From f0eef962379a0114fc86a24035baa86c2936591e Mon Sep 17 00:00:00 2001
From: Kiana Setoodehnia <kiana.setoodehnia@xfel.eu>
Date: Fri, 9 Aug 2019 15:27:15 +0200
Subject: [PATCH] Dark notebook for fastCCD has been updated regarding a few
 minor issues to make the output nicer

---
 ...s_NewDAQ_FastCCD_NBC_New_Common_Mode.ipynb | 643 ++++++++++++------
 1 file changed, 432 insertions(+), 211 deletions(-)

diff --git a/notebooks/FastCCD/Characterize_Darks_NewDAQ_FastCCD_NBC_New_Common_Mode.ipynb b/notebooks/FastCCD/Characterize_Darks_NewDAQ_FastCCD_NBC_New_Common_Mode.ipynb
index f139d016b..d91c4c032 100644
--- a/notebooks/FastCCD/Characterize_Darks_NewDAQ_FastCCD_NBC_New_Common_Mode.ipynb
+++ b/notebooks/FastCCD/Characterize_Darks_NewDAQ_FastCCD_NBC_New_Common_Mode.ipynb
@@ -22,7 +22,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:54:38.999974Z",
@@ -59,7 +59,7 @@
     "ADU_to_electron = 6.1 # According to Table 6.1 of Ivana Klačková's master's thesis, for upper hemisphere: conversion gain\n",
     "                      # is 1 ADU = 6.1e-, and for lower hemisphere: 1 ADU = 6.2e-\n",
     "run_parallel = True # For parallel computation \n",
-    "db_output = False # Output constants to the calibration database"
+    "db_output = True # Output constants to the calibration database"
    ]
   },
   {
@@ -71,14 +71,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:54:39.467334Z",
      "start_time": "2018-12-06T10:54:39.427784Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using Cython were available\n"
+     ]
+    }
+   ],
    "source": [
     "import copy\n",
     "import datetime\n",
@@ -92,7 +100,6 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "import numpy as np\n",
-    "from lmfit.models import GaussianModel\n",
     "from prettytable import PrettyTable\n",
     "\n",
     "from iCalibrationDB import ConstantMetaData, Constants, Conditions, Detectors, Versions\n",
@@ -112,7 +119,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:54:39.467334Z",
@@ -142,14 +149,41 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:54:40.058101Z",
      "start_time": "2018-12-06T10:54:40.042615Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Initial settings:"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "You are analyzing data in FF mode.\n",
+      "Calibration database Interface: tcp://max-exfl016:8020\n",
+      "Sending constants to the calibration database: False\n",
+      "HDF5 path to data: /INSTRUMENT/SCS_CDIDET_FCCD2M/DAQ/FCCD:daqOutput/data/image/pixels\n",
+      "Run number: 321\n",
+      "Reading data from: /gpfs/exfel/exp/SCS/201930/p900074/raw/r0321/RAW-R0321-DA05-S00000.h5\n",
+      "Using 2019-03-14T20:50:20.187962 as creation time\n"
+     ]
+    }
+   ],
    "source": [
     "display(Markdown('### Initial settings:'))\n",
     "if operation_mode == \"FS\":\n",
@@ -188,7 +222,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:54:40.555804Z",
@@ -215,14 +249,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:54:40.555804Z",
      "start_time": "2018-12-06T10:54:40.452978Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Evaluated parameters are:"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of dark images to analyze: 500\n",
+      "Bias voltage is 79 V\n",
+      "Detector gain is set to x8 (high gain)\n",
+      "Detector integration time is set to 1 ms\n",
+      "Using a fixed temperature of 233 K\n",
+      "Mean temperature was -40.00 °C / 233.15 K\n",
+      "Output: /home/setoodeh/Dark_Analysis/run321\n"
+     ]
+    }
+   ],
    "source": [
     "# Printing the parameters read from the data file:\n",
     "\n",
@@ -264,7 +324,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:54:41.899511Z",
@@ -288,7 +348,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:54:41.899511Z",
@@ -304,26 +364,29 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### First Iteration"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
+    "### First Iteration:\n",
+    "\n",
     "Characterization of dark images with purpose to create dark maps (offset, noise and bad pixel maps) is an iterative process. Firstly, initial offset and noise maps are produced from raw dark data."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-12-06T10:55:21.238009Z",
      "start_time": "2018-12-06T10:54:54.586435Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Initial maps are created.\n"
+     ]
+    }
+   ],
    "source": [
     "for data in reader.readChunks():\n",
     "    data = np.bitwise_and(data.astype(np.uint16), 0b0011111111111111).astype(np.float32)\n",
@@ -343,57 +406,80 @@
    "source": [
     "### Plotting the Offset and Noise Maps prior to Common Mode Correction:\n",
     "\n",
-    "In the following two cells, the histogram of the FastCCD offset, FastCCD offset map, as well as the initial uncorrected noise map are plotted. We are also fitting the offset histogram using a Gaussian function to derive the offset (in ADU) as the centroid of the histogram."
+    "In the following cell, the histogram of the FastCCD offset, FastCCD offset map, as well as the initial uncorrected noise map are plotted:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2018-12-06T10:56:20.686534Z",
-     "start_time": "2018-12-06T10:56:11.721829Z"
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+------------------------------------------------------+\n",
+      "|                      Raw Signal                      |\n",
+      "+----------------+----------------+--------------------+\n",
+      "|      Mean      |     Median     | Standard Deviation |\n",
+      "+----------------+----------------+--------------------+\n",
+      "| 3718.881 (ADU) | 3717.000 (ADU) |   104.351 (ADU)    |\n",
+      "+----------------+----------------+--------------------+ \n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 360x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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03D03b9681vj/5Zdf/nCkds8555yec845p2df+j/WZFsjX4mWAJQPLAA+1F/zgRFVYT0G/V9AvRDiYyHEuWgC/D+FEB8C/6lv7z22ieAOUCgUir0nJ1ErQoivAEuNRCAhxK+BZ/fg+jN2ceiYbPVRoVAoJhu5spFXAO5B24X6PoUiJ/T86WE++vwXdvaJjDOpnh42nHIqfa+8Mt5dUUxicmVvuJ7tC0sAHAVck6O2sobcz4SAYs/p+slPIJkkHQ5j8e0/IaTJTZsYeO89uu+4k8Ijjxzv7igmKblaWOIeIcRTwBJ912X788IShnd2YN0H2GfMGNe+KPaR5LiX89ktUmUUK3JIrqofCrTStY1Syr+hLSyxOBdtZQPnnDnaP9aJEI25b0gpCd70S6Jvvz3eXVEoFFkmV5LrDrTiWYbzMgLcnqO2FHtAOhQidNddbL74u+PdFYViREYqY/vAAw8UX3HFFVPHr4f7F7mykS+RUi4QQqwGkFL2CCHsOWpLsRekuvZbC5dCYTK4jG1hYaHcsYztmWeeuQ3YtptbHFDkSiNPCiGs6OZnIUQZkMlRWwqFYhKyuzK2t9xyi/fss88+CGD58uVVX/nKVyoPPfTQWdOnT597zz337FOp64lMrjTyW4C/Aj4hxLXAKcBVOWprXImtWYO9uhprcfF4d0Wxl8TWvkcqGMB9jEpT2BVXvXZVZUtPS1bL2NaW1EZ/fMSPR1XGdkcCgUDeypUrP1izZk3+5z//+dqJkpGZLXIVtfKAEGIVWiKPAE6WUq7LRVvjSWrrVtpOP4PCpUupvPOO8e6OYi/ZeOaZyESC2R9Muq/mpGB3ZWx35MQTTwxbrVYWLlw4EAqF8saqj/sLORHkQog/SinPAj4YZt+48Ojbm/l0lu8p41oFzb5XX83K/SL//CfbnniCaTfeiLBOyqUF9ytU3sDI7InmnEt2VcZ2R/Lz880aT1LustzTpCVXNvJDBm/o9vKFOWprj9jYra3Vmc4M/ZBTW7YQW71TfZ5xoeN7lxJ56mnSPaObFXZecQX9eiahTOwcX50MBtn64IPIERbcyDYDH2p1iuQYx3wnNm1ioKlpl8cn0g8/sWkT3bdrAWDRt94a597knl2VsVUMJduLL18uhIgA84QQvforglZ6du+qFmaZL1pfBKDjxddoPe544h9pBdK23v+AeU46FCL27rtsPOtsEm1tAMhUisgLK+h9+mk+/PRRRN/eLvRleqj/tu/V1+j+7W+H7Etu3syGLyw3f3SJ9nbWL/mk2a6UkoHm9chEgkz/nlfTlKkUgRt+Tuz993d7Xv8wqeFbfnETgR/9mNi7a4e5YoR2pSSTSCAze++7NjRgR13dXl0X37CBDxYspPfJJ/dJ6LaddjobvrB8yL7gzTeb/yc3bRraTyl3qa3LRAIpJb3PPEti407F9/aYzMAAMp2m97nniK19b+QLdPpfe838Xzid+9z+RGFXZWwVQ8l20ayfAj8VQvxUSnl5Nu8thGhDi0dPAykp5aLd9iWVYusDD+A+YRkA00Q33RSR/+4qEkB01SqQkkyk17ym65rtdbK3/vF+bQm4QT8cgK6f/JjyH/0YGYuy8ayztZ3JJJv++7/pf/1fAMRWvU1mYICpV36f7jvuZKCpieDNN5Pn8+OYPYv0tm0EfvITCpYsRiaTbPjCciyDnKWRF16g6LjjiLe2kl9fj6WgACkl2/76GK5FC9nyq1/hWryErb//Pf2vvUbpN76OY9YskhuHCiTQZhw7at4Dzc1aO/98nkxfhP5/vUHBEUfgnN+IJT+f9m99C/fRx+A59RSExaJdb7USeeZZOi6/HBmLYfV6OfilFxE2G/2vv074gw8pZmgN43RfP9v++leKTz4Jq3t76R2La6jvLNnZibDZsOmLgWSiUeIfbSB/Vj3CZiPR1oaMRtly6210XH4FU394DcXLliGGqWj58YUX4vv2t+l96ik8p52Oo7ZmpxlO/xtvELrz1+Z2+NG/0vfSS0z5ypfxnHwyHZdeSu/jf6f2pRfJ8/u1PgaCWAoK+PDwwyk+6STCjzyC4+CDKV7+BZzzGun8/vcpWnYCJWecwcC6dUTfeIOyiy+m/Zvf0hqRkmQgwMD7TbiPXsqHnzqSgsM+SeS55xH5+fivuJy8adPYcvMtCKsV1+LFlF104e5NbEIbkKyFhXiWL8fq8ez63AnGSGVsL7roohAQAvjLX/7SNtK1kx2Ri2mlEOLzwAtSym36tgf4DynlY6O4ZxuwSErZvSfnN06bJv/PXYTziMOJvfY6U2b1sfWDYR3eikG4jzuOyDNDV/AR+fkUn3gi4YcfHrJ/2q9+RdHxx7Fu1uwh+2c89CDRN99EptN033obU879b2Qshr16JoFrr8W5cCFVD9xPMhgkeP3P6H3ySa3t448n1b2F2MpV5r0sBQXIdBo5MDCkDXttDWUXXECyq4tMb69Wa34H8mYcNGRwm/nUkwirldbPHLdXz8TZ2EjsnXf26hoA//e/T+Daa3fanz9nDgPvjayFl150Id233Ir7P4/FUlSE55RT2HjGf+3yfPf/Ox6LI5/S88/DPmMGQohVIyk8w/HOO++0NTY27tHv7EDlnXfeKW1sbKwa734Y5EqQr5FSzt9h32op5aGjuGcbeyHI5/l88k9TvOa2w5MkHj7gnNk5Z+rVP6Drhz8a9pilqIhMby/C6UTusJiEY/Zs0t3dpLZsGYtuDsvMJ59kw0knjbnNfiyY/cE6JchzyP4myHPl7BzuvqM140jgWSHEKn2R5d2S6Y0M2Y4eVDnK5hXDsSshDpDp1cxWOwpx0NZJHU8hDvDByhcmrZ059LvfjXcXFGNIrgT5SiHETUKIGiHETCHEL9FWDhoNR0gpFwD/D/iWEGKnaEIhxNeFECuFECt3PNZ35LxRNq+YbMx643+J72CymSwEf37jeHdBMYbkSpBfCCSAPwEPAzHgW6O5oZSyQ/8bRMsa3amaopTyLinlomGnk7upbPh+6czRdG0Ij/5HtqPVFaMlutxFwrqzWS3PlcEhJ6cgVxxY5ESQSyn7pZSXoTk4F0kpr5BS7vNK1UKIAiGE2/gf+Ayw5zFbQG8siadm5y7MOq2DtxccbG7XfaGTd+bUmttlc3sp/2wP5Yt7EL6R/QmHW5uoWLLrOPBZX+zgvz77A+7+xDJKDu7H19jLav/Buzx/V5R/Isy9i3d22pUc3E+yfmRfwF2Hf47q4/YtqivuHJ/1T72zIljy9j7scWFeC/b0znZwi00ih7ldxj62C3QXfU4NJorRkavMzsOBu9GWeDtICNEIfENK+c19vKUf+KtW5hwb8KCU8undXWB1ZLA506RiWvhWT6yP8k9sw9fYi9UukRKQIARcW3IPPQtd5LnSWO2S0+e8TLLGgkwJ7G59QYAi8MyMkYxZsDkyCAtkUoL+gJ3mrdMpeD+Gw5PkqJJ3EaVgyZOkk4LiGTFkRhDdYqfAH0dYYHXReVC0va+n1bxMYHUx7ukxulYV4/QmcfnivJGZTfXqTgAK/HHSCcFAjx17UZKC8gF+6ryHsHSR70nS3+XA7k7hnj6AX2wjXm0jz5lm4wulxLftLNhv8N5NXkGamZ8NsG2Di2S/jYGwjfySJFPq+unvciCsklTMypYPi7DqcePe2RHK5kT44JHcrtxncWTIxLfrGb7GXryz+yhrjBDfZmPD09oqQPneBAOhoYU1PTP7CX9UAIBr+vBC0lWmZeVWfDLM5temYCmXHHRIN/neJEJA23OlxEI7F+xMOq3kxdLkT03gndlHKm4huKYIISCT0vo7dVGYVMxK9/tuimdFKW8M0/mmh21tLrq9xZSGtmeblx4SoawgQtTpJxWzkudJUXt8kPWP+UkPHLjZvUKIhSeddNLWxx57bANoZWx9Pl/j/Pnz+1esWNEy3v3b38hV1MqbaIWyHjciVYQQ70kp52S9sV2wqMIq3/paIemEBWtehhZbDQdnWnd7TZfVSswiqE4OjbsOWyysznewODZAgZRItFKOE/VnJvUBbG/OD6wqxmLPUDYngtDlayYNW9cXkudM0/GGVnCu8qgQ4VYXkY81J2LRQVHScQv9gXwApn1qK51vesgktZu4yuKUzolQ4N+7dPlkzILVnsFi1foH0N/lwOlNmAP1xxsLOHPRFM5KbuPsTVEGevK0wTtP4q4YYGXJ8Xxi21B9oE8ICqREAJmkQNi0m4/0vKSEWLcdJLh8O78XmYF0woItP0NqwGLeO8+ZMZ9lst+Go0j77iWjFqJbHDiKtYHFYstg1RUIYdHul0kJrPbtv99YKI/I5nzyXGkK/HEcN/VM2KgVl8t16IwZM+JvvfXWusLCQvnwww8X/eAHP5heXl6e2B8E+f4WtZKzObKUsl0M/faP6VpXYauVlU4HnxBxvl86hS6bhWV9BUQtgv/q7eOtfAcDQjAgBNNSKWqSKb5U4Sdgs/HzYDez4wmeLHRxT3ERMct2zfBPmzt5oMjNKy4ntwa2UJjJUJ5K45CSTXk2vu0rY2Oejf/r6KIileJfTiefjA2QLyUr8x38Oz+fC3vC3OUpZpvFQkHGxmmRrQwIQcwiiAvtNSeewCUl7TYbW60W5sUTWIA38h1ssVn5d34+V3Vv5TWXk+J0hvnxOClgQ14eTin5s7sQgeQb4V7ypGSwTp4ScG3pFPypFOeFezE+pQSQEoJ8KXnUXUBJOsNR0Rg2AVMXbWObRfBIQSEn9vWTLyUWK5TO1kofFB0UIzVgIc+VobA8DvQgM2wX+ilBWkjeKXDQOL2LvhYXyT4rU+r7sTmH2jfSbB8kJdCal0eelFxR5uWLkT5O6us3BSBsF7KF5XE+zMujxZ7HEbEYsYMT9LgFf8hM4WvbenEUbx+g1+flESdDGs2+KICIEBxeVcmpvRGuDPVgyRtZyZFATAhcSFxlCaR+b4eUzEilCFksvOXMZ3FsgBKL1mdbfga0cY1tFgs/m1LCooEBvmDtRwL9QhAstjDTtXO0z0d5NvKlZGoqPUSIAzi9SZzeyRNKaZSxPeecc3qMMrZG9cMVK1a4Lr744oMGBgYs+fn5mT/84Q8bGhsb49dcc43//fffdz7yyCNt//73v51nnnnmzLfffnud2+2e1GW0c6WR/xm4CbgN+CRwEVoM+OlZb2wXOKudsvaa2pFPHAecViex9N6XjqgUJbTL0dVh+XR/kpcLhppa/HlTCCS37uIKjbkDcdyZDK+7NE27Iq+EjmQPrkyGlzd9jENqQm1ACJz6dyoqhDmIJIB/Frj4nq+Uy0JbObO3b8j9X3A5ua3sYD60hPf4vVQm0rTbdz0vOqEX/lG0y8P7xMxEko/seRSl0/TukHX5582dnDKtfI/uk5/J4E1n2Jy3a13KIiUPdgSYkUzyXIGLpwsKed3lGPZcmz6LSArBOeFevro1QfGPukatkXdc8f3K+IcfZrWMrePgg6MV112722JcLpfr0BUrVnxw9dVXlz/66KMbFixYMPvGG29s/8UvfuFfsWJFy9atWy1utzuTl5fHY4895r7zzjt9zzzzTGs6nWbJkiX1F110UeCGG24ov+mmmzZ95jOf2Wf/3K44UDTy84CbgWnAx8CzjDJqZbyZVzqPd7vfzcq99kWIA6MW4sBOQhwYUYgDrM0fKkA6klpfohYLi6oO2qs+XO+dwvXeKcMc2XMhDuxWiEP2hTjAR3bt+e0oxIE9FuIAAxYLmy27jzXICMHp0/ZsNbPUoNnvPZ4i/l0zB/i/Pe7P/sjuythu3brVetppp1W3tbXlCyFkMpkUAFarlfvuu2/DokWLDjnzzDO35EKI749kXZDrlQ7PklKeme177w2HeA/hwRMf5P3u9/nB6z8Y9pxlM5dx2eLL2NS7iakFU3mt4zWuem3o+hdPfeEpMjJDeUE5/+76N+c9f96Q4yfVnMTfWv/G+Y3n88KmF2juaR5yfJF/ESsDWlj7l2Z/ifvX3T/k+O8+8zuaQk1YhIXDKg7jC49/Ychxp83JSTUn0dzTTFd/F539nTu9D5/LRzAa5MsNX+bepnsBuOOYO1izZQ1vdr7JQv9CHm5+mL5k307XnjDzBKYVTiORTuCyubjjnaF11T89/dMk00n+1fmvYZ+W7rwlAAAgAElEQVThWPDN+d/kjjV38Kulv+I7K76z0/HlBy+nJdzC0QcdzS9X/XKn4z898qdc+eqVNJY1srF3I6GB0JDjUwum0tU//BJ4+dZ8lpQv4aWPX9rn/v/62F/z6uZXmVowlRtX7hzf/T8L/2fYfu/I7Cmz8Tq9vLp55LLJ74f2Kqhrl4ykOeeaXZWxvfTSS6cdddRRkeeee661ubnZfvTRR9cbx9atW5fvcrkyXV1dB0wqd9YFuZQyLYQ4CRj5m5lj6krqqCupY3PfZh5reYxANDDk+CL/IoodxcwtmwvAybUnDxHk317wbaa7p5vbR0w7Ysj1ZzWcxfc+8T1+8qmfAJrAmXvvXPP4spnL+OmRPyU8EMZhc+C0OYcI8sMrDmdx+WIWl+8UEg/AjKIZPPDZByh2bC+odcRDR9Cb0DImfU4fTy9/mrxBMdIvffwSbb1t+Fw+Ljz0Qi489EJAExYAX37qy7wdfNs8//ojrx/SZnNPM//c9E9z+/ZjtJKpq4OrufyVy9nct3nI+a+e/ipd/V1sHdjK15/bOeH29PrTmVc2j2MOOob2SDun/P2UIcev+9R1HF5xOE9ueJLlBy/nhfYXuPyV7fXW3jn7HSzCwvmN5wNw13/eNaSdZ5c/S3nhdk34sPLD+OITXwTga3O/xoWHXogQgmUzteJpG7Zt4MTHTjTPX/vltfQM9PD7937P0sqlPNP2DA9+8KB5/K0vbS8VK6VkzZY1nP3U2ea+x09+nKqiKtp625juns6m3k2c/LeTzeMvnfYSU/KnmN+dsxvOZt5925PT7jz2To6oOILP136ewrxCfvbWz/hT85/M4/ccdw+JdIL6KfV4nVrJicHfsUsWXcIJM0/g9jW3s7RyKb9997es2bJmp89honL++ed3FxcXpxcvXhx74oknzMprvb291unTpycAfvOb35Qa+0OhkPWSSy6pfOGFFz44//zzD7rnnntKDoTVgnKVEPSaEOI2IcSRQogFxitHbY3IBYdewPOnPs+as8bnC+7J9+C07X0quMvmGiLEd0QIMUSI55JDfYfy9PKnOaVuqCAudhRTP6WeMmfZsNd9/5Pf53M1n8OV56J+Sj2XfuLSIcc/V/M5vE4vZzWchSvPhWWHr6RF7P4rOliID6aupI6LFlyE2IPwnJL8Er676Lss8C/gnDnn7PI8IQQzi4cmj00tmIoQguriavIseVS6d18KYsf+zCyeiRCCkvwS8qx5XPnJK3fq2+HTDjeF+I4s8C2g1FnK1Yddzaenf5o/fvaPu21/orGrMraXXnpp1zXXXDN9wYIFs9Lp7XEU5513XuW55567Zd68efF777237eqrr562efPm8Ul8GENy9QYP1/8OLsQhgaNz1N4eYbVM1IBBheLAYqQytscee2x/W1ubaT+6+eabOwAeeeSRNmNfbW1tctOmTdmxMe3n5MJGbgHulFI+POLJCoVCoRg1WTetSCkzwAXZvq9CoVAohidXNvLnhBCXCCEqhRBTjFeO2lIoFNklk8lkxrbgzARCfzb7VYJRrmzk/63/HRw7LoHslRlUKBS54r0tW7Y0lJWVbbNYLBNnZeoxIJPJiC1bthSzl0X7ck1OBLmUsjoX91UoFLknlUp9taur6+6urq455G7WPlHJAO+lUqmvjndHBpOr6od5wPmAUZz7ReA3UsrJUwhCoZikLFy4MAicOOKJiv2GXI22dwILgTv010J93z4jhDheCNEshGgRQlyWhT4qFArFpCBXNvJPSCkbB22/IITY+2XIdfS0/9uB/0Sr3fKWEOJxKWXTKPupUCgUE55caeRpIUSNsSGEmMnoytguBlqklB9JKRNo1YBOGmUfxx3BzoEBVrE9aWm4rESbxTbsuQYjZUIeKKjnoDiQyFUZ22OAe4CP0Eo9zwDOkVKu2Mf7nQIcL6X8qr59FrBESnnBDud9HTAKccxhP/Ms70ApMK7F+0dA9W/0jHcfZ0gph6+doJhU5Cpq5Z9CiIOBejRB/oGUMj6KWw4X07rTCCSlvAu4C0AIsXJfajGPFap/o2N/7x9MjD4qJgc5mX8KIb4FOKWU70op3wFcQoh9Xa8TNLv44GpE04GO0fRRoVAoJgu5MiR+TUpprhIgpewBvjaK+70FHCyEqBZC2IHTgcdH2UeFQqGYFOQqasUihBBSN8DrUSc7L0m+h0gpU0KIC4Bn0JZz/L2U8v0RLrtrX9sbI1T/Rsf+3j+YGH1UTAJy5ez8OVAF/BrNln0e0C6l/G7WG1MoFIoDnFwJcgvwDeAYNEfls8DdUsrRhCAqFAqFYhhyIsgVCoVCMXbkqtbKEcA1aPHjNjStXEopVfVDhUKhyDK5Mq18APwPsIpBGZ1SytAuL1IoFArFPpGrqJVtUsqncnRvhUKhUAwiVxr59Whhgo8CZkanlPLtrDe2CwpL82VBVSlW0ljIYCFDDCcSgYUMLqIAWMiQwI5AYtEX/UiSR5I8CujHRooeSiihhwwW8hkghBcbKZLk4SbCNoopohcbKZzE6KScAvrpoxAXUQbIH3JeDCcl9NDFVJzESGHDRoo0VvJIEsFNIX3EcOIkhp0EcRwksFNIHwPkm+3nkSSGk2K20UchdhIMkE8RvfRTQAk99FCCjRS9FOEiSgobRfTSSxE+gmxlCoX0DfnrJUQcB24ihPDiIE4KG3kk6aeAInqJ49Cf7PZ0BKNdgSRJHmmsWEkjkNhJaN8DBHEcSAR5JJEICukjSR5W0iTJI58B+ikgnwHzfRrXprFiIUMaKzZSCCQCST8F5vuzkSKOAzsJMlgQSFK63iKQFNBPChsZLOb9LWTIYDHvbbwvo02rPrmM46CIXixkiOMwv1t5JLGSRiJIYMdOAhdRMljopYh8BpAIhJ6UHMVFEb1ksJh9cxDHSpptFJPPADGc5DNAFJf5GdhImc/dRgqAAfKxkyBJHg7iDJDP1lUbu/ckRb+0tFRWVVUN2dfc00wqk+KQeIKkbx55tom5cHm89SNkLDZkn6WwcMzaXxvq3qPPYLTkSiNfov8dnJ4sgaNz1N5OOKt8PL2ykBu5hJv5Nj/iB1zBtfyG8/gGv+ZUHuHlrZ/hyilXce2WH/ONsl/xm87v8Ovyr3Delj/w1bLbuDl+ET92/IA4DtJY6aACB3HiOKiknQ7KcdNHB+U00EQFnSzhTf7MKbiJ0EoN81nDShbiJ0gHFbiIcjivE8HNKxzJQlYRwouVNG1UsZCVrGUuDhJEcTGXtXjooZ1KgvipoIMePJQSop1KGmjidQ6nhlbaqMJLCDcRANJY8RIiiI84DsJ4aKCJNFYiuIljx0GCDiqoYgMR3NhI8y5z+TSvEMBvtp3GhpUUHsKkseGhhzAldFAOgIMEaay4ieAhTAornVTo9whTSwsB/DTQRBgPb7IEPwHz82qgiXY9edcQgAH8VNJOO5UcxzN0UEEQH1bShPCSwkotreazs5OggSbaqMJFlAhuvISI4iSGi3YqSel9PJQ1WEkTx26+nyYa8BMkjZU4dlqpxUeABA7sxLGRphsvbvoopZsIbjyEieIihJcNVHEs/2QN86mnGQAPYdqppIkG6mg2P7e5rDXv2UEFbiIE8PPLdy7nh42Xcjb3cSU3cAPf45d8h7P5I/fxNS7hRq7mh/yQq7mDb/E5Huc3nMf3uZb7OJuLuIULuI0Wavm3OGrjnvxWqqqqWLly5ZB9c++dy5x4mjMCsznxqr+M/gc5TnRdex09f/zjsMe8X/sqvu/mNiJaCLFHn8FoyUlmp5Ry6TCvMRPigKlNOYkRx0Ecu/6Dmk0CB/Wsp3nKDOLYaSmbjo00pKCDCrrLCvHQQ6ujljgOojipoQUXUcrpwEGcEF7S2KigAxcx3PTRTiWvczgJ7KSxEsVFBxV0UEEaKw7iVNJOGA9x7HgIE6GQCG4S2HUBVUpCHyg0gVvI6xxOED9x7ERxEcZDAD8dVBDBjY8gUZy4iFJKtynImqmnlRoiuHETIYIbK2le5kh8BMx+OIjjpk/fdpDQn1cQHwkchCkhgpsOKojpQstFDA89OEgQpoQoLtxEsJKmhVoSOGigiVpa8BMggJ80VgL4SGOllhZ8BLGTMAeecjqwkiagC2vAFJYewlTQQTkd2ImTwkoFnaSx4iJKHc0ksNNBOS5ddDuJ0k4lNtJ4CeEhrPc7TLc+eLZTSQgvYUrM/kdwE6IUNxFKCBPFaT4b7Vlon1kdzcSxm4Niif551tNMFBfN1GMngY8gDTRh0wcOYzBbyzziOPAQZgNVhPBCEXjowZvW+pvQB9sKOlhPPe54hAQOSqLbiOLETYQKOnASJYyHNFaqaDOf6WhYnzfxK0gKy67fg7168sReZPWTEkJcvMPrf4QQZwkhxnzpNwdxqmjTtMS09qV2EaODCu0HA7jpw0MYXzoIQHelNuXy9PYRxI+LKC7zB2IzhYKdhPkji+LEQZwYTippp55mc0ofx04CO6W6lpzShfsGqighbAqBDioI48GhDzlWXUvzEiJEKSE0E5GbPqK4iOHCQw8ewjiJEsOJQze/RHBTSTsVdFDFBlNjTGAnjIc2qqigg5h+n2raiOMgiE8X1E4q6CCNDSdRQnh1YRKnmjbCePASopk6gvjNQcJDD1Fc5sCgCWRtsBksZAxhGcdBCC9+AqawMwSug4T+V3sexiDYTB1rmUsb1VTTZmrwxkBXSTsR3GygigR2XMTwE6BHb9sQ+mlsLGIVEdyU6gLeGLQGn1dBBx7C2EiTwAFgPhsvISK4ze+bTR8AAHrw0EQDlbTjIkol7ebABNBEAy3UEMaDi6g5CNhJ0FVdTBobEat2L6s+C2iiAStpXnQsxU2Edtd0gvpsR/uMtOcZwW1+JvtKPK1ZQxOWib3+cjIQZOu99w57rHDpUgr/46gx7lHuyPaQ697hVYRmXnlKCHF6ltsakSgurKRJWDWtxkqKeaw1j0/bEiKMB2sqhZMopVv6tB9CkZM4dmrbP9a1x1YS2HHq0/U2qkxhpGnKDl2L87KCpYTxEMJLJxXEceAiagplPwFcxEhhxUOYNqpxEcVKGg9h4rrAcOs/yQq9NlhCHxSM7Rgu0lhZTz0ewoTxmNeF8dBMPaW6sDGm7V66SevtGhp0FBdLeJMAfn1wcZj3GjxopXRzg50EEQpNEwSAVbfTanbcBCl9fwQ3C1lJGA924riJEMNlvp8oLnPgaafSHHC68RKhkB48lNNBGquuOZfiJ2j2xzBJlesCt51KHCSw6c8ygI8oLnM2U0MrHVTQSg0dVJh27AA+nLpATWCnijbsJOimlBZqddGeJowHNxES+gBcYrYZNzV0BwlcxGigiQhuorhopYY2qgDN1GIMOFZSumJRSlR/Lq60Zs81zF9hPJQQxkcAO3Eq9FmL8X1po9r0nziJmp+Jcb99wWHVvoNVyf1qofi9JhXo2uWxvhUr+PDwI8jsYD+fqGTVRi6l/OFw+4UQU4Dn0RaEGBMyWOigHAdxorhYy1z8BElhxalrWymHZttNOByksdFTpk2hNVOIjfcrayjUNZs4Dhy6DdYQIobQtJOgijZdu3KYQsqLFm0ZwI9d11K78eIiips+bKQppZtuSqmgwxRshiM2gtv8YWp90MrVaELVYdqjDWG9mvl46cZLiAR24tg17Y1K3ZRSi50E66mnjmbsJIZoytpUvY/EoLI42kwgQhoPCX3AspI2haVhbtG2e0y7ezuVVNBBJxW4iJHGZj4Tu+5nMOzM7VSamroxeLn0OUMb1XgI4yVEPc2m3T5EqWl+chOhgwpzFlRJO1FcervbnZQJ7NTQQgIHbbopo4o2SgjrWrttkIZrx0MPCf3z9OumKONZO4jTg4cKOs0BwXgfQXz6gOemg3JiukKhfW9KsZLSz/NTQac5I3AQx5pKkbDa8ca7me9Yw7wN63mlup1O3YxmfN4t1GDXZyzGoJfAgZMYXkKm72JfcdqczIyO3jwznnx80bd3e7z0gguwOJ1j1JvcMiZGMCnlVoavKZ4zBNL8QRsCYvBUOIIbW4em+biimt0UwE4cPwHSWDmkvRUXMX1qbTdts2E8OInqtvNWrKRopp52KvHqwimG0xQghibqJ0ArtYTx4CdAFBeFelSI0Tefvl/Txwt1cawNAg496sNNBBdR084L4CVENW26wNTaXsOh+AhgJW06Sg2n4DzWmkLccB46SBDDSQu15jOKUEg3XtPPYAxYAfxEcWEngVOfUbjpI0QpAfxYSZkDgjEwGfdcyzzT0WmYMQL4COID0LXaqDkLGWwOC+EliH+I6cAwqxgmptc43BSWHVSY57RQSxC/aVtO6e89gN80nURxEcBPCqturtJ8GW4izGeN6cvwENZNQN1E9dlRBZ3EcBHX/QOa+c1hRuvU0qoPBH3EcFFJuymIDbMbaIOnI57RZkZx6KbUtO9705pyUM96Oqkw+1lNG34CpgmtmrZR/X5iqRjNE9xGXvqtb2Lz+XZ53F45fQx7k1vG5JMSQhwN9IxFWwYSoWnb2Inh1Ka0W4P04cZPEAdxsGkREimrRXenadEghjlEFkArNaxmPmmshCkxp/btVJo2VUMIV9JONW14CZmDh5WUroUmzP1VtBEYZF82NGvD2ekgTgI7NtLEdHOFIVDSuj4cx04FnaY92rAXGwIyjl0Xhg68dJvmFcNu20KtOYMI4zG1Xq1/WgSLU7cna1b6bkoI6+I8rmvNmoBO6PdopQYv3VSzwRS0XkK6sNHsri6ieOgxzVTG8QbW4SVk7jeEoVNvw0mMbrxmVI5h5jAGamNmZJiMbKSppJ35rDbNEUYfEjgI4KeU7flp9TTr7lGnOfAag0A7laY5ymhfG8TiJAaZzqykzDDBFrSVDu262cVOnDAeqthgauw+Aqaz0zC7FXyY0XwNDov2fB2YA5yLKB3WctJY9QE+gZ8gAfy6OcqtDzCjWcNlO5snuCC3lZZqoYbDLJkI7FbITzSy7excK4R4d4fXx8D1wGgWlthrMlhooUZ3wGk/lqYpNTjRbGI9eOip1TTXtE3TYo3oiBjadKt1ynTsurZjRFc00UCfLrgNx9gS/k0IL+V08DJHmlqvYWuupJ0gPsJ4zLA0Qxs2BJimhReaWr9hLzcEmxHeZ9dt/Q4StFFlanHGQGCEEDp0TdkQSm4i1NOsmzU0G28KqznTqKCDdip1w4w2mBhmg3Yq6dHfizGAGRr5jlElHVSYDlmn7lw2hKLRP9A0ZM0coIX5RSgkjp1OKqiknQR2evDoEUER5vIupXoooRGu10w9biJm/xO6KalEn1010WDasaM4iePASho7cdNZbETIpNBCNbWeR83naQyidv15G85UPwFiujA3okT69IHZq7uoq9gAaCadEKW0UGNGwySwm/4RFzG8dLOBKnpna2acNkc1Kaz0V1hwE8FHkCratOgq/flt9wvEKSWkhbdGYwTwj+q3E03qg2dmYtdh2vq735P46CMYJlfGf8XlFBx22Dj0Kjdke8hdBnxu0GsZUC+lXCyl/CDLbe0WCxncRMwIDk2b6sZBnDaq6MONNZ02p/9GFEkIr6k9V0Y/Nm2hUZy6jdbQjmKmXdeIPghTYsY1G7b5WloJ4aVHd/hpU3efqUmvZa5pSzWm9w59EDAiEAyhH8BPTI+J1rRZbVrfRpUpSNupNAVWiNIhIYtrmUsaGzZ9thDDRbfulNXMC5qWbwiOID5dUCbMsD0fWoSPhx7SWPETMM0YVtJmZJBh/vHSjVPXWAHdvpwwhc0mKoc4V62kSWM1NVrQTA2rWISPIAkc5uBcTzNvsoQ0NtYyVx9WU1TSTjdeKugwB3EjqsShezHClNCtR3sYwtRwGms5AhWm2clBgiYazBBPQyNfy1zT6ZzW/RagmWecRHVBHTPt+9W0md8FD2H8BEy/B0ApIVz9CbrxUt/bSicVFHRksJMgiE/X7DVzTkPvetPZazhVq2jjXdecISbEfaE30QtAYmIHrTD1mquH3e/54heZcvbZY9yb3JJVQS6l3LjDa5OUsj+bbewpGSymYyiATzMF6BEBPoLU0ApoWnXR1oSpyRoarpcQUZfTFE5u+gB0G6tL/xFqiSJprBTqTi7jmJ0ElWzSE06slBKiT3dkahE0aT0WXdOKDXu+kQikabk9VNCJjwDlejhhVBc7RmKOn4Bp5nDqmqQWCujU7+0wBzRD0BnXO4ma5gUv3aZwNcL9jAHBmK1soAoPPfgIkMaGb1BCz3aTg9PUaI148z5da7eSIoyHGlrx0EOJ/h6Mfmq2eLtp6nERM4W8YbowBsmYHtttOHMNs1A1bTTRYArmZuqoog0jVh+MaKaU2XfDuRnFSQNNpo8ghNd0ahsDtWZ2i9FOJTW6zbuFWtNMZjia11MPYEYaGe/DrrtPDfOQEbUfopQwHmxxCFFKR5FmftlU7SOE17Sn+6NBIrhpKqrDSdT8nMK6smFEZ40m/NDQyGsneNRK8Oc3Drs//PDDpHt7x7g3uWViG8F2g0TgjmsREKWEaKOKoq0Jyumgg3LaqMIRT2imlj5NuBs224Pag6aQ1bQdJ6V0Y0WLczacnXN5lzQ2Qng1DZ80DTSxkkX6D7XEtK92UEEPHrr1+xqmGsMskcamR4dYzeiHmC5wjIScCG6qaMNLN83UEcKLkygbqNKdhVrsuxHRYYTbefXIGMN+bkR7JHRBvT2aIm2Gsa1mvtmfatpYy1xsupZvI009zRjx1EH8psPWeDaD7csB/LRSY4YeGpmiEdwE8VGoO6IdJOjDTaFu49ZsyZoz0KHboz30ENHPge1RNUbcdyXtpjlKi1MPmt8Jnx5TbmjgBoMdngH8+AlQSbtepkBzthqfiTFIGRmjxiBpRBcZ/hgfAd2foIU3Fpr2/JTpaDU+eytpammhkAj9RZopxZPWzCYVvUHN7h/tYwVLsaagmjaq0m2ANihVsomqdBt9uKlKt1FKyDSF7QuVbs3fMjuRGdsIhSwSfest+l56aZfHg7/85Rj2JvdMWkEOsMqxyIxPTmOld4pm73URo5J2Ai4fVlJ0VReb2nQQH12VxeaUVQsBtJmCPkKh6YBrpdYUxj14aKeSN1nMfFbr6d4B0zGpORljJHBQSIQOyk3BWUGHGdJmTLkNh187ldTSomdUlhLERyu1ZnZgAoeZuGKEG7boQjOIT3eu+U1TjqbxO/ET0DVrq2m39dCDV08hr6AT0LItN1BFLS1YSZtZhEbfjbR3I5O1llZTWzfMKVbSpr3ermughjN1PmuGmJKMQc149jY9GsYQiIa937ivpqWnMBKrevCYwtswecVwUkWbGSli2NODelhot15LxrBdG6YoQ4M3BK7htDS0+zaqB4WTRsxoIc3RrDlno7q/JY2NgJ50ZPTNiM0HaKFWew4ObfAPW7UEsZaiGbiI0uMq1mZNRV7ND2HVZiReurUZglUTvmutc01Nf1/Js+YB4JzACrnFvXvzUvih/0Mm9v0Z7W9MWkHu0B1gNXoyTzkduPoTmh2SqObxjwYJ4kerI6JN2bvxmsIiroeaGeGI2n01+6rh6LITNwcHwxygRcYETEfUeuoxarVojjwHFXSaNvM3WWLaNb26NmU4NSvopIkGXTB2m7bbMCXm4GL0y0YaJzHqWa/3zEGrntBiaNeG6aiDCjp1B+TgEDsjaSqMZ4hzUgspTOuOPc3MZETApPV0BM0+r5mSjLjnwT4Ip+5INGLMY7q/wOjbdrNKjyn4tWeqacHVtJHSZzOG8xcw47TtxE1Hp2GzbqIBJzHTbq0JVC2JS9OaE8Rw6X4QbcA3nkWh3n4Up+lINUIjAQ7nddN+bnwGbVSZ9VM0E4r2rNxETDOWFlnTp5vaYqaPI4APf2+I+aw2QxyNsNgYWly8MeBsf/4x8/6G36CKNvO60TAwUdVxIH/WLGZ/sI6qRx4e9ri1uBhh3+dlhPc7Jq0gNyrptaJFqoQoJVxUaNqGHcRJWS1EcOPvDZlCzk0flb2dhPGwnnpd86oy65Z4CeEnoGuhNtO56CeAn4D5AzIEjpF5aBS4MkLHgvjMlHStDohmMmimjhLCdFBOJe20UUUl7azhUPrQsiDraCZCoak1uoiZgns9dUQoxEVMD33s1u9bj1H8S4t1tus23W6zoFeYEt0JWKqbdpymc1RLsIma2rwRvWHs15JjNDNWDS3YSQzKQkzhI2ja572ETEdiiS6sDCHpJcR66jGyX40Ere2mDU1wGdEmpYQop4OILhR78HAsz6MVDOvGR8CsPWM8E+26blMjN2LCjQHfmDFoMyA/DhIU6oOcMVANToU3Br0OKvT3qd3fcAZ7CNNKDUaWrKa5p3R/hxMfQX32ECNS5NQHX82fYISVGk5yY7BxpbUkK086zCI9exYwa/sYmaT7glER9QP7xBUPqe5uttx+O22nfnHY4zMefGCMe5RbJu4nNQIWMuZU3QjrM5JajKl7zKF5+luKZpj1QKrYwF+LPkcUF3U04yZCuW76MMIIgSGakFFnxDCvRHCbMd5R3SRimGUA+tgeP+2hB7+uGRpRGUZyTQlhGmjCRZQqPcEjroeyaTbcboxMUqM/Rs2SAD6zUJOR1m8IViNNXKt3UjrE/guYJgLNYduOkW3ajZdWaodEuBhCzYhn7qCCJhowClMZwtdIaXcRpY0qM+7ZMNEY8eDGbMkQTBHc1NNMGI8+cDjN0D8zrV0v4BXFSQlhc/agva8+04xkzIgMTd6YHc1njVmQK0QpzfoMqpJ2sw+t1FJNmxk1Y/TbeK+GGckomNZBhWkXdxEztWRjADcKoxmzIKOtAD7ms8YcHNLYTBONYRLqQSsrAZC2agqIIfANRWE0GvlAegCAKRM4/DDwsxvovvW2YY85FyzAUVMz7LGJyqQV5BkspumitlerJFkaDZkx4IZtdz11VEc3ksaGkWZ9YvTvRCg0TQZu+milhsHFsAxt1/hRGtEtDvcze3wAACAASURBVOJmirSVNDF9Wq7VGtGm2UaVvwo6dS1Yq2ZoRGsYER6GE9OpCyovIWy6ecPQno2MVWPKbdRt0cq5VuPUIz8qaaeFGoysTCPDsUKvJrjddKAlk3jpNsMejWSYGFpZXePZGc7IwdEqhqnFyDA0YrhjOM3sRQ9hSgnh1R3IgKlpGn8Nx6yPAC3UUEm7qbk7ierPMEU3XpqpI0yJGZtuOF79BDEqFbZSi5+AGX9tmJQA1lNn+g/sxGmgyaxSaUQlGSGsRrE0Q3gbGZx+3fQFmuD36U/ZELBrmct66vT3FDS/g0apBqN+S2VcG2gq4+3mYOHQB1TDfAcQc2hVKEu2aPtqaMFKinI6zPIJ+4rQXZx5E1SOJzdvpvfvf9/lcZlMjmFvxoZc1SMfd/JIkqCAID7SNk1ra3dNp471BPUiSQkczKaJbpeXdiqxksJGmh5XsZnBafwgPIRZy1zqaNajWEKmbdQQCEbavSHUNc28g0IipnADTMel4eh8k8U4iNNBhSko63UbshYpojnjDMFiVMzz0GNq683Um9P7uB7+5idgRrZEcenCM2RqgkbIY4nuyEuj1aGppZU2qnVbvNbmdhNNHR56aKOauaxlJYv+P3vvH9x4ftZ5vtTSSCO11S23NFKsjAcZO/a0E096mIahJpccObiDvdoC6hZuQy3Hj90qfmz2qoC9ItzCHwdbS9VdccuShYS924OFSy23dbAQtg7CslR2yTHchB6mMw7ucceOlfFERmqprW65pZFG39b98Xzej75O9+SHh+4eu/hUTaUj+cdXX1nP5/m8n/eP0GlW/MQj2mWVPYdlbEOZ9Y3mcmDFVNnzk4D41WKlDMh5gRZFT8NniaIAUpiIq0iHvQDDSCwkjF94v04J9n61wsZjpwrh9VLs6l5HpFhjnXXWKNB1xlGLMvsUwgmo4kZi+p1pRiyxRZ0aa6z7iUCMqKkbYzLYBYzJDG8TZZK0MlP2jBl9LfmGr5lARJJxRjTJkuPugJ86jrJkmnU9eUxB8tRDnJqZ4fbBgT+UedsSmfPnSaTTzH7ndz7Ai7s368R25OrusvTp52zCv7T1Ctssstq/4s6AESne+lLHmSPWRVtXKOMpmSJJ5CH3PfGJI1LEZe8dit5txm1nVRgBFtlijgYbrFIK0nSJawQviOWh1yKv8AbVQ+pNQR8l2iisQOKdISb1r1NDFrPq/rYDX1oCqGxg1XiRCANI0Q6twKW80A1CFw4EZLbhwhsVWw0hxfsW5JENr1GKTnmG6Nquho2pSoNVNniZ+Zhx1UwYlFbCiWIUrt1OFU0qPM1z1IMCU5uULGXN3rZFMwRuyIAsx8ApkmK/yF64Ts1tfYGwQQ58UC4rhmzYWMWrF5QlqEaw1RZLFAMttk+WDiUAUjfsXhqrZ+Cv0f4m7LQ0JE0ystlL6mV8sxXEF2fDHGUlgqT9xczxTAWaDPqHijjA8DNb3Pzdf8f42jUSmcwDurJ7t05sIQfzzzAs2Ngnk3N27E2Ocb5wjxmGj9nXp4jcZEreHaKLqQMU3iz2QikM7oTl6ljdoUSJtnfpKpAqYNsshaGe7FNNXLQXJO7yfukH6lyaoVPnAKf8yaNDqr8qe86x3uA84qfHvbpVTA16ynpxV7ET910DSHXaEt8MSbPGOjLNiotSFPiQCWweGw63fJOTMtawZhumyu9dBV0DXZleNYNJ1iYrDMK9LIfhshJ/BOXsB0qe6I36eYJSrrJClQZlmpSCJkBBIQ3mfBCbx8zMxuG9Nf5/KmzrQx+Yy/de8AgQTh1j/7vIhRNRRJLZAM2ICWW6hFm3N96fz7q7pv4GREXNhc1K1NABOWjBDD1nwOhvTX+3b2SdjY4ntpIql5n5pm/0/38qN7X0vfWf/pjO//4vH8Rl3dN1ogu5PMHf8qkbVoTOGaa7dear6DETMMgMw8w00UcQSDbg3VJStgKGLTWjkm4EpfTIs8EqK2xyEDDrDVZpB9tSdYWpUEQF2wxJO5VR0nnxyfcpMMCSZnIMAqpcRAo+wAucYJUuBfYCRVF8eZhCC1aMhi6eUVFIM/LCVaVBi7IPUFWAonD8V/GVQZQ2HrFIrPs3219Fs+l00iPPElt+7bZhHKA4thEWciFlpIa6n+A9Tq3bZZ698FrNbbHMkHQorrIT2KcUoJYORUq0KdFhjXWaVNyzREVWuD1wCI7R6UsKTEEWGhDLg0WbdJ2FwGc5QLYQbYrINCsuqdd8QL8rIkkysufPBz9zi/rrOtQzJukWtUkieAzqLPh8J8PwDun/UVeUgPtsWvpXsk7lcsz/4i9y/qUrlN7/fm73+4eef8tP39Vt+1ivE1vILdDWKG4335F2bFaQxBLbzF4zNsGZlg2TZIU633/Fh1tgnb3k14IZwLpiGSMBvJePs8lKcOorMRdYBuqay8EPPV5cU0SBTmhH6U1WAuyx6L9TtL+4G6EGuZ1QJMo0KbDvAy9tHD1m2GLJC0+Jtnu1HJD34qIholSagnRkChUPKoiHWChC7TAsNDzk3y0+uZgrOr1olcLQWKcn+bOrOEmKL+n8CpuUaXknXqLjHahyVeX5IgXlmGTgj6e9eFuYhJ0MpNgt0kbeLLZZp3xeos0rhVkBSC0ruwUbRO+4khWmm4JOZDrZxIMjCuz7UDV/YxRmA4UwqJ1hRJoibTqUeKL/aZbYJn/D3BMn5wjdfN83E8F+b3Q9Oj7GiiBgEkW0f+mXDj2WyGZ57fOvPKArunfrxBbyFGNWrk9zT5tUeOu1Dk0q1K5bFzpJhqJ0a/qBk3e0YIY8PS5xETOfynqhMFx84N3pKhv8Lt/q3tnyEpHJkYUnl4NYZM679CQRG6zah5Mei2w5ZquCmw/DUnWFKia63kwMAopI8QTrzLNLOohdhGPbBjA1rFJxVvcmOEJDOVEEL3MBKSft+7JYJuWyc9kBL9Jxd0TR8rRE0ZT6UQVedMeDMCBWEa8E9gfgOPs+BQ+ULsdCreUz0g5duuHUB35KETwW54LLw7xDkWWuUmcBxcPlOfBhpDYlCY1s9iHcf+xwnAayKtYwVYaKZirWjL7Ghq5mh5a4NRUMlcL1j0mG00qandxXAebMeYVVErvGiBmHTbsa7bnb5FFXZxAMzo53Hb8rh3wyGDDc3LzLVx/vdWIL+W1OUT83R5kmZ65bxz3OWBGqn5uzTu9c1oZXpw8X8P3c2VgnZVTDFa76B1QYtDjANXboUOQCL/BxvgGThefCYX7Kl94PxUAYZilQ/ADq1NzhTmyLuTDksjDjqTOjIBAVAh3XxVPeYJUdaijcwiCgbCg0RYc0VtkIj8/6IK3KnjMrUkRUaPlpRZi1hrs6GUiNCjgWnmRMhSYXeIEVNgNLyGTt6hhlXNWl4MNmnSZ0H7Khw383f8wcjeAkeBVxznUKEFyRCo8vUKfHjMNYM2GYKR2BDZdbXlQNRx9TpeFe5cLdwYrrMpt+OhMFUWygHtOkI70ncqAc+IYpN/fpCVECM80quKFc0KRDVmbfm3MGlTyBhmT4/DuLfsIbkaGXnGaoHnVdal4CYPuY+5Hnnn76ro83fvwD1P/2+xjv39eIhHu6jvc79UXWhAQRSTZYZXjaurnGmTIlOszf3HOvkgJdduasQ05GUfDdmOZUphk5E0M0Myk6m5TZC53PGMv2/A5+002g1NGbLWzTh1GCEIST2qAvwz7mkbESYtiUtmM0vSmP2QZyKSRrFxWuzoJDHRrwyYfFJPJ9L5D90LUJT1YSkoqrNrY+WWRAJZl8XGYPOPTxMvNe8DuUvPsGbXqR0/kaVIM9wtQ2oE/W+e22+Y2ps0CLCtsssUeVFuYGqCSlOguhe7bNtRmMw/rkgglBgyFpKrQwqb2dduosOFTSxczMlHKvzrtIxx0ONVjeYNX92Y1JlGaTFfph47ZrKAczsbJv4tpE91y63/P5gWiTXQqMH7NNvRlepwo+4NTMNEOSkcE44uqvRFcxc7Y5n0Ucda1fs1zb5dHxbskrH/hxKj/5k3d9bvCpT/HaKycHYjmxhfwUtylHLccK48ZOm2cW2WLJIYXy0AaYCmnO9QdssEqHErmAOUoyb93yDEtsIb8T+WBc4inniKuTk59HnQX/UH+hXa0FA7RZCFh0M/CmhWkX2HesVxQ7eVEL2pEnSTrw0Q9C8dGw1orJrA/O1KWbkGfAJsvBEmDBB66AFw5lUIrqps5VVM08Byyxjcy5tMSDF/dZfipyF1RwsgIo5tl1BWiXWUze33R4QmHMOhUIz1aqk65L9FElzDfD8FbCGfGzxdYZBBjIHBat87WYuTkkdFLMm1hA9vv2kDFXJahHn+QyHYossk2Jtn9/kohFtj14RLRFFf5Ftkk1CJa1Iz+R6O+mTg0lRjWSc+4QmafH88mnUGKRxFBHXY8XHwfgteM357xjvZ4DYuE7v4OH3/GO+3w1926d2EIO0E+a81zmBt6JTq1j93n8pc8xJM3pT1sIhYr9MGNuhfPRbhj6pVjlinHR2XJGgoZ4ghVEEwNYZNu7JVHVdOwW3ztimgQvTNjMpLIBhbbOskLLu1dh0vIeVyFSYdBpQjJ1FRAVJw3ENGiViVieHjvBn6NHnn0KDMkwG7p7gQLGpS757xbfXXCCktzTQcAjAzB1oADyr1FnDPAUlzwYIx2oneqyATeWUlHTzyqw78VdFEzdD4l3tEakwwZnzKQlthzDl6+NOO8SJxmjyCiYBt8YXDUi47h0FmlX+9TYoR2og7LoXWeNnZAuZKKrAT1mnCW1HeCoHnm4YfBUlQZjkrzl2g0UiJKlz9P9T3qh1mA9ScQyV/lC2f9R16MzlmX5cur4V/Kz3/atd328/8k/c778SVgnupCD0cv257LOcdaRM88BtxZOUaJD+6kZZ7PM0aCVLFOgGwInZnxoJYxbBbgaMFtJ+Y1RYh+6TZaR490eVS8oeXq0g7hGhknqdIWpq2BpqLYZqHhNKhTpuF+3CqlogCpmGYashYGnWBHqwi2gN+MYb5ti6EyNLiiBjlSKWQbsUT3EmBFWLghJG5oxbQ6CfN8GqpYGZKxvdZoq7KOAFctBMu5hDlBjh1m6bLPkrBPh2lkGzvOXXe1hL/es/x5BNrIIkPWA7t1c6OLNyySDDLiy9F1XAPg9mJ6W7L0Vo8X+3uwE2KbIDL1DxVUGW/pbyYUNXhF5PfJQtNdtQ/MSkyTeOHQo0c4Z3JLrD4J3jvmbmwOnsZvs1DN75M/MwlnbXM8cY2Ql6vW49ad/apmdd1nZr/ma+3xF93ad2EKu43c8vkteGsYhHxOlzNK0dO3AC5IVrQHbLAaT/wPSQdm3wlXHOsu0XDmoI73gCHXl48BwkOsg4N2rhButkF4EsMaLKJVHhVrCEh3nZZo1Fzq2PD1WA+dYBcfMq+b8XsiWV5RAOTIOg1JTmaESAGkV6HKVZSxqrOIiH6k14183JEORThimHrhSNSLJMzzrHeYqG2QY0qTiplKyIoj7lrcpsc4TIZXIBrM1dvz3A97VZhgxJumnGFkSWHyesWN0j2UoJRZOhSZXWXElrgau8ivXxqgGQGIjg34KlIOfSpIxV1nxzWiJ7RiNUM1DL2w+af+bKdDlEhfDwHoGMvhmEpFk+9yjDmdJyLXFEru5R8MwfOAzCm2g8ZPMUVY+bdc7d4zph3/5P/00L3//3+WVH74zKvih+XkK3/G3HsBV3bt1Ygt5AlOl9chT7e9ZB9QfkME8yVtUyAyNrsZnCfmN8kIxXnEnY2IesQ7q1NzwCIxdoCBesUGUyCOsNyLpAh8rUEUqNKmFpHltNEq8l1WqOkfFpElBqY5vmyUPI95iEUWrRSRZZAuLOVtxW9NhgAJk6AXW+YqhIlpjXBhTpeECHHWUSSIPSBB9UJuUCtyALCki74A/wXt8oCk/mRU2kd2ANlqwYmfY9753vTn6rPMEz3MxFNxxmB10KYXcUnnBiymSo+++I/JQkQZAr1+FVAlJymwVTl6g6+ERtgHZWaZIJ2R4WuLPbIBgDIrJenEFPKYPbMPTRiRPdCl2DT4Zcat8inXWkE2DfOnt+81bR9TSK6w6NCeKqSwmMrGN9itd0cQ2yu5x9VoBin/v7zLz3veS+/qvv+O513Z3af6Tn30AV3Xv1okt5AD5yApr5tbURChHn9K1Axta5mbsCJqy46sYHyp2hah7CBYp02SDVS82lkKfcRikTYlVNmgFd0F1+QYLlB2n7pPjIHSEchcUPKECCVbUZkIHLw8RdV/mZmjFvMqewxFmtVvxzqxM03HfTBhYLgX83twAy94Jxzv2eFKOxDttSsjtUNQ/dYJGk2szDve5TNM7Qw0d49xqbTCrbDh3vRNk8MajP/D70qTCKhu8m08wIMcelgR0EJtJyD5YHbAgkzXW/X0AK3Rxe9oeeR4L0IdEO0Ao4jWe5AVngyimT1j8PLtUaCEfHsCpqRoOXwlDc9EZlbSk05bEX7q2063brLDJMJzWzEvd9ArykW8w5383mneI1qpmIT5w/kqX/Mg/nUlyXGHkh1dXmf/whzj99XdSEE+/61289YO/8ACu6t6tE1vIE0wYJdM8zXPQsOI5zFhxunXmlA8rW5ShZVamTcqBMT1PhhFnritX07yuDUcfhqJdPCSTV+f9AhcA+1COAyZtys5peICwZwUwqFDrOK0OOO6iaJ3X2Ieku8xTCrapdWqO+QqaUYcu7F+byGJw41O8mpgbBbpsseTghI764kfLWlcsEQ38xKoAK/SGu5soRqIlYc2KgBOlMsOQy1xwb3ExaoT3K/9Sr0WbjKCncWCmAI7di1FjePQsWyzxWPBeL9Khxg4RKT+JiJHTiRW/JBGXeMqVn6Owseh1AyGzNBk8WmzGYNcuWwJjxjzDsz6LkLmX/FlkuDZDLxAlq9yspv1+zrPrbphisDzR/zQlOpSHTZ87yPFSc4I3EvMGU9Osr3316JvBg163h0NuPfdJ+n926Y7nHv3wh0g/+ugDuKp7t05sIR+TIt83D4+b7zCTojMNU/UNMjnvDBfZhirB89sYGotD8wIZnsZx5BWu+ocpw5AF6o4Vayi5zhrv4RNInGMdccsZGKKh6UjeCR3ukAxbLJFmxHIoEE0sRV34qFgYgmuKtMkGgUsusCZalENXn/aNpEaduJPhZZ50V8QCXVdRKlQDptFpMtwS/BORos6CD1FtyPaYd/rqiGUA1aZEjXrwBY93xVNGxZRNM3ZOvAmG+oE5k0YGZhusOlas62uH4bAGiQvUGZJ29ar47XHzsg5Ft0IAwuTEhs9Zh3UO/DmjT2b9vkmfoNOWbQ7291QNswfBbGoWdC/r1HxD0nNKIFrjRfpJg/XEXNLPHGEulJYzG9HKVHxLi2PiOpm9kXUqlIXjW8bh2s//M17+3u/l1p/8yR3PnaSsTq0TW8gTTGjk5ohI0U2aj/PktMnIi9cPvCAAcBqP/uqTI0ql2GCVcfIU4iM3KXunqW5e/OgcfdZ40X3BrWCY0942i5hwpeYDNvmcaGAG02R78c2BUFzrRKS8u96nQDbYrYrhApZRqpixdOgKVUALdIOvijEZNNTUSSBHn22WAqwztdAVjRGMsSMa4i7znlhUYJ8mFZbYoool7JgHS9sLlwaODYz7rHi3VTb85CGzK+HlQzIsUKdDCQU2JBl7MITsZMW3bof/b6eaFHHbYA06xb8v0nEHxBQRM5jgqhQYSDLskjtiPKTBRF12YjEfnEHYkG0LVZCzOPAK4ZAKVCen+JBbBXlAjrfs3vCNuEeeXH/gxblPjkJkP6c8bPrfprpwefkI/jvyZyd05H/+8PG0sQXjic+89713fe7qxa+l+zu/c5+v6N6ue1bIE4nEryQSiVYikfh07LF/k0gkLof/6olE4nJ4vJZIJAax53459j1PJRKJ9UQisZVIJD6Y+DLJn2IgSGadp0fjnH3Y+6dPOaOgSwHO2odEarxGco5neJZOpkQ54Mai7Ekurd+h/7ZZokb9kMHWKhuAdXXLXAWM9aD0mzgTokXZcWbr4IURzwRIZdpFSHWoQAdxtQdBEamiLvjgxRCIoHCKbuh0BcMASKqu4rDJinf41mW3PJBDlrjdcEZYYssx7wpN5Jmik4NJ3ttc5Hn/fV0KvMCTAB6tpq5ZPumycx2EE8wqV1x52abkBVVOjWLeDIKC07wizZDLYKQ5v39awpbtei7QpcDX8VyA0NKHvGKEv+sE0AlOlILWpoydARWarHIlcNxTziuPv48aKmtY2aXA/nzWi/4sXXZzj1Kkg8RUuVvGsa9nFhzW0snKlKADlAN71JU4ho6HX7gyi4s88iM/ctfnTs3M/HXU21ew/hXwLfEHJpPJ355MJhcmk8kF4LeAfxt7elvPTSaTH4o9/mHgB4C3hf8O/cwvtmSyXw5eFm/dMU+MesZ4svZBbcO6fbjz0TQ5Rsd8DcBsoGm8bXVS8jmX1HuXeV5kzQdZxmAxxZ4EM+Idx0U6orGJ1yxhkpgHFVpUabDJCvIo15FfOLqKhNgLCt9NM+KxYIAlqqL8ywEfoAqfVhEwK9SMQzR9suwyjzIrDee3MItGGAhLgbrJslMu7ezR8xOM5gNJxoxIU6bpmZxjjHEjJ8JZuiyH5/aocpVlx3+1GRZpO+wkDxrBWSrSeh15pjRTvb/T+1D2OcbzXHRsXLROFVslFcVVpRoAKyhDEXQy0YozfuKNRY98CKdIss4aLzPP7NaAHWo+i5Hwapd5ZunSP20zAevEU6zeNA+gws0D/3uWIvWNrv/q1tFFRW+GVX+dJKCVS39Gdm3tPl/NvV33rJBPJpM/Bq7f7bnQVf+3wG98sZ+RSCTmgDOTyeRPJzZK/3Xg27+c3y/64TZLnjg+rFheopgHJcyW9uZ/bp3XbnKeRbaRh4eW/DsyjNhmEcnsJUm33EYLUR6EQqwNoOMfaOveZjDxxiJbfqSWv0jc6Eg4rCh6glHkiAeW/dnH1KtFOjSDt4eJZcwPXfh4ngOGZKhTYz+cMETzM48X2zTkwQI20BO+PyLDGuvetQtGifPXAR+u5sKg0NLjh4fsZEVPXGaTvQA1CS5qUQlXbEVEToraYIQbyzVQKtMIsweWy+F+2AjAuu4tFv3EEoX3Z49qbHZh1MVKYNtIESu6pZlUpZ0qOt3MBpRCxwzQoYS5KZZitNK00wx1v9RgiAtfoMsTrDMuG1wknL2NPOgNzttIrjpDJ8OQ9TPnydOjecZ8XLZZYkjGB81vZB133LX6v/zPdzz2yI/92AO4knu/HtR79W6gOZlMPhN7bCGRSLyQSCT+UyKReHd47K1A3NnmlfDYXVcikfiBRCJxKZFIXLp5zYpJkTabyWX7cOfOonAIcYj75MjdGrlQJM3Q8Ut10QrYbQc1p2Ty6mSFI7cp8RSX/CifZujDS/Pd6LgB1/NcpE2RpcD5tuQYG8QJQ5afh7rsJbZ8UKrQiQwjaux4MdIxP16MhKfn6aEkH8nhe+R5kssMw4bRY4YC+2FgWI7h1333gEkz4gUuOB4vZk9Eih0WvOgU2A/FKu+YvCUhjTysQR4xKsSLbJEiYsqMSTsNEcydsRTgGg0NLSrNTieLbCNLX9EiqzSYxRwQ41i1RETq6E1ubxCNijbAAnXn8AtW0d9GhiFbLLofe5G2D5INAiq626PSkdTJd5l1yC7NkB1qtM+c9dOEOO0VWg6XgYmaLkSX/boVWiGoRarWL7bin5Vr164deq49sJlE/xgjLOP9fT7/Iz96x+OdX/5lXmse3YfmzboeVCH/Lg5343vAY5PJ5Engx4B/nUgkznD3eJLXzZ+aTCb/22QyuTiZTC5mHzkd4ISDwKpuUbp5wwuw4IscfaJYBLUYG32ylPYOvFPVEE6DTMEju8w7JhuRdHxX3bYEPUr3kSNhkwoLgYIGUzVojboPVAXZCO8Xm2MvuBaq4zPRimHGwpAl664EwymdQmTxOvVISaGAihLtgOfOYnrLgdvIqmiBKSpVXITti4Ehi4IyTRbCQHSq2hx4R59h5BtJvBg9yzMAgfjYczGNbULm0SLRle5lxguxgRjpwCqyoIe6b4R6X6RElZmZNpI8B0hJK5poPCVKm4CojOmg+FTqkzQAFVqUgihMOaddCmEgOZ2PqBuXb/wS2/5+ACwH/n6Tcvi7mGE12nB46bA1QN8tfPU3+sVW/LPyyCOPHHpOY6iX0se3Jz+Vzd5VDHS73+f6r//aA7iie7vu+zuVSCRSwH8D/Bs9NplMhpPJpBP+/TywDSxjHXic8PkohE/2l1inuE2eAxQQ3CNP80wopNEedRZoUqFNicwt/Eivo2+eA16eK3tRt4IwCDBA3wutulLDieU2bR80bRgqJPpAA1zkktPqVNz0s4WLqiMHkNeGun+FGajDLgVlYIsKmywjl0RtCuKrD0l7kczTY4VNV3iKginGhzB9SfxVjOUtk6XPKhsBJkqxyLZ3uHUWPNFHLBaFMAwD5tsj73i4GDlirMxivPbnuei8cl2znQxGzibqeNdrqlJZ1Jr6MsuQDFkGHIT7a74uZvcaT4JSxqkNkcs+FFWQhs0hhl4kO5QcXnk5bMjaFJpBEGbq1HZ4/01Cr45ZpwAxhIakeetLnSA0aoYItyF5DthkxU5zybz/fYnXLwpiOWD8ZZouzDrKeqX3Svj5x3edevhhvupf/SrnX7rC2/7k/z30XPJsgcn4eOP/X7gexJb7TcBLk8nEIZNEIvFIIpFIhn9/NTbU/OxkMtkDeolE4usDrv49wEe/nF+SCsM0+Yh0KFLq2yQ/d2v6QVhlg/1HssjKVEOtiCSFqOtDQwVE1KgjKb2KrIruiAxPctnpY3l6AbONnH8cT+PZDxuBhDnm6bLgjBB5tShFR3i1zL9EAVQR1jBWgdDxoZrcC5fYps4CDebIMmArRMrJSArsVKIilA60tktc/AIaXt+HgRrA1qmxy2M0qIbuPkmXTuzTgAAAIABJREFUWTZZ8RxRzSYEUei1KelIuZObrFBjh3fzCf+9yjZVYRTUMM+un3xEJbRkpo4HXIsRIyhK/uRi8XQoOoRiCUbWdduJyzrcrHu2RxRpU2MHuVauskExDH5tg2o7vCWRlSwLNOg+CMPYLWIMiiIoQEQ0UW0cmu+MSNNNTp01B2EQXadmVrgBDjvqejRvvVPpGIYv3/zYH3Dl8fOH/vvMu/6zQ19z7Z/+U1698tIDusJ7s+4l/fA3gD8FVhKJxCuJROLvhafex51DzvcALyYSiU8Bvwn80GQy0aD0h4F/CWxhnfrvfzm/PyJJ7fqeD6Hm2SVzywpQ98xM8Do5YJtFZq8ZLrqwt0ePPOWh4brJ8ZgadRe8tILyU8djLXW7FZoOlcg1Tx9esTeAYHtqRVndsGALFXsV+Dj0APYhNxbLHpssk4t1mPLYULGXWvNJXgid+6z7qgg4UTEVnqwuD2A7YL/GG99xdamCH6Kw0SiGTjJ/bR6Gz2dZYTOcCoYeNzelEVpIhLprkLnU0Au7/FiSAVfOBlipx4zPHNTZxwOji7SDOViaDVZ5mudoBiioSNsHnJqXSJm6wqbz+nUvi3TYZNkpkRlG7FH1IbUNN2eREhWMUbMf4K8F6sGPZd/fW21mpTDEbVGBAzwoQ3+72hj1mARcFVrUWUAmaDItU87pUVchY99749TxA8kfqs7BQw+97vPl/+EfUv1ff46HV8/fx6u69+tesla+azKZzE0mk4cmk8mjk8nk/wiPf99kMvnlL/ja35pMJm+fTCbvnEwmXzOZTP5d7LlLk8nkHZPJZHEymfyDiYwgvtTvJ0HvrHXBlX7Ljs+vGme3tHfgA7E5GtAxHPJm2Trr09fN9e1067Z3bCYzbzlboxLEN+q0VaQFfVghGzvDRPawYEdyo7BNU+7PB3GMuOc2dK24KVSFluWNUnfqoaLLNOiM468KdBiR5gWe9I5e9EYxb2CqrlRnLuxdpxnljyrJRswcQR0j0lRpuAApvhnIICq+iemUIwWoHk8RscoVNllxjD/Ouy/QDYEeJpRqBCqn8Gu9/iHpAIYYoyTDiAtcdr918yPPBIm8zUoagcGirFHBI6J3Aqxw9RA8M02CGjgcItw8IsUVVqnQIsvA7xeA/MXVmSuiLiIJjWn2aYM5hqR5hmfdZbHU71Bgn9WbV2lS5unrl21gHE3DluMnp6OsVt9OOt1jWMizTzzB4y9+6nWf3//Xv8GZb/5mEsnjDBzduY7vNONLrIhkwBOHDDNW+Lbm7cj4F3OL/gEekGP/8SxP80l6SYMJXpxbNmfD+bnQvXVMnBHi3fL0XC4eVxZKnCKKHExzPVPIlW5qY5rEgph75L1AKhOzy6wX0iJt91ORkEcdeiZg7JLQaxkubMVYWLtwb5kriT2hQgJG99sPrzmufp3BJOfyTckwCr7qabfXtW49hxSsRkFM06Aauu6Mc7D1/RIVRaRIYik48+z6EHmPahjk5mIhw3n3KbnExXDdaWcLtag4rVEb7VWWyQWKo04MEtEIRhIWL8ZShSZFOqHoGlS3yDat4HEyIuNWDV0K7AT5PeChEjpNaCajmED5u+g6tLnCtAmIh3sLUlH48saZZSJS1M9ZsY+SSVrBmE1zl6Ouj9U/BtydaXAs1u3bpGu1uz718DufgBNWxOEEF/KHeI0kY4MTkkWktlQMWI+8Bx4Urg9CQbXBkwaZKoRJxmyxRCVIuhvhSC1MXd2fhDGD0EGb38ZcEI2MPAN0jobDKVYIrABOU4GyrLKBMhtHZKjSYJEtMoxCYR44NJHHvMbn2fXjutSoBoPMeEEVRCH4YpMVx2AlCAK8IElZeRDohGAUwCFph2ZUvLvMBvnNyE8aUpRq85AYSf+Od9zl4O2u+y+6YIk2VRo8w7Nss+Q/uxr0pGmG7IeTBNjmqTBl0RbNq3tK/9M9ULZpm2Lg1xsMI7ppgzkfZIoHrs5f0Nd2mDOIBZRkzGLwI5+yYIz90w9GYEkiygGnH4YJQZEOfDXO1NG9EZ1Rg3rNXSSGMpsAw9X19/BGoJVM0k6rX3dMTbMSySSLH/t9ij/4g3c89+jP//yJSgbSOrGFPMGEt3z6BoB3YOnhkApNntg1A6yv3fk0BfZJ7JqHxkL/c3Qo8mT/MhFJ3rJ1g13mA41tB/lrLLHlcnOj380isyjZppqT4mPBxMmoiQsBFhlh7omKD1NhA/NFf5rniAcMi3limGyOSzyF1ITqwsVeiTNlpoyGA2djyH62i9nAamCqLk5YbJsidRa8aCnVSN7ss3R92KiiUQlsCQ37xGFXYRG0JNtXQTsalirFp0ORGjscxBg3CjkWXzvukgjEvnboBU2iHHMPPPDhsXXCM76h5+hTosMKVx3TFnMpRcRjofsWE0WccGOKNJ1emgrF1SiEWQ/cTjNESVIpIvdJFyQm/v+ItKdZzYb3TiePDVYZkmY9uRZOatkwLJ2e7iROi/89HWXNZsyT59Ix9lq5+Yd/SOdf/Is7Hu8///wDuJp7v05sIZ+Q4NbbTnnRytNjI2OquPb8DEU6fH7BPnw777QkmUZuzrqznHmyTM6Z7esmK8FqNeueIpd4ihp1zgdVZ44+bUpsh5CHDCOXuatgqBs2mpwxaVTcdBTOMfAPLRh2L4+UGnU6FHksuA8aVDJ28YpOEREp5gJs0CcbxCx979oPyDNDzy1V7fdO7WiBwL1vxvxAxjSpUKYVvLktdKMdoBJtNupyt1lyaEYCG1nPmg965RBGLqhnRMYtbzWIVJEshfKsr5Wgp0WFRbaR8nWFTWf16GSkpc65Egym2gHeANhkmSp7mMjLRGHivptgbN/nITLKalHx1ymcX0wc2THI9Eynwmwo3HqP1dn3yZG/OfD5iwJOBPsU/F3u+mvSBqfT43YYbov6eZRVOW1znpvHuDq89vLuXR+/+fsfu89Xcn9W6kt/yfFcY1Lkbt2mkrFBpzn0bVMOLAwNusYkKUYdxkmDPeT3XaZFIrLBmD5MVfYC26HvmGWcqicVoQq3EmfUCUuV2aAaUl6GpIiosueMixFpF7jEWRjGQFkM9MEa6VBAhb0DjpvnmAYkixnjXPrgHjggx3aQratDTjOkTYlZuoHHXPPE9zzmMbLJMgvBGlcWAHFeN+CBEQfkkf9LmabH6GnQvEPN5e0FunyC97DEVqzrrTiub2EfZh0gXN/4850gsCr7LCFJxAJ1dqj5pqXThO6HvSeDQ8wi3Uew2YOcK6VOtfd3jw5FLnDZTwMwTeaRnYD86+NhHfKa2afAEmaStcKzzj7qkyXVgM6ZosMpyjOdoUeOAW+/tk3zkTJ5Dhx6inu+yBLijQw8F88aHfLiq8cz6m30uc8BE0p//+/T/tCHDj23/5GPsP+RjzyYC7uH68QW8hRjds+VvROq0GR2d8Bg3lwOp7xsY5XoGGudkZlS3TpzyguDgpElyVbxBeuid5nnn/BT7FDjWZ45xCSRJ0mdmrNSNDCMy9Cl4JPX9QqbFOlwmQukYxJxMBhjkxUKgU0iU60OpTDGHfsQM8+Bb1y6ZoVQLLLNczxNnQUPTJbwSEVUDn/qtsHwW/N56Xmwgm2CKeZ5mQZzAT+3orJHlTIt71Z1/4FDcXISSZmzoYUz/AHf7MNlDWMzDB0j1qBTnbmsYmdDgTNOeNu7YJ2SIpIsc9U320wQ+0h/IGqowVszoZgPPLhim0WGmF2x7o/RNEtEpBiTpB4yR+2ahk6flFOk7Hjbgcfeftx+T4cSO9SY7d+gmGs7Pn/rzCkUAH1A3jdQc26cpcZ/5He5e3L8663P3vgsa792p4nUX6buxJJv/t7vce2XPgTRmxc/H9XrD/oS7vs6sYU8wcQLpFgFk9PTXMl5dmlSMfghaerP1WiDVDJyOKGbMV6wWB/r2B+7JO6DYFjVoswCdX6J93vnrc5P6j8VjyFp1qizzRJS4QFeBNW9WUJ65EUpE4ao2piEL0vaLyzd3O8yjh/LXS/JmAxm3LTJcoAdmgFOaHiRFjwAhGCIHQidpDjiKnzbLHnX3wMf9ElpOMDi1vSaBsF2Nh6wYarYOd8gNExeZAt5z2go2iPPYujYJYm3hJya2w0LShP0ontVocXH+QY3OlMUm6iWPWbC+zByPL/q8JTRESWBl6ZgjgYNqnwdz3E1WPHqZ4oRtRAsF3JYnJ2cNLUBK2mqRIcXWfMTggF4ewDh9LRkHX0qhWL45I+TJOJJLvMJ3uN01K/E/XAwHtz18c89dCe2cu2f/yKjnZ0v+2f/9bo/68QWchXALRa9s2ycK7LMJg2qgfesPMscK2xST9YOBeXqKKwPZo6+uxeqUOjfYqOYctGEIOJ998mhdPcRGYcrxDLpMmvpL5RZYovFwJVW5yr5tlSBIIpa5MwY/d4SHbZY9A7U/DyyzNLl5SCuGYQOM0nEGutcCSwNdaA25Gy57L/LLHl6Tu/bD3Q6wUtSa6rA6YRghW/ghXwY2DdxN0cz6eoG+GdAhl5IxMn4bMO8vnUiGvm1lGiwF+AWMG+SEh06wXdGQRpphiHQeID8a7IMqLFD3JZXsnYr/hWHZQwuabMULAie5yK1QDsUjCUv+3hgxzAMSKs0WGeNKg3awdZWkEuZJrN0eYEL5BgwuzsgNz8IHPYxjdycb7QFunSTU7WuBtfy/CnQdTqkTppfznp78e1c+t5pJNpHtz7KT/3JT931a2v/12/w2l827/rcm3ENN1+i8eMfuOPx5LlzlP/hj3HmW76FU6dP37sLuE8MmRNbyAEvMPrwasiYp8dlLjAm6UpDMR66oQDrQ6YPaDwSLcvAWRGiCargKoFdRUj8ahXdIm3vwg2DXUJeKbNhQ1AKjpSQUvYdBIxbdqvx4eQqG2yy7K9ZBUp4eNyjBXCYphUwXUt3H7tEXsVCnbhgoCZl79ilJBSVMRl+n16/5OvaSOIMHeVlCt8t0Tk0GJbnu0436uJr1FlnLXYC6QT8ueRzgVwY+MrvfJslVtnwdHpt0lKsRqRYZcMVrtNQjA5ysSyF7jkKlsZyjwTCnKDsJ4gkUfAUH6HACZ0AdDJSJ20JU4Mg+CrDw0pwMhhJ7B7dq36YaUiwtXTzc+TO2H15nqd4muco0n5DkW/lXPl1n0uePUvy7Nkj/+z7vR5eWab3h/+B3h/+4aHHo+vX2fvJnyK62aP4/d/3YC7ur3Ad47n0F18aoAGOe4MEOoaQHpBniyXe+pJ5k0iKXxvukKfHW7ZueLerY3srfJDtaNymSRl5ubRiGLc8wXPuzzF2DwzDNTPeEQ9Je0ybXBLzYUAnH5Z26PqiMJiTw53ojCrqOrqL/96hxBZLNEOKjuH2LZfD7zLPBqsOiWjDUtFRlypKpTY+FTixZGCavGOD3qlHjLxUhJGDzQisMy/FPEjGvlHtUPPiLYhEdE8xSnQ6kQVuJYiOFLcWz7yMq0DF6a4Edox11RaiLC/wFTZjg+qBv07xziWOktGY4CR16oDrAuTBDvjr1WBaG5LSp3gVtwIA3IJAf0NiwGiD2DizHLxh0mGQPA2uOOr61DVTRhaOoddKfI3397ny+Pk7inj2ne8k8/jjlN7/fs5++7c9oKv7q10ntpADXnBrwedCDIv56y0KdKf0uxRsBbw3x4BBxj5c4zI+sIwbS0libqyElnO6m1S4GjBnwI/4WyyRYUSTCvJH1AdRhU7DPkvnaYXszyxzNFjjRcR7rgVjJ1HXVBTi3bkV8xnv4GrsoGg742uXHXZZYdPZMxmGzkGXECkihcKMU2FzlM+7XqPdkwUsELpPHAPPhG5WRdhyLg1nnnasJS88GgBqU5X7n+TwY5KWlBO6VJmXCQuXBa2YNDqNjMJrECW0QsvFT3ksVFtdugq+jMgUFzcIVM6IJBd4AZmR9ckGqmL/kM+JTm+ZsN02qLLEVnBAtI1YlFB3K2zhmHmOPtlh3zcOsX3AoL9y+N54rJspUUfO8DnKeiz/GADvGrx5B5pfzrr2T3/+ro8/+uEP8dW/89s88t//A1Kzs/f5qu7NOtGFfHZn4MUgS5/CzQNjpDwcPFf6RivkVfsw5/rGFi9tHSCrUEVqWRGwD7+JyrtOTRM/OiLJu/mEd+jmSG5iIrEupIAcknEcWt7Xgh2SjN1nu0OJXeapskc7dP3CQsfhN5jEfTqMkwJVHuqzYeAreb7RCU3sIqGPNhTD6itOnRyRdjxcx/wqjbAxGtdbx37z9h540HQP8yUxVakN34YBvsiErl6snX74eepqp/c/gwIpasHATIlNYtmoq9X7HPeO18BYalqDwPb9e9StR6T8FKWsUtFLR2TYCeylHWpkGbDNkgt77H0q+n0yCmrKXSj1voreWaPuQ+IkEVdZxsKaI8Zvs3ukxqGTKfnPzNFn5eY2EjwB3p3D9LRpZ7ThkT83f976cwA+nTne5aH3R39018c/88y7/trG9risCQluVU8xJO0DsdQtk5dL8LOfM6xvUrUOZ5ixLnd/yeiH7TNnfdgmr3EJc3T0r7OAHADF9daQUx+sVMDHVXisKyujXEbr5svIEVDSesAhFgUfCM/eoebhDishgEDDXXWVMm+Sz7ewen3wZRSlwWg5mF71yXoXvcg28+z6dVgeZNU7b3lsS0ZvlL5N/7kjzFtcP198bmHQMo8yOf1MGBCW3apW7Jzt8Lo0H9hlHqXY6wSkomvFec5/9jQNaSYwlUooTk70QEFnCqOYCe+dTk7K81R8nKAMibDmaLj6V5RNKXenClL7egnBNCyfCzIzvedPcplx2HyKQ1PIquseZk6xwqYPyctRy6+/wZwPoN9IR/7WGQvhOu7Qyrnv+Z7Xfe7aL3zwPl7JvV8nupB3MiXnEWcYQQquskyDOR/6jUlSPzfHgCytpOHG6eEUXwWDaMTeMLqbYamyflXUmuG0LRbYcdxzythIu6pSopwtloKUfcwa6w4nyDdbQzQVFKPcGZ4+S9e9r1WM+mS9U29QDQPGGbe3VdEzal/6EI6qGDcxS4SzC2+VbD8egyaa3jy7vMy8b3TCnSVmUkao8jvV3VvHbl9jxf7g0PsiKKRAl7/Fb1JgnzyWGiQcehS7FkX4WSj0FM5RvqrokYALqZbZpEXZ6Y/jcM+lCJ0JsEudGmVabjEr5e44bGRXWWGbJcQgWeGqQ0yyMgAcYz8IhT3N0FWweQ5ItXCYrEeebpDLm2Fbhd2MGbdZNuiQjeRq6PgPfPPWSeio61c+/SsAfOoYS/QBZr/rfa/7XOdXf5XJ7eMpeLrbOrGFPCLJY1stLEHdZOw0ZYW6bUyB6zeISLHw0h5ZBi4UGmUygUpXYYcaM+G4H+cUD8OxW9Frwo7BCpfxr3GGygqWdj5Hwwdxkqoru1HdplgjbUqOXVtgRJshGQah21NXaz4p5pZnHOQ9Vthkhp6n5Uhk06EYFJZ97xyVyWn8630G5DwFXvg92LxAXx+RcmhChWmXx1xYozCFLgVXHco5UJivTLjKNJ1V0woQloqZ0oR+i+9gL9AWBaN0KLpFrE4GdWrO2FHgsQqcYdIt33CGpIMt7cDNzfIcUKLjaksNplfZcBHONov+tyIGj6iI0wF02jetqXhp6KpivR85Bg4ZAXDFCnjl+g3MGG3GB6VVGizd/BwdSk5JvHjzsv29ROa7IxGZNtGjrEdnzCU08eU5Rr8pV/+FF9j6xm963ecXP/YxEqdOTvk7Oa/kC1aCCX+5ZEG2B6FLGQZnOVPOFamfm6NIm5tvS/sAs0eeZFCt1aI6S2zToRQ6sqbDLKLZmceGYdxy4CsFzwsZJakYyct8SMZNniTWUREQT1s8YRk9xfHkMi06FL2bl6+HmChdCu61UaVBjTpNykSkKAecXwyMVTbI0ucClwF8oJYKkESEBVTYKWIfGTyJbml2uxbgkKdHnRrDINTJMGKZTeTpPSDrlrdxjjkczp9UEdfwWbCM7rW65VrI46zQckWnoCqxQiQ4kudLP6TpSEglZahoqmLamPthyf8t8Y1YKmKKxEVH5eA9rhODVJzjgPFr8zOaatpfo/6OIpLw9bZ5dc+ZstVCJ+x3NqjSOFN2uGZIht0zcwzJsJ1cpEQ7UCSTtG6/PoXwS60feOIHAHj3MR52Djc3uX1wdy599sIFHnrr0aGnN+M6sYV8QoJcNPAjeIkOmY6xLMQXLg9NlHHmM8aRLly3r8/fMNZAPWlDO3Pcixwvl0UsTBkiYktI0i/BB+AugxImgaxUxz7I1IdZtqTiClfZc0hFWKnEQIa+pyiw70NNwE8GdxbGfRoBke1SYJMVrrJCiwrKsBySDpBPx4eWxv7Zd8hEYibRJTdCgEKeHotBOdkMDJVO8BLXtcjTRPTJJOPg9GddtXxNpvz/rHf+ol92KXgHa17fUx/wGjv+/sj7XJi8ceLtOqdwWQHJ9qdy/Lxz+yWvn8b5pR16Eu1SsWzyUNdQVfdNuPiItJ/UaiEy0P6GLIijQpNJEuSu2KFEae/AT0vqwrWRCkJR0HMznO4KdJk/dXfTqC9nHbxmBfCzd1F2Hpc1+7738ZZ//DN3fW5w+TKvff7zTF577T5f1b1bx/ed+jJWLznlVkckeXm+7EV5li7bGaMF/sXj5ie9cW6RGjs0z511zFXhDpLb98j7cT1umpQNntAaGIpZEQ+QUJgAEChxGeZosMmyQwsS5liBydCizBrrzhG24mpycikEI1K0Q6evZB0NTbVBpEKHWGXPC4eYDSZvn/XNYZUNmpRJIwfHtLv6WbByDUs/kl94x7tEdc8wdVSMC4x6zPggeJ8CSj6KW71qSCm4pEeey1yw9zQUMPHltcFmGFKjHoIozPVRcwX9bm0+eQ7cLTAKUJTgC92TKnvuO28h3fa+SWGbYchVljHBlX2vgqO7zPqJoEPJr1vK3rggSJvGVZbZoUaiZe9rNbKYwpvlqXnWBqvOhpJtbdw5UT+rEoOqjrIk2W+kEsc3XAKY9F9/TrD9Tf8l9fd91328mnu7TmwhV/iyPtDTlPuRu8mpuzVGSZn5aJcOJd6ye4NFtv1nFeiyxrp3Q4Zppw8dkeUXssSWwy9bLKH8zRSRwzP6mQpb1jLM29gaJgnfitkAGGVulQ3nGKcDFi2zJ2NHzDivuhwzZRK2LktYde1SF+peAa7W1LWYv3buEGxRZc9pg4J81OmqW9XvlqeKaIcKzBAUYxS6FD1mkI/5NosOJ1Vo8hTPIxqe7pXsefcpOHtd3jh6XzUcjTDLWnXN2iCGgSGkAGtlner7Z8PJKc8BHYo8zSd9SGy5nqmQYGT3Tt1zRIo6tXANB17EZVWgjbTAfvAx77BAHVL22kZJw9l7ybyraWUFodc9JOPwlBhEF3iBzRA4fdRVfNjet7eOjy9GDtD7+H/8os+f/fZvvz8Xch/WiS3kMMVd04z8KNuhyIXI8OAcfRbZQnLnMy3rQF+eL9OizGz/RlD8zTmFTB2mcGOYQhdiFoCxMOR0KK9qw3QHoYu1AALjB5swaY6Gd7cH5NlkxamLGuB1KTh7RFLy/VDwNOQSbrvLPItsB4WiIfiA470qKHoNug6DkFJYJmjGv9cYO3NkGLHOmitQBX9ssRT41mNEdayEucIu84E5YgPa/QCFzNFwxWeKiD2qDEk711pxcf1guNUMyk5tzkMyh3xeNKQdYIlL+6GoyglSG80FLjNN7zEB0TprVEJqj7xoJFxqUWZMkk2WkYBI9MMC+4ElM3a6ZJIxCsSIwlauTV8zGnXRgqh2mYek0UILN42FUhja8Fnxfn2yfnc1H8kG903F6fUDOfSoS37kp4/xsBOg8hMfIPf003c8Pvvd3835l65w7r/77gdwVfdmndhCfptTLjLZZIUNVpH6cjc5TyuIXnaZZ4slqjTYmrNpfSGy4dZG7rzDKGIgiPLXDq586raV+K7uSKwEheoK4pCdrDnyNR1HBdzbfIWrAM4XVmdcou2DMyW0a6lYAm6xG4c7JPRRMRCG3yPvfHIVS0WerbNmkFOw1bVIswOMmth2Ro2FK4zcL0Y2ruLFq1NPEjHD1LlxPgRkKGJvhh5yeuyTY57dMEQ9CIIgo3U+w7OkGbHGehDPT0OkhZ1rUxP/W+6O1TAlkHtiOpxmpBKVqZh8x/W98tER/bRDiUGMlWMisBIyspql68IpwSCmTp3xFCZZOGQxM7YyLZix19E4Y7qC7cySz2YGYb6gwWkmdOe6fzZAtyi5NyLRf+iUpdA/c4yHnQAPP/44r73yyh2P73/kI7y6ufkArujerRNbyE9xm3xkBeRJXqBKg9ndgXO+1bVlGLEabbhiL0nEmZYVg7WbV3zodIAFRZikfcRBKIBSEwo+kHRb3i36maKSjUh796V0+UH43l74HfVAedxkxQVNkoxL/TgK3Ph4+IQ5F9acHrfENuKDy4XPBDN7vhHJ2MvwdqPmzdJ1kUqHIk+wjnxXVJRHZELCTsnVlBrkApiH+YFDCbXgOa7Bn1Sr5mZ4QJsSrcBlB9uYpJYUjPU8FxmRCZRNG4SmmboNQlDsBvFMkbbDOwAbrLpQRkVY6tSIFEts+9BUvjmaecj9UhtzOhTmfNh8wDjt2rzEatHj+hrdE9nX6mvdWfKRLPJy71Bi7brFEup/l4ebPiiXz48sBRSgYff/6B15s2/w358dYx556+d+jiuPn+e1z3/+QV/KfVkntpADJMcWgivfccY4TqlosDQjRkkrZPnIilp7boYMQ3bPmKxcnWqVPWTuNM8ui2w5DKHBY4885dAFSg7epeDDOvG+wTovBf2q4Cj30dJ1ph2bPKaLgUkxdR0c+QlA0WCG/c94pyn2SSc8OyDr0EM3NnDU5tYMXiCChAQdicYpumUm/M7ZcGIRji5/Ffm9mHlX0TvmNEM/DWUDtgugyDRxsrMMXNAj33QVVA1o1X0KMxZ7oxosbsWXH5F2qEv3Ps4AUWG3wIycz1KkGSjQZYaeq1pHZJzXpOgvAAAgAElEQVQfL/YN2KkKbPidCq8lHn4hJ05h7nF2U488s1sDVrjqQqvGOYNg6ufmaFMkd+s2EUlKN284TLdHldWbV6nQ8hlCbzRz5M9NOmkb0HrmeBbyye3b7P/fv/m6zz/6yx8m/VVfxe1XX2XyJg7I+ErWiS3kExKsZ55gg/N0KLLGOlsLj7pYQ7L4DEPSkXWF3aTR1uwDbWyVvaCQbAaKnkyemkHNJ1FQjn4QjRiroxZCjeXlrUSgNEMfjCYZB9bKSkygY8dnqSE3WQbwrl7hEstcpU3RGSgmespgtgE1Z0uAsSCW2KJG3bvzVTa8k9fg0LrzjG9I6vx1LRoaSpRjhlIdx9cL7Dt7BAjdc9m9XuQRL8hDniQaGlfZQ1Q/YfdrrCM+eZOKKzBH4bUqpUdhDIJCRAPV0LVPji2WiJiabmkTiTNg5OkCOBVSmykYa0WKTHHF00E0pPunE8E4vBZxvpNhk9bsZo4GWwGuymLWuJ9fskGw5h/C1QXh7J4rk2ZI80yRFTbDnGebzTOLbmNwQJ6l9HRY/5WuT7U+deTvfTOsxKlTLH/ij6n85E/e9flXfuiH2bzwJJsXnuSz3/rX7odv+rUabYQ4AvMnqd18hSaVcARN8/je5+zYnDS2x/x1o80pab023PEOVxxkdVfWVWa8k1VXtcUiyrvU8VbuglO8eBDDWS3UQqwEfc8sFiahoqDBX5siM/QCL9mobmKixI2Y8vTcUU+wh4al4kHvBll9kiiEKle9cMgeQH7hcUe/eXapYWKp6cBuTJdZZuixFYqrNg1Z2gKHOPllmgzCoBQIw0qLqtuh5kV2SglsIOGN/ErKtMgw8vsrep5yWtWtyy8mzci9Z8T+iUiyyLafFPRaI1KBFmkBGzkGzm8XZ1/D3DJN9sPgU94xRvWM/GdoY2kwR40d9qj6NeQCfbVys8MWSyztvnLofdeGKXbMiDQ71CjcPGBEmqX+tvPZNYs56lJHfpzX5LXXuPXss1/y687813/jPlzNvV8ntpBPAgNWUvgsfVI34AIvAMbjHp+2Dmt2a0CHEolbdrx9+6esmxllMsiFbpEtwNgIy2xygGVq1thxJZ+6aXVfCwGPb4XNQx+wJFEohjtk6bv3So8Z1niRPjlPKhI9UOybizwffDpkNZv27lKmU0o+0oBOOLKwXtHz5JJYpO3qR3We48DmsJ818g1G6lbZHojBIam6YtYG5NwDJsmYl4OoyQanM6TDkBSsgCeJ3Ldb+HEzuBBKEKWCv8EqMB3qxn1FxACRPayG06JpilKoEA45HnYpsBesYgVPqMM/CMNtFVEJiMSAaVNkEFgxomUCiO9vr7HioiCjJi44xq6fk2ZEajgVdCWJmN0beAOQxkK5Nag/IE/9zKPG5smVHZYS5/2oa7Gw+Ia+/82wXmu1OPj4x+/63MoLf875l65w/qUrPPL+99/nK7s360QX8t3kPBEpNlilyyzDohWBOgtGFTttuOWt+VOkGdKen6HGDvvvzDoOrLXNkheQParuRteigqTXdWqssQ4YFVFS+xp1roTvBROdrLPGHtXgPTJmnbXA1zAmhYpW/OjfouyUOxu0jrjAZaRSzHPgQqIus148KqFbHJDlPBtssuJdpzYXGWoJBgEO4bdF2rSCiElUvhRKhrcZQYYhFVp0KPkMwkQrs54AJJy8zgKXuOimVBqOagOxpKIR7ZDCJKx+6l3SYRsrOBuseji28GywgWaFpvvbDMmwxaKn98hfXoNSO321ucwF8mHYvMS2e97oJKUsTfO4iVyZKgGXKIsaYgs3l/GY6JyyaRCXvUee9iNW3m+VT9nGMQ7mWWGD1Pshj3MZt+nkIvgpun10fHs2GHW9bXR8TaUyCwssP/f/kVlZueO5RCZzl+843utEF/Ip9tpgQJZGbs474bip0Ci8sfLfmN0dOA7cJ0eDKkXarqJUkVdh0eAxIunDy2/g417grMBknPVgqkKjFMpJTxtDhMXPiVED1hlWgspUVDMdo9dZ8w9znp77fguGyAY4ZhYL+5Ul7hyNQxxyqR6HoVBX2WOTFR/MCrrR5jYkcyi1SClGkqaPSPsQVkvxbtlA0Vth04eG8i+Rt8ozPEsey+98kTX/3WmGjj1rw5Gfe5EOCm8eBzwebLNVuESVvTCoDqcuZB2c9k74PBtssErOT0v7yKTMUojsa/tk/TqyDFjjRYqYx32fHGOS4fQxcghKcw7NNuIMpyW2cOvblMn/9+ftFGCnm30fUmfpO0wn2wLBUSMylE9NHRe/0vXR7Y8C8Jn0KY6ztDN59iwPVe/0VJmMRnf56uO9TmwhB9wl8GXmWWUjDMHMDbBJmXqyhgypVNi7zNKen6EcIAXAP3CAf5B3qLnMWrCDYsRKtFnnCUrB8U4JQxrKKVtSeZRiaQgHNSpk3wMWxoE5oQ+uYBjArXPVta9yJXSTy8yz60VScI8Vy76bdwnvbQSGtYqUVJQj0kgyP5Wd29Fdz0tebyEZfb9fgnSEGwumMqho1jvhIeZZrixMgGbobHeZZzZ0ojIdEz4dj7szbn4WCbbs+ax36AW6PtzcYNVxbRmYjcPG3Ap+5Sts+j03ptMYqUdt8G0FQkPqAVk2WHVrgxJtBuRYYx35tExzU013MCbJ0zznVsVtSlRu2qlgPWknNDUGFq83y5hkOAmVkEAtbvwlN0qxaI6y/s75vwMc7458Mpmw/Tf/5l3hlVMPP/wArujerhNbyJNElKOW/4Enw8BO4o4MI57Yu+oY74g0pb51l9mhRXZVr0+HYTkGnkIv5oOpM+2oL8vUIh3/Gn3QRJPb5TH3LFmg7oEQgkkGgeaobE0VJfGd5f2hlCAVrk1WAh2vELjXFjoxIOv+2bqeAl32KXCRS97dq6AKVlH3qO5cjA6DkZKhuBkObNL/nBcjnTxg6luiyDvrIg+8a9V9irNkNKQTK0X0vT2qh8zDdJpQkRbdUI/Z7zc2ifxQ9DMXqNMj70rPPjkfis+z60KgheAJI6okwCJbFNh3aqhOOMMAi+lvT9z5OgtewFfZ8JOVBtR1aiEsO+33a0COtcggunftPI+orUnGrERmh/z2a9s+B+mRZzHaRmlMScYO5xxlVXJ2vceVmHftg/+cl86vMtq6k7kz97M/+wCu6N6vE1vIb3OKbnLK1lBnpg9Ljj7j09OvL2AJQRFJMsPbPM0n2T73KOItJxkHlkbWoYh0gEREqVMHKbaEoti0dHRWeHFcCWphCwPfGGQwBbh7n5LVhcuK8TDPLntUvfCps1Vupahxeu1PsO4DsWnhnvFjfoF9//cUbsm6iRjgHayKsNgcko2Lny1VrPj2LcruVqjhahznTYchp5ZcC5/iebf0bQYl6QI74f4Pg0S9xZxTEA/cQkCKTRU+wV3ZQGnU96uAS1yjk5s2uzw9LvOkF/VNln1Tigui5HcjPFvhzmBD9h4zZBnQpsg4QEK6n6khXOAy20kzcnt5wewI5obmfLibNBOw/UcMculSYIktOsli2KiMWSMK5VHWKLKT6PCYwioPv+Mdr/vc3j/6R2x/y98gunHjPl7RvV8ntpDHO/AltjxXU1zhXeaJUoZRz/Zv0KXAKGmUudQtG1bODY2mp+OsluHOU1e7Kec6zUUueXFTxydBjDrfPD12gv+5jKgksZcYRV2Vfr8k5vr9wl3FNRbvXRuChELqxOOqyxdZOzRMrWJ5lvsU/LWqgJoYahzDdiPvzsUlX2HTxT2CPaaCqG7oVe01icteYwcLMk6F7zX2yEUusUA9FizcdqvWVa4c2jw0BMwwYpFt5E1um8iMnzCkblXqkk4ZDeYCFNbxGYFmDxUslMTuRQpzlcwGGqPlnS6xTYm230vNQKQz0Iahe6b7qaSiCi0foIqVpHtnXj5lCpFpGDoZU77KBCxuHyD1MEwTk+KK1q90JRJWwb/21ePZk+f/i/fy+JUNTr/73Xd9/rVW60RZ2MIJLuTCJVUge1jqSjsMMVUUe+Rp5OasWOwc+IcSYJCx42kuaCE1rFInPOUsZ6lTQzL7JhUfZsqDQ0Vc0IDgFgl4DCLYd16yjuka4A0DLq9hozjFws/jxaRFmed5Khy1M/67weAOE96k3CNEhU3KxzFJatTpkwuMjBQyYtpg1S1gBYWIrx6RYifGn4+7GIoGKJWlNj/A36cOJZ7jacxjfIEtlkgRsc0Sz/E0PUxxe4mLjttrE1Rhq1MLG9+BY8eCV8A2TomFBlh49phk2ByHfgrR/bSNYuivTycbiaMUjRenEOr16H1tMbVP1ukoRcRWYN1UabDKFboUaD8y4yKwVa7QS+Z9DiA/HOO3j5zqaIwnm21o0KvB/VHWzeFNAH4n/9CRf8YDX5MJUadz96f6fbq//dv3+YLu7TqxhVzwhZgnQzLsnrMsRi+GOYMuateNTmaGRfvwKs5aucBlJMOWN4mO1uXwsxTjVgymVoAbSQHINMt4y7YBLLFFgyplmiyz6cwF68ymCUTCpHeZd3GQjvIm8y55p2kjrqknuHBSFVAd/1UQdW1G/esFeMZwXwUktMMmFP/vALMeUEGKS+UXwpFe3XiRDtkwABXDQqcVDYc1/NVrFwMkrlbtk+MqRiVT9yxbWqMVmmWwTK90ChozZRVpw5pizhGXeRJ5noDyWYco11ViqWSwRY4XeEFp8pvR41KmmlVy2zdFWSzoPVV0XpMyA7JUaVDaPXDYrscMdWo8xfN+UhiQY4PzWMDyHEZv3fG/CzUob2TY+Wj++Ee9JU6dYuHf/haPv3h3lepru3eaaR3ndWILOeAfXhtw7lMctmlSpkrD+MtDo5D1zqbJMOLmOcvhZMbUmH1yPMsztEKwgAqzjsrqlGRZus0SESkqoTiLiqdCbD3twH9GjTpXg1WtTJbk2NgPwhiVT/mhiHmyGHzPNYzTzxM9MhOGrypYDeb8VCG6oyh6cm5UJyrVqopenyx7gaGj19qhRJdCEDqN/bVuhQDieXadoqcBr+xnpYKcSuMtSENqyxZlF9io85aatBieF44uf3dZDmiYeIDYHBn3lJFfu7D5PlmKARoxOKLEPoUQl5ZCjpW6D6L8GWRi1EtTydp8QYyRmXDSkC2vNjLRSZtU/NSizalNyVhBLweq59AcMZ+5/jwbrPp1LEbbrhgt0eHC9SuB0jpghxoL1/aCbcTRMzsnWAH/pv7xhFbi6+bv//4dj3317/0/zP3MTz+Aq7l368QW8tucYoeaZ0RmGDHI5JzBMiLDbmaePAfsJo2N0kuaSm+SNNXgys1tH9qJoz0MR1jJ8rMMqLNAgX3KQZo/DOq9AvtOR1Mnq8QaDdfyoQzECyzoSD/yLl7YcI06XWbZZsmhGeH3MseKSDJDz4/X2kzEirFCkkXe1T3MOleDVwVNDLBQjgFy2MvSZdbvR416YFyYmlSGYrLlrVPzYa8Uldnw8+VNrusX9KGv1bU3qXhAhkRXFotm+PJB6JAFcxXoss2ibxBlmlRo+ffJyMo2XPsZogOqQOeDPZggsTjU1Q1yHkFqQyzQeZ5dZ9Xoa8X3131WFy47Xj1WCR1/iQ63LtpH8vTN20Y/PLeI8fTnGJOklSw7jJTEvFdkKZFjwF88YnBNHCL8SteNoQ0C/yJ9/MtD4wM/ccdj0f7+A7iSe7uO/zv1RZY621xgCABfgCebtawgEyXBJG7YB6F95qxzu5V0L/9yCVMMc7ZwCA3XZGylrq4Tunl5kA/JuNS9T44WFZfkAwEPPXCIBUxZKRfHGjtUafjRWkPOMk1q7Dh0JLhFTnplWiwF+pz9zI5T8uRJLuvVAmZl2yfnfHbAKZP98BoFoaiYSPWogZ2WBrDamOLhxYrAU9eszl9wlUQwlVi6UpMypeBfUqR9iD1SpOOCp1bYCJTwJDgHcPqjNuE8PTeiSjP0oer093UCFz3lfHn9TdlrtJ8rHH0/QEWy/RVmb918mxwDlrmKWEgNqpy+fpsGVSZJfNibZsgS2+wG+uuQNLJO1nxGG444529knX7I6FyvnjqmtJXYOvtt33rHY9d/7ddpf/jDjNvtB3BF92ad2EI+IcESWwzCH3uJDunIuiMVmceuTdVvSSJKN28YP3rGimB+2GOD84Zdhg+UOjfhw6LmFeg6Pi0+snw1JJwB2GLJP8wzmAOjnO1EVwMLkVA6kOTeNXY8BWaTFTKMDvG296iyF3B3YbUzobPcYJU+WTbDUV7Rauqk5UwoWbyGtHEqIuCOkXFIR34hMO0EBR0Yx97wXpjavCq+rBV8ZjTTUD7qXrAiUCFtBThCxbgU+PryHOkHG1plp7ZiVrzrrDk+rtlDfBgO4rrneIELFIOyVl7f2yy66Eow3ZQlknFYBmxQXKcWhqEpOpS8U5c1r4RHVRpscB4zKDP/FMYWzNw9ZwIjMX7EO7dw6xEL/c8xIOunOM1T7GQyfkMY+dV9Cza5njzehbzxgZ/gxkd/947He//+33PtFz7I9V//Px/AVd2bdaILefH6gX/4I5J0kwVXJ26yzMuPlB23TDImNbRuapyxru/0zdvuDS1FpqLhVLj1Ib7MBS7zpNPMLJKthNzEVagkGtJwLx6+kEYRaiXSoaACziwZBNaINg7DcpNeNEVL7DLrRV4CKA1K5ZMikRMQOm67LyZsetmvL+W4+BAJlcAKtCX5ZFkPdEYNESNSFOk4I0SDwSJtFtl2cyn9PhX/b+Q/APA0z1Gkwwqb7FFli8VDlgOlcDoB25DE17cymfXhIhgjRBi9TK/kkSImiGCrDEOeDBFw2tym6lMTBYkBZfdgqvzth6K6EE4vEk+JPilIq0uBUnhsl3lWueJUwQPyTE4Ht8rIYKJcf4BCRZJEVG4aR3w/d9Ypp10KzD5vEX9P7F3FYuWOzlpZnjXWzDfeOvpm8GZYr37m6l0ff+RHf5TK//gTnPv+77u/F3QP14kt5Foj0jwdfdK7KXVClZD03iNPvh9ohwFSSXUsTHl4Gu+kB+Qo0qbLrDMoBJ3Mh4/4N/MHgRuddFxc+HecuaIMzUyMqqYOqkKTKg2e5RlKwbs6F2AFydWr7CGFIijceOiYugRFScaHouWEV2cZILtWdb3CxRXTFj+m63lh+nHuPICcGHUtYn50mSWel7lHlassOyQgGApsI62zQESSTVboUGSTFWrUqbLHfgy/t8GsJRatsU6DKpmw0YgLnmTsDCFBDWL39JjxU5kolvvhXiSJqLPgg0vZD4A2uV2nEOpEInGWICaDYirUqJs3ONveTABuvSt7ZTGdxiRJNGxjjZJBGJabwTxWAovozFnH7KVRWGWDracepUSHv5w76zORo67bE5Pm/9Hp1Jf4yjfvmkwmPPrBD/KWf/wzhx5/6NFHKf3gD3Due7+X1OzsA7q6v/p1Ygu56HUFumwkV20QF0X+4SvQpdL//9l7+yDH87u+8/UbaaWVpjWjHmkkWru9q6abaW/bs571TnnBhROHwsdDeAzkLsABqYTyYSAh4Yq7oziO5HJXeeACsX0BiqejuGCSFIRLzNkQ4ODwec26ZrPDDvS6h25a3p5VWxppWzvqlVYaaX73x+f7/ujXO7P20svMbE/lWzXltdTd+unp8/1835/3Q9uKzstGF+R4wDlHNuzs5+dCYIF1j5K9y/hJXyQNPhvBf0WqQBU7KS6TopzdgM9aDqZR/1SAG2FIKyMp8bBHoQ/WxqBCJhMwqfxE4yuw7xBPNvz2WZ4FcG56lRZNFpz9kQk/Z8lBrQMqy3oQ6sjhsRWcH02NWfViK/xWbA7BTepMZXPbo+je4hKx6OQi2b0w5ke55Fx9DSuNKmld9UKAr3QaMo511p+TjKbqNLBMzqYl7oRBsgRd6pjVkRssk/NcVguSGAXvdiumgqIa1APjJkc2UFbn6HOB885A0vXJ0lZ2uwbfdSFtHXnh2ozdpM/xiAz5qQmISqMO0jUIkjKr3jHisx92KbPzoetH12ul/x9/m60vfy+f/ZH/6cDt169c4bm3PELnZ3/2Ll3Z7Vm3rZBHUfQLURS1oyj648Rt/yCKoheiKLoY/n114r4fiqJoM4qijSiKviJx++NRFF0K930wkuzs86wxGbZOPeiCjiwj2qkKeYYhu3GBvfxJBuR5+YTZ2H524aSxINJY7uWL+xTYJ5vwtFCEV5YxFVqUg/tfkZ7zyg1a6AQb2HkkXR8ErnDGiYvmL51jQIU2c/Q5x0UqtBzzlYAow9j5woo12w0iG/1vjgHbodgphq3HfOA529H7Io8hD29LjDenQ3s+bVdmglHiksKhPgUucdZhDaPuzXkHKJaGpO1ppu4v0qR2QDGaxHRX2WCJhg+i1U2KWSNcvMQsqV6CLG0mu9ScX677xPdX8MQ+BTY443J4C4jOuppVmLhgF9sYt8K15H0wWqbLSqB/amagk5uUlhNSvgnX2faTlWCYmdIz78U4w5i4YkW7c+KkFeTRyIOzh+TZSS0a7BWsZotTG5IKCtNjJr3Q/7zrhX3LuXz+vqPb5+Xf8Rhz73kPqdNljs3d/Fpc/ec/fheu6vat2/lO/SLwlbe4/SfiOD4X/n0UIIqiNeBvAG8Nv/OTURTJUPmngPcBXxT+3epv3rTSTGgFNsg6a87tVUcoXm+RHu1slQL7nkm5t2I46/qpZZTlCBzAvsVVVoajGCk2KMvxXHDYE+RQYN+/sENyyOoVbNCmHM0NzqCE9AmpAwIPs7YdBU9s2xBk32rMm/2wbfTcnc9obVZw5XWun7WUolIovFXPxwTrYnWdUj1q9ZkLIRCWPZksImLSlAPbR3iyIBnZ3raoOGRhroFVp/HpZ3UdG6w6fVCwiqUDzSxlBRONyATP75nlrlkJ2HZu8MqMEglW6JvU3H9dcFIfo6PqRKYhZZMaG6wiAY6ETyVm5myS09vnxoIkBKMt0SBpTqaNdUyGaGpNRPnaS+QY0M5WvSsXh16foRFZ8i+PrWkYWHC2oKC/CB75wuToduTp06dZ/Omf4szHP86N/f2b7s+94x134apu37pthTyO4z8AXnydP/71wL+O43gUx/E2sAm8M4qiBeBEHMefjOM4Bn4J+IbX9fhELLPJmGxwtCt7wbMotiXmd6ywVkYGK6zsXmGBJvNPDb3LVPRYKwyvLMKriRSKwqZ7FPkoX41UiAs0D2CgySDfSvDx0JJ6UOZbU1J0MBOkTVYAvDCoQFsOZc6hBUnPRYkUdS6Z/ynOtmCPpG0AzOhzKhwasCk5B/DufRwgHsFBdRo+/EsnNsuZEKfgz1n/qw5YYqIBOR8myqtcz1sdbJEeSzSoBpxZcE2yyy7TRRxtpfCYX8zAC7yuQYIjPV/ArX5VEBvBGkGbnCCnZCevYapseLUB6/VdZMcbAlk4iNsvGmeOAUxwKuouNZY2d90PX14vACvbV+gzR+uEpRNlX7Y5Tpmuz2kOu0r32/D1a/eP9rDzxnDI+MrNCs7Ce9/Lw//q3mGswN3ByL8viqJnA/SiacMDkPjkw5Vw2wPhv199+y1XFEXvi6LoQhRFF/pXRxRGfe82Jd6QOvI8F3hm8RFGZEhPb1jnHMyyqMy+zPpSSCGpbEVJs3epeTeeYsoFziMJ+iXOht9tO2UtyzhEm038dDCzvJ3zI7jUeyrIYndoM5KoyTaZCk0WMM562SEgdYj5QKaTU6MFbeTd2U+DYNkXJKPCepiRlq4rGVWnyDh1lRVaHpyh27JBIVtnmzIdx4P197qUXJIuuqXi78R8SYpbCvRZZ+2AMCvLyNk1Ghq3qVpHG8y9wAqoRFMWlD2iQ9lj7mxIbb27BpDrrHmXKyrlhBTneTrQB9d8HpPGPMVlVqaNQANuQT2K/0s6Jk5J02Me0vbZ2zmxwBx9nl+Z5aYqcahAn2sPGbVVA+g/OW2zFmWkfj5BUPK7cvXq1QP3DSe2of3a3NEddl5vNtl47B1sffl7b7qv9r/9GNGxowsb3Wrd6Xfqp4B/BMThf/858Le4dQ5J/Dluv+WK4/hngJ8BWDhfiy9nVz1dZ54e1RdfglP2s+us8a3TD7OY2qGZNxe8a0sZHuMipK0rKm/vU1lq+88ncx+rtA4wNXZY5BHWncmigF8VT7FCNKzT0bcRXBDbVChgR0AVDcCLphXxXfoUfKinLk9QhrpCddrCi1WsVbQK7HOWS4FqN/uZi5xDIhd5xYi6aAPIPWf7KPhhkZ2As9uw0eTw88iZby6cIoR9q5ACgb1jzJgtlv2xpYTUBidMWdBGjoHzzNdYp8kCSzTMQz7keEpFqQDlBkussuGD1CYL7vFyibOs8RzrPBKMtNpMwgb8GM8ECuU8dRpINNYMtsHJUBElAplNwsA3N0FdJuKqebesuULS/CtO4acdzV+mpNhkxX8fYJDKIfGUNk75yoDRLm9Nvrv5u3L+/PkD36lLHRtmd9PHuDY8ml15dP/9ZB5+mPFnPnPTfRtvPwdA9Yf+B3h9I7c3/bqjhTyO45b+O4qinwV+I/zfK0Ay9vtBoBluf/AWt3/eNQmDLHlS5xjSPDWjz9Vo0ksVuRzizHTUblCH+w0Pfbl2zDHZx7gYvvDrtKgeoI1lGfNISCDKMub3eY8P3gQX1Nn2L6yxKprO35aqcpt68BGv8BgXUaq9hCxdSkGubpmYT/FOVthiiQbLbHmxHJD3I7gNP0cBHsmwwhbPcM7x8SRHWbhtMrBZRdRMmiyvUsEWXUo8wzmHMvIMPUJtGDjb+wEyEAQheMHgmbFvOhXa9Ci6Ha11qEXqNHiMi5hk3oqUUpIs19NOKhrACibS9ckr5l08yQ6LPswEgoFVmi/ndzy44TKr7lHTCE6OI4ev7H/Fya/RZJlNh28ymFw/KaCqsetwkeAmew6DYD/Q9s+EFKLaIFpUqYxaDLJ5L+J1tpEFRNIHR0P2Oo0Dnf5h1unc6UP/7ptlpU+dYvm3fpPu//GLtP/pP73lz7T+8T+5w1d1+9YdLeRRFC3EcRysBnVT3NUAACAASURBVPlGQIyW/wB8OIqiHwdq2FDzU3EcT6Mo6kdR9MXAU8B3AB96PY91jBussHlgwFgedEnlrcMQZ1j0wCkpminLu5Qo7nLWVJCST5/lksMRFdreRUpdaEZRQ4cPFPqso3+FFm2qrLLBJAz81JXtUTzgzCgKofBXFXGwAWAy2usSZx2LViE3AZENbeVzruInHHWPolMlt1h2DFkBHGLhbLHixapLiTn6gZbZ9OecYuKJN4J0MpgZl2HKVbKMWA4eK9th+KeCBjaYbWPeIVVabLGMJOiySoDZ4DTHgA1WA7e+6erIEh0+xRN+orAcT3tv1UkDXtQFJTWpcYYNupSdLWSvp81HbFMdh6HpiDn6gV9fZhQ4+Jc4G8zLrIuXWEoxeBusssqGeY0HeGmL5QD5TeidyiWgugn9bMF9eaakyE+HFFJ9P83U2A0gXcrZQcnO/TDrdN4KeWlyg/QRl+mf+o5vp/vTP30gSCJ3/nHuf2Ttc/zWX+D6H3/4jjzMbSvkURT9CvAeoBxF0RXgR4H3RFF0DoNHGsB/AxDH8Z9EUfRvgXWsjH5vHMdqKd6PMWBywMfCv8+7bnDMO2Zh0c38AlPSPHS1zfR0iuJoj+XsVgJ7blvH1Ib9hYKnr1sSUIeP8+4DQz190UehEFgxTbvRUwELtfgD3u3drvGOS6TDALKPFeZ5eqyzxlkuOWPFZPkNZ1LssMijXGIcBpvCQvcCTXESUOJM4IFPAt5do0mOAU9znlU2vPuusct8KHQZxgEPHjs8s8WyW+zahjhPPnimJDF/8eQFE6S8tNgVKcNSHbm42nJDBA5QC2XkZXCD+ZpUg3GWTiRmkVBx2EmFMM+QdhDj6LG0URi7pMM+ZuvbpUSJLrvUfFMUv12d807ioKhEqG54TZ/mPFNSrLAZaH/zlAIMJbhKYqlNlmlRCRtXxWctG+EEcImzvnGWgocMGHa+ygayxc2OxhTztgFpTlCkxxrr9Cj6JvFGhp1fcPwLAHh4EnM8e3RxcoDdH/3Rm9KAcm9/O9Uf/ME7cwF3qJDfTtbKt8RxvBDH8X1xHD8Yx/HPx3H87XEcn43j+NE4jr8u0Z0Tx/H/GsfxchzHq3Ecfyxx+4U4jt8W7vu+wF75vOsYN2iw5AV0kxWmpKizzbOnTYLczsoFMMMWyyjt/oW3l9jDQoJHhDQh0g5XiMFiFqaFgOnmabDEMBTBMVnkyJf2wtl0braGVlnGVGmTw9LjxW5RcU3ygtdYd6xYHtmyXBVlTok28jfPM2STFWQmtcfMmEpe3hPMXU90SeH5UjmCYfhSmsrhT/CMimI3CGyk1kwzpRogEw0BJbPfC0V21h3vOVwg6MIeZeQzCAmn1B1rCLvJMuVQoJvUUH6oZhTneMaHoNokZbGg6xF7Rpi33B/LdPx5tcNcQBa4Cuh+iid4iidIKnRViAXNZBm73YN8yGUfoRPegBzlnf1gQzsI4p45P4EAbOcf9o1mGP62fGcWaLLJMmOyKNjkjawTN46uHznACz/wA7z0q7920+3Xr7xwF67m9q57a3SbWBGxD7ekeKxM2zRYOjAA3Kdg3uQMqF+7QoE+xZGJPmqDXYrsMSYTjvwZ/93kMV9DuSd4yrFque3JxlaUNXPsm3hKuyAYcbNBknuDBaq0qIQBo1gq2aB2lLpROLM2HhVcdXdWfC0k+Ak+5d2qloyrltl0brPk6UX2kBmVOn8rPAbzqIib90vZC6NsCmQVIIaI0e3MQ0bMHGH4Us0KIpLDpN4rs8m1AqnTzxbLPBQGrnP0XXyjcIc+BbZYocA+8iLXKUJ2tflgWaAlqqEGmFJ/LrJjwjKqPpDUz+uEofdPQ01t1soitVi6TYej5PGiTXhvMefvtxhPEkPZSaaLePCCc3oUqU9NsZqkPR52ycZ26wgLggCuffTWh/eTX//1d/hKbv862u/U51gRMfmBDcXqwUTpxLYVx8rUxBO1a+0DtLf0th2ls6MbdnTN2pd7mS33x9gOwhRjiFjhVKG+wOMo0EEKQolJOpS9yxaLIZ0oTkr7mRlPpVxdKK9qSbsBpxEqcUaYa5Ee29SdJtilHBgxs2Gh8iTLdPx6FS4hqp2ELTP/9oxDEhogJ+PsBJfADHsW4wKMBVSgzxkue7cJODtjkR2PaFNXvB9OO7JVEGQwy8GcOF6vk9F++HtKD5KIS2EVGira+7jn1EN5rgvGqodg5ylpt0cQF74WNAJGPc35NayxHk6BEx9kC+bqM+fvt3DzJRo0qR3ww5m/OmRILoSemK3ElBRtKqywRfHaPqVwSignqKiDVM5Faoa9H14QJIn+g0dYEDT8o1snA53+e99P4cv+yh2+mtu/7tlCPiVFPz+HEnzyDHh+xQrBOJWhxzzTtB2hM1PrHONFYzKkg3lWamJqyqQv9WNcpEGdThiIDbGUGRWhX+cbndM9JE874KJa4lcnl3V5leDwl/NCJt67fNCV6tOh7FCGIAfDrkfOy15lI4iKMu62WAoUxS4lltlESTVKmBekoeFvminPcM4HqFLHGr5b9i5fFLhc4N03WHI2jjrgZFEV/gzW0QviUMQcgJSa1qEbg2WNdWfkiEc/Jusbsa7T3Azbrv58Nx/3zUWe5mUsC7UclLjJk4UVzqpfcy1sQpoD6Pr0us+gtHIQnLVph+58N8jnAR/4ioOvgaQG70V60LXPyFZ2hQJ9mqkFn3fssEj/hLGgKrQc9tNnShmuU1JvaNiZS9t7MDjC1LzMww9z/Eu/9Kbbr/6LD3BjNLrFbxztdc8WcnWUKhCiF2r4JSxzLnxZANZPGb4Ym68+3WzZh4CCQORrMXPHG7NLLXTUJc5yiXLojPTlT5pcye4U8KID9mVWAVfHnkzmEWfcjuozNeIsOm7CzN3PsF4lB+m1qNHkGc459q3iZvS3eeT7IUOwDGMe46LTNcVrTjGlGbxNJFAS1CDsXz7sUjrqRNGn4KESbSrU2faThgIuhKVr6KriqRODNtEMo8Dtnnm5JyEYbYAXOYd529jvrvEcgGPlubAJLoSNVNDSCptssowCIcSI0fXOfMDT4SRjJxLBSqJJyjArz4AJxgJS8VWRF9WTEV6MdZ/mBjrlAOSnQ4rsMQknNztNzCPTrDfifjiaWqHbO8J+5KlikYd+7mep/dg/u+m+Y9nDW/y+Wdc9W8hhNiw7N3rGfFBGBkOsDLa8mKoIT0mz9uLWgW6xOO2hAGB5egA+CFQXtIDlNhbpBcqcSfRHZBMuidPglTJ2KqDgkxFZzvKsFwUVNWHNCi9ohmvNhcGbFKtyA9TGICc/GXIBni6j1BnxreX5IjhHoQ7ikav7a4XHGwUxkmYDU1KedqQhpw1aR37NKqyCQ1bZsFkEvdDFWmjDXthstLlZ8Tfxr+T32shmwqUZpKTrEiafFNy0Az7dZMEpjpo5WKRdmudYI83UTyQjzN5B1gf7ofiOyDpmLeGWnU7SHi3YD4NXib9UWGVfYElPDZ95FAKVkRPmslmnwSXOOktINNTM1PJS+ymLBhQkpcGxIDd5rx9mTW5Yk3P8iA47b4zHTHs9XvrIR2j+4H934L6HP/zLd+mqbu+6Zwv5hLTh3GR5Mvsu64CCY1wzb8ZO/fycFz19IbuUiEYGdwxS9mUoBo6FBnALWGLQhFQICzZ6W4uKhxELdrBrSXlhFrZsKsRmOFLvOX5bo8kmKwei6cQzlyRdClAd+VX4jM3SQrJ5MRrGAWJQsZDwJvlllw2AoAdhtiW6zDMLDrbQgswBWGcrBC4LR5Y3jeh3em1KIfXoAucdBhG+r7i8Sej4Z4ZWNtg1q96ZF4wlI5mQSZizIIoxWebCRqNQCTlDyhcneV16Px9hnQkpzoQhuT2+FUa5Q5qh2cjfT/PimfgcwU4U1i3X2fbnoWIuEY/8ejRIFk+ctMF789vD4BVkal0XEgWTrOJozx5rOnRM3JKRKsFv5/A2tv+p/Z8AeC57eArj3Vrx9etcfucTXP7iL7mpiANc/dCH6P36/3UXruz2rnu2kN/HdcfHlxKJMQCL13a94NRpUBvsUqJL1LYufnTSDJSyjAOGmvd0eAlAWlSZDxQ2FcwqbfYpBBfD1cA6aQf+9Qwnn4ZNRti0UoIEidRoshR8swVnyExrhU3aVMgxdJc/HdPFVpHfieLjNlj1AaDJ/8eO4WcYuy9Lj/nwfLJ+mtngjLs9yg1Rnapk4aMAOxTZ805dsnxx56ek3QDL5PxZx9YlVBLWLHGTFLeCZHqBEip730HCnVGSfhXHy8GdcESWOg0vdvpvuTlagd2nEwbNNhQuhw1yzjcNbUqyWRATSGIv5aAWMEuCdrDXlc+KTgsV2iiDVJu0Tk8pppA2FtFnl046tKaTTocyg+M2AJ+mjbnST5ltQXXQ9pPCfOj4D7tOZk8CkHp9TN8310qniV955TXvHnzyD9n9kR8hvnF0B7m3WvdsIb/OfUGI0nW4Qfhx74RxsuevmrPdJHXMoIaTZtGa/VPDnLuUuMRZAP8y6oirrnM/0MY2WKVH0cN0RSnrUnrV8XuWq6gvaZcSmyzzBE85q0LHaUET6sg2WGWBJjLW2qfgjo7iqGsIJwqdQhSSGPclzjqTpU2FBnVnndi1ZpxRAgZhCE7QKaBIjwZLB2ADrRU2Q76k0Ql1gklSCG1YnA+Zm1as9LfqIf0oaUglTFv2t2OytKhSY5cC+85qKQVxTy5sfkpHUqhGgX7wkrEhs6T8yvmUngDwzUIxbTopCVaTVwzMBtkSkV3mjNsNa2C5zhpn2KBNFWVxdii5i2OcDR4501mwxBk2KEz7rLEeXpOZIK32oo29+/m5cKoxY7M3QkOs5GxQewTLOFEU8dAv/DxRPv+aP3NftXrPmWbdW8/mVSsZCJz02AD7EmyfXjCuczZ0lietOEyWrHDI8CrDmMe5AJiF6V44dldpuZCnRpNzXAwda8a/SB1KVGiHImuMk3qQzYu73MfiwMzbI8d8GHAKzrHB1x6jsBHIcVHYu3BbPd+90MEaZjpyqptsdJNqSg1hNWAVpGCDxbH/dy44KOo5qvst0aFN1Yt4EzMgE7as57fJCvPMQhumpFDGKHDAIyTDmAucd5phLgxgF9mhFdwMc2EwmkxAkjd4kT3k3T0K95noa8U34ToNzNzKBp2CXwQnJZWR2rzBuO/a5BT4ICMwg826PvCdC/CR1Jc95ikHWE1dvT6Teq9bp07aGSOVc+z7ac6zlVo23D21YIyX1AIpJgyOH3N7Am1aYrgcdn2i+QkA7juKlRw4/q53cf8jj7zm/fnzj9/Bq7kz654t5Pdx3Y/4dRqs84gfw0XbKk271r1OhwzJk5rYFyr9UrCxHQx9CChzrQkWDCCr0yJ7XtgtsaaCBBvKkWxToU2FSnDTU2HVkVnYtyAUmGHRGlj2KVBnmwxjFoKjo1g5Op6PAnadPIqPyboHh471wmlVOPWY4tSr8xPtcjXI9MU4AXudZCMgCwBh9XsUg8IwwyYrJrYK1y6FqeVsWkeavN08ZDqU6bgAS3OBNdYxB0ZjydTZZoMzyFHSCutM/q7nJgMqsE2lQwnlfCorVOIwDSLBNnXbfAwD71A6wI4xPH/Ccsjk3AtsFsE8yfnEgHwQgxk8p6KbYuqfhR0WfUPsUnYWUoWWD7gFy1kMdp5utuyhGxus+uO+kfXeh8369aEjzCM/8Ve/+jXvK3zVV93BK7kz654t5MkvitHY9smMRj6YTDHhRNu+KCfahsWmu/Z7jIwOOEkdcym54IT9UMxUuPSF0/9XR6guXKsSuMXb1Okz5zh0hbYHCUjFKPqZhm6S2ku63aXMekggSoUkJDFe1KWLZSMmQ5LuZoPIfe/WpS7MMwi2swteqFXAuokiJruD+bDJSJCTYsoql5HtwBx9P5n0mEcWvHo9xZ0+YFwW+M87LLJEw4e8FznnG4kK6pgsK2xh1rGBlhfgFHW8gNNFtcZkWWUDwJkfEneJ/aLrAQ5I5gXZ2KB531k0GnJWQsqR8bxt+ClbAVFMNfyWncM2dVf5inf/1qtbfjoYkqc23WVElrfubPmANseA4rRHJRhsneMZlq7u+vt02DW4bie7V44wj/zUt34rb/mTP2b16QuUv/d7D9x35bvfz7WPfvQuXdntWfdsIT/GDTLMsjbzDFjPrvkXepcanQWTxT+/YKKdUTX88kuGow6zeYdYZpL3rmd1igEBBNXmyAeJycR5K6QKjRiGI/Uk0PMW3GNbKsI8Q0p03L/DqGwLyO60Ghgo+pJrwCZHvhpNzrDhhXoQXBA1fBQ9UFS4ZDCwhDKG5ZdDPFmaNdaDv8vUi5mGgDNYoeOvdZ6Bc9XbgSapU8lMcm+FTLFpUqPuBVaNMPoKLc5xEfmHz9NjNTw/6QREdQTCjGHk7BrZNBTpuRDHwikMzTbu+BwyCpuQ8gGwrG/1XAVzyUJ3TJZt6iwFaMjmDUuuSi0F1apOTWC0SjF8+hQc894OSUQAL584RpYRowD5jFNW6F9YLAWhmcFZ7VSFHvPsU6DBEi+fOEaRnjcHh1kvvmLBXi+kj24h3/s3/5ZPv/VtbDx+ns6//Jc33d/+wAfuwlXdvnXPFvIbHCMbxDzZcPRenV52P5MkPimOc7YJFVrESwaLKG1FrAol2kxJ+7BQw7mneMIdDC2ibRmFPgOsctmHn0kRj32pzV9afGJdn4pkKRRXwQ+i9snbQ7RIwIvwbrAA0OBTghNF1el5i/+tE8Imy45Ti0c+DCIZ0RUNshgECp3BSD3mw7HfOMgtqg6FqCM2mwMrvknFpix1z3LJYQNZIPQpsM4aRfZoU/G8SxsuzzPL72z7aaSPMTnEipkxZ1I0qAeYx14v5aMmA5ABV3uaHsAYOTp57Ab/+CRLJBncbLBQ1h9DpwOduGS7oPd5LQSSzNOj/Ol9O3Fk55GfjEKiXy18Sl6vecos088aDVPw2mFWZ2hD7xtHuCP/7I/+6C1vP/mN38gDH/og9V++t/jk93QhF74rnBWM2lW91mVAnvldk5o/sNt1XLTHPNFzNuBavbZFionDNIB/ccRaUQe1zCaVIOTYZNnNjuxnJySl9w3qQfm5HzrYYcDvh45La6NQYK+S2dVNq2AJ0pkPMEKGMXsUfUAp+l6LCg8FTxXjLg+8wAoOUvoN2EamdKVcEKXsBrfDLCMucda7WWG+yp4UtNOjSIMlpw+OyTjcpKI/CgU7z5CLnPMCJ362Uf5M/q7n0ggBHGboZZBNgzrPhxAQKS2TXHajEWZYoOndrKlsR17kZdhloh6zC9Df14bVCYwW/e1kWr02LT1/4d6ChBTAsUDTO/08A9ZZw7jyDfbeMuP2l+hSe3EmPLK4vg4VWqy9uOWBIGBeNl/Bb/nG+0ZYK4snDj8ofbOs8ve8H4Aokzlw+/XdXU68972ky+Vb/dqRXfdsIb+P636c1aCrl7Lj9eC44ccjo8vSWZgzBskrRrMjbR7h6ZfxwZHYHfI4kSf3XOiG00x5mscd04aZcGVK2oeEKiyixqnTvcg52lT8S20d+b5/UfvMuX+I5ObKcbT7C04PVIKQaGhy+lNe6R5Fp2V2/LnMICgpEltUPVAiWfz7FHicCz5vkB+JMjtHzJwHQenvVd84BLPsh01MQcR1GuxSI8eAszyL7IGX2fR0nNncI+8nm3zArFe57HRMvWaz9yHjJ7Q6DRfNJC1yxW3Xsog+Sz7SZrnClm8iovrp9KTNIWmNKyy+hDUPXcph47YirEGl4J/5HbvvgR1jzvRO5fw96VOg+uJL5gNzquIbXZ1tqi++5M8pg5m7Hfq7E9136N99M6w4jim///285dKznPnDTx64L3fu7Xfpqm7vumcLeZyI+8yEbqZ2zY7f7ZS5AQ7yM8OrNFNeeJsxHeQ3NDluyfJSYfaYd4aC1JjWdT3EhFQIhRh5RyZanMEZu0jNmPMCNHB15iOsI2XmIPxdgyHML11Zmcmk+oXAD+9RDDYBBTfNGgc4YEDugPe3+Ofy7Van3KVMjV0ygcYnOEIOf3kGLAUxjV4TwTYLIZGmG4RDu6HoKPldeL6EPHmGzNH3IIUqbfdYUbBGj3nfDJS+pMKr5ydFqIRQZTrM0Q/BHbOsUz2mGD7qsFNhriHbWG387XDSkuCpzjarbNDHAiySWHyaaRhgG8VSmxfYqc5SooohpSnncws9t2QQSIcSpG1T3lvMOXxWosvyaNNOVqdOkgsQX5cymZGZlF049TYXQdVpMObwfiL964f3aXkzrM98y7fy6bOP8umzj7LxjoNUw+I3fdNduqrbu+7ZQh4R+5F+P3y5micqPvAbkSU/MGhF/thZzMJ1VLIv0/qJMyikQR24KHvDwCiQZ3iNXZ7hXIhsM2c6YdEGN0y8kG6x7FCPYdFp9imwzJbHsAEuQ5cwSJi2Ov0xWWrsUqHluK2gllwYqg7JO4VOohYd0wv0WQpDUG08er66bqPNWRHWME4GWdYdG5RRoO/iKRX7cbj+S5xlhU3vFEWzVIFbZ803D204EmRZMTOTMw0YVUhFoxTkZHMMU+QKshKdzzzfC/4+62SQZoqySzewaD/Z9Io+KqjLBpOjAG+Z54kojvYZaAZnRou961PgHM8Efvse2UDvlLhMnw8lGo3J8tmFk6FpMOn+0uAzFOmxm635TEI+NVlG9LI2J5gPg9wBeY/tO+yq5G328u7B0QxeHl68+Jr3tV4jv/Oor3u2kKv4SlAi7LISvnBiEIhxUaRHeWefFBOyLxmkUp82GJLjDBso8zHZqQkPltHTu3gywTwZOPvBRCQzlkKFln/RJKyxAV2FDVadlw6z04Q5AuaCxH6EJOqDYPhkhdOE9VlGbgQlLF04vF4HiYY6LroZIFc/QVFil8gKoErb48qWaLDIjqP7ciLcYjlQLavIIqFCy/2/5cluEXAjnuApSnTYYhmJhFpB3m7imhFnueQMGzFH5ug7TJHF6KNyRSzRZYGme7RnAsVQJwhBZCry8pevhsSfNdbpUHJeuJws9RpJ9CMvcEEjAA2W/OSgzcfcM82Xfo+iM4gsMm4XBVcss0n52ktOb+1SIvuyVKR5HzJriC0bBX1+RWtcZsvVr4dZ96fuB2AjczTLQ+3HfozcY4/d8r793/ldXllfv8NXdPvX0XynXudqskCNphenYejAJpjIopWvIDtUgE8vPkyWMdcqVuSzI/MhGZOlwL4PCkXNE0a6wSptKlziUcekDV81/FriFJhFgOlo3Qq5k7lEYRf2O4t5Kzg9cTPQ4/qYp0s1MEEUyKCuM8fQHQ+TUIiGeuoeLc3elIqirOnndD0a9AFeiNdZQ3FnVdooXmwuUPgkTZdfjVY9SO/lFrjBqj/fDGPaVH34KDqjZgdNamxTdzy6FoaGUnEmzauG5N1zxopvx086YnvIyyWPRc/JnXGHRc8ytaJevsmIqs8cTWr+d3UCExfc4Lhdh8h0CluiQYM6FtNXps+cb6oSpQlqGZBn8/SDDMhRnzZoUUHiptnJZUqbKh1Kfn3i3B92Xb9x3V6nI2pje/Jrv4b6r3yYpX93c8wbQJQ7vDPkm3Xds4VcXZiwR3U9Lap0Kftg7yyXvJtyFsnLYfiXn/OjfJE97/AVSJzMXFRXJjgA8C4ZxFyZZVmqMxZ1rcZuUEA2gJkVrDpIGU4tssN+GGwCgW9SdLaFTJ3WeYQVNklh4RjWWZeZw3IvL7MacNs8FdqhwCw5k6JPISFSmfhpAmYbkwar8vC2+8pBoDL119tgijHyRlGhttfUitYoKDrF2ZadrjI2FVoh8VXSm0WOfxoG673pBBxZYinAWTqikupkpPfMCuTQbQt2WAzOi0OHO0QL1OYq/xUNJFtUWGaTPnOBzz/2OYG0CFPSlIMbZDLpp38y45ufTpU7LDJOZUg6agoeHJFhmS2np+pz8EZWe2Azg9L0iGr0w7qvdutwjVTxjQmm3ozrni3k6ppTTHkoeHBItKK0dBV44Y6izLVOlPwou8NiyP40Xu8ymz7UE7whzxRFgEk8pJQZsE1CRQTwYd1cKERtKo6rlumwEDpaJfdIyLNLzaEBQR/ChJVwk2Xk2Hc1CHCK7LHENlusuFXrMBz/G9RpUnO2B5iVqpgVZbous5dQxk4eQz/NCO9V0ZRvTDUMb8GGg/3AgwF8c9Bz0GmlSovzXPDXH4yZ8k6eAowiqr8nYzBR+/bD5qHnkhQFzQRRacfD85gVbZmub8hyQAT8ZFUMG6695pMw8xiGDakXNqCMi7UkrNJgcyGcDGd2BJ0DEJc2AcA3WH1WNAyebQSd8DoUKYz6/pqq6OuzcNhVztlzTx/tOs6tctrzX/LFnxNDP6rrni3kYF2wvrBNatSvXXH8ckCelWufMTraaJsNVt1atDja86OtPCyK7DlTQGwJ4aMqtC0qNFnwJBujzm0Fo6c5GtSxmLUtOpRZYcstTbdDeEGNZsBm7XFUDAbkaLkyct+hAfmxaMCq5zoJ3VzSrlXdsKx1S4GCKLhFARF9CkHR2vHiakKjtOPe6mjnwxYnpo0KnYa4BmOMfEhq1zIIeO4Q0TF1Qkl2nGILyVO8wVJ4BzoB/jEueiEwVZZoOCPIoKT9A4wUbb7DsMGU6JJjSJMFLJcz45x7sYnEMpEyVM9DIRXyaJFlwIisawg0K+gz5yeqaWDB6LVYDRmmEmCNU+H9HLTdgGyNdUpho8kERk+BPqtssJNd9FmI5gOCpA67FPW2cIS9VgDS8/M3uSAOPvmHXHn/9/xnG9ujssTf9iMrczx54p02uBvtUaJD80TF4I9sUOgNXqJHkePXbtjw61rXj+H68qSYssKWFz91bvIB1xEdcMMtUyVWvTjoSC+nxCxjVtgKwhcrjlNSHs6rLlF49tA73ZxT7FSkdY1y6ZNlgHXYgyBmqaCUHXmNAE6V61Bijr5j9J3A6pBjo9KIzrARIAxzdtRGMCXNKhusskGFNrvU/qbl3QAAIABJREFUXOKuoZxeK3XiA/I8xRMH8Pk6DSxlaejdqYbO8vLWa5VlTCckyus9kNOgXhN15BnGznxpsuCuieqia+zSocQ2dfdZEbNHHHmDesbhNck67XRIjg1WXW9QCLwpQSE6nahjVvedDRtp+dPm3zLIWzHNTMc8ybsc3tLv5RjwDOf8syY7ihRTtlhx/vph1vZL2wB0Uke7PPR///eJBzezd6o//MP/2cb2qCwVykV2WGaLJ/gU56YXGZPlUvZRdqlRGnWQw1yRPbJ/Bks0YN++KOk2XghgNgTcDAwL2aiazD3HO3kKGSlp0AYc+O9mGInpqG7yaxMtiT6mkAMVRzEszrDhMI4KqoZ/+qKL/73BGce5N1mhwVLw95hjSD44F+ZciJIO8IY83NV16nmX6AQGjbk5Ggw1j1g3KWZBGRJhiS5YootyOPNhCCscPCmfl6f6XKLw1tmmzxybLPvrsMEqQ/I0qNOi6l24gpszoajuBaqlCqXYNeK2a34h2EW4+AZnKAfpvd6TpE+KrAoEq2jIKmMsFVt5wcvcrM+cq1+TkXB1GlRo06fA3lvsGpvUGJOlkar7HEGvoWL0xOs3uuHQH0dc+cOuUs6u/+UjXh3S8/O3vP3Ut//Xd/hKbv864m/Vay8FS4B1Pzss0k0Zf/fs6FnOcZH09AayI80yhpPWWXeW5oxJkVXBtA5RUIU6MUt1N0+OEVku8SgXOUeHsjNAMqGQadh2hg3vLoVpi2cuPrNCKWSKpS+6/FPkFzMm4wNdwRq61vnwdy9xlmqgO8qEKheAEFEnYcYZF5ygkIYUE9pU/d+AHM8HNWOKiVPexLbpBoaHjv4q1LJxnZLiMS4iO1q9fmIAyaIW7EQjRahyPSdhmCeqYp5BYKxMA8Mow27g3O+GjVYWDfP0XFxk5mdtjAPeJsXEI+se5ZIrNjdZphJgmJkCcx6lDRXoBwpmHoUzn+OiM4sEixkD5jlqNMNWb/DVeS4Ejrt95uavDn1ms8gOq4PLKMXIZP6dcDrIuu+4hFVm2mXUUTUOh1npY/ZZbaWPdnlIvUYhvxfX0X6nPs9SoVFBkry9my2zwyKtIHywgVGB+DgOI4zJMDlpHdhO8PAwablhnXP0abAEiDJoDJVlNpHce4eHGAbsfEiODmVPprHu1U4D5SBLUlen4ZnYHLoewRvCq5M/I9WoYAqwAeQazzkOLlw4Hwqeut4SXffWlpx/PlyDGDY5BgGf7vKQKyat4IrCp9lAmS5NFtimzibL5Bh4+pB46aIxpsP1tqhyJsABGnKK4y8cfUyGAvt+vSruYigJaz7DZQr0WWYrDKi32AuME22qSkbSqUW/36fgcxU7UYxdUNYKoc0aEMsYzdJ9NPw03N4gLYt/00mnHexnFY+XY8jHebefpsZkePnEMaeD9igyymZCCIadzlZ2r6Ds1zxDVqeXHaIrhU26QssHwodZmZSdPtJHMeotsVr/+J/cdFvpfe+7C1dy+9c9W8hvcIx9ClzkMSZhQCVRTGlkneFDu9bJHG/eMCrdqTnGZKkG+lXrhNHsLLLMhnfymZavhpZoiTV2qdLygdkmyy6eEatlHApfkV5gd+TdgEvCE+HTskcF2zDU6bepeEGU+nCG25c8SUdd/0JgzEhuL/plciBape0iGHX9Kjq2cew5LCLHSINkRnQos8qGC59W2HKmzm6AkzqBez8kz14YKup5iQaogqfiJmqfcHzRDWeiGLNASEr2L3MGxelVaNND3jJzDmeUwsZplM1scFi0obE20lR4DJ2aZl7lBmOkmQYuuG1qslPIO9STDxTFmejrIo8hR8MsFuS9yE4QW1U5/uINP6GU6NJNlWiyEN63IXsLOWrsMgjQUjtlm5FsBaphwJpkIP15V+E+27j+y/71Q/+NN8OKpzcrU48dP048OZqK1c+17tlCfp37KAV+7tpo3bvFTZZJT28wIsO1ig2vXliyLrx4bd8GgH9q+OYDVw0PVXdo8uy0f0Efw2hM6vqtYBlrRR7Zq1xmnTWnDAr6UEeYVHkKkhA7Qy57s2Qjw6U7gVYptoi+tOqgF2gGC9kedRoMyLFLjQZ1Z1aIBqfCarS9CrtBlSrr1N0wFBySY0yWXGBRyMN7FI74EtvIi/0SZ5GBmIaV8k3PJLpcwSOjAIk8zeNOYazRZJ4el1nlAuexHNMciogTM0UbmQqo2EZZxjSos8UygL93OnmMyLAVbHvnw6aqeDW9JzrhjMPmbX8/56cye23yPhcZkXGoRwInvd7yQbGUzg7yfOlSZoMzRit8yT6/tcEubSosXtt1+Eenrx0Weev2FoCrXzV4Fpdcp7LDrN/b+T0APnwi83l+8s29oujm8nb1J36CT7/tLIMLF+7CFd2+dc8WcjETcgz4/exf4SyXAINK9vInyTKmnaoYf3jap0qL9RNnrPs9ZR1gnLIvv1gN5k2+RyVYzfYoUmMXs1jNBOfCoQ8HVQzOsEGXsgt37Jhs7PF0GBKusEmBfWT+pI5SwhtBKUm6nvDpbepUaDvGPh+YNgNyNFlABlQzj3MbuincQEyOMl2WsQIhhaM43sJ8x4H1otdFiUUlugGWmnmWayDcZw75xWg+INWn+M9ZxtTDyUXSc3HMheWLcijcWV2pHg9sg1xj3YeUi+wEh8qxD2VFxRTHXtdTD5FrFVqejqQirnBkwDF2rTNsuL2tDMFm/u92cutRDFF7OeS5MgrnoR7FwIRKs/cW0yW08maW1TxhnxTRIqV83VvK+cA8jVEgM4nN9I2s/ev7b+j33yzrgQ9+4DVFQb1/9+t3+Gpu77pnCzngQ0Ady9UFyh41x5AOJXZSi8hDY0CeFxZLJnM+mXFWh0QgXcr0mPduuE2FJ3jKC22GkUM5OlaDCWweCkwFHdmlSDSjpVkocVIBar9rEvRk6MQGq469KqNSWLWO+2KdlOmwyYp3a/J7EQYtEynjSBsWLyMrAIVAAIFFU/bXMcXUqW7Cs3MMXd1pg1YzlSrT8W5XA9ga1nkKvhA3XpBI0mJXw9CkcEcDXmVlyqZAjBnBU3rdtAmo0EpoJVx6tiGUfdPLMHaaY4aRG5SZre0mQ/KuzpTaVXx9UUTrbB8Io9b7u0CTVTYwTcIeSWWmILW5wEJ5lEuMAgXSXBHNo0YwkfjsYjEddn31kuVdPnj9aHOtR5ubXG/enJSUO/84C//wH9z5C7qN654t5Me4wRrrjMiG4U+R+rUrVhimVgQeuGpMhLfubDFHnwee6rLCJg98outSeXXAMmgCO1orM7NF1bu2Et3wZbJBkwqDjs+d8DfECFEYspSVYMk64gRXaIeOuhg8Q+adBpfsCoUVC98FvNvWQFBFT8d5/Q09Bxv6ZX2zeJRL3kkrdcgKc9ux/B0W/dr1GiUhKHm4q+sXvq9NUycUDV312mpGYP4jOfdT0XO7zGqIUrPXYps6c5iaUpuieNsGR2T9b4MNHy00o30gPEOnFmV6FgP9sBsMtIqB9SL74D2KbLBKjSbbYdYhLr9OC2s8xzhAVHqcKi0U/NEN3HfZHJR39/02CbYUGafTlr0HaaRtkAeLhr4dyq6IPcwaT60BuHLf0S4Pg6c+dcvbT33ndxLdd7Q911+9jvY79XnWgLzHaI3IsHNiwYZoKTuGfvb0SRu8LZpT4N4TOXP+qwb5eMrKnxzrNlj1YqZMzDrbbLHsDJI6DS+oSnVXHmSdbS8OJSyVaCEEMkidaH9n3vnBBfpuKSAfFeHTjWAJq5QeKVYlRhHtrkiPczyDzLeEZ1uQcdk7wKRk3or6PqUQWyZoQ46CQNhsrPPeYJU62wxDQdHjdoNYKMWEdda8yG6wykPseHcs4VY5UC5lCyt4RANMSdUVeCGudjrBdOlSQuHTHWxYKGMxwCX7LSrGXqLKCpv+e1NSbLDKOmteELOMnbPepezFeY115/LPnBGtb67R5Gke927f5Phzvino8fTa77AIrxAcVGxoXaLjwjINoSXTH4ZNTyeE5IYo//rDLCk7j/qavvTSLW9/4e/8XSZXr97hq7m9654t5MKWJYsX1KHuMsuY/HRog7ORiVjyA0uamVSMPz4k5zzrj/Nup8CZMnKcYCsY/qvMSQUoTAK1cBxOBV3KNFmgS5mnedzpdxLJrHIZiZPWWUPKR7FaTAU6U2QmVYwqnvblt2Iiat0GqzzHmsMw6qaL7AXoYIRyKTWUk2mX2DkaAkoO3gq4bZsqZTrU2fYNSBuMCpGFX1j3OAyFG3BhTy5g1nIUTFIowTrps1zyXE7BRjss0qbiAqeF0F0rnGNKijWeA/Chsd5P+aUL599glUpg7aSYUqdBkT0PBJGPivG9B36i0mdBw1lL/VmixzybgZcuOwVh/OZRIyFazz8nq1wmDqlVi6Mdc5Z88aUD9ry16a4xZ6ZDZBGhNCgNveXlctgVhazOLx4ePXbHjVdeYfz881z72Me4vvP8a/5c41u+lef/9ncx/sxn7uDV3b51zxZyhSYnVXEalInHnZpYKEJ6eoMMY0ZZ66VSE8PTF0ZNhySK9ILk3DBfUf/MO6PhwhwtdW7GsBi5pa2gB0E3VlwHBzq0PEPO8qwLmnpYMPEqlwHDpkVTVAcmW9o6jSBWes6xeuM6D6mz7UVUoQs1dj1yTVxm40vPaHomUx86dVFugElYRJxyJQzJB1zwziI7YcCXDfa5I+R/0mcOmZzBLNxZePUw4N5D7MSUDYKlBZoss0WFNuUAa2k+UKQXePsVx4y1+cgtUBuYfl7B2qIZ6vUw6b1t1mW6Pk8A2A0sHBV7uSWW6fgmUQr/LaqmTkwK0pZpVjvQMXMMOX7thsFgaYLN8dBPiXsUGaSsa1ZQxdnpJQZhUDslxQ4PHfq7M7lhBXx8BMOXn/+u72Lrv/gKXvj7P8C1j37sNX/u+pUrvPyJT9D/nd+5g1d3+9Y9W8jTYdhTpU0msC7kfSGe7U7WMi338iftaJwyC9PuqTnOcJnj127QpOZ+G4aFZ/04LGGGzJOUvWly9QW3nB2Hw7IgiUnApdtUeIp3uorQ8HGDTi6zitJoMoxoU3HOubozM4mygaF5XBu8sMgODerIZ0WycYmZZni00eYmAZ5ZCQZfNXbdQ1xUOxuM7tOi4temjQZMSCUIYUTG3fxq7IbOvYL8viVc0mBTy3j2Hf87+lvJTU/RfAq10DC6RzHYHyw4l30YWCPp8E/Wsxd43Nk4PeadYaNCrw15PrEZJeGnDVZDsEWJSlCF2mB13umckzBAlS+8LACEYyu4WjCXZhTRywb9vHDa/MX7J3Jc5oxvSAaeDSmM+mHzsIZlkMq5glmWCIddvVHwtUkfvUJ+6tu+jVSpRJTNkjv/+Gv+3MP/5y/xhb/xEU79zb955y7uNq57tpBHxAcUchoIysM5x4ClwWd4msf5gm0zyyqNjAWQGxmEsnfaipiGWwNyByh+og5aKtACX8dHqNPwAedMvm/87z5znnafYoKk50psF2wwTBRYdbwqfEnHQivQ5dAFWppRhpGzIEaYhWuVlhfDjZDrKO8UhTDIsEvpQipmPeZd9SmoRQk5dbYp0WEP2wClmhTGvcY6bSoBpjA8XcIciZOK9By+UPcPOL9eQ1Nx4s0Ire1sJA0XjQraDEIkK3gKxhYmrSK7xrpDUeVAEzXa4nPBIiDjeLRtRvb+a2PR/ENe7QaZ1bxLFwQlg7QqbXZY5HJQjG6G2Yeeq81MjFueyPAwW4mwWRTos86aO2wOs3k/sUjDYOlXu5hd7ujQ3x3Zv54dHT3Wyomv+irOfOL/4y1/dJHK93//a/5c7vHHya6sEKVSd/Dqbt+6Zwu51IcKI+4xz+qLn0Fe3TssMkkdo0Cfl2vHSDHl+LUbLLLD8R37AIt50GDpQMqNEmVUUFeDt/ev8s2J3Mo977yqtKmz7Za0GpZZQo0FKgiXVVhyjqFnZc7TQ+HFGiLa4HDiMXPrrNGhzJA8lzhLiglV2s41ThYhWchKYSloQB2jNhBRE7Ph/kHoNFVYGywhq1ow7xedIiT00RA4xyB4teT9d9RRmjLUFJwdSi6kEcShgOl1HgFmMn/NIyQy0gBZFsJyhtSgEnD2jxg1ep9lItYJhdMYL/OOewsWSQ4Rt6kjtbBClJM+4vJAEc1TISZluv786jR8btGlzMunjvnJRVTOJgu0qLrIK88QOSmK7y9HSUXovZF1/L7jwNHsyJMrs7LC3F/+y7e8b/eHfojRn23f4Su6feueLeTHuOE85Gzowy+dOnOgGKqr2c0a9W/z9IPssMjLi8eQhF3dkGhpGjDth6OyaGHnuOhYuYapKnBJkcyILGe55AOzLGPP6GyyQBnzQlFYMhikoA5eEE+FlqsxZ97oe96571JzrFsZn/JNkdeKqIVJ3xUZPKkA6zG7lA8YbIn7bayaXYd7tIGKVikfmMus+slCBbrHPO3AHFkJAzsNfMVz12sEFs5h7JZJgKIqLAdL4QIW/iwoIx82jnI4wSyyQ5NaeE57AdYYu5q2TJcOZS/UYzKssOlwVoopldBZ57FcUXmJT5kFKasA671XmpQ47WIoLbPFNnVnzkgMlp7e8JODzUDs9KIBc2Fk7JSLnENq0gWaKLd0TNZPLIddMs0qHvGEoPT8PA984F/whf/3b9x030v//j9w9UMfvAtXdXvWPVvI06F3VKcp06ccQxYHV+wo/6J9eRRovLJ9hQWaHH/Kvkz5wdA5vmJSqAhJBSjMukeRLZadSyxsVUNFGWzpuJ2MarNOaurdsxVey8CsBB648GAlvM+HL7civmTQJLxXrIwZTi51os0OhK3mGDi/W7CF8F0xP9RtWmzbTPUneqPwX51Gkhi82bFmAs95FOLc9pwZIzGLjKpEuXx10e9QYkjOT0j7FNzDRcV0mS2GAa5RV5rkp2cCji0PdgmE9HpIsGSw05gOJZT5qk3OKJhVH45usuLvs2iiGq7LGkCzBDshlv0zMyVNO9gXt6nY5+aVWaZoPnDbBSPV2GU3a3z0Lx/8LsoKBahPG243oKnBYdenPmv860/k05/nJ9/8a+PcY/zZX/2aA7d9wf/8Dzn93/4A1R/8wbt0VX/x6+i/U6+xImL/QgmfbLJAnzn6+TkrAqeMPVB8cUjq1JTnlypWcL/IitAgn0Nufuq6rDOyY+4ZNpinxyYryNRIRUBf1AZ1Lxb9wKqo0fQCt8wWG5xxdo28y6UgNDhmLvRaIx7lEr/Dl3vnLZqewoaVGCT4wBjJWcdpVWgEgfQpcJlVltlyTvcWK5iHiUEGu9RCZ2nOfip2tsnNRDAblN3lcEqKs8EOtkfRqXF74TkCzkwRJLMQCuGAvKtwBZFoZRh71y3OvqiAKpxS3YqNYsPiqp+spHCVGnKcoALWQ3ZpOQxVW1TDaz1ymEvXLhsBecgMyLFEg0m4HrFgeoHSKKqo8kQXeZ4cAxrUHbOP2sApfE6h10oy/Q5lOpR4Jn8OC9deoEqbjdQZpBaWJ8thVyW4gpaPeELQjfH4ptuWf+s3yTz88F24mtu77tmOXIV3RJZVLntHk2ZK8dq+2aBeM3Vh/6SJQB7aDvhn02h087um5BS+rK5MA742VbZDIroVoBwSZmgQtcyWDwdTTHmMZ1Bs1xwzZz1RADVI09HavFe6jAIvXWpIIAzCrEAeYDCEwekZNhzDBUntU961ZcLwskaTMh134DvHRcZkmMPseOfCoK1LCfNH30bJPvLNlqhGcXXm81JzppCweNEUBScNA0ddjBtBYYIxUkx4iifCvCHrJ44622QYscMiG6xymTNejNUxiyao8OlhwOclnJJNw2oISJZNMOAYuWYsOtnoPVPosTaqPAMeCj4x6tYVHScIqoOZpmkAKmz8HM8gC2SO22OvXL2CovY0cB+TYZUNqrRZYTOoRNvuIrnMlkNI2gAOsx4+YYVu/9jRxsj7H7uZfhjl7g2x06vXbSvkURT9QhRF7SiK/jhx249FUfTpKIqejaLo16MoKobb61EUDaMouhj+/XTidx6PouhSFEWbURR9MIpeH7lVhVQiE7Aj64QUrROW79g7Yba1F1PnGJGls2QKzGvnMrSp8umFh3mUSxTouzQ9G468CusFU/0ZPDP2xxwEMZE40jWayJpU8EabKlssOz6rIqIuT5YATWos0aDAPvuhyzTGSNfDE5J8cq39gDHLFa9NNTBMzGVEvG2tPANW2HSmiQ1kR14UBEOJHy/bVhlV2Ws8H+Qvlkak4qsE+AE5HxJOwrWJjy8r1lGgeNZpMB+KYIOlgBUbZLbFivPpzcjMaKabrCB1puYhmlvY58Jee3XnVVpc4myQ9tvflqBJpwSdbCwdqWr2sVT5CF/LGushKHuELA52g/pUOLWshAWh1Wh6l/4051FIxCXOwsSu7TdPv4ctVvyzvEuNHEM2WHVJvuWY1gFYnV6mFayNp2HDP+w6FlwDXznihfz4l37pTbdNWodXvL6Z1+3syH8R+MpX3fbbwNviOH4UuAz8UOK+rTiOz4V/3524/aeA9wFfFP69+m/ecomfnGfI2dGzfoRfYYvC1HDzwmCfTBDnKHOxRIfsyLqqLGOe5SwZxj640wBOTIo8Mxw9w9gLTJsqF4Ila4ppoI5Z/NlugFWEBUsUVAqhwiOy/oUU13uTFRRbVqTHbhCQ6FgvHvsmK04RlDhGWZsawvUp8CmeoE/BaYmiaeZCgRUurA66wD6bLCPxioqMpOeXOOt2thoIJge+OhWkmWWewizIQ0VQTKMNVjEO/diZLYAPXZNRafOYnYFBKXssBGm/ONvqmOVO2A1kP+VrFunRZAGjTuZYDQPKQjiR9LE0nzbmSCg453EuOP5t9NKCd/Cak3QDzi5evXj9dRr0meMcF9lglVUuWyNw/2zQKkhJm9uQHGdHz3onX6LLu1/8lMFlKXPiBMLn+WZY4fWuY6EsfMERh1auX7ly022Nv/7Xee4tj9D5mZ+9C1d0+9ZtK+RxHP8B8OKrbvuPcRxL9/uHwIOf629EUbQAnIjj+JOxkVt/CfiG1/P4KaYsbe+ywyJb2RWU36mBXJop2ZfN1vahp9vOLx+SJ/s83rVWE/aw4uiOQscpCbbR4EwMUg/xXzrmKzDZ7Flts1hIdM06hhcCwGJwig0upSrVAFR0Of38iCx7mB3ALCUoh0RK6jrNJ2U/QDr7Doec5RItKl68NXQTr1vQRFJ9mmLCEzzFKhvOtDB6ZAdLQ6oyFwbMgkC6lNxPfSaGyZNlzBrrwa9lguLJtLnK/lXvXZ856mw7Pq55QhKTBjPVUrHVLME+ExOnQooKqgALvRf1EPjcCTxyQV+t4Cuu1CkNk8XDT65NVthk2T13kkPbBnXf+LOBjSTXxAxjXj51jAptFB1XuDZ0Zs0cfbrZsuPgU1J0T835prPDIoujHYf/DrtenrwMwGePcNTbdH+fxn/1N17z/qs//uP3lN/K3Xyn/haQBLGWoih6Joqi/zeKoneH2x4AktvqlXDbLVcURe+LouhCFEUXRlevsbn0oMMOE1JkpmPexZPspBZZZ43N0w9aR/l4DvmajMjAceMIy/DJcjc7NFlAvt0qbLpfEm11mhL77LDox1zJqYehAxUPWrzoHkUfcKqbNZjCBpbyOVGnLQc/4ajiTKtIilUib3OJZgYBfzffkzT5UJRUvPrMMQlFJ2myJU8RDecU1qFOVyEXu8F33Kxo5x2CmqfnMvcljMMrp78C+z4YTKpnpVLcTljAjrFAiEy4HhXSM4nNRa+nNgMVwzEZlmj4zML0tS3nygvWUnKQBsOCYbLh6grsO2QlYVCNZvA5b/m1msp31o3Xgm2trnmFLTpBsj8kRy9rlMzl0aZDWgbttZDQKccw8OGLvlHJ+qGRXWJM1llSr+e7cvVVBU0S/aO8UnNzLPwv/4i5L/uy1/yZ/u/+P3fwim7vuiuFPIqiHwYmwC+Hm3aBh+I4fgz4AeDDURSdAG4F0r0muTWO45+J4/h8HMfnc6fnXAVZD4rARqrOBqusvWgDyJXdK6Hzyzt2WqQHI1jlMqvXthxLFpWvSssxdzn2gTnWSdEoJomSaObDYFHc9D4FP74/wVMoG1JioBFZFGSgblNceBUMMWPMEXHkqe96PsVQNIVr71NwwUwW85qZ8dRH7gUiHnKB/YAPp71QwOw0cJFz7iwpSqWGy3o8QSw6mQBe/KSEVFKOFJVS4MoOQRBFmW5CZj8M74s9FxW4NlXkEKn30p5PiwL7yA5Wbo7adKUPUIKT2DzaIC3hfg7AO/osIxZ5Hnm6GHtpmXfxpD+u3nPbAGYinWc455DZBc47b99sA+x3hlnb7JsnLLUpN7LP4SjMGqovvnQANhJuXh9tkzRTez3fldOnTx+4bz57b4QWF7/5m0lXDj638vd8D4s/93M8/Mv/iuI3f9NdurK/+HXHC3kURd8JfA3wbQEuIY7jURzH3fDfTwNbwBmsA0/CLw8CNzvFv8ZqBHvRLZb9mF2gz8VTphC8VpkltOywyPzVodHLUsY77p8we1gNKpPGWHUaPlhMM3XXvOeDr0aJLjs8RIdywErLrLHunVkfC3fYZCWwJkascply4LSr29JQVZ2iGBhVWshVLx+GYH0KNKj7ZiHfEm08ChsW5ivM/CKPMSZDJ5xAWlSQ1auJhez4L2Vok5qbc+n10z91vXqtxSwB2GaJEh33qFHBr7HrHiFm+pRGRlM7LPrgUl2xBTCkXUIvTD/J4BFlVPi7LBB0atJmJ7hL/yuIbYkGSc+XMgqottOSaJtNal58q7TZ4Ixz5i31aBvx/0U7XGHLMfsCfdZYp0WVOg3Kf7TvIjOA2jXj9fezs81uSorx/TjsNSHlwRf9bME92Q+7ro2vAXD/jaMtCOr/3u/R+9f/5sBtnZ/8SXKPniX/+ONE6XuHfX1HC3kURV8J/PfA18VxPEjcfjqKolT47y/Ehpp/FsfxLtCPouiLA1vmF1RwAAAgAElEQVTlO4B//3oe6wbHWBs850O2J3gqCCgyjh0DXnA0KGpSY1KapfOI3ytJuNz7ehSDP/mMBWFftKx3qOZyuO0F1ZR9bedrK2pMDBWFCyj6TPi4ZXvOLFZ1PTBTjaqwy92xSstx4FU2yAUGjKiPEvuIyy0IQ5J/DSvt2F9GqfXy2tYMYECeEh3mQmFOqli1YWmgKqHTDovemWuQWQl48m4ojNpck3xwsVwE18yeR9opgopPk5pTwcwSg+2Gk8CUlA9ts4FnnpyfbFNHiUvq3AVDaaNWoLVEOSYKW3FYyDDxJZfP6zQjFtMwvFYXOI/82uPFmVHZmAyNEw8yJM8uNQ+vKGFxhfI31+dZFrqCWQ67ro2skGePdh3n6gc/dNNtx06e5Njx43fham7vup30w18BPgmsRlF0JYqivw3870AB+O1X0Qz/EvBsFEV/BPwq8N1xHGtQ+n7g54BNrFN/bW/KxIqJWM8/4kXvAuc97kxJ8YWXxgcELZ3Tc6SYku7iwbrysVhkJzgbTryIz2CTsXeIxiCZOKzTpso6a9RpOAc8aWmbYRTCD2pcDn/T+Or54OZX881E3bgVonQoCtZVzNEPj9thl5pfi6h35sEx9m4UZjmVKt7yPU8qK9/Fk/54BpUMD/imS3yk5KMs43AtU399xJTJBWbOeZ72111wjKiHGnhqk5McXwpHwR/a9PT8tDHpZ+U/U6WNdADtIOkfBdijRIdlNulTYJlN9yCXgEqq4G7wf9GpQJsyWLHWHKRKiyd4yrv2ToiL0/wg6ZOyHYKeRXksB1rq+H4cFhFEpDmPrIZlXtamSpaxD5l1Unsjqk6A03mDIx484qyVub/0l2667cZLLzHa3LoLV3N71+1krXxLHMcLcRzfF8fxg3Ec/3wcxytxHC++mmYYx/GvxXH81jiO3x7H8TviOP5I4u9ciOP4bXEcL8dx/H2CYz7fusEx76BX2CLFJHicDFkJAcNROH2Wr+7TDDhkngHcb0rJ4otG89LPi/0BhNiuQVD/mSDjMS4iyppJxjcPDlHBYY5W4CM3WDrQ/YveOOOoW2clqEXdIeCdpXjb5hGedg64QoQ7lBwOmHWXqeCkVwudbw55tSTViHLsW2fNaXriLsu4S3xyiYQEsXQoMUffn/MwyJM2WfaCqVONDQorvlmBbXT7ASLSY9rrNFNZyvOlSS1QCvNe1M3v2+AkeZqL7SF7YUtJmgVfyChLXf2UtPu5CJrR9ZUDFGSCqi7Ps+gwjUXT7fmGpsG4jMhm5rppG1JSZ0qaUdYed5Nl1x0IT5eMqRWEaPo8zTY6szBQ8tNh1yuTV+xvH2HWCkDl7/897l9bO3Dbyb/218h+4eceBB/FdbTfqc+x7uO6d10aOulomx9YQouxVuaC9/OIreyK8ZZPhoShU1ag1lmjx3yANiYBXpjxh9Ud/yrfTIoJFVq0qKIgC7FCFEIsjFgqP8Cx36S7oLjtMwtXdYcjhyXEvVaRUtqNxEvywpYjoh5Xm8yYjHfkCqEQJ14GXQCrbNCl5IO5JjU3ZzKTr6kXSXP3q/jAU0Nhdd9ZzNQLLBh6StoLj2T/gh/m6DtnXbg62IByRNYVj6Lz6TVSwSzQp07DbRV0jRAoqsF9EEA89B5FhzvUccs4SzOTMRk2WfFTgtg28oyZBjgFcE3AHH3nrWsIqpOF/H7kiS/xUFLebxTFGYNokZ0QOjFw+EhaiOSG/+dd09iu+y3jw+Psb5b1yvr6gf+fWfycjOcju+7ZQj4lRW26617b+rKus8aT+S8hxYSFUTPItk1wUZ82eJrHSU1muY4wU0vOYxmU+h35htfZJsWUd/Nxl2w/FmTXMllS124BDIapCrpIDqZEMRTFr0SXZAAzmMhJR3wVcBV9HeFVeBTUa9Q86/JzAf9W6IbMnNRFC5/XJqKNRwVI3a6KrvDqOg3n3FdoM0efJRr+OxrYDsiHWLxJSL6Zc7ggaalrVL62Fyg9Vw1q84EPnmLqylJJ7cWyWQp89Ckptqlj4cS2eWpImWdAmY7j+yMynOMZ8gxZZIdq8Eav0gqu4WXkCpl8jbRZ7WOiKRlxrXLZWTiAw1diDQkG08Ys6maKSRA9zflgd2nwmXB/K9BKFS1n8NWrbRkOswoZe+3yRxtZAWD14jMH/v/VD3yQ0Z/+6V26mtu37tlCfowbbKWWHT9tskCegftqTEnTzZap0KY4DYPPycRoeC9bQdAXyoqQ0c/MO7scLGKztKnQpYziu9Z4zodlQPALsc4vG2h+6ipFoUtCKUlvcsEmCl6GGXafZ4CCiOshzEJdvIqOApjF7ZZEX34jCihOMXWhzhrP+eCsR9Ehjc3grCfmRYkO57joxV3Y7TJbpJh6lqZgFrE0kspYFVvryCW6agbmzdBFLZYJ2gBwXniSfZKcOwCBLWMYtXJBl9lkhS0yjA504CrAe+E6e8yod2MyXOKsbyC2ae27oZVOK6b2bPuQVrOQaUDAW1RYZMeHmBrA5hmwT8FtCPIMmL86RLmmQ/LBQ3/M4shi/Nbzj4Rry4bXfs6fb4kO1RdfOtCEvJF1MXv0y8Ox+++/+cZ7JEwiuY7+O/UaKyJmRDZElzVRSLKGQsJ2AZopU0H2svNWKF/Bj+iCJqq0nUpoVqw9z2XUEh6q4dUCTe+EpQy0VKEFx9IN2y07l9x42J0DBSsXuNTGUzfWy4iMs2GeCfFyynzUAFXdL8x8Uqqh05NCEXBKmwqW8NkxGd7Fkw6f7LDIeS4EiuTY4Rqw4qmwjSSLQmwWdZ+ChqakgzlYzl9D/VwpUAclj9+jyNNYbJd47TCLqhPfXuKbGRtnEtgqA8fDRZncYdFPJkmfdeHnGvbq5KFOPyn4sms2oZgolnrvxVM375ks5r2zi4I69NlcoOkbO8De6ZxLwDqUaJyyz0o3W2aT5RDQYbF5yo2VVUOPeTZOPUyGMRUO7ykiaOXhyRGnrWgdO1jmtr/+Gxg+++xdupjbs+7ZQi5WhQQnlsJuR2QLDFgKGK/ZzzZZoDjaMyOpwNHNBY9pdbuS2esIPJcolFI1CiZpUXXflaRoRdCKOqZltpA/eS9g8BrEadg2JssKmz6gHAYKniLGVDTUWdrAbhdldeYYuIjF4urKtKnSpupDWCB4nE/CplVCIhlhsCpigoo0RExuGHoM8cr1GObkN/GOWANAiZ0U5qyOVR2tBoNnuOx+6lJeTgP8Irom4PfJDkAbpD4Tsh+YC2wSedHsY6pY2RDPh5OGbIGtQ57F8Qnj1nu0yI7z2JVZKl93IAxxJ775yLYhzdRhN81vdFKp0qY07fpnpRw24jn6VK9ZZivAGS57LJxYTG8EI3+h/wIA2/fdI+XhFh34lb/zd7kxHN6Fi7k96x55p25e5kc+73hyg3pIzamiIAaDCcrUrrUTuPUEXiFBOzN59gZnfDAJ5lyogZ08OzbDUE7cag1ZD3LW931jAOtQ6wHHFd94EjrKJ3jKO+lneIxRYgPQ71lXnkUOfWusexiCqHtgTojbgWOsoaOogzKfsq7eOmfR9oyqaYNIZYGKD/4unnSIxHj0bX99B/8/e28f5vZ51vl+ZClSJI9sjaVIGSWTzHSmM/GAszYxyTkpKe3SbnlnoWUvWFg47FnK22Hp67VAoQs9wMJpgbPALgt04QCFLtDCwkK7Xeg5u8lu2hQbm7g76UxmOpNMookUyTO2xlKkSNb5436+t36T2I47jh1PyHNdc8WZN/3mJ+l+7ud7f1/IMMEqyfC9MIQDZB0AII9tsT1EdRRVVEUN4CRHkIXsJqOBnTM0HxNcUQ8FbZlp91zRJiERjaCYOP3gA2PXqGGmqIPq+EVB1ElHHfoqk0hZKc9zYfhl1pGZmfjv2nDVWUvQpflE8hl7PRXOnjGGTID7dL+Eta/tG3Nr4CYj3HP2uFEoOysOOe10NZ81+G4jvrvdDwHOfvzj8Oyzz/t8r1ql9v73vwRXdHXWy7qQH+o8jHG5iwHBHlrIZtki19kwE6Z9Y+RpsPf0eZpkOVfeQ4laMJEyfvNkKEqjYcio430nFA8ZVn2CNzHLgg8MpUrUv5uMBKZG3IsamAhlktWgrhxy0mWpar4qJjWXqKdN2u11wWwFVpk0KiWWtl4Mhkxp2ihH1JSP9SCiMTGMTh7GJx+aLilIYSJI/y1UouGb4xzzPozVPCBDmznmnXcuRkw5SP71t+s0UAsYsknQrfOfYIUsTfdG3yTHYU54jqm45EWqHsxhoRMtVznK8yRK26xSJE+dQ5xy2qQoh7MsIMMswWcaYKogq+NV0pHoocpV1ePo+RF8t4kFPcujRvoDMCisSpFZFmnut5CN5j57rG7KICExlxrkvctfp+wslso+OyHNp+Z8LrLTdeuIMTsO9HfntPN8t8uT73wXj9xxkCff/o4Lfk/yVa8i9y0XN9XabetlXciXU9PePcn3JEGf6ZUniNNjb+28d30F6pwtJpllkb0r572LSgY1aJUSGdqsBCMpuSOqqCihZ455jnHUu3eFF8jxz8ypzPRKrIM+ccawpPZDGHYniXm0GBn2vBEcC1sO7Yh/vswUSsBRATZ+tA3oFAu3SY4Vd+HLOCtEMvcEfU5yxDtTyeybzsZIssAMccybxUI7Kt5pz7LA/dznm9Rw2Jl0poi6+HwomPMc9KIY9e6WmEqQ0yoTboO7xm0Y533UB4Y6PURdC3OhaGrQ2whDUGHzqchzLN6/xFrCxZVQr0AHy/8cdXaQlvB6nfaM9WJNwQa5CDPGILc1xt0PfZMcmXOGn5sYzDbIkQDF6HQ3RoV838JKGmG+onkOCPoq7fy9Eyz/b392d2Lk/aef5uxf/MVFv54+fJjJj/wRN87MXMOrurrrZVvIAQ6dXvTuBfBB2lOT+8nSZGn8Vn/jb5Bj3yPmO85eg05ynQ3WKbuYxAZpCc/LbFBgklWnnwmOEXaqTk+Oh8J3RZUrh+KdpOMDxRolx20Bhxws4d269SOcdIMrUfdETVSIwcMcwjjddZqMeOKOTKcEg0hMos1Bw0QN21SMVXwhiKXCycQyM9tUKTkcscY4t7HmVEiJWPQ7itTIhMfaZBSJkKK2v1EY6Rh3UQtYuCXcJ31z6BNnmqUQtZZx7rtUogqeFtRhUFXddANMMxZgJvHBtYEDIRS56fdNMNBw+Gknl0agJIrzDThDSe6OWrMs+uadDswc8cGzNEmcwemk2ozl5aOg6jYZavGib4qKlxNmrnuz0/XklmHkJ27cneyOG265hZm//sxFv94+eZKt+++/hld09dfLtpDHGLB84FYbDIWuVowSwDvzoTAmxblX76FIlcFeK7IyIDIp+wo5NuiS3NZZyf/CcOoE9/KgFysN/gDkCRKnz3HuokrRO8QEfS8a0WI0Ek4TWoJplkI2ZZUiSpfRknf5NMsu8Rd9cSwIf3RaUNiwBDQNChFudRtZtSbCZqKiryXJvaiH0WDndJhNLDPlf1sj8K9rFOkRdwYJwDRL1ENXacwPg3ZU5IpUSYbH2GTUT0WiROaDCCnq0aJNeqiinaBNmkVmveutUaIdWECy/40OJWXKZS6MHR/6RguloDMJcWQlLPqohsUS9UTxerCN8ThHqVBmYzzNBCsU+zU/SQDMdeYDPGj3WzYI08FiQCfPAo1Acd25H/nnNz+/45+9XlY8m+WWX/yFi379ybe9nf7WuWt4RVd3vWwL+Xn2hDd3iWxri0R4w2+SY7R1hmMchb7R2SaX1plnjr0VwwRjZwIL5fQZ755EIzN+9Sg1Sliiz5ZjqSWqKJ19lQkPGpbCVAUTTJk3GrpVccP15pYqsU3G+djR7hasQxYu2w4FqEecWRa8YItWJ3rbKJs+sBTkIxm47o8YGuq49XjRz8sdUANDzQyGIqINRHHM02AquP0p4kyDRW1YGgon6HtnquJ8ksMeb7ceuv8CdRoUfEgcNbKaYcFnCJpdxOkzwwIA6TBYFJNIj1MIuL+YH9rczT5g3U8jen6sa+5SZp2DYR4QPbVEB6t9Es6SkTOkePyKzZP0P3u2baeSuJ1Kblk3293V1CSrTPhmqgGyhtQaTo+fXQ/ulTuX6H/F7V8BwBd1dq+yc3D+POdblz6VPPvk8xOEdut62RbyOH2SHRPHrGVuJRn4wjk2ifesMNWnDZY4N76HoxyDjjErzt5m1DClr0RdASdYpR2EHW0yruRUN3qCww5vZGh7GlCNElMss8QURWr++/SmzLHpQy1R6pQgb66JVe8OpYCM0gtzASNeYopFZhHPWG6AShOKcqwXmHG+cYcUk6w4716MirjzSIZp7lm2UDCGDKHWGHdfFiuLBS/0Mh7bJLeNd69oOMAxfwmdhNkLW14PA1yFNGhAqJQgs7aN06CAclIFN02wwinuJOp7kg0nNWPwJJ3FAyBPE80bdM+0kYvOKbbPFlmOcgwlHkkJK0vhWjg5neIQEvGYna9BKwmGdsX9RBiMrm3RJcnjY0XfkLThAuT6tqFqPmKGZR0SZ/CB7E7X+fPW0LQvLx73ulxn/vTPWH/Pj13wa7f+6r/l1Z96kBtnZ6/xVV299bIt5OfZw2Zq1KXiQw52muq+vNP94vT9+zq3Wce179GuuQ72u17MpJJUMHGRqse6menRZMCUDVJQ93mKO+liGY0aQip7Mx05rotHXqUYOjkrcFa0bKgla9l55phmCTnnqRMUp1tHeUnMFQcnW9uoRF/whv2cqQq1iUTZNdvTaEZokKcaoAxJ2KPCFg2RVQRlhSs/GINj7N5qUBz1XKkw5puMvMBLAVuXq6S60lUmPZxZw0oL3rDCK78XnQAEvwhyydIMxXY4T9HzXqDh91fPSY2SzyiWmaITxGZ6rPWA18sBc5w1qsHcS5u1PRcjSGWqghzv2Qa3MZ72jQgg36mH+xK85eO2oepkMdl6jDQtlsZv3YbV72Q90zfTrMTFM1yu+7X3Nfde9GtPfN/3U//lX2bjwx9mcAFq4m5cL9tC/iw3OD6rYZMSYlS4bl464wV6jXFSDXtDnZvcY99zputDNH3ITVADSfmamEAl4R1claJzmDUwE/67PfrN1KK1MGxMBLpbO/BiokpFBT7cxfGAdRe8IEqoZFLxrtMONxl13FTUNw1U4/ScEic2i2CeOH0X/kgFKlhIgQxi1vTCh9EuO+5PUgxpShpIDpklecef1fHbMHSELslgrbtONJAhSzO4LfaR/a66YwmiJMRRepJONwDyVNHfJv/1PI1A4zPDLYUyCCLRa6dDkgINP9mpsNsQtYJUscvhxKXuX5uiNq0iNbaQC2PC+emiQiYetY2iEYRj2lxqqZIzccCsGtqkSXdsY1vKTIXZQRuJqna6UnHbIGe6u5N+CHBDscjot3/7Rb++8fsf5qmffB/tz372Gl7V1Vsv20IO+HBIAQkAq0xQ7FQp0GBlesz52l2S1Met09x79rxR3w5MEafnknoFR1jAQDsU9BEfNkn5B8NOOk89HIE7bq4l/LQTpNst0oH6tuWeIhKjSFjUIsMkq0wFS10VMHmrbIWBowaZ4murYOpvFJ9eDBHbXHqOiSsAQQybWRa9+11gxiEjIMIesf/fJOddN9gc4BCnwuZXcFqeRDBDaX7dcV7lXxrmXffB3RFO8iY+EZSeQ8VklMooP3fduwVmULAxWAGvMOZFXwUvqtKUR7jdszHu5iHMIXJ926bQx1J5tKlrnmA5pcYwEftFw9A2aRdypYOSdY55WkEP0CEJRZwOmqXJxNknfKir06BOOMLO1TCk6JDtm55BEMxOlkyzburv3o4c4KYf+ufsyWaf9/nM3XdTfPe7Kf/8B0jfeedLcGUv/nr5ZB09Z9nROOZv4qy/5Zu0U/YGm1xbpzDeYPbsMvF9ffKnt0ge6EADkjcNU3Y0wNyI/K4UHSYDtCKZ9ev5rywx5V0y4Ob/5jttn2uTIc8iK8GDWtLwh7iHHBvexbVDp7/KJMrZ1HFbXaSO9eKmK65NBcOO/sa0UERbhTHk16LjvtSI1SCpL9Dwv2WNce/oFRc3xTJZmqHwDbv16FLQBBAYPykvoCc57A5/3eCpnaQTaHYl3sQnWGYKBSec4DBtMo7zV4IYRhYIGsYOfXQy3MNnWGCGe3mQeeZoUOBOTrHCRMQVs8UEq9TDrEGB22ZctsJxjm7TIbRJM8WyQ0caMqqL17UYLbOFPGtEMdUm0GTEaaKJMFCfZpnBXryTT9Jhad/t9IhzikOkg9+NhtI2bB8ynTqkWI1PkGWLqPnXF7rOdM4AsJDcwx07/i0v/epvbl5Qhn/bB3+DWDJ5gZ/Yvetl25Hv4TzyR7EXetv5vx1R9hIBQgiYeaxjtqdnX21PcrLfDcG7w6PwEU7SDx2mmAYaBs4zxzhr2+iA6qDNJnXIb5ZnyhFOINvVI5wEoMkILdKMUXHqngIE1GmZGCcZoJGOD+6Em0cpb+a7knTYYDRg+JnAJ59jPgxKpwNhcT3AOW2U3i7Fpzjz8gBfDz+xySh1Cr6pyYZAtEtBVCrm2kA2GXVsXcVHAqQ8DVaZQGZfYPCY6Ijq2nW/RckTN93i9my+sB7uX52CDxbl5d0kyzTLDO0LkoFlVHAoSCcVFel8gFmS4UQkewE5PGZoMRbmJKI5gp2kHuYQYjsp/k9h2P2EzWmWmQqxd4adH+KUQz/R16NdQdKxfw1To0PlL3R9tm5ww24EVk7/3u+xeN99LH7ZfSy/8R9AbzvEVPiBH3jZFXF4GRdyezNMsxw8O8SjBhw/3BgbmjtlaNPZb8OkVjxtRSZumYjqmCRs0ZtX3ZUsaw9xyguO4IwKY85uUJFVNkyWpsMr6uwUolBmPQw4h1mb6sSk+NPvlQpSR/kmIz7wsoSeMWe/dMObPhE2AhVUMWgEPwA+3FNq/VYYlGbC/xcC3U9GZBq0ymNES45/el40W5hjnlkWqAb3PplngcE2OglIHLXALHnqLDAbrBJSfprYJOc+8daxj7ngSUEZEk/Z39RCYRQK6hCtcJNRL7J2H7oOq6hg6m8R11sJQ+J5AxznKPJKlzNjmXU3a1tjnFkWUWBEhhaJmvHep1h2vDsalJ0KbJ3x/hpt0kycNQqdBuz5Tt1//07X1rOWgvW55O4TBNV/+VfoP12nX78wj370W18+svzoetkW8hgDFwIJFllm2qPNlM4e9TEBw9BvfvqMd/Di7er7axQp0PAuLU6f1/KAC1z6xCNwzAZl1qlR8q5RR3IVunnmKISONEuT+3jAj+Dyt9Z1SoyijrlNxkOZDVbJO4avzUdKVLFGxEV/nHEeZ5zj3OVFXOwN5U2Ki6zhqzFrRpG4p0mWVSadfhin552voATh34Iq7Peto0zSfmCjSPnZCMyfTUZDgs4wKENQV4mqD47F8Y7Tp0OSKZaoUvTBqjYBMX7kSmi2BRnfADrhvilwWR7zUf64Zh4Wa2dBHvodutaosEvDSTuxGPVyOcBVen71/co87ZTNnEyqXEFnnTDfWGGCAg1a8TQjNGnuM/dOOzFlaKQK3qHvdN19890A7NmFrJWp//IJJj76EfZ97dde8OunP/Sha3xF12a9bAv5efZso4xJAq6B5TTLFNbNiTDTMg+V1Dm4i+OARa/Z0X7SWQ4qhOrOJGxR7JkKjFgg8oqeYYESNeQ0aFL4eEh9GXEMWxsM2KlhI3TV1WDcJXpbnzgHmWcsQCmjoeuUqMWoiX3qFJhgJXiC151H38EMrKLDU+V2pmkHVnXHYQt1zPp8lib38JCfUmQqJdqfwja02aiDPcWdPqxTB9wJXbVwYQU9WKdecnqkkoeUsakoOl0PGOyyyKxvjE2ybmCWDB/63kVmHFqJnkJSdHzgPM6aU0ztNRRnnbJft/xPRCeVSEtwjZ5XiYDWGEcWyBr8CkO3wt0g+YxUwHGWmA5AVMeZLiVqTLDKOmXWg++NZiKrTLgdhGiKO1mDUMBPx3dfeYjv28czpz7L2T//8+d9bd9XfxUHvuM7XoKruvrrks9UzNb4tbqYF3Pt4Txy3RPFUMIahflujBnmu5K5nQINNm6y8NpeCi+ycjVURyf2ywyLmFw8h+xuT3AYSeQB78oEAQxNmkyF2cYiz1IME9qFgwq/VgyZdYxxN1BSHqYUmcqrBNwWNkWH9dANivesx2mHLm+ZKRTULMdG+ZroWpXgI9teKzJm0FWk6sVE7A+FYwiqGaPiJxQ9F8PsyQ5TLPn9tg7bNjfA71mSDmUqQS7f9kIpNoy6YN0DGz6OcIpDVELxldJUStEFZgNGX2eOeSScqgWap0zRxJCR8CpO37F7nazksdMiw1aA3GoRLxsXowU20Gi4d/Jv0UbWvRGHqOL0SPbteTAx2gryt1HYiMQ/xUAW1TVeycrfaK/xL23vnML4Uq6LdeNnP/ZxHr33NTxyx0EeueMg1Z/7v67xlV29dclCHhLr/+M1upYXfR3iFFmaHO6fpEzFi9Qd64/Z0O9zpkosYCky8b5xuBM2tA9ddM6P9hOskqDvvHO94YRjRnnVsj+V0APszS68FEABzQBjgQutFCMNtNRJTrOEBEWCUhL0Q4+cRG6MwlJ1bRIKqdPXRiMv7TwNH3yq2Klz7ZPYdvTXSUNYr8yupOBMBmZNjg3fYPpY4o7cF5WIpA1WPt1dUn6CkeBG2LG6ffu7DL/NBbgILMNU1gD6WidQBsU4Eu/eTkiLHtrcJk0thICIxqhkJ1kjKGVIcI05YbaeZ7Kle9Aj7oKxaPqS7qkooluYrcARTgQ1a494D8fuATbj9pwfOvsIa4wz1rHXyR3rjzn9NLp56XUme4adLGHkf53enaS2+MheZv/2JHtfe98lv++GW2+5Rld09dflnJ0+HYvFvvSqX8mLvM6zxzHYzXjOO+c6eZbGbjVq1x23Ugu9TJQNcq64xwdnpua0eLjlYFZlQ64Nsmx5koy5/+WZYsm7sBYZVwzOBq8PsT+yNDnCCVaZwIIScsfzWVIAACAASURBVO42qMFokg7HuYtWGIypGxxl07vQCmNMBl5yjRIeXxd8SVpkmGPeu8c4PQ9/UAiFMGwVVcXgGX96mD6k4WmSLhXG/P6KqZMIEFSWrW3MnXRwR8xizo+i6E0FCEhKVjPbajkjxeh+GWeE6JSgojjNEpkwtATclEt/uzrsqBZgJMwBxIqRm6JYKI3gvKJowBwbAd5JhazWEgXqjFHZVsCHKUxd5Hz53GsWxKSNRaKhhznks5Pqvrwze+QE2SLD2j57nmspg/U+N3a7/94kXabPPoYsE4rUrggjT8Z3P6ujv7nJufsfuOjXs1/5lRz4tm+7hld0ddflFPLXY8V8ORaLPRyLxU7FYrHrPvAuxsCFFKLv5bGsybGOKfGmTj+BlHp1CmTO2Ztw76NGvFIxkhp0imXnTwN+zJVB01GOs8w0i8w6c0Td+Urw3YChiEVYtfBMDU/VxTYoMMc8hVCE04E1Y/isaG5tx5JFTZN5F+CbQDx0uDKCEowjoZD8SXJsOMdaEnNdtyiJ7dAxWl5l+XlCmRpF7/CjLI+kF7nhicKi5apu6KV7YwHPDT9FKdhBytEKJuYSddG47UtUKXGIUy6iEo6t79Fzoi4+SzMYgKX9tKQhaYZhOIdtsHaP8jTc8AyGXvGpgPHbczZkTcgJskyFaZbcOrdOnpUQzjFGhRRdbvlcEAN1miEBquGnLClcy1SYbD3mnX2XJJv7RpD5mDa6na5ugHNufXY3EhBtdRYWiOcuHECdGBsj9+Y3X+Mrurrrcgr5VwGvAv4+8HXA14b/XtfrfPjTVKzU6RWp0k0ZF3nzgHWdbjhUszfFuVfvIUmX0mnDWCz7s8EpDnmH1Peya7mR4k1rKKqOvhboiqIltskwymZgktiA6jbW/ESgLjhJlymWiPpyA461Co8VTl+gTjWIj0ytOrZtoCiq4ZATnvEhWZ0Csl5VwRF8tEmOBWb9+G69okEvW2TD9Ww440MFVOpIw/tbDi8kQyEeClmGXuYW+myzgUlWUQbqBKv0iXu0nHJFU3RZZso9ZtYYt8Sn4Nkdp88Uy07fM9Xnlr8utNHLilgmXcLjBVWo+Ov51cargj7NEjC0KpaVgBoAgGWmqFJySEvD5jLrzhdvkYH9gaKZGvfhpfJTTb+QZ4kp7s98mZ8E9bdrg1Th3+na7BjGfuNg97FWtJ5857vob154VnDgO76Dkfu+7Bpf0dVdL1jIB4PBY8A48PfDv1uX83Mv9RoQo0KZEZo+0JP16OjTBkOMPm2d0mTrMfuhvfZmbKeM6tbauwfzzy55Urkk6F2SAQs1toq6IxVPfa95erT9CNwhycMccqhChV//1rE4i9moihapYaT4FxooJkKhM/e+jfAV4zUDTs9LB0wXFG7Q8yKpgmb0uGkeZ5wFZh2KUKiwmDBi2IiBoe5bm0SXJLUA38hDRh31JqNe3KMQg/m+mKe4ZgUrTLjbIRjrxaifNszVBqrTh04kSvwBHHbpkzBmUqBFCq6pMEaZde/sZS0rB0YrjFvI2lYipDXGXeS0xLTTB9ukHW4TFJeiw0ywD1aB1elA5m0dkpSourbBHCaTpGl7kZcKIcsWRziJkpnklplli2mW/LW607UnvL3ru5C1orXvK7/yol+r/dzP8fh3v5XBLt6onrte8JmKxWL/EvgXwI+ET90AXPdkTB13pQScYBXxlFduGqNMhY2bgtNfJm1qz73bsynXU2XHr+WgKAvZYqAT1ihSp8AUyzzAfWEAZRCC8GX5mPSJcw+f4SjHvUDpeG5DziJNRpzZIB6zDeYM6hB7RZxq4brquMHw8SOcwCxhx5hgBSko+8RZYCYMNq2wCGeWcrEQkGJhzWB+KADyltFgtUqJeeYQzU7pQfKXSdPmFHcyxVLgcY85hVImYAvMuGOgTMnEtDGGTTrw2vP+3MqjphHgCTGFNCTNYjawYtpE/dCNLTKK6IISiMkVUSKiFmnfmAwqs81Rf6Mk+FHRkjYEBWJIWKTQDoP3Ov67S9RIhGGusWiGvizTLBOnR594eA5zTHQs4CTdafkJSMpebYDSNOx0FTI2RH5zc/c6A9784z/G5J/8Mbf84i+QKD0/9u7cAw/A36VCDnwj8PXAOYDBYFABnu9Ec52tGANnFYhGZorE9lBa3zdub+50mzIVVvfdyhrj3Pa5Gkm6AUdOuIpRHV8hhEQUqAcDqg2Ocxc5Nllialt3Km65ruEB7nMmTDkMzIRXm+OfqQr1M4BzqR/i7vCmXsWyM1O+QdhgtRTQ847j1iVqrDJJmzRyMczQdin9czu3YVCDbSjDZBsb3qUC5CM3P6P01b0DLlMJ84A2coMsU2GRWVaZ4E5OOTQhxo4YRXJUFDNIzBLj0/d8INtkBIDbWKNIzTcUCalUTMVA0RB1yHMvOeQkN0gxhMQhn2SVUTbdHdIG2BvhJJL05zYdCYsoU2EheMHPM+cdu76nE05Y8uIZo0I1mGsVw1xjcmUdWeguMMs6ZerkyXaMGfWZ1D30SbCWGqfJiEcRCtPX63wqwD07WQunbTB/f2b3KTu1YskkNx48SOfRR+lVnx9EPf5r/47Ynt174njuupy/pBtoiAOAWCy29+pe0ouzzrOHwyHbUsVNMWOZ4DzXiOfJscH8gSkfYpWo0itbV5ttye95C0n5JbXWG1T0vrEwtFQmo1wCxS7RhqAiIMzZ/p1wDFdS907obuvkKbPuwzD9vG1GPYdoAGeRFKlhmZsFpIgUTCBmxwa58PsLiEYIVlyrlAKH3VgvKqxi28DQ60V5lgn6bjmreYDuuTa2CVapUgqOhg2HdMqs0wsDXjF+xMLRQBdw3LodsGjBKJkgYtJ9VRcvuqToocLoxYrRNYGFT0QZQ2CCL0FpWZpBtbpBhraf8ASxRb1NjLJY9w1Kf6f49/qcXDTLVNgKv6tTwmcvUbFTM2Ub1L2tT9EizR1rj/m9TdINA+Cyv0avJFxiZtRCie/YxTa2AP1mk43f//AFvzY4v7v/tueuyynkfxiLxX4NyMVise8G/gr4jat7WVe+BsQ4yWE/ZpqZ0ci2Dk4v+C96epl55kh2jLMc7+E8XAlLTHXY9o5Y+Z1R5agKlgasGvCJOVEI5k/JgOGqG5cMXxmbBlUkHP9VWEGZConQqZWoOY4qif3hYMCVokMtcJ01ANObXpAA4BuX0u1VPBTCAKZwHfrLtJ2KJ/hEEIYxcMw6QBvLBKuuGAXx5q0winYpV0EVfxi6SwI+L9giG0RIG14IK5TDTMG44MUgRhpy/+1x5eCoTWCZadoB2tBzts7Q971Pwp8b3TsQ1z8R8PmiQ0TAc+CTuguulphyOMfgj4Szj4yTP+ZMpA4pevE9flqQj0uKrqs4lzKGuz88PuOvT1nm2oyl6qevna7ewH722C4NX9Zq/MYHnzfwvOkd7+COR+bJvv71L9FVXZ11OcPODwAfAT4KzADvHQwGv3y1L+xKV4xBYEdsUaRKnF7ArkfInW57YRNWDrD3v51nnjnARBW9+B4vSuJs600staOGjUprX2XCC7M6OaXLa9AlL24JcPSmUzcqRWeRqkvdW6E7B3y42iCPPElybDoeXKXEbDCzKgdVZSeUBPt6cRgZFoqUDJpUQFaY8M0sGvBbDKlCLSzxs0AdRa3l2GAsdKGb5IJp1YZDHrMseOFU4ZMz4iY5t4dVMe4EwQ4YddEG1qMub59lgUVmnJUiEQ1YYVXnrmg+dbrRv3eeOZpYWLYKp3BpPXY7DGm7pDjMCaSsTQeR1HJESp9j083FStSYZhm5Pg7PTwnfLO/lQR+65thg79nz1ix0VnwIrteqbHeF0XfDsFlBGkNmUNfN13ayEjHr5ku93Y0h79n7fPDghlvKxHZxhN3F1uWCRKeAB4D7w7+v+/UsN9AiwzJTfgwX3W3hwO0o9ksFN8cmZ7/COuzNA8YkWEuNO3Sg4VGDPKOhi1ZBEnf3Xh703xUViIDBDGJobJJjkdmQ+j7qRVXHYnXS6vCiJkxigKhTbAd/lFqwjhV3Wl1egzwVyqwy6TCCWCY6DRg8lPZIOPP4GEr+wVSIouVFWSzK05Qh1UmO+OA1xwapgDsrLUgmUsWwWcmEyvDlGdJYnF6eBkc57olFYmhUGCNDm1SAjqIrao8gpotgJZlq6bpLVH1jVle7FEzV1JFXKDPKpouAjC46GTnl2KlMryVtWMLAF5h1nYE5LJq9rs0/DLY6yZHQrZv75ZM3GdVwPWX3tP0c5ahyOnP9oQ5ASl0N+PvEORwskXeyVs/a6+TkLu/Is//gjaSek8u5/uPvpfP5z79EV3T11uWwVv4Z8Bngm4C3YOKgf3q1L+xKlwZU8rNQlqaYJ+JGVylR7NixN3umy2QkoWeyZTikVJap8DtF21MnJ3z9Ie5hglUf9smBUPCIPDXkCz4SIAS9UW1AOuKbQXQVqDMahq99x90ND6+FPMgKZR/A6iRRp8BRjjHOGvPMIR9xMXiiRULXq2vRZlCnwAjmeLgaGWQKvx0JmP5trCH+uB5DxVFYsNKJgMDdLoQBdIpCcFecCPmm88yRCqycWRZ881QKkBJ5ZF5mVMf2tg2oHpg4UcaRNsZS6MK1Iel3CjJTYEeSDitMOKQmUZgsDhTtFoWvlHlqr8WO2w9obqCN/RCnOMmRYLPQpnTW2EITZ5+wNKu+QU76r57/Zjwb2FNVxqggK14NpWUCtpM1lTP45sgzO08Zuh5WanKSyT/6Q/a/ZSj+GbRafP6rv4azH/84vY2Nl/DqXtx1OR35u4Ejg8HgfxsMBt8J3IXREa/rdQPPkqHlxUmcZg3aAGcarKYmAage2G+Y7Nm2cY2fGXqXi8YIOBRQoMEyU14My1SI5lEKAlAivShixlCpOL1OG4qOxjqy6xQhPrG6LxiGA/eJB2ZG0lk10WHqOGuc4DAF6uTYQLzoVuBS58MGoWP8WBD4SPEqip/gCy1lTYpHDlaYp1l2iKhPAlkEi3kD1lWK6qh70iTLwxzyr0cl7WMRNohCIXRf5CsiOqSYObo2OU5uBMhGf7OgLds0N9xHRR41qfB8pSIbeDV4skhFe4QTLsTRTKQTThc6EWjQHafvBV8Uzjg9lsPw0/zVkzT3pe31sC/PYU7Sigf7gfh2iqmomKOtM8FhcpQW6XAv2lc07Dz21DEA1hO7G4LY+IM/5HN3/j3OfOSjz/vak29/B9Wf/pmX4KquzrqcQv4EEOWoNeEK4keu0YoO3QRHGF6dR7xcSewVBjDaOmP48ZlgynRgxHHnPHWnqJmRUy8wV1r+NbOLtUKzxjiFYEil69AR3IQ1Q8WeiYGM5qbABwshXnEuuXtuhMKhQZ4NDiedWZIO3GawTUiy/CWmnXanbNFGUHRq6JsPYpt2gCjEc9bG9FDrHsBUinqMRjhlqFhFk4B0GtF1GosmzRZZP/rb96d9XqHfGWW1bIWiqC5ZsJKCqpW2tBFOXm0yvtGUw4BScwf9LctMOeyxyCw94qwy4bAVWBEWrm2d9ka4hjQPc8hj56KRaw0K1CmQY8OjAeXzI7qpIBYJkUQ3zdIk3u+HjaTDaoik0wYhPcIhTnkDsJHZ76wV+csUqG87lXyhqzxir/mJXSzRB6j+1E9d8PN7X/Ma9n/DN1D43u+5xld09dZFC3ksFntHLBZ7B/Ak8FAsFvuJIA76NFwBSfUaLb34e8S9GIniVidPjRITp9fJUyfTN9+Njcx+w6vPWYFJ9i08uEsqqAG74eidYj241WXZYo1xZzFUA8wxzRILzLr6UQpNsS2scJnqcjxI9FN0vLs2rLjkNrfqxuWhLbWo7GEBPyVEfbfj9Jwdoo1MWLr4zjpRrAY/GG0uYnsoQ3Q2s4CyO8Vh75IMtMNh2pKYJXnqYQ6Qcx69sXZMWq+BnzaOKC5fCF7o+WDhq9g2wD3SFbqgzSIKO5WpbFNWav7QJsMis/5cFKn6vbqLYyitSbBKAius4mtLRGROlwmmWEaRcHnqHOWYnzaUPqTnvhGaiOGGlQ8NRy/8TSX2PW7B1NEhu04icmF8iLvJd+phvpDyvy/HJsX+MEN0p+upc08B8Old6n4I0Hv6aQbPXljQdO5//A/O/Omfkpre+UD4eluX6siz4WMZs7LVCPtPgfWrfF1XvPZwPniBrHv3WqMUuBZmhBTrG2TSjBsv++bPnWGMCoOideCNeN6P90BgidgbZpw1P76Kq77ILG0y3sXfw0O0SQc+Qyr0ytZVCzpQYd8ILA8l1jcCB1zhAwYlpAKWu+XXJd604JhW6MvlwHeEk2RpOiQxySoKQNawUf+2oWRt2xDNOs20wwUWolF1padFvbUp0KBDkiJVpz6uUw4+41mHuDQclCGXwR12KtBpQkyfEjWWmXafbTkJtkPna/4yRRaZJWr1q/tkwdUT3pmDbXb38qDPUASTlFlnkVmybNEky1GO+aB0jkf8+krUGMFcHKPeJqKXgp3mVpl0qEbPnaCwqKWDvORlv3D2NoOL4n3D82WZu4a8V+y+tFMZx8OrlBjvm+1BqtN17cJO18EDBwF407ndq+xcefNbXvB7mv/v/8fWAw9w/plnrsEVXd110S13MBj85LW8kBd76QWuNwzA4f5Jfi/+j2mS9TBc4cl9ErDX0uljfciyFd68baKBuupUl5h2yleaFjNYt7oVuqGNgJseCiQfKSYN5zRRyfDNnGaazZCgs+JdpSCVNG2OcMIHastMObslTXsbZVKDXTDfkAe5133L5QApaMJEPalwDUMTLWHXdQqBSpmginGhhWdP0GWLLIvMojxQO9pbwVJSvXXLDTcuE/xRDZFyUyyhFCHF69lj2ND3MCdZYMapdvI60ZwjRSdAHCZk0mageYEKWpSrP8Gqn1QSDE2zBImpQBeCYvUkh8mxyTxz3MkpMrT8JCMb4Tg9lphGcXBxetTJU6SK5P463awxTjGSq6lrHKMSRGqbVOJjforSyVKzhypFz4kVfNWNm1i/nrnyhKBn+lbYbt7F9MOb3vY21n/0Ry/5PU98//fb97797RS+563X4rKu2roc1srRWCz2J7FY7G+Cje3Du8HGtkfCecvCDiEMLfvmg9HZa4q+XN+YKZ284ekbN6VpMkK+U/fpv5gIUjRmAx4uQZBk3jKbkpJQJk1ZmmyEbj5Dm1Um/DjeDR3kJCt+rJZIRyZVwlmzPiprssCs+2oDzDHvIhUNcpXpKSHTGuOUqDHPnIuBJLXXSWGNcU8ism6+7pJ1OUjKVEr0QBU+O6nYxqgUeQ1gM0GtKR8VG1YWvIiKDqhTj2iBVgA7PpwE2/z03GyFu6IUJz2eunO7R3VnG4mGKuVtmXVXewIc5RjTLLkZlv2MeZ8kA8wlCuNQpWqbpzY+DTAt/HuUMusc4hQt0uRphJOa8cLlXbPJKOXW0MDLaJBpuqScTdXHIuEmg3YhTt8ppqnAgY+qU3ey9t5g/OundvGwM/dN38jBzz3C7R/63Ut+3/63vJn93/D11+iqrt66nGHn7wG/BbwZs6/Vx3W9buQZxx3BcNW1uBWEVMew2F58j3GgO11K1Bwjz51us06ZZirrjAUNl5SgI6hBopM8DWqUuIeHHKMcUvFs+BdNvRFFcJNRTLiz7v7n1m23yYfRmUaYogyCyccl51deZ5VScEJMegGtMOaWri3STLAaAh16IcjC6HptTMoviqCESDLPkuf5GuMoEk4iHB3lVTyTdJllwYeUwmtTgYeuwS7gm5m6aomKVHw1Y+iScobHVtgUZJ0bPWEMO/a6d7pFaqxTjqQkGRNnnjnXBIie2iXJPHO+0YlZopOL0u61Sejv6wbWkO6tEpJkCdxkhErA2RWikaKzrXPOsUEnlaTCmBdjbewyVVtghhUmWAnCs2S4/xKNbQZI6UoSgjp9a04+sfeGHf+O62F1lpd57Nv/yQW/FkulGP/3H6T8Uz/FDTfffI2v7MVfl1PInx4MBn82GAxWBoPBY/q46lf2Iiwd7Z/Limhl0iwxTTtlIpuFzAzLTHHz+hkr2AmTr+vN+BB3u1jFCvsGq+FoOxF8s/vEuYtjTpMTTUzcZxWbdOjc1DFpwClDKg0w5eGtQiUfcmNcTHuo8tAXZBjC2yeBQoRnWeQ+HnCbgC5JHmGOSVa945MaUDFzkutLtCPzLjFFVplwiMVERaPeRapwVSg7hbJCmXHWeDw4CyZCFylmi4IsrGhO06BAmfWwAfWcQihsWv4ngqt6xLFEH8Py1ymzzLQ/RzqhlALMob/lMCc84Fr3QZ7jFjZiOaWiNkr0owFrkxEKNByHX2AG+c4M1an2N8o6WENQqUgtBKMbNpRR9tUML9cA3IbBad8o5niEOeZ944nSUe0EteVCpCtdt+xy1srnv+7CnfbBzz3CHX97kpHXvOYaX9HVW5dTyP9lLBb7YCwW+9ZYLPZN+rjqV/YiLbEipNbrknJYQyktLTJMscxTY/uNz52wn9OgqUSNoxx3WtsatzHFMqtMuC91NTiTy8vkJIcBnEGiblGsjBI1LxCCTXS9Q/+NpA9WleMpumODgisqbVCW8gKUwuxjhZk/xD0O9wj3FyauIWgqdJo5NkgH8Y5sXduRgavSbpKBYSKFY5MsG+Q8CUlURBsQVv3orwGu8HbNA6J2vt0AK8lQbI55L2y6HnXb9hwZdGa2r32ngY4wDM6OY8NDDSTNn73gG4iJkWzTlbCoRC2ciowtYhyUpA9kh5J+DXJTzHPQX3s2iN4IMNiMn350Qokm/DQDPLQxZtCLBWLXWGKascANb1DgJIcdutGJAIaq4BpFZ8nsdK1vGZehtouhFYBbf+lfXzC3s31y56rX63VdTiH/LuAw8JUMYZULx1RHViwW+81YLFaLxWKfjXzuQCwW+8tYLPZo+O9o5Gs/EovFlmKx2EIsFntT5PN3hXi5pVgs9kuxyzRK6AVec508ilRThybjLOHXViiLlE6fIUuT5DOwQc6LWT6wI54riJliyTFywSaCU4rUPGDA6GP1cPxNu4BE+HDUI6RD0jeEZaa90MnLQ0yZLkmK1Fhg1gujhmfjrCH71yQdpkPSUD4wS9TFm2+MQU8jgSmicGDJ6RVaoA5TVDlZA0SNqbQpyBBK3SIMHf20kck8So8RldT3iLMSutxugIk0KJT1wSoTgRZqBlH6W4S/NxlhnDUKNBym0e8G3G0wyscvUmWVCcao+M93Ar1Sz41w8oXAUBKNsk6eElXmeISl8LzJHdMglnVqFINILO3iHs0FBDXlTpt9wmrwWJ9ghVUmfcYjD51ueB7rgZY5y4KfAp/rO/OFrlflXgXAXGd3d+TpI0foLD76vM+f+/SnX4Krubrrcgr53xsMBkcHg8F3DgaD7woflyPR/3+w4h9dPwx8cjAYvBr4ZPh/YrHYHPAtwBeFn/m3sVhMioZfBd4KvDp8XDz6I7JiDJzNIZ8MvdCdq7y2FaT2I2RoEzsXOvED+61LbLX9GLseCttzqV3yLVGBUbekLkuFXWlBhi9vkWODcdYCqyGzDTOP03fOOJhAJipDF25ao8hhTlCiikyZitS8WInpoQGhioHxuavMMc80Sz5Qs86156cKYebqlo9yzLni0W5Q2LaGl7I10P0Q3XEopuo7bxzYVoTi9JllkWmWgSFkAMK2C64LGGeNEZpOfQSCgZfBFMc56pCMdcv2etgKtEfhydH8U8FBAH/FG5zrb3/jZuDL5L0bn2KZKiVuY81PE8r+VASe7JNlKKbXkt2HbjBhM71D90b7O+eYD4EZ8sUfdvKbDHNHS9T8OWkEjYBOFle6nt3dDTnd1VV6Tz31vM/3arULfPfuXpdTyD8dCu0XtAaDwf3A6ed8+huA3w7//m3gH0Y+/x8Gg0FnMBisYIKju2Ox2BiwbzAYfCp4ov9O5GdecMk2VF0RDDvDTXI8PD5Dk6y/sTp5G4re/PQZ5pnj4cwXe5dnvi017zqVGl+j6DQ2HdsFoUSLvtHjihFq3SgpOsHjenMbTKHhqq7X3qA9uqS4i+OhgzM/wy2GfPR2oMMtBuaMJOr2pm85DCFGzSkOeZFqkQ73ZdRVkcqDlBmVhnViaNg9HmaRapDXIO/fp45XqT+ywJVFQJKuJwzJ1U9FSQESxu4Yys61MRr90z4nO90aJcfkzR7Arm+NceaY9w1PxlyG79f9nuo61oNvjRSXclOcZdF/Xpx4eYGLFmnMlHoIjbbgDfsZO3mMMDQsa/l9ss28nsk7/75AI+Dyad/8emFuYoHcPeJ9m+No89ZGeSWFPLHH7um+87uXfgiQuesuyh/4wPM+v/H7H2bxf72Xyo++h+q/+lc8e4Fiv9vW5RTyLwNOBsjj4QBz7JR+WBoMBusA4b/F8Plb2C77fyJ87pbw7+d+/oIrFou9NRaLHYvFYsfaT59zfvNMZ4EkHcb7dlSe/Nw6cfrcub5Igzz3nf2UQRfPWEGiZ532na3PBhZEw7ueIQRQQ74owocVDBynzwyLSC4+7IRHg33qlhdudVBiPujNr4GidbFdl62f4pB3zZLti9Ei5aIKZY5NV0QK11Vh1sBOAiKQlYGSeAyyECacw/xYJkIQ8jRLNMj75qTfDfjv7pJ02pyse+V5I6pgizTFAHncy4POzTcDKsugFK+9i+VayrZ3hUmHelT0h0U3TTUUdd0TG8BaUMhUsJdN0XF6o+xn8zSYYdE3U1NVml3vce7iCCd99iHbYilxZe/bJuOqYFngTrDqG6nmAvJNLwSbh2w/2Dx0mkGBbJ18vm/8/1KwEZatQrzXQ6lDorbaa+3S4cvR98rTTz+97WvNrj2Pf5va3e6Hjd/8LSrvetcFv9bf2ODMH/8xp3/7d9j48H+4xlf24q/L0eBeFpRxhetCh7jBJT5/wTUYDH4d+HWAW4+WBvXAVplP2YFiNW5H1cfvKJKnTn1shDQt5vcZI6V6YD9x+pw7sMdsVTMzjkfqyK1CIcxcPdg8oQAAIABJREFUXaZgAh11zew/7bCLfMdFW5RHSJTDrYzHB7mXMhUfKMqNLxVoa20s1k3qRP2eqGCpGNSXFvU2AQxFPxqiysclEeiOfRKMsskis2RoMxmcHNU9tgMFLkObDXJYMIUFO6wwEeLw+p5k3yXlviOi7KmgDjtL61wVEZei606DNYqc4AgZWqyEIIqoUjTq9zK0JDD4QRx+QTxrjIcTVMkZQdZJGxe9T8K7YHtOkwE3N879LAt+ylpjPIiKhlYGsiJOhU0X8HSnGkXn8GdoBZVnLzyuQSSiRu5b6ZKdbtJOZZBWoU2GWtysHzoButEGspkaddZOJswOxHa61Iq+V44ePbrtPdV61u7rLb3djZGf39q64OcTN9/MTT/4fwAQu+EGRl4GIROX05EPLvKxk1UNcAnhvwKrnoBtabG3ApXw+Vsv8PkXXFE7VuVAyiVPXVphbYsUXX+zSJXYTyRQKIOohGICqPNR4VZXpeCGJB2mwnCxHeCcCmVnmBh7wa4hEZgdBRrMMU+dvNnqUvWw51YQjoyyiTIflTwjibnyN6NBBEDoEDOIYy2KnQqHYtcAp/OJGdMg7wImsTVMpGR/t4Q/mgHksAzSKAxi7AujxOm6dL/UOepndb2b5MJcwjI75ZxYCKIbUTnFVR8NZyUFbWRpMsUSPeJMBZw9CgVNsOr3tkbRPVME06gItsi4sVc52MTqXmoD12BXFEidjLok3cJAJxxt1OqUBW9VKAeIxjp19sNqUJrqlKVAaFcgMzx55Dob/jcrtk/hGDtd9z9xv71uE7s703LfV124By18z1vJvfnN5N78ZvZ//dcTz173EcQvuC7nmfoL4M/Dfz8JfB74+A4f78+A7wz//k7Mt0Wf/5ZYLJaKxWKT2FDzMwF+acZisf8lsFW+I/IzL7iaZJlnjs2APIt9cKjzME2yPDW+PzAnRsxcq1UjRYd9J7vWcZ7eQj4XDwdIA/BiIne7Fmmn9qlg59hw3vokq+5YJ0VjiaoLi4zBMkz70Zta3WWBOsWw54nGdyen/IitQq9CVGHMHwdsYPjcODWpXlUUZQYWFSMJH36YQyhfUqcEqUBVJEUtFG1QknjdX8E3NvS0NCX5dWsQCri5lhSSaVru/a5INxW/NcadQWOD49o2/rROBWJxFAMc1qDgOHsUYsqFzTIVTj9GKS06zdQSoCZpYiEixhjpOEymIbdOAJOsBg90o3Y2yLuqsxo22aFDpZ02zh4wpW2VIltkyfaNO1+ltI0/L1pqM2VFSMZjOimoidjJuu9Wo+x9c3P3eq0AtP/2by/4+ad+8n3X+Equ/rqcqLdDg8HgzvDfVwN3A//9hX4uFot9GPgUMBuLxZ6IxWL/O/CzwBtjsdijwBvD/zMYDP4n8IfAPPCfgR8YDAayb/s+4IPYAHSZy9xEoh25FSpDLmuUWE1NkqHFaOuMMRc6a8YMSSXNsfCgdXGx00Na2iyLzpQwmXvVjaAS9N2gSepLFQXA37TRgiWIICpHz4ZOEaTutFGX+aQMvTfUNcrru0GedJD9yylPx20N5FQATHg0zAxVvJqESI1Ao5OTIpj5l9n2DmlzCcx61+CCtneQCjyeYx6FcWhjkjIULPBCw9Q+ceaZIx+64wTm3d0gzxZZ70gNullzB0ZtRFI+qqiqc9eHun6dIIT36/mTsMbSh1qR11CCIjUUGZik60XVzMPMX1wMEpmBZbGTnrDzNqbwFPVQWal2ilnnLo77Rt2MZ/25kOdKnQJ56v53Keh66LNvdNU0LUpnG5fz9rjkavdsc97do05gz8Ux/vbD173LyBe0vmCfysFg8DexWOxLL+P7vvUiX/qKi3z/TwM/fYHPHwO++Au6SKwLVTekODFhxzrKgx1xuymDLFKdLnOZeZLPQDeTpD5tA7RVJplmyalgxi0ueGEWXz1JZxsnWsIcyei1hHFLhKPON6rkjPKzVYhT4W8aockyUwF/3gwdWJpZFhgm0HRDYYw7rl1m3YedRl0zuGiKJWNMkKcUCmgxWLlm2XKDMT0W4B25hnZRfFZFU17awpoVBtEhySwL2+ChaZZYYYI7OeVMISUpaQOy52KCCmUOc9ILdBKLRNMGUg2QiYI75CezwAxzzCMHQrFGNjHNwKizaYyxE2UOiRMvMdl/5XV8BX8F2KYvXxptptooNccQv12vyfXIyaFBnkVmTNB1ukH/QJxsp+kWERlaZDtNWqk0pVaNhzOHvJjLLqFDknXKLO273e/F5a5HNx/l0G8fet7n/2dyD6/vrF7yZ8/+509w+kO/y40zs5f8vmu92p/9LPQvbuWbKBQu+rXduF6wkAdPcq09wJcAT1/k26+bJZ8Q4cHqfocikj6VzFg4RCe9U26Qp3sjPsjS0V5d30kOOwVRiUNihkThiDbmZz3OGqnAlFgM8v1x1lzWD0YZ09BSuPh0hFUh5grgNDZRFLUZpMMAUieDKZb8WiqUw4Bs0nHaVSZc7LMahoxiRcAQ+28E3F4bjTYVsT5kDQA4dCGxUjx01gql1u9MhceUlF3FWJYIKoqCjiZD5ucpDtEhxQwLAH4C0DC5Fwa55qbYd3aOijXgvjOiC2rTkaeL+nhjCuX9nmtwqRCRCSr+u4YfvfB397xTXmWCw5zEcjpbjmOLTtgmHeLkDLLqJwxe6qZS4fvzVqRT5mFfyYxxJ6eYOPsEqX1dyq11OplU6P6NESWq7OWubv/C4qHj6QStwcWHpr3Tp3nybW+z37G0fNmPdy3WoN/nfLNJ+ku+hPPNs9z0zneSfd3rXurLumorZvTsS3yDhUlo9YBV4KODweC6NvG99Whp8M3H3m5FJfZOACYG/4hFZkPxSTDNEhvkHM88zEmOcRe1MHDcIusGTnM8wu/zj3kDf8UKE8wxzyKzFKlxksNMseQY9QKzHOGEF5EGee7hIaqUmGOej/AWCtS5i+OUqPIxvpopll2BuE6ZMSp8jK/h6/kzL9CnOMQkqy6EEZNkjXHGqITrMXFQPxSfcdY4yRG+mo9xksNulFUOARaiUapoJwMd7w18MmSQrvAAr0XWu/fyIAvMUAsWAhnaKCu0Q2obY+Wf80v8LD/Me3kfv8QP8gu8k5/hR3kXH+DdvJ/38j7ezft5P+/m3/D9vIef4cf4Kf41P8T7eC9v5xf5Lb6LH+Df8LP8Cz6w/uP8s7Ff4Wf5Yd7N+/mNs9/HD+37eX7l9Dv53gP/N+/hZ/glfpDv5df4bn6DX+AdLDDLt6z8R7568qP8O76P9/FeuiT5nZW38peTX8YneQNp2iwzxQSrXtw/ylvCEHEZCaYAqmHz7pKiSpFDnGIx5L82yQZIyTaBExzhKMd8o+1i0F2eOm3v1jfYZNTxdcE0FcaYZZEHuRcLp6gxxzyN8Jw+yL2MUWGVSe7hIZaYcpOycdbYIMevx952fDAYHH2h98rhuw4PPvbfPub/3zvf42v+5Gs4+Owevv+x/bzu/7z/gj/36Je/jl7VTnWTf/LH3Hjw4AW/7+/yisVil/UcXOm6HIz8JyMfPz0YDH7vei/iYMrOFB03cwIca10P8WIjWErPFiYY0pFcrAp9L0A7DJiMOWLFb41xFpkhGaT+ohvKW0XMBmGncXoc5gQF6o5pN8nyeOicNWgUw8PSgAzXFzdZyk110KLyqZsVDU4drsKM4/RcEGQdW9XFOXF6LhUXHNEIHOYtsq68NMOuKadYKhh5ghWUWan0HVm9ik3SJ8EiMx4FJ/vWWRYoUmWSVfKdul1jy3xi8p06x7mL3Nkt+iQ4d2CPQzV94jT3pY0Wut82pPHTNfokGAlskiolg4JqcCenKLXMA7xIFRI4dFNhjGKEHaNQCGHayvfU8yJ4JEWXZaZ9YxWMokH2HPNOmQT8axoqmy9Ol0KIGhQ33F5DW/76UXKSIDv5r+hkOM8c0RBrhZdc7krEEpRHyv5x277byCazzDwb51KGGPv/4VCbt/KN30TlPe+57Md8Zb2461JRb78V/FIu9PHvr+VF7nRJ7CIFkZgcKtSnOESbNHfzEMqwjLIPZIzUxsyiLBsyHTBV840+GNSCCpUQf1nZnc3Q1avwiWkhLNtc+WpUQySa6G0SEsl0STDPqRBQrOHoRGBGjAWzLHmkZDH/8zbpoEJMbeNzn+KQc+Qtd9O2Ig0RtelVKbEUbFxLVJkK4cpi7Cg+rxzk5/bzW4EnX3LmjOCKieDt3cciz9YY55O8we5J5zxzzFPJjKFQ7Lt5iPq+/XQDvCDqZjEMeeP0WIsbdLZ84FYUuO1Ol6QZvNoev5IZCzL5LVbGh8yeFF3WKXvxFh9fm+JJjjgNUAEWw4Lb9BOeclzrFOiSpB3sheXiWAwzCcFiMhXTY1ro9IibnclCWNCVqKj6/5XQCJihWZocGw79zDG/4/fN+tY6zW6TT6cuTWF85nOPbPv/ztJ1nwD5sl2X6shFOYx+nMKGlW+6xM9dF0vClzYZngyfE1a6SY5ZFoLMuc9iMJ7qE98W4QXD4OY4PWZZDGnsFsclAyxxskdo+ps1OkhreNJO3DtrQS6iklkn3nOBijjKknXreJ+n7myLWRYdw1aXZzL0pOPewtZFu1NhFSsCcEhB90CcZzCsXDFk8oOpUmQ04Npy4ROMBIQIthIlddrhNGLPQdpx+HnmaJJ1WKmT2kMrzC864W9tUODm9TOkafnvV+rS1OknSNHli55eRmIdPW8S/GySI7Zmz8f42XVkjaAhdZl1knS20UPl7S3jsimW6JLkMCd8TjA0/4p73qoofxaF1wjmW7qeBIvMulVBlBcedcUU+0RipQlWkMWwXCiBAJ8l/L6Wgue6IJv+C4+/LrrkS1eNXxp23ffGN/q/x3/915j8gz/Y8WO+sq5sXbSQDwaDj+oDOAF8FUYF/FngVdfo+na8buBZLzJg4aMN8k5hqwc/EQ1FwYqWPj/DgifwqCuXkZWO5KLVyZJVSx7XGmImA79XuY0KUxDdbshaSVBmnU1y2zjKELJFyTqEkqfOg9yL0ubBNqoKZbdxFbQg8YiuGfDHFTc5yjARPQ/wI/9IGJquMsE0yz7sVeFLBhWlcOBUYPDUKbDElA84tfHJ/2bIDEnQTsluOB0gGetsN8aGDJ46eU5y2O7D3j1UKPPXN32x+93IR1waghRdBuPm7nhq30GfYRRajfDvGcCgIN13u3dFhye6pEjTZpFZZIuge1cnzxLTbliWpOPNQoOCJxJFTytmxVBExloSNYmBQnitShsgK94iNT9Ryl9dJx3ZEwP+POx0lTLGUpp59tLIa2r2Dv938y//aseP98q68nXJZyoWix2MxWIfAv4Txh2fGwwGvzoYDHbukXmNVo+EF98E0GTYXUtNWWHMPavzHlOWYJMc6yFvczJIqwF3zBNm2SLtHW8x0Nm6QdFZCAOtNmnHs3UMByiH/OoyFcpUAvOlQ40iIzSpUWKMSghbHgYlp7Hg6GUsAVzXIJENWO6omDEqIHocwB0PZfOq1SfOGBW2yAY4qeWbjmhwohkm6XrHKRe/DG2mQpEHS7yRy2GHJF/X/09k2eJw5wRZmtzDQ0Q9uwtrW7RJc8f6Y2RpMt5fY4YFRtdMKXrv6eMUaPD69U8Zo6dz3qEpUUMrlBnvrDlGnaVJ7L8YRfDI048g7/BOKkmxX3P4RM9L1GphjvkwS0i66CgZKbYAczzCvTzoG9pW4ICL+ik6YoUxPyFETzurTDpdcfg8JALMknW1qqwawFhO6vQng/eNzLs2yTEZBFQ7XZsd21zX4peW6J/fGt6H7BsuyCp+ZV2jdSmM/I+Aj2Gintdh6st9wVP8wLW5vCtb4vEK6WuTYYJVZ5Bk2WIL4+o+wGsDvjziUn7LhSy7LWmTEbJsuRJTg0mJXbKYt8MEq07tm2LZKXqS5Xew2LI8dU8UStMOm4pxzIfhwl03lbKE9xEaga5mxdvolGK6dIKycJ45H7hKYdkg7zxsCzuYdaOvYij6xkYx7/IE/aCcHMImErkALDLr12nwUtGdE3XtcoDM0GY+bi6Hi6lZNhgm0JtqtMVT4/u5i+Msjd1Kki6pjjkjbowb/LR2wGwI5IWzuW+EAnXKZ2vOj8/SZDU1SY4NGuRt8/pys/A9cdNBP+GkOl1a8bTDUiqWktwrLFnP10iYGwjLvoeHHDJbY5wWGad0rjBBhTHkaGivqfWg7Kz790ftfgV7icGiDaYYhGdyiJQRm+55VFim51kCtJ2uPTErCzcOLu1j+/h3Dd2sR778y3f8eK+sK1+X6sgl+nkX8BBwDDgePo5d5eu64nUDz6I0c61icI6rBodB4dGdgH/qeKuCm6HNTBCuiKJnwqCODzAFRShYQuIPsCOuIAIw7NQGZXYMX2TWBSowjIWTB7gUo8shBLjJCIlwpO4GKEGdl4pnInTHkpn3ibPEtBd2OTlm2fIBbZcU6yGaTXJydZ0puq4iFP9ZnigKLFZ3XwpHf/llqxAKD7ZOte5wSpekPxcdkty8foY1xin2a1bkenimpm2i5iteS5VYYprCypYNofcZ3/u2z9YoUmXu9LJzvFtk4IxF9821HsFyQJOkHh9GAQpasui1h1lieptFQj+whIpU/WsLgZ0zPJkpWm8Y+K2viwmlLFSFZ9uGaoIrWTPoOdNwu0aJBWY5zMkwi0iHU2EHpRcNzcPyvmFcideK1sYLYOSvrOtnXQojnxgMBpPh41Xhw///Wl7kTtaz3OAUwS8JnxMTRaZZxhYxcY2411MBdoi62h3hJHF69EkEG1l7gyutBQy2KVNxDDVPnS2yTLDq5ltNshziYSZYZZGZwEbpRY7QW45PR701hvL9BMnAfKlS8s5Y3dc6Ze+Qe8RdaCNrASDSBce9GGhO0AxFXQVaWLMGgg3yzLDg1wM4wyY6I6gGlozuExBgjzEbalq/7fS+BCb6oWeFrxk3mmNlXzEkF1m+Z7LTYY55yi1TqD4+aV4o2b6xg578YrveWAf3K++QhDNW5JYyUw47PXlHnmJHytZl72zNH37DYTjlqcoLR9mpUgyryCcwG2Lzhm87K0nD7DXGmecgcXqMYuZhhaA4ltGVBrZ6LYFt0EWqfi8T4XtFB62E5zwdGEeyXb6StT+1H4C7O3FilxDqF9/1Tv93629OXNFjvrKubO1ue7NLrD2cp8w6BRrIVWE4zNtwxWYpCH+EXc4z5yZKks/bkM5GUkMFqFEVFZWmZJ8kXUpUWadMh5SHN+gNu8w0pzjkknV166ICqssvUUVGVHrDatMoBvxWNDbRBQ9ximqweNeg1zaRXqAY2s+LSie2hBwhVfAbFBDDBoxdok1CoiVdlzaGJF0/uQw9yFteoORNXgheJDpppOgyEmCep8b3+6YkrWSXFHe2LC1wMzXKMe5iJXM7qTBUjNNnMy5GkJlq1cdGIqejUXe9F62wTYZCq0EzZdcuup+YOdrY55inFjZMyyrdoBUMr9pkXDAWHUDq7xUWr+F0iWpQ+XapU2AjnFqUnmT5UqYDaFBwbngrzFiWmaJP3BlGw/s+jNMD0zsA/hxcyUpd0EV6uM53h6OyZ59Yu8R3vrKu9nrZFvIeCeY5iLnc2TIPjSIKKzb6n/F+J1jlIe5xrrdsSLUK1FHuY3TQKVtZMQXUYQPelalL1xtcYh+DOpTlmfGuSsNBLYsMG0Z9VRgjx4Z/XZx1UQ7V/RdC1miZded+q6OcYDU4pBvuOs0SVYo+vGwF8ZGEK+oua5R8sAd4cQEbEMrPW0EM6hDTwSqhTt4tEnRKUNCCDYXN32aCVfJ9ozvGe8HGoLPhUI3lYFa8EI5RcQZPtrVFli16xC0M+STbON8tMnRSkvLnXAjUJ85JDvMIc4556/QgN0ZRDcUWURi0+N6ivWpYqee7HkRRumcZ2mwy6tdgjKWKQ3OKrBNcpZPQArNskQ2nHtMAyBFTZm1RZ86drI1n7LX118lLwzP9xjAAbN/Xfd2OH++VdeXrZV3IxWTQEtUsx6arKtWVzjPnBWKaZRaZZZ456uTd53srvDF7GIdbAy05KzbJWkeIuRGqK5sIzALR9GBoxCQIQ6ISeVFvMurfA6A4sQVmAm486h2zxZbV/bSgoiWMWqwLqQABmowwymZQtaZ5mENIbq9uN8cGJarE6aFYuUzgc2tTkXpTXbc2JDvBjPqpBmwGUGaddJCgi1anr2fPtn0AWCfPcty60M19Nhuopez0c4pDyB+lEEQzm+Rc5drMjBCnxxZZ45zvNzXk0Ne8RSs+DF22kOVU6Lo3vfuWTa9eQ3q9KOxam72gMw03tcQ3V5cMONQVp+cKUJmHNcizwGwQV235c9gOJzc7gfQYockkqz5PMS+fps8wxE/f6drq2tD+mRfI7Bz99m/zfz/13vfu+PFeWVe+XrCQx2Kx98VisTfGYrG91+KCXqwl0Ud0HeGk0wnHWXNKX5amR4gd4QQVypRDhzfJqhf+Hha9th5hrYgxoGInyt48Bx3zXGAWRYjp2tS1y3nPFIBpx9TlXSKc3oyaVngtD7DEtEM1TUYYCwZO4q03AxNHXdnQS6Xg/ud9EmwEqEg4uA3m7Nhu7oCjzqFXSlI08KJAw68j2kVK2QnWSQvSmsKEO9l+0ze/KM99c9+IFyAjbrb8tCLTqRybvLb1342u2Go4UyVDm7nTpjrNtraCzW6D21iDBCg3U5DLzetnfIYgxoccETVo1maljUoiqnHW3MFyklXSYRCdpelQmn5esFh0iaYaVfLK9Evdu+6rou40t2lQCEEixi6SqEqWCIIEoye2L3Qps/OFVndlZfg3/dFHdvx4r6wrX5fTka8C3woci8Vin4nFYj8fi8W+4epe1pWvPnEf6t0ePjfOGktMU8TS4YXHiqXRIsPjjIfOuRtoiG0/zoutMcWyeT8HFacVqwSpQAfskmKWRQCWmaZMJWClVvxUPNK0UTSYlIuCe3RtEhIB3nXmQ5GX2lMKzlUmvWhIZKRiZDRDK27WOaeRFYHk+3kaIc8m7oENnYAby4NRs4EM7XDyMMn/RihOgAcTq+BNseSP1SJDvGe+6jk2mWXBizHgQ12A8c5QfToSvt4kSytjsFbqzPC5m2eO5n471XRSSd8El5jm3D176JLi6OnPomSj+tgIyY4xe9Rdm/S/hmwAomEQmitMsOpDVEFHgGsL7G9adFhKc4dRZL2QdgGZnotplp0GmwqvJQ1Im2Qd3hEm3gsnuxZpylQcorIGweIL15+zeXwhq5Cxuc2Xdi6d2Tny2tf6v2/+iZ/Y8eO9sq58XY5p1m8OBoN/Crwe+BDwzeG/1/W6gWeRTP6x8LkTHHbKnbozgzYKjj8CobikAy7d89xKOeEJ41xiGoU/yAdDXb4eezZYrgqLFnaqgSbgsI18M9oM/bdVmKMiFItSi3v3Ldn3NEs+ND3EKYeN9Lt01J9glWmW6Qa+uAlXJllkxs2X2mS23aMUXdKYh7lYLVKb6hQCeJe5xjg1isEf5k4/0awywXzKUptWmWCeuW0/q2vOsUk3lWKJqXDPEw7BCOIggdMdc1gIA0A/bs+bCt/eYyYcWjhwuwdaVCjTSFnBUsxfnjplKowFHUGHFAqR1inpFIdYYcIdEOMBulIxjdNjmSnWGEfRdzoZahCt51wbm5t7gT+XEohJYSuG1Cib4URY2CZmUoHXaeC5p9EvZD3ZNFOLhRsuLQg696lP+79vvOP68iP/u7YuB1r5YCwWexD4Vcy//C3A6NW+sCtd7YC/qojdzrAAFql5wLGUcYr82iTHPHNhGJXzTkkqPeHP5hlSRcZcZpA1QpUSSryXpeka44EL3vKosA5JH/6Ns+bH6qiMX4o9DVDFG4/TY5ollpkOIcUluiSDRW3LB2byNNcSs6JK0RkmUZXgDItMsEo7DHLLrDt8JBhH+HchQFImK99y5adgEoMIrFCmIpCP+Zak/G+TrUCOTYdt4vRduFSi5nS+ErVt3PX6TSbQGj+77qceQUPyMMnQhjyB7je0YugT57almjORBD2JoVSjRIE6S0whr/J6YP4UAh8ccMipGZoDQSopOiwEiukiM6Rpe3KT0UiHbBN548jAS6dFpTxJkKW5QJoWKSxD1Ia9W9ssbKMzjJ2sZNwG7ZkXoJGf/tDv+r8rP/wjO368V9aVr8uBVvJAHNgETgP1wWBw5WqDq7wSQTGnpa5cdqDjrPngytgChil2SXn6TI84I4Hp0CHFFEusMslSkMdXQ8qPOjp5kIyzxgQr3mEm6XhEmDqrEqZGHGWTJiOh6KYdzxac8v+z9/7Bjefnfd8LCxxwwBJ74AEHCJB4Ag2K9FHiZS939s2olSPZjhM3Vjyepold16mT1G4aZ9KxO3XqtE0n0+kP20mUP1LHdtPYbWccx23TGWv8K7ErxRpr5jR3vvXR4YUUaUJLCRRxwBK34AICjlj0j+d5PwBle3eP1N3JG35mNMJxSfz4Ang+z+f9vH+I8z5P9TP/jVx0/nn6PMUWeU4CUhClcDaQO/RhbJl5T49DnwfYY1WjWMguwLywjwLGKdA7Y7uqDUx0RxXxeehp4Pj9LJTZ8GrNDBrsmqJyMoznIsx6m1XE5y5MejRZJnxJBifGD7/23vCYkQKyz0JASNyZmZgVOEY0wS+sFH0jqSIvdnXA17nhJ65hvC+auyjBCAhK5jZrZwRGZdrIV0USfQDZNYjpMiDLBpss0I+BJmizSaHQE/3cTnJtVh26A9hhFYnStJEoD/U8q3rVnuv9vuTJa4/F7dqP//i5H+9yXXw9CLTyHdPp9Hngx4AC8IlEIvH5t/yZXXDJ23m+mOvILrUdEJQ7Hdvr7lOhzrtHwc2Lkn6UPp3rRGf2smlG7NIA1GEtAwTmmWMm8hAlbZeVwMk77qmxwSs0qTsLxdSCWQYRUaeu256jCYiKdN0lUQU1HXJy4c0ayKpQafApG4Mkp8jlcN4TRApFg5Z26VKyXFPH6DtuRKZCJzzeFSbBAAAgAElEQVRZj1miS8Nj8sSeKdCLoXOBHq968R0nxbVvBP78PJ8JbH6QNE+cNmVjdOTeQ9kVkQWOY6Ox9+7E34sMXCWi+Gwj6fL+1yzRRte1SDe6Wg1nRQcUtU8bs3B7wXE1WqywyxIHvMJGqGfFoxfVUlz9Idk4sS3SY5MN2lQY+LBbnu2ik0o5a174R6FtkGum7IYFAcp7/rxrNLHTwul9WCtXn//6uH37l37p3I93uS6+HgRa+bZEIvGjwD8B/irw/wF/JLhGYz+qyo88zTi6oDTjkDhb99cOyl2bMsrMzGB+KfpyiqmhbleycTkXqrusuBpPXtMd99LYZi06vCUOvOsVtc+w6VW2mZBikV4Ig4DAouVDvkcD+VeLvig2zdixWaW66yQyC54YhZBFwb5gBVvCmBa12OAm3u8BrLNFyf9GnX7aj/pt3xi10R2whIQ7EjC1HaM2tkyLMm0a7JKejMMfRa9TalyZb+UYUp3bEOftgXWNtGmB2SLwWZsxHFKLn//iE98S92mS+9UzXbEGmns0aLAbrBAtk9sbm0XNQJ88i1j83ryaV5CaOv6qM4c08E4zZo3taBhEJ1xjGylHNfjUoNOK+IzVU+GIdbY4YCm81c+7Hk09atdyyj0lQcliMW7f+tmfPffjXa6LrweBVr4V+G3g359Op187nU7/0nQ6/Sdv8fO68JJJVZJJ+JHrCzImEzxyDcuOKAeOKzpfj0UOWGKTDRfhGF3tFAtFOKQWJkv2eFU+zQdj2AeEE5740nX2qXiuo5gbivjquiTeuMNZbrIUr2GPFQ9sHrNPnTZlGuzFYEuDR7BO2Ly8i4zI0HYDrzz9kJ7XOPSfz2xXNYwzxWo5OnXdr7jfku7PC2A0f9AQr0ORDTZDCDNwBsw+ddYGOwwwAzNh9QcskRnZhlUdWYRZ4fZJDHs7lFh8zURFou6ZVP8kjKLSjDhhJlHXTICuiY4aE+vCd1hlle0oimnGrCB/Fiv0UoAuccCOd91iO9k1WQghltg6HSy0ukybF3nON8hBsHOkBtW1U17qzC3SZht193DX3ERCn7Ff57GfhgDXg86EZHWalD1A+7yrMzRY5vA+XitvfP4LcTv3dffNY79cb+F6EGjlB4BPAn/cu/Pyff7kq2KZaZYFGigfXOwAOc+ZSObEsd4TmtSdbVGJTlpwiJLSBbuo265wRNW/5BYD0Y4vao8Cn8IoWqa07EaRzHiRlFOdoJ75IGQVQA1WtRmcYLxhPR8lw5RcOl+n6Q6JRq9TAHTKXyfgxkoGP/VYDI60bQLdgEJyDGMwV6EdKkz5wXTdB0WDTikt5dinE4w68QptBrlswFYzS9chmTtWzK7evssSBxxcM8y+cPuEJKfcfKIchfaUJKfJK2ETvOanmCQTkhMzDttlxTahr3FbguRSOGBquLnDGm33Hhe+DzNRlbpqg+RSAbHpOuaZectXaNOiyhbrVDjyeUqDLdbZ9jzV+WItaCnDiI5TUKsOd+lzJmWsrqGUtnsucDIZf449GmyzFn8nuuZ5lgRB91uJR2Z886X/7R+f+/Eu18XXg0Ar/wHwGYx2+OeBFxKJxJ97q5/YRdcV7pJhRJcSt/1nGUY0PThZYQmCNjKMWGM7chaVHqQBnhz9kpy6H8as4/kkHwkbVxOnDELZucErMfASDi4OtqAFc/8zNsIqO3T8vpe4GTCFKSaH0XGJay4vcMXRVTiiRTW6fbktagiqAeCItHeJWVbYDdgICBZO1jcOwU9HlP3kUKJE9wzmb6EMJSq0KdINRoWk7CfkWWWbLkUPxOjExqSCeftx6+SnyZnPepIJkxQxZ9Bm+DSbjDMGjgh2EM9+nEwHHXNAjukHrHNdmhwES8WYRR0a7EXRK9CjxmF0yKKTajah4bi6Y1knmLVxNVgyFqhcCGpqg90QWI0cxwecQ75Lh1Jsfj0W/WS2gPx7pBsoc+QyqVzE7un6C7ZqUWVMOvD+86xy7sF6tdQTT8Tt7j++LOTv5HoQaOW/Ab5uOp3+x9Pp9C8CXw/8t2/t07r4UgHOMQjGSpJJRLnNd3YlZ1EAYeSkAjhxGEVf7uEc71eS9jpNLwAnYRebcbaHaGpyvVPhAlCIhRUn8xhR5ywV3xIHAd8Ic1aHrrAIFXTZwipMTgyRDiWkJrX0njEluuGZLkaHlJvzftdFj21TUVJMm7BpDRcloBJUoyGh+Mwd5z0LjhDur4i7HgVayarRBh9Lh59Lnj6ZO4Z1F26fxPD6mALJySS64bpL1iscxYap65zYJ+APwJ9Vmtxk6Fj0ToRG9FkInxtd27IbXmnz3qNBkkkYo41Js86rITaSS6WYPVLmZjCL4JlStxmWCMK/S27zK3aQvQ9PIrGZPF2yDINrXnK/Hjkv6r0878okM/f/JWD48szxsP8rv3rux7tcF18PUsivTKfT9tx/dx/w797RlWCK5bd3A1pJOztkNiRLseIWphLAKHNTeK8Vp3HADVkGPMeL1NzeVIMniXhE1ZNxkf4ebCNZYS8og8Kf5e8yIRW+Lrp//Z7wew3Fkkx4gecR51pFVSk+eg0K4dX91tkPXFvJSPvUsRCNagwmldIuxaoUn0bdG0U3KHhF3b6S3ZOcUqMVXi15zD54kw3W2aJJHSDom33yrN36nF2/pHXjCnG4c+2KMUauZWNzalOhmywGP7/rbJ4kE5ZGtvnZaaIDV02i30sWkB9Jnj7X2oZRy1lQVsVgtE/50nyaD5pPun82yrTjWoBtals8xRbryEBN75248gpZllJWUXhqCuTtIqx/3gZY0EvLLXi1+YohJCxdfu9wVkD2Ztfr49cf6PcKf252MM+8733nfrzLdfH1IAX5VxOJxK8lEonvTSQS34uFMP/KW/u0vjJLcACYIKhHIdzrxNLoIw/qXhSUEWlni4zY9yI536mpSAzIsehF/JiCd4Ol6IrmO1v88Y+ouNGRFfcNNgMSkN2s8jaV9KMjdo8Cu6xE8Sy6u6GGe/bcM3R8OJZjwB4r4SEyTycUy0a+7ItOZdMgrclyzBgEjZQ5irzMLdZRTmeZdnSRobqEMB2TAEhQ0stcBwjoBcxdsvW4UfxOnMqYHRnf/iBj11oQCigmrU6D3fi5mCC9zGLQ9QDYn9kM6/0YkOO4apvvqUNPM4XpIgrA6FHgaQ9mrvgQURuGmCvmgmnWwgokKXMUHXwNG94aq6jk56iZWyLYiUFUQ4Usiz2zyjZj/0zOuPAKs875HMOKe5dSQDfnXRp23m+9cXgYt2//8i9f6DEv18XWgww7/0vgp4CngT8G/PR0Ov3ht/qJXXSl/LhuPF0TBNXZR8IVGz7akVSYrjDfMRmOqHDsR9V5N7lnXCwkatzIf1eDqbOd9MyLetmxbSXMyz9DmY7mRW5ugaLcDX2jUCEWpiq7gDV2kOhk5n53Sp4T77JzUbRyDDlyWqWO/XpsDS+ltkz5/ciKQDixQS12rcSPL9F1yuFCsE/m49O0mYlOl2TCGjsuqlkMaAaIOYRChNsZ27CUsCOGUX5kz3eDTbqUKHuBEwTWZ8GhCJPA87g9/hZPBUwiLr78YCYkOfTiOhN5pSn75jx0XrfojeKVl/0EJssBvR5h8TVacZIauvhHUNT8MF32ukscxGdUMXltKnP+LHYasU1zIWApbdQ2oB5ciLWi8OX66b3Lw93BTKOR/5ZvOffjXa6LrweCSKbT6T+fTqc/NJ1OfxD4xUQi8d33/aOvgpV1DFtOyT0W6VCizwIyRpofXh1ToE0lHAiFaY+8owT4Nf4UAPvUHbrphFBGcnwVR8nrT7G4tSHZ4J+LG6wCXfUipCGmLEqVUCOpfcdxUcEUYCePY/8yq9OXXesa28z7pWR8+xGGbHjrwKXwA0ePx4HjTki6za51t4JJtHT9lmkGxVEc6vnNAYh8UnWXJTeqOnY+ta6LrrU2U800FulRo8WNzDNMSMUcYwZVTaIbHZGJa8frdlpZphnXp+PmX4JMinRjiDxvkZCag6OSWNCzCbTasRmIAppmRIdisJL65HmZ6yHQKtINGKfAcUB2OjVqcxw4DVLe8hqQi8kk98S2z0MEa227FYBpFS6e2fn0G/c2zTr+hV+I28X/9PvP/XiX6+LrXuHL1xKJxI8kEol/mEgkviVh668Dv4exV76q112uODWsGzjQfKcLzGG4k+iM1E2poNZoud93l6H/twZ/ui91Qxq2WR6oCV5MQWlHUB3flTqzzhYKetYQdMOP8V2KHFGJlPUCvTNYfolOdGDWIY8Dl5ZroV6DeO4qchok9igwIsMJ+ShUwtgFz2ho2aZMydWPohjOTiXGD1eHL2Oxp9lEoRJ98qyzFfCPulKxblpUedfB60b1m5gv/PrE8P2V3c8j1aZYHAV6vH9/L4prhhGLu8MYHmvYu84W1AgmkYpejgFrt/dIO+NH9gQ6iXQc4tL1UXeszVJe9PLJscARBUekYl6y4lx/QV060ajD14lDlg2mVRjFYFgbqU4r8741uh6ydBCVUQPg866FR2zwfjN5955Rb3f+1W/G7eaf/wvnfrzLdfF1r478/wTWgE3gPwH+BUZB/PbpdPpVb2N7lytRUOQZ0YvuzrpNsM66z0IUQ3XSXYpunjVwxV8x/LDFfhl4ERfHfJtVRmQCpxRDo88C8nJRETvBcjpltKQObpMNZAsLhE2pgpetq1tx21jD7Msc0aJGyX0/JBCaV1QK8hEmLBMmhR7sUw8Mfp4i13UGSJm2U+Da7g8zE7WIn36dl1E02TysI8rcyKGhIh1ushT89CPKpjhN2UaaGRnee+2WKTlvL6ejMEmtOySLE33IDYaMyPCFlSLHFOj4eweG06sjN6m/QQ5FuvSuLUQhFhdeZlsVx7i18eg1pbH0JjGLRPPTxme6hFOUvan3HNyCl2x04xtsIh8fwXQtqmGSlfMBacY79xqHcV865bSoRnGf2Uosxr+fZyUSpuf8vdS93Q/nV/2f/ty5H+9yXXzdq5B/zXQ6/d7pdPpTmB/5c8C3TafTG2/PU7vYMh75zBwKiA4zzSiO0Tn3G5+P5xLl7HleCLxXhUQuiEeUQ1QjC9uUd4tAUAVVpA7dGkBQRsftYhUAIY8MdVrCxlUQQVa4A5Y4CCdE4fFjP74D/kqsSG6yEfCQ+Olgw0UVZ8ED8vJQcRcHXEd90fYEK8mz2yTn1bgfdaNyC5RoybDedihUpXQteefbqS4YTJR7jBFpjp/I2jVJej7lZBwbUJEux08YO6iVq1L0IONlmtQmhwGNnJKMYAnh1sL4gUhc6rqkaomDwKOTTGLzE3zTpoxsAkQb1MZsm8wIiYXaPtg2h8QRoiJaKEU5aIuiE+7RiI0hx4AjfyzF44mdpM69zBGLmMukrIhl5DYfFfhmlwRBt6/cW9lZ/79m0EqqVDr3412ui697FfI3dGM6nU6A/el0en5O09u8BK10KPK1/jMp5iSRH3mHJjxRqfdAfCkElzSph2qzzBFKm7dON3WGM2x/b1+6dV7lgCU+yKepcRhdtDomY7EcBh1PYpIsQ/cFz85J4M2TW5vBEgcxGHyWlxBt0IZ3qaCkydNlnt2goq3sUFEGB+TcTtasVjXIG5MJi9Qah+GJYv4qdp323BUy6xbAxsIpzln0ml2rhqfC4bVBHbmiVspJKRcLo2P7uzvWt47m+NRaO6xRv3VIjwLtZDngqQxjeIy4HjptyXu+RDf8xU1AVnSpvpXwOs1gqMiDRvL4A5aiY5ajogahE1KUOWKbtdAoqElQHqpRCm0TErTWcAfNbHw+ytRoBbQjpamskefnMRq4X8TCFmY88vfdByM/+cQn4/Zod/dCj3m5LrbuVcj/WCKRuO3/6wNP63Yikbh9j7/7qlj6kufp82/mflbgGAtvmOHk5pWXd/GNWbcqCxFMfNJwlaBS5ns+GJX6D6DBXnS9iorb4ilGZHjFO+MFZt4cej7K09TP5fD3Es8iab8MvWSclWISndoQk2irOPbJU2c/8G457cEMxjBqZiW6eKNPmlwgg4VK6zSzzlacRNKOwR77IFS+2PobQQJpxuywRpUWW6xHpynRUsY7VGWP6mRjXfMo/M7rNGlmbE6we+29yDpAuaLaXPL0efHxDwQjZ2ZBkISrs/df2oIxabKjQWzs4nlrk9QQWhuSlLkysTIlrW2mYrPo5KPXos+fjLk0g6hwRJuy/7/519d9yiB/nC6lOLnIRsFe02mcAjTXEWSoAAwgGorzrLsYpHJ85d7QyrV/71vjdvdnfubcj3e5Lr7+0EI+nU6T0+n0mv8vP51OU3O3r72dT/I8S190KSsBp/ZleJHnyDrN7pRkJMrvu8+JOkUd4yu0Y5C1y0oURWHXOu6q65VFrTEzuqy4jSsQR3TxwAVpANFJDb1jk0nXvDQcrBPUMFWdo3XH2Qiq2GKdF3mOERm2WeUYy/wUDTLJxJ+viW5sgFcLbroCoIfkQuhSpxne6zVaHDNLQRqRpuwnlm3WmJDkeV6gS4kV9pAzYJFupCZpo9DzLzkOnB/1w3vkgCXef7BHklOWB587020KjtB9yTtcHbQNOAdwyz4PWYaxGT3FFr3MYgRjz7sn6r0CoiBLiq+NRjYOUrHawPIoPmc6och/RrayLVeDwoxyOB84Isvbgdv9Cj7T89f1kqirM3cyyjL009vgDIz2ZlcyYU1Q5z6mWen3vjduD+bSgi7X27++6hWaF1lffsyc4eJGt9Og0YrrCQoDVocndoSk0KawNH8Ni+gy2piO7Frqnue7XYAVdlljh10aNmxjEeV0Cl4Qb31esl+g5xS4VDyejtQ1WjHA22I9hqZr7JBmFEf2MRlu8Ay7rETxq9KKjUXrxDvUPRrxvNbYRrYFStMx7xMz1LJU+xR7NCI4Q4NQQUkFjImySyOgBmHV8uquDYzds5l5Oqh4E8e4h+TYz73399nDNthzf5kaK4M9cgypT5qB74/JQJIQXOlnKSZUbnfDP0ZeLRNSof499U1cBTnpYSW2kR2yywoy6mpRY9+dDAVF1WixzRoV2u5zvxCqTql9n+PF6Ponc89j3o/FoLZBeOLU2XceuqUOmeviEQWO/aR2Mbx6PHkwef8bR+37/9LlelvWQ1vIpyTcsnWWcyL6oXVLVsyMwZHFXPzSUXj0RZH4RhFue6xwSjIGjjrCKtVc3dqE1Bmsc8aNLrPoX9KJ34+6MAUcy5hK4QrCevsshGJRw8wt1skyZJVtl/nPotIW6bHBK9HVSQQF7l3iGHrPk/sEd0z8lGJUy2EkIhlMMOKTfDgGml/uD645xIiMQw7D2HTyjr2bRVkmNlqLdDuikytGYVfXmqfP7bJ1rrXJIUeUWb+9E+yRoQ+aC/TI3LFBr6T4slAA20gUiRcmWNdm8IedCg6d3ZJxeM1mARtsuifKOGANC9I2QVl5jsIqfYK6aUEdNlM4/H1aAs01dFuFW/+d9c/gmEzg8W0sObXpoi8jMw5DjGX+K+enHx6Pjh/o9+7efjAp/+V669dDXcjFSJEgSF/4+W5rSM5l1QOPdTMqWNv9yRX+a/DIKNSEKpjq5rRh5BhGYroKsQh4EnTAbPDaouZcdQtbEEsGCM640mLGZNhhLaxbxcJJcsqO26QueOcouGeTp1l2Qyl5bzfYc0/zSlATFXqgsIkt1jEL1Y534MnYZMq0o9gqAi7JaUAKSxxQci6zTJ1a1EgzpuTskgFZ1th2BsYxR1QoDbp0KFG7ZdYAGZHzRsY+2k6uMiHF9rUGcqHsUCI/MYZK54mFucGzvR87rMHErndjtIuop21X12qmoI5bg0M5XGqj0UlAZmPawJOYV/yQbPzbOlu0qLkqtBjwFcA+y6y6N7n8yOPkAR40MQoRV8mTotKMPEUoR5Fu2A6r+TBXz1cdghlEA3GeVXzUTnh/fJy65++99hM/EbeTjz12j9+8XG/1eqgLubqbjwN/wn+uTlwMELkkqqsUNl6gx6f5YHhn7DurRAVN/GyFNKtjblOODlRqwnkPlUx0iMdRIKWmLPlQ0pSGnfiZmBMNdqm62lNeHFnnPgsyGJPxJBwrNMomHZFhkR4tauzRiI5NKUDqlEULlE+4Fb1ybCgKWZYHtuiSggKUz2lQiuG8glJMRdmmPGnHxmKPsWhdbs7omf3HDLPPDyzUOXlqr+PrXvvdmC1MSJGeGHQzSGateI0MU1+a2HNPM+ZDfAqOLIx7mMlFkSzQ413/4nUOWApVq5g5kshrRiIqI4B0AR2K8X6qc36ZZ+L0o81C3b45ZVZZ8dxXOS3KXVPiH20iZfef1+fIPjNWuDWcb3i8nDj6bcos+KygewF4pT0wyOTGI6f3FASdHn4xbi/8yW8+9+Ndrouvh7aQn3pnpgHRv2IWpgCEgKLCUQzxLPjgKLppuQ5us8oaO4HNKvZNX9qqd7QakqkIKgBCrAx1tMf+t6IcWmJ8lSUOuMF1JqQ4pEabctDZbDhZCTx74CcJ4yVnI6TYXvMgirc4xUOs2ClaTUlBYlFIESibgDpNL2SGAesEIO54jwKrbFOiyzaroX4UNNWhGN2uoJsCRiNsJasofWnX3Qvz9MnfNrVsZmQQxiu5D1iRylxhi3W++MRjZBnQdXl9N1l04yqzyO1lFo23nZSC1zYGirBA3+cQQ4p0qU+asGFzEw0g9Z4eYwlLdfbDl0UxdtILCHYxPx77rKyxzfO8wIgMdfaBWcOgAq1O2YRWJxEYLSqjGgmZlt30OYsaBjkv1mmyxXowbUrOxpGE/yIUxFLWNoG798nsfOTJpbidff/7z/14l+vi66Et5He5giTLWoIQ9CEXF1n2oWWOwnXQiuZJDMCkBJVoaJ0tFxaZ53jGMdsF+myzFuIThU0ImxaUI4c7mUmtsEeTOs/yEkOyLnhvMnKAQavJMj0WPZR5GGyIZZoMMQHN0LtidYPygVHAr56HMGoJkuRfIoOpeQsDFSD5kysCbZs15KgoSl6bChNSNNhjQC7COjLOs5YR1zJNlriJFLKpmz4AvWOd79OD36VHgaufvRubR48C9dE+GUYsH9hw9P2v7Rkv/rZxvEsHJ5iDoW24nBLq2W1WaVFlL9ngC1Wbi0j0Y/d+TMntGOQRLj75vCe5qKQSnekzMjNUywRVVB4sdZohHKrRCq+dihva6m/EPOlR4ElvCqRKlVhLpygFjOu1iiWjYfl51iNXHnmg33vsox+N248+/fS5H+9yXXzdGwT7I7zkqwHwUeDj2GBTiTd98qywG7zfeQ8WMOxTroNJToPyJx9uRa4NneQmOqOk3hKHPMuLbgHbZpeVGG5KYdqjEPJuMMk14ANTD1Zw1kyPAhtskmPADa6jUOV5+MKESu2Q648cBpKHeJciTU+kEXYt/ric9YSLf5KPIG8TnQbsmhjfW7ixnBE1UAS8P7TC06YcBadOk+KoQzIzQV40uq8777vChCTTpF3/TBcquSNGXwN1N7zSaeeUJHfKV8gwYpp0fvo1GygeL2VjA++Th1uEiEh/X6dJejSikOk5fm8bX5PlUKnKBC3ntEW9L8LRhz5oFNXPBECrDqcZnLJHgwX68Zk7psAaO4yc1SLGzbzJleYoln1aQpL/ZQ+iED5uz9GcGg9YYpmmNw4nF+KRyzSrdh/3w9YP/8243f3JnyRVedeDPcDduzz69MZ9fy3xyCM8urr6QHeZSKd55Mknw17g37b1thfyRCKxBvyzuR99DfC3gQLwfcBr/vO/NZ1Of9n/5keAvwJMgL8xnU5/7X6PIxbBhCQf95+deCf9Es+xynZEbKlgGld6n8/wfGDCVVrhsld0lgIQ1LwjKizS44S8e2dkonuXTD/FxI23Ou4kaB12j0VqHJJytkeZNnlO2CHPgn/p9XhLHLDv1gATUjzPC4hDLiXhvENhmjFljgLz1tFcTBnJ1634lp3JUY2iXOMwXq/82kHxZ0O2XFgk9kjNr9O8OVWHYpwa1GH2yfNS5jnGpGlRC5rnx/ko7YxtIomRFeB/vWTzjH5uIaicbSr0M2YF0MwsMyLDweP2/IdkzR9nMCSZm8TfTJ+39998SQz+mpDk6q27DKq5oH3ae1JADox9FkIFrE03Tz9YJ8sOP+Xp+7C57TGCBsn1sPAHsYM6FD1UYxlpCcTY0X3LcbHPAmn/LNnP7TpqriJ7ZKlSxSmXBfFFEoKmjosvT+6t7Kz93R/n83/1P7P36F/++pt7kLfAmuU9P/G/kP/Gb/zK3/EfgfW2F/LpdLoNliyQSCSSwBeA/xf4S8DHptPp353//UQisQ58J/B+oAb8eiKRWHXbgD90fYlHg4qV9Z8VvStSVy0qWp6+0dp4lTYVz/K04i1fauAMt1fijwK9iP7aZYUSnbn0IPsyyWzpkBp/ip9hk6fjC6y8ziId5EmiEIPf4Jv5Zn4jgghEjZOIRXRFKRXFpBGLZIe1GN6pyxTEY4XJNpJNNpC7IxBwkyAQ2dOKHz+vNhWPveOqw3mcd9GhCm1GbSr0fcOrzvHBJcxSuMfNajmu4zGFwIHFYRfbZmlywCSZjE2iPGmTSY7o5xZi4JpmROK3oPvRIs9PPsPPJb8b+b+ky+PAt6WYXOdVhmTZpYEsYotzfPw8J9Ex71MPyqJmIF3ndI/n3puBbzCac8iPp0I7rlXaFbIafhoUVg44Rz71ZXdZnPjpEgjTMjlRZhhfKLNTgqD0vfVA5D/8Yd73qd/ksx/6hnM/1ldyff6v/cCb/pt3/Xd/m8Xv+q634Nm8veudxsi/CdibTqefu8fvfDvw89PpdDSdTveBXSw39J4rwTTwRHmtbLMWH/BDP84qXUb4bY+CKytNbi66lzBmsUDE/d3iqWCdCJecFyIJaml657TjqkdBLOY/nWXRO7gei4HZbrAZuDcQnZcc+w6phaxbg0tRD4f+vCVgEXtGromHWFZkkzprnkAjl78Ge1GIBJkIgjLqpYlmTkmyxXpgxTN6NiUAACAASURBVBpqgvHUBWVpQyvQC2pemwor7MbwdokDkpMJZU/hOfKiL48ZBSmYE6PNMgbJbJx6inTpJk3VKum9qIE8aY/dTNaDKZNlECHNKS+wsgLW5qINQmIxhWWsYL4ieU4YkA3TNQ2/D33TbTl7KIMFTDTYDfl/nj43uO6nphEVDx2RDqFF1T1vkoGbq8s3m4Oye6LbZjMkS5kjKrQDTjvvGp7a6eQTj75xz9/r/uzPftUU8fOu8eduvtNP4Suy3mmM/DuBfzr33389kUj8ReBF4L+YTqfHwLuBef3v5/1nv28lEonvB74foPCkGWD1KITXijox8clVTM3ZLxMijV0aQUlTLJm6u0023ISqgrywJyS9axr6cDITHTIYHFHmKBglYhVIBZljGCZOKrZ1DIcXb73k9rXrbLHJBs/xIk2Wo2ubN7tSOIIKS5IJ+9SRajTLMHBe+V0LQgCDIAxa6UYnPk/LDJYJJ7Qpn+nkpY6VXYG8wVWwVYgG5GLIKvFV/vUxmcdHKLBD3O53H3ZpVussjQ4YZHLkJkOWkuZ5o+c0G/Rl6GfyIbpKM+b2B9JOW+y64rLpQ8Y2NVphB2AmaqXYBPooQSgblFPNXYziV+RZXvRNaS8Kd40WL/C8f96M235KkhPkDmlfO4O4jDq6yYanCBnFc42duOYD56iDbR4q/OK9y7ALCIz8foV8/rvy5JNPnvm3yb0Pu7G+3CjrXX/n73Bl4eof/gdTSJWKPPKuB8TSH2AlFxcvOey8g4U8kUikgT8L/Ij/6B8B/z0w9f//e8BfBv6g6cUfeOibTqc/Dfw0QOW590znO5OPAr/MUbAR+lh6yzfwqcCxr/MyE1Is0gsjpA/yaT7JR2J4lmYUzJaBm10Jr+y6qZJZxJpjooUTpMNLYx6TF5VPXGQg+L+yKhXrQcKdATme5cXwEpFKEWZDMnXlGR/gmaDl0P3VzVGxwDGSyJecw9yjwDLNKFa7NFjBGCFZp+2piz/gSWSpe0SZMRkaLiGXn7YYQvMOfSCLgVO2WHd1olm0JkazfNMJKRYPh6SqE75QLfIUW0xS1pnvJRsB68xSjUYx8M2P+nQyRsgr0eHaZ8fUv7YZdMQmdeu4B0P6OcsHlYBH3HyD4HaD/VJ10Zbi5kRbHTvfPONbuHxxtHEZ3j4J/5ys0z27lGiwy5Bc+OPoMyA1rwazFffd0Qap5CMbpq64/N8aF4MHyzGn+cPW/HflueeeO/N9unn7wbrU0/ZMor/4Pd/D4l/4qs+beWjXOwmtfCvw29Pp9AhgOp0eTafTyXQ6vQv8r8zgk88DS3N/9x5w9c491lXunBHGfBwFDreo06TMUYRD5OnzLC/58doCl5WMc+gDuQX6gUWK4lehjaxeF+gHHn1MgT0PaACj5SkNSE576iCVhC4pt6xl9bfioQsjrnAUVrbaqNTVzURGqaDOafM4YCkGfeqAW1QjAEGycgvasKP6fIiwOtIjKmF8ZWnvlj26zlbAENqsRLFUrqSEQHpP1tiJeUWBHqPHiAKU5JTTq/Zca7e6NFnm2q0xcjDMMCI5seeTn/QDHutSZJzJYOENtgFSJDjfku4PyJFpEbCYWRIfOsw0C4sGvDAuBssmx4Bt1vg0H/RYt9EZM6y6m7B1MItkDSktEciooMLLtckBgcNf52WyDDmmQIkOOUzoJMz9xBsRCa602pT5NB+MJuC866niUwAs3Ye1kszPvPPufOpT5368y3Xx9U4W8u9iDlZJJBLVuX/7DuB3/fYvAt+ZSCQyiURiGXgf8Jn73bmZ+Z8NltDQchuTencphVKu6QVsm7UQ8KgYSpJ9TCEsZ0UvHPrRXrgoEPCC/L3BCompCI/MsMmVe2DFS6IR3YeGXhIRSdWnwi0mioy7inTYYY22/7eUilkGyHpWWL1w4hX2qNCmybJHxOXCxU+Y+7zlroZuYK6AOYZhqtV06EZzCfHfpQZtUeMguRSnFtkcaIOZkCR5SgwHx2ToXHuMPnk2H1+lwDF3rl2JglagxyCZDfhKz1O+51KqtqgBsMFmbOTKyry9nI5NZkwmZg11pw8KM7fN9jQ2AXndqGPWaUnDxrb76ay4t7j8V4p0/LWl4xQm+EZslLK/Hz0KERqhuYgGqjJ+G/vcwp6jBWfU2Y+UpLd63f6lX4rb1f/pf3zLH+9y/eHrHSnkiUQiB/xJ4J/P/fjHEonEZiKReAX4CPCDANPp9F8DvwBsAb8K/MD9GCtAfCFVvLUs77KLxa/ZEK/iA7Y1tgMXFiVPXtEv8hwKZjh0Lq82ij1WkN2sjKUkrc4x4Do36Lj5ksITBO9omXmVYaKCV1rUOPWCLik8EEPVAVmWHe/VUFLqSlkK6BSRYUzHI+iEeVuSfcHvKxfmT7seWCDJeIEeC97lqcgZZTJLnhM6FKMLNNqhFWk91i4rNNgLtkaacQxYVdBGpGldM0hgaXQQ1yXDiKcPd8gwZi+zEtf1iArvOnzdGDzJJKJhFuixOHg9OvcBOWhZUlKBY3ZpxOmhn8wjl8KKh4S0qMVpSWpdhU30KMRcYwWz1q3QpugeK3WaLDoEohDkI897zdPnkBqK66t64RdTp0+eBUz+Pw/ZaX5jcJa9xxq+C1rqseib9jBweGkDzrPEI3/woDeYjkb3/6XL9Zatd6SQT6fTwXQ6LU6n09fnfvY90+l0YzqdPj2dTv/sdDo9nPu3/2E6nTam0+nadDr9lT/4Xs8uYaHzS5N/w5eHoXIEHOs1MUuWIde5gaTQFnCwTx4LR95gMwaDA3IeOpElzdhT1O1+xBX+FB8Kgc68CEbdW9H/TZa56tw0TJUtwBbrEQzRoRgWpvJ8kUf2OltssOnWpr3ATPP0+TCfCFaO+MYr/vzlDqgiJg64OugWNZqe7SlIQLxnSc2TTFhhly5F9lihwW7ARia2qUUXPD+UlbNgloHzw41Gl2VIp7pAkzr1STMYPxOSHFezobQs0SHJhE02aOWqwdXPMYAv2Xs6JBcb5tLkgNqtbhTMeQMzvbeHrvwt0o1NTjaz858tbdh6PTLKslPQMD57gnG2WD+DYe+yQoYRYzKh/E0zIseAGodzMxBrAORcqedhwc9JWlTjOc6fRN/s+tLplwC4n74zVZsdojPve9+5H+9yXXy90/TDt2wlmJLH/DUe959JFDMgiyXQz9gl4vACKGtzRJotnkKuhWPSvMSzYTOr4iFaGuA+HC0k295gM4IodPyV06IYG2BFX11d26EcDSDlxCfr3CUOYigpEytBLvrSqygIjzaoYMQv82eQLaqw9wE5y7r0gisKHRB8eUXG6bnaINbod8f+HFfYjeFr0SGaHdZIchqK1Q02kWlV0Tci+aob+dJginnhTum1EwutSFqh32KdPH0Wf8c2r5HTJMM759ahc9Zdpv5ZoltvU2GPBnvJBt3HF4L1IvWrCrT0BgNybjRmGoFTn1WM/PopOk4Y+MhnBir4M8vbbmyQSpmSURYQ9E4zwDI/F52qBNXJdVKagmO/f1E8dWI0a4jKub87/bF9lpv3CV9+dO1r4/Z0fH4B0uW6+HqoC7m6nlv+M8Es8ruQh4jwyzTjwMDloTGPgy7Q91SalRhwyg1RIhwd+3MMqLPPLitYeotJuhvOQZbfSsO7V8NJj+OLrscVFxzOhiEDyONbOPB8SIOes6hpBcdbxXzpUoz7HZOObEkVlKxT59KOX8vNEOwUssU6ey6aET4t2mUKo1ZmGbrJUyqohIZxZ1zkVA3GzCtskGHEMYWQzIP7uJ/iHWs6flbmiDtfeyWuZZEu6Yl18ONHrRNPaZD4FAabTWywvIBFyBVua3CdDVxd3HWxjmQqJl2BXusKu6Qd+xcGbrYH3YCYtPnLPAxsHqLOOc2ILdaps49se7WpCQJsUWVMOthNL/B83JceS5RQe8+Pz2gPzrNkmvX0fWxsH934QNze+zPfxumtW/f47cv1Vq6HtpADYfGqNQsVHvMKG+QYBM9ZHiEy2po4EgyEZFocaPHTX+K5YLToPuRhckrSvLAhRCMtarzEcyj7c0KSV1l3romZc1Xcjc+GrOUYHiptR12drEvV9dmzyHODZ7zYZ3mZ6zGglGfMl9Md54dnUgwKj++xSIsqIzJh/yvqnSAHe24jPx2MIg3pgCVucD2uWZ4TTvx+5WMj2Ahscy3cPokThmCYLANOr8qn22L46jTZY4W9zAon5CP4wjDvNKfJ2ce6Tx6ehA4l9pKNYCPlbw9Jnhov+8jFQECwaLo+ZBSP3objRUzCPwpzsRFpsk64BEJ3AHaaMQ3BzLZ3jR2WaWKK15TDUKUz/uaCuTRLSTPm2OcgmluYw30uYC6FNO+5n0/7Ah25eOTt5L078sK3f3vcng4GJNLpe/z25Xor10NbyEdk4jirdeL83CZ1nuFGDBxnXaslo8jy1AQXJ8EsyDCOIr7BJte5EcNPIDBpQRfms3GM0l1EN6zRYpMNkkxY9S+2pb/M0mwOqbHsDocqIjJ+0pe+SymyPQXTmPOeKTdX3CRrXsp9wFIc4Us+dJsfVKqI5xiyzlbAT+owy3OY/XhuIxE2PJwT+sxbFSjmTBx6gyhGAUPJD16DwRV2ef/hXhQkdaWKhEsyoTHaJcuQ9cmW4cITex7jTIYFx74H5OCUuPYmCEvTu7bA4OoVmk41Bdt8VKz13os6aPJ4o5uas+UozMDalMPpsMYhCr02M6wsN7ge10YePfLfUVKSaIoS+yjXtDR3zQRH6f0zlWvb//2EATlqtKKxuOgq3MfHtvOTPxW33/0P/gHJhfM7Ll6ui62HtpBnMOvQeWaInPpqtMKnRNP/zJyfBsxsT9uUXQZfCsy64mZULaqBj8r3HKxr1cBJWPf84w/IscEmpunMolCITqgKzbNklxW6FAPTt/zOY7IMMeuATnRpO6whT/E0Yxa8k1RqvDYsFS1xofW6jnzQKSaEUnxyDFwKPkA+K6IQyjBrnVfjtW+wiWLKBBMI5tDPdEIx/HziA7w2k5SpSoUTTzMG4xxdKyI3yCJdjnJGsZyk7MS0nVw1yCJZtSHxZBIS+wlJ+CxBuxyTZpkmpddOyN25Gz+TSEkQChAwm4aYtpnY+9yl5NfzmCyD4HbrsyX4J8OYVbajc5bVwzGFgKL6LPhgsxUumwcshW2DhFfaUGAWGKJT2pg0JTrIdqJ8AdZK6opd1/sVh+ndGXks/40fOffjXa6Lr4e2kJ+SwsIi7EufgjPd6CE19wixAm5p8DtOnUuhaDINk4xRYV/il7lOk3rg6B1k2ZpjlxU6lIJ1otV1p0UgHrPoX7wCx+QY8BwvApKxZ1hjmwK9MKgSRmuxYp3wKxmR5lle5JhCcOPVwYlnLnxbzBAVWcnaSy6JV/zYTJgziYQgJfkY/W2EApJ3WA11p3xPFHqg+xSdcT4mTYZQshLo5IoBObWocvT4YyQ5pXbLos3Sk7HPIMokOeVae4xk6h/k037tFukn89FJVziCq3Zayo/s+reo8S+f+HfpPzbLZ1VS0IQUyjGVE2SLamwi8pnXgFlxguYKOUD8cw0stfk/w42YXcw7E6qLt2DrUcBcCgpP+n3r1KeMWX0mlY0qN0s1LmLznGcd3Lb5zNYj92b5Fr7jO+L253/oh879eJfr4uuhLeTqPmf+1fBBPo0sSZNMwo8DiKJnXeeCdzwLUYB03JZ7n4606iYlFa9joQc6OsNM3CPvDQU1m4CjGWIio++dMiFFnSZNt63t+GBShV+4qwoNGFWu5MduPa80I9Z51bu1bgzu5gVPKsizwnEaUIfMoMSImcfPVYz1upVTWvQBnXmU5HiFDRSNZgHELRSjZvjy4EwB22SDATme46V4jMQd24SbyXp0xUNy3C7bhlWbHLLNGhZ0N6J2qxvsmQI9SBE89LKzcJ7jJa61raCaYtI47jptaNk1azv0UQ4fGG1O0iIY3dDETPOnQA2UR2Qcu7bP2CI9SnSC21/hKPQJMyZL2q//aZyozIDrMCA66R3ER1fC1fxreLNr8VEzP/vAG8l7Rr0Nf+d34vZ0dMlaeSfXQ1vIr7icYV6q3KKGKfhKcTQ9ouI/T7v4wyb2HYox7NTQ68T5wuJby9tDHPJ5cc28cGNerq3OvEaLZXcutNCJRgwYgcBuS3RZphl+MPJRMYGLvTbR+YSlKqJN3bIwWHVwSSZx1D90ablOCHusOCyziGxzdZKQSlGYua7vEeUYvInn3aIabBkFUsOMcy1R0ZAcNQ4DMthgk/fv78UGtUiPzpIZT1lM3ZFDIG3GSfd1TxYCVqjSYvvx91LgOIIYOCE2JHMyNIOsL1SL8V733HRX0I9UtjNc+pQTPzkcOK/I/MSrbLNK1jchReJl3PtFcXz6G11zCYDmN3exoMy1seHFvhunJl13wW+S7GuJ0XTAUswczrM07Dy4z7Dzzm99Om7XfuxHz/14l+vi66Et5GJjzLMI9AWu02SbNbd4TbuxVSY675y7A+pLO09BVPHMMuBwjianrs6YJ9b1GURgCTzL3mGbmGgSHbjUlSYhT8b/gOgeNbgFi3RTqjrgneww2A0ZHyBK+FL14qfNRoNJDeR0VJdiUoVXg18TBg2CY66iPT9oW2OHMkco2u6ApfCWMU+XWnSvafcl0TIrXPP2kOL0leXVEOCckiQ9mT1v42cvBpYubYBexyG1wLFlhSuEy7pW472feDEckkP+OTPceeb5Dqak7VI6MxgucBze4GKJ6DOj98YMsUpx0jFK5iAYOPICkrpUlgo9CuFoqQ1YJyVtEpLn6z0TPJV2uGv+VPBm13RqXfh97MhJPXH+gOfL9ZVdD20hByuk8x35KUkW6QUuOyQXbJHc3BdI1rI9CjTY867RghAk+jhgiVXHsPOckGbs9LpjbrIUbASxF6QaBOvg5TOtYIaZP8skYBhlaLYdXjl2fFZc5i+X+BfphNBoh9VgnQAh5RcdUWISiYu0gamzN3e+vbhOGt5pQ5GSE6wA77BGnj5rmJy+xyKbWJyX6Jyi7KX9v8HELhkfzkqNWaDHJhuYg+OYazdNJp+/PYy5xPN8JrrTxmgXo/KZU6M95hhxtblqjyOsf40dtzKYMYvsfckFpVC0Sz1HXUuJsDQPkAZAs4ARGdpUgn+v5mFMhl0acapSipCWDaY7MSRXYbawCiuYxxTOOBsqc3YGwUzCUqLJ8rm/N/m0fa5WTu8Nz1xZmH3+hi+9dO7Hu1wXXw9tIf9ylgHg/apBBRX3B58XcEj2vE+dbVaDNifa38i7d0vOGSJK3tAHm3IelD+H7lcFPMvQN4phUBSN8TKgTTnwbRUQcYPFOxc7Ic3ojBJTEXLy8jAr1iFbrNOliOTvYszYcMzCgvdcsCSqoIZkxg1fiKKUZMINnokNyiwFjqM4l+dk4sLdLeHeQocVwtylFJmWCw7ZiN2hYWNx1InwjG3WOF421k7v2kKcJl7g6xk7fgyuNr01pM4+xVEH2fhusgFuBFGmzZgMm2wgl8Yt1mNDHHgWqYbNwr8FabzMdSTAkseJPjNJTCfQphynCV23GocBpWkjaLIcqlbNFtpUsAzQUpxAyo55C6KReZZgIFFVtcGqCdGp8FzfnStWwIt3710eppOZ6OjR97//3I93uS6+HtpCnmBKeS4sAazTUzeuDsZMohrIaEoDUqW6VGiH8k9SeakcJ6Qo0Qn2BRCeKeo6RYHTsfsG12N4lWbEHg36WDizuq2Z054pA/WlFIVPnbrk5DusxaBzmzX2qTtVsUfVNwLBRGnvD81fZeYTAwTtbkQ66HTXuREdYJFOFLVFH3iW6EQoRp5+QBWaGYiKKaHLAUtnbAS6FGlTiSFjgR69zCITUmF3YEZcNmPIMGKbNeQbPiTHZsYS3F98/AN2n5lS4P4r7EGReP3qdPV66+x74WvP0SZPAAWRLMQsZIU9jL1igq8NXon3Q0KwOk2AuP46HQ2c0aRTR5FOeKroOnX8GmiAbK6cyxTosco28oWX7a7mFdddEyH/HtMcnF+cM57Y4PLXM/ceYPZ+fha9e/P7vo/p5PypRJfrYuuhLeRXuOsc65myU8Iedc8qMiW64Vxn3hl2lNW/pxlH0K4GUhr8HbAUheyUWUCzUuPnh4viXptb3eyLJtFHw21PFTZQo0XWrWKbLCPfD3VxVfdW15c+7YIlFfWh28FKybnBpvPjrXiYk98w3Pd0pE8xiSg7URl1LdOM2WATkFWtnXDmg4gB9mhQp8nzvBCwAeAMjXbguerkAceDFyiMjklySungxErcxE46Tx62UdapTjYK9SjSifvVwHKVbbNEOCVmHeLKT0jy7tcsMUjWsuLki7M98hOd8GjNFLRZybdc1FDBMjmGxrJxGqc46nX2Sflnb3adVoL18jyfifuRIlbrgKXYUDOMWPTTwgJ958iPQy375YrmN7seuWJ2WdM3EUifvPYY/FuaYP/VsB7aQv4lHg3MUatEJ6CAlB9bi258te3ilH3qARWog9P/5Jsh/rBYCErrkdWpvoT2pT12UY91u6KfCaNdZTuGWuqo5NkhlaGYLCoIEuUcUmOTDersx2PKSkBWqjJbUpivWC2SfEsG/+V0TXXvyqKUR0yB49jgJnMbl+AnWbGKa33TRVYnPkRMckp6NBvW2oY3RH4hJboMM27le2pD5GttA8VOr9ppQRDJk6+1qdN0xsjTFCYGZR25H7gJvE7gSzOobcE3qzQj7lyzj7981aWG7FJki/U4gc2ux4xmqaIqBs6YNDfdR0a0UwVgCEZrU4nhpWHZzXjdffLOMFo4A5to08lzQo0WPzj5GGCD3IGbAwj+kT1C1ymN512nUzvFXrnPtPPxv/KX4/Z7/4//ncSVh7acfNWvh/bKS+6u1HjAE2IMtgACJ9aAM8sghn0pJp4glCXjzA39nb7cwrfV8RorxI7lVSwLUoM80cqy3vGXXFTTxSLJhL1Kaq1wY5lF5TFL3JKLbYCg90moo25eXOQCxxTpOA68EFDSxIe+wJmNQcEKYoO0qXj3ORu+iTNf9rxL0Sn3aMR/zw9Nhc/LqGtCimZmObBiPYceBfIDe+3FW2aLcKd2xTadatYENiOocRiKy/0nqtG15ulzrW3RDsuDzwX1b0ISJoZ/i4edp09uMuTqrbtzRVS+OLbhfojfJMmEBntOA7UNSwZo9vlJBhNoRJonOQh2kIlzFgLWErxkj5GNaMA6+/GYsi3WewC2cena5RjwseQPohg9fQYF2xnkNtMunHd99vizANxHoc+VzKNx+0vb2+d+vMt18fXQFnItdSkATZajeFtXueBqzAby8pZj3i4rZ/zJ5cetY