From 8d0adbde5fc9a7ab36c09c1895fbd96df1c97827 Mon Sep 17 00:00:00 2001
From: Uwe Schmitt <uwe.schmitt@id.ethz.ch>
Date: Tue, 8 Jan 2019 09:57:55 +0100
Subject: [PATCH] worked on 03 and 04

---
 01_introduction.ipynb                       |   2 +
 02_classification.ipynb                     |  72 +--
 03_mesauring_accuracy_of_a_classifier.ipynb | 655 ++++++++++++++++++++
 04_overfitting_and_cross_validation.ipynb   | 520 ++++++++++++++++
 2d_points.csv                               | 502 +++++++++------
 Notes Review 01 and 02.ipynb                |  52 ++
 create_datasets.py.ipynb                    | 154 +++--
 graphics.ipynb                              | 113 ++++
 8 files changed, 1791 insertions(+), 279 deletions(-)
 create mode 100644 03_mesauring_accuracy_of_a_classifier.ipynb
 create mode 100644 04_overfitting_and_cross_validation.ipynb
 create mode 100644 Notes Review 01 and 02.ipynb
 create mode 100644 graphics.ipynb

diff --git a/01_introduction.ipynb b/01_introduction.ipynb
index ab0850a..50182d3 100644
--- a/01_introduction.ipynb
+++ b/01_introduction.ipynb
@@ -1393,6 +1393,8 @@
    "source": [
     "<div class=\"alert alert-block alert-danger\">\n",
     "<strong>TODO:</strong> prepare a solution.\n",
+    "\n",
+    "**TODO**: Consider the case C=2 as this is used when describing overfitting. Or: if we find a better C here, don't forget to adapt the examples in the overfitting script.\n",
     "</div>"
    ]
   },
diff --git a/02_classification.ipynb b/02_classification.ipynb
index 613d93a..eba874f 100644
--- a/02_classification.ipynb
+++ b/02_classification.ipynb
@@ -53,7 +53,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -165,7 +165,7 @@
        "max           5.955272    1.080170    7.221285    0.535315    1.000000"
       ]
      },
-     "execution_count": 56,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -184,7 +184,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -201,7 +201,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -238,7 +238,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -311,7 +311,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -365,7 +365,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -469,12 +469,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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L6qUemRoUHLMMLMyGwTpRiKw8e0SkMr739BVs4KV3qUcjXgdMDSIjMVgnCkFhoevLwYqzRwyESGVWn7k1Mz3zuY16HTAnm4zEYJ0oSFK6Smpa8UIhNX0B9unDIJ6MxYv0qE2vfG6jXwfMySajsHQj1ejIkSMQQuChhx4K288QQmDkyJFhO79Wrl3zf7Eq4PrskRnV9AU4bpyrdOi0aUBGBjB1quvfWVnG9JXsKZiZWzKOXvncKrwO3KlBc+e6bhmokx4YrBMFScqa2816oZCavgDz84EzZ7yPhbOuMJE/vEiP2vSqsc3XAdkVg3WiIAlRc7tZqwHU5QuOs5mkJ1biUJteF+/h64DsijnrREGKjASiovy3mbkaQF2/4DiLRXphJQ716ZHPzdcB2RVn1iloBw4cwKRJk5CQkIDY2FgMGzYMTqfT731XrVqFUaNGIT4+Hg0bNkSvXr2wcOFClJSUBP3zLl68iN/+9rfo0aMHGjZsiObNmyM9PR3r16/3ut93330HIQSmTp3qdTw3NxdCCAghsHXrVq+2Z555BkIIfP7550H3Rwiga1dzXPo5FDUtYdeEs1ikFzNddt3Owp3PzdcB2RVn1o1mknp5ubm5GDJkCPr27Ytf/OIXOHnyJD744AOMHz8eK1euxL333uu578MPP4xly5ahXbt2mDJlCuLj4/Gf//wHGRkZ2LBhA9atW4cGDWp+6RUUFGDo0KHYt28fBg4ciNmzZ+PcuXP4+9//DofDgTfeeAO/+MUvAAA9evRA27ZtfQLvDRs2eP19+PDhXv9u2LAhbrnllpD+H2JjrVcNIFBJspYtgfJyV956dZzFIr2xEgcBfB2QTUkpbfMHQHZKSoqszb59++S+fftqvV+97dwpZVKSlK69i64/SUmu44rIzc2VACQA+dRTT3m1ZWVlyQYNGsj4+Hh58eJFKaWUy5YtkwDk5MmTZVFRkdf9582bJwHIl19+2es4AHnrrbd6HXvkkUckAPnII4/IiooKz/Hvv/9eNm3aVEZHR8vc3FzP8enTp0sA8ttvv/Ucu++++2RiYqLs16+fHDZsmOd4fn6+jIiIkGlpaSH9X+j2ujBIUZGUmZlSLljgui0qMsVLlIiISEkpKSkSQLasZ/zKNBij1FYwVrFSG82aNcPvfvc7r2MDBgzA1KlTUVBQgDWVuw1feeUVNGjQAO+88w4aVZvqyMjIQIsWLZCZmVnjzyotLcX777+PJk2a4Pnnn4eosrOzW7dumDVrFkpLS/Huu+96jo8ePRqA92z6559/jrS0NIwZMwY7duxAYWEhAGDjxo2oqKjwPIZc/C1hu2exMjOBBQtct7m5vAgNERGRXpgGYxQ9L/mmgZSUFMTFxfkcHzlyJFasWIGvvvoKd999N3bv3o3ExES8/PLLfs8TExOD/fv31/izvvvuOxQVFWHo0KFISEjwaU9LS8PChQvx1VdfeR0DXMH6rFmz8O233+LMmTMYPXo02rdvjz/96U/YsmULxo8f70mXcT+GahbsJceJiIhIewzWjWKygrFJAXYgtmrVCoBrM+iFCxcgpcTZs2cxf/78Ov+sixcvAgBat27tt919vKCgwHOsffv26NatGzZv3oxr1655ZthHjx6NVq1aISoqChs2bMD48eOxYcMGNG3aFAMtMD1ski0PREREVEdMgzGKyQrGng6wCnDq1CkArjSZZs2aAQD69+8fzP6BgNzncZ+7upMnT3rdzy0tLQ0XL15EVlYWNmzYgI4dO6JLly6IjY3FoEGDsH79epw4cQIHDhzAiBEjEBkZGfx/gIKyslwvE15dlIiIyLoYrBtFr0u+aSQnJweXL1/2Ob5p0yYArgC9SZMm6NOnD/bu3Yt8fyVEgtSjRw80btwYu3fv9po9d9u4cSMAV2pOVe4c9LVr12LLli1eOemjR4/Gnj178MEHH3jd16xMtuWBiIiI6ojBulFMVjD24sWL+P3vf+91bNeuXcjMzESzZs0wuXJw8etf/xqlpaV4+OGH/QbaFy5cQE5OTo0/Kzo6GlOnTsXly5eRkZHh1Xb48GG8+uqriIqKwvTp073aRo0aBSEEXn/9dVy8eNErIE9LS4OUEi+88ILn32YWzJYHIiIiMj/mrBvJRAVjR4wYgbfffhs7duzA0KFDPXXWKyoq8Oabb6Jp06YAXDXWs7Oz8frrr6NLly5IT09Hhw4dkJ+fj9zcXGzZsgUzZszA0qVLa/x5L7zwArZu3YrXXnsNWVlZGDVqlKfO+uXLl/Haa68hOTnZ6zGJiYm48cYbsXv3bgDeAfmQIUPQuHFjnDlzBjfccAP69u2r8f+Qvky25YGIiIjqiMG60UxSaiM5ORlLly7FnDlzsHTpUpSUlCAlJQW/+93vkJ6e7nXfJUuWYPz48Vi6dCnWr1+PgoICJCQkoEOHDnj66acxbdq0Wn9eQkICtm/fjueffx6rV6/GSy+9hEaNGmHQoEF4+umn4XA4/D5u9OjR2L17N3r37u3Z/Aq4ZuvdV1x1z8Cbmcm2PBAREVEdido2+1mJECI7JSUlJTs7u8b7uUsL9urVS49ukUkE+7rQo0JLcbFrM6m/VJikJNfPVnCBhoiIyDZSU1ORk5OTI6VMrc95OLNOpKGsLN+Nn+5tCFpWinRveQj0sxioExERWQODdSKN1FahRevZbhNteSAiIqI6YrBOpBEjLkprki0PREREVEcs3UikEVZoISIiIq0xWCfSCCu0EBERkdYYrBNpxGQXpSUiIiITYLBOFIRgSpya7KK0RESWV1QEZGYCCxcCK1e6CgEQmQ03mPohhICUEhUVFYiI4HiGrgfrtV1MiRVaiIjUoFcpXaJwY7DuR0xMDK5evYrCwkLExcUZ3R1SQGFhIQDXa6M2rNBCRGQsvUvpEoUTp439cAfop06dwuXLl1FRURFUGgRZi3t15fLlyzh16hQAcPBGRGQCwZTSJTILzqz7kZCQgMLCQhQVFeH48eNGd4cU0bhxYyQkJBjdDVMpKnJ9KebmMiWIiPTDUrpkJQzW/YiIiED79u2Rn5+Py5cvo6SkhDPrNiWEQExMDOLi4pCQkMA9DCFgvigRGYWldMlKGKwHEBERgcTERCQmJhrdFSLTYb4oERnJXUrXXyoMS+mS2XCakKgGLPtVN8wXJSIjsZQuWQln1kl5RuU9M42j7pgvSkRGYyldsgoG66Q0owJmpnHUD/NFiUgFLKVbNywOoBYG66QsIwPmYNI4+AUQGPNFiYjMiavK6mHOOinLyLxnpnHUD/NFiYjMp7ZJMu7bMgZn1klZRgbMTOOoP+aLEhGZC1eV1cRgnZRlZMDMNA5tMF+UiMg8uKqsJgbrpCytAua6bJRxp3EEytvj7DAREZlRTd+JXFVWE4N1UpYWAXN9NsowjYPIeljlguystu9EriqricE6Ka0+AbMW1WSYxkFkHaxyQXYW7HciV5XVw2CdlFfXgJkbZYjIjddOILsL9juRq8rqYbBOlsWNMkTkxsE72V0o34lcVVYLg3WyLG6UISI3Dt7JDrh51JoYrJNlBbNRhpvNiOyBgQpZHTePWhevYEqWVdtVNL/91vUFPW0akJEBTJ0KJCe7PvCIyFrcgYo/DFTI7IK58iivLG1enFknSwu0UQZwBebcbEZkD6xyQeGiwgqtEZtHVXjedsFgnSzP30aZlSu52YzIbljlgrSmSjlQvTePqvK87YLBOtmSnTabcfaD6DpWuSCtqFQOVM89GSo9b7vQLGddCNFOCPGOEOKEEKJECHFECPGyEKJ5iOcZJoT4uPLxV4UQx4QQnwkhxmnVVzMoKgIyM4GFC12zwMXFRvfIWuyy2Swri3n5REThEEzqiV703JOh0vO2C01m1oUQXQB8CaAlgI8BHAAwCMCTAMYJIYZKKc8