS2:.4f} ± {uBS2:.4f}\")\n",
     "print(f\"cov_ABS = {covABS2:.6f}\")\n",
     "print(f\"chi²    = {chiS2:.4f}\")\n",
     "print(f\"GdL     = {len(dfSonar)}\")\n",
     "print(f\"P(chi², ∞)= {PS2:.4f}\")\n",
+    "print(f\"[AS-2uAS; AS+2uAS]     = [{AS2 - 2*uAS2:.4f}; {AS2 + 2*uAS2:.4f}]\")\n",
+    "\n",
+    "print(\"\\nSonar caso statico non corretto\")\n",
+    "print(f\"AS      = {AS:.4f} ± {uAS:.4f}\")\n",
+    "print(f\"BS      = {BS:.4f} ± {uBS:.4f}\")\n",
+    "print(f\"cov_ABS = {covABS:.6f}\")\n",
+    "print(f\"chi²    = {chiS:.4f}\")\n",
+    "print(f\"GdL     = {len(dfSonar)}\")\n",
+    "print(f\"P(chi², ∞)= {PS:.4f}\")\n",
+    "print(f\"[AS-2uAS; AS+2uAS]     = [{AS - 2*uAS:.4f}; {AS + 2*uAS:.4f}]\")\n",
     "\n",
     "print(\"\\nSonar caso Dinamico\")\n",
     "print(f\"AD      = {AD:.4f} ± {uAD:.4f}\")\n",
@@ -1934,18 +1915,87 @@
     "print(f\"chi²    = {chiD:.4f}\")\n",
     "print(f\"GdL     = {len(dfSonar)}\")\n",
     "print(f\"P(chi², ∞)= {PD:.4f}\")\n",
+    "print(f\"[AD-2uAD; AD+2uAD]     = [{AD - 2*uAD:.4f}; {AD + 2*uAD:.4f}]\")\n",
     "\n",
     "print(\"\\nCronometro\")\n",
     "print(f\"ACr      = {ACr:.4f} ± {uACr:.4f}\")\n",
     "print(f\"BCr      = {BCr:.4f} ± {uBCr:.4f}\")\n",
     "print(f\"cov_ABCr = {covABCr:.6f}\")\n",
     "print(f\"chi²    = {chiCr:.4f}\")\n",
-    "print(f\"P(chi², ∞)= {PCr:.4f}\")"
+    "print(f\"P(chi², ∞)= {PCr:.4f}\")\n",
+    "print(f\"[ACr-2uACr; ACr+2uACr] = [{ACr - 2*uACr:.4f}; {ACr + 2*uACr:.4f}]\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 63,
+   "id": "0bc96952",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot gaussiane\n",
+    "\n",
+    "# Parametri gaussiane\n",
+    "# (media, deviazione standard, colore, nome)\n",
+    "gaussiane = [\n",
+    "    # (AC, uAC, 1, 'calibro'),\n",
+    "    # (AS2, uAS2, 2, 'sonar statico'),\n",
+    "    (AD, uAD, 4, 'sonar dinamico'),\n",
+    "    (ACr, uACr, 8, 'cronometro')\n",
+    "]\n",
+    "\n",
+    "# Creazione figura\n",
+    "plt.figure(figsize=(12, 7))\n",
+    "\n",
+    "# Creazione asse x\n",
+    "xMin = float('inf')\n",
+    "xMax = float('-inf')\n",
+    "for mu, sigma, _, _ in gaussiane:\n",
+    "    minimoLocale = mu - 4 * sigma\n",
+    "    massimoLocale = mu + 4 * sigma\n",
+    "    \n",
+    "    if minimoLocale < xMin:\n",
+    "        xMin = minimoLocale\n",
+    "    \n",
+    "    if massimoLocale > xMax:\n",
+    "        xMax = massimoLocale\n",
+    "x = np.linspace(xMin, xMax, 1000)\n",
+    "\n",
+    "# Ciclo gaussiane\n",
+    "for mu, sigma, colore, etichetta in gaussiane:\n",
+    "    \n",
+    "    y = stats.norm.pdf(x, mu, sigma)\n",
+    "    plt.plot(x, y, color=sns.color_palette()[colore], linewidth=1, label=etichetta)\n",
+    "    \n",
+    "    puntiLinee = [mu - sigma, mu, mu + sigma]\n",
+    "    for px in puntiLinee:\n",
+    "        py = stats.norm.pdf(px, mu, sigma) \n",
+    "        plt.vlines(x=px, ymin=0, ymax=py, colors=sns.color_palette()[colore], linestyles='dashed', linewidth=1)\n",
+    "        \n",
+    "# Dettagli estetici finali\n",
+    "plt.ylim(bottom=0)\n",
+    "plt.title('Confronto dati')\n",
+    "plt.xlabel('k')\n",
+    "plt.legend()\n",
+    "\n",
