diff --git a/96 wells.ipynb b/96 wells.ipynb
index 08b36bcabc798a2410dc7d2ca73d9009f9a7dda6..378d2eae48461230d0e607bc4e9113db14b73797 100644
--- a/96 wells.ipynb	
+++ b/96 wells.ipynb	
@@ -1260,10 +1260,237 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 363,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Reading</th>\n",
+       "      <th>avg. time [s]</th>\n",
+       "      <th>coord</th>\n",
+       "      <th>RFP</th>\n",
+       "      <th>label</th>\n",
+       "      <th>row</th>\n",
+       "      <th>column</th>\n",
+       "      <th>ng</th>\n",
+       "      <th>h</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>Blank1 (A01)</td>\n",
+       "      <td>-0.006357</td>\n",
+       "      <td>Blank</td>\n",
+       "      <td>A</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>600.71</td>\n",
+       "      <td>Blank1 (A01)</td>\n",
+       "      <td>-0.007141</td>\n",
+       "      <td>Blank</td>\n",
+       "      <td>A</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0.166864</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>1201.66</td>\n",
+       "      <td>Blank1 (A01)</td>\n",
+       "      <td>-0.001082</td>\n",
+       "      <td>Blank</td>\n",
+       "      <td>A</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0.333794</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1802.45</td>\n",
+       "      <td>Blank1 (A01)</td>\n",
+       "      <td>0.001959</td>\n",
+       "      <td>Blank</td>\n",
+       "      <td>A</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0.500681</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>2403.38</td>\n",
+       "      <td>Blank1 (A01)</td>\n",
+       "      <td>-0.002730</td>\n",
+       "      <td>Blank</td>\n",
+       "      <td>A</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0.667606</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27739</th>\n",
+       "      <td>285</td>\n",
+       "      <td>170650.23</td>\n",
+       "      <td>Blank1 (H12)</td>\n",
+       "      <td>0.003108</td>\n",
+       "      <td>Blank</td>\n",
+       "      <td>H</td>\n",
+       "      <td>12</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>47.402842</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27740</th>\n",
+       "      <td>286</td>\n",
+       "      <td>171251.18</td>\n",
+       "      <td>Blank1 (H12)</td>\n",
+       "      <td>-0.000473</td>\n",
+       "      <td>Blank</td>\n",
+       "      <td>H</td>\n",
+       "      <td>12</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>47.569772</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27741</th>\n",
+       "      <td>287</td>\n",
+       "      <td>171852.01</td>\n",
+       "      <td>Blank1 (H12)</td>\n",
+       "      <td>0.002570</td>\n",
+       "      <td>Blank</td>\n",
+       "      <td>H</td>\n",
+       "      <td>12</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>47.736669</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27742</th>\n",
+       "      <td>288</td>\n",
+       "      <td>172452.98</td>\n",
+       "      <td>Blank1 (H12)</td>\n",
+       "      <td>-0.003280</td>\n",
+       "      <td>Blank</td>\n",
+       "      <td>H</td>\n",
+       "      <td>12</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>47.903606</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27743</th>\n",
+       "      <td>289</td>\n",
+       "      <td>173053.82</td>\n",
+       "      <td>Blank1 (H12)</td>\n",
+       "      <td>0.004471</td>\n",
+       "      <td>Blank</td>\n",
+       "      <td>H</td>\n",
+       "      <td>12</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>48.070506</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>27744 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Reading  avg. time [s]         coord       RFP  label row  column  ng  \\\n",
+       "0            1           0.00  Blank1 (A01) -0.006357  Blank   A       1  -1   \n",
+       "1            2         600.71  Blank1 (A01) -0.007141  Blank   A       1  -1   \n",
+       "2            3        1201.66  Blank1 (A01) -0.001082  Blank   A       1  -1   \n",
+       "3            4        1802.45  Blank1 (A01)  0.001959  Blank   A       1  -1   \n",
+       "4            5        2403.38  Blank1 (A01) -0.002730  Blank   A       1  -1   \n",
+       "...        ...            ...           ...       ...    ...  ..     ...  ..   \n",
+       "27739      285      170650.23  Blank1 (H12)  0.003108  Blank   H      12  -1   \n",
+       "27740      286      171251.18  Blank1 (H12) -0.000473  Blank   H      12  -1   \n",
+       "27741      287      171852.01  Blank1 (H12)  0.002570  Blank   H      12  -1   \n",
+       "27742      288      172452.98  Blank1 (H12) -0.003280  Blank   H      12  -1   \n",
+       "27743      289      173053.82  Blank1 (H12)  0.004471  Blank   H      12  -1   \n",
+       "\n",
+       "               h  \n",
+       "0       0.000000  \n",
+       "1       0.166864  \n",
+       "2       0.333794  \n",
+       "3       0.500681  \n",
+       "4       0.667606  \n",
+       "...          ...  \n",
+       "27739  47.402842  \n",
+       "27740  47.569772  \n",
+       "27741  47.736669  \n",
+       "27742  47.903606  \n",
+       "27743  48.070506  \n",
+       "\n",
+       "[27744 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 363,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 364,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "data.index = data.h\n",
+    "data.to_csv(\"/home/aaristov/Multicell/Lena/Data/20210518_96wells_GrowthCurve/data.csv\", )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 365,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data1.index = data1.h\n",
+    "data1.to_csv(\"/home/aaristov/Multicell/Lena/Data/20210525_96wells_GrowthCurve/data.csv\", )"
+   ]
   },
   {
    "cell_type": "code",
@@ -1331,22 +1558,54 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 168,
+   "execution_count": 360,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f7fd021ed60>"
+      ]
+     },
+     "execution_count": 360,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.lineplot(data=data1.query('ng < 20'), x='h', y='RFP', hue='label',)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 362,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f7fdc2c0c40>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f7fd27f4550>"
       ]
      },
-     "execution_count": 168,
+     "execution_count": 362,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1358,7 +1617,7 @@
     }
    ],
    "source": [
-    "sns.lineplot(data=data1.query('ng <= 30'), x='h', y='RFP', hue='label',)"
+    "sns.lineplot(data=data1.query('ng == 0'), x='h', y='RFP')#, hue='label',)"
    ]
   },
   {
@@ -1503,13 +1762,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 350,
+   "execution_count": 404,
    "metadata": {},
    "outputs": [],
    "source": [
     "# fig, ax = plt.subplots(ncols=2)\n",
-    "def fit_growth(data, row, col, rfp_lim=0.06, legend=False):\n",
-    "    dataset = data.query(f'row == \"{row}\" and column == {col}')\n",
+    "def fit_growth(data, row, col, rfp_lim=0.06, legend=False, plot='linear'):\n",
+    "    if col == 'all':\n",
+    "        dataset = data.query(f'row == \"{row}\"')\n",
+    "    else:\n",
+    "        dataset = data.query(f'row == \"{row}\" and column == {col}')\n",
     "    ng = dataset.ng.values[0]\n",
     "    try:\n",
     "        timelim = min(dataset.query(f'RFP > {rfp_lim}').h)\n",
@@ -1522,7 +1784,7 @@
     "        fit_result = fit.exponent(dataset.h, *popt)\n",
     "        rate = popt[1]\n",
     "        rate_err = np.sqrt(np.diag(pcov))[1]\n",
-    "        fit.plot_fit(curve=dataset.RFP, fit=fit_result, vector=dataset.h, plot='linear', \n",
+    "        fit.plot_fit(curve=dataset.RFP, fit=fit_result, vector=dataset.h, plot=plot, \n",
     "            labels=[f'data {row}{col}', 'fit'], markers=['.', '-'], legend=legend)\n",
     "        return {\n",
     "            'ng': ng, \n",
@@ -1545,12 +1807,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 351,
+   "execution_count": 408,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "k = [fit_growth(data, row, c, legend=False, plot='log') for row in data.query('-1<ng< 16').row.unique() for c in range(2, 12) ]\n",
+    "# plt.title(f'Doubling time = {1/k:.1f}h, rate = {k:0.2f} per h')\n",
+    "plt.ylim(.001, 1)\n",
+    "plt.show()\n",
+    "# print(pd.DataFrame(k))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 407,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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UfJ7CsTHC9jyiJiuVej9CSKTUCFY9z3jldthzFe7A+WjoULl0J7o1lzQf/zsYaU//v3jlGZ07czPXUzq6otPrHsbblg48F+m5SHnqnVVP1l8po9j/FOdjGIrBIOtkfLo1AR8f7Pk9o3doVCndWMct7GsvJscXZ6c1wjpfP7716UI228QkZkVnMmahxxwkD7h13a3ZvZAZzKxdQKa48+o4rw3F8LnXAFCl9yMF6W6gAhA6rnwfRSWVPHGklQsb355N8d88RtpBMUFB/Rkdbq3NI/A+G7/d9mvabIfx7B/g9tCncEk7VmE+rc6q8Z4Qr7UOshuNi3GyecZrMxX7n+J8DCMrySDrZHy6n1qdS7xJIhXICS2juvWvaEn4Gc9z47SWkGsro6HizwCoiuejigZiUZWdiQ5ue/q2RZWRlKldABVFMbO2/m3YJ4ZJ1qUzklYHbYx3O5GY0FCQukpwvAzzShfDSoiioqLsXsCbxUg7FCwD1XzGp9ih7uYXBU9y0H6UZeFK/GMBivU8EALXdQ2nZC3Ee0I8f+9ubt15lG/v7OaW+3bMagM+U7Fn5mNki2Cwle7ue6an/J0LDIvBYFGwudZNQ6mJ3icF6IL48CoSOkghsUsL9bFcKN1CwJrey1QUtzIpK0gODON3suiCzpnahYwrwqI0MhHwM5JnxiHDCPdr5OXBtsh5BCxuVreUEI4LRgbT/vJHD4e5SA+89fzcI4dgqrPsmTIzwL0+spKoSKQVg5TokdQpnSPuCdKqJUkyNTp2Tl8kd84aLJqJhKpldT5GtiwXw2IwWDSkhoexdCmMv1DDNjlJWEm3wtCSOfRE3PQqSQZcowAUVz1N+8ZWespK6c6tW1RB5wxdcYU/hs3sOaLx8kM7ABiwWKikDyEkqJJoso3tvp2MRmyYUnY6jw5gkknWv/Tn3HL/jgUdZnMuaBtuO6aeJDOYZ3fnAPi7oGT1Wb1HJsD9hY1fYPOqSwAolnmn5UayNrjYpJoxk74Jzk1LdXn2cckrPprKbs2qGylblothMRgsGlIjI6g54AuW8eNL30Ff4lfUBZbRGxwEJZ+xuJejOS4ssowcJYquS+KV+Qz0foYvri1eNNYCpG+Qtz19G/nj5bzfl8Dh3k5OaYRupYjz5EE0QJPQGRdACs0UJSdeSigZwk0AzlF3z4Ukc80JLTFdT6JFa6czzraZunhIlVB6doqhbbhtOtFgdGgURSjUXbkGR2PhKTcdtNbm8bbbN3J/JsawqWL259zxFKKoierVXzorWc+W6XYqevKcWi6GYjBYNKSGhzHZUnjNLlZFG7gqcAGdjBJJdGC1rSSnaJCQbQMuxkEHRcKjNW+jqneCscCZZbm8WWQKvdbrbuov+w5CSWJZ5yZistEV9PKkbqYzptCVVLHoVkwIVm52sr+9n2p8DOtb+Jiwcql96WQnZa55Zj1JfNQ5XUVcr/ekZzyehcUwV/l8PPpxSstKKbjy9IPZ1to8Lq3N49K5L8TD0PMKbP3sGcs5k7MZxDPXJXmuLJcFcSUJIa4VQrQLITqFEH8zz+tWIcQvp17fKYSom/p7nRAiKoRom/rv+wshj8HSJDXkRbWlGLHmstmfwoILCchEP8nC/2bZO9uI5ZrII0jvcD6b9gY5GFiD13V00VWnZvzgjpIjCCWFUKBfqQYgEvXybNBMb9JCzHkFV9sbAIjrPyHHNkC+XswF+g18Slop/F33rHYNi5nMNatCnXbtrbHY2Bo3UZFSWCH6iEoLLaEz6wXUNtzGPXvumVY+KS3FmG+MmpoF7kLreR70JCy/5qxPlZlLsfMxD4/dtRvfVCuO08Hl2kRd3WeX1mhPIYQKfA+4GugHXhdCPC6lPDhj2aeBgJSyUQhxM/AN4INTrx2VUi4eH4DBOcfnCfLyc/tA2UJhwQRhp4ujBSb+u2Ed53WpXH5oF8XOfoQqCeKmFC8lkw0wnsPwWIrPXXnRonO3NJc0882Vd+PpeBG4H6kn6CGtAL44eB7Pjw0Q2vBxXi3YQsPAP+EFHDljuPJ9WMduQZHpPdvMitzFztzitrKJenb+YjcXJc2cj6TSJOhUKtnRPc7m+tPLuspYCnEtjkSioFCQLEBq8oStMOZjvpYamcr7rQ2FbO74A1hdULP1tM47HzMH8WR7xsLpsBCupPOBTimlB0AI8QvgemCmYrge+PLU44eA7wohxAK8t8ESx+cJ8ptvtqBrElF0IQPaMkJOP4edOqDijE2iKSY4YEduEowrbprkIZpGryWUrGMNCRxTO/HFhM8T5NBPJtFSG+lx34Yl91ccqr6UXLdGrLecDSMr2XXdhZgmJtEnbShKCqs1SnC8jHzdnp4UI+VpBVQXAzOL21pau9FSOoK0B8mecnPEUnNG1l3GTZVRClsrtvIO5R3s7d9LdfWpf//ztdTYjzYdB7GZYI/jSczLrz6rlNoMMwfxnO6MhWwW2C2EYqgE+mY87wfmRkim10gpU0KIIJD511EvhNgNhIA7pZQvzfcmQojbgduBhTcdDc45mQBiWfsapCYRiHRbbRkjlOvGPRFiNL+Q3MgEUdWGrTvC4Sfrmbg+FzlYgj3YiERjM+qicyPB7J3ipM/O+NEiBleUUjquocVLsOTeRNgboaHITvvQWvLVKONtHyI2qeIQJvKvX4YeSR13dsBSYOZN0aQorLDsInnBTVSfgXU3twfTZzd8ls4XO8nNzcXlOnXFOV9LjR3Ep+Mga7V2zLExWPHO05ZxPjKDeA7v8J50bSYW4a7pJaE8w6D3IaRMZaXAbiEUw3w7f3mKa7xAjZRyTAixGXhUCLFGSnmMU1VKeS9wL8CWLVvmnt9gCTEzgFg52ci71M+llYMEXU4Qyi3BHQ4yml+IMxpiQnXg0HsYCS8DwBm2ARo6Og73+KJzI8EbN8VUSielDZNUTIy6bCz3RhEoSMDqTbK1rgi31Qx51QynYhRG+yhe/gesF1yV7Us4a8oaXDicT5BbvIYLzq+j7I/tsGLzyQ+ch/l6MG3r20Z1dTWn43yY7o+U1EEIFLuJrWXO6W6q15ha0RUzyvKrz0jO49H+qg8tpdP+qm/eWc6ZWIQ57wjVl38TxZQicxvNpKnacpuREmzqm19lsBDv0A/MtOWqgMHjrRFCmAAX4JdSxqWUYwBSyhbgKLC4p7obnDUzs1cGnUcx3zBI1cp91FXeTbj6EcJOF6XJYQAc0TD+qhhmPcWEI91rP58hctWfsq3mRaLWzkVV8Zwhs1NkrQsvPjwljUhFUDqeAjSE0OkqNVPsDROPRrh8QyOR6Dhl8jDWxqXZQG8u0YkwQ56DVDQ6KTNP9Ug6i4yk5pJmbl13K80lzYweGiQYDFLuLDmtc1hr83Bd1wCKYL+e5FuP7SU+GObBW7fy+ctyudm5A61qA9gWzn03X5zheGtyitsRyhtKAcR0murPvH7O23EQbzyxYLIdj4VQDK8Dy4UQ9UIIC3Az8PicNY8DH596fBPwnJRSCiGKp4LXCCEagOWAZwFkMljEzM1e2bjcQt6672O7sI3mSwaJ5DixyShIiS0yScw6QcKkMmGfUgx5e6DgEfbkm/EE2xZdOwxI+4djys/YctUEeckRekrS6ZRrin7GVufPsG9+mAKTwuYRPwD5+flMRiKUMnLWlcGLgTZvKz/Z9l0AimvrYfgA5Lght+yszx3vCXH4Z+mCQeerkdPO2tIjKfbrSf43EX6sJ/noY7t54KXnqRr/B5yREX4bUnjxwI6zljNDxnoUCseNM2TWREdXIHUToCKEhcqKD7Fp4wPYczfyvd4ham0WyixnH/s4GWftSpqKGXwBeIp0jOlHUsoDQoivALuklI8DPwQeEEJ0An7SygPgMuArQoj0Ngo+I6X0n61MBoubuW6B/MirhEiBCkE9HS8I6S5syQQikcI9UUTCPEqi3AbAirK9tJa4SE0mGVVyFl07jJltDARmiorKiLkrUXWNqy2/ZYVzgt/n/SP3vB6hQ+kHE4iR9C6whDEoW5flKzg72np2IP7skwxe6MZFAUOOCHVDB9PWwgLknMQ9QXxyHFUqFKQcp521ZW1wsVvRSeoSiUBD5dH9CuWm5WDazX/4PszYz4b52e0L05IkYz2eqJbhjTV1uKtWoNgPzAo6/8rnpz+W5F+WV52W6+xMWZACNynlE8ATc/72DzMex4D3z3Pcw8DDCyGDwdJiZvZKMKgjdAWJxqhIuwYmTU7siRgilcQZLyRuMhEvtqNIDZcIoQtw5ozhp2jRtcOY1cZAJnGWR4i7iygLRykMJZjMUckJr8CsS8bUMA5pJXE4bSi7TdWQe/yB9kuBQ3ueo1kDKc1ErRr7Jg9xwfBBaP7wgpzf2uBi+PkgRTIXk8l02llb1to83n79Cn78WCtJXSARgMKVym726XUMUoKiabxwcB+bay9bEJlPZZbzG2vqSO+Z06R0yX92D7HGaePqwnOTiGD0SjLIOi7XJir+sJqC56DrSNqNMpHjwJ6IoaSSOOIJYmYVv16KiyBC11Ek7BKbedfaxkU3ynNmZ1WkQthrZ8idQ8moQl5QJ5BnZlu+G6ElGRNhCqSdcOF9FOYGiE7+NfHecLYv4axYM5neZau6lfG8FFvs5ZCYWDgXWZmVUSVMbW3dcYfyzGS+uc5bL6ji82sGuLTyFUxKihL8bBKdPKc3o6ChKhor3EcWRt4pfJ4gLX/oPmGRm5Y6tgngo8MBjkbjfLGu7JxYC2C0xDBYBLQNt6G1eLFaJQPlxQhdJ2x3UBQJIbQkzmiMuMWEXy3CEtEY91ZxQegoPeWVfGRrBwVWPduXMIuZbQz2PXmIiFkhalW5ZPIgUQfszGskf/xRwq8cJHjVZtyl7cTyj1AaKESOqEumoO14lPt1hoQgN25jzYUX0RyPT72wMIqhv78fXeosv2ztKSmF+eY667pOfCDMzWt7ubjydVx9AiUgqVrdyQ2RJ1lV2M0lq762IPLCG1lHWkpHNSnHZCb5PEH62/0ceuF71KxdzeUf+RQAmpTc1T3EaoeNa4vOXT2LYTEYZJW24TZue+pWlLEQTxdZGbM6yYlFCTmclNr6cRaMkz8xQcxkYjLHgS2mkderEg66sUXCeLrvonX3R89pr/pTITq2jLHD76S7dYy+6nTcpNzSTut6F3llPj5e+zD+Sh9SCIJ5PehSwRxoRKgsqYK2+Uh0dZOoqgBNZ+2qC8C7FxQzFK9akPP39PQghDileqb56hYABgYGiEQilJXdQFOBlytFGzGrytbLPs9fXLWeD1zxtQWtGzhRZlJGabz60HMMdx1GqG98/48OTVkL9WUo57Am2FAMBlll19AuTJEEtiT4nSoThXls1F8npZqoyWtn+bUeykJDpFSFSI4dWyxGjRiin2KKC/yARNfjWR2kMpfpH/ojB0iEgnSo6UZ4VZZX0JV0UbMqILROBSDkqmXf3qspDfspuil/SVsLPk+Qgz43QxXpgUTFtfXg2wslK8FkOatzx3tCtP9uJ7v2vIaryIXVaj3pMZm6BQTTVeQtPQHufHQ/O5K1xJyXsmn1PRSNa4g1N1JZ9eE3pS/RiTKTBjoCpJIayejLOMoUlIJDBIOtaWuhZ4hVDhvvPIfWAhiuJIMs47K4KAqnd0LmCpgocLEicpiXeRtu4UeoktyJAKniPGIWG47EBHWKj1eKNlGd70NKQIisDVKZj8zuUE8NYy+NEK8qo2psAMtEP1FpQgUUDQaipaSsKZpL3k1bSxu15ofYn38nO7Z1pnv2LMLCvRORUYgpx3losRiKaQh3eWXaYmi69qzOHe8JMXzfHsypJDFrnAFnP23DbSeNLc2d67wfjQ/d+yoJTQeK+cT/7Oaptw/i0jWsGz8DvDmtKE6UmVTZ5Aatk5yibpa9a4C46RCtu3/OQO0DdEYU7l9Td06tBTAUg0EWaRtu419f+warwhoAa4sVxnHTG4iRk3qcuMVLT1JhZQLCjvQuOj8xgY0UXa4a8qUfXUJu5e2Lah5vZndocuyl/upefOYyVsqD9I1JfjVspcmiccuPYceaBkwmB6ZBGyBx5Bdwy49aSKR0LCaFB2/duqSUQ0YhIlS01Ch2VxlqdBQio2cdX0i7hCR+MYEuJEW6k+G7vo3XVk/5P3/c/7QAACAASURBVP7jCY+11uZNW2E7tnWS1CSZZgzJlA4HHwVXNVRteVMnph0vM6mk1onFuovcBhXFpAM6KT3Ffw3EWelw82fF5961aLiSDLLGY4dfIq4lKAylqzw98VrUxFH2artxBB/md6NDdHhV4iaViSnFYNHHAOi3lVKAH5m4ggtX/p+sXcN8ZHaHRcu6Cal5+EURDXTSaNPoT6p0tVuwHVVIWV3kxAoY6PVSIMIMWuqme/ZkhvQsJSqb3CgKoGvo2igldQ1pNxKcdUZS2iUkGFDSvvkjeR6qth9BGx09peMzmUmb7TZUAZnK4gJTlNrADlh9PQiRlYlp+557itCIl3VbPzadzbZTXEpPMocv1p3b2EIGw2IwyBqpSD1IE0VBDV3AeGoZ5tghJOmOnJqU5AYgZjYRdqR3TZXRdMrhwGgepcLK8tW3ZPEKZtPSE6Dt6EusLOhkbf3bCPfDyPLlANRLD02BOE3lF1PVMcKEsxdUwaR0Ykn6qJBDOOovxDKQ7tkzd9TkUqCswcUVq0c4/PiLHMmPULu2Ke1GQkDZ2rM6t7U2j5LbNuB9eA9WzcIX13wQMXInziuuPOmxMzOTqk0KHysboyVkZu3atdyatxPlpQSsuRE49xPTRodf4dD+f6f2/GWsvuAjVIXWMOLfyZ3eraw02XhXFqwFMCwGgyxyw6qL0QZvp3C4HHJ0Ys5qdMWJQE03V9YViodKMLkbsNamM1AqLd0AeHtyeLj1OgKOxVEl3NIT4M5f/YwK7UtMjt7NrpaPEAkH6fC+EyElF+wPIIG+8MU09ZnoKku3F7OsryY4EaaUUWrXXcyDt27lr65ZseTcSBlyhw+RH09bCSUNjeDbAwUNYM0963OrlXbGokHWr95A+e5+pCJ4tKT3pO1QZmYmxVJxZKCL/3VhMV+7cR31Q8+Aq5qgU9DdfQ8AmzY+wLKGO970jqbBYCt79n2SonW9FGx6mVBoNy7XJnZYP0BXXPA39eVZsRbAUAwGWWRzrZuffuSDbMaJw56k2x4nd/xBCvWPIHPexbsOb8YePJ+aC9/G5DI/Nhlh+cpWBnMdhHGQ1CWP7Nuf7csAYIdnjIa8DlSRQlUkUiZwlkc4JBsoCGu0HL6Tg/6L8DvqWBnopbesipQUbFw+lcqqjEHJGjbXuvn82xuXpFIAiB/tZKKsBCGUtCvJu3fB6hcGBgZIJpM0NDQw8tTv6V/RQP+OPv7j0a+eUDnMzEzqN/uRSFasWAHRceh8lnjjhbS2fYyjnm/RuvujAAuWmXSiojbf4DakTE/3kzKFx/MdfIFW/qPLx3l5Dt5RlL3sNEMxGGSVzbVuCif9mO0ag+owqyarSBVcil29nKuVa1kmSogVdOIXbgoYQxGSfldeuo2B0DDZF0fPxa0NhXhCTWjShKYrSF1lwuvEV+igwq+hoXJw4jpMtiQl0XFkhRuX24xbT9dflBcX0jIwyfe2ddLSc2z3zaWAlJLEkU6CdhsFlVVY9CiM90D5hgU5f1dXF0IIKiwWTAEzy5vu4KMj7+Kfuj5L5/7jbxAymUl519Qx1JjE4XBQWVkJ7U+CnmSsrHjeuEJPNM49vcOEU9oZyXuysZ7dO0eRuiAdCNfxB17mG22/xJdI8nfLys9ZlfN8GIrBIKtIXSc5PIbZoTFpXc36yApGrSqOeAwnNsxDndj8TfgpxI0fIU3ExlaiV0jy6/+HG9YuzE3nbNlc6+arH/gwgxNfw3/wBjxPbGJkchVhu0p5IImCxqGaZaz2HEEXgriawmXfSyT6FWpK9xPNb+SW+3fwzafbueX+HUtSOWhjY6SCQQKpOGXLlsPgVNFh5ZnNYJiLx+OhvLwcbft2TEVNKEJFRUWVKusiy094rLU2D8dlFRwd6KapqQlFUeDAI+CqwbH8fdNB35lxhR/1j/I1zyCT2plV1p+oqG20t5sDfziAyf8RCtyXAAoT2HlMvpuLcwJszXee0XsuFIZiMMgqrW1HQdNRcjQCrg34LHWMW1UciSg23YxpYD++vknGklVYw1C966/R4xeRV5nkv2/4x0XVI6kxv4uVjnYmhxqZGIwzXJoeLbIl8iL1+T+B86pZ091J2J2PJs04c0cBnZrlbew3O5Z0RhJAvPMocZNKNB6jtKERBloBAeVn/x0lEgn6+/upr68n/MdnUXIiKCYVXUhUk0rdupNXVXs8HuLxOCtXroTJUTj6LKy5AVf+5mPiChMpjZ95x3h3cT5l1jNrc32iorZn7rsP1WylYe1tNDT8BYpi4XHeS1TY+b912a98N7KSDLLKwbYOtgA97jKSZivjQQUpBI5YjNcHn6U5FeZo5BBB82XkDDixB10cqB5h7aS6qJTCdP67KUHN5SqJcAW+0hqErvNp/Tu0FS6nzzrJ1T1HCa5OK4zc3LGpLtQSZ4WKZc/SzUgCOLr7eYL2dDVyacNy2PVTKF4BtrP3lff09KDrOrWFhURaWij6zJ+Td/2G6cK1+arFW3oC7PCMTRcLHjx4EKvVyrJly6DlR6CnYEN6AoDLtWlWTOGXPj9hTefWquJTki8zlnNm8drxitp2/+ElBjv2YMq5jD/84AjX37GRijUP8McD8B634PyyjWf7cZ01hmIwyCrrzDEA2txNiPE4IX/abF8VgnU5G4ibX6PHPIEUguL4OEWWf+OV0k+yVltc011n5r8LVeIsj9BXmkvNxABHzBpPVw9xwLeX2q5O2s97P2ZFJydnEilB6LBy5Xt5sLJx1o1sKdE23Mb27T+lNDcXXUi89jAVAy3QeGYjMjMzwTNjPLu6ulBVlfxDhxjTdXKvvXZW4dpcWnoC3HL/juliwQc+dR6HDx/GWrGSH7zUzScO/BRH6VooXXPMsbqU/Kh/lI25dja7HCeV9UQN8uYWtQ10jPHSL36IUPJRrc1omk7Pke3cX2BCp4S/azrzCXcLiaEYDLJG23Ab3p6nqQN8FStR/AksZo114xqf8NdDqoMes4mQMx8AV9yDVTlMT045V0l7VmWfix5Zg55S0xkmuiDgy6dncz4bxtq5tayERFxhVfddmJJJRnNyqCgsxOn4MvsPPMw7ErkMTrhox8vWTeVLTilAuudV+bDGUJ6NSbvg9ScPUxkooKzy9DN7Zs4Et6gW7rvmPjweD9XV1USffgZLQwPW5SeOKezwjM1yzT3ZchTfpMKzHVaq2rfxecse+rf8P6rmOXabP8zRaJy7V9eekrzzxRLmq3D2eYL85hs/Ihkdxey8AaGYcBR7OGT5Nb8Lf513iD/gSkjIyX4V/4LEGIQQ1woh2oUQnUKIv5nndasQ4pdTr+8UQtTNeb1GCDEhhPjrhZDHYPGT+fF3HNjOhA26CyqQ+WbsRTE2+1OogIyMEjWbCOWmFUP+5CC6hD5bGVWF+dm9gDkEemvoe+GLjOy/nqNPrKFD3wxmhfJ4G0khkMDK3hS6EIxEo1RUVDDksSC7L0L0fgL7Th/n7xzlq/e+tiQDz1tKt1A5JolacshLrUJrqeAx/z+xY/TEN/D5mDkTPKkn2dm7E5/PR21pKZHXXyfv2necNGNna0MhFpOCKsBsUsiL+RgRbpK65D3Ky2hS8Ixp/iE83+8bpsxi5rpTLC47Xixhbqqqp62bxMQrKOYGVEsD1avcbHxPmAfkR3AwyY3yV8dUWgeDrXR333POuweftcUwNbP5e8DVQD/wuhDicSnlwRnLPg0EpJSNQoibgW8AH5zx+l3Ak2cri8HSIfPjLw5Khl3QqThYb9mHujHG3pDGIfsR4nInmsVMMC/tb1+b9BE02YkrVmpK3fP6dbNFZZOb1363jMhoBfHxw7RvTN8QbwrsZK8bdASr+yQjy+rRNA0tmkN/+wFWapVIqaAikEjWaQo7PGNLympoG26jreNF1idNgEBVKwCBhom7n41hXnN6IzIzM8GXTVSyIbqSam8ZXryU+3zIKTfSydhc6+bBW7eywzPG+XX5PPerH7K1YTn7OgU3KtvZwVrWr1p5zHF7wxFeCkxwZ0M5FuXU9s3zxRLmcy/5Op4EdMyOyzGZFM6/roGXVcmBkMLH5Q/JUxKzKq3fzL5NJ2MhXEnnA51SSg+AEOIXwPXATMVwPfDlqccPAd8VQggppRRC3AB4gMkFkMVgiZD58ZfkxQhdKAnl5HKl9gqHxDoGc9r429p7+GybhsleTKQsF7s2SXVxN6PxtAKYDPyR5/972XEHn5xrfM4ufrv6ezT0FlI/DnF3Ent8kncFuxgtXscfeB/nWXw8V5C+2YR2TKCaFVJCBwQ6khSwT9W5fgkFnjOWX6MnRs1U4FkxlwEaAo2jQvLtP3bwl1c1nbJyaC5p5sdrv0/urydQdIUXAgfJycnB9vwLaKfgRoJ0G4zlngnWNpTQlxwmGo3ywfNX8a5VfdQ8MYJ26d9SP4889/QO41QVPlZZdFqfw7GxhNnupYMvtdC1eztr3nY9xfWbqWxy467L5d9fs9Foi3Nb2WqKCz45feMPBlvxeL5zTH3FUlIMlUDfjOf9wNwGI9NrpJQpIUQQKBRCRIH/S9raOKEbSQhxO3A7cEoDOgwWN80lzdx98RcJFf0deSbJmFLM+IgLf24htvjzRJCUjEtGV6bQKhRKhA9/Uxx/fzF5Moh//BuY8/4PqbFlJ/Trnit2De1iwNFJsRhGE3lMFJWxKbGfhFlQZKvkay2bsSzTcVoOMimDXIQTPdnMkAiAArGVBezKVbhzicUYMpZfzZBOwGEDk8LaWy7A9tuvc0i1MiDeibdzlNe7/afV5qMmUEJIjyClpF+MUueoIPr6/1D0mT8/qRtp7tS2fau8WCwWGhsbMf/h+2C2U3/JB485rjca5/GRcW6rKibPpJ7R55Eh417SNB1Fge623+AsLOLKT34Us80GwHd7huiOJvjnhBNn6YeBo3R334PZnE/Hka+i63HSzf6Uc9K3aSYLoRjm+5bmpowcb80/AXdJKSdO9mVLKe8F7gXYsmXL4kpJMTgjCiJ9hFQIKfnEhB1rRGMsVkalXkVMVygZ1whXJ/CLIsrwIgUEXDYKSOf/O8s6iAWWHZMjng0yFlBpwMZIoYrXXcmHep/G77aQHN+KWYJQVEaUEKW6C2VqAL2NcdpWNnB5tYv3HSftcjGTue764RTDLhc5+ZWsso9T5vwVbQVfQvEyqzbjVBVDpo3FqDZOTCSplhqcohtpZm8kLZWi3XOEppVN7OsdZfWeh5msfQeF1mMLyO7tH0EAt59CiurJ3Jgz3Uvh8G/o69zF5ktvn1YKI4kkd3X5aPImSb7Ux1MlL1D9tm8hZRIhFKTUySiFAvfFNDT8xTltLb8Qwed+oHrG8ypg8HhrhBAmwAX4SVsW/yaE6Ab+Evh/QogvLIBMBksA52Q1aODTy2mU7axXDhPMycUWbODPXqvAFYGQN5dRiimQoygS2uUqChlFKGa2XPluLnhPQ9bcSG3Dbdy/7/7pgTE/ePs9lIZyyGu6FCkUzg8eZCzfzGuFdqSuMSGjTCgxSnQXEglI2pUAzR1hQk93M3r/vlkD65cCzSXN3HfNfTQm1hOxqCQnSnnsv/34Eiu45Ip3zwoAn05tRqaNxUhTOn25sO2VU8pGgtm9kQZN48RScZTiZfzsJ9/FlgrzxY7VxwT4A8kUDw76ubHUTYXtxJPmTtbqIkNZg4uKNV0kXXdTfv4I/tQ3p4PIX/d4ieuSq3enU5atBYeRehLQkVJHCIV0JbblnCsFWBiL4XVguRCiHhgAbgY+PGfN48DHgVeBm4DnpJQSuDSzQAjxZWBCSvndBZDJYAlgG3LielSl8KYod1r+AX+lGykEFdZuNuX6iZtU/OOFxEQOtlHBpr4gXy+5GLcSY8sVD6Z/LFlK+8741iPhUogd4O/fHufSnDzQdHw5boTU2Rg6xL6qq3ix9Dze3/avjK47H4BS3YWO5KjpJdyFzTAsZ80kXmpWw4b81fwmlQ+EEWoFmgYDbGXzmnU8eGv1GddmWGvz6NNHKCsuRv7q1+R95jOn1D/IWptH33W1bH99gFQkjC1lZSDl4CaepUcvYXtqFefNsV5+MjBKVNf5XHXJSc9/qumpAG0vfB9zmUQIpuMEXWIlP/f6udkRZ0XN75kYaiLuX4lQnkDKFIpipmn5nSST4ws6Re50OGvFMBUz+ALwFKACP5JSHhBCfAXYJaV8HPgh8IAQopO0pXDz2b6vwdJkZjVq0chOgu/XKDD3IAC/kjbhV5W8TlmJn4gll2Be+seb8tlxhVP0jjkwV+XQFVfIZt3zrqFdRMKlTPZ+GqTKnb8e5t+bjgBwQLWyPNRNdEIwUnwjCc/r5PTu4/lNJkw0Yj4vn9+3vcYq8RJ3D23k35FYhUCZmkm81Ih3dUG8B5wKqqUcVaSorDfT0jt+VgV70WiUvr4+Nufmgq6T9+7rTum4lp4An/jtPhIpHYGL200pLhXDNCuH+PfUBzGZTLOsl0lN497+Ea4oyGWVM+ek558ZPziRG7Nz1066Xxuh6XozoCGEQDHl86X2PopMkqsin8e2JkjhajP15d+nsPKnCz5S9ExZkAI3KeUTwBNz/vYPMx7HgPef5BxfXghZDBYvc6tRf1K0C1RQBEgJI7IYBBSLIRyjjcjGZlIF6R9dxWQYn3QT1a10Boa47enbuO+a+7LWFmNL6RZKA4MUR230mcArNNpaXyInP4fuquVcF32KI9Y8tg2Y2XToFQDi9kLC5gBPFLxMVInSoAt2A39FhC80lnH5VQ1LzloA6Hulg7HcXGwOC1uvraPytU+TrPzArO/6ZIHnuZXOAJ2dnUgpKdq1C9uG9Vjr609JnuniNkAgCGqFrPI8hBQqRZd8kgdXrZwly/8MjOFPavxVXdn030409/lE85sh7WrqOeCl9bffw+5aTVPTpznS+RWk1PnekdfYyyr+ufgItuEgoINIodgP4HItTKvvhcCofDY4Z8ytRp08aEdfZUZKDV0X+LzVmEqOMDyUT6F+B6LehL08nWdg9y9jv+k8UASq4yBJPcmuoV1ZUwxlE/W8b+ASdE2iAb9yTmAbGSSwpoqYxUaFqYPoJSkGOrxc0THJWK6CXc9nKKeLTdENRPUQZu1qrsdMgaJQtrZ4SSoFnyfIH3daiVjBlCqj0uGhzNLOr5PLj2kKeDzFMF+lc3NJMx0dHditVlxdQewf+AzxntAJP6N4T4i4J8hmuw2LSSGe0lCRXK7YsIw+jljxTj557YWzjolqOnf3DXOZ28mWqfYXp1I/cLz5zZn4QzT4LFrcz6Uf/t9o2mtIqRPAxS/l+7nAPs77qxrZPXruJsWdLoZiMDhnZKpRM43i4t4Ghnev5ZXzUtT5bFQN5FAgv0509AqEUBFCod+hY00msMdy6DdtJXFZIY3eHkKKmS2lW7J2LQMdAYTOVHaR5IrIEBZNEqhvAGCFOIxUJCWm/Wzo6OVg0zJUVJrqmijqVFiX2IiKyl8jQAfld93Ey3KXhHKYubvXOvLRtAmQkwi1jIGDXsrMdhrWX4hlV8spNQWcW+m8a2gX6wrXceTIEWoTAuclf0Vy2MLo/fsounXdvJ/R3PGdd1+9jO8+s40ry8u4Yu0oYtsYfSUKk4f/nvLyG6dv9A96xxhJpLh3zRvWwnxzn091Jz/QESAZG0CL70a1NROPFVI9NS70Af1TaMLEVxtsCAHlZe8FmCXPYsFQDAbnjJnVqFsr7CSf+i+25zcwMNDI3xzcwEMFf0TIFHvsHUhdQyowmKOSG4ugpmxY5Abu6NEoUm5k0zWrs9pdtbLJjVBBS+kIBEWRABrQkVdDmRwkX46TkGaC/W4K4mH6Ki5BAf6s7Ep8rR2oKIgZWdxLJfA8d3f/zZV3I5P9AJislVRqv4XKzWyuL3njuz5BjKFtuA3vhBeTYkKTGuYphd/b20ssFqN8yAp5ZpCgn+AzmpmiKlM6sucI601ebr75Jnj8A8SsKh3yZRh8hUHvQ2ze9CBWZzPf7RnmwnwHF86Yf3Cmc589B19kPPocJsde4hNObM5LqWxy43LVMdHwADuPKnzKeYCCpELrwa9OWyTl5TeewTfx5mIoBoNzyuZaN5tr3cTaO3gqt4snrAO8d9iGIptpjjTxC2nCY+oiuv1beNZdyIDtMvIjEQoUGxc5TAifBkolZdGGrF5HWYML9foBup40UR0pQSb7kEoB3ZYGrht7BoSFbx39DKvavQC4nRUIXWL/fYReEWADGumOe+nziSUSeJ67u++e2E7B0B8Zzrew5uZmSp7/HN76z1HOG9/18ZipZEyKifcufy/vWfYemkua+f2vH0dFocZ5HgiQSJKk6HUPs3ZWdnyaTIpqpqjtcKCLyspKCpUwsqeFvtocpnqcI2XaCnh+ogZfIsl/rZpdMOtybaK25B68/dspr7rkpLt5nyfIoZbnSLn+FpGbZNk7BZGeG2jYcpCcwmKiWjNf6RNUMMhl4a/S3qFP1Smc+4rmU8UY1GOQFZJ9vRyoEaTQ2WvvQENjebSBf+79X7zjYCVawMOB4GsEc+zkRRMUm9L/WFVAkQrx4+SOv9nMrF04f8M62qpeJCU19NQAoyVriZnNXDrahskZw9RoZuNkF1FXKRFTlHI9H5/uZ1gJYVr1GnnX1JF/YyN576g7rotksZEpaFOFilkx0zzuYsKSxF1exU+efQwFjb9vdZxSI8CZSkaTGhXOCppLmol1B2nff4hyLR+zYkFMtQx5xvUqj0SfmPdcM8d3au8tYyQwyoYNG+D1+0EIvOW502sFJsyxtfxXzxBb8uxc4p5d7ObzBHnmHp09j2zlmXv049YpZNY+dtdufAMvI5T0/GahShwNjzM8fjetuz/K19v30JcQfELei5nEnDqFxRdfAMNiMMgSnj3trOmVIBQCmuTxZAu+1ZejTdjYsDNJ3KQy4XCgqSYUbZDtBXtZFrsckwSTSc3K7jqzw80fL+eVcDufuPoD/NtH/pwnHn4R6/NJQvVpP/WKicMc6dlIT0UzG/rvI3nZ1SSFRrl006+OYZMJSrdsRFlz7M53sZMpaMvEGBI/+DkTNgtjxQVsmdxPUqrsTDWx8RSqnDNKJqknp11IAN79PYRElHV6eievo5MUKf7o2omnc4B3L3v3MW7ETODZ2uDiwMGXUVWVNcvr4Qf/g1h9PWsv/Av6O35B7LCfvIGL+bnbwkBTkm+vrDmmNuJ06hQya/8/e+8dH1d15v+/z71TpFEZ9d4lq7jbkrsNNrbpYEooIQmwG2CXkt18Q9gk3ySEZbNp3yQv2ISFEELokACB0KuNjXGV5CbZsnrv0mhURpqZe+/5/THSWJIlWS64/OLP6+UXI+bOvefee87zPOcpn8fVnjncv1kipYIQvsrlCiOFp9rgK5GSOd0VGIZ6VtQpHAvnFcN5nHYU1TnY/XkF6Wn5xOkLuKE1kI7cXp7JsHL5/m4Chzy4rGYcw6yqqaF72Tvjc4r1UO7WUll30dozYl0XthUS1hPPFQfvQTVUDjzj5PrvLGJtXDlbgW4bJAy101gfwu6lPyC+qpxAzxCOBTnQ0MCMC+awp/ivpLgbUNLuP+3jP1WYHzOf+THz2du+l/2FmyAghs+CPuJO6ebAUAZek21aVc7jlUzeYAaH39nJ5w2FACRrERjC4EBSLc+pb1Bmq0GV6lHZaKMDz7pJste6h6yIVCy7X4MhJyz5V+z2hYj+aNqaPqEropI/pc1mKSZWRYQcNa7p1imMHBsUU40p+GMav4jBGpaH4UkidsEraIrCk+IeYszws5lzkQPPnzV1CsfCecVwHqcVe9v38uzGrczPy4Y1H5LTuJb0C35Jo7oCuJQ4agiMG6R3GXhTfM14VkaUECE9/ELXMFKjzpjLpSC2gG19h1ENEwoK6D6Lsb50P/a4KIpT07iws4QP1H+jeG8nF1buRgpBi6oSGRlJ8PIEHNt1CoI0CDp3GFQnw98PbWHGoAWsBh2hLnoMB0bc9by4dvpkeSNKxl3XS/sf9xGg6QxYXIQNuhlo+JCfXFhFZbAvuK1KdczOYgSjA8/VeituzUNmUyi0/xojcjZKss9V02E+REP+r3hDuQqHYuZryl5qaz8/SlAfq05hNHTreyRd8Cuk1AETGQm34qhPITzpIp4c6qXRmcSLeRk+Ur5x7UPPZpxXDOdx2jDiislrWUVgrKBDiSQytByhaHSIWITUybbvw3qrA2kCrwhAlRrRogMFyDH3ItScMzb++THzuWHuENV1wwzxEpq0auoO7qN7YRC9llBM9TPJGdLJGoK43l56YtNpaGpm9tw51NfWAJCScu65kMajqM7Bpx8MER8QyJDVjaIoLBocZP5VV1EEPLap8rgqnn3CXdIv3DiUAfK7DV6J/pCDNgVVqlw/43rig+PHFMCNYHTguczUTKgRSBoNmEUdg9E/JXDYVdTqKqRXsfKu2MBCuZsI7f9RVS0nrFWYrE5hNJzOYg6XP4RERygABoqtlPxLL2BfXwzPF5VzXYQks+9FnKazf5cwGucVw3mcNowEGzsDyhlqvZyOOIPE0gzkKhNtIo5I0YXVMED1Jey0y1ii6EA1JFKaOCzyqGl0woxj89l8WYhR46imGoBuWzPvH3qMNXokH8ZmAZDapvtrG0LVUHqjI3F7PSQGx1J/qBgTXuJnnn3BxuPFjuouMhtc9AVYGLRk8h2HhfneZygm97gqnkfgE+6CatkGQGxtOTtutqIKA7NinjCu4P/tcOC5+UAdbYU9LDZmEKI+hy5DURYfodeOT1rJn5s9DBLIV/RXQPXFAU40M6jbsQPD0EaSnRBCITx8CR7D4NuH6ok0SS7rvouqrp4Jlc/Z1GhqPM4rhvM4bRgJNlq0evI2vkON7VYCO2Ko33w/TctSselewhqXIRLqkALalHhCBgaJar4Oa3cOMSnJLF95fA1UTjUSs8MxmX3+5/rIg8R2mtEUg87IHGJcLYR6wMCCRBLRuW+p9wAAIABJREFUU07nrEsAB3RYOFRZTRKtmDLXnNF7OBVYmhHJwFAnqIJo8ukti6U6s4Pt9a5pVzyPhjU1lJg751Hzym4i2gawzY3ldxt+Mib+0LupAesk1OTW1FAOH2pCURSWX5lDwDu70OfeizXziBERmLmUj9tCWGFUMzs4jf6hZqTUTzgzyFGjIjWBMEmEYiIn+yHs9oX8srqFQwND/Dq2DFtrD6PTUmG4gM41i48fN86aRlPjcV4xnMdpw0iwsfi5p7H3fkxngiCiVTLUmUGHGkaqs4GolgTshf/BQFQlrZlJzOxpJbLmKgwki3uGzngTm9H+59y4K/jsd8U0R+m4rTksbnuXwGgvB8SlpNa+R+hQO/uDIUwG8d/7mphjEiQywEsH+nG4uk+YXO5sQH5qOPvMbhyGCdUUj5Twfstcwm2WMdXtx0O1PWg36B7sZW51JRk/eRDbCGdSSQmRG/sQuq/eY6LUXq/Xy759+8jLyyOs4zVQFExr7x5zzC+qWzEE3KD8jr7BJoQwkZhw0wlVHnc3N7H1zx+TNH8NC66dT0TEMuz2hezq6efRujZujAvnqoQcituPFMqZzWF+qg2kGXPo/zlrGk2Nx3nFcB6nFfpgKs3bdECyOTaaisR+Lq5owhWwjNChAUJ0M4G92fRYAxkyWUg2upGEoQH11sEzPXzgiP+5ua6Kpqwe9ltXg2Ihv7aCOYvv5H+GAnni7Y10Rc+izeQkMiSdVR0eLNJOs7Tz2N9LMKQ8LlfL2Qap6wy5W1ACU0EoqHgpVgKY6/JMq+J5IpSWlgKQqaoEzp/vj0ltaFvNIi0JFXXSCvH9+98gMmoXc7NS4L1nYc6NYE/0f3+gz8VfW7u5xd5MVE8Tvr4HOgEBCcetFDSvl3f/51eoZjPrb/s5IZG+XWyvpnN3aQXxJjffi+3Cbl/IwgVHMpFGU20gtLOq0dR4nFcM53FasaO6i6zeegy7QldQOAniMFIvBpYROjhAe1cNMWkKhfPfAuaQnfg+bS2pPNhzEQrVOJ3FZ0UQz+ks5mDFvcQv8vI5VhRD0uVI4WBoLSEdoYQO9OH4pwvQOxuY7wghSYZjeMJ5UgnEkPKEupqdDRjxi9u0RgbNkJwYTZ++i7WWd/m96XvcNawMTuSe9u/eTURXF8nXXosQwh+T2mc7zFfFpQgU1AlqWJzOYrodPyYtTceybxd4XbDi3/3fSyl5qLKZcLPKt1Pjqey1YBgehBCYzWHTvueRWMDWV56jvaaKq7/7Q79SALi/ZD8tHoMH5X9Rvr+W4OGYwuj5Oppqo2DtVThmpJyPMZzHeSzNiGSor53mzHgQgvS+WkwBEpO7gl4+p1NPoitwO81KLADxNFAe2UFp72puiCjH4bCcUcUwQsfc3V4DeBEKHGAO6a4OSrwX8Of3vVzfuxMpYLPpAIoIJ14L86W3YnB5zjL+VtlyQq6WM42RKl9dM9DdJQCs2LCOyB330mpO4pkNq05YyXV0dNDW08OC5hbsV18FHIlJVQTV85P0x/lxwgOkzck7ardQW/cRQmiohiSxsQ9Xch62mFz/9x939fJFTz8/m5FIcmQ0yowf+bKJpEF5xU8JDs6ZdE6NvmfVpJB/qaTonTeYt/5yZiw6wtT6ems3bzsE18vXmEEZhqEeFdAev4M4k42mjoXziuE8TisWJoVSNtBPSWoeADGdreyOiSCs9edUB2uEdHdR05hF85xIzNJDpOyiWVuCZ1EkBWEHCQ//5hkb+2g6ZqQKUsFphFKjZnFb3yFaTRHohsHKvV9QGQ/OTguhAlQhMKQBwmDR6gxeXJ16Ug1szhRGVwRr3joUrIiAMAL6akm77B7STuJe9u3ahZASS0oAB4aqmR86/6gCuJxJqp2r2gTBkSrJrS4smsSz7EhswWtI/rOymRk2K99I8Fn3Xm/PtLmK6iq2Ys/axEB7DoOdkWx95WVi0jNZfesd/mPqB918v7yRhUGSawfeATk51cX4HcTZivOK4TxOK7yNjaAZlKfNxOI6TF2Qi+KwaMxoBA8aJLXXsKc1kerebGLCWlGFTlLmLlb0r+fiBb85Y4uq+uAWGpoew1Dd+CjdJHpzMvuSfGmqOVHPERW5gZKWEGZ0tvPBuhwCNBtzvGlIQ1KvdJI2rwdr6hry4ZxSCCMYqQj2enUMbwOKOZ2/P93CtfYc4jLXnvB5pZTs3V1IbJ/G23F97B7VhGnk33iMVDv3ay4OWIZYPPduMlsfQUuYTfDM2/zH/amxg6pBNz+JjOTJzVUszYgkawr21NFuo8DIKgYsDxA1y0Nknonq92ch3Sau/s4PMFl8faG9huS+Q/UAPDFnJnbPs+dMdfNUOCWKQQhxKfAoPo6zp6SUvxj3vRV4DsgHuoCbpJS1QojFwJMjhwEPSSnfOBVjOhcxuu3luSg4pgN3la8G4EC0DXvnL2kMXI7XlYFZmkjs9ADgkX102aJIpRqhSEBnqacYVcw6I2OuPriFqsa7EIoXJAgh0A1wuTT2Mp8w2U2KqGAoZRPL9vhYX73RuSAh2YhCQSHViMYePr0OZGcrRjKyPnjmA9wOF6o5FU2HQtMKrozMPOHz1uw8SD+SBQGzWddzET+y/27CJkyj18eM6n6kZnBQbUIiWTQgMQ30wNVP+I/LTrbz/5pbmdWt85uPD4wJ+I936bRWOynb0ULZthYMXaKaFJb/0x6k9A7PQQ1bTBPrb/0dXZ3llOx9mviklTxvyWSXc4DHZ6aSEmiFwHNjR3AsnLRiEEKowGPAeqAR2C2EeEtKeXDUYd8EHFLKLCHEzcAvgZuAEqBguG90PLBPCPG2lFI72XGdaxjf9vJczVY5FtxlJRhCUK90YkYju7eKGnEZrvpvkly7CSjFhIcucwRL5BdIqSANlUZL1BmjJ25p3OpnzpSGoH8oi8pNg0hV50DOfBazHYQkM3YvUaYu6oNjaDTCiUcjQgb7+y70fjaINWfqLmRnO5pUg+bOT7ACmJMwFJ2quAE/pfWJYM9nW1ClIM2IRUVh3mDuUbQX49fHM1fOId4kKVOaSCOSiK5nIGYmOxyzuP2t7XikBEWg59qpPeREN3z85p6RgP+aIwJ8JI6geQ3/9XTdwNWRjWK1YOgepC5Jy9kA1sFhI0HjL02HeNx0P7cnRnFt7NFrdar2oGc7TgXt9mKgUkpZLaX0AK8AG8YdswF4dvjza8BaIYSQUrpGKYEA/Oz0/3gY3/ZyR3XXmR7SlwLPwb10JEbSHzALpIInrBV9gZPYwFgubtBxWW30BodiKCphtQJRl84f+v8vvXaNDiLOyJjjk1YiDRPSUJCGiQD1SmgIwUsCLhHEPFmMECCETkpMA/XRcwiXHoYwI4cpoyUSDHlSdOFFdQ4e21Q5LUrrLwMjwtnU0U6gR1KcvIUPc3+HJSLphMfo9XopH2ghVY/CIswIVXDVmhuO2i2MXh8ezeCxkia2zJO4hZdL5nlRnJV4Z/07m96qwGP4sr50XZLs1DGMI2JFEYKChCZqax/H6SwGjsRORkNVFVJnrCQ1+me0FkbTX7aOFdf8h99IaFdieFK9m0yjh//MSjjqvkbiUVXVv6V4zzf81zpXcCpcSYlAw6i/G4HxURf/McO7AycQCXQKIZYATwOpwDcm2y0IIe4C7gJISUmZ6JBzGuPbXp5L2SrHg6GKSmpmDHMFSUlRlo598DfYLdei9nbQFBZPZ5SPvnpuTyV6dw9b180ls3s792x9hz/ack5757aMmRcAT/obt3QcbgWgJONS1G4XDd0RhEWkkRFaS+BhkPF5CKWDXHcyxUodKBo5egJ2U7A/1XI0TfR0dhBnw45yR3UXuAdRhYbZrWG2lfBw/wHUyx4/4TEeePc93KrCnNhQ7LlpKDYT4Q7tqP7OI+tjRDlsrehkuzC4JSaBuMYnIHY2g/oyFhjVmAE3IBTBHfkp/KLtEB6vgaIIfn6lwNVyD1Wj+jknZmf62VQVIchdEU/u0niCwry8+avXUU15XPuzX6IoKuExcTg7rTzKAygY/CpGxaocbV+fTHvQswGnQjFMtIccb/lPeoyUcicwSwiRBzwrhHhfSjl01MFSPslwPKKgoOCc2FkcT8xgTNvL/5/GGPY2F2Fu6mDXxRcSP7QFtzCQAoTUCPP0Eu3qZ+eCMNyzfI1TFgwc4lMtG4AuTzMBw/2Az0RLz4yZF2ALmEdTuYOiT15EmGLZE5iLudDBe/ISPqxZyx09T7CutQ19rhVFChbJWBQpeDNgI7kzFxO1KBlraugYmujJKnnHY6Id5emeI0szIvlwsBaEoN2SxM88O7FGFRA6I2XKMU6lBIt3FmFTBDkXXYIaEDDpcxlZH498Us7Wik4koEvBvMAWRGsV3PQiVls4c8wWLoky83qw5HtZcdy+LI05CXb/uoqUr1BVPVZgp2UsPIpN1ese4i8P/QTP4CC3/NfD2ELtOJ3FtPX8hueV26kT6fyYQwQ0LaM1yHlUHcKJtgc9W3AqFEMjjOm1lwQ0T3JMoxDCBNiB7tEHSCkPCSEGgNlA4SkY1xnFiVhPJ1oYdDZjRDlGRbbw4sZv80tN0pgewDctH/GkYsYrFSyGyh0dCSjJg2Red5gPTZcQJduJDGql2ORrmG7R2iakXD5dGPFDez1O3D1N9Eavw+nVMUsABd1QcTVlIRanMmTrIU4Lw4oZDZ0B2yDX1bzKC4v+nXyO7k88nV7PZ8OOMj81nBuDWujWdC7esJToutdg/pFCsvFjjIps4bWNO1iyMXVCOovmD7fTZFGYq6fieKEC28KYSZ/LyDy6bHY8u2u7cXt1rHi5YuB1iJsLuVdgFYK+23L5e0MD62w2VsRF+Vler0+NpumQAyNl1oQCezSbqpSSDx5/lLaaKq554EdEpaQBvl3Ax8YFbBLruUq+QXSpi50HYyfkOpqwZmGaOBuSUE6FYtgNzBBCpANNwM3ALeOOeQu4DdgOfAXYKKWUw79pGHYvpQI5QO0pGNMZx9lg4Z1pjFaOAdGfsbLdgwSSQnrJVDTuiTbY1nIFNzbMJ7Otl45siVANmkQSiTTSEyxoDs4ieMjDdYl3c83seWdktwBH/NC6uwKA8oxZGBEWVAm6MFAl5EYtQLME4pQV5BhZaOhoQmdfUDlqYB1vHiogP/XKo/oTT6cb3anYUZ6MwGmtdtJY1kV3QxVhQwpD/VZKB9azr2weDQ0lrCtIHDPGqMgWfr3/O1PSWezZtBUZANl6AhIDCRM+l/FG1t2Lo9m8s4j/yGkhoKoO7+KnGfyskdJAuL+qGXOIwteTw/2/MSsKN/ZbiPcIVJPC+rsfR7GVTiqwd7z+CuXbP2fVLbeTmX/E0i/qmcuzLGKu3MON8jUaWr89ZZe3E6lZmMqgPJ0K46QVw7BQvw/4EF+66tNSylIhxMNAoZTyLeBPwPNCiEp8O4Wbh3++Evi+EMILGMA9UsrOkx3T2YAv08I7GyyK6WCMcuxLJ7UDahZGc0BdwHXG30i36HwSdinZlYHozrexdijoBrQoicySB/C2WeicmURok5c3K6PJDopg/mlg3G6tdrJrZzMNJoOlixPITw335/APectBjaRwhk4IfWRFFGHxzOfO/hDmRIVRovrCbfZlsbxQ9g77gsops9WAFJhsvn4MIzTRxxNjgJPbUZ5MjGJkt+QZbMSreXDGXMau0gSa1H/hr6Ud6MDTxQ28dNdS/xifOvDZpHQW7rpeBnZXcQgncUYkdmwIk0LQwliCFsYe9VxGzyO312BLSQ0XhPWwpONVjKi5tH8UywFvJfcJF14JFpPCZ3rAkbmnG9QJjThpRtcNHPVp5F96wYT3enj7Vra9+iIzL7iIRVdff+T5lXfyQGsg4ZqbW+oqiJr9W6p7rQhl4i5vJ0qpPZlB+dLOeh48jRxbp6SOQUr5HvDeuP/34KjPQ8ANE/zueeD5UzGGsw1fVszgVAQhT4dicdf1clGPwSeKiX26hnSnscIUyt7bI5jdXsOW6vvJiN5PaOYXPJ8bxFWfH6R3KJpdm+LxXmwhrn6InpYQuvIUTFVdSAkP/r2EnLiQL3VBtFY7+f0ju6kVOgmawqtFDfzm7iXkZ4RTcHk0nz3TjEiIoS84joUH3uWatTEEfBjOHCSKENSrHQQRiOwLwPB6KA+sRUqBWTGzIXeV/zrW1NDTmrZ6MjtY/27JWwUoCHM6oNBg8qIDUviE7+hzTkZnAdD51AHqtXb6A0zMSU8iNCVtjCIY7z4Kt1kwKQKPLpHAHmcA/xFdi+htxDX3YWST5A3Fi2b4gpmGbtDXW4pZDUHTwaQopEoTQmFKwrrGQyW8/9hvSMiZyfq7vkVbTS9N5Q7Cs+zc29CMIeDGz9y4XOswMjNYf3c9LY3biE9aOUb4Vx/cQuGnb9Pfmk3huzOOi1J7IoOyqM7Bg38vQRufcnu2K4bzmBhfRszgZF1UpyO7ZSS4GqIZPKIE8S3RzwFDR03uxNJn49P9OWiGiqk/hu9E/i8ZCfUoKel4lSvotvgyPOZ01lKtZmD0epESEGAY8ktfEBt3N/FKoBsd3/Y3x636r9lc9wYx8ztpi/Wxds6s7kVZcgmNQ4eQpDIg3bQpPczVUknep/MNrsXsDeKZQC/Xzll9xtxgcHI72MTscBRVYHgqUdQEVNWKITWSNQUV0CWYVDHmnJPRWfRuasDw6pSZmwmQZoq6ioi9bAbzY8Z2tRs/T1fnxPDxwTYkYKePeb1vMsQiZOJySorK+Uj3MjxNEMLLrJA/MSffRF/AD7hw5hzCBw74s8pGC+kR5TMz2Evp4/+FPTqWax74EZ0NLl9tg2bw2opg6hMtfG2XiyiXb4cQnlJPXfvdGCYPde0vEpnoI8xzOoupaflXIvI8hOeYaNhyPxt3x+Co6zjhJJTHNlX66zDAl3L7ZceYziuGcwwn66I6HbGP0cFVoUvmoVLj6cWkGVQ4MtEMFYmKbkBFdyYzQmsQK2eTU7uMvydrCCkpcJXw56ArfX58wJhA+HwZaDAZfitYl9BkNViaEYnTWUxA5rPEC4NnxXJi+lpI6cvm3X0a1xx8j3YZy7Y5KUgB6XoMqm/UBLgWIbyBXJO39Esd97FwMjvYuAw7q2+J5t1HHaR3O1iy7A1a2iy0FdzNga3V1CkGQxPkHU5EZ2HNsNMvB6hXOpipJ/G6bTcxE2SajZ+ndksfJsWDbqh8y/wmVjFIm+c2bC6N1+eEYOzt9ykFJCvid5IVVg2oZGaUYjY1cbjtIaTJGCPERysfxdD4akA83/3BDwgMCeXgF7XomsGncwI5lGjhLi2Qe76W7ncPDSkvjUlHbWl5A4djJ0NDzSC8COGr2O8Ka+Wp/XV4jRNPQlmaEYnVrPhTbh/eMPvsjzGcx+nFybqovqzYx2j31OzRwVVVUCINMp3NWA6byJxTi0nR0Q1QFZ0ZEVVgqAQ6clGEQmWIin2wn5BBB41hsUi7hWtdJtpV+MaNM7/0BZGcFIpaKNClRBVw34pMEnWFvVvfRFgN+pRQDjKb1b2fgnkhjaEu8g/tp+XqAhqsCglDsUTI4OGSNknsklxeXBh/VsSCTmYH2920HyTkRdpIcPyFhFX/wmMWhVKzjiF9XTInMjLGp6pqra0c6t+NDIS34j6iKriJ70+QaTZ+nq5OqybL/DIdHXHc1vYR3QE56HoGHck2NvbqKKpAGBKTkCxPLAIUf3McH5OqrzzKMDz+moLRykeiELLuFuwxsRTVOXihrYudsTo18QqLqt3cvTptTOaS03kkHVUIleaW15BSQwgTQpiQUkcIE+7kpXi7PCdliJ2JVPbziuEcxMks8BOZZMeKSUzknpo9Krj6I3S6HttCXWMmrwavZnnuEwwdykSJTafMNp/0dyIItKRjqAb1wVbi+tvpHgygKC+HoAEnHXEfsXLRfNYvu+SE7nm6KKpz8PA7pWhSokhY4Fb5fGMddR83kGzpJ329YKdYhqGoWBtNdESpfHtfPWZ7GnuyVxJc30iaEY2CgoFBc1g9t1y72l8NfLYnC0yF8m1bCB8YxJkUBoYXZl3HUn1qI2N8vYb9ygy6/tZIRZSJRCOY2PTl3L/o/07oYhs/TwMHvsDcV881rftBSNrmzicy3eCBPl+F9fqsKLoralm34E9khlYBKlbP3XS3tSKl7j/vSF9mgEXJIahSR0qBxaSwNn8GRXUOvvrkdn88I2BXJ/ddNYf4zKP7NsTHXef/3NT8CiPNfxITbiIgIIHw8CWE9aTzQsmOkzbETncq+3nF8A+I45lk04lJTOieWpN1pDgJaHJU8VxOJiHtJmZ0zCG3toz/LLiGUKeHq/f8guaAJ2nIWUi37RKWtdXTNhRMT1g4psFe9kVV83/mfeNUP4ajMHIf4EuRK7LqSHRU4No2MN5fwI716wign86ePH6IilWmIVfez8GqRtLMgmQZjYbOfrz8RtRwxaebePqzoXOSA2tv+14K2wrJI5Wu5kZmOgfQUqpolNG0aemotjq+ur4SzZXONXlH39f4eo2BnXVUKm0MCg+zvElsLt8Fi6YxECn54osWYgYWE9vzNjUpwbRYN/LnlmC299xIcFE3n2gGKgGsF/owp5Wkua4IUScITVUQioGUgsTo72G3L0TXvDS+9jgbWhoJXn0jV120yO/P9+o+f74AkFDp9jDaJBlNv64oFrJn/GhMbcToVqH5ds7JwtV/KMVwrqR5ngimY9WfyL1PJyYxHfdUz0AZXcsu55FDqZiN+bhSL6MjIpK0moOEO3spjomn1OSjL541UEGzOxoj2ILebsVVfyf6YOpxPpHjx9KMSBQhMAw53FYHEKBLSaMlCLt3FWW2DEzlPczDhFn6LFBDgRSlmyHDym5TNy2BlbwwkI50LOCJT/q5WFpoQFCm6edMPcve9r3c/uZ/MtiXTF7Pp6wCwvrc5EfW8Wf9cj789APqLL9FM7wIdwZSswNjfd/j6zXclZ9TEiYJN4KIlqHsCywjepJK9tEGiVkRrFcd/FwU4zEFU5sYSA2pvCxvJr23nVbd964kCl80L+awYwYFscXEpG8FJFKqOKpX0Ve/nIiVF2HoOu/9z6+p2VPIrXfex9x1F/uvm5IQghT4uRsmms/j6S683h7U6D+x7XAVq3Iyj6pdOBcLV/9hFMPZwDXzZeFY93Yy9z4doX8s91R3y1Zabu0jpDEZsyFQUagOVQFIbW8m0OOlL9pKa5xP+Of3lvCefTUIQZRDo08//myk0YoQmJZSzE8N5+ENs/nxmyXEuaHNLNElqNIgcagFObzerW197EVFShNSCvqEF6H0UKCnskhL4zl3HBIPoICUJKPwXaw8oAyeMxxYb5bso6fmVpAqB6TBXOUN+iP6sZh03nYvoaK7GHO0B2MwGVf9rbxY7eS1nTv8c2sktmC/MgPDpSG1Nop/+i6ONasxBXr5sf33mBQTq+rmUKIXsUPdQ0FsgV9JjCHN0w2stl664rrR+i7hQF8X/9tzN7aIHm4MfYrH1TvQdFCEwraW5aSGVnNJ+icgDB/pq6GjD0bidc4gIcvOh088SvnOL1h96x3MXXcp4NsFlHXs4SedCwlYHsf6IZVQk8p1C5OOmjPj6S7qBxZw1ysOPFoYz+9x8OIdjlMiW86kIfsPoxjOtkrkU/HSR87R3DM45t5eL24cc+6TuffpxiSmsoo6y9+mU41ma2Qot1b3ouiCpuharpbVZA/uBSAorIK2mMsJ8LhJcNXTGuPj90/r1ihVjOMSqKMVoUkRIASafmyluLd9Ly5bId+fo6B3ltLWOofKgThie95jlujh6firSOqu5z/S3qKtdx6tjvcI02ezI+UCQh0dDJgkz3bbCHdHYBYCXYIZQT4mLAh+VpBO3jlijGiuDJA9gIKBwCkjmT2rmjY1noOkg0vFLE3orkyQKhLhn1uzUcfEFiK/OZu2H/+Q8jmzCQoK4qKvX0TuoTyWbEyFGg8e+vk45R3+EPIHf4OeOTGdmBUDry5Q0MnN2UZVeBBVjjYeKb4X3QCzMkBgQT8PXfgpLdo1dA2F8/LOemJsnXxQs5bcyAqy7LUIRSU9dw0pV86ndNNLHNyykeU3fo38K64BfEphY/G9PCx/jFO4eLEgkGXxk6cWj6e7eKE4FI/WdUply5k2ZP9hFMOJZONMR3ifiIA/VUVqo4WfSfWxQ6qK4LWixjGC8GQykU6FAgs4NMDhjDwOhKkULXyOxB0mUtO2kCZ1WCFxH07F7l5DR2Q8cf0OUC4nKDiOAI9Bb9jH/PSSr5y4+0uX+DquTb1o97bv5c6P7iReHeSemCFMMZCZ+y4Jn36V3qE6grNsVISmcltjI/NbV9C44FcMCC8uajG3ObCl1vHT4nV4DRWVIf5pXhKhVgs5hZ3MMhRKFYPDeHHVnRprcro40fcXrEQhhBMpJUJK0qwJhNo0tuetJaB+M96+dPTmu7ggTWdjh4IhQUjIDrAeFVvo+6iIlsOHabn8MtYsXkx+fD4zymLo1WtBgorKbFcWh4NqKWwrJN1qoHd8k+/kJ1DWlcViWUtMeC0IQVlPOobh63ChGSrbmvO5debrxJk/RE35E3/dLdjRsgiQmGp0vpv/GEtSLmBe/mV8+vQT7Pv4PRZdfT1Lr7vZf6+1nUX8TH6f7p4QLuz+gO7ANIifmspihO6itdpJeHsTZkVBM45vfU31bs60IfsPoxiONxtnOsL7RAX8qXjpo8+hG5KbFieTGBZIc88gL++qH3Pue9dknVAA7FRZLcoX9dR7VxKU58a+Jwa35S0URUcREqmAXL2QhXUX0BUcwqz6Jqye6/lOi6AxsoGCC0K4ef7xMVOOVoTq8I5B16detIVthXh0D5k2DUVIf3+F8OQ9uBugMCMHRdf457A0nMabVPQmcNgxg5ywKiKsZeztmY3XUAEVHcnT+5r56TVzWH1XMruKm/n3oho8u2r53+L602b9nej7e2lnPU9s8XXaQ4Jj8E6CAAAgAElEQVQUKk/E5ZEr/pMXu/6AKbISS5SJH8x/hKzmZGL6K6hXDVIMhQinjjUvwh9bQFXoffd5KhctwmQyUVDgS00diT8YmoGOTmlQpZ8k0eHYjmF4yAqrJt8oY0adiyJpxxCQGVGDooAxHAD6vHEZAMsTirgkbQ83LlrJSzvrfeyrBhzuziIj5CXe/kMvFZ+VsWjDV1j11dsQw42F+jWdBzoLaHEOElDYwefGInbWqsTFH1uBj1CF6JrBjRYLwRfE+jmjTvbdnGnSxH8YxQDHFwSaTHiP1vJTCfiprIFwmwVF+CJcJ/rSx0+c6xf6mqW8Xtzo3z2MPvdU9z7RWIvqHDzySfkpsVoGy+so2fAvRHcLapphvgM615oxSS8mXWDrzuNwiMBQFHJ7dRShYJKSFZ0usufYjvt6440AOHaMYYTCodpjIKXmq6IVJroq+skLd/BowveY52ilPdTBwaA6fl10n696W9G5OWYTWUmlKEJijJRpS/jdm6Xk/OtS9oeZ8Oin3/o7UQPk/ZKW4U++OSoFeIE9QG5/BvsCygGdPnGYxOy5pAgziV6DFrPkk4F+wO5PVx7a/xltDfuoWbiBWdFZmDp1CBrLF1Uf3s469Uq+PxxjcDoNhDAjPW5mVg4AMCStfMKllEfmc83CJN4obBpugqSyuXEF25uXkJcTzyXZA7xWaODVfXUyOZEVCMWLs2crS6+7l+U3fp22ml427m6iWtXZYpeUmgUb0Phg2CWm6RPXZIzHCFVIo6LTKAwu1ZQTki9ur8/9O152PHjlLBwuz/kYw9mE8VZnc88gL+2s5+F3Sv1a/sErZ02o1Y/FkPjwO6XohkRVBA9eOeuEXvpEwm+0a+nmxSkTBs7GY6KxjpzL7fUxXiri6OyM6boovK2ttBJEXWQi5sNOGjhEUm8Sfxn4Z65rfI/0z5qwpKezK9XX73lej4ouJZqAdqWLue2Ps7s2mUVpNx338xk9rmM9hxEKhx27N5NUGIgnvAJr9wwaHIW0zHbQFxDCQmc39WXFHLYdqd7WDEFNXyYX58SyuvkjPmu+FBCYgflS8T+jM2H9+ZvbeA2EEITbLNP63WWz4/m8ohOkAQgUCWZggaLyYkgNqlD91n1cjK8P9MbdTTy6vw5vYR1/LqrnmQ1zyZ9ppfn+R6i8+CoMA/JqI+h86oCfenvk32ySmU2+//p2+0Ic3f9Edt0L2IY6KZoXze/U77JfzOOFLIXQtFTe29cyPD999c66tFDR1k6G8gO+k59AeXc2M+zlZIbWInVBXOIVrLjpG7RWO3ns0UJeDhhCEyAVwb+uy+LyhalsLPbVG5hUSAvcjNPZy2BX5lFkeP6e0nYr+wN0PrJ4MICd++vIWTq9YsalGZFj+J9eK2r0G3dnQ5LMecUwCUYE7xObq9hY1s7Lu+p9qYxS+i0wh8szoYtmKktt5DuJj/fd4fJMOY6pBPBo4ffYpsoxrqWEsMATdmsB/jEqwIqsKL69Ltu/Y3q9uPGoOMZk1xrctok92TMBMHVXsSdiHlpkFj/ekcSW+tnsGQyl3/M5JcELCfQM4R3YxR+VVRQLgwsSN6MKqG37cELFcDwpuiP3OpUimx8zn+7eaoJ7IlB78hgIPUxaQQcPBV9H0OEuwqp1zNZcsuf+zV+9rQBzEnfTURVPT/tcblAGCDUimYOJP6seVtksZ8z6y08N58ErZ/lZOR9+p3RaJIS3LEnB8Lp598WXiDW8RAyorEn1sPj2b+EceADzoWouycvwZxDFZdhx1HXgNYaziKTkrx9+wBeBm0lMhMMBCtl6PCEycAz19kidxFJ9ASmOGKwZdl5v7eFvu6pJbhvgOlM95N/OBzNuY0+LwoPJBmsSfb7/F+9Y6p+HI7vjjOCtGP1ussKqyQqrY7A5g5bd0cQnX8m6W38E+Kz8SlVHG6bwEIak8p1aEu+L5cU7lrL54AFChn5OgKuSwiIVZ/VyemqW+cnwDrT1cu/bB9CkxKQItACfPADwGhN7FiZ63vmp4dxQkHzE7aWPXXvj1+PrxY0ImJaxdypwXjEcA5vK2v0EVlL6rHwxygU0kYtmKgvxeKzH4/ERT8bKeCxhONl4Rv+/0Uph9E4CJndRjDRCN23+lL25yzF1uqA3ilJTLGVCguHi1fhc9MSZKEhUNYik3jY8fTt4NzsTZ0QSUU1ZHGzK4uJFRwcCp5ui6/YaKAIURaAbcsyuaKJnExSRiIGL4qBqtkYXgzmGmvIIhDHEU4qV33qyEfuu45th+ygxrER4DMLCuvn+zhvwSJVSVeHnM2PoDzFzQ0LwmB3m6bb+iuocvF/SMsaYOZaLZERYJ3QLCrp3s6ypizR7BwnXrubjTp0H3+5Ck6FsP9jNjPAjfvilGZFYhMAjJZbAOj5LfgodL+I6wcrWDq7pLUAKUIb7LIwE+zP6EllTn44TFyWKzg/1ASSSA8zj5sACehbcz+8ruvlKbDh3Zx5p6Tuy7q5fmMQnhU0k6HUY/W8g5fBaNQwadnlYctkPWXjZVf7fhWSFUtoWjDzsQBhgwiAvfgd/fbeHwYSZzE6sIMBVCRggDULTNxOSso2GLfdTtiOOFwrr8ZqH3WvD1v4IRsjtxieG3FCQPKFAv25hEq8XN0659sJtFn8lNsAruxv4rw2zuWXJl9ve+LximAI7qrvGsBqqwwRWx7L8pgp0H08Q/Hh8xFO5lqYSSpONZ6qd0MgTEUxcADS6MjRxH+z5tztJ7he0oiAFaEg+kRqaooIQGNJgaMhMuquT/l6JIz4W9rrZwgoAtrco5I0LBh7r2eyo7vIrMH24MTwcSed9vbARr25gVhV/H4HWaid73xnEITT+RBha1aUghL/YyQvsQ2NNq05ZYg1ZbenEpYfQL+/EKxVAoBmSluQg7l2TNWYXNx2hfCqz4MYr8YncgeMxIqw9uofLt8eSGhpJ2L4qQmf20hp3Gy+8euiIUBx3P/mp4TyzYS6b/n4Yh62BD4WGIQApqbBX8PPwRu6y38qK5euwpoZSeMAX7J/tysIkVQSwR9cYqTnWUPlj0D/xaZWDhaE2/jvQTt9njUf1r0jUFcI+68SctQkZoQ1XPUNXWRipufeMUQqdHo37HB04UmzchBVHeTmL5j+DEDq/Lp6D1lSLuTia7xZkkmmvBOFzVFX1JrPHNoQxMESSR6CafXNKVUBRFTRtLLnd6Pfu0SUv7azn9eLGo9bgdNbejuoufyU2+LwBp4N+/rximAITsRpOV1OP30mMX9AjFvhUHDrHG6SezLU0HaUylZtqovFMZQmNVIYKt0GDkUxLeCz3pth57mAHXh9jPr4Nsk/oCiGRZkF3QwD1YZejN5lRfe3cAfBOQLd9LP/50oxIVEX4OeyHr4bZpOBoGfApOOHbtr+1sQbinfR1D6FpBiUmF5pUkELxj08ZrklYoENf7GaKmtYw39TKnyrTuT2uBoUsJGOF76neHU5nlzQ+MWIid+BkGMnMCu1TiXJYCA5QqU+/BFtyHe/utZHoGRolFI9mul26JIkFcaFsfXUfn2rgNQkUqdBj7aHb2k3E2gysMT6hPhLsbxb96PhYUUOG/yswUJB8Hp1OlMXMt9xW/vePRSwwFLIi62C9A3tgAdbmNNrbXeiawUB7DpF5JsCL1AUDzRtYfed6/9gahjzcvLeKZreHZ+ZmsHZNKAeKt9DmqOa9mrXDMSNf4PlwdyZLMtPo6tpMhSOJXxffg25Y+LS/ifyYJi4ZstE/FMPXb8gjIiH4KME+8t5HlPJUqdLTWXtmVfh3DHB66OfPKwYmt8KOZd0fr/U2UYB3skX+l/2f89Mv3kJa01HcaccdpD7VAc+RDlIjQfOHrp5cSYaHL6HamYV7dyC9eb6A2jdmJWB7/Fdsj0jFZYvk0FA8w2WpBNqG0MuclBohHAoJRe1w4yfXH7bMJgp8374sjae21kzoP89P9VUxj/jXRxTZ6rgwNr90GNU2LOAAvbibnVoPiiIQwiDBdQg1MBddgKGozAoaoKsviDtbKujuPMxji9aSrbloNULo1qwcbB3kSmsZmSuvZkV2LN7WAX77STXLZ8ee0t3hsbLgRs+n25el+ZW4ZZQ7cCoUxBYg3BlYGmbQHNBFoOlKnCnBVDZJPnZ0sEYzc+OAhSaL5OvX5DEbld5NDSg2E4ZL87Xi1LtIfPYZHrxmEX+JGmRWzCyMNAO1PZiqt/rpsZWRuzSe+Rnz+X307yku7uP/mIeIR/DRcCNHgSQkPoC+RBs/iIjg288W4zEkZiTfSX+ZzK4qMEykFn2PiN4s5tpU6rrsVL6TTmhSP3EZa1l8QzCBkVXAQsoGBrl5bzWDhsFf5mWyOCwYgJTMC+ko/iM5YZX+mJEQBp2DdhpdmaxceBfbPz2ELs0YDAtkVzxmReO3G8ysX5bsn2ujMSI3xsdAwm2W4yZTzE8N5+W7lvHE5ir2lZWzSuzjE2X5udGPQQhxKfAovnX2lJTyF+O+twLP4eNT6wJuklLWCiHWA78ALIAHeEBKufFUjGm6OJYVNlma5/G02psqwDtROuybh77grbafoER4CQw34a6/A4cre8p7GC98jsdlNZ1nNLqDlG5I3i9pmXQ7W9mTzq+L7uOHB59i4+q5JKCRZFIIcBZTtXIHQV0FqEPXMJwUyoDLhkD6ejRgjFEKCMlda8MmFIDjkwHGC9NblqSQExcy5hkUfVBLvNfXA7jBZJCsKcTriq8BjAJJ4ZLguhqie0t5duFX6A+2oxYpWAebiCj/gAdW3YM+pNCGQazSj1kYqEJhbW4UV6/PZcfORm57Yx9e4A8VrTx77TzuXZN1zGc8mSIf/W6nUvbj0x+f/LwaOWzZT8eo2Nu+lzdL9jFQ902cSOriDG7sCyDRUJFIZngEm2xeLs6M5t8uyyJcFb7qZq+PdBDh69esNb+BGptLd3g+Oc4O0i9I54Xtr3PJgbtokW5aaaZsWwsbvpZDwmYvn5olB9DZJ/DPAQNJR1Agf5DBfHGwA7cxXKCIpMyRTlZEJbrQqQk/yMyeLPrMBrWhdmT3UgKcIYjIp2jv8dK55ymY8Tx3V5uxKoI3F2SRFxzov2e7fSE52T9GHn6I7+b/nm3Ni/miZQlbGpeyo1Xlpfh0VuV4eLawBa80DWdAKWiGiY9r27jqwsmf5+gYyI5qXxe68RmNE7mkJ1vLf7y1gJ6n/pvAll1848Z/Yf6XHKs6acUghFCBx4D1QCOwWwjxlpTy4KjDvgk4pJRZQoibgV8CNwGdwFVSymYhxGx8faMTT3ZMx4MxnCxeg0c+KT+mdXW8rfamE+AdHbSSoZ9hjvY1+5BomENqJrUQplJskym10b+dTrbD+FiLBL6o7GR3bfekbKteHTIdzezJnU3WkJOa0vc5mDqIJiQZ7mAu6DOxO6qNSk84Pso6CRiow15mY9iFY4l7g9da95O69/fsr7FR2uT0vy+k9Fn5U7jaxj+DxOxwTGaFRA2SPOqIN4uY6GqyEssJcuSSHHsTn9rfpXNGKqayHkosGt/dv5GimGx04YslGCgEJrj458F3CO4rYGHgYtx1vWwraWOkgbkX2FbShjkuaFqUIuMV+UTvdjJlP9q1ZvgezfBzPHbm20hsobdtKV79YhAKuoRGVSfRUBEIUjWFJE1h1vxY4jLs9G5q8BWwjZoU0quj99npW/x16nqLma0l0/1hLQs9C1Ck7zwAuibp2d9JiJQsFCZMeFgi9rFb5uLGjKGoXCebiLBl8Oonh4dnhK+0Oiu8Bt1Q0KVKZXcWOhrfxoVHgIgsYENQGSmGF4TBLmMe/1shSQww8cq8DFICrUfdu9fbAxhkhddy2JGNYahIFH8twxXpe7i/4G9saypga/NS9OFahw/KQyiaRhX7yPwbE3fwGhMalZOt5aI6BzuKilha30D+xd9lfk7GlNc8FTgVO4bFQKWUshpACPEKsAEYrRg2AA8Nf34N+L0QQkgp94w6phQIEEJYpZTuUzCuaWH8gppK4I1gvKA8Vqu96QZ4RyYPrgzM0gRCx6SY+MG6qwEm3IaeaBHTaN55gFeLGnn5zonveXSsBeETOuN3P6PvY2lGJJlKC1/kXsfQoMBcV8lvNx9gx0zDF2zWKkj2XoLF66VG0fEaCqrQWZWwnWVxe2jd81UqXbH0pb1GRsoXHHBk8sO/tqMbyqhnzpSW12QIjKxi+Q07MWrSGfTkUVTcQUBkFeGrfkO3ouGQZhJ338+riZeDZqA2uYjr7+LCxj08Oftqn2XsC2nTor5BcbCJX3QtgJ0OOoucLF4Wg7miFS++3P+o+OBpZ5aNV2KTGS0T7UBG5tgjn5SztaLTnyAwnTaQhW2FuHU3qq0aVeoYgNnQSO19g5Dkq4nrC6NTkzgMSUifr+GNnznVe0Q5SN2LGh/HTlMVAdLMAi0dc08WXqFTYjEIEIIuDXoFhM2NwmjsY6amcq9ayL+Yfse75sV8O/Z7LI/YxtVhf2Zb91OjYkSSWFsbrxy+hrlRh6jqzuaOwTjeN9y4FQnCt9/4e28Oub1ZHLbn8bL4OrMDBS8tyCLabMLp2E1Ly5sgJfFxV2MPnUd48FzMhgnD8DI7uJzPuBApwaoKVsZLIiwzmB3UwKysaiKNAXa0LEQRYDIMDpbuJT84xRftlpLS5h72N3QzN9HOrPhg30KRvuymi0J62WyqwtB1hBAIqQMSVYc9W9ppCDLT1T/EYr0NhMRkSFp2t/LZfhMv76gBqXOISwnzRJBp6KCox5zrJwMxkt51wicQ4ivApVLKO4b//gawREp536hjSoaPaRz+u2r4mM5x5/lXKeW6Sa5zF3AXQEpKSn5dXd0JjXeqKt8vKjsxpE/oTBWs82v2EwhKH2tsX3vKV2RjCW7g5lVeNuSuQh9MnbJgbuQ35uNIiXxsUyW//vCwX4AI4LuX5Ezq9hjdmP3hd0r913vwyllHpWTuLTvEpvd6KIux0NHvRhig4CUg9Y+oQfVcscvgmt0pvLw6lYb4HIpD5vFv9kdZEHYAQyo0tFxGaHQGIcr/oAIf167mo9r1/taNAsnS9DDuWJnO3MQQ/8L0FWThX4yjFyZI+voO8smu37O3PRtFCi4cSMXVGYkpeRvh6Z+jCAmGwGhdy6/ilmHuGMTUMMCGqi3kdx7mvYsW0jmYhCoM2sOKEIGtXGhkkW2xE+KIJ6g3msA5UTRZoLLRwYzEEOo8Hj4qaQEkKpKLZ8awOjtyeGzSP7bx4210uCht6qG0qQdp+PzuqvClP163IIH4UCstThfNjgES7QHEhVpAStp6B/ngQDPSMFCEZGl6ONkxwWOew5Fr+T53D3axo2UbgUMKYT12+i1mMrqdOGIF6cYM+jFoR8cjJSFhbuIiggg1B2MMejFcXlAkWksrxlAvRmI83f09hBgB2DAPK9Hh6wJgIEItmG0qhkdjcKAPq7cNLyba1Aisqpsw4WS/2UKRJYScfskst44y/N4VDKyKRDV0pKGhKyZ8hNsjjh7ffQOow0FswcnJuLMOP2wDc8AJ/VQIUSSlPLpl3vjjToFiuAG4ZJxiWCyl/NaoY0qHjxmtGBZLKbuG/54FvAVcLKWsOtY1CwoKZGFh4XGPtXLLKzz9yR4MXcekCq6aE8egRyM9KhAhJc9uq8YwDIT0TSaLCl9bnExSWMBRi6q5x0Vj9wBJYQEk2K1HCyNGLfxxAmqqY7v63XT2DRIdbCbCZgZpUNnW+/+R995RcpRn2vfvqaoO0xN6epIm56CskWaEJCQQQQQDJhoMeNcJ2evF2Nhe7O+z33VcrxcbG69tDLtYYC8swSCSwGAQkkBZGmlmlDU559gTOlbV8/5R3a0ZJWQv3u+cj/ucORrVdFdXP/XUHa/7umkamIw8GJKyjHiKUuNi7/H6g3h9IZLjNJIcygcqHZBMB8N0DE9aETomqpDkeeKI08Q5rvfUOUO6TtiwHtawbqAbpx5cmyIwTSN2rUoEl6EgEcKMHPv/h3gTNWoXuzEVUExYdtiLO+JRA9Q77BxwOqkOBKgMnj+d85eIRIBQCJtEVl1gs2moQgGhoAO6CZqqoinWMYRCWOqETB2b6sCuOiLHLS6pQd8k+KZQDAWbEeak3cbeFDfLfQ48QTAQkbIwKI4RilNyibclWOft7yfU04u9uIT+QAAQ2NUkRn0SiSAdlQSsFBwIptxh7Inx2P0aobETGEyx01yEGSksqRnN/CDRSRiBJuGLg0m4J9Njaj5TH2FcG+FITib2ESdzAvER86NETMepdRFCYCLRTQVFwKqcfaTGjSMRJLmXMOJPYdOJJHRp5RQvy9tJmmsEFJX8/M8SF5cfWz8QtI8GONA5Tk37GGETFFXl3svKaBqa5o3DfRjSujcfX5LDxxZlz1jjU+dACBqHfJzom2RoOsyWE4MYMrq+1jWjqIQNiRlZd7COPfSJJcxfshKUv+4pulDD8GGkkrqBvBn/zwV6z/GabiGEBriB0ciF5gKvAJ++EKPwP5GUvQ/yE6WNmGY6Fvm3yfrnuwqcobXOYX+yIz90cNpNP9tGOPUAftBrU4UgVSgwLsBrHc8Jm5hKACkFUgjmyASY0GLvcwuBO16x6C31GedTVCaCBl6/xO1ykBRnxxvQGfPrJMc7yc7PpNcbxBSCzGQXcfGOGdd17u9hFwLvVJgtJ4fQJdbDgHVtpmkxbZoRumYQsc5QT9wgY8kmt71/ki6Pg5HEVA7PX0Wmb4RrxnXqM8bpVLO4VikktdBPd8+zDPrdDPrmMCe9iiGfC1CoLEihIDX+nGvZOuLjkW0thAxQFYWvVxeSEYI/T/TxZksoUsmwlFwSgiRUqm1tvBQuQEfBEBq5FcOsToHQpt0sG++h7yaTFm8u+uACvE5BUtYBEpNHmRP5WFNRGF59L12um6jvmiAuZYQHmx8kZOpoQuMTyfdzfelyFud5znLvRexYXfcEn35yPyHTUhJIwUJd47jTgu3aNDWWgvzFOw1WhAuszj8V4Wqc+WDXD9Zzz9v3EDbD2BQbT1zzxKwBOSdrjrH/5/8PJ9LcXNY1wC9uHsJQTH6frDHZsR4jUBB5pYkzeTMPrFnM+kXr8R85Svtdd5F09adpXXEzW7ZsoXLdLXzrrZ5YmtIm4FfYWSRtSEVnd9LzXNR2FzapoRDmu+5Wtnqt0qKCpMj4E0F2IYQkhOCNlHQavJ/BMG2o0uCWvA28mzSGLgcwnRqBzs8jA3nIRA1jIgpythAMllmwzqxg0GFzcl3eZgQqQmnnjZFCXgl/DImKIiQjmuT63HcAFUd+FoWF62etYyHwp23NvNjcEJt1XSQqWLkylc3REZ6qwj0rVsJ5IvfyUijHisR/3ji7aVREgizrG5ixGtzVFZnMX/qBOv1DkQ/DMNQAZUKIIqAHuBO4+7TXbAI+A+wBPgFslVJKIUQy8Cfg21LKXR/CtZxXum94ltufqyGoEyuw6VIghMKXLivl82tKqO+Z4ItPHyCog6apbPjMRSzNT6G2y8u+9jEuKk6jKj9ltrL/C+SvoUGOAyZnvM/1ASiG6PHTqSvOlvb5axuuXtjWzC+ONDCj1IKqWNPPosVCiVUYRsJX6zfyo3+8j4tONnH5kR5+uvJzZBo9vFj8OT7f/AI9Uw7+I+NyMqdMRvLSWFeSw/Scm/nCs0OETQX7yIVfb8+4n1fD6ZgSFhoqcl88oxLilWLeZ4qwGW2jMihP2cVjo9fxfKCKXSIQ8TohPrSDeu9r3NJj0nk/SFUhL2OAPUYRo1PlNHQUMj9cR6qrDkWYqKqNYc86PvPfQ4R0E2f6frRUHYnFHppeFGLx/HkfeK93dw0yZTqsNYwo/XkhO5+4KIexDPuse/GX1MZeb3mdkGlFLSEzxOstr88yDL6ad1Btdq6mjM1VOZjKn0GAiY7marUm6AkJwsAe14k5cBuPdB8l/7GfMi89Hcf9X+X9p58mPWcOz9Q3ETZOoX/CUvJYUhN3J/aRl72P8rG52KSKQMFEI9M2FweT6IAmFAzfMnDvQ6KD1NCHV/JT5wRbpwdZWP027VoX+oTN2l+KTn7eXlqSF+MghHrQj26ImFJVhGEZblOiKgZ5Oky0raVwcRpjU69QkdKIplyNIRVsqmBeajugoii22Gzo0+VsYJK/FgUYfd/Ltd28eKArBgdHCNL0IUZJIIQNTdP4h7UlF3TOD0P+x4ZBSqkLIe7DQhSpwJNSymNCiB8BB6SUm4AngKeFEM1YkUKUDP0+oBT4rhDiu5FjV0spB/+n13U2WTx/Pj9bn3XWXPmSuWUQ78FwKFy1bC4SuG1ZLkujaIE/1BMMm6hKO+vXFJEYZ7vgDXB6fv6voUg4G8LofCiGs1FXvHW07wML1Rd6rac38QBIU6IoYBgGCIU0IE8JUzBey6qR4/zM/TUuObyRsKLR6U5F5lt5UsfUGL9TrkW2TdIPPNY/xeMH21i3MIFwJAL5oML6LAoMJYp/gUpUFNNSEwtMhScvKuEtwoz4h9k39WsunSpFkyKCjhHW3DXFpDq5hoStkmC51eygCjCFSZ4s4FnvUsLAtub5FA2toSKlCWd8Nc7xFEL6lHW9k0XY0zTAiBHOnUtOh6TGCv3AuoBGPjauWJ4TI3GL7odosTlaGzvfGs0kbzB8+dQ3zuFgtoWq8Q4OcHzHNiqvvh791ZM4UjwIGUkbmRqXj1TQE1Joc46TpEyR13oHP2ufwmQSW8Wt/P7qbPbt2IFE8nhbCl7TzinMsSVHJvL47mQu3wwmkezo420CVGKjQti4Z1SwVk2goTqN1cuyOfR+Bz9uC6O5WtF9xdzoL6da2kjI2Y3iaUMLK6gTAl0CqDQlXkdhci/383NGqpJpHKsg3jbNVCiOeant5Od9jgOdYRanZpPt/3/JKfcQl9pCbd2fKE3u4lvLH2fS+W3Wzl9EaXJWbADP6SM6T1/7s8FKPwh6eq7zVRV4uDUCbY2CBVJf+zuGxrzsX/EbVi98vrgAACAASURBVM4r/Js2tJ0uH0ofg5TyTeDN0459b8bvAeD2s7zvx8CPP4xruFCZefPOwLifpmijbIcz6RV0U/If21tjqJgL8WIvFHf/l8q5EEnnoq742MIsatpHz9n0NlO5imipgbNf67maeC4uH2Bq7wk685ZzxUgiBUEHK5yXsf2yeLRAI/OaDtFZuIIVvmH25C4kdXqcXiUBI0KLEFUohmnyXtf7aOpFGMYHd37PosAwZSyQq8MgHFkDIQSlmUn8ZFU2AM/Xu3h/y3FekwEmUahMT2CXR+VS5VlqB3v5xlbBwZtzyTV7MYUOUqVzZEEMjgoKLd4iWrxFkTXuRotwMql6Ed+u/HcmRcOskZXRdT4fdUlU6ZQ7HaR4DXLKPfQntPHGkQOzzlVV4OFr68rPe0+jcmPJjbzW/Br+qSx8nfdQh527mvZw9xVDzD3eiRAKC51BNpuH2V00hilMhFS4uP0WEqXOkZyXmRq5jik9kX7FMhpSCMKqjSfr+8mdbsaf7GRiKg5QERjMTdcRpHJ8cAqEQJeSp8fzGdDnYRBGFQaPr8mjyhVHbrGbayJUF9llfnzHynnfV8zlQuPj0g4C5hTfwKC5DcOXx1T7TQhXJ7qvGC2YyF3Vv8GTPIYneYzS5E5ysj+J05mNx/MF3O5lXHOGXT41ha16lhHwzDII52t+/UubWs/n1Mx0DPa2jrBSa6RwdCeFV/+Y5RcvPefn/K3kI935fD544ExleDZ6hQtV7jPPeT7c/fm8i3P97Vz9EadThs+krjjdGJ5+rbE2/shXPR/HzulNPIsyhhnv+DNPZTsYGnfwnKKj2nXunLLTX57J4qP/hipyaMv/BDn+t+lNWcfK7m5uGlzJO0LEPlNgoikGOan7uXR5Eeli9QfyB/WM+2NEeQBI0BTBSWnwTeHn74J2QkGYeLaRq9zNnJho4nuvzyFkpPGWCFtvGQ0RnxHgmLmD72wS+JySUfcK0moT6E2rZf7QpSwPpvMcAUIwwwe3fjcMkzsvyic7OW7G9V5yxrXOJFjLT40nEIkOZg5WmvldZ3IY2VV7bPxl9B5EDfTpSc3+Vm+MMnrCH+AS9Qu0KQ6OYLcgsLrOxppaPl3fTN6KasJ//C865/gxVVvsHH7bFA3pNQyFCkBGua2s1ICUFk2Ic7wNu4hnwWQaL0c6iFXF4GtFcbhzSrjrlfrYWnXr8ZHfFARw3KVw+eV5s667rW+InLFD/MJTBVIgFUHKzaXkrcji9fcTeKa2n7A/CfzR1IpJ82gxGpKTo6XMS22nuuqWs3r8s5+lZWd9TXTdRt0qX3nz6F8c4dcP1vNo3dvoWiJmuOC8euKcY2hliGfSr6RqxZc+8PP+FvKRNAznauw6F//OTHoFI5JDVwTYE7oYVlupH7xklkc4U05X3mfD3Z/uXXzvhgUc7fUigAXZ7rOmdM43zON8+c5zeTpnU66CC+PYqSrwUJrcRm3dPcQ7ghxz34cxKUBYtBMdmgmhEMubQowmlyGlYLAgE0NVuXREY4Hu4ZJchW7nCKvtG5kOx1PmaaJF6efmhUuozDgFoT3dSM6OyKw6h4w0DkXXcbhzktqmabJ1lbi0Ztr6fsmWtrWEjI8RUXGRCjKYI3VUjgiWtEtabwItvYf6rnIy2teSoS+g17GNL+kVtKTn8na/D51TSRNNiA+kRZ7Vm2BImgenYn9T1bMb4CiHkYlJ2AxzYODAGfvt5dpuQrrJH2u6+NFNC7ki3R2bLjaS1slTRjK6mR1Bh1mwXykM5o4MICT404aZaJimvKIARQxGlkRhtGCEUbqxTZuEhIGQChpwP04mBaB2EdTGqZhcSrWezJedvbyHzlqhsaAmDVHXwYocB3t7TnFfEUGqIQSmfzc9PTWEw+N0TFeyrWaK4K5XSZvoYZok5sSXsfCOEhJWZLG/fZSvveNHN5JmQVA1xSDRHuQXtfcTNuBP7YJly4qocs9aojNoXc4GM49OZbMlNbE/PkAoXGw1K55FuZ9tL756YhdvDv2AsBnGma8S7FyPqhedM5J7ubY75ozNHEMbQuXfnV/ia91T/6sppKh85AzD+Rq7qgrOzV8/k17B47JzYuwwbw5t4OW2MJs6/ovr0n/AzfNWn3ETL6QodXoj03dfPUKUMyuq6E5vKPugMPWDQt3T1+RsyrUipZ0vVTVQmmwDzn+uKHFer8hmMj0PW48BpoYK5IUFhxIzuatBMhXfjGn00FJYimoYrBuJQwCrpgRJa9LJGKpBKAbSVJmX9F0qMyrPW/eYuXYCYiNOow9i9PVKPHzSZ2fJnEYQYSpSGlHEtZhSorg6UV2tGL4inPZaPr1Vp8cdj+66j9TxJoaFTrdzgm/H/zfV4xlormF+lL+Cuf2d/JIgBlaR+GP5KR+45merzUTlE1VnNypRwrkooqh6TvU5Jwma0mLfTFhUhKGbOFJaGM2rQ2+9FhkZO4qUCCHxpLzNRQcnac33c+2W3SAFT+YMka6GUQX064J2WYMqVBZN5ZKsT9IfTmPaJrlWtdOjDLHN1oFnOhdfOI7D9jCPBZIIAyeQZGe9zzJ/Dv+Qu5KankYMrKYsBasGZZqSX+9MxB54BBD8/EAmuqGhpV7DQ7fkkad4GE04yXv+J3EcW8uDdTZ0Izqax6QwsYv8pG6uLPIxrH6O8IlJTMlZJ7A9u6+Tf371SAwsoZ+DpbSncQxbUhN5a39BeCKXLbVfRkh7LGr2emvZ0/4ae0bCvLAnn+BU3ixgh8VaEEIIiarApUsmuXfp2SONgx1jvHigi2J3GxUpTTSPl9PhLbDmWqCwqztMzYa9/58M6/nIGYbTaWxP9wTGfKFz1gFmKtsNR95BHwhjYhI0Qrxw5D1e3KX+VUp6ZlQhhJjVVW2YFgHczPTTLENynjA1yq1/eo77bGsSPZ+UsG5+Bvnpe5kOPsaJvjCh8SdYtvTpcxbjwCLOUxQ7O421ZIo81qa9SEcgjfKeSrJNjTmH4gkm3cGwu4GgepDjc+6ieGycRMMiKNuj6VzRmEbX4X8iLr0B/3AFS9as/sAazekR2W0zPPaZNARCARYmU33Jx+kYfJNSdzt3l2/kuc4VxOU/CUIHBBcf18kZhR9dejmL/BmYZhfCFmRj7kssGp9LndvP9VPZ+A4OMiFOpdwMINFlZ2Jb1xnU0KfvhWjq54UDXehRSKciWBhS2byni8ZAcJYTEZ0uF72Xpzc8fu+GBbG1ie6ZvQEfBZpCfEYDc1Ma0dqvQo9CYLEMf/pAMkLp4drla3D+6/MMzctATR/nvnQ/701q9ExEeiYkxAc8LJrMZdoeol4J80+MU2k7gd3upmj+PPo9rTQeSCPsjdKBmOxzdZM4fyM9XfW8YN/Fr+JvQcRPA5Lt3assQ2WqNIyWAVgMp0LBFDDi7CI18TnC3k0cFFfxwoAdW7wVCZqGhTa6s+JVipO66N31AIuuLcKuHT1rrSVKYWOeZolN0+T940eoKrg0diyn3ENLUyNC0UGRXJy1H7d7CZ9Zew2lyW28tPfveWTAKnxr2RrBzi8SDhTEgB1R1gIhDOyqna9cfA2VGedmwM1PbOUbVY+gCR3EO7hPZPLI0M3sCpX+r4+CnSkfOcOwsjh1Fo3t6UNtPC77BbGSRr24oBFCSpWwrxhxgTfxdIVdVeDhh7cn8E7rbiqSK9mw2Yhdn11T+MHHZ6eLmsYaMQlj9XmapHpGsMBdsz/jXHnps63JzDGD2zsPEM8GdCnQhJ1708MUje07r2EACEyXsdss5OK2epYSxyq9mwGjCgSoEnqz12ByMSPxrzHhSmBu3xH221xMGCmMjNj4t/FO7pgqJmusBFVVyCn38FLr0HlrNOeKyLzeWio971GR4qBxtBCbpnDrtaWMAba+NUz37yKnrYfMos14hY4QVqU9Z0RQk1XAfs9aLtG6GMKkPaWVORMLOJrUgBQGTcmNZHYms2LOQv6rc8Bi/lQFaxommTgxjdAU0tYv4ijGedN5t0UGtfgnQiTUjnNsRw9/jA9hKmcCGyozKmP373RK9WO9XqorJqgbPEDYV4zpL2BjyyC/vXshSROXM21/kweqHmVP70Xs6lkViXAk2WM6b2auouLP29ADKgmf/TwV8mFUAWVOk82TVo+KTbGR4y0C0yDXkAjFIE1rY8B0cog5HDfq+Xb6SrqnJnmBacKAppgUpnbSP5HHVfKP9GeUcM9iQVh/kZbxfHb3XhRjMx3xJ5Of1E2Zp4Wy5Hb8RgKF4hV6JpJ4XPkOx8ViFstabnWPsPwL69nbOkLSUANxY7l4R/MwDEmK14g9Q1cXX3xG7dA4zSoITIQwONzyDn/Y18WU0kyp3WRV4U1UX/lxNp84ys8PfhHdVLEPqHxmrRUVN/oN9CihnjCwuVoRetEpYEegAKP3i9weYS04HXRwukGfn9qMJnRURdIW0BlzdXDDFSnUvPu/Pwp2pnzkDENVgUVjO7PGAJxxwz6Ifyfqxb12cgfP77CBPw+hWHWJ8xWST1fYDyx+mKO9Xt4c+gG6Gebw1Eb+5ZMPc6gl+ZzkdlPqEeLzXyXsK8Ie386UehMwG3O9qWUTQSOIRJ4zLz1zTWaOGcTRjC6tebqGlLQENRY15OM0vbMgk1GJDubZTh5y7FECqR7m5HfSXVeEruoopoYS6QiNSz5C+yIXcd5NuIOdVBpWo9OlCL5h+Ei4dA4r4hNiM3ZXquYZNZoTY4fRXM2ocVmApWRzDIWeE2P0G0oEimgNCnqg2ka7fJDKkotp7n6CpuN13Dqwi31HFhIXV4qZOxf8j4PU0QyY1yn45cK7qVYCDKp9lBQuZL6zgO92H8WWeByEJIzO5qS9zJlq5P+sWMVk0lwWj+sU7R+yGsV1k/21vXyhtu2C0n0H/9zOvpCXmuRhDJmAlApB3eCVI0epKrjkjP00C1ygKmw8uhNb7u+wpevYpIavcz16oIDGQJAvX3M9rccTCQ6+xtrJElplPHXoeONex7dcoowl8IB2Lz8q+SOfvPFz3NERj7f1exTZTL6canC8YwmTuiRh6L+pK0ihOdPHomAejrG5vBWaiwwrDB5y89yxFr5kZPErXOx3DDBn0ROUuFsRSFqS45HmCM8enqIqs5jmsWLuLH+VxrZ11AST2d6zBlufyd1LfknA3sdSp+Q9uZanxWcBwT3mo6w2tzM98RNyDIUvX15K6/FeWnp2IxQdd9EuWkyTnx/eQMgIcfjwRioyTzlCp89VualsmOGpE+zqW8GOkUwOnngIIXQ0Aff1b+S2lU8z3fFtDDlBdEbD3tYR/m7ZCsrjVN6ZAENKVNXOzYsu4+Z5K08Ddlx8xr2O0u7MNOhjvhCfuvQWJnreoS2g8+iQHV0VOLp+zQ9vf5jhkaxZOuRCMwAfhnzkDAPMTu2c64ZdCFVy1Isrc5yi4P7BpqOnkAVnUQgzC4khI8QP391kwTEjecmwGWZSNPCTW9af83Or51TjSvxPwvHdZ8XIv9jwIi83vjwLu+62n6nQZ8rMMYNKqBRVbMOQYVShknT8Ng52xVGv1XHVPyoormOzcN7Hu1/FMIPsDmdjTGtMyTxaJyW1xR20xP+WFa1ryJmqxJHaTtfi1zgR8JLgNTjuUml2rgZ/IQfRyQEKSqapqlw4617NjAjUuA5+2fRDQkaINzqf4lvLv0V3/wDet+LJ8BagagoXf64O0wxhtY/qXFncQ59/Ax7/71hZZNBToJE6nsJE+aW0pRVzi387SYFalm6XuNdV8rAZot4/Sg8aU1lF9OzcSUaykylhogOKkLzr2YOBiTb6Fo+4H6KCfHyqVW0XmkIdxgWTG+aUe4jPaGXFwhfZWfclDFNFYvBG78MsrLfzg5dGzzAwz6xfybsHemhuHmWv/SBShCPD5qyGtJC/AI/LTn+rl6eeaqE9QXBVXz7pmqDEtR/P6j8jhMl1cjMPH7iXw+uu5k4hWF74Sd6uTeL9tiMkJzTxXtwBwujsuRwQY6SEUlgylM1e6YqkpaxSslP3EEayQGjMya1jxNNmQYalBUKQQsdvqPz8wH0WeCPWgmaltnRHFy/7RyFgQ05qjGVcRZm9lfXGo4SGUxieXoXeNsJr79Vx09eXElI2o6gR+hFFZ3fXK4TU2QX6IofJ2Ng+Sj0rePxODzsaWrikogRHt+T5Di+GqWBztQNGzAlq9FvvWTv/Th7fvXeW1+52l3LbyqfJbn+N5pDCmoKbZino6P2N1gFPB5ecbZpeVUEp+6b/hddr/4uw1g5CEjJCTIoGvnz5KUTbX5IB+DDkI2kYwFroqLcfmMw744b9JTKrLmHImEIO6yZ/PvgmpcnzYkp0ZiERVEKTRRabZSQv+UHNUHBmznnmBqkfrOcn+36CgRE7ZkiDn9X8jDJP2XmjhqgC9rgW8S/vgmlvJugvYWqwlCQJNncTbX2/BBFGUeyUl/0zneMneOrkK1yd5CQ7nEFn58eplSpDvcsoch2HpGbiR5+i8sR2dty6jOe7l6KlbUEgCQuDd12NvO7PwIjrQHE1s7vmOHOzH6Qyo3KWh/Tly63r3nDkpVmG9Sf7foIhTdRylRuOf5ksXxG+oXIUhx3TDCOESiDQy1BrDS67adUakCQVpvHToixKZBO3Ovej2CXcIICD+OQhaF5GheZk4fhv2CFSWJSosyQtRGtYMBZW2DstMAXoGOw6sJW8kWvxJ7egL+oireQyVjuzebS284LSAZnFbpbdNMngWCsPVD/CydEyRmxtHBYDvH2ilZCedEY9KcdQmNo+wPueBuwZFm+LlIBU0X3FKJF9uX9fL12uRnrcjQz1rmMkEMaTtRlVMWgPKTQFICuthosXrqW/1cs7f2rixz0mYebhkH3Y0/VTXdimwkUDFxFUgvR56lEHCxFxHdhcraT65vOmPx89XcfpkJSbJjLS74AEUyo0jZVyqnQcZWW1+JE0Vxtm5K9SmqzVt/Fp9V1UYUDGAMiTyPw9dG3/J3oaC4kvZFYPXYGZiKYOYUSeoXkJSbGo0WLhgZXJOsaQnfS8x0jduQINMHxFIFWE0FEFlMcpeDwrKHSfmaK09mMt1Vm3cO1ZnqOZBmAm6um80/T0IAc27+dY4Gqc+U8COkLRztABF4JM+zDlI2kYotY3aIRQs1VE53qEv+CCoJlnkxjMNZoLj4ga10J78Dle2jvBbSut4u1MpZ4oK/h+0xRh3TxnXvJcMjPnPFMODBzAkMYZx4NGiA0H3mVeXAIel/2sqbJoJPXbbc0Ep/IwZR6qgG67JMeEhAiiB0wMI8jJhh8gMbgpWSKkgq1fIKVGmq5yq7cQdbiQpYrB3I5fMxY/xbGJXEJ2HS31fSQ6qlQ5oJSgx7UTl/8ECB0DwRMH3yJZdMfSazM9pJmGVSAwpIFEkus08Cx4nfj2Gygou50W8X22t75ERugwsvd57K3VyPLI6EdT4Tn3NXhVJ/9kbEBRJM3eQhrGyqhIaaIkqZ2yshoQFtV0OPkaguM55BUrFDoMWoMKNVMaYKJJlcXT5fiTmula9jOkqtPf9zzLlj7NM+tX8v7xI1R4mihNbuN8yK78krUM122gNLmTgqR2anw2pv1O5qVlsk36AKt3Jgqh7mkco0Po4GoFYUYa+gTGRBUiUIDNZk0Me/hQM6v0Eg7mvs2f5j3KJUdLsfUqtAU0HhuxoUtQ7fXcpV7Je7+spculWxBcoaBPl+JI2wrCqkpcOriaOD2OXTm70BwjFAiV0eT9mELnCbkVT+cXuUI/xtdan2K3msl0po4irOve0buC0UAyijCRUlCa3EaFp4kTo2W0eIvRfcXYpQZYKZ075gi0SUlbUKE5qFDqMCm0GSTMaSSn/A7iUm+hp/dFpKkjTYWUrmt46JZ5tKonqJ5TTbJvDy2RqFHKcGSVJaYZRnEdY/3n7ibx5ZMc6HYQ7/syZNSwuiKBG1f+HQDt7Y9R6llB1eWWQ/dBHnt/q5eXNzfPaoSNop5OB0jM0jGbv8/K6S1oxg8IdK5Hi2/j09XrZqHxVhannhWZ9reUj6RhiFpfiQlCxgpI960JkCqfx+s9dzv82WQmPcHu7oOorlakEYczcxP7QgYHBwTZ7a9x7RLrnDOVeqHjfVp7dlCccwkrKtb+1d8p6l27hlOp7r2G1uTDjLsGrLSWaSClyps1Lv7kb4g5Ws7EU9TeMzd5dCMbWhu2xDbWVF7FslAxzvQl9I6/YpH5IVCwHnwVGAm62d23AhCMqZIBBXIN1crm2MrwFo2RMz6E6V6Kr3M9dlcL6+J0dhW50Vr2QqQALKXk3eOjGOZ72Gek16Ie0kzD6ra7eXD/g8SLENe7g5Q6jyAKTtIikvjarocIGUFUofJAfJBL+lp4s3kBrsxBTirr2bF8DgVt06SKBJoTC3mo9ivopoomDB6oeoQyTzsIiSkgwT3E8ebraT/gpjyliaOTidjUfnKEgjOQS23qXgZTW8lSwkSVj5XCgIm4f8T0hXhprx1fyh2sKbgptgdnRntut9WJ29f3Ct29L7AyPsyqROiQk4jI+KJoFABW+ql8Vz97/YUgNSQ6DtXOty77TCw3/eqJXfSlvsf28fnkN/8DOYVdJEweIeBbwskTJehpe5HCGqZZ0zXEKqWQJDRsIkRYgvDnc6k9mWQRJr3lekb1MJmai8vzL0UmKcgyyUuNOhJJCIOCxJf5zsQ+3jBWsEcarJVdGJgYpsaeXmtvLM/qY9Qf5hvLfotN0ble2njo4H20jBXh67yH6pKn8Di9DA9vZVhoPDqkWgggAfemmVxx5ccjda5lVFc9S2fL+/iGyln0mTVkFru5gtUAeL0minIqamwLQlPAigisTmc3n7x1Ls5f1mFMlqD6yrjqlqXAqfqUothjaLxzeez1g/VsO7ET71vxMJWLiLeyZ2BBh6MNi2eFrB/6I+x7jKpVX+J7KYv53msKoUABT24xyY3rPAOafa4swd9CPpKGYab1VRWNWxZdxg1FLnx99/KuP0xLyMYNi7/P6qI7Luh8Xm8tqXIfH1vipE7ZYEEfpUAKE7Cgbc2hM2lyvd5afH33kkEIX99zeDPPDwmFs3dBR72Z5PEsbjh+L1XyWqp6rmHRZ91sHh7ghSPvxdAqURFxHajZG3ipzeCNzqfO6Kb94e0J/Fv9E5hS5z96tnJd/mpyRvtp67qEKWng14a4PafRmpksoWbImn5FpPWoRzPJMRQUaeKabsPlvotejhJcnsay5lE+XniUkpQWrhVvszc/g1f8FtxSFRr+qSIkYI8oPCEU+qb6qB+sjxmHyoxKnj70MLoZZhx4fMTBvelBkAav7/lNrPAupWBL63KmR7KYGmuma/p6nrtxAdq0TuhoO3Oamnl13XWYjh7srjZ0XxFbT9xK2apfgdQxpcqcvGv4+0Aa/94N7SEFZ/4GhNDpECqqqKFBhtHCcG9IUOQQMQK2aG9HWxAeHRIY/S/x+5ObANBNHU2ofC3lMlYX30zx/Etxu5fx3vGNxEkrrWGYYdLjd+GwXXZGSioutYWLr/gp+lA6e6dScSYk8anFd1LsXEh/fTtNzW+jxr3EqmQ7w4nHaBq+kRvbApjZIfRl9YjOHISpIBUTRVHJ9izhJTXEjdj4pXRRh87h5HfZpY/wzZHraNDDuDT4Xc7z6P069iEHX154FwgFKa15zF8J1vGsfjnf0z/LopM7yd0viVsqeXbwRtq8+WiKgSu+hFTnG6iKRW6nCoPrKps51DhAfMJx9pvT6NMaNT5YHD+HsDkIwqIRb5BrwWhkYjCJyoxK3O5l5JfAWMo+4jzWfOeoRA3t2Ng+emQqj+38KSEzxJ8nVBL7W7jdvYzMYjc3fX1prDs8LrWF1tZfx+pTUQPvdi87q8c+K/MQSWWuC+SyxWWl3+wz7tcZkPWu/Ziv3Uevu4rBim8w1jE5C4o9k9fM0Np4tO4wX7n4GtYvOnft8cOUj6RhOD1HX+QwaW39NUf8YQsZIOGdnf/GE/HlVGZU4vXWMnbiMK6xubjnz8dRkGQdG9uHrk/wfvPvaQrAuKGiKNaMXARIadHlSqmR7rgi9vnRlnt7xvszNmGI9w4+SGbOl88ZOZyLfyXqzWRNlKBElLMwBfHD6dw8r5QXd6kQoV2wMrpgc7WC0M9ALUWvrTfuEFJa7KAhM8Sr7VuxCbg+Po2GgYVkuwd4ecxGggrNAZX+gIIagXzaBFxvU+lxw4q3f01fRiKtBDlesQbcdr6VXE84pTlSnAxzSXoPuQGVTvtSFmTcx/9pmEQ62gmPL7PWUTXY2LiRTS2bYgZsV9sL/Lz+SaLfSpdQM61S49MIy/FIY61AMTSy+q8iKPNQHPvZUz0PX4KGY18f3973DM5xOOpNwBVJZdmlhj51Lwf2rkVNdrCUIq694ROIuQryPw+w0dXOsNCRQgIGuoxwO0lJc1ClKnMlxcVfjRl4RbHTHDTRJbG1hsjv0uBY+E0CrW/xeMdl+NRUGo4L7l9gA6HTNF5IXX8xn79SoWX8Xdak2yhNngN4GBvbR2tAZ1NgBF0F4evjX/f+hIKWaX4SZ7J38W/YNKKh28Fm2rjT3UR4sJ6ij3egKFCU3sfxQ7fRL31cM38pGw80UVLRyK9GSrhhKIXOnO0cT99Dui+dBm8cWUYyE/ED6ELHRBIwgvymcZhA6te5u/8hVjDOAW01/6p/DlVKCrpHaFowzaqKedxVFuTdrneo8CznyaZkcstWcIN4G6SOImyUHk1mddZR3lA70ANW74QuJXVTQ0QWCyFV3h3exzvDu2OpnCKHeVbvPiput0V58e6RDYTMsEVbIg3+dd+/xuptmcVuMovdMWSdaQYjT4gyi2H1bHW9DUc2xDIPhgJ9yc0sHyjh9hvnn9GLMkvGOwk/cxc9Rgq3Dn4R3+9r+eyqQhTrgZjFa2ZobTjyN1Dj1bnn7ef59ZpvX7DD+j+Rj6RhgFPpnJkbojmoRh5gK/2y7cROihwmx7d+j5yarxE0KDFycAAAIABJREFUAwztOoTrLieHhj6LaQZpCwoeHXKgSyvU14QSUVYqvr7rQfVh+Ip5w7Rj+Dvp6p5gavsAWSFBfEYieZfZMGUIpImLWkY7/4GnBx9lQs8/7xjPmXDGqDfT727FVAwUqcb6ADIL3DOKylZtYdIfZn+flzZlG3IG+2eUDsDQTbzueGwLbITMUKSYLghL2NhXRKD/atr6r+TuRY9SF+6hPWgjQfRxfcZWlIm5qK523L5yEqecpCnwzfmLKPXsZLexirxODY/fzaBUMIQ1wEdKKI4TfKz8ZnJyLqFj9G2eaotGXhoylHoG2uSPRx9jpqmLGjx9Ro0ny5/O8ua7EEJQl7ONsBpP65xDzPX5WH20hkUjbfy86pNMxQ1ji6ay0DkROEHd1MexTyn8EhdDG47S8/FCXk8+QY57kGEUFCSaollKwQxHCpdqzChEC5VLCr/HZd7jvHv4DXRpWFTTEqxcuiReNXls1E5Y7rC+i1vlyUO3Y7PB3v7lqM5u9oa+TZEjQP2AJNS3k09c9Ws8nhW0hGyx/WpFRzqVWhBf9n6aQvLUXhY6U+ODFFVY7LeqAITBwsQputquwtvdzf1Lf4MmdIxijUeOXUanZw+JwSRWDq5CxcZFKT6aEvtQRGT+htQYP5nDQ6lPklzhQwo7BYVHuWvfFponhum54iifz55mX08br0zXYQrJ4cHd6GXfpsVfwh+6P8Vt2QfJ1ubB4mfxKQZFQQUt6MCQIISGKc2YJ5Pmy2U4oSvSUBrkp1seZkWai/5pg1IHFDlCtLb+epZRjkr1nGoUoWBIq4nRlDo7O16blY6JRndRozBiX8KgYxGeoEL0VTNTwMGOCS7pWMR7wTKOOpvRFI2rFq9l7cKlZBa7uQorI9De/jw2WzLh8LiF5HOWwXN3YYYDrA9/n1GZiBI22bCzLUbV8b0bFsSYFh6tO0yN13LgdDPMG4d/yMKU0r8o1f3XyEfWMERl5oYodUg0oaKbEsXUaH7byatTm1g8UsJJRxdbkvaDgMuPl2FLtd4z05hIJIsTq+kdyyEnvpBtXg9Ia/rPjqZhdjQNIwDVCXfodnKHimnpewCfbSPzUxpRhKTdm8fD26YxZMMZcNeVxaloqkC3taK5Wni97wSfGHxwljdTviKV+OF0csojULk/t5NT7onBbw92jHH343sJG27s8V/grrVh5iZXsutYAp7BHgzdREpI9+Zzf9z9tOe081LTS9ZDJQWquw7hXY7hz2VjXwXz06cBH9OOIbbb38dM3oYpTN6Vf+an7ffTftWtTBY9Qq0wcMpaxjvuYe+C3YggNIc0iu0GpXEWEqWx6cckJFSQktqF0mFEDJKOU5vAH8hE+OZytOFt6PkF20ejM2+tqQ8J3tX4gn6k/RBgopoa6/wKsmAXzyXUowsdBCR4BaOmykV9AY5UXEVBhYeM+Eb+JBUkJopUCfiKkSiEMNmsDbFAz2Tv3pf5+tJHEUKnJWijLnwd/3jx3wOws+O1WHNU1CjMLFT+fuF/8GBaFtvCO9nTUkTnRBa2+FZuzT3ItNEXMWaRxLQwSfSFOTB5CVIFxdVKoSPIvRlBVAFSDrBr0+u418wjaCtGFR2xqAWpUqs7uA4ie9nC22vShumf5Eicji+gUGo3aQ1p1AansDk7mR9qjDVZYRoUuuykKPeQ2TeKIQWvJLbTqgWYn9WM7P8cwdEeDF8xwp/Lrqy5XCe6QYAi4VPLUgkv+zyNhx+l09vG8x0LYyg0IcMsHX4WX9cVfK76v7EpOiFxDKQBAoqcJvemBRlRV5OduZhfHnoSQ4KqwCcWXMyT3a9YKUIpORqs42iPZUA0oVlpxLGdjNfVnBE5VGZU8qXSNTzW9B4Sa11K7admVQPEBxciDA0pdNqDGo/1tBI2m/ivhjfOKDQHOyYY3nCETq2ZyoQKqvKWc3nVNQC8MfAi1YPVM6KZmRGInWW9c3APnqDjqt/T/ZYdVVpsB6a0druUMlZHqirw8JW4a7jn7efRI85HiV2Ppbf+lvKRNwxRKgfTDKMoNlZpaxju0vGMVvM2WTQcDvCp4h38Ov99dGGhfTb793Jf2E6BLUSpw4w9gIrQ2H54Gaa/gEYk9pT3MYLZGNOlzJwrZQDdNpM8XeV3HV0kci3l1c1owqRhrBRDnn0GQVWBh2tWH2LbwPOAiSlg4/Znmbe8mMoCy5vZvKeLtzv6WRoKMbK5F103QTVZ9Fk3l1Yv590DPRZ0TkBwKo/xtky+3zxISG/ApijcYdfIDIFQDFK137Pcs5qp7MW82VMX+QommquFUCALEddKX9AJ2lSs8Qusr6pj8J+ZL1EayANhxLxx4Wpl73gK9b5uq6iIjRv0RVzqL8Oevd+iQZ6zCk3YCEcMdlD1oyhhpvorCI1ImtTDmKhE3UlHMJPe3uvpi+vClmQjyxBc6c9hyYpn2DrdiTFhI1r7sBSUzq7F+RT4byS5P8BAyCBguxhcbeArQvpzAQMpDLZkP8NFfXdxibObcWHRJJQ4dBbl5MxSFgcGDtAW8S5nFipLpnLQ3q5HWfYrLreFySs/yB9aL2ZktApNXMMC21u8I7YRlnoMEjpXcVJQ+C47Jkpo9xVT6pCowvL0JSb9Yi//vOPFWJR6WVYVgjw21+RyLJTOE71VFMafIC+cSKLPSUY3bJnbhikk6kAcd3WHeCbPjplUQ1xCHVPdN2JKFUwTXao0jJST4nPhVLy8m7OZkN3LAaBmWMOnJaKMXIJAoAqDMk9zzKtvC6hsUfqRdS8ROF7KjsQrCU2PYE/bijU+Fm5KOYozqQ+bEo4gqUyEUC3jABTHady+7KuMje0jmB6iOSgodUjiTZMHFj/Mq8d+x9FgvTU0KBoRSaiZ1ihyhDDNIH19r5yhOO9a8Hnsk9to9JuUxykkJi1gw5ENsbSQo7eQvIPfwuc5SU1ognDS7nNCQ0dadrMn72X+zVZDWOiIQYWDW+rpHR8nb2weLye/xVdXL8RmzuTgNTGNAGP+47hv+U/KF9/EMzlnn6M+E9pcmVHJg8vuZmvTk5Q4DErizj1A6MOUj6RhmElHnFlsFan2tL/Go4ffIGzuRElXKfIuwzCg2VvE44MF6EmnZgfp0sCXcgcl6RnMtSWTO3yS5pDC1sNl1PrdKHEdaK5WkHbi0rcy7StGmlbxWQCaCgUV04xldzDdW0Oi90oEAoRkXmorb3VYRGAzibuiw0PSk8OIwejQexjs6+WRjT9lwbJ4wsoqvv6mDwP4Y+sgd0g7OVLF1CW/3/wCSfk28nR7rGCsAv2Tx5FJh8BXTDhQQN+C9/ByhHmeIRxJg/T0dlAWVrCJaIgPhmMQV+Ej2JwDVMUb7Ji2xWbmIqJtT9AY10GrsxtVqugYVlrIV4SSswc9bD3UBpKwp57cwXXEHVhLYkUiI6KAuSe/yFjGO3QnN0ZmHepornYaR8v5RO47aIKIpwyXu6foK3mBeu0IUpiMmRqOqXEUxcSpZyGkFylMawAZ1ndQihOQxwx8ngYGZCJhfzbSX4SCwdL8P2E4etDVaToZps/uZenoXLzFNqSpI9Aoj1vOjldO8txoO9vD/4ES14YjkvuunlNNqVOQEMzB8F5Ma8Y+HEqI9pDC4yMq4cT9OBLqaB/5BusKv8GTF32a77/yBwYnQqTG9dBS8QLVLp0H7Aq1nd/Bw0LgYIyXqcM2GsvFSyRzTMHHWM+tl2kcCwXwJA7y0LFpdHUSLRFETjGmsNAyhoDtiaVI0QnCYlitV3107fkqtoxGTo6W0TFRwDxbE9eFlrBLbGEqGsyg86nhP7LOk8+RZB97/CUUuHswJXQEFH477ERnp7U1UzR8jm8gg3ncFp+IXxui1GlSZDfBPmTNN5YWtm3e3B8yOXkcgKwsiy57aqqBIodBkcPqz3j6uI99A1N8p+oOGgJHI06IjD4G7J9WyZI5THjnM9dbQ1ZW7Rn1httWnipGW6i1U9DTecXFuLaWE+ctpSqhnY3JNehSPwMa6vXW0iC+wYF0k9CEhsU7ZXIoeBTFqTE3sAplVGNna5ArPfYZjZbQERDUZyxngTzKKm8JapyCI+0A8+dUx9K9aal91E28hDpYHUt1a0N/YF2Sha4qL/vnv3m0AB+SYRBCXAv8CkvXbJBSPnja3x3AU0AVMAJ8UkrZLoRIBTYCy4E/SCnv+zCu51xSP1jP/kNHMF7LQRqgago3fX0pmcXL6FZqCZs6JiZSNUnI3YrSeTcmCsOjlbiSamItOYpQmJM0n8JCa/ZQjjWulqmhE9R3b8OVb+XHNUXjtrJbGFa6OTHSQYq3BFugEF/qfja5NqJNaDgTYFHKCyiKBf0sTW7lB2u30KffHJko1caB2k8hZRghbBSlfAFVqBjSQJMq+xOOsFccQu0QVOonmCvuphKNemnQpZlk6dCb1MKJlH08We/gO8u/yYndfXQInURXF7sTH8OWEMYmNcID13LQ8ToGkp1+uDeoUOQwKXKY3JsepDlg4cm73ft5xWuR322fVpmHh9qhakwjHuecTYARUeYCE4MSWw5dWglLmhYxV3VgG7me2qQ/YkS8yBKHTjClAZe3FG0wk73He1kxWsxE3CJeTm60mGalgukrpCOYw5Dfw3VJY9T5NEJSsi5tkK32UQ5FIgNTCdMw1U3SWDHP1N2L6ehBc7WzDsnOtM0YQvLnxEY+lrUHh4RFoRTqkRhIyubspjDzfRqDCl1BG24jncCcGoyRi0nsvRgTEBk3UfuUyVeNFkJIpPiMdc9d3Tx26DHWl13B1fZMfn7oH9BNlQ49kWpDYSq+Hl1ORSIvnR3T9ex4xcP/ubSU4/3lOPIfZ0oYdPgUanx27k0PcpHjDZSkU/MMAOJHytHi6zCQqIBysIS93a1IAbnX7WOf92kMrNGzJhJXViPqtA1DChSpUR1YRJ/stYw1Cof0AgxfIUpbIQsd3fx9zltcPT2X7PEUFvkq2GbfgwRUKfA7U2ku3M08RxgtWM/jXcVcO6eZ1pCInM+yIkLqFLcfJcmVz8rkAVTlVOpm0J/G74/fSYannpagwtrxo6xfksTk5Ammphpwu5cRDo9jxUMmTeNF9E1nkBOGS/e7yXLcz6H4JpoKh9gzvQeJxEDh+Y4qwtMl/Gksjl0TW7lu6fSsQUnRYvQbNT8kZAQxZwIvFlWStn4RIy27KUoZ5lfub7G1vwE5a+UjqWcZptQJyoRm6YQoPBWdXUUvIYXk0ITGxyq/z+TEEXY3vEsoOMQ7pgudNrSxNm7t3Mir407Cpo5dtfPvq7/Jsoyj/PzoJpoDklKn4IGFNzLoG2HPuEGpQ1DkkJF1+dvL/9gwCCFU4LfAVUA3UCOE2CSlPD7jZfcAY1LKUiHEncBPgU8CAeC7wMLIz99Monnf+Z2XUK1noqBiGCY9jWMAqIfSUaSGFGE0YVKc3sfubok0QQbzuTnOw77wML26VRQ7vZP4YMcYf9jTjpbUOgOTb9Az3M9u+4uQBUNZglt7bmG7uxYTE0MafNL9WeRkH1snX6fUoVPkMMhQN/F/2XvvYLvO+tz/875r7XJ2P733qq6jZsu2ZGMbd7Ax2AYCE6oTCMGAAzfJnd9Nwp0b5l4CIQXjhBiHEkrAGFs2lnuTbEmWZOmonN5722e3s+ta7/v7Y20dnGTuJLkhmXuHvDMa7S2ttffaq3zr8zzfGtfTdES+W5SbyGMIGM1YPHj2Ow6BTQvqM81M+saKpRtNgBj/FT+mBgt4IpTlXPgIx1t+hhKKF+cfR5hJdr7jNmoGK5htOo8dLQrIUaC76QkmCs6sZltrRrKOYwBodStaTYGcOcCz6TzKfxacEQZc1GvcUXuBDl+e42vdiFAfp9KOxLMh4abSMZo8E7SO78Qdb+NiqoVta5WYzY+yv3yUNreBJ9qNNgSetjC+iVHs8lE2X/Y9ai0YyUnaPZo58whNwRkagito4MqAzRvrBhLo8CrMJBQ0SCUomw7zQu7XKCgXZFpRmWYmI8dRxbTB1jDuH2fX8hV4krXcJQSZqhFu3vYThNBcr+HrS4KR2Z1sdVcyv/d/4kgnmCxPdTBh78VhLYgNtrFRMs3rc68TWj+KvXrAUQvFYDrZyHSyAbdvE56mhx3+jDaxbR9G+Yv84OIiwjfmEMmKRDULzfF1gxfN81xb0LQ6U1DRGjpqV7ln/BpmfHNULe8kPHsF3vJRSioHWVxYpr3OwhRuR89HwF6/xV6/xXDWRbD/DkINp9htVeDJVDAcvYyBTFPxWiraGs9wVeuzZPSLpE5/gco6D5/y5TiVNjiRNnkmcIEXVg3eFbF5NGZgGdP81aqbd0XyTiYKzpAkBHvcOSKBYQzhzIDQCozc5Zwf3sFI1sWc6xzCbXE4dYqOoQytXkV07VXgFyXeoWgdXz31SQrKhYGiX1lsy7SxKdvG1NYMJzOnyNk50AIlckWl3AKnlODU6e8hhd7I5C6h2c5P/T0CUQSLiI2MIBsZ4XDhfoYmbAKGwWNFw31o9NDG/peOq9VT4K4yzY+jckPVVmhZvL80NjbPz13ksZHHyGsFlGwES7bWnFl3nJLCkcB4ou+PuC6Y42PlmkdjLt4VKXBh6odFlKTTR/lUtWbPf0AZCX45GcM+YERrPQYghPghcDvwVsdwO/CHxdc/Af5SCCG01uvAESHEPy9M9G9cl+q+s6FhdskbkFoiDcF69iiPfqUWd2SJ99f0MpwTbKkbZTLeja2cxrFSmlh8M97gq9SgmLcEOTvHodFDnBno5+jYMbSxk7xVBW9hcEpgen4Q7XH4DDaK1OYf0alMtkmL+Fo9mdeCPN79HVTMxJQu7vL7WFnbSo1/mYzrEMtpLzVIbKkYzkmsDVazZtZMbvy+nnQLB5L7cQGGEEit2Rx3c648hxKX0B2aF6Zf4AX9EjtdvcyONGKUO812l1Ds9eeYiTtwXUM4xlYrgdvYis7OE++/jSGV5WrLz6D/HHYRNaKFIu6ZYExo9tdO0+JRXB6QGxlGq1dhK80bZecpjXXwGVIU0rXI/k8gqk+xmKyh3D9Fw3XHiET8FBqmiVivIQwFtoTiYJnrPWlkppZ0cH4jSrNz1Sj/PC1uxb3lNn87up/V1V5WxTonNnUizy4X0S02k+WvOPukm7DSbRRS1cQU1CqDBgxKw2NIoZHFz+7waEbMBNOBGD3YIDVKF1gJP0JLbQFzoRdLCwSCbYkauhY/yWjFaVS8QGf9KKa03yJ1LcmnWxGxXrRyo3LVeGueAGExx/OIhVtBOxpJAjCQvLHuRqEZyEk+WZmjpeikfaFBdm0do+7Nu7FqBjDcBWp7f4yQFlVKgnCauBuMYY/DjG7x5BjueppvptexTDCDc2xNtzGcbkOhMYSiu2y4+DstJpv+hhvNaRJek7GCxOYXyK8XEi7a11vZnu7mvG+Q9dAQn6rMcXa5gZJYF1vrhkj4ByjEa9DKmX2tlUFT629wbcjmJ8cOIYTlkAjRjOQkrV7n9y0tPU19/fvY1ftdXnu+H+2Zx+0bw15v43Smky0YSEOye9PlXJ7/MC9H/xotNO6yoxsscF3s5mkgb+c5uejIhnz6yJcoKIEBbPbaBE3F+voQsJPXJx4rSmqbxbZJfmP/b5z9Bp/Y8Ql2Vv2CH7E9t5VrxzM8lXuB1PoSfjXEk1bSCYiETX78sOMULs2ZLZZaDQE7fDCaN0HbmFLS7i4guPR/ium85JnEW1CSGl7Ot1E38Rj7W/h/ovlcD0y/5f0M/1jq8y3baK0tIUQcKAdW/qVfIoS4F7gXoKmp6Z/Z+p+uS5BOX/k4w1f9ATLbRUO8lOmhUtyRFE1X/ynN0mKnMnnh5Meo6pG4TYOCrTFLxpnwnmWPr4Ct4acxNxrNT4Z+glaAUEjrFZoqb2GLP8liZh/tNa/Q6bFQzPDAiokqoiE6vRYtHgutNQQn+En0OEo6uHhLCY7MdfJr+PAH0+Smj5F69X6mI+WUVA0wGTyDMGJo7cgG3F41z6MxD93pJv546j7cxRtaaY0CVixFXaITUUTcbBT/hSIdOsHd9ceIZssYyLg4UDZHm1dR685xfqGFLZUztLhAK5PYItiygu/U/JixApja5I7V6/hZ2fMoFLUum+NpJ612GKqOEWv1KJQW2EpiaYOHVzuodEWxCi7AQKPITOynOjBF8+U/RGJz+s2jBKs+wg/nJjFGL2dArSFKpjAF/H6qlVjz04wkTDo8igaXpHK8jo7xFD/xX8155WOXZ51Bj+aF7b1cVfYit135CINrHVSULPNYNspcsoX01EdBG5zRglo7RbW0QUFqpZ0y7dTtbS0YyRqYpSd4zgXd2kBri7Gc5EIB8oEB7qlfY3L07TTkDepjl6HQ1CbbERrcy2P8Wte3SSd6eGR+vwPxFDbSs4yd7MEw0m8xjI5MSOncrVS4l+k0HcTV4dKjTjaoJX3zbfhrp6j05B3IqFGgevf3EUJTUhrFN3kjmfJ+sqFx3IlmWsITtHodaPNYTjKak3R6FKMFitV5p78TqjzKLckQMzpMVWOQPSvbyOYl+eAoJYF5kpiIlCCyromsOwQsqaEt28bvr3wGEwOLm7nAlwmFRwjPtTOUd7Fqh0jn/QxHG6iPtlLhKaWp5UZq8yGCDPC7/lkOTyuE1pjA7pDGbQq0glxZiGTsRaTW7IquMpp5CJmxEUoSmbuBqXwV4Y4wgTdX2DdwEbloO5PpisdG8e9LPSUTm97lc8xn3+CWmYIj3641UguEhpee+iKhtjMkFvp5T0IhcfY1tERoDdpG6iO8yuuYDVdT7inDTOSID5ymzIxxjztGzlMAY4kbbEHKFgSFZj23RqcyEI7AAlKDYfkJCoNCIUSnrTFkhuZwCR4rC0qChpB2s5Ir8CENQtsbv0XqYaQe5qe//2PuvOp7/67OQehLHa3/0w8Q4i7gRq31x4rvPwjs01r/9lu2uVDcZqb4frS4zWrx/YeAPf/SHsOePXv0yZMn/9XH+mr/l+kf/2seXPFQnmihLtaNrVw0VixyXderCKnRSvLc8C1s33U/Rskk33rzm8zrs47xL8Yh/5Aq5rwWaG4O2VwfyoMWTpOz+Hljc5s5QQ4708rllUO0hyecJq6SnOm/mu/7Txf5B5Lb+n+T2kQbwrAJNr9OYuwAC4FJ5kLDBCq7eGo5DSXjkGnis5ufYDraQNdaJ9euXYHEQKE4YtvMilV8yQhoQX/V67za9mMuzQy7hM5xC82WbC8yU88Hen5CMQtmcKaX81NXsqnqLLU5k9KOl4t4ffj2ihupJNfkulhb3UYqeA6j9CJHkiZCO5nKHi25pjKDBI4M3US5kWY4Wc/FdDXeQJw+92YUBhKbe1aHuCJ0kUjzawihWcwZ/DzuxrY1Uhvkl6/BEzqD6Vqh0a5gTqwWjYnmam3SsRblFbUNP+V0Np9EaoVSkpOFvVxmnkBop/GnNUxnDY6a1/K4cRNaGEituG1+lKvW3iRnpFjxT2PWJonUhMksdSGXV0jkJxBa0GwE8ZoGY5k1UCC1pCzeRVUu4FQIUKwHg6QCFYSTSwSzc/jKh8nYECu4SeZ8KJFHiixluUrcRpYVmUJoXfwDHstLXbaaEgFZkWXOtbRxTcKFID5vvEj2Kl5EDcI2MXNB0I6ciDJTCNuFklmELs4mV2LDML3VcMq3PPqytA3flZ8DaYCySR/9Kmpt7H/7LLk7b8K96XaENNDKJt//GPnhw//qZ/L/lqUEKBwmuBbOe5fhxsKmUMw8tACv20eJ24fOa1Qhj+VJOK2QYnO/qBFIAVhRYqPprwGlPdh2BKW8aCMP5jpaQIW/ksawh3xhhVxhiRVbs2QJlDODFSld5Ck4nyNg5AOae/d8mpaWT/yrf6cQ4pTW+p8VWvplOIb9wB9qrW8svv89AK31l96yzdPFbV4XjtThAlCpi1/+H+UY+r58M+enxpjIdBAyfhuKVdH1/F9Qa4xRayqCQnBqYQf1lSEm08dQ6q0em40H9dJrY+NBEzQYJhWuLGhIW4K0DX4Bi/Z+frfndiwhMbXNFye/Qc/6JFoLFgt7yJW04koPEc6OY2acOQwFbGwjj1CarDtaNB4CCiGEMpBa4zfTGEqgInVU7focQhhobbN67OtYsXG8Io/QYsM4qqIBSgRbiUc6KY0NE06M/6vP47919Zc201fRzvaVUTatTf6Hf/fvXfkbFKSBS9n88dG/oic2BcVyXSzUwoWtn0ZJA6lstgz8GZ7UxMZDufGgC5AYoFy4lIdUoJmBng+jhYHQNj2jD+HPD7Mqc6iisTC1G8w8NW4nlM0iSNsREnaWnOHMRG7P1xG0IwgEa0aaRbmOxwoQ8iVxR+YcIwRYqhTDjEOilVC63pngJgQJVwK/FMwYcezQNJPaIq7FxjGH7TANOkzUlcCTCxDJVtOiayhU1hEp7UUIA6VtFvXPsFxPghD05wwuZuXGZyAE1bKVu12fwRQGGosl/1c4MtPEm+sNKOGEUPXBBdqrThLXQa4J3YxR7uMvJh6goG2EhHeGC4RTbZRUjvNGRvDauoESAiEld/Xcze2d72IoNswfvv5H5LGQWvLZhV+no9BE2Xs34W4MgZD82Zk/54nxJ4u6TyClQbNvEwMLJoVcHe7qZ0DauEwPn93zOeJWAo9O8bXz36OgbZSAfKyX3Px7kCUzuEKn6Q54+f8uez+uGh8ff+bjG1IYl3oNuckELz9/PzS/QFFtneXkVpriMWR4iUNonoxfQi1ttOQRWuJJ9ZAJDDg9JcAlXTx807cc4b+xrxYlVDzY2umErM/fiqf6MAgLl9D8do3aEOX8165/qWP4ZZSS3gA6hRCtwCzwXuD9/2ibx4FfB14H3gO8oP+tHun/YHmeW6d3UlLa1MFYqwHCEXnbOtdBw+wYSkjAJBLO8IaoYlO0ns745D8wBm81Dj5DozFJ2B6U9qC1C9sXBWmRsAVaaGJCcLq6iqbIFF3lowyutvPi2h560pP5nL/qAAAgAElEQVQkPa2M1X+wGL1exZaFb6NUjowQzJqgzAzCswQuUMJ5uK2cHztfAwhqZZ5ZzxqiZJzSpT+l3NvFQiLOYrAcHSyjvXSClsgUGdvLQLKGZZnAcJcTNB2nKFCsr71Aqb+PGc8ktgCNJLd2OZZVDkKztaKfTRWDRblqyawRYLE8wXJUEotL2mUZO0sXWbUF87YA28eOUAowmZ3ZyWHfRWzpoFWUVNgCDDnNbZExIm7F10avxxXbzieCq9jhacY8s3xHTJJHoIVBduEOasJD1LhN3ljtxF33CFraCCH4QHmWxhIbW8NTCRc3RxRSamwMTo7s4anwmxSgGM0Jh2ktp3mf+wEmEh2c0lP80dY5TO3hQ+ndxKONjBoxdk8ZSAwsA751cw/jTVNEbcciG8pASetSkIiFhaE0t03so3rR2c8WcOyyq4nvucBTSYNmt6LDo5CLXdQHk7jqRgGFVpKVC1eyOnwLR7Y9gct9ivf4BINvvp1YeJwDuW5KQ3NMWVlmE7U0HvwzhLQBk3LXFzn9zCTzvgLvTW7D6WrBi/XPEGn7MQ8u+SgI0MIpS9npJux0O/cmdjGr4iwYMTZbDWy2OumreIXv+1/ki1PbHeCCtPlq8yhXNxkk7Ms5vlTCoDyGEDamluzOtuCtGeCC/D3qlvfhylSSq5e0H3wvDzydJq8ctJNRMklJ01GkSPMj/T12rW/mVKtGF5njdUGTvau1GG0jNNpgRwVjORduw0PPFbdRUrWFlniOW5M5RjKKTreg0SpFxKuJn8pTUe/MGNkbvYoTxjD9vhGnT1MIscYAukYBfVg4ze8cBZ5dfLnYK9jJ1sbr+fuzXyKTPMugmuHigg0oXJHTTAiLT5x6jW/s/st/IoVxCe5+0dNCd9GK2RrspTMcyFcRv/ZPGLz4BZ5JOEo0QouNiFJjkw1euIQxKO5rcXLxJHc1XQaYtLjzfKI8x0jeYCm6i1dydUV5GE17wMW7L7/3//4eQ7Fn8CngaZwQ/Fta6wtCiC8CJ7XWjwMPAd8VQowAURznAYAQYgIIAW4hxB3ADf8I0fRLW5mHv8qHn/kw5clRbuu3MRTYps2f3jbGYsgELfBN381iqrd4Ia+lpOkhTO80lwfyXOZ32LMjRfZoa4niydG38ejoLWgkRskELaUnSRjrZP0DG5j+t2fn+FzbY5jCwmoz+VP5m/zsuiZcs52Ehw0EElsIzm+9mcyOb/LKWhMXY614qp8EUUBgIIRGaIOakffgXW/hUinrfGSsKFk9hWCa3OTHsDLNGNJRCQ2HNd8f2U935Dzr8UZmVxrZO20Uy05QaGtldN8hfp6URQ4x5JeD5FeuxJA2XbvO8MLM3dzqzWPmA4Q3f5ewULRrmweW3ZxY6eLxwkE2VZ7j3Fo9pYEZ3LWDtLoLnC1L8IZ8S/OtmGcLNJvLoKxE0x5ZIJLwY0S3EI5fg8czyC3b/hfHE2VY6TbGhIcldQXd9a8yn9pKrc4SCZ1jJ24a6t7cqOgJQ/Dlibvo9KcYXO1guzHHDdFuTmMzFH4Do2QKhECiyfqmqfFNIxLOiEZLFLhQdZS7OjXmhavR0kYpsKXNbGiYNVts3EMHRCW+0BSTmRAX8lkH4SRs0tXHUMtbQIGSNuHAKlUei6G8wb0VDqqMYB/Lp98H1WMgBFoJhhMhxquewZMwOLBljrH5Lfxd14MoaXFYP80frb4bV0mc2NgBpl6+H1/lIOnlLgbjJmO109S4l7lfNLFde+gTOXprXuFsSlLuylEivIwVCtiZJtJTHwNt8gDw7sgoN5at0rjSxLI5xtNdL1FtzfI175eoju6kzzfEYMkE9TnJDcFX2dEMh5ar6VuHlJFhKTzEu4MFXGKVmO85Gk5+nsY3rmbPb+7iL69c5MHXznHGPY+74nkQFlpAngLH/X1OMVODwCBw4W7WKxaIoFmJV9GYqKS3opF3XvXxDdnpodGf0+wqOPwHJVkv7ccba0fNJFn8q7MIoWizQ3yJ+/id0BH6CmE8lc8g3VGnCb0RfjozIF6be42TCyd56MaHSC+c4m3yNIQVN4ameDr6HGeUxWpRC6uAzc9PvES12cXmrTvYWbWTV06+wbm/jYMtMbicl2tsROPrDHon+G/BnfCuhwl7Q7w7VIt74CEeuNiHf/palhsOUbHeQF2inbnwCIvB8Y0nwhDO/AVvrA3f+XtY3/x9h8PhVRyxZmgpfY66ZBtzwTG6m6/5f4fHoLX+OfDzf/Rv/+0tr7PAXf+bfVt+GcfwL1k/OvcYloDF0CRPbPo6dfGO4kWaKJaDJMJUIBQgQbvIL1/Hnvoj3FV2pihJAM0uzWTO5Nm4QYVrBRONXZwpsFRUVjWFM4rEENBQdxxT2o5xUDadpWP8cLabBs8Yt0mrGIXaJGteYnB0N+nQCJ7qxx3HUrRJnR5Fb3Q/OiD4dkHRHB6np2yYTKyNsamPYPpHubvxFIHAHPN1F+kpHaIlPMUzE2/j/e0vYAoF5cusLO9nQTilJVvazFa9gW07eHhVREXc2XyKRCRDd+kwdqKB8slrOOzWVLT/iLGkQYcXmtyKDg+4cyH6onuZSNbhbXqIqLR4YNnDJ8vzYLud0sdGK8ax4i1umz0lDnpkV9V53CVRMlJhWl588S4KcwcJlh9lWJ8hUT3ANSv3U5jZyae2fIee6guOpr9yBslL6aTjPS6T87lqnk7Uc1Vgkk+v3oTQBu8H7ovtZqLpmxi+cQdt5VbMv2VkhQZOpA32+nJsqpplLPhd+paqmA0NsxSc+MV2WrCI4FrVwKMj78Td+G0uaR6FKhb5adk0DaqAlxC3JbdRme4gXDqEKZwhUErYuEsnHZSS0GipOdn2E8YLIIWidK4D/1ozlV7FQmgcC5sBlebgyj5WBYzGWujXCipP0OuZo2sSlHeIWw6MMhhrpzd8kcczUQraRKK52p9m2jLJpdtAGzgzwjWZEo1uf5ax9hf4QWYP95TMYGJhh8Z5wDvHZN7ApSU7rHKkcHAlBVcUU1diCZt2r8M/EQK0sMmUDVGS6CI3FqdxJkO3f5Sh2h/gzO6AnnQrO9Kd9PmG6fc5BnFzbDN12VpqO7/LRE7yzXQSy72OEZuh9WwDqw1xPvH3GXZV2byrMwKAoTV53xrrVaMYqU5KjBXKUhEkBiaabYm9nJMZQiVessWy0qXnJ2AESNpJNqVbuWJtH8//7Qkqex6j1q+Qwonq9xle2kZv4gnvEvPBMaqTLUT6d1FQBm+eWOUn/V8jMTPLbuuGjYyxYf5K1OJlJK54ka+1badqdIwqXw2KWl7OHWS+tJradBW3n/8s5ZlqhBbYszZPbP46i8EJNIJI2XV8/sICgUQCo3E7SpShhaCKBWpzs9w+8F6EMrClzWuVoxSUxiV/Eaz8e6xfGebzwlic8b5lqASEZik0TsgXY9GIoSw/ygoRNmw21x9lObkNpQwE4El2sRhf4qnxSrpLh2kNT/A3U10MyTk0Ni49ymdLljjim+RcEWUCmn0+i1KXpt2tnDSz2IGytMHgWisy/CyLvmn62x5lX3InA+4ZGgfuYrcy2CmdG2cp4NTfTaG5MVQgyCTHXQbNOs/9ex7AFBYaybH5XdT4l2kLzSLKH8EZTiKYWthGe2QcKXWRiKNobTzPfN5gNmcyFuljqPQUjRYcDBbIFJuUhnsBd/kipluQHb2eb9QeRtk+vO43IGFiJk3uLc8RWdxObTbCdbu+zjMJL0PZOvLpNkzfKM/ZKdysQ9EIXmqWSgF3uoMIomRX21hf6iFs+2mdv2mDF7E4v4dnXCcQQlOTaGBLNEXz1d9GyILzcQKUsIjmSxlPNhPxxsm7lqjreJi5dAn7Fu/E0AaymE7swos9+z6qGw4TVlXMlx/jp7HYW6hLAgv4aTLMntIMVTXQULeEzOVoNyo5Flt1SHYYTIhNHImGKKTbsKY+hukbpblMcz5RyZRVQwAXf4YPF6BO/xeObXqMQN1jxW6WZq50nYi0HWOE5uZkLy8kPER98zRf/C0MZXCrtHli0wMsBWc4Vd1Iv18wuZJnbHFygzw5UnaK+p6baFNvp92zQr4hyHPrqxT0GtXJFuoSHfSHhrm9YZiXE1nGiuGzFoojJdu5YO0AV5YdniOYFIMWYFeoiZJMiILcw0PGtWTVEhlZYF258OgZpHiQkZzC1s6gJEObeKI95AR8NLHCuS6NHr8kSug4hS9N3ecQKIXF7zX9Bf3+aY627SXe8hx35AWjeYGFoDvTwvZ0F6+k3Bwyw3AwzEvczkvcToce5PeNP8RoeIl4wxH+IPZFds2m+f10CKlASMVS7Tzphh6muJ+S6Av4zB8CmhaP4HJrP02zbVyV2IypnWz52CmJddWfYAoblEF6uQetDUL6IwxF3uTa9QSVXc+ickGkJ8nEUoHpwAQ75XWgHJjynKGYcsHy0i2crQ/BEjgtVEB3Qqid8aAmub5I5Zjh5ORKUJvoYiE4BcJgSm4mY7kQvjwRuwZD+GhllDt4hHjselaVAThl77JYWxFE8p+O4ZeyZofWKPWvFTHODrnFG0igMyDMdQwjz9LUr5OoOYSn8W/Ix3dhxXeTNiRDS1cytKQxpU1n9yFGsh68vpki+sBmpHySy/LbuKifw8ZCIOj1Kdq8Tv37wRUv9akO/FaOvkQF8+HnMEqm6Um38vnVu3Fpg7flenhdKGJF61if6KS80U1B2aRmruf7i1621pzDrFT06BFMYTFVEAxnJbIizhueKzmhD6ARxOIB1qIhmsumOeh3CENSgK0EzwTC2A217M0lMD3XMVR+GcKfpj+/xMLyIaz1Oqx0G6ZvHMM3A1V/j4lDqFMoBIKC1vxd1EP3chvuun2sy172JgsU5j1cQJMX1xKv/jldAozQsrOfllDYR9a9lzenbcryP2PmyH1o22AJwYM7vZxr96CArNiHlrsBQVd/Hl/lTxlLNHBhoZfN1X10lI4ihKbcEyPkXed/Fj7K6uIPQFsgchxq7uDGmMBUGgs4LQr0b14jkd9JfbKDk8t1FOTfUpNsoi7RwVxohIXgBFO5PFMrMZKRWxFxjZ1uw6qqw6iawpXtp+DdxIqnk+lYjpahKI1r7UynWjndUYZpjVJS8xh7U1txpXoxcKCH3pW9fN31DJ0ei+GcSSZQRadwYWoLYRu4pq/k4Go7Ue8ChjKRSFCCPXN3YtaWsRauoDSmOWdlMXz/kDyZdEd5R+hRDG3jz5m8vO5h//IVvGvmbqIFzfKMxZj5MKS3Y7TGMZInMX0jWJ45EpnfoMQV4oJu5+28AtpCY3CFd4yrvApPLMnU1CZOlUteda2hzpSRVrUYvo8Qa5zm0ZVSWjzjRLNJGhuOoZRJaa6WffYUCwGDubQjebE93YVLGxhIhHJxW/xm8vWvMLH2Haaw+YZwc6UrRPd6NV+a/hQu7fRoehoe46LHpty7iiEUjUvrpFZuQlb0s+KyKR2exygd4Y9DcT7osgi5U7w7FGPLnM1frGQQvhUK9ju4rv013ivctPTdjFBOM3jSM8exwDmCsXZeOH0XFZWDtIxeR261FYnizokgtxe8VOz4jmMgi4HNjdpgeMnLoU0P0LO8h3D0Mv7e7/C9zeU1rpr8ElnPNB0ei9GcwURxBstH0nvYUS6x5t/PSl4Rw+LalnPU+3KsZ8t4ZewwRq4S0zfJ7lQDDeVZeivHcfssAlWDRA3bUWqQgj+88Qo88p/Odvllr18Zx3DW/HOO+Ac2fK0F9GWLwFMBmgKdlWfoCa8zqucYSrfhKKNegqVKCkrSZ32IRv8kKXUMsNDa4GV3O7NbtuFJfoDg2nfQKJ5IeGjLFli2BGlb8JR/N5bsIOz9E6Rw9tuVugq3diFxat/lLli1FVpqPM1+RoN3MzZTj2d2DdDMrl3Dfbv/iqN1BxnNufjmapEAk5jH7R+nwaWYSrSw1t8NCmZkBZftPoqIOLh8Sxtko03cO1GOUFXslTaxsixHA62o3DjWev0Gxj8vbHxND2H4JotnwDkHReIGiYKBud5GeFxy/1gEUwnuAe4jzQVdYP/Ce/h1PNwQ28+3y85xOtqJlWkGNG9Ykp6pj6BtE5AOee1smk15xZhX8Jodoz5q0WQrqkokQ7GtfD/RCCVTHL74Tv5r60vU172JlBq3LnBL8jDf044ipdZ5Vgo/4mj5JxGZBI+apxkPH6dzTXJbMSLXcjNHWy7nusQOAhWjrC/czI94qlhSzBNcepTU6OcwtIF7YpG7dz9NNG+wMGmw4n+O8vUw16fejtASkbdZjD3IIXkSuxQueJawUtuL1xRuW67mSEkHz/tGkcrkukU3My21+JaayU3uJ7vaAWjKstVcqoOHDcEtqg3XnEbMWYBiP4r7Slq5NK3NFJoD1nEGZlppTXUz4hmmJy/53ZX3YnoMlAem8gbzo3czXXmcUPYUVvlpqlPN1M1cgyv+IkuVZ5nIG3zDZdCqG2iVJturhvHG22k8dT+tysVVs+ALT/B9VYZGotJN7E8t0Jzv4yHPBSxhYwr4rYqXucetQViocsGjszdzNPIKfb5h7GJgoABzuoNuOYQ3mOJt8X0INMd80/QsXYdLuzAQoBXXrsXY0fokStvEljrZffbzmNrAmr2Nhzse4LO7v44hbJQ2KT/5OwSWdxGZtyjZ9RW6I7NMFABt0pzsJmBXIZSJKMK5Xwmd5kcVhxEV0gFcCJvqmgz1vk4WAuPsm76VzebCLxjbGoQEqTTN2V6ezVYwV3WWsMvATu1AC4GlTGqSW7mtcQgJ2LrAA8seJvIGVb4EHYOfQHhMlFcx0vl3qOoxFmKVPJHJQKAft3+QfPRKzla8xhlpczGp+S0flJSP03T1V0gvdeOvHqek/L/z1oFE/17rV8YxDMRP4gwxdJageMGLF77UgM90voYhLdZX2nhmvZyztpMqXmqYmkKxd+0cK7k0S9ZHMH0TVMY2sX+9kv0jU0TDkgXv9fT5hvBZGY7mligIhSk0d8+tYi3s52fGRzF849jpFtbCMSxhOTe8sBkp72OeGM0tr3N3zQhaSf5k5jMM0gQY2ApG11p4T9O3eHjFvcGKBIv8+puMAfmVUlCKOstFk2UwNX057eEJ+qNdHBq7gU8beYQyEMXU9B3TMyz3p8i7K7igS4q1aMOBt6ZbcJdM0ei26fBoYtO7GfdOUZlop3x1D89Rx/tsifPIOcSwXiQDaHZjYmCwNdPGLVEXJzOlG2d+ztQ8rfJch1NOETjRpRxZJ+2O0aQD3LXuwwAQijcitlPPL85nODZ/K++uOQfYCC3pzZbxmmuBsbxzHE3yPIcrvsBy3sOiaxVDQN3s9RjKabprBdfpKloP/jlCWmhlcuOFG8itdHPON8hkuol1bSJKpjF8o8wumjRN7qQQGKfbduNNNiK0dEpVSqLnq7HrnZBjwDfOs5HXuCV2AIlEaMmvWZs4GhrAXNhJbcMFXl+pIR1zcWC13fn9QuEOzpNN1DHpTlPl8WEIitgdjcBgC5LrMu08O/VhPNVPImSa0XQZH5v6bVzaYKuweS78OgYSKQRCa1rdBvdSyfno1fSXTLA7XcKByXc5dW6heCz3U2oqLpJZLWUt0cFAeJhgWNIytx+tXE72gsaId2CIDEqDIW3aa1+nb7GcDtXMtnQX532DDAeHaPE44IzI1AF+b+Eu+uO76fMPcdacxJ9sYcWCqA3BxYN8KXorrqL5uSFu85CVQ0unz6URzC9vI7MWJCIFwj9PouUwgehmXPFW2jx5DOlMuRPKJlc2RDDuBEP+WBcdZeNMWi40FtFUACuQdgYraRtLaM74Bx3pimJ/SghYDE6wFJpAaMl8fJSWpW6UkiAdm2ErUNqgPN7AneF5LgQGsP1r7MrPM7jazWS8jWYb4v03468axF0+xo2hAvOLzexcvg6hXGTDY6TLLhJ0WSTQjOREMQMEjcJdfmSDazSalzw+sIt3taUpKR+g1BT4optZ6+8jfPl/OoZf2tqXP0hf8gz+bCULoRFKKWXCNYNTbBC0qBoMOUJ+tY35V+5nq22yBcEFlzMcPSs1jTacrHmWJX8eNfUxKpIt3J3yYgBzOUWDq5Ia5eLOfDePVD7FGRYcYr4WJNxT3Oha4PFMHVam0XnAGh/lROmbyOmrWTES/FXtj0BoXBo+mZe0uOCK4Bjt5YMMRTuYTDbSXTpCyhZMFpwKOho0BtryIV1JDN84dTbcnXJUVOXQQbI1pxic7aXJWuOUyOHPWVQYmohL8/XFnfRd0noRFgLYjGAXbgJGCeWp/TR2v8hEvIkBvw9ftpVRq5YZN1gFxWkUBRwDLzWUkaGr/BW6127F0jbZ8Ai1dUfpnN/BUKzjF8inludIBmapHHw32dV2tNCcMyzChRA+HHibRKC0xBa5X5RQsDinslx97LO0N50gWX8Eo+Y0n9IGR6c7SaSqGfJMMeydB3eSDQR5VR9lfsgs9ZBfa6GpcgohLYTUgM31Pi/l47eixS30exe5r2QSV9O3QFicBfo2v45CYUrNvZVDqKVOtG2yEBxn3Dvv4JeLWjjPh09wfXy/4/ARpEMLvD0AT1u1fO30nYjSI7irnqXCk+UqGSZQNYi3dIrJlz/DMVVCRBS4065ECqd0Z6OwEMwANclWWvK3Mh85z3YZLJZpjCL6xhnKI7SJQCCEMy26FxdryTYOzPcUm6ZOv6sh72cuWco7Bj6JoQzs2Rs4K37Iodk9fKXo6C3gFDZX1B2nomSNrtJh0lYJW0rcVF78OJMWvMe8kf6Sr/GGMcIev8XkUgcvlz/NjkwXd6/cxEjkJPOxRipMA42g0wphuor1dhyGcYtnjqNrzVSaBsuWIhZvBlpIlA/TuP0HRFGstR2i+tTnOF3IUFtsEClt4Ir2oLBBWqQjQ0xm3AgNLm3SPXMN1aIBcHScHlXrrCarqbbURhlx8RLAQAtq4m10rOxivRDiuZFeKkNJLqxto9bIsSkR4UDvjxDS4m1otJhEMolqe5YzR+4jNnodfRK2Lm9i94Gv0ePVbGocx7XoJhMeZWbP/0IX54IAdHhsjuccVQInQC3+qCJ06xXfMO1nfoPtVbU0jt7jZD3jBrnaBJ7m0C/TPP6T9SvjGLozB3nnhatRxUndhappvmEmoGQKK93EatPPsDWsL3Wj7UtmCfZYLrL6EldYUZNqZb7hWdra/pru2bchU70IDLTWPFZymvrKaUrazlJX0BgrbtBF3SHhY7HsTT6ZLGXJm6Wl8Rjt4Smmzrwbvz/KsUBf8UidsYYjWYNmQ3FFzxMgbOw2g9F4Ex2hKXIjN+MueZlMrhIrsQ0r3Y70zFFSc4jq9Rr2FHIY+Dci2sG5ToarH0WvtbO9/7foV44TuFjbR1+6+1ItjYBtcsBI8DlqcCHR8+/gfPkrTMSb+JPTv4WlDKfxW7xxGwomAUvwXVeOjxoeBHCniPBS9Fo+Q45rys6zo/ebmFLxhbrXGR18NzLZgK/uOBX1r4GwUXVf5tnzV9Ee6+UGFWRutZFXvRbTliIhNY2WZL14XrQGtMlcvpXDySbuy46ihaNhJLXFOws9lM/dxg/LDzPpedLhL2ioMSQfaJlEiAnQT7J+/HMMLe5nU+NxtLLR2qAk2uNE6Bqq645z0H+cY/lCsSH+C4a7rWEiNMEVB7/K8GoNT/rfxEIjtWSTx+E3zNtxPl/6LFsTu4lbQa4evwlz6GbywbxzDtPtuPWLuBtPUB4ubKDd0i1vMDtyJzMCPkOaj7vjdIbniGrNl1c7WStIfjPjo7qwlaX4Jl5t+SmpyBD50mHca528ED7BXPVrvCe1l/Dc1aAlSije1AUaLeMtYGGNFpr58DB18Y6NTAoFqfld9GnNfaTpxeAMBYZkjg8Gp7ii8RgaQUGZvHbmj8mnJB4c8lJy4joOiynmC/BK5Y9RQvEDbfI/Jj+NV8KVARNZLCedSztDmC6dVUvYnIicYMtqI2s5KBHOkQJ4K4e5JC6odIHHWx/mpcw6E4t+dslaEBaT7nGuoZL6xmdZGt1HrU5QEppEWn4qQzWQFM6zoDVbsz6MsXtYMQpU2w7S55nuh/BGYpiJLq4ceCeGNrCFzRkrw9RCJ7nlA1yWdbO95dmNYOISa1wKkNKirvE4T8XamTQVDdXDgHYCGWEzX/8SLk8SVZxBoTVksgH2RlbI6FKSMsVIVjJVMAhZXmKGA4PWKMbsSbacez/CW3SkNuTG4v/pGH5ZazA3j9ING1HKlkQrH6o7zbGSDCOBp5mWK/zFdBN32F6HRaodpGW5CTMFAIUUmqXwEK1ui0/UD/GaqfFYAQIVo6RW2pkOD7HmXucaadHqdTSDRvIO56EiucLc6Q/itg3qpWJCw4x3EyuBBJF0BLfdBIEBnBRAUDn8DqK+DOU9hxFSI5TCXZDUn/wC+dVOPi+u4Ye+Bc7kGpAlM3irD1Oxchm3j7xvY4SNwpEjTrtNev2KhUnHCDjjJW3iKlUcrSnYhsEHLDe2N4qrIDCK0Ebf2iYGonMbSqG66CTrLMHd624k0IUBBs6MZQ1XKTcPBobpaH+YHbKoGCpseoPzJHp+7BhzHH8k0JTXDvFQuI/7169CrtbRk5cc9Ra4a92DAVyz1k4y2cRiYIrC4s2QaeCoK8+dBYm/qGGktGB5PUwVBsF0B1q7AKf0dIU7iBCpov+zeb6inyfGb6Dt5KfoKhsmH+3md+Md2Dhie6+LLJcFs6ysW4zmzA1o4iU4b7tL4w2Ms+yewipyIRCasKk5se7CklGWK5/BTnXxVapxZ3wIAbfHbH5OikKmgfz0r+MJfgdBcT41sG44GZv0TuJyrbE9tR9zuZqAtPl8+6MMTe7ioNGBBLoxyKQ7mN3/lWKtXfLhcx/kZXuKuZ6/I1F7DF90EyOTO1gMXMTIXePIMhQN8qvNj7IQmATlmAAHtyaIl8xirDfSr/IMCsWVdcf5nboTtEcmAJBCYwqbjLIIlI/irxwitRovRZsAACAASURBVNxFLBtCazi9VoNtRtFFYMYTrn5uM8udnkvRKnpMxWDD46wv7GIpMMVz4eMMlEywlmpii+UFX5SqqWvQSLLL3QhtbLCE1woV5JevIF+SZn/PMxgC9ldM8OOJfgzfLI01MQZndzKbK0Ok93BPbxP61RlUEYnkk4IKQzCH3HCG5akGzoSHuGPtID3VU2TKhsgvd/DelVv4eelpYuExWpvHKCQiKG0glEUxQUNrUFqSHb+CK3Iml+VgYbEH3XGYS8KBY+sBZGicKuXCEDa2NhhMVdCTjXAwMocWCiskeGDJzQQZWlya/UaYkqU99OWb+FvPJDuCOXZUDNMS20Jl245/P0NZXL8yjuF8boVKnJRSApWGIBvdSm/jUxhiBpmr5tzKTg4lN/MHfhcxS1Hu0vzUM8BF3yDbMs0crF7E3TaIhTPwvqxylKbGr2IITZkWlCyWMD93PapxGomm1aNpcVsoJGvLncVMxAAlGF/czinpxlIGprT5QCFA1cUORjZ9lxtXr6Rx7iZiwVF013NcusEmxg8QyRosp2w0EVrSAc4GcwhhYWfrqIt3YxR5pTaaKVeOIVPgG7mBSqVYk0GkVEXdAJt89XH2zpfQnuzl424PhhtUodGpv2rl1HoTYbLj+5E4omsUM66tOcPpASBYsYpw2A3xPhtX+BRra7WI0CwIG6EdRMiG+mURvmooF7ePf4gz4Sc5Xfkq19S9yamhW2lc2LlRTkIb1Cc7WA5NsLP2BClZypVIelJdHIvWsZTxc87OcL70UT4aa+GFjNNEN33jWOlWknXnEJUzRVkQycVoJwpnCNNIvAUQzJPiFt8qZ10x7mh+CVNYfMIHTy0E6YkkMFCcSBuoxa1EsgFEy6t0eGxMYWJpp9MTy4Yo6GxRxtxil1nAlQMpnB5KpzD5U3w8Uv0ye5uOIkWER4auorxkDa3hxyN3gM/hw+yKXotMyo1eUDZTgceTQ+bZMLBV9ReQ0iqeVo3Hn+A9yS5eHvBQa3vILPeQXq3nHSJGedZVRAxrBmsGaBK1HJj7MPls0DGQANjcEEhz46a/ZHC1k+6yYTqKDuEXRhCGYm0kykdo3vkdhLSoUCYvj25DahfvXXk7D1U/goWF0JCpGuAbYx/jK4ALhRYaY9v3mJFZhrM5nmh7BCUthBbEy4Y4JleoSnQy2PIIt69eT0++lUSqhnxwlvm8IGqsQOZ6umue25hqB7Cr9ixPx10ci7vxaJN9ZbMs6BqWvP3M7n0QPXg7jbFNVFWOESgbID/fTnqxHS0U8+ERejLNvNddw+Lur2KKAkKbbD/5eS7P7mV675cxhDOb/NGohxJTMJ41uc1n4lNB3pjqoHW1vQij0KyuNTP+8mcpbT6GBsbNNOeipaTGruZKfwZ/tJspoojq42wPzyKFIynZ7lVcltrO5XVvIsQSouxZbkjt5Av5cpJtf46sGmdcP0ZC+9jLPf9OltJZvzKOIZVZpyUQZ5suwy0EJabgFDZb8xXcUjnBXy6t4a58nvGKl/mj8U/RKzVnlGas1cGNB6wq2rwe6rL/P3vvHSTJdd95fl6a8t3VVe29t4NxmBkMZgbeEJZWIkhCpAy5kpYypAASPGlj725jIy60Ep1ECTqeVqIcCXrQEyBAgnBjMN5gZtp7313eV2W+d39kds+AK+0tb4m/uC9iYqK7M7NevXzvZ7+/768Jb3iZmZLGYkXjBr/l0jQrOos3om3eR/ilO6mqu4yZb2C65hKNVoR8/TF8dRME6qbIbAyQ8YGVa0a5SeX1qgwjC0Psn/0ANxZH0Lwgy4OcO/0hROfLpBb3cswzx+ngGd66/vuAwCscS9PO91Bav5fVhp9gx3aC1JEIznR8h/ckDpLItPMP8UEITpFuOE+XZ9Up3grMUx09w2+m9ztCWAhA4yd2mSmtwpiyWG08w7ov5XReK3Sxr6gTRrCz4gp6IGErjmVt6gzBum3xWtOreGpOwfLdzK7ezd76OMH4ELaQJFpfQXd5n4KbuzDKNehKY2duELs2gS+8xEjv83wntgO7aAIKKSRVxQjNmS7Oxe+hku9mXCi8wUmujN/EntQNvNdq4WuNP+ZT5Won3lzopFzoAhR+8yRKCnzJPrJX38c7cy08g8VVyuj+eURglolCB9GO8zxoa5jCcmo/pODXM3fwrflu+ijRHG+k2pul1HoJpQm6vJLH6ousWYKX0j7s2H6oOuFE5pVBvFyNthU7FrCAxYgQLDW/zEK2jS9efQTFNejhDjQelFXoa7/CpG+BirAdpKSQ/NXyPrTIUW7WBh0cvmYTrZ2irDS3ONOgMT7MT4t+/L4VkqMPIIEaUzKY3cWEuoav6xE6d4azBOJtGOU+no8sEW48TW6zl7qmUaqqZ+kLz265SYBGLtZNbm2QiWKUf4zt4/7uH6M0Z50UFj2BAuHZD9OL887qKxF25gfI5QfI15/gay0v4k8McIIE9zaO4rvwGAPFLh6+8mGWAutIq4py3QUOTv7BdsHnZMM5SqkhNsfu5afeBPM1L6DI4u/4AoHiEEo6/FYaMOiT9HnLPLkuqMQHsabfx9t3fIVW/TWkXqbWm6VYM8HS/k+hRIWOXoPEyT/kBd9F1kJz3LF5H+XIOEpUQFMoN6ntsCK7YSGgQ4WxZg6zFBhjwj/OndU5vIWDjhesnOv27Poyl3J1PNx9HE1YHEJxbsNLTdHk/TN/hImgIir8c8czzJQF0yWDbo+kK9vHwZo8ec1pdKWkRTkyyt5UGxdi/dzROI0CXp/4Nge6/pdi+IUMw7S41QxjuBbv81qCvdJLlW0zVdIYLDgIi3N6mgtGhitaEd27jkdYPFQY5p7eC9sIllNT9zBZfQp/IYIeWkIJG13p3Jftpq37BYLxIbwrR1jFpj/dRaGiExOrdNz+F6BJIgqar76N8UIDtnSQHrVahva2y1QVG9G4ZhXWlutYSXQS7jqBv5induEeXvNatFs6y7qkydJotwxWgmnWq2a42vstDqT2cDI4xmb9MY77E2iZG/A0fRuERawO4lt8xEqwQYBntTLDGNsWv5kTvOC3Wa2aIdD+LXYV29mlaZyUQZasBnRL/5nVVSRsiNk2FzwVVrwFPIAWXONYxuQ5OcFOD1wMjHP3+F0c1Ksxy1WsDz2FEhXSLa+ycOFRQukRqF1iQGn8Rs1VvIEIJU8SmWpgeP0wgxsH+UbLSRb9iygk/9L6LwwUO3kw/xZM3eQ/pu5nnTyXkVwrt4aVmXs5nerhkZU7MBHsUPAgXr5Rc5anWr6CpWBHoZvD4x+hVDXHYscxbFlBKh2jHEKL9ZLM6jQgEJl65urOUSgJevzQ7FE0exQ7fRXOrkZoljcwXtKZSrcR8aSRViu6cLyt80j6vBsUNw7wpaXbXESZG9pE43ME8ZRCUOqiIiw+3/g17vN5+Wm2hYvJFnyhy/xx1RXuTh3ksB8qoUUSY++mz7AJxYcxU720YfGPi3fzthA0Vi8Q9eQQhTC1lTaihiATXCB86C9ZTnSQr5ToLHmpCcap2/ltokpwcmGQW9L3oletoK3fQCW4hmdzhNG5HSANaoCmUJHYxiB0P4fCKQ5rG38rhVIbFxtfpb/Yyf81/xFMpZMNT7Kw8+/QNBu7bpUX1r1sTt/Br6WHOR+yGJdBDq8fRA+tEkgewCcMkmggoWZ1Pxk09JnDpFuOI2skTdkuBtYP0LpxM4uzd1G743uEGkbRNMfYOFRpJbRyMwKBPPN+KtWfpBxdZq7xNWqtqm3BL6RNf90cB+bejSeQorZUh7dSi+gxUNJGKB1vvB8ATRpIrQJK520zv4muNB4KQW6zE2FPssuvKHe8hq9q3UUkzWDFBhGahSYUuoI+ryRacNSmjqBQPUNbzTpPzwzSkOrnbPUkj3RPkPdWHJi8Eghl4I8PsaitEag5x0xRo90DK6k3vX3NL49iaK0EMdxCG4XiPhlBKaiM/z5PV1/i32VGMJXO+xB8lByjyiaSb6EjOMNdeu0bECw+BQeqssSW76Rl9VFK0XG0UhBGvkxCVEgqk5bTT9DkJvYMHfaaIRJbxOzAjTXTpJIjlD0x+q0K7xGNrB38NGrhEGrst7Z7KizF2oivtiF0m97+H/FMbi+2z0bH5oGsySMl06mqXTrEeGCRxzedgrk7KgN83lukxg5xKXz2OlTPG8cOdLr8CV4uQJPtZdOCpK1otwSbgRmGi+38qXvI34fio0aReWFxuKwhlZOgF26MWwJVHo221F6S5SrqVw8SjJ7n2745rvqnQSj0vOLemfeQ7n5m+5Da0qK35RzjiV6OXX0bvaMPcXfQyV9YZYsXG55HpNsRStGpJYi3fQs7tRspbHbm+zGUjiaEw+uvDK6IkluvYmNoNn5zjujSPgzhIHUQYCjFzrVD1FWdYLVqlhvy/QhpEEgN0HrqCS7WnmbJu8qZchylraLh9G+1UYznfJxO63zQY+PX3FyJsLhx99fYJyS2NHhy3cuVdDeVeSffYQGJ9u/TntrJN1f2ooDe8CyD0QnG4n3sTQ3hNCZ1FIWhDKrzPbzY+DxfmbsTpXQKCx/kcsffsctM4EvvJTrzVkqaTdXMw9skemEE9+DlcPU6gWIHIq+jULRUaS4suJ2JxUPMn3kP3po5phrOkvSUaBAg5m7lkbUjLO//lINuqh2n5dQTZDZ7iAhJAtBQ3FA22LE4xELhcQL14+Q3BinFerjXJ5D5fixR2UZLlaPjGG74EGDQC/vih7iMzccpsFdp1Otw2GhDKwtUSHA0WyZfM02ofpz8xhC5WA8tmT7MdC8Pj/4uunRQV8VYP7HLbyVYN8lWuNU/fT8OJ6kAJahkG5C1M+iNZ0koDU3pCCnRlEEwPgzSoD7fxn9t+Sq5scfQzn2IYse3WS4EaDHHudFj0HL1UdLBBQLKi6H0ba9DKIPWs4+zmvKTFwUi+/8FIRxyRJ/lQbmej62cRkS+wDgVYSGUzqp3lfi59/LA0mE0pWFrNvPBv6S7c5zUzEG0XBOB+BBnNjpRrd/nip1lbD3Aw4m3cGfHzjdNTm6NXxrF4CvXIlFsUcUppRxhomBXeoeLut/C4htcQTKYa+BX5QB0PIdSOkiHo2c+28SuSgO7+l6By8NEph8i0f3969xQi3x0FH+yDyEExeoJpC+OUDpKOsU+1StH+I1ML/F8F12mTrz9OGPn3828KVlv/y6Bio901SylmVsh1o+ygc0bsJTT0cxSkNIlhu2UUmlI3lnchUe5WH0Ff7D6HgSCfHiSF8Nf54diiYWSiVQSpUmGCt386dr7MJWO5REczdikbYnQbFZMC5nvYZfQrkEiUewVBk8ZBVYGXmSXkSWuTGZTzVRWd+IXzoGct2qwMvs52zLJ7dXrPLDyNk6HLrISniJXM8U3A5+kObGLRqUjpI1E4yfztzOe7OFg0cNBXacUnqRYO4Y3PoCRb0Ri462boKvnOElVJFj/OuO24mJggoqwQWnYCqJ5wVsap2loO0XOCjJAEfvMrxHUdGQIp/EKToQkXoHW5ABroTleD0xh4SgMT6qPF4qS6kQrbRWDoJDbe0dqNjRd4Hfqy5iusJNuFzchXN4dzeawEWIu38R5fZGCBk+HLjNaqpD2jTKimpnV4nx0/1+jC4vpNoPJucPY8x9wcgo4Qv5EeoTYlTCW0mmxDNotk+W1O0iFZ/Fn2/FPtlMrJBe0DaQdIYwg75/jXPAqe2ULwXyL+zwXjuwKS+/qAeqj80Ru/SxoFrXK4JVTv8XhlcMUh551IJXuPi5FR2lM9VFvaryatdi0odlynlqM9VGM9bmVB4oGQ6Ou0Ivf9rKFO/LEh7B6DHRpIZXGvbOPMlTo5gveZSqlEMvVk0Qr9ejKqb+whY3sfpmO3V9FFzZK/oDZlx4nn2+ja+6R7epwhdP5LR/rZv6lx/C7SfAX8x3cLRxKGE23CdSPAU6LWVtKXlo6jFGM8u7YLrzpHirC5kJgnL5iOyF/nPmixStT9xKqXmDv8PcwvRU2lUns5ccIt51Bi46+IdxUrJmkavkBUqEJp37E3RMjgRh2rglZDpHRcox416irtPCyPk6Tx2Z28gAhqbtvxWE7aE4NoOQkyvKydOV+Z1WFzXLVpAN7B1YyOpxVlPa/uZDVXxrFMGU1kPGe523FfRguuiQfnqAQHaUzPoRyUSmWEpzHRgcOtB0lOPwNtup+Uxt9vLJ2I6G6GZqCGxiaxdKBP8M49gka40MIZaLcA/CdVC0fAIrVEywd+KSzmZROeOk2qpaPMJjqcyB4IY2MJXl54iZsJRjWBfHWcaI3fQa/kIjO08Rffoy1zS726Kc4X3qIlorOgmEzG7nMgfUbHCJY3UZrPgO5IaR0oskCjXJ4mpX9n2ZAVBhQOvqF93NZrLLSepy6Qu11Ql+yGpBMlCz21L/O75XamSkM0G3XuHBNiQWcp0JvzTTRptcp++Nkp26gbWnPdvpSZRU7/DrZhike3/8kpuYghqamB2gsdPBAppuUliM+fgeljW78DaN8rxhhPNkHCBYMSTk4ydKBzzhWWY9J/YXbUd1TNO57hi6hOKIEa1cOMyxyfLnYwuPmAntKrbTZ4xiVfvanw3S1nCIV68YYfRc5TSdpw9GsRaQqQbAcYbEkSUpFt26SW7qfs5UuPqKK7DPTXPRPcMGqQQtIHslCs61hNB8jUg6xFiwwFMpjuJxNSAjEh0mt3YgY+iqasNGVwTumP0gw1Y/Tzh6646cwPKcYl20sK4tPdJ1CaRVmyhp/GzOoBE4x17nJ3amDoDR+UGjmcrmOAwboBY1fdetS7NUb6bQaUWwltTUi5QAzgTEKGEyFJsgER3lSjfNfkrucuPcWRBVJWVhMWkV2t64S1xwFoEmb5lACnxD4rtvHW6GMreR5zqf4OkX2GVNE00NoynnrnupFykPfwlx/ECs5QF0gw+Kuf6S8cjPP6RvUjPXTbXhJxlu4IbdKOvoVmnsm0M/+Hsuyhm+1fYPOyj5K0XE88QFmapZpFLbjoYsK4fZT3HWhi9dDBcK6RoMh2LDgjLDot6EQ6yUX6+PH/goXvRabhsV7AzM01l8im4gQ9Cdc9ahYLHgJphs5v9xBnS5ZkxaRXAufiL0bU+lUhM1k+19RH9To9JXxpXoxF45QMpIUq+cpqABCbYWbDMzYED/RKuhtV+ja6pKoFL5UL42jHwCloYCVyCW6NUmDNciF4jrK9XoUihpdUWforK4cZF0GSU7c6aDHhORo5zfZDM07BZVSpzndx9VchNoXX2L3b7z1TZOXvzSK4VXvDAHb4CfkuNHMsis8S+2eL2wLn5ZTT5DRLBKFGg4VI9znm2Noz5fZxhIqKJsF7hv5loNa2BIMSAp7/x8uXH2Y4sV3UIpM8qqMUwgd40K6g/bIVaSoOJtcSsxCLcFUv2NluTTQFSWQSlCraxwO6SSi08Rxw07Cpq9tkrXgGClthfeue5DKwBaC73W+xLdrX+GB5CHC+XoKmz0syiyx4BL1HadoGf118tGr2xYOUuJrPc1g/UUGhI2se4Vs6hDB5AAWgsvKZm/ZRC7tJYHgwZBgzV/gP3T8FTsKPVzyTdNQ6uXdO7+HLixsZTBW6KbWhS3mNwYpxHq4u+DBCk05SVzhWJOHgwX0o58gIXWkcHD/pZgTw93TeZwNGWEq1UXEMGhtniDhzllKCwIWLQPPM53qIr18iL0Y1BYNxlcO8KGGGXKtFxhdz1G3NIgACpkmJl57G/fl78NQhhuesEjYis1UiKPdX8FvBWlvHmXBLnNg9I8ZMuC8d4lX675DS6abe4JLNFUasDwmelkSqU1z89ItaGmN/EwDi5FPozQnfGGOv53z2S6MbAv3RKcIxYfxpnq36wYEkkJdDZmwyZc2b2Ui1cNPY+080f0kk0UNy+VpGfXPMBqYQSlBeeMtGIkj3L3j68xcfAQ9ew31kigFkJrj/QigXQ+SSAywM2ByaHOA98Tu4z90/CWv1P2Y2zbudS1Piyud3+Js5Awdi/cQiA+RcBWApnRuT+0g4NGxU32oEx/DEx3DiA3izfViCRtLaHzXLNIZmuKGyCXK6x6qMv28qJU4cNMXGYxMs1ldYO7yo2TKXlSuiWzfU3hmb2Qfg6SW+ilt9PK/hwr8bvBz9Eam+Pj+v2Ys3ke7/wyLjc87ocMeg8nRd3FAGQhVQQA+3UZXAtM0ORIyMIB+IG6VIGe6gSOFXwoMJejxxZluGyVWPcZlGSOSMPnVaAVNwPv6X2BpXCdu3UTScnp3HNq8GxPDCTMr+LXYA8wEv4sv2Uv76T8GadAAHDu2B+3WTxLONWBn2plavI2vFnUSLT/Bn69CKQ2hnMRxuvVVfOkuIkt3oVDcLYPka0YJWFXckezjqFEmZUlqDDgccmhxemnmqVieqHJjAMrGYwfpT+ygKttOS7qfpmwPYLOc3ODNBK3+0iiGSvgUyfR+NgPTzHX8PVGjnuh1oZ9SdJTG2QcJNB9naPkIY/WTDrRzC1oJ1IdX2KbCduGWQpoEZYBj9SeInvojdHkX95jK2cBKI58cIu1aGEgdX3zIdb23rDgwNbVdM6EBocQwieuskkB8kJTnKuOlHg5sUTEojdZML2dbfsJPfBqPZnexY+0uNKAlX8Vi6Nu83vFDemLDiB5HAKA0cvUOh71wC3WP172ATEb5LkGCbohAQzhwzqLitfoJXg9M8HpwAqEEbw9a6MJC1xRIm5q2M3S2XEvMz7/0MYqxHoKrw4jBZ9iqLPdtjFCWhnOIlUQKhTc6Qeftn6VTt9jdc5TPTx7g9qV3EEwMkXSFFlLnVHKIymKJSzO386lSL6Yb1uqrn2J5/1+iRJkjvRprZx4lNXM7Uim8lZ7tnJItJHWGIGk71Op+K8iltue5pa7EDYu3csjwAAKr3MXRiQ+jS40jIY+Tk/EqTvT+gKtL93BY6WhoBJIDGCc+zkr1KLmNftbLNezSBX+X6uSdqWEMwEY6NO4o8uEp2PM1qoTko12f59On/4CJZC/fWx4h6Zlz95eky2PT55NMF0yikRVu7vlr+iKzqI6jFNd7USh8tVOEe44yk+4m6s8TSAzjTfbS4nHqLTQ0p3YjfjPJumnWw1+nElom7VtHC62xXyhU7VcoXP01qpYOA5CbP0Qg1+fU7yB5tRTmptQgTQ3jfD+1TtyIc15PEcbkt0ZecJKqA6/SeuoJbkn18fTKQYKaoO30H29DXytXP8RzJYO7+o6ixBnqBk14+TGaMp2cUiM8wDStlKkumixW6dvnSpM2IU+Oz579Xf7dji9R680wsHELaVNxRAPTvgb/HTFtJoSOclvp7jU0bsXL56wa7OUR/MZxhNC4x+vUQGjuufWZFWzXmMltDNCa7Uf5FRY2Ohp7c0PsvjpIou4cuPkrlKJWMzh/4kNURRdobLxMPGMw1/RtwqZkMDfIyso+WlpPungCyfrwl/Bm2xEIlvc7UYNkj5N/XNMiJH1X6JPt6KXObfqRquAq1ekOGjWNAgKz0o1M3IZd9qJVnJ0ldJtA7/8qcPuFjDsDOc5Vfw09W08w20Zw7X5U4+cQuMI3MQxKY359J8OAnYugS9PxKLbAI0q5iAHn//DyrVQtH2Khap4WO07FrSBt1NgWSv5UH+dPPUZNcAzWB0mkOtnpVwQ0qPhi5KOjTKTb8KhmdGxsdMxUL42nn6AUvUogPoQtFA2RedYKTpIKKZxeClVToAz61/aipfciNNCFIFs9S8kyecGY4+r6Hew7/jHCDeNYvhjpthevU3YCU/k5519Dain2WPvdPIujoHq8Os+muxCNLq+U0rBWdmO3joO0kUqn3bDgusR8oH6UQqwHf7KfttOfoBgdxRsf4mQxQ1AoUApbKF6MTHBzx0k6dRe5gaKn4Ryt1Sn8rz9G2+mPkYuM80zRy2rtPJPxNm6tGscs9bm956AUHUWJMmigKUnTvi/jybawHOvkZPU57oj1U6ieJB8dJb04ABt96AK6msa5tbZMj6nTufTwNk2EQNCoGQhN2xayCpv6dC+jBY184ySl6Bj+2BDdqQEyG71ENMXZ8EV+qgokQ1d4cnM/N1bHGZVrjKzfTH39LFbXd/AIGyHA1CyGouMsVGxeVjNYRUDpvDN9iFtHXgLNRlXbaJxAuFutt+soF5cOEPFlaLvxn0CrIHmVTQRCOt7u8kontYYJyjE76lduoq12jWTXM9sFhRqOlyuRbI78i7OpbYPY9E10CEU5PE4uOoodOonesEZc2PQrgy/OdjBmrvJ4Zdc2CENJi2LtGDWpPvai448Pu5a7mzxH0a353pCvCDdOoHsrPDD0DABm9SqFXIjeUgtKxZBKoCmdwdgI99p+epbuIhAfZiLdSSyY5r5AmUT0+/gTQ3hSvZxreY3qvjkihTDeVBc3Zg7wJVHGUhpm+LzDrSVgoqjxFleO2goQFbru+BQISaMysE79DqdqrxLduIn+7KCrXBWV5T1Ij8RhFoZNC4KlemS+npXFG/EDH879Prv9TlgoW5lgueU0YoviApt8dNQFAF4zQnPRqyzkbuQjhVuwwpMkmn+ALz6EN9VHRivwtpBBpXqWUnSU4dgQXj3KcdtmQ1msN8eJVz9DrLaX299EeflLoxhaN+/Cv3Iab30nRss5tFWduZc+RkvTOD0Zx/WvAH9jGdxmTHObVxI5/XHSLSdIt7yCEhKhDBpGH8XyZPC7L9ICviby7G+9TKB2mnysl3VbMeBGly3gUryTffNOKKAIpD3jtHWdwuh6iclUOz9c/SifNjyYrmfyKhWeSrXSmPHx1vAiVXv/gR7Nolsa/Lj4LeZW76Bkxrh140525SxqWyaYjmawFh6mGJ5gef+fI7UK90VM5mYXeX25j8haD3X109B6dLtyUwDN3a9Q33WcK5feRcz3Aju8u9HSTZSUYqksuUnvoHPj7VglH/UyRH0lwPrsIdDhptVb6QaWGi9jywoKxZztI4Dj/1GQ9AAAIABJREFU/QRSfYTS/Uil2Fuy+VLdFMI7ynJ4nLXQItnEg+yWGrrm0JNPFgUe/xRt+/8cf2yYlzIR9u78CvuFhY3gBwtdWJv34/pM+ONDOIR/TnW1QNLXNslPwmc5UX+UV9rHaKtdQghFpMeg4fjHEYk+usc/yHT+DM+YCXYGLO4oKfLhMfLRMdLLfZQ3exnAAzhNm4zIVXbUvcZSt0PjIXpMWk89wW4c2OBQ6Ub+s7bIfOIIZnM1R30nqLJH6axEaTj8OTyaExJBCXRp4JNthJrGaPVI+rw2tZs7eMhXQ1w4YQipIFOIYJZClPO1eCYf4i5VhYjMEtvi2lE41wqLs02nKRRK/DTTQYsKELMgbgu8VdPUuAppi8LhWv9hHI9It9CbL/B05Sq7Rn6IEDZHlGtduxb8O4q7UfL/oGdtlErnacBGUwa+2KDTS7n9pyxUaglUTxF0oZQ2sJwaoVP9ZBv+eSLeyz1Rh+JCcykf2locNlKpdGR8N9F8NQ8KD95sFyrXzTQWf2YV+ZPQJssHPu2igUxSrz3Gt+cPsuG5kY/v+2t6hp8lfzLC7lQ3nsAcRvj0dl+K5aop/oYp+nw28XgrO/Q49W5PDCUt0nWXWD7/Hs7t/Aci9eOEYsMAmNFRzsSbWKCISjVj2O2uZe/kK6K6xh6fvm1YhFL9lKbvwdP7nMthBpdDr9NvNW0DT6TS+HG+RLd/BksrsOwinFAGxVcf55bMHirVM9u/39prtcUeNm2dq3UdHLr6XjZaT8ChN0FQuuMXohiEEPcDf4nDffZ3Sqn/8jN/9wL/DOwDYsB7lFKz7t/+BPgQzl76iFLqR7+IOf3suJjrwBgxeVfXXyC0CqptlNWzjzJ++X5O+iR+s8xLugUoWsNZtMgUvvWb8V/tI7R8M/O1Z2iP7SOYHHD4XgoVNrxlZHSad+17El2rIJteJ378cay1Xo5lbKKm4KuBVUpWZHvz+Gqn6Lj90wjNaeqzVqhjl/Ji4Fj7CsURTJ63yuzKNiGazr3BIt+tV5GMzHJf1Qa9qobY8JexRIU2NP7vRCcHI+NENCeeqjSLcOcJCrFeUr44r4dnOH3pXQzVX6JGGNzWdAlNUyAtjvQ8TVLCybU5bhv9HdKWYNVSRKSfm0r3sGkpijWT1N7xaccKlAba6q0E0/3Ujr6P9ZEvIpDs3vVNvpVrJbo2xCBs10bEKmCFoFrP8ujmA7xWusBLssjnLj3CUNfTxBItRFZ309NxlULzBPnQPJWVW68LW4EnvMjzNcd5MHkLpfA0hcgonum3UO55ztk+SkMvB2kDbvNU016/wJYGFMKmqmGcq2s9JAo12OnbyPR8m0T1s7zcsURT3SwIm5pug83LD3N8+j5qNZ1kzTiRvmeJuC0qhStM8tFRAikHdYZSPKACbGDwroTN5eCNjLY/Cx2fB931OKUgEN9BZOpt+NMdROvT/F5PEUOAXnUeY3TETfpWEEJRFUhAIIE3vML82P14snV0xkYQ3T9AyYpTAKVAoTFl76Y61sda/QSeyCT5jQG8QLh+DPcVuOeQbaqXLeUilMYNif2MNhy7TmDjesZO4dxIZhhRnOXqRheelx7HXz9KslDNJbFM7d6naKxaJsgyi/uvYp5wlG/KkrRmPJTnDpHQ4fTSTbQv92OXNBgwsfWK83x3TXVsiF4gHZVkWo/RduoJ/Kk+uoTOzbZBMTqKeZ3VLarHeWSxl6+HYCzRT0/1HFeDVwiUbW7te4qZWDsPjX7YIQcUkrGe79BebmX36n4q1TPQOo7SHUUc6T5GPtHCcN954toZEj3fcTeNTbUy2Dj1bnLBy3RmGtERhDVB1BD4NCiw1Q7KCQv3TL+DQuwGXm37HhOeJR5qHCMlxlBKY26zBevqO/Fu9hAyFPGRn74B4RTueRW9GGXTl3iDh7FZe4HF1TrOhFcgfY7J4C4iU+1vhpjcHv/TikEIoQNPAvcCi8ApIcR3f6Zv84eAhFKqTwjxXuDPgPcIIUZw+j/vAFqAHwshBpRSNr/g0WKbtJk/unZQlaRp31OcVAYT6VaEUOyXBoeFAakIm+k7eL3++4h8Aw3ZdlT2MNNARsyyaQEeRadHx6w9jeFS5wphEWk6TbnkY76kWFKSKt84tidENtOMhqCq9bVr7riCWmOVSfMq52WNE8RxlcNBT4aKCCAKNaB0l+xNo0CBXznwj2jCZoNrFBNCSnbWnmFts4OaXh3lVk/W9LxCvuiDXCM1MsugZVE3vxM9tIpqdJ6L0jgUstGEhKqzZOU3CHoKFDbb0XJtpKuXCEbmMcwkSrhzx+Jq/Svk8xUCvhlCrvtsCIve5uO8XLJZpYhfhigpRTkkuaWwQtjagwBuTe6hUxQI48VOfpABf5yauiWSi3s5M36HwxdVPYZoEUgJQumMzDzAarnIK7XP0bDnGwi3g118dYDapnEQNutDX0ZefIjquduZyU7Q2XXRwZYrjSsZnWTN66RtpyveYRWhue9phGuFO2ACi3LVPIuhy0wjaGk5RUSztmk8nH8aJ1IC4Tm7bX1LAQ8qENUrHGoc5b7GovNu2LpH5+r8IIVCCjxneG/1NIYQaK7V/7p/jPyFt1Lb9RqhyOK1Ntmahej8KWfmUowWwH/hIYI1y2SlRHgz5DO1VMU28PWc447dLyDchPjKaj9Cc96JdNr3ufMQSAHCpTxZmjjM+eIGvmSVUzEvJCiNucn9eExJJtnM2eI6llahXOe0+SRWR1kvEqiZYSQ6i0MdDkqvMNn8HMvWGjXhdQZ3PYOhSWqlRlOsilRDjBSQvvgW6prGaWqaBNT2vITr3diywqsNz7BU2olC4ffCVKXITqUhpA1Iio2nsCsF7s3Uw2ITRxff7y7YEq0T99IKpBpObp//plwTaWzSta8B4Fvvobl5wu0GaBPofQnNfc/SnYej0C26G6+wuLBz+3lxYOa/J2xKwNTN7Gm/hFl33lXICpGrY00kof4sSSCVrbjfSTrEeq3H3b0KoLlslYqLcoO16Fm6AEpNPD34BdpXPvDzisCfa4htqtf/vw8Q4hDwn5RS97k//wmAUupPr7vmR+41x4UQBk7vu3rgj6+/9vrr/nufuX//fnX69Omfa56f+NQnuNwyTK7JA27NqQKKxRClUujnetb1w9DLBEOJ7Z9z2QiW7fmFXb91j2GUsSwPulHG58tuz/9aYMB9lmXiD2TwePJvuCaXjWLb5nVXg6aX0Y0ymmbj8RT+1WeWS0E83hzbpvd1o5ivQmhuQU8gc20emRpsy/xvvocQW+1rnKGQKCUxDItA1XVrkom49yt0o4xhVLAsc/uZXl8Br//6NWB71gpBqRCgXAwAoBsWpmljW16k5ayzrSyEEHh9eUxf+meeIyhkoij3s5UU+ILZ664QFHNBKiUfmjDRxLVmTppRxhvafMMqKsCueCgVQijb68xJ6GhGGU9o49o6Z+ud+Wl5fNWJn/m8EOWS34ngCw2lHHrELVdANyw8gQKGWd7+zErRh+krbb+3Yi6EEBJpeTCEiWaWkBUfyt17FbuIZpTQTQu7YiAtLx6P5l7npVx2ephfGzYefwFv4I37Jp+qRth+vIEimi/lQiwE5byfUiG4fbfXn8MTuLZHrZKJ4XFb4yqBnW0E24sCSnYRqSSmr4AvlH3DG88nQ6jKGyvxDVPh8WooyweWF0tVMDTzDe9Z6CVE1er2PVauBiOQ3P58N/YHyvlOdsVEUxam7sOj+bdfbkWWUEg0w8Lw2GD5wfK5EylCaGX7mYVkEIWO4alglU2kZbj3VdB1heErbM/nDVJZCQoJP7KiU5tcYdH3N7RY9/Dcb3+Gn3cIIc4opfb/f133iwgltQIL1/28CBz8t65RSllCiBRQ6/7+xM/c2/qvfYgQ4neA3wHo6Oj4uSeZbDiNirVR9jfhCZddd1mgchpGpYxf9xEwqt5wT7q0DiiqPQ1OyADnhRUqGSxZoMpTj5ACma5Cmnm0SgC/7UMpSFUSWLKIUE5DdEN4CHubQIJMh8hrcSpFC8oVDOF4CoYw8AoDy85hyzKa7nM+WwpUWZEqb6KZAuFzEAwCoORD2jblvA4VhUEZIb0QLbhH0hkRXcOo1Lzh+xUrBTKVDMpjQbR47Txsf1PwbisF53dauQrN9lEqZ/FVZ7Y3vZU03CSwQUivYMkKVvGNjp+u+6hy11Ip5ayRnScYNq77TEFQs8kVHSptTVkA+DTw6B4QUM4VwH9NVanr7kaBt+jFKFawZMm51xPFa1QhjQK2kadSVFSKNiEtQtmX2V5LBRilMBEVolS94AQHFMiSB81b2g4ZmBQxjBKi7KVKa2XLnajocazr5rIlLK28gcqDqUlqTLdhUQVk2k9JT1EuCUzbg23nsO0i5ZIHo8pC89mAwhfIooogy+b2XDVVAWWheyTeaie0dG0NBGbZg5ROEZhV8GKXnTX2Cncdi14sWUIXFSy7iHLXygEeVNA9JcxQ2UVmCbS8hlUwscumC9iQCCnBL5wmOEA5aUCuhKGB3whT9qWvLUbOwhQZdC9YZRPnWAh3jQVW1kcF0D0WFBXCKmD6LJSnTAAflZJwcklc26MKhakVEFYQU/NjySLKn8Ossbb3kplrxM4bePFyzQ0DLB8y7dk+t5rtJ1USKLOA7a7zlgA3LB9+zWHrNaSOVzgoNpQiXUmCB8xwyv3MFN50O5rtB8tDMVmh4omjAF2U8IQd5ecJCFSqHln2olkatpZG+You9OO6NBKghMIwylQKBnqlAD6Dd/RFeDPHL0IxiH/ldz/rhvxb1/yP3Ov8Uqm/Bf4WHI/h55kgwF6tidPhv8VOw75kM3eKZoyKwcbsIUfjd77CvuIAypPFFx9iYqWLrzf9mHNtz3Pr+i18ePV9OP2O4YytaLaDnBdpNBMeFB405QcU8+UcC2VJzNYYD8W4EIrR1HCMX4vdx95ctQOfRHHFm+ILTd/Eb+a4L7eLwvoQ2UQn3xv+CxKhRbLzH0IBLfV/z65CDxcD4ywGZnjPylt49+QwGTcpLj02UurI008Q2+hBCMmRkEGy5QybI19ECokuTVouPoGZ8qOhMNxllwrmywEWyopCzSqB+nFMK0B491fQtOuE+nXSV+gGreee4HTzczRWnXX7D2u8sPYAm8kB3rv/SQcpFNDxXnqUi/O3kPAodjWfInDDP1K8/A7M6QfYtCBma1jhBA+EFcsHPumEqZTB5sk/YjnWybeaz3FDeYClSpDPUuVsVgUWUZ7r/wo9XacRQiGlwTeTGp2yhrfP/BZVyVbQbC6LBMNWJ7P1xwnUj5JtOYYSNhUvXFpr4+aX/k9quqdYH/kiCAnSoPXcJyjVvsJm6JtOxlZpVK3dRrb1qEuUpmH5QBM2ShkcP/ebaFqcYr6a3ZV6ord+1kEWSRCaM2EVNJg//THasn0M+/JoQpCvdoorvfEhzi51k7AlYd2P3v8C9Td8hwvJVnZ6F9GFk3w7nx1mfH4nu1bvQiiB1HS+P/Iku1omeAAnua2koLw+TOvmAWLDT6GERQX44vSd9E88SK8Ms791hmLtGL74ABuFIN3lNi6hc8IoU1+p5q9EkQqKh7qf5+11P9wS3RAAyy94ct3DTMlDYf630UotvL/5PM2eEmdLFq9W/xQhFHlb0DD2EPdXr1OIXuWYlcUsdPLvu0bRUeDXUEK4IAiN0St3wZV3u4ldm4XWY7ze+zX+MFzGQIJfp+7K+7m60UztrZ9E6M7etIAfJHr46Nh/xFSCROsxNkf+CTci6+xZv85zFx7jSraL+zF4CEeo2wo2KpJW0++GevJcLfoZLzleqRQSoQLU6rrTSwIQwok2WOT4PhbPYnGjf463DjyLpq44yllq1K6+k9qZhwEohJeYO/BnKM1CufkdZ1to1G28k+j0w+TCk+RqR5lNZqnp/rG7F516H2fPwVxiL2NLh5nwrvJ7iQ9zqDrw84rAn2v8IhTDInB9JqQNWP43rll0Q0lhnFDd/8i9v5DRYbTyWPgkRqqLkY0jxIa+ihIVAp2vooQAzWKD42xB+FZe/ggrVdMcCkj6617gRLhMfuydGMUANzXOUYyOcm98iP8t1cKzyuJGdGrzgoB/Gbw2ItnOHm+Fu6KrDKYeIpTrdesDJBqCkVIX/yn1MAv7/xxdzCLl9/nSXAfr5jpKCfTADOXYnZzZuJuL1ecwffMIJbgcHOcDsQcoFsdQwkYIhS4kDU3jDBUGmC877S5rl+/El23jtchlXk720Jpo54zIc58websy0dz4dpfHIeY6luxnM9bLxUCC25ov0NL0+rZCuD55qYQkHxlnc6ObhpaLbHHU9KsyN7ec2YaPomxKO59CFpqJhJbwjXwZJSSeHU+zXPKQnr4dW7Px+7MEUrtpP/0JcpGrTGUDHPVO8/rQs6wk7uGG0Ay/khjB6f3l0IEYSvHAxO+R35ggF73K36tlrEqAmnwfVckBttp3Nlbn+an3RZp2/xMV1xvaQug02BEWyor2pTvwZNvIR0dZXhnAX3T6HWzVfghlEF4+Qs3KEQrRMcreTVJtL7kFizZvDW/yp3KchE9Rf+X3Sb/0GP76CcxAjGjPK9ugAX/9KBvJbjrDM2RajpJpfdV5f8qkzvsehJ4lvzGIf3UPycZR9GQDqmYZiZMfMYv19FdnqQs/69Jpd3NPqYf6UgFbzqMJBVLHGH87qml8GyaqK9jdco4WFaLOCrO866vX0C5nPsalcpk/okjZMjG0PO8d/Aa1azvZka93hJNmbSerTSU4pIeZEVmMwDS/qxm8a+k+hBLcJRQxY4HRwCQog0Jkkrm6SyQSrURWb2Zv8xKGk80Gt3hzq3K8VoaIu2cDoThU7KPsdfa1swdtNke+SPy1j3Hs1IdoG/g6RU+aqc12Hll+Jx4EpZopYiNfvA5avvW/5GD0CpWGSxjRcRaVh+UzHwHbg78iaDJBcwESa5bk5a6n8ds+qkq1DK0fot7QtkktlbsHdSQxFMXqSR488NcI4UQFtojvchsDRIVTD5SPjiLcpL6NQ/uOAl3pBOLDFGomt2scwsqg9ur7UZ4snvgQJxqO0tn5MkIoetsuc+vq/WxmWmgvN7E4O/FmiMnt8YtQDKeAfiFEN04zp/cCj/7MNd8FfgM4Dvwq8IJSSgkhvgs8JYT4DE7yuR84yZswbEOnxRRQN8tm3byjlYVzaLcSTU4PaIXULNZ7XmLw8q+wc9aHp36MTLaRYjLAYNPMG2Bzv3X8cZ6Ot9O04ykakIQ7jxMffwuaXqbj9s8iNIs19QM8pz+BmepmzdykuVKPjkY5MuFS+oLSJDc1LxBPmcyWvFi5HkAhC52UC52I1I0crr7EoYEXWaj7FGp5P0o6BS+aMggmht0SGbZ7I3hTfSxYZXyNV0gbKcZzNRhmggcyt+BxrSqnuY6i1oB1Gy5rQdT8W3i0Ycy1VgQiPoSIjm1DdpdX+hiVq/hf/sh2k6KZth+zRwiCaDjmMoDk5taTpFpfcdfbCR603PgVLvoWOC8SVOd3cG9xJ55UD1q6k290fpaRqI/ZhXu5s1LD0Go/uqahQm7IQl0786HUAL5UL8313+er0RcIrd3Ng1skFJrFi54lZuvP8bDApb/G7SmgM7dwC/VScixboa7YzeZSN3FbIk2b3fTRevrjFKNj2/hyXSj8qV5y1VOkWo+CW3wYjA+xxwNfrv0R3xt+kpbUADMbO2j1F/hg93E0aWGjOC1i+Lu/S9Ou5xBaxdVSoGQFffdT1CNR0qB84uOMXPg4B9AoJG5lpuoK3ZkROoVief8nkcJCyR+wfO4Rhnb+yC0s1Bhb2Yln7H6CyR4ao8vgvgepFLtrUmg133NCp5pii9J5Y+ArHJ18iEq8D4WGrWxq13fyzvhBBJDQFRsj/+yGCx0Ekz8+BL7z2Llemq26baEpgN9e/gDfDL3GvGnwkV1fx9AsCC0xN/0IbfMjiPaLDqIKAUpDKscyLmwMoZAsVk8SM8Icslt528xvUNnzX11AhrOXGltfYm72fqqv/HsMLcbBpX2kdIEKQT5yFbB/JrYoEMpkJLUbQ6bIJOso1S1yEB8YGkqHS/kKpg4n9SzP+j2sF3dyc3CeumQfCtiwJANoLreaUwOCZtGtp9monUATllNvIqGY6OLy4gjTgVM8ke/GVAbe+JB7Ti1QOvOzt9Pvy9G8dAe+VDfx7h++gfFVeTIsx4bItLxCq437/RVKWBSiY7ycEezKjTBuhznyZghKd/xPKwY3Z/AHwI9w4KpfUEpdFkL8Z+C0Uuq7wN8D/yKEmMTxFN7r3ntZCPE14AqOZ/j7bwYiCaDJSpPZslikg7xwBJgbm3U3k3SQkdyxfoTZYhspW5KZPwiNVxCAXTuGfh2ULNFwittKNh3drzhWG1DVcgFpm28oBspGr1CV7uBHwbP8euJ+QOGPDUOPsW2VDfpsej3w6UvvZLLQSauocFN4GmI7aIz1UbXeS01qD57uk5Slhjz+OHZ0nO7MCJ50D5aw+X7d8+xcvYNGzSAZnuDAoc+gaTZKQWsiwsryDXzau8i7SjcwkLlhuztZWYNvBsss65LlVCfi9B/ylpZT1PriZOfvYnDqHU4IIjbITKqLzaYzfDV4itZMH8uNz7K3cYyf2IKR5QF2tkywBR+1PGnecGBd5VDbOM5di0eYt6J8x1hiT9tpLgbGuKd2hvmLH+X9hV6SRYdwMGFrHM2V6Y2uU840kbQEOwM6mlLYmuRiYJzhYjt/aDVRDE9SiI4SL3j5vJ2kY3MXD7VccT7ahWsupNtor1qk5tAx4qvDXJ2+EwEEa6fI1o9xLNHPitpkqZCmqlKmJl9mZzBJOZDmZOg0A/8ve+8ZJtlV3vv+1t67cnVX6K7OOXdP6unJMxrlUZYAISSQMMZGmEsGC+RrPz6+5/EFH19bCGEwBks4gTAgE2QFlNFImtyTNZ1TdU7VFbvi3nvdD7umR/I993658ElnfZqenumusOp91/q//3DpLjpd4F7rwhlvwVZ7gr75G5kvHeNc3UvkV2Auci2x05/mgeBFXjeyHMmXcbcvBopOUT9lFVuUIrPMOqQkQ4Mo4Q5UBO54GxWRVkTZOGut/4lUruReq03H3uH4K8nnnfw4V8Puht9Q3vMT1KKR3HiyhPbSZJFmC0hreG0Cr6QqoPI0aqwJaWqoisGmbJk1wxACaS8Oeosne1uynkTeT3r5QWzORX7le4ld059HkypCMWiyZ7h/6Raync+hXKa+Kgae0CiR0dvYPHQfq90/BmFiSMn5mB//2U+Si7RgCJMlzcefm3XYgcrVfawNZVjt+jFgIg0FWbBzj5bHpyqM5H2EEUQNwXTeLHqV2YuNR8E3dRM2w417zVKGO7MGMzmT0DzkKifIBIdxrLWz7Czwk9DzzGTbyK9ehy3bwAeTXSysg0+FMk3wUz1PyiZJUuCOuhM4q04wMnY7w5F2jBYVpI4BPF6YZyKwQkWykZ8ol9iZ2kIk2UR23XKh1SKd3JTvRCkW+ljtYdIlkyA1MC2HAC3vpSZ0kVnXHMrwPYiG4+/wrerknP8Zfi0lByo//Lsokxvrt6JjkFI+Dzz/X/7uL97x5yzwof+X//t14Ou/jcfx/7VK452kyn6z8SI7L93HevNLCO/Sxm3hYlohky4v4tRd1HnhaMogako8UsGuQnOym3n5LNK0NsMvSo5zc8cyQlgnCkPCumcBe8kSIKwPo6lyKeXk6YZv4Yq2ciSVp8Gu0RBvo+7Un7DW9ksyZQMWn1tIOtxJpoAH3Et07voumbVm1pc7SbuXUJLNFLzzNIx8BGHaMOfaOew+z0z5c5z3DDPomuBc6dvUxTu4oXbGCpQvTnJ6g1F6fcdZPfIl3mx6Gpf3WYLTN6GlK+her6fRN8GW4AgFXaXXkaas5jhS6HiDIxj9D+OfvB0pIVIocOfcB4lUn+Jo4CQRV5hSRfJywsYxwnxivoMtNSMgTNbLLxRNxy4LsyxfqA9M/kFREyIJ5wTrMybd1RqLCzfy8Xg3CoLJtmdZNAvomRIUV5KhytOcHLiB7qUDJFNQpkmGfW+zNd1BKF+G7pvcuJZLqXJo6GpemL2FH49GuL/9FQSW9UizLwy+MADeqks8la3GIRVu3/8tywMKeHLZTjjnoHltMzf0PskPtVlOyyU6M03cP/1FbFLFRPJPYoXQ4D3sMi1V+jNd32My3YwQJrur+sl4l3n99KcxpcIpfYrrmo+gFI0WUzMHaDA9xJtewmIlqDDfVWT/WNh+rGSU+K5vWBAdVmMzpMLJlU7uDMxwGcpzxDo4ZNPw1wxdec+lILTSi/QeQwrrZlk29BF0e5LHk6W8uLodRZhs8Z7Dprvwt/+KtWQXcqINU0qca11gakishpT3TXGwZA559uP8IvQ0A8LkTxu+xbZ0O97QII5UJyczvVwT9VMrNcyiDUx6pYOMaTAQOkLoMhUUmFfW+U9sbK8exlN9mt3xZmyrdRvWHIHZ63EnG4lVv0Wi9i38zW8RbzpGQpjMhvdTWGhHRTJZ0KmPt1F36qtkgkO41rpwJtrI+sZYDwxiSMlqqhkQxEvGmd152aBR49xsHRF1kQ9XxsmpbjrW2nA4DGoah+lKdeOOt9GJwve9b9PZ9TT4J8mYKqXJEqaMMr41up+uqmOM5xSmCwq74tvZOvQAqlQYw0QgoOhC2+5QEM7iYUCq5G0JtEIpInwQ2XQYhMlK17+TG7ueRHgvYqmFvlNfJVlzBITk1yUncUVbqTBCvL+z8ndaL98zymcbQWr7v0omMISzOPDLrVRTf+03kMJESpXXEw52LR7AG+vYkK2Ua5KYbpCtPEtVfBPueBv1/Q+TCg7wurnKlOs0/WaWtnfeOHIlBBv6i3RMhaXz95Cq6ifonCRnXwcPpKM9iEwn3kQ7Yvz9zAaHrH+PwLnYyefTDtpzHYjwdTgbX8fhn+H8eC/3OE1E1MoOEEXThi0EsS3VY/O4q4mSAAAgAElEQVSXcLuvCcU/TUXBz8JiJbL2PKBfwXQVg87qCVjdQ7bhh8wHR3BGO5gJ38BHtz6OouiYUsWTrCO/YWdgcC54iVS0As+6k1JFZZvbBomDvC+xnwnfRV4t/V6xoAnC3jE2FU+MpmJgTh3ETJej5D3M+odpUux4Yx2IogFHix0MvZEjg7XU+aOoUpCoO4zR/XPK3/EeSqlQ1nASfWUPEUOiK5I78lvRVrZhIom+41qONNinaDj0CCdTDr5x4T5urztHT9nQhmcOAoSq01c2xkXNQCkGqyAFh/R2vjN9ExfyjQzMgqPhDAjJ1nTHOxxpDVoNG6qwEXIorOgKoZn7IBihq+pVbGqB4VizZdmOwlishd8c+yJ3lk8yNNeOV4HE1Y9i3a5Ukuc/zMpKC6cCc1TlqxizReitHikaClp7azSrsrJwFefCN6HGq6gvH8Mba+NGs5pE11Mkqs5bjChpvV6J8H4S4f3UVY9Sl+zGG2/HwCREDuEaQ3OPk8BE854jNHQLpwqlpPVVvLgYXU9RcfjLNG5+DlExsAFp3FY5gt3p5pgZZ0hMMOye4EOlBgPh67guVc3VZjO5U9WW3ctcO+lIC4Gqt9F9UxSkBSsYEgbnr8XhTXPbzm9bsJNxhEx/De54G6aQmMLAHm/GHhiEy26rRZbaiHRxsmyKZtcg874R7Pomul0G7mg3zngrWf84s8VDgmlqZNb/GBlpRS8bRioWi8uUBTZVhtkGVKWcTI8dxPRPYzv4KHZFZ14+S33/wzjirTRrMVbn20nlHEyuNDIeOMr99aPMJqs5nLRjSomKwm7pQy/asEsuy96staKbdBZtVtKBYWJtzyAxMbHmfaL4nGM5F2uTB1CEwcVMgUDtEVAKbDFsbDr6EJFII57wJdhT9zurl++ZxmB0L3H8ma2UrjSRyQmihoRIO/OvfxUtNExqpYM59wyO4AUKwoJepBAkRYYyZ46TiUrO1D1Fx+p92OPNlCQaWG54nI/JRuzRHv7RMc92b47dHp0yj0XTs4Zrksrai1RXjNCuQCEwjUoYzF+T7n8Yd7wNZ7yFwNTNxKtOcWa5jhKZ4C63jbxvnEwhwMrYbfxguQVnuoEpT4rK7h+TDgyT9Y/hXOsktdyKmTepKi9Q0/U8QkhE1RBVxx8i8taXUeuOE2g+akEWUsO91kWLZ4YEEFtpZ8eFr+BpfLFoyQBgsJhXKXuHkd9ray2ECyq/h2CrWy1C5AIbKp2xXrITD/BS+c8oYFqOoaVWAZCmQn+kikT4elwSQubVRINzGEIipFnk5ltzjpBNElQN0p4x1pqe34B/5GWWCSZXN47wq8w/E4/X0EcINXlV0VRQkljqQDZbcxdpquTmt9OYqeCCc4J57xzHJt9Pd3AEyeUTNSAVXOv1zJRcxCjiiYaUzK30oqebLAqve4rLQsIL7pGN/bHuG6XcO0xLsgd3vI0OFC4EJ/n9Hf+MKixa6XyyhmfGbqdQ7ER10XYykW4yOZNgz+WwIpCmJGNLogiD1XiQZdOg3RnAs9ZJ7B0miI6LD9ATXGM2Z+PpxHbMxHY+559hrlgEuTwvMwWxyf1kIq0IBCuxNtq9GnoRs77omMbdYMXWqskmbh/4LKrUcJWN46w/SmKlnXOllzgwdTfRgTspLx+1BtpSIVXzFrsVne0SvrvsYCqv8vOonTtd81R1LpFL9OBJtOOKt7GSNVnGIEyGSlNhtQBpUzA/fhej89dxa/vP0BR9A3Ya8g7iWmoiXP0mr/hOc//q7XRHOzeswAFQTDoDo0yu1NJhB583jb/+KVYBIW3Unfoq6cCV3ASBAVWXKNHy+MqnALkBHbc7TaQJy5MHkIaGOzTyLgh4PTiII95Mp/TQ3P0yQph0VQ7w2rKDk1mF63By/+q1JIROyJGjtnqQmdFbMQ1LcT3tt3S+ElCNEqo6jhM0PSSqj1v7sKjqN6RAlQJpqqRXukAqDFQco7zzGCiFjUNdRdUoHZlOZlaWfqf18j3TGGbEDv5STVJp2viwYd8Y1P4i78U5dT3TmiTpt6AY63rcQU26mmxsGyYOGtM38HT3d/mTxsfYut6JC5XrW89Zw7/aUVrPfpxozQk070ULLy4OOqWp4V3uI10xSCRTgt8RL+bkWh+C4EozjXaV0Ng9lE28n1+1/zW7el5m0ewnU34RWaRFlq59gUrp5YeFOL3RAAd2PGI1AFOj9tTDhIDZvn/fGPJKpWA1o8lb+KfFZaSR5oNKPd61HlyJVtKBEaayNpbnN7HLVPGudRNt0TBNHRMYjVSzPHMdjuAoJ9daeS0H21ufwmPzko30WpTL4CCOtS4WY83Y12u5u6QHzbvAcSL8JNzETamtZJe7CKw101U1SM4/RXq5k4W1Zv6+9jBtmo1D8X0oUkEKSY03iQwNMNf9JFIUAZXLs0d5uUlIWjUX33MnSUa38QEJJharZLkATO1DIIiH95GNtFKuSn5/8YO8GThOz9Q+ltCp3vHvgDVnCg7ez9+lgkyEzvD3yw7anSZjWZVyI0uHb5LWslHG1kuYkzYkBQadYZ6o/CW7ZDmlm3+CXejMyWcsQ8W5/XTVHkcVJmqxoW2Kd7BH2nirOGc5pRpUKQolOnSl3g1L5j1LeKsvkJrvRaCwWjCpR+Kd34cQkpVkKbmpq5haTvGqqyg4E5AO9RdZSFzZdwguJDyUCx1FKqwagq8bGR5Q7TS4F6ho+2fG81YjqU62okgVV9kEDdc8uuGUWz+wj+HQSdTlfXjeeoja6hF0V4R47WFL5Q60OU2mCir19gIHep9BAebkc9Se+iqOeBsruomhFHi9/C0iERufKSuwd/wBjkzt5xAxNi03IxpOWPvcVFldaiOVM0kFhxlzTvAkz/E/pr9ITf9DZMsGSVScIuedo0fauCluHQpWvbAmJkGAaeqMlwwiFjtRWzWUorK/ojyMu+sFa8bDFUmD1SBU1iNNIEzSK+1IU8PEMolc0WFwPQ9VM4SEVchVaT3vzFoLjQNWRrVTSC4F57FVPknd1Y8yv9DJf2pTzHunir9IxT75Kc4v9fKHvkkK031UdbyCKUGXGj8dvJvrtRyFuQ4ykSYMxWAkdJI67zhlsMF4ukwyqQv+T+Vev7X1nmkML5xMYaIwbzP5qTfPB3Qb12oKR1p+iox1cVv8eoLpHl62vUx96SinM5OUTHwEBYmCipAG1fO3c6psiKVYJ58ODbwr7lO6VjHCt0DloGVHYQpiUweIT+9id7YbryI44h9kV/VZi9FiqqwuteMyi+wgVGLVr3NnvbXB00xZD1xYRmafCk5RltiMXqjnGWfEYggJkMIgWzZcDJw3r5ywpYJ7rRsVBacnzs9cA4xncnwsdoDSvGTu7Zs5tR4h6hnlXmFgizdT1/8wsZojSEyqckG+XfYfFIQOZWfpqTb4ZGUGGzDb8mJxXGCgt2g8euEeXFVP86nKNKqAPlNl/PxOYmOHuFytlt0RRt1p2rf/HM/kXspT1Xyv5nFe9Z2id70DW2ILm5057MWmcHlQLKMtlEU7iTVfxuE1Smb2c32iiYAJRzEo1yBeOo7/4CMbRS0e3odfhQNeG4rewlWrTRxVDGKT1+JI1eJuOEUk5+HEagC7fRAhTMIFlXBeRZEK10sXD+z6DggdpMb0xft5xVjHqftpl+W0lo1ahnZFeCNe9xsSNW8xuVxO1WX0wFRZmdvLCS7zKSRHS8aJOcNcFduLawOWHCSadVFeeZLw2S1cFn6t+0eZ2fXoxiB57fRHkcAFw4Fpu2KmdyRvsBtQpfWaTUVqWBIZflV+mEpnmOp4O2EzyPbULmtuka7h5thO+r2vYkhY9o0ihJV29s497SjJcSoh6AAml5qJr7ZSX3sJat/ksthsPKtSmWjiYIlEFYNFC44CS2XnyC81M+IZ5Wj9syyWhFEkjOUFJWkFMy24Wg1yIHY9uVMNRdipjaFkFce8WXYrft5XavALOcGfNTzGtnQXhWg5Rnovs+5RPrh8iCapIoTAu9ZFVKoY0sSQKs+vNXNuvZJPjh+iyb5Oof4IrtDFK15XG4N/63OSO/UQDrMWZ/NJ0ottXHjjSzhqRqjSdJaVBKnOX+PKlFBuaiD0YlSnoCbRjlp0VDalSTRVzTf6v8DtTU/Rl/fxobYxXo2VEM37iK1cBQgMpjkd93LTzuegCDX/dPBujs8f4D7pZtqc53T9r5nzjRApnSKgCuZSlTRqBYKTt7MeHMRUDJr23/s7rZfvmcbgN6PscuboEllGpZvN2RZCCPZGd9G5vBfFP8NE6CSfqcgiFANKdY5mTlO60Gdd9RQDR2CQO/xZ2pgivdKxQReVpoqIdKHHaggfvpyD205A0WjGTSxwiVCsneZkGd+c30dbYJzYcgdXxVtJCwu6SPtHWO1+cgMKgCsbWEoFT7QTDYGQKt0TH4TKR5GKgSJVHGvWENfA8l1RUagY+CjOeCt5UeCie5SqRDOt83cxlfHilCY2IeklyOPuY/xZw2N8dPV2OrAVRWAF6mtU6lY0pgqW6KjddVmhDZiGRR0VIEyDjtB5NFcB7TItVJi0eDKMI6z0N8Xg35d3MB0BRUj+KDDO/dlNbJv+Ar/0H+MNRaO1tp+UI8pBrjQ3RarUjt6HJ96Bd6WPdHCIqaQbT2iEnUhy0Saipk7MUAiUDW0UNYFBqPoizlTbBp0SFEJ2A5E32Z3vRhnvwlQK/LLrUeryJmNoGNJAkYI/WryPQGjsyhXeNNjhWefQ5O3owKNk2CuUYnC8jizOb0ylwLp7hZ+EG9miunEsdzO/3IDusE7miiuMo+EHjAsdW8ko75/+IrZYK2WxVi6VHaHs3CesAXSx4meafoN4R7NXHSmcZeNs8i1wdK0Xo8gpG1vexXd8p2l35RnPaojVJnzeFIoyyaI3zKJnDj38IDdgx68rxHRJKFvJZxrzjBUEbaFhqkKPsLrUgVmMWzWQXHBeZFZexc88BRp0hatNlQOJTeROPUy6bJBkRT+bovV0j3yMyrIw1IxZzCmpkPbMkm94lX3JNp71zqJgpSa22gSxZStQ6bJG4DLstJg1OGrPsGrTabbv5exkATNwnEH3FAOuMIXobmy+MyhCp9JTzbbUZqSUuOPtaJPXM+Ne4DW9QCJ0gWsaTzA6dwBZfYo6xWChICjX5MZ8Y7WgIGcPMTt1E+/zrFHd/hL2SBfP6gGcq34C0TZsbSdp3vxvG6FUQ+c+RGvzRSKeS9TYJKpjnXanQqRgsmLAjM3EkAqDC5tIqms0n/0Id5UkOJtv4o11hVzTP5JRdIwSvbhXrQv+tfYc90k3PaisZipo33aWKs8CHkVyIVVKLHM1neo0B7qeLO4HO1X+Phz0/c7q5XumMWxrFAQO1yMNlSrVIFl1np86l5gyMuQdk/y08btc7UvTWrTjBYnbH+GZrn+gJtnCfOkYqyXTfL4iQ5Wvkemph5g+/GU8oVGq4l3EpUn1gUdZvng3a0M3E9QEO4rJTGvRGuZ0SYnHpMJ9gej0Jj7kcNGy+UWca10843ybmpZj+N9RBACkqRKb3M8ZI8tHhcFK83/iWOskMttC9vBDuEJDhDMB7PY5KqpPICKtlGerObbcSv3yXkqUOCeDr9G2uoeKud2oCArAk54cpib5oq2Ez5TnGSuMkPfrZBKb38WpbneohPMKSMF4zkSXOjYpuOy8aQoTXaqMRHrpNPKoJeEN9ktsfiudgQirNUc4q3uZXtoDqJhS8vhaB73CoNluUhtM8v7qw6jCYuqYRf69kILQ4P14450YGEzkVOILLZQdeIwSRceUGtHhG9DT5YxG2yDWTkhqG/qCEm+MRNszpJObccfbQJiESiK4RA4114BAwTQ11le6eb38JX5ffYDCQpLedAftmWZeKV0lxOXmrHI40kKDrlNSUCi3KTwcr+H9o39AoPok/pLzgNUctuYrSZx+GMVUQUCbqqI5ChgS7O5J6wYiJEPuUb5e/hR3Rq5nuuwU8bZfEl/biWv8GjKRVgBii9swms6BMDGlhk9xUb/9FzT6RymNvcl3h24llWrHyDYyMPYppvynOOhP4nJ76fCvEhu/k6SRI5htYWemlbBuMrtepDiM7Kah5k2ayseYyqn0Z1Ti6ho/X1FpcwrGcgpTBbCVnmE+08iCZnKbKVCw4Y534oq3IYVJ3WodV7udKJlO0v0PM9L4NO7KAbSqC6gVAzhG7uJPC7sYlEnqnBnM4zeDlgFFZ1UXxffbggLjQnKDsLFPOrGtaJyI70T4TyMpWFCKlgSh05lp4sHlDyKRKEKxxGnTe3is5dvoQkdxz/N2+JPkM1Vo67fxFd8Ek8osl7IKbQ7JeE5QiZ/DE7fwydIFlnY+tiH6azjxZZbnmjhafpRy/zAHFB1VSDB14r5Znp6qYGfXMB+jkbrVDyOcGqYD/k8jw4JqYnOFWWr8CYvC4IypccfAZ9h6Yw+phec4IqxDxGhOwZAKqimRpkpDYB9nxnWGDB3TLdEn72HcHmGs8hcYIocpXyKQ34JZbK4SnWj0BD7f/2oM/7+XPaUgDQ1QMA14XpmmP/QyIMjnXGyav5Y18zxG6VRRT6MxvtLJnJlnqfaVDYrdWE7QXDZJw8G/Qz33CRwLtYiSMIED3wJh0HDtoySm9tKY7CbmjJNf3Eb/YrXlWZMvY6lqkEjti6yFMvic1jCvG6yjAxbXXEpBcmErZ5ZrOWLqeOpOMdPejyasjZRNPUQm0koyWs9g3yPc3zRpZRADwpykYbmJrytZTNcM7tBh9g1/hmouByBK6g2Fk5rOf1/o5aHat2hzTXDaDDOa38xuqYHUkVKlevA+dpkZWqvmCFWe4ExaYVO2EefgfcR1iV42TDjVxn31IbyzldQuui1RWKQTPdFCOjhEWfdzNCUa0RJVKO4weroFmW7kNDrB2iN0lQ2/w1pbsrTSzlnHJPl4HV+aP4iBpIDgnyqfpjOwwDVFd1zFNDB1F5fC+/mZV8fIBGk/9TluC4zT7dYRdS/gESazxvOYR7/CaqSB6cBZdup1yEIBaWrowuC8exRdCi4Yef4scjPDGPwbOaJ0UC8hlvPzmwt/QGu0lUQG5gyTQE4h6jV4TLyJbcXGh6Y/woH251BzfsoXd5AyrX2GlGiOKP9b6Rg1mTYi6638ICSsKE8k/eVvcK7sLb5UlWaz3YCSY8j6Uwy/+ceUxNr5eaKPN075OFg2zofWtlASb4XFa5jZ+Te0+SfZVjbGkVQbYGBmGkllGnh1WfA/9sRQ4/cSW85yjaLxIA4GhcHTRoEe1I2EvtdPfwJnz1M8JwYxmUN45jALClMFdeNwYvP3U4j3oWQakSWTyGwbmCpSSAYyULBl3yVy81QObECBoBMru0ggNMoBqWFLVxAuXUC1p/FWXyAR3suFgo9goZy6TDMHHBoHhEZB6KxsLsP7soZr/i4yNb+0/IK8wyDVDWaYxcmz5nmnXCPoQrdsJKQE9yQy04RhwvBaO5t9BV7KrzGdB1WAo1CFCL5BJhB7h8V1AW/NMSKzrbQb1SR8YEjLys1AcsLTT9gu6F9x8tjsBxGmVryNSu7HjqLDUul5wsK6UZuKQbx7krv29eG+YHJ8TMXAZDarEj1zHyFPgmCyh7e6upnznOB6kWdS6vzEMYVpi2HDLArcdKJJH7JIBpFCJRD4r3Z0v931nmkMacooYGUsmwJmS8dAQGWyga2L1+IOTuFKSX4zX2BztoUzC7s4XHqOCsVBrKim1YTEIyQvLVbSvtZOpLyfUUeYezxObJeVvVLiazxOjBOASaSQw1y8CxBWmHeyleXSCVYMSZOFxWxYNUhTsL7UzcrAHZzRlnir6T/Irh3kNocs0tkAYdJdN8ZLSpY3K15la9Dy09mAnxSdoCPJVzIufp1vYSD8IEP2JJuwmPEmMKOaSAEFKXh75EZmmv6FJqfOQPAFagsSl2qF5ihScCi6n1D7D8Bh0OKE1elOZhaaLC72Sistvjh/y9doDdaxM/xFXLE2K39BN3CYHlSpIRwzeBofxwDsUiMbfpC0Q5Koe4NgkaJrOQwLfmHOMprQgGWmPWc5lOoFILt4F6c4zMFQ1KIsFmG2THAao1CNRDAab+bIcisHP/wm0XTRGE/RidccIbLYyICR5amaH/Dw5Kep8CT5fulhhlxTIDWk6OTPHWH6c350BOpsNR1VTaTm9/GV+FZsCkgvnLKPoJcNsdfI8gKS1NLVVGpuTFsaw57A1bNAxWoHyystSCQDwXN8Knm9VY71crZN/u88UfFLznqGrOKBQSTvpMa+bmUTKDpbdv0L/slbeWjuIF+MN7M/0YEXp9XYTQ3XWhfxkmkWYz3U6CpNMseUcDCvCSryCosv1iJMyYeFk4BTIm3QI1We1goYxRfOAI6ZHsoyFRieyw75kr1unfmCwvSGY6lBm32KnSvtOGpGWWo4QdXw7yGkwlULdzFoxqzXWUqywSHgnbdegepIWUVXFsh55wh2vIy+0oUnGMZdNomQKs+P9WJb3crtgZ3oziylO2vZ07uDZ9fOkZ1dL0J1lqZ/U7aZWr2k6NFlIBWD3JY8uzzX8HrsZQqygKrYyOdaUDBQFYOuYJirxv6QCm2O/vK3SCRqWY35qPONcNI1xR6poBazml31R3GN72VXtov/vnSWk1mLkDCaVQgXACHRMZlMOy0vHylJ+8bQfIN8wSxh0GHwVwiEBMVUqVlycvrMR/HLAp+rtjG1djM71/axI1YNUUBAe2IcbaWGGUMFxaCm+yWWvNMgVcCgMtHK7qG7mFnZjDc0guroxnfD7+62AO+hxjCpVfIf3gXqdJU5zxwJ7yxIqIm34w5O0Vi0rzgkVcwjH+NgqoU6R4xhLU7X3IOIuhcRgRFmC4JREeMlz5u8zxegUIBnheBuU0MqOtaE67IfDHhrzrI8cAdISwC1UDpmYa2mD2R0I77xMoNpdeAOstFGRnueQQqJPXiM1Ox1iNKXkcJEkTaIN+CvPcWaa5KxrIJRWmTuAJgaq0ud1KNwS8bOpnw7s5rBCW8UWShhWjOZ10wo8sn9pcPcWpGxzNpKC7yZ1Hgh6USXoNb/nLsx0VJ+/BXWp90eGi4O1y07jbXdaxRSOgPuCf608e/42Pw9vJ2qZKRsnkiukmT/53CHXiaUkdQkW5kvGSdU+ypX141yuYhgSrLRJt6cb2HMd8IqLEgUJcet2NGAW/Mt/PFMFWcrOunz/wBFSMo3PcvmN1o5bZjMqAoqgvaChh4/gGL/JaaZByHxNx8lOr2L+dIxCsLgJW2CHZOH6C4pxV0yRlWijaaaVQbq3sYYvxVQMKXC0Fo7d6BiwwpRWi8dJbDzEVB0bkJwvv8zjK+34W4+/K4IS3/lCMsrLcyWjnHtyrVoDnVDtNWcq+Wq5HbOe4YxpQRUXpy4he7Nv0IVVsCS7l5mddO/0gB8emofZz1RpF6OlApS0TlasPPL/s+xLdJBU0pFwclu4ClvhgZDIg0TihTeSlNBFQIRcnFbS57HZv6emmQz8yWTrKwd4jrnPHNYJ2JVwC63gcTk+xEFQ1qn64OGh1Y0grEuNPclC9ZBQZGCHsqQwvIFcm2oj/OAwvpKK57KUS4P0wHsJcvYvctIqeGbuwbv/F4axBIRT5TpnmXuud7KVfjxiWl+eH4OxdWEW6ooQkdTTO7x59k9fQAhLYuUuS3fw9nl4ZaWL9CZe4L+pX52Vu7EyDRyeOAinYFRtqe/iBnz0CtbqVu4ijfW8zRL6Js/xLPdf89k6QRtbqNoTWPQ2XKGpVknE86j6HmVqbwKUkFTFCQmmlQpFSrHUwbB0DhKcU8soVCdquKj89sYWK2mNtFBU/1gMVjJpMmuc8P+DqrFLbzxo6e5YB+iU/Ng5lSksQNQUEyoTbayVDKFEd3NHXqIiqUdaAhykTZykTaadrxT3fO7We+ZxrCzxMX3NMm8piONStTpT6C5x8irBVwVVwaXmAbexmNI8zjTYoY/GX0Ym1TJzLuYqf2/2OQ2uLFU57vLcDhqY6fH4AWxiJit5w67D7srhumb2mCMOHwLOMvmmS/YUVqfYUfFCG12E3VhG9J9Gmt4LRhdreNEWtARGCDX9iuWlBkspYBOibKOf+4gimmjZHE3rngbtbGtVG37a845J1kqqDjjrSiJKhLh/eQjrdR4FGodoCGwl9pZlEkCS2BDYVNesOqJ8SAV2FzWEFktdpaQJtGLdEcDk9Smn+EvzYOEBb2SE2m4LrDMtMzQrHiobe/GfsFO3sgz7JzmMS3BpMtDaenbxBMFlGQL1+kH2bSwGcVUcZSP0njNt1CLtEEkKNioVj7P5uY0L0ROY2AxgbakO9CwnoNA8pmqIM+tLbLDL9+RMT3GRwrznMuGKFuwqHw/nyjnzl13kk/83PoVis7Mph+ylEtZTrOJNiSSsmQz5UnrZO9Vnqc7MMpzyk0YJmgCytfaSVWfQs5fjSFV0mUDoFoqYFUKOgNTjMc6OLPSym3vMN2LLrVjCB3DcLJWkJgOuJzFPOmc43uVT1myJgEVawcZXbqKR7J13NX6PD1lwxsn7lRlP2uTezma9/BX3ikO2rJMZdzMjd3EQ3Y7Dh2GirJCGwY3+8Yorz6HPP0ASCtyMli6AoUQrKTZEtEoqzc5V/cySMHBknVu88HuqQ8x2PpjWp06pYrC+dUePqVkWF3qpKximApfkr6UipLuILfswRQmilQ2RFzFtxGEpHR+H1JI0qUTnHdP0uG9BVdqBTenN/yqhAKYJrZsGfZECzfLVutG9arCgvNl4tnTnJqsAkKYmSay05+grf5pGktnCEY6iuJOlUzpMOnQedbXTNZiJ9nZ9yN6tzy48Znf0Xg1cDW5cILV31xE6iZrpsVEUhBgQn2yE1fUiXReAGGiKBrl3nb+oe5nGEWVNhI22R3cVL5OOngv3ckDyJkwZtVzrLoihBQdRZEYpiS9tJPtziiupRvAFGRWc1w23/Wn4noAACAASURBVFMUG4HAHgZzFiW+YOZRhcnd+a142WlJJhWD+ZJxFDT+yHOIuydqWMPkkmpSpgkipmTHDY2/w0pprfdMY9jdV8O3Ti3yAzNLPwZGpgkz3UReneG45zB3bTCMBJm6t1AVnTukir40iTPeSSY4gnKZ4wa0OQ1e8cwxkmqiL36I9Yq30RrfRk1UIE2t6JypErr0+yxF6+kOTlDWfBYpLP75KXWV0BtfwFM0oftl5QuseGbp85bQrtfxjG0eE9CkwuaWEyQcBYKTd+JKWHGSQkLj0Mfo2DfOubcqWFltRSBxeKLEymfJN7UgtzTxjWcvkk+bgJ1PlI9xa2CC1GorTpsLNSMYXt5FV8ObFsPJVAmGb8JW8iZ6UXzW7shtpM01VPYyMeDkr9q+iS50NKnx7fm/5itbH+WliaO0e8oZExnmMv9E3hXGVfYqX7B/HN/aDKtz2wioGqGqyY2kLiS4Iz2UT9yNez1Ec18F69Of4zH3AIV0CwXdBxRvDwg8qsrgWhu3NavYTBNpqmRWW6nZ9Aw7xu7hnF3hEXuWQniVc4lGHt5pL6azKdhcm2laTLFt/jqqUk1YTddaZapAi3TT0vMcD+34DsPRTq5b3k9fbDcvkuZPGx5jU7qDFfs57rRkeyiKxmSiA1VAcrWVyBsP4a8cJrbUwZl8nonmn3PVxIeIAUdSBUKaQq1Nob99AF0vIIsEh1KpYEMQziu8GPXQEbyiDP51LsNA4BhkenllvZLXJNybsnO3zUa3VIlqJiNYOg6hGmzv/DU+RSVROU7ClNS7s8iyaRh/HyBQTUHveifDrik0qXCgYgb3/E105WopcUukIjFNwfT8dnom9uA3VMyJ24jUvY0Acv5x1oODXPCo9C3ehEBgCPgXU2df5RyOrX9T1AlYbLRk0kVX0ycZnzmLHj19hRGUV6ixaYTaryOjOLGN6wgEGe8YM+t/gxQFbmvQuLD8OcbjTSjCYEldZH5dIyEn+GvFQJEK6bIRy61YSAyjwNuTr3Og9/8JsTgaSyl/cAvpM0vUxXIM969gGCZCFdzfdBPdF11k5sZIB4fwtDfyhu87HM4WA6WkQBNwYzBKo03QGqog0BHktPgCPrOAFwXDtPKcDakyutbB/vJhWm/tJxFewB0aQghBMHCAlpYv4PP10X/xCQpmwWLsSTitJFjyZqjXbcx75mkq380jN/wl3ZkWVp+4SBDYUTtOpmyY5lg3AXXHb70+/tf1nmkMUUMSX4frFRvn7Aa6kKgIuuKt1Bh2phevxV20S/a3vll0UjRYDw7hjLfhWOvEaNEQ0mKYjOWsjVMe7WH73CHKPQLkJCWrvXgGt5IJjuJa6ySWLCdqAKstiLe+TKDlMJM5ycmSc2zZ9G+I+Z1oaTcNsR4OzL2PO3YcxHFmiT939zLpnKPJt0rA8RooknRgAFPchTBVJFC6XsPCWS+ZVWexzJnU2wV3f6Sb4KZd/P1vxijLQl1Bg/IJ+vZ8G00xCErBysBn+WImTSFeR0f/5/lycIqmtR4y88382f5DTC2cos6wU1b7JEgTRbHR4/4Ip8wXNoZ8Ogavmhd58qke8vpmjmgKHzk0hjY5XWSMGPhq+/HYFjFHbmefWyWX6GZOPosp85Y9+PgHNhguArij0EFTpJmzGOxH3RAigsTROse1M+NMDt1H2rGMVw9ib57n+MoO7gkNk1F19HgdEhhZa+LXb32BPcEJ3E1XEXjJy02mSb1dYV0VxIrSAgXodqr48x0cP/IlFrt/xP03XsNWcSu5iTjRlIdLkTBvu6cQUtCjfpCbm+oJBPbwtZZmjp+ch98ssbzSwvJKCwDTrf+Bq1CCAEoUhUpNoVwT+BwqV229lSfPP0/BtLDwPfXXcWh9me/VPcGMKPDdZQdtTpPxrMruyqu4Y3stHzaqCI97SL2xRLUURCUIVRBAobN8hhmRxFTyhGIfxB/R0A/8LS5RICcFItFC2eTtljOkgKsTfdhNG5vT7TQvmCSrTpIODlpOusUZVq0jhmlYlivSgBLvDGveNNGuf0eKAl7gUV8/FZHtjK/10hurJF5zkUS8nuFYG52BUVoC09zb+9/oreilf6mff11x0erQGc+q9Ka7uOXglwh1HmQtPkp63EpSSwevqJUV0+DTXcs8vbYLX+kbvLluOREMOKd4ffNJPlD9UY4n9+KV/4lqGhhSZWitbcNx9HQ4ys/PzCKAu/vq2IxK+swybt1kq0thJVRC+/5q2hpKWB28iCvRhjvdQWbPSUamLHP8y4eH/TYvzY4cimJjen07xyaepwILHlIRHFnYy2omwPhaO59PtKNe1c2+rSUMFP4CZ2QTWZuDlh1f2GAR7azciV21btmqMNhWkuTH9gJLNoFNqeax/R+gt8IK4il/cAsLb77IbOXfbjg6e8arqGm85XdWK+E91BjmRqJE8pZQ6F7dTrpR4A6bVBkK5YF51mZ2kl1rwVU+ir/1TUsAI1X6Myblxhpzi41oQ/fiLT/NK6kC/uXNVJRMYku1IVBQI90I83nS/hHKJt6HM96BKWFiPc/WHcsojROo1HHm6d/D4Q/z2etOgViBil9TaL7A/txn2bznFgKqYOXcMrvXt7J7fQsZfYzV4CyuWBvp4BCTXU+wPnkjR22L1OuVbHIsItQ+pAlBTVLtTsOIHzbBJruTDyXtqEDQG8amXDEwE/VrFOYlJoKReBOn4x304GCrW2Bv2snNLbvIvL2K7tlLrmaMQGAP4kyIbesd/KRMo4CBisb8ehN53cSUUNBN9HQzDtVOwSxgU2y0NN1OzPgLKtqOoS5ciyfRTm3/V4k1H6W0aj+edKfVFDQFd18lyQoP7guHOVQxTLLQwxfPlbIZlVXfKPfYvs2+Fguuqe3/Kp54O+uBMfKb/4af5SUtdYLmC59lPN6MCjiW2zi/2sbEuMl+ExRU1g3JJrfK0aRBUBV0OS36qQRCdTV0Xf8deiusgbejsZQbl6/n1afeoiLexLJvij0999JU/P4OHzAY5/i7My+5v/n3mPeNYcyrJA1YMSW1lR7819RRt7WaJ6p+sIGF91b08r03voOctDrVVN4S2dmljevlPvZvucn6ob2wuL2euZEotR0BAqrg0psvMe7/OuMFSZtNEHz7YTLvKK6YkPVNMt33CJ5YD575nTSs11Gfq+HtrEFYCJJ5k4q+HyM37NJVgo4+jOJwV6gGnsohkhWBoiWFREOht7mKR+Zb2JYuQwVGljfzo+UD6KaKphh84/YZDjXdB1iF8PvnXUwn82hC4+Pd9/J0fpidyyW01VSSLr5u7rWud+VgXNNziHs693Bu2cHxF1+z9pRqY9uNt1JaUU9L2Muf/+zztJSOMJHo4Gv3HgSspvCRfzxG3rCOFE+dnuXpHa0UsjrTOZOZvMRMJZibThK9pZ6evgoE4O6rJOt30b7wOFpRX6RJG3enPkOr22C6pIs/+kmUOo+fh3ao2FWBoti4bc8nODFQzocrVHb31eBoLCUXTlB/+k+QhkRMCZx9bVYKDdBb0cvjNz1O/1I/3d5SakWEhtIUr02N0WfbTK1xJf72bQxmggOUvGOGlQ4OAv+rMfxWVm1HAFVTMAyTBmy87+7tAFx6LUwibafu4DfJrLbjrhi2GBCmwD97EN/4nSwZEl9ogtqep3j1wt30DV9nXYuBUbuFFTvirRRe/Rq2imFyziUS8RqGs5KMf4J8yzeLClobDv+XcYdG2QhQl2DzL7BrRzs+n7VzPDsrWT+xCAic8XbqT/+JhVErOie3fJO/bPxWMbRd41PL99J88O9Q5nZTs3g1q5EG5NEFZvMmGBKbNcklu9KBlBoCA1XYae+5Ea0/Rd4wUYVku1StBqeAY3Gd+JllpG4iptxUP/gADl8puZYEPa+18VfTX+Sse4SBdCMVWR9bFYOLpo5NU3h/914+6Hr8XYXv+XM5lnMzVGKxtlyxNkKOgwSvbSfXnCA3EcfR4iNqSH7z0vPUHHiEvKIjsZH0fZYfxpu5PThsJbwJE2nqZIPDeOLtXAwc4x8jKrq05gJ31Vyk27eTwPA61VJwwqYTVkz2YEFSKwYM9Pi42esmEc9TPhkDU6JoClfddC2OitJ37ZuqVDN3DX4O05Ao84KqVDNUvHtfCRXMYhEygFhpHqUqR9uDDjyD5bjPL1MSzRJ/dgJblYfext6N5gOwt+sqfjD9rxSMvMUEi+/nxvV97Lh+77sfS4uPqhbfxteXLh7lH9auPHd/8BjbIvsYL2tjKNpMV9kUm723kw2lGA72sKmyB998Gv/WcnZUepgbibK1YzuGw8PQ8P8BWLTTm/foTOVfZdlM464YxhOaobX944yMXsQ0CyiKjXu2f5neZuvGpBxeZjxdje4sWLMpEw4PjXDN5jP4fH3vKoS1sXLOnTzOOecQ3y/5Pj/yfwdPEVZ0Jdpoz/w1695BymoPEOq0Cn1vRS9P3PzEu/YUwI7GAF+7936OnJnnwxUqm7GYVMcnIhSMK+Z1Bd3kVCzNetJ4V261aZikX51l3aWiFA8mPl8fd7V8H//cjxjNKOxY20tntgkxo3Cur4S8HmEs1syjpz/HH+6Ocdv22/D5+tjT+e56k5uIW27zUoBhfe1ovLK3eiuu7IFTF47y3fnPUXDoDMpnkE+keODBu5lTTR544jh1njK+skPFJkFRbYSar/mflbjf6nrPNIaqFh/v+/L2jRNXVYuPXDhB51QCqe8ls15OvOYIicA0mApCanjnD1C3pYz2hlLsFedZjuk0GAp6URMAkqs3V1JuCkbOrWLmAyixvZSUqIzmdaImlFeOWk0BE4ROSdUIycXO4hzCslYrqfmjd4lV3H2VpIuFWbEktdY3TEFy8ibMmh9s+PKfUGLcOnMvcYeLY0krSETJmtQcmWfBsAZ9hmGQijbwk+lmHtyzm5669zMWawaOWbRTJEJVrIeoFZ+ZbjGXpG5ubOrLWC2veJgbrea/4UTD0l0c211GZ181OxoDQOBdha+x7AZenxgmoZqENEGtQ6Gyz7INvvxzAeZemKLcu0RZ+GYyZYNkfZP0lI8xGW9mIt6BEC+DWdgwAgQYL6joDmtYrkvJ4opkezjLVfd2kV0v0O5T+eyzF/kZeep1hQWH5JvXN9LaaF3Vc+ErjemdH9zLa24kark/SMtCfW4k+q7iXNXiQ15byf/d3rkHR3Xdd/zzu7uSQBJaSSuEQOjhRSBLBiH0AAF2MC7FOMbGTuNMazv1tMGMZ9xMmrRxnMZt2jRO3U4cJxM7mRqamqE2tqdtDHGbqbGNbWxHOOJhwOYlFvEUyBJCAguk3b2nf9y7y+5qJa0QkpD2fGYY7T3c3T2/e88939/vdx778bZTABycdJLOM8+hmv0kO5L5Wc6TZMnEXtcy/LvLPJ5QxzlXlVPaVtBnfcJpnjDxykQBpWjscZDeUczTDX+BD3AeFR5bWMKPt3np8ZskOw+z/sFUJqZ8QFbWAqpXWG2uqb6bbO8ddGXv53LmUbxtT6HKTNw4yMtYxfSZ/4TLVUV6eint7dvJylqAy1VFtQvyAwYHfA7SLl6m/tgJ/AEThxFgVtbBiEVYlbmVlF3ycOblXZQHVnCf/CHfK/w5r0zYzJ85ViABq+1NnruUlKJVvWwtu+TB0+omJcMVUT4bB3k7z6P8Jq0728hZPYc6j5skh4QihiSnQeaEFC7aAgTWuAzAZKc1Xhd+byaX3sLKCXPpfPMY3afPh+7dPBwkOw18fpMTn89g1ow6XK7Yv72c4nEhTsNyrpwGKR5XzPMAtns/xBeWnm2ZdJhTh9qpT/HT4zdpPH8DTweFqOqLw7qwLUjCCAP09ri6vR3gt/ZMn9hRQmrHTFynF9GUeQBaSvGe91BZOhF3WTaXM5fQumsdBYUfccx7M8pMwuk0WLKsmCO/bQp5IiZwIS+dW+8t4dShdrIK7+JYy/+GPK2aP7iL9uOFXMhI5TN5i+Ipt1Nrh9xBgh1wt7cDI9XJ+U1HwLRmNkxKvsSySX4au4Wm7hRKkm8ir24Zze+fxqQjVIdWn7Veo736AIfONnIq4zCtzjMsNAtZ6KqifmcjftOaU2IiHKrJZVFmRqgBB4UpulGnFGXgXlaE+0grTtOaMaQUrMycREZR5EMS7PgCLVay4JKp6FLgr54Ss9Ob5komp+1mjDaFOnoXJ6ue4aGb7qC0ZAZ1nkWUZC7ks6PvknqujIzb5mJ2+ZlmzsV5cht+FE4g/9J0AgGTy5/7qF5RDMDGaemhfPNjVdNt8bJSDvXeNuo8bqr76ITDI02HwyB/Vu+OoG7+NH6+5zg+v0mKez9O5Udh4jN97Ek9RJFzXsS17D7WSdfOs3zecNa6r06DkpUePF23W4JQ0b8gBFlecR+vnP4tfuXDKcnUlv8R/9Pkp8ch1jqVALz79jHcTjjlgIK0I3Se+gUX8WEYyVTN28CE8yU4X59Bjr8YZdzFydqnueQ6jNWDCmk5xRztNtj67rNM6yhhyez7Q5HtGW8Hm57ZRcBv4nAa/GxVNm8e28isrIPMyj7daxFWt7cDI2A5HihhaUctv0x9lUOFB/nbad+meE5ZzHbRfayT1nV7Q9cwZ/WcK+Lq7ejlxFQvLWDjmoURYwz5AYPmD88SCFjTyD9JCvC5U3GHM8mabhujnWcsK6K1qTP0vfOrpvFi1ZSwNhNbFILvDz7DA4n8As8iXtjxEj4COJWD3AszyZ+VRZ3DjFuIrjUJJQzRpHhcKIdpxf/2PunJnR5SK75ARrZJ9p7PMBvO0Lq7hZzVc6iat4H29u3ceGMWHadzQ5FHT+Vk9uxtw8QazCyqmxomQsW48zdEeFqUAxQDD/RdtzBPGuD8piNcmnSY7LnrWWn48CmDn+y5l5fb3CzcfIip9k8tBwXqMuB0GCysnstr+/4dn+nDKU7KTxXSndFJncdNstOgIO0IZe5GFpTfS0bpTaHv669Rz8ZB+o15yIF2a0+jGB5R+MOcbQg5KdaeMmeUsKA2L6bNaZcD9v4/gClM3fcwbnc51UuDPwuehStq1onz7VYeyenB6xNKkhRp5zvpbInswKuLsno9xDuOtfPAunrbkzZ4cXVdzAc9VqQZTXVRFi+urqPe20aOO4Mf73knNMZSd+PN5BR5QtcSsK6L70pSQ/lM2jc1Wil+p5D7cMWA0QJYXvRTJ77JnuQDVPTcyOSUAiZcOo4j3Zr94wAKfIJpODjjNClzN2LQAyhMs4f29u1kH51s/8CeNVe/0HiUw8Z3ME0fl8/NZNu5dH7atdqaWmk62f/813lkzZfI87g4daidgN9EKQgETHL9+fzdl/88sq2H0ZRqkIYiGWvdw/KOhbzl2s6+tEa2Fe2ltCj2at5Ynf8+AtR726hOnUBBDM881j0Pv48LHCb13ja6UieS22XGbOexOvdq+7PjIfoZ7ovaikX8kmfZ9sl7FFHO4tVLrP4DQu1qICG61gxJGEQkG3gFq5drAr6ilGqPcd5DwBP24Q+VUuvt8ieBPwWylFLpQ6nL1ZBSlEHa/Wkcr9+Iz9mBw5eBlN7DzbfMpHPrCTpNFdEYXUurrjT2iiufU7h4GncCJ3Z/RkHlZAoXT4v4HperakjhX/qCqSTlpXH0yPso/AgKh1LMTLuAt0WxEx9fdaSweBJcKM4ksyKHy5/7Qh3Z2mlrqT/wPjO2uSj8dCKtH+xl9uo5rH8wlc5Tv8DAR1fzFjryNoTq2VejDnb4aX4TDCGtdgqpVb0jgPCHGVNxyxfyaU5L6rNzBUuocQr4regoyZfTbwgO4Mm/hXPH/4PiFGubZH/+IpbeNa/P7whS722LGDSv97b1+eBFR5qxuNIRlVCat7ZXPjx4fTq3nrCuSxjKANO0Zsn5/SbenWcoi6ND6fZ2UHaxmDJVDAKXu3zkBxx85WIyJ5wmBQGDIkli+ZdKWNRzmXnuM1xq/Y39bpOkpMyIlIfhdJBT+QUmZW7Au+9jtr9bREPuFnwFPSix5tifTD8USqfFiqZcruJQG4pO023ruoTCx91Ye4gZyqDyUilNk5qpmVLTp53RaZmmVCNC1F9YOYfyLjWgZx5+H/OIr4OPt3MfKrUVi6itWNSrPJbAjQRDjRgeB95SSj0lIo/bx98JP8EWj+8DNVjdxA4R2WwLyG+AZ4HDQ6zHVZN9Uy2O6Y5eXs5gcoRgiUO0IFxLUooymJq5nOZdGzBNHwFlcLh9JklOgyqVBCa4JzgpXXlDr4ZcmVuJ5xM3nRebQIHpM2lrOMuU6k+5iA8wMU1fXBtzRXf4jswJMR+c6OvnrpnCtAEesJSiDCY/XEHXzrMoIC2G4ESzoHQJ2/lXvKe24cm/hQWl8Q3MBSMmn98kyWlQ53H3OqejY2ef3m9/hA8sRhN+XXAIqdVT+OBCF2WfdmCNGsEu/Nb+WQMQfY27UpNAID/gID/goKA8i/krPeR5XNwKNDVt4UhrMK408PnOk1Lc2ytOoQrzQjam38vUjhKMfCemEcBhOpgYSOe9ia/jaLmZSk9ln9FUrPRPncfNDx1HWBFIwokCw6C0ci5rZz/Q5/WC3p77a96WCFHf0XWZuqUlcd8fzcAMVRhWAbfar9cD7xAlDMDtwBal1DkAEdmCNddqo1LWDlUS3OhnlIjl0Q8mRzhSuFxVoXTW2e5y7nHmU+dxMxvHgPVM8bjAEEy/Nez24XunqC27CcNIDo1/xLMxV7yCebXX72o8tAWlS+IWhCDh6Z9YYXpHx0527voqptkTysdfbdQX7TlHX5dpx9r59sGPmBMw2OsweaJqalyfG/1ZjoDC+X5zyIMPikKQrKwFMe93rGsejAamdt3APYe+TtKic0zwp7ExaR3vNfl46cR61i5fS6WnMmY01Vfu/767y/jWa58yVznYJyZPzLgzNGd/IFuDdawjMKCoa4bGUIVhilKqGUAp1SwiuTHOyQdOhB2ftMsGhYisAdYAFBYWXkVV+2Z3y+5eoT+MXBg5GIIiVgwRU+QGqmdKUQbnKiZz5nfNtPoU55Wi/XgxVQs3DMorHkyHfy2u3xlvR7/5/aHQX5je3r7d2mtpENFULPoaOA2/LtVFWTyxZj713jZWDTKXHP5ZedDveEi4YzHQ/Y4cW6kmz+Ni3d51+Hb6MO2B9YazDXFFRuEORHtXD/sIsIcADpN+U3h9MZCoa4bOgMIgIm9itblovhfnd8QKB1SMsn5RSj0PPA9QU1Mz6Pf3xe6W3Tz8xsP0BHpIdiRbXlA/Ye1YJrc2j9+930xAqZg54XgZKcGMnvWy6pvW2MFwikWQvrzrwRLLc4517a5VLnmg8ZDBjHdFf1ZwxW5wYL3fcYE+HIh4UnjxMFq590RhQGFQSi3r6/9E5KyITLWjhalAS4zTTnIl3QQwHSvldF3QcLaBnkBPXF7QWCeeGTbXE9GzXk4dsuY1xBKLa81gvOv+GOxY1fVM+EK16Og6FrEcCO3tjw2GmkraDDwEPGX/3RTjnP8DfiQiwRawHPjuEL/3mjEYL2g8EM8Mm+uFWLNeYonFcNkz1Nlk0LfnHLmGYux0jv0NrMeL9vavf4YqDE8Br4rI14DjwH0AIlIDPKKUWq2UOici/wj83n7PD8IGov8FuB9IFZGTwDql1N8PsU6DYrBekGbk6CvCGWjB2fVGtOcc7xoKjWa0EKWuWbp+xKipqVENDQ2jXY0RZaCtGxKJkRhjGE6e29rI028cxLR/COdby0t5VE+31IwAIrJDKTVgWiShVz6PFfrbEiARGUvpsFhcqwFYjWa40MIwBoh3ZotmbKAHYDXXO1oYxgDjaWaLxkIPwGquZ7QwjAGux1XYGo1m/KKFYYxwPa7C1mg04xNj4FM0Go1Gk0hoYdBoNBpNBFoYNBqNRhOBFgaNRqPRRKCFQaPRaDQRaGHQaDQaTQRjcq8kEfkMOHaVb88BWq9hdcYSiWw7JLb92vbEJNr2IqXU5IHeNCaFYSiISEM8m0iNRxLZdkhs+7Xt2vbBoFNJGo1Go4lAC4NGo9FoIkhEYXh+tCswiiSy7ZDY9mvbE5Orsj3hxhg0Go1G0z+JGDFoNBqNph+0MGg0Go0mgoQRBhFZISIHRaRRRB4f7foMNyLyKxFpEZF9YWXZIrJFRA7bf8flL8WISIGIbBWR/SLyiYh8wy4f9/aLyAQR+UhEPrZt/we7/AYR2W7b/oqIJI92XYcLEXGIyC4Red0+TiTbm0Rkr4jsFpEGu2zQ7T4hhEFEHMBzwB1AOfAnIlI+urUadl4AVkSVPQ68pZSaCbxlH49H/MBfKaXKgDrgUft+J4L93cBtSqm5QCWwQkTqgH8GnrFtbwe+Nop1HG6+AewPO04k2wGWKqUqw9YvDLrdJ4QwAPOBRqWUVynVA7wMrBrlOg0rSqn3gHNRxauA9fbr9cA9I1qpEUIp1ayU2mm/voDVSeSTAPYri4v2YZL9TwG3Af9pl49L2wFEZDpwJ7DOPhYSxPZ+GHS7TxRhyAdOhB2ftMsSjSlKqWawOk8gd5TrM+yISDEwD9hOgthvp1J2Ay3AFuAIcF4p5bdPGc/t/6fAY4BpH7tJHNvBcgLeEJEdIrLGLht0u0+Un/aUGGV6nu44R0TSgf8C/lIp1Wk5j+MfpVQAqBSRTODXQFms00a2VsOPiKwEWpRSO0Tk1mBxjFPHne1hLFZKnRaRXGCLiBy4mg9JlIjhJFAQdjwdOD1KdRlNzorIVAD7b8so12fYEJEkLFF4USn133ZxwtgPoJQ6D7yDNc6SKSJBR3C8tv/FwN0i0oSVLr4NK4JIBNsBUEqdtv+2YDkF87mKdp8owvB7YKY9OyEZ+GNg8yjXaTTYDDxkv34I2DSKdRk27LzyvwH7lVI/CfuvcW+/iEy2IwVEZCKwDGuMZSvwZfu0cWm7Uuq7SqnpSqlirGf8baXUAySA7QAikiYik4KvgeXAPq6i3SfMymcR+SKW9+AAfqWUenKUqzSsiMhGSNbfbwAAAKpJREFU4FasbXfPAt8HXgNeBQqB48B9SqnoAeoxj4jcDGwD9nIl1/w3WOMM49p+EanAGmB0YDl+ryqlfiAiHiwvOhvYBTyolOoevZoOL3Yq6a+VUisTxXbbzl/bh07gJaXUkyLiZpDtPmGEQaPRaDTxkSipJI1Go9HEiRYGjUaj0USghUGj0Wg0EWhh0Gg0Gk0EWhg0Go1GE4EWBo1Go9FEoIVBo9FoNBH8Py6B9fmFz9NAAAAAAElFTkSuQmCC\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1562,8 +1850,9 @@