HcZ5HAbwOoBDAGgDHAbQD8BMA44UQc6WUf9Cizyrj8lL42WFXfLhmPzhTT0Sk1gqtnnsyVHredqFVGszrcAXqs6SUi90HhRAvAfgVgD8A+GVNJxBCRAF4HsBVAKlSyu+qtP0RwFcAnhVC/ElKWaJRv5VjteUlVQM7O2w2C8dFYDiQJCJyUW2FVq89GbU9r5Mnr1efIW3UO1ivnFV3ADgCYEm15nkAHgEwXQjxP1LKwhpOlQCgGYA9VQN1AJBS7hdCfA+gL4AmACwbrFvpKnuqB3ZW32ym9eyH1QaSRET1oeIKrR57Mmp63gDw+uvARx+p811vBVrkrI+qvHVKKSuqNkgpLwPYBqAxgMG1nOcMgLMAugshulVtEEJ0B9ANwNfBpNOYmVWWl4Kp+aoC9wfb3LmuWysFm1rP+jBPkYjoOrvWLQ/0vKtS7bve7LRIg+lReft9gPaDcM28dwewIdBJpJRSCPEYgPcBZAsh1gA4AaAtgMkA9gK4L5gOCSGyAzT1DObxRlJtWa2uVF0hUDUtJxy0nvWxykCSiEgrVl+hDcT9vJ96yjWT7o/ZsgFUpkWw3qzy9mKAdvfx+NpOJKX8UAhxAsAqAA9UaToNYBkAy4cDKi6r1YWKgZ3qaTla0zov3yoDSSIiLdm1HGijRkDr1jXfh5M42lCqzroQYhqAvwJYDWABgKMAOgLIAPAagFsB3FPbeaSUqQHOnw0gRav+hoNVNj6qFtjZNd9ay1kfqwwkVWWnVR8iM+F7MzDVvuutSotg3T1z3ixAu/t4QU0nqcxLfwfAHgDTq+S/HxBCTIcr3eZuIcRIKeWm+nVZbVZYVlMtsFM1LUcPWs36WGUgqSK7rfoQmQXfmzVT7bveqrQI1t2VW7oHaHdvFg2U0+7mABAFYLOfjaoVQogtAFIr/2yqW1fNw+zLaqoFdiqm5ZiRFQaSqrHrqg+R6vjerJ1q3/VWpUWwvrHy1iGEiKgaaAsh4gAMBVAE4D+1nCem8vaGAO3u46V17SjpS6XAjkt12jH7QFI1dl71IVIZ35vBUem73qrqHaxLKQ8LIZxwzYw/BmBxleb5AGIBvFm1xroQomflYw9Uue/Wytu7Ki98tKfK/fsBuAuABPB5fftM+lElsONSHamKqz5EauJ7M3iqfNdblVYbTGcC+BLAq0KI0QD2A7gZrhrs3wN4ttr991feCvcBKeVOIcQyADMAZFWWbjwKoBOASQCiAbwspdyrUZ/JRrhUR6riqg+RmvjeJFVoEqxXzq4PAPB7AOMA3AbgJIBXAMyXUl4I8lQ/A7AFwEMA0gHEAbgE4AsAf5VS/k2L/pI9camOVMRVHyI18b0Zfqy0ExzNSjdKKfPgmhUP5r4iwHEJYHnlHyLNcamOVMNVHwoFgxv98L0ZXqy0Ezyl6qwTERnB6ACIqz4UDAY3+uN7MzxYaSc0DNaJyNZUCYC46kM1YXBjHL43tcdKO6GJMLoDRERGqS0AKi42pl9E1QUT3BCZBSvthIbBOhHZFgMgMgsGN2QlrLQTGgbrRGRbDIDILBjckJW4K+34w0o7vhisE5FtMQAis2BwQ1birrRT/TXNSjv+cYMpEdlK1cov7doBLVsCZ8743o8BEKmEZQTJalhpJ3gM1onINvxVfklIcP3Jz79+jAEQqYjBDVkNK+0Eh8E6EdlCoMov+fmu2fVly4DjxxkAkdoY3BDZD4N1IrKFmiq/nDkDREcDc+fq2yciUp/RF00jYrBORLbAyi9EFCpVLppG9sZqMERkC6z8QkSh4EXTSBUM1onIFlj6johCwYumkSoYrBORLbCuLxGFgqlzpArmrBORbbD0HREFi6lzpAoG60RkKyx9R0TBcKfO+UuFYeoc6YlpMERERETVMHWOVMGZdSIiIiI/mDpHKmCwTkRERBQAU+fIaAzWiYiITIhX1iSyBwbrREREJsMraxLZB4N1IiIiE6ntypq5uZxhVw1XQag+GKwTERGZSDBX1mSOtTq4CkL1xdKNREREJsIra5pHbasgxcXG9IvMhcE6EdlKURGQmQksXAisXMkvSzIfXlnTPIJZBSGqDdNgiMg2uBxNVsAra5oHV0FIC5xZJyJb4HI0WQWvrGkeXAUhLXBmnYhsgZvyyEp4ZU1z4CoIaYHBOhHZApejyWp4ZU31uVdBAqXfcXBFwWCwTkS2wOVoIjICV0GovhisE5EtcDmaiIzCVRCqD24wJSKZ32eWAAAgAElEQVRb4KY8IiIyI86sE5EXK18Wm8vRRERkNgzWicjDDnXIuRxNRERmwjQYIgLAOuREREQq4sy6SVg5NYHUwDrkRERq4Hc+VcVg3QTskJpA2qrLBz3rkBMRGY/f+VQdg3XF1ZaakJtb99F2MAEdR/fmU9cPetYhJyIyVji/88m8GKwrLlypCcEEdBzdm099PuhZh7x2HLwSUTgxHZH84QZTxYUjNSGYjYTcbGhOwXzQB8I65DXLynIF6NOmARkZwNSpQHKy6zgRkRaYjkj+cGZdceFITQg2oOPo3nzq+0HPOuT+cWmaiPTAdETyh8G64sKRmqDFyJ2je+P5S8nQ4oOedch9cWmaiPTAdETyh8G64typCYFyx+sym6dFQMfRvbEC7Sf48EN+0IcDl6bJSrj3Ql3h+M4n82OwbgJapyYEO3Jn0KemmlIy7r7bFbDffTc/6LXEpWmyChYOUB/TEak6BusmoWVqQrAjd47u1VRbSkZenn4f9HaZoePSNFkB916Yh1bf+Xb5jLY6Bus2FczInaN7NQWTkqFH3rmdZugCDXBbtgRmzgT+/Ge+P0h93HthL3b6jLY6Bus2FkxAx82G6lEhJcOOM3TVB69SAq+9Bsybd/0+/CIklVlx7wVnjv2z42e0lTFYJzIZFVIy7DpD5x68Fhe7aqyfOePdzi9CUpkKA30tceY4MLt+RlsVL4pEZDIqXLzIijN0oajPxaeIjOIe6Ptjtr0XvHBfzez+GW01DNaJTMidkpGZCSxY4LrNzdVvNslqM3Sh4hchmZEKA32tcMBcM7t/RlsN02CITMrI/QQqpOIYiV+EZFZWKRzAAXPN7P4ZbTUM1omCxI1M19n9wh38IiQzs0LhAA6Ya