diff --git a/s23/Gurmail_lecture_notes/03_Operators/.ipynb_checkpoints/lec_03_Operators-checkpoint.ipynb b/s23/Gurmail_lecture_notes/03_Operators/.ipynb_checkpoints/lec_03_Operators-checkpoint.ipynb
index 91f8a420ecb16432e1f5662efbbc77cb861f47f4..437dcf2521a63e22404f504a4bfcd20ba44f8d77 100644
--- a/s23/Gurmail_lecture_notes/03_Operators/.ipynb_checkpoints/lec_03_Operators-checkpoint.ipynb
+++ b/s23/Gurmail_lecture_notes/03_Operators/.ipynb_checkpoints/lec_03_Operators-checkpoint.ipynb
@@ -78,12 +78,15 @@
    ]
   },
   {
+   "attachments": {
+    "Mac_command_line.png": {
+     "image/png": 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"
+    }
+   },
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<div>\n",
-    "<img src=\"Mac_command_line.jpg\"  style=\"width: 600px;\"/>\n",
-    "</div>"
+    "![Mac_command_line.png](attachment:Mac_command_line.png)"
    ]
   },
   {
diff --git a/s23/Gurmail_lecture_notes/03_Operators/.ipynb_checkpoints/lec_03_Operators_template_Gurmail_lec1-checkpoint.ipynb b/s23/Gurmail_lecture_notes/03_Operators/.ipynb_checkpoints/lec_03_Operators_template_Gurmail_lec1-checkpoint.ipynb
index 5817ab7e4de29353940224dd5c4f4cc9b0b2611f..5b3e34fabe76a5f65e0a0969f79e5bda662cb438 100644
--- a/s23/Gurmail_lecture_notes/03_Operators/.ipynb_checkpoints/lec_03_Operators_template_Gurmail_lec1-checkpoint.ipynb
+++ b/s23/Gurmail_lecture_notes/03_Operators/.ipynb_checkpoints/lec_03_Operators_template_Gurmail_lec1-checkpoint.ipynb
@@ -73,13 +73,15 @@
    ]
   },
   {
-   "attachments": {},
+   "attachments": {
+    "Mac_command_line.png": {
+     "image/png": 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"
+    }
+   },
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<div>\n",
-    "<img src=\"Mac_command_line.jpg\"  style=\"width: 600px;\"/>\n",
-    "</div>"
+    "![Mac_command_line.png](attachment:Mac_command_line.png)"
    ]
   },
   {
diff --git a/s23/Gurmail_lecture_notes/03_Operators/.ipynb_checkpoints/lec_03_Operators_template_Gurmail_lec2-checkpoint.ipynb b/s23/Gurmail_lecture_notes/03_Operators/.ipynb_checkpoints/lec_03_Operators_template_Gurmail_lec2-checkpoint.ipynb
index 5817ab7e4de29353940224dd5c4f4cc9b0b2611f..5b3e34fabe76a5f65e0a0969f79e5bda662cb438 100644
--- a/s23/Gurmail_lecture_notes/03_Operators/.ipynb_checkpoints/lec_03_Operators_template_Gurmail_lec2-checkpoint.ipynb
+++ b/s23/Gurmail_lecture_notes/03_Operators/.ipynb_checkpoints/lec_03_Operators_template_Gurmail_lec2-checkpoint.ipynb
@@ -73,13 +73,15 @@
    ]
   },
   {
-   "attachments": {},
+   "attachments": {
+    "Mac_command_line.png": {
+     "image/png": 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"
+    }
+   },
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<div>\n",
-    "<img src=\"Mac_command_line.jpg\"  style=\"width: 600px;\"/>\n",
-    "</div>"
+    "![Mac_command_line.png](attachment:Mac_command_line.png)"
    ]
   },
   {
diff --git a/s23/Gurmail_lecture_notes/03_Operators/lec_03_Operators.ipynb b/s23/Gurmail_lecture_notes/03_Operators/lec_03_Operators.ipynb
index 91f8a420ecb16432e1f5662efbbc77cb861f47f4..437dcf2521a63e22404f504a4bfcd20ba44f8d77 100644
--- a/s23/Gurmail_lecture_notes/03_Operators/lec_03_Operators.ipynb
+++ b/s23/Gurmail_lecture_notes/03_Operators/lec_03_Operators.ipynb
@@ -78,12 +78,15 @@
    ]
   },
   {
+   "attachments": {
+    "Mac_command_line.png": {
+     "image/png": 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"
+    }
+   },
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<div>\n",
-    "<img src=\"Mac_command_line.jpg\"  style=\"width: 600px;\"/>\n",
-    "</div>"
+    "![Mac_command_line.png](attachment:Mac_command_line.png)"
    ]
   },
   {
diff --git a/s23/Gurmail_lecture_notes/03_Operators/lec_03_Operators_template_Gurmail_lec1.ipynb b/s23/Gurmail_lecture_notes/03_Operators/lec_03_Operators_template_Gurmail_lec1.ipynb
index 5817ab7e4de29353940224dd5c4f4cc9b0b2611f..5b3e34fabe76a5f65e0a0969f79e5bda662cb438 100644
--- a/s23/Gurmail_lecture_notes/03_Operators/lec_03_Operators_template_Gurmail_lec1.ipynb
+++ b/s23/Gurmail_lecture_notes/03_Operators/lec_03_Operators_template_Gurmail_lec1.ipynb
@@ -73,13 +73,15 @@
    ]
   },
   {
-   "attachments": {},
+   "attachments": {
+    "Mac_command_line.png": {
+     "image/png": 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"
+    }
+   },
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<div>\n",
-    "<img src=\"Mac_command_line.jpg\"  style=\"width: 600px;\"/>\n",
-    "</div>"
+    "![Mac_command_line.png](attachment:Mac_command_line.png)"
    ]
   },
   {
diff --git a/s23/Gurmail_lecture_notes/03_Operators/lec_03_Operators_template_Gurmail_lec2.ipynb b/s23/Gurmail_lecture_notes/03_Operators/lec_03_Operators_template_Gurmail_lec2.ipynb
index 5817ab7e4de29353940224dd5c4f4cc9b0b2611f..5b3e34fabe76a5f65e0a0969f79e5bda662cb438 100644
--- a/s23/Gurmail_lecture_notes/03_Operators/lec_03_Operators_template_Gurmail_lec2.ipynb
+++ b/s23/Gurmail_lecture_notes/03_Operators/lec_03_Operators_template_Gurmail_lec2.ipynb
@@ -73,13 +73,15 @@
    ]
   },
   {
-   "attachments": {},
+   "attachments": {
+    "Mac_command_line.png": {
+     "image/png": 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"
+    }
+   },
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<div>\n",
-    "<img src=\"Mac_command_line.jpg\"  style=\"width: 600px;\"/>\n",
-    "</div>"
+    "![Mac_command_line.png](attachment:Mac_command_line.png)"
    ]
   },
   {
diff --git a/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/.ipynb_checkpoints/lec_04_Vars_and_Exprs-checkpoint.ipynb b/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/.ipynb_checkpoints/lec_04_Vars_and_Exprs-checkpoint.ipynb
index e9c1b2dd187d02b39c2c73f77b424e02c173a12d..b82e110a37b3ca43db008c367aa9d880817d0427 100644
--- a/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/.ipynb_checkpoints/lec_04_Vars_and_Exprs-checkpoint.ipynb
+++ b/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/.ipynb_checkpoints/lec_04_Vars_and_Exprs-checkpoint.ipynb
@@ -561,6 +561,11 @@
    ]
   },
   {
+   "attachments": {
+    "Errors-2.png": {
+     "image/png": 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Xkwu8f/HMaQDsvRvSoXn1u8baKrA9vt/PJyr7OudDLkHDO5e60VCherW773Ahmew/FQKAQ3YMs6b/jBjuTI9ya9fqiEk1fXbl6FmupkIlB7AtU5cOzWsQuuE0h+b/QOMNf1G/cStaNqlHnQZNad64Ph5O3gR263mfscGls8HkAFrH2nR+vuFdyzZ9sT0VHKYRmprI+VPnoe0DmODTwYeXe3TF39wjeWZ4V29B0fmuM5WqVLh3Jdb+VKpQuvD76de4FB4GQJMWHahxt4f4LP3o3LYJS04sI/HcGcJj9Hj73/pqMZ3TMtVqYm61qorPtKRpOXu2hqcx/6u32DBzPM1at6ZR3Vo0bNaSRvVr4OBbnW7d7n79KoqiPG6emATLo7QHFoCeNGLTUku0bmNyFMuWLWHP3gNs2RFEcnoq6RkZJCYXbkdDcWfZ1hMVfRWA5PBDDP/gUPE2y4onLj4FqmiIOnsFALeA8rje7TfXzpsq1f2gQIKlJ+ZCJAAuvhXxvsc//F3LVsDdw4KoqGxiE+PNlLDAxvve/SEF6G9wPTYWgEtBq3g/aFWxNstOiObGTT04WIDWiSHjxrMtuDfHr6aQdjOW3esXsXv9IsAS39LlaNLuJXp260rHFxqZ/REvyq3jY+9dHj+Pu8/Cb+dXFq/SToSeTSY2yXwP33/mXpkxM36mdknMhKuzwc6jqD7TfFzssHMpfNRy4mO4EZkIQNmy907UStU0Jd/67HhuJKeBf+4Fl5tPW/ua7x20cK/J2AljOPXap8Smw82Yy6yZf5k18wErB0qXr0LgS53p3rUbrZ+ueu/9URRFeUw8MUOEPhUrY6sFyOFc6JX73t58vwnEnNlKp9Yt6PHGEKbNWURoWBhRMXF5yZWzbxXavNAKL8f7XS06m/TElPuOE7LIMuiBTBJvmtZZ1Npb3vtEWdyZK+eQkmzaXmdrkzfXUNGb26CzMiUZUtTRut85mrLTyUhOu79tAL0xg2zD7XEm/zod2LhtI6PffIWa5bzzlcwh+soFlv06ke5tWtKu2zDCEos7RCekJJl6QnXWNljea5UjnQ0WVja5W97ncSguYw6JCfp7lysODcU+X+aK5aRnkJZ76ixt7z0ubJk3bC8YzVV4l1gadh/GjvVLGfRyW0q750sKs1O5EnqUWd+P5vnmTeg3/FdSSujwKIqiPGhPTA9W6Up1qOaiI+iGgdD9h8jg5eIvTiMpfPNGD7bGedG5e2f69+yCuzVkxZ1mQI++rDsdA0CVes9So5wvdZs/TzV/Nzz8ylCmbEXKeyTTplZ9tqSYX1jaPCtsnUw/Fv51ujLvz9E4F+uH2ZIylTyAdJycTacnKzKRTCjyHi4woE+7c9jUGjdPU49TdnIKWQbgLpNepifHk5liqsPGooQWE7K0xcbB9OP8TOePmfll36Iz3Xw0Ojsq+hVMaL0qN+HrX5vwSewVjh07zLa1qzkQcp6zx44SlZINZLFj2UTeK1uFVT8OLMaFrcHNy9SrkpOaSmYmFHGTEQDGtATSk5IAsLG432T7yWPt7IizixbijGQk3/sfCslxphUSNForrAsl+/dWvUVXZrToyvXwUI4dPsDG1Ws4cSGMU0dOkGQAMm8yd/z7lKpWk+/6Nbnv+hVFUR62JybBsvCpQtNGVQhaf4azRzaw6+JoXqxYvCGr7Ksn+GfhRi5kwsnIbHr27ALAtoXTTcmVxorew2cwbdQbuJnL2pKjSMpIv9+I8fItZdo8I5NydepQtvhr+AIOlKpaFvaGERd1nrhssC8q70mN5dzZO5cA0uJdJQA4wM2oEMLjjPj4FN0PFnf5ArE3BLDHz9P3fgItmqUbnl4+QBQJ2Vpq16n7n7tMnbxK0/LF0rR88WVAz5VzZ9m3fS3ffjGe0/HJbFm0jPOjBlDd9d4H26eK6T6q9NgzXIpOo7Jj0SlsYuRloq9mAVr8PP/7rPGPO52bL+7lPCAultCLpzHS6a7nLuz4WQCs7fzwcivG0GQRfMpVJbBcVQK7vw45aVw4c4rNy+by1Q+/EZeZzdK5qxjRr0kxbt5XFEV5tJ6YIUI0jvTu3wdrwBgfzIRJfxZ7oGbJzJlczO3gefnVfpg6R4yc3n8EACuvBnz6WRHJFRC8axPnY0xPN2k0Rf9wa7UFP3umTh2sgZQLe/lt/rG7xrhy8lg+HfU985ZuITZVD2h5tlVrrICE8L1sPni1yG0v79vCvujCQ3E169bHCsiKP868Fbvu2v6Kxcsx5Vd+VKpd9q5li8+WprVNNydf3L6ChYfN3dt1SxrTR33KmPHTWL7hIKm5Q0HR546yYPYvfDhsLMev3/mQgAWlq9Si5zvDmTjcdJN7TlwccTeyKY5qtRvgrAXJOMffizbctezaxUuJ1AM6DyrVfQA3uD9urH2pU810X9WRrUvZGXGXB0viT7Jw62EA3GtXo4xbcf8lYeDsge3MmTqBD8fMIv7O50cs7alUpzGDv57O0K71AUi7dp1kNUyoKMqT4FHPE3FfMq7Iqw1L504q6Sqfzdh0zxndD6/4UXxsNKaJPEu3kMPXbk2EaJTJb7QwzdHjGCALDpufdjv8yDp5JuD2jOsdv51X4POIPXPFCdNM6D9sCyvwmT7htDwfYJo/yT6guWwoYimYczv/lnJ2pvqtA9pL6A3TfOT6mGPSyNc0yWL5pv0l9EbhxWzSI4Pkpdp+ZufBMtw8L20qmWbhtvKpL8sOFV7ORERk77xvxDt3lvxKbT6WG/mmK7o9D5alDFt81Oz2IkXPg5UQskbK25jqDmjWV07Fmp9Ia/vvo8Umdx8qtBkmN3OnZN8965O8fXv126VFtK6X8a89Z5pRvEx7CU0q5jz/mVHSq6Hp2GmdKsvsrWfMFju5dpoE2Jvmc/Jq0F+uZhasf/GwvqYYXZvJ3kjzs0Xdze2Z3JtJ0J0TW92nvHmwLHxk+r4iJpaSfPNgedeTjeHmz8nZ9VPzzkm9TkMlMtXMYkpZsfJN/9a550gnQ2buzPso/dIuqexo+tvrPtHcHGh6mfrmrW1dZOLqIua3y7wqfZ4OEECqtB15x5JFiqIoj6cnK8ESkbC988TH7tZM1Q7SceDXciAkUu6cwvBm1CWZPfZ98bbX5JZ1lC/nF5yEctcfI/J+vH2qtJKf/1olx0+ckBMnTsiB7evki4/ekNJut5cDAaTx4OkF6og5tFj8c2eYb957lBw6cUJCLkbkTcq4Z/bw3BnoETu/yjJs7HTZG3RcTpw4IccO7ZLJYwZLOddbaxRayfA/Cy4Hsur72xNClqnbWib9sUJOnDghJ04clyWzJ0nDCu4F4is4k7vI7t+Gizb3Mxv38vLRdzNl3xFT+0G7N8oXg7uLu8WtZXjKyJw9YQW2/68JlkiO/DHs5duzpVdtKuN+mSdBx03H+eDu9fLVu93F1fJWDP4yd//tRDA79qQ8Wyb3+Fi6SOfXRsrq7ftzj8EJ2bdlpQzt205sNf9uuZwTy37Im4lc5+gvb4+aIrsOHZMTJ07I0QPbZdyw18TP9tbx9ZCJawovZ1RiCZZPHZmz9WjevhXrdeq8pGTeTnxKMsGSnBsyrEOdvHNXoUFHmTF/Td7fyMbFv8vLLWrc/htq1F/C8iVh906wRK4ELRSf3OWobNzKyTsjfpIdB28fg81L/5AerWrntmEjo/45dN/HV1EU5VF44hIsEZEd/3wrnvkWDdZae0nT1u2ld58+0qdPH+nWJVCq+edfZ89O3v5uYaGZ2vXJl6V/w3IFEhRzr+Zd+kuHRqZFjmsHjpH8awrrY45JU4+C5TUV2sipW4vWGVNl5qd977KQ9K2XTrqPnCWpd3a+ZN2QL/q1uOu29Rq/KE95mZZzKbQWoaTLzNGv3bt9m1Ly5ZxdhY71f0+wRIypUfJZ16IXRs57WbjJp79vLNQreXTlVHG3vNfxQyq06C/nbt5vgpMjC3/88PZah3eJbchPqwsl8iIlmGD9m5f1U7L53O0+nRJNsEQkNSZYuj9b7Z5x+NbpKNvPFVymqDgJloheFo57u1j72nrQBElWKz4rivKEeCITLBGRY1vmSrv6Fe75pexS+Rn5/u/tYmZwQ0REUiKD5cNebcTT1aHAdha2TlK2blP55rc1ki4if37eyfSZy9Ny6Hr+VC1HVv88XEq52ufbvqZsv5hZoMyO+T9Jm6eqiou9ZYF2LO2cpHyDVjLpn61FLtUjWXEyc8wgqebjUWBbO1cv6fbxVIm+flF6BLgJIC+PMzeMppfd86ZKi6erirNdwfYd3bykVfc3Zc3BULNNh++Yk1f23blF9x6cW/ZjbjlrmbzbzA979g1ZOOkzaVi+lNjfkSzZObtLnRe6yfwtJ4qs/+imf6TLc0+Ju4vDHedYJ57+5aXvxz9J+M1//+t7ZNUcadustrg62BSo397FQxp3fFUW7ig6trnvvpR33neE33+CNeaNZ/99gkV5WXf29vo8+//6Ivd9S/lxp/khYRGRuaN65yaOAbL60t0H3fQ3ImTqsAESUMqrwOLaYCFeZavKwOE/SmhM4SQt7fxW8cgt2/abooZ3RUQyZPXscdKsbvlC1ycWduJbtZ4Mn7xUkktqhXdFUZSHQCNyv5MbPUaybrBt3Wp2BgUTfOwAh4LDALCw9qFl2xbUqt+Yrl06UcHz3hM6RF0OYdfuvcQmZaHRufDMs02pUb0CDrkTSEWdPsDSrUEYtfa80K0XNXwLPil1/dJJtm7ZRUKW4OJTlY6d2uBme8fNvjnpXAoNZu/+IBIzjWgtnWnQtAk1qlbCybrwjcHZGVlorayxyJ1eIS3+Cnu37SD0+k20tl60bPMctcp5Q1IwdSvW52R8Du//vp2pA1qZ30l9GhdOB7NvTxBJBsHBoyxNmzWialmfIo9LStQ55i/ZSCY66gf2oFklL7PlksJOsWj1DjJ0DjzXrSe1fMw/SaZPS+RsyDH2BQWTZQQbR18aNWtElUplsLnnvdHZXLl0nqBd+7makgFoKFu1Po2eroOPWwk8VyZZhJ0NYd+uAyRkG7Bx8aNJsyZUr+B/txkuuLB3E+uPhoKNH917d8XP8f6eHTm6azV7T4T9u5gtvXm5dzdKu5geCI45f4RFG/YhWntadetJbV/zx+XCke2s3xcMdl507tmDso5320OT1MQYgg8d5HBoOIKGstUb0KhBHXxcizjXSdeYP38ZN7OFSs92IrBewF3rl6xkLoSe4cDeIBL1AlhTs2ET6tWphqvdvSYqUxRFebw82QlWAUbS0nKf9NNaYWf75H8hBy/9lU8mL6dUg0Z8PGZMkVMPXN42i3rtBpGU48L0jUd4p20xlkhRFEVRFOWBeWLmwbo3Lfb2/37+nceRT1kHgvZtYvO+TSQ5BvDPN/0LrT2XcPEQHw77jqQcsCxbnyYNyj2KUBVFURRFyed/qAfrf1BOAoM7NmP6plBAR+MXutOmVT0crbSAEBsWzOrFSwiNywB0vDVhJbOGdXjEQSuKoiiKohKsx1zC+T307dWXjcci71LKmVeGfsesH9/F+b5mi1cURVEU5UFQCdYTIDs5gtmTfmLN7kMcOHSYxHTTjOZ+VevzTK2neWXA2/RoWxeVWymKoijK40ElWE+UbCIuXSY10wBocPMPwNel2EteK4qiKIrykKgES1EURVEUpYQ9OYs9K4qiKIqiPCFUgqUoiqIoilLCVIKlKIqiKIpSwlSCpSiKoiiKUsJUgqUoiqIoilLCVIKlKIqiKIpSwlSCpSiKoiiKUsJUgqUoiqIoilLCVIKlKIqiKIpSwlSCpSiKoiiKUsJUgqUoiqIoilLCVIKlKIqiKIpSwlSCpSiKoiiKUsJUgqUoiqIoilLCVIKlKIqiKIpSwlSCpSiKoiiKUsJUgqUoiqIoilLCVIKlKIqiKIpSwlSCpSiKoiiKUsJUgqUoiqIoilLCVIKlKIqiKIpSwlSCpSiKoiiKUsJUgqUoiqIoilLCVIKlKIqiKIpSwiweRaP6lHQyr8STeT6erOuJ5CSlkROfgjErB41Gg4igtbHE0t0BS2d7rNydsKnwud2UAAAgAElEQVTqhW05Tywc7R5FyIqiKIqiKMX20BKs9IhYUg5eImnfBTJCotEnppMTmwoCGq0GNBrQ5NtAABEwCiKChZcDlm722NbwwalRJRyfCcC+ou/DCl9RFEVRFKXYNCIiD6pyQ2YWibvPkbDmBKlB4WRfS0Kj1aKx0KLR6dBYFn+EUvRGRG9ADEYkx4CljxMOz5TFveNTuLSqioWtzYPaDUVRFEVRlPvyQBIsQ1Y28auPEjs/iPQTV0EvaK0t0VjpSqwNyTFgzMwBrQa7eqXw6vMM7u2fwsLWusTaUBRFURRF+TdKPMG6uesMUdO3k3ogHI1Gi9bO0jT896CIYEzPQcSIfYMy+H3QGreWNR5ce4qiKIqiKPdQYglWTnIaV6dsJu7vQ0imAZ2DdcF7qh40AWNaFlhpce9Zn9Ift8PK1fEhBqAoiqIoimJSIglWSnA44SNXkBZ0BZ2zDRrdo5v9QQxGDCmZ2NX1p+w3nXGuX+GRxaIoiqIoyv9P/znBilt3jMgxq9HHppl6rR4ThtQstK7WlP2qE16dGz7qcO5LUnw0sTdTAQ3uPmVwc7R6uAGIATQld79ccaXejCE6Pvme5Rw9fPFxdXgIESmKoijKv/OfEqzr/+wlcvRqQIPW1rIEwyoZkqnHqBNKjwzE77UWjzqcezq/bwVjJ81i09ZtxCTrAXD1r0abwC4M+fwTGpV3faDtG3NSWDB9EpFuzfj81dYPdYQXYNUPA+ny2WzudUW2/3YBa0f2fDhBKYqiKMq/8K/nwbo+bx+Ro1ej0WnRWFuY5q16zGhsLNDmGIgctRrJyMH/necfdUhFOrftN55r9xZxztV5483hVPRxAiD63GFmz/6OZRu2sGLjWjrU8HpgMSRf3Mn7Q77kua+WPfTkCkCflY6IIwOGfUZVr6J7Q6u2rP8Qo1IURVGU+/evEqzYZUFEjFyF1kKHxlr3WCZXt2gsdeiw4trEzejc7PF5pfGjDqmwrGuM+XAYSf7tOLRvGU/52Rb4eMibPWj0bDfeHjye09sm4fKARu9cXBywBlzd3B9MA/cgRgPo3BgwbCSNPR9JCIqiKIpSInRffvnll/ezQeKh81z+aJFpbiubx7Pn6k4aCy3oheR9F7Cr44dtmcfr19t4PYTRw6dTtccYPu9duHfG2b869lF7WL7tHC8NeAt/bRSzJkzmYKzQoHq5Qr1NR9bP5a/1p2nQqBbXjqzjl7/XUaZ+YxzSIlg092+Wr91IWLyBgIrlsclN1i4d3sIP02az93AI6TlZxEZG4Fi+Jn5Opp6k1LhIdqxbxrylq9m1axdXUoVS/mWwszI90JB1I4zpP05mT2gy9epXLZC5n9+znJ9nLyLTpQIVfZ2LPA5ndi9jya5Iur0xkIoexbifLzOW2b9MI1J8Ke+QxK9Tp7L+8EX8y/pzbOM8NoakUr+aBytmT2HJuv0YXfwI8Lk1zCpcOLGP+X//ycatu7iWoaNsmTLY5As8K+EiP0/7lRyvarikhTJ18q/sPhtFmQoVcXkMh8QVRVGUx8d99WBlXr9B+IgVGJNz0DlYPRHJFWBajsfaAmNaNuHDl2M7/21sSns86qjyaF19CChtxYGdCzhw7gUaV/EuVGbgTyvp8mUGLu4aEBv2LJrEvPOrafH8YWq55EuxsqMY9WY/Dgd8yLAPexOy7R9GDV/I9YwEgv6ZRdDl+LyiExv34s/FM3m6lBOhe1cz/pcFAJzauoBTW9fh0bo39Us5smHWaN79bALhSdkFYvKv2ZY5i/6mTXUvLOydSTi+iq+Xf02623G+6FbXFE7scfp268rh9AbseW1IsY6HTlfMLrqMKCZ8MRyrhiH8kXiI1UcuAq5UrFefoDnj+PVcOY4t0DJn1Q4A+tlU5rk6AeTcuMzw9wcwef5ODHmVjaFc3bZM+HUG3Z8OACAzJoSRnw+nybHLZB5Zzt7LCWBVkdotAynrZmsmIEVRFEUxKfZ8CmI0EjluLVmhsejsn6DkKh+tvRXZlxII/2olRr3+UYdzm315ho3+BOP59TSpWoX2vd/lp5//YHfQGRLTswCwsHHE29sLax1g4c77H78DWcdYtPpogaou71jGtigLPvr0bSwAnaMHaDT8/MPvNHpjEqFh4URcDmHsey9x5sACxkxajQCtB35D8Nbf8QS6fP47EZFn6F/fi7MbptF+0LcYn36NrYdPExERQUTERVbMGEVqyCY+HfE7OYDO2o0xvy/ihQBbxgx+l2MJAmTw3eABHI51ZdrKBTQr71Ksw6HX6xGRIl95NJb4+TkQsnUe2fXeJDQ8gjOnDvDyM+WxcXYjM2wXuxPLcuD0ZS6dCWHs68+DIYXRb3Xlx/l7eXX0DIIvRhAREcGGBZOxiNzCKy/34eDVdAC0Frb4uWnYungulV+bRFhEBCFH1tCyYvH2Q1EURfn/q9g9WHGrjnBz5Sl0jk/wmn8COmdbkjaFErs0CJ+eTR51RHmee3MsW73L8+2kGaxfYHoBOLn70TKwB68OfI1uzevkla/7fCeq2Ixn3oIljOzXgFv9KWsWL8bg05LebaoBIOhBhK4f/MSUkb3yth8xbhwr56wi5PABUuiLk6MLlQL8sQCcPP0pU9ofgIT4NF7pM5hR036mRr6HGMsM+oZ+//zJ/EuhJAu4a0DrWoWff5nAU4Hv89HIKXz4VDxfLT1Oj1GLeK91xXseAwsrWzBco2fjACx15m+z11VqzNYNa6iVm+PkZKWhcWjMd+M/pUpefOnk5GQCLoz4ZhyNqvvkbX9l399MW3aCdh/M4Y+vX7+9P2U+ZL2LljrtPuD7GetZMbYbWo2QmSq4VX6ZcaP78eAeL1AURVH+1xQrwcq+kULUzzvQaHWgfRTPl5UgjQaNhY7oX3bg2rIa1j4PduqD+9Gw0wBWd+pPeEgwZ86HsHnlWoKCT7J67mRWz53JexMX8uPHL2EFWPs3oF/neoxcvpLDV76meWlrDAkn+WfZQZ7r9xsBt/Jggx6wpOnzd9zc7+BJjUrOXM5JJyf3rYzMbAQw5NweCmz26uc0exUwZBJ54QJHT4WSmBDNyaD9LDwRg7ZyNunZ4J57y1Tldu/x+5dH6PflMA5oDJR7diA/juxRrP0XMYLGisq16+Npb/7S1Jauhl2+j3JyBKdq9alQ4DQKos8Cu0rUqlwwLTp6cBfpONGzT4dCdVd6sScdqoxi27Z1pI7thpVOQ7YRStdrqJIrRVEU5b4UK8GK+WcfmaGxWDj/b9x3orW1JOtiAtf/3EvZzzs+6nC4EnyIkxGZNG3dHFdbC8rVfIpyNZ8i8OVXwZBO8KGdfDl0ED9/MpgWzzWm21NegCVd+/Rh5MKPWb7pGM0HNubE+oUcSbJn4Rsv3a5cAHRorO8cDdahs7dBY9DcfUoGYxpLfhnL6B/+4lrcdVIzjYAt1etUxsbOmkyNFBot7jX0U6bNnMeB60L/9z+kVDE7PQ05maD15qeFm2nmW7xtELDydeDOqVjFIODugI19wf1OvhkPNk74+phbRskR/4ru3AiLJgXwQINowMpPTWqqKIqi3J973oOVGXWD2LkH0dk+5NnEHzCdvTUJy46ReTXhUYfCwblj6dixDdvOm5nFXGdHrSaB/PLDF1hyjR3bz+Z9VPnZF3nGFVavWIcgrFy2Gpd6HWldu3CvnBjvTIPEzHuFbf5lJK98MA6ras35espfbN25ixMhoZw+cZhX63uTmpZZaJvlM6dw6Loea2Du9GlEZxeu1zwNYCQ1OaW4GwCm5ZHM7onRiNFY8C0LK2vQ55CemWNmg2zSElKwsLQl/zOCYjCaKasoiqIoRbtngpWw8hg5USlorB7+0ikPksZaR/a1ZGIXHnzUofB0h45Yks2cuSuLLJMQF4secHS3z3tP41yNN3o/R9jOjWzdu41lu8Po9voAPP7jUpBa7a0Kkvjtz3lIpe7s3LSAoW/1pXWL5tSpUQaM0Rw8EoHOomAnaMyxJQwe/itVu49kwZxvubzzV4aOX/bfAipB1avXBX0MBw6eL/SZMSqEvcfiqVGxIW6AXiVWiqIoyr90159ifUo6CatOoLX61xO+3z8NoDdgTM/GmG24Z/F/TUBrY8HNTafRJ6c/uHaKoVzTrrzbrjobfnyL9ybNJza5YO/Kxf1reHPI12i9n6VHu9r5PtHQsc9ruOYE89WIkcRYVOWVwGf+dRxiNKAHMvW3EgsL7G2sID2OsPjb5yIrKYpJQz5ie7wee3vb27flpV3lg3c+4Lpzff6c+g1dXh/OV93qsejLwSw+GlucCAAtjs7mhu9KRs2WnWjsb8GUUcPYFnI97319yjVGDP2Es9mW9OzfCS2gfwKflFUURVEeD3fNnJKPhpFxPhadzUMcHswxgIM99v5OGFJTyb6eBpoHc2O91tqCzPOxJO45h0f7px5IG8Wic+PbOfOI7dmLXz7uw/zJY2lUpwIWGshKimbH7iPkuFTnt8W/Us+74Lnwrd+aF2q6snhPEA37fE/L8gXvkzPos4FM9GaGCLMzM8iQ7LzhNXt3f7ydYdmkoXQ4sJQPfviZwe+/w7xeo2lZvy6t6gQAes4f3ce5qHQc7C2IvR5JfAaUsspm8tBXWRx0nZEL1/G0jwbQ8OmUWazZ+TSv93+TGjsWU8Oz6AlEBQ0YIhjaKxAfx6IvTZ8qbfjxh/dw1AqZGZCRVXi4LzsrAzIyuXO3LTxqMuu3n3nplUE836AOzz33DPYWEHZqDyERSXQb9StDOtYwxSMGMnIgM/sxmtJDURRFeSLcNcFK3HYG9EYe2sJ0Bj36DB2+43tS9uWKpKxdz7kh2xELGzT/cdjLLI0GjHBz25lHm2ABDj51mb9xN70WLmTtxg2s3ryHTAFn/1p89N00unZ9hacrm5mB3sqP7i8/z+Lj8+nYrX2hE+ro7k/58tVwt7tz5nEd/hWqUk38uTX4a+Vbj19/m8ywryaxb88O2l6K4/2eo9hh48OkidPYsWcPWHsS+PI7TO7VG84v5N1xG7lyLZWyUfv4c+cF2gz4gVGv1MtrxcavAT9P/oZun89k5t9bmPJxhyK7TV28y1G+fDnCgw9ywVB091G5jADTk48WNlSoWh6rst53XKIafMtWoXy6X95M9fnVavc2O/fXYPbs2SxYvIq4dKHWc11ZNPNtur34dF58OitHqlYpj7+vW5GxKIqiKIo5Gikwc+Nt+tR0znSfTmZoHNqHsSyIwYA+WY/Lux2pNLo5OiBl3QbOfbjtwSVYgDFTj1UZF2qsfA9Ll8fnaTGjwWAaMNPp7pnfLhrZjVf/iCf4/A6qOBQsLWLEaBS0Wl2hjkBTGxp0ujsPrhGDwQgaLTrt7c8MBgNodOQvbtBnIxoLNIYcctBhU8RwskGvJztbj61d0Y8UitGI0fzleIdbMUtunJoCcQIYjQZENGh12rsfPzFgMBY1e7zkOw5P+PQkiqIoykNVZA9W+tnrZF6KR2v94O+/kswsDNk6XN/rSIXhzfN6VAqN7zwAWisd2VGJpJ2+hkvTKg+8veLSFne5mLRL/PzHRlr2+KVQcgWg0Wgpqqqi29CaSbrMJyE6i9whS501d4tYZ2GBrcXdryWNVnvXOsxsUeSyOlptMWvS6Io8PnerX1EURVHupugE6+J1JEMPDg8owcq9md2QmoWutC9+Q9pRqmfN4q/dU1K0GozJ2aSHXn+sEqy7EuHM9iXM3XaC83uXsjc1gJ1Duj3qqBRFURRFyXWXHqxrpnuUHtTIiMEIVrY492uG/9stcCxnGp7LjopH6+GOhdXDG5LR6HRkRMQ8tPb+M42G7BsX+H7cOBz86vHzkt9pUc7+3tspiqIoivJQmE2wRISsCwkP9OZ2Y2oO9p2epfK4drm9VhkkzN7K9Z0pBPzWq/iLJJYAjU5D5tlY0ywBT8itNnW7fU7MtdexcPTC9S5P3CmKoiiK8vCZ/WU2ZmWjT81Eo32AA3ZG0DrYoQVSg04QPXMnCasvYtWgEdqH2HsFgFaDPi4dQ1omOocnZDFrjQ5PP79HHYWiKIqiKGaYTbAMGdkYs3Ie2PxTABpbC7JDQ7nw4UWSN51DnwY6e1u01lrMr3vyAGk0iF6PPjXjyUmwFEVRFEV5bJnvwcpNsB5gfoXGRkf22TAyTxrR2liic9Qg6VkPrsG7xaLRYMzWo0/LwJrC6/gpiqIoiqLcD7NjgIa0TIzpWfAg5/4R0FhaoLO3QqN7DG580vBAe+yKJSOe7Rs3suvAGYq9Cl5OFMPaN2fA8IW330q5zsKlizgdlfZAwvzfl86EwT0Y+OXSRx3IE+4Gn3RtQc8P/37UgTxxos4d4M9V28gu8eUwDQQf3MCibUfve8sDy36mSaNnqF2zOtWr337VfKoFw8fP5EzM/X3fxFwK4o8Vm0jPXSjhws7fadGkK3suPH7fW9umfkTLF98nIuNRR1KUFEa82YFmA78l8dY7Mef4c8kKrqc+wCXnlLsyf5OVRvPok41HoViTXD4Y0cc30rl5E1q3a0fLpk1o13skYUmFl4ApxJjBsZ17OHg8Iu+tI0um0OuNYVzRP4QJYv8n6TlzeA8HgyMfdSBPPCsrG6wf5lqm/xMy+GpQH0b+uQHLkr4NNjWcN3t05bfdZ+5707iw0xw4FES6xgYbm9svK+L4cfg7PPtCL45cK24Gks2ED17j4xkr0OZeHikxl9h9YA9xyY/f0lTXzx1j144jpD1+oeXK5tjBHew7cIrs3HeWfP8Jr4+YSoaVmsvvUTH7zWfhZIvO3gZDQuaT8lDdf6fRoLF4NBeiZEQx6u03WXXkau4bSWxe8B0f+lVh5cR+95gbTIudoxX2dvnWKNTnANa4uz/ENST/p2iwsXfA3lYdv//Gje8WbHrUQTyBbMlMy8K+lHPJf//aWpKRnoO/y/3fCqE16sGjJksPHqPuHbPCHJo/juZ9RvDtlOWsmNCnGHFbkZWeiZ2LE7fuetVaWGGNPZZWj98/DK1sbLFx1D3QQZ3/xgofRy8C3AJwzn0nJzMLjZU9bupr7JEx+9uttbZEa6V7+DebPyIigs7aEgsHu0fSfvKlY2w8drXQ+4e3bCamuP9iyu1x3LnoJ4ZMWQYZUbzX8UUmLdpntviZdTPo3edzzkbHs+GvH3kpMJAer33KxkMXCpVNDD/JxOHvEBgYyBvvf8OukHyxZl1n1Jt9Gbdof6HtNs34gt4fTuBGbg91ZkI4v47/nMDAQF55bRir9hb8V7QkXmDkZ0PZfv4aq6d+TmDgS/y54ZSZ6A0s+Po93vt6MRkpcUz/ZgiBgR34cuYqTHfxZbDq9x8IDAzkrWE/cDomtcDWCZdPMGv8KDoEBhIY2J5Pxs7g9JVEM+3kk36F0QO68eoHU4hJv/WHkcWe5XN4rXMggYE9+HH2Cm5kFo71+LYlvNuvG4GBgQz5YhrB92oLPUc2LeDtPl0IDAzk46+mczYquVCpzIQIfvt+OIGBgfTo/wkr95wu8PmW6aN448NpRCVE8+ePIwkMDOTNoeM4dD7WTHsLGdTn5XztJd1RRjixdTHv9uxIYGBnvp4yl6v37GFNYsqnbzHix/UAxB5ZTt8e77D/YiwH1vxOz86BdOz+Lou3HOeel3lWItuX/cnAXqYYu/YbwtJtx8nJ9x0VvPoXevcdwbmYeNb+MZFOgYH0fONzNgVdzCuzevJn9PnoJ5Lu+G67uO1veg/4jAspd/nSy05m8+Jf6dM+kMCeg1hiphcoZO8ahg14hcDAQD76+mdOXblR4PPjS3+iT/8xXIyNY+Wv4+kQGEjvgSPZeizMVEAfx8j3e7H1/A2ubfuLdl3fIijy1pCZgWObFjDolQ4EBnbh22nziEq5feSyE84xpEcXPp2ytkCbR1f/QoeuA9mwazeD+w0kLMXI3pmj6fbWGGIE0kO30zUwkJmrQoredwA0IEYyzXRSPdN7MJ1qOXP45HEM+hTGDurDmD93Fiq34qdRDP12Kl+MGMSaUzHE71/Miy+9TlB0Dg62Vmi11thoMtm3ahZd2gfSvd8wNgddLtygPo0tS37L/dt7mQm/L+V6yu3r8UbwRvp3H8D2M9Ec2zyXft0Cad/5Tf5Zd4jse/6u6Tm8eQGv9ehA+x7vsftyLLb29mgK/SAaObZ9GUP6ma7Jz8b/Suj1O/9uIPnqaSaPfp/AwED6vTOGrcfDC5XJSAhjzsTRBAYG0qHzAP5cuZeMW8PDObGMf/tVxv29l5iIo3zxQX8CAzvwzdR5XEu+1V/lQGXP0tQpUxVr4I+Jw5i69hhEHqLzi11YvM/MMczbjQx2LPmNVzsFEhjYiyl/rSHxVrUZV/ns9d5MXB5UaLN100bQt8DfknBi66Lb3xFT/ynwHZF17Sjv9ujL4n1hXAhaw6C+nWnfoTczF24l7R5fJXsXTmT4rKVcC93PwG7t6fvBJOLTU/ltzHuMmr6lQNns2JMM7vkqczeZ9nn3nK/o/+5EriTEMH/KmLzfsX1nou7eaEkQMww5ORL80hQ5VHaYHK428qG9gsp+Isc7zZMMvSmO5NXr5HCFjyWoyoNt91DAZ3Ky1QQxZGabOxwPXNqlHVLZBoGCr9KNBkmC/h4bZ16WDt5W8vTLP4mIyNLJH4izg62g0Ymzm4e8N3mt2c22//CagI3Ueaq2ODu7i6enp1iAYOEr09adzit3ftdcqWRvJdb2LuLp6SkeLo6isXKXb5cGmQoYM+Sj58uJbY3+kpy/gayr8kJpa6ne7XvJEZEbZ3dK8zLOorF2EE9PT/F0dxGwlYETV+RtYow+KE9X9ZRWge0kwNVFPD195LPZu81Eny2fNPUX5wptpNtLrcTT11c8XewEkMHj/pKfPuornh4+4unpJoB4NOoll3KDC14/U8raaMTGybTPnp7uogNxKPOs7Iu4tQfJ8nbLitKwz1TT/xri5JMO1QW76vL39vOiN4qIMVG+e6OtaEDcPD3F09NLbLVIQKvX5EJS3h7J6omDxUqnERcPL/H09BRHa53oXGvK8iNXizihBlkydqBY6jTimruNg5VWLD3rybpTMXmlboTulpblnEVjZTqeXu6uArYy4IdleWWmv9pQ0PlI7VqVxNnNSzw9PQQQS/f6sv50zO32vjPf3tqT1/OO95zPXxVrEBd3z9wyGvGoGShBV9OK2A8RkWjpEGAr1dqMFxGRi8u+EQuQmvXri6uLi3h5eootCNjJp79uL7KWnJuX5O1W1QWsxMvLFKOzvZWAlbw/bX1euc3f9RWwlTr17rimLf1l+sZQERHZNeM9AWv5+3Bsvhb0MqpzXXF7aqAkGczHYEyJlEEdGwggrh6e4unuJGjs5NO/9uUWyJDZo/uLBYhdbts2WgS3KvLbrtC8etZ80U3AQerUrSnOzh7i6ekpOhBsysmcPeEixhjp3rqGWFtoRWdtJ54BjWTL+RQRyZFZn/QUy1vte3qKgyXi+VQnORqdYQrBkC4zP2gn4CR/HTBdX5lXD0lNeySg4xdyJeyINK7mLRZajVjZO0n5xr0k0iiSfGSxBHh6yohZB+5yLkXWfD9Q8KgpR1PMnaQwaV7aSmp0GysiRhnVsbLg21rC0vOVSQmVBp4u0nfELHmrZ0uxsdSJ1spWPPzry+awLAnb9IO4WvnJc61eEG8v0z7agGBVRn7ZePb22Uq6LO93biiAuHh45v2dezfsIgcjTcFFbpoidiDV6jUQDxcX8fbyFHsdApby7qR1YixyL3Pkj1G9hFvn0ctb/Go+JW0aVxW3sh0k9Na+G5Jlykc9RAPi4GI6j1YgFr51ZUFQWF5t4QeWSE1nG7G0czZ9f7o6CRYuMnLunrwy6VdOSIenfERr42j6TvJwFUCeG/ijpBpFJPuyBHrpxDmgrlQs6yVevt7i6WovgFRv/b5cTTftTdiJIDl6NlpEDPLVOx3FwcZK0FmJm0cZmbI22Pzu6uPliz6tRINW3HO/x6w1SJUXB0lYmogY0+Sdpn7iWO9tKfCXnhEmzb11UrfvZDH9RGXLnM/7itWd3xG12kvQVdNFkHp6pZQGCajTQHw9XcXH21NcbHQCyEsf/SZZRZ4TkXkjOotP/UbSpn4NcffylAqt3pLo9JvSt6671OoxtUDZtItrxRVk8E8HRUTkr0EtBTykdu0q4uxq+v4AROtcS5Ydu3aXVv878z1YFhZYONkiD2EtwMeBGIxYlnVBa/1ouqbtAp5mUK/Wd75L37f74lbcUcvc+8e6fjiFZePeAqdyLD8VxbQP25stbmXvgoZMsjybsefkBWJjY7l0YBkVbaKZ+vcKU6EbobzX7wPc24/gfOR1YmNjibsezm8fNmfsWx9w6EoGaGwY9PGHSNg21p1IyKs/+ugWgqKcGfrJa1hIIiPfHMCVcl04feEKsbGxxMZHs3H6O8wbOZRFh64DoLGyxS41jgOhGcw/fonY2GjGvt7MbPxuHm4kXdqB9dMDuRBxjdjoSD7v9hS/DO/P8shy7D97mdjY66z4aRDxB1ew+UgUkMPi3/7C8dmBBF/MjSM2nohDC3G5soc/Vh3Lf0DRWdkBwsS3u/PTfmvW7NvJq60qodPArhlfMmbheWauO0l8bCyxsTFcOLUV70sr+ejLuaYqMi7z1YQ5PDNoBjfjYoiNjSXi7B5alM5g6UrzPYskhfLVD3NpNeQPbuRuExa8jWe8brJs7UFTGX0CX7z1BuGlXiI493jGxEexaea7LBg5lPkHTKsS2Du5guE67s8M5NSFCGJjYzm88AesEo4ya3luj2PyOb6aULC98JDtpvbWmNo7t3oaH4xfx+d/7iQmPta0H+eP0tTiJIOHTKVQp10eLQ7OLjjlTn2is3HCFoilLCv3nOZ6bCwR5/bSrAz8MvsfbhZRy/ldq1kXqmfahsPExJhiTIy7xicvBjB7+l/E5vaQWju4AhlkezVn7ynTNX1h32ICLK8xbe5KAJp1fY3qDlksWS5MRk0AACAASURBVLE9r/7MqwdYsOMSfQa/gVMR4/Hrfh7DzDUn+XTWBq7ExBJ7LZxfhz3PhP4vs/78TaL3/M2Ab/7ihcFTOB9xjdjYWM6d3MUL7nG88+oQziWauiNsHFyBVKRsWw6EXDSV2zmP0sZwpv65CjReLN56gO71/AjoPISYywd4vpIDwUsnMnTSNr78Zy8xcaZzEHYuiKdzgnjv4+lkAxqtLW//8Ae9a1nywZBvSDPk8MNHbxFiXZ/Fs0ZSqlx99u3bRg0PK9qO+JVL++dTWgOO9btzOTaWsW81KvJMAqDRgSGLiPPhRERE5L0unNzH8NffYPcV6NurE6Ch78DXIXo/G4Ou5G1+bO0Cjqd50Gfg/7F33+FRFH0Ax793l0vvPRBIAqH33nvvXapI71UBBRVRqooiShMQxIBUpb1KEVCkhW4IvbckkEJ6Lrmy8/5xISQhIYih6XyeJw8Pe7Mzs+Vmfzc7O9ufb9f+Rr86/ng3H8zduydo5m9Jok4hUR/OzdRC7Aq+yP3ISG6c2UEx69vM/WZtxtiiDZ9N5JstZ5j63W7uREQSGRnByW3L0J7YzLCJX2MArGwcsAfC9e6s2fcXEfciuXP1JC1L2LPku++JyGXc9/1jmxgzcy2thy/i+t17RN4LY/Mn/Th3+iIJwiLjFuHpTfMZ++UGur73HVfvRBAZGcmFU7uorrnM4H7vEqYHUm4xtu9wtI3GcummOU3U/duseb81X4wcw/7r5p71A1uW87+z1vwaak4TGXWPjXOGc+63bYRGGEBrhauLFfF3w+k59UduhEUQGXGHBUNbcn7vSnadNfdI+1eoRuWS3oCaqYu2MatvfTTFG3E6/BZj2pTNcXt3z/+AmdvCWPlb6KN27PSv2IWs5d2ZG0Fly+hJY0i7tJOd5x71vN8+uouT0e6MG90TDXBh69eMnvMr76/a/6iNuHSC2urTjBpvPiZarQ3OFnDrgcLc9YcIj4gk/PYVBtUuwtaVyzj/hI59Bycn7p0Mxrfbx9y9F8nVfd/ibSPQ2DjgaGeV9TRVa3HW2mOb/h5lGwdnIBr7Cr05dekGkZGR/LVlAY7xoSza8EfuheaDXIf32JT3ea4Fv1JMCtbFPF5e+So7xs5fxYL3BhHg7U2JCk35/PttfNyvzjNlp05vBZ70wmiTMQ2BPe/PnE45P/N4jMI1O9OrYSliz95CD1w8uJU/73vw7vvDcVIlERUVRXSSii4jJ1BWnCNot/lJpGJNulLbLZ4VQdsz8t+9cSOaso3pXsOThAt/sD44gVET3sHXURAVFUVUdDK1e46irb+OFT/tSN8PCikpWhp1HExNP1cANLk8bJGWqsPapzGz3+uFk1YF1m50at8UFZ6Mn/Yuge42gJY2nbvgZWdLwoNYwIIP1h0kdPdSAj2siY6K4salUE5fuY3awZrU+JRHh0StRSvi+Hbam0xcc4uNe/fQtmL6OSISWL5qO5XaDaZ7/QBioqKIiorCrlB13unbmj9/XsE1PaBWodGauHlkB5t2H+R2xANcAmqxN+QqQR91zvnAKKDRGrl6+Bd+3nuEO/djcS/ekANnr7N0YmsAYi78ydrDcYycMIHCTo/2Z63uI2lXJI2VP5lvyZkMqai1Zfls9iQKu1oDKqp270fzos6EnbmZvi2ZyttjLs+tWAMOnL3OsnfbAEaCVq3HvW4PhneuTGK0eVtVzkWZMLwPl/YEcfzeUzyMAQihR4+aEe/NoH7ZAqgAj+J1GNy5LvpLt4lKynm94q1GcCf8EqNalic5/gH3w29x7NhJ863nVFPGrRSTMRVw4sOZ0ylb2HxO+9fuRq/6JXgQepMEQO1RkR4dqrF38yYi0++uHdu2lmtpvrzRsmrOFTDFsGrddjzqDOaTIS2xUwNWLgz+eCkLv5iArSmJ9WvWYF2oGYu/GkNBJ3ODX7hsfRbP+wDT7V38dMR8u0IxpgLufDzrY0r5mkfLFG3QgzdqBxB95gbmM1BjvuOvUqePZTLww6qNFGzQi8Hty5OQfgw0biWYOLQHZ3eu4mRU+sZYevHFysU4X1hLqxYtmbnhGtMWLaOqj3kgjsrCwvzA9DNMIq2xdYDYK3SuEoC/v3/GX/GKdZmz7hjd31/IqM7mC3nxxl2p5atm/caHY/AMbFqzAbcKzakfoAVE+jaqMl7wrpjSEDgx5bOZVAhwRQV4l2vJm03Lk3D5FskAhjB+WL+b8l2m8PGAZumvyrWkcrtBzHm7PX9tDuKvJLC2FOiAgeOn07ySHyoVuPhXZmiPxnDtDvcf5Nx5sOPndejcG/DN/OF42VuASkP1TmOYPqQFKl0yisq8LRt+XI9TqS4smj3AnA4oUqk5iz6bQNL5rew6H0/kX7vZfcOeiZNH4WqhM7efCSbaDn2H6tbXWfnLkfRjogFDFFt/WseJc1dJTNXS9d1F3Lv5B9W8LEBvICXJQNEGA/hkQBNsVSqwcqHfmMG4Y+TWpey3/M3U6Q+r5XoZUGJY9sOv1O4yjM41CxGd3o45FqnL+J5N+G3TSu4aoVSrHlR3iOa71b9mrLpzwyZsKrWgY3VPwMjqVRvwqNuDYZ0qPWojXIoxYVhvLv4WxKkEsLSEZCN0fOtDejUqhUoFNh4BDBvWGXVsJGFhuT89ajCkobEuw7D+XbDOuCQ8XQeQ0aBDpSrKnDkfUsTDPAyoQoe+tC3rwb2QmzzPZyxzfbzHNtDb3CvyGr0+5lkJRcHW3+ul1kHtUJCRs5cx8INkVJZ2/JPONCW951Exmcg1hjYZ0Kh9KezpmGWxk5cb4rwOIxD1IJrU1Mt0qpDzvrG9kf6UndaXN9rXZNyWn4n4vB8+xtv8sPkYDfssxgG4ei+cVGMU77Qvxzs55FPg5sOn9RSEsMbLwT3PbTSaBK6Fimfp4VNZW2FjF4Cv86OxdEahQaO1Sv/lqcJS/YBVM+ewbP3PHAq9DhorrDUmUg0K9hmD2lXYO1hx/KfpHEiMB4uC6PSZggh9LPEimWPrp+C8fsrjlbMK5FqkiaK+Rfh8xhS6j5hGtxZbARvqte5I+85dGNS3C845bZhLSebOmETPMbPp0nQjYE/Ddh3o0LkrA/t2xAF4EHUfnSmaiR3LMzGHLLzLpD9RajJi61UErywFaXH1dOR6Qor5q+1Ugrkz36XX6Fl0aWYur0G7DnTs3JVBb3XEnmRiDIncPLgIb8dFOZTmwOXweOp5533MUIyocaaIr2fWHLzc0Bjuok8D7B9fzcLSktA9G/j8m2/Z+ss+EkxgY2tNmi4V13K1eDjLizAZ0Gh8KeyV9Zx29nZFuaZL7wHR0Lvvm8xY8wm7zsTyZmUHNmzcTUDdzlQrmMuXThfFrQdJlG9cmSy/la29GPH2BCCVoJBrFC03Ar9sLWrRqjUpbWPJtb9uQ6tAcx2tCuHrnnmUuMpcx1Ad5rNMMXdIi4eDcJJ5YEziyu/z8XScn0MFXbgakUgtD3NQ6V2lG9+8t4P2U1ZS/a3Pmdq90qOkJpN5/IHy9+d/UPSpYOvB4NGjKZSp+taeATRv2ogKRQs+2iL7QAZ1aciIzRu58/UgCsWHsPn3G7Sd8TXmb6cpfRsFJh5eiExY4I6Pk0OWcu3dnFCZ0i+Dcbe5HWGi3rAGj9WvdtMG2Mw9wvXraZRQC1TYUaSwd9a8PNywMN5An5bThU1w88YtCgQ2IfupUKZGRey2nk7/XzzXrt6nVKVhZD/rS9Wsi5/Fp9w4G849t1h0xlv0qlEox/2ZfN38Pa3fZQSDt/3B4vcGsfg9cPOvQIe2bekxYAjNKhUGk4JBaPENCMyyvtrWHgcLLbrEnPuQFSHM+ze3y4DuAQmqZA58/zaO37/9+OcOZbkRK/D18KNb22pM+fknomf3wl13jaBtp2k6ZHT6gPoUHhjNbYRXjm2EI5cjDNSwV6FgQUBA4Syf2ri4YIlCaooeyPmduoqiYGntjaNVDh9mO4wqlSrLIsVkxMqtCD5ZnutQ4+LlhDExBQV4Xo+35R5glSmAxt3WHHJaPMdX5rxkwqhg4W6LbflX47Uz1nYv7qXNKrUFqmyPxSiKgkpt/uVsMqZhYVuEISN64qAxZl4Ra2trStYvn7GodZcujFs4mb1nk2kSt539N9Ws7toYAJNJj6Jxp/fgARRyyjxUVIWVtTXe5ZtkiuMFJuXpflOo03+NPyTMLTYmReFhiyIUBSEEKo0W0DN7UDemrDpNm55deLd1T0pUqU/9cjYMbdON+BR9Rl6KIQWT1ocVP6/lwPwRjBg0mnpHNqRfWBRSdYJydbvTrm4ApkzTe2i0llg5FaaovXlZ/X4fcblxB5YFrePooSPs3LGWA7+uZfP+2fxvxXu4PPYNVNN0yCwuN+3M8tUbOHb4MDu3r+GP7WvYengevy4dh4XKiNC40WvgQAo7Z92fltbW+JQ33242ifQeiyyHWEFRBCqN+lF5g2dyuUknlqWXt2v7GvZvX8O24G/YsXgopjSFwuVa82bb8hgzDRtQW2ixtvGgqvfTvv1AANrH5r1TTAqo1bnODHNlz3c0bjsIp3LN6Td+Eu5exWjRqj7nVk/mnY0JZI4VVJonn9MAReq2oprPFH7edpAeRQvxy+FbtF3YkZzabnMGRhRjzsPwjakp6AzxqFS5tJFCIFBhoX10oFUWFmRNLh6rY7ZMSE0xElCxHb1alXn8GNh6Uckzc+3TuHDLfGsu6sYNItPAK9eNe3pCnwp23oyf9SGlnuKS0KpbZ9Tz3+GPM3HUuPErF1O9+KJdXr3yCkZT1u+/yWh6NG1Q+r8ihyl1hFAACyy0KkgVgAVqTdaKKsqTzzWtlRWKyfhY34hGq0GlyvRdU0FOPSgCAaix0FogTKlorAoxcMSbuFhmbT+trK0JrGXuMbXyKM7SX/+i19Ygftqxl+C9O1mxYCYrVq5n5e799KttAypQZ3vKXSiKubRnfrRRITVFRaVGvWlVo1C2dswKS1d/ClubW+a2XTox8btP2H8plao3t3A43IpNXRtmbHVqihG/cm3o07Zcjm1ERVcwJBoRqFFb5HBMUOW9HULBlMPvApXItp6imK8BmRartdnbQZGtHXw+cg2wbPw9sCnqQfLx26gt8uHb+YoSBhPWJT2wK/5qBFj5QQgBKjVabV7dYCLHhgoBClDQqxAqg4ku78ygsffjyTIrVLsVNX3fY+vPP5EQ8wsO5ZrQrKz5Np+7V2FshIFaPScysv4Tejr+5pA/IcRTr6KxtIaUC3y7/jDDvtzF4vGZfgHfP8i18BgKZszXJEhOVijfchz9OrWifaGZ/FitNxO+2ML6qR3B0h1vWxtifKsyc/aEXMvUx1xm6arfaNx3JG+/XxGApNgwVk8fyfB5Szjx4RiaFcv65Kru/jmWrdlPqwEjmDjV3AAnxdzluw8HM27xIkJnjqNcoQBsFQM1e7zD6Iaej5X7kGLeSU+c3i0t8jzfrv6DlrmUd3XmEAI9XPk1OYAZs2bnntFTy+Wce4JNP65AV7gHV4+vzXgEHWDv9ZvoTAGoswUr5vyf0FjbBtK9dVVm7drCZjd3YpzL07dtlSek9yHAw4n9R0+SxsBHgZj+Np0r1cWmzVSqVyvF2i2/c9MwBf9MX7urJ45wXqfnzXK+6bUjz2MC5t4HtcXD89EeXydHFE3gUx2D42tmMvnbUD6aN58NH09g6Cd12TKzp/lDIcy/2PNsG3KgUoFiIi5GgEfeF3Wfai1oFPgum9as4+a9XRRt3JVGRW0e28anrYkC4FQIvwIWHDm8H8jai3Xot/3oLF3w97NEhJj4++eaiiKBAdzddoCrSVA2U2/q+SOnSUpW0s8qJwIDvdl1ah+RjCLzN/DCkQPcMoJfKW8KJBfAwmCg7agZtCuSe6lHf13NX3GFGNrrTRp2eBP0KVw//ycdm7Zj+bJf6Fe7GxpVzkHlkyhCgEZDrofaxgMvG2tMAbWZOXvEE/Mq0qAN1bw+ZPNPm7l94xdcKjWnccmHPcV2+Do5Y0x9chuREmMOnP/udjyRSU/c/axP6oZfvcB9UwpWmSeRe4rv3POQa/im1mpxqBto/nX5oqSfEA/vGWtsLXjec0UIvRHHesVQv4JzrzwrrVoNKclExeQ1HUBuBGlAsfrtqOkaRt8OPTlyMQxFUVD0iexbM4fSBUqy9Pdrj1axKsyA3s048P0CFmw/T+suXXBLP45upRvSqaoNE/p24n8nL2NSFBRTGn/tC6Jm0QAmf3/wn25y3lskBKgtsbEycfXSOeL1AkUxcSP0ED279ONmqhFLY6ZfzpnGLrhW7cnXY1qxYfZ4fjkfDyoH+vdty6l1H/D2wi1EpxhRFIXoW2cZ3a4OVdpMIA7QWOhZ/MEoWr8xhiv3zNMs2Ns7YCANbN1wtn/8941GrWP+pJG07TWJ6+mDkuzt7dGTCo7u2GjBJrAenWvYM6FvJ7Ydv2Ten0oaIb+vplZgAJO+M+/PvC6BKsAio7yJXI/MXp4zlraWvNGrK2GHFtLzw+8Ii0tFURQS719j+oBWFK/Rm2vJz/c7amdrjT7uJqFXo1EUhbS4MH6YM5JpG06hVltieobJH7sNGYzT5d3MnLuWmu36UNX7CZMFWbjRv3cnog5/x9SlO0g0KihpcayaPZntF+9Sv11L+vToju7OHoaN+YrbseZ9dCPkd4aMnY7WvyVdavoDT9uaqbBSIDHqAYkmc69frze7cuv3ebw1fRUR8WkoikJCxBWmvtmcUnX6cSt9+KD+7lH6jppOnRHTmTZuDItnDGbrrNGsOpr+SLpGjaXBxIP7MWR0NAhzD1q+XvgALAsyeGAXjv/wDd//cpe+A3vzKLxSYyVUJEU9INb4dOUqANqCvNW9BaGbZ/Hhsp0kGBQURcfxzUuY9OX/qNy1DxVsITXt2UbWtOjUG5/kU4wYPoub0SkoiolTv3zLxyt3IqxtUQsALd17dSfh4mZGTFpGRIIeRVG4cmIHQyd8jkOZDjQv6YBHxaY0LPSAgV068ue52+b205DMwU1fUc63GPN3XgAg8txuhvVuyZebj5IqBFjaYmutwWAEN28PQHmmq6ClSo0pNp7ouFy+IGpX+vdpwaEVk5iy7Bce6EwoikLk9RCGtKxBzS7vk/Dw8m9TlP49mrB32XyW7LpG2y6dccpoYCzo3qcrYYcW0HvqyixtxCf9W1KiRh9u68ka8OQLW9y9HDh79Ed+OX0HxWTi3qVgpkz7mlSVBZavwKRlT9xil8al0ThYme81vAhaC0RsDDE/nyZmy2keHAgHtcXzGwNmEqjstDg3LPmcCngBhEJirJ74TPfhCweWwlEfTpdKhXjjk9U5rmZMTcZojMeYLX5OTU4gNi7JPBbEqSTzVy5AdXYdtcsG4u7ujodPYZr0mYxn4950rpP1Z1mHvn0Rt45z4ZaOzp0zPRVp4cq0JcspbThNu6pl8HB3x93Lh6pN+hJbqCkD2tVI3xYj8bFJJOnyHjSdkhhHXPo4ooxt0qeQkpx1m4RiIDY+luSkZLAuycShHdnz7UgKeLjh7uFF2Sr1+O26BZ6Oas6EhKa/okiQnGDO30zF4Bnzqe18k55vjed+ikKjQR8wqVct5o3qhL+PB+7u7hQpXZkFe+4zbPxAnAGNU1mWLZ9O3B/fUKZoIVxdXXHzLMiY+YcZN3sWVXwev6hbelRl+bIPCN/xOaUDCprX8fJl0tIQ3v18FmWdARyZung55cUZOlQva96fngWo0vhNYgo0ZmCHGhnHMjEuMdtrl8zbFp+oQwAa9yqsWP4BETvmUqpI1vImfTaTQBvwbzWEeWO7sW7GIAILeePu7k7hYmWZ+v1x+o4ZRRG73L6gCknxsSQkmc9NRa9DRyxp2S6oel0SqYkJuTYzXQeMIlAXTL0ShXB3d6dgQEn6vb+OYqX8SbkZws175lu7htRkjPrHz2ldUgKxcclZzhXvKs2pXcrEmdt3adWtbZ5NTKsxnzCma2U+G9oaX0933L0K0W/aOjqOXsTABr541e7J4sm92bVkPMXT91GpSo05qgtg6eqvKOZkbmoNuiSMKTnVMZ64+OT0Y2VDpXIliNi9gAK+pVn3VxQVuo7js5Ed+WFqP4r6epmPQfHyTP8xhH5jR1DYFpSUSMa91ZOLds1ZPnMwAA1GzmJADQv6d+nPuchUsPemarGC/PnFELwrtiQ0BZJPbaK4byFm/PDk1+cYdMkQ+3jdn6RZly5YPjjPdXUB2japkOkTSyqUK03coe/x8yrG2rOx2FsK0ohDn+1EeNgmPQwIu74zh6FtSzNjSCvzsXAvQPXOw7Gp14NvPxuDBaBP05FAAqmGrJU1pCajz+Ececi1XFtWfDOJ4NXvU9zPB3cPH5qOXUbt9q3QGhPRp8cqFbqOZu7oTvz0+RCKFvTC3d2DMtVac9GqMitWfUoBS8DGny9Wfov99e00KF/c3H56+1Kv23jsa77BGw1KANBuyMf0a1qEdzrXwsfNDVdXNwLKNifOryPTxrQGJYn4BykkJGd9V69QDMQZE0lJyzmAKlWmLIQdomohb95f+/g8hQAtR3zM2C7lmT2kLX7e5nYssGxVvjuUyIix/bI8Vdup35uk3jzK5TsKXTo1zJJP2Y7DmTe2Kz9OH5Cljfho1UneHDuKwpagT0sjDv1j9TXpdaQSh/4JgbZel4QuPnsbYc1bQ0ZSMOEMbSsH4O7lTcUmA3Gr0Rp3IYhOnyMsLTmBlNjEbOs+bOOf77uPNNOmTZuW24dadwcSjl4j7Vo0qhfwuguVhQYRH0fsllPE/HKGxNBY1FaWz+2tPYpOj101PwqOaPrc78U+N8LI/bAwitRoRpPaxQFwCShNRT9nkgwqfMpUp2WNUo9dQFIToolRvGnbsTketo+2PT46AhufcrRtWR0rFfgUq8pbvTvhY6fCoLWnaKX6fDxnAdMn9sLRImuuVu6eiKR7eFbqwsi3GmGT6WMnn+L07tuTYp62pJi0+JaoxISP5vLV9HEUcEzvKlL0hN97QIUGLahe5slPscbeC8cxsAZtGlfMuM+dlhxLrN6VNu0b45a+TcKoIzwqjfrNmlOioBOVGrWhRjFPdEkGvPxLM3TSTBbPn0MVLw0xWkeaNqmBJYKYe/fwKVOHJjXSB5ZauVG1pA+3r92gcLUGFPX2pFmn7jSuUhxTUiIuPoVo9eZYln37NS0rPxrUWqhcfbp3aIiTSo/G3o0y9dry+fzFjOpSI9eLekClxrzRrh72IhULR3fKNezAF18vYWj7ShnrOHoXo3ffXhTzsiPZpMW3eEXe+ehz5k8fT0En8/5MjI5A5VWGdq1r8+gQK0SH36dA2bo0q1sSFeBf0Vyew8PyGnTgi2+WMLR9ZXN5KktqtuxE+/oV0egSsfcoQL1OA1m4eAk9Gz9+bj1iIiosksIV6tOkdjGMungiYm1p3r4Nfq6Phh2kxEWis/ajbfuGOOXQkeTgU4oO7RpgbUzB0tmTOm3eYuHSJYzv0ZD70ZGUqt2AQA9b0uKjeEAB2nZsjnumky8hOhybAuVp07Lao9t7aluiTuxk+1VP5n0xCY88RkGoLBxo1ak7tcv6Y0hIwb1QZSbPXsT0tzul56mlapOOdGpSGW1KMnYePnQa8C6Ll3xBk1KPzuWU+CjiLQvTrkNTMu0C4qLCsS9UidbNK6NFRbm6NXHQ69DY2FKpUUvK+LhRp3UX2tYphyolCQfPgjToOphFSxbTrUFxVMCDK8fYeOQ2k+Z+TZMSD0f0WlO9cimuXzqHQ9FqVCziS7X6VVHFJWDp5EPDNu3wMkWzbftv2BRpTJu6ud/LSkmIIdbGi/ZtW+Bm9XSNsqWbI/tXLkRVox/TBjTM8ou+VK0auJj0qKytqdikDaVdFMKibWnZoRUFnB/dUchok1qZ2yS1tQttu/aiVlk/0mJ1eBQqx6gPZ7Fg9mSKpk9bbkpN5H60hibt2lHU81G/mS4xmnilAG07NsXVJudtCKzajK7Nq6KkJODgXZlPlyylZ01vonX2tGpVD0ctoLKidqvOtKlbDnVyIg5eheg+fApLFn5KnaKPhkF4BlSkb5+u+DpqSNPY4V++NlNnfs3syf1wtUwv39qF9t16UKmYD/pEA56FitB77FQWz/uQ4u6WYEwjMuweRWs1o2HlgIy8hUFHxF0dtVq0plwR18e2w7d8ZYrYWWDUaClavSF1S/o+lkaldaRl5x40qBSIMTEJ1wKFaNt/AssWz6NJtnHJNh6eGOPC8a3ZnRF96mUds6iyombLzrSvXwGNLimjjVi0eDE9Gps7MBR9ChF3EqnVqh3l/R+NODekxBMZZ0/LDi0p6JJzT3JyXBSpNv60a98Ax0xJvIrXoH2LGlikJWNbuBLvffo1E3rVIeJ2HNWatqJ8UReSHtzD4FaCdm3rYZ8xjE3w4N49PIvXokXDMnm8LeXZqUQe/cJR205wfcw6NDZW/7r3E5oSdfh/2RWvbrVedlUkSXqh4nmjchluVprI0e/G/tsflM7T9oUzOaipw6fDGuZrvmnXd+NfthtDgw4wrUv5vFeQpH+RPLulXJuX537lw6ScvIva7t/zUiMlxYBNWR/cWlXIO7EkSf8KCfducSzkEuf/WMXGcxo2fP/mfz64Sg0P5Y/zCXSZWDmfchTcuhjCpTt3WPv5uyQWbcngtjK4kv578gywNNaWeL5Vmxsn1pkHof8berEUEIoJr351Xtr7ByVJevF01w/RpmVv9GgZ9NkGupR//NbKf42Fsx9TZn2Im1MOk5A9ExWn18+j07QfwKk0K7fMpOC/90F0ScpVnrcIARSDkYsDlpP4x1U0Dk87582ry5SYikOdAEoGDUWtff5jyyRJekXo4/lz334MLoE0qVH6ZdfmXysp8jr7joTiV74OFQKeYhJaSfoXeqoACyAx5BYXe3wLRoFK+7zmPX3+hEFBqBRK/DgIp6qBea8gSZIkSZL0Nz314HmHCn74fQMVAgAAIABJREFUjG2MKSWNlzJjV34QApMuDe8RDWRwJUmSJEnSc/O3nk4sMKABzq3LYop/vnNHPC/G+FScmpag4PAmeSeWJEmSJEl6Rn8rwFJbaikypys2FQpgSsj5BZOvJBWYElKxKeNFwOyuaKz+PU9DSpIkSZL06nnqMViZJZ2/w+XB32O8k4Da/tV/PERJSkNb2IliS/tiX7pw3iu8CmJOwdUtoAmAUr3hiVNkKKC7D2lJj2a9Fyqw8QWr1/+hBEmSJEl63TxTgAWQeOYmV4YHYbidYH6dzitKSUxD6+dE4JI3cSjr97Kr83RuroGdwyDB/G44PJpD2zXgkcvTOLFH4c954FvtUZ+kSQ1+3cHj3/MSa0mSJEl6XTxzgAWQGHqLa+PXkXYhEo2TTd4rvGCmhFQsi7gSuKgPDmVfk54r4z1YXxUiwuBh51MKUHIOtHs35/cyRv4Gf4VA8wkvsKKSJEmSJOXmH72Cx6GcH8WX98O+ThGMsSkI0994C+hzJEwCY1wK9jX9KPH9wNcnuAJIvAGJEaDNtMwSiD4Kub0DWaUBcnlj+qvAlArGFDAmgSHt0TJDMphSwKh/ufWTJEmSpHz2j99xaOvvRcnvB+I1rC7CaEJJfrkXSyVFj6I34DGgJsVXDsS2iNdLrc/fZusNVg5gyrTMBDgUy2PefQGJ9+Hyari4GRISn618UyroE57wl/T3p+lIOAc7usH2cXD/jnlZyhX4fSBs6AH3bz1bXSVJkiTpFZUv05hrbK0J+KgzDjWKEDZvD7rQcDS2VqgsX9yEpEJvwpSchnUZL3zfaYF7q4ovrOx8ZRUAVd6BvVMhFRCATXGoMTz3cFithaSbcPcaOBQy9xSd+hr8OkNAqb9XfuQBuBUMOR06AahcoWR/cPgbrxhyqQK1JsOh70Ckn3JCD6mOUG0KFCz29+ooSZIkSa+4fzQGKyeG+BTuff8nkUHBGCISUVtrUVs9v9fRiDQjplQDWh8H3LtXxWdAfSzdHJ9beS/M1TVw8UdQF4OK46HAEwbom5IgMR6cCz5aFn8cDu+ERu+D9T/uqMwf0fsgeD0UaQG39kDxEVC07MuulSRJkiTlu3wPsB5KuRlJ1LpgHvx6lrTrMag0atSWFvnymh1hMKGkGREmBavCzri0LY9n71rY+nvmQ83/LZJg51ioMAd8PJ5+tbizEHMt594yAajswKc+WD/jXGK3v4N1Y6Hpbqhc+9nykCRJkqRX3HPrWrL198TvvfZ496/Hg9/OEffbOVLOhmO8nwRqNSq1CpVGDRq1+d+cno4DhFEBk4IwKQhFIEwKFl72ONbyx7lpKVyalMG6oNvz2ozXmB5MGrD4m4GQMIHJYA6mcmR89lclJZ+DM6eh6VcQvQ0iioCP97PlJUmSJEmvsOfWg5WT5KvhJP91h8TTN9GF3sMQm4QxXocSqwOFrEGWMM+VqXG1wcLJFq2zHdZlvHCoUBj7yn7YlSiYWzH/LaYoOLYaSvQHV+dHy6//ABfuQatJ+fAoQz7QXYc/voSA/lCyCtzfDUd/hZofgqcMkCVJkqR/lxcaYGUmFIW0e7HoIxMw3kvCGJ+CKc2ASqVCCIHG2hILBxssCthj6emIlaczKs2LGzT/+jDAxR/g+lXwqwfOjvDgBoRdgWpjwe1lBy8CIvfDnqng0R7qjgQbGzA8gJDPzD1aDeeAf6VXIxCUJEmSpHzw0gIsKZ+lRsKdg5AaC9ZFwa8+WL4KEYsCt7dD7D2wtAP3huDhC4kX4O5JMCSCdTEo2jTnJxclSZIk6TUkAyxJkiRJkqR89ip0cUiSJEmSJP2ryABLkiRJkiQpn8kAS5IkSZIkKZ/JAEuSJEmSJCmfyQBLkiRJkiQpn8kAS5IkSZIkKZ/JAEuSJEmSJCmfyQBLkiRJkiQpn8kAS5IkSZIkKZ/JAEuSJEmSJCmfyQBLkiRJkiQpn8kAS5IkSZIkKZ/JAEuSJEmSJCmfyQBLkiRJkiQpn8kAS5IkSZIkKZ/JAEuSJEmSJCmfyQBLkiRJkiQpn8kAS5IkSZIkKZ/JAEuSJEmSJCmfyQBLkiRJkiQpn8kAS5IkSZIkKZ/JAEuSJEmSJCmfyQBLkiRJkiQpn8kAS5IkSZIkKZ/JAEuSJEmSJCmfyQBLkiRJkiQpn8kAS5IkSZIkKZ/JAEuSJEmSJCmfyQBLkiRJkiQpn8kAS5IkSZIkKZ/JAEuSJEmSJCmfyQBLkiRJkiQpn8kAS5IkSZIkKZ/JAEuSJEmSJCmfWbzsCkiA8oBZowex7fgtEpN0iGwfq2ycadaxK21bt6NplWIvpEp3Lx7lZISGdo2qogbCTm2hWZ8pvDFjNdM6V34hdXgae1dM48NlO0hKTMKoZN9zj3T6cAkze9Z/gTWTJEmS/stkD9YrIY2QQ3s5evIKFtbWWGf706REMH/qOzSr25D5O88+99oYIkPo2aw58zefzjhBVGoN1tbWaDWv1ikTfvkUR4KPkaRoH9tvmf+0Fq9WvSVJkqR/N9mD9UpQoVJU+DYawOk983KIelMJ3rycN3qN5oNxH9Ph+Hr8HZ5fwKBVpRAekUAZJ6eMZQUqtuPUqXbPrcxnpVKrwLo4a37/i1peL7s2kiRJkmQmf9a/KlQqhMlISo4fWlOz0yhGta9K0qVfOXg1BoC0xGhCQkK4E5OULb3g/vWLhJy7gs5oXpIcG0FIyBniTeb/R9+9TkhICNfDYrOsmRJ7nxOnLqBYQOzdy4SEnCUq2YiSGk9oaChhsckZaaPDbnDm4o30/xm5fOEMIaGX0GWry81LoYSEXCTJmPvmPwi/SUhICOeu3X3ibsqZQpou9emSGlO4dDaEOw/M6a+eCyHk8i10+jTuXLvAxVtRANy7cZ6Q0Is8SMqWrymFy+dCCAkJJSI+7bHsTanxnA0JIVoHkMq5kBDO3Qgjzag8w3ZJkiRJry0hvXymCNG9vLMo2HCkSHhCskVv1RagFd8djxBCCHFx11cCEH0W7smWMk182MRf4FRZnIoyL/lz5QQBlmLuzzvE9JGdhLMGAQi1o58YMOFrEZ5iNKdbPlkAWf5m/hEhEkLWCUAMWvZnRilfjm4pbMt0FidP7xc9G5bJSF+hSW9x+EaySAs7Kfq3rpqxvHSNdmLT/qtZapoSfkZM6tdeeNo+LM9SVG/aR2w7dvOpdl3Q5PYC60Cx73rKU6VXIo+J0u6WouP4eWLWsPbpZXqLdQdOiREtAkVg02Fi5dx3hX16nYd9/Wv6mkaxZflMUadi0YztsfctJUZ+sEDc1SkZ+UeHbBIuVpZizJzvxLgO6dvuUE7svhz3VPWTJEmS/h3kLcJXhBACtdYGh1w+v3H0ZxZsDQbPelT1dwNAhcr8r+rx9CqVCtQPU4DKwhJUBmYMeZMC/jWYNG8BrpZGtq2cz4q5Y9A5+vLjh50o3qArC2alMf2jL/Fo1I9RnRtQu6QTSTcNj5VlaWuPMewQPbqcoXDlZixcNJq464f5ZO4PvDUojRLiJine1VmwaCBJd/7ik9nf0n+ULVWD1+Jnq8IYc5kebZuw7ZSR/u98TI1iXpgSw1nxzTzaNzvB9gP7aVvOM68dByoNTq42T7mn1dg7aNizdCoXyzRg3uIlKMkqahbz4bCVJbd+W83710rx9heLcFeSKV23HKDw4/SB9J66Cv+a7fn8m4k4aAWn965j4YxR/HnhNvvWfYq7BaDWYGtp5PtP3qZk3Q4sXjKIlBRLSvvkdmQlSZKkfyMZYL0SVFjZ2vDg3E4GDU9Cm75UrbFAa6EhMeIKGzf8SiJefLJmFuXd01OkRzvqHCIslVoNanXW/wuBS8ku/LZrCQVszcsHdaxF5SI12LPlFx580AmvwMqMHK1m0YwvCazVnqFDOwFw47IxvchHZVlYWqCPi8C/10J2LRyRHswNxXj7Ih9t2ESxcUvZM29wRpBnFXeN8Yv3c/pyIn4VHfn5q/fZ9peGFX8ep389v4x8hw/sSfPq1Rn59qfU3/0FjjkEkA9ptNagv8e0EYMp6Jjz6awtWIopE8fgbWXe1xhTSTIU44s1G2kdaJ2eKhGDSY9BZ2DoZyuY2rVsxvpx53cw/uNVlGz5Dn9smYuXVfoHQ4dS58Pe9J3xGV9t6M6MXpVRq9SYdAoGz6qs+HkVZexyr7skSZL07/VqBFgKpJggNdMwFUs12KsBzUur1QtlYWVJcvhZvluSw1OCVt70GT6BLp370rFpuWcrQDEHSJ0HDswIrgA0XqWpX9aT5fGRJOnB1QrSHsRjEqDXJWakU+UQxCnGVMCF/n3fIPOnlSoWgw0hdO3dPsvysn4BwBmMigbEA1av24lXhV60qeJBXGwsihCACq1VYQb1aE6PGds5fXsWDfysyI1aYwGmeLb/uDzXNNqyTRk+7mGABWl6gXPJptTNCK4ABCZjGliWo03dslnWP7RnO5EmGz6eNO5RcGXeK7w5YQrfLFjHT+u38nGvymjUoDNCqVqtZXAlSZL0H/bCA6wUA1yPhWMP4Fwc3E+BB6lwQwf3Mw2CdtVAoA24WkMBewh0hFquUMQZHHK/3r6mBLr4RHzqDuLots+wT196O2Qv40eN5hwleWPQu7Sr7P4PijDPEWXnlv2qb4GNuxOqeBVP6CjKmdEEFu64edlnWaw3mUDjgY+jbZblJqMJUKGxsIDU29zWw/3TS/GyW5pLATZcuxNNA7+CuVbBkJYCVkXYdvQgdQtb55hGpdHikGmzhQJ2xT2xzZZOGExQ0AMH56zLI+7eAFsvihfL4Xalkx8VyrmzIuwcCYCVCoQKHHJKK0mSJP1nvJAAKzEV/giHnXdhbxTcSYEUPeahwmpAlekvXayAa4npaRTzZzaWUNAWWnhC84LQwAecnnbozStOCIHG0hZPFxcexo8uDbuyeasbjao0pn2jxmzat5suVbwzrWPu8nu8d0mFWp1zuKQo2Z9mEwiR+wSdT640YKlBnW1uLHN+alTi8eSZ/5dm0ONerhG9GpYh+xyhGq0VVlbOlPPNqxvIPAbLxd0TF5e/0d2pEo9N6AqAWpB9dyhCAZUqx7FuYMJkevwJQZF94yVJkqT/lOcaYF2OgbXX4cdbcDkB8xVWgzmosvz7+ekEXE2Eq3Gw8AoUcYCehaF3USj1Dzp3XhVCMaEHMnfQORVtRFDQV9RoP47B/UdT4dAGAh3MV3oLS3N0qVKyz7ZhIiZOB7j+wxo9RZ+WyC1AyyWAAYSigJUTXiaFFI86zP96+j+pJCAw6PXA34i2c63c44sKFSoKyYe4ej2GRgV9sn6YGMGFCw8oWrsEDoDuYaQo4ytJkqT/tOcyD9atOBhzCGrsgGln4HIS5lDOEnOA9bfvRaVTpa9vac7vejLMDIVaO2HsQbgam8f6r6ky7UYxZ1hTYkM3MX7aKh72lzi6eKAFLh49mSV9xNEtrD8ZhtrG5pl2tRAKigk0ltaZluVfxKCY9KAuSLf2dbm97xu+2Xk+Wwodc4e1wK9CB85GGfKqLKg0ODo/v67MWo1a4apKZuFXS4jP1ln188IvCY4VtGjXAgtATnclSZIkQT73YKUZYME5mHse7ul4FFQ9Dw+DLQ3Em+Dri7DmFrxTCt4uB1bavDJ4tYhce4IANIyY+Q1b91blf1++y/K29RnSqAjugdXoWsmTtasm0tdDT5uq/sRcP8XSlZuxLOCNVeZepPS8c+xryla2xsoOC0s4unsdQWU1VGvYCgdLi8zZZKz32P20h4lyW45AKObZTt/8YA4bf2/GmFa1CZ30Hk0qB4CSyI6VC1j1Wwh9Z/xECY8nH0iVxgIMcWxdHcRVz9xPNkePYjRrXBmN6mH1Hq9fbtvjXK4FcyZ2Ychnn1C31Q3G9m2DgwWc2rOGz5Zvp0iLIUzoU9ecB0qu+UuSJEn/HfkWYIVEwqRjsPs+j3qZXhQ1YAUxBphyGn6PgFlVoepr8+oUgT4tlVS9Idc7S2rXknzz1WyqthnDmIGjqH5kExW9fPl8RRCad6aweu5kggBH71K8/+li3G8sYeDcSxljmxST+QkCYw7jhYz6VFLT9Blla73K8fbYNxk7M4i+PX5mYtB5JlcyH1BDpvVNRj2kpmHKVmmTUQ9KKqZsA6tMRgOQipK+3NGvBpt37uS9dz9i49eTWZY+abpPYCXeW7CVT0a2J684WYUajPeZPqbvE9O5lOrDzfNBOKoEaamQqs8+rbzAoE+FVD2P7yFLBs9ZjZ1PMT5duIrBfYLM+8nNj37jZvPBx+/gZ2fuDBaKQiqQZjTlUXNJkiTp30wl8uGn9pqLMOYEPEjjxQZWudGDgyXMqwIDS7/syjwNPRdPnyLBwoMq5Yo+YWYKhQsng7kXZ6BY5er4ujy8LWbgUshpohJNFClThQIulsTcucD5sDQqV6mInRYSIm9y5vJdCpWqjJ+bbZY8b5w7RUSqLVUqlcYq003jSyHHiEpMw7dYJQo6pHH01AW8i5Un0MsRgIgb57kWoaNslUo4Z1ox+s5FLt5OpEzlyrjYPNqa2DtXOHfrASUrVsHdPmtsf+/WRa7eiQaNLWUqVsLF5ulubkbfvsTF21F5prNx9KFi+aJojEmcPvkXBqfCVCtZONMtVBNXz57kXqodVSqXwSaXm+cm3QNCQs6TYlRRoHh5inhmnUDUmBLD8VMXsPctTjl/+SShJEnSf9U/CrCEAlNPwqxQUF61OasUwAiTy8LM6jnPdi5JkiRJkvQ8PHuApcCow7DwIuZeq1cxgBFAGgwpDd/W5tWsoyRJkiRJ/zrP9hSheA2CKzDXywqWXoDhh3Medy1JkiRJkpTfninAmnLiNQiuHlIBlrDkAow/+rIrI0mSJEnSf8HfvkW46iL0O8yjCUNfFwIwwPKaMLDMy66MJEmSJEn/Zn8rwAqJhEa7IdbIqzWg/Wkp4KiC3c2ghk/eySVJkiRJkp7FU/dBpRlgxFGITeP1DK4A1JBghPHHIDntZVdGkiRJkqR/q6cOsOaGwuFIXo15rv4JLRyJgi/OvOyK5Cw1OZm0PN4Ok5ku8gqfzZ7N+j8v5Pi5SA5j+RdfsDP4Vj7VMG+nf/mBLxdvJjGPvtFbt64TFf/6Rroxkbe5GRGXP5kZE9mxaQXTp0/nhy0HOLRrLfMWbCE5Hx7MuPT7Jj776keiX9SuFjouX7tOyt84j/Oii7rA17PnceRCTP5kqKRw6doNUtPnm42+epjPZy/iYkRq/uT/VAzsWr2QRat+J/O0tOFhNwiPSc7HclLYsvwrvlsfDIAuIpT5cxdyJkwHQMjeDcz/7n/o8rHE/HZq91rmLdxMonwVlfQaeaoA60osfH6e5/xq6BdIC/MuQmje81O+MEpiGAsnD6Z0YCAVqjVj7qq9PM31KTHsDO9OmUKPNwZzLOzxi4MSf5WpEyYQtONS/lc6F3+snMM7k5cQ94TG8MzWr6jbvi/nEl71pyRylnTlD5o0bcGG0Pv5kFsaSye8RetuA5k6dSoLfvyd3zd/y5SPf8gzSH0aJ3/6hnfHf86LiR0E308dRKtxn5Kajz3dKXdP8PaUt9lx/F4+5Kbw7Xtv0X7iPAzpLWBYyK9MmjKJkzdT8iH/p6Vn08LpTJ//v4wA6/bBH6nbvBOH8vVgJRP0+VQ+X7YPgKRbhxk/cRKHriYCcHDDV4yftpLEfCwxv/3+41zenriEOPmCBOk18lQB1pdnIT71aVO/BtQQp4c5Z192RdKJZOaPfYtRc5Zz4949LoXsYWK/9nz0/aE8V1VbWOFpB9w/xMjJ83msk0KtxdXOHgfbF/dyRhsHZxxcHZ94usTcuMjd61G4+bymXaJJ9wkJvYKDR37M1p7IplX/o1yfOcQmxLFr6dtMmr+T6Js/4pUP3zkrWycsXZzRvJBYVsWlU6eJTFRwzcf2Qqu1whUnbK3yI2pTc+HEKaJTwCG9jhqtDda4YWXxIgN+Oxbsu8a1Q7MzXgmVcu8GN87fxdXLLR/LcWPN6QhObZ8AgKKxxs3WDWuteeOt7Z1wc3F4pZt3G3tnnN0cUb+ev8ek/6g8v1OXYuDHm5DnS+FeNxaw+Q78lR8dEP9Qyo3jLFm7N/tSVn+7mgd5/GITwoiwcqVRg3qcCPqIGWtPPVWZ+rgwdmwMIihoA39dyb1XID78MptXBxG0eiuXw+Jzrn/0TX5aF8S6bQcxALZW2ie+7PhKyEF+OXoZRBIbv/2B4AthmT5N468/dxIUFMT2vcfyvEUmUiL59Zf/cTdFISz0T4KC1nEpPIGE8POs3/Ar95OzdqNdCN7Npq2HeNg/cP3YHjZsPYQAwi8eN5f72/En3i6JuXOeFT/vQ6PRcHDTCnYcPJPl/YXG5Eh+37aeoKAgDpy++sT6J0ddY8PyFdzWqyDtPnt/O46wtuPe5RP8fjAUffr2Xz++h/Vbnq6ehvhwtm9aQ9DGPSQDdraWTzcJnCmRo3u2ERQUxK6DIeizfZwYfoH167cTFp/1PY5XT+5jw+aDGBQTwfu2ERqRhLh/iaVBG7kW+fitrqS751j9wwaux2btoz17YD/BIXezLIu/EcL6Tb8QliLQqjXY2NmDIYb//bSGoLW/cCc2ey3NREoU+7auIyjoR46evZ3pk1T+3P0TF6J0GMPO8d2an7kdb8RKawGosbO3xxB7kw1rgli/+XdiculI0sXc4pf1QQQFbSL0etaucEPsbbb9soMYA1w9tpugoE1cjUjIIRcTF08e4uDxq6iAsEsn2LD3FGiNbP9+KftPXXtsjfDQg/yw7ldismx2God3/sa5W1lvV9859Qfrtv+BATh/7ABH/zIPE/gnMUrYxROsCQpi029Hs5x7YecO8cuhEISSwp6ff2TT9j+JT310ziVF3uLXn83fiY3b/iAy+fGGLeb2BTatMbdJZ65FZvtUoNJY4mABdy8cJSgoiN8Ohubw3lBJeoWIPIw+KATLhOCHf+HfciEGH8hrDzx/caHbRQENArL+eZfvLcL1T173/l8/CXs7T7FkR7D4qGMZgXtVcTzs0UrGiEOijJ29GDpnX8ayk1sWiUrejhnlqKydRc/JS0Sikjlnk/h14QfC39EqI52VYyExYcE2YcyU6siGL0VJH7uMNPX6jRHjO1UTHsV7iLuZE2by5bhWWbbzjU9+EkIIEX31T9GtQfksnwXUbC22hdzLdfsNN/eJsqUKixFTp4pS1uZ1Jqw+KS7vmC7AX+y6lpYl/cwe5YXatYOISN/WZQNqC6zLiZEj3xSu1o/KrdJimLgQpcuxzCPrpmWpY5FWE8TDUk79b6moGuCe6XNrUa/n2+JybFqOed34Y1G24+4utp9/IBYPqyHUzu1FuMmc7rtBdQRWZcXIkW8Kt2z1PB/5qJ5ndy0XlYu4ZHxeqcsgMeWtJsLJq5k4F5/rbhR3T24TLasUzVQPlSjTtKc4cCMuI82FbdMFeInNoYlZ1v16SC2BQxsRm5YsutXwzLI9C/Zcf6ysxKs7hBeI0UsOZVoaJzqWdBElO8/Mknbh8CbCuWp/cT7kf6KYg5cY8vYM0bSqf0b+bkUaiA0HspZxZf9aUbdIpnpY2It2w2aLaL0QQkSJpmWdMtXRUvwYmijC/5gnXCwDxKQPpotKAc4Znxet2lUcuBSbJf/Da78QZdwenfMaWw8x4JNVIiX989hT64R/iSJi4tTJwic9zbT1p3PY60liQA0P4VnhbSGEEJs+659l3zUYvuCxNa7s+EKArVh+IOzRwvgzopi1WnT5ZGumlMliSD1/UbLrLGEUqaJrcXtRrNEMIYQQ0ce/F+62hcSKQ1FCCCGWv91SuJd7S0TlUMOHFF2MmDmyq3CyfFS/Mi2HiAtx5i/55k+6C7/G7cWUQR3Nn9tXE8fvG4QQqWL9rFHCz80hy7Z5Fa8n1h+8lp67Xmz5ZpLwcXrU1qht3cWgj1eJ5PTv6aIxzYVn4dbiw/dGCJeM818rWvaZKe4lm55Qc0l6eZ7Yg3U/GTbf5fmPvRKACTAA+vQ/Y/ry50kDP92BHH9cvkCORSvTsrLvY8urNWuO11P0HCrGVPRWvnz4zXICEk8w4O3PHut9eCjy5E90fGM8Dg2Gs/PgUY4eDWblzMFs/2I07y74PSPd2W3z6DLmS2oOmMH+o0c5evQAn45sxPxxffn6fxcBSLj8G93fehudbye27jvCkcN7qMNFFm4+jrCxy7V7tPc7X/Pl6E7g6M/SHYeZM7gxIu4yb7Vvz8aTBr76YSvBwcFsC/oGxwu76NrtLc5F5zwiTWVlj2PKfVYt/ZmB324jOPgY73QoizFNYOvohDZbJaztHHFxts+om72LJ6SGsu73e8z+YRfBwcF8OaorJ3ctYfaP+3Mss1zzIWz/dioWFtaMXfQT274ehxaIOPkzrToOIcKtIet2/ElwcDDLZg/nxNov6TbsM5Jz+LldoEpXTuzbQGVHG6r0/4Tgo3upF+CIASucs9cz7Szr9t1j1qqdBAcHM290N07uWsKsNebjZgg/QZ++g7ipqcv6HQcIPnKALgVi+Wr1XtKs7XK9RZgWdoKO7TqxL8KLpRvN+2D9t7NJ/HMtnbqP4a7O/EXUaK2xt3NGmy0jK1sHHB0sSVZZ8+mq3+hTNxCHSm3YG3ySN6oXfKw8+6ItGNOzJr/v3ZvxFU+5cZpr92K5e+E01x92eqXeZOtvl+k/fjwlXa0xGaP4btlyynT5gMNHgtm57msc7u5nxOS5GeP9kq7up2u7/iQEdmbb70c4ejSYdd+8x4lVUxn68UYUXFm8YS9vVPfDpUZn/jgaTIuitiSmqtEbbrLw25/pOmkpR4KD2bTwfcL+z957h0dZfO//r23ZbLLpPbRQQm+hhCZVKdJ7U0ER0beiiIIgICBF6R3E0EF6L6FD6L333kJvIWza1vP7Y9OWJIAK6uf7y31de+XKPPPMc6aduefMzJkjy/j219mpe6Si986jaYe+5Gz4PVv32fvP1J/asXDT2S0XAAAgAElEQVRwFwbMtG8iV7t44vzoDtPnRTFg6WYOHDxC5zqFMyl5Ba5unni6O2MG3u0wgFk/fwZOPgxfso2IH1tneKNAnY60LutP5Lb9qWHXjx7godnGhcOHSCm6hGv72HHOSvfvP0eFGWc3DzzcnDNvAK+EsGTY1/SdvIwG3cdx4MABtq2YBodm0vTD/hhs4O0fwP39G9jyIJCNew5wcO8cSvqruRj5G236TCKswwB27z/AwYOH2LpqLiGGg/QcNBkzEHdpO192H0OFLqM4cuQwBw/uZUSnKkwf8AV/7LJbt511Oh7fWs8f2x8zaWkUBw7s59fP3mXjH32ZsObEX8xXNrLxdvFS6rTtLtyO4+2eHDQDSghxg5x6UgfEJCNciYFHJuzLk29j7V0FTxNg4134xP0tpP+aUOiCGfL7NJ50+YbVRy6DwoM6bb9i/E/tXntfRFLcc1Q5KzJj9DfU6tqPwU3qM7hdGIqUIUxhr+qZI8eirNCFnYuGpb4bHl6BHOYntBsznJ6f1yTEycCYIb8R1nEkC8d+mS7eO2ju1GDsyEl803ASG+b9zi1dGY5umEeZ5C0jFSuW5cnFMOY/SsySH/vnLEBYwZyguUT56pXIq4Oji8cTeS6JMRvW0K1eAXvEChUIy+VCvhqfMmnlfn77rFomhSfEPzVSuv2XfN+hUWrwA7MlY9xMYLUkAX5MnLeYdmW8kj87jg0r13Nm/3nkm7oZmp6rVxBVyxdHoVBRsNw7FCvgD9hYPn0SD9xKcnDdYsKTN09VqFABb/NjWvQfz7p+X9KmuLdDWk56P8rWqIKXRoUyXwkqhJcEwGJxLD2rxQj4MWHeItqX9U6Vc+PK9Zw5cAF4nx1Lp3PiWX627FvCe/nsg2mFiuEk3izHL3sTslxO2bFsOkfu+rDg6GralfFNlbugh4Wwtv2Yva03/RoWeXlBimBBSd5CJQnx06NxCqZmhTJZdFsFjVo0ZtzXazn2tC9lvZUc2b6LHNVaE/DwHlEn75GvchDR+9Zx9Lk3A2qXwBK7jrhEoVGfYYzr3caeTMUK9N2zms9mnCT6OXh6wrIp44gOasjNTb+hT/5aeHgFiuoTqf7tCE70aEmZImXJ7eOKkyIn1cPDALhvNpEgKr4f/ht9PqlAciFwYNVipu07zjPABwu//ToW73e/Y+Psn1NzEx5eAV/Dfb4YOZIfPlmOhwbinhqp+XVPPm9Z++XlllJ8gGdAHioUzw9KJ0pVqUnB4ExKT+lDi/pV6LF2FY9/aoGvEqK2HqFa45bE3j/G8XtW3glScTByBY99w2hY1ht4+loyZAXbs0uMmbCQwk0GMm9Yt2SdVIFlLlY+HbKBC09NaFQ2jIl6vhs0jLqlPVLf9S78HjsOnKJ6hRLpUizF4eWTGbT7FgYg6cFN7lqUFCleijJly6EAwsNX8e4He3HJ6QqAxZgILvn4fcEcaudPbttFhrNg4RaO7T8Pbcv8rTxmIxtvAy8lWMtuvezp34QAFqgQDN2LQg1fCHBJ99wKV2Ng6SUYfhmeCW9nk70CVt+CTzKbYP6DCAqrx6pd+9i+8wgqj9xUrVT0z2VX7MNnzS8H0XVFJEO++ZwW7x2ktIvdpq9UqQATp+/fw3BtKzWrV8NiSxnEFZie3ODxPTjzCEL873Ex5gm3dk+nRrWFWFOjKYm9cZorKiV3zBZOnTpPwdLNKZ1+P67Ck8bNqrJ0WtJLt/0kJJlAbMQbAB2cOLQf54DqNK9VwCFezip1qZ3TlWN7TkNmBAsrVnGleF7HClQosmDkLwRbLWacPIpRrpBXulBPCuYPYPv9GKxk3kni4hMBISkhDvAHnnHwyAVKvvNNKrlKQd0WLfAfsJCjR29kIFgAGOKwimAzpu1qeVF8q8WExr0o5Qqlf9+DAvn9uXXfvjfuxPETBBR6l0r50lsqnGjUog7jj5zAlul+PuHwgcP4Fq1Pg2RylYLSdRpRRj+Aw3vPQ8MiWbdHhcMfTBYbYjVjALKat5So1YCcqqls2H6Fsi1D2RR1imotvsKwaTAb1uzh08qtWLN8PbnfaUq4H8Q/SADcqFLGcSDNXTAEre00ZiOAldPRtzA9iaVxjeqYrWmU0ma4T8yTBxy5HkuZME+7jAoTCYALIGJCSxBVShd1SL9AodyoLhrtJ3rlMWcfPuTpgzXUrL7bof8kPrjCg/vunH8OVTUCSj0l8jq25ddBfKIREBLjsi69Oi0aYZkykL0Xk2hSOJYth+/TvucPLO3flS07LvBOu8IsXrOfGi17E6wB/uZOped3L3LWoOTzZnUc2kDhup+zt+7nAGxMSMTJOZTQQA+Hd/3yF6d6rqesnD2ehUvXcedpLA9uX+fq7cf4hZXECviXqE7LMr782rEa84eWoHhYJdq2bU3D+u/ilTy5N5stuHmXpWT6tq33IW+wF3HP/ssOJrLx/2dkSbCexsOxJ7w9p6IWaFwY/qgAbpl9QwX5faG3L1T3g+b74b6NN0+ylLAvBh7Ggb/+1dHfKnS+1KpX7++lofDglylTWRdWm049JrBn0ns4pS7pWECsmBNiuXnL0cKkcnKlVPliuIkNLGbARmLsE26aYxyS17gGE1a4BFgtmM2Csz7j6SNnLw9UauNrrfCmSJYUn4SzPgjnF5dE1a4EBnpw/+nLjs8rUvjlC8EKFC8cO1K+wLBEBLWrHrVDT7AhSiUK1Z9obGLEmGjFzdMzwyNnL2+8nLQkxfz1gSBzOcUup8Iup9VsxdnNPUOn1rq5o9Ios6gPG8Z4Ey7u3hkN1Xp3Arz1mFLKXsFrlelrwas4zSvlZc++A9BQxclrz/mhflUs9wuwaus+4hOqsXHnFRr/PAI1JJN8BVarY0VbLFa7TAoAK2KzYDPGcfPmLQdaoVRrKVW2Ej4qG1nvPVBitTqyUHNK+gBiBrFhjI/h5q24F/qPJ6XKheFsBVuyrGJ7O3scPEu8S818Q9h++Bz1NPeITnShZq1KPJjrzbpDh0ioaWD/ZTP9xv5NXZIMY2IcCgF355csMYqgQIHYHJX0s8v7aNGkMduvWsgd7IVHQBHaf92OJ4eWsfRiAmYrqD0LsThqP+NGDOf3+SvZtDiC9Ysj8MxTmd8XLqB1pTz2pgdYLKQduLJasdgkQ3vMRjb+K8iSYB2LgdvxL4vxN2CGwkEwu2LaMenbj2HFTTgQB05qaJgTmuYGtQIqhcJvcdDiONjeNMFSwZN42P0IWvzbBOsNwa3Qe8wY8Q3vft2LYWVGonV1ST5F5oTCpKJw3W4cWtg96wQStdiSNNT5agoL+jfIIpINvY8Ht0+cwQC4pXvy+PodzCZ1BitMetjHIEUqw/INDiD2wSXuPYOA9MakuHscO38PnxrBL82zvDBoCmBLSMBiFIfQuzfuIoQ4UgKxZbC2yWveIJWq3BVu+Pq7cvDqecw4Hrp9dPkCN4wmAkMDXivNLJGFnJJMJfyDA3iw8yyPBXKky+DT6DuYEq1Z1IcK32AfHh87z2Mb5EzXv6z3bnImOpYaRexlb0OwJSVgTnIkOXev38VqK5BapoLdgvjyYU9Jw1bvsWBkFJs3JxHnmY/SvmpU9eugnDOLyPVruakNZXB1R4tSVvViD1ajtqkJKPMRV3eMfMm3zVnIKFmnD6BwRWFUEtZ8AFERn2WZ+vPk/YIvtsnXhyJrCyyA0peG9UozeXUk641G3ELDCFApqdmoBjMmHGBd5C1s+arwXjGPrNP4E3B190Vjs3L19gsn+56e5+uugyj7ySDy6nUoMsnxgkmDiXpcgKgTK1LbEcC8b9cx74QJlQLiHt/mQaKe74ZM5rufR3P55FH279/D6H59+L7XRFrsGpW87+9tb8rNRjbeLLKkK2efkLY09CaRvNT3ZVHwSv76ujNQORK6HYeFl2HOeWi1DRrsggfJW2maFoU67sBbcDRnE7iYuQeC/7Oo9eVgutUvwNCfBnIuJhGdSgA1LeqEc3j5GBYdclz/3fnHeD7vPpz7RkCXl2ZV87N48lD2XU9/AsDG0nED6D54FmaUNKxfm6dnljBlRZpb/ISb+xk/IxKLyvmlxkaFCFhsaO1bLHjnvQbo4o4xdOQfDmp02ZhRnIh3okHt8n8q/046V5LM19hzKM3ZWfSBBcyNuormZTPx14UINpsNpSY5A+hp8H5Nbu2bxqS1Z9PimR8zfPhEjPri1MrkIMObgb3Eqteui+XOBsZO3536xProHGOmLCLRpkWdRYXUfr8+CXc28OukTelCzUwdOYpo8eX96vbb0TVaPYmWaHYfSNtU/ODkSmatP43SWZdKVhQ2G1aLwoF0Z4aSNZpQyPUCQ8bMp0DFGrgDrqEVCA94yOCfJlK6TitK+r7mjEoAlDSuW53rO39jwkbHmw2Or53JZ1/8xBWDACoUNhsWqwJdyuuvINRiBRTetKhdhh3zR7LmtKNrk80zRvLlD2OJBbR/xvKZ4UMCNisal5eXXp3mzVHeXcv42fuo9F5NAApVqEFg3B6GjFhL4w8+xOsNGXb0IWHUL+bDsmm/cTk2rZyWTxnCpIWLUPp4oc0iy3cfPMA7oAiV0pGraweWMXT2LsTJFWcl3Dv4B6G5Q5m6/TqonAktU4UOX/WibrUixD54ZCfDbyYr2cjGP4os7VMnY7J68jdhAyc9NM1l/zf+CXQ7BtE2QJsunsDmizDMF8YWsz+r7Asbn/Pmly0VcO0N3XjyT0PEhtFoxPricoTSnSFjJ7IxvBYXk0j1g/R+1x+ps6w27SqGsaBtE4LcNMTcOsPSjfuo3+13PDQAKjr1HcScrY2pUqY0bZrWxsNJuH3uAOv3nKHruPWogTItvuHr+qvo3aIiu9u2I9jNyuFDR5Ec+XA1CS9bIfH38YPYC3z3QQc+7PItn9VtRv8u8+j960dUOrqSUiG+PL5xkhWbD1Lp01/p/G7BLArAhsloxPLC0lGe0jUJ97Xx8ycNubi9ETrTYy5de0Keorm4mWRKJXFWixmjSZVhbmwxmzBJ1mze3dMHX2sSk3p8SsxHn9Dn8+a892kPmizaxHeNK7GtbUtyuKu5cGAzu07d5+upa6kYlBWxE8xGIwpLWh7scplfkFORuZwKC1Yg/3sf81OHZQzoUoOTGz8gn48Txw8fxOSeC3ejEmsWW3GK1uvEt80WMq5bPc5ua0ehQDfunD9A5O5TNOo1nRZhdstbUPF3qJHTidH/a8bN/c1xJ4aLlx4SVCQvz5+aUus7l7cPsZGraf2JG1/88CO1imRuuVP6laBZeW86jlxP+8EL7IHaXNQKD2LW8I183+T9NJIuNkxkbOc2qwWj0ZRMkBRUav8NH8xbTbf3yxDZohUhPjriH15l4aptlGs7BF8X+2JTLm9vnqxcRtvOznw7cBD+WhVGTBna7Iv10Kx7P95ZXZcmZUvTrE1D/FxUPL52ghVbD9Gyzzz0gNFqxWQzYnmNGarFbMKU7kCGj7cvKtNDBnRuw8WPv6B7m5qZvudTuj6VvL5nxMYnDFpS2l50eSoSFpjEiE02IhpUShdbsJhMmMz29ixixWQ0pZal1WLGZLJkbR/S+NF3zK9srN+FiuUr0qJmaUxPbzBn2WaqfTKW9mV8idodR5LRlMHC2qBRY4Yv/pmK78YSXsCPxMfXWbliC3EKBc7a+9yPg0K12tOi9Dj+V68yW9o2xFen5PH1E6zYcp1vf5uEGkgymRzqISVfZpPJvoybjWz8B5H5vEPgzNu6MUIBKhssvGS3km2MhutmMlI9BaCCI+l8+HnreDtWYgUcieWlhOC/CpXGmaDgIPTOGbmyvmBNpozoia+PDy7Jntyd/UqydMMWBvyvHsdXzyEiIoIjj5z59bc1LB3XBV1yi/AtVpdNWzfTtWFRNs2NICJiGnfU+YlYsouJ3erZZ5ROvoxbsJbhPVpxZPUsZsyLov63YxnRvTW+7tqXzjqLNehA9xY1ObBmHnO3HgKlG70mL2HuhJ+wXd5DREQEB26oGTBlMZFTe2e+Tw9A5YR/UBCeeq1DsEtwORasWUab6kEsnhnBrkuJ9BwxlS+bVMTDLc265uLhQ1CAD44OvBV4+ATg75O1FcGtUBUG/fgxsYc3MGFRJE+toPUuwoJ1mxnUvSmn1s0jImI6Bu9yzFobxYTPX3KaTKHGJygIH3ddapCrpy9BAV6pc4mXy+mebMBxo//vS5k88AsuRy0mYvpaynf4mSn9OxPk7ZJ1fWh9GTs3kilDu/H4UCQRERFcMPgzam4ki4d9mro3S+tbgtkrV/DR+/lZPieCbaee8u0vk+jetiqe7jqUyf2nyfe9aVDWh2WzJ7LpzMtPylRr2ILyYU2pUiIoNaxclZqUrNWW6qXSiJlC7UygTxB6nWM7d3b1JDjYD01yQancQ5i5ehMjf/iQa1FLiYiIYNulBH4cuYAN8/rimRyvZa8+1CvuxpIZE9lx5RF6D2+CfQJw1jiWkquHD0EB3qn1oM8ZzqpNW/jx42rsXzqDiIgIThu8GD1jI38M/RAVYFVpCfALwv2Vtyco8PDxx983bTN7ripNGPBpI85tXUrEul1ZulsBLe83bUvl2g0okSPlOxqq1q5LxfZtCAtMX04qPP0C8PO274FQalwIDArAxcmeKxcPHwL9PV86by1S+zO2bFhInXzCjIgIFmy6SteBM1k65VvUgErn4VAPKajU7nv+GNMT87nNREREsONiEj+MX8T6ucPx097l3I2noMvNtDWb6depGgeX28v0+FM3Rs9dzagvagCgc3esh5R8+fgH4uPpQjay8V+EQjKxjccbofx6OB/L29nkbrP/nJ3sfMmY1SEXIzQoCusq2/8dtBMGXOXNe5W3Qg49nGsE7tpXR/8vQaxmnscl4OyiR/uidktGbGwsTs6u6LSOg5MxLpYkK7h4eLy0SONjY7EAbh4eWS77JRpiMaPD3c0JLEnEJlpxc8vaF1ay9MTGPge1Ex6uaeRCTIk8TzShdfHIuOk9QxJWDM/jUGeSPzusxMbG4erhgRowJcSRaFXi7mYnHKbEeBLN4OaeXlYhMS4Oi0KDm+vLlxPjYmMxKVR4uOkd/EwZ456TZJWXllna52zEGQwonFxwTc6wMTEOo0WJ24tyurmmuy4kazmN8QaSLBo8PJzBZiQ2zoz+BRkzgzUxnjiTBRe3jD7E0mAjNtaQ2m7MSXEkmBSOZWhOIjYhCZXWFf1LK9GGMdGCVpdui71YSTLbcHbSpAsyY4hLQOvihjadYBZjAvFJNvTuGfNmTjCQYLah1XvgnFnXMCUSm2hErdOjU9owxCfhondz8PNlTIzDaFaid3fJUI+JhlhMNlLbVqqsNjMGQwJOOj3OTi9ToEJifBwW0eCmd6y/2NhYRKnB3S3jd1NhtWA0gzbd5MpmtWAWBVp1+u8KCXEGbAotelctYjVhiEvC2dUNJ7UCU2I8SRZFalt7FZ7HxoLKBXd9Wv1YjInEJ1ntbSwTgS2JccSbrOjcPHBKfh4b8xS1izuu6fptVjrJlBhPklnxQj3YiDfEgcrZfltBNrLxH0OmBOtJPFTYAFfjeHunCFN89qYcD8nsuRWm1YbOOQETNFkLawxvQSYr+OvgWH3I8aqNI9nIRjaykY1sZCMbr0Cmk6N4MyRYeLs7CxXJX8/qG0a7G4cOyfuCT9yALc95a76wzDZIyNoen41sZCMb2chGNrLx2siUriRaIOn1HGG/HRihYn74vbzdibwpDnqcwn656FsifckufrKRjWxkIxvZyEY2/jYyJVhOSl6y/+ItQgAT1CwAK6tBoNr+f9+9sC2Wt34n4v/BPe7ZyEY2spGNbGTjP4hMaZSbE+g1/LOMwwZY4OPisLZ6MrkyQ5+dMOo2b/c+RECp+JdIZTaykY1sZCMb2fh/DpnahDSqf5hsWEChggEVoX9R+3KdORF+2AXjonH0j/U2IOCkArf/YycIs5GNbGQjG9nIxn8TmRIsN63dhcI/YsEyQW5vGFMBWiQ7+419Cp/shpWPefvkCkBArbJb7rKRjWxkIxvZyEY2/i4yJVhKJfhrefsEywhhOWFhNSiU7Cvu3C34dD8ciOetLwumQqCU3m7F+lchiZw4cgaVWxAlCv+Va1XiGPvdF+yOycekqYMIzrbIvRaOrBpNnykXGT9/KkX8lJgM99i07wzlKtUkyF1NfPQBvvxqDO93H0HbmiF//4OxV/ju054EtepHzzZluXN4MZ1/WEaPSdN4t5gnYOPc9uUMnTSNuzEKOg+I4IOqviz7bTRTV0Qh7qWZMnM0hbz/G2vaj26eZN91Iw2qh7/gCPX/n1g0bigJJVrRwPcqHb4dkeosVKFU4+rijCkpAVOq134nPhkwkQ41srip4C3gaORMBv62nMSEhMyvQ1O68OWoCFqF5fjHZHpd7F4wnP7TNmZ8oFDh4qpD4VeYX0cNp8Q/0Dd2L5nM8DnrSEhIchgq85SoRpuWralbrZjDHpxre+byxU8bGBAxnSqhri8mlxHWh/T5pAtJRToz5seGryXTi7rsTeLy7uV8P2IWiQkJWDL1yq3kg5+n0LlaoTf63X8Sj26eZP91I/VfU5eZnl5i2KjltOjek2J+GelUltvGa/nAltt/S9ZXSAZhuWBNTciZTKRWnYavjsNdK2/emejLIFDC8x/8XiaIubSP77t2Y9aWI6hdctCiU3fGjfyOQOfXH7Fiz+5g5Nj53ENDjTYd+aZe/rco8f87SIx9xJUr0SRZ7WW9ZlwvWs2+yrlTtQkCzLHRLF+7lBxN+tA285tL/hyMj4lcvopChTvRs01ZzAnPuHblBnGJ9kH32bnNtG7Smos2LwK9AzEqFByYO5hWXw/H0z8HnjlzYPnP3M5moFeHZuzL8zFNaoT/28L867i5dw7DZ+1l5tYemC4e4sqVK6kEy5r4nHtPnqNx9yXAPcWxqJYYg/EflfHOuUOsi1yPd2BOXDIbAZSuPEs0/6MyvS7iYx5w5cqVF0IV6JwUXL52C3TX6T1s2D8iy/UTe4hcv5GAHDlJfwHAqSP7mDNxCA27juCPid+TcuW2Mf4pV6/cID5Lz9ovQCzcu3mdBJ/nr46bjFRdZnnz1pHH10+xdl0k7v7BuDtlRt6UPIn7Z9vym4WB3h2aszdPRxq/pi5z8sqJy5O9fPOTK9umfpPheZYEq4AXb8+CZYYcvrC4up1ciQXGHYDvzmInVkoyv9T5ZX6z/g4E8v+bBMv4kP5dPmbWzssAWBLusHhSD/DKzcJBrV47y0tnz0JXvD7N3K4z8/c/+F+9Af8oT/2/iqodh3GtY9r/Sc9jAS1+KZNMpRoPhRvOTm/oGKtKg5tOk+q1PaT651yM/jz1ccKVc5yNc2fuubt8VMQ+EE+euB1VwZbcvLgU90wT/bfgQszjWHTF/+UZyn8B8oSBfccT1uEXwvy04PchV6M/TH387NRqcpVvQ8+Fu+hfv8i/JqZSbOBbjA3nzhDu9a+J8ZdQ76sxRH81JkP4wT/68+5Hg2nUqy/l/P6ZpQib1YZP0eacOrsc/3Thz+5eJuKX7+g1qQe98pdg6rd1AChS91uuRn/7+h9QBzNr58k/JdOLuuxNQikCLsEsPHiF+iG6V7/wfw4uxDyO+XO6TOHC1/16M7/GV8w91IoO4UEOj1UDBw4cmNl7OuCP65Bo5c2SmmTv7ePegfe87UHbL0DfS+DiBl468NBm/lPxFuSx2a/H+aVU8l2H/wKeX9rJN30m8vyFic3T5zo+7NwM/etYeuOv8n2XnuT+cAg/twpi0JCZVGjXhVCfdNeNxF5j6I8DeJKrHCHcYFi/Psxatxdn3xAK5PBJiUXkpIHMO2OkVskcLJz0C6N/m80do44ihQugfUGWe+f2M3nkr0yfv5Rrj4S8hQuhd3qhgowxRK1bxuhRY1myYhX7ztzFP1deAr3s68Lmh+f4ZVwEnqElOL5wNEMnLkQbXILQHJ48v3OWmVPGM3n6PHYeuo5Pnvzk8M7cvG6LvcqAHn256VyQ0nl9UsOPr1/ArMirVK5YONVkH3/rCH36jMCzXE2sZ1bSf2QkZatXYtfiMYyZtYroe/e5cu4CLiHlKOL+hPHjV1L9wy8JVV9g0KCfWbB8Lxrf3BTM5fvKqrEmPmL5nCmMnDCNa7F6yhbxZsGECNyqtKVltQI8OreVfgNmkCusMlejIugzag4Xbz0i5sFVLl64xb4dy1i8LooH8c+5efEEcdqClCrgB8CtEzsYP3wosxatJvq5igKFCjpYJU6sn8H0vbco7g+/9unFij3RlKpQHncnBZgNrF80nV/HTGFD1Gm0fjnIH+yd+u6xFZMZNusQZSsX48DKmQwaNYndR6MJzF+QQE8dJN1naP/vWRt1lEf373Lh4h0Kla+Cn2vGAe7u4TX0GTKPPOUr8ODIGgYPGcHKLSdxCwohb5CjQrt7/iBzIqYwZeY8Vq2JwqDUUyB/ntQrVjZNHcy0LQ+oXikf62aPY9j46VyLc6V8yfwogcMb/qD/0DHsOX2f/CVL4P3C/YWJDy4ze9JoJk6fx+HzjwnKH4qfm+NN82f3rGfMyJH8sWQF1x4L+QuF4prprD0NVzdNo/+8q4yePIhg14xxE+9fZOy0ZVRu+zk1Qv1SQpk5qDdrriipUcbR4nxo6SRGrTpNrWpluLJ+OoPmH6BKjbIcXv47/UdM4nh0HPkLFcbjhXuAEh9eYc6kUUxIzl9g/gL4p8vfpb1rWbjvFp91/Yocr9B5d46uY+TiHRQrmINZv/5IxLLDFKtYgXORv7HyipkCqrv0/aEfuy4mULZiCZyVYIqJZunsKYyaPIOt+86jD85DHn+P1DStTy8xbMwUXPKX4NzycQwa/wcq/6IUyuX9Ekmyxu2DC6nVpBvBLfuyckI3B3357OYpIsYO57c5CzlzM55cBQvhldoe4pg59heuavOgubSJHgNHcTvJm/LF86AAHl0/wexJo5kyawFHLvKG2UYAACAASURBVD0iMF8B/NzSrjQ6sXUZmy/a+PKrNujTyePs5kOV+k2J3b+QyfOP0+qLj/F3VnDn5Hr6DZpLzjLVCXB+xOAevbmszEWZ/I6XoUfNHsHYdRepUaUgs4f+xJ6bLlQslRuAxCfXWTh9CmN/m8mmHWfQB+UhJDCt/1zYuYBBYyIpUqkynsmrH9b4h6yZH8Hw8b+zfscJnP1ykD84TT/anl1h8Pf9eehZlCC5xphfBzNzwXriVJ4UCs2dulR252QU0yOP88GX3xDq9fKpe8ylXfwyfQX5i4SyZsIAxs7eRt6ylXiwdx6zD92nqLeRQb17se7QA0pXLIdeY5dz7YJpjBg3lcio4zj75XSQM02XKTLqsteAJfYOC6eNZ8xvs9h97BY+ufMT7J28NynxPkMHfM+6qGM8TNZlBcul6DLh7L6NjBs6lHlr96D0DaFQrjS51B65MZ5dzqSNj/i0bQ1Hq5VkAZtV5J1IEWaIMPcN/maIlN4ikpjuW/EmkXiLiNH68t9vB0SY/oblmSlSYY2I1ZpVSbx9GC5tkXxOqZcHpf5ylO8sjyyvl8a55YMF/GXphUQR43kprldK475LHOLYbu+WUGfk/R4D5P1SuUWrVYsCBHTSZfya5FhW6VMjl3hVbyvdP6ovGietqFQKAaRos2/lZnxaejtmDpQAlUJUKrWoVCpRK5Gg4vVl/43naXm7eUxaheUUlBpxUqtEpVIJIGqvIrJg/00REUm4tF4KFQiUxq1bSoBWIyqVXn5dfV4end4gJYPdRaHSJKevEIVTgIxYfizzQjA9lvbFfKVwowGSvjoHNCskeFWV68a0sA2jPhb8qsiNBKtETfhIoKCceWSWkd3qi1KhEFCIUqWToavPidzeKgXcvKVuw7YSmstfnJ3UyXXkI32n73hpvcTfPSHNwnMJICqVSnSuXlK7VTMp7KaXDr9sEhGRC2sGCbjKiiNPZP7gNqJU2stbqVRJaLmGEh6ezy6TQiEqlUq+GLVNREQix/cQbxCVWiUqlVrUCiR3eCs5cS+tdy0b2EoCylWR5tXKiEajErciDeX8cxHbk4vS8Z2CAvY0NRonQekuXUYuT313Ybc6Ar5StWp5cdW5pNadLrC8rDv7WMR0XaoW8xMFiEKhFLV/GYm6Gi+Z4eScXgJIpZrVxdtNJxq1PS00gTIqtT6tsnbMt+KtRpy0zqJSqUSZ3Bfe7fiLxCZX6qC6+UWXq7Z81rGpuLvpRaVAQCHdRi+RRSO7i5+7m6hUSgEksOqHcuVZWmu4tm+xlPB2FYXS3hY1apXofAvJ7D1XkmOYZemvn4tOrRC1xt6uFSCBpRvL0WjDS2raKAOalZfSrX/NMsbjYytE76SVAWtPpwu1yKgO5QXX0nIqxpYu/Km0KOInJVuPFJuIRPZuJASHSe9eX4iHs1NqXXgUf1923YxNy9+BpVLCR/9C/kJl5u5LqXHWDuss+JeQCy/JTQpOLuonfgULS+tG74mzRiMqn9Ky81ac/P5NTclXq540CCsgGrVKctf4n8TYRG4eXS0V8nqntnclCAq9/G/sKklRZaYb26RYaIA0bNNacjhrRKXSSe9Z+15DmoxIiD4k5YM14lawqVx4ZnN4dipyioS4OolSlVwWKqV45gqXtafvJcd4KG3eySMVm7eSckHuolKppM43ESIismfRr5LDVS2gTC1rlU9+mbAxre5m/dBafIo0k7tZ6OjjywYLqGX4BnvZH1vcS8BdlhyJE7HFS8cwb/Gu1E2S0r9kvC3v5tBIsbbjxGp7KjX9lVKm2UQREYm5tFNqFPIXlMn6VqUUcJfvJm+SlJxHjmovkE/23LQLde98lNQpFpxWHwoENNLup1mSkPyO5dYOKQSSv3xNCc3lJS7OmuRxAWnW/ffUeAdm9RNcc8qup6+ul1vbJklQ3jzSsnkDcXPSiMo1RFaceSqrh7SS4IrVpVmVkqLRqMSzVCu5niDy+NJuqZuJnG1/mikpGmVpsi5rUb1sqi47/eT1BsgHZ7dJtdw+giKlX6hFrc8pI1Yl657nFzPosu3XjSISL2O7txEl2PuUWiUo3aRbxHaH9K9uHC9+3qVkx22jQ3iWBEtEZNixt0Bopov0eJ2enQmWHhVh2puXZ/CRvybPG4MlVn5uWeEFgqWSrhM2v2YCifJj/eISUOULsVMbq4zqWFlUOd+Ta+nGO9v9w1IzyEnQBsv3vy6ShwaDxNw+L/2alRecAmXFcXvPGdWmvKBRStUmPeTk9UdiMMTIuom9xQWk/VA7EXtybIXk0mil9Q/T5daTeDEajXLr7D5pWjqHFK3fTwzJPX75wI9EH1BUFu45J0lJRjGaTHLnwk6pGKiVsh3HiYiIOXqPlPJC3AvWlt3n74jBEC9WsciAVuXEpUATufQ4Xswmk8TcuSCfVisk+at/LTFZ9KvDc3uLV75aciGZ49menZem5YNE71JQFuxPUazP5eMKBaVRzwUiIrJ1chdxciojB2/bxJSUIJO+el8IqSInHhnEaLZK7IX1kl+HaALKyJzNx+S5wSD3Lu6XOvncRJW/mUQbM5dFxCzjOlcTNHlk2ppDYjAY5P6Vo9KlbhEB5LMRW0VE5PLGkeJKDlm475GYjYlyZOYAUeIvEQejJT4+URIS4mVow7KiK91GrhoMkmSySPSu2eKr0MmngxfIvdhEMRqNcu34dnmvkJ+Etx2ROoHZNOF/AkiT7yfL/ViDGBISRCRRRn34jrjle0ci918Qo9EoSXGPZfX4bqLTBMvsHbdFRGTNgPYCSJF6X8qhC3fEYDDI/gUjxR2kRs85ImKThPhb0qCorxTv8LMY4uLFksVE5ezSX8UZxKdEfYncf0EMBoNc2rdSingpxL92dzGKiOX+MakS5CHvfjkqtU2Z4p/IggHtBFUOWXPeruonfFhJFCikdtdRcvXhczE8jZaeLcoISqWE1eoie8/fEYMhVpaM/lxAJaPX2gc48+OzUju3p5Ru0FNO33gkRqNRYu5ckL6tyot73kZy5bmIPDspoa4aafTjXEm0WMVoTJLzUfMkr6+nfDVhW1YVLbbYsxLu4yNdp2ZNuDMnWCJ3dk8TLQoZsvJsWtiBueKm9ZNJO+6IiMiWYZ1F44SElG4umw5fEYPBIMfWz5aC7kjhpgPsg3TMeakb4ikl6/eQU9dT8ndR+rcJF7eQBnIheTCKHPO1oPORD7r2lJ49M/4GTF0mKVOkCxvGiUaBlGzWQ64+iE1uPyIze9QXUMuXo1dIjMEghkSjSNw1aVjAVZxyVpa1B86JwWCQhzdOS99m4QLuMmPXDRERsdw7KOX9Edd8NWT7mWgxGOIk0fSaM8n0MD6QL2vlFtxCZe3ZRw6P4m/skTBPndToOEwu33smRqNRHl47IZ/XKixBZTrJgyQRkWfy5bu5BNcgmbz+uBgMBok3WyX23EbJqUHyV+8ihy/Z2/2VYzukSbEAwb+CHLxr712vIlhPjq0QN5DOo6NEROTUyp9FS4isOvZMRESOLuwvan2obLgcl1bve2eKu9JPIvY/EpGH0rCgr9TqOENERGZ0byR4hcu+6GdiMZsk/slN6du6svgUbiE3kvX85knJuuyuiEiMfFIhQPAsKgui7PmLuXtRRnSqayd+q06JiIj1zn55xwPBI4/8Mme7PHtukCe3zkqXyvkEXTHZc9+ewYN/DBaFRi/NP+uWabvpPWa2PDDZ5bh3cIH4KJHc1TvJmegnYoiPF5uIrBnxsQDSus90eWgwiCExScTySDpXChQ8i8j8bSlyXpIRnesJqOSXlXY5U3RZ4+9SdFm8WB05deaIvysdyuaSvFU+lkMX7ojRaBTDoxsyoev7ovUOl3034kVsVkmIvyUN0+sym8iJpb/Yv9l9otx8bBDD8/syo18rAQ+ZsfN62jdiTkjpnP7y7e/7HT79UoJ19rGI2zwR5rxBQjNbpOYOkSGn/vyv2XoRZr1BWeaIOM8ROf3wNSrpLcP48JL8/Flz8dXrJShvOek9eqnEvfo1ERFJvL5Ncmld5efVabPUpLMrxUuhkb5LT6SG2R4clopOSIlGA8VBJ8SelGIeKmk6eKWIiAxvVlw0utJy8IHjaPlT41LiWrqdGEVk7vdNxbtQS7ljtInFZBSj0SgWq8iltWPFW5dbVl+2q2hDTIwk9zmxmIxiiHkkpw9tldpFAqRI/cH28OidEqpVSZuf16T7mlm6Ny4hqqByMn/bPnnwJJ1VLDZWzFl0LNP9g1IqMKf8su6iiIhc2TBVGrf4XLq0qiMf/bJCRETiLqyTEL+8MuOAveJTlNKB2/ZEZ37XRMhfXa6b7Wk+O7daglDLxyO3OHxr1eA2olCXlcP3MhfG8uSklPTUSsu+yx3CTbd2SKjeWT4YslFE0gjWgr32QeLykmGiJFAWXEizmIxtHi66sh9JyuRxRMcaElyukzy1iphTyt8mcvyPAeLhXkii7thZX+ToT0ShDJHt19NqPOn2Hsnn4iW95xwSEasYjUYxGk0i1ufyRXiIVPp0rD1/fZsLBMq6i+ntzQnySekACX23v9iLJ1aalfCTUp+NyLxCknFmySBRopIhKx1nVxM/riS6oCZyyyhiMybI02dpMwKjMUHuXr8oC0Z0Ea0yWObufyIiIqNblRaVvqycepaWzqllA0WBq0TsvpcW+GCv5NS7S5+ZB0VE5PCCgaLVFZXtN+PFZjHZCZzZKok3dkgxvYf8HHlVJPaU5NAi4S2+k72nLoshKaUPmCXWkCBZ4cGReeLpFCgRW29lGScrgiXGu9KgiJeUajc81fI6/Zva4pSnvtxKNm9sGtZRQC+/bY92eHX9sE8E54Jy1CByaeUvotUVkW3X48VmMafl7+YuKe7mLn2XnbS/M7FHBmt5+p+ucke5m5z++ciRosFFJr2Qrylda4mTdxW5mK5ILm4aLwqcZPjaSw5xJe68hHkhYZ3tEyrb/f1S3FUlTX50tLD/OZhkYvf6Aq4ybPXpDE8jR38hOt8qcirGIlazva7NFps8OrpEcmp9ZMr++yISL59UCJRcVb910IfLhnwgOIVK1C2zQ5qPD80XF5AvZuwVEZHZryBYcWfWS06QD3+OFBGR0y8QLDFckHK+Omk5aEXqO7O71xPv0u0kRkTEFu1AsCZ8XVdwLSCTVkXJ7Ycxqe/EP48VY7IMKbrs+FMRw9kl4gby3cwDjoLZ7kntEGfJ06ivPd9390mYAqnSeYpDtAsrB4saf5l/4LGIiBxaNCzVspXpr1B9OZfcfe8enCvuaKTfghMOaS4b3EaUTgVlb/puenSR6EG+m+FITsR2X+rk00muhn1ERGTT2E6iUIbI1uuO9fIq3IiKEDd1Lpl/9KGI1d4vjCaLWJ+dlWr+HtJpYoohI1aaO+gyk/RsUFSUuetKdPo6tjyWkT/9IDM2pc9bjLQsnUdqfj7J4dsv3bVb1AfqBsKym7w5lwlKiLoKUZf+wrsa7Bux3hQsUC0HFH/1Npq3Die/UPpHLOfLwQ9QOnvi7fH6Pha2LJ1PtFHJzT1LGXXJXlFK8xPcXcwsnLOIn1qWsrsTs1lJ0mipUL+2YzG656NqPl92nrKfzrGYrPiF16a0v+M+kuoVizNs91VuJQr342N4dmU/+fRODkd2lWLFbIPT1x/SuIAbek9Pjq1fwKQZs1m5PooEcUIlSSSabFQslbz+jRXQkcMr/VZRNV9+9wMb237KB+9WBpUzlWo3p0XzprRv3wp9FsvumoAw3isXzLaVO/mxQUG2bd9DYPnWtHCPouvsTdh+bMa+yFUoCtWmZQW/TNOw2mwggtlM8jEQGwqFjoI5HI+tu/l5o1HYsJhtZNYw4+5d5n6cCx3CSzvKmKsoxQrlwGjM/KSW2WIFBIs57bnVJiA27CFG7sU948GJPwjSziH9gSGlzYpZdJy9FUON4ABEbDhpc+CTbl/Uswe3MUgsY7tUZWSndJeOKlRYLSZcXa/Z/xULGrf8hASk7TsBFX45fLA8iMNePGbsomV2KiUdbGbU+FAoJNAh2DtnAMqkBBKNoHDToY+7zuR+Y5mzbBXHrj5A66QmISEBlKE4J3s/tlhseOQoSXDath6ULs646PIRGpS2a9uGGo1Wh0plf+/Oo3sYky5RP9QTszVtw6NSCWazlSNnL0D9egzr9REfDxpDleVj0HmH0LRVK5q3aEXL2uWzzF5M9E2SLGq8fP/CEQSnID77sBHNRy3nbNwPlHC9y+LVh3in8RhyJasBqzEJJ//SVCvv6L6ldPlyuBpXcelGPMHPHmFMukyDQl6YrWn1kZK/3JdvACWxJT4H74JE7tlJWe+MHUnppCNtR6YFDb4Eurs5xLHZBL1bLtzTqakb50+hci5OrfKhjgm6hlK/QiFmHL1EEuCstCHoyOHluPfoz2DHtD58PXY9nw5dTa/GxTM8v/PkIYlPD1E+wBlLOl8UKoUNk0U4ceU2VCyO1aYmwCtXut4rXDxzHt/QapTJ5Tg8+pSoSOVAFy4fugKdKqN8xdafxKR4ngBuAR7JKb8AfUFa1SvFL0uXE/NTM7yMt5i78ii1OkzBE0jxoSFib6ttunRnyYb2dG1ak64KNSWrNqBl86a0+6AdBRyqR4FaA3cuniZJmZ86lUs5flcRSKPqYfTdcYmngJ/ShlmpJDTU0VWIzscXHUKCIQkAmzEB0QUyL2ovtUMy2Qer1uKTuqfPggo3gj0cT1HYxIZWlytdPLh9+TRJirzUziBnAI2rh7Fv6yUMgBK7LvN1/XOHje7dv4PBcpdPK+ekgyWtXyhUSiwmM3GXryWHvKjLYrl49yGFwluRM716V/nQY9DwF77iSn43Z44/vImFtNODr5S0Sygsi/5T+Xk1NPyzbhiygsCXBXhrF0j/FfgG/EmlY3zI4uVbAAMzR/bN+Hz7Cjaf70WjIp4ggmiUaN1fJG9KVEoFFlPaYKv2csnQOFQqJTazFatNMJvMeAaVpGmd4ljTKTCFSo2z1ovwHPYev2Nmf+p9Opg85WrSqPUH5CgYToO6ZVn8U2ei4hIc0re+MEgXqP4hZ85WZNLUCLZG7Wf35gX02LiAyXM/IXLNVIp4Zcb6NbRqVovlv+/iSVJLjh6/S7lBlajqbsQ6bgLH7z9i3fqj1Gw85E+fxjNbHG9At1qsoFBkeUm4UqVGpbZvknSECrVWg/zlU7o2TEYLvrnL0aB6KOm4AgqVBp3Oj1J+zg7x08ex2SzYxJUqdRqTy9uxljXOOvxL1ESwD6IKjQalA88WrDZBoVL+qW5jz6sGpcqRtNtsNlAqUTuBPL9Gu7o1WXXGQt0G1fmwaiC16r9PbvMxWnaaSpI5LRMqJ42DjyER++kZa7qMis2WHG6H1WxC45KLpq1qopV0bU2hxNnZmfBSOQElH/48l/B6bZgyewFHDx5i4e8jWfj7KD4YuIAZA9pm6vvYkpSIzWb9yzfG12rSDK+fPmDjvmjyBO5m900bo1rUTVdQglKvQ/NCk1eolCjEisViw2oxonHJSdOWtdCSMX/ly+RNKSxQaQjMGUiAI2/KAmKfdLwYKjZsNlIvXBOrDYVS/UJ7AVCi0WpQSkrE5M3XryLlWSB633zafT6KUm0HMq5P40zjmE1GdJ4FaNW0Ior0jV+pQufsQq1QP0ierthekMNmFVQqdcb2rVKhcVJjlter4ytnjpGIkoIF7B60M3Z3BY1bNqPPgrHsuW6m7I3V7Lyp5I8WtV6IZ5ffv3hddp89y8wpv7Nuyy4ORK2m/67VjJu6jDWbFlElt97xLasNhUKJMhMmqNFqUKKw51EApRKVxlEX2Gw2QJH2vggoVPjlyEVAwOsN4Jm1G8RRH4nVikKhylROtVaDEruuEYWCF3XZa8lgNaFy8qN+i/q4adLXtQKtTkeRaiUyf1EsWCxm1MrMrTpWiwWlOqWdKHBSKUiITyJ1Xs5rEKxaOaGGP+x4wH+DFL0pmKGiH9TL/W8L8vcQfXAVSw7eo/e0zXSqHuLwLO76Ht5v0Inf5kXS6JcPUKhUaBKTuHr8MrQvmxYx8TZHbsZSrIndQZxCqSDm1FkeAenp3qHjl9EXKEAuVyXeOjfEw4/pM2a9ZKB9ypTJ0wltNJCTawakGxDNTLl9H1vel5zKssWxaeU69MXq8U2fEXzTBx7fucH+1VNp/tVwFm/oxsD2pTJ9tcz7jQgY/gNLFq3ghtqPrsV90blVpqR+NKtmz+eMyZdvG1XN8tMiYh/0/6a11NU/BE/dcw4cPw2N050QM9zj6qW7FK73Vz+gxU+vRxUQxoyZk14aMzMO5+4TiNamoFbnwfRtnDfLd+1WM3klEbSJoFS9Tl7EgfCkh1YL16KWsvyImYWHTtO2fNopnaurDxCXmIhKk87OIJJJ3rIQNDnY39sfq+jpM3UGJbIwEMffP8+qbRep/0FTxlVqAOYEbl29wMTenRk1fBy9urahhE/GFu8WFIyzzgmL+a+RBrdiNahbypO1y5fh47sf58Lv0axCmsVU6aTBFH2FW/ethOZOK4cLp84S5xJMkXx6nC76YBU9vafOoJRzZl9JVxwpFto3iOD8oZgTlnHs4j3K+KU7rm67S9TBS3i+1wFnyLINvA4S7xyiZbtOWEt+xMrpA9BnES/AyxerKoERM2aS9ZT1cSZhCkJCQ3i44RBXYiAsnQEm8eoZDt16TsPkE332bCgyIZQAicybMR98q1I3LOtBpnCtRpTyGszqVZHcvrIWffF3qVPM8TSlQmGv7z3rl5LgV5FO3w6g07fw7P5tTu5cTON2PZi5cD9VetVOtapZLZAjXyhK600OnblO7dDC6VI0sG3PSVwKhtstZcmE5fXqJcWy/ubIQEBIKEqbXc46BdO7L4lj++6T6Ap9ih77hO+vwNc3ELVVw2e/znjleO+gyxQe5PHzJurMaZ4CabWSQM+GNTmkb8bmRb2TJ1xWYs1WvAM9Sd/1XukAQKWC3sXslyH/o5c/v00k56NfCdD+nyaNwsIZM7EFVKXTB7UJDQ11+IXV6Uj76vnYMG0aV5MAJw16nbBx9lDmbU9eo016yqRu33DwqTedmr8LgFanw3BtFT8MXowhebw4tnI8QxYdoEnbj3AB6jdrxvOzf9C23yweJST3UFMsC4d9TanyzTn+xAqoUCiFpNjnxCZ7WzQ9u8OUHz5k4ZnHOKvUKV47MkIhrBz/He/Ubs7R6GcA+OYIITQ0CDXOuOiyXrPWBJWleW0fhg0fiS6kIoXcAIJo8F4efh8xFKcCtalTOOupuxoFxCWQaMkyymtB6V2EDo3Ksmzcz6w5eMMemPSY8X17cfzx81Q/WH8G9qarpFXrptzdP5nOw5cQk+LbL/EJ0/t1IuydD7kQm/U0zzUknJaVvfn56w5sOnkrNfzuxV20rlqGrmPXA6B4LWuMAo1NiI+N/9N5cUwF7JTJTMzTmNTwCwdW8fE3v2C0qVD9RfKSUmrl32tMqPU0Hdr05OrDuORnFg6snECFwpVYfPwJattDun7YjBZfTuKZCdC4kLtwCfwCXEGnwykL986+uUNxUxm5d+fhX5TRk85d2nF91SwmzTlA844fE5xOU6s0LtjM1+nTaxDRMXZmdPfkFr77+TeK1P2A0u4Kir5Tn0K2M3Rs8z1XHqTl7+CqSVQoXJH5B9N5jlYo0Lxh3Ve0aiMqeBvo/913nLpj77MkPWF6j2/Yed9Ch1bvA/AXx0nMz2/To8NHnDKWY/Wa6eR9iTP0dxs2x+NRFO0/HcHtZ8nKRxLZNPNnShd7l81X4shq30udpq3Rxx3n22+Hcc9gVwLxD6/Tq9uPPHEuQPs6YfZ8YO8jLzaJ5w9vMLFnB6bsvsVnfX+kiPdLJh9uRejYogqbp41n6vpL1G/RnAzRFfZheu/CYdSt/j5bz94HwDMwJ0UK58FFoUDnmn5YF0xJ4FWyLrULqBjW+xv2XX1kf2QxsGzo9yw7F0v7tk1QYycVrw8FavWbbTg5w+pQN1TN8N7d2Hcluf9YDSz/5XuWnH1G+7bN7KL/RWJesGI9Kvnf4/MPOnIy+mlq+Lkd86lZIozxkWeSQ17UZTrat25O4rmlDPptI0nJoXsWjWZU5CHyh5dJs2abH3D8gYHQXEUcxrPXWsysGwKt88Ci6/xz19e8TZihUW5oEPJvC/L3EHdjJxPmHqRG93mEZurPRsknX3zC2FY/MWH+UcZ/4IJN40qREC/6d6rJYK0rlvinXL/zjE9HLaFBMXfAhtkKXjlKcXJZfwr9f+zdd3xN5x/A8c8duZkyEVlEEsTee+9NbKVmi5YqWqWtVVVFW6Wt0tKJDjVqlKpZo/ZWM4iQSfa88zy/P26ESGImNX7P+/XKi5z7nOc895yTc7/3md9NwcnGzJXQMMq1H8F7o6zNFiVbDOSzN7bx2syhbPtuOh5OOiz6FK5cv0n/qcuo4K4BXHhl+CBaD59DoP8aijrZoE+5QcRN8CruxPXzp0kC3FQKKYY0Mg139gcqwjuffMbWVr2pV7EspUu4Ahauhl6hWud3GNAhOI/3e4stfbq1YeKX6+n8dv2sW1ZFy5b1uPnRCqq1bpOjmcdsyMRoTM1q6lQREFgGYjbQLLgMYxesYkJVHSkiFb0x5wd89n75xjI6Xp+5gJ3H29G1XgWCyvgi9Gm4VaxNlSAvEpKsTaSK2UA6KRizOlNZjHoUUjDe0fRqSE8lMzUj+ztOhS6v8OGw3bz7dh/WffE2bg5azBmJhEUm8erHawh0sT6UTYYMDJlpOZdEURVhwrxF7O3YjXY1KxAY4I1aBTeuhmLxac7Gjg0BMGamYUxOy7WcSmZ6KilpmVllcaJSoB9rVswk4OIeFq1YTdsyuSfqs5j0GEnBdFdmRn066clGMg0Q0KAn3ap+ysh2VZlXxgcVFq6GhuPq6wvEcPFSJNRzx5CRSvId58Kav4H0zNScS3gICynJKdnXzdavPgsWTaHrxdCOQgAAIABJREFU0BlU2r0cv6JFUCkGLl6+Rt1uk2le3gNbu6YsnDGYflNGU3bDp7jaa7FkJnElIoO3vvqDMi7kycGvMrV9zew8cYpxXfJeKkRYTKQZDejzCRQbd+1N8UlzOXbDj+ldcy4ZoFhMODqURIRtoGbFH3B1siX2SigioBnrPxpl7UPkU48vFk2j65DpVNr9MyWL3X5/dULepVUVa1OVolLDzTN0rlqW/LqzdH15AR9PaAMmAxl5XDdDZhrJKY7ceetr3Csx/9u5dOr9JrXKb8e/hGvWPRlH1/FfMrpzVl8pxUxqes6/dyX2FD2a96NYz/dZ/H73PMt0ee9qFu64CHbxjOhUHb0+ryo4Ha/P+5XXOnZk4ccj6fPWRMpv+AIvV3swZxAaFknb4fNo4O8ExJORmkKqU87Zx4vX7sGXM4YwcMo7lP9rEcWdbUmLiyQ6WceEb1fTJsjauUCtURN3diW1ypbNUZ+TEh9FbEI63UZ/xiejbzfzWkx6DHmcyz5DBzF1cT+u4820rC+5WWeF9NRk0rK6UrwydS6rdnWgdc3ylClZDFQQdSUUz7qDGd2vPgBGvfWZZDIqoC3BrMUL6dhlCI0qlyPItyiKIYXL12JpNuQD3hnYCAChmEk1mckw5PxGqZgNpJKSvayTolJBRiQDG5XH5e4JEbM07f4BS2b3RqWYSCYZgynnw9GkTycz5a5nir0vsxYvomOXwTSqHEyQX1EUQyqXr8XQbMgM3h2U9TzS5/EsywhnaJOupNUdxS9fDsuzi7bKpSwfL55Px26vUaPCJgK93AAzV0PDKN10GJ0a3up75kjlQD9Wr5hJwIU9LFq5jrZD32X8zoN8MrI9qz4ug4PWRGjoVap1GMfMkW2yj2G4do7ImxY6N6+X49j5TjR6t5pu8Gs4pJt4gHqvp5gFnHWwqgl4ONw/+dPsyuHt/HPdxBvvvEk5z7y/znn6eBF17l/0zv60q1aUr+cspu64b/lyXBNO7z2ObUBjZi36lnf6N8+6rIKdSz/jX5tWbPvjE4wXjxGT7sCwd+ewcNZEfByz4nOVDXXahtC2TjDp0ddItagpXacdc+Z+zdtDW2UvHVG6RiOaVPTixtXLmDQONOk2giVfLaRnPV/ORyfStHNnPDTpnD55nZqtu1C7/O2O7q4+FenTvQMuIplrN9OwL+bP6+/M4ZMPRlH8PksIuRZ1Iy1aoXv/vpTysIZTTg623MhwoP+gF/ApcvtPMeXGVcITXQjp3ZFijiq8K1TGU+iJjE/Eq1YrWpV34/SxKBp0CKFqoFu+++XFxtmL7j26UdzRxKWIeKq3eolvvpwON69RtFxDmlb3Q58Sw4UrZtp1D6F0cTv0CdGcibTQoXd3Al2tZY+5dI50z/L07tQYewC1HY07d6d51QBSIsPIEDaUa9SVT+YvYewLDbMfNMkxYUSmu9O9d/scE+k6lwiiT5+e+BZRuBoRh865OP1fn8qS+R9StZS14SUxIpQotTc9e7XFNfsTRBARehadd026dqiJFg2V61bFFBNFQoaZWu1CqOCZu+FGnxDJ+QgVHXt1p9QdkxTGR14iQeVDt+6tcHFyp33HNjiKFK7FpeHmV4UJ0+cxf844lIhLaAOr0ryqP7GXzmAqWpkeXRpkB8r65BguRano3KMTXs5ZUYMpnX/PR1C3VUeqBRYFVARUb07vTo3Qpt0gNtWIS+mqTJ7+GR9Newn3rC+PlZt0pG3tMtb72qymVK22fPT514zuUSf/5nC1I6ZrB/lpcwQvDe9KXi105oxE/r0YTbPOPajqmzsIVRfx4PS6H7no0Yp5k3tz5y0e+vcKfj2gYtWudZSzXON8VArthk7g+0UfU7Pk7agvoFozendujC7tBjFZ72/Se/P5aNrLeNhaM0yOiyLsRjoOOg12dvbY2+f+KV+zLc3rlsaQHMOFMAvtu4fgX+z215Ib4RfItA+kR/emONzxeeAbXJ/e3VriqE8kMikT3/ItmPH5V0x/pSu2t96PKY2zZ65RtXkn6lWyDnoQmXGs/m4Z4doKDO5VN8/znJ4Qy/mwm/h5uyHQ5Flue3tH6rbqQo1ATyo06Ei3FtVR4iNJ0Ct4VmjI9FkLmTG+Z1aZzYSdu4B72UZ0alHxjiNpqNqkM52bVsYYE0GSCWq0epHPvvmK4e1qZKdKjL3O9UQ9Oo0Wu+zjO9G4w2Cmz5rHpJFdsb/j3GQmRXExXEWnnl3xc79dU+HkWYz4sHO4VuvBm8NbY3/rzQsToWdC8ananDaNymLn4U+vHl0pYW8iPDIBnXNxBo2dzoKP36F01t/U3c+k4qWr0bt3JzxEOuE3UyjmX58pn3zB7Akv4nyrbKY0zpy6TJXWITSocHsQiiHtJhdDM2kd0o0gLwcyEm9wPiKBIrZabPO5bwIqNqNd02DM6XGcP5dK867dCPa9/TxIiL7CDXMJuvdqg+sd33KL+Vejd6/OeKgyCL+ZQtFS9Zj8yRfMnjiArO+K2c+ybr3b3+4kb05j89KlnEj1YcjA5vk2XHqXrUPfnm1xtiQREZ+Oo1dZ3pj0EfM/HI+v862npZZKdathio0iId1EzbadqehdjDZdulMzsAQ3r17CpC3GS2/OZsHsN/G8I344uuEblh6Ej2aPxuOOSiiVeIgG8WXnYeA/WJtfn6KO4Q/FBF/VhREV75/0eSNiDlCzdCMqvvcXyya2zCeVwgedKvFFVBOuHvuK53FBBEkqDOmhm6nafAzTN+yjf3WP++9wt4zz1A6sR9k3lvPTWzkX9938wQt0/jCUw1FHqPacrkoUunM5MzYa+PGTl57Zjxfpvxd3aiNjvr7Iki/H8WTqTDIY2aYe0XXe4fcPXsjxykPVRQ0oB8PKAs/qeo4GeCkQRlR40gV5QlQqQAXi/sMwVJC9SK0kSffnWKYNIzsF8M2Xyx5qv/iocI4eO8zs8W9wxFyOsQPb5ZlOpVJhfjrXYH5swpTI5r9O0rRNfRlcSQ/OksnGdfuo3azhEwquIGLvz2wO8+DtUT1yvfZwE0qoYF5duJIK26N5tvpjGaFBCZhXn2e39u1xKWaS9GbSMu/9lM5MSSIhKf25GdMgSf8NNaOmvc+2kAks3d+NgfVLPdBeFzZ+RcPhswFX3vluLbU9cz+WTZmpmDKSMT/kEPVnhVC0dBo2mtKBz/iwbum/JaBJ32H4lfF/Ioe36KOZ8cGPtH99CnW9cgdED9VEeEt8OrTdAkcTeDaCLCNUdoPNrcD7EeYBfG5k3mT9yk24VmtNk6wOr7kJTm5by7kMT7p3afBMXF5JeppcPLKLCJUfLWoGPFD6zJuXWb3+b4pVbEjbenkP3og8uYttp1Lo2KszRe8xBYMkSf8dc0oUW/aE0qR90xyLjN/ySAEWwNVE6L4TjifydAdZRqjkBhtagP9z2ndBkiRJkqSnyyOPB/R3g01toEUJrH2ynrb2JAEYrJOJrm8pgytJkiRJkv47jzXhQgkn+L0lDArCuurA09I/QAGMMCQQNraC0vnMXSNJkiRJklQYHntGK2c7+KEZfFkHXDRYh549ydosE3hoYF4t+K4ZuD/Lc12ZM8g1y6N0D2a4sh3S9fdPKkmSJEmF6JH7YOXlSAy8dxw2RmMdqfdwYxQfjxlQoJU3zKkBNR59ofYnz5wEh9+H8ytAHQjVJkOVNs/26EdDNFxal7W+RNY2RQO+IeBerGCOEfcXbPsNunwNDo9681kgfBskhoFDBQhq8mxPrCtJkiQ9EQUaYAGgwLKLMPcsnEzE+uGkofCCg6zAqrIbjK0Ag8uSz+Kbzwoz7BkC+5dbBw8IwGwPbbZC1YZPunCPLmYT7F8HDV6+vU2owSUY7O+xqNjD2DkKHDtDnbznEbo/PRxZBMIP/EpBzCFIc4T6g8lzDQZJkiRJykfB1zGpYUAwdCsNP1+CHy/DvgTAuvavNeB6nGBLYK0FsVjzqusGQ8pAvzJQ5Gkezfig0i/A+VXW4OrW1RGZ8O9SqNTwGf6g10CRCuBZu3CyTzkAN1Ohdn4z1D+AKyshxRFa9LT+XqI2HJoFF49D+eoFU05JkiTp/0KhNeI52cLwijC0HOyNhp+uwsGbcDoZa5AksAZbtwKuvIKuW+kUbjctqaCiM9QtDn1LQlNv0BXwqvBPlDkDFFPO86EGjEnWc3B3gJV+BSL2g8oeXKqDZ2lID4Po42DKgKJNoZjff1f+e8qqLLXoQWUD6gKMFk//BCXag9Oj3gwKXD8HpYbk3OxXCU7tlgGWJEmS9FAKvZeUVgvN/Kw/qXo4FAenbsK2eLiRAQl6iNJDXgujazVQ0h7c7MDXAZq4Q01PqO4Ozs/rInlFykLxyhB6AhywxiRGwL8zea5kqdZBzFa4mgTtraujo7OFc99Auhe0afVwx088CTdD79HvyAl8moO9bX4J8iEg4zpcOQAJ28GsgyK1oVyzx78LM05D5E1o0/XR8xAp1ulGity1hpx9CTAftI6SfZ4CeUmSJKlQ/Zfd0CliBy19rT/jAJMJEjMh2ggJZkgxgMEMtlpwtrWOSvS1BVf756yW6l7ULtD0KzAMg8jTgB0Ej4Z6ffNOb+8LTZeA3TQ4vwGKvQSXfgddU2gzER42DlJpQGOTd4AlAJU2a03Dh+TgDW6lwNEXSk8CSzKcXAJHk6HuYwRGAOdWgHsLcH2cIaOKdY3Gu9+bjQOoFWtfv/+Xe1CSJEl6bP9pgHU3GxsobgPFn2QhnkbudaHHbojaB2ov8Ltf85QN1J0Khz+AVT3AtQE0e/PhgysA10rWn4LmXAUaV7n9u9YFqr8Amz+FlPbg/Igd6EwREHYFGo17zAJmLYJ995APxZwVWD5m9pIkSdL/lScaYEn3YOMKpTo8xA524OwN8b+DzwBrNeCjiN4K4Qfy7kwvAJU7BA+BIgUwwZjaCbgJ6Wng7P5oeVz8CRyqQwmP+6e9F5U9aDIhIxlwu71dnwCKray9kiRJkh6KDLCeFxeXwPkI6L8TTn8KezKgcb+Hz6d4Y/Coe48EarB5yA5wSgakpYHzXXWVmdfBXBScH3EFbkscnD8KtT99tP1zsIOiPhB7Fvz9b2+OOwvOZZ/h0ZuSJEnSk/BMzxglZQldBqFR0HoaFCkO9ScDp2DfqoefVV9jBzrne/w4PXwfLCUV9k2BY5usfZkAjDdg//fg1QYcHzHOD1sN2krg5/to+9+tbDdIPgCJKdbfM8MgIhYqPOq8WpIkSdL/q4KfaFT6Dwm4tBj++RZ820KFIeAVAKln4eyPcH4nlBsNtQY8+brKjDA4swmM6aBVwKgBt2pQqfUjZpgGG16C4OlQJrjgynnzAFzcAxoLCCco1Q68gwouf0mSJOn/ggywnnX6m4AGLBmgdQdbBzCnQWYy6OzBooB90aenk7b+BhgzwbY42D7GXBth38HRM9B9bsHXw5qTIT0J7EqA7aOMFJAkSZL+38kAS3o2RewA/MC3zJMuiSRJkiTlIgMsSZIkSZKkAiY7uUuSJEmSJBUwGWBJkiRJkiQVMBlgSZIkSZIkFTAZYEmSJEmSJBUwGWBJkiRJkiQVMBlgSZIkSZIkFTAZYEmSJEmSJBUwGWBJkiRJkiQVMBlgSZIkSZIkFTAZYEmSJEmSJBUwGWBJkiRJkiQVMBlgSZIkSZIkFTAZYEmSJEmSJBUwGWBJkiRJkiQVMBlgSZIkSZIkFTAZYEmSJEmSJBUwGWBJkiRJkiQVMBlgSZIkSZIkFTAZYEmSJEmSJBUwGWBJkiRJkiQVMBlgSZIkSZIkFTAZYEmSJEmSJBUwGWBJkiRJkiQVMBlgSZIkSZIkFTAZYEmSJEmSJBUwGWBJkiRJkiQVMBlgSZIkSZIkFTAZYEmSJEmSJBUwGWBJkiRJkiQVMBlgSZIkSZIkFTAZYEmSJEmSJBUwGWBJkiRJkiQVMBlgSZIkSZIkFTAZYEmSJEmSJBUwGWBJkiRJkiQVMO2TLoDFZCLRbP0B1R2vCDy0NhTRarGx0T2p4kmSJEmSJD20/zbAUhTC01I5ERfLP4lxXElP42ZGOtcyMwk36rkzwFIhCNDZ4WlnR3F7B8oUcaGRmwcVPYoTUMQZ1LLyTZIkSZKkp5NKCCEK+yCXkxJYExHOrpgI/kmMJ8lkBIsFVCpQqUGd9e/dhAJCgJL1r0aDk9aGRm5FaevlQwefkpR1K1rYxZckSZIkSXoohRpg7Yy8xpJL59h0I5pkfaY1iNJosgIr1f0zuJsQgLAGZ4rA2daO9sVLMCCgHB39/B8tT0mSJEmSpAJWKAHW7ugIPj57kk2xUSiKBTTawmnSEwqYzaBS07a4F+MrVKWVT8mCP44kSZIkSdJDKNAAKyothVmnj/H11UuYLGbQ2vw3tUpCgNmESq1maKkgplWuiZ+zS+EfV5IkSZIkKQ8FFmBtCr/C6OP7uZKSAjrdk2muEwJMRso4OfNRtTqElC7z35dBkiRJkqT/e48dYAlF4b2Th5l57iQWsDYHPmlmMyoVvFeuMpOq1UbzNJRJkiRJkqT/G48VYOlNJl4+8Dc/Xb0ENjZ5jwR8UoQCRhM9SwXyTb0muNjaPekSSZIkSZL0f+KRA6ykzAyG7v+b3yPDrU2CPKUj+AwGWpbwZmXjVrjZOz7p0tyfYuDMiaNciYwH1PiVqUK1YL8nXapClZqWjpOTY9YdZOb4vr+JMLvTukkNHjcszky4xt79pzAognvd6A5eATStVfHJz7wrSZIkPRceKcAymE302b2FdRHh8CzUDBkNtPD0YV3TNjg9teU1sW3pp7wz52uOng27HQxoi1ClTksmzJxJ/2YVnmQBC5w5PYbZb08goWxv5o7ulBVgpdCxggebkppzPXILvo8Zt4ftWETFliPJvE86+yaDiN31A0Ue73CSJEmSBDzCTO6KojDswG7WRV57NoIrAJ0tO2IiGXRgFysat0b7FM4Cv2f5DDoMmkHJut354oc5BJVwBgRR5w/zxdw5vNjmEKl//c0rzZ+fjvupYfv4eMEy2s7ofkf9pwOzf9zG6yY3ihVApahKo0ED9Bo/n5daBeebzt6zFA6PfzhJkiRJAh4hwPro1BGWhV0EnW1hlKfw2NqyJvwyU52c+bBm/SddmpzSrjBzwiw8agzln93f4nnn0ott29GvRzvqVK3DmBFT6Hr6F7xsn9Lm2Ifk5uZKERU45ZhSQ0vl2k2pXGBHEZiBCvVa07bt81UDKEmSJD29HqoqZ/O1MKadPWGd3+pZpLPl4/On+f3qpSddkhyUpBjCo80E12iSM7jKYutbm2njBlPKNpnIBHOO11JjLrP0ixn0CAkhpO9QFq/cQrI+5/4X962m39A3uZwKMWf+ZsKoQXTr1pOPv19PisGaJvbift4bM4SQbt358MtfiUo15irHpeO7WfD+eLqFhBAS0o23Zi/k2IXoHGmOb15CvwEjOBVvIOrfv5k8+iVr2g8WcTYi9Xa6TT/QceC7xAvY+vU7hPR8iS2hKYCFhTNG0++dL0jK0XitcObAFqaMGUpISAijpn7KsUs3H+j8qgB9Rup901mZWD53PKM++JGE+GvMemMwId1e4Lstp8AUy5RRg/l87RGiz+3m1RdC6Dbodf4+e/scpMRe5tfFH9E3JISQngOYv2wtMSk5r1nYwdX0H/Qax64nsH3ZHOv7mbmEG/drx5QkSZKeGQ/cBys+I536W9cTmpYK2me4K7DZTEkHR460CaGY41PS6d0QRd9aFVkV488PSxcT0rI2TnkEWmCd6uvWFGNndy2jZ69hnLup4OrigFBBclIypRu+wOpV31G9hLUJd/fSd2k6aAnj3xnI74u/JQk1pvRkUvQKbUfNY2JbR0a++i4JBgVDRgrJGWYqNBvFlk0L8LEHMPD95BG8OvNHVE4u2GlAIEhOTgGn0nz52wZGtq8IwNqPB9BtwnJ6DOjNkY2bSVVrsRj1JKdk4OJTjx83rqFrVS+2L5lC9zfnkZaajtbOEfsiJZm/eQ+DaxShWw0P1iY1I+LyBnxUgCWJ+RNfYdzcFahtnShipyE9ORmzY2m++O0PXuuQf83U1V1fU6HZK7zxy3E+6FvtQS4Go9uXZ8ERB9oEaPnnfDgai4V+s9ay6NVSVPEKIq1kKzwSzxKalI7Z4s4XG/9mSKOS/Lv9B/oMGMnZaCOuLk4IlSA5KYUS5Vqw8Ocf6FbDOljh0C+TqNtvFm1btebEoX3oVWqKVunBzi3f4feMtLpLkiRJ9/bANVjvnT5KaErSsx1cAWi1XEtLYcLJg0+6JLfZejNpzmwCM08woEMdqtdtyqCXx7Lk5z/492IYGXdUgNwKrjKjjzKk78vEFm3Cn0fPEhcfT/zNKA5t+hb1sV8YOGwmKVn72Dm5oVLFM3fhel7/cjMRMTe4EXWVNzpU4a+v3qHP2K95ZcEGrkfHEhdzjakDG3P2769Y9fcVAE6u+oihM3+k2uBZnL50zXqs+Juc27OCCqowZr2/hPRbb8XJDYDfN5xi4pItXI+OJT4umpXzxpAceYCP569GAVq8PJ0r/yynhAp6TllOfPRpBlX3AAw4ObuBixPqrPe67ev3GDd3BU2HTufM5Qji4+O5dHQzdZ2vM3rwyxy9cVeV3V1UQOKNCCIjI/P5iSbdaMlO7VqsGMSdIdanHReuxXIzNoJPhjWDDCNFizkSdmw7VYZ/TtTNeKKvHqN//ZKkXttD715DuGpTnZV7T3IjPp74m9Hs2/A1ThE7GDRgNKFJCgA6B2fUCP46Fs3XO88SHx/H0XXz8ZXBlSRJ0nPjgQKsw7HRLLly8dltGrybjY5lVy+zNzriSZckW+UOI9ixfxfvjnoRJewQS7/9jOH9O1O5XAA1G7RlxjdrcoyE27n0cw7FePDL5i20qxGERqNBo3WgdvuhbFw2jX//+Jy1B29kpbYghKDz0Km83qcedlottm5+vDysH1j0VO0xhjEh9dBptWiLePHSwH7YYCEyzNoEp3Mvx6yPF7L+m7cJ8nS2HkujI7hRbzrWDyIp7hrJt4JAYf3P0Hc/49XudXHQatHYONPztbG0cFNz+fxJUgCVSo2tzno/qbU2aDSaXJP/qwDMN/h+wbfYlGrJki+nEuzjgkajoVSNtnzywRu4GS6wbXdovudVpdJSRAMLx3TG19c3n5+SLNkfnr2PUAyAG+PHv4mPiw6dozOOdmqwKBj1GahdW/L2mB44aDQUcXNFp4E/ly7hXKIDH33zMz0bVsQm63rU7zScH+ePJ/XsOr5ffyKrTAoK0LbXWLrW8EOjscHFzflpnehEkiRJegT3r44SCjPPHMdgNmfNd/UcUKmwKAozz5xgo6cXarXmSZcIAJ/KTZi5oAlTP5xPWFgoe7fu4PCJw6z5fS1Th23hwLHP+WXhaJwxs+PgabDRsfbLqezSmG9P66BSYbp5Di0pnDh6gYF1i6NSLICKanVyNpHZODqgBmrUzDm6To0WGwCN9SO/fIvelG8BCRGX2X3mNDv/OURSwk3OHD/Krn2XcKxUkUwD1rtJMQM2VKxVLueb0zrjH+jGCcXIrbois8X6P6FYyE2FBrDEXuSfc2lUCmlJmbtqeBoNncXVnu+i0d6r6kfBIKBB1yG0qOyTdxK1HfX93W/vYTKBgz8BpT3uLhIWs6BIxUqUsL/zBRMHjx4Gr1q0alAqV/YNOvcm2PETtu/bAwNroBbWmqzAauVypZUkSZKeD/cNsPbHRLExJtI6U/vzRKtlS2wUe2Iiaepd8okW5czWVfxxLIn+rwzF10WNrbMHwVU9CK5aj5eBOZHnmDFmEJ8umsTKfj15qZEnqQqghLPooxl55mnnYI/Jkmb9RQhAi61bzkDEYjGjAlxsco4IVRQFwR1Tx2bGMHfyOKbMX4ERsCgCO5fStGlbh2rlojhvvqMNUwCoIVfMqkKts0FlVj1wTY0ayExNIgrw1znnmcL5Pot6C6GgV6Dt4LeZGlL2wQ6sCHDSYWOXu4JXCNC62931h2NAn5YGnmUpYp9rF3BwxtUNbqQlZmVi/Ufr+oyNxJUkSZIe2H2bCBdfvoBZsTyZxZsLk0qFIhQ+Dz33pEvCxV0/8fbbw9h2Lj7P1119yjP17bHYksqRA5cBNTaGdCjeikPXYom6q0/RjbgkkhOTmPtKKyD785z8xjNYFCWfkllvjzVz32b8p7/R+tVpbNhxkKsRkUSGn2Xdil/pUs6V9ExDrj1zH0vke/z8CMDe3hFXIMOUlncasxm9yXTPfFRARmriQx0bRSDyOS3Cotw1K7wOO0dHiEshLfepQElPIikO3B1dc+UjSZIkPZ/uGWCFJSexITqi8Du2CwXMJjAasn6MYMmr2aiAabRsiY3mSlJC4R/rHhr27I8L8MXnS/KdcfzEkSMYAO+spqz65YMh+hSXE+zw8vbG+46fYpp4Vvy8nDPheQclD0ql0QIKK//4E4J68POCabRvWptSPt64u9hBxkU277uC1ubxmo61efbtE1gAjVdZGgXacfr0LsJzznZA5sWt1AoqzcAPV9z/vRTqOpk66teoBRFH2X0kJterJ3Zs4rweGtWoA4DyeOurS5IkSc+Ae37qbIwIJ16fUYiLOAswGQEttYv50ieoPC8EladvQCB1ijhagy5zIQZaajVpBj3rIq4W3jEeQPFqHZk0rCXHfplEyPBpHD1/u/O9kpnAtqVzGTBmHm6V+tC/TXkA2g8fSWmHG7zarzebT4Zlp486f4j+nZoxcMh7RBsfr4ZECAVQU9qzKESe5o/D17Jfi7xwlNEvDGRvnAlHRzs0j3KLKAomAXEJeQe4CoDOh5deHYj+0p+89tbnRGXNKZUWc4l333yLY+ExNK5f776HUhXy7P0t+w7C3yGViSMGs/X0rQ7zgjO7VzB0zPvoSjaif9ca1q0yvpIkSXru5V81JQTroq8XYtOgAJOZ6iWCmFGpGq2KeWCruX0sgz6dA7HhfHbmJL8npBRNJsLZAAAgAElEQVReHzC1inVR1xlbsTqqJ9YMas/4z5aSJoYxc8n71PrhU/y8i6JRgVmfQkRMAiWqdOa3n78gwNlaRvfgtvz683x69B9L++oVKVnKEzWQEHmVFLsAPl/3Ox0qWDtpm416wITelDPgspgMWAC9KWcQq5gMZAKZWU1/Q8a9xc87h9K3bnneLlUcECREh5Om9aZMKTdCL57i8k0D/iVtMRkyAAMG893BnSAjNZlkS0Z281oR7zKU93dg46yhlPrlU6Yt3cDQxkVJT02GlHSUrI5gHUbP4P0LEUydP4bgnz7Cw9GG9IQobqbYMHzOL7zaJijfMyssFkzA3Ffb88uk/Oc9U9kHs3zTOhr4a8lMT4FkMOdq5bSQmgzJaZm5Fo52K9ua337+nJ4Dx9CmegVK+RVHhZlrVyNw8q3NkuXfUStrXjKLyTqtRIbxrio5SZIk6bmRb4AVmZrCv8mJoCmk5kGTiQZ+VVjbqAHF8hjEZ2vnSNNSFWjs6cWre7eyOLaQ5uBSaziVmkxESjJ+Lq73T19IVPbeTF+ynt5Dd7Jj+1+s33IAvQAXn8p8+EJ3WjdvTgnnnCeqTtcxHD7elN/XrGDVxr0YhZZuQ96k34A+1CpdLDudR8mKtGvXiYpeOZcydvYqR8d27ajk55Zju6NXEF3btaNakLU5skyzwfyzvwyLv/yKHaevgo07Q8dNp3fXjoiwPxg7azVpsQlQ0gvvsnVo1y6FcsXvDmZ01GndDYtSk1sNihr3ivy44jc++HgBF2LM6BQLYEODVl3JTK/Arf7iKl1xpixeQ+se61m+bDknwxNwb9GDV14aRvsG9x6J51g8kF4d23EjPRPDPWpDVXae2GpVgJqqjTrSztkej7tbPnUutOnajoqlq+X5h1O762gOHW/CmpW/svqPvRg0Tgx+80MG9upGaU+n7HRuvhVp164dNf098shFkiRJeh7kO5P7umtXCNm9BR6zf02eLCZcHL3Y06Yjle2tQcOl2DCWXLrE4UwDPo7uDAqqQKti1oDHnBpBwy1/ccgI2bNPFiCV0cjyRi3pV/r5WUhZkiRJkqQnJ98qoStJiVAoUx8KUNS8WKZKdnB1+PIRuhw8Qowl65DiGsuvXuGzhm14vWRxtEW8ecGnGIcuxYC64GuxBILzT7ijuyRJkiRJz498e/7uTIiDXD1NCoBiQWXrzmB/f+vvpkSm/nuaGEVjncjURgc6OzCnMOvc+awFf9XUdfVAk+90Ao9JreZ88kMO45ckSZIkScpHntVBQlG4bsgsnNGDKjUIPd9eOE68Z3GUtEgOphtzd2JXgcFi5lY34HTFjCi0PugqjqSlYlYUtIU82kySJEmSpOdfngFWmtGA3mgsnBGEKjVCyeSrs4f46rzGegxNVnClWKxj2C1mUDvwZrlyFFUBGPkzNgalsJa0UakwWsykGgy42ec1FbckSZIkSdKDyzPAMioKpvymsS4IKjVo1XdNCKTCxc4BR40Nzd296RNUjs4ligGCHecP8310cuGNaFSpMFospJpkgCVJkiRJ0uPLpwbLSLqpkGqw