+    "# Mostriamo il grafico\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
    "id": "d4af85a1",
    "metadata": {},
    "outputs": [],
@@ -1961,7 +2011,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 69,
    "id": "57de948b",
    "metadata": {},
    "outputs": [
@@ -1969,15 +2019,39 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Compatibilità: Calibro (tolto dato 1) vs Sonar statico (T considerata)\n",
+      "Compatibilità: Calibro vs Sonar statico\n",
       "Sigma             t    p-value\n",
       "------------------------------\n",
-      "1σ           9.2578     0.0115\n",
-      "2σ           4.6289     0.0436\n",
-      "3σ           3.0859     0.0909\n",
+      "1σ           6.8052     0.0065\n",
+      "2σ           3.4026     0.0424\n",
+      "3σ           2.2684     0.1081\n",
       "\n",
       "\n",
-      "Compatibilità: Calibro (tolto dato 1) vs Sonar dinamico\n",
+      "Compatibilità: Calibro vs Sonar statico corretto\n",
+      "Sigma             t    p-value\n",
+      "------------------------------\n",
+      "1σ           6.4288     0.0076\n",
+      "2σ           3.2144     0.0488\n",
+      "3σ           2.1429     0.1215\n",
+      "\n",
+      "\n",
+      "Compatibilità: Calibro corretto vs Sonar statico corretto\n",
+      "Sigma             t    p-value\n",
+      "------------------------------\n",
+      "1σ           4.5101     0.0458\n",
+      "2σ           2.2551     0.1528\n",
+      "3σ           1.5034     0.2716\n",
+      "\n",
+      "\n",
+      "Compatibilità: Calibro vs Sonar dinamico\n",
+      "Sigma             t    p-value\n",
+      "------------------------------\n",
+      "1σ         159.7965     0.0000\n",
+      "2σ          79.8982     0.0000\n",
+      "3σ          53.2655     0.0000\n",
+      "\n",
+      "\n",
+      "Compatibilità: Calibro corretto vs Sonar dinamico\n",
       "Sigma             t    p-value\n",
       "------------------------------\n",
       "1σ         273.1973     0.0000\n",
@@ -1985,18 +2059,42 @@
       "3σ          91.0658     0.0001\n",
       "\n",
       "\n",
-      "Compatibilità: Sonar Dinamico vs Sonar statico (T considerata)\n",
+      "Compatibilità: Sonar Dinamico vs Sonar statico\n",
       "Sigma             t    p-value\n",
       "------------------------------\n",
-      "1σ         128.2851     0.0000\n",
-      "2σ          64.1425     0.0000\n",
-      "3σ          42.7617     0.0000\n"
+      "1σ         171.4131     0.0000\n",
+      "2σ          85.7065     0.0000\n",
+      "3σ          57.1377     0.0000\n",
+      "\n",
+      "\n",
+      "Compatibilità: Sonar Dinamico vs cronometro\n",
+      "Sigma             t    p-value\n",
+      "------------------------------\n",
+      "1σ          10.9307     0.0004\n",
+      "2σ           5.4654     0.0055\n",
+      "3σ           3.6436     0.0219\n"
      ]
     }
    ],
    "source": [
     "# Ringraziate Cloude per questo incredibile print\n",
-    "print(\"Compatibilità: Calibro (tolto dato 1) vs Sonar statico (T considerata)\")\n",
+    "print(\"Compatibilità: Calibro vs Sonar statico\")\n",
+    "print(f\"{'Sigma':<10} {'t':>8} {'p-value':>10}\")\n",
+    "print(\"-\" * 30)\n",