2b3z2irYbBOFARuZPJllRm6uuAXIZGxOGCunZ0/o62GwTpRLVgCKzArzNDVFb8IiYzDAXNw7PwZbSUM1olqwRJYFAi/CImMwwEz2QWDdaJacCMTEZGaOGAmO2CwTlQLrTcycaMqERERBYvBOlEttNzIxI2qRETmZ4ZJFzP0kYLDYJ2oFlptZOJGVSIi8zPDpIsZ+kjBY7BOteLoXJuNTNyoSkSkrmC+68ww6WJkHxkvhAeDdaqREaNzVd/s9d3IxI2qRERqCva7zgyTLkb1kbP54cNgnQIyYnRu5Tc7r7hHdaHq4FVLdniOpK5QvuvMMOliRB/NsOJgZgzWKSC9R+dWf7PzinsUKj0Gr0YHylYeoJM5hPJdZ4ZJFyP6aIYVBzOL0OpEQoh2Qoh3hBAnhBAlQogjQoiXhRDN63CuFCHESiHE8cpznRZCbBZCPKBVf6l2eo/Og3mzm5l7o2pSkvdxXnGP/Klt8FpcXP+fkZXl+uKeNg3IyACmTgWSk13H9aDHcySqTSjfde5JF38CTboUFQGZmcDChcDKleF/Xdelj/VlhhUHM9NkZl0I0QXAlwBaAvgYwAEAgwA8CWCcEGKolPJ8kOd6HMArAC4A+BTAjwASAPwXgNsAvKtFn6l2eo/O7fBmD3ajqtGznar2xU7CPVOlwkoWZ+NIBaF814VaHcyIlSOtKpiFwgwrDmamVRrM63AF6rOklIvdB4UQLwH4FYA/APhlbScRQjgAvApgHYC7pJSXq7VHadRfCoLeaRt2ebPXtlFVpbQAlfpiN+EevKoQKNthgE7qC/W7LthJFyMHxFpUMAsF0zzDq95pMJWz6g4ARwAsqdY8D0AhgOlCiNggTvf/AigGcH/1QB0ApJRl9esthULvtA0jlu5Uo1JagEp9saNwD15VCJTtMkAntdXlu8496TJ3ruvW332MTu0Mpo9a/iymeYaPFjProypvnVLKiqoNUsrLQohtcAXzgwFsCHQSIcR/AbgRwD8A5AshRgFIBSABfA1gY/XzU/jpOTo3YulONSrMdqrYFzsK90yVCoEyZ+NIFeH4rlNhQKwnvWfz7USLYL1H5e33AdoPwhWsd0cNwToA96L6GQCbAIyo1v6NEOInUspDdewn1VF964uHwu5vdpU+3FXqix2Fe/CqQqDMATpVZ+QeGa2/61QYEOtNz3jBTrQI1ptV3l4M0O4+Hl/LeVpW3v4Mrk2ltwP4AkASgN8BmAbgUyFEXyllaU0nEkJkB2jqWUsfSAHuN7v7Q/vPf7ZP0K7Sh7sqfbHzBtdwDl5VCZTtPkCn66y2R6auA2I7f+aRfyrVWXfnz0cCuE9Kub3y35cqSzb2BDAAwBQAqwzoH+nIah/awVJhtlOlvtj1dVBVOGeqVAmUORtHKlQn0lpdBsT8zCN/tAjW3TPnzQK0u48X1HIed/upKoE6AEBKKYUQH8MVrA9CLcG6lDLV3/HKGfeUWvpBBrPih3awVJntVKEvdn4d6ImBMqnAqntkQhkQ8zOPAtEiWP+u8rZ7gPZulbeBctqrnydQUH+h8pYvVYuz6od2sFSZ7axrX7RawrX768DOmAZgP1beIxPsgJifeRSIFsH6xspbhxAiomrFFiFEHIChAIoA/KeW8/wHrjKPnYQQsVLKwmrt/1V5m6tBn0lhVv7QDpZKs52h9EXLJVy+DuyJaQD2pMoeGT0EGozyM09bJ0+ehNPpxLp167B06VI0adLE6C7VWb2DdSnlYSGEE66KL48BWFyleT6AWABvVg2+hRA9Kx97oMp5ioQQ/x+AWQAWCiF+LaWUlffvC+AhAOUA/re+fSa12elD20q0XsLl68B+mAZgXyrskdFDTYNRfuZpa9y4cdizZw8A4Kc//Sluv/12g3tUd/W+KFKlmXCVXHxVCPEPIcTzQojP4bp66fcAnq12//2Vf6rLgKum+mwA24UQfxZCvA9gB4CGAJ6SUh7WqM+kKF4cyZy0vgAIXwf2Y/RFZMg4drioTm2D0XHjrPGZV1QEZGYCCxcCK1eG7wJ6Ukp8++23+POf/4ytW7f6tDscDs/fnU5neDqhE02qwVTOrg8A8HsA4wDcBuAkgFcAzJdSXqjp8VXOc0kIMRzAbwHcDeBxuK5o+gWAP0kpzf2/TUExemMj1Y3WS7jhfh0wL1o9TAOwN5X264RDbYPR//s/83/36ZnG9sc//hFz584FADzyyCMYPny4V/v48eORnZ0Nh8OBCRMmaPvDdaZZ6UYpZR6AGUHeV9TQdgWumfjqs/FkI1b/0LaicCzhhut1wLxoNTENgFTar6O1YAaj999v3u++cKSxlZaW4ssvv8TZs2dx9913e7VVDc7Xrl0LKSWEuB5epqWlIS0tLeTnoSKV6qyTDYQym2nlD20rClfOqdavA+ZFq8suectkT8EORs363ad1NZuDBw+if//+KCwsRKtWrXDXXXd5BeNDhgxBx44dMWjQIDgcDlRUVCAyMrKez0JNDNZJN5zNtDazpC+xPFrd6JE2ZJbXEFFdWH0wWtc0tgsXLmDjxo248847vYLtzp07IyYmBoWFhTh16hS++eYb3HjjjZ72qKgo5ObmegXwVsVgnXTB2Ux7MEP6EvOiQ6fnQNsMryGiurD6YLQuaWyTJ0/GP//5T1RUVGDnzp0YWOUDJTIyEmPGjMGuXbuQnp6Ohg0b+jzeDoE6wGCddMLZTPtQfQmXedGhMWKgrfprSDXcLG0eVh6M1rRykJiYi5tvjgHQxut4XFwcKipcl+dxOp1ewToALF++HI2s8J9TT1qVbiSqEWczSRUsCRkallNUW1aWK+CbNg3IyACmTgWSk13HSU3uwejcua5bq8Si/stvrkJkZDecO9cZy5e/4fOY9PR0CCEwaNAgtGnTxqedgboLZ9ZJF5zNJFVYfSk6kLrOvnKgrS6mF5Iqrl27htOnT2PgwDZeKwfnzkXjlVcOAXBVbFmwYIHX4yZNmoSzZ8+iRYsWRnTbNBisky6svrGGzMXKS9H+1CfnnANtdTG9kIx2/PhxPPXUU1i/fj3atm2L3bt3e6WxXbiQhsWLI9CwYUMkJSWhvLwcDRpcDz1jY2MRGxtrUO/Ng8E66cKus5mqs3Ouq13yous7+8qBtrq46kF6Ki4u9klLiY+Px+rVq1FWVobz58/j5MmTaN26tae9efPm2L59O2666SbExMTo3WXLYM466cY9m5mZCSxY4LrNzWXZRqMw19Ue6ptzbofLwJsVVz1ID4sXL8aYMWMQHx+PI0eOeLU1adIEQ4cOBQC0atUKhw8f9nn8oEGDGKjXE2fWSVd2mc1UHXNd7UOL2Ve7pQ2ZBVc9SGvVrwIKAJ999hk2bNgAwFWx5ZFHHvFqf+GFF9CwYUPceOONtimlqDfOrBPZECt82IdWs69WrWBhZlz1IC18/fXXeOaZZ9CvXz8sWbLEp93hcHj+vnfvXp/2m2++GTfddBMD9TDizDqRDTHX1T44+2ptXPWg+tq+fTsWLVoEwFWx5fHHH/dqnzx5MuLj4+FwONC2bVsjumh7DNaJbIi5rvbBzd3Wx/RCqklhYSE+/fRTrF27FmVlZXj33Xe92qvOnH/xxRc+FVs6deqEGTNm6NZf8iWklEb3QTdCiOyUlJSU7Oxso7tCZKjiYtdm0kCzrcxZt57iYs6+EtnR8ePH0b59ewBATEwM8vPz0bhxY6/7ZGRkYNCgQRg5ciTi4uKM6KYlpaamIicnJ0dKmVqf83BmnciiairLyNlW++HsK5F1HTp0CE6nE06nEytWrECzZs08be3atUPv3r2xb98+lJSUYPPmzRg/frzX46tfrIjUwmCdyIKCuQgOc12JiKzh3nvvRU5ODgBg48aNmDRpklf7o48+inPnzsHhcGDQoEFGdJHqgcE6kcWEUpaRs61EROq7du0asrKy4HQ6MXToUIwePdqr3eFweIJ1p9PpE6xX3zRK5sJg3WB2voIkhQcvQU5EZC0vvPAC5s6dCwCYMWOGT7A+YcIE7N27Fw6HwyfFhcyPwbqBgklVIAoVyzISEZnPlStXsGnTJpw/fx4PPvigV1taWprn706n0+fiRUOHDsU///nP8HaQs4uGYbBuEF5BksKFZRmJiMzl4MGD6NOnD8rKypCYmIjp06cjIuL6dSsHDhyIPn36YODAgUhPT0dFRQUiIyP16yBnFw3FYN0gZkxV4KDaHHgRHCIiNZ04cQLr16/H/fff71XLvEuXLoiPj8fZs2dx7tw5fP3110hJSfG0N2jQAN9++60RXebsogIYrBvEbKkKHFSbB8syEhGFRo/JqNtuuw3//ve/AQBdu3bFLbfc4mmLiIiAw+HAN998A4fDgfj4eDU6DZhzdtFiGKwbxOhUhVDe4xxUmw/LMloHV7SIwkvLySgpJfbu3Yu4uDh07NjRq61NmzaevzudTq9gHQCWL1/uNduuW6drY7bZRQuKqP0uFA7uVAV/wp2qkJXl+tKfNg3IyACmTnVdzTIry//9gxlUk3rcZRnnznXdMsAzn1Dfq0QUmtomo4qLgz/Xe++9h7Zt26Jv37544403fNodDgeioqIwatQodOvWzac96EBdy04Hw+jZRWKwbhR3qkL1gD3cqQp1eY9zUE2kP72/j4nsqC6TUaWlpTh8+LDP8aZNm+LkyZMAXDPn1d1xxx24cOECPv/8c0ydOlXfTteHkbOLBIDBuqHcqQqZmcCCBa7b3Nzw5oDX5T3OQTWR/riiRRR+oUxGHT9+HBMmTEBCQgImTpzoc99Ro0ahQYMGaN68Obp3747y8nKv9oYNGyI2NlbfTmvBqNlF8mDOusH0voJkXd7jrC5CpD+uaBGFX+DJpgIAzdC58/Va5i1atMD69etRUlKC/fv3Iy8vD+3bt/e0N23aFF9//TV69uwZ3rKKRsygcSOUoTizbjN1eY9zUE2kP65oEYWfb4bHIgCDAbRAixaHvSajGjVqhBEjRgBwlVrMy8vzOV+fPn3CX//cqLQUboQyDGfWbaaus+QcVBPpiytaROF17do1NJIl2PbYGnz4Yi72FHbGB9iECuwAAPzsZ040atTV6zGLFi1CXFwcunTpYkSXXVif13YYrNtMfd7jeqfsENkZv4+JtLdz506sWLECTqcTj95+O379t7+hy+nTmFPZnhodh6dKASEEKipyfR7fr18/fTscCGfQbIXBug3xPU5kDnyvEmlrz549eP311wEAzjfewK9LS73a7y29jPbNmmHM3r1IaNvWiC4GjzNotsFg3ab4HicyB75XiYJ36dIl/O///i+cTifKysrw0UcfebWPHTvW8/ddpaUoh3cg1A7APRcvAps3841HymCwTkRERJZQVFSEn/3sZwCAqKgoXL58GXFxcZ72jh074oUXXsDA777D0GXLAgdBLLdECmE1GCIiIjKNPXv2YNGiRRgzZgzy8/O92lq1aoWbbroJAFBWVoatW7f6PP6ZZ55B2pgxiKnph7DcEimEM+tEREQ1KCpy7RvIzeW+ARU88sgj2LHDVbFlw4YNuPvuu73aZ82ahfz8fDgcDvTt29f/SVhuyXxs/EZksE5ERBRAVlbgijzhvNq0nV29ehXbtm3D2rVrMXLkSNx2221e7Q6HwxOsO51On2D94Ycfrv2HsNySudj8jchgnYiIyI/iYt/4AHD9e+JE1wQfYzrtvfTSS3j22WcBACdPnvQJ1idMmICDBw/C4XDA4XDU/Qex3JI58I3IYJ2IiMifNWv8Z0kAruMffAA89JCuXbKM8+fPY/369cjPz8ejjz7q1eZwODzB+rp161BRUYGIiOtb7AYNGoRVq1Zp0xGzlVuyYypIbW/ENWvM9TusAwbrREREftRWEOTxx4E+fWyxCq+pQ4cOoXv37pBSonnz5njkkUcQGRnpaU9JScHgwYMxYMAAOBwOSCkN7K1C7JoKUtsb0QaVexisExFRrew4oVdbQZDCQtuswodMSonDhw/D6XTiv//7vxEdHe1p69KlC1q3bo0TJ07gwoUL2LVrF26++WZPe0REBLZv325Et9Vl51SQ2t6INqjcw2CdiIhqZNcJvZoKhrjZZBU+ZKNHj8bGjRsBAH369MGtt97qaRNCYPz48di/fz8cDgdatWplVDfNw86pIKzcw2CdiEh1Rs5q23lCz10wJC0NuHIl8P1ssArvV3l5OXbt2oUWLVqgW7duXm3du3f3BOtOp9MrWAeAv/71rxBC6NZX07NzKggr9/CiSER1UVQEZGYCCxcCK1e6AhqicMjKcgXo06YBGRnA1KlAcrLruB6CmdCzsoEDgcWLa76PDVbhfSxbtgw33HADhgwZgqVLl/q0p6enIzY2FhMnTkT//v192hmoh8juqSDuyj2ZmcCCBa7b3FxrL+1VwZl1okrBzl7aNSWA9KfCrLadJ/Tc7r0XmDPHnqvwV65cwdGjR9GnTx+v40lJSSgoKADgmjmv7vbbb0d+fr5XrjrVA1NBzFe5R0OcWSdC8LOXtQVPnGEnLakwq233CT3g+ip8UpL3cSuvwh87dgyjRo1CQkICJk2a5NN+6623Ijo6Gm3atMHAgQNRXl7u1R4dHc1AXUt2fBGSB2fWyfZCmb208x4f0p8Ks9qc0HOx8vVzTp48iVatWnmlpiQlJWHnzp0oKyvDoUOH8MMPP6BzlZFZbGwsvvvuO3Ts2JEpLXqx8ouQasSZdbK9UGYvVQieyD5UmNXmhN517lX4uXNdt2Z/7vPnz0ffvn3Rpk0bHDhwwKstJiYGI4cPBwDcmJSEM++957N02KlTJwbqerPai5CCwmCdbC+UAFyF4Inswz2r7Y+es9o239tlelJKlJSU+Bzfs2cPvv32WwB+8s6zsvDnXbtwAsDu06cx+Lnn9N3ZTPXHSgiWwTQYsr1QAnArpgSEUhbQjhfGMZJKFctsvLfLtLZt24a33noL69atw5NPPolnnnnGq93hcGD16tWIjo7G6aovsMrcwJ7nz3uf0A71Oq2ClRAshcE62V4oAbhRwVO4guRQPs/52W8MpqlSMKSUPikpBw8exLvvvgvANXNePVi/88470b59e9x6662IjY293sDNOeZW00astDRXLdJ77+WHiIkwWCfbkxJ47DHgxRddlw93CxSA6x08hStIDmVjrQolBO2Ms9rkT0FBAd599104nU6UlZVh7dq1Xu0Oh8Pz93379qGsrAxRUVGeY61atcJtt93me2JuzjG3mgZbV64AM2a4apFypsU0GKyTrfkLhJs0AX7zG+CppwIHoHoFT+EMkkOZPONEG5F6ysvLMXv2bEgpERkZiYKCAsTHx3va27RpgyVLlmDAgAFITU1FZGRkcCfm5hxzC2YwxZkWU+EGU7KtQIHwlSvAkiXG9Km6cNbZDmXyjBNtRMbYvn075s2bhyFDhuDs2bNebYmJiUhNTQUAXLt2Ddu2bfN5/MyZMzFo0KDgA3VAnZ3NVDfBDqbscAlii+DMOtmWGWaLwxkkhzJ5xok2ImM8/fTTniB8/fr1+OlPf+rV/qtf/QoXL16Ew+FAly5dtPmhKu1sptDVtBGrOs60mAJn1sm2zDBbHM4gOZTJM060EYXHpUuX8PHHH2PmzJlY42eWMz093fP36jnpAHD//ffj0Ucf1S5Qd2O9TvMKdHEEfzjTYgqcWSfbqk8grFcJw3CWigxl8owTbUTh8eabb+I3v/kNAODChQuYXO1NPXHiRBw7dgwOhwOjR4/Wt3Pc2Wxe7sHWBx8Ajz/uXT3BjTMtpiGklEb3QTdCiOyUlJSU7Oxso7tCCigudl3jI1AgHGjfjd4lDMP984qLg69sE8p9icglLy8PTqcTFy5cwFNPPeXVtnv3bvTr1w8A0KJFC5w+fTq0/HKi2rDurmFSU1ORk5OTI6VMrc95GKyTrYX6GVbXAL++GCQTmdPhw4fRtWtXAEDTpk1x7tw5r/KJFRUVGDduHFJTU+FwODBixAgG66Q9fokYQqtgnWkwZGuh1kw3alMqV6OJ1FVRUYE9e/bA6XRi1qxZaNiwoaetc+fO6NChA44dO4ZLly5hx44dGDZsmKc9IiICTqfTiG6TnfBLxNQYrJPthfIZZoZNqUSkrxEjRngqtqSmpnrllgshcOedd+LAgQNwOBxITk42qptEZFIM1olCwBKGFE56bVxWjRme99WrV7Ft2za0bt0avXv39mrr37+/J1hfu3atz0bQV199Vbd+EpH1MFgnCkE4q7OQvdl1D5gZnvdf//pXPPnkkyguLsasWbPwyiuveLU7HA6sWrUKY8eOxfDhww3qJRFZFYN1ohCwhKF9hXP2N9DVdK1+RXDVnve5c+dw5MgRDBgwwOt4p06dUFxcDMB/rfPx48fjzJkziIjgpUuISHsM1olCFOqmVDK/cM/+Gnk1XSNTUFS5ivCxY8cwZcoUZGdno0OHDsjNzYUQwtM+bNgwNGzYEB06dMDYsWNRVlbmVdGlQQN+lRJR+Gj2CSOEaAfg9wDGAWgB4CSAfwCYL6W8UMdzjgCwEa4rrf5BSjlXo+4S1Qs31tuHHrO/Rm1cNjoFRe/nLaXEoUOH0LVrV69gvHXr1jhw4ACklDh69CgOHjyI7t27e9obNWqEo0ePomXLltp2iIgoCJqs2QkhugDIBjADwE4AfwHwA4AnAWwXQrSowznjAKwAUKRFH4mI6iKY2d/60nPjclGR68rx8+YBY8cGHoRUZn2ElZ7Pe86cOejcuTO6d++Ob775xqstKioKaWlpiIiIwC233IKCggKfxzNQJyKjaJVg9zqAlgBmSSknSSnnSCnT4AraewD4Qx3O+QqAZgCe16iPREQh02P2171x2R8tNy5nZbkC4GnTgN//Hrh40f/9tBqE1CYcz7u8vByFfi6tnpubiyNHjgCA37rmL7/8Ms6fP49t27Zh0KBBof9g0p57ZLlwIbBypT4jSCIF1TtYr5xVdwA4AmBJteZ5AAoBTBdCxIZwzjvhmqWfBeBEfftIRFRXesz+ujcuVw9ctdy4HCidJxA9rhmg5fPetGkT7rrrLtxwww34y1/+4tOenp4OAGjSpAmuXLni056cnIz4+PiQ+k9hVHVkmZEBTJ3qunx0VpbRPSPSnRY566Mqb51SyoqqDVLKy0KIbXAF84MBbKjtZEKIlgD+CuAfUsr3hRAPadBHIqI60atcZ7g3LteUzuOPXtcMqMvzrqio8Km8cuLECXz00UcAXDPnc+d6b3G64447sHnzZgwePBjR0dGaPw/SkGplgogMpkWw3qPy9vsA7QfhCta7I4hgHa5APQLAL+vaISFEdoCmnnU9JxHZk57lOsO5cTmUmXK9rxkQzPPOz8/Hm2++