7nQrf2EGjSvfNe5Ie3d77G810xnT+P7sIV47eZYMnX3h9LnPYlYU64LWkiRJkiRJjynPDkd6ixnDf7FUzS2KwNHWgZoujreDKwCdPXW9AhgdGIBOmAt1CmwVPMGJRh+HQmZaKhmZxjxe+j9Y605YSE9LQ2/Mfb8KRWQlMZGWmoYp1+Sn0sNSzAZSU9MwKwX4t/h/ObX9g73nW6fGYjKQmpqOXL5Skp4deQZYthoNusLq75QXlRobYeDTk/sYuW8Hr+zfzccXL5No1lDB05/ZjdrybflAbCyFV8MkyH8x5P9KYthJvpw7l8VLN3Izv0UJ72aMYFi98nQb+X32prTIs7w/Zw6HIjIKp6BPEcuNQ9T39mbMp7uyt107uZV35y4i1mC9njEnfqN6UC2W/x31pIr53Lj4xzzKBzVk8/nHW+cSwBh/lY8+mcW2c3EFULJnhCGRH77+iB93nLlnshM7fmHaVyswZT2STqydTYUybfnniv4/KKQkSQUhzwCriI0OJxub/+6bpVpDUmYin58/xaIrF/n60hkm7N9C+z17iDBYAA0vVq1Pv6JOUEi1EFq1Grs8Fx3+b/y7cTHN6jfktfHjGTGoEw2b9eFgePL9dxRm4iIjiY1Lzd50bP1ipk35jBTt89+fTG3vSfeBA2lYxTt724pPpjLrm/Wo7a23t8WQTuSNSNL0sgn4cZnSk4m8EUWG6fGfDZf3/MbEt2YSoxTyYvJPkYzww4x6ZSLH7vkNKpO5E8eyePMRdFlPaEN6EhGxMehzrd8kSdLTKu8aLK0WG81/UIN1ZwCnUlvnwLLRgc4WbG04eO1f3j57yVqZrnakt483GqUQPiSFQKfR4KyzLfi8H4CSHMq7Y97iVGx69rbQQ7/xxtTvyaPh7y4qbGx16GxuXy+TRYC9A9pnrMVTKMpDzrwmUJwDeG/BAgZ2CM7eahYqbO3ts7vsqdQabNFh84Su7/NEpdFigw5dAZxLs1mAzh6dJv8bVblPVwXLM9YMrlgs2Gg12Ovu9XxVEGhxsr99jtUaLTps0NnaFUKZHu4cKsp/2H3kKfew5w4UCrJ1XXq65RlgOepscbSxhcIaSahYwGSy9hHK7wGpUoMWtt2IzppsFAKcnHFQFcLdKQTOWi1OukJYFugBJF89y8ErKbm2Xz52kJumB8wkq//Y71+8QZ/J30JaOD2rl2TsF5vyTH7mj8/o8spbHDu8k851yuJfqTMnYtNZMXMorQfMIUdDhCGcl1s34LWZf1r3XTWbWtVD2HrsNF9MGkagrw9lq7Xl0x83k54j/jXy96pFdG1SAx8fH2o26ck36//JN2g0xRyhQ40azPztRI7tP80YTd/Ri7jzTrmy83vqN+7BPycPMqBJQ6Z/ewyAKcM7MnvNUYz//kkVn/IsOxiLs5M9arUOjTGBtYunUamML6XKNWHmVxtIvcf5vbrta+pWbc3a/af5ftbrlC/tg3/5psxYtIbEu1tq0mNYOm8yjSuWwsfHl+4vT2D7qbD8M89+04msWjCNRhVK4eNTml7D32H/hdgcSTZ9MZZ+7y3g2JafqFPGl2ptxxCdmsz7I3vw4e+7WfvJ6/j5+DBo8rKsc2Tm7zVL6N2iJj4+PtRr25/v/9zP7UuTzvsjezBtxXY2fTGBUj4+9H3rGwz3Ly0gsNHYIzIi+Pb9EQT4+FCtdV+WbTl2O4n+OsM6NOONBbty7Bn37zoaVmrE+qOJHNkwl5bDPwRTAq80K8+A95blebSrO7+lSpXGbDiTcyJgfdge2tRtwg8HrM2+lqTrLJ41gbplffHx8afvqCnsPReRY59Vc0bQpMdUku7cqNxgTJcmDJ742z3fdczF/Yx/KQQfHx/qtO7Hmm27efflbgye8GuOdAmXTzB11Av4+/hQqlwj3p67nBtZlVXXD62iaosBpFosfPlyOxr3m0yuOmpDJC+0a8SaU7FcXfcZPuWasj9WUMTeBhudHcaEKyyaNpxSPj5UqtuFxavvvK5W5oRrLJo2miqlfPDxqcTwiZ9wISa/7gKCpZP6Uz/kbZLu+ANLCd1Buya92HPl9pc+lHjGdG7C2CW7EXEn6NW3D38cPcnUvs3w8SnHgvWnrenSovlh7iQaViiFj48fPYa9zc7TV7Ozybi0nTZV6/L52kP8uWwW9Sr741eqKuNmfM21+LvuQn0cy+e9Q9WyvviUrs7kL1axftlMGjQZyoV7zA2dEX2Brz6YSN2KZfDx8SGoanOmL1jJzbTbweGRZe9Ru3Zv/j55mk8nDMHfx4fytTry2U/byLzjXMSFHWXqqP74+1jP58jJ87kYYz0vEXt/oFqlpmw6c+ddlcrb/XowZXHO+3/TvHE06DKam1kXLD70GJNf7UMpHx9KBzfm3Xk/c/OO58qhX2bQbdx0ju/bRMuqpSlTuw/Hoh7sr1R6OuQZYKlUKsraOxROE6FiwdXehTcr1eGvpu34rKy/NdjKiwAbtZo7v+upsrYXLEFNJ2c0T2iSUQcPT3yK5N7uVNwH54dsPXH28KKkpzuobSgZVA5vjzwyBgyp8ez7ayUjho8nSudLYDkf7O1siLr0L8fPhucIZlD0nDt+hAtX4wHITIjh2IkNDOrSkY9/O4x/uWBs4g7x5uAOTPp2R/Zu2xdNplWfMVzWOxEcHIxt6kmGdW3E6Hmb8yyTzjOYQMdkVqzccPsSixS2rPmeFb+v5fodz5b1y78n2qkcVX1tObz/AGFR1o8qT59SFHOxR2VXhKDgMrg6aBGKBgebTOZNGMC4uWspXrIcnuorTH61C6Pn/p7v7aRPiuP0qW2M7NOJyUu24x0QjJvxPFNH9uD1eWuyz5Ex+RKDu7Rk0BtzSHcNJDi4LMfWfEares1YtO1c/hfLlMjkFzrTa/RcjEWDCA4O4OxfX9OwYSvWnbyRnSwlLpptK77klfEfoStZjpIBxbHTqYgO+5fvZ47j/W93UjY4mKIl3FArGXz1dj+a9xjOkTgtwcHBGML+ZmiHBgyZsxLrx4sgNvwcyz+awJSFfxIUHEzR4s75r5t1B5Vah70mlVmv9WPa93spHRyMcnEbA9s24f1Vh7OumZ5zJ48SGpHzE9CUHsfRM0eJis/EvkhRSvsUA5UG79Jl8Sue90LrvpWqknZmL59/vzHH9l3rl7P1vIF65b0wJJyhb4cmjHh3AaJEOYKD/dnz40waN2zFsn1Xs/e5EX6Oo6eu5AxIhJGLp45y9lLOoPZOKZd306VFU+b9dsx6Hycep1/7Fnzyw1oiY25/MUo8u412jeszb9URAoODCfJW+PqdgbToM54kE9g6uhBU2he1SoWHjz8Bfp65H8AqG/z8A3Cx02LjXJTgsgE4aAG1Dg1RjH2xJ5+uPkZQcDAicjcjerZjzurbwa056SIvdmjG6DkrcQkKJji4GFuWTKZe614cv5HXVxsVNWpW5OTmFRwIv91sefHgVv7as4otRy9nb0s49hc/7bpC7fo1UJmSuXBkB1OGD2PtWT3B5QNxdXfGmBzGwC4tGDL+Y/TugQQHB3Fk1ae0qN+cr3dcAEDRp3Lp1CHef70XQ975BodigZR0y2D+1FfoNXYe6bf+IEUms17twYA3ZqMuVobgAGeWvDuAXiNmcPhkOIZ8KtLSI47QtX5tXp21FDvPkgQHB1NcE817o3vz0gdLubVbelw0R46spV/Hjny+7iSBwcEQuYexL3Zg+vJ/ADBGHeeFDm2Yu9Z6TYOD3Vk5exx1WwwmNNWCd9V62EYfZeXWQ9nHV25eYPXKNSzfvCv7WFji+GHZSpzK1qeYDcSf3kybRvX5fO1xgoKDCfAys/Ct/rTq/w7xWTdoRtJNdm9YxohRk0hzDaB0UAns7lnzKT11RD4+OXlYsOwrwa/fFuzP8oWixOYdIjPrOPrEMBH0yyLBz9/clXaJ4IeFYtjJ0OwyrTu5XaiWLir4Mi1dKKafOJTfqfgPmMQvUwcJTVZfe0CgKym+3Hzm/rvqr4hOnjpRu9un2ZsOfDNB4FpGHEzJf7dTa2cLQIRMXp5j+5zBDYRfw7Ei/c6NGRdFSz9X0WnUL0IIIY59/45Qgaj/4gxxM8OaxBhzSjQtaS+Kt3wj69qmid41fYR/m4l3ZGQUH4/uJ3qMnCcy8inX0Z8nC7eSLcTZZOvvSef+Ek2rlxb+3jXET/tjrBvTzouGJX3E27+cFcJwSlRychLDPtyence8oU2FXa3e2ceI3L9cuKkQpZuOEGGJZutGQ5ToXa240JbpLaLNeZflwrpPhD2ICl3eENeSLNaNKWEipJKH0FUbKG5mpfv9gxcF2IoPVxzM3jfl2nHRqby7sC8TIsLSLXnm/8/it4SdfRmx+kjMHVtTxFudq4uyTceJ5Kzd1s4eKADx7k8H70iXKEY29Ra4VRTbr94+mxF7vhd2IDqN+Vqk3TpsZoKY+WIzgcpLrD4dL4QwifHtAwWOgWLjheS833w+zqycJWxABLYYIS7Hm4QQQliSr4uR7coLG69W4mKyIoQ5TLQK8hQ9p2zIsW/0oR+EG+5i/rrLQgghrmycL7AtLtaF53MBhBBCmMX7PasJh4CuItKYtclyU/Ss4iXqDP5MCCHETxO7CnAVCzadzN4r4eI+0dTPXnjUHCRisvZbPLaNKFZlqIjLkX2ECClfTDTptyif4xvE9J7VBB51xK5ziVnbjOKn9wcIQHQc9p11k5Ii3mxVQQS1GSVijbf3Tj7/l6jk4i7eXLTHuuHaLuGu04opf567x3sWYmj9kqLsi9Ozfz/001QBiCYD54ikrPyNUYdENXeVCOg4TVg3KeLHsV2EY+nW4ljkHYVICRXdKvmINsO/FnneiZlXRPMyJcXrt8ooDGL2ayHCr4SX6Dbi8+x9fprUS/jWHCrShBCWiD2ivD3Ct+kIkXBHpqvf7yfATny06vDtcxB+VLQr6yqcgnuKSJMQptA/RbAa4VKtizh0NeshpaSJSV2qCZxqiiPx1k3nNswVahCvzd+andf1w2tEGVeVUDu3EadzXMjbLvz1rWjatIv440x8ju3zBtYVNqW6iOsG6+97vxxjPacvfSQS9NZt+uuHRd0SWuHXabIQQohjK6YLKC7WnNdn53Nl13LRonEX8ecpa/6LXu8oglq8kf2ZdmzNJyI4wE+UrxoiTiZYt8Wf+FV4uQSJNWfThFDSxOvNyomy7ceIONPt8iWe3SiCi7iLiUv2CyGE2P/jRAGIQR+vz/uNSk+9fKtsgt08Ciei02iJSYrhz3hrlbWta0mmlA1EZdJba7LMJjAZQW+imm9FJpcLsO5nSWd1VDSiEPqGqdVqqrm6F3i+D05L3/cWsvH7T2jdqBEde45k3Y5tjGxb4ZFyS8s0gFBIS82/v5piMaClGP1COubY/iDdthSLASjCqNdHUTSrH72NZ2W6NauKITQyq6lBQ0m/Ylzd8wOvz5jHxi27iUgQjP/8J1Z9OZb8ut9XbdGFUubzrNp5HoCjO3bjU+dlerT1ZMPWfQBc2vkHlxVferQtD5m5R1XpjWawmLjd7d+IRTgwYtx4/F2z7h+dFz061EN7I46k9FxZACAUIxZ0DBv5On4uWX8qRfzp3a4O6rBoEjMAklm1bhuBrcYwsXed7H2L+FXjg8mjyAzdyvZ/b+aRu4GV67fiXaMpvurr7PtnL3v37uXAofPUaVCfqBMbOBRlrXEwGfXYONSkT7s6d+wvyDSoKFuzG81L3T6bW/9Yg8m1DrM/GI7jrb9uOzcmzpyGj4jmt81HAS16vUKpal1oXdY5nyuR3znRo+DE+CnTCHC31nmpnX2ZNHEsquh9bD0XBxqbe95Ht6ZDSc3QA4KM1NzN47dp6D10AMawPfx1OAaA+BPb2XIqiR59uwMJ/LpuF1V7TmBU+yrZe7mVqc+MiS8Rf3QTey89+ohHJfkiq3deoNurE2gSfKuWzYZ+b75LXVcb0vXW2ndT1AlWH4ikRdMGXDtxkL1797J37z9cTHejSdWirNu0DguQmZ6JAAzp9ypTKkaLgmK6XWVrsejR4s34t1/DJWssjo1Xbbo2qkDmtVhrk74lmp//PEzNhk0R0Sf4Z6/1njp4Ppkm9Suzf+cqwvIahGhXml4tgtm07ndr833yeY5ddODNt0Zw5d+/uZwBkMDvG4/RrG9PHAGTxYhR0dGxa1/cbt1nShyr1m6nTJtxjO9RKzt755I1mDnpVdLOb2FnqB6trZpMBbr3G0PtUlk17CpHevRugyYtgdgYa03a5k0bsfPvxKQxrbLz8q3VjTf6NkGlT8+3gaVsm6H8/fc6OlZw5syxQ+zesZnvFnzMxlPh2Kh13BonYH2OuTNmzKu4ZXV3s/WtRUijSmRciCATcCvmiZYbzJw4km9/XcfRM2GUbtKf7bvX0a6y9TOjY9dOpJzZwp6r1uu146+TdBo0nvJFb/DX/isAbFu5Fl2lprQo74gp8jBrD8XSqlkDwo5n3Sv/7ONSZjEaV3Zj3Z/rARCKAQ2l6Nel9T3uFelplm+rQG23ovg4OBJpyISCnLJBpQFTCh+f/ZeOjeugQ83Aak3xcfVkefh1/jUYsbNxoJtvAP1LB+KZNYxmx4Vj/BKfCtoC7ielWHCzc6CWe9GCzfdhqRxoO/hN2g5+s+DyvGcTr0CDM/Y2edwCKlXOD0iVCpX69hahmNFQnGLuOcMkWxcnVBYzZgugtuOdDz/lcvwovpj6Bl8ATp6BNG/biXET3qV5xeJ5lkrjWY021Uuy/6/90DWYrXtPUL7nh9QLj2T0yq2IKd34c90mSrfqTS03EDfyDyKFAFQgUFDjgOtdHYTV9naoSSPfPruKBQ2ueBbNGYToXIqgUm5isQCWBKKjMinfsEau5p6A6jXwQhBx8QbU8bzrVT16lYEr/3xD3Rrf5HFwd67fSANfdwQCrY0rtncdQAg1TrbOd1wrQdTVKDxK1qSkU860Gt8y1Ap0I+b0rX5JapxsXR967l5hMmHj7E1gYLEc2z28ffHBSNjlOKjrBuSeV06lVudzvHu3+Zdr3oNG3u+x4vdtDGnwIjvXrSatWB26N/OFjNPE3jBTqXL1XPsF166JG0uJuBwH5bNOyH3u7bsZEiJJTtIQ7BeQ8wUHbypUKkmo0Xr/ZSYnomiTWTypP4sn5c5HWy+ONMDuIU941i0MKGhUbjhpNTle1TraoVKENY0+BbNNBruXT6bm8sm5M3OvRWyqIDCPQrTt2YUPB6zgkgmKHPibCHsfXnghhOWf/MLBi2n46XZwJMWd7/u0vKNktjjp7ngG6OOJjs6kfLMaua5zUI0aeGKx/i3UAgUdJbxyPnO1jo5oEZizRqhGXYuheLGOuN2VV/naVbH9+dg9OoubWL/wQz5Y8AOHz10FwMPLG40xAztPHbcut7CYsdGUoJhrzueYnWsRhMlEGuDfuB9fvXeYCbO/5eV13wE6qtZrQq+hY3jzpU7YqcGvYVuqOH7Knv2Xae1XhJ3nbzD6jd4cPrmSPdv28VYHL9buOEX7AV/hAsQnJKBoklg4sQ8L8yi9feN4TIAG0KhdsLOR6+M+q/INsIo7FaGSmweRkeEFG2ABaDXsv36a10+58GWVcmjUOloGVKFlQJU8k++7fIQBp85hUhfCNAqKQg1nV7ycHu6b/PNBQbl7kIEQCPNdo/ksFkxpxrs+HNS5JvpXFCXHB5h7+eas2X2Kfdv+YN8/+9j4+2r+XPoZ2/aeZc+e9dT0zmtElA09e7dg5cLdRETX5Xy4kdfqVqZB2WYYv1nModBzbD50g67vd7hV3AcksNwVSSmWrPLe80Mv9+vZ71MFqLRobCAzj5o0Y1oaelQ4uDjkmXNGqplyjV7mg9db5ZgEVWNji52dM9VKO95R/LxHHynCcseHsAqtTotJn5Gr4zNGPSmpBuzcrHkKIVCwPFp3xjxGeypmC3q1GntnO0BY7yNLzlSKwYAJy8MvEGFXil5d6vDW+vUkzejM2rW7qN7+bYJsgVQ1Go1An1dNZmoaBrQ4ON/+AM11bwsFU5o+36pbtUYDagsmS+5+ohazJXtwifp/7Z13eBXF3oDf09J7If0kpIcEQiAEQu8daYIIiKAUC9aL4hUrXgT91KuIgF0ugl1EAakiiCC9Sg+QnPSQfnpO+f7YE05OSIAgiNF9nyfPk0xmd2dnZ2d++2sjtaIzejNtzsv0SfGt86yEiFa3gChcAeMfCiGz1IuatF4aw0IjoFotp8+E55gxLMkhGazC2RUnj0ASGnbJJDpzAPEBS1i/9Qzhu4/QMqkPLUJa07m9Lz9v24WPdQtesT3IjKj7gWt1nD+kjb8LBrUaPVLhXaj98qk3EIRz2d83mVyCyWy4fKxZLFd87w989Qa3z3yBHuMe4YOnM/D3V9K5azp73pnKxKWVjslaJVKoFzhlsViQSCXCM5R7cu/zH3DbxIf4ftPP7N68lu83/8Iz07dSaNzA2w/2AeeWjBycwIotW5mRGES1pQXp8cH4DO7I8s/3c+aYP4cKPVg81KaBlljQm3y577n59EzyumysuAdGIwVqrFaEOVoMO2yuXNGvdVyokg152Tf+qhIpSM28e3QHudWlPJ2YTCdfbxx8zK0mCisv8r8zR1lw5hzlEjlc4UvzurFYGB6mbKZZ3BvGYrWARIqL63UIpBIrVQV56IBasaDs1EEOlmro76DtsjY6yUllQE0hL/7reQL6PcKDw0bQue8IZj3/KifWvEHqsCf4aU8O7UfEN3h8Wv9hRL7xFEvfW4EmJIG0MAmuIZ1Id/8vH725BHVwGsN7J9ha0fD9S2RyXGu/VJveCw40dp8WCyANIrVVCEu2fUu++W5C63yL/Lx2HeV4kZjUkLbOkxRlMD8crGbomDuoL2qWllzEy6fpqRBat2tD+Yq1bD9RzfAk+2qav2cbO4q1PJAeA1ivu08kTs7UqHPYe+As/SPsqTH2bttKgSSErm1CgWIwaSnOK3Q49tCuXVRTg5NMeNGtVitIhEXlagwbO4Y5n77GB0s/Zl+BnIffGiP8wz2ClAQ/Vm3+lor5I6jrKr/p+3VoFf7Ex9ncHSRW1EW5aM3gb3tOuqyj7M2uIrV3w1Ohc2A8sREyNv/6M9xvN9Ga8o+y70gewQnCce7BsUQ416B2b8kd4wY5nsSooVRjwQnQWyxYACeXK6VbsGKxWpEqnC7JfVd7XmYAlzASA9w5pFMw5o5xl9W4eLES38ZUaO6xjMiM46cvP8a3upQOUzsBUvplpvH62uV86V7K4InPc8UR6RJKaqtg3tv2DUWWiQTVmc+3rllHJd4kJvqBThD/rY29WFbhQ6h1ahK5P//E0VLoUMdjZcf6nehrPGgsJmn9utW4Jk5mw8o362iVrWz7eR9aSzKOXiaNzWMS3CRwYPUi3tmi5e2FT3JvTCrj3pkAACAASURBVCr33vcI7xmLGJvRhtUr1vD6g31wAgYNHcQnz2/h3c8DCczojD/g2qU3Ld78P95+p5KIbkPoFCH0nk9oHGHOBrReMdwxrq/jZQ1qSnVWZIDlH7nDwd+LK+oeB4QpCXZ1uzlbrkhkILOy9vwRum/5nt5bNzBt304e2L+TB/bt4Paf1pK2aS2zT52jXHrzhCsvFzeGhkfe+HPfQlzlCqgs48jB3ymvvtaU8AIR0ZFUZa9h/pvfolKpOLZzLQ/Pegm1XH7FfEV1sQLIPSk7sYGZd4xk+YbfyM3NIy/7FBu376AGJfExjZtk5cHtGdnbmzf++w7h7XrjByANZ2C/CD5cvJjo7iNJ9Gy8Le5SBbq8XA6eykNjtCC7GWMHbKuaE3dNnYLm5PeMn/I8+0/loFLl8P0H85j+4mek3H4ffWIaUhtIuePeKeiPfkGPO57k1yNnUalUHN+9kXGZ0ST3fYj860ja3WvE3SR55TP19oms23kUlUrFnk1fM/bOhzBH9WbqoFRA38CCbaWiuIC8/FLMV5jXJRIFzpIaXn/yPj5Z8xsqlYrt3y5hwmP/JXHoZHoonQFPIiK92b76v6zYvB9VTjabv1zEM4tWI5N6XHqVXeQK0Fdy7OBhShtzhLMR0X00I1s78995r2GM6suo7uG2bvTinumTuLhvOXc98AqHs1SoVOf5+q2neWjhj3S++0EyQwQhKLxlNPqLW3j5lRXkqFSc3LuJRx57hotyOU7yRrT0rkoenzmeQyteZPabq1CpVJw+sJV7x0/muLYGD2fhI0bik8j9k3rw2dN3Mvvtr8hSqVCpclj/+ZtEBwby0NsbAHBSKHA2mjh1+CiFFysaEZzkuFsllGRlcTK3CKMZZNfyASjxZPr94zjy7bOMfeItjpxVoVKp2L3xSzpHBdN/xkL0V3i2Y6aP4/gPb7Muy4n+GcKc2GX4EIp+W8na3xVMHp7R+MFCZzFp6mTUx79jwr0vsv90DipVNqvfe4kZ876i7bj76R4sRX+VhL+1gtdtkx4kpuYYk8c9yt6T2ahUWXzy0nT+880B5O7ujZq3I8JDqTq3lY/W7SFXpSLr6K88PWUgr204hQwJxmvMdCABfNxMfPT2bO6atYjjF3LJy8tn744tHMiuJDYt5ZKGomWPkbTxOc5b766lR+/eALjFZdI2ooRFS1czeKz9I0rmn8KM8V3436wxPL3kG87ZxsqPK18nKrAFjy0WIrFFw2Dz54rPMMTDk6EhEYLj+c3AllzUbDGwrfA8Hxw/xJLfD7Hk+FG+KSyi0AQoFDdv02mTiSEh4UR6NRwi3iywmqksNVJeZRekolM7EuVcyv19Uxg658MGJ3GTQYOBMoz1MkMPmfwvRrcN4PXHRqNUKukwdCbKgfeQ7gP5JYJjrkmvxkQZxnorsU5dQUVpFWYTIHHnuXeX0y9Oz6SBmUREhBMelchjC3fx+BuLGNL6SkEFCoYP7oOuspLULrXOshK6dmqLGQU9+3WzV7XUUKZWU621j9H23bohL9hFz8RwXlx7HC8XGRWUoqu3X6FBU4W2oqJRgcJs0KKjFEO9PjJoq9BVVVwyNbQZ+RDL5t3P/pVzSU+MRKmMZPi0Z4i57T4+e2cWbo0MX2X3SaxcOJtzq/+PrqlxKJVKkjsNYGNuIG8tXUCt7/ql6znatqguL6W80jG/kUtUF1auWIJf6RaGdGmDUqmkY/8xnPNJZ+UXH5LiLwdMVFeUUeYg1GiZMyCdhPYzKLrC+lejKUVr9WTUoDSeu6sbSqWSHqMfwDNzIisXz7JpOHx4fPYzJFqPM7FfOsrIKO5+8Qfuemg6Mks55RrhWYUmpZHmZ+K52zPJvG8+V5xlpAHcPrYr+RfzSBs8hOA6M1enCbN55+lJbFr6FG1jlSiV0Yx5dAHtxs1i2asPUGvU6jl2Jnd1asnSOROJVCpp23sKHp3H0z3MibyixndNGPzIqzw3OYNXHxuFUqkkoX1vdpX7ER/ii9FQ22oZk19cysOjUnj14bHEKpUolZEMuvNfBPS4nwUPjwDAOTiaPm2C+WrOeCJ6TeJ8g4u9Cz16d6V813KSIlryxalK3OUmDNbL3zltVTmlZdWX3vEud8/hzSfG8/1rj5Iap0SpVNJpwB0U+HTjndcebXQsAgSnDyDZw4w8KIYEW1CHb6sOtPSW0SKtGwl1vCisFiNlBjVqneNTSx39CB+9NIPf/vcC6QmRKJVRjJjxHAkjHmTFwsdwRgjaKMWApp6gVTsn1b5vHjE9+ezjBZTueIuMpCiUylhmLvyJ9hlJuElMjX73j5j2BIOiNUwb0pEIpZLYNl1Z/GMBtw3qgl61m+M5wjxWo6umxlRGTb3z6KorKC2rRGOF6H7TeXfOJNa98RDJLSMIDw8jo88EFG0msujZO+0LqEsIwzq3oapSTkbHWKFM5kvXlAisrpH07ZpQ5woy7n3pPR64LYH5D9xOjG2sDJ44m5C+M5n34DAADHo1RkuZkDhapFly1dQ398cm8mlOFnqb2emmIJEKzut/5o4ZVitymYyZsYlXr/tXRhHAg6/OQx3e51JRaOexrFnvytdb9+GbmlrHR8dOeNpQXp6rpE2Eo6nCM6IDn2/fzXeff8HRXAM9R02kV2oAn7tZIUYQdiK7juU/c9vRKtDRBNlj3GO8muaKj+05+kd3Y+NvB9i4ZjW/HstG6h3M0CEjaJ8QctXbUnYcyadLA+meFnapLDLzdj5YHsegVLv2S+oVzXMLFhBeZwLrOm0OG31i2HbsPG2jvFCEZfB/c1+jR4pjZGz7odOZH6gjuBELVVDaIObPDaSD0tGHqt3g6cz30xF8yUXKlUlPL6b3qMl89806SowK2vUYxKDe7bhySIaMEQ8toMvQO/nu2x/IraohLLkTIwb2p4WXXaPSbvA05vtqCXZohhuTZs9ngFv7y55t28H3cfDYAH746juOF1YQkdiZ24b3o4Vb7fvrzPjHX6ILrevkmHNixPR72busgGo90Ih1OSR9KC+/FMWExx7kmQn9WbbmN4KTuzB+dH886yiBkgffx/Z9Hfjy8x8od4tg3KRJxMovYNb40a218Bw8E3vz9YYNfLbmF+RxHTE3flkA4qPjkODJsEE9Hf8h9eSBecsYNG46q1dtpNzsSsd+gxnQtY1DDj3XoBSW/bST0V98wYHzlXQeeicDOkSxKlBKVWA3GsRqpkrrxPMfbmDI+NWs3XGMoNgMJo1J577MdqjqdL7cW8lb32xjyvZ1rNuyD4PMlcy+Q+jfufWlhVjiFcOi79eT+ckqLvpE4drg2ill/Evv4B7biYO5FcR4SghpN5yXX4onKajuiJIweOrTBF8Ms0flyrx45NUVDJt4Pz+s3kSZCRI79WdY3y54XNVjwId/v7WcEs8Uu+AgCeSJJf9DF57pUFPhm8hLLy8gvlc953/cmPLMUvqOnsLqb9dRYnSifc/BDOqVdunZOoe2Zf7cl0npGO5wZHjaMF6eG0mqbU7SazW0GTWLY+n9Wf7laipMfoy6ezIlqx5n2AtnkDayXngqO7Jqx16+/fxrThZVExLfgRHDBtLCnMMbi7/E30WIzo3rPZF5/+lJnK/jutbnrlm4dPfBw3Y/0/+zjD6338uaNVsoq4GETv0YPqCrPUrXRvcJT/CJsoTW/vZ/dLv7aT7obCLB27Guk18U76z+lak/r2Xd1v0Y5W506TeUvp2SL/V9bOexzHspg/jAW7eFm8gfQ2Jt1BBuZ/y2jXyWkyVsYfN3wWhkaJiSH3oNunkaMhGRZoS5YDdTnl3L3EVzibrxO7L8YV6b2pP/7A/nzJ5P+dPWnJoChnfqSGHrB9j9yVOXio1ZG2kZP