     }
    ],
    "source": [
-    "k = [fit_growth(data, row, c, legend=False) for row in data.query('ng>-1').row.unique() for c in range(2, 12) ]\n",
+    "k = [fit_growth(data, row, 'all', legend=False, plot='log') for row in data.query('-1<ng< 16').row.unique() ]\n",
     "# plt.title(f'Doubling time = {1/k:.1f}h, rate = {k:0.2f} per h')\n",
+    "plt.ylim(.0001, 1)\n",
     "plt.show()\n",
     "# print(pd.DataFrame(k))"
    ]
@@ -1631,7 +1920,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 353,
+   "execution_count": 428,
    "metadata": {},
    "outputs": [
     {
@@ -1673,7 +1962,7 @@
        "      <td>5.748148e-01</td>\n",
        "      <td>3.453906e-02</td>\n",
        "      <td>1.205862e+00</td>\n",
-       "      <td>18 may 2021</td>\n",
+       "      <td>18 may plate</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -1683,7 +1972,7 @@
        "      <td>4.804507e-01</td>\n",
        "      <td>2.426865e-02</td>\n",
        "      <td>1.442702e+00</td>\n",
-       "      <td>18 may 2021</td>\n",
+       "      <td>18 may plate</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
@@ -1693,7 +1982,7 @@
        "      <td>5.665835e-01</td>\n",
        "      <td>3.948906e-02</td>\n",
        "      <td>1.223381e+00</td>\n",
-       "      <td>18 may 2021</td>\n",
+       "      <td>18 may plate</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -1703,7 +1992,7 @@
        "      <td>4.595753e-01</td>\n",
        "      <td>3.493101e-02</td>\n",
        "      <td>1.508234e+00</td>\n",
-       "      <td>18 may 2021</td>\n",
+       "      <td>18 may plate</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
@@ -1713,7 +2002,7 @@
        "      <td>5.005312e-01</td>\n",
        "      <td>3.181588e-02</td>\n",
        "      <td>1.384823e+00</td>\n",
-       "      <td>18 may 2021</td>\n",
+       "      <td>18 may plate</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1726,87 +2015,87 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>155</th>\n",
+       "      <th>125</th>\n",
        "      <td>32</td>\n",
        "      <td>H</td>\n",
        "      <td>7</td>\n",
        "      <td>6.601890e-22</td>\n",
        "      <td>4.312249e+04</td>\n",
        "      <td>1.049922e+21</td>\n",
-       "      <td>25 may 2021</td>\n",
+       "      <td>25 may plate</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>156</th>\n",
+       "      <th>126</th>\n",
        "      <td>32</td>\n",
        "      <td>H</td>\n",
        "      <td>8</td>\n",
        "      <td>7.326102e-20</td>\n",
        "      <td>1.694642e+03</td>\n",
        "      <td>9.461337e+18</td>\n",
-       "      <td>25 may 2021</td>\n",
+       "      <td>25 may plate</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>157</th>\n",
+       "      <th>127</th>\n",
        "      <td>32</td>\n",
        "      <td>H</td>\n",
        "      <td>9</td>\n",
        "      <td>1.319341e-20</td>\n",
        "      <td>1.036136e+04</td>\n",
        "      <td>5.253738e+19</td>\n",
-       "      <td>25 may 2021</td>\n",
+       "      <td>25 may plate</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>158</th>\n",
+       "      <th>128</th>\n",
        "      <td>32</td>\n",
        "      <td>H</td>\n",
        "      <td>10</td>\n",
        "      <td>9.509118e-20</td>\n",
        "      <td>1.171121e+03</td>\n",
        "      <td>7.289290e+18</td>\n",
-       "      <td>25 may 2021</td>\n",
+       "      <td>25 may plate</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>159</th>\n",
+       "      <th>129</th>\n",
        "      <td>32</td>\n",
        "      <td>H</td>\n",
        "      <td>11</td>\n",
        "      <td>1.796157e-22</td>\n",
        "      <td>1.495504e+06</td>\n",
        "      <td>3.859058e+21</td>\n",
-       "      <td>25 may 2021</td>\n",
+       "      <td>25 may plate</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>160 rows × 7 columns</p>\n",
+       "<p>130 rows × 7 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "     ng row  column          rate      rate_err  doubling time         date\n",
-       "0     0   A       2  5.748148e-01  3.453906e-02   1.205862e+00  18 may 2021\n",
-       "1     0   A       3  4.804507e-01  2.426865e-02   1.442702e+00  18 may 2021\n",
-       "2     0   A       4  5.665835e-01  3.948906e-02   1.223381e+00  18 may 2021\n",
-       "3     0   A       5  4.595753e-01  3.493101e-02   1.508234e+00  18 may 2021\n",
-       "4     0   A       6  5.005312e-01  3.181588e-02   1.384823e+00  18 may 2021\n",
-       "..   ..  ..     ...           ...           ...            ...          ...\n",
-       "155  32   H       7  6.601890e-22  4.312249e+04   1.049922e+21  25 may 2021\n",
-       "156  32   H       8  7.326102e-20  1.694642e+03   9.461337e+18  25 may 2021\n",
-       "157  32   H       9  1.319341e-20  1.036136e+04   5.253738e+19  25 may 2021\n",
-       "158  32   H      10  9.509118e-20  1.171121e+03   7.289290e+18  25 may 2021\n",
-       "159  32   H      11  1.796157e-22  1.495504e+06   3.859058e+21  25 may 2021\n",
+       "     ng row  column          rate      rate_err  doubling time          date\n",
+       "0     0   A       2  5.748148e-01  3.453906e-02   1.205862e+00  18 may plate\n",
+       "1     0   A       3  4.804507e-01  2.426865e-02   1.442702e+00  18 may plate\n",
+       "2     0   A       4  5.665835e-01  3.948906e-02   1.223381e+00  18 may plate\n",
+       "3     0   A       5  4.595753e-01  3.493101e-02   1.508234e+00  18 may plate\n",
+       "4     0   A       6  5.005312e-01  3.181588e-02   1.384823e+00  18 may plate\n",
+       "..   ..  ..     ...           ...           ...            ...           ...\n",
+       "125  32   H       7  6.601890e-22  4.312249e+04   1.049922e+21  25 may plate\n",
+       "126  32   H       8  7.326102e-20  1.694642e+03   9.461337e+18  25 may plate\n",
+       "127  32   H       9  1.319341e-20  1.036136e+04   5.253738e+19  25 may plate\n",
+       "128  32   H      10  9.509118e-20  1.171121e+03   7.289290e+18  25 may plate\n",
+       "129  32   H      11  1.796157e-22  1.495504e+06   3.859058e+21  25 may plate\n",
        "\n",
-       "[160 rows x 7 columns]"
+       "[130 rows x 7 columns]"
       ]
      },
-     "execution_count": 353,
+     "execution_count": 428,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "kf = pd.DataFrame(k)\n",
-    "kf.loc[:, 'date'] = '18 may 2021'\n",
+    "kf.loc[:, 'date'] = '18 may plate'\n",
     "kf1 = pd.DataFrame(k1)\n",
-    "kf1.loc[:, 'date'] = '25 may 2021'\n",
+    "kf1.loc[:, 'date'] = '25 may plate'\n",
     "\n",
     "kk = pd.concat([kf, kf1], axis=0, ignore_index=True)\n",
     "kk"
@@ -1814,79 +2103,329 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 239,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "kf1.to_csv('/home/aaristov/Multicell/Lena/Data/20210525_96wells_GrowthCurve/growth-rates.csv', index=None)\n",
-    "kf.to_csv('/home/aaristov/Multicell/Lena/Data/20210518_96wells_GrowthCurve/growth-rates.csv', index=None)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 356,
+   "execution_count": 425,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ng</th>\n",
+       "      <th>column</th>\n",
+       "      <th>rate</th>\n",
+       "      <th>date</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>87</td>\n",
+       "      <td>0.535392</td>\n",
+       "      <td>18 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>88</td>\n",
+       "      <td>0.545203</td>\n",
+       "      <td>18 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>89</td>\n",
+       "      <td>0.546867</td>\n",
+       "      <td>18 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>92</td>\n",
+       "      <td>0.558133</td>\n",
+       "      <td>18 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>103</td>\n",
+       "      <td>0.499058</td>\n",
+       "      <td>18 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>0</td>\n",
+       "      <td>416</td>\n",
+       "      <td>0.543638</td>\n",
+       "      <td>18 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>71</th>\n",
+       "      <td>0</td>\n",
+       "      <td>420</td>\n",
+       "      <td>0.489568</td>\n",
+       "      <td>18 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>0</td>\n",
+       "      <td>421</td>\n",
+       "      <td>0.507603</td>\n",
+       "      <td>18 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>0</td>\n",
+       "      <td>428</td>\n",
+       "      <td>0.415957</td>\n",
+       "      <td>18 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>0</td>\n",
+       "      <td>433</td>\n",
+       "      <td>0.289288</td>\n",
+       "      <td>18 may chip</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>75 rows × 4 columns</p>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "    ng  column      rate         date\n",
+       "0    0      87  0.535392  18 may chip\n",
+       "1    0      88  0.545203  18 may chip\n",
+       "2    0      89  0.546867  18 may chip\n",
+       "3    0      92  0.558133  18 may chip\n",
+       "4    0     103  0.499058  18 may chip\n",
+       "..  ..     ...       ...          ...\n",
+       "70   0     416  0.543638  18 may chip\n",
+       "71   0     420  0.489568  18 may chip\n",
+       "72   0     421  0.507603  18 may chip\n",
+       "73   0     428  0.415957  18 may chip\n",
+       "74   0     433  0.289288  18 may chip\n",
+       "\n",
+       "[75 rows x 4 columns]"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "   ng row  column          rate       rate_err  doubling time\n",
-      "0  32   H       2  1.675195e-02       0.031205   4.137711e+01\n",
-      "1  32   H       3  2.047289e-03       0.001822   3.385682e+02\n",
-      "2  32   H       4  1.780807e-16       0.161134   3.892320e+15\n",
-      "3  32   H       5  7.950678e-21  315000.499400   8.718089e+19\n",
-      "4  32   H       6  2.019047e-21  488505.147279   3.433041e+20\n",
-      "5  32   H       7  5.443323e-21    2259.602258   1.273390e+20\n",
-      "6  32   H       8  8.694474e-21  184329.967349   7.972272e+19\n",
-      "7  32   H       9  2.163392e-16     378.875949   3.203983e+15\n",
-      "8  32   H      10  1.578475e-02       0.038909   4.391245e+01\n",
-      "9  32   H      11  7.745624e-18   25022.099884   8.948888e+16\n"
-     ]
+     "execution_count": 425,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "# fig, ax = plt.subplots(ncols=2)\n",
-    "tmp = [fit_growth(data, row='H', col=c)  for c in range(2, 12)] \n",
-    "# plt.title(f'Doubling time = {1/k:.1f}h, rate = {k:0.2f} per h')\n",
-    "plt.show()\n",
-    "print(pd.DataFrame(tmp))"
+    "chip18_rates = pd.read_csv('/home/aaristov/Multicell/Lena/Data/20210518_control/growth_fits.csv', index_col=0)\n",
+    "chip18_rates.loc[:, 'ng'] = 0 \n",
+    "chip18_rates.loc[:, 'date'] = '18 may chip' \n",
+    "# chip18_rates.columns = \n",
+    "# chip18_rates\n",
+    "\n",
+    "ccc = chip18_rates.loc[:, ['ng', 'label', 'c', 'date']]\n",
+    "ccc.columns = ['ng', 'column', 'rate', 'date']\n",
+    "ccc"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 337,
+   "execution_count": 424,
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ng</th>\n",
+       "      <th>column</th>\n",
+       "      <th>rate</th>\n",
+       "      <th>date</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>89</td>\n",
+       "      <td>0.522289</td>\n",
+       "      <td>25 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>95</td>\n",
+       "      <td>0.493573</td>\n",
+       "      <td>25 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>103</td>\n",
+       "      <td>0.557284</td>\n",
+       "      <td>25 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>104</td>\n",
+       "      <td>0.515693</td>\n",
+       "      <td>25 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>115</td>\n",
+       "      <td>0.500272</td>\n",
+       "      <td>25 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>0</td>\n",
+       "      <td>379</td>\n",
+       "      <td>0.602369</td>\n",
+       "      <td>25 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>0</td>\n",
+       "      <td>380</td>\n",
+       "      <td>0.602811</td>\n",
+       "      <td>25 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>0</td>\n",
+       "      <td>381</td>\n",
+       "      <td>0.611413</td>\n",
+       "      <td>25 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>0</td>\n",
+       "      <td>382</td>\n",
+       "      <td>0.625982</td>\n",
+       "      <td>25 may chip</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>0</td>\n",
+       "      <td>384</td>\n",
+       "      <td>0.493614</td>\n",
+       "      <td>25 may chip</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>86 rows × 4 columns</p>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "{'ng': 32,\n",
-       " 'row': 'H',\n",
-       " 'column': 4,\n",
-       " 'rate': 0.5000001887917425,\n",
-       " 'doubling time': 1.386293837678232}"
+       "    ng  column      rate         date\n",
+       "0    0      89  0.522289  25 may chip\n",
+       "1    0      95  0.493573  25 may chip\n",
+       "2    0     103  0.557284  25 may chip\n",
+       "3    0     104  0.515693  25 may chip\n",
+       "4    0     115  0.500272  25 may chip\n",
+       "..  ..     ...       ...          ...\n",
+       "81   0     379  0.602369  25 may chip\n",
+       "82   0     380  0.602811  25 may chip\n",
+       "83   0     381  0.611413  25 may chip\n",
+       "84   0     382  0.625982  25 may chip\n",
+       "85   0     384  0.493614  25 may chip\n",
+       "\n",
+       "[86 rows x 4 columns]"
       ]
      },
-     "execution_count": 337,
+     "execution_count": 424,
      "metadata": {},
      "output_type": "execute_result"
-    },
+    }
+   ],
+   "source": [
+    "chip25_rates = pd.read_csv('/home/aaristov/Multicell/Lena/Data/20210525_control/growth_fits.csv', index_col=0)\n",
+    "chip25_rates.loc[:, 'ng'] = 0 \n",
+    "chip25_rates.loc[:, 'date'] = '25 may chip' \n",
+    "# chip18_rates.columns = \n",
+    "# chip18_rates\n",
+    "\n",
+    "ccc25 = chip25_rates.loc[:, ['ng', 'label', 'c', 'date']]\n",
+    "ccc25.columns = ['ng', 'column', 'rate', 'date']\n",
+    "ccc25"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 429,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "kkc = pd.concat((kk, ccc, ccc25))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 239,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "kf1.to_csv('/home/aaristov/Multicell/Lena/Data/20210525_96wells_GrowthCurve/growth-rates.csv', index=None)\n",
+    "kf.to_csv('/home/aaristov/Multicell/Lena/Data/20210518_96wells_GrowthCurve/growth-rates.csv', index=None)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 381,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
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\n",
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pktlbT/Leb0cAOHohgwMJqWz6x0Bcncp8MJb/dlyQA7vnwG8vG797+pPR5LMK907PKYCFD5rnIvz+Gjy4DPy7Vh5MZpLxaJpdZs8DXQT7Fll3yntAb5i0Cvb+YIyM6voIONw8k8aFKHXxJBW6GlOKGxH8u2F0TZY536o/+LaD314xkkeD1tDvH9USam1S6z8t1h6yHHGalJHHrlMX2Z+Qxu64i3QN8OaBzhNxWFXmDz94BPz+byMJAKTGMbbePOY53kFegTGD2K++G/3rp5iTABj1t34M/rOJjrvEpaw8erVqiLOjydjkftU/LZ88Sng0udFvuyL/rpdPUELcLJr3ML7sZJYZPdigNXw13JjjEzIGTm2B/ExjhnGHu4wRhWH3GP2EjUKsP8+nFqr1iaBtIw82Hk0qPXZ2MLEgKo7F0Ua/9PKYc5zq1YdX75lj9BU06mBM+jq4xOI+IXnRLH7iP8zdfoozF7Pp1KI+2XkZuJZ/waICnvx+F7/uPQtAc293fpzYHp/V0ypPAo1CjGGtQog/z8kNHlhiDJhIPw9tb4N1/8/8pe7Cfrj7W2g/yvK6Og2NH1GpWp8anxzQmm6BxrLRdV0ceXVke5bvs1xu4sdd8RA8gnN93yKhzX3QsDU07WR5o/ajaOblxrrDiaw7ksj7vx1h6PfJ5LUos7a5yYnDARNKkwDA6ZQslmzZbf6LWMK3g9Fc89jG61/WWghxeY3aGx/2D68yVhku/2/v6G+2iasWq/VPBPXrOLPgsZ5cSMvBw9UJN2cHPlp7zKLjt0EdZ55buIcfd8WjNdwe1oTpd3+P48a3yTl7gATffjTu/jTL9iRw5pJ5k/oL6bnMafk2k8J3GmP1g0dwOrkBEGURw9GCJsYHf9mJXuHjjcdYIYT1+AZXUta++uOo5Wp9IijhW8/ciPPP24L524Jo8gs1zo4mbg9twox15iFkv+49y63tG3Ha/Uneiz2CPgHeMRuY0L15hftqBxfoNKH0uI93IU08XUsTjUnBmAh/8F5kDONMPg7t7oDuj1nx3QohAKOpd+BLsOF/xpNB8B3SFFsFN00iKGtEx6Z0D/RmX0IqYX5eLN59pkKd/QlpfL05tnQ1hpTMPA4kpOHv7UZcivFU0MTTlTvDmwJQWKSZ/vtRlu1NoJmXG90DvXEwmRgb4UfXgOKmnxHTq+X9CSHK6PscdH/cWIyxKptLiZszEYDxhDCw+ClhQDtf3lpxiIIi41PfpKBzcy9mbrAchnYpO59lU/uwbE8CRbGbGJH7K16b10Kfv/P1zkt8+PtRAE6QSWxSJptfKDdMVQhhGy51jZ+yTm42lpJpNajiOWHhpk0EZbXyqctXE7syc8MJsvIKaNPI2Dimo78ne+LME9Du6twMTzcnJuQvgsOvG4UngYTdrC96xeKeyZl57DuTSkSAdAQLUeP8cL95ZGDdxvDwaplIdgV2kQgA+rbxwdPNiXtmbmXX6UvMj4yjb5APT/RvxYGzadRxdiA7r5CLmXnUj1lkefGpzbQNU2wsU+TsYCKwYZ1qfQ9C2LWiIlg9zVgg0sXD6BvofD/ELDIme+akQpeJ0G6k5fDwjHOw7VMYXmFfLFHMbhIBwKxNseTkF5UebziayKTeAczZdoq0nAJ+jTnH7K0nWdekKQ4Xymyb4FyXKQPbsD+piK0nkvFwdeSlO9rToK5L9b+Jy4g8mcJPu87QsK4zD/QMwMej5sQmxA2x53vYNsP4PT8Llkw1llv5abKxPS3A5unGHuXlld9QSliwq0RQWFRUoWzl/nOk5RSUHselZLOx2+P0PxtttC+anGDI63h5eTFvcg+SMnKp6+JYo/oGth5PZsKsbRR3gbBs71lWP9sXJ4daP01ECLO4HeUKtLEOmC73wZ+dYrmBlHIwnhzEZdnVJ8WDPQNwcjCvJtqzZQOaelXc5jHTOwSe3QcTl1P4dAyr3W/nm82xxF/MomFdlxqRBPIKiohLyUJrzcKouNIkABCblMn2EymXv1iI2qhFL8tjZTJmEKtyH2P+PYzJnP3+AREPw6SVFa8VFuzqiaB7ywYsm9qH5TFnaerlyqjwZqRm5zNn2ykupOcCENzEg8Ft6oOTKwT0Zsqcnawonqn81spDzHu0B52a17fl22Dd4Qv8bcEeUjLzCGxYh3D/ittUero6QNTXcHor+HWFLg/JQnSidgu7BxIPQ9RXxq6Dg16Clv1g1AxY8xrkphnLvne6z9jAfsA/bR1xraF0LdvWMCIiQkdFRV294nW4lJXHyn3ncD2/k2GHpuGadRY63Mmxnv9l8EeWj6O3hzZhxoTON+7FtYbT26AwFwL6GH+Br6CwSNP7rbWcSzPPnO4aUJ9TyVmlyez2sCbMaPgTbCmzqU7Ew3DHezcubiFEraKU2qm1jqjsnP1+RcxKgd3fQU4aXh3HMa69F6yabF44bt+PFLiEYWyYZpZfWLGfocoKC4z9CmLXG8eNQuCh5VfciD4jp8AiCQCcuZjNur+GsGHTWhp6ehJxSxi8M9rywt1z4PZ3jZUYK5Gckcv/Vh9m35k0erVuwLOD29SIJjAhhPXZZyLIz4FZg82dSds+gWFvVVg9tF36Vm5p3ZNNx4zVTR1Niom9Am5cHEdWmpMAwPl9EP099PjrZS/xdHeiS4v67Dx1sbRsYIAL7jO7MaxkZMTpgcZCdzlltn52q3/ZJADw9Pzo0vcZcyaVjJwC3hwdWrX3JYSoVeyqs7jUsTWW29flZ8HZPeBcbvZhwC3MejCC/44J5amBrVky5RZ6tb6BS9lmJVUsSzsLP/8V/tMcZvaH+IrNYJ9M6Myd4U1p06guD98SyL/cF1sOjzu+FsLvM+/MpBxgyGuXDSMzt6A0CZRYfeB8Vd6REKIWsuoTgVJqGDAdcABmaa3fKnd+IvAOxp7GAB9rrWdZMybA6Aguz9WTpDu+wnPj6zhlnjM6prr/FVcHB+7pWnExuhui3R3Gzkkl39wdXIwNN/Z8bxwn7Ib598Kz+1kUfZ7Fu8/gW8+FqQOD+GBcmWW0F2dXvLd/N3hmr7F9n5s3nNpsTKoJvxdcPfl++2neX3OE7LxC7uvR3GIhPUAmywlhR6yWCJRSDsAMYAgQD0QqpZZorQ+Uq/qD1nqKteKoVMsBxhCzuG0A6Dq+vJLQnW/XFKDUP7kzvBn/u7UjDlXZuP561GkIj/wOOz43Vk7s8hD8Wm7XzozzrN28meeWZ5YWbT2ezPrnBxg7o2UmGaMkYhaYm7Yah0KL3sZOTA1aG81g+VnGuZ2zOTx6Of/8Oab0fp+tP8Fj/Voyf0ccqdn5NPV05eU7ZClfIeyFNZ8IugHHtNYnAJRS84FRQPlEUP1MDjBxmdFGn5PGqoLOfPujse+p1vDz7jMM7dCYYSGNrR9Lw9Zw2zvm42ZdjCeBEm7eLDrhDJgTwdnUHHYeOUXPHVPh5EZw9YL+L0BeJnG5dfgopTv5C/cyqXcgoXu/MScBgMSD7Nq5vUIYuflFbP/nIOJSsghsWAdHmYwmhN2wZiJoBsSVOY4HuldSb4xSqi9wBHhWax1XvoJSajIwGaB58+trpskvLGLZ3gROJWcxpH0jOjQtHpHj4GTsXQwcLV5VtKyTyZkVyqrFwGnG3qqHV0D9ALjjfRof8ALMncNKQbNDs40kAEbT0vq3OfFAJMM+309eYSqQysp959gRofAo9xJdGjujVA5lRw5HBNTH1cmBoEblawshbnbW/NpXWbtK+UkLS4EArXUYsAaYXdmNtNYztdYRWusIHx+f6wpiyve7ePaHPXyw5igjP97MH4cvVKgzKLiRRTOQo0kxqJ3vdb3ODeNWH8bPg5eS4OloaDWAx/u3pE0joyPbwaSYOqA1zdN3Wl5XkMOOnTvJKzO8NTu/kJVudxh9BCX8u9OmywDeuiuUxvVcqefqyJQBrbkjrGl1vDshRA1kzSeCeMC/zLEfkFC2gtY6uczhF8B/b2QAp5OzWLXfPPqlsEjz1aZYBrS1/JBv37Qesx6IYNamEygUj/ZtSVAjD/IKili1/xwpmXkMC2lMo3qVdDJbS5lZwL4erqx6pi/7E9JoWNeFxp6usGkQxG4w16/ji0OTUOCwxW3cGwfBlEhjNUa3+tD2djCZuKdrc+t1ggshahVrJoJIIEgpFYgxKmgccG/ZCkqpJlrrkp3gRwIHb2QApkqed0xK8cGaIyzbe5ZmXm7837C2dGjqSRMvVwIa1EEpY2cyrTX3fbmdHbHGmj3/W32Yn5/oRWtf2zSdKKUIaVZmolmvqZCbDvt/NlZg7PMcI/JOsbC5BztOpwPQr40Pt3ZoBA4m2b5PCHFZVksEWusCpdQUYBXG8NGvtNb7lVKvA1Fa6yXAU0qpkUABkAJMvJEx+NV3587wpiyONh5EnBwUfvXd+GCN0Sdw7EIGB86mMf/RHtz1yRay8oxVDBfvTuC/Y0JLkwBAek4Bs7ec4t93htzIEKvO5GCstTLoJWNexPd345qfxQIHZ/YO/xxT60GWiUMIIS7DqvMItNbLgeXlyl4u8/uLwIvWjOG9u8O5LbQJp1OyGNjOl5d+2WdxPjE9l6+3nCxNAgAZuQVsOZ5c/lalW13WOKtfMo8MKswjLOqf0PeGPlwJIW5iN/0SEyaT4tYO5mGgbRp5sPmY+UPe2dFEy4buFa7r5O/FnvhL7DuTBoCrk4n7eti2Tf1CWg7/WryPHbEpdGruxZujQ2nm5Qbp5ywrZiYam3PIaqNCiGtgd4PFpw4MolvxPsMeLo68MSqE8d1a0NHfq7RO5+Ze3NGxKT9M7skbd4bwtyFtWPF0X/PQUxt58acYfjtwntTsfNYdTuRvP0QbJ8LusaiX3fZOPvjjBG+tOMTxxAwbRCqEqE3s7iujdx1nJt0SiIebIy283enfzgc3ZwcWPdaTr7fEYlKKiT0DcHQ0cuR9PWrOhtflm6u2x6ZQUFBEVNCzNCmsT/P03eQ26sTQrWGc3m30g3y39SS/PtWHAFkyQghxGXaXCJbtTWDK9+aZuxuPJrH4id7cO2sbe+KNhdt+jTnLvEd71LhlmMP8PNlepgO7fdN63D1zK7tOXwJCiGjRhzGt/Didbl4+IjOvkB93xfP3W9vaIGIhRG1gd01DP+6Mtzg+eiGDT9cfK00CALtPX2J5zNnyl9rcf+4KJbR4JFC7xh4M69CoOAkYok5d5NDZtArXuTnXrIQmhKhZ7O6JwMfDxeJYKSgorDgaKCUzr0KZrbX0qcvSqbeQk1+Iq5MDn60/XqFOE083Ovp7sSfOSBB+9d24J8K/Qj0hhChhd4ngif6tWX8kkfNpxraOj/ZpyYQeLfh226nSIaR1XRy5LbSJLcO8opImq9tDm/Dh70dL467j7MAdHZvwcJ9A/jh0gZyCIgYH++LubHd/zEKI62CXexbn5BcSeTKFJp5utPY11vA5dC6NOdtOYVKK+3u0qDWLrx1ISOO7bSdJysjFycFEa18PHujZgoZ1Xa5+sRDCblxpz2K7TAQ3m20nkpkwazuFxRPeWjasw6pn++IkS0kLIYpdKRHIJ8VNYEFUXGkSADiRlMn2EylXuEIIIcwkEdwE6rk6VSjzdKtYJoQQlZFEcBN4+JZAi9FQt4U2JtRPFpwTQlwbGU5SLP5iFgui4lHAPV39aerlZuuQrpm/tzvrnuvPhiOJNKjrQrdA76tfJIQQxSQRAOfTchjx0SYuZuUDMGfbKVY927dWjbyp4+LI8Bo85FUIUXNJ0xCwJDqhNAkAJGfmsWxPwhWuEEKIm4ckAsC1kiUYZFkGIYS9kEQAjApvSksf8+qcQb51ZTN3IYTdkD4CjOGXy5/qw28HzqMUDA5uVONWHhVCCGux6hOBUmqYUuqwUuqYUuqFK9T7i1JKK6UqnfVWHVydHBjRsSl3hDWVJCCEsCtWSwRKKQdgBjAcaA+MV0q1r6SeB/AUsN1asQghhLg8az4RdAOOaa1PaK3zgPnAqErq/Rt4G8ixYiyiNqhl614JcbO4pkSglHJXSr2klPqi+DhIKXXHVS5rBsSVOY4vLit7306Av9Z62VVef7JSKkopFZWYmHgtIYvaJDMZ5t4Nr9WHj7vBaXk4FKI6XesTwddALtCz+DgeeOMq16hKykq/8rjH7JkAACAASURBVCmlTMD7wN+v9uJa65la6witdYSPj8+1RSxqj99ehqOrAA1Jh2HhRCgssHVUQtiNa00ErbTWbwP5AFrrbCr/oC8rHii7NZYfUHaWlgcQAqxTSp0EegBLbNlhLGwkPtLyOD0B0s7YJhYh7NC1JoI8pZQbxd/olVKtMJ4QriQSCFJKBSqlnIFxwJKSk1rrVK11Q611gNY6ANgGjNRay2YD9qZFT8tjz+bg6WebWISwQ9c6j+BVYCXgr5SaC/QGHrrSBVrrAqXUFGAV4AB8pbXer5R6HYjSWi+50vXCjgx+DXJS4chq8GkDt78HJhnCK0R1ueYdypRSDTCabxSwTWudZM3ALkd2KBNCiOv3p3coU0r9rrVO1lr/qrVeprVOUkr9fmPDFEIIYQtXbBpSSrkC7kBDpVR9zB3E9QBZjEcIIW4CV+sjeAx4BuNDfyfmRJCGMWtYCCFELXfFRKC1ng5MV0pN1Vp/VE0xCSGEqEbXNGpIa/2RUioEY80g1zLl31orMCGEENXjmhKBUuoVoD9GIliOsZDcJkASgbBbCyLjmLXpBCaleGJAa0Z2lG4zUTtd64SyvwCDgHNa64eAjkDt2dBX1Fz7foJPesGHnWH7TFtHc80iT6bwfz/u5cj5DA6dS+fp+bs5kJBm67CEqJJrnVCWo7UuUkoVKKXqAReAllaMS9iDxMPw48Ogi4zjFc9Dg5ZQrxnsnA0OjhDxMHgH2jbOSmw8Yrn4odaw+VgS7ZvWs1FEQlTdVROBUkoBe5VSXsAXGKOHMoAdVo5N3OxiN5iTQIkDv0DMj5CfaRzvngtP7oC6NWuxweAmFT/wKysToja4atOQNqYeh2utL2mtPwOGAA8WNxEJcf20hpRY8GlX8VxOqjkJAGSnwMGatxrJ0A6NeaBnC5wcFM6OJh7v6MgtCV/ByU22Dk2I63atTUPblFJdtdaRWuuT1gxI3OQSj8D88ZB8DNy8IfRuOLQMCvOh8wPQMMh4KijL1dM2sV6ByaR4fVQI/xjWDtPmD3Db8G84XHxy6H+g5xM2jU+I63GtncUDgK1KqeNKqb1KqRil1F5rBiZuUqv+aSQBML7tx66Hvx+BgdMg5ThcOGQkgxJ+XSF4hG1ivQZ1nB1w2z7dsnDz9MorC1FDXesTwXCrRiHsR9Jhy+OM87DpXdj0vrnMryuM/8HoLG45oPatRKqutlWHEDXLNT0RaK1PVfZj7eDETahNue8UzSKM5afLio+ExiHQenDNTwJKQe+nLct6P2ObWISoomt9IhDixhjyGjg4wfG10KiDsRfBsmfhwn5zHWcPcKtvuxivV9/nwC8C4qOgRe+KG+0IUcNJIhDVy8kN+vzd+KafdBSOrYHBr8DZPZBxDhycYegb4FzH1pFen5b9jR8haiFJBKL6zb8XTm81fj+8HG59E56JMZKBdyDUaWjb+OxNYQEcWAwpJ6DtcGgcauuIRDW71lFDVaKUGqaUOqyUOqaUeqGS848Xj0CKVkptUkq1t2Y8oga4dNqcBErELABHZ/DvWjEJZFww5hbUJOnnIC+rYnn53f4KC+Dob3BoORRcbYtvG/rxYePnjzfh835GzMKuWO2JQCnlgLFnwRAgHohUSi3RWh8oU+374klqKKVGAu8Bw6wVk6gBXL3A0Q0KskuLCus25u0VB1l78AJBjery4vBg/D1MxofToWVGc1Hvp40hpraUlQI/3A+nNhn9GEPfgC4TjbkRix+HMzuheU8Y/Rl4NIGvhxtlAA3bwiO/1bw5EZdOG08DJXQhbJ0BQUNsF5OodtZ8IugGHNNan9Ba5wHzgVFlK2ity67SVQe4tg2URe3lWg8GvQyqeDSQewO+cZnA5+tPcPRCBstjzvHI7CjYNdtIAgCFebDhHUjYbbu4ATa+ayQBgLx0+PU544nl58fMH/int8KSqXBwqbkMjGGze+ZXf8xXVclQV2XVhgJRA1nzT7wZEFfmOL64zIJS6kml1HHgbeCpym6klJqslIpSSkUlJiZWVkXUVIlH4NjvkG9+AqDnE/DMXnhgCTyzj/mnvSwuOXw+nYz4fZXcq9wchMMrYPU02L+4YrOMNVw4YHlclG90eCfssiyPj6q8OaumNXEBePlD6FjzsckJek2xXTzCJqyZCCqbVVPhX6vWeobWuhXwD6DSZ3+t9UytdYTWOsLHp2YtPiau4LeXYUZXmHMXTA+HpGPmc55+0LIfOLsT1KiuxWVe7k44B99meS9HVwjsZz7e+C7MGwdbPoKFD8KaV633PkoEDbU8ruMDzbqAf3fL8uY9of0ocG9gLnOuyxn/EczecpI/Dl+gqKgGPfyO/hzumQNDXoe/boFWA20dkahm1hw1FA/4lzn2AxKuUH8+8KkV4xHV6VIcbP7QfJxxzvjwHv0pp5IzKSzStPQxEsCLw4M5fiGTw+fT8XJ34q27wnBu3xhGTIeor8ClHvT7P6jXxHy/7Z9bvt6OmTDoFTBZ8btNt8mQmw77FpHu0phDHZ4hFCdcR38GS54qnkfQC0Z+ZCw+F3QrZF8E75ZE+97J3V+eJK/QWG11bBc/3hnb0XqxXg+TQ41exkNYnzUTQSQQpJQKBM4A44B7y1ZQSgVprY8WH94OHEXcHLKSKP8AqDMuMPX7XSzbexaAQe18+fS+Lvh7u7Pq2b7EX8yiYV0XXJ0cOHwunYVnu+HeshcTujenUT1Xy/s7lNsXycHZ+ks7mEzQ73leTB7KvB1xcCyLRn/8wcLHetF84jJzvfVvGyNwSvScwvQ9qjQJACzaFc+zQ9rQ1MvNujELcQ2s9vVJa10ATAFWAQeBBVrr/Uqp14tHCAFMUUrtV0pFA38DHrRWPKKaNe4IvpajgWMaDi9NAgC/H7rA0j0JcPEUrH0Tv93v45qZwOFz6YyasYlZm2L58PejjJ6xmczcAnaeSuGR2ZHcN2s7Ma0fw6L1sd//VcsaP0fPpxtJoNj5tFxmbjxuWWlHuZ3WIr8kv9By3wWtoaCwBjUPCbtm1QllWuvlGHscly17uczvT1e4SNwcTCajM3jrR8YQxQ53EZkSClh2uJ4+ex7WjDGaUACivuTHNgvJyTd/cCak5vDTrnjeXH6wtHzz8UCWjf2VDgUHoFlno62+GqRk5lVedm4fnIky+gec3C0rOLkxsVcAW44nU9I1MDi4Ec0buFe4lxC2IDOLhfXU9WFf+78DENLMk8HJmfx35SHyCowPcweTYqhDlDkJAGQlU+fSYcByvP3xxAyL5KA1/JxQnw53PGr1t1FWlxb1admwDieSzJvnjPXYD59NLT5Sxr4Ku76ltGms/4sMbt+Yn5/ozeoD52jRoA53hlcYQCeEzUgiEFaRW1DIpG8i2XwsGYBbWjfkq4ld+W5SN77YGEthUREP9Q6kferZCteODypkwTk3zlwyhpx2C/RmcHAjvtliueBti4bVvx6Ro4OJ+Y/14KtNJ7mQlsOoTs3ot7jsqCENJ/6AJ7cbcwqaRRgrqQId/b3o6O9V+Y1tKS/T6JRPOQHt7oDWg2wdkahmkgiEVSyPOVuaBAA2HUtiecxZwv29aNfYAxdHE+0ae0DzsbD9M0g6YlT0CcY3YjS/dXXlj0OJpGbnsfdMKj/tPsPgYF9+P3QBraFvGx/GdvGzyXvz9XDlheHF22xqbTlHAozlJ3zaGj+1wbxxxv7RYCSEMV9C6F9sG5OoVpIIhFWcS624ts6hs2m8tHgf6bkFAMzdfprVf+tLvcc2wOEVrD6YyFvHW+D86S7+NqQNPVp6M/Dd9aRm5wPg5KCYPbEb/g3cCbTB00CllIKISbD1Y3NZt+ptrvpTko+bk0CJnd9IIrAzMpdcWMWwkMa4OJr/erk4msjKLyxNAgDn0nJYte8cOLnxa1FPJu/048SlQg6dS+eJubtYuDO+NAkA5BdqtpxIrjlJoMStb8BdX0C3x2DsbOhfYX3Fmsu5TsUlJVw8bBOLsBl5IhBWEdiwDvMn9+CbLScBmNgrgG0nUirUc3M21hzafDzJorygSJOYXvGpomFd5xsf7PU4fwBWvWgsLdF2uJEEnNwg7G7jp7bxaAzdH4dtnxjHznWN/SKEXZFEIKymU/P6dGpu3mmsubc7c7efIv6i0aberrEHp5Mz+XTdcZp7VxxKeVfnZsQmZbL20AUA2jepxz1d/SvUqzZFRUZ7+qXiTuvIWcZQ0Z5Pwor/M88sHvZfqNPgyveypbxMWPY3OLgE6gfCbe9AyBijs7jVQNkPwg4pXR2Ldd1AEREROioqytZhiCrKzC1gzcHzFBQW8fbKw5wv/tbfoI4TvVo3ZEXMOdycHHh6cBCP9GkJwJ64S+TkF9I1wBuTyYYbwycdg4/LzVdoFAru3hC73lzW7g4YN7d6Y7seq1+CLWWW/3BvAM8eACfXy18jaj2l1E6tdURl5+SJQFSrOi6OjApvxpxtp0qTAEByZj6hzTx5e0xHHB0UTg7mdusaM+TS08/YS7nsvIfGIbBnnmW9439Ub1zXq/zGQFnJxqitJmG2iUfYnHQWC5twcqj4zd7RZMLN2cEiCdQoTq4weqax6QxA814w+DXw7WBZr3jeQI3l183y2NULigqMPRRq4lLZwurkiUDYxG2hTfhs/Qlii2foNvNyo32TeqTl5FPP1cnG0V1Bm1vh2f3GKqRuxU8qd86ARZOMNvaGbY1VU2uyAS9CeoLxwV8/AJqEwxcDjHOunsbSIE3DbRqiqF7SRyBsJjO3gOUxZzmXms28yDgSLuXg5uTAm6NDuKuzbSaLXZPk43B+v9ExXNKxqrWxlWVN7iQGTiRmUNfFEd+S1VwzLsC77YwtKktcqY8j6Rhs/sBoHut0nzFyStQK0kcgaqQ6Lo6MjfDn0W+jSLiUA0B2fiGvLNnP8JAmpUNLa5Rtn8HKFwBt7L08fh60GgBKke3kRU1dVDojt4CHv4lke2wKJgUTewXy8oj2kJNmmQTAsg+krNwM+HoYZBbvEnhoGdy/2Hj/olaroY2xwp6cTs6yOE7PKSAlq+IqnzaXnwNr36B0MbmCbPjjTQ6dS2PYBxsIfnklIz7axInEDJuGWZk5206xPdaYx1Gk4avNseyNvwQNWxsrppbV6T7jv4eWwwdh8G9fWPwkHF1tTgIlYhZVQ/TC2uSJQNjc0JDGHD6fXnoc5udJs5q4YUthLuSV+5DPSuG5hXs4dM6IP+ZMKi/8FMOCx3pWcgPbOVUu2QKcTEwj7OIaaNEbGnUw5hcEj4B2txvNXIsmGckOIHoOOFYyma9eUytHLqqDJAJhc08NbI2Lo4m1hy4Q5FuXZ4e0sXVIlXP1NPYiPrC4tKgo/D72LU+zqBYTX/NG3gzt0Ih5O06XHtd1caTPwdfhyEKjQDnAvQsgaLBxfC7GnARKpJ6BLhONtYjA2Hio++NWj11YnyQCYXOODiaeHNCaJwe0tnUoVzf6c2MTnPP7oNUgTB3vofvBraXNLgC9WtW8DuP+bX35cHwnvt9+inquTkyJqEv9BQvNFXQhbJthJIKsFPAONGZN55d5kmje3Vh+oudUox+hWRfr7hEtqo2MGhLiTzpzKZtpP8cQHXeJrgHevDE6BF+PGj5L99Jp+CDUsqzVIGPC3L4fwcHJaCI6FwNpZyFsLAx/p/LmIVEr2GzUkFJqGDAdcABmaa3fKnf+b8AjQAGQCEzSWp+qcCMharBmXm58/VC3q1esSbyaQ8hfYF9xZ6/Jydg/oWTxucI82P8zPLwG/LvaLk5RLaz2XKeUcgBmAMOB9sB4pVT7ctV2AxFa6zBgEfC2teIRQpRz10xjgbzgUXDPd8ZciPIuHKhYJm461mzg6wYc01qf0FrnAfOBUWUraK3/0FqXNEJuA2rwLCIhbjJ75hlzIg7+Yqyqqossz5ucoGV/W0Qmqpk1E0EzIK7McXxx2eU8DKyo7IRSarJSKkopFZWYmFhZFSHE9frj/1E6JwKM0VAjPjRWVPXvDuPnQ/0WNgtPVB9r9hFUtl5wpT3TSqn7gAigX2XntdYzgZlgdBbfqACFsGt5mRWPuzxo/Ai7Ys0ngnig7C4ifkBC+UpKqcHAv4CRWuuKW1IJUUNtOZbEa0v3893Wk+TkFy/TsOcH+Po2mDce4ncCsPV4MuNnbmPER5ssxvLbXNdHrnws7IY1nwgigSClVCBwBhgH3Fu2glKqE/A5MExrfcGKsQhxQ/0SfYan50eXHq8/ksisXpfg58nmSrEbuTApkolfR5NbYLS/v/hTDL4eLgwKblTdIVc0cBr4BsOJ9ZBx3th+c8986DjO1pGJama1JwKtdQEwBVgFHAQWaK33K6VeV0qNLK72DlAXWKiUilZKLbFWPELcSHO2WY5yXnPwApl7FltWyktn845tpUmgxO+Hash3HqUg9C9wPgaOroLDv8LPj0HUV7aOTFQzq84j0FovB5aXK3u5zO+Drfn6QliLq5PlyqgOJmXMxi0nqHlT2JJkWeZb16qxXZfEI5Cw27Js7wKImGSbeIRNyPxwIargyQHG+kglRndqxnrPUeT69TYKlAP0mkpIeHemDmyNc/Gua4ODGzG+W3NbhFw59wbGMNGy6taAZitRrWSJCSGq6GxqNhuPJHEyOZPP1h+nSIOjSfHFHd4MCGsJdX1L66Zm55ObX2jeEKYm2fAOrH0T0FDHBx5cavQdiJvKlZaYkEQgxJ8U8cYakjLMA94CGriz7vlatllLSixcPAnNe4BTDVwCXPxpskOZEFaitSYtJ9+i7FJ2/mVq12DegZX2cQj7cFMkgvz8fOLj48nJybF1KKKYq6srfn5+ODnV4I3obwClFPdE+PNdmVFE47rWoD4AIa7BTZEI4uPj8fDwICAgAKUqm9AsqpPWmuTkZOLj4wkMvPm/Zb4yoj1tG3sQHXeJbgHe/KWLLJklapebIhHk5ORIEqhBlFI0aNAAe1kXytHBxH09WnBfD1mXR9RON83wUUkCNYv8eQhRe9w0iUAIWzp2IZ2FUXHEJmVevbIQNcxN0TRU27z66qvUrVuX5557rtLzixcvpk2bNrRvX34fH1ETzd1+immL96E1mBS8d3c4d3a60orrQtQs8kRQAy1evJgDB2RnqNrivdVHSjf3KtLw7m+HbRuQENdJEkE1efPNN2nbti2DBw/m8GHjg+KLL76ga9eudOzYkTFjxpCVlcWWLVtYsmQJzz//POHh4Rw/fpzjx48zbNgwunTpQp8+fTh06JCN340oobUmM6/Aoiwzt9BG0QhRNZIIqsHOnTuZP38+u3fv5qeffiIyMhKAu+66i8jISPbs2UNwcDBffvklvXr1YuTIkbzzzjtER0fTqlUrJk+ezEcffcTOnTv53//+xxNPPGHjdyRKKKW4t5vlaKH7uss8AlG7SB9BNdi4cSOjR4/G3d0dgJEjjVW49+3bx7Rp07h06RIZGRkMHTq0wrUZGRls2bKFsWPHlpbl5sr+PTXJtNuDCW5SPI8g0JuRHZvaOiQhroskgmpS2XDKiRMnsnjxYjp27Mg333zDunXrKtQpKirCy8uL6OjoCudEzWAyKcZG+DM2wv/qlYWogaRpqBr07duXn3/+mezsbNLT01m6dCkA6enpNGnShPz8fObOnVta38PDg/T0dADq1atHYGAgCxcuBIw26T179lT/mxBC3LQkEVSDzp07c8899xAeHs6YMWPo06cPAP/+97/p3r07Q4YMoV27dqX1x40bxzvvvEOnTp04fvw4c+fO5csvv6Rjx4506NCBX375xVZvxe4du5DBvV9so8u/f+PZH6IrLDgnRG1k1WWolVLDgOmAAzBLa/1WufN9gQ+AMGCc1nrR1e5Z2TLUBw8eJDhY1k+vaW7GP5ch763n6IWM0uN7Ivx5/c4OfLkplt2nL9E90JuJvQJwdJDvWKJmscky1EopB2AGMASIByKVUku01mUHyJ8GJgKVz6wSoga5kJ5jkQQAtpxIYtrP+1i4Mx6A3w6cJ/5iNq+O7GCLEIWoEmt+bekGHNNan9Ba5wHzgVFlK2itT2qt9wJFld1AiJqkQR0XmnlZbtoS0tSTxdFnLMp+2hVfnWEJ8adZMxE0A+LKHMcXl103pdRkpVSUUirKXla0FDWPg0nxwbhwWjQwhgF3DajPyyPa07Cui0U9Hw+Xyi4Xosay5vDRypafrFKHhNZ6JjATjD6CPxOUEH9G1wBv1j3Xn+z8QtydjX8+025vz7M/RJNXWISrk4l/3X5z9YuIm581E0E8UHZgtR+QYMXXE6JaKKVKkwDA7WFN6BbozYGzaYQ186R+HWcbRifE9bNmIogEgpRSgcAZYBxwrxVfTwib8fFwoZ+Hj63DEKJKrNZHoLUuAKYAq4CDwAKt9X6l1OtKqZEASqmuSql4YCzwuVJqv7XiKVFUpFm8+wwjPtpExBu/MeKjTSzefYaioj/X4jRp0iR8fX0JCQmxKI+OjqZHjx6Eh4cTERHBjh07/tTrVNV7771H+/btCQsLY9CgQZw6Zd5jd/bs2QQFBREUFMTs2bMByMrK4vbbb6ddu3Z06NCBF154obT+hg0b6Ny5M46OjixadNURv0KImk5rXat+unTposs7cOBAhbLKFBYW6UdnR+rgl1boFv9YVvrTbtoK/ejsSF1YWHRN96nM+vXr9c6dO3WHDh0syocMGaKXL1+utdb6119/1f369avya/wZa9eu1ZmZmVprrT/55BN99913a621Tk5O1oGBgTo5OVmnpKTowMBAnZKSojMzM/XatWu11lrn5ubqW265pfR9xMbG6j179uj7779fL1y48LKvea1/LkII6wOi9GU+V+1q1suSPQlsOpZEVp7lMsHZ+YVsPJrE0r1V78Lo27cv3t7eFcqVUqSlpQGQmppK06YVFyT75ptvuPPOOxkxYgSBgYF8/PHHvPfee3Tq1IkePXqQkpICVL5sdXp6OoGBgeTnGzNc09LSCAgIKD0uMWDAgNJF73r06EF8vDHEcdWqVQwZMgRvb2/q16/PkCFDWLlyJe7u7gwYMAAAZ2dnOnfuXHpNQEAAYWFhmEx29ddH1FBRJ1O4/8vtjJqxmfk7Tts6nFrJrv4lf7kptkISKJGdX8isjbE3/DU/+OADnn/+efz9/Xnuuef4z3/+U2m9ffv28f3337Njxw7+9a9/4e7uzu7du+nZsyfffvstUPmy1R4eHvTv359ff/0VgPnz5zNmzBicnJwuG9OXX37J8OHDAThz5gz+/uY+fT8/P86csRwXf+nSJZYuXcqgQYP+1P8LIW60pIxc7v9yBxuPJrEn7hIv/BTDbwfO2zqsWseuEsHZ1Ow/db4qPv30U95//33i4uJ4//33efjhhyutN2DAADw8PPDx8cHT05MRI0YAEBoaysmTJwEjWfTp04fQ0FDmzp3L/v1Gl8ojjzzC119/DcDXX3/NQw89dNl45syZQ1RUFM8//zxgNA2WV3al1IKCAsaPH89TTz1Fy5Ytr/9/gBBWtOV4Mtn5ll/ufj8oieB62VUiaOLp9qfOV8Xs2bO56667ABg7duxlO4tdXMyTkEwmU+mxyWSioMDYAWvixIl8/PHHxMTE8Morr5CTkwNA7969OXnyJOvXr6ewsLBCh3WJNWvW8Oabb7JkyZLS+/v5+REXZ573Fx8fb9F8NXnyZIKCgnjmmWeq+r9ACKtp5VOnkrK6NoikdrOrRPDwLYG4OTlUes7NyYFH+gTe8Nds2rQp69evB2Dt2rUEBQVV+V6XW7Ya4IEHHmD8+PGXfRrYvXs3jz32GEuWLMHX17e0fOjQoaxevZqLFy9y8eJFVq9eXbpBzrRp00hNTeWDDz6ocsxCWFOHpp5MHdgaJwfjKbZ/Wx/u69HiKleJ8uxqY5qRHZuyPOYsG48mWTxOujk50CeoISPCqr6z1Pjx41m3bh1JSUn4+fnx2muv8fDDD/PFF1/w9NNPU1BQgKurKzNnzqzya5QsW92iRQtCQ0NL9ywAmDBhAtOmTWP8+PGVXvv888+TkZFRutNZ8+bNWbJkCd7e3rz00kt07doVgJdffhlvb2/i4+N58803adeuHZ07dwZgypQpPPLII0RGRjJ69GguXrzI0qVLeeWVV0qbqYSobn+/tS0P3xJIdn6hVZ7q7YFVl6G2hj+7DHVRkWbp3gRmbYzlbGo2TTzdeKRPICPCmmIyVbYqRu2waNEifvnlF7777jtbh1LqZlyGWojayibLUNdUJpNiVHgzRoVXaf27Gmnq1KmsWLGC5cuX2zoUIUQtZHeJ4Gb00Ucf2ToEIUQtZledxUIIISqSRCCEnSks0hw6l0a67LcsiknTkBB25HhiBg99HcnplCzcnBx4c3QId3X2s3VYwsbkiUAIO/L2ykOcTskCjGVVXvllP9mXWXaltnhv9WFCX11F1zfXMGfbqatfICqwv0RQVAR7F8Dn/eCd1sZ/9y4wyqsoLi6OAQMGEBwcTIcOHZg+fXrpuVdffZVmzZoRHh5OeHi4zUb2zJ07l7CwMMLCwujVqxd79uwpPbdy5Uratm1L69ateeutt0rLJ0yYQNu2bQkJCWHSpEmlC9kdOnSInj174uLiwv/+979qfy+i6k4lZ1kcp+cWEHUqhYlf72DA/9bxnxUHyS+sPVuIr9x3lg/XHiM9p4DE9FymLd7H/oRUW4dlFdYc6m9fiaCoCH64D5Y+DWejITPR+O/Sp2HB/VVOBo6Ojrz77rscPHiQbdu2MWPGDA4cOFB6/tlnnyU6Opro6Ghuu+22G/VurktgYCDr169n7969vPTSS0yePBmAwsJCnnzySVasWMGBAweYN29eaewTJkzg0KFDxMTEkJ2dzaxZswDw9vbmww8/5LnnnrPJexFVd2uHxhbHHZrW44UfY1h3OJHYpEw+X3+CGX8cu6577juTyrwdpzl2IeNGhnpNdp66WKFsVyVltcWyvQk88NUOnp6/myPnjQmj3249Sed/+v2+ggAAEAxJREFU/0b7l1fxn+UHrZIQ7CsR7FsEJ/6AfMtvReRnwfG1sO/HKt22SZMmpbNvPTw8CA4OrrCC55WsW7eOfv36cffdd9OmTRteeOEF5s6dS7du3QgNDeX48eMALF26lO7du9OpUycGDx7M+fPnKSoqIigoiMTERACKiopo3bo1SUlJFq/Rq1cv6tevD1guQ71jxw5at25Ny5YtcXZ2Zty4cfzyyy8A3HbbbSilUErRrVu30mt8fX3p2rXrFVc4FdWrqEiz7vAFfog8TWJ6bmn5xcw8thxLIjXbeJp7amBrnh/alk7Nvbg7wo8Xb2vHmUuWiy2uO5x42dfZejyZeTtOly7QOGvjCe74aBMv/hTDre+v55foa/97fyN0aVG/QllW3v9v786Dq6qzBI5/z8tKgAiGADEEkkYQNBDsIjE02IO4JNIzMC1io6K2IVqKqCPW2DpO2UiVCmhb0AUqNNBjRRBtZWunB2yWiE2zhCYJYZNFEIIgGJSwdCAJZ/64l2fIQkJIchPf+VRRvrvk5fjy3j33/n73nVPOndM+59bfZbeooaJVO79h3Pxc1uw6xpK8rxk1az2bvjrOS0u2cfz0Of5ZWs7MNV+yNL/hO/4GViJYN6NqErig9Aysm37Fv2L//v3k5uZy0003+ddNnz6dvn37kpGRwXffVX+2kp+fz7Rp0ygoKCArK4tdu3axceNGMjMz/d8TGDRoEOvXryc3N5dRo0YxZcoUfD4fo0eP9tceWrFiBUlJSXTo0KHGGC+3DHVpaSlZWVmkp6fX70UxjW7svM38+o85/ObjAoa8kc2Ow8Us23qY1NdWct/sDQx4bSWf7TpGcJCPJ265lkVjBzLl7iT6xbWndejF9bd6dW5b7e94cVEB9/5hPS8sLGDw69ms/7KIaSt3+7efV5i2Yne1P9tY0hNjeOrWHrQNDya6bRhPDbmWyct2suNwMXuPnea/F29l7Z5va3+iZuCTLYcvWj5++hyLc6se9PMOft/gvzuwEkFxLWcrtW2vxalTpxgxYgRTp04lMjISgMcff5y9e/eSl5dHTEwMzz77bLU/m5ycTExMDGFhYXTv3p077rgDuLgMdWFhIWlpafTp04fXX3/dX98nIyPD37Ng7ty5lyxDvXr1aubMmcPkyZOB2stQA4wdO5af//zn3HzzzZfxapimsvNIMcu2HfEvnzxbxuzP9/Hyn7dztswZ7jxzrpxX/nd7lZ9tExbM5Lv70j7Cubr7add2jL+jJwAHj59hSd4hvio6zTfFJcyv0PTlbNl53vlsr//5L6ip30djGn97TwompJHz4m1EtQmjctfZNbtrvsLxwtGTJZSUVn2durSPqLJu0LVRVPo4khJftQHWlWrURCAi6SLyhYjsEZHnq9keJiIfuNs3iEh8Y8ZDZC1lJWrbfgmlpaWMGDGC+++/3192GqBTp04EBQXh8/l45JFHrqgM9ZNPPsm4ceMoKChg5syZ/jLUcXFxdOrUiVWrVrFhwwb/2X5lW7ZsITMzkyVLlhAVFQXUXob65Zdf5tixY7z55pv1eVlME6jurp+S0vKLhogAjpwoYc2uY4yatY4Rb/+dT9yOfEld2vEvPaLpExtJemJnOrQO48/5XzP4jWyeXpDHLW9ks2hzIZXPGc6Wnue+lK4XrXvwZ41b+XPP0ZNMXraTGav3UHTK+f87fvocb2XvYdL/7aRNWNU74q+PiWzUmOrq+Olz3DNzHSmvrCT5lRX8aZPzuTtQdIbfffoFpWXnuc69GhOBjIEJpCfGMGVEX2LbtSKqdSjP3NaTO/vENHhsjfY9AhEJAmYAtwOFQI6ILFXViqclY4DvVPVaERkFTAZ+1VgxMeAJZ2K4uuGhkAgYMK5eT6uqjBkzht69ezN+/PiLth0+fJiYGOcPt2jRohp7BdTFiRMniI11ktWFJvMXZGZmMnr0aB544AGCgqqW2j5w4AB33XUXWVlZ9OzZ078+OTmZ3bt3s2/fPmJjY1mwYAHz588HYPbs2SxfvpyVK1daW8pmrF9cO5Li2pHvDhkE+YTRqd0IDfaxKPeHq9whvToy5t0cSsudI/rmA9/RqW0Yzy8sYO+x0wAUHHLaqr63/gDl7qn1eYU5a/dzy3XRrHbnD0TgwQHdSLuhM0lxV5F/8ASpP4kiPfHiyeiG9MWRkwyf8TdKSp2rkA9yDrJ03EDuemst+927ocKCfdybEsei3EOUlSv3JMddUVXhhvT7lbvZuM9pO3uypIwXF2/l+msiGTVrPSdLnJO9Dm1CWfBIKnFREcS2cyqpjuwfx8j+cTU+b0NozC+UpQB7VPVLABFZAAwHKiaC4cAE9/FHwHQREW2s+6QS74Zti6tOGIdEQPchkDiiXk+7du1asrKy6NOnD/369QPg1VdfZejQoTz33HPk5eUhIsTHxzNz5sx6hz9hwgRGjhxJbGwsqamp7Nv3Q2vNYcOG8fDDD9c4LDRx4kSKiooYO3Ys4NzptGnTJoKDg5k+fTppaWmUl5eTkZHBDTfcAMBjjz1Gt27dGDBgAOC0ynzppZc4cuQI/fv3p7i4GJ/Px9SpU9m+fbt/OMw0LRFhXuZNfJhzkG9OlvBvfa8hMfYqbuzajoQOrck7+D0pCVcTGuRjcd4PY86q8NHmQ/4kcMGyrUf8k8sXFP+zlLfv/ykfbT7E/m9Pk5bYmWR3iOKXN3bhlzc2/pfSPsg56E8CAAeOn+Gdz/b6kwA4Q1ZhwUHkvXQH5eeV1tVcIXhl99GTFy2fKzvPvPVf+ZMAwLenzrH321Okdo9q0tga81WKBQ5WWC4EbqppH1UtE5ETQBRw0eyOiDwKPApOHf168/ngV+85dwetm+7MCUTGOlcCiSOc7fUwaNCgGm/pqktZ6MGDBzN48GD/cnZ2drXbhg8fzvDhw6t9jvz8fJKSkujVq1e122fPnu2//bOyoUOHVntb64Uhqco6d+7sv4PINA9twoLJGHRxY6XwkCCeuvWHRkh/21110jTxmkgWB/suGuuPj2pNSkIU73y217/u3pSuhIcGe9r0pVVo1c9n2/Cqh7BWoUGE19CAykuDe3Zk7Z4i/3J02zC6Xl11XiAitOljb8xEUF1x/8pHy7rsg6rOAmaB04/giqLy+aDvSOffj8SkSZN4++23q3QtM6aigddG8eCAbszbcIDzqgztE8OolK74fMJEd2L5J9Gteeb2nsS2a0X36Nbk7D/OjV3bc08jD03UxejUbvxpUyFH3bmPlPirefTm7qzZ9S0b3CGX6LZhzbZDWcagBE6dLeOTLV8T2z6C36RfR2y7Vryfc9D/Rb/eMZHcmdjwcwC1abTGNCIyAJigqmnu8gsAqvpahX2Wu/usE5Fg4AgQfamhoSttTGOajv1dmqeiU2cpP690jAz3rztxppQjxSX06NimWTdoKi4pZcX2b2gbHsIt10UTHOSjrPw82V8co7iklFt7d+KqVi3r+y1nzpWxYsdRQnzCkN4dCQtunCsCrxrT5AA9RCQBOASMAu6rtM9S4CFgHXA3sKq+8wOqWuW2R+Odltb5LpBEtQmrsu6qiBCuimj+B9DI8JAqRfKCg3zcdn0njyK6chGhwQxL8nZCu9FuBVHVMmAcsBzYAXyoqttEZKKIDHN3mwNEicgeYDxQ5RbTuggPD6eoqMgOPs2EqlJUVER4eHjtOxtjPPej6FlcWlpKYWGh/756473w8HC6dOliZSiMaSZ+9D2LQ0JCSEhIqH1HY4wxVdi3hIwxJsBZIjDGmABnicAYYwJci5ssFpFjQGMWGe9ApW82tzAWv3dacuxg8XutsePvpqrR1W1ocYmgsYnIpppm1lsCi987LTl2sPi95mX8NjRkjDEBzhKBMcYEOEsEVc3yOoArZPF7pyXHDha/1zyL3+YIjDEmwNkVgTHGBDhLBMYYE+AsEbhEJF1EvhCRPSJSryqoXhGROBFZLSI7RGSbiDztdUz1ISJBIpIrIp94HcvlEpFn3Nd+q4i8LyLNuvSqiMwVkaMisrXS+ifdz8E2EZniVXy1qek9LyJXi8hfRWS3+9/2XsdamYiEi8hGEcl3Y3/ZXT/Pfe23un+fJqvYaIkA5wAEzADuBK4H7hWR672N6rKUAc+qam8gFXiihcV/wdM4JctbFBGJBZ4C+qtqIhCE03+jOfsfIL3iChG5BaePeF9VvQF4w4O46qqm9/zzwEpV7QGspJ6l7RvZWWCIqiYB/YB0EUkF5gG9gD5AKyCzqQKyROBIAfao6peqeg5YgPOBaBFU9bCqbnYfn8Q5mMZ6G9XlEZEuwC+A6hsrN3/BQCu3014E8HUt+3tKVdcAxyutfhyYpKpn3X2ONnlgdXSJ9/xw4F13t3eBf/cmwpqp45S7GOL+U1X9i7tNgY1AlxqfpIFZInDEAgcrLBfSwg6kF4hIPHAjsMHbSC7bVOA54HxtOzY3qnoI5+z5AHAYOKGqn3obVb30BG4WkQ0i8pmIJHsdUF1Ues93UtXD4CQLoKN3kdXMHQbNA44Cf1XVDRW2hQAPAMuaKh5LBI7qely2uPtqRaQN8DHwH6pa7HU8dSUi/wocVdV/eB1Lfbjj0MOBBOAaoLWIjPY2qnoJBtrjDLX8J/ChNPP+ry31Pa+q5araD+esP0VEEitsfgtYo6qfN1U8lggchUBcheUuNPNL+8rcs4iPgXmqutDreC7TQGCYiOzHGZYbIiLveRvSZbkN2Keqx1S1FFgI/MzjmOqjEFjojk5sxLk66+BxTDWq4T3/jYjEuNtjcM64my1V/R7Ixp2vEZHfAtE4rXubjCUCRw7QQ0QSRCQUZ6Jvqccx1Zl71jYH2KGqb3odz+VS1RdUtYuqxuO89qtUtSWdUR8AUkUkwv1b3EoLnPQGFgNDAESkJxBKM63meYn3/FLgIffxQ8CSpo6tNiISLSLt3MetcE4kdopIJpAG3KuqTTpE+qNoVXmlVLVMRMYBy3Hu+Jirqts8DutyDMQZUyxwxx0B/ktV/+JhTAFDVTeIyEfAZpy7WXJp5uUOROR9YDDQQUQKgd8Cc4G57i2l54CHtPmWHqj2PQ9MwhnSGoOToEd6FN+lxADvuncr+oAPVfUTESnDKbG/zh2RW6iqE5siICsxYYwxAc6GhowxJsBZIjDGmABnicAYYwKcJQJjjAlwlgiMMSbAWSIwxpgAZ4nAGGMCnCUCY+pBROLdWvh/cGvKfyoirUQkWUS2iMg6EXm9cr1/Y5ojSwTG1F8PYIZbu/97YATwR+AxVR0AlHsZnDF1ZYnAmPrbp6oXyhv8A4gH2qrq39118z2JypjLZInAmPo7W+FxOU7VSGNaHEsExjSc74CTbttBaP7tKo0BLBEY09DGALNEZB1Ow6MTHsdjTK2s+qgxDUhE2lzoRysizwMxqvq0x2EZc0nWj8CYhvULEXkB57P1FfBrb8MxpnZ2RWCMMQHO5giMMSbAWSIwxpgAZ4nAGGMCnCUCY4wJcJYIjDEmwP0/wJTZ9sLHZ6cAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1898,19 +2437,21 @@
     }
    ],
    "source": [
-    "fit_growth(data, row='H', col=4)"
+    "sns.swarmplot(data=kk.query('rate_err < 1'), x='ng', y='rate',  hue='date', size=5)\n",
+    "plt.title('96 wells')\n",
+    "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 358,
+   "execution_count": 433,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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pktlbT/Leb0cAOHohgwMJqWz6x0Bcncp8MJb/dlyQA7vnwG8vG797+pPR5LMK907PKYCFD5rnIvz+Gjy4DPy7Vh5MZpLxaJpdZs8DXQT7Fll3yntAb5i0Cvb+YIyM6voIONw8k8aFKHXxJBW6GlOKGxH8u2F0TZY536o/+LaD314xkkeD1tDvH9USam1S6z8t1h6yHHGalJHHrlMX2Z+Qxu64i3QN8OaBzhNxWFXmDz94BPz+byMJAKTGMbbePOY53kFegTGD2K++G/3rp5iTABj1t34M/rOJjrvEpaw8erVqiLOjydjkftU/LZ88Sng0udFvuyL/rpdPUELcLJr3ML7sZJYZPdigNXw13JjjEzIGTm2B/ExjhnGHu4wRhWH3GP2EjUKsP8+nFqr1iaBtIw82Hk0qPXZ2MLEgKo7F0Ua/9PKYc5zq1YdX75lj9BU06mBM+jq4xOI+IXnRLH7iP8zdfoozF7Pp1KI+2XkZuJZ/waICnvx+F7/uPQtAc293fpzYHp/V0ypPAo1CjGGtQog/z8kNHlhiDJhIPw9tb4N1/8/8pe7Cfrj7W2g/yvK6Og2NH1GpWp8anxzQmm6BxrLRdV0ceXVke5bvs1xu4sdd8RA8gnN93yKhzX3QsDU07WR5o/ajaOblxrrDiaw7ksj7vx1h6PfJ5LUos7a5yYnDARNKkwDA6ZQslmzZbf6LWMK3g9Fc89jG61/WWghxeY3aGx/2D68yVhku/2/v6G+2iasWq/VPBPXrOLPgsZ5cSMvBw9UJN2cHPlp7zKLjt0EdZ55buIcfd8WjNdwe1oTpd3+P48a3yTl7gATffjTu/jTL9iRw5pJ5k/oL6bnMafk2k8J3GmP1g0dwOrkBEGURw9GCJsYHf9mJXuHjjcdYIYT1+AZXUta++uOo5Wp9IijhW8/ciPPP24L524Jo8gs1zo4mbg9twox15iFkv+49y63tG3Ha/Uneiz2CPgHeMRuY0L15hftqBxfoNKH0uI93IU08XUsTjUnBmAh/8F5kDONMPg7t7oDuj1nx3QohAKOpd+BLsOF/xpNB8B3SFFsFN00iKGtEx6Z0D/RmX0IqYX5eLN59pkKd/QlpfL05tnQ1hpTMPA4kpOHv7UZcivFU0MTTlTvDmwJQWKSZ/vtRlu1NoJmXG90DvXEwmRgb4UfXgOKmnxHTq+X9CSHK6PscdH/cWIyxKptLiZszEYDxhDCw+ClhQDtf3lpxiIIi41PfpKBzcy9mbrAchnYpO59lU/uwbE8CRbGbGJH7K16b10Kfv/P1zkt8+PtRAE6QSWxSJptfKDdMVQhhGy51jZ+yTm42lpJpNajiOWHhpk0EZbXyqctXE7syc8MJsvIKaNPI2Dimo78ne+LME9Du6twMTzcnJuQvgsOvG4UngYTdrC96xeKeyZl57DuTSkSAdAQLUeP8cL95ZGDdxvDwaplIdgV2kQgA+rbxwdPNiXtmbmXX6UvMj4yjb5APT/RvxYGzadRxdiA7r5CLmXnUj1lkefGpzbQNU2wsU+TsYCKwYZ1qfQ9C2LWiIlg9zVgg0sXD6BvofD/ELDIme+akQpeJ0G6k5fDwjHOw7VMYXmFfLFHMbhIBwKxNseTkF5UebziayKTeAczZdoq0nAJ+jTnH7K0nWdekKQ4Xymyb4FyXKQPbsD+piK0nkvFwdeSlO9rToK5L9b+Jy4g8mcJPu87QsK4zD/QMwMej5sQmxA2x53vYNsP4PT8Llkw1llv5abKxPS3A5unGHuXlld9QSliwq0RQWFRUoWzl/nOk5RSUHselZLOx2+P0PxtttC+anGDI63h5eTFvcg+SMnKp6+JYo/oGth5PZsKsbRR3gbBs71lWP9sXJ4daP01ECLO4HeUKtLEOmC73wZ+dYrmBlHIwnhzEZdnVJ8WDPQNwcjCvJtqzZQOaelXc5jHTOwSe3QcTl1P4dAyr3W/nm82xxF/MomFdlxqRBPIKiohLyUJrzcKouNIkABCblMn2EymXv1iI2qhFL8tjZTJmEKtyH2P+PYzJnP3+AREPw6SVFa8VFuzqiaB7ywYsm9qH5TFnaerlyqjwZqRm5zNn2ykupOcCENzEg8Ft6oOTKwT0Zsqcnawonqn81spDzHu0B52a17fl22Dd4Qv8bcEeUjLzCGxYh3D/ittUero6QNTXcHor+HWFLg/JQnSidgu7BxIPQ9RXxq6Dg16Clv1g1AxY8xrkphnLvne6z9jAfsA/bR1xraF0LdvWMCIiQkdFRV294nW4lJXHyn3ncD2/k2GHpuGadRY63Mmxnv9l8EeWj6O3hzZhxoTON+7FtYbT26AwFwL6GH+Br6CwSNP7rbWcSzPPnO4aUJ9TyVmlyez2sCbMaPgTbCmzqU7Ew3DHezcubiFEraKU2qm1jqjsnP1+RcxKgd3fQU4aXh3HMa69F6yabF44bt+PFLiEYWyYZpZfWLGfocoKC4z9CmLXG8eNQuCh5VfciD4jp8AiCQCcuZjNur+GsGHTWhp6ehJxSxi8M9rywt1z4PZ3jZUYK5Gckcv/Vh9m35k0erVuwLOD29SIJjAhhPXZZyLIz4FZg82dSds+gWFvVVg9tF36Vm5p3ZNNx4zVTR1Niom9Am5cHEdWmpMAwPl9EP099PjrZS/xdHeiS4v67Dx1sbRsYIAL7jO7MaxkZMTpgcZCdzlltn52q3/ZJADw9Pzo0vcZcyaVjJwC3hwdWrX3JYSoVeyqs7jUsTWW29flZ8HZPeBcbvZhwC3MejCC/44J5amBrVky5RZ6tb6BS9lmJVUsSzsLP/8V/tMcZvaH+IrNYJ9M6Myd4U1p06guD98SyL/cF1sOjzu+FsLvM+/MpBxgyGuXDSMzt6A0CZRYfeB8Vd6REKIWsuoTgVJqGDAdcABmaa3fKnd+IvAOxp7GAB9rrWdZMybA6Aguz9WTpDu+wnPj6zhlnjM6prr/FVcHB+7pWnExuhui3R3Gzkkl39wdXIwNN/Z8bxwn7Ib598Kz+1kUfZ7Fu8/gW8+FqQOD+GBcmWW0F2dXvLd/N3hmr7F9n5s3nNpsTKoJvxdcPfl++2neX3OE7LxC7uvR3GIhPUAmywlhR6yWCJRSDsAMYAgQD0QqpZZorQ+Uq/qD1nqKteKoVMsBxhCzuG0A6Dq+vJLQnW/XFKDUP7kzvBn/u7UjDlXZuP561GkIj/wOOz43Vk7s8hD8Wm7XzozzrN28meeWZ5YWbT2ezPrnBxg7o2UmGaMkYhaYm7Yah0KL3sZOTA1aG81g+VnGuZ2zOTx6Of/8Oab0fp+tP8Fj/Voyf0ccqdn5NPV05eU7ZClfIeyFNZ8IugHHtNYnAJRS84FRQPlEUP1MDjBxmdFGn5PGqoLOfPujse+p1vDz7jMM7dCYYSGNrR9Lw9Zw2zvm42ZdjCeBEm7eLDrhDJgTwdnUHHYeOUXPHVPh5EZw9YL+L0BeJnG5dfgopTv5C/cyqXcgoXu/MScBgMSD7Nq5vUIYuflFbP/nIOJSsghsWAdHmYwmhN2wZiJoBsSVOY4HuldSb4xSqi9wBHhWax1XvoJSajIwGaB58+trpskvLGLZ3gROJWcxpH0jOjQtHpHj4GTsXQwcLV5VtKyTyZkVyqrFwGnG3qqHV0D9ALjjfRof8ALMncNKQbNDs40kAEbT0vq3OfFAJMM+309eYSqQysp959gRofAo9xJdGjujVA5lRw5HBNTH1cmBoEblawshbnbW/NpXWbtK+UkLS4EArXUYsAaYXdmNtNYztdYRWusIHx+f6wpiyve7ePaHPXyw5igjP97MH4cvVKgzKLiRRTOQo0kxqJ3vdb3ODeNWH8bPg5eS4OloaDWAx/u3pE0joyPbwaSYOqA1zdN3Wl5XkMOOnTvJKzO8NTu/kJVudxh9BCX8u9OmywDeuiuUxvVcqefqyJQBrbkjrGl1vDshRA1kzSeCeMC/zLEfkFC2gtY6uczhF8B/b2QAp5OzWLXfPPqlsEjz1aZYBrS1/JBv37Qesx6IYNamEygUj/ZtSVAjD/IKili1/xwpmXkMC2lMo3qVdDJbS5lZwL4erqx6pi/7E9JoWNeFxp6usGkQxG4w16/ji0OTUOCwxW3cGwfBlEhjNUa3+tD2djCZuKdrc+t1ggshahVrJoJIIEgpFYgxKmgccG/ZCkqpJlrrkp3gRwIHb2QApkqed0xK8cGaIyzbe5ZmXm7837C2dGjqSRMvVwIa1EEpY2cyrTX3fbmdHbHGmj3/W32Yn5/oRWtf2zSdKKUIaVZmolmvqZCbDvt/NlZg7PMcI/JOsbC5BztOpwPQr40Pt3ZoBA4m2b5PCHFZVksEWusCpdQUYBXG8NGvtNb7lVKvA1Fa6yXAU0qpkUABkAJMvJEx+NV3587wpiyONh5EnBwUfvXd+GCN0Sdw7EIGB86mMf/RHtz1yRay8oxVDBfvTuC/Y0JLkwBAek4Bs7ec4t93htzIEKvO5GCstTLoJWNexPd345qfxQIHZ/YO/xxT60GWiUMIIS7DqvMItNbLgeXlyl4u8/uLwIvWjOG9u8O5LbQJp1OyGNjOl5d+2WdxPjE9l6+3nCxNAgAZuQVsOZ5c/lalW13WOKtfMo8MKswjLOqf0PeGPlwJIW5iN/0SEyaT4tYO5mGgbRp5sPmY+UPe2dFEy4buFa7r5O/FnvhL7DuTBoCrk4n7eti2Tf1CWg7/WryPHbEpdGruxZujQ2nm5Qbp5ywrZiYam3PIaqNCiGtgd4PFpw4MolvxPsMeLo68MSqE8d1a0NHfq7RO5+Ze3NGxKT9M7skbd4bwtyFtWPF0X/PQUxt58acYfjtwntTsfNYdTuRvP0QbJ8LusaiX3fZOPvjjBG+tOMTxxAwbRCqEqE3s7iujdx1nJt0SiIebIy283enfzgc3ZwcWPdaTr7fEYlKKiT0DcHQ0cuR9PWrOhtflm6u2x6ZQUFBEVNCzNCmsT/P03eQ26sTQrWGc3m30g3y39SS/PtWHAFkyQghxGXaXCJbtTWDK9+aZuxuPJrH4id7cO2sbe+KNhdt+jTnLvEd71LhlmMP8PNlepgO7fdN63D1zK7tOXwJCiGjRhzGt/Didbl4+IjOvkB93xfP3W9vaIGIhRG1gd01DP+6Mtzg+eiGDT9cfK00CALtPX2J5zNnyl9rcf+4KJbR4JFC7xh4M69CoOAkYok5d5NDZtArXuTnXrIQmhKhZ7O6JwMfDxeJYKSgorDgaKCUzr0KZrbX0qcvSqbeQk1+Iq5MDn60/XqFOE083Ovp7sSfOSBB+9d24J8K/Qj0hhChhd4ngif6tWX8kkfNpxraOj/ZpyYQeLfh226nSIaR1XRy5LbSJLcO8opImq9tDm/Dh70dL467j7MAdHZvwcJ9A/jh0gZyCIgYH++LubHd/zEKI62CXexbn5BcSeTKFJp5utPY11vA5dC6NOdtOYVKK+3u0qDWLrx1ISOO7bSdJysjFycFEa18PHujZgoZ1Xa5+sRDCblxpz2K7TAQ3m20nkpkwazuFxRPeWjasw6pn++IkS0kLIYpdKRHIJ8VNYEFUXGkSADiRlMn2EylXuEIIIcwkEdwE6rk6VSjzdKtYJoQQlZFEcBN4+JZAi9FQt4U2JtRPFpwTQlwbGU5SLP5iFgui4lHAPV39aerlZuuQrpm/tzvrnuvPhiOJNKjrQrdA76tfJIQQxSQRAOfTchjx0SYuZuUDMGfbKVY927dWjbyp4+LI8Bo85FUIUXNJ0xCwJDqhNAkAJGfmsWxPwhWuEEKIm4ckAsC1kiUYZFkGIYS9kEQAjApvSksf8+qcQb51ZTN3IYTdkD4CjOGXy5/qw28HzqMUDA5uVONWHhVCCGux6hOBUmqYUuqwUuqYUuqFK9T7i1JKK6UqnfVWHVydHBjRsSl3hDWVJCCEsCtWSwRKKQdgBjAcaA+MV0q1r6SeB/AUsN1asQghhLg8az4RdAOOaa1PaK3zgPnAqErq/Rt4G8ixYiyiNqhl614JcbO4pkSglHJXSr2klPqi+DhIKXXHVS5rBsSVOY4vLit7306Av9Z62VVef7JSKkopFZWYmHgtIYvaJDMZ5t4Nr9WHj7vBaXk4FKI6XesTwddALtCz+DgeeOMq16hKykq/8rjH7JkAACAASURBVCmlTMD7wN+v9uJa65la6witdYSPj8+1RSxqj99ehqOrAA1Jh2HhRCgssHVUQtiNa00ErbTWbwP5AFrrbCr/oC8rHii7NZYfUHaWlgcQAqxTSp0EegBLbNlhLGwkPtLyOD0B0s7YJhYh7NC1JoI8pZQbxd/olVKtMJ4QriQSCFJKBSqlnIFxwJKSk1rrVK11Q611gNY6ANgGjNRay2YD9qZFT8tjz+bg6WebWISwQ9c6j+BVYCXgr5SaC/QGHrrSBVrrAqXUFGAV4AB8pbXer5R6HYjSWi+50vXCjgx+DXJS4chq8GkDt78HJhnCK0R1ueYdypRSDTCabxSwTWudZM3ALkd2KBNCiOv3p3coU0r9rrVO1lr/qrVeprVOUkr9fmPDFEIIYQtXbBpSSrkC7kBDpVR9zB3E9QBZjEcIIW4CV+sjeAx4BuNDfyfmRJCGMWtYCCFELXfFRKC1ng5MV0pN1Vp/VE0xCSGEqEbXNGpIa/2RUioEY80g1zLl31orMCGEENXjmhKBUuoVoD9GIliOsZDcJkASgbBbCyLjmLXpBCaleGJAa0Z2lG4zUTtd64SyvwCDgHNa64eAjkDt2dBX1Fz7foJPesGHnWH7TFtHc80iT6bwfz/u5cj5DA6dS+fp+bs5kJBm67CEqJJrnVCWo7UuUkoVKKXqAReAllaMS9iDxMPw48Ogi4zjFc9Dg5ZQrxnsnA0OjhDxMHgH2jbOSmw8Yrn4odaw+VgS7ZvWs1FEQlTdVROBUkoBe5VSXsAXGKOHMoAdVo5N3OxiN5iTQIkDv0DMj5CfaRzvngtP7oC6NWuxweAmFT/wKysToja4atOQNqYeh2utL2mtPwOGAA8WNxEJcf20hpRY8GlX8VxOqjkJAGSnwMGatxrJ0A6NeaBnC5wcFM6OJh7v6MgtCV/ByU22Dk2I63atTUPblFJdtdaRWuuT1gxI3OQSj8D88ZB8DNy8IfRuOLQMCvOh8wPQMMh4KijL1dM2sV6ByaR4fVQI/xjWDtPmD3Db8G84XHxy6H+g5xM2jU+I63GtncUDgK1KqeNKqb1KqRil1F5rBiZuUqv+aSQBML7tx66Hvx+BgdMg5ThcOGQkgxJ+XSF4hG1ivQZ1nB1w2z7dsnDz9MorC1FDXesTwXCrRiHsR9Jhy+OM87DpXdj0vrnMryuM/8HoLG45oPatRKqutlWHEDXLNT0RaK1PVfZj7eDETahNue8UzSKM5afLio+ExiHQenDNTwJKQe+nLct6P2ObWISoomt9IhDixhjyGjg4wfG10KiDsRfBsmfhwn5zHWcPcKtvuxivV9/nwC8C4qOgRe+KG+0IUcNJIhDVy8kN+vzd+KafdBSOrYHBr8DZPZBxDhycYegb4FzH1pFen5b9jR8haiFJBKL6zb8XTm81fj+8HG59E56JMZKBdyDUaWjb+OxNYQEcWAwpJ6DtcGgcauuIRDW71lFDVaKUGqaUOqyUOqaUeqGS848Xj0CKVkptUkq1t2Y8oga4dNqcBErELABHZ/DvWjEJZFww5hbUJOnnIC+rYnn53f4KC+Dob3BoORRcbYtvG/rxYePnjzfh835GzMKuWO2JQCnlgLFnwRAgHohUSi3RWh8oU+374klqKKVGAu8Bw6wVk6gBXL3A0Q0KskuLCus25u0VB1l78AJBjery4vBg/D1MxofToWVGc1Hvp40hpraUlQI/3A+nNhn9GEPfgC4TjbkRix+HMzuheU8Y/Rl4NIGvhxtlAA3bwiO/1bw5EZdOG08DJXQhbJ0BQUNsF5OodtZ8IugGHNNan9Ba5wHzgVFlK2ity67SVQe4tg2URe3lWg8GvQyqeDSQewO+cZnA5+tPcPRCBstjzvHI7CjYNdtIAgCFebDhHUjYbbu4ATa+ayQBgLx0+PU544nl58fMH/int8KSqXBwqbkMjGGze+ZXf8xXVclQV2XVhgJRA1nzT7wZEFfmOL64zIJS6kml1HHgbeCpym6klJqslIpSSkUlJiZWVkXUVIlH4NjvkG9+AqDnE/DMXnhgCTyzj/mnvSwuOXw+nYz4fZXcq9wchMMrYPU02L+4YrOMNVw4YHlclG90eCfssiyPj6q8OaumNXEBePlD6FjzsckJek2xXTzCJqyZCCqbVVPhX6vWeobWuhXwD6DSZ3+t9UytdYTWOsLHp2YtPiau4LeXYUZXmHMXTA+HpGPmc55+0LIfOLsT1KiuxWVe7k44B99meS9HVwjsZz7e+C7MGwdbPoKFD8KaV633PkoEDbU8ruMDzbqAf3fL8uY9of0ocG9gLnOuyxn/EczecpI/Dl+gqKgGPfyO/hzumQNDXoe/boFWA20dkahm1hw1FA/4lzn2AxKuUH8+8KkV4xHV6VIcbP7QfJxxzvjwHv0pp5IzKSzStPQxEsCLw4M5fiGTw+fT8XJ34q27wnBu3xhGTIeor8ClHvT7P6jXxHy/7Z9bvt6OmTDoFTBZ8btNt8mQmw77FpHu0phDHZ4hFCdcR38GS54qnkfQC0Z+ZCw+F3QrZF8E75ZE+97J3V+eJK/QWG11bBc/3hnb0XqxXg+TQ41exkNYnzUTQSQQpJQKBM4A44B7y1ZQSgVprY8WH94OHEXcHLKSKP8AqDMuMPX7XSzbexaAQe18+fS+Lvh7u7Pq2b7EX8yiYV0XXJ0cOHwunYVnu+HeshcTujenUT1Xy/s7lNsXycHZ+ks7mEzQ73leTB7KvB1xcCyLRn/8wcLHetF84jJzvfVvGyNwSvScwvQ9qjQJACzaFc+zQ9rQ1MvNujELcQ2s9vVJa10ATAFWAQeBBVrr/Uqp14tHCAFMUUrtV0pFA38DHrRWPKKaNe4IvpajgWMaDi9NAgC/H7rA0j0JcPEUrH0Tv93v45qZwOFz6YyasYlZm2L58PejjJ6xmczcAnaeSuGR2ZHcN2s7Ma0fw6L1sd//VcsaP0fPpxtJoNj5tFxmbjxuWWlHuZ3WIr8kv9By3wWtoaCwBjUPCbtm1QllWuvlGHscly17uczvT1e4SNwcTCajM3jrR8YQxQ53EZkSClh2uJ4+ex7WjDGaUACivuTHNgvJyTd/cCak5vDTrnjeXH6wtHzz8UCWjf2VDgUHoFlno62+GqRk5lVedm4fnIky+gec3C0rOLkxsVcAW44nU9I1MDi4Ec0buFe4lxC2IDOLhfXU9WFf+78DENLMk8HJmfx35SHyCowPcweTYqhDlDkJAGQlU+fSYcByvP3xxAyL5KA1/JxQnw53PGr1t1FWlxb1admwDieSzJvnjPXYD59NLT5Sxr4Ku76ltGms/4sMbt+Yn5/ozeoD52jRoA53hlcYQCeEzUgiEFaRW1DIpG8i2XwsGYBbWjfkq4ld+W5SN77YGEthUREP9Q6kferZCteODypkwTk3zlwyhpx2C/RmcHAjvtliueBti4bVvx6Ro4OJ+Y/14KtNJ7mQlsOoTs3ot7jsqCENJ/6AJ7cbcwqaRRgrqQId/b3o6O9V+Y1tKS/T6JRPOQHt7oDWg2wdkahmkgiEVSyPOVuaBAA2HUtiecxZwv29aNfYAxdHE+0ae0DzsbD9M0g6YlT0CcY3YjS/dXXlj0OJpGbnsfdMKj/tPsPgYF9+P3QBraFvGx/GdvGzyXvz9XDlheHF22xqbTlHAozlJ3zaGj+1wbxxxv7RYCSEMV9C6F9sG5OoVpIIhFWcS624ts6hs2m8tHgf6bkFAMzdfprVf+tLvcc2wOEVrD6YyFvHW+D86S7+NqQNPVp6M/Dd9aRm5wPg5KCYPbEb/g3cCbTB00CllIKISbD1Y3NZt+ptrvpTko+bk0CJnd9IIrAzMpdcWMWwkMa4OJr/erk4msjKLyxNAgDn0nJYte8cOLnxa1FPJu/048SlQg6dS+eJubtYuDO+NAkA5BdqtpxIrjlJoMStb8BdX0C3x2DsbOhfYX3Fmsu5TsUlJVw8bBOLsBl5IhBWEdiwDvMn9+CbLScBmNgrgG0nUirUc3M21hzafDzJorygSJOYXvGpomFd5xsf7PU4fwBWvWgsLdF2uJEEnNwg7G7jp7bxaAzdH4dtnxjHznWN/SKEXZFEIKymU/P6dGpu3mmsubc7c7efIv6i0aberrEHp5Mz+XTdcZp7VxxKeVfnZsQmZbL20AUA2jepxz1d/SvUqzZFRUZ7+qXiTuvIWcZQ0Z5Pwor/M88sHvZfqNPgyveypbxMWPY3OLgE6gfCbe9AyBijs7jVQNkPwg4pXR2Ldd1AEREROioqytZhiCrKzC1gzcHzFBQW8fbKw5wv/tbfoI4TvVo3ZEXMOdycHHh6cBCP9GkJwJ64S+TkF9I1wBuTyYYbwycdg4/LzVdoFAru3hC73lzW7g4YN7d6Y7seq1+CLWWW/3BvAM8eACfXy18jaj2l1E6tdURl5+SJQFSrOi6OjApvxpxtp0qTAEByZj6hzTx5e0xHHB0UTg7mdusaM+TS08/YS7nsvIfGIbBnnmW9439Ub1zXq/zGQFnJxqitJmG2iUfYnHQWC5twcqj4zd7RZMLN2cEiCdQoTq4weqax6QxA814w+DXw7WBZr3jeQI3l183y2NULigqMPRRq4lLZwurkiUDYxG2hTfhs/Qlii2foNvNyo32TeqTl5FPP1cnG0V1Bm1vh2f3GKqRuxU8qd86ARZOMNvaGbY1VU2uyAS9CeoLxwV8/AJqEwxcDjHOunsbSIE3DbRqiqF7SRyBsJjO3gOUxZzmXms28yDgSLuXg5uTAm6NDuKuzbSaLXZPk43B+v9ExXNKxqrWxlWVN7iQGTiRmUNfFEd+S1VwzLsC77YwtKktcqY8j6Rhs/sBoHut0nzFyStQK0kcgaqQ6Lo6MjfDn0W+jSLiUA0B2fiGvLNnP8JAmpUNLa5Rtn8HKFwBt7L08fh60GgBKke3kRU1dVDojt4CHv4lke2wKJgUTewXy8oj2kJNmmQTAsg+krNwM+HoYZBbvEnhoGdy/2Hj/olaroY2xwp6cTs6yOE7PKSAlq+IqnzaXnwNr36B0MbmCbPjjTQ6dS2PYBxsIfnklIz7axInEDJuGWZk5206xPdaYx1Gk4avNseyNvwQNWxsrppbV6T7jv4eWwwdh8G9fWPwkHF1tTgIlYhZVQ/TC2uSJQNjc0JDGHD6fXnoc5udJs5q4YUthLuSV+5DPSuG5hXs4dM6IP+ZMKi/8FMOCx3pWcgPbOVUu2QKcTEwj7OIaaNEbGnUw5hcEj4B2txvNXIsmGckOIHoOOFYyma9eUytHLqqDJAJhc08NbI2Lo4m1hy4Q5FuXZ4e0sXVIlXP1NPYiPrC4tKgo/D72LU+zqBYTX/NG3gzt0Ih5O06XHtd1caTPwdfhyEKjQDnAvQsgaLBxfC7GnARKpJ6BLhONtYjA2Hio++NWj11YnyQCYXOODiaeHNCaJwe0tnUoVzf6c2MTnPP7oNUgTB3vofvBraXNLgC9WtW8DuP+bX35cHwnvt9+inquTkyJqEv9BQvNFXQhbJthJIKsFPAONGZN55d5kmje3Vh+oudUox+hWRfr7hEtqo2MGhLiTzpzKZtpP8cQHXeJrgHevDE6BF+PGj5L99Jp+CDUsqzVIGPC3L4fwcHJaCI6FwNpZyFsLAx/p/LmIVEr2GzUkFJqGDAdcABmaa3fKnf+b8AjQAGQCEzSWp+qcCMharBmXm58/VC3q1esSbyaQ8hfYF9xZ6/Jydg/oWTxucI82P8zPLwG/LvaLk5RLaz2XKeUcgBmAMOB9sB4pVT7ctV2AxFa6zBgEfC2teIRQpRz10xjgbzgUXDPd8ZciPIuHKhYJm461mzg6wYc01qf0FrnAfOBUWUraK3/0FqXNEJuA2rwLCIhbjJ75hlzIg7+Yqyqqossz5ucoGV/W0Qmqpk1E0EzIK7McXxx2eU8DKyo7IRSarJSKkopFZWYmFhZFSHE9frj/1E6JwKM0VAjPjRWVPXvDuPnQ/0WNgtPVB9r9hFUtl5wpT3TSqn7gAigX2XntdYzgZlgdBbfqACFsGt5mRWPuzxo/Ai7Ys0ngnig7C4ifkBC+UpKqcHAv4CRWuuKW1IJUUNtOZbEa0v3893Wk+TkFy/TsOcH+Po2mDce4ncCsPV4MuNnbmPER5ssxvLbXNdHrnws7IY1nwgigSClVCBwBhgH3Fu2glKqE/A5MExrfcGKsQhxQ/0SfYan50eXHq8/ksisXpfg58nmSrEbuTApkolfR5NbYLS/v/hTDL4eLgwKblTdIVc0cBr4BsOJ9ZBx3th+c8986DjO1pGJama1JwKtdQEwBVgFHAQWaK33K6VeV0qNLK72DlAXWKiUilZKLbFWPELcSHO2WY5yXnPwApl7FltWyktn845tpUmgxO+Hash3HqUg9C9wPgaOroLDv8LPj0HUV7aOTFQzq84j0FovB5aXK3u5zO+Drfn6QliLq5PlyqgOJmXMxi0nqHlT2JJkWeZb16qxXZfEI5Cw27Js7wKImGSbeIRNyPxwIargyQHG+kglRndqxnrPUeT69TYKlAP0mkpIeHemDmyNc/Gua4ODGzG+W3NbhFw59wbGMNGy6taAZitRrWSJCSGq6GxqNhuPJHEyOZPP1h+nSIOjSfHFHd4MCGsJdX1L66Zm55ObX2jeEKYm2fAOrH0T0FDHBx5cavQdiJvKlZaYkEQgxJ8U8cYakjLMA94CGriz7vlatllLSixcPAnNe4BTDVwCXPxpskOZEFaitSYtJ9+i7FJ2/mVq12DegZX2cQj7cFMkgvz8fOLj48nJybF1KKKYq6srfn5+ODnV4I3obwClFPdE+PNdmVFE47rWoD4AIa7BTZEI4uPj8fDwICAgAKUqm9AsqpPWmuTkZOLj4wkMvPm/Zb4yoj1tG3sQHXeJbgHe/KWLLJklapebIhHk5ORIEqhBlFI0aNAAe1kXytHBxH09WnBfD1mXR9RON83wUUkCNYv8eQhRe9w0iUAIWzp2IZ2FUXHEJmVevbIQNcxN0TRU27z66qvUrVuX5557rtLzixcvpk2bNrRvX34fH1ETzd1+immL96E1mBS8d3c4d3a60orrQtQs8kRQAy1evJgDB2RnqNrivdVHSjf3KtLw7m+HbRuQENdJEkE1efPNN2nbti2DBw/m8GHjg+KLL76ga9eudOzYkTFjxpCVlcWWLVtYsmQJzz//POHh4Rw/fpzjx48zbNgwunTpQp8+fTh06JCN340oobUmM6/Aoiwzt9BG0QhRNZIIqsHOnTuZP38+u3fv5qeffiIyMhKAu+66i8jISPbs2UNwcDBffvklvXr1YuTIkbzzzjtER0fTqlUrJk+ezEcffcTOnTv53//+xxNPPGHjdyRKKKW4t5vlaKH7uss8AlG7SB9BNdi4cSOjR4/G3d0dgJEjjVW49+3bx7Rp07h06RIZGRkMHTq0wrUZGRls2bKFsWPHlpbl5sr+PTXJtNuDCW5SPI8g0JuRHZvaOiQhroskgmpS2XDKiRMnsnjxYjp27Mg333zDunXrKtQpKirCy8uL6OjoCudEzWAyKcZG+DM2wv/qlYWogaRpqBr07duXn3/+mezsbNLT01m6dCkA6enpNGnShPz8fObOnVta38PDg/T0dADq1atHYGAgCxcuBIw26T179lT/mxBC3LQkEVSDzp07c8899xAeHs6YMWPo06cPAP/+97/p3r07Q4YMoV27dqX1x40bxzvvvEOnTp04fvw4c+fO5csvv6Rjx4506NCBX375xVZvxe4du5DBvV9so8u/f+PZH6IrLDgnRG1k1WWolVLDgOmAAzBLa/1WufN9gQ+AMGCc1nrR1e5Z2TLUBw8eJDhY1k+vaW7GP5ch763n6IWM0uN7Ivx5/c4OfLkplt2nL9E90JuJvQJwdJDvWKJmscky1EopB2AGMASIByKVUku01mUHyJ8GJgKVz6wSoga5kJ5jkQQAtpxIYtrP+1i4Mx6A3w6cJ/5iNq+O7GCLEIWoEmt+bekGHNNan9Ba5wHzgVFlK2itT2qt9wJFld1AiJqkQR0XmnlZbtoS0tSTxdFnLMp+2hVfnWEJ8adZMxE0A+LKHMcXl103pdRkpVSUUirKXla0FDWPg0nxwbhwWjQwhgF3DajPyyPa07Cui0U9Hw+Xyi4Xosay5vDRypafrFKHhNZ6JjATjD6CPxOUEH9G1wBv1j3Xn+z8QtydjX8+025vz7M/RJNXWISrk4l/3X5z9YuIm581E0E8UHZgtR+QYMXXE6JaKKVKkwDA7WFN6BbozYGzaYQ186R+HWcbRifE9bNmIogEgpRSgcAZYBxwrxVfTwib8fFwoZ+Hj63DEKJKrNZHoLUuAKYAq4CDwAKt9X6l1OtKqZEASqmuSql4YCzwuVJqv7XiKVFUpFm8+wwjPtpExBu/MeKjTSzefYaioj/X4jRp0iR8fX0JCQmxKI+OjqZHjx6Eh4cTERHBjh07/tTrVNV7771H+/btCQsLY9CgQZw6Zd5jd/bs2QQFBREUFMTs2bMByMrK4vbbb6ddu3Z06NCBF154obT+hg0b6Ny5M46OjixadNURv0KImk5rXat+unTposs7cOBAhbLKFBYW6UdnR+rgl1boFv9YVvrTbtoK/ejsSF1YWHRN96nM+vXr9c6dO3WHDh0syocMGaKXL1+utdb6119/1f369avya/wZa9eu1ZmZmVprrT/55BN99913a621Tk5O1oGBgTo5OVmnpKTowMBAnZKSojMzM/XatWu11lrn5ubqW265pfR9xMbG6j179uj7779fL1y48LKvea1/LkII6wOi9GU+V+1q1suSPQlsOpZEVp7lMsHZ+YVsPJrE0r1V78Lo27cv3t7eFcqVUqSlpQGQmppK06YVFyT75ptvuPPOOxkxYgSBgYF8/PHHvPfee3Tq1IkePXqQkpICVL5sdXp6OoGBgeTnGzNc09LSCAgIKD0uMWDAgNJF73r06EF8vDHEcdWqVQwZMgRvb2/q16/PkCFDWLlyJe7u7gwYMAAAZ2dnOnfuXHpNQEAAYWFhmEx29ddH1FBRJ1O4/8vtjJqxmfk7Tts6nFrJrv4lf7kptkISKJGdX8isjbE3/DU/+OADnn/+efz9/Xnuuef4z3/+U2m9ffv28f3337Njxw7+9a9/4e7uzu7du+nZsyfffvstUPmy1R4eHvTv359ff/0VgPnz5zNmzBicnJwuG9OXX37J8OHDAThz5gz+/uY+fT8/P86csRwXf+nSJZYuXcqgQYP+1P8LIW60pIxc7v9yBxuPJrEn7hIv/BTDbwfO2zqsWseuEsHZ1Ow/db4qPv30U95//33i4uJ4//33efjhhyutN2DAADw8PPDx8cHT05MRI0YAEBoaysmTJwEjWfTp04fQ0FDmzp3L/v1Gl8ojjzzC119/DcDXX3/NQw89dNl45syZQ1RUFM8//zxgNA2WV3al1IKCAsaPH89TTz1Fy5Ytr/9/gBBWtOV4Mtn5ll/ufj8oieB62VUiaOLp9qfOV8Xs2bO56667ABg7duxlO4tdXMyTkEwmU+mxyWSioMDYAWvixIl8/PHHxMTE8Morr5CTkwNA7969OXnyJOvXr6ewsLBCh3WJNWvW8Oabb7JkyZLS+/v5+REXZ573Fx8fb9F8NXnyZIKCgnjmmWeq+r9ACKtp5VOnkrK6NoikdrOrRPDwLYG4OTlUes7NyYFH+gTe8Nds2rQp69evB2Dt2rUEBQVV+V6XW7Ya4IEHHmD8+PGXfRrYvXs3jz32GEuWLMHX17e0fOjQoaxevZqLFy9y8eJFVq9eXbpBzrRp00hNTeWDDz6ocsxCWFOHpp5MHdgaJwfjKbZ/Wx/u69HiKleJ8uxqY5qRHZuyPOYsG48mWTxOujk50CeoISPCqr6z1Pjx41m3bh1JSUn4+fnx2muv8fDDD/PFF1/w9NNPU1BQgKurKzNnzqzya5QsW92iRQtCQ0NL9ywAmDBhAtOmTWP8+PGVXvv888+TkZFRutNZ8+bNWbJkCd7e3rz00kt07doVgJdffhlvb2/i4+N58803adeuHZ07dwZgypQpPPLII0RGRjJ69GguXrzI0qVLeeWVV0qbqYSobn+/tS0P3xJIdn6hVZ7q7YFVl6G2hj+7DHVRkWbp3gRmbYzlbGo2TTzdeKRPICPCmmIyVbYqRu2waNEifvnlF7777jtbh1LqZlyGWojayibLUNdUJpNiVHgzRoVXaf27Gmnq1KmsWLGC5cuX2zoUIUQtZHeJ4Gb00Ucf2ToEIUQtZledxUIIISqSRCCEnSks0hw6l0a67LcsiknTkBB25HhiBg99HcnplCzcnBx4c3QId3X2s3VYwsbkiUAIO/L2ykOcTskCjGVVXvllP9mXWXaltnhv9WFCX11F1zfXMGfbqatfICqwv0RQVAR7F8Dn/eCd1sZ/9y4wyqsoLi6OAQMGEBwcTIcOHZg+fXrpuVdffZVmzZoRHh5OeHi4zUb2zJ07l7CwMMLCwujVqxd79uwpPbdy5Uratm1L69ateeutt0rLJ0yYQNu2bQkJCWHSpEmlC9kdOnSInj174uLiwv/+979qfy+i6k4lZ1kcp+cWEHUqhYlf72DA/9bxnxUHyS+sPVuIr9x3lg/XHiM9p4DE9FymLd7H/oRUW4dlFdYc6m9fiaCoCH64D5Y+DWejITPR+O/Sp2HB/VVOBo6Ojrz77rscPHiQbdu2MWPGDA4cOFB6/tlnnyU6Opro6Ghuu+22G/VurktgYCDr169n7969vPTSS0yePBmAwsJCnnzySVasWMGBAweYN29eaewTJkzg0KFDxMTEkJ2dzaxZswDw9vbmww8/5LnnnrPJexFVd2uHxhbHHZrW44UfY1h3OJHYpEw+X3+CGX8cu6577juTyrwdpzl2IeNGhnpNdp66WKFsVyVltcWyvQk88NUOnp6/myPnjQmj3249Sed/+v2+ggAAEAxJREFU/0b7l1fxn+UHrZIQ7CsR7FsEJ/6AfMtvReRnwfG1sO/HKt22SZMmpbNvPTw8CA4OrrCC55WsW7eOfv36cffdd9OmTRteeOEF5s6dS7du3QgNDeX48eMALF26lO7du9OpUycGDx7M+fPnKSoqIigoiMTERACKiopo3bo1SUlJFq/Rq1cv6tevD1guQ71jxw5at25Ny5YtcXZ2Zty4cfzyyy8A3HbbbSilUErRrVu30mt8fX3p2rXrFVc4FdWrqEiz7vAFfog8TWJ6bmn5xcw8thxLIjXbeJp7amBrnh/alk7Nvbg7wo8Xb2vHmUuWiy2uO5x42dfZejyZeTtOly7QOGvjCe74aBMv/hTDre+v55foa/97fyN0aVG/QllW3v9v786Dq6qzBI5/z8tKgAiGADEEkkYQNBDsIjE02IO4JNIzMC1io6K2IVqKqCPW2DpO2UiVCmhb0AUqNNBjRRBtZWunB2yWiE2zhCYJYZNFEIIgGJSwdCAJZ/64l2fIQkJIchPf+VRRvrvk5fjy3j33/n73nVPOndM+59bfZbeooaJVO79h3Pxc1uw6xpK8rxk1az2bvjrOS0u2cfz0Of5ZWs7MNV+yNL/hO/4GViJYN6NqErig9Aysm37Fv2L//v3k5uZy0003+ddNnz6dvn37kpGRwXffVX+2kp+fz7Rp0ygoKCArK4tdu3axceNGMjMz/d8TGDRoEOvXryc3N5dRo0YxZcoUfD4fo0eP9tceWrFiBUlJSXTo0KHGGC+3DHVpaSlZWVmkp6fX70UxjW7svM38+o85/ObjAoa8kc2Ow8Us23qY1NdWct/sDQx4bSWf7TpGcJCPJ265lkVjBzLl7iT6xbWndejF9bd6dW5b7e94cVEB9/5hPS8sLGDw69ms/7KIaSt3+7efV5i2Yne1P9tY0hNjeOrWHrQNDya6bRhPDbmWyct2suNwMXuPnea/F29l7Z5va3+iZuCTLYcvWj5++hyLc6se9PMOft/gvzuwEkFxLWcrtW2vxalTpxgxYgRTp04lMjISgMcff5y9e/eSl5dHTEwMzz77bLU/m5ycTExMDGFhYXTv3p077rgDuLgMdWFhIWlpafTp04fXX3/dX98nIyPD37Ng7ty5lyxDvXr1aubMmcPkyZOB2stQA4wdO5af//zn3HzzzZfxapimsvNIMcu2HfEvnzxbxuzP9/Hyn7dztswZ7jxzrpxX/nd7lZ9tExbM5Lv70j7Cubr7add2jL+jJwAHj59hSd4hvio6zTfFJcyv0PTlbNl53vlsr//5L6ip30djGn97TwompJHz4m1EtQmjctfZNbtrvsLxwtGTJZSUVn2durSPqLJu0LVRVPo4khJftQHWlWrURCAi6SLyhYjsEZHnq9keJiIfuNs3iEh8Y8ZDZC1lJWrbfgmlpaWMGDGC+++/3192GqBTp04EBQXh8/l45JFHrqgM9ZNPPsm4ceMoKChg5syZ/jLUcXFxdOrUiVWrVrFhwwb/2X5lW7ZsITMzkyVLlhAVFQXUXob65Zdf5tixY7z55pv1eVlME6jurp+S0vKLhogAjpwoYc2uY4yatY4Rb/+dT9yOfEld2vEvPaLpExtJemJnOrQO48/5XzP4jWyeXpDHLW9ks2hzIZXPGc6Wnue+lK4XrXvwZ41b+XPP0ZNMXraTGav3UHTK+f87fvocb2XvYdL/7aRNWNU74q+PiWzUmOrq+Olz3DNzHSmvrCT5lRX8aZPzuTtQdIbfffoFpWXnuc69GhOBjIEJpCfGMGVEX2LbtSKqdSjP3NaTO/vENHhsjfY9AhEJAmYAtwOFQI6ILFXViqclY4DvVPVaERkFTAZ+1VgxMeAJZ2K4uuGhkAgYMK5eT6uqjBkzht69ezN+/PiLth0+fJiYGOcPt2jRohp7BdTFiRMniI11ktWFJvMXZGZmMnr0aB544AGCgqqW2j5w4AB33XUXWVlZ9OzZ078+OTmZ3bt3s2/fPmJjY1mwYAHz588HYPbs2SxfvpyVK1daW8pmrF9cO5Li2pHvDhkE+YTRqd0IDfaxKPeHq9whvToy5t0cSsudI/rmA9/RqW0Yzy8sYO+x0wAUHHLaqr63/gDl7qn1eYU5a/dzy3XRrHbnD0TgwQHdSLuhM0lxV5F/8ASpP4kiPfHiyeiG9MWRkwyf8TdKSp2rkA9yDrJ03EDuemst+927ocKCfdybEsei3EOUlSv3JMddUVXhhvT7lbvZuM9pO3uypIwXF2/l+msiGTVrPSdLnJO9Dm1CWfBIKnFREcS2cyqpjuwfx8j+cTU+b0NozC+UpQB7VPVLABFZAAwHKiaC4cAE9/FHwHQREW2s+6QS74Zti6tOGIdEQPchkDiiXk+7du1asrKy6NOnD/369QPg1VdfZejQoTz33HPk5eUhIsTHxzNz5sx6hz9hwgRGjhxJbGwsqamp7Nv3Q2vNYcOG8fDDD9c4LDRx4kSKiooYO3Ys4NzptGnTJoKDg5k+fTppaWmUl5eTkZHBDTfcAMBjjz1Gt27dGDBgAOC0ynzppZc4cuQI/fv3p7i4GJ/Px9SpU9m+fbt/OMw0LRFhXuZNfJhzkG9OlvBvfa8hMfYqbuzajoQOrck7+D0pCVcTGuRjcd4PY86q8NHmQ/4kcMGyrUf8k8sXFP+zlLfv/ykfbT7E/m9Pk5bYmWR3iOKXN3bhlzc2/pfSPsg56E8CAAeOn+Gdz/b6kwA4Q1ZhwUHkvXQH5eeV1tVcIXhl99GTFy2fKzvPvPVf+ZMAwLenzrH321Okdo9q0tga81WKBQ5WWC4EbqppH1UtE5ETQBRw0eyOiDwKPApOHf168/ngV+85dwetm+7MCUTGOlcCiSOc7fUwaNCgGm/pqktZ6MGDBzN48GD/cnZ2drXbhg8fzvDhw6t9jvz8fJKSkujVq1e122fPnu2//bOyoUOHVntb64Uhqco6d+7sv4PINA9twoLJGHRxY6XwkCCeuvWHRkh/21110jTxmkgWB/suGuuPj2pNSkIU73y217/u3pSuhIcGe9r0pVVo1c9n2/Cqh7BWoUGE19CAykuDe3Zk7Z4i/3J02zC6Xl11XiAitOljb8xEUF1x/8pHy7rsg6rOAmaB04/giqLy+aDvSOffj8SkSZN4++23q3QtM6aigddG8eCAbszbcIDzqgztE8OolK74fMJEd2L5J9Gteeb2nsS2a0X36Nbk7D/OjV3bc08jD03UxejUbvxpUyFH3bmPlPirefTm7qzZ9S0b3CGX6LZhzbZDWcagBE6dLeOTLV8T2z6C36RfR2y7Vryfc9D/Rb/eMZHcmdjwcwC1abTGNCIyAJigqmnu8gsAqvpahX2Wu/usE5Fg4AgQfamhoSttTGOajv1dmqeiU2cpP690jAz3rztxppQjxSX06NimWTdoKi4pZcX2b2gbHsIt10UTHOSjrPw82V8co7iklFt7d+KqVi3r+y1nzpWxYsdRQnzCkN4dCQtunCsCrxrT5AA9RCQBOASMAu6rtM9S4CFgHXA3sKq+8wOqWuW2R+Odltb5LpBEtQmrsu6qiBCuimj+B9DI8JAqRfKCg3zcdn0njyK6chGhwQxL8nZCu9FuBVHVMmAcsBzYAXyoqttEZKKIDHN3mwNEicgeYDxQ5RbTuggPD6eoqMgOPs2EqlJUVER4eHjtOxtjPPej6FlcWlpKYWGh/756473w8HC6dOliZSiMaSZ+9D2LQ0JCSEhIqH1HY4wxVdi3hIwxJsBZIjDGmABnicAYYwJci5ssFpFjQGMWGe9ApW82tzAWv3dacuxg8XutsePvpqrR1W1ocYmgsYnIpppm1lsCi987LTl2sPi95mX8NjRkjDEBzhKBMcYEOEsEVc3yOoArZPF7pyXHDha/1zyL3+YIjDEmwNkVgTHGBDhLBMYYE+AsEbhEJF1EvhCRPSJSryqoXhGROBFZLSI7RGSbiDztdUz1ISJBIpIrIp94HcvlEpFn3Nd+q4i8LyLNuvSqiMwVkaMisrXS+ifdz8E2EZniVXy1qek9LyJXi8hfRWS3+9/2XsdamYiEi8hGEcl3Y3/ZXT/Pfe23un+fJqvYaIkA5wAEzADuBK4H7hWR672N6rKUAc+qam8gFXiihcV/wdM4JctbFBGJBZ4C+qtqIhCE03+jOfsfIL3iChG5BaePeF9VvQF4w4O46qqm9/zzwEpV7QGspJ6l7RvZWWCIqiYB/YB0EUkF5gG9gD5AKyCzqQKyROBIAfao6peqeg5YgPOBaBFU9bCqbnYfn8Q5mMZ6G9XlEZEuwC+A6hsrN3/BQCu3014E8HUt+3tKVdcAxyutfhyYpKpn3X2ONnlgdXSJ9/xw4F13t3eBf/cmwpqp45S7GOL+U1X9i7tNgY1AlxqfpIFZInDEAgcrLBfSwg6kF4hIPHAjsMHbSC7bVOA54HxtOzY3qnoI5+z5AHAYOKGqn3obVb30BG4WkQ0i8pmIJHsdUF1Ues93UtXD4CQLoKN3kdXMHQbNA44Cf1XVDRW2hQAPAMuaKh5LBI7qely2uPtqRaQN8DHwH6pa7HU8dSUi/wocVdV/eB1Lfbjj0MOBBOAaoLWIjPY2qnoJBtrjDLX8J/ChNPP+ry31Pa+q5araD+esP0VEEitsfgtYo6qfN1U8lggchUBcheUuNPNL+8rcs4iPgXmqutDreC7TQGCYiOzHGZYbIiLveRvSZbkN2Keqx1S1FFgI/MzjmOqjEFjojk5sxLk66+BxTDWq4T3/jYjEuNtjcM64my1V/R7Ixp2vEZHfAtE4rXubjCUCRw7QQ0QSRCQUZ6Jvqccx1Zl71jYH2KGqb3odz+VS1RdUtYuqxuO89qtUtSWdUR8AUkUkwv1b3EoLnPQGFgNDAESkJxBKM63meYn3/FLgIffxQ8CSpo6tNiISLSLt3MetcE4kdopIJpAG3KuqTTpE+qNoVXmlVLVMRMYBy3Hu+Jirqts8DutyDMQZUyxwxx0B/ktV/+JhTAFDVTeIyEfAZpy7WXJp5uUOROR9YDDQQUQKgd8Cc4G57i2l54CHtPmWHqj2PQ9MwhnSGoOToEd6FN+lxADvuncr+oAPVfUTESnDKbG/zh2RW6iqE5siICsxYYwxAc6GhowxJsBZIjDGmABnicAYYwKcJQJjjAlwlgiMMSbAWSIwxpgAZ4nAGGMCnCUCY+pBROLdWvh/cGvKfyoirUQkWUS2iMg6EXm9cr1/Y5ojSwTG1F8PYIZbu/97YATwR+AxVR0AlHsZnDF1ZYnAmPrbp6oXyhv8A4gH2qrq39118z2JypjLZInAmPo7W+FxOU7VSGNaHEsExjSc74CTbttBaP7tKo0BLBEY09DGALNEZB1Ow6MTHsdjTK2s+qgxDUhE2lzoRysizwMxqvq0x2EZc0nWj8CYhvULEXkB57P1FfBrb8MxpnZ2RWCMMQHO5giMMSbAWSIwxpgAZ4nAGGMCnCUCY4wJcJYIjDEmwP0/wJTZ9sLHZ6cAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 720x480 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -1920,8 +2461,12 @@
     }
    ],
    "source": [
-    "sns.swarmplot(data=kk.query('rate_err < 1'), x='ng', y='rate',  hue='date', size=5)\n",
-    "plt.title('96 wells')\n",
+    "plt.figure(dpi=120)\n",
+    "sns.swarmplot(data=(d := kkc.query('ng == 0 and rate > .4')), x='date', y='rate',  hue=None, size=5, dodge=False, alpha=.9)\n",
+    "sns.boxplot(data=d, x='date', y='rate',  hue=None, dodge=True, boxprops={'alpha': .3}, orient=30)\n",
+    "plt.title('96 wells vs chip growth rates')\n",
+    "plt.ylabel('growth rate /h')\n",
+    "plt.xlabel('replicate')\n",
     "plt.show()"
    ]
   },
@@ -2025,12 +2570,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 176,
+   "execution_count": 434,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2049,12 +2594,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 177,
+   "execution_count": 435,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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uPHEMvbLSOzNmuCZf1KB9YSgxRKT99rPJ7I5zw6xxHDywF++u2c7U4f04Y9JgPiqr5NEFpfV9jhqZl7zfLD7+OsgfA6vnQMEn4DBNC4l0VzrpXCuUV9Vy89NLmfPhFg4p6M3VMw+iX25mKFlERFpDJ53rIDmZaVw3a1zYMUREOpTWCEREkpwKgYhIklMhEBFJcioEIiJJToVARCTJqRCIiCQ5FQIRkSSnQiAikuRUCEREkpy+WdxKTy78iDnLtzBhcG8+O6mA1JTGLsQmItJ9qBC0wm0vLOPmp5fWt98tLePG08eHmEhEpP00NdQKf567Kq791zfWUF0b2UdvEZHuQYWgFXpkxJ9yOis9RVNDItLtqRC0wrdPGB33xn/F8aNVCESk29MaQSuccsggxg/qzesrtjKhoDcHD+wVdiQRkXZTIWilorwcivJywo4hItJhNDUkIpLkVAhERJKcCoGISJLTGoE07+0HYfkL0H88TLkY0rPCTiQiHUiFQJr20i3w/I3Rxl9h3ZvwuXvDTCQiHUyFQJr21p/j24v/CZU7IKuJQ2fXvA5v3g+ZvWDq16DP0MRmFJF2USGQpvXoC9tW7G1n5EJFGax6DQZNhJ794/uvXQB/nAmR2qC96FG4fAFk9uy8zCLSKloslqYd9yNIy442DMbOgt9MhAfPhlvHByOEWO/8dW8RANi1AT74T6fFFZHWUyGQpo04Fr69CM76U/DJfvlLEKkJ9tVVwzM/Cm7XVkHF9mAE0VCPfp2XV0RaTVND0rycvGAkAFC+KX5f+WZYcC88cy1U7YARx0GfYXunk0bPhGHTOzWuiLSOCoG0zmGfh/l/2Nseexo8fiV4XdD+8DmY/j0YMjVYFyicGk5OEWmxhE4NmdkMM1tqZsvM7OpG9l9oZpvM7O3oz1cSmUfaqK4Gnvge3FQULBJPvgjGng4zfgbjTt9bBPbYuBhGHa8iINJNJGxEYGapwG3ACUAp8IaZzXb3xQ26/tXdL0tUDukAc2+H1+8Mbldsg+2r4crFkH0AVJZBRk+o3rm3/4jjwskpIm2SyKmhKcAyd18OYGYPAacBDQuBdHWrXotv15TD6jmw8pXgvyOOg53rgvWCQ8+B4i+Fk1NE2iSRhWAwsCamXQo0NldwhplNB94Hvu3uaxp2MLOLgYsBCgsLExBVmjR4Mrz/1N52amZw2okl0UNH1y4I1gq+8mw4+USkXRK5RtDYpbu8QftfQJG7HwI8C9zX2AO5+13uXuzuxfn5+R0cU5p1xOUw4SxISYOeg+Czd8GyBt8NeO/f4WQTkXZLZCEoBYbEtAuAdbEd3H2Lu1dFm3cDkxOYR9oqPRvOuBt+sAG+syRYIO47PL5Pn2HhZBORdktkIXgDGGVmw8wsAzgHmB3bwcwGxjRnAUsSmEfaKzVmJvGkW6BHXnA7uy+c/ItwMolIuyVsjcDda83sMuBpIBW4x91LzOwGYL67zwa+aWazgFpgK3BhovJIBxt6eHDk0OYPoN9InZpapBsz94bT9l1bcXGxz58/P+wYIiLdipktcPfixvbpm8XSdh88C6tfg4IpMGZG2GlEpI1UCKRtXv4lPHf93vYx18AxH/vyuIh0Azr7qLTNnNuabotIt6FCIG2TktZ0W0S6DRUCaZvp3226LSLdhj7GSdtM+SoMmhSca2jIlOBHRLolFQJpu4LJwY+IdGuaGhIRSXIqBCIiSU6FQEQkyakQiIgkORUCEZEkp0IgIpLkVAhERJKcCoGISJJTIRARSXIqBCIiSa5FhcDMepjZj8zs7mh7lJmdkthoIiLSGVo6IvgjUAUcHm2XAj9OSCIREelULS0EI9z950ANgLtXAJawVCIi0mlaWgiqzSwbcAAzG0EwQhARkW6upaehvg54ChhiZn8BjgQuSlQoERHpPC0qBO7+jJktAKYRTAl9y903JzSZiIh0ipYeNfScu29x93+7++PuvtnMnkt0OBERSbwmRwRmlgX0APLMrA97F4h7AYMSnE1ERDpBc1NDXwOuIHjTX8DeQrADuC2BuUREpJM0WQjc/dfAr83scnf/TSdlEhGRTtTSxeLfmNl4YCyQFbP9/kQFExGRztGiQmBm/wscQ1AIngBmAq8AKgQiIt1cS79QdibwKWC9u18EHApkJiyViIh0mpYWgkp3jwC1ZtYL2AgMT1wsERHpLM0WAjMz4F0zOwC4m+DooTeB11tw3xlmttTMlpnZ1U30O9PM3MyKW5FdREQ6QLNrBO7uZnaYu28H7jCzp4Be7v5uU/czs1SCQ0xPIDhb6RtmNtvdFzfo1xP4JjCvrb+EiIi0XUunhuaa2ScA3H1lc0UgagqwzN2Xu3s18BBwWiP9bgR+DlS2MIuIiHSglhaCY4E5Zvahmb1rZgvNrLliMBhYE9MujW6rZ2YTgSHu/nhTD2RmF5vZfDObv2nTphZGFhGRlmjp2UdntuGxG7tegdfvNEsBfgVc2NwDuftdwF0AxcXF3kx3kU739sa3eXfTu0zuP5lxeePCjiPSKi39QtmqNjx2KTAkpl0ArItp9wTGA/8N1qMZAMw2s1nuPr8NzycSivtK7uOW+bfUt3807UecNeasEBOJtE4iL17/BjDKzIaZWQZwDjB7z053L3P3PHcvcvciYC6gIiDdirtz17t3xW27e+HdIaURaZuEFQJ3rwUuA54GlgAPu3uJmd1gZrMS9bwina02UhvXrqmrCSmJSNu0dI2gTdz9CYJTUsRuu3YffY9JZBaRRDAzzh97ftyo4AtjvxBiIpHWS2ghEEkGl0+8nHH9xrFw80Im95/MUYOPCjuSSKuoEIh0gOMKj+O4wuPCjiHSJolcLBYRkW5AhUBEJMmpEIiIJDkVAhGRJKdCICKS5FQIRESSnAqBiEiSUyEQEUlyKgQiIklOhUBEJMmpEIiIJDkVApFWqonUsHjLYnZU7wg7ikiH0EnnRFrhg20fcOlzl7K+fD1ZqVlce/i1nDri1LBjibSLRgQirXDrm7eyvnw9AJV1lfx03k+prK1kW+U25qybQ1lVWcgJRVpPIwKRVijdWRrX3lmzk38v/zf/N+//qI5Uk52WzS+P+aWuSSDdikYEIq1wwtAT4tqH5h/KHe/eQXWkGoCK2gpueeOWxu4q0mVpRCDSCpcceglZaVm8XPoyIw8YySWHXsKJfzsxrs/G3RtDStc1uDuR8nJSc3PDjiItpBGBSCukpaRx+KDDmdx/MuPzxtM7szcnDTsprs/Jw08OKV34Kt55h+UzZvJ+8SdYccaZVK9eHXYkaQGNCERa4aXSl7j8+cuJeASA/6z6D7869lcU9iysv2bx+WPPDzlleNZ9/2qqV60CoLKkhPXX30DhH34fcippjgqBSCs8sOSB+iIA8PLal1lfvp6jBh9Fr8xeTDpwEukp6SEmDE+kvJzqlSvjtlUuWRJOGGkVFQKRVmjsTf7xDx/njnfvqG9ff8T1fHbUZzszVpeQkpND1iGHUPnuu/XbcqZNCzGRtJTWCERa4cLxF5KRklHfPmX4KTy49MG4Pne8c0fDuyWNwb/8JTmfnE5qXh69TjmFAdf+KOxI0gIaEYi0wuT+k5n9mdm8uOZFCnoWcOSgIzn8wcPj+lTVVYWULnwZBYMpvPPOsGNIK2lEINJKg3MH8/mDP8/0gumkpqRy7kHnxu0/7+DzQkom0jYaEYi00xWTrmBcv3Es3LyQSQdO4tjCY8OOJNIqKgQi7VQTqSEzNZNPFnySyf0nhx1HpNVUCETaYXPFZr745BdZs3MNAEcNPorbP3U7ZhZyMpGW0xqBSDs8svSR+iIA8MraV5i3fl6IiaSr8IjzwfwNzP3nh6z7YFvYcZqkEYFIO5RVf/y009urtoeQRLqaFx96n5KX1gKw4MlVHPuFgxh75KCQUzUuoSMCM5thZkvNbJmZXd3I/kvMbKGZvW1mr5jZ2ETmEelop444lbSUvZ+n8rPzqaqr4i9L/lJ/3YL9ldfUsOOpp9n6wAPUbNh7or3aTZvY9eqr1O3cGfSrrWXTb29jxRlnsvZ736Nm3bqwInea6spalrwS/3u+89yaffQOn7l7Yh7YLBV4HzgBKAXeAM5198UxfXq5+47o7VnApe4+o6nHLS4u9vnz5ycks0hbLNy0kMeWPUZuei5vbXqLtze+DUCPtB7cP/N+xvQdE3LCxFh10UXsnjMXgJTcXIoefIDKJUtY94MfQk0NKT16UHD77ex+fR6bb/9d/f0yx4xh+D//EVbsTlFTVccfvvMydbV7T0eSNySXs38wJbRMZrbA3Ysb25fIEcEUYJm7L3f3auAh4LTYDnuKQFQOkJiqJJJAE/IncO3h13L80OPriwDA7trdPPDeAyEmS5zdb71VXwQAIrt2sfX+P7HhZzdBTU2wbfduNt5yCzuffS7uvlVLl1JdGn+Bn/1NemYqhxxXUN82g8kzisIL1IxErhEMBmLHQqXA1IadzOwbwJVABnBcYw9kZhcDFwMUFhZ2eFCRjlDndR/bVhupDSFJJ6j9+O8Vqa6mbnv8+kjtxo1kT5xI1fvv129L6dmTtH79Eh4xbEd8diSFY/uyuXQXQw7uS7/BXff6DIkcETR2/NzHPvG7+23uPgL4PvDDxh7I3e9y92J3L87Pz+/gmCItt7tmN39a/CdueeMWFm5aWL+9sraS7NRsDsk7pH5bZmrmx751vL/InjyZrAkT6tuWkUHf88+j5wnxV3DrPetUDrzy22QUFQHBiekGXHstKdnZnRk3NAUH9eWw4wu7dBGAxK4RHA5c5+6fjravAXD3n+6jfwqwzd17N/W4WiOQMJ3/xPm8s+kdAFIshd8d/zsM46qXrqKsqow+mX04fdTp9EjrwaeLPs2w3sNCTpw4kfJyymbPpnbzFnqdNJPMESOIVFSw5Z57qCxZTM60qfQ57zwsNRV3p3rFStL7H0hKTk7Y0ZNSU2sEiZwaegMYZWbDgLXAOcDnGwQb5e4fRJsnAx8g0kWVbCmpLwIAEY/w8NKH+WDbB5RVBYeRbqvaxtx1c3n41IfDitlpUnJy6HNu/IgnJTub/G9842N9zYzM4ftvUezuElYI3L3WzC4DngZSgXvcvcTMbgDmu/ts4DIzOx6oAbYBFyQqj0h7Zad+fDojKy2L0l3xC5+rdybn5Rmrli1j+98fIyUriwPOPpv0/geGHUlaKKFfKHP3J4AnGmy7Nub2txL5/CIdafgBw5lZNJMnVz4JQG56LheOu5DK2kqeW733yJhPFX4qrIihqVq+nBWfOwuvqABg+9/+xvB/P64L2HcT+maxSCvcNP0mTh91OhvKN3B0wdHkZedx45E30r9H//prFn/90K+HHbPTlT32j/oiAFC7YQO7nn+e3rNmhZhKWkqFQKQVzIwjBh0Rty03PZcJ+cERNOPzxtMjvUcY0ULV2AKwFoW7DxUCkXb6xfxfcN/i+wB44L0HWL59OV8/LLlGBQd87ky2P/IINWuDc+tkT5xI7vTpIaeSltLZR0Xawd15+P34I4QeWvpQSGnCk9avH8Mf/xcDbryRnKOOIlJVxcZbbyVSWRl2NGkBjQhE2sHMyErNoqJ27/x4dlpyfFmqoZTsbHY++QTlr80BoGrxYiI7dzHwhutDTibN0YhApJ0uPezS+tuGxbWTSWT37voisMfO558PKU3XEIk4u3dUhx2jWRoRiLTTOQedw8QDJ7Jo8yIm9p/I8N7Dw44UCsvKIm3gQGo/+qh+W0bR0BAThWvNe1t57t4llG+vIm9ILjMunkDv/K45WtSIQKQDjOk7hjNGn5G0RQDAUlIYeP11pPQOzhKTNmAA/a+5JuRU4YhEvL4IAGxes4tXHum6J07QiEBEOkzu9OmMevG/1JSWklFUhKUl51tMVXlNfRHYY8vaXSGlaZ5GBCLSoVKyssgcOTJpiwBAds8M8obEf6u6cGzfkNI0T4VARCQBZn5tAsMOzaNXXhbjpg/miDNGhh1pn5K3ZItIu7g7u557jsrFi+kxdRo5U8O7DGNX1Csvm5O+fkjzHbsAjQhEpE02/vxmSi+7nM23/47VF1zAtgcfDDtSl1NXF2HXtq7/pTqNCESk1SLV1Wx7IP56zFv+eC/Zkybz0Q9+QGVJCT2mTSMpyAQAAApGSURBVGXQT39K+oABIaUM1+qSLTx73xIqdlTTZ2AOJ10ygQP6d83zUGlEICKtZgAp8W8flprKuu9+l8pFi8Cd3XPmsv6GG0PJF7ZIxHn+/qAIAGz7qJxXHu26h4+qEIhIq1lGBv0uuihmg9H3gguo+iD+za7i7bc7OVnXUFVeQ3lZ/DeKt64rDylN8zQ1JCJtkv/Ny+kxZUr9NFD2uHFse+ghqt57r75Pj8mTQkwYnuyeGRw4tCcbV+2s3zZ0fL8QEzUtYRevTxRdvF6k66r68EM++uGP6ovDwB//mPQDk/OSlTu3VvLqo8vYsnYXQ8b25fDPjCA9IzW0PGFdvF5EkkzmiBEUPfhA8x33Y6tLtrDszY307JvFseePIbNHetiRmqVCICLSQT58cyNP3bWovr3y3c187ppPhJioZbRYLCLSQRa/ui6uvXHVTjat2UlleQ2b1uwkEumaU/EaEYhIh/GaGrY/+igVJSXkTJ1G71NPCTtSp/rYNJDBqkVbmP/ESupqIvTKy+LUyw/rct8n0IhARDrMR9ddx/rrb6Ds0b+x7qqr2HzHHWFH6lSTZwwls8fez9djjxzEgieDIgCwY3Ml82YvDyvePmlEICIdIlJVRdk/Z8dt2/bXh8m75JKQEnWu2po6SpduY9iheWT3ymTkpHwystJY/Er8dNGOzRX7eITwqBCISIew1FRSevQgsmNH/bbUnj1DTNS5nvl9CSve2Vzf7p2XxbijB9NvcG7ctQiGT8wPI16TNDUkIh3C0tLI/+Y3925ITyf/W9/c9x32I+VlVXFFAKDk5XVEIs7EE4cw5OA+DBzRmyPOGMmkE7ve5Ts1IhCRDtP3/PPIOeJwKksW06N4MukDB4YdqVOkZaSSkmZEavceFZSemcpjtyxg/fJghNR3UA5jjxqEpVhYMfdJIwIR6VCZw4fT+9RTkqYIAGRmp8V90k9NT2HQqAPqiwAE5xpaOvejMOI1SyMCEZEOMHXWcIYfls/Wj8opOKjPx6aKAKp214aQrHkaEYiIdJCefbPYuHIH//lDCbu2VZKVs/ezdlpmKqM+0T/EdPumEYGISAd56u5FrF26DYC1729n3NGDSM9KI1IbYezRgzjgwK71RbI9EjoiMLMZZrbUzJaZ2dWN7L/SzBab2btm9pyZdb3ldBGRFqjcVVNfBPZYs2QrR54xkqPPHk2/QbkhJWtewgqBmaUCtwEzgbHAuWY2tkG3t4Bidz8EeBT4eaLyiIgkUnpWKpk58ZMsPftlh5SmdRI5IpgCLHP35e5eDTwEnBbbwd1fcPfd0eZcoCCBeUREEiY1LYXpZ48mLT14W+3RK4O+g3J45g8lvDenax4ttEci1wgGA2ti2qXA1Cb6fxl4srEdZnYxcDFAYWFhR+UTEelQo6cMoHBcP8o2VrDgyZUsfKEUgA/e2EB5WRWTZxSFG3AfEjkiaOxbE42eg9XMzgeKgZsb2+/ud7l7sbsX5+d3va9ni4jskZWTzgH9s1mxMP7w0ffmrA8pUfMSWQhKgSEx7QJgXcNOZnY88ANglrtXJTCPiEinSE1P+dhlKbNyuu6VyhJZCN4ARpnZMDPLAM4B4k5NaGYTgTsJisDGBGYREek0aempTD1teP28SFpGStDuohK2RuDutWZ2GfA0kArc4+4lZnYDMN/dZxNMBeUCj5gZwGp3n5WoTCKSeHVlZVR9uJysgw8iJbt7HDWTCIceN4SiCf3YsracQSMPICu3644IzL1rXjptX4qLi33+/PlhxxCRRux46mnWXX01XllJSu/eDPnd7fSYNCnsWAKY2QJ3L25sn04xISIdwiMR1v/kx3hlJQCRsjI23HRTyKnCE6mLsOS1dbz88PusWrQl7DhN0ikmRKRDeFUVdZvj3/Bq13Xt4+cT6YU/vcd7c4Mjhd59vpTp54xmwjFd86tSGhGISIdIyc4m99hj47b1OmlmSGnCVV1Ry9LXN8RtW/jf0pDSNE8jAhHpMIN+fhNb7riDipIScqZOo9+XvxR2pFBYqpGaatRG4i9U01WpEIhIh0nNzeXA73437BihS89IZeKnh/LG4ysASEkxik8qCjdUE1QIREQSYMopwygc15ctpbsoOKgPvfO75imoQYVARCRhBgzrzYBhvcOO0SwtFouIJDkVAhGRJKdCICKS5FQIRESSnAqBiEiSUyEQEUly3e7so2a2CVgVdg4gD9jcbK/koNcioNdhL70We3WV12Kouzd6icduVwi6CjObv69TuiYbvRYBvQ576bXYqzu8FpoaEhFJcioEIiJJToWg7e4KO0AXotcioNdhL70We3X510JrBCIiSU4jAhGRJKdCICKS5FQIWsnMZpjZUjNbZmZXh50nLGY2xMxeMLMlZlZiZt8KO1PYzCzVzN4ys8fDzhImM/t29G9ikZk9aGZZYWfqLGZ2j5ltNLNFDbZfHn3fKDGzn4eVb19UCFrBzFKB24CZwFjgXDMbG26q0NQC33H3g4FpwDeS+LXY41vAkrBDhMnMBgPfBIrdfTyQCpwTbqpOdS8wI3aDmR0LnAYc4u7jgFtCyNUkFYLWmQIsc/fl7l4NPETwPzjpuPtH7v5m9PZOgjfAweGmCo+ZFQAnA78PO0sXkAZkm1ka0ANYF3KeTuPuLwFbG2z+OvAzd6+K9tnY6cGaoULQOoOBNTHtUpL4zW8PMysCJgLzwk0SqluB7wGRsIOEyd3XEnziXQ18BJS5+zPhpgrdaOBoM5tnZi+a2SfCDtSQCkHrWCPbkvr4WzPLBf4GXOHuO8LOEwYzOwXY6O4Lws4SNjPrQzBKHgYMAnLM7PxwU4UuDehDMIV6FfCwmTX2XhIaFYLWKQWGxLQLSKJhb0Nmlk5QBP7i7n8PO0+IjgRmmdlKgunC48zsz+FGCs3xwAp33+TuNcDfgSNCzhS2UuDvHnidYNSYF3KmOCoErfMGMMrMhplZBsEi2OyQM4Ui+onmD8ASd/9l2HnC5O7XuHuBuxcR/E087+7J+il4NTDNzHpE/0Y+RZIvoAP/AI4DMLPRQAZd42yk9VQIWsHda4HLgKcJ/rgfdveScFOF5kjgCwSfft+O/pwUdigJl7vPAx4F3gQWErzHdPlTLHQUM3sQmAOMMbNSM/sycA8wPHpI6UPABd7FTumgU0yIiCQ5jQhERJKcCoGISJJTIRARSXIqBCIiSU6FQEQkyakQiIgkORUCEZEkp0Ig0gZmVhS9FsPd0XPMP2Nm2Wb2CTN718zmmNnNDc9LL9IVqRCItN0o4LboOea3A2cAfwQucffDgboww4m0lAqBSNutcPe3o7cXAEVAT3d/LbrtgVBSibSSCoFI21XF3K4D8sMKItIeKgQiHWcbsNPMpkXbyXSJRunGVAhEOtaXgbvMbA7BhYzKQs4j0iydfVSkA5lZrrvvit6+Ghjo7t8KOZZIk9LCDiCynznZzK4h+Le1Crgw3DgizdOIQEQkyWmNQEQkyakQiIgkORUCEZEkp0IgIpLkVAhERJLc/wckrY6Izsv/DgAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]