ibVr16K8vBxffPGFV/uYMWM8f8/Ly/Op2JKYmIgRI0Zo2m8KE1XKBBEpQotgvVnlbYDsR8/xWtcXhRAPA7gDwL1SyhDmgIiIwscK5TqDnSlX9ZoBQgjMnTsXFRUVEELg/PnzaNHieu2Cli1bYvny5RgwYAB69+7tVe2FTMao8khEilKmOKwQohOAlwF8KKX8e33OJaVMDfAzsgGk1OfcRGRPZi/XWVM6T9OmwOzZQI8exg5CNmzYgM8++wxOpxNOpxOtW7f2tDVv3hw333wztm/fDiklduzYgdtuu83r8Q8++KDeXaZw0LNMEJEJaBGsu2fOmwVodx/3rYXl7R0AxQBmatAnIiKqorZ0Hj3qqtdm4cKF2LRpEwBg3bp1eOCBB7zan376aVy5cgVjxozxCuTJYvTaKEJkElqUbvyu8rZ7gPZulbeBctrdUuAq/3hWCCHdfwAsq2x/tvLYP+rXXSIie3Kn82RmAgsWuG5zc/UL1M+dO4fMzEw8+OCD+Nvf/ubT7q7YAriC9eomT56M6dOnM1C3Oj3KIxGZiBYz6xsrbx1CiIiqFWEqL2w0FK4LG/2nlvO8C6Cxn+PdAIwA8DVcF176qt49JrIBIy8jT+qqSzqPVq+l9957D7/+9a8BAIWFhbjvvvu82idOnIjTp0/D4XBwM6jdWWGjCJFG6h2sSykPCyGccFV8eQzA4irN8wHEAnhTSum5SoUQomflYw9UOc8sfz3auYAAACAASURBVOevLN04AsCnUsq5/u5DRN6Mvow8WcfWra7XUtULKAV6LUkp8d1332Ht2rUoKCjAvHnzvNqrzpxv2LAB5eXlaNDg+tdQnz59/NZIJ5sy+0YRIo1otcF0JoAvAbwqhBgNYD+Am+Gqwf49gGer3X9/5S236xNpjCWKSStbtwIjRwIVFd7HA72Wjhw5gl69egEAGjdujDlz5iAmJsbT3qtXL0yePBkpKSlwOBw+tdIpBFw6I7INTYL1ytn1AQB+D2AcgNsAnATwCoD5UsoLWvwcIqodSxSTFoqLgQkTfAN1oAzATpw+7cTf/vYMZsy4nr2YnJyMLl264PDhwygqKsKXX36JUaNGedqFEFi9erUu/bc0qyydccBBFBTNSjdKKfMAzAjyvkHPqEsplwNYXrdeEdkPSxSTFtasAS5d8tcyHMAOAMCmTUMwY8Y4r9a77roL33//PRwOB3r37h32ftqOVZbOrDLgINKBMnXWiUgbLFFsbXpMRl66dAmffroRQEcA/aq13gJ3sH72rBOuxdTrXnjhBW07Q96ssHRmlQEHkU6YMEhkMe4Sxf6wRLG5ZWW5AvRp04CMDGDqVCA52XVcK0uXLkVCQgJWrpwE4C0/93AAaI+oqP/GzJnjtfvBFBwrLJ0FM+AgIg8G60QWwxLF1lTbZGRxcWjny8vLw5YtW3yO9+zZE9euXQMAREau9fNIB4Q4ig0b/ooJE8aG9kOp/qywdGaFAQeRjpgGQ2RBLFFsPVplPxw7dgzp6ek4cOAA2rZti7y8PAhxfRvRkCFD0KRJE3Tv3h19+zrw73+X4syZaE9706YR+OQTYPjw+j4jqhMrXN3TCgMOIh0xWCeyKJYotpZQJyMrKiqwZ88e3HjjjV4lEtu0aYNTp04BAH788Ufs27cPffr08bTHxMTgxIkTiIuLA+CaseegTyHupbNAmzPN8MuxwoCDSEcM1okUxapmVFUok5GzZ8/GqlWrcObMGWRnZyMlJcXT1qBBA4wePRqffPIJRowYgatXr/qcyx2oAxz0KcnsS2dWGHAQ6YjBOpGCWNUseHYZ1PifjLwKoARJSc28JiPPnTuHM2fOAADWrl3rFawDwCuvvIL33nsPjaz4H2UXZh9FmX3AQaQjButEimFVs+DZaVDjPRm5DsCfAWxGbOwz+Ne/nvN6TTgcDmRmZiIxMREVvlc1Qtu2bXXrN1FAZh9wEOmE1WCIFMOqZsHRujqKqkpLSz1/d09GPvHEBQBrAVxFnz5rfQYmEydOxK5du3D69Gk8++yzuvaXiIi0xWCdSDGsahYcKw9qzp8/j2effRYDBgzALbfc4tXWqBEwb95oTwWXy5cvegX0ANC8eXOkpqZ6bSy1lKIiIDMTWLgQWLnSOiMzIiI/mAZDpBhWNQuOlQc1UVFRWLRoEcrLywEAp0+fRlKVwvktWrTAhx9+iNTUVHTq1MmgXhrETrlPRETgzDqRcngF0uCYfVDzr3/9C7/4xS+QnJyMY8eOebU1bdrUM6MeGRmJnJwcn8dPmTLFfoG6XXKfiIiqYLBOpBhegTQ4Zh/ULF68GG+99RaOHDmCdevW+bTPmTMHq1evxrlz5zB+/HgDeqggK+c+EREFwGDdopjSaW7ujYSZmcCCBa7b3Fyu8lel+qDmxx9/xFtvvYUpU6Zg+fLlPu0Oh8Pz940bN/q0jx8/HpMnT0Z8fHw4u2kuVs59IiIKgDnrFsSUTmtgVbPaqVyqec2aNXjiiScAAOXl5XjooYe82u+44w4UFBTA4XBgyJAhBvTQhMye+0REVAdCSml0H3QjhMhOSUlJyc7ONrorYVNcDCQnB76KM2t0E2mjoqICOTk5cDqdKCgowKJFi7zaDx48iO7duwMAmjRpgvPnzyM6OtqIrloHP+CIyERSU1ORk5OTI6VMrc95OLNuMcGkdHK2lqj+jh8/joGVS1UNGzbE/Pnzva4I2rVrVzzwwAPo378/HA4HoqKijOqqdfAy9URkl8tWV8Fg3WKY0nmdDd/PpLGioiJs2bIFTqcT8+fPR1xcnKetQ4cO6NmzJw4cOICrV6/iiy++wNixYz3tQgisWLHCiG5bm8q5T0QUXjbN82WwbjFM6XSx6fuZNDZq1Cjs3LnT8/eJEyd6tf/0pz/FwYMHkZ6ejtTUeq1yUii4oYPIfmor3WrhNDhWg7EYs5ez0wJLMVMozpw5g8zMTOzYscOnbeTIkZ6/r1271qf9d7/7Hd577z1MmzYNCQkJ4ewmEZG92bh0K4N1i1G9nJ0ebPx+phAtWbIESUlJmDZtGt5++22fdofDgd69e2P27Nm45557DOghEREBsHWeL9NgLMjuKZ02fj+TH1JKfPfddzh69CjS09O92vr16+f5u9PphJQSQgjPsbS0NOzdu1e3vhIRUQA2zvNlsG5Rdk7ptPH7marJy8vD0KFDkZeXh6SkJJw4cQIREdcXFAcNGoQWLVqgd+/eSE9PR1lZmVd5xaqBOxERVaF3FQd3nq+/pfOICKB9+/D9bIMxWCfLqen9bJe8fVXo9VleVlaGHTt2YMiQIYiMjPQcb9u2LYqKigAAp0+fxp49e7xm06OiovDjjz8iJiZG+04REVmVEVUcGjUCPvwQGDkSqKjwbquoAO6+27KbTJmzTpbDvH01ZGW5AvRp04CMDGDqVNf1bLKytP05v/zlL9GiRQsMHz4cu3bt8mqLiIjA2LFj0bRpU0yePBn+LgLHQJ2IKARGVnHIy/MN1Kv+fItuSuPMOlmS3fP2jRaOClsXL15EWVkZEhMTvY6XlJTg8uXLAFx55zfffLNX++LFi/Huu+/yokREZsALZKjPyKsv2nRTGmfWybLceftz57pu+XmvHy0r8nz22WcYPnw4WrRogb/85S8+7Q6HA4DrIkWN/PySExMTGagTmYFey3FUP0YGzDbdlMZgnYg0V9fP8itXrvgcKykpwRdffIFr1675rXU+YcIEHDhwAEeOHMFTTz1Vl+4SkdF4gQzzMDJgtunFZBisE5HmQvksP3v2LJ588kn06tULQ4YM8bnvqFGjPJtGhRAoLS31ao+Li0OPHj1YuYXIzHiBDPMwMmC26aY05qzbEFMCKdwCV+SpQFJShNdneePGjbF06VJPEH7ixAm0adPG0x4fH49PPvkEqampuOGGG8LfeSLSn01zkU3JHTAHqgYT7oDChpvSGKzbjBHVlsh+fD/L/w7gn4iIWIelS7ejUaPrU+uxsbEYNmwYPv/8czRs2BDffPONV7AOAOPGjdO1/0SkM5vmIpuW0QGzzS4mI/yVMrMqIUR2SkpKSnZ2ttFdMURxsWuvTqD64xYtT0oh0nLlpbjYda7582/H999/BgB444038Mtf/tLrfhs3bkRZWRmGDx/ud5Oo8rhcRVQ//IIiC0pNTUVOTk6OlDK1PufhzLqNGFltKViMeYxV15WX3NxcrFmzBk6nE5MmTfIE4+7Jj7NnHZg92xWsb9u2zSdYHzVqlObPRTdcriKqP6NTK4gUxmDdRlRPCWTMY6z61EZ3Op34n//5HwCuCxFVD8YnTpyI4uJiOBwOryuIml44CsrrgaNia7Da79Ho1AoiRTFYtxGVUwLrEvNY7XvKaDWvvJThj3/8EteurcXFixexZMkSr3Z3rXMA2LRpE0pLSxEdHe051rlzZ8yZMycs/TaUGZarquOo2Bqs+nu0WS4yUTAYrNtI4AodxpcnDTXmser3lJFqXlk5i4ULRwIAoqOjsWjRIsTGxnpak5OT8dhjj+Gmm26Cw+HwCtQtTfXlqurMuhJA3vh7JLIV1lm3EZXLk4YS81j92hlFRUBmJrBwIbBypX7PJynpAoCPAPwCQEG11jZo1+6/AAClpaXYvHmzz+Nfe+01/PznP0fHjh3D3VV1qLxc5Q9rWVsDf49EtsKZdZtRNSUwlJjHjJkHwTJyxeCtt8YB2Fn5r3QAP/Hqw6OPPoC8vB/gcDgwbNiw8HbGLFRervLHbCsB5B9/j0S2wmDdhlRMCQwl5rHq95QeK9tHjhyB0+lEr169MHz4cK82h2MMdu1yB+tOuIP164OFp+v3w61I1QoWgTZ0mGUlgBtSamaW3yMZj+8lS2CwTkoIJeax6vdUuFcMXn31VTz55JMAgAcffNAnWB8/fjzWrVuHtLR0xMbeASH42R4U1ZaralqeMcNKADek1M4Mv0czs0qAy/eSZTBYJ2UEG/NY9XtKixWDiooK5OTkIC8vD5Or/UcMHjzY83en0wkpJYQQnmPDhg3Dzp07QXWgynJVMMszKq4EuHHjZHBUXdFRSV0DbqsEuHwvWQqDdVJKMDGPVb+n6rtikJeXh/79++P8+fNISEjAHXfcgcjISE97amoq2rVrh759+8LhcKCsrMw+VVvsItjlGZVWAqqy8oYUram2oqOSugbcVgpw6/NessrKgoUwWCdTsuL3VLArBkVFRdi6dSvS0tIQFRXluU/btm3RoIHrLZ2fn4+vvvrq/2/v7oOkqs59j/+e4W2G9xcjKhDBF8AoooOiQaJwlRkM8WBpUBPwHiEpk2uMxpgqUhE98YrnRm+iGNTKqVOXo0nQFFxfjzk3jLwcjwFFBL0pE8CXAAfFIBdBEQZEZt0/9u5xenqG6enevffa3d9PVdeG3tNrVu81vffTaz1rbZ1zzjnN+7t06aKtW7dmBfAoM/kOz/gyEtBauU5IKRVf2zFJxQTc5fRlsdDPUrmMLJQZlm5EamWuU/PmBds0B+pSfktrzp49WwMHDtTUqVO1du3arJ+rqqpSXV2dBg8erGuvvVY9evTI+R0E6mUu7RM60l5/JK+YZS3L6ctiIZ+lcl8XOcXoWQc8khkxeOSRndq6tUljxx6fNWLQrVs3HTp0SJK0bNmynCUUH3zwQfXu3VtVVXwPr0hpn9CR9vojecUE3OX0ZbGQz1I5jSyUGa7ogEeeffZZTZhwtm644Tg5d3/OiEFdXZ0k6Utf+pK+8IUv5Ly+b9++BOqVzOc7n+Uj7fVH8ooJuDMBblvS9mWxkM9SOY0slBl61oEEOOe0e/duHXPMMVnPV1VV6fXXX5cUrNhy7733Zu2/9NJLtX37dg0dOjS2uiJl0j6hI+31R7KKGZ0pt9ULOvtZKqeRhTJDsA7E6IMPPtBPfvITNTQ0qGfPntq0aVPW/kmTJqlbt25yzql///46dOhQVu55r1691KtXr7irjbRJ+8TDtNcfySk24C63L4ud+SyRhuYtgnWgRA4fPqyuXbtmrWXet29fLV68WAcPHpQkbdu2TSeeeGLz/t69e2vlypU688wz1bdv39jrDACpV2zAXalfFmtqpHvukebMkZqaPn++qip4Pq1fWMoAya1AxB599FFdfvnlGjRokN56662sfdXV1broooskBYH75s2bc14/ceJEAnUAKEa5LRcWh8ZGae7c7EBdCv4/dy6rwSSIYB2I2JNPPqlnnnlG+/btU0NDQ87+O+64