4C+b25m2UN9rnACkevl61emMXXREX48tJvMS99GFp4cGM/ikkwu7FtOgDh1i/yFuSad0exWqXxfkIvGYqFRz8LmhNWCq1zOnOS2onAlIgKAmc1rd9Nl0BAi/0LClUVbwpfLv+BM1kFe/HAPs1e+/ucJVwCKQPq2j+Xh9//NQGkx/VPCQVvM8ncXUx3ej0dHZ179HCLXRXpGJ4y5HzCkb39mTRyIi8TK0e1f88mGYl5Y9qAoXIn85bkmDRbArH2/8vrxI+D8N9BiGfU8Ep/Cmx273+qWiIj8RbCi1ehxc796RN+fiiGPUckJrMrSMuZfS/jwtRk0kmngpmGqyuG1F55l8QfLUVUL+Z86D7qbl1+bR49Wtzh/3t8aC1tWvs3cV/7L9iNCNHtIq448OutlnpzS+xa3TUTk6lyzgFWh09Jl8w8cr6oAeTO2CZtMJHl4sr3fbQS4uV+9voiIyC2lrCiHErWEhJiIW9qOquJcCso1SF29iVMG39K2/KMwVnPufD41yAhpGYvXDc41LSJys7hmAQtgW76KAds2YIDmaSq0WnGyWFjTrR/9IqJudWtERERERERE/qY0SUrqERrBgtbthb0Cm2MStBojLyW3FYUrERERERERkZtKk9VQj6akMS0+WRCy/nCO7D8Rg54Z0Qk80ab9rW6JiIiIiIiIyN+c67LzLenQldERLbnmlLi3GoOe4cpo3sjohuRm5fISEREREREREbFxXdKGTCbjf517c3tEtCBk/VXNhVYrGPQMU0azsktv3BTNyDn//Ffw42jYMBsK8251a0RERK4FUxWUncZxR+GrUHYIVL+CpvFs8jcWM6iLuOKeSE1Bmws5W6DwWLMyaoiI3GyuW53j5uTEiq59mBHXCozGm7Nf4R/BYgFTDVNjE/m8S2/cFM0o9OT3BbB6LBz7Fo68Cl/3hezzt7pVIiIiV6P0J/hqCJQ3QbuvL4GTi2DfNzevXQ5chB0vQIX2ahWvzqlPYe8XUK2C/O2w833QGP/4eUVE/gb8IXuZk1zB0k49WNiuI65Ibt6ehU2lpgap1cpbqRm8n9mreQlXhguw91WwAK62H/1J2Pue+HUoIvJXx68L9HubJuUSCO0HcT3BcpPnT0vtBOICFiPIbTnPrtcCofoWTh2DDjMheTK0ewCCnGDPx7aN0EVE/tnckN3/HkppR1u/QB7dv5MDFWVCnqxbkcbBprVK9/VnXtsM+odH/flt+KNoC0BficMmanKg6hTUwBU3t6s6B4ZqcA4Fd1+wmEBRLy23RQflZ4XJ1isJnBWgzQFtJXglgKkYtBrwjABn2+Z3mmzQVoNrEHgEXn5d3UXQ5oFFBt6J4NTAsKrOAoMR3EPA1ba5dvkxwAd8wy+vX3UWDBqQuoJPvGN/XA+6EtDmC230SQJF/RNaoSoLjDXgHgqu3kJZ2TGQ+oNPaANtPAMGLUjdwCeu8TYaykGtEoRmzwRw+Qsm61WrQFcGTgHgESws9vXHDoCuCNSFIPMEv2jAAhVnweoEXmFQfRpwA89IkEnBWgMVp8AiBw+lfUzVYqgAjUowqXnEg2sDiU41OcL4cwsCd1tiz8qTYHIC//p74WEbrxUgcQKveHD6o4MHYexoSkDhCx5hwn3JXeybfJqqoPI84Azh3a9+TW0BaIpB4Qc+EWA1g6SB96amAiqzhY8rVyV4+F7nDVjh1HtQWA5RqYARCrbAiZ1gjYFOEy/fsPRq5J2E+DvBrc54ju0Hh58H9RTwbkYftiIiN4Ebtr1yt9AINvsO45XfD/JO1inURiMoFH/OVjRWK9TU4KZQcF9ia+aktMPP1e3qx/0V8YgCjyBQF9gX7BogIKPxnXANuXDwG0AOzhZwjYHsz8AYD8Oetde7eAhys0BeLGgbs3aDXws49TEE9IVkJejOwLFPQNIBes8Ujqs8Cbl7IKcABi0Ed9uwsVTDqQ1gkIAsH2rM8PtaiLsdwmLqNNAKZUcg+2dQe0HmPZD9C5irBOHMqwe06SVUNZXBwf+BXg8e7sI9ndoIIT2gZeum96e5Ak5tAqMUpPlgMsHv6yD+DgiNrNfGw5C9FXQtoOMEuLADzNVCG337QIptQ+CaEji4XBAYPdzBKoeTGyC8N0S2qnNOHZxeDxoLyIvAZITKtRB1G0QlN/FGLFCdDTWGhhdCKyD3Bs+Qpi2U5go4vBJ0VnCzgGsUFG6GEiuMWlhHaLRC1mZQl4OlCKwSOBcIzkVwZjckjQe3QCjeBb9/BSlvQlwSYICiXcL4kXSCPvfazmeEMz+C2gQy23isWgvKwRDd1rGNlacgZxsUlUPXf0PBL4IwaCoFeRtoP8Kmi9fD4WVQUQrenoAcdD+BXxokdG5Cp9TtVy0cXQlVenC3gksElC2F7HwY9QnUyqDGMsFEZtbCye3QcxkEN5TlvQZOrYHqSpBVC4KnxB9MhSBr6VhVtQHO7gEPb5BLoEYOEl9IHQtOTf2AlUDMaHDZDycXwrF1oHeDlDEQ0r7pwhVAh1kgqydEFR4AeRC43AChVkSkmXPDBCwAX1c3FqR34Y7IGN48eZQv83LQGw03T6Nl01i5KJwYExXDw/HJpAc1oGloTihCoPPLsP4BUOuEsoA+kDm98Unw8CLQJECfKfYyyVk4XWX/u+IAHP0F2k0Bby+hTJ8HO2dDmRkGzRRGg1cvsBTAkRz7saEDILQjFL8sCCi1w0biCpE9wTXA3rbyX2DHx+D/ArjUDi8JRI6EgChYNQ32t4DkoRDSEiwauFhkq2eAvUvBJQO69bVfv/o07HofJPdBVF3B7RqQukNUL8c2XtwKuz6CgOfrLFRSiBoN/uGw6kE4EAjJgyE4UhAEy0qFalY97FkCHt0ho6f9OlUn4LePQDoTImoFNycI7wbOAXZBRXMEtiwDv7ng1ZRN/8xQ9CtUljSsKbMA7sng0UQB6/THkKeHYf+2l3lqoew3R5P0yU+hygfaj7Vfv2QXbJgLoY9C0hChLH4qlBwFo1r4W+IBidPAMxiOq+qcUA5hXcDZH2S2ButPwab3wC8OfOrsshDaD0Jaw5cj4bePoc0oSEkGTFB8zl7v0PugDYJuM+zOD4Z82LUQLApI6tCEjrGR/TlkZcHI+fayiy6Qv8qxf9yioPVDgBmyDwmCcEMcWwaaFpA+2d6PRdvhxzkQ/Yy9XvHP8Pte6PwYeHnYCs1w/D3Y+SF0m9Z0ra5TAATHwclY6PoKlJyHwPbgeZ1asfrCVdVB2L0eOj4DzqKAJSJyQwWsWtICg1kWGMzMonw+OXea7wpyydfaJlyZXNBqXY9my2oVfkwmkECgqzujImO4NyaBDs1dsKpL9GQYkwhnvgVpNCRPAs8raOQCWoO6FErOgYtCMGMkPAzxtYEHVjj+HQQMtQtXAC5hkD4DLr4paDA8bc+kRg/SehNkjU1Yq/vcJHJwCxDMGPpqYWF3CgGFDrSGOgKWDUMlyIKh/RTwtS0aUndoYTPzVOyC/Bzofw9o8sBqASQg84GIcDjyOUTNufZ+BJAobG0sB71aaL9LCMjVoDWCUz0hx1AJ8jBhAfS2matkXhBo67ey7VBUDKlJoMm1+a9IQBEAoUFw+AuIeNJ2MplwbVM1VFcI/SP3AxczqKuaKGApIHZi0+79WvBNAucDUHga3F0F01/YHTBqrL1OzQU4exh6LHBc1AMzofUwKKp2PKfFDPXTodTo6pVJhb4xqwWtGAgaOFcpVJc7ClggmBLxgjb3QESYrVAOLeKFX/UnIGsfdJsHutqxA0idBI3Yns8grkPTZzyveHDLgfwT4OkBMncIGAhjBjZygC0SsKH5TX8acnOg11THfgzqDskDQV3rHG6BY59Di5GgqLb3j0QGUX3hxPOQNxiUYfWvcBUskLUeQodDam84vwLOboMOI5p4ngYo3QU7l0PbRyFY3EZIRARukoBVS4egUDoEhfKsRs2PqgusL8pje2kxhQY9mMzC4iSVChOvBMcJuDYq0Wqx/S4BuYxAJxd6hUYwMDiM/mFKwjy8Grp08yewk/BzLURPAO+DcOF7MOvALR7McogbaPOPMAn+RUENfKl6KAW/FquZJg8Hc5kguFVXCUKVBDCaQaMDWQNfsBYLeKUIC1VDaPJAdxrOLrs8KtVkgsiUprUPwHQRfv8ONNWg0AttNNSAztB4G71bg2cjmx5r8kB7WtD81HcONplAWce8ZdXAiW+gohwUWuHaZilc136eNXB+NVSXNhyaYgHcEiC6Z9NCV4IHglu0YP4zVgq/m+QQ0xe8vIU62guCkFhfYAbwS4KS8ibeC4AeTn4DpRfBqbZvZIJ5T96A747FJIxrv0aECn2RYN7O+QwkpnrHWm1+R9eBX1foFgGnN4LqoqCpMjtBRHfwb8Af8UpUngJcoCEXPL8k0NT+YQLteTBvg+MH6lWUQkiyo9/TNSOBxOkgtz3HlhMg8gZEfxdthN++g3b/gogmaphFRP7G3FQBq5Zgdw+mJKYwJTGFQq2aMxXl7C8tZk9VJWV6HRd1WvRmE+cMenQWM05SGXGu7rjIZfg6uxDg4kaqhxeZgUHE+/oTIm7SbMeigeJsCE4D/7TaQsjbANvnQ9enwcMJ3MMFh+z6GEpBX+Uo3FobCAGSOdfTQBhgzzsgT4H0SXUc28th/TwwNxJGZDEKwkBDuCvBLRXSZl/5nq8Vqw52LwKX9pB+j90caC2G9a8KmpaGHNtq29iQoOIeCe6p0O6pq1zcDAeXgD4Y2t1Xx7HdCJX/BrPpikdfjhR8EsBV27gPliKwib40NVB0EgJbQ1q8vfjib/DrfOjwFAT4gGuooLmp4fLuUueCpZ4wajVfrsGR1xUIrHD4XajygvTpjo7t1U+AuaFoOongWG6uY6Kui2sIuLWGVk/ADXO/tEDRMfBrA22n2YvLj8DuV6DN4xDaBM25hxLYDw3dgjoXrLU+WHJwj4PAsZBSzx/tDyGxC1e1/FHXjfx18NsqyHwBQpqqURMR+XvzpwhYdQl28yDYzYNuoRFCgcWCrqaGGouZYlMNRosFhVRKkFyBQirDVXGLIhKbC9ZS2PokZL5Vxz9JCoFxoPlSiIrDCeIHwvGdEJNi94+wquHg+4JJRlanj52DBWfzuhT+ChUX6wgKWihRQcdHHaMGs9dDRSE0JAQ7eQiRXY0FF/l0hrCtsOtryLjd0YyiyYayMghPa4IQoYaSPOj6VB1fKyuc/xGqSsC1AROdwh0kzo2/Gf5dIfhn2L0aOgx3FMLU56G8CsJTBS1K0VloNd4xarBgE5ReEBzCm4QMfK/Dyf+KGGDnsxD7FLSuoy0NSALjEtBpAR9wioXwGDizHVK72+upz8Dhr8D/XsfTOgeCoY4PklUL2dvAXOvYb4Gi0xD9uKNwVbwFSs5CWgN94+RpGzuNPBjnBIhrBbvfhS7THJ3ADcVQdAFCM5o441lh738g6B7oUMck6JsEllLQVAH1BSxvwSytaECz7t4a/DfBsW3Qtoe9vPoEHP4SoufZCqTQZhzsWgEhweBf1+Rmgty9QgSwl09TbubGk78ZDm6DngvBrxGNr4jIPxiJ1fpXTcMuck1YiuCb4eDcDWJ6grxK8DspLQHfdpCQYa+r2golFeBl0wRUaUGqhfzj0PMd8LRJNBYNHFgmpEhwcxE0FJUnIOtnSH0ckgYIC9WF1XD2hBCNJ1MI5q+yo6DaCXF3Qexg8PEDQxGofoKKo3BqL6TdIxxvlUFwX/D2s7fRqoODH4LBCXw9hTKzE5RfAP9OkNilCQKWFc6tgvNnIFQp9ItJImTOzt0NCXdDzGDw9gF9Aah+hvIDcOYotL9bEJ6scgjpbzeX1fbPwQ+hxhV8bOZOswLKLkCLrhDfSWhj3kY4sQ9CogRzpNUZyk8IkYpRd0D8kHqL55+NAdYMB30YJIwEp2pBOKgqB+cYSOlt72uLBo6vF4QcmVrQUGqMUHMKjEro9aD9tBVH4chGCAgVBFZ9jaBRrTJBl9kQlgCFW+HYTiGIQC4Hq6uQziF7C0SMFvomMAxMlZCzCdRZcHQtpEwHV5mgYQzsDv51tSYm+H0ZlBvBzxekVrC4QEUOuMdDyqAmOoZbYdMYKJVB0gRw1QhjVqMGSRCkDrFHL15YDwYdSNSw512ImQL+foJzfWg/+/gxVcDR70DiJvjimcyg1YHmEFSYoO0kiOwinLdwK5zcB75h4CwBnAWhTm+A1Ang0Yip/c/AmAffTYSQURAWYs+BaNVATiF0fsoebSwi8g9FFLCaO1YDqCvAxUdIp1CdJ+Rl8s8AjwZsJfoSKN4vCEP+GeClg7XPQ7fF4CV3PG/eDmErJJ808AuBst1QbYHwTPtCVX0OSk8KgohPW/BtIQgpZYXQogt4eoOxFAp3C3XkCjDpBJOWVQoBmUKd+lRfgLLjtoSr0RCQeP361qqzUHoaUIBvGvgEQNk+KC+GoG7g4QnGEijYC8iFBd+kt7VRBoGdhTqXtbH23gHXWAhsIF+XRiVE1Vkl4JUK/qFQeQwu5gj979NQKP+fhRmqS8DFV9C+VZ5D6KN08G4ksqz8BFScB3kAhGRA8adwvAT6PuZYT5cLhUdA6gktOoKLRRhPTjHQwmYK0+VD0SGh/zxbQ0CEoM0puQC+7YWxZFZDwU4wWUDhbB87FsAvHXxaXN5GXQGUHBZyazmFQ2CrxjVfV8Qq5Pxy8gOdCspPA1Lwbie07RJGyPtFeFckElC4Cr6QFquQhqFF5uXjp/QoVKrAKciWJqFKEPplARCSZteMWvRQtE8w40s9BS3mrdZc1bar5IAQLWoxOUZUygIhtMMfz10nItLMEQWsfzyFsG4u9FosZI0XEWkKeZ/CqWroff+tbomIiIjIXwpRh/tPxayGgt1gzIaK3+H8RojsDO630Owg0nzQnIeS01C8E0p1kNcRgtuJWgsRERERG6KA9U/FagJ9sbDdSIf7wVx+HZFtIv9YTFrQFYNPV/CWgL5C3CtTREREpA6iiVCkeVGxH06uu7KmxAq4JELyGFGjIuJI1qdCBvMrjQszEDwcotr8Wa0SERH5GyIKWCLNC7MejNVXrydxBmev69tjTeTvi7ESzMar15N71jMQEwAAAClJREFUNrzZtYiIiMg1IgpYIiIiIiIiIiI3GDGDp4iIiIiIiIjIDeb/Ad1eMVdRN+J9AAAAAElFTkSuQmCC"
+    }
+   },
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -574,11 +579,9 @@
     "- **Semantic** error:\n",
     "    - incorrect logic\n",
     "    - program runs and produces some answer, but that answer will be incorrect!\n",
+    "<br>\n",
     "\n",
-    "\n",
-    "<div>\n",
-    "<img src=\"Errors.png\"  style=\"width: 590px;\"/>\n",
-    "</div>"
+    "![Errors-2.png](attachment:Errors-2.png)"
    ]
   },
   {
diff --git a/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/.ipynb_checkpoints/lec_04_Vars_and_Exprs_template_Gurmail_lec1-checkpoint.ipynb b/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/.ipynb_checkpoints/lec_04_Vars_and_Exprs_template_Gurmail_lec1-checkpoint.ipynb
index 131ffc9363d109b1474dd2322699b80288ea59e0..e7fdb3a2739efdcbd41fccb04b71286369eca793 100644
--- a/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/.ipynb_checkpoints/lec_04_Vars_and_Exprs_template_Gurmail_lec1-checkpoint.ipynb
+++ b/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/.ipynb_checkpoints/lec_04_Vars_and_Exprs_template_Gurmail_lec1-checkpoint.ipynb
@@ -396,6 +396,11 @@
    ]
   },
   {
+   "attachments": {
+    "Errors.png": {
+     "image/png": 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"
+    }
+   },
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -410,9 +415,9 @@
     "    - incorrect logic\n",
     "    - program runs and produces some answer, but that answer will be incorrect!\n",
     "    \n",
-    "<div>\n",
-    "<img src=\"Errors.png\"  style=\"width: 590px;\"/>\n",
-    "</div>"
+    "<br>\n",
+    "\n",
+    "![Errors.png](attachment:Errors.png)"
    ]
   },
   {
diff --git a/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/.ipynb_checkpoints/lec_04_Vars_and_Exprs_template_Gurmail_lec2-checkpoint.ipynb b/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/.ipynb_checkpoints/lec_04_Vars_and_Exprs_template_Gurmail_lec2-checkpoint.ipynb
index 131ffc9363d109b1474dd2322699b80288ea59e0..e7fdb3a2739efdcbd41fccb04b71286369eca793 100644
--- a/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/.ipynb_checkpoints/lec_04_Vars_and_Exprs_template_Gurmail_lec2-checkpoint.ipynb
+++ b/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/.ipynb_checkpoints/lec_04_Vars_and_Exprs_template_Gurmail_lec2-checkpoint.ipynb
@@ -396,6 +396,11 @@
    ]
   },
   {
+   "attachments": {
+    "Errors.png": {
+     "image/png": 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"
+    }
+   },
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -410,9 +415,9 @@
     "    - incorrect logic\n",
     "    - program runs and produces some answer, but that answer will be incorrect!\n",
     "    \n",
-    "<div>\n",
-    "<img src=\"Errors.png\"  style=\"width: 590px;\"/>\n",
-    "</div>"
+    "<br>\n",
+    "\n",
+    "![Errors.png](attachment:Errors.png)"
    ]
   },
   {
diff --git a/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/lec_04_Vars_and_Exprs.ipynb b/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/lec_04_Vars_and_Exprs.ipynb
index e9c1b2dd187d02b39c2c73f77b424e02c173a12d..b82e110a37b3ca43db008c367aa9d880817d0427 100644
--- a/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/lec_04_Vars_and_Exprs.ipynb
+++ b/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/lec_04_Vars_and_Exprs.ipynb
@@ -561,6 +561,11 @@
    ]
   },
   {
+   "attachments": {
+    "Errors-2.png": {
+     "image/png": 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"
+    }
+   },
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -574,11 +579,9 @@
     "- **Semantic** error:\n",
     "    - incorrect logic\n",
     "    - program runs and produces some answer, but that answer will be incorrect!\n",
+    "<br>\n",
     "\n",
-    "\n",
-    "<div>\n",
-    "<img src=\"Errors.png\"  style=\"width: 590px;\"/>\n",
-    "</div>"
+    "![Errors-2.png](attachment:Errors-2.png)"
    ]
   },
   {
diff --git a/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/lec_04_Vars_and_Exprs_template_Gurmail_lec1.ipynb b/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/lec_04_Vars_and_Exprs_template_Gurmail_lec1.ipynb
index 131ffc9363d109b1474dd2322699b80288ea59e0..e7fdb3a2739efdcbd41fccb04b71286369eca793 100644
--- a/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/lec_04_Vars_and_Exprs_template_Gurmail_lec1.ipynb
+++ b/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/lec_04_Vars_and_Exprs_template_Gurmail_lec1.ipynb
@@ -396,6 +396,11 @@
    ]
   },
   {
+   "attachments": {
+    "Errors.png": {
+     "image/png": 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"
+    }
+   },
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -410,9 +415,9 @@
     "    - incorrect logic\n",
     "    - program runs and produces some answer, but that answer will be incorrect!\n",
     "    \n",
-    "<div>\n",
-    "<img src=\"Errors.png\"  style=\"width: 590px;\"/>\n",
-    "</div>"
+    "<br>\n",
+    "\n",
+    "![Errors.png](attachment:Errors.png)"
    ]
   },
   {
diff --git a/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/lec_04_Vars_and_Exprs_template_Gurmail_lec2.ipynb b/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/lec_04_Vars_and_Exprs_template_Gurmail_lec2.ipynb
index 131ffc9363d109b1474dd2322699b80288ea59e0..e7fdb3a2739efdcbd41fccb04b71286369eca793 100644
--- a/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/lec_04_Vars_and_Exprs_template_Gurmail_lec2.ipynb
+++ b/s23/Gurmail_lecture_notes/04_Vars_and_Exprs/lec_04_Vars_and_Exprs_template_Gurmail_lec2.ipynb
@@ -396,6 +396,11 @@
    ]
   },
   {
+   "attachments": {
+    "Errors.png": {
+     "image/png": 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"
+    }
+   },
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -410,9 +415,9 @@
     "    - incorrect logic\n",
     "    - program runs and produces some answer, but that answer will be incorrect!\n",
     "    \n",
-    "<div>\n",
-    "<img src=\"Errors.png\"  style=\"width: 590px;\"/>\n",
-    "</div>"
+    "<br>\n",
+    "\n",
+    "![Errors.png](attachment:Errors.png)"
    ]
   },
   {