7TSfjJz/HEN+wTbgBXbrof72rH+kApHtKiZSIVGDLR0Hyrsi5j0v0aLIp0oIGvexW+zilzzTv2ID7NiZJatK1E0JUxaZRtR+8RTnk+gAQIKUmenIiFPcnWO6kgF72hTkw+LnAx1MqizHyclFaiKnxgyR8af7z+WZo1trrbv2gbo2Ovoqj2v8qTNNmuUR0fx3FpUGT1m3fVx7rFIbnqB56FLwCBmUVyhlyxws2pUSs05jqhwnZcZkKPtPuwTkuzR8O0/yS4N8pzEddlkIwbnBqEtUmc/KKdljui4biHpw0ozZrBh+Rbr8W8wE7LJeE0w0YQkHUrBlNEGKmaUjLsqbnV7EWXnU48/WNRbuv7euN2d8125XG//emgLuXw95lkr5h9ufNwslvBuR+qhpwblfaA068yFXwNh6F+jRYNdtlkL4Y4pPGf0PA0qW1SjSI8cj5VgKMsgBqstat6dZc+E+oo1I1xWX3wznDpEielKiFFB1es3zPdmUOMMRbWsSAlmMt5B2vO2/1/iwGPH6gHxSJlY9SSdIyqh2Jz3ARFO3Sc/N0y0oqtQDXM+XIih6IAs+8tV84VJ2vni5pJBQbk74zNsms3kBkU6DDMzuGqFPQa5rMEqg9fj9TzDy7ABDXYpj+z9a7BLjgGFSS82NFOTvuhMFKMjdvx1P8tLQUfVvECvr8wRR1Socciue5Yf8GScfgx+O40TjdwTxX0Xy0jBE2MfVup90QnHkqyOKHBMHrOWSPmGKZqime2W48R03iVoZZTgnsrONw6/GLcr//XfOvfjXa6Lr4e2kL/BI1GM59cicvlbmKN+dSJ0WLzdJvXo0sTtPqbgEvQaTZYDjtl3Q6aOhwXIWMtk1ObUp8AEwQ5iJJw65NJngRPyPOMsEbFdZOtap4kSfaSKBNucVLiHLjcBgl1SoBfKVakBZRgm7F/eM/OuhBquSZ2acSRWPiSWfTkKzH2PBiMyZ2LsZBDVoxCnG/NuqXho8TiodzmGLB8cBmsjx4ClW22DVLoGIZwmr7BILzYF80+XoCtNejSKiDMpLG+yBC3772Em50VwTOH2CdduGbQjxoeuk1hNGhqLGrrEgf/s1I2p7HkIW1/iZpyMuhTZpcEJ+fD8UWet98eQ7TFFOmFepi58fqAOssRNRzevjn6BfnwuRaXdYv3MoPTNrt/r/R5wfxvb1z72sbg9/tzNcz/e5br4emgL+V2uRNKPlgaAK+ySYRyDpx4FZ67se2c0iiSbDCOGWFq5cipzDCLfU4HFGeecS3SijaHPAiU6Ds8USXLKEWX6LPggywy6pCrcYp0OxSiKWQYcUeEFng+8eov1EBO9wkZg6PNLBUUccXl5HznuPW8pIEOoLkV2nNon+trAtyswXvu+wypDcizSi41GA1/zidkH8JPPzAu9SIchWYp0WWEPmVWJEkrKCvbi/tAe5zF7Xbef9E0nY3mgeu7W3c+sBK7evkuTOoNcNrrfNhVIEqk6W6yzxTqjzBWmSRveiuYouqANMxdjQ7Zrf9ZDZeInuUV6Ac+YuvMk/E7ynISvzIIP2Pvkw/lQRfqEPArHrnFocwK64cmTYRSbrYRrmrlk/H0VXp9jGG6X513vvWaQyeL9QPK5NW42z/14l+vi66EtiGx8iwAAIABJREFU5MIchWWm/Gcv8PW8yHPIgU5DP6kZDbdeCTaGfC422ThjBysmilEM09FpZf3LLbUkWKiBfl+MGeGYBj0MIu8SCNz6xL+MSo6xKLh9SnQCX5fTnoqC+O+LzkBRcQUbwDY82UbFU3935N7YH+TTjuO3vVCYHFxJP2ZMZddONrYyvJIV6yf5iFPgksEAynjRlthJXirz2PwXq49ZoVv2U0XSrHSv3bKuVfMIw/oPKdCLdJ0Dljh+IhviI0Em5YB0DCYRC6SfydN7PBvPQdCHrH0lSDqmwIf5pL+3Ax9Aj6OgCsLZYj243fLwkUmZYgXLtKm6Va2G8fp8pHzOsEcjTnWyWrABufQLuWAWabPKMoihapLTMz4851l3p9aJH9+PtjK3Trud+//S5XrL1kNbyE+9eAmzfhor6s9wI46uoukNfTg48E61wS6H1Cg6hi51pXy0C/TiC1xyWEB8dCC6UB3T5wd/XUru/W1ueJ/iGwKLVyGXBUCWITvuCSNsX1CI/ErMfnebJnVmVrHl4J8LM5VfyDw/2ZwHDYJYYS+Gpns0HPowLLdO03HoXeo0abAXGHyPRZJYqIQ2uAa7sVmJOmmbhnnYCKros+DgQpoqLXITC8ROTiahggQ4fiIbkImupaiYUjyqQIMVONE4K7Qhhc8VxkGxVBd76PRLMU1KdFyObxCb7AlMcm+DcqNlZijSoYZlhM+cEEUf7cSpRkXYoK1MvNfa2MVPF1TXokqWAdusBtNnle04Pc4vqYmVHaoh/EWgFQmC3sy6+vzz5368y3Xx9dAWcmV2TkjyHwK/zSyFXNi54ZPdOMoaRe/UIZTcmTQeDU5VgIyrexzwjCxluxQZkwmV6An5wOLVSQlb7lAk40VBX1AVRxWTdbbiSG7K1BIyzbrODWo+eJRLn3XnQ5QjuuJ+KZKJf7kgxTr9Ml2KVN24qU7TB6mz5wzWOY5Js0cj6JDqODPenZswpc0xBbeWHbnMfxTY+QabrLEd9y3L21aySoYx7WQ5Qo51v+rgy7RdlJMlNxlyRIXqqBXDXAmbAGQ2xQFnotnkP2/vxZhNnqbPAhnGVN37pkeB53gxmCtKtZd+QB40GoA2PLINiM8EzAq8MPEcAxrsRZHXZ3SZZmzwgktK/tk0kMbCoCckeYlnERVSf9+lyIJvXBI0vZ2r93//P2/r412us+uhLeRXuEuFNgv0+Tn/mQ2LBtG5FTgO1onYIOrOxQwYkONTfAiwL6Xc5SocscfKGR7vBpvksNCGDTYp0uUptiLIQYZRKq7CMyvuHGjPqRfcdxUkk9TvIdXh2Iv1iHQISkYuRKmzz4QkL/A8Up7K0zrtHbfsCWSvqnUSz9JohLussMV6XKMhWVp+UqnTpEOJDkUf5Bn3XF3hskvVTx1/NyXkzG5A+LUYI0km1CaHAfXoJNMnz7teez06WBXTATkmSYMS2pkKomGqa12mGfMH/h38vTRbBTFKQFj3gGWajEiz57RTWcKKdqjHPAr/7+Ng26iwq1jP49d6H8u0GZHmiAo7rAJQp+mmXT3fjI9dqTsKVbA+pzbcXAjGlbxY5MdyTAF5xh/PDZfPsx7LPAbA6hv35qLXfvR/jtuTy+Dld3Q9tIU85V9Buf8BMZgqcxQ2tJLPb7DJITUG5PhNPhRsiDyWuG6BDNngI4vd8RLPnoE7ZC0KxoneYyVk2FJ7isqnv+v7sEueIoIo1GGL9y42RNKfgST0erwF+iFsabiXivyqLVuyEkPbtHef2tTmY+Y03KxwFOpDw4DbbreaZptVcgyc6z4IRoxsBgw7z8amp9ejQju/gUisM0hmKdOmPGkHRp9kwuiqFfZ3vzYzhupRoEk9+N598hRvnQQ9T7YJbSpwQxtDJgzOhmQpvXYSG+HM2tY66AyjM7i0BDlr7AAW2gzECSnnnCGpZQ1KmcS1aFL3DdhgnBPybLIRwRDC1rd4KoRY5rGejeZCg1KZpemal5wdpbVM8wwG/2ZXwqX2r98HI0+vrMTtJ/7zv3Hux7tcF18PbSE/JYVS4/Vxm3fuSzEJxeWEZBhQFejxHC+Fb4eOziMygbHKWCnFhK/nheDyqsja8DMVv9tgF8nY5b2iIAl1kfriKr1dPuWSe6edOChRixSTko6DBE/2emQApUHpHg1E/bvpw7YT8mFNq41F10BhGMJ8n+XF+PeBc9rl8jckFywgmV/1WGRIzou+WdzOUx5FW9QS3XGPBv1kPthBOQZ0ckVKdPjiE4/FewKwOtqmwZ5H9o1pPV6kxiHylh+T5sN8Ah4nRFDqZsuTNqcZ4r5kWaz3EvCieRjXv+OsoyG5GNwaJ30YmwngOoA0bRdQHbo/jHjnA7IOg1hDIaWu3U8qmErHzrfXzEVD6wFZspidQZk2n+DDMUORKng+Q/bNLvmRH92HfvhItRq3T37rt879eJfr4uuhLeRTEtQ4pEWN737OfiYKnLDHNhU+xKcCU5zHNYFgJcg3ZECWPRrI7lSqTXWaDfZIe+8tGbmGZmIUiCly4t1XmjFrbAdev8IuSq7XMExFaUKKEZblqZ9pieZYdaOtOk1aVDnGLFnX2fLOvxs2smJgtKjF8wWCLZPnJH53hzUKHIf5lKARZWPObHztaC/uu+Hz5uW+cfvVuNZl2shTZoi5EC6NzKp36EPlGCgP7P161+7rDk+NWWcrBEG5iRWtdx/a+1AYHccA81N8A5wSRTAS7pNVWtfKwZNfYyeGrjoJPM1m8MW1IQI0fDAs+qi63yUOIpDiyGGjCcmAoTSsFjxmG9oJaUYOjSTj+guy04A9ySkVjoKNpCGzNnW9Z9pEL9KRz697ERBPX3stbr/29/4+d0dfmce8XG9+PbSFPMkkKH3/yDKNabJMj0V2WYlOWyk9EvDY357Sda8TsDT1bdbIMQwPbbEXLHTYYJh53w910MIyFb8mbHXBB4k6ug/J0qQekMNTbMX96D6tOBrXvUOJrGPsbcqulMzHJtCkHqHN2qTEEFHogYaoktnLAgAISGTgXfUGmyiIQR11ziEVdf5HzkZRZ3jk3txiyrx47XqwbcSy0cljSI5mZjkk9MLwJyRJf8lOAaOaQUAG/+SCY91MmtHZF6pF2/BSqTPFjwk+zLRCI4fHHOaTI6dCbeB6H3dZQTbIFgxyyA5r7LBKkS67NGJDH5A7k2Mqm9qyd+LztgxShkrJmWNIjcMYaIuTv8MaojKW6NKhGM2DYJWBaxyUFwo4Y2YGKb7Zpai3+63WD//NM/+deOSRcz/m5brYemgL+V2uUOCYCckQK6u7ne9Wxj4A3WI9eNAzu1BLgplxdK24nGDueUP/8h47dj2PZ4vFosImeEUDPn3p5TJYdc4w4HQ/K3A6Jcy8SUpYOMM+fRbidRmkkwlOe865xRoySkEqfnfHZeCCjbKO0VZoRxFQMZ53h2xRY4BJ4WUK1nOBC+AmYmMvom0vOrOUea2Kd7nCjEekef/BHg32WOLAgpNvm6Cm+XiVJKe0clWkMNVso0MxNkT5uQ+SUrcajMWX7HbWIRBzfBzGMFPWCxIZyS1yBkutkGQSdrFylRQkBbbZA7SoIiqqPHn0XmywGfi5aKHaqNVYiPuvYGrh4UqG0qYrKGvFGTAKENFcRZ+N8yxBK19zn4SgR97znrhd/2c/f+l++A6uh/bKT0m4jVCOj/rPNFTL+rF/PsVdXwANJCWFF7Og7iyMIl1W2WGJgxiISmqe5DTYGsKppSx9lfWAHiT4qXFIiY6HOlthkVeKFKaiBYojLhWnsGYgiqQGfQv0nWKXjSKu+xcvukQ3hCQGAWXCl7zonjQy+VIHLhtcGXrBbHMUBNCm4gZhdi3r7McAUKwhbUpi0OQwz5kvLj0WJ4ccQ/rXssECytOnNjiM66AAD+K9zbE+eBVT486CF0akufMnrpiEfWAnruu8zLsP/uDE+xn7xD4T6twFq+g6a7PfZpUJyZDMixXTokaDXZZpumVxOmwf8vRZ59XAvvVeHvlGJM/zZZoRPtGkHl29sPfR3H2WaUdykc0Xzo+RqyP/UuLew86T3/iNuD3a32dy+/a5H/NyXWw9tIXcOnKj8j11FVYwuEB8YRUzDeqMv13gZZ4JLrEKoQybJCASj9y6omx0muO5rlSc6hVncYghom7vmAJbrAd1bd7jG0xotMJeBDPo5xL5yEjLCkvPv+ht8pxwg2eCgy02jbkyHlP0IzoYi0evT+yKNBZaoOcjVoWYNhqYzgRBBi1Ijm+FNuVMd8OB19liDbM5lTLWIJsMUqYehsApG4O65MQ21NLuSVxbe/4lMox492vd4G63qNLPLfAUWyweDON+8/S5+rt3aVHlldwHKNLlhDz7S9WgByr+rsfiGdtjXWezBevE+39IDbk8mh94OtgwOpGNfDai4i7/nCZ1DqnRpcgJMyMtWQW0qAY/XVL+eQZP2U8PGafBypv9gCWKdBj45/ki6427b9g1vc+wc34d/lc/wue++z+60ONervOvh7aQP8IbFOjRocSP3cFjEWyAJ8c+QQpSAqrgCMMULmmDwpkKUYMqrVPmU2UyMcyS0ZGZMWUCK9ZgcWaGNXGcc5Y1Kdm6RbotR7EUngoEKVGMCXm4XOdl0ligQYUjUkw8ss46bpk17TpkMB8ArYEqzBwkh2SRoEfqQ90+JRnPI8eQ67wcHbWGuiqUJcd+tcEK1pIXTX5kr8+64Q7JU/MpH1mNp5MrhghJePYZts3tE4bkuFO+wjZriHfNqZ0cnh78LkbxNIVrcdINxskGmygEokUtBsFLHETx1XtssnnbbBTKrI5YPislL/7anCXeKdIlyzAeI+1D06FTRTfYjGuqU49ooaItZhl4yPZxnA5EK9XGrOtznpVMnM/LvPQDf+3cj3m5LrYe2kJ+Soot1kOA8lFAZleL9GLgd0I+hprKOkw5/NLH3Ai3WEe5jDrSluggFaO6xRYWdKBj/7YPq/osBMfcfq/GMs2AJQShDMlRpRVYu7IpN5w9oeJplgFZj4IbhIAkx5BDao7kpwJWKfvQUrCEBqRiv4AVbcWxqRCPfagqbrwGk+rEJZRpUY3u81XWyXuRmQljRjH0kwXAsXe3EgRlGDFJzZ6zuNMTkmznVt2gLEuXoodHJ7n9eDow4xxDDq4ZHe4gsxTc7hxDSNm8o5MrBmukSovcnXHAK0bZGwSmrde3yUbAbDqhaOPQUFdzCdkAiMkjxoulGhknX/OZIh0O3cjLZhGWHnRILbj5YkvZdUj5hjr228a66vu8Zn4wLpXyeVdv9GCq0IVv+qa4/dS/eZVrf/pPn/sxL9fF1kNbyK9wl/mot49jae3brDknfBQUvxqHMdQ89Lgyycq3WYtuue5GWDn3/R66Lam6QmHfJbpuftQJLxANJGVTOu+VMm8GtcU6Q7IhWpJS0vI1Zx2wuMw3eCbS14FgPPRZIMswCqJRL7tBnTzGnBHrc5g+zHjVZns7iUIpV0NR7rQ5zIRN2eho005p1DxCUW7CtCW00n1FIUtmWeKAd71msfcqyE/v79CmHAW1wZ4NVUd2qhCmXR4Zhrxy+3NUaDMgaxztxznjV9OmzAl5etes2Ell26UU2P2EFAv0kf2vcGxtQPM+OlLZCrsWhFKi64KlFBXadCjScWHRHiuUPXyizn6YfyWZxOcvx8B9323OIopin4VQhKqoC9KRZ4t8f86zKjm3HL6PZ9bChz4Ut9t//2Pc/pVfiUHp5Xp710NdyMFk+QDvheBzqxOX5P4G190r3Hwwcgwpc3SG5pViEjJ+CVdkFrXNWuDO26xxwBLrbAUlUAMuYc0y/ZdzoHjVKnBKIhLWOc+0AAL6MXzUBq4qLnkfdK6wR5JTFC0n6qNOFvMmVBLmTEj5EDcT/Hmwk8wKuz6ENbFNikkM21bYI8WEmy5O0qY26x6zgeOK0TJ2gZWeg+G+9rd3rl0JuKlLCRZsg6kM2nMsDzPjWmE3Nguw9KSDa1UG2KZQpAMtgu2jxyrSJT84ocahv9dFinS4zstnBroSG+nzscZObHaC0uSFoufTYDc2sbJ70QzI0nWXQ4ANNkPstcdKvEc95/0X6bLvlEidjqRMTjFxPUMuToBptyCQVfG82OrNrtfHtpHeDyHv///svX9s43l63/fikEMuOeKMNOSQJ+5ql4p0o1vdaT3rHd/a5/hX/OtcILX7R4LLH66LNnWCnIvEbtDWRYu2QA9I69YukCBpLm2D1HAbBE0CH2D77DpwL3au2etubrJzpz3JkqVb7VJHLjnSiFpyySWH/eN53g+/Ot/N7EnZG0PQB1gsR8PRlz+fz/N5P+8fv/Pbcbvz6U/z5s//AqNm89TXvVinX+e2kD/wpyY8+asQLBQVVXWhJTrsUk/Q7kxanmUQYctNqijAAAg+uWHWDapu5gRGFXuVtcix3PKvN+Dc7ZkoBjJm0hF5lkM+xucZk6HjCj1lcMrMyQZb1nG9wCsRNaDHpGN9JjGMyzEIqCkZPjFlOtgXX0NRSx4aUaHJq6zx9fFnKtayE5jlkKe9O5cPuvJGxdoAM68SfXCXOjkGLLEd79sudcaZDKJ6LrDH0XUrvgcF8wCp9lrkGLBRuMkOdar37rPHAuNMhiZVFo6MabPvswmu4YPAfFAbAdIje75yZbTX3BJ5jNpYjs/BurOOkqcOc3EcUXM4TKwjmadJE7BLPTJgNRDV4Ns+V+2AAJfYpkSbPRZiGFqk60rbMiWPgAMCN1ejIFM3sYhOu55IWxbnZR6eEPRgOB2qlv7Dv8iT/9OvkKme3uPlYp1+ndtCLn9xxXZlMOOkqVfJmBKdcBmsJCT5eywgDwsLLi4GvXDfaWXCR0X3EsYtyEaKyCZVltniNq/QZSaGUirkhrnb+HGdVQ6dzVLyAaCgC0sgKnHIXBQl46WbU6A2qDaGAwujL9JlmW22WA4IxzpdE5dUnNKmjk5MnlkOOMZCiVdZj00GCAxYSUNi6Sg8w4aRoxjwqdOuOX9GJl5a6zwbVME17tJKV2gw79eqULxv1ghzvfsW8FCY8ROJDXIb100I1EjPU6BH82opLBhu8UW4QgRh2ECyRZMKvSu2uahL7/kQWh2uaIcGK+2yS50NVqIBUFiHunm9L0NyzNPwmMAMJdocMBs2EHmHTFSkxbDpMsMmN9lkBcW1Sd0pywizrO1H4daG0HJR25RFdHzq707hsm3qf2bwxEPv13/5lbhd/PjHufrxj4dPy8X69q5zW8hTTIIqBjDClHoaZKmQbrMcUmoVbA3z0t5FyR9D3tx9p86pk1WHJraKBmMaZMrL3Lo762J0ZDfbWyskRSx0QhQ5s4CtRPdb8MLeokrGO1rbdHJsseSeHi3kdJg8+ptd7hRGEV7epxCD0oxDRcKDv17tqaGs/GGEe+vxmQ2w/Q6jehrDop0wn9I1NTfoUQgICqYYfYE+5a8cs8ImvSuXaFBjvfAsCl3IMqQ4sLnDkzvG8y/7iUnvS58Cn+d74cg2dgUUA1YY0+mwAlCMmg2D2yeGrRra1tmNjVUbjU5xHcrU2GefmhuLKXN1yvc3zk0n4urETRduXvXgiYpb0cLUPlkboRhNOlFKW6D5iwzVzrLkR/7ZJ9556P2u/MD3T//w4AIbf5zr3BZydTvJdRvT6hfpRoLLmDRz3qEmqWwL7IUK7xhTPBr+WIkuXZ2tsFfBJ6Kw5ekHZ12p7upU5Xmu47V9IXPOD89HAdZzsOHhKJ7XHguscfcEDmv87HwwaSRBF1NF2H/SKCrLMIKnVTQq7ukhUVMGUxIeU6TObnDiZdKloiOlqHy3i44eD8nFa1mgz7wHdchATP9p6aT09uIlg18GD8KF8ZBZ5gcNo1rm7KTytcVrbHATSf3T43GEgYgXnne4RAHY2cHUHz3jw1zRPTuUI2lIpmFpRsEPN0HPOpZaNIi/NxvhXQbkkKNhznn507Qm86IRBNOlyCK7Fj/nePchs2yxRME3wZ5PAfZYCFhIKt6pSZtOCQNvKE4fLDEYvzfPlPHhlN3S/Z3fOfX1LtbZ17kt5Jd4gBSQWqJ65Z27LOaGhnsqKVOr0i53WXOIpBLsCwU6jJ1BUqIduLuYHgV69BNioWkxmEt0hYaLaigpK4CsDwSnj2gUXumimikyTC6MUrHKg1sD0KRsXxJ0FcSqH92l5pQ6sUWVPRaYoRv8cRWdgfPoxYOX4GV6arCNRV1433HppFXr0FlDfT/lJD3i04zJDmwAnRs8IMuAccZeo1pv3+ih4weJ4msd8SK7LO+/QYkOVxvDeE5FunCFuIbgiX5uarsgyMgUvztxIut7Dy9vb0EpI8xqQdzytnfjEg9JHNSmFLxxpTMVMNWrhFYaNptXTy4+D1PoziiUK2x6Rz50XN8shAX9WI7pHGU6TkE9HRcc3juP/J1//WrcHt07PUvmYp19ndtCfpl3aTpl7b/y/OUk51YwiFR7SdxajAB1stoMOpScUma/UPffp+bWpWbi1HZZfY9CqPOMrlhggddp+P0NlpiJoqQuVr4ZBgf0OGSOWQ6D/mjY8xxZL9PJ6Dfh0JLoS7ZfpBsdpJwAlQwkGELc47QPGYGQ3Cfpg9qICvSYp0GffJxw1lkNOEu8cb1+Zkw1Cjpd2zeVAVNP9QY19nPuR3LVTjuj9CVeY5WdwjP0KdAumJhLp40PvHXfqIHz1rkOSlMHyx0WYTT1MtGQNc2Yxbf2owsXW0QdsYbJFYdAxmTCxREIbHqdVcq+Ydjzf5ZBolB3KIW+oEuRV1mj5BoE0UkVq6fX3U54ORTWrY1FnPsVNoNBNIXBRkFXVMNy2nUp9d7KQvFHfyRu1z71qVNf72KdfZ3bQg5E7NV/04IKMmoaBgdbsutjiuFnIl61DQNNaJ6EJbZYOpGyI/WjxXRlOcCk7X0svT6Jue+xwDbLbjFb4y5rwDSpXmZWEgrVaLilqSUZSbxiXPV2OAVaUZmGDDepOJPhOEIKkmpNeW5Lwg9GhdRpYUyaV1mjRTXoluowk0EdWyyHXH+ZLUak+T5+P0zBGsyH8EmnjiLHifg5M4Qq0KfODh94675vOOYDUz0yU6pxJsM8DT60/1VWWQcIYU2XIgc3rOuf27PuNfuODTAtoPkASgbXqHhq4Kp/N8sBK+5XDmZatu0wmQql3gOxaUakaTAf3HZZGmhmoI3bckA78Zmp0op5iF57DaH7Dp9okFuiwx5Ps0vdVbtTzxudbrZYwtw6y7FBisVy2pVNvzdYpvxXpkrOd9bXT329i3X29VgKeSqV2k2lUndTqdSdVCr1sv/seiqV+r9TqdQf+v/nEvf/xVQqtZVKpTZSqdSPv5drGIZbD9P+FrBDnabDBlbQDC9tUj1BrSthBSTn0399qfepUfRAtJbHganISfIvo6OpsCYXg091dGMvAsKTgRj+1dh3MqHBHMaSyDh++jRg3WWTKjX2g2aWYxjDTcPLR6QZseRFUx4zWhIWqWu3LM+DKLBlR/8FK/Qde9fwFnARiz0fqV/N29yMuKSgNTpeOfjQd1kL6mKaEbvU6VJk58Z84NB7LNC7Ynh08b45/7XnZ9xN3l7rYu+YNe4ycIrjUc021/Xr00zRDmX4l8RGqYFv9d595nb6bLASG7udOeYcRus5TGI4+75j/CrYZTo+OxjE+6+lQio/n4FvKitsnthAjVZqBNcZum4TMHRsfUiVZnT7OYbhgaPHIXxe9wWC3XSWlXqoC/l0vfOVjbi993M/d6ZrXqyzrcfZkf/QZDK5NZlMPPaB/wz4Z5PJ5IPAP/M/k0qlVoFPAB8GPg787VTq0SDeZd5FUnEteY8kuyhRucQ+EVe8h9Ih85To0KAWMEKLajAI6u6iOMbsUNVRC5rQcNGsS42KKC66uty6BzCMmHLFazQi79KOzX1kDauuL2lkZVj2DDUa7HsqjQqUYbHWSQs2KNMJ/rfob0onEhaujU2siTHpgE2MMpnzU0SZJbaD2WMGXLmgI65x98RQU8XX1KrTAezCkQU+V+/dp0+Bq6/bJpC6Z51x+a1jWlR47q1NZjkg97b9/AM7fv+G+Xuv3tt2TveAOjswMvqh2ETa/LYWn4rXT8wRfSaG5NilHrMGMVAEYSlKTpa2mgNoQ7RNw9hEUoCqo9fGuuFhHXrtd/x6GrJusOJjToPc5I0jodAq6yyzHZCX4EJ9tt7v1f3tqSAodfky4+7pTwEX62zrTxK08pPAP/Db/wD4qcTP/+FkMhlMJpMdzP/qo4/6ZX2HIUQjewbrjvWFFY6oLk2shJf4KC1XxhXpcuBFWOZEktjPON6qzhusqGj4BQaZbLIS6sM6u+ywyJBcCJWsi52PIZygjJd4kTkOoyNTdyeMvEQ7BmdKDwLDoWd8Y0p+mSs0Y2ApvrpgJHmxl2iHsrPIcTBSzHXPwoO1CYJh5GnGwV8u03GaYy4gGrMRuBXwiophgxp7LATTJ8eQxlWDBhrXjeM+uWYnq53leWY55O2rl6jQ4os3nrVN54qpXI+eNpybDPH77DNg/u08ISuEQTzOzvUZFAgh6qEKsl7bitMim1RjKKzINrAivs1S0DF75GMQqs1btNFxYiub/l0bGXNNOev2+dJAWMNkbf5j0iy7gGqdVaTuNFy+Gq/lWZZsbPOTh3fm+VvfEbff/err9O/cOdN1L9bp1+Mq5BPgd1Kp1CupVOpn/WfVyWSyD+D/9xElT4K3t7be8J/9sZVKpX42lUq9nEqlXh6+dUTeh0lgys4sg/C8SDPiFl9ELnPify97sIEw2Br7tKiQwyxpy3TYY4EWVWT/CvLyGNOhTNmxdyn4ZCYlQdJJdWTbTbqs45bIqOyWpFssh6xbjBjR+NTpWUxcO1goyaR43d8c+poncHsNOUXVk6LR6JJmytWk4uwOC3tWQIZyJ3V9FclRoliJNSL83nzXewG7CG6SYEgMkjQjVllnnCHw8hwDrnzJRON1du0klMtSZ5dA4oD2AAAgAElEQVSrLYMWJjl7v4ZPTOXzY9LQcRXkeBjd6yGzPL3VinNXjYZnkI7CsVGPVZsZEJubnTJG0Snn6dH311CfBw2BqzRj6F10JpDYQ21XgErAZsEdhcDDlXs6TPxbwTt5euHvIsO3YeK097CV/K68lYhsA8hcsqbg9vDyQ5WdmQ98IG4/86v/O1f+9J9+6DUv1vu3Hlch/97JZPKdwE8An0ylUt//kPt+o7bgG366JpPJpyeTye3JZHL78o1rDMkFlRBwil4+Bp7HDk8Yr9cYEGIwaCiogZaOupLq6yitAZOOtBp0qXNdYI8tN0jaYjngm6TQRIwPwTxLflzuUeA2L8fJQb/faIQlV1TmogjYl7uPjJ5EYdxgJVSFgpCkuhRunzwVAOFdIqhE7BXDukWhszmBYARtmmLO7LJIGuOgpxl5McsyOz48sck2XEQDNnSV2Gnj6pJtvvfus0Od11+oxHPYY4Fx2mYNb86bI2LKa9dO4RmS4RCUrLC30pXYFEt04NpUb3DILK9w231RDJbZSuSzynJXlEzh/hLmGEuoEFj5NsvR3Vsxb7HsZsoF+jEcnnNaptKLdFrUZi3/cRNONZmKloyumE9sNits+lyjcgJSfNR35caNGyf+ToKgP8w8XFh08H/8n3H7qz/979L5e//LhWnWY1qPpZBPJpOG/78F/FMMKmmmUql5AP+/EtreADetsPUU+Lf+IUsqvg1unvh5nwJLbLHAXjAJ5hwnlkNeEhMFkJvckGwMsrZYikGgjuVSU4pfrk5MhlMK7BW/+yYbzmRoRmEVO+Uua9RosEMdRYJNTb16bok6jOKQtBcQzqsj/CwWRlylFQZRwrz1HDVAE6Oi73rPGvuxWakIWtiBddni0+dciGKpSFXnVLep0Qilp1Y3XQxedcdDifdYoNwzt8CsFxKZZu1dr8TrWqYdg2INDvV6v36jEv9OkMgsh7BIpD7pNJIdDNi5MY+lGdmQtEaDV7gdj3OVdY9sywf9cuh4tlKN9L5oSKmoQHveBrEZHJY/EZcn4ZE8Wsr+WmUZ/jGWkjZ6fcZ06pGHvIRsiuVbZpttlh/1FfmmS6yVF4cPZ69M+idTiN765V/mwf37p77uxTr9+rYX8lQqdSWVShV1G/gx4EvAZ4Cf8bv9DPDrfvszwCdSqVQulUotAh8EvvCo67zL5fjSaqmAbrISbIpFV/BNnf76KOBBA0thqUB4tSgCTC6C6oo77rrRYD4KodYS2zSouXPiKDDrdBRI860ekqPOLk0q1Nh38yYTCjWYZ5d6cN3lF67OWcVAj1+c9GW2saBo6+DrTgsEKzSi1NkweBA4uwQ8uoYgJ1ngqtPX/Up0opiBccXnvLAKekh6jAh+yTKkUZgnzZirraFvMtNMUqU49SiwMt6MU4CgEnX3PfKUj+4jgdYhs+C1RZz5ATnGmQy13j5FjuPEMyLNTTYC29Y8oUA/mCDazGVbq5AQqUYb1HyekGOZrZhhDMmxynpwwwV56fmlGTubyqiEL/JSZJ6KcqniL0xdr7tmJrJ12GAl5h+nXflMngd8k6Ovr8lk6o/4xHPPsfTZ3yI9O/uQf3Gx3q/1ODryKvAHqVTqX2MF+Tcmk8lngb8B/GgqlfpD4Ef9z0wmky8D/whYBz4LfHIyeXTM94SUwyRzfCcGuJdoU/Z8oD0WggIntoKgF4ltBuTcRMpYDmnG3PQEIRVL+Y8IKpFcXniyhpNpRiEMkdmT5O9pxvTdgjQ5PC0kYBJ1yQrYrbNLmbZbxGaDzaAiaak8i/G7tBE1E9FtEpRokHZM0fHaTBSFJMy0wF6YRrUpRYanNiPhsxogS/Yuh8Ul30yqPcOm17iLUou6FFnc36dAj9EVLIx6YBvp3Fes+GfH5k2THplVQblnENXs2GwUakctM6rK2AayNnjVNp6BFXrNMYp06aaLjNKXMFthO10U6To+nmeHenTZysBsOq9e3jgVj2BTI7DMFvKpLwekYtBIlkGcEGrsx+MA2xx0GjqmyIu8xC517nCLMWaMZsEcM3GKEsNFTpf71LjJZswZzuJ+ePDOAf1Rn996lNfKR6ecg/Jf+lkuP/PMqa95sc62vu2FfDKZ/NFkMvkO/+/Dk8nkU/7zzmQy+eHJZPJB//+9xL/51GQyWZpMJiuTyeS33st1zN3QfDb+FYbTyMPa5On25RVs0HOaobom5VnmE52Tjvo6yorrLcMiy240mXyFZrAISs5OkJRaTBot4d8j0kjFqQGjumXTcOZoeuCF4BadMmo0eJGX4ncqLk3DRrFedALpJTanWQ6j6xMvXGEPdXYAo7bteNCv4smMtlcm6116mzJ3WYsBsgq9/k2Lig2bC2bPK1xZDKHX502Je3h1hmOK9HO2AR590DaqYdrYGZnxA3veOaOJdtMm6OpdscFr9h0Tf+3lFqxT/6DNMDRUbWCZm/1cgRYVtllGQcsa+up9kRdN0hlxhPnZb7MUG6c2tENmydOPYekWy/EeirUjCmjS11yDYilP8+5Jo1Bwg6COQ5mcHHbr89dlhl2H4r7+M/atrGLW4Lbyg4eXh/HhFEZ545M/R+fvfvrU17xYZ1t/kuiH/0bXAy7RdZaElsQbMiOSN3aPghc4U9aZV4gxCFREJbHWsVYFTinnQ3LMOQtBlrZKRZdHimhqOvbvUmfeWSSCBp7ni1HgZLS1Qz18W6oeeNF0ReWWFxMwwZI6Y9HWhEPLLlfDTjFz1EWLby62TYkOK2w4rDIKoZHwaBU9qWUrNKlicWZtSgFHjXwQKIxc4hm5OtZoYK6JI8d4R3H92aNjihw7pl6KDevlwgsAHKZt6Cv6ZS9tm1PjusFfXYrc4Xl4fTqEnuWAKk3ygx7yRpnCGlNmyjLbYS/QxTD9DW7GZq68V5lxAeEtnmYUOL08yJP3Mz+bSgxGN1gJV8TkELjvkI82dhVwIDYPqXy1SSk79CzKTg07v/aI8OXenS/G7fSNMoUXH8kKvljv0zq3hfwSD4KLq6UilWYcUViCFpQTKSMmiX2+yC36zg9OM+IVXkAJ6UlXQQ0sy85I0VFZvhodyh7oO4gOdInt6NKrGCyQ9LsWLLPMdjBnJDxqUGOdZ1lh88SXVowHmVQZa2QQePmYdBzlwbroIt34vwpQn3zwvQFntdhjlZGYjvl5epFeMyQb8ESWQSTnKJFePjUa2DU8YxQIVewMpso8vGqB18Vx0vu94LCXsV+E3ZdoUxx0/TUwbF0e3rztA+teh0PmzGY2l+PJtzoxQNVjuc3LweUXx1s+Nc9zx4fGzaB7dtwYS5t7stimsSSfukv+qw7FiJ6qBkE0zwOfc2jztI3HwiwE/9nJpooYTyr8SfZNiTayZDjNevfBu+/pfle+67vi9gf/+T+n8Pzzp77mxTrbOreF/AGXoitLLuGkYJBHxTtKBS4LF1bRWeOup67PUaDvuYkZZMC1wc1gEtTd1Arw8ZY50vXcDW9Mhhd4hTFpS7ZxkY51vNZF19kN9osGsFk/SUjub4W/GRiuirzhtfkYUpqU3wqncP528I3NyEsmTQV6kWizwF6kDZVox/BPhVveIDrd9Cm4OMXCgfP0Q8Kedwpd2SmbYl7YULkTz3WISe7blKO7jNSi9DwVmhR6/ehCx2QYp23DW+29Rocy/ZwZf2kAvc0SH+PzcM/e962CnV42WGFup8+bN0r+2uUCYvpdfoSXuR3wkjbljH+W5J/S8SGzVKk71FGcnGYhPfIBv+WD5TLgwE8cShvS5qvPjjx2Cs6iSoq79B4JVkkOo1suXBKl8bRr5rJthFcePFwQ9O7XprFu73zpy6e+3sU6+zq3hRz4Y1ih2aoWTkAPihOz+/dZZzUoelORh75Q+aC9DcmG+VPLh1j6ezDMXSEHGT+612jQYD6u9yprUZT0JexSjAGovuRimqhoq0hPh5p1LJPTuMcSjQCe3TkON8Ya+wH1yDUvKTHXKaDvTAhx7pOSd4mKgBPxcjX2w2JA+LJ1iXOIq15JcKFFn6v6gHiv8FTMKBRokWVIbbxPjiHrhWfNiKv3VRR8XaVJtzCDouwU5pwsoiwSsBC4WGYMtXtTmwLpCETX7EYhHUcRlbJVzUHP7Roa1AJHH/ucQ/fRe5pzlpQSmDTbELwkCqwcGDX/0Hutjd7scrO+Idr9k4Ehek9U8E+z0pfsdXr70uShrivlv/yX4vbun/tzvPvmm6e+5sU62zrXhTzLIBgJMMVJRdkr0w7+7cvcZogpBcXNFZSQRc4i06P2TTbYpU4N8wfJMGaOw5D05xxOkQ3ui7zEBivsO1yhL67UjaK0AS4Nt1xPwQlSUArb1he3SpNV1uMk0SPPMcV43gOyoR4s0Av6pHjt+z74M4m+wU2CVaQ4BMONJYJpOBZvP8/E71PxmPXXIceABvNOw8siD5PZ8WH8Tm0IDWrMDxpscJOle28ENHTILMX7tiGsHb1m71ehEhh6mzLFnlEIX+x9gRJtntyfpvCU6MCOzQ+WBlsOXWQ5WsyS2rHXR7x0wTRKTWq6y6CMwpIGZ2ISleiETkDGZ3pOOumY94wVYvNXsU3fIvHG7m5YjY1fPuWAgy+D2PC6zFDk2FOI5IeToUqTCk0GZNl24dlp17vj9watXH7qqbg984M/SGZ+/tTXvFhnW+e2kI9Js8lKMFWAKG76sqhr6vvQTti1VHwAsxywyK4P5ez+bUphHlV1RkiTqocbt2LQN+vMDeucssxygEIE9BhXWedlXqBJxS1hR2xwM0IaJNCp0GKDFRrM06DGKuvMchjUPqkmFQKdLDqCGlRUajRYdKMuiVqaXgokNpKKcN6RcjuF5KKAAVGolXGpIGKzWe27cKgVMImKZSdtWL26eW1YnZz5cHevZaNr1fvQpsTe1fmgZI5Jkx4Rj6VIN3zLjyrWsTb99eRD9u8Pc3YyKNKlky7xlReeiVAOnXpWWQ8FK+DD5EwUWXHR1WF3nNSqjS2pws25AlSvnYa5MPX9ERxlJ4IMO9SD+WKb94CyQ1DT+cdBCL8kZFJ3n/GT3FmGnRNnj88+ClrZmzpnXPnY95C6dG7LyZ/4dW5f+cu8ywJ7oXwEox+qkN1lLeb+8qruYv7OFqlVji+ifL+FQw5diNKkegKDr7jN65AsJdp0mUE+JBo+WWdmP6+zyx4LAV9Ibl31+Dd12B1Mgi7ZtYZrbUqhIBQvXRarivyyMIJ8DBSTg9Qi3ei8q1i8m47lsrntU4hTRolObGAa9M75QLdAPwaepQTMIBqj6J4tZ/LojKPBnAmZDDMW+0QnlO41G6Daa9OkMm5xyCx71yv0yJN72+47zOXMCnYwDDXkprsUyu1RKs2Fo32Wj756AsIo0mWDlSiYfS/YaUaeZ1oO8zOdiDQs1YxBm5W4/nLTBFhhE+W0dikyx2HQXPd9Q04qa42iOOdQVYYltmN4rPxPnVw6lFhhk5FDcEk9wre6FCxRmHzz8vBgOOT1f/8/iD+3ful/YPLg4SyXi/X+rXNbyC/xgDy9PzbslDxa7nwaJK6w4diveVyD4bPqSksOwwy8S9rCPK/N2N8odQ3mUTSYCn6aUQy2VOz6FIJBo25UWLnw5Ohene2SduhGcIw2Bgtfzsb9qzQZkOOQuRPOgofMBiSihCIVL5lmpb07HZANSwLJ/jXIXUrQ8rZYQvFnX48nC3aQLcHAsd8SHeSEOMsh+9SmHiRjC5iY690P+wP9vlvcCfeY3XSdip8yynQ4uJH3E4A93nbBaH09Ciy5U6AKnF6LzA5kBgSzSB4n8rwxoVCLGg2fKQx9TmF/Z6cUK656L0Rl1ElJQrCcn8g03JzlkBVXkLZdl6CNUiepEemglurzZbODPqKVCj/foR48fZ0sHmWa9bAl98NG+iG/4+s8VWb//J//Yz+7WN++dW4L+YgMUuNp2Zd1Jr40dnQ3qlgjkXPYdL9xQQot55vXaESntugpP8K2i3R5njt+3B3Fz0Rl04aSdNJTB37AbGDfXWaC8aAvfAYTN404mQRUcOGJpOTCeAHKzjZR8LFwfb0O6sj1GNKMucua+6kf06AWv8sUnTeDZQOmvBR+Kxij7ZxuqTmVXSmqol5PwQAdSoycwbPBCsX7w+j4i3QpjG1YefUPhzSpMNe7j5StAE/vG71w7i2731zvPnn6PLnTiS65ywxO+QesuO9QZ+c75hnlbGC576+POucpm2QmYBOlSYm5k2Ycg1n51iz5LKDBPDkvrMnCLIhJr5UsD15lLU6EDWocMPXJF4dcsxIphLUJ28C3hQRCgluSQRff6speenRC0KVcjvS1a/Hng1/7NY5+67OnvubFOts6t4U8xSQ6LDDfW039JczJe1cuCEPBDhrs3WUtCto6q4FjS20nH+4M48CwpwNJK2lKKJKviqhnUgnKBkCPR0MqbTCSdbcixShzogAbb7nnbng2llUB3ad2gj1xyCxtShFHJxm6ikqFVnhd63fq2oorW2AvThV2qskEzCBuvvmR96NgizueLOhlOnHiAQ9FeMI21I3CTXtmaRvIDp627NDc24TPTIsKoysWN/e1G9ds8ysYJPO1xWtxwhiTgYq9/vnEtWq9fdIjmMPCtLW5quvX50aY9h4LZq2L6Qn0OUmyRbZZNuWpM1JmvNCqS29TIpnqo9fqNq8AxN/pNRGuroARNRWLPsOQ7B/sZDHyzSQ5RD7NEkb+5Pjh+S2pK9PnXvyxH+PK937s1Ne8WGdb57aQT0jFUAzgTabFzIaSzYARDNowJsD38fuYb3nTU9BNqym2SsG55urqgRCwCCKRwhJM5DIgG0dq46DPnChi8uuQNazCLww/N+aNGWgZfbHtRlhAdId1N0kSu0Xd3AJ74fdhzAfLMRWvWY9Jj1ddnQqhbHsVqKGuUc977Bh8yTNEAWfV5J0emQ8+vJgYOj3oemXMerVXsH9TH++ywgZP7nWiUBbp8vbVS5TohLVrpmNxc1bwqhSP7PVUJ6//2LH3oY/F2g3JsV54lvXrBj3tscCu88CPfWA4IBv6gi5FltkOxe0hszHfqLMTMxDZ2GozblFlhq536MZ60uuoU5oYL0CcrhQqDbbRiL6qz5+CLmyDbcdnDwi6raCn0yxFvV1/hES/+tf/etwuf/KvkJmbe8i9L9b7uc5tIb/EA5Rer6Wj8VSYYpmcTQ+JaFFl24edI9LhXCg3xCotLyStKFqmHrRBoo7BQLBfmt5BGSSTd0MlG7yJ8ZLEueUrrd8BeMrQNjssovDiLZY4dEjGlKaleE498rzM7fDz0LFeQ9MOZV5zzrWS7Q1ftQ0nzeiEuMn+vurJSXm3MCiFglO0QvHaBekcMpsYMhais5SMXXx+Uf7SYxdlDYYGMSx4IHXB/v12bjk2gzw9Xl806KLaa9l7lLGTRCtdOcEHp2advrxsSnRYGm/z4b3t8KJX4dMgU5sswBp32aXuSlzDyW34fBjGZGlGLLITp5gybVbYcHrnMFg7yj3V56hBjaQ9co2Ge54PozGQ4CtpYSs4Z8rVnw38/8DnGqddqVSK609c56lHdORHv/07cbv5337q1Ne7WGdf57aQP+BSdIRaFeftGk5ZQZaiMBVujEjzMT6PbFPBjsz68hhPdylgFYlS5HtSo0HeMWgFHwu3zDJk3v25k/THEu3oqFWUd6iTx4IM9DiE+crBUNJuBQpIjq+/S1ruykvEvD9GUTg0rBSsowKlwGlFzU1nBmZhYAKYQrAm1IHnvNhIEQpWHAU37VJHEWyCh9R1G5Qy5KBwLV5rLW3Aov4NyQVzp10oGVRVeIoGtXjNQgzmNEV10B1KFO8PGV3jBLasEAgxj0QjFQSm+MC0d+yiFiZhGV2nnfAav8kGVZrBIJLLJkyDPmRLDMQmKExdRbrjqlc1DGIH5enHtaUAlt3wadel1KWHWtgCHP/e703vXzi9SdfFOvs6t4UcbJCVY8gP+J+3WQ6+s7Bmfeh7CfrfZiIAIMdU/t6kQtnxbXWrI9Jx1M252KjjjoDbLDHLQfCl5QcuQy3R1DqU2aUeYo6Bd2gZx7mtkFhHVuQ4Ah6azowxuGM+IBENwTQjaLswZUA2ouNEuWu5B4qoi1oy89qhzr4bbmkgLCVhsms3jN8sDPT45B4pK155fgO+6dhpSRAPgAQuZdpMg4RH8X7U/XSjoa+K3pAc8wMbRhfG/ThdVGnCB4lOepvleJ6ZwZRbDwTuX+Q4Hr/42wV6J8Kwy955gwnPgLAxMIWoBTCvsMEr3I4N7JC5cE80AdpOQED6XHUcS7fPcCF+v/48yyF5Z+mA+eC0qMY8ZYktdhIWxqdZKQ95e1jU22Q4Pe0e/8EfMOp0znTNi3X6dW4L+YRU0OLu+s/EUpGDoaT2Ff8aqDsDK7oyX1pxn+ciXe6yFsNCiTgk3xefV0VdX1DbGEYx1Ox5R9qhFKZKRomcKkol04ap/L1MJwRBGiwC0d2pO9ynFj4mGs7Jg0N4uRgTYrKooy+5hFzzgxU2T+CtWQYhOtmljnnJFMKUKxmk0cYEPjN02fYE+KTQRwXLnBntJDLvzBZ1m2DFWu6RNtDNBqRhMwyzK+7nCmyzxNXXh7HxpBlDixgW6v571yt87ca1UKuKXbPEVgyLgfgMGQvpGGMVmaWwpP2HzIXwSUwm+fGssxpsJ8Eg8qBZZ5UWivnrBVwirFziIomTlLhkDcrJwagaFH3+yv6anOq7M5nwVv8t/kX2W+jqUykmg7OdAi7W6de5LeSXeRd5eN8DPgTRpVrHPIzOpkWFPNMAAU39BX9se3ZjBguWSHbzslAdYmIU0djk2yGIJqkOVGK9wniHZFnjrg+yKsEMSXai4nQL3xePfUw6sFHxs0t0aFCjSiuO6zKHkoeJZTtW+XqhkLropCRdf1eiE8IcYdVTilwGedKIySMRkDaFPL2wdU0z5lnW2WExTh/PvbXJKwnDquWjr8Ym0qHM/KBhOZe9+xEhNyTHXO8+Y9KU945tY3qCEGUdMguvJ4VQc1FkP7B1P56LTgWvcBvZ205j+bIRFg34aWbG35O5sHrIY2EZdkLIBvNnKhCadt+zHLDAXmD3KuI6vVVoxalCjcfQoRr53Mt6uOBb7xwWdrHOapx8TrPeGVugxPGlh4MrN37hF+L20m/+BpdrtVNf82KdbZ3bQv6AS8GeAPgKwsFnvFMbhdgly5BtDwAQ5tiiyrLnYwIhCtljIRST6tIB7/zXkOuhhCYgZolh8eqyDYBpJ/jF+fA/36XOjLMSJFZKXku4tzpYC8qYds3KgNSpIcM0vUfqSxlgyUVPdDptUNqQFD6sTfAmm9Ep6sivge0Oi5FAb8HDdiroUeBp9sJgyjYf83mRfwjA1o2nSDNmcX+fIVnaV6/RZYbSwDrReB/ewbnxx/aeFmZoU+LtyiX2WOD1+Yo7WfrRv0Kk+6ywQYEeH97ZZuB1J+vY/R4L3OIOslb4Is8HRg12SpO4p0A/5gOiACqHVAEg5qo4it9hYdQjp3vOIX66/M13qQfk0qHEC7wSnboGnslOu8hxDDUluuqRZ9H9gk67Rg/ss3r5ESD5O6+tx+3tj//Eqa93sc6+zm0hB2K4p1Wiw21eYZktCvSps8sq60gavcImT7NHnzy3uMMu9fDpVgdfdoxUCj8p/tRJaR0yG77RMM20bLnv9B4LYYmrrlpsBmVerrARnV6TCq+7nF9f5oozZkSDzGK2ubMckDT7AkJyry+7BoESL4keOXBloMIylMOp4/w6zyIXwKSxVZk2i668qdBki2W2WaJDmR75sBxQNN7rbnswJh0YfNqHsl+eX6LrZTrHkL2c+Yq0coYBr183xWOLSlgqFDmmmysiLxbx/wv0YIbQDvw2P06bEpNrkHsbHw5OT0r2mEuhEzBDrWPy9IOWKIGOBp8ysMol4I1ltpjlgG2Wg0IKBtW8yBeQL41ObFWaLLlT5RLbMagX7VDMHsXK6bXT8HrD4bsxmXivT7uK2SJXs1f54OjyQ+937Sd/Mm5funLl1Ne7WGdf57aQi863xwJ/1n/WocQWSzQTNMOhD+5MYm+qunnMhU8whKTv2ywF7U58cn2hddwt044h1BjLiUxKr9uUedrZF8b+aAeTRq54UvkdMMsyW3TcS0VMEVDsXClOFiowq6yzyyJNKux7MSvSZdEHk0OyrhS1IasYKOY5MmKWAwaYt4kKoTknWgDxGndZZd27xjLyF9fwVIlAel1kUSvstkuRGbo8zR5pRsw7fDEmHbz9JENFm2fecWpFmS2xxWrvNRadESMfGm3KT/uJoEILrkCePvXxLnV2yTEk9TYcXbf3KRmuredRZ4c8PR9qHkTHXmM/REM6xTSoYcHYtWAAWYe9yJLneCbpgOKV62catBsf3TahiidBiQG1wF4oYwE/8bQD2pNl8ywHbLIS/vOnXUfDIwfdvvkaNaenwOv/3s885J4X6/1e57aQZzwfcZ8ay0/Yz7IMqbEfhULFIilf7zsGKfraChs0qXomZ44ix4GdK5tRMESJTsir865sBPviqtjV2UERaQWnF0qApMFbi4o/zswJIY6Gl23KAY/IOlVmSsaUMR73EtuxGZnUfBTYaYP5KAzaOPoUgves0AR5gfSc/24Ffs6ZLtZdy8nPBopmjTDw80CbMn0KzPvRX3a/9hpYIZB057nel8gxpD7eZYMVVnqb4Y0zxyGLva9G4PEeCxwUrvlzMzl6YdwPfH+WQza4aZDSyDvydDEGv19eWOLqvWEwhGSUJam9sHTRAJfY4iYbIbtXDJ9EOl2KLtyqBhNK74MYKZp5CCJTUU6aXAku6lCO90SnmHZE/I3iJNNw9a5mIOLJJxWnp10bmYfb2SaVnO2/+beYXHitPLZ1bgs52Bdlnga/kggDF5+6TYmXuR38522Ww59CXyDxzcu0aTnGmqT4geLYbEhq2HEGOf+BMS4W2UXe1MdetgRNbLrbXnK4mHfBCb7MD7kAACAASURBVNjGInMqKy7mtpdlECZUGpAqqb7vXtcahvV8a5Flq2xuRVdTSpGKvGx55b8uHrNEPS0q8fx0fxV7BQyL7VGgF0pQGWXZENpwYKklVYwrNGmkzdd6r/CUdceDHdqU2ShYYRZMNU70jBnGtNIVOpSZHVvOaZxgWvY+bXITsA545WibwZWp2jeZqGMwhnW0a9xlTMZnKHPxvsGUNy7aqjxxZLCmz0jOYSqFfug5Szug++l1EnQje4eOb9w6XXUox6AeiKGySYEOEAXytEsFefBwF1veee21r/+Hp77mxTrbOreFXB15kqYnYyrlLWqAtks9BnOyNR05Tlymw4wzM0TZUwpO16UnfaeLaYiXYRwRa2KQaFiozrpFJUKKy67ArNCMLrlEOzYEeWsI9thjgTmHHDqUKNOJoi2HPMn7953a13YKW4UmCswo0/b8zRFKmddzFaYsnxRx6Wc5ZJ5GnCbyvnmIIiehjnBawUZVWmQYx2sIU0y/QI9FdtkpPOPv3RipMtOMuHLvQXTSGhavsOHQVT/wfvnctNKVmC0U6YLDt7rvkCyHV2fIdYhNVDYIa9yNDXVIli2Wgqqq4Oams5yOKQYHX3F+/djMlSw1DjphB/Oxt2FkL7ppILjxXWaQ0Eme80tsebJSL051sjVunhggD4NRlVQ0f6vrjeM33tP93nn11ekfMpkLP/LHuM7tKz/0wqMvypNY8k2FFrKPNcGIHe8lJ9fPM4ypsc8GKxxTjK5VQ7m0Y9azHHqq0LSjG3nxTQZLTPM3p2nn5mt+gKLJVAzBNh0gDLasE64Gh1u4quxpl9h2XvdsfOGT/O8y7cDlRblTQEWBftDs9qlFARbTRZuS/NkPmWWGbhR/sVrkg77ktrTaKHU6UAcrL3Lr5F9nQI4tlqnSCnYQWBZnhjEH83biqfX2HZ4YBXMmx4Cl8XYUzgbz1I/ecFaPsUhomS+M5hd5epT3jxlds4QjU8GWKdOJLthUmIU4iSiiTv7xLark6UewhnQDgpxkxtbysA6pbIFQfArPl+3xmEz8nhr78T6aSKjsyuRRDFn12EVDNWpiJeyLT728sb7yQK4r33jlbt6M25Wf//mzXfNinWmd20L+BO/EkfVDmGmWBlRAUOvEwEiyELQJqMvdYpkCvcDOJSvXME8S70Nm2WCFIbnwxEiKM8QuMX7yKDjYokgqrk3XKns3L7XoLIfhw2G+KYshMpFSVNmcipiTBF8DSCBwcYlUwDa+Y4ossR1HfG1AC+zFY1lhk4IzONRRmniqyJZHjN3heaTKFA2y5M9CGLEFSYiqeRDDSkFEZTocFK7Z47xnQFevkI+NFmDxLRs8dtPFoIRmGJMe2e958egVK55vE/+uQN+In/MzZP4FSMwFxGYmjF2MHnt9jFdk4dI9P6FM30Mrvo3Y5Ip0aVNihi7zNLjJRpz47BQ3hd8k5BKNU7+v6SEc8qDfY+FEsIfsjpO4e5Yhq3wd5HHK9U7q4VDJ2y+9FLdbv/RLvLO5+W/kuhfrW1/ntpC/wxOBwX7Ff7bLYgQFWAJ9n2OHRKYmWt2gyon7bXhkLxLTzSvlIAZrwqrlu1KiHX4a6uzKtOk7ha9DOY7fuyyScRLiAbPBeFDWprot4yHXoyOepxHUSsE7YHhqnzxDsrSoIB9zJcoIStDv0X9j0iFmEaVOjobamIp02eAm8uAuO8METHW4wB7HvrnJB6ZBLV4P2QLvUo8Nbo+FCE2+wy3aTv1rUAvx0d71iseiFShyTJ8C66zyxRvP0qJKnzy71NlkxbrdK5fI0+Olqy9YgctNOddygyxvHTN5UQU6F5u6BGFjf1fE9wc48Ncmmd1quLlBRXsssMJGyOUX2WVMxk8Gc/FZyiXur65cIrEajcTJqh9FXRj8AHPI3KHuPz9GpmQ98gHHScNwmlXM2il2/AiM/P7/9Y9P/Dn79NOnvubFOts6t4U878yRVdb5i/6zBfaia5x2NAXHFAfI50JiFnXfRp+zL+MLvAyAjJtKtFliiwKm6pPDHkw9xXsUQmVqjowKHRiEfDvv6jxBDrrdpEKRrl9nmyotFG6xSx0FRuv5yV636911kkUy9hOJnAFVhGUmtkPdWSjiYc/FxiRlqmAewUPa/GS/KixeYcM6EYxIc5MN6uwGJLRD3ZSaCdqlNiLNKSSW0oam3633aECW+pGFNRu+PSAzfhBFO8sgWCvybO9RYFSB1MC68A6lGASr29dgNo951eg90WdknxpDcs4hz0W3raDrHOYVvswWlhI0CMqhvQZ9D9kuxrV2WQzPd3HLZf2QxmT9NZ9PfD+/T4UmffKhQC3QDxuIMAw7xcplct/yv1n8p/+ES088ceprXqyzrXNbyIdkQ8b9Gf+ZCkGeXkAKwiD7FKKrFCQiQY+ivXR0lpGWjr4dp4WJtSL/kCFZltkOB0F5V+cYctPzFTuUInpO2KqO+gV6IcmHKbvB1Ke9GPZZaELPc0hn4nh+yGzYCyyzHepGMTIq7k0uXPqYYihFRXkTpc02PvuCZxgHm0UsEsneZYylU8aQbFAy9z01SDiwpOUa+K44BXTGqXoy35IHzuz40CGJTDBDFtijd8Vw7/TYZiLNQsXtCTyr1OuLILEaDbpX8/AO3sfajKBEh22P7pt+jnJx+pLBloqtIBiZmYmjX2eXJVcFN32uIbYTYGlITltU9y/op8gx81h+qdg/4qgLxsvT91PjHBVa/onKxudZn/HTrqPBkb0PjwhfnvmRH47b6dnTZ4RerLOvc1vIM4zCvbAFZJjylWVZqi+ioAcxLsQdVsGfOtHlg9+r0AGwbk8bgHBnqT2TYQR7LLh4xNLnp/axB2HwlKfHCpvBaxZtcUwmMGld13jK1mlL5NN3WpuKhgU197nDrWBDCCsGQpQiHaiweFnhlkN0kg7eeoUWTR+qiRuuoa0k/nYi6gUk06EUw1fBWMrK1MBuQI5V1uP11/xgduyK2tGIPH2qNNmnFt1wejRinxrjdDoBeczGiQJsPqLIuzYl5l5RAlPlBGVviW3kayMcW8IpUVcXw+TMvGXkeqiiKtsDbbxNqnyMzyP7YCCKvKx/9Zkx9axBTWK8WOzfQQzup/mfB+Ejr9lC06mhSWrmt7p2jkyh+yivldmf+qm4vf9f/Jenvt7FOvs6t4VcX4qpVzThsSLWgbxXjEe+hIz7zR8k7/hmKWiDRY7pkUdhDgYRzMWgSqIO8arluTLwg3eR4xCfqNioM5WoaNnZJ+qo7XhdoM4OsxwERADEF1t+JoKBhmTD5VDdvUQiVY+kUwG3oVo1infJmR3iuyeDhQ1C8PBizP5gKm7JIMHLLIc0MC64gjdUqMwoap5ltlhnNSCYDVbYpc4WS/G8GtRMGJW24ex6bhV5teskNSbNem6VklMw7QQx6wPTtvHTrxAUQakvB88CTxBujerIFXmnqL6kaZU4+houDshyl+eCf1/wTVnDZLk8Jt8r0RiN9dSmTZkGtRj26rPRZSYKuU5Com4qsalDmXmH5my2YBi/IJfTrg+XPvye7vfmf/Kfxu0bf+2vnvp6F+vs69wW8gdcOnFEBlzSnIsvoqTzQ3IssMcmK+zxdPCI04yiWCkLEayzF0aqDrDh1rHaGGRyJHm7WA+yONXjmB678977Z6PTtoJYo0eeXRYjL3SPhejm9ZjseN8NeqSGowX6MUSDk6nxLSrU2XEbgFIM2Grso6g3nWJaVFhhA7kK5ukHmyIpiFHIBhDwi0RMUqUWOWaLZWrss8w2WQZIdj8kx3e99SXmMNVkn7zbJ8yzzDYDsvH4hMGrywXTBPQoMOMwSosqvIMzjFrxGuwVnmJ0RUyhOfL0QjCk55RlwJZDUwfMcodbHt1WIymJ14a7wUps7GYGUI/T3xbLASkBwZ7S4xF8pW5aXf4iO0hlXKPBAbM0mI9BsCirOjVILHUWr5XB+L3Z0Ra+8zunfxiPv/kdL9b7vs5tIb/Mu9FJP+k/22aZig+QjA1grnl1dulSDBvaLEPmmCbQa+gmW9omlYj9Uoe4yroXu81I55G8WsfsLEPushYnBYU464sqhoK+zuqyZQSlgZ/ERWCdsnjveywEHCCPF7FS2u4LIr78x/i8Z42W47nJiEoeMnp+QLgeCu4Rnm8+NK14PCZRzwZbQ0ZgSqOXZ4iuocAFzSyKWDZnpAb5YwOY+1KfZYc+BH+IsilcX7+/7zzzMWlU52Vx0KXI8ltvkLlP4MtDclRoYVL6cYIfn6FPwSGlZhRQ0Uv3qVFwzNryQLN0maHOLsp63XfBjt5PfS7FOc8yiE7f3vd8KF2lFwBiM6jSIu9zg2GC3SRPcjvZLJ/6uzOXs2H90ujh8EwqNx2KXoRKPN51bgv5KDDGPG8C15nKsYfkuMsa2yxHtyllpwaaOuIOydKnwByH/C4/jBR0EsmIyXGXNQbk2HbceIo9Tznl2yyF/S0QPJaxY/SWKrQcX0Yp9zTc1BFauL5wUAlV9OUXV9lCngeJ4aJhqEo1kiJVzxcIZ0YZScnOYJslmlTYYMU43Y77i85or3k6irth5ibkaTkO3aNAg/lwctQmIdm/8eIH3Mk9j6wD9JzLdHjzIyUkhlpgjzXussFKbJgw5YLrNJFmDB8yXPk1Vsk7Jg8wuTL1X9e/l2JXXHpF98kzPWkAVqLDs+6vPi3OWaSwlXpTBT1p21CjwTZLVGi5ve00QLtAnxU2KdKlQpMhOersIs66oLwajYCB9BiSEYWnXUdDG3ZuZ0YPvV/m+jRs+eg3fuNM17xYZ1vntpADjikP+cvAPYjOt0AvONgGPXTY9UgzUfqE6Wowl1RramiWPL6K0ZCnzzZLASvAlOWxxLazEAZeQPrRiapbVser4zYYvquIOfGc1aXLEfAmGyy7DaqGo3bfDE2qHCeogMncxwI9brIRbI6C0+JkW2uPLRPFU4VUw1EZODWpIC8RDWQlIsrT8z8btFWlFY6LA3LU2I+Uphr7rLJOj3zg+iv3vmrY8sBwZNkYzO33o2ALjtBtRdxJEDQgx002qbFvm+wxpFpT5az0BOrmdcoxda45Wwq66lFICHMy8ToZZbDFJivIalabyssYp71JxYfdtYCEXuQl5JAoiqTcOW1THZwYSq+zSppxSPOlYdBnw5qFhxfhh63xZAqTPCzq7cr3fE/cnvnhH/6m97tY7/86t4V85HS4Bfb4n/1n+uKMSLNDnSW2orspOENF3WXLlZLCm8XLVjdtakVz+6s6n1rZlKIVauA17dhmnOK2zIh0JNhPJdt9kmEUYnPIAVCDx4FT4mSpW6ITG8TUjnUUnHClBg3J8izrNKn4ta1QbbIS1LYqTVpUKHIcnHCpHEUnFDQkup38YDZ8xiBeNBDYedMl7Ua3rMRrDiDxVZcid1ljTDo23AI9Ul6ID3NzQePrUqQ9P0OaEZWx2S4YM2Ues4PNsTZ41U4aRyRe1xnbQKrAiBA8iXvfpRhxc9qwBL2ZGKcS0Iq0B2ZCNgjvm2mT0Asm1DLbACcsITTQVojzMlvsOre+QitmD1MfmyxyztRQtUsxBstTcVE/WEmnWTOXZ97T/S4//Uzcbv/Nv3Xq612ss69zW8iV8tOgFuHLgiWkzGtRpctMCHZEsdOx2aiD+TjySpxRcl54UtptysCcF6A+N9mMYiWWi6XHl5xVUEB+GSXawT0XnCA3QQ0nazSCaiZ/lUV2MWvexgm/jyxDFtkNRoNiyqQKVMqNIBjRLEt02HHXRTFM9H+FK5S8k55as04VsQu87t1yhnVW47Sh7v8Ot/ykk4lNVWInQQLieguC6lHgzYUSCm3QySVPj+zYfpfZ046RGnPk99nLLZgq80PQcrWuBrS5PwJKUwtZmZm1XexTpMsad2PTsMH4ILBp+cIIX1ehtwI/jPdOjYKgGtuc+h4Kko7nJAm+qYA7AcOImy+BlOYUh8wF9GesoEFsRGddl1JWFv7UIzByRlOb2xu/cOG18jjXuS3k73KZCk1yDHjTfyZ2QtIy9iR+bAHIKuoWrWVMFImGXmUtMOkOZao0GTqTQuIdYZQSjajrA+ssC86x1hdY8WA5Bj5kteO4FXtLI0qyHNStK+2nQ8kHiiWSplL7zk1vU47jtzIkxYwpOOzRocRLvBiQh5wP8/RCqbjOs/Hcltgi70pHqTSlSu252lC2q9ocphjvKIrekGx04YIRhFc3ffA6OzhADB+YsjwO07MxAK6zE7i0MGi9VnzOHq/mEbMcwjXgHVDKkzYTbYC71GlSQV4r2yw5J7/nm9fUwVGFHgyqk0jM/jx1gtTJasjJyDaYhl9XaQYlsxo0SLvWMtux4a+wgZTC5srYCv1ADHlPuQ7eMQjr9fTD4ZndT/yFuH31x37s1Ne7WGdf57aQA3Hs/QlvLLrMOBTSDMhjqs4bmgeH0+S6FFllnTaloORlGfIcd6NwK9Gl7RDGtrvOyedEhShZ3GWDq263QtOdFq3w9Lxn6zITHbSMkSRc0uoyg2Tf5n3SiT+PMS92MOMqqVNbrkadWhMMY0i57BRLddvTgeNBdLyHzNKkgpwFxahYYC/izGrshxLRrt+hQpM8vVB2ioteocVtXuGAWersundKIV7zPRa4cu+BsVeOjhn5KUddapoRT79l3fFzW5sWcDFos8EKtfG+QWE/QODdZoK2BPeBe1PYSOwdOTPW2WXOcXJ116I2atai91VSeg1Jx6RZYQPJ+RUPaPmc5oI4IMdLvBjwn17zPL3ownUCLHJsEJK/hjrh6ZSyzTKKhROElHTj/FaX6If5ySPMVhLr3TfffPSdLtb7ts5tIU8xQZ4kf9Mbi+e5A1hXLCWl2AMnAxCmQy4Vk6SXiNR78rcwPLnETffIzjJ0qftcyM0F31TcB/0ua4GRqqvTknJR3aasVDUsM1vUcmwuZohlX2DBB1ssIRtVYet7LIS6suppNjkGVF2qL0hDlDgzAWsFHCFao0RHOtZ3KbLLop8spq6AUiXKd1ybWcVPMQocvsMtgPD5NvqfUfLmafD29UvGOLo6E7+jSJfqUcde+xt2YvrK8jOU6dDPucI0bQwS7hMmYTvOrZ/UgGtEgIbecw0ubcOqkmWIQkYE/WjoKe694DBLj7JYOMW/qWse+qZstrUVs9tll32H0wTxtTwNSZ+JtidGFeizziqFhHVuEqaSJ40Gnjssnvq7cy1nyUu5RxTyxc/8etwevv76qa93sc6+znUhB050sHss0KISLoRAUMmaLnhpuyS+mYAVbPiWD8qd1Hkyf7LfWXCP6l7AJTrmK/pLP287K6VDKbBb2bpK9FF3hoywVMOZM8jtzrpD6wLFsNjy478goRxDH9DaTmZzgQoVmqyzGiybNOa8qGvMcsgx5ukBVuzalKLL1KDOKHM7jie/Ghh1x+Phtpy9I2m6fvdrjp/bJtIMYdYx0yAQwVRjMnRzRnEs7x8jn5ssA9pXr9FlhvygF8NipQ2tsMEO9YAlFI4tU6nUfRjUiKGsBqsw9bJXuEeFZmxMU4rhgZuGTcUzVZocMscad2MzOvn7OsjB0T6b7RM6AA2JRQHVINlcMusBB85yyDbL0cV3sUjDsnvFGPf+4NTfnavZqwB8ZJR96P1SmSmG/sbP/UdMLkRBj22d60Ku2DWAH4BgA4iNoWGdzKN2qAe0sMJmBEeIty1MWfdRp24eG9koPOJ863isLh1wDnY+kofU4QqntyDocqhC8ccNBP4NsMp65Gsmpf4qmlmGYbsLxGNWoIXEL6/wgotz+vTdZVB8dFNxdqjRoEqLdVZZZju43UseDF2kyzqrwZDJMWCLZcp02PRgDknGpbpMDjaFi8/4tQ+ZZZ1VuliqTvXefevgr5lsvziw4iUe/Hpu1VWhWVbYCHGUGCKMCaYJwDJbHCzmyb1tf73BCmAblszPzHHxGDkKyip2lgPmvJCKtZPH/OM1o0iGkOg9NXjK4JXpIDnjxX+WZ1lHNgJzHLLMFiPSYScscRfgCt92MFfsNND1PE8rpponnGYdv2sbzdYjMjtJxE5cvrCwfazr3BbykXOJ1XF9DqKbLPsXQ1gk2CDUjrSGaQvLFA4uJgrAEtsss40c7CSnFwuh5YkveXpRTAouOkmyS2Q1qk2g7SCJlixLhbFWadGiyhp3MedpM8FKeqLoZKCCIqhFtER5YIv9cpONEPmIaqnEIGHkd1mjRyFmBvvUWOU1Wm4cZRL8ThTK1/0awtllG5BMyZFXuRX04+C36zXV71pim43rz5BmzF7hKQA2cyvIVKpIN7DsA2a5y1owRwyvzsDbsMtiDCIb1Jjb6TO4YqlRmlfI4VKd+TZLMaxdZd3hHsPGxbpRfJypVYfeWY/juVec1qnTiiwZDpmLU02FFq/5xlXkOKimCtTWoFzsKIO9Ms66mn6GFeitNKbTLrFWOpcePPR+R7/5m3H7mV/9VVLp01/zYp1tfdsLeSqVWkilUr+XSqVeS6VSX06lUn/Vf/5fp1KpN1Op1B3/799K/JtfTKVSW6lUaiOVSv34e72W+Mha6rDVDybtXsG+KIZ9W9fboRQRZB1XNwo62WKJjBdfOf5Nv7A2kNO1xVyBqQAlyXLYdBMrWZbK2Et8byC6bnXD+t3my92my0zcT5tX0uSqRz4gnDal8EFX4dFrog1JLJIajYiyM7/ycviSqChrk9AxX88TbJNS16kuXPmdgpNMZl52KuBcwCBpxoEPq3sXt75Mm9qRGXKJsSMhj5hGZdqGv1+Rz06WEcZG4ghyf2RWvkqHMk8Xm5OI2qmhrMQ6KpB2khi6atU2KzUH+jctT07SMFQ8cOOlz4RWAQwu6TlLyURJefKOdxfpxgacc7BO8wrRJg98PpGnHz70p135jJ2evnuYe6ggaO4vfCJub96+TfvvfvrU17xYZ1uPoyMfAf/xZDJ5Fvhu4JOpVGrV/+5XJpPJLf/vNwH87z4BfBj4OPC3U6nUI7f+DKM/5slsH/yZoOJZhqPCAYxX/bRzpkUpW3UBzSrr0XXtUo8CouDjkifbyxjKaGGHMVSV4lCYp8mzm9EVS9QBlmYjXFYuewX6oTpdYC86e2HwEoDMe8jAIXOB5coPXMPTGvuhOtRwU8NbeaPk6ZN0TzRjKINjFBQhznqaUZwM5jiMx6rQCC3rkufZpU7eh8tT4dWIDVYYkw6svEeeJRfSTAVY5sHeoMbh1ZnoRpNpOmCFGEw1ScugBkE6cjxkTBTCpKeJFXuj9cmCQPMRBXrIflf2uNNEpk783KyA9wNWUxOgzVmnFG3CSbtibSKv+2Yqc7bp8+3FoLOABahoE9FmcNrVH9ln6fdy7zz0fu829k/8+f6v//o3uefFer/Xt72QTyaT/clk8q/8dhd4DcLX6hutnwT+4WQyGUwmkx1gC/joo66jbjzpgGgf9Dle5gUGWArOJjfZYyHYEE2qcaTe9Tgt/Z4GNSylvsdtXg4mg9mbFqhhdLfn+SKix8lOVd2WuM7qglUok/xt83+pBmRiykgz6jpgli/w4gmmizIzJU4Bozkq3GGVdersBpYv+EYy+gE5qr5xCI6RJe0hc9GpK2VIBVN+3NpIxLaQf/kCexz4aUeKRIOoNuhT4CYbVviOTJlpPOg8lXGLNiVXi95k4Z497if3bK4wOziwrnzn2ARcR32UIpRmTLF3HNa8AFyx4qwQbYC3P3SJo49kAy4Re0dQVoP5E6ZnSrHP02Mei7FbZ9VF9HsnCqesZ6W67JOP90Khy7IzAHzsmwsoTxvoChs8x11gyqLRbQvjaAdcqM+NogR1yjzNunzp8nu6X5JyuPy5z/GnPnNRyB/XeqwYeSqVqgPPA0px/blUKvVqKpX631KplBx5niT86wB4g4cXfsA6cuNdt/lQ4udVmiyzzRyH3OJOdDoDciHSUCCCQgZe4GU2WDkx0DTXPlNz6kvToeTUr3oMzMRCGWPhD8+yHkXONpBplqTFxb3qhXQcUIXUfuJga/Cla8h3RZsD2FF93hWfX+BFGsw7y6UY7AuwoiAqIOAd5ICWC1dWWUeGV3pt7LXqkKcXoiMVfplQAbzmifQy3xK8Uhgbu0QslsOrM+5bbqeFwtsW+RbpOtdts/vawjW2WSYzfmCP9wmbCTSumoHZwtG+baAjWGEjumVeNk8UWd72yXPlcw+4+rnhCSx+lzoVmmFIJo8Y67L3gx0izn6acdAHB+TcnXDgVNNp4If80xXyPe/wUMeFWlJ/6j3U+yDeugr4kGzATnpdZfRmnw+pUNsnGphvdWXTxlaZe/Dw8vDERz4Sty9dKZxgsVysb+96bIU8lUrNAP8Y+GuTyeQI+DvAEnAL2Af+R931G/zzbwjcpVKpn02lUi+nUqmXD98y9sY2yxG+LEGLCrK+gOpumh7tpqGbcNE7PO/Y7HHQ+dJYhqJYKSqEJirqRGfVoBZ4toyR9CWTilMxbGnGrLMaXbooacnQZDE8hKPKUnaeRnTOq6yb6AXCea/g/uHPcTeO6oJDksZdSryZ5dDhj/mAhMTWEBXTkoB6KPMyyfGWorTgLGw9tg4lXkp/lBoNfp/vs+HzW8fxngzJ0rxaCqqk5XiW3OfFutb1gilMjypZpgEOfdpXjf/cu+I+8GOzFHCaOjKWGpHm7R+4FIETYBta3uGKDmUkElJR3qXOgBzzzuAx6OTAX+M2swmmiWYmElsZlFVJmGLl4jQnOmvdU4ek7rRTgCUxCbbLY3F52igNPz/mZW5H0dfvf5QDYvK78tZbb33D+9x4kH4IQg4Hv/Zryd/30OtdrPd3PZZCnkqlLmNF/Ncmk8k/AZhMJs3JZDKeTCYPgL/HFD55A/w8bOsp+MYA4GQy+fRkMrk9mUxuF2/k2GQl1IZalqU4lZabWdTMCcxXXihVmtzhVviLdyjF0bzp/G/lSZoHS8dFN81IcElirBr0CbYBgkUh1Z9oY2nGvJ5wvJNsW1BPUlz09Vzoj8XB9AAAIABJREFUDW76QCyDzMBkSiXoRBCJjvriR8uxEAjWhHBZsTXafnSX6nCWw8CyJThSeIU61DJtfpsf92Jtm55OIf/fjY/E7EH+4OaoaK/xAbPc4k4oZWWO1UvnHdqx/FSdDl5JvxAnjiJdyBk7RRi8Xq+DF/M0HaOf5ZB9ajEYFnNHv6NHPl5XCYGKnqOk99H+PxcsJlFCNaSss0OD+cDUgaC3dplhjbsokUqvQ5kO+9SCU/5RXkLeKvKUqdJkBoWEG2yWZD896rty48aNr/87ADYfQT+89/f/ftxu/o3/7qH3vVjv73ocrJUU8L8Cr00mk19O/Hw+cbd/B/iS3/4M8IlUKpVLpVKLwAeBLzzqOtYx98JuFKasCjEBkja0Yq9UaUbXPCDLEtso/muqaDQYJml4pMGk4I05TPqdTEQXZNJ2b5Q0Y5bcP0MMmrzjp8a66DiGnQ1ansKKVZjbTulTpykYpuSUxbwPOU3mbRS9JLNCj1m+6zIK0wakzUjKV6lhwYIOJKjaZikS5IcB0zSY8dfcbGQ3yNNjjbvxPoxI8/zRlwKW6lCifm8/Tg0l2iyyyy51VsabQTdcZDeKqWHLw7DZ/aH9/5csQzbSN20T2rPTkPJAt1nmyr0HzO30w6Bqg5vI/Ctp82tsnznkfaINokqLO9xC3jmClOR+KVGOQVrqvucQd1y8fhX9PgU+z8cAMY8OomPX4LyLuUMOydKhHI9d+L+6eH32T7tGk/dmgVv9z38xbqfyT5z6ehfr7OtxdOTfC/w08Ge+jmr436dSqbupVOpV4IeAnweYTCZfBv4RsA58FvjkZDJ5JACY7CK1GsxHQVWCyku8yCyH3OF5bvHF+KIOyKL4LTjJmgDDJ3OOeUpNKdbKLosnvnwlZ8ckE3HUATeYD2WjDJpgSpVU1w/K3cyjyLoqTRbZ9UHsPJYe00T0R5lhifqm2DkxLhregYpiqO6yTCcUl3JezDIMF0htWmLyGKfdrFOl9JSHuTjtsxyEalOGZAZpdcgM7PX8wfH/Y0ye63l+lx8BiM64S5HDtM0FFnpv0KDGh/a/yi71oCaus8oudSY5nDppuDbXOYHfr3EXRnD0dPbESQmIoatogzohmVXBIB6LvHi0EU5zO/vxuRBXvOSwnb2H7bhGMswC4Ef43dgkx2Q4cEZTkjLacY91JSOV6HDMNEVJCVFnWfcH99/T/UZvTY2/UpcuOOSPcz0O1sofTCaT1GQyeS5JNZxMJj89mUzW/Of/9mQy2U/8m09NJpOlyWSyMplMfuu9XkseGloqjDpKz3LID/J7HFOkzg6brDgDYT86HHWcnShr5Rj8ZRmyxTJK4VFWYs4xbBXbQ+YoedAu4ErJ5glOsAqEumKxUqQoTaYBaeDWxbyzG8zHF3lEOrrgKfZts4EVNgLfb1KN4v0yt+N1kcRd0BOIhWH0OiD8XhRmbAk3I5pUGCaGvxriLYafdzZokH0KIcR5++olDpnlTvpWFNRbfDHYGOmx/Z7SwLDovcJTVGhyMJ9njbtxktKGNHyCE5AL10iItixQmyfg6r8cIgMr/Y68w0FyitSJKSnFr9Ck7ieCPRZoME+N/XhfspgxWh1Lo1cSVZl2hIxoFqMAEyVEtT1Q+a67bKpwC1opYqlBigjc4KbPaiQuezQ+/qiVSb23oeWV7/nuuP3Eh99bYPPFen/WuVV2vsvlKI5/1n+mgAN1zh1KvMJtp8zloqjpS5/H0nNmEkOpMu3oeiXZByvOKq42uKqEhF8UPfmiJDHzEh22XO4tZoU2DmGkKuq6pmChBfZ4jVVyDL3zNfy5QxkJeuTvIlgp45DRAntscDNOCjrqVxNe6VOvGHs95BAptomGoHV2wrEQcKvgfHTKwtY7lGPGIBvdATlygwdhK6DHscsiK2zYaSJtVgHDnBXc+YGl+EjKXxobrm9+8Hm2CktB2wPApfjtBPWTDjCDU0PzURyBgDxkfiVxk+kG2hQ5ZpObia29Q4sK8zQo06aP2RDIAEvwWtJw7cC7aXmgdylGzJ8aAm2OMiEDPJQjEzMEpSUl7XLHXvpPu2afsI24PL70UEHQg8F0c8s/t3bq612ss69zW8hV/BbYIw/eSxqrZNOHXiU63GTj/2/v7eMjTas67+/pqkl1Mkl30pVJSKCHhMSONDT00IMDM7zJgIuICoqyvKjox3XdR0WeXdcFhRVcFEHRR8QVeBBhBdRV4fGdN2EQHJ+BbqZneughTUJnJpCQmmQ6M8kkUzVVfe0f5/pddXemX9LJdOeF+/f55NNVd98v131X1bnOdc7v/E6KrZYjxU8eZRfedu0EIxzkaEowyqOX0V2kI1UmAowxxDT9DDCBWr5Nsjc1DpYhVmJNkwAQwxhV1JgZSElD9YP0mKozW9rj0l4SAGK0eKXhbPLQZqNxV7u3CQboZzolxcYYRprsKirSM1E1aS1y78G9bT0nVaQ6W6MlsXQ0+c3TyQSDMVwzmya44+xHdEGfBJuFMUrAKjGtiayFahLRkk5NqVpLbA/d9ygjeH/OaThJCuMoSUsFqJNYJQ2K1GhhkWaDCBXsaPxAnGQGEo20GJ2FHirM0Z1CLDKkVUrMxK5CKujRhOp5gSJd8TMFUsu5bGGTUyGX02cnWWFnXl2dnrGe0SgjSA1zLZhb9olrtnD+Ev3C7iZXvdC5dt56jvVj2xpyJeUaFPjf+O9WnFwZVyX8xEZplk93pAINUcam6EsGWcfORTkjjwX3xHZmnpBsx4szZikjYSuV80sQq52FVIw0wAT9saFBiRrHOJB0p8VOGIldhyQ8pUpDKeup6ERhAnWwWaDjjMmiPRoUedpAjMN2pwlGYk/QZOjIu85SKCWYpfDQbBTRUlhL8WNpk8vAedXjVDpPgUZK7CppK6nYoXu/AUD5Xhex6r33vuShFqhTqHvoZJYyFXpSEVQK83wnibcvmua3nrU7NpboQuXyLdRSchhA1a5SeRQDSBxwSS+I1+8J6eWoXHkqVXn2UonUwnoMuUxE4z+TyvjVOUref4kqUkn0yltva9dCjaNck0I1C7SfsZpoYynSF5sd7i8WbVdE+YfG+b36nY9vVmhUx7++5uvlWD+2rSE3AlndkR7ABbHqyRtXabpU5kR78xiux3+HYrOFYcZR02ZR/sRLljiXCjNEN5Phb+ANJCT0pGKbXiqMRCEuxZ1l6AeYSJ6Zc5yXU6XpUuSPSxZ1gfbUg1Nx8dloGJSglGDVHN7nU80koKkxM8wYlbh0F9S8wAuRZqnQk2h0PtGUGGI8xZC1GpDGCnhcf4ZeTmXi7tIKKVDHYqm8j7M7efR6bsf27EvjmaKf+T0+XbY1lhlnmGppB53MJyO6QAejjJAaSN9L6m40yV5mKfOosftgp6/Q1Ox6iVYGo8HWZyTdnWXaEm1Q3xGpFmqbeP4KbUi4TB55g2KqXhVVVfrrIG0cP16Tt8J13rDPk+9iTwGJ8aL713dlPXiw7qX5kxfoEFQdG0uv597znkRbzHH5sW0N+UNcgXO0+3gs7pFLCVCNiJux72IqBhLk0att2GGuZYk2buE6JJjUFKzyxOI8ndGANMWyFHZQEm+MoeTVtbGUlAVl+LNl+u71dyfmRDOOXUGURvXI1LJdPGkpLPo5qyn8IsOhAh0lZ/cyST0aCS8tdzkCVTlmdUzm6YpqhdVU2r8cJxTlBErUmKWM65g433uRZou6tkgNlYpggTpT9OONF3qTVzwdtzUoMLcneqVVv+5SwfupjpeGkaJjNf451TAWB+92Js4oIyzH3AR3Aw/4akMhqBK1JJ+rylg1atB3YzauwqboT5/fbKROVjKdk4CUt1Dhl4yvJ7mrjHCCZdqSQqKzi0ppH60y/PtRpTNOhVopqMJUHr2+c2pNuFZ0llZ37P0f/3h6vfi5z0FuyDcM29aQZ4Wq7gL2QCyk8QTlKTpTxxbFQdtjmKAevUWFYZzhcRLvqH4y7T8T9VCcgubei4yt4uUqlJHYlbypKiWOcYAhxlBDAYUuFO5pidWhfZFTrcYTbux6OMkAavk1RX9KmsnIyLirI/1SWj+00RXj3lqVKFykcAAQVwXF5PE3NUGcn36c/YnC6PHZIqo2XKAjNs3oSklQMT0kfLWPExxnPyy6N6pGyPsbHn/uZSbqp7tx7r7HQw1tD5zOePC+8pihN4azaqnBwrX3H/VJ9WuegD3I0TRB3P3cHujxUIR6o2pcoC5GUrQspO+ElBuVyN3LZFrh9FBhgJNpVSQtccXbxc3XhK3agQkGIy2xiznKtLPAVKzg7KWS8jEK56i7k4THpIzYxhIDTFCMk/ZaEc5bz+l48MQJ7v3j96f3rQcPYju2rTnZ9NjWT16NbgHuxRNelaj13MYyI7E1W9Z4lZlL7c0K1Pk0NzJFH4sxcarGya4P7qEDeeNVXFypm9nIomhBDYXBjbmSoDVaOMhRVCLexlJqjqDGFDIw3iash5ZosI9xAAlrSWZgH6N0sJiSqSqS0Wt15JH+jEvCTqcVhDSuF+hgJl5LRk9Kj0OMJeErxXp1b+LYy4Bou4SdOlhIE58qGQvUPbQ01WxUXaDBZGFvMoaa5HqpEOdK7D6PzT/q5H20UE2GVc+j8/5FeqgwsesxPo7v9NBNlgd+9T0VuJKUAO5nOt2vvFmF4tSqTSGfdhZQH9UGRfZxggZFumMi1+VqWyP7xUXPPEw3HumDLousyVaqmjVa6GOKI1wbNW6aBWvZfMIsZdQOsJ+pFFtXR6sFOtYVXrGzqmKciWJX1xnvH/Xrb17z9XKsH9vWkAeM67k5ffmh2ZBW/HB1hFFCUMUxineCL8kVx27yjSupqEe85G7m6MLbmIla2CwM6UzskWYy1RkgMzE5Jz62hJrEUKlF1kM5lmqrR+cCHYwwmipIwePZChs1KHArBxPLRB5skUZamWgcZWY5wUhanaiCUaEphT8U78+uIMDj+05l9CKfZVrpZzrF8F1BsJRCL0qyKmHMbpC+jK7VoJB0aiTydXdfD4t08ED/DmYpUy+TJp+J2NathRqHdx1Mz2SBDij7amyWMlVaXOL2BHDUJ6A2llKLtOXIIpqLnH8v8KkywAQHOZruWc/dcwquuyI2SivLKZTWwQJ9TDHMGN78uxn+UuMO57v3pu/MEGMs0cqdsR2fVgULtKN+ra0sJUbRHN1I6EwFarr/tUC6Kedrvly86iq4oqmSuHPfvnPum+PSY9sa8tPsSIUyrXGbG625ZLDFA2+Ny1LR8sC9smn6k2RplVLydlSy75osrfRQoTUyGgZir81sibSKOVKBSyzdL0dOsgyVtwHzRKNK4+WViXEhhUZPovUmYy852jaWuJVrKNDgWo6k2G5v1H/RuFzCdpauTLIsq2DYG2mWaqqhUNUke1ORynKM6baxzNVMJnrlKTqZYCBpjUskyo27K/ONMxxXEy1QhhOMpHOKAeMrnEp6dv33V+ihwpVfO02NErO7dqcVTF9cUS3TSien4sopMlDuExXSqX5jDMM+mP3+9hTqOcCxxM1vdrL3z0LSA+NRiMzZ5N2JveO9YHtRcwkVI81SZiz2kwJSiEna92MMpZj3Xibjd603URr7YvVtBwtRjGuRBgVGGMVFDPpTknyc4cTGyhaQrem3E5x2uGwXCLE8dKFWcDkuF7a1IRc3WIZ8jm6m6Iuqcr3s40TyVI/HhsBZnriKXiSxKn0VNYZwJTrvdXmCESRDWoher36krSynSUQx7hqlKPJUT0yFRVy/WgZISSxPmHroQ/0fr4nx3uNRKlYUw3acy+2aIp5YVfsvJU29GtWV+aS4V40/fhltr/JsTZQ7fxpdyWsXXU8ebQu1yN1eZgTXRFHRj/jyYttA0/NeoINTfd5AYoCTSQJYE9AUfTi9cpaZXU7ffOA7dqTPpkqJjupCSsgqJKWGDSVqUCYV7yihywmnM4qzr3i18giia4riKTEr8cGn6GOQCXqYwZUJfYI8zKGk79MVk86dcfJQTmGUEeYiLVX6NZVYQFahh3a8+YWStXOUowCCh2s0qWcppfoM+2h2XVordtgODOPx9dXpkgOEWm3N18uxfmxbQ24EpLy3J7NdzYO1HO5knhOMpJAEuPeqajp5OAOxMYMSejLMWsp2sMAYw9HbHEpJOl1LHu5x9ieVPRl08OSaJ7IqqRR+iDE6WIjG2CcMJUMVlhDLZYaeWA1aSst0qQu2UIsUQckIeCPgE7FXp/ZVQlacZ1XCdnIK72pfT9WDKjOHZim+5wb6GGUfS5GNkZW2TY0fYoy5n2lqlOi4fxlpynQyzwijuBb6nSnO36DIo096SOnKydPOz77fn3vbA6fTeKVj0spS0kyn7tfXRDZFH+wGO0mcDHwCvoXrgKYkgcfHWxI9tcxcMuiiVC7TlsJqFXric/Kyf01IS7QyzBgDnEz3p2Sp3osHPsBEkoeoJNqiTz7i/4vCOsYQpcwqUKslaMb514pAoBTOHy3v+a//Nb3+6pOezEMzlXVdM8fasW0NecCSCt0Y8BRIMdQT7EtskrZYHSjVQ4VPlOCTx3OMA7F/5NIZPxx5WJ3Mcx23pLBNVnlQnrkSa5J6lZb2Mm3s587IvuihNVLpKtEg12hJMdxSTCJWKdHOAsOM0cYS13D0DLaERLtaIv9bXY+kjliilmK+UtXz8EqDYZwfrATmPF0prFCKzBn1vpyiL014rSwnxcZuZjnGk9J9e9hqEPWtHI4aJmVmKVabjBb1Kh1inCn6qEaPvkCdbw3uzhQWFVIhUG0nqYGDzqNnBMCDJLnaWqQZhn4IXqyZ+muKSjkVwxZOPZ1+GGNIDZr1vIDUHEQMoaymj9gvYuboeyln4SQDsfTfawhEb1XID0CNODSZqJNROSbWpZZ4kFtTuGm9uK14fi87yyMHWDr8pXVfM8fasG0NuRFiOfM8jwa+jCcu5yhHA92edL2lLneQo0AzTAHeaaYlLo/F352iLya7nJimcnLF15vFHO2p2lANKHw53I6kaFX0IvnXbuboYDF5+5IFOMSRMxKM8lIXcHmA0ehd6zoKuxSoc4wn0YLrfe9lMiVApYMO3pFmhh5m6EHytUu0JoaNi3eVaFBIq4pKpGfqfNkKWa+SPYmkesVXV/hD/OhJ9sYKy84zqIyj7EsxZRXY9N4bVfmuJGm2AMy2eeJaXHzx2scZ4gjXQpGUNNZnVdsJNkVatfVEmp8+U4WkJhhgOsailSBWz9FKfFYz9FKPGYYWaszS7QqLEdnQiyYTr8z0Kk41d16mjcUMndU/2zJqE1iKTKIWat7yLoZuyszGVV5XTJgvJ4bNevC4xvlDK/d97GNnvLcrVh+KyfHIYtsa8oBFOaMy3wSKkJbQoKa7LtKkRsbiZBdi0tOXql78IT0WeehKQolloCIfSZ/KKLexnHp69lBhgoGUFOxnmgEmYhFKO5I41Q9WfPRSrJVU+bYodOCVfRJ+mmQv13A0/Z8YMDLwilkTn4UXjnSleLgMi47vZo7jkTnRzzSdzCf6XDMcU0qrmg4WkhcpfrbkZSXRK29VRUxFGnxzbxnvhDSLJGU7WEQVsqpCndjT5172XPTg97QmWqU8ZU2iCgENMJFoi0oIa5KuX91shAGkWL6ahXSwwFBMV2ZZKL5KKqWQUn8qHPIEo5Kzuh81h9B27ZPtPKRwjBpEV+iNeuPuhS/HCWOezvSs9bz9u+sa+XORmqgcxFqgZOddhfMnM6/+4AfT6yuf/SzarrlmzdfMsT5sW0Puyc4mS6MOqX0YeCJKnmtW/EoGQT/29micdVw5SpFKoVCa2zL4fUyl5g0z9FKhJyVBZaBvjb3H9KOWB3mc/ZSj8VT8eYwhxhhOTRx0XJYv7l1+nN+u2L2MsSoXB2PJv0Itg0xEiYBROvFGDTpPLVIST8Zu8T5xqGrTJ0KJVolvnu1d2kKNGXrpYYa93J2YNgUajDKS9pPxUkf4rjhRqrR+KSYZe6lQZo6Be6edVlcldftZopXuyUUPiywtxs/INbrLzHmY6N5mDkLedrXUQvE+mGAAlef7PXShqtul6CGPsi+Ffaq0pISyVkeeKHc9FImgiWMu3Z4BJphkLyOMurQuToncF+PlrSyxTGv0/psKnWJWaQLy1oRO58xq2+t7rNXleqDIeP0CdPLpN74xvS7/5E85JTHHhmDbGnIjnFHUAk0RJP1I9zKZ9Es85uu+r4ywdMYX6KA9/ti6mKdOgb74o+qNAQnv6bmQPKYBJpLRUPNdqep1MZ9inVP0pRBQG8sc40BiI/RQSewUJRcVmtAElU2o9jOd6fpTT68nGEwhDyBWgXan+PgUfdzKweTlnYpGSzx4cZUrMbzQxlIUfOpNtLs5yikmvUA7oioCtEZvVc9JVaRismgVoslH3ieQVk0LtNMoujpg/Ttij82qe6Pf2rvbC7BKLSn8o3Zws3RDieRBu2ZKH7vuqEHFJ9FR9qWkoj5DyTK4Pk13Yus0KMYVRimFxuShL8c49hT9LNCeGDcKG/UxFUNgy0zRT50C01EKwY35clo1ibIp+qXi9+K4i5rZz1QKp2lSB9ZlzFfbf/Ohu+9Or6/o7zvPnjkuNbatIa9TjESy5dT8sw1vxqul7DydHOIIe5mki6bqn5bFkj0VVxgkt9qREpESxlIoBEjbgXQeGbYGxcQ+8LDIXOqqDnAdt6RY7QQDjDGM999pJXWFhyi92iz9zsbURW2TYVWZ//XczDydXB3ZLPKyRZUEN/JN3ZdqCh9oheCBDKcqFmjEUvYm26dBESkfeuz36khprCeRKHGtRYnUPbRGBo1CNzKuM/TSxjKju4ZSyGCEUU6UnHveUfWVSaNQSPztbrwJ8RxlOOChjEosrOqlAv3AlSS1SpcSaMoF+zm8O5I6AbkeS5WrI8NnOCbMRY/0Z30qVb9KE2c/x1MYaogxJA8sp8Dj7b0pfi9lRNU6qNHHBAMp76HK41M0+8aKty8VzLWicfrijw31tV8vx/qxbQ25PLwCDb6Ix8jHGUKViQXqMZHUmjwmICUUu5njGAcSU6SXSkpEeasFL99uj0lHqerJY/PwR4ljPAkpLTrj5WSSngWPVZ9gJOmkSJRJ+hkKS/g9eQhIlEAZVykUaiku5UNx3tUT9PM8E0kSAHgxkseZVc0pJkkjJjdnKSdKnQplPATiMX15uh0sJJleVYCWmWMwtn5zdcVx1LBYxU5qX6dJR+JlKvEv0GCgepIlWullhlFGKM7FHpxLd55hQLVyGly6iwW8FdsSbXDMY+r7l+5MjA/mgCu9tkCTQz2TLxF1USGt4+ynRDXx7jXBKWmt4qAaJVpZdt57XME0y/VbOMaBM3IvomBK7EvfPzkKElTTNaXW2NSyccniASbSKkGVxGtFIbZtGz4Pj3yl0uHce9695uvlWD+2rSE/zY7EBf5ZUr6LMYZYpi15LIsxoajyecWnxxhOYlWii7WynApHtISu4Y0M2llgMNISRdErM8cIo6kKU7FwFWz4knoRNQyQjrS8Qxl7cYWlZSKZVYlnaTzSMlE3HqfDtSZaYl/U5WgyU8qRV38KdSTSWMAnGakG6hpqPuGhniLSHJFSpDr1KOWp5X6JWjJg4DkK5RmA2OtzEbVZUxFUmVkqpV7m6KZ87yI9zBB2x2RhyamJjWKRebrwphrTnGrbTQ8zKSFNw0NQp9p2N1dLu/37oDBUjRayrdf881qMJtY7I2WNdrYiuEYptXPzz9gbNndH71//93iOM5hpNpKtXeiOcX13FKqJydQW8x4z9DDARCrLV6itO8ogiDFViwlT0VTXg5kdq/eyWwYH1329HGvHtjXkOzidDOcHgWHcuxvhRPoxDDKReN1KcI0wGo1onS7m0w9ES9fWuIwtUU0GbzqGI8SYaFYINrsNdcZzZeVy/VztiXWRLayRlyumjORvZWgkkKSen7puBwtJTElhHHBDUYzx3my8XaEUlYE3K1FLif+sGHyz5VuV8eipin3iDRZm45hP0cmpFKbwXqHNjkMS7VIy0CVxa3Qvzbk32/DwV/f9TjdUQczSlTsoUWN0z2OdF153il7HfZExdO99LNNKhV5OMBITpq1pFpd64wy9cDdUy6SVB5AaOYsJtEB78nKXIj8cSNRChdTAufuqKVDLOZ1TsgeqU1iilf0cT99VceX1HemJCotiVnmuYjl9Xr3MMMEABzmaJHQ78JoCCbspzLceLOw4fc5Wbyvj6K3XPGXd18uxdmxbQ16nyCzlyAaAMRQ2aU1Lef0IxhlK+iDiBZeocQqXGx1kguu4JbZAc6uQLU9XZaU8ViAlr5xN4GEVHa8faCenqEThrnr8MYpxIsMn/Q7FpFXNqSYKoq/5j7yPMYZTLF1MG7FbmtS3YqIkAom253IEM+kYefweRplL3rXi2govSfZggkGkMy6RKi8NKqeJcjmKQU3FyUaVqUu0MdXW50yggifv5ne1M0c3PQ2vkl0odaT4fxfzNIpFBplgco8LV03s6YssHQ+L1KNnT0/kzFc9DLOXSaoHoFAnTapLtHGIIwCpKGwwJqxlRMETsQpdFOPzyFZplmNP19moS67k9BT9mfxIMSabW5EIm/fv9GcxzlBawWUni0n20s0sYwzTwwyqhlXiW4wgJdnXi/OFVlbioampdV8vx9qxbQ25L/enU69F8B/tcib+OE0/13Nz5I/Xzji2HDngBer8C8/kFq5DHexlrBUXF1VRbBgPUVRTMlFl/ZWMIJKaRsgASOdEVY3it2spL+nXJquhJXnV4OqBi/G8upfWuOwXH12VmqKo6f9OMnCGZy1jDmqS7DK6Q7GKVIqRSqtpEhlmjCXaksfawWKGY90smDnIUdpYYixWqyqpqcIr6ZOoWXKj4KGOrqX70qpkgQ4WCp5T6F2qJJmEgYzxHb7/LueJT/qzmC95hx1NYMUpXxWNxarXcYY8Js9EYu+oslOT70DUV1HIrUJP8uT10NrJAAAgAElEQVSBlPzW90jeuMIy8v4VzvPzVpHSpK9Y5tIxEjtboCNNENnvs2vqDMfnrcmyqVWzFswu+4T3rR2rV1DsfMmL13y9HOvHtjXkAWsmtoBWQB1oFMKYoTcZcfFwa7EoSJrSncxzgGMxft1U41OX+H6mqVJCmh0NCpyKPy6JIulH5UbG+eTSNinH9KY8dXV8mYksBnnPei3q3l4mGWMoGWdo9uKUBy6NbUnCSm1wjCb7Q6EFhXe8V2ZTcElNLlqjpy1qniYsqUaK+eLGppzOLfbNDL1MMMgCHXyW5yQaoqiWLTEhK6OpSkdfIfkkcqptdxqXlBI7WGShrT2FQTRB1mjh8K6Drqtyg3fr8XxBlTm6Kd0J1as9Aa5QhMYieqFyADKiKof3atY+OlhELexEdVVRFaisvhAL0eop7i8P3rXMRxMzapjxyHjxAitJAhTjNCjO/TBjKcmsnIhYRrNR4jYr33yxKO/0z+97aleed7/C7ubnsfj5L6z5ejnWj21ryMF/SGI/LOMiVAt0RJGiluQJK8QyzFgKU2jZKkaK862bkqIyXGJoSOVP57yWw8kTFk+92Yis2dbNJW6LyQsVNW84jrUWC3wUnvEGFOMs4fosioU+iWPJ8xWXGEgx/mxVK3i7Nt0XgPjkWVbOBAOJL68KQ5Wuy5vUffRQSdozoNVAS/J2u5lNYlEjnODuSD2cyYR/BjjpyduGx/oP3H8nahwxyV46qgtpou1nir1L3/BkZMNDTY++x9lBI/ePp3P2Mw3/DNdzcyprb2MJ9kDpC148lJ2cFI8HYnJ5OYWkfHKuxubHngjtiEnubGs9hZI6OZVCUTK8+ozERtIKTV1/xA4Sc2ksatx0M5eai5yM2uuT7I1VxU4TVfWoGpKsFYdnDgPw0Z2L591v1/d9X3p974f+dM3Xy7F+bFtDvoPTkbLWLMFuYzl5L26YvJlwP9O0UON2DqTlqjQ1FmhPGi0HOJYMvCh8vcwknnYbyylunDWSMo6uA7KYmB4tNNusqXWbFAzFamgu2bsy8dzWpHY4F0M7up6Sm0qIKbHbHWl+okXquF5mqNISOdyLaVWhMMVypC9qHJIwkGdZjgZGjI22WDQF7jUPxlWIxLPKUSFRnmsX84wyAjiDqEIvCwXfd2ZXM/zTxTyTJQ8xKalcqPsqq+0BDyV966rdLNHG5K4++mg202bQJ7Q5ujnGAeoUYBKqz3AlRDFDtBKRoJUajqgvq3IrWtEpb6AEtgq3hhmPRTpFVNXbQpUxhtKYPA9Tje32nF6YNe5aJYrWqVVOjRJqGejPezl+t5fSv30x0b1W/NvUv61qv1Mf+Uh6/ei3v33N18uxfmxbQ/4QV+BVeyNJj1zhCy3LPcbdnarmhhlnmDH2czyxRpZpS40LjnGAbHl8tt9lJf6YlyPVTt67mgtMRVEjJa8UexYjpC3qeCsUI6rjSQaYog8v/25LCTx1FVLC0KsxPWwwE+O28uJFN3Ra5HRKwMrzdKOxmIS7hhhPk4m8+Hk6GWOI2VhV2MEipyKH2cMmA+nZT9HPCUZSYY3U+FQCL7nZFrxoyY3SYux7OZOSq+LeSyNeTTjAw0jFu91wFeo+uamRcbkxR4XephJi0Tnifr7YAm0Q6oUd9FKJTKBiLOKZSTH0Ag32MpmMqiec64n1LS34bmZpzXju6kJUoSfRWbPPXiESsai0upH0r4qCVCjUS4Vu5tLzAee/i/6opLjGvDLPcbF40dCLACheoK9Ey2Mfm15bae289Rzrx7Y15ODJNjeuDqcJNpXolHi6hesYYygxVkSlk5f1eZ4F+DJchlMaKEu0pd6frTGB16DgYk0Qm1IUUzhCIRMVbihsoti3+OIyYkpCKvTSxnJi0+zneDRfS+mHfpz9MUnrVEMlP3U/WnE0KHKYa1OyUWX1e5k8Q1lQXukAE0meVg2Zr47Kh2JmFGjQx1TSbp/k6pR7kBpfVgZY/HNV04qK+J0n70qxaRnuBgUefY+vKjqqC8zRzf2Pjy3j9rjgVyfz3pyj0JeYIgNRNEtKl6p8PLm3L+ma+wRYThO7Yv5aYUhato2lJB4GoLaArTEpLvbPMq7q2M5CUs9UbPtkTIxqlaJVk6pkJxhE8saa6OUsSHyrjWWOcpD93MkoI4l/7ga9JX2v14rWgk9kF9Ja6XjBC9LrB++8c13XzLE+bFtDLjnSrNaKfjA1XBpWoY8ysyl2qXh2kUYKUyjerapKGUevHGxlLBZ8eAPeOU7FWLn42iom0bjAwwg9zCSvvhmzL6QYvVdDjqWlt/Q+StRSOEPNJlT+rzh0gQbXczN9MWEmyDBoYlHcW4VNc7HaVYamGTZyD9Lj5a5R3myaMZP0QnSPEo/SSkUVmurrKVEoFTRN0cf+6nGnDZZdggBic42Gn/eBXTuYp4tayT3aXRUPV3Wd9CYP0nsZufcuXK54lqMchArsYzQZ3iol+pemYTfcysHkeWuyG2Icte5T0Y3CKbo/FRb5hFRPz9b7Z3ojD61o5GFP0c9+7kznkGaOPksgff4KlYgyW6CRYu/S4TnCoRTbb64025Dg2Voxs7Q6b35HWzMXc9fLX8H9n/oUjYWF8xyR41JhWxtyiT49O247zv7kMWuJXKMl8oH9x6ISaMVhZ+hlin6GGU/FHJoQFC/3cn/J/JeTFscEA6mdGoDEjZy9UOPOyI7oZzo1WpAHDN4YQYqG83Qyyr7E7e6hQhXvj7lEK4c4nCYub6nmJf/LMeHbz3SSg5VRbmOJwxxKjAf14qzE+K0X9DRVDYHkoXbgHZH2xcbUogt6fNclDcSCUaegyZL3tpQoVCfzSeNmP3eyXIred5HISFngCNcyX+iknQWuvP80YoGUmeOBPTs81OOPNxm9iT0u4OQT9gxc7aGICQbiCq2V0teBr/uqTQa7Kx7vcfPllFOYiis5iaT5Z+8qiZIt7o7sIU3gYhZpBeTc85bE7VeYT8ZetEXXq2kKYOmc0qE5RWdS1HTHoidNiHouwBkOzMVC9MOrGpyzIAjgnt/7vTPef/MXXkPld393zdfNsXZsW0NejyX0AJ+L25SYVHKwKfvZjUSIlqJHo2RRM4btHpK0xBsxXqmJQD++fqYjhc+NsPp9NoWOGumH+3iO45rgbixOMkB7pKbN0o03NhhMDRxK1FiijUEmmKIvLf+7cb1q6aUUcR78EQ7RyTyVTAxbHvEcZQaYiH0lXRZ1gJPJyC/RRjtevi5KpDjkI5xIVMPjPD4ZD9EGZ9Mk4vTNI1ybYvTyTlUpq9XLOEMP8yJbGr7qaeAqgaeuak0rnxotVErekm6prTUlFSVFLNpjkQZ8zc/XF2UTOpmn+jhgyiemuShKVY+5CjV+qNBLe8wnACl8phCVtMxbY2hIBt9b3bWiKlkxldTFSD04tVISL76Iy/yqaE1UTk9OdzNPF9NRNXE2FoZ1Mp9UEBdjQlnx/rVid8lphZ2hyKPs3lUd03roELtf/GLKP/ETa75ujrVj2xpyJYFcftYhpTjFdRsxptygkGKkQCqA8aRlHw0KGf3rtsTxzioiDjGGdEJUWKMfk4yPwhmCPHqp7rWxjCRTBziZ7mM/xxOtTRoavVTimIpJHW+cIebpTGGjx3Mcyc6Kp9zPdAqRTLKXAxyL730loPfgFaBFGqln5b7YS1P6KC3UuJ6b0/klzzvCiZTM1PPQ/XoYy41hOcoGZLsetbFMaco/q1K1lsIX4B2IeiLPeor+lOsQUry60UiTdPNeCimB20KNpbZWeBopIdwaFRCdh16mhSpDseWdkrOCNMy1epLSpPqdqumy0w5bkujYPJ0MM46aPddoYTny8RUWaqEaJ+hFpuhPGu1q6bePUXqpoI5O8vbn6WKAibQS02e0FnS0+IrQgLtD7zn327l/f/PN6dP0/9ZbaRkYWPN1c6wd29aQL9KOxKUUWlEzYpVVN0vl5yOTwA2vmgd41eZ0VLObS3HR7qgVIsGivUwyznDSYZHioJbmen+Ya1foc0yn2KtWD2KSKNzh8XPnSQwzHj1EN5DSQK+kopRaiptnS+W9TVtLiqUqvCAPOyu0JSlf7aMQlcI0ijP7/9VTklEebYFG0gOR8ZqJqu3iVOtes8ZezZIX6OCbw2XaWGasbSixfsCrMBdjrHmGHhbxAqpCI0oGNDwPsVRoJctQcpVDLw5TYU/H/f5Z1ygleQRvVF1lHyeoUUpJTzewvpo6wUhijohF5LTShRhfH4taNS0pLq6CKxVveTekuUR31GpOq7ZWllIPVVV3jsXqTU1GCgV1xhVVKdIbdZ719Owc3O3V0A8RCOdpv7z7xT+YXl/xmMes+Xo51o9ta8gVW2xQQPl0yYXKm5a6nn4I8uLFFFHcWh2C5F2qaEix7GzsWbFLtRqTR6hiFD/ejWqBevKg9sXOMROxK89y9NVlNMA9wUWaXXrkqXrz6AoqPupjiiHG6YnUOoVggGRw1MSgO3KkpyNdMls0VI+x1w4WkvFdoi01SVimjVFGoqzufCrcaWOJU3SmmL3Glx234r5KMC/GCfCM5srRsImFU6LKqegxDzJBe1z5zBXcU18odKSKUWnYzNMJJV89eI5k2HXQp+CBPTuSp668gsJQmoA1DlX5Nou4vLpX1ETwVUSNEkc5yDxdsSuRT4Zl5tIqQuqWXg3s376eqGHuvVUHYyitijQWQUnktpRAPUUnRRq0xlWm6I1AYgmtBbU4IZ4sNjh9HkN++oEH0uuVjZhzXF5sW0NezIhT3RW3eWhjEXGSFQst0EgebYlqUtDzknYX11LiToyMidixXXFZ/bjao6fvRUQujDTISe5kf/KuVXl3FO9xqAIOtVsTOyIbhvGO7l5l6Z16SmkJLV11F+ryVYjH0JvbPG6tjpAdSd5Wk5JWK2LQAKmYSl2UmuXy48xFzQ/Fl1Us081sUmWUOuQMPUgzXTkC3WMn8xxoHIuCYo00wfUwE3tstqT35XsXY0rZjWJbw0XJBqenk5daZhZVyA7HJg5c6TTK/RxnmDEf12648qunz2DwqHP9tRxOFMkqJbx/aFOp8lQ08lpBSHCtgwUmGGA/x5P6oecoehiPq4oGxaSTrmSp2geq76rYUNnwnFg4gtMma7EQrD3lPY6zP9U+rBWfnfxsen0+Q247W9Pr2l13nXO/HJce29aQByyxRFS2oL6IKvjoYCE2Pu7IeFmuFz4bk4H90fOUqp43cChGY9JHtjuOWsNlWSFii0g7QwyXblyrfCjSC+XxA2niANcIEb1NZtib8XqC7xBHUvWjd7BploqLE+98epcB0BJfBTcau2Lmkr9VWKKN5aRv3UKV7hjfnYtjPBm9Vxmi9rjiyCouqgy9g4VU8LJEW2KsTBacOtlZPcUSrbQ1XBqhtbqUGlhX6MXuJY2xk3k67nPD+8Ael7d1mYRmwZFWD3zNDWo9O0E+COxxg3ic/UzTn+L86sqkVYDkF6T1PcFgoqKKeeNdhFwkTHrtSkJnqYVzlDnGgbRNWj9arckLn44rIIV7+plK0rzlKHPcTFx308kpRhlJgl/rqex8Wt/TzvgdrQZ54+WNxbY15PVY/+hCSI4KvfRQwSVgT+LFPK5Pria4ij0LozEmWqIajW0xFZCUqLGPURboYJZu1GdRvG5puAwywSzdydCrFDs7kcgb7c0ssWX8ijRSyECl8Sq+0WtpwoiPLlkBeYQy7lP0J09d4Y+TkZbXyhInoyyBQh5i5XQyzzT9qbhFXnFXDB/VKTDMeGxZ5l6kvO9yzCVM00+FXvY3jqcVjjziCj3Ml7r8uLpLHMyVupOcqzzrrKc5sceZO8slP4949no90JhghFE44JPjMm2pMXa9DHzNJ4Y+plJJv5ocz+NjqVJK3vYU/TEuP5uSn2LLzEdaoCiKrofiaoliMek56Hu2RGsKR6m61PnnXZFm2ot0eaboTwJb4wyniV7hvmXakpZ+nSbLai0o7vBJoBjOb8iXb7stve5/+9vWfL0c68e2NeTF6MUu0cZDme0ybnN006DABAOJoeKaGDX2Mpm6znewkEIwzgZpZ4hxVBQiPWipGYLEmnwykJcv2Vf9AFV4pE5D+nErrCHPOSukpESXBLBOMBIZHH1ISEoUxDqFyHCYSTro6j2p+1Q3Ium4uBBUDXUx8uX8XFqhqBWaDLyKa7qZZZjxFJaRN6tnoZCAEobgPOoqLfRGXW2AjoZHyxdKPoGVq02GyxKtjPU9xieORiNNEmKKuPJfmSVcL1yhjQINeCDLFy96wdcDQFkqih5P1mcjCQfRVPV5K+mogiZV5+p5+3fFZQmGoxRxs3OPH6WiK+nQ6FxiwDgj5hQqCvLJ3NvjfZ5npXDeOEN0xZCYvh/y0Cv0prj6WvCRO11DpW7nD620P+OG9DpU19+RKMfasW0NeZ1iFOjvSR75PJ2J85sVrupkPsWB5+nkGAeStygjpC5CoiaWmU1sEBlClWqLDTLMeEpWqjBkPHb68aX0ItdyOMWxQQanivSrD3B7KtYRi6VGCbUaO8y1aRl9jAMpluqSt13M0BspbqWo99Jk0ZRjc+FOTiXPV/roos3JaMuYyDuWES1QZ4beRIGUmiMQNWI6UsMJ6b5UCj1xZdCWEsZl5pgrlDnO46nh1aPHS/uT516iRk+jksIjBepcfU8lySlUYjOQTk4lGddKwYXFeADUbFqTLV8HCjAU6YCahDQBt1DjGAdQ558aLYmNI4mDBsUkxeCSt74aG46Voap2laKiJmNPmlYZYxgVRykcpRL7Riaj4K3fKnQzm74XWjF5lXE1rdyUbF+P1soTyk8A4IrgLRPPhek3vDG9zgpo5bj82LaGXGXS2YYRS9GgZRX6apFaJtEjN95zycAoyaiOOtKsliaJPB9nMHhhjfQ0gJRcXKKNazmc2B8TDHCCfVFroxlqKVBPDSL6mY4NdruYiSqN3puzBzVMloGUDozahDn/+lSaQGSAZMRFK6zREmVYqxzlYDK+St660qKXv6uvqEI1U1H3Y4aeZHx6qCQDr8430qdRWEEcb5XBywCCt1Hz3MJU4tj3LlUyVL0i8wWXSDh5lXcm6r7/vrTSqMU8QQu1RIdk0IW8lHw9wYj37GyQkqQ6tz4bec5K5rayfAbHXuExMZCaBr6QxMe0alNxGJBCP+DSEK0sx7j2YgpjNR2OLsrMMkuZKfpiuK09TbA+5mZ/UeU+tJJYK576qKcCsLe+g3MVdob6mTK55Z/5mTVfL8f6sW0NuRESJ7oD2AORK12mh0pU1KsjrQx5NSq+UXm1fpjybE8yQCtLHGc/3gG9JSXfFBPvpYJ3XO9JY5BWhno1OjWtjQEmYtl6KU0mMqKHORQZMLNcxxeTt+/sFk/aav9R9gGkH7ykALQUB6fHAXHl0Ij7e0VpnQLXc3OKect7d8aGxt9NlRL7OBFjv63JM1eMvUSVKfqS0VR4QcVS4JOeV3b2JubNHGX6l7yjU4FGittP0c9o2z73gAuu69LZcEGs/qVp32dXc2LRM+/k1Bl652KgzNPJ9dzshryfFMJQCzd5z3N0s48TtLIcNWN8FXEL16VVgleFdqf71ISl6mFVdnZyCmnbH+IIroHuMXitDtW8Q8VkEihTslr0zWyHK+J3WlxyNWmux89irbjyCm8oMVc4fU6P3IpnJlMLu3at+Xo51o9ta8hPswPxuReADkixRBmb5Uinm6Y/VdpJMa9EU5FQRTbZuLJ7x4WU/HPu+WLqUi/6WjdzydPX8ruXGabpp8wcs7FasRCXxe5x9yZ6mRoJeNzXvf9RRijijBLpVPdSSTF3JRDbWUhsmAU6GOEE6pvpCdpyuo444VJzVIGMvHoleME91nGGEN9e7JNSxuseZQQVXZWjMqM/+1qi8+k6Epg61bY73rE/B00SaoYNTf3xfqYo3UeqwlReops5+piiiFNKl2mDsic1K/RQoMExDsB9cP+elvS5avWh0IpCIp2coj8mQ33lMxs/9+bEpNCUir1m4oplibaUf5mhh25mU2inQJ1pvNuQOPTe59QnhlnK9MXPRpOggi0tVGmP3+0p+nF9mP5Ue6DvxloRoht+347zx8iFYu+5qz9zXB5sW0NuhGTAWvFWb2Ka3MrBtBQV06Q1JpbU6Vz9JauUzmA1eEz9VEpeQTQucYIoxZDHFP0MMpGOVyMAec4DMZk6HSv/9CNtFh21xCSYV5wqySg6miYYJdjccC7SySlUOSjDqiIh8Y1FjVRlqkq/5UnqftT0GTyGrYInlddnC1Yk4qVY7V4mE9tjidaUMJ5kL8d5fFRZPJMz31F1auUJRtJ9VGlhePob6XPqZ4pi7BVyqq/VFQGrC2nl08oSHdUFbo/a8R0sQL3ZT7UQVymUvQJULBbpstzKNcmzn6OM2EA+Jk+SK46t5KhkY/tiSENhu7YYOmqNHr9WGWo6AVChJ2naqCG3ku1qQSdK7JkhlWJKtA8zfkaCXc7FWvGNhW8AsPP0uVkrITRjLvWZtcfjczwy2DKG3MxeYGajZjZmZq+70P5X8FBiKSxDKgqqxuTkFH0phCHOb1+GdjhHd/Tg6ozHasAWaqmtl0rb5UG6OuFIDMN4NaSW6svRWHoSqpKa6Q4wccYSWB5vlrcsFohWCCrDlxc5R3eSD1CIwGmWM0if2gtVBtMqQuEYlc77NX0ycT3zZux6LoozTbI3CVwpdCNDP0V/Mnoy6tBkqagbkCbIDryFmMrQGxScq149zTydqeBogkEmGORkX18MnfQxTyffGt6d4v1FGlRKvUkeoUaJRtGLq9RTE0iTXpI2vs+feVfkbx/iCD0xJOZJ4Ok4LTtDSDIE8vr1HMFzL2VmY76lmpgzCn+oyYYYJhqHB8eWY+7Bn5kaJ7uGSzVN1DVaUBNulfyrmYba6Ynq2UI13fdaoMrO8ulze+SLn73pjPfVkyfXfL0c68eWMORmVgD+EPheYD/wcjPbf75jHuKKFFMG79kpj6otLvGB5Cm3UOOLXIcqEFWuv4x3hfcqvvYUklDnGpX060cO3pbN45W9Zxh0tTRTUYsbpq7kYQ9Fypp46Co2WakHIpaMPHRw4y/dF52vzGyGa9Ke6HJAklNVsrdAI00KdQpp8pDRbqGaQiiKmatVnnuT1VTUohBGtmJygIkUN5cui3RblNid2tWTNFGWaE10SbFQeqmkhLVYMvs4QU/VhbREy2x7wFdSauNGkWgKa2kSfmBwB486eV+aABZoT7Q/VfXqOyDKquLnLdQ4yQCjjKRcg8J0agOo74kqSkULzTb7LsZnpM/PNdHn6KGSFCSPsz+uDFsSK6WFatKmkUSwJlvlHtbDWtnTugeAbxbh+h1fodE4/bB92p5yZgHQPb//zjVfL8f6sSUMOfBdwFgI4eshhBrw58APnu+AK3gIVxNsqsAtRaGopg50HZVVu+GbS1KmrXGZLg0VsQBU/ZftzXmA2xOtEXxy0I/Jve7ltGweYIL9HI/eni/JFTeWcW2hmuRylaDMevL60csLK9CIjIo6Y7FYpJcK01ETpR4TsAoPtEYDpRCMZFrFRZckruiVkn5tjTF5qQ+qmEYqiXOUmYhSvAXq3MJ1LNHKTTyHKfr4F56VKikbFPlbfoACDf6W76dGCzdzPT1U+DTPo5N5PsG/Y4EO3sdPR8nc/fQww1/wMtpY5maup4MFvli6DudW+73/1a4Xs0A7n+dZXuR0VR+T7OUmnoNEpa48eZpvDpYzeZDFFC5R0nCBDsYYoidKESvMMcEAasThHZ/aE3tpns6ke67QFTT7tnq3Jhn67hTK03nFYFJjDem1iImjatusHLAYQ4c4zEIUi1sPj7wrFmY9+4E6HbbMnV/58sP2KXR20vvGN6T3V/3ia9Z8vRzrh2VjXZsVZvZS4AUhhJ+O738MuC6E8PMr9vsZQDyoJwJ3XNaBXhy6ISOesfmQj2/92OgxPjaEcNXZ/mMT/1Y2+pll8UiM5ZyfwSOJtQsyXF6cLVD3sBkohPBe4L0AZnY4hHDtpR7YWpGPb33Y7OODzT3GzfpbyceyNmyV0Mo34IwKh8dAJjOZI0eOHN/G2CqG/EvAd5jZoJm1AP8e+NsNHlOOHDlybApsidBKCKFuZj8PfAIoAO8PIXzlAoe999KPbF3Ix7c+bPbxwdYYI2yuceZjWQO2RLIzR44cOXKcG1sltJIjR44cOc6B3JDnyJEjxxbHtjPkF1vKf4nGsNfMPmtmd5rZV8zsF+P2PWb2KTP7Wvy3K3PM6+OYR83s312mcRbM7FYz+/tNOr5OM/srM/tqfJZP30xjNLP/O36+d5jZn5nZzs00vrXAzK4wsys26NoFM7vezK7fiOufDWa2NWxkCGHb/OGJ0HHgcUALcBuwfwPG0Qc8Jb7uAE7g0gJvB14Xt78OeFt8vT+OtQQMxnsoXIZx/mfgI8Dfx/ebbXwfBH46vm4BOjfLGIFHAyeB1vj+fwOv3izjW8P97ASeD/wT8BfAD23AGHbFZ/hV4EUb/UzimNo3egyrGudGD+ARfuhPBz6Ref964PWbYFx/E38ko0Bf3NYHjJ5tnDg75+mXeEyPAf4ZeG7GkG+m8e2KhtJWbN8UY4yGfBKXui8Cfw98z2YZ30XeSxfw8zil99XADdGYjmzQeK4BbgeGN+Da/cAQ7uT8MvAV4Bkb/Rld6G9rLBtWD/24hG/EbRsGMxvAv5i3AL0hhGmA+G9P3G0jxv3/4F/UrCLSZhrf44B7gD+J4Z/3mdmVm2WMIYRvAr8D3A1MA/eFED65Wca3WsS6jFcATwJ+O4TwgRDCvwLfxCepS319i/8WozgeIYRbgVP4BJP2ucTj2Gtmvw78BvAjwNVAA1/lP+5yjWOt2G6GfFWl/JcLZtYO/DXw2hDC/efb9SzbLtm4zexFQCWEcGS1h5xl26V+rkXgKcAfhRCuAR7AQxXnwuV+hl24cNsg7sVdaWavOt8hZ9m2Gd+pZTsAABTWSURBVLi/NwAvAj4UQvi8me0wsx/GDfnhy3B9xeN3An1mdpWZvRc4Bnw9GvfHXIZx9OCrkZtDCL8F/B1wCHhjCOF/RSN+OcaxJmyJgqCLwKYp5Y8Jo78GPhxC+GjcPGNmfSGEaTPrgyhCffnHfQPwA2b2QvwHtMvMPrSJxqdrfiOEcEt8/1e4Id8sY3wecDKEcA+AmX0UuH4Tje+CiEbyPwIfCyH8S3z/DOBpuBF/uH7tI3dtA34CeKOZfR5/NnvwZ3Ir8EXgf+LK8U83s9eFEP7hUo0lhHDEzH4O+F0z24U/g78EPmNm/wuoAdddynGsB9vNI98UpfzxS/rHwJ0hhN/N/Nff4l9e4r9/k9n+782sZGaDwHfgX+RLghDC60MIjwkhDODP6DMhhFdtlvHFMX4LmDSzkbjpRuD4Jhrj3cDTzKwtft43AnduovGtBgF4EKKOMbwM+L74/gMhhMYlu7AHpL+Ee+TTIYQbgReGEL4PN+DvBI4AbwZ+AXibma29o/SFx0II4e+ADwG/Bfz/uCN2GPga8N8v9TjWhY0O0j/Sf8ALcZbIOPCrGzSGZ+A/ktuBo/HvhUAZTzB+Lf67J3PMr8YxjwLfexnH+hyayc5NNT7gIP5Duh34//CY6aYZI25kvopLwP4pzkjZNONb5T1cgyf0PoMbsZ8Fdl3G638HbrBfFd8/Dp8kXx/fG9ALvAdouYTj2AF8N560/h84c2cSeMPlHMda//IS/Rw5vs1hZr04w+Y2aHqol/H6B3DWzG8CvwZ8PYTwlsz//xfgOuAnQwgPXMJx7MVpj39kZh8Abg0h/P7lHsdasN1i5Dly5LhIhBBmYB294dZ//WNm9lrgITzU8+f6PzN7DfBfgO++1MYzhDAJ/FF8exr4x40Yx1qQG/IcOXJsOEIIy2a2G2/r+AwzqwM/Cvwi8PwQwqiZ7QghXLIELKT8VidwALjBzB7aiHFcLPLQSo4cOTYNYpjlT/C4eQn4zRDCicttPDfLOFaL3JDnyJFjU8HMukIIp8xsZwjhwY0ynptlHKtBbshz5MixKRH53RtuoDbLOM6H7cYj/7aCmT3KzP7czMbN7LiZ/aOZ7TvP/gNmdlm7pZvZTWZ2OPP+WjO76RE696vN7F2PxLlybD5sFuO5WcZxPuSGfIsiJmU+BtwUQhgKIewHfgXnum429JjZ9270IFZC2h45cmx15IZ86+K7gYdCCO/WhhDC0eB6GWZmv22uk33MzF628uCV3qyZ/b2ZPSe+XjSzt5nZETP7tJl9V/Ssv25mP5A5/qNm9nFz7e23n2esvw284ZEeQ8TeOIZRM/u1zLleZWZfNLOjZvYeGe143l83s1twtcwcObY8ckO+dfFEPKN+NvwQXhX5ZFwT5Lej7sdqcSXu6R8CFoC34DK8LwF+PbPfQbys+wDwsvOULv8bUDWz774EY/gu4JVxLD8SQzePj+O6IYRwEFexe2XmvHeEEK4LIXzhIsaTI8emRc4j3554BvBnwbUyZszsc8BT8VL31aAGfDy+PgZUQwgPmdkxYCCz3z+HEO4DMLPjwGM5U6o1i7fgXvl/e4TH8KkQwlwcw0fxe6/jynVf8ggUrTTFqxq4hkaOHNsGuUe+dfEV3FidDavRTa5z5ue/M/P6oUyC5zRRVClSr7KTfzXzusF5HIMQwmfiNZ72CI9hZSIq4Pf/wRDCwfg3EkJ4U/z/B8MlFIPKkWMjkBvyrYvPACUz+w/aYGZPNbNnA/+ChzoKZnYV8CwerrQ3ARw015/ei4coLjV+A29m8UiO4fnmfTJbgRcD/4qLVb3UzHog9SJ97PqGvrlwNgaSmb3JzH5po8a0GpjZr6zhmLOyk+L202b2pMy2O8ybuZzvfP9oZp0XO46znOe1ZvbjmfdFM5s1s7eu2O+mmMO53bz/7Lt0/Qt9jmb2O2b23AuNJTfkWxTRW30JbsjGzewrwJtwPeeP4WGU23CD/8vBZWGz+Fe8ldoxvNPNly/DmP8R7/rzSI7hC7jy4FHgr0MIh0MIx/EwzifN7HbgU7goVI51YCXLx8zWEpq9aEN+AXwDV5VcNUIILwwhzK/novHefwrveSuo1d+PRlZZFq8MITwJ78RUpSlvfCH8AedvqOLYaPnF/C//y/8u/g/PE9yxYtubgF+Kr28C3oavxE4Az4zbC/ikeQyf7H8hbr8Rb+hwDHg/UIrbJ3At7i/g2vU34SqFn8NFpK7Ccw5fin83xOPa8RJ3XeeHcZ3vBj7pfjju96o4xqO4RGwhbv/JOO7PAf8v8K6zPINX49rldxD7i8bXA/H1y+P17yA2wc7cUzee+P4H3OG5A3hZ/P9D8bpH8N6qfWe59vfgmu3ZbX+K67J8lkw/1vjMrs28L+AOzJMv9DnG90eAR53v+5B75DlybF8UQwjfBbwWl4cF+Bm8Pd01wT3ED5vZTuADuCE7gOcg/lPmPA+GEJ4RQpAqYWcI4dkhhHcAvw/8Xgjhqbixfl/c5414H9MD8TqfCSG8DlgOnrd45bnYRZFh9Wa8k9Xzgf3nucfTwNtZ4embWT8+kT0XZzQ91cxevOLYFwBTIYQnhxCeCHzcvLPXHwAvDc6Yej8eElyJG8iwxmJo70Zcz/zP8EnkrAieo7kN+M7z3FcWX47XOydyQ54jx9bEuaoNs9vVYvAITabP84B3hxDqACGEe4ERvG3dibjPB/G8ivAXK66Rff884F1mdhTvgrTLzDri9j9Mgwrh1FnGeiNNdtHR+P5xuOb3TSGEe0IItbNcfyU+gndrGsxse2rmHHXgwyvuCdxbf16sV3hmcAbWCE7t/VQc0xs4e6/OPs4ME74I+GwIYQlfobzkAgVnCr2s5nOs4H1hz4mcfpgjx9bEHLHLfAZ78CW7IFZRllFkPNx4XIjltFJ/O/t+Bx5GWD7jhB4jvlBpu9hFr19x7ItXcWxCCKFuZu/gTGrrBZlbwdUMD+Hdu95qZp/E80tfCSFcqFhsmTNZVi/HZW8n4vsyXrT36ZUHRgN/AG8NuJrPcWe83jmRe+Q5cmxBhBAWgWkzuxGcmYOHCi5U5PRJ4GeVqIzHfRUYMLPhuM+P4THi1eCTeHcf4vkOnmO7jNVDMXwB52YX3QI8x8zKcd8fWcU4PoCvAq6K728Bnm1m3dFwvnzlPcXwy1II4UN43uApeLLyKjN7etznCjN7wlmudycwHPfZhdcvXB1CGAjeC/fnOEt4Jd7PW4HJEMLtq/wc9+Ex/HMiN+Q5cmxd/DjwhhgC+Azw5hDC+AWOeR/eE/N2M7sNeEUI4UE8ufiXseDqNPDu85wji9cA10Zq3XG85yd4AVhXpAPehnunAO+N1/5wOAe7KIQwjSf8/g33aC/IZoohmHcCPfH9NPB6PPF4G/DlEMJKpsgB4Ivx+f0q8JZ4npfiTZZvw5Ow15/lkv9EM1TzQ3gOIFtX8TfAD5hZKb7/cLzHO/Ak6w9m9j3n5xgN/zDeu/acyGVsc+TIkWMNMLOP4dTer13Ca7wEeEoI4Y3n22/bxsjN9gUPK1n827HiNef5P4XXznZM9iIrdjnX345HYP+Vw1n18QEImAVsh/+LwQ5Ox11C+oPAjhiazG4/c5+zH7tyn4s99lz/t+oxnQ4QwPyQh/+B+5mrfb3aY0N8n319rmPOsX8AQoDTp88+jJWvV17qXPtMwydCCC8gx6XC6/Ck5yUz5LiNfseFdtq2HrnZo4PTXK/An0Vr5nVb/Pds/3eu/VozJ8eZoFfgaYhL8boY37fG18XzbC+e4/higJ01dhTqFK9o0LKzRqFYp1hs0LKjRoEGBeqUONvrBiWqF3zdQpXiWV/XKFCneNbXD7/uavc76/gaDUrVGoU6FOpgVbz4v46n++p4uu/BFa8bK/Y51+vzHbuWY1bs/1Ad6nVY1mtgKf73Q7g7cq7XD8X3K18DvAmOhBCuJce2Rx4jz5EjR44tjtyQ58iRI8cWR27Ic+TIkWOLIzfkOXLkyLHFkRvyHDly5NjiyA15jhw5cmxx5IY8R44cObY4ckOeI0eOHFscuSHPkSNHji2O3JDnyJEjxxZHbshz5MiRY4sjN+Q5cuTIscWRG/IcOXLk2OLIDXmOHDlybHHkhjxHjhw5tjhyQ54jR44cWxy5Ic+RI0eOLY5t3CHI7sD7smx1dAOzGz2IRwD5fVx+zOat3r49sG17dgIPboc2V2Z2OL+PzYPtch85thfy0EqOHDlybHHkhjxHjhw5tji2syF/70YP4BFCfh+bC9vlPnJsI2zbZGeOHDlyfLtgO3vkOXLkyPFtgdyQ58iRI8cWR27Ic+TIkWOLYzvzyAEwsysAQggPbfRY1gozKwDXAYQQbt7g4TwiMLMdIYTTGz2OHDm2A7atR25mO83s+cDfAh8ysx/a6DGtA1cC+4D3m9mLNnowjxDaNnoAa4WZPdHMXmNm/9nMnr3R48mRY1sacjPrAn4a+AXgL4B3Ar9pZiMbOrA1IoRwfwjhA8DL8fsY3uAhXTTMrN/MhqLx+2XgFjN7xkaP62JgZkUz+37gr4EW/PfzHjP7wY0dWY5vd2y70IqZtQCvAJ4E/HYI4fNx+zeBPRs5touBmVkIIZhZEQghhEYI4VYzmwM6N3p8q4WZ7QX+A7AXGAUeBUwCBgwCX9i40V00XgG8GbglhPA7AGZ2G/CDZvbpEMIDGzq6HN+22I4e+Q3Ai4APhRA+b2Y7zOyHgW8Chzd2aBeFK+K/O4E+M7vKzP4n8C3g2MYN66LRA7wauDmE8FvA3wFPBt4ZQvjTjRzYxcDMngK8CfhT4BNmdrOZ9YcQPgX8em7Ec2wktpVHHpOC/xH4WAjhX+L7ZwBPw434pk+umZkBPwG80cw+j3uye4C7gHuBXwshVDdwiKtGXFUcMbOfA37XzHYB1wJfDCG8O7PPVqhKeynwGyGEPwYws+8BngBMhRAqGzqyHN/22FaGHAi4dK0M3cuAg/H9B0IIjY0a2GoRwylfwj3y6RDCq83sKuD+rWLABRnoEMLfmdk1wP8A3h1C+D3YUkYcoKQXZvY4oA7cv3HDyZGjiW1lyEMIp83s93GWyk8AU3gM9iMhhC3zowshfMXMbgT+3MzuCCF8eKPHtFaY2Q7g2cBTgT8hTrJbkH74AeBPzOxpQAOP8X91Q0eUI0fEttRaMbNeoA+4DZqe4VaDmR0A/i/gDSGEuY0ez1oRE54vDCG8Z4t54WfAzIaApwP34OGhUxs8pBw5gG1qyLcTzKw1hLC80eN4pLAFPfEcOTY9ckOeI0eOHFsc25F+mCNHjhzfVsgNeY4cOXJsceSGPEeOHDm2OHJDniNHjhxbHLkhv8QwswEzu2PFtjeZ2S9t1JhWAzP7lTUc82oze9c5tp82sydltt1hZgMXON8/mtm6dWXM7LVm9uOZ90UzmzWzt67Y7yYzGzWz283sq2b2Ll3/Qp+jmf2OmT13vWPNkWMtyA35NkSUJsi+X0vh10Ub8gvgG8CvXswBIYQXhhDm13PReO8/BXwks/l7cAGvH42SCFm8MoTwJFx0rQr8zSov9QfA69Yz1hw51orckG8wohf4NjP7opmdMLNnxu2F6OUdix7iL8TtN5rZrXH7+82sFLdPmNl/N7MvAD8Sz/ubZvY54Bej6NZfm9mX4t8N8bh2M/uTzHV+2Mx+C2g1s6Nm9uG436viGI+a2Xs0WZjZT8Zxfw4XLDsX/h54gp1FStjMXh6vf4eZvS2zfcLMus3sSjP7BzO7Le7zsvj/h8zsc2Z2xMw+YWZ9Z7nuc4EvhxDqmW0vB34fuBvX4XkYQgg14JeBq83syee5L+1/F1A2s0ddaN8cOR5p5IZ8c6AYQvgu4LXAr8VtP4PLvF4TPcQPm9lOvFT8ZSGEA7jEwn/KnOfBEMIzQgh/Ht93hhCeHUJ4B264fi+E8FTgh4H3xX3eCNwXQjgQr/OZEMLrgOUQwsEQwivN7PG4bs0NIYSDeIn6K6PhfDNuwJ8P7D/PPZ4G3s4KT9/M+oG34Qb3IPBUM3vximNfgItTPTmE8ETg4+adn/4AeGkI4RDwfuA3znLdG4Ajmeu1AjfiE8uf4Ub9rIjaPLcB33me+8riy5x/MsuR45IgN+SXHuequMpu/2j89wgwEF8/DxeYqgOEEO4FRoCTIYQTcZ8PAs/KnOcvVlwj+/55wLvM7CjeNWmXmXXE7X+YBnX2svMbgUPAl+LxNwKPw9vP3RRCuCd6sCuvvxIfAZ5mZoOZbU/NnKMOfHjFPYHL9j4vrlyeGUK4D38WTwQ+Fcf0BuAxZ7lmH15SL7wI+GwIYQlvEPGSlaGoFVDoZTWfYwXoP8+5cuS4JNhWolmbFHNA14pte4CTmfdSNWzQ/EyMhxuPlfHclVipiZ19vwN4+spy/xgjvlB5rwEfDCG8fsWxL17FsQkhhLqZvQP4byvOfaHjTpjZIeCFwFvN7JPAx4CvhBCefoHDl3FNd+HlwA1mNhHfl4HvBj698sBo4A8Ad7K6z3FnvF6OHJcVuUd+iRFCWASmzdUMMbM9eKjgQp1xPgn8rBKV8bivAgPWbPX2Y8DnVjmUTwI/rzdmdvAc22WsHorhC4B/Bl5qZj0ai5k9FrgFeI6ZleO+P7KKcXwAXwVcFd/fAjw7xsILuKE9455i+GUphPAh4HeAp+DJyqvM7OlxnyvM7Alnud6dwHDcZxeuT391CGEghDAA/BxnCa/E+3krMBlCuH2Vn+M+4I6V58qR41IjN+SXBz8OvCGGAD4DvDmEMH6BY96HJ+NuN28n9ooQwoPATwJ/aWbH8Ljzu1c5htcA18aE5nHgZ+P2twBdMYl4G+6dArw3XvvDIYTjeOjik2Z2O/ApoC+EMI13zfk33KP98oUGEUMw78Q7BxHP8Xrgs3g8+sshhJVMkQPAF+Pz+1XgLfE8LwXeFsd9FLj+LJf8J5qhmh/CcwBZXfe/AX5ASWM8F3E7bpCvBLL9OM/5OUbDP8zW6kKVY5sgF83Kse1hZh8DfjmE8LVLeI2XAE8JIbzxUl0jR45zIffIc3w74HV40vNSogi84xJfI0eOsyL3yHPkyJFjiyP3yHPkyJFjiyM35Dly5MixxZEb8hw5cuTY4sgNeY4cOXJsceSGPEeOHDm2OP4PqRZQOCMznQkAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
-   },
-   "outputs": [],
+   ],
    "source": [
-    "#**************OFFSET MAP HISTOGRAM***********#\n",
+    "#************** OFFSET MAP HISTOGRAM ***********#\n",
     "ho,co = np.histogram(offsetMap.flatten(), bins=700) # ho = offset histogram; co = offset bin centers\n",
+    "do = {'x': co[:-1],\n",
+    "     'y': ho,\n",
+    "     'y_err': np.sqrt(ho[:]),\n",
+    "     'drawstyle': 'bars',\n",
+    "     'color': 'cornflowerblue',\n",
+    "     'label': 'Raw Signal (ADU)'\n",
+    "     }\n",
+    "fig = xana.simplePlot(do, figsize='1col', aspect=1, x_label = 'Raw Signal (ADU)', y_label=\"Counts\", \n",
+    "                      x_range = (3400,4000), title = 'Offset Histogram')\n",
+    "#fig.savefig('Offset_Hist.svg', format='svg', dpi=1200, bbox_inches='tight') \n",
     "\n",
-    "# Fitting the offset histogram using a Gaussian function:\n",
-    "# Fitting model and its initial parameters:\n",
-    "model = GaussianModel()\n",
-    "params = model.make_params(amplitude=100000, center=3706, sigma=107) \n",
-    "# Best fit result with chi^2-minimization method given as the least-squares method:\n",
-    "result = model.fit(ho, params, x=co[:-1], method='leastsq')\n",
-    "# Resulting plot:\n",
-    "plt.errorbar(co[:-1], ho, yerr=np.sqrt(ho[:]), color='navy', drawstyle = 'steps', label='Uncorrected Signal') \n",
-    "plt.plot(co[:-1], result.best_fit, color='red', label='Best Fit') \n",
-    "plt.rcParams[\"figure.figsize\"] = (20,10)\n",
-    "plt.ylabel('Counts')\n",
-    "plt.xlabel('Raw Signal (ADU)')\n",
-    "plt.title('Offset Histogram')\n",
-    "plt.xlim(3300,4100)\n",
-    "plt.legend(loc='upper right')\n",
-    "plt.show()\n",
-    "print('Center is the offset in ADU:')\n",
-    "result.params\n",
-    "#fig.savefig('RawOffset_Hist.svg', format='svg', dpi=1200, bbox_inches='tight')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2018-12-06T10:56:20.686534Z",
-     "start_time": "2018-12-06T10:56:11.721829Z"
-    },
-    "scrolled": false
-   },
-   "outputs": [],
-   "source": [
-    "#**************OffsetMAP*******************#\n",
+    "t0 = PrettyTable()\n",
+    "t0.title = \"Raw Signal\"\n",
+    "t0.field_names = [\"Mean\",\"Median\", \"Standard Deviation\"]\n",
+    "t0.add_row([\"{:0.3f} (ADU)\".format(np.mean(data)), \"{:0.3f} (ADU)\".format(np.median(data)), \"{:0.3f} (ADU)\".format(np.std(data))])\n",
+    "print(t0,'\\n')\n",
+    "\n",
+    "#************** OffsetMAP *******************#\n",
     "fig = xana.heatmapPlot(offsetMap[:,:,0], x_label='Column Number', y_label='Row Number',  aspect=1,\n",
     "                       x_range=(0,y), y_range=(0,x), vmin=3000, vmax=4300, lut_label='Offset (ADU)', \n",
     "                       panel_x_label='Columns Stat (ADU)', panel_y_label='Rows Stat (ADU)', \n",
@@ -401,7 +487,7 @@
     "                       panel_side_high_lim = 5000, title = 'OffsetMap')\n",
     "#fig.savefig('RawOffsetMap.pdf', format='pdf', dpi=400, bbox_inches='tight')\n",
     "\n",
-    "#**************Raw NoiseMAP*******************#\n",
+    "#************** Raw NoiseMAP *******************#\n",
     "fig = xana.heatmapPlot(noiseMap[:,:,0], x_label='Column Number', y_label='Row Number', aspect=1,\n",
     "                       lut_label='Uncorrected Noise (ADU)', x_range=(0,y),\n",
     "                       y_range=(0,x), vmax=2*np.mean(noiseMap), panel_x_label='Columns Stat (ADU)', \n",
@@ -419,7 +505,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -445,7 +531,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -468,9 +554,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Offset and common mode corrections are applied.\n"
+     ]
+    }
+   ],
    "source": [
     "for data in reader.readChunks():\n",
     "    \n",
@@ -478,6 +572,7 @@
     "    dx = np.count_nonzero(data, axis=(0, 1))\n",
     "    data = data[:,:,dx != 0] \n",
     "    data = offsetCorrection.correct(data) # Offset correction\n",
+    "    offset_corr_data = copy.copy(data) # I am copying this so that I can have access to it in the table below \n",
     "    histCalCorrected.fill(data)\n",
     "    cellTable=np.zeros(data.shape[2], np.int32) # Common mode correction\n",
     "    data = cmCorrection.correct(data.astype(np.float32), cellTable=cellTable) # Common mode correction\n",
@@ -492,7 +587,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -510,58 +605,68 @@
    "source": [
     "### Signal after Offset and Common Mode Corrections:\n",
     "\n",
-    "The cells below compares the offset corrected signal with the common-mode corrected signal (in the form of binned histograms). Both data are fitted using Gaussian functions and the fit results are shown in tabular format: "
+    "The following cell compares the offset corrected signal with the common-mode corrected signal (in the form of binned histograms):  "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+---------------------------------------------------------------------+\n",
+      "|  Comparison of the First Round of Corrections - Bad Pixels Included |\n",
+      "+----------------------------------+----------------------------------+\n",
+      "|     After Offset Correction      |   After Common Mode Correction   |\n",
+      "+----------------------------------+----------------------------------+\n",
+      "|        Mean: -0.017 (ADU)        |        Mean: 0.004 (ADU)         |\n",
+      "|       Median: -0.020 (ADU)       |       Median: 0.000 (ADU)        |\n",
+      "| Standard Deviation: 3.964 (ADU)  | Standard Deviation: 3.620 (ADU)  |\n",
+      "+----------------------------------+----------------------------------+ \n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# Fitting the histogram of corrected signal using a Gaussian function:\n",
-    "# Fitting individual models:\n",
-    "gauss_mod_1 = GaussianModel(prefix='offset_corr_') # Offset corrected data\n",
-    "gauss_mod_2 = GaussianModel(prefix='cm_corr_') # Common mode corrected data\n",
+    "do = [{'x': co,\n",
+    "     'y': ho,\n",
+    "     'y_err': np.sqrt(ho[:]),\n",
+    "     'drawstyle': 'steps-mid',\n",
+    "     'color': 'cornflowerblue',\n",
+    "     'label': 'Offset Corrected Signal'\n",
+    "     },\n",
+    "     {'x': cCM,\n",
+    "     'y': hCM,\n",
+    "     'y_err': np.sqrt(hCM[:]),\n",
+    "     'drawstyle': 'steps-mid',\n",
+    "     'color': 'red',\n",
+    "     'label': 'Common Mode Corrected Signal'\n",
+    "     }]\n",
+    "      \n",
+    "fig = xana.simplePlot(do, figsize='2col', aspect=1, x_label = 'Corrected Signal (ADU)', y_label=\"Counts\", \n",
+    "                      x_range = (-20,20), legend='top-right-frame-1col', title = 'Corrected Signal - 2nd Iteration')\n",
+    "#fig.savefig('Corrected_Signal_Hist_1.svg', format='svg', dpi=1200, bbox_inches='tight') \n",
     "\n",
-    "# Initial parameters:\n",
-    "params_1 = gauss_mod_1.make_params(offset_corr_amplitude=3.7e7, offset_corr_center=0, offset_corr_sigma=3) \n",
-    "params_2 = gauss_mod_2.make_params(cm_corr_amplitude=4.5e7, cm_corr_center=0, cm_corr_sigma=3)\n",
-    "# Best fit result with chi^2-minimization method given as the least-squares method:\n",
-    "result = gauss_mod_1.fit(ho, params_1, x=co, method='leastsq')\n",
-    "result_cm = gauss_mod_2.fit(hCM, params_2, x=cCM, method='leastsq')\n",
-    "# Resulting plot:\n",
-    "plt.errorbar(co, ho, yerr=np.sqrt(ho[:]), drawstyle = 'steps', label='Offset Corrected Signal') \n",
-    "plt.plot(co, result.best_fit, label='Best Fit for Offset Corrected Signal') \n",
-    "plt.errorbar(cCM, hCM, yerr=np.sqrt(hCM[:]), drawstyle = 'steps', label='Common Mode Corrected Signal') \n",
-    "plt.plot(co, result_cm.best_fit, label='Best Fit for Common Mode Corrected Signal') \n",
-    "plt.rcParams[\"figure.figsize\"] = (20,10)\n",
-    "plt.ylabel('Counts')\n",
-    "plt.xlabel('Corrected Signal (ADU)')\n",
-    "plt.title('Signal (and Fits) after Corrections')\n",
-    "plt.xlim(-15,15)\n",
-    "plt.legend(loc='upper right')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "display(Markdown('#### Offset Corrected Signal Fit Results:'))\n",
-    "result.params"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "display(Markdown('#### Common Mode Corrected Signal Fit Results:'))\n",
-    "result_cm.params"
+    "t0 = PrettyTable()\n",
+    "t0.title = \"Comparison of the First Round of Corrections - Bad Pixels Included\"\n",
+    "t0.field_names = [\"After Offset Correction\",\"After Common Mode Correction\"]\n",
+    "t0.add_row([\"Mean: {:0.3f} (ADU)\".format(np.mean(offset_corr_data)), \"Mean: {:0.3f} (ADU)\".format(np.mean(data))])\n",
+    "t0.add_row([\"Median: {:0.3f} (ADU)\".format(np.median(offset_corr_data)), \"Median: {:0.3f} (ADU)\".format(np.median(data))])\n",
+    "t0.add_row([\"Standard Deviation: {:0.3f} (ADU)\".format(np.std(offset_corr_data)), \"Standard Deviation: {:0.3f} (ADU)\".format(np.std(data))])\n",
+    "print(t0,'\\n')"
    ]
   },
   {
@@ -575,11 +680,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {
     "scrolled": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "#*****NOISE MAP HISTOGRAM FROM THE COMMON MODE CORRECTED DATA*******#\n",
     "hn,cn = np.histogram(noiseMap.flatten(), bins=200, range=(2,40)) # hn: histogram of noise, cn: bin centers for noise\n",
@@ -604,7 +730,7 @@
     "                      x_range=(0,40), y_range=(0,1e6), y_log=True, legend='top-center-frame-1col',\n",
     "                      title = 'Noise Comparison')\n",
     "\n",
-    "#fig.savefig('Noise_Hist_CM_Corrected_1.svg', format='svg', dpi=1200, bbox_inches='tight') \n",
+    "#fig.savefig('Noise_CM_1_Hist.svg', format='svg', dpi=1200, bbox_inches='tight') \n",
     "\n",
     "fig = xana.heatmapPlot(noiseMapCM[:,:,0], aspect=1, x_label='Column Number', y_label='Row Number',\n",
     "                       lut_label='Common Mode Corrected Noise (ADU)', x_range=(0,y), y_range=(0,x), \n",
@@ -612,12 +738,12 @@
     "                       panel_side_high_lim = 50, title = 'Common Mode Corrected Noise', \n",
     "                       panel_x_label='Columns Stat (ADU)', panel_y_label='Rows Stat (ADU)')\n",
     "\n",
-    "#fig.savefig('OffsetMap.pdf', format='pdf', dpi=400, bbox_inches='tight')"
+    "#fig.savefig('NoiseMapCM.pdf', format='pdf', dpi=400, bbox_inches='tight')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -638,9 +764,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "bad_pixels = np.zeros(offsetMap.shape, np.uint32)\n",
     "mnoffset = np.nanmedian(offsetMap)\n",
@@ -668,7 +805,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -691,9 +828,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "mask = np.zeros(offsetMap.shape, np.uint32)\n",
     "\n",
@@ -716,7 +864,7 @@
     "                       title = 'Bad Pixels Map Including Non-Sensitive Areas', panel_x_label='Columns Stat', \n",
     "                       panel_y_label='Rows Stat', vmax=20)\n",
     "\n",
-    "#fig.savefig('BadPixelMap.svg', format='svg', dpi=1200, bbox_inches='tight') "
+    "#fig.savefig('BadPixelMap_1.svg', format='svg', dpi=1200, bbox_inches='tight') "
    ]
   },
   {
@@ -730,7 +878,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -745,11 +893,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {
     "scrolled": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Final iteration is finished.\n"
+     ]
+    }
+   ],
    "source": [
     "for data in reader.readChunks():\n",
     "    data = data.astype(np.float32)\n",
@@ -761,6 +917,7 @@
     "    data[data_copy > event_threshold] = np.nan # cosmic rays\n",
     "    data = np.ma.MaskedArray(data, np.isnan(data), fill_value=0) # masking cosmics, the default fill_value is 1e+20 \n",
     "    data = offsetCorrection.correct(data)\n",
+    "    offset_corr_data2 = copy.copy(data) # I am copying this so that I can have access to it in the table below\n",
     "    histCalCorrected.fill(data)\n",
     "    cellTable=np.zeros(data.shape[2], np.int32)\n",
     "    data = cmCorrection.correct(data.astype(np.float32), cellTable=cellTable)\n",
@@ -771,7 +928,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -786,14 +943,41 @@
    "source": [
     "### Plotting the Final Results:\n",
     "\n",
-    "The following plot compares the offset and common mode corrected signal with and without the bad pixels:"
+    "The following plot and table compare the offset and common mode corrected signal with and without the bad pixels:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+-----------------------------------------------------------------------+\n",
+      "|  Comparison of the Second Round of Corrections - Bad Pixels Excluded  |\n",
+      "+-----------------------------------+-----------------------------------+\n",
+      "|      After Offset Correction      |    After Common Mode Correction   |\n",
+      "+-----------------------------------+-----------------------------------+\n",
+      "|         Mean: -0.029 (ADU)        |         Mean: -0.006 (ADU)        |\n",
+      "|        Median: -0.022 (ADU)       |        Median: 0.000 (ADU)        |\n",
+      "|  Standard Deviation: 3.908 (ADU)  |  Standard Deviation: 3.558 (ADU)  |\n",
+      "+-----------------------------------+-----------------------------------+ \n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "do_Final = [{'x': co_second_trial,\n",
     "     'y': ho_second_trial,\n",
@@ -824,75 +1008,24 @@
     "     'y': hCM2,\n",
     "     'y_err': np.sqrt(hCM2[:]),\n",
     "     'drawstyle': 'steps-mid',\n",
-    "     'color': 'green', #'cornflowerblue',\n",
+    "     'color': 'orange', #'cornflowerblue',\n",
     "     'errorstyle': 'bars',\n",
     "     'label': 'Common Mode Corrected Signal, Bad Pixels Excluded - 3rd Trial'\n",
     "     }]\n",
     "\n",
     "fig = xana.simplePlot(do_Final, figsize='2col', aspect=1, x_label = 'Corrected Signal (ADU)', \n",
     "                      y_label=\"Counts (Logarithmic Scale)\", y_log=True, x_range=(-40,40), legend='bottom-left-frame-1col',\n",
-    "                      title = 'Comparison of Corrected Signal')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "In the following few cells, the offset and common mode corrected signal after exclusion of bad pixels from the data is shown in the form of binned histogram. These data are fitted using Gaussian functions and the fit results are displayed in tabular format:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Fitting the histogram of corrected data using a Gaussian function:\n",
-    "# Fitting individual models:\n",
-    "gauss_mod_1 = GaussianModel(prefix='offset_corr_')\n",
-    "gauss_mod_2 = GaussianModel(prefix='cm_corr_')\n",
+    "                      title = 'Comparison of Corrected Signal')\n",
+    "#fig.savefig('Corrected_Signal_Hist_2.svg', format='svg', dpi=1200, bbox_inches='tight') \n",
     "\n",
-    "# Initial parameters:\n",
-    "params_1 = gauss_mod_1.make_params(offset_corr_amplitude=3.7e7, offset_corr_center=0, offset_corr_sigma=3) \n",
-    "params_2 = gauss_mod_2.make_params(cm_corr_amplitude=4.5e7, cm_corr_center=0, cm_corr_sigma=3)\n",
-    "\n",
-    "\n",
-    "# Best fit result with chi^2-minimization method given as the least-squares method:\n",
-    "result = gauss_mod_1.fit(ho2, params_1, x=co2, method='leastsq')\n",
-    "result_cm = gauss_mod_2.fit(hCM2, params_2, x=cCM2, method='leastsq')\n",
-    "\n",
-    "# Resulting plot:\n",
-    "plt.errorbar(co2, ho2, yerr=np.sqrt(ho2[:]), drawstyle = 'steps', label='Offset Corrected Signal - 3rd Trial') \n",
-    "plt.plot(co, result.best_fit, label='Best Fit for Offset Corrected Signal - 3rd Trial') \n",
-    "plt.errorbar(cCM2, hCM2, yerr=np.sqrt(hCM2[:]), drawstyle = 'steps', label='Common Mode Corrected Signal - 3rd Trial') \n",
-    "plt.plot(co, result_cm.best_fit, label='Best Fit for Common Mode Corrected Signal - 3rd Trial')\n",
-    "plt.rcParams[\"figure.figsize\"] = (20,10)\n",
-    "plt.ylabel('Counts')\n",
-    "plt.xlabel('Final Corrected Signal (ADU)')\n",
-    "plt.title('Corrected Signal (ADU) and Fits after Exclusion of Bad Pixels')\n",
-    "plt.xlim(-15,15)\n",
-    "plt.legend(loc='upper right')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "display(Markdown('#### Offset Corrected Signal Final Fit Results:'))\n",
-    "result.params"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "display(Markdown('#### Common Mode Corrected Signal Final Fit Results:'))\n",
-    "result_cm.params"
+    "# offset_corr_data2 and data most likely have some nan's => I am going to use nanmean, nanmedian and nanstd functions:\n",
+    "t0 = PrettyTable()\n",
+    "t0.title = \"Comparison of the Second Round of Corrections - Bad Pixels Excluded\"\n",
+    "t0.field_names = [\"After Offset Correction\",\"After Common Mode Correction\"]\n",
+    "t0.add_row([\"Mean: {:0.3f} (ADU)\".format(np.nanmean(offset_corr_data2)), \"Mean: {:0.3f} (ADU)\".format(np.nanmean(data))])\n",
+    "t0.add_row([\"Median: {:0.3f} (ADU)\".format(np.nanmedian(offset_corr_data2)), \"Median: {:0.3f} (ADU)\".format(np.nanmedian(data))])\n",
+    "t0.add_row([\"Standard Deviation: {:0.3f} (ADU)\".format(np.nanstd(offset_corr_data2)), \"Standard Deviation: {:0.3f} (ADU)\".format(np.nanstd(data))])\n",
+    "print(t0,'\\n')"
    ]
   },
   {
@@ -906,11 +1039,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "metadata": {
     "scrolled": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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xx73tn376qeXk5Fj//v2tb9++ZmY2ceJEe/75583MLCMjw5o2bWqHDh0qcN4xY8bY1KlTi3zfHn30URs6dKiZmW3ZssUaNGhgR44csVmzZtkll1xiaWlpZma2fPlyq127tn3xxRdmlvu7cNVVV9kPP/xgZmYjR460OXPm2L59+6x+/fre8/L3nzRpkv3xj3/0zjto0CBbvXq1mZnt3LnTYmJizMzsjjvusPvuu8/MzF577TWTZKmpqYXqbtiwoe3du9diYmLss88+swULFtiQIUPMzGzUqFE2efJkMzNbtmyZJSYmFnj/zczi4uJs9+7d3vtmZvbss896n1tmZqa1adPGex35tm/fbpJszZo1ZmY2bNgw73U1bNjQfv/733vPPdHnWtQ+ofL3zxcfH28rVqwwM7N77rnH+90NNWnSJLv44ostMTHRzj//fBs0aJD32P79+73bd999t02bNs3MzPr162dz5swxM7Mnn3zSzjrrrCLryd+elZVlV199tT399NMFtpuZDR482KZPn259+/a1l156ycyKf1+3b99usbGxZpb7mb3wwgtmZnb06FH7/vvvC52/YcOGFhcXZ4mJiZaYmGiPPfaYmZlt3rzZYmJi7M0337RgMGhHjx61o0ePWuPGje399983M7MDBw5YVlaWLV++3Pu7c/zvZGxsrG3fvt0WLlxot912m7f922+/NTOz5ORkW7du3Sl/DxT1PSppvZUx69CiBuDE8pt8y/PnJK1Zs0aDBg1SlSpVdNFFFyk5OVnr1q2TJCUlJalevXqqUaOGmjRpol69eknKvQy5Y8cO7xj9+vWTc07x8fG66KKLvDVAY2NjtWPHDq1bt05du3ZV3bp1VbVqVQ0ePFirVq2SlLvuZn7flzZt2hQ47vEGDhyoefPmad68eRo0aJC3fevWrWrcuLGaNWsmSRoyZIhWrVqlTz75RI0bN1bTpk3lnNPNN9/s7fPmm2/qkUceUTAYVNeuXZWZmaldu3aV6X275ZZbJEkxMTFq2LCh1+evZ8+eig5pzm/Xrp0aN24sKbeFaMOGDUpKSlIwGNSyZcv0xRdf6N1331WXLl2850UXczlg6dKlGjVqlILBoK6++mp99913OnjwoFatWuW9vr59+3qtQUWpUqWKxo0bpylTphT7mrp166a0tDQdOHCgwHN+9rOfaejQoXruuee8lsA333xTf/3rXxUMBtW+fXulpaUV2bLToEED/exnP5Mk3XzzzVqzZo332IABAwo9v7jPtaR9jnfgwAF9++23Sk5OLvIYofIvfe7bt0+HDx/WvHnzJEmbN29W586dFR8frxdffNG7bPz22297v4f571tRjhw5omAwqLZt2+rSSy/VrbfeWug506dP15QpU1SjRg3vmKV5Xzt27KiHH35Yv//977Vz507VqlWryBpCL32OGTNGkhQbG6tbbrlF/fr101/+8hdVr15dW7duVb169ZSUlCRJOvfcc1W1aukmtIiPj9fSpUs1fvx4rV69Wuedd16Bx8vre+BUMT0HgBOr4DWBY2Nji+10byXUUqNGDe92VFSUdz8qKqpA/6vQ7cfvk52dXeIXfbVq1bzl36pUqVKoX1eodu3aafPmzapVq5b3j/eJXkNxS8uZmV5++WU1b9682H1jY2OL7adU0jnPOuusYu+bmYYMGVIoJC1evLhUy+Dl5ORo7dq1Rf6DXJZl9G655RZNmTJFsbGxBWo70TFnzJih9957T6+//rqCwaA2btwoM9P06dPVu3fvEs95/LFC7x//nhVXT6ii9ikP1apV0xVXXKFVq1Zp4MCBGjp0qF599VUlJiZq9uzZ3uVCqXTveX4ftZJ89dVXioqK0jfffKOcnBxFRUUV+76GhpibbrpJ7du31+uvv67evXvrT3/6k7p161bq17pp0yadf/753qVGMzvha6patWqBgRaZmZmSpGbNmmnDhg1asmSJJk6cqF69eunee+/1nlfS51mW74FTRYsaAN/p1q2bjh49queee87btm7dOq1cuVJdunTR/PnzdezYMaWmpmrVqlVq165duZ6/ffv2Wrlypfbv369jx45p7ty5XgtHWU2ZMqVQ/6qYmBjt2LHD6/vz/PPPKzk5WTExMdq+fbvXny50MELv3r01ffp07x+PDz74oNC5brrpJr3zzjt6/fXXvW1vvPGGNm3apC5duujFF1+UlDsydNeuXSWGvnzdu3fXwoULtW/fPkm5/cJ27typjh07auXKldq+fbu3XZLOOeecAn2EevXqpSeffNK7nx8AQuv55z//ecJ+WNWqVdOYMWM0depUb1voMVasWKELLrhA5557boH9Pv/8c7Vv317333+/LrjgAn355Zfq3bu3nnnmGWVlZXnvx+HDhwudc9euXVq7dq2k3M+iU6dOJdZY3Od6IqHv2XnnnadAIKDVq1eX+hhmpnfeeUdNmjSRJB08eFD16tVTVlaW9/5Iua2L+a1uodvLKjs7W8OGDdNLL72kFi1a6LHHHpOkUr2vX3zxhS677DLdeeeduvrqq71+haXxyiuvKC0tTatWrdKdd96pb7/9VjExMdqzZ4/Xqn7w4MFCoalRo0b6z3/+I0n6z3/+4/3O7tmzR7Vr19bNN9+ssWPHes/JV57fA6eCoAbAd5xzWrRokd566y01adJEsbGxmjx5si6++GJdd911SkhIUGJiorp166Y//OEP+slPflKu569Xr56mTJmilJQUJSYmqnXr1rrmmmtO6lhXXnmlUlJSCmyrWbOmZs2apf79+3uXXUeMGKGaNWtq5syZ6tu3rzp16qSGDRt6+9xzzz3KyspSQkKC4uLiiuwMXqtWLb322muaPn26mjZtqpYtW2r27Nm68MIL9atf/UrHjh1TfHy8BgwYoNmzZxdoTSxOy5Yt9eCDD6pXr15KSEhQz5499fXXX6tu3bqaOXOmrr/+eiUmJnqX9fr166dFixZ5gwmmTZum9evXKyEhQS1btvRGEE6aNEmrVq1S69at9eabb+rSSy89YS233nprgX+EJ0+e7B17woQJmjNnTqF9xo0b53UG79KlixITE3XbbbepZcuWat26teLi4nT77bcX2SLSokULzZkzRwkJCUpPT9fIkSNLrK+4z/VEBg4cqD/+8Y9q1aqVPv/8c82ZM0fjxo1TQkKCNm7cWKCVJ1T+oI24uDhlZ2frV7/6lSTpgQceUPv27dWzZ0/FxMR4z3/iiSf01FNPKSkpqdAl4rJ4+OGH1blzZ3Xu3FmPPfaY/vSnP2nLli2lel/nz5+vuLg4BYNBffLJJ/rFL35R5DlSUlK86Tl+8YtfaP/+/ZowYYL+/Oc/q1mzZho1apTuuusuVa9eXfPnz9cdd9yhxMRE9ezZ02sxy3fDDTcoPT1dwWBQzzzzjNe6vWnTJm9gw0MPPaTf/e53BfYrz++BU+FO1FTrZ23btrX8kRl+Fx0VpQwzBZxTel4TrHP5KxM473/J+duASNqyZYtatGgR6TKAiNmxY4euuuoqbd68OdKloJIq6nvUObfBzNqW5Tj0UasgGXmjNwAAAEqLS58AABynUaNGtKbBFwhqAAAAPkVQAwAA8CmCGgAAgE8R1AAAAHyKoAbAl/bu3auBAweqSZMmatmypfr06eMteeR3s2fPlnNOy5Yt87YtWrRIzrliV1woyooVK7xlakrr008/VZ8+ffTTn/5ULVq00I033hjeBaOPs2LFCr3zzjtl3q9Ro0bav39/kdtvuOEG7/7ChQs1dOjQEo+1ePFiPfLII2WuobQWLFigFi1aKCUlRRs3btSSJUtO+ZhVqlRRMBj05usq63t4/MLjodsvueQSb761xYsXS8pdseGvf/3rSdUaugj9icyePVt169b15kQLBoP6+OOPy3zO0IXSy2L9+vW68847y7yfnzA9BwDfMTNdd911GjJkiDeT+saNG/XNN98UWIrJz+Lj4zV37lx1795dkjRv3jwlJiaG9ZyZmZnq27evHnvsMfXr109S7pqJqampuuiii064//HLZx07dkxVqlQpUw0rVqzQ2Wefrcsvv7xsxZdg/fr1+uijjwosH1WSq6++WldffXW5nf94f/7zn/X0008rJSVFs2fP1vr169WnT59S71/UMmWhyzb961//0sSJE4tdDqysxowZo7Fjx2rLli3q3Lmz9u3bV6qJeMvLgAEDCqxOUZHatm2rtm3LNG2Z79CiVsGio39ck7qENYiBM9ry5ctVrVq1Av+YBINBde7cWWamcePGKS4uTvHx8Zo/f76k3ICQnJysG2+8Uc2aNdOECRP04osvql27doqPj/eWZRo6dKhGjhyplJQUXXbZZVq5cqWGDx+uFi1aFGipmTt3rjej/fjx473tZ599tu6++24lJiaqQ4cOxbZWde7cWe+//76ysrJ06NAhbdu2TcFg0Ht82bJlatWqleLj4zV8+HAdPXpUUu6STzExMerUqZNeeeUV7/mHDx/W8OHDlZSUpFatWunvf/97oXO+9NJL6tixoxfSpNwZ3uPi4pSZmalhw4YpPj5erVq10vLlyyXltnj0799f/fr1U69evbRixQqlpKTopptuUnx8vCTphRde8GZwv/32273Fzd944w21bt1aiYmJ6t69u3bs2KEZM2Z4M+avXr1aqampuuGGG5SUlKSkpCS9/fbbkqS0tDT16tVLrVq10u23317iPJNjx44ttAyXlLts1bXXXquEhAR16NDBW45o9uzZGjVqlKTc1q+4uDglJiaqS5cuknID6Lhx45SUlKSEhAQ9++yzRZ732muvVZs2bRQbG6uZM2dKku6//36tWbNGI0aM0JgxY3Tvvfdq/vz5CgaDmj9/frGf0/Hvc0m+++47b5H6Q4cOqXv37mrdurXi4+MLfO4PPfSQmjdvrh49emjr1q0lHlPKXWmhatWq2r9/v9cCl52draSkJG890IkTJ+ruu++WJG3YsEHJyclq06aNevfura+//rrQMSdMmKCWLVsqISFBY8eOPWEN+RYtWqQePXrIzPT111+rWbNm2rt3r44dO6axY8cqPj5eCQkJmj59eqF9zz77bO92aAtrUZ91aKt0cb8vkydP1vDhw9W1a1dddtllmjZtWqlfR4WwvIlYK+NPmzZtrLLIfavN8v4o8rHiHgcq2scffxzR8z/xxBM2evToIh9buHCh9ejRw7Kzs23v3r3WoEED27Nnjy1fvtzOO+8827Nnj2VmZtrFF19s9957r5mZTZ061e666y4zMxsyZIgNGDDAcnJy7NVXX7VzzjnHPvzwQzt27Ji1bt3aPvjgA/vqq6+sQYMGtm/fPsvKyrKUlBRbtGiRmeX+fV28eLGZmY0bN84eeOCBQjXOmjXLfv3rX9uYMWPsH//4h73wwgs2efJkGzJkiC1YsMCOHDli9evXt61bt5qZ2S233GKPP/64t/3TTz+1nJwc69+/v/Xt29fMzCZOnGjPP/+8mZllZGRY06ZN7dChQwXOO2bMGJs6dWqR79ujjz5qQ4cONTOzLVu2WIMGDezIkSM2a9Ysu+SSSywtLc3MzJYvX261a9e2L774wsxyfxeuuuoq++GHH8zMbOTIkTZnzhzbt2+f1a9f33te/v6TJk2yP/7xj955Bw0aZKtXrzYzs507d1pMTIyZmd1xxx123333mZnZa6+9ZpIsNTW1UN0NGza0vXv3WkxMjH322We2YMECGzJkiJmZjRo1yiZPnmxmZsuWLbPExMQC77+ZWVxcnO3evdt738zMnn32We9zy8zMtDZt2nivI1T+a/r+++8tNjbW9u/fb2ZmycnJtm7dukLnMiv+czr+fT5eVFSUJSYmWvPmze3cc8+19evXm5lZVlaWHThwwMzMUlNTrUmTJpaTk2Pr16+3uLg4O3z4sB04cMCaNGlS4H3PF/p5vPvuu1avXj3LyckpsH3z5s0WExNjb775pgWDQTt69Kj98MMP1rFjR9u3b5+Zmc2bN8+GDRtmZub9HqelpVmzZs0sJyenwPsbatasWXbBBRdYYmKi9/P999+bmdngwYNt+vTp1rdvX3vppZfMzOzpp5+266+/3rKysgp8BqHv+VlnneUdP/T3oajPevny5d7foeJ+XyZNmmQdO3Z3dP0UAAAgAElEQVS0zMxMS01NtejoaO/3/VQU9T0qab2VMetw6RPACTnnyv2YdpIrdaxZs0aDBg1SlSpVdNFFFyk5OVnr1q3Tueeeq6SkJNWrV0+S1KRJE6/lIj4+3mtBknLXo3TOKT4+XhdddJHXchQbG6sdO3Zo586d6tq1q+rWrStJGjx4sFatWqVrr71W1atX9/6H3qZNG7311lvF1jpw4EBNmzZNBw4c0P/93/95rUJbt25V48aNvcu4Q4YM0VNPPaWuXbuqcePGatq0qSTp5ptv9lpy3nzzTS1evNjrh5SZmaldu3aVeqmvNWvW6I477pCUu3h4w4YNvT5/PXv2VHR0tPfcdu3aqXHjxpJyW/42bNigpKQkSdKRI0d04YUX6t1331WXLl2854XuH2rp0qUF+iR99913OnjwoFatWuW1GPbt29drQSpKlSpVNG7cOE2ZMkVXXnllgdf08ssvS5K6deumtLS0QmtY/uxnP9PQoUN144036vrrr5eU+15++OGHXj+rAwcO6LPPPvNeS75p06Zp0aJFkqQvv/xSn332merUqVNsnfnHLupzkgq/z6FCL32uXbtWv/jFL7R582aZmX77299q1apVioqK0ldffaVvvvlGq1ev1nXXXafatWtLUomXeh9//HG98MILOuecczR//vxCf59jY2N1yy23qF+/flq7dq2qV6+uzZs3a/PmzerZs6ek3FbI/L9b+c4991zVrFlTt912m/r27Vtsf8riLn1Onz5dcXFx6tChgwYNGiQp9/dlxIgR3qXh4t6vohT1WYcq6felb9++qlGjhmrUqKELL7xQ33zzjerXr1/qc4cTQQ3ACZ1sqDpZsbGxxXZWLqmW0EXGo6KivPtRUVEFFocO3X78PkX1HwpVrVo17x+6KlWqFLmYd7527dpp8+bNqlWrVoG+dSW9huJCsZnp5ZdfVvPmzYvdNzY2tth+TSWd86yzzir2vplpyJAhmjJlSoHnLF68uFQBPicnR2vXrlWtWrUKPVaW/wDccsstmjJlSoF+akW9puOPOWPGDL333nt6/fXXFQwGtXHjRpmZpk+frt69exd7vhUrVmjp0qVau3atateura5duxZa7LsoxX1O7733XqH3uTgdO3bU/v37lZqaqiVLlig1NVUbNmxQtWrV1KhRI6+O0r5/+X3USrJp0yadf/753qV8M1NsbKzWrl1b7D5Vq1bV+++/r2XLlmnevHl68skn9e9//7tUNUnSV199paioKH3zzTfKyclRVFSUzOyEryv08dDPpKjPOlRJvy+h3wMn+ntd0eijBsB3unXrpqNHj+q5557ztq1bt04rV65Uly5dNH/+fB07dkypqalatWqV2rVrV67nb9++vVauXKn9+/fr2LFjmjt3rpKTk0/qWFOmTCnUvyomJkY7duzQtm3bJEnPP/+8kpOTFRMTo+3bt3v96ebOnevt07t3b02fPt37x+aDDz4odK6bbrpJ77zzjl5//XVv2xtvvKFNmzapS5cuevHFFyXljgzdtWtXiaEvX/fu3bVw4ULt27dPUm4/n507d6pjx45auXKltm/f7m2XpHPOOUcHDx709u/Vq1eB1pT8fzxD6/nnP/+pjIyMEuuoVq2axowZo6lTp3rbQo+xYsUKXXDBBTr33HML7Pf555+rffv2uv/++3XBBRfoyy+/VO/evfXMM88oKyvLez8OHz5cYL8DBw4oEAiodu3a+uSTT/Tuu+8WWdfxr7c0n9OJfPLJJzp27Jjq1KmjAwcO6MILL1S1atW0fPly7dy503vtixYt0pEjR3Tw4EH94x//KPN58r3yyitKS0vTqlWrdOedd+rbb79V8+bNlZqa6gW1rKwsffTRRwX2O3TokA4cOKA+ffpo6tSphYJRSbKzszVs2DC99NJLatGihR577DFJub8vM2bM8IJS/u9VqIsuukhbtmxRTk6O1+IpFf1ZhyrN74sf0aIGwHecc1q0aJFGjx6tRx55RDVr1lSjRo00depUdenSRWvXrlViYqKcc/rDH/6gn/zkJ/rkk0/K7fz16tXTlClTlJKSIjNTnz59dM0115zUsUIv1eWrWbOmZs2apf79+3uduUeMGKEaNWpo5syZ6tu3ry644AJ16tTJW2/ynnvu0ejRo5WQkCAzU6NGjfTaa68VOG6tWrX02muvafTo0Ro9erSqVaumhIQEPfHEE/rVr36lESNGKD4+XlWrVtXs2bMLtCIUp2XLlnrwwQfVq1cv5eTkqFq1anrqqafUoUMHzZw5U9dff71ycnJ04YUX6q233lK/fv3085//XH//+981ffp0TZs2Tb/+9a+VkJCg7OxsdenSRTNmzNCkSZM0aNAgtW7dWsnJybr00ktPWMutt96qBx980Ls/efJkDRs2TAkJCapdu7bmzJlTaJ9x48bps88+k5mpe/fuSkxMVEJCgnbs2KHWrVvLzFS3bl29+uqrBfa74oorNGPGDCUkJKh58+bq0KFDkTWlpKTokUceUTAY1MSJE0v1ORXlyJEj3mATM9OcOXNUpUoVDR48WP369VPbtm0VDAYVExMjSWrdurUGDBigYDCohg0bqnPnzic8R1H279+vCRMmaNmyZWrQoIFGjRqlu+66S3PmzNHChQt155136sCBA8rOztbo0aMLtGgePHhQ11xzjTIzM2Vmevzxx4s8x/z587VmzRrv/tNPP62lS5eqc+fO6ty5s4LBoJKSktS3b1/ddttt+vTTT5WQkKBq1arpf/7nf7yBIfkeeeQRXXXVVWrQoIHi4uJ06NAhSUV/1qEtzKX5ffEjV9GXNMpT27Zt7WTmVYkE51xek650/Fue/1ju7cKPAxVty5Ytpe77BAAorKjvUefcBjMr03whXPoEAADwKYIaAACATxHUABSpMneLAIBIKs/vT4IagEJq1qyptLQ0whoAlJGZKS0tTTVr1iyX4zHqE0Ah9evX1+7du5WamhrpUgCg0qlZs2a5TZhLUANQSLVq1QrN0g4AqHhc+gQAAPApgprPBAK5c6k5J5VhiTMAAHAa4tKnz4SulhGGdbABAEAlQosaAACATxHUfCDgnFzeT3QUHwkAAMjFpU8fSM/J8W47rncCAIA8NN8AAAD4FEENAADApwhqAAAAPkVQAwAA8CmCGgAAgE8R1AAAAHyKoAYAAOBTBDUAAACfIqgBAAD4FEENAADApwhqAAAAPkVQAwAA8CmCGgAAgE8R1AAAAHyKoAYAAOBTBDUAAACf8k1Qc851dc6tds7NcM51jXQ9AAAAkRbWoOac+4tzbp9zbvNx269wzm11zm1zzk3I22ySDkmqKWl3OOsCAACoDMLdojZb0hWhG5xzVSQ9JelKSS0lDXLOtZS02syulDRe0n1hrgsAAMD3whrUzGyVpPTjNreTtM3MvjCzHyTNk3SNmeXkPZ4hqUZxx3TO/dI595lzLnXXrl1hqbvcREdLzuX+AAAAlFEk+qhdIunLkPu7JV3inLveOfespOclPVnczmY208yamlndSy+9NMylnprojAw5SU5SIBCIdDkAAKCSqRqBcxbVvGRm9oqkVyq6mHDKkGRmkS4DAABUUpFoUdstqUHI/fqS9kSgDgAAAF+LRFBbJ6mpc66xc666pIGSFkegDgAAAF8L9/QccyWtldTcObfbOXermWVLGiXpX5K2SPqbmX0UzjoAAAAqo7D2UTOzQcVsXyJpSTjPDQAAUNn5ZmUCAAAAFERQAwAA8CmCGgAAgE8R1AAAAHyKoAYAAOBTBLUKkr/sJytJAQCA0orEElJnpIwMidWkAABAWdCiBgAA4FMENR8LBHIvl0ZHR7oSAAAQCQQ1H0tPz71cmpFR8vPy+78R6gAAOL3QR+00ENr/zbnI1gIAAMoPLWoAAAA+RVDzI65jAgAAEdR8JxAIyElykqJP1DkNAACc1uij5jPp6enebUeHMwAAzmi0qFVirHYAAMDpjRa1SozVDgAAOL3RogYAAOBTBDUAAACfIqgBAAD4FEENAADApwhqAAAAPkVQAwAA8CmCGgAAgE8R1AAAAHyKoAYAAOBTBDUAAACfIqgBAAD4FEENAADApwhqp5lAQHIu9yc6OtLVAACAU1E10gWgfKWn/3jbucjVAQAATh0tagAAAD5FUAMAAPApghoAAIBPEdQAAAB8iqAGAADgUwQ1AAAAnyKoAQAA+BRBDQAAwKcIagAAAD5FUAMAAPApghoAAIBPsdZnJZC/0HpR2wEAwOmLoFYJhC60DgAAzhxc+gQAAPApghoAAIBPEdQAAAB8iqAGAADgUwQ1AAAAnyKoAQAA+BRBDQAAwKcIagAAAD5FUPM756To6EhXAQAAIoCVCfzOrOj1owAAwGmPFjUfCwQCcs6J9jQAAM5MtKj5WHreIp+OFjUAAM5ItKgBAAD4FEENAADApwhqAAAAPkVQAwAA8CmCGgAAgE8R1AAAAHyKoAYAAOBTBDUAAACfIqgBAAD4FEENAADApwhqAAAAPkVQAwAA8CmC2mksEJCck6KjI10JAAA4GVUjXQDCJz0990/nIlsHAAA4Ob5qUXPOneWc2+CcuyrStQAAAERaWIOac+4vzrl9zrnNx22/wjm31Tm3zTk3IeSh8ZL+Fs6aAAAAKotwt6jNlnRF6AbnXBVJT0m6UlJLSYOccy2dcz0kfSzpmzDXBAAAUCmEtY+ama1yzjU6bnM7SdvM7AtJcs7Nk3SNpLMlnaXc8HbEObfEzHKOP6Zz7peSxkk6v27dumGsHgAAILIiMZjgEklfhtzfLam9mY2SJOfcUEn7iwppkmRmMyXNlKS2bdtaeEsFAACInEgEtaLGIHqBy8xmV1wpAAAA/hWJUZ+7JTUIuV9f0p4I1AEAAOBrkQhq6yQ1dc41ds5VlzRQ0uII1AEAAOBr4Z6eY66ktZKaO+d2O+duNbNsSaMk/UvSFkl/M7OPwlkHAABAZRTuUZ+Ditm+RNKScJ4bAACgsvPVygQAAAD4EUENAADApwhqAAAAPkVQK2/R0ZJzuT8AAACngKBWzqIzMuSUO6tvIBCIdDkAAKASi8TKBKe1DElmrGwFAABOHS1qAAAAPkVQAwAA8CmCGgAAgE8R1AAAAHyKoAYAAOBTBDUAAACfIqgBAAD4FEEtjEIXKWDuWwAAUFZMeBtGGRkSc98CAICTRYsaAACATxHUAAAAfIqgBgAA4FMENQAAAJ8iqFUW+cNHo6MjXQkAAKggjPqsLPKHjzoX2ToAAECFoUUNAADApwhqAAAAPkVQqwQCgYCcc3LOiR5qAACcOeijVgmkp6d7tx191AAAOGPQogYAAOBTBDUAAACfIqgBAAD4FEENAADApwhqAAAAPkVQAwAA8CmCWiUWHR2dO7ca638CAHBaYh61SiwjI0MmyWVkRLoUAAAQBrSoVXb5i7UDAIDTDkENAADApwhqAAAAPkVQOw0E8hZsd84pOoqPFACA0wWDCU4D6Tk53m0WbQcA4PRB88sZIBCQnMv9YSYPAAAqD1rUzgDp6T/epsENAIDKgxY1AAAAnyKoAQAA+BRBDQAAwKcIagAAAD7FYILKiBEBAACcEWhRq2QCgYCcJJd3GwAAnL5oUatk0kPn2gAAAKc1WtQAAAB8iqAGAADgUwQ1AAAAnyKoAQAA+BRBDQAAwKcIagi/6Ojcud+cy70NAABKhek5EH4ZGZJZ7m0m6wUAoNRoUQMAAPApghoAAIBPEdQQHqH90kKWuspwAck5ZUTRVw0AgBMhqCE88vulmSla6V5ma3J+umSmgGVEukIAAHyPwQQIu9CxBAAAoPRoUUPEMGMHAAAlo0UNEcOMHQAAlIwWNQAAAJ8iqJ2OuKYIAMBpgUufpyOuKQIAcFqgRe00EwgE5JyTc060pwEAULkR1E4z6enpMjOZmSIyU1neRLcZLlDUfLc/CgS8S7RpREoAAIrEpU+Ur7xJ06LdCeZOS0/3bkZziRYAgCLRogZfYPwDAACF0aIGX2D8AwAAhfmmRc0518I5N8M5t9A5NzLS9QAAAERaWIOac+4vzrl9zrnNx22/wjm31Tm3zTk3QZLMbIuZjZB0o6S24awLAACgMgh3i9psSVeEbnDOVZH0lKQrJbWUNMg51zLvsaslrZG0LMx1AQAA+F5Yg5qZrZKUftzmdpK2mdkXZvaDpHmSrsl7/mIzu1zS4HDWBQAAUBlEYjDBJZK+DLm/W1J751xXSddLqiFpSXE7O+d+KWmcpPPr1q0bxjIBAAAiKxJBrahxfWZmKyStONHOZjZT0kxJatu2bUkzdQEAAFRqkRj1uVtSg5D79SXtiUAdAAAAvhaJoLZOUlPnXGPnXHVJAyUtjkAdAAAAvhbu6TnmSlorqblzbrdz7lYzy5Y0StK/JG2R9Dcz+yicdcDnQtb9THfRrFAAAECesPZRM7NBxWxfohIGDOAME7LuZ8A5mbFCAQAAko9WJkDFCGm8otUKAACfY63PM0xI41XYWq2cyw2EAADg1BDUUO6MSVMAACgXXPoEAADwKYIaAACATxHUAAAAfIqgBgAA4FMENZy66OgfJ6wVwz0BACgvjPrEqcvI8IZ61nESgz4BACgftKgBAAD4FEENAADAp8oc1JxzAedcQjiKAfKx1BUAAKXso+acWyHp6rznb5SU6pxbaWb/G8bacAariKWuAADwu9K2qJ1nZt9Jul7SLDNrI6lH+MoCAABAaYNaVedcPUk3SnotjPUAAAAgT2mD2n2S/iVpm5mtc85dJumz8JWFM1Z+5zQ6pgEAUOp51L42M28AgZl94Zx7LEw14UyW3zmNjmkAAJS6RW16KbcBAACgnJTYouac6yjpckl1nXOhIzzPlVQlnIUBAACc6U506bO6pLPznndOyPbvJP08XEUBAADgBEHNzFZKWumcm21mOyuoJgAAAKj0gwlqOOdmSmoUuo+ZdQtHUQAAACh9UFsgaYakP0k6Fr5yEGnR0dHKyMiQJAUCAaWHLhEAAAAqVGmDWraZPRPWSuALGRkZMjNJkmOKDAAAIqq003P8wzn3K+dcPedcdP5PWCsDAAA4w5W2RW1I3p/jQraZpMvKtxwAAADkK1VQM7PG4S4EAAAABZUqqDnnflHUdjP7a/mWg4qUv6xmIPDjyk0FHw/IOcegAgAAIqS0lz6TQm7XlNRd0n8kEdQqsRMtq5kfzkozqCD/KYFAeVRWUH6gzL9NZgQAnClKe+nzjtD7zrnzJD0flopQKeUNFA2L0GDGQFQAwJmktKM+j/e9pKblWQgAAAAKKm0ftX8od5SnlLsYewtJfwtXUQAAACh9H7VHQ25nS9ppZrvDUA8AAADylOrSZ97i7J9IOkdSQNIP4SwKFS1azjlvhCcAAPCHUgU159yNkt6X1F/SjZLec879PJyFoZw4J0WfaBGJ3GWjzMw/03DkD/UsVf0AAJyeSnvp825JSWa2T5Kcc3UlLZW0MFyFoZyYVc6hkgz1BACg1KM+o/JDWp60MuyLCMmfsJb2KAAAKqfStqi94Zz7l6S5efcHSFoSnpJQXsoyYe1JiY6WMjKUrgBhEACAMCgxqDnnfirpIjMb55y7XlInSU7SWkkvVkB98LOMDMlMddyPc7cAAIDyc6LLl1MlHZQkM3vFzP7XzMYotzVtariLAwAAOJOdKKg1MrMPj99oZuslNQpLRQAAAJB04qBWs4THapVnIQAAACjoREFtnXPuf47f6Jy7VdKG8JSESGDKMgAA/OdEoz5HS1rknBusH4NZW0nVJV0XzsJQsSxvNABTlgEA4B8lBjUz+0bS5c65FElxeZtfN7N/h70yAACAM1yp5lEzs+WSloe5FgAAAIRgdQEAAACfIqgBAAD4FEENAADApwhqAAAAPkVQAwAA8CmCGiqVQICJeQEAZ45STc8B+EV6eu6fTMwLADgT0KIGAADgUwQ1AAAAnyKoAQAA+BRBDScUCATknJNzTtEhvfijJTnn8m6FtYDcTmmMIgAAnGEYTBAG+R3dA4HI1lFe0vN78Cs/mOXKkGRmBbaFqYAfbzOKAABwBiGohYFZpCsAAACnAy59AgAA+BRBDQAAwKcIagAAAD5FUAMAAPApgtoZLDo6Ws45BU6X4akAAJxmGPVZXqKjpYyMSFdRJhkZGTKGqAIA4Fu0qJWT6IwM5c7wdWa1TjGtGQAA4UOLWjn5cfLXSFdSscwIawAAhAstagAAAD5FUMMpK24tUAAAcGq49IlTVtxaoAAA4NT4qkXNOXetc+4559zfnXO9Il0PAABAJIU9qDnn/uKc2+ec23zc9iucc1udc9uccxMkycxeNbP/kTRU0oBw14bCAoHcwQHO5c44UqT8JwAAgLCqiBa12ZKuCN3gnKsi6SlJV0pqKWmQc65lyFN+l/c4Klh6eu5ITrMSpoXLfwIAAAirsAc1M1slKf24ze0kbTOzL8zsB0nzJF3jcv1e0j/N7D9FHc8590vn3GfOudRdu3aFt3gAAIAIilQftUskfRlyf3fetjsk9ZD0c+fciKJ2NLOZZtbUzOpeeuml4a8UAAAgQiI16rOoDk5mZtMkTavoYgAAAPwoUi1quyU1CLlfX9KeCNUCAADgS5EKauskNXXONXbOVZc0UNLiCNWCMghI3uS2Z9q6pgAAVLSKmJ5jrqS1kpo753Y75241s2xJoyT9S9IWSX8zs4/CXQtOXbpy1zQ1MxUeIwIAAMpT2PuomdmgYrYvkbQk3OcHAACorHy1MgEAAAB+RFBDpVSqFRQAAKjkCGqolEq1ggIAoEjR0fxnt7IgqAEAcDrLT2UhiSwjg//sVhYENQAATgOhrWQZUSF3pEKJLE0/Pp4mmtT8LFIrEwAAgPIQHS1lZGibAoq2vGmTXF6TWXG76MfHo11RiwXBLwhqAABUZnnXMY8PXMfnr+JjG/yMoAYAwGmoUINa6JXQCq8GJ4s+agAAnAkCAZmcTC53jiNUCgQ1VC75E6gxnhwACkhXyASTRQWx0HmN0lkCsLLg0icql/wvFzq/AkABdZRe0vgBVFK0qAEAACbB9SmCGgAAlVxxVzvLYltGtNeHbVsGSc0vuPQJAEAld6qXPJ2TjLnVfIkWNQAAznD0bfMvghoAAIBPEdQAADiT5U97xNxqvkQfNQAAzmTMqeZrtKgBAAD4FEENAADApwhqqPQCASZpBACcnghqqPRCl6/LyIh0NQAQfhlRPy4jkOEYBHA6YzAByix/HkQGCAFAZATsx8lp+So+vRHUUGZMjAgAQMXg0icAAJVByKrp6bSjnTEIagAAVAYZGV6H3DoK79xn6WKUll8Q1AAAQAE/DaTLyeTEKK1II6gBAOBn+Zc8K3AEV+hoekQWQQ0AAD/LyMht3cpI965GVvSoe66ARg6jPs8AAUkub06NQCCgdNZ1A4BKJdItW2Y/Ts2EikVQOwOkS97fcsffNAAAKg0ufQIA4Ach029kREV7lzkjLm+dvjRx7TMSCGqonFjgE8DpJmT6DTPljbmMQIe04+WNLIgWoz8jgUufqJxC+9n54r+cAHDqflyiL110J4ZEUAMAwDciPWgA/sOlT5wYy5YAABARBLUzQUh/roBzcnk/gdL2e6jAZUsAAP5F1+CKx6XPM0FIR4d052hbBwCclPx/PugaXHFoUQMAAPApghoAAIBPEdQAAAB8iqAGAADgUwQ1AAAAnyKoAQAA+BRBDcXKn34NAIDQOTlZoL3iMI8aiuVNv0ZYAwCEzMkZzf/iKwwtagAAoEzSFWCZggpCixoAACiTOkr/cZEbWtfCiqAGAADKJLQPM4sShheXPnFayf/yoCUeAMInPT133U+Wjg4/WtRwWsnv60pLPADgdECLGgAAgE8R1AAAAHyKoAYAAOBTBDUAAACfIqgBABBJ0dGSc7mTyALHYdQnAACRlJEhmamOY04yFEaLGgAAgE8R1AAAAHyKoAYAQAXLiIr2FjXPcJW/b5pzBV8Ty8OUH/qoAQBQwQKW4a2/FH0a9E0zk+R+fE0sD1N+aFEDAADwKYIaSiW/NTvgxxb6/JXYaW4HgIjK/yrOv81X8qnj0idKxfzcLp+/ErtEczsARJD3b4XLvc1X8qmjRQ0AgAjKvyjgyysWpVHpX4C/0aIGAEAEhV4UqJQq/QvwN1rUAAAAfIqgBgAA4FMENQAAAJ8iqAEAAPiUb4Kac+4y59yfnXMLI10LAADlLTq64DxjQGmENag55/7inNvnnNt83PYrnHNbnXPbnHMTJMnMvjCzW8NZDwAAkZKRt8KSr+elhO+Eu0VttqQrQjc456pIekrSlZJaShrknGsZ5joAAAAqnbAGNTNbJen4CVbaSdqW14L2g6R5kq4p7TGdc790zn3mnEvdtWtXOVYLAADgL5Hoo3aJpC9D7u+WdIlzro5zboakVs65icXtbGYzzaypmdW99NJLw10rAABAxERiZYKiulGamaVJGlHRxQAAAPhVJFrUdktqEHK/vqQ9EagDAADA1yIR1NZJauqca+ycqy5poKTFEagDAIAKk6aQ+TnOxAXMQ+cniY6OdDWVRrin55graa2k5s653c65W80sW9IoSf+StEXS38zso3DWAQBApEUrZH6OM3Eh89D5STIyIl1NpRHWPmpmNqiY7UskLQnnuQEAACo736xMAAAAgIIIajgtBQJ0hQDgE3l9s9J1BvVLy/sSTlPBL2CW0Cq7SEzPAYRdaPcPvhQARFRe36w6TjpjVo/K+xKOPu4L2Fs+i+/lUqNFDQAAwKcIagAAAD5FUAPw/9u7+xjL7rqO4+/PtsVKUTpDlVS2uI1WFKtpda3RooJRXKAPtvjAhtZCipXE2iohUFFjDf8QpYoGxFSttFBaG6FaK7ESbCWNBPv8RO2DpClLG7Z0lkBRaApf/7hndu/O3juzu52753f3vF/JZs8955653/ud35z55NwzvyNJapRBTZIkqVEGNUmSpHBrFe8AAA3MSURBVEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVN182mzcLez6a9sLBAEha9HYAkDd4Su24TM6g7M6wj70yg6brZtPfFUjcbdbwdgCQN3gtY2vlrZFB3ZlhHnlGTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQ0+6W/9JzH//aU5IkrT//6lO724+/9JQkSbPhGTVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQ06AsTxO3uNh3JZIORsvHmKXsmpNyiYXBTk25sODUnM+W86hpUJaniUv6rkTSwWjnVJTZNSflIjDU2SmXlvquYP55Rk2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBbR3NxczL49NEL0/Pv7h48E0dPfaensTbEEiaobHjTXGQHUsPoPFfRd49ZhfvTLCOah6mnh6fJnp5ev4dO+ak+H0w9p4WvQ2BpFkaO94kB9/h9EAZ/1XkYXsXz6hJkiQ1yqAmSZLUKIOaJElSowxqkiRJjTKoSZIkNcqgJkmS1CiDmiRJUqMMapIkSY0yqEmSJDXKoCZJktQog5okSVKjDGqSJEmNMqgN2cLC6M63Cwt9V7J+Dsb3NGM7NixCMvp/pcXRNpLR8gwdwJeS1t3y2PXQs/eSXccfEorsXH6SPQ8CQz1GHNp3AerR0lLfFay/g/E9zdhC7YAqFpI9N+4YbQNGR8cZOoAvJa275bGrvVcFZNcPfrKrj4sTDgJDPUZ4Rk2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIadWjfBSxLcgTwl8DTwE1VdWXPJUmSJPVqpmfUklyWZHuSe1es35LkgSQPJ7moW30m8A9V9evAabOsS5IkaR7M+qPPDwBbxlckOQR4H/Aq4KXA1iQvBTYCn+ue9o0Z1yVJktS8mQa1qvoksLRi9UnAw1X12ap6GrgaOB3YxiisrVpXkvOSPJTkiUcffXQWZe+1xQ0bSEISjiS91qLpdmQBEkhYyiIAC7tW7fZvcXHCF1hchIQdGxZXf15DdmxY3Pmmdmzoil1cXOONTt68vG7S9omvs1Yd48ZqKnZ9I56k8QY/C2v2ZC2Lu+8/D+Nxqgk/W0tZ3P/eTPFsez6+/6R/O7KwbrUORncQ3pGFna1cGGvj+HF70jFieXmejsv7K1U12xdINgHXV9Xx3eNfArZU1Zu6x2cDPw68HXgv8DXg5r25Rm3z5s116623zqjytSVhuX8JzLiVc2W8N01Z4xs1cfPyyrGNzX+/xwucUP9a23cuTtlnre2r1jFl+26bm2/ws7BWT/Zj/7lt12pjcz3f1Hr2XAfUWoetuTouA0luq6rN+7JPH39MMOnUU1XVV4E3HuhiJEmSWtXH9BzbgGPGHm8EHuuhDkmSpKb1EdRuAY5LcmyS5wCvA67roQ5JkqSmzXp6jquATwEvSbItyblV9QxwPnADcD9wTVXdN8s6JEmS5tFMr1Grqq1T1n8M+NgsX1uSJGneeQspSZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGnVo3wXsjySnAqcCX0tyX8+1jC33WMjujgK+2HcRaaghnVFf1qhr4ubllW1+vycbL3BC/d3y7j2Z9P4mfZ292L5qHVO277a53wbP9mdorZ7sx/4HqF3r35fpY3N939R69nxPTRxzG7NuPZn2rZt0DGr+uAwv2dcdUlWzKOSASHJrVW3uu47W2JfJ7Mue7Mlk9mUy+zKZfdmTPZlsf/riR5+SJEmNMqhJkiQ1at6D2qV9F9Ao+zKZfdmTPZnMvkxmXyazL3uyJ5Ptc1/m+ho1SZKkg9m8n1GTJEk6aBnUJEmSGjWXQS3JliQPJHk4yUV919OKJI8kuSfJnUlu7bueviS5LMn2JPeOrVtM8vEkD3X/L/RZYx+m9OXiJJ/vxsydSV7dZ40HWpJjktyY5P4k9yW5sFs/6PGySl+GPl4OT/JfSe7q+vJH3fqhj5dpfRn0eAFIckiSO5Jc3z3e57Eyd9eoJTkEeBD4eWAbcAuwtao+02thDUjyCLC5qgY98WKSnwaeAq6oquO7dX8MLFXVu7pwv1BVb++zzgNtSl8uBp6qqnf3WVtfkhwNHF1Vtyf5NuA24BeBNzDg8bJKX36FYY+XAEdU1VNJDgNuBi4EzmTY42VaX7Yw4PECkOQtwGbg26vqlP35XTSPZ9ROAh6uqs9W1dPA1cDpPdekhlTVJ4GlFatPBy7vli9n9EtnUKb0ZdCq6vGqur1b/gpwP/AiBj5eVunLoNXIU93Dw7p/heNlWl8GLclG4DXA34yt3uexMo9B7UXA58Yeb8MDyLIC/i3JbUnO67uYxrywqh6H0S8h4Dt7rqcl5ye5u/todFAf2YxLsgk4Efg0jpedVvQFBj5euo+y7gS2Ax+vKscLU/sCwx4v7wHeBnxzbN0+j5V5DGqT7uQ1+OTeObmqfgR4FfCb3Udd0mreD3wPcALwOHBJv+X0I8nzgI8Av11VX+67nlZM6Mvgx0tVfaOqTgA2AiclOb7vmlowpS+DHS9JTgG2V9Vtz/ZrzWNQ2wYcM/Z4I/BYT7U0paoe6/7fDlzL6GNijXyhu+5m+fqb7T3X04Sq+kJ3gP0m8NcMcMx019R8BLiyqj7arR78eJnUF8fLLlX1JeAmRtdhDX68LBvvy8DHy8nAad2141cDP5vkQ+zHWJnHoHYLcFySY5M8B3gdcF3PNfUuyRHdRb8kOQJ4JXDv6nsNynXAOd3yOcA/9VhLM5YPGJ0zGNiY6S6C/lvg/qr607FNgx4v0/rieMl3JDmyW/5W4OeA/8bxMrEvQx4vVfW7VbWxqjYxyin/XlVnsR9j5dCZVTkjVfVMkvOBG4BDgMuq6r6ey2rBC4FrR8dXDgU+XFX/2m9J/UhyFfBy4Kgk24A/BN4FXJPkXOBR4Jf7q7AfU/ry8iQnMLp84BHgN3orsB8nA2cD93TX1wC8A8fLtL5sHfh4ORq4vJt9YANwTVVdn+RTDHu8TOvLBwc+XibZ52PL3E3PIUmSNBTz+NGnJEnSIBjUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CQ1LUkluWTs8Vu7m8mvts+bk/zaOrz20UmuX7Huz5N8PsmGsXVvSPJEkjuSPJTkhiQ/Obb9piSbxx5vSnJvt/xDST7wbGuVdHAyqElq3deBM5Mctbc7VNVfVdUV6/Dab2E0ozoAXTg7g9H9hlfeou3vq+rEqjqO0VxJH03yA3tR6z3AxiQvXod6JR1kDGqSWvcMcCnwOys3JPnuJJ/obvr8ieWwk+TiJG/tli9I8pnuOVd3647obhJ9S3cW7PQpr/1aYHzi6Fcwml39/cDWaQVX1Y1dzeft5Xv8Z0azl0vSbgxqkubB+4DXJ3n+ivXvBa6oqh8GrgT+YsK+FwEnds95c7fu9xjd0uXHGIWvP+luvbZTkmOBHVX19bHVW4GrGN1L95TufpjT3A58/169O7gV+Km9fK6kATGoSWpeVX0ZuAK4YMWmnwA+3C1/EHjZhN3vBq5Mchajs3MwuhfuRd3tkW4CDgdWfvR4NPDE8oPu3sKvBv6xq+fT3deZJuNvYdLbGlveDnzXKl9L0kDN3b0+JQ3Wexidpfq7VZ4zKRC9htH1ZKcBf5DkBxmFqNdW1QOrfK3/YxTglm0Bns/o/pcAzwX+F/iXKfufCNzfLT8JLIxtWwS+OPb48O71JGk3nlGTNBeqagm4Bjh3bPV/suvartcDN4/v0138f0x3zdjbgCOB5wE3AL+VLnElOXHCSz4IbBp7vBV4U1VtqqpNwLHAK5M8d+WOSX6G0fVpy3+IcBNw1vLrAecAN47t8n2Mrn2TpN0Y1CTNk0uA8b/+vAB4Y5K7gbOBC1c8/xDgQ0nuAe4A/qyqvgS8EzgMuLubJuOdK1+oqr4K/E+S7+3C2C8wdvas234zcGq36leT3JnkQeAdjM7YLZ9RuxT4CnBXkrsYhcV3j73cK5h+Zk7SgKVq0icFkqQkZwA/WlW/P8PX+BbgP4CXVdUzaz1f0rB4jZokTVFV1yZ5wYxf5sXARYY0SZN4Rk2SJKlRXqMmSZLUKIOaJElSowxqkiRJjTKoSZIkNcqgJkmS1Kj/B4CzIpFE8Mf/AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "#*****NOISE MAP HISTOGRAM FROM THE COMMON MODE CORRECTED DATA*******#\n",