+    "for n in [1, 2, 3]:\n",
+    "    res = p_t_student_compatibilita(AC, uAC*n, len(dfCalibro)-2,\n",
+    "                                    AS,  uAS*n, len(dfSonar)-2)\n",
+    "    print(f\"{n}σ         {res['t']:>8.4f} {res['p']:>10.4f}\")\n",
+    "\n",
+    "print(\"\\n\\nCompatibilità: Calibro vs Sonar statico corretto\")\n",
+    "print(f\"{'Sigma':<10} {'t':>8} {'p-value':>10}\")\n",
+    "print(\"-\" * 30)\n",
+    "for n in [1, 2, 3]:\n",
+    "    res = p_t_student_compatibilita(AC, uAC*n, len(dfCalibro)-2,\n",
+    "                                    AS2,  uAS2*n, len(dfSonar)-2)\n",
+    "    print(f\"{n}σ         {res['t']:>8.4f} {res['p']:>10.4f}\")\n",
+    "\n",
+    "print(\"\\n\\nCompatibilità: Calibro corretto vs Sonar statico corretto\")\n",
     "print(f\"{'Sigma':<10} {'t':>8} {'p-value':>10}\")\n",
     "print(\"-\" * 30)\n",
     "for n in [1, 2, 3]:\n",
@@ -2004,7 +2102,15 @@
     "                                    AS2,  uAS2*n, len(dfSonar)-2)\n",
     "    print(f\"{n}σ         {res['t']:>8.4f} {res['p']:>10.4f}\")\n",
     "\n",
-    "print(\"\\n\\nCompatibilità: Calibro (tolto dato 1) vs Sonar dinamico\")\n",
+    "print(\"\\n\\nCompatibilità: Calibro vs Sonar dinamico\")\n",
+    "print(f\"{'Sigma':<10} {'t':>8} {'p-value':>10}\")\n",
+    "print(\"-\" * 30)\n",
+    "for n in [1, 2, 3]:\n",
+    "    res = p_t_student_compatibilita(AC, uAC*n, len(dfCalibro)-2,\n",
+    "                                    AD,  uAD*n,  len(dfSonar)-2)\n",
+    "    print(f\"{n}σ         {res['t']:>8.4f} {res['p']:>10.4f}\")\n",
+    "\n",
+    "print(\"\\n\\nCompatibilità: Calibro corretto vs Sonar dinamico\")\n",
     "print(f\"{'Sigma':<10} {'t':>8} {'p-value':>10}\")\n",
     "print(\"-\" * 30)\n",
     "for n in [1, 2, 3]:\n",
@@ -2012,12 +2118,20 @@
     "                                    AD,  uAD*n,  len(dfSonar)-2)\n",
     "    print(f\"{n}σ         {res['t']:>8.4f} {res['p']:>10.4f}\")\n",
     "\n",
-    "print(\"\\n\\nCompatibilità: Sonar Dinamico vs Sonar statico (T considerata)\")\n",
+    "print(\"\\n\\nCompatibilità: Sonar Dinamico vs Sonar statico\")\n",
     "print(f\"{'Sigma':<10} {'t':>8} {'p-value':>10}\")\n",
     "print(\"-\" * 30)\n",
     "for n in [1, 2, 3]:\n",
     "    res = p_t_student_compatibilita(AD,  uAD*n,  len(dfSonar)-2,\n",
-    "                                    AS2, uAS2*n, len(dfSonar)-2)\n",
+    "                                    AS, uAS*n, len(dfSonar)-2)\n",
+    "    print(f\"{n}σ         {res['t']:>8.4f} {res['p']:>10.4f}\")\n",
+    "\n",
+    "print(\"\\n\\nCompatibilità: Sonar Dinamico vs cronometro\")\n",
+    "print(f\"{'Sigma':<10} {'t':>8} {'p-value':>10}\")\n",
+    "print(\"-\" * 30)\n",
+    "for n in [1, 2, 3]:\n",
+    "    res = p_t_student_compatibilita(AD,  uAD*n,  len(dfSonar)-2,\n",
+    "                                    ACr, uACr*n, len(dfSonar)-2)\n",
     "    print(f\"{n}σ         {res['t']:>8.4f} {res['p']:>10.4f}\")"
    ]
   },
@@ -2033,7 +2147,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "base",
    "language": "python",
    "name": "python3"
   },
@@ -2047,7 +2161,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.5"
+   "version": "3.13.11"
   }
  },
  "nbformat": 4,