     "hn_CM2,cn_CM2 = np.histogram(noiseMapCM_2nd.flatten(), bins=200, range=(2,40))\n",
@@ -947,7 +1101,7 @@
     "                       lut_label='Noise (ADU)', x_range=(0,y), y_range=(0,x), vmax=2*np.mean(noiseMapCM_2nd), \n",
     "                       title = 'Final Common Mode Corrected Noise (Bad Pixels Excluded)', \n",
     "                       panel_x_label='Columns Stat (ADU)', panel_y_label='Rows Stat (ADU)')\n",
-    "#fig.savefig('NoiseMap_Corr_2.pdf', format='pdf', dpi=400, bbox_inches='tight') "
+    "#fig.savefig('NoiseMapCM_2nd.pdf', format='pdf', dpi=400, bbox_inches='tight') "
    ]
   },
   {
@@ -961,9 +1115,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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aNHTkyJGjIkKDBw9efc8998z/6le/umzixIk7jhgxYtTo0aPf2GOPPV5vfOyRRx65csqUKXUjRowYtfPOO781ZsyYzGss5yW7Jd3TwtMREQeWUccw4I6I2D19fCHwUsmA9FYR8fXW6vGS3dbVecnu4nSFJbtzPXOIiAPac3w6q2l/YBtJC4HJwPeB30g6GfgncHR74zQzs5YVNodX0u7AKKB3Q1lEXNv8ERARxzbz1AdyDM3MzFpR1GylySRnAKOAO4EPAw+w4fULZmZWpYq6zuEokm/7SyLiJGAM0KugtszMLGdFJYc3I2I9sFZSP5IZRjsV1JaZmeWsqDGH6ZK2BC4HZpCsq/RQQW2ZmVnOiroI7j8j4l8R8Qvgg8AJafeSmVmrWluy+/rrr9/inHPO2a5yEXZ+eV8E9wRwPXBDRDwDEBEL8mzDzDq/1pbsPu6441YCK1uowtop7zOHY4HNgbslPSjpdEnb59yGmXUBLS3ZffHFF2/96U9/eijAkUceOezEE08cMm7cuJGDBw/e46qrrvKy/jnI+yK4WcAs4GxJ7wKOAf4haT4wNSIuz7M9MyvWuX89d8j8V+bnumT3Lv13eeM7+36nXUt2N7Z06dKe06dPf3LmzJm9jzjiiF1OOumkV/KMuSsqbMnuiPhHRHwZ+DTQn2SfBjOzsrS0ZHdjhx566L+6d+/O+PHj33rppZd6dlSMnVlRF8HtTdLFdCSwAJgC3FhEW2ZWnHK+4RepuSW7G+vdu/fbi8TluV5cV5b3gPR3SbqSXgFuAPaNiIV5tmFmXcepp566Yosttlg3YcKEN++4446+lY6nK8n7zGE18OGIeCrnes2sC2puyW4rXq5LdhdJ0gJgFbAOWNvaUsRestu6Oi/ZXRwv2V19DogI/6c1MytYYbOVzMysdtXCNqFvH05ycV0Al0XElHbUZWZmLci7W+nH6c/eQD3JBXEC9gQeBPZrR937RsQiSdsC0yQ9GRH3lb5A0iRgEsDQoUPb0ZSZWdeWa7dSRByQbhX6PLBXRNRHxHhgHDC/nXUvSn8uA24FJjTxmilpm/V1dXXtac7MrEsrasxhZETMbngQEXOAsW2tTNJmkvo23Ac+BMxpd5RmZtakopLDXElXSNpf0vslXQ7MbUd9A4AHJM0i2RfidxHxh1wiNbOq09qS3Va8oqayngScCnwpfXwfcGlbK4uIZ0m2GjWzLqC1JbuteEVt9vMW8AvgrIg4IiIuSsvMzMrS0pLd99xzz6bjxo0budtuu40aN27cyFmzZvUCOO+88wYcffTRwwAeeuihPsOHDx+9atUqT9lvg6IW3jsUuBDYBNhR0ljg2xFxaBHtmVkxFp3zjSGrn3461yW7ew0f/sb2372gXUt2jxkz5q2HHnroyZ49e/Lb3/6279e//vXBd9111zPnnnvu0n322WfXa6+9dssf/vCHA3/2s58t6Nu37/o84+8qiupWmkwym+hegIiYKWlYQW2ZWSfU0pLdL7/8cvdjjjlmxwULFvSWFGvWrBFA9+7dufbaa5+rr68ffdxxxy3/0Ic+9Hploq99RSWHtRGxUlJB1ZtZRyjnG36Rmluy+8wzzxz0/ve/f9W0adOemTdv3iYHHnjgrg3PzZ07t/emm266fsmSJd7XoR2K6oubI+mTQHdJwyVdAvytoLbMrJM69dRTV5xxxhmLJkyY8GZp+auvvtp98ODB/wa47LLLtmkof+mll7p/9atfHfLnP//5yZdffrmHtwxtu6KSwxeA0SRLeE8FXgVOL6gtM+ukmluy+8wzz1xy3nnnDd5rr71Grlu37u3yU045ZcjJJ5+8fM8991x9zTXXLJg8efKgF198sdYWGK0KNbNk98bykt3W1XnJ7uJ4ye42kjQC+CowrLSNiDiwiPbMzCxfRZ1u3UhyncMVJJvzmJlZDSlytlKbr4g2M7PKKmpA+v8k/aekgZK2argV1JaZ5Wv9+vXrPQ+9Gem/Tae/sK6oM4cT0p9fKykLYKeC2rNKW/E0PHcfbLcnDNm70tFY+8xZvnz5qLq6upXdunXrnDNW2mj9+vVavnz5FnSBVaELSQ4RsWPrr7JOZeF0+N1XYN8vOTnUuLVr1352yZIlVyxZsmR3vJVwY+uBOWvXrv1spQMpWlGzlT7eRPFKYHa6WU9b6jwE+B+gO3BFRHy/HSFa3kYfDjsfCJvkugyPVcD48eOXAV4HrYsrqlvpZODdwD3p4/2BfwAjJH07Iv53YyqT1B34GfBBYCHwsKTbI+KJ/EK2dunZJ7mZWadQ1CnjemC3iDgyIo4ERpFcLb0PcGYb6psAzI+IZyPi38ANwGG5RWtmZhsoKjkMi4ilJY+XASMi4mWgLRt2DAJKFwBbmJaZmVkBiupWul/SHSQXwwEcCdyX7v/8rzbU19S0uswsCkmTgEnpw9WSqnlGwTZANS9R4Pjar9Ix7lDBtq3GFbK2kpK1uo8E9iX5YH8AuDna2JikdwPnRcTB6eOzASLiey0cM70t68p0FMfXPtUeH9RGjGbNKWoqawA3pbc8PAwMl7Qj8CIwEfhkTnWbmVkjuSYHSQ9ExH6SVrFht49Icka/ttQbEWslfR64i2Qq65UR8Xj7IzYzs6bkmhwiYr/0Z988603rvBO4cyMOmZJ3DDlzfO1T7fFBbcRo1qSixhx2BhZGxGpJ+wN7AtdGRFsGo83MrIMVNZX1ZmCdpF2AXwI7Ar8qqC0zM8tZYRfBRcRa4AjgvyPiy8DAgtoyM7OcFZUc1kg6lmR11jvSsp4FtWVmZjkrKjmcRLK20gUR8Vw6BfW6gtoyM7OcFTIgvUEDUn9gSEQ8VmhDjWyzzTYxbNiwjmyyy5sxYxHjx29f6TAsNWPGjBURUdfa6xr/rbw1dy7dt9ySngPdE9xe5f4OqlFRS3bfS7Lkbw9gJrBc0l8i4itFtNeUYcOGMX369I5qzgDpfKZPn1zpMCwl6flyXtf4b2Xe3hPY4ojD2e6ccwqLraso93dQjYrqVtoiIl4FPg5cFRHjgYMKasvMzHJWVHLoIWkg8AneGZA2M7MaUVRy+DbJUhfzI+JhSTsBTxfUlpmZ5ayohfdu5J3luomIZyV5W08zsxpR1H4OAEgaRbKC6rEke0h7+WIzsxqQe3KQtANJMjgWWEuy4Uh9RCzIuy0zMytGrmMOkv5GsnJqT+CodJbSqq6UGKTzKx2CmVm75T0gvRzoCwwAGi78KPYquyoTMdkJwsxqXq7JISIOA/YAHgHOl/Qc0F/ShDzbqXYRvhDMzGpb7mMOEbESuBK4UtK2wDHAf0saEhFD8m7PzMzyV9R1DgBExLKIuCQi3gPsV2Rb1cTdSmZW6/IekJ4iaY9mnl4h6TOSjsuzzWrkbiUzq3V5dyv9HDg3TRBzSAaoewPDgX4k3U3X59ymmZnlLNfkEBEzgU9I2pzkgreBwJvA3IiYl2dbZmZWnKKWz3gNuLeIuquNdL67kcys0ylkQFrSB4uotxo5MZhZZ5R7cpB0AnBG3vXWCs9UMrPOINduJUnnAB8EPppnvbXEZxJm1hnkPeYwGdgtIt7IuV4zM+tAeXcrnQTcJGmbnOs1M7MOlPdU1l9JWgL8li50RbSZWWdTxNpKf5a0LO96zcys4xQylTUi5hRRr5mZdYwiprKOlPSB9Crp0vJD8m7LzMyKkffCe18EbgO+AMyRdFjJ09/Ns61q5esczKwzyHvM4f8B4yPiNUnDSGYuDYuI/wGUc1tVydc5mFlnkHdy6J6uq0RELJC0P0mC2IEukhzMzDqDvMcclkga2/AgTRQfA7Yh2T7UzMxqQN7J4dPAktKCiFgbEZ8G3pdzW2ZmVpC8L4Jb2MJzf82zLTMzK06he0ibmVltcnIwM7OMwpKDpCslLZM0p6Ts15JmprcFkmam5cMkvVny3C9Kjhkvabak+ZIuluRZT2ZmBStkm9DU1cBPgWsbCiLimIb7kn4MrCx5/TMRMZasS4FJwD+AO4FDgN8XEK+ZmaUKO3OIiPuAl5t6Lv32/wlgakt1SBoI9IuIv0dEkCSaw/OO1czMNlSpMYf3Aksj4umSsh0lPSrpL5Lem5YNAkpnQC1My5okaZKk6ZKmL1++PP+ozToJ/61YayqVHI5lw7OGxcDQiBgHfAX4laR+NH1VdTRXaURMiYj6iKivq6vLNWCzzsR/K9aaIsccmiSpB/BxYHxDWUSsBlan92dIegYYQXKmMLjk8MHAoo6L1sysa6rEmcNBwJOlF8xJqpPUPb2/EzAceDYiFgOrJL0rHaf4NMmqr2ZmVqAip7JOBf4O7CppoaST06cmkh2Ifh/wmKRZwE3AKRHRMJh9KnAFMB94Bs9UMjMrXGHdShFxbDPlJzZRdjNwczOvnw7snmtwZmbWIl8hbWZmGU4OZmaW4eRgZmYZTg5mZpbh5GBmZhlODp2MdH6lQzCzTsDJoZOJmFzpEMysE3ByMDOzDCcHMzPLcHIogPv9zazWOTkUwP3+ZlbrnBzMzCzDycHMzDKcHMzMLMPJwczMMpwczMwsw8nBzMwynBzMzCzDycHMzDKcHMzMLMPJwczMMpwccuZ1lcysM3ByKIAThJnVuh6VDqCz8aJ7ZtYZ+MzBzMwynBzMzCzDycHMzDKcHMzMLMPJwczMMpwczMwsw8nBzMwynBzMzCzDycHMzDKcHMzMLMPJwczMMpwczMwsw8nBzMwynBzMzCzDycHMzDKcHMzMLMPJwczMMgpLDpKulLRM0pySsvMkvShpZnr7SMlzZ0uaL2mepINLysdLmp0+d7EkFRWzmZklijxzuBo4pInyiyJibHq7E0DSKGAiMDo95ueSuqevvxSYBAxPb03VaWZmOSosOUTEfcDLZb78MOCGiFgdEc8B84EJkgYC/SLi7xERwLXA4cVEbGZmDSox5vB5SY+l3U7907JBwAslr1mYlg1K7zcuNzOzAnV0crgU2BkYCywGfpyWNzWOEC2UN0nSJEnTJU1fvnx5e2NtE+n8irRrtjGq4W/FqluHJoeIWBoR6yJiPXA5MCF9aiEwpOSlg4FFafngJsqbq39KRNRHRH1dXV2+wZcpYnJF2rWupb1fQqrhb8WqW4cmh3QMocERQMNMptuBiZJ6SdqRZOD5oYhYDKyS9K50ltKngds6MmYzs66oR1EVS5oK7A9sI2khMBnYX9JYkq6hBcDnACLicUm/AZ4A1gKnRcS6tKpTSWY+9QF+n97MujSfoVrRCksOEXFsE8W/bOH1FwAXNFE+Hdg9x9DMzKwVvkLarIKk8z2JwapSYWcOZtY6dw9ZtfKZg5mZZTg55MxdBGbWGTg55MzdBGbWGTg5mJlZhpNDztytZGadgZNDztytZGadgZNDznzmYGadgZODmZllODnkzN1KZtYZODmYmVmGk4OZmWU4OZiZWYaTg5mZZTg5mJlZhpODmZllODmYmVmGk4OZmWU4OeTIWz6aWWfhbUJz5Kujzayz8JmDmZllODkUwF1LZlbrnBzMzCzDyaEAHnsws1rn5GBmZhlODmZmluHkYGZmGU4OZmaW4eRgZmYZTg5mZpbh5GBmZhlODmZmluHkYGZmGU4OZmaW4eRgZmYZTg5mZpbh5GBmZhlODmZmluHkYGZmGU4OZmaWUVhykHSlpGWS5pSUXSjpSUmPSbpV0pZp+TBJb0qamd5+UXLMeEmzJc2XdLEkFRWzmZklijxzuBo4pFHZNGD3iNgTeAo4u+S5ZyJibHo7paT8UmASMDy9Na7TzMxyVlhyiIj7gJcbld0dEWvTh/8ABrdUh6SBQL+I+HtEBHAtcHgR8ZqZ2TsqOebwGeD3JY93lPSopL9Iem9aNghYWPKahWmZmZkVqEclGpX0DWAtcH1atBgYGhEvSRoP/FbSaKCp8YVood5JJF1QDB06NN+gzToR/61Yazr8zEHSCcDHgOPSriIiYnVEvJTenwE8A4wgOVMo7XoaDCxqru6ImBIR9RFRX1dXV9RbMKt5/lux1nRocpB0CHAmcGhEvFFSXiepe3p/J5KB52cjYjGwStK70llKnwZu68iYzcy6osK6lSRNBfYHtpG0EJhMMjupFzAtnZH6j3Rm0vuAb0taC6wDTomIhsHsU0lmPvUhGaMoHaefqw9fAAAgAElEQVQwM7MCFJYcIuLYJop/2cxrbwZubua56cDuOYZmZmat8BXSZmaW4eRgZmYZTg5mZpbh5GBmZhlODmZmluHkYGZmGU4OOZPORzq/0mGYmbWLk0POIiYTMbnSYXRJTspm+XFysE7DSdksP04OZmaW4eRgZmYZTg5mZpbh5GBmZhlODmZmluHkUABPqTSzWufkYGZmGU4OBfB8ezOrdU4OZmaW4eRgZmYZTg4F8IC0mdW6FpODEkM6KpjOwmMOZlbrWkwOERHAbzsoFjMzqxLldCv9Q9LehUdi1gW5C9KqVY8yXnMAcIqkBcDrgEhOKvYsMjCzrsBdkFatykkOHy48CjMzqyqtditFxPPAEODA9P4b5RxnZma1q9UPeUmTgTOBs9OinsB1RQZlZmaVVc4ZwBHAoSTjDUTEIqBvkUGZmVlllZMc/p1OaQ0ASZsVG5KZmVVaOcnhN5IuA7aU9P+APwKXFxuWmZlVUquzlSLiR5I+CLwKjAC+FRHTCo/MzMwqppyprACzgT4kXUuziwuntjVc0OS562ZW68qZrfRZ4CHg48BRJFdMf6bowGpRxGQnBjPrFMo5c/gaMC4iXgKQtDXwN+DKIgMzM7PKKWdAeiGwquTxKuCFYsIxM7Nq0OyZg6SvpHdfBB6UdBvJmMNhJN1MZmbWSbXUrdRwodsz6a3BbcWFY2Zm1aDZ5BARXkvYzKyLanVAWlI98A1gh9LXe8lua8ofpQ0eHxRRoUiszbp145VfTeVfN91c6UhqSrdevRh61ZX0Hjmy0qHkopzZSteTzFiaDawvNhyrRe8khPNaeC7hZFH9tvvGObw198lKh1FT1r38Mitvu41/P//PLpUclkfE7YVHYjWn8Qf/tCaSQ1PHOEFUty0OPZQtDj200mHUlLfmPcXK2zrXcGw5yWGypCuAPwGrGwoj4pbCorKq1zgxtOVYJwmz6lXOdQ4nAWOBQ4D/SG8fa+0gSVdKWiZpTknZVpKmSXo6/dm/5LmzJc2XNE/SwSXl4yXNTp+7WGrHp5Lloj2JoYh6zCx/5SSHMRFRHxEnRMRJ6a2c5TOuJkkopc4C/hQRw0nORM4CkDQKmAiMTo/5uaTu6TGXApOA4emtcZ3WgfL+QHeCMKtO5SSHf6Qf3hslIu4DXm5UfBhwTXr/GuDwkvIbImJ1RDwHzAcmSBoI9IuIv6d7Slxbcox1MH+Qm3Ud5SSH/YCZaXfPY2kXz2NtbG9ARCwGSH9um5YPYsMlORamZYPS+43LmyRpkqTpkqYvX768jSG2X8PqrFYeJ52OVy1/K1a9yhmQ7ohunKY+HaKF8iZFxBRgCkB9fX3FRjs748qs1fAB7iXR81MtfytWvcpJDnn+x1kqaWBELE67jJal5QuBISWvGwwsSssHN1FunUw5U1ydFMw6TjndSr8D7kh//gl4Fvh9G9u7HTghvX8C76zTdDswUVIvSTuSDDw/lHY9rZL0rnSW0qfx2k5mZoUrZ5vQPUofS9oL+Fxrx0maCuwPbCNpITAZ+D7JntQnA/8Ejk7beFzSb4AngLXAaRGxLq3qVJKZT31IklJbE5O1UTV0KZlZxyp3m9C3RcQjkvYu43XHNvPUB5p5/QXABU2UTwd236ggzcwKdOuN3+fNaXdy0J7HoG5i3YoVlQ4pd+UsvPeVkofdgL2Aqp/esP7RGby5ub/x1hL/vqxWvHX37xh3/wpeuu+nG5Rrk54Viih/5Zw59C25v5Zk7MHLNXYh+25W6QjMqsvrwwaw6MkVDOu3M+om1r+1mjUvvED8e02lQ8tNOWMONTlpv9u48fSZPh3Y8LoDz3jZeB015uC1lnLmsaLCfPYbNyUbGaTemvcUzx12WOUCKkBL24ReRfPTWCMiTi4mJKs2B0V4UNqsi2npzOGOJsqGAqcD3Zt4zszMOomWtgl9e1xB0k7AOcD7SKaj/rL40MzMrFJavAhO0m6SrgP+D3gAGBURl0bEvzskOusyPN5gVl2aTQ6SbgTuBP5OcjHb7UC/dE+GrTomPKsW/vA261paGnPYm2RA+qvAGWlZw6hkADsVGJd1IU48ZtWnpTGHYR0Yh9WAImYtOTGYVadyFt4ze1ueH+ZODGbVy8nBNloeH+pODGbVbaMX3jODdz7c29LN5MRQ3V7/x4Osnj+/0mHUlLVLl1Y6hNyVs/Det4H7gb9FxOvFh2S1pNwk4YRQO1788pdZ98orlQ6j9nTrRo9t6yodRW7KOXNYABwLXCxpFUmiuC8ivOmOvc0f/p1HrF3Llp/4BHVfPr3SodQU9exJ9803r3QYuSln4b0rgSslbQd8gmRq6yQ2XK3VzDoR9e5Fj/79Kx2GVVA53UpXAKOApSRnDUcBjxQcl5mZVVA5s5W2Jllo71/Ay8CKiFhbaFRmZlZR5XQrHQHJOkvAwcA9krpHxOCigzMrSsMeH97fw6xp5XQrfQx4L8mKrP2BP5N0L5nVLCcFs5aVM1vpw8B9wP9ExKKC4zEzsypQTrfSaZIGAHtL2gt4KCKWFR+amZlVSqsD0pKOBh4CjiaZyvqgpKOKDszMzCqnnG6lbwJ7N5wtSKoD/gjcVGRgZmZWOeVMZe3WqBvppTKPMzOzGlXOmcMfJN0FTE0fHwP8vriQzMys0soZkP6apI8D+5HsBDclIm4tPDIzM6uYspbsjohbgFsAJHWXdFxEXF9oZGZmVjHNjh1I6ifpbEk/lfQhJT4PPEsya8nMzDqpls4c/hd4Bfg78Fnga8AmwGERMbMDYjMzswppKTnsFBF7wNsrs64AhkbEqg6JzMzMKqalKalrGu5ExDrgOScGM7OuoaUzhzGSXk3vC+iTPhYQEdGv8OjMzKwimk0OEdG9IwMxM7Pq4Sudzcwsw8nBzMwynBzMzCzDycHMzDKcHMzMLMPJwczMMpwczMwso8OTg6RdJc0sub0q6XRJ50l6saT8IyXHnC1pvqR5kg7u6JhrlXR+pUMwsxpV1pLdeYqIecBYSJb/Bl4EbgVOAi6KiB+Vvl7SKGAiMBrYHvijpBHpkh5mZlaASncrfQB4JiKeb+E1hwE3RMTqiHgOmA9M6JDozMy6qEonh4m8s/0owOclPSbpSkn907JBwAslr1mYlmVImiRpuqTpy5cvLyZis07AfyvWmoolB0mbAIcCN6ZFlwI7k3Q5LQZ+3PDSJg6PpuqMiCkRUR8R9XV1dTlHXHsiJlc6BKtS/lux1lTyzOHDwCMRsRQgIpZGxLqIWA9czjtdRwuBISXHDQYWdWikZmZdTCWTw7GUdClJGljy3BHAnPT+7cBESb0k7QgMBx7qsCjNzLqgDp+tBCBpU+CDwOdKin8oaSxJl9GChuci4nFJvwGeANYCp3mmkplZsSqSHCLiDWDrRmWfauH1FwAXFB2XmZklKj1byczMqpCTg5mZZTg5mJlZhpODmZllODmYmVmGk4OZmWU4OZiZWYaTg5mZZTg5mJlZhpODmZllODmYmVmGk4OZmWU4OZiZWYaTg5mZZTg5mJlZhpODmZllODmYmVmGk4OZmWU4OZiZWYaTg5mZZTg5mJlZhpODmZllODmYmVmGk4OZmWU4OZiZWYaTg5mZZTg5mJlZhpODmZllODmYmVmGk4OZmWU4OZiZWYaTg5mZZTg5mJlZhpODmZllODmYmVmGk4OZmWU4OZiZWYaTg5mZZTg5mJlZhpODmZllODmYmVlGRZKDpAWSZkuaKWl6WraVpGmSnk5/9i95/dmS5kuaJ+ngSsRsZtaVVPLM4YCIGBsR9enjs4A/RcRw4E/pYySNAiYCo4FDgJ9L6l5UUNL5RVVtZlYzqqlb6TDgmvT+NcDhJeU3RMTqiHgOmA9MKCqIiMlFVW1mVjMqlRwCuFvSDEmT0rIBEbEYIP25bVo+CHih5NiFaZmZmRWkR4Xa3TciFknaFpgm6ckWXqsmyqLJFyaJZhLA0KFD2x+lWSflvxVrTUXOHCJiUfpzGXArSTfRUkkDAdKfy9KXLwSGlBw+GFjUTL1TIqI+Iurr6uqKCt+s5vlvxVrT4clB0maS+jbcBz4EzAFuB05IX3YCcFt6/3ZgoqReknYEhgMPdWzUZmZdSyW6lQYAt0pqaP9XEfEHSQ8Dv5F0MvBP4GiAiHhc0m+AJ4C1wGkRsa4CcZuZdRkdnhwi4llgTBPlLwEfaOaYC4ALCg7NzMxS1TSV1czMqoSTg5mZZTg5mJlZhpODmZllODmYmVmGk4OZmWU4OZiZWYaTg5mZZTg5mJlZhpODmZllODmYmVmGk4OZmWU4OZiZWYaTg5mZZTg5mJlZhpODmZllODmYmVmGk4OZmWU4OZiZWYaTg5mZZTg5mJlZhpODdXrS+ZUOwazmODlYpxcxudIhmNUcJwczM8twcjAzswwnBzMzy3ByMDOzDCcHMzPLcHIwM7MMJwczM8twcjAzswwnBzMzy3ByMDOzDCcHMzPLcHIwM7MMJwczM8twcjAzswwnBzMzy3ByMDOzDCcHMzPLcHIwM7OMDk8OkoZIukfSXEmPS/pSWn6epBclzUxvHyk55mxJ8yXNk3RwR8dsZtbV9KhAm2uBMyLiEUl9gRmSpqXPXRQRPyp9saRRwERgNLA98EdJIyJiXYdGnSPpfO9rbGZVrcPPHCJicUQ8kt5fBcwFBrVwyGHADRGxOiKeA+YDE4qPtDhODGZW7So65iBpGDAOeDAt+rykxyRdKal/WjYIeKHksIW0nEzMzKydKpYcJG0O3AycHhGvApcCOwNjgcXAjxte2sTh0UydkyRNlzR9+fLlBURt1jn4b8VaU5HkIKknSWK4PiJuAYiIpRGxLiLWA5fzTtfRQmBIyeGDgUVN1RsRUyKiPiLq6+rqinsDZjXOfyvWmkrMVhLwS2BuRPykpHxgycuOAOak928HJkrqJWlHYDjwUEfFa7VPOr/SIZjVnErMVtoX+BQwW9LMtOwc4FhJY0m6jBYAnwOIiMcl/QZ4gmSm02m1PFPJOp4nAJhtvA5PDhHxAE2PI9zZwjEXABcUFpSZmW3AV0ibmVmGk4OZmWU4OZiZWYaTg5mZZTg5mJlZhpODmZllODmYmVmGk4OZmWU4OZiZWYaTg5mZZTg5mJlZhpODdSivkGpWG5wczMwsw8kh5W+0HcPLZ5vVBieHlD+0zMze4eRgZmYZTg5mZpbh5GBmZhlODmZmluHkYGZmGU4OZmaW4eRgZmYZTg7W6fkCR7ON5+RgnV6lL3B0crJa5ORgZmYZTg5mBav0mYtZWzg5mJlZhpODmZllODmYmVmGk4OZmWU4OZiZWYaTg5mZZTg5mJlZhpODmZllODmYmVmGk4OZmWU4OXQhXgDOzMrl5NCFeI0fMyuXk4OZmWU4OZiZWYaTg9U8j6WY5c/JwWqex1LM8lczyUHSIZLmSZov6axKx2Nm1pnVRHKQ1B34GfBhYBRwrKRRlY3KzKzzqonkAEwA5kfEsxHxb+AG4LAKx2Rm1mn1qHQAZRoEvFDyeCGwT+MXSZoETEofrpY0J/ua84qIry22AVZUOogWOL72q3SMOzT3RKt/K9Mfhm98o73tF/X+i6i3qFh3LaDODlEryUFNlEWmIGIKMAVA0vSIqC86sLZyfO1T7fFBdcfYEX8rtVRvkbHmXWdHqZVupYXAkJLHg4FFFYrFzKzTq5Xk8DAwXNKOkjYBJgK3VzgmM7NOqya6lSJiraTPA3cB3YErI+LxVg6bUnxk7eL42qfa44PaiBGKi7OW6q2lWDuEIjJd92Zm1sXVSreSmZl1ICcHM6spkjarpXprVadLDtWwzIakIZLukTRX0uOSvpSWbyVpmqSn05/9S445O415nqSDOyjO7pIelXRHlca3paSbJD2Z/lu+u5pilPTl9Pc7R9JUSb2rKb62kNRTUs8C6t1V0ntyqGd74GZJH8shrELrTf++3pPH+66IiOg0N5LB6meAnYBNgFnAqArEMRDYK73fF3iKZNmPHwJnpeVnAT9I749KY+0F7Ji+h+4dEOdXgF8Bd6SPqy2+a4DPpvc3AbaslhhJLsx8DuiTPv4NcGK1xNeG99Mb+CDwe+DXwMdzrHsMyXT0pcCH2lnX5iQX770BjMgxxtzrBfql/yeeBD5W6d/xRsdf6QByfTPwbuCuksdnA2dXQVy3pX9484CBadlAYF5TcZLMynp3wTENBv4EHFiSHKopvn7ph68alVdFjLxz1f5WJLP+7gA+VC3xbeR76Q98nmR6+InAvukH2q451D0KeJZkuZsJwEzgP9pR3zbA1cANOf8bFFJvWvc44DFgl0r/rjfm1tm6lZpaZmNQhWIBQNIwkv8cDwIDImIxQPpz2/RllYj7v4GvA+tLyqopvp2A5cBVadfXFWmfcFXEGBEvAj8C/gksBlZGxN3VEl+50uuGPgnsCVwYEVdHxF+BF0kSX3sdQHLW90BEPAR8jeR325ZYtwZ+AfSKiIkl5d3bE2BJvZs01CtpfFsW95Sk9GePhrgi4lHgFZIk/PZrql1nSw5lLbPRUSRtDtwMnB4Rr7b00ibKCos77VddFhEzyj2kibKi/117AHsBl0bEOOB1km6a5nT0v2F/km/DOwLbA5tJOr6lQ5ooq4Z55PsCHwOui4j7JXWTdCRJcmjT0g9KAUTEz4DzgZskbRER0yLifzairoYP1G1IrhlYExHHpmXHSzoTuF7Shzcyxsb1ro6IT6Zl+wInA7/b2HqBhvGa3sBASXWSpgCzgWfThDF4I+usiJq4CG4jVM0yG+mg3s3A9RFxS1q8VNLAiFgsaSCwLC3v6Lj3BQ6V9BGS/8T9JF1XRfE1tLkwIh5MH99EkhyqJcaDgOciYjmApFuA91RRfK1KP6g+B9waEfelj/cD3kWSGNa3dHwL3k9ydnBl+viXwBEkY0YrNyK+3sBvJN1Jcmbz75LE8J20zh+Q/DteLOn4kv8vG1PvmxFxfPrcBOAo4BGSLrDvS1ofEXe1UqeAE4BzJd1P8rveKo3tUeAh4Ofp+3+3pLMi4nfl/ltURKX7tfK8kSS7Z0m+zTUMSI+uQBwCrgX+u1H5hWw4WPnD9P5oNhysfJYOGqwE9uedMYeqig+4n7TfGzgvja8qYiRZFfhxYNP0930N8IVqia/M99CNpJ/9hPTxJ0kG1P8L6NeOekcCTwBHpo8/QzJgv2kb6toTWEI6dpOWfYeki25oSdkU4P3trLcPScJ5BjgkLdufpCusTxl1jibpZvxe+rhh7Gl7YAFJN+6gtM45wJBK/v5bfT+VDiD3NwQfIZkd9AzwjQrFsB9Jl8FjJN8+ZqZxbU0yCPx0+nOrkmO+kcY8D/hwB8a6P+8kh6qKDxhL8g32MeC3JH22VRMjSXfJk+kf+v+mH/xVE1+Z72EcSZL7M3AdcEp7EkNJvaOBGcAfgKnAUe2oaw9gflrnESRJtjQx9Ev/f+zdhnqfAnZrVH4K8Edg6/Rx742oc3j6vo9PH++UJoyz08cCBgCXkYxxVPz/QHM3L59h1sVJGkAys2oWQOT0oVBS7z+BV9pTr6TBJFPVPwKsj4jLSp57gOQM4OQ21DuQJOG8HhHXpGUi2VDsWxExrw117kEy++u7wGTg2Yj4r5LnzyA58zwpIl7f2Po7SmcbczCzjRQRS0muQajaeiNiISSziEimODcMJt8KLGlIDJK0MUkokrGhPwC/lvRaRNxMMh60FUnXdFtinS3pdGAN8BZJoiGN74vAGcAB1ZwYwAvvmVkNkbQ7cCPJWU4P4KWI+Fz63EYlhibqvYqki20wMDcivtDOWLcg6Vr8KXAv8AngSyQXAj4uqVtEtHXQv3BODmZWUyTtSHL9yKqIeCIta3NiKKl3B5JusJ4RcX8e9aZdTFeRjEP0Ar4bEU9Ve2IAJwczq3F5JIYi65XUPyJekdQ7It6qhcQATg5mZh2iqCRWlM52hXSXImk7STdIekbSE5LulDSihdcPkzSng2O8VyWbrEuql3RvTnWfKOmnedRlVrRaSgzg5FCz0ul2twL3RsTOETEKOIdkDnW12bYNyxAUrr1r8ph1Zk4OtesAknVmftFQEBEzI1kfR5IuVLLPwGxJxzQ+uPG3bkl3SNo/vf+apB9ImiHpj5ImpGcAz0o6tOT4WyT9QcneBT9sIdYLgW/mHUNqSBrDPEmTS+o6XtJDkmZKuqwhEaT1flvSgySr+JpZE5wcatfuJDMgmvJxkquLx5CsAXRherFPuTYjOSMZD6wiWU7hgyQXC3275HVjgWNIrjQ9RtKQxhWl/g6slnRAATFMAI5LYzk67bbaLY1r34gYC6xLX9NQ75yI2CciHtiIeMy6FF8E1zntB0yNiHUkC8H9BdibZBmKcvybZNkDSFaTXB0RayTNBoaVvO5PEbESQNITwA5suCx1qf8iOXs4M+cYpkXES2kMt5C897XAeODhpPeNPryzAN46kgURzawFPnOoXY+TfAA2pZz14tey4e+/d8n9NSWDZ+uB1QDp9LvSLxSrS+6vo4UvGxHx57SNd+UcQ+NBviBdCC8ixqa3XSPivPT5t9KkaWYtcHKoXX8Gekn6fw0FkvaW9H7gPpJunu6S6oD3kSwZXGoBMFbJ+v1DSLpninYBycqUecbwQSX7NvcBDgf+SnJV6lGStoW398beoX2ht52a2VO80Ws+Kenfkpoamxkn6YpGZbdJ+ns7YvpbW4/diDbulVTfqOw8Sd9rVDZW0tyNrauNMY1VslT9xhyzv6SV6fjVY+kY2LatH7lBHU3Gn5bPkzRL0l8l7ZqWX6E2bDaUHrtAydIizT1/g6ThrdXj5FCj0m/VR5B8OD4j6XGSZa0XkcxieoxkiYE/A1+PiCWNqvgryRo1s0l2NHukA2K+k2R3tzxjeIBkRdSZwM0RMT29avabwN2SHgOmkVz5WilrgTMiYjeSM6fTSv/wJR1IkjRHkfw+T2x0/DnAJSWv35JkI6QtlVwtvNEiolKb3k8lGQ8qNZFkL/OOMJZk8b6NdX96Fron8DBwWo4xHRcRY0iWfb8QICI+23D1dwEuZcMvaU2r9LKwvvnW1W6ke4qn9/cA/kayvSgkA+Z3Awenj/tSsudAWnYyycYxk9lwX+qjSZYPnwXcl5aNJjlrnEnyhWF4Wv5a+rNbWtfjJPtg30m6vDbJmd35JEl7NjCyJMYrST4kHwUOS8v7kCwy9xjwa5KtceubeP+PAPuUPH62JK5LSZZpfxw4v+Q19zbU1RB7ev8o4Or0fh3JeNLD6W3fRu1uQrJC7PL03+MYkgX2fpvG/A9gzybi3Z93lrUXyVpJp6ePJ6S/v0fTn7tu5L9F6fsaCTxRWk4yjvc0yR7X3Uj2OPlQ+prjS363l5HuD5L+3rZJf0+/S/8/zAGOKfmdPwf0aPH/aaX/UHzzrSvdSAbT/0mZeyaQTFm+uVHZH4H3AiOAx0rKZwOD0vtbpj8vIflm2vDh2Ce935AcjiJJCN2A7Uj2Oi5NDl9I7/8ncEV6/7u8s1/BliR7ImwGfAW4Mi3fk+SMqakPxK8BF6X33wU8XPLcVunP7ukH5J7p49IP0eaSw6+A/dL7Q0kWz2vc9onAT0seXwJMTu8fCMxs4pj9SXZwm0ky4eLJht8fyV4SPdL7BzX8rjbi36L0fX0N+HUT5Z8l2Qnxa8BladluwP+RrAMFSYL/dMnvbRvgSODykra2KLk/DRjf0v89dyuZdRCVv6d4qYGUdMUp2SNhF+CBiHgKWKtkRVFIuumuTsehGi7w+ztwjpK9lneIiDcb1b8fcGNErI+k6/GeRs83bHE7g3dmiX0IOEvSTJIPsd4kH8bvI9kwiIh4jOZnx91AMibUjaRLaWrJc5+Q9AjJN/HRJF1t5ToI+Gka1+0k29/2beWY/Ui6JYlk0sTWSlZTbayhW2kIyUJ6Ddf1bAHcqGTlgYvSmKH8fwtI9sCeSbJ971cbPxkRV5CcQZ5S8vwHeGdG3sz08U6NDp0NHJReL/TeSGcWppaR7FDXLE9lNesAanpP8XK8yYazuI4h2RHvuXSabj+SD9hvRsQpkvYBPgrMlDQ2In6VXvD3UeAuSZ9NPwTfDq2V9htmpJXORhPJFqAbbISTxtPqEhER8YKkBSR7TR9JejFiOn7yVZId3V6RdHWj9/52FSX3S5/vBry7iQTYkqbef2vv4XbemQ79HeCeiDhC0jCSZFluPQ2Oi4jpzT0paVOSZcQBNie57qdhRt7ZzR0Xyeqv40nGWL4n6e6IaLhGqDfJ/61m+czBrGBKPjV/SdLN8ZONPHwuyZlCg2NJ9jceFhHDSL49Tkzb2TkiHoyIbwErSK4e34lkJ7KLST7U9mxU/wPAkemMsQEkXSituQv4Qvq+kDQuLb+P9GLD9GymcVulppJ8034m0o18SBLd68DKNJbmllxZKmm39MzjiJLyu0l2YCONYWwTx64i+RbeoDTm/YEVZZzV7Uey3SskZw4vpvdPbKbe1v4tWvMD4HrgW8DlaVmrM/IkbQ+8ERHXkUz42Kvk6REk4zrNcnIwK96+wKeAA9PpkDPLnU4ZEU8CW0jqm34zHUoycNrw/HPAq+kZw4VKlkuZQ/LhNIvkTGNO2vUwEri2URM3AwtJBiwvIxk4XUnLvgP0BB5L2/pOWn4psHk6Q+zrZKdPl7qRpAvm7V3SImIWSXfS4yQD3n9t5tizSAbP/wwsLin/IvD/27v3YKvK847j3985h1tEIEpN1RhNGk28EayYRJHGW0xiO2kdUYzQilM7zSQ1lxJbm1hjQmqEdJqZ6EhJkEAiXmLR1hgr5gIjahS8AKIobaIT06KtHQVR4Hjg1z/ed+Nir73PDTjrnMPzmdmz3/OutfZ63r322c9a71p7vRPy5aZPk7ph6i0FjsnbYArpCr8JOeZrgYubrHNSXmY1aVvOyPWzSXvlD/JWVx707L1oSunS9JOAWbYXAe2SLnH3rsg7HliRt/1XSD9ErXaCMGAAAAyeSURBVHVNbrG9gU7ELbtD6OckfZE0sM28Lmfu3euPtL1Z0oGkL7GJLl/6HAaJ/HnaZPvGTucbrMlBOsqpS0350VJXppNptW7IRssUV1I3S7NHyx6Yvz6cbi9vwEhGLekZQQs78ize+QDTkrtJi/W7ztN42fp5erpss2ndjmmHwaC0SPkB6XfW3S13d1nnv4vlZss0md+ADTt2NA6jvly/qmbzbIAltj9OF5RuoT6GdDXTbNsLulomDFySLgF+aLuj0/kGb3I41OnIbwjpPNqIQvlt+bnRtGbzjSi8OOkAcgjptM7eKLflv0fkclsn9W1Nlm8zDG+npbWDtiHbGTq8nda2DtratjO0pZ1WttNKB8NoVN7OMLZ1WR7KNtoalttppYO2huXyers7X8P4tm9n2LZ2WjugtQO0jXThYAfpdGoH6XTq1rry9rp5mpU7W7Y3y9TN/2YHdHTAlloZeCNPfpO0i9Os/Gb+u74McDU8Znu3f1Uc9k1xziGEEEJJJIcQQgglkRxCCCGURHIIIYRQEskhhBBCSSSHEEIIJZEcQgghlERyCCGEUBLJIYQQQkkkhxBCCCWRHEIIIZREcgghhFASySGEEEJJJIcQQgglkRxCCCGURHIIIYRQEskhhBBCSSSHEEIIJYN4mFDdC4ytOo5OjAVerjqIPSTa0j8Nt31c1UGEgWnQJof+TtKjg2V832hL/zSY2hL6XnQrhRBCKInkEEIIoSSSQ3W+W3UAe1C0pX8aTG0JfSzOOYQQQiiJI4cQQgglkRzCHiFpv6pj2BMGSztC2F2RHPoBSe+TdErVcfSWpEOAxZL+qOpYdsdgaQeApFZJpwzkz1WoViSHikn6APBz4E5JZ1cdTy9tAu4AfiTpqKqD2Q2DpR0A+wFHAfMHQ7ILfa+t6gD2ZZKOAe4EPgtsAL4raZjtH1cbWY8NB04B7rK9vupgdsNgaQe2NwELJK0GFkp6xvZ/Vh1XGDjiyKFapwNDgQdsrwAuB95TbUg9I+lA4J+BYbYvLNS3VhdVzxXaMbTWDkkn5gQ+IEhSfm6rvf+2nwBeAd5enCeErsSlrH2s9s/p/MZL+gvgIuBPbG+sMrbukvR2269IGgvMBdptfypPmwYcCpwALLT97xWG2qkG7dhqe2qeNhGYCnwC+Ex/bkeNpKG22yWNBMYA24B/ANqBrwKvAofYfqHCMMMAEd1Kfe8jpKOD+fnvG4FzSf/M/T45SBpO6pO/BxjHrolhJqkts4D/Br4jaZrtRyoLuIkG7dhie1qe9kFgMvA4sAq4VtIO20sqC7gTeYfjYuDvJS0HDgMOIG2DJ4AVwA2kz9fJkq6w/ZOq4g0DQySHvvcicIOkjbYXA9OBzcD/VhpVN9neKmkGcB+w0fb7YGdimA5MtP2bXDeJ1I/f73TSjhGkI59PAkts3ytpPXCSpPttb6ku6sZsW9JKYAiwwfZ0SQfb3pCvwHqIlBwWAUcC10taE0cQoTORHPqY7WcknQ/8IHcpvQL8yPYbFYfWbbbXSPoo6QqrY0lXxXySXRPDKOAgoN+2q9COxZKOtr0uf/nfKekdwJckrbS9TNLDtrdWHHJTtp+SdCZwq6SnbN8k6T3AMmCO7dn5CKMDeBB4qcJwwwAQ5xwqkr98DgZ+A7ziAbghJL0TaAXOAXbYnluY9gDwrO0/ryq+7pJ0MKk77HXbC3OdgFuBq2w/W2V8PSHpeOCvgGtI5xl+bfsbhekzgA8Bl9h+vZoow0AQRw4Vsf0SA3zvzfZvIV3VAzyXy2NJl+e+WEsMktSfk1/ufrkXuE3S5tzd905Sv/3QaqPrGdtPSvoC8CawlZTgAJD0OWAGcHokhtCVOHIIu03SccDtwGrSDsf/2f7LPK1fJ4ai3I7vA0+RksM625dVG1XvSBpN+nHl9aSupQuAzwNn5y6oFts7Kgwx9HORHMIeIendpHMMr9l+OtcNmMRQI+lwUnffENvLc92Aawfs7GL6PvAYMAy4xvb6SAyhOyI5hL1ioH6h1hvo7Sj8lmN4vkIrEkPolkgOIewDBnqSC30vkkMIIYSSuLdSCCGEkkgOIYQQSiI5hBBCKInkEEIIoSSSQ4GkwyQtlbRO0lOSPt9gnosktUu6ssG0EyTNq6v7N0m/3I2YHurtsj1YxzJJE+rqrpb0zbq68ZLW9fS1ehnTeEnn9HCZ0yRtlLRK0hpJP5N0UA9fo2H8uf5ZSaslPSipdqO+eerlmA+Sns+/KG82/VZJR/bmtUPYXZEcdtUBzLB9NPBh4LPFf3xJZwB/AxwDfFTS9LrlvwxcV5h/DPD7wJj8I7Ees13VGMC3AFPq6i4Ebu6j9Y8n3bOpp5bbHm97HLCSNMrenjLV9geAhcC3AGxfWvvR314wh/R5C6HPRXIosL3B9uO5/BqwjnT75tqvTb8BfCwPt3gOcJGkj+Xp+wPjbK8uvOR5wI9J97cpjpJ2vqS1eS/0/lx3rKQVhb3eI3P95vzcIumGfERzt6R7JE3O056X9DVJj0t6UtL7c/1+kuZLWinpCUl/nOtH5L3SNZJuA0Y0eC+eBV6V9KFC9QW5LUiaI+nRHM/XGr2ftdhzebKkBbn8O5IW57hWKg2sU1xuKPB1YEp+P6ZIOkDSv+aYH5Y0rtE6C68hYH/SXW+R9EFJD+X34aHCnn+X70UD9wPvzcsvkzRB0uGS/kPS2LytliuPCS5pWmHbzlXdKHl5O/0kfx7WSqol5eXAWZLiHmih79mOR4MHcATpjqmjujn/6cDiurqfAZNIt7ReU6h/Ejg0l8fk5+tIe6aQbvY2Ipc35+fJwD2khP67pC+9yXna88BlufwZYF4uXwNMq60HWE8aeP6vgfm5fhzpiGlCgzZdDnw7lz8MrCxMOyA/t5Lu3TMu/72s9lq12AvxL8jlm4FTc/ldpHsY1a97OnB94e/rgK/m8hnAqgbLnEYa0GYV8ALwTG37AaOAtlw+q7atevBeFNt1OXBbg/pLgX/J0+fmuqNJOwhD8t83AH9W2G5jSTsR3yusa3Sh/FPgxKr/H+Kx7z3iyKEBpWEWFwNfcBqovTsOpjBgj9Itud9LGh96PdChdGM3SPfTX6A0nkNtL/KXwJcl/S1wuMuDypwK3G57h+0XgaV10+/Iz4+REhvA2cAVklaRvsSGk76M/wC4CdKYBsCaJm26FZgsqYV05HNLYdoFkh4njTR2LKmrrbvOIg04swq4CxiVj7w6cyrwwxzzL4ADlW4uV6/WrXQY6b5Cs3P9aOB2SWuBb+eYofvvBcCiHPNE4Ev1E23PIx2tfLow/UzgRGBlXvZMyuOEP0k6QpglaZJ3HS72f4BDOokphL0iDlfrSBpCSgyLbN/R1fwFW9h11LMppEHdn0s9HIwifcFeafvTubvmD4FVksbbvlnSI7luiaRL85fgztC6WP+2/Lydt7argPNcNx5BjqfLn8bbfkHS86ShTc8DTs7Lv5v05XeS0317FtB4xLfiOorTW4CTGyTAzjRqf1dtuIu0LQFmAkttnyvpCFKy7O7r1Ey1/WjTAKW3ke7mCjASeI0U90Lbf9dsOaeb4Z1I6qr8pqT7bH89Tx5O+myF0KfiyKEg91PfSOrm+KceLr6O3A+dfQr4uO0jbB9B2nu8MK/n92w/Yvsq4GXgMKVRu35t+zukL7X6PvUHgPNyf/Y7SF0oXVkCXJbbhaQTcv39wNRcd1yDdRXdQtrT/pXz+A2kRPc6sDHH8okmy74k6eh85HFuof4+0oA05BjGN1j2NdJeeE0x5tOAl7txVHcq8KtcHg38Vy5Pb/K6Xb0XXZlFGorzKuB7ue7npKOvg/I6DlC68+tOSkN5vmH7JuAfSRcx1BxFuoV4CH0qksOuJgJ/CpyRTx6uUjcvp7T9DDBa0v55z/RdwMOF6c8Bm/IRw7fyieO1pC+n1aQjjbW56+H9wA/qVrEY+C2wFpgLPELqX+/MTNK4wmvyumbm+jnASElrSFfDrOjkNW4ndcHsHDTG6aT7E6QvrfmkbrJGrgDuBn4BbCjUfw6YkE8CP03qhqm3FDimdkIauLq2DHAtcHGTdU7Ky6wmbcsZuX42aa/8Qd7qyoOevRdNSfoIcBIwy/YioF3SJU5XMl0J3JfX8VNSF2TR8cCKvO2/QrrwodY1ucX2BkLoY3HjvT1I0hdJ4xnM63Lm3r3+SNubJR1I+hKbmM8/hEEof5422b6x6ljCvifOOexZc4Dz9+Lr363024mhwMxIDIPeq+ST8CH0tThyCCGEUBLnHEIIIZREcgghhFASySGEEEJJJIcQQgglkRxCCCGURHIIIYRQ8v9lv9W/COH7DAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "bad_pixels = np.zeros(offsetMap.shape, np.uint32)\n",
     "mnoffset = np.nanmedian(offsetMap)\n",
@@ -981,14 +1146,35 @@
     "                       lut_label='2^(Assigned Value to Bad Pixels)', x_range=(0,y), y_range=(0,x), panel_top_low_lim = 0, \n",
     "                       panel_top_high_lim = 20, panel_side_low_lim = 0, panel_side_high_lim = 20, \n",
     "                       title = 'Final Bad Pixels Map', panel_x_label='Columns Stat', \n",
-    "                       panel_y_label='Rows Stat', vmax=20)"
+    "                       panel_y_label='Rows Stat', vmax=20)\n",
+    "#fig.savefig('BadPixelMap_2.svg', format='svg', dpi=1200, bbox_inches='tight') "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "### Statistics on the bad pixels:"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of bad pixels: 27162, i.e. 1.46% of all pixels\n"
+     ]
+    }
+   ],
    "source": [
     "display(Markdown('### Statistics on the bad pixels:'))\n",
     "num_bad_pixels = np.count_nonzero(bad_pixels)\n",
@@ -1012,13 +1198,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+-----------------------------------------------------------------------------------------------------------------------+\n",
+      "|                                       Comparison of Averages of Noise per Pixel                                       |\n",
+      "+---------------------------------------+---------------------------------------+---------------------------------------+\n",
+      "|       Initial Uncorrected Noise       |  CM Corrected Noise, Bad Pixels Incl. |  CM Corrected Noise, Bad Pixels Excl. |\n",
+      "+---------------------------------------+---------------------------------------+---------------------------------------+\n",
+      "|  Entire Detector: 3.86 ADU = 23.57 e- |  Entire Detector: 3.52 ADU = 21.50 e- |  Entire Detector: 3.44 ADU = 20.98 e- |\n",
+      "| Lower Hemisphere: 3.91 ADU = 23.82 e- | Lower Hemisphere: 3.58 ADU = 21.81 e- | Lower Hemisphere: 3.47 ADU = 21.19 e- |\n",
+      "| Upper Hemisphere: 3.82 ADU = 23.31 e- | Upper Hemisphere: 3.47 ADU = 21.18 e- | Upper Hemisphere: 3.40 ADU = 20.76 e- |\n",
+      "+---------------------------------------+---------------------------------------+---------------------------------------+ \n",
+      "\n",
+      "+---------------------------------------------------------------------------------------------------------------+\n",
+      "|                              Comparison of Standard Deviations of Noise per Pixel                             |\n",
+      "+---------------------------+-----------------------------------------+-----------------------------------------+\n",
+      "| Initial Uncorrected Noise | CM Corrected Noise, Bad Pixels Included | CM Corrected Noise, Bad Pixels Excluded |\n",
+      "+---------------------------+-----------------------------------------+-----------------------------------------+\n",
+      "|  Entire Detector: 5.28 e- |         Entire Detector: 4.87 e-        |         Entire Detector: 2.95 e-        |\n",
+      "| Lower Hemisphere: 3.82 e- |        Lower Hemisphere: 3.23 e-        |        Lower Hemisphere: 3.34 e-        |\n",
+      "| Upper Hemisphere: 6.41 e- |        Upper Hemisphere: 6.06 e-        |        Upper Hemisphere: 2.49 e-        |\n",
+      "+---------------------------+-----------------------------------------+-----------------------------------------+\n"
+     ]
+    }
+   ],
    "source": [
     "t0 = PrettyTable()\n",
-    "t0.title = \"Comparison of Means of Noise per Pixel\"\n",
-    "t0.field_names = [\"Initial Uncorrected Noise\",\"CM Corrected Noise, Bad Pixels Incl.\", \"CM Corrected Noise, No Bad Pixels\"]\n",
+    "t0.title = \"Comparison of Averages of Noise per Pixel\"\n",
+    "t0.field_names = [\"Initial Uncorrected Noise\",\"CM Corrected Noise, Bad Pixels Incl.\", \"CM Corrected Noise, Bad Pixels Excl.\"]\n",
     "t0.add_row([\"Entire Detector: {:0.2f} ADU = {:0.2f} e-\".format(np.mean(noiseMap),np.mean(noiseMap)*ADU_to_electron), \"Entire Detector: {:0.2f} ADU = {:0.2f} e-\".format(np.mean(noiseMapCM), np.mean(noiseMapCM)*ADU_to_electron), \"Entire Detector: {:0.2f} ADU = {:0.2f} e-\".format(np.mean(noiseMapCM_2nd), np.mean(noiseMapCM_2nd)*ADU_to_electron)])\n",
     "t0.add_row([\"Lower Hemisphere: {:0.2f} ADU = {:0.2f} e-\".format(np.mean(noiseMap[:x//2,:]), np.mean(noiseMap[:x//2,:])*ADU_to_electron), \"Lower Hemisphere: {:0.2f} ADU = {:0.2f} e-\".format(np.mean(noiseMapCM[:x//2,:]), np.mean(noiseMapCM[:x//2,:])*ADU_to_electron), \"Lower Hemisphere: {:0.2f} ADU = {:0.2f} e-\".format(np.mean(noiseMapCM_2nd[:x//2,:]), np.mean(noiseMapCM_2nd[:x//2\n",
     ",:])*ADU_to_electron)])\n",
@@ -1027,7 +1239,7 @@
     "\n",
     "t1 = PrettyTable()\n",
     "t1.title = \"Comparison of Standard Deviations of Noise per Pixel\"\n",
-    "t1.field_names = [\"Initial Uncorrected Noise\",\"CM Corrected Noise, Bad Pixels Included\", \"CM Corrected Noise, No Bad Pixels\"]\n",
+    "t1.field_names = [\"Initial Uncorrected Noise\",\"CM Corrected Noise, Bad Pixels Included\", \"CM Corrected Noise, Bad Pixels Excluded\"]\n",
     "t1.add_row([\"Entire Detector: {:0.2f} e-\".format(np.std(noiseMap)*ADU_to_electron), \"Entire Detector: {:0.2f} e-\".format(np.std(noiseMapCM)*ADU_to_electron), \"Entire Detector: {:0.2f} e-\".format(np.std(noiseMapCM_2nd)*ADU_to_electron)])\n",
     "t1.add_row([\"Lower Hemisphere: {:0.2f} e-\".format(np.std(noiseMap[:x//2,:])*ADU_to_electron), \"Lower Hemisphere: {:0.2f} e-\".format(np.std(noiseMapCM[:x//2,:])*ADU_to_electron), \"Lower Hemisphere: {:0.2f} e-\".format(np.std(noiseMapCM_2nd[:x//2\n",
     ",:])*ADU_to_electron)])\n",
@@ -1044,9 +1256,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Calibration constants (Offset, Noise and BadPixelsDark) are sent to the calibration database.\n",
+      "Creation time is: 2019-03-14 20:50:20.187962\n"
+     ]
+    }
+   ],
    "source": [
     "dictionary = {} \n",
     "dictionary['Offset'] = offsetMap.data\n",
-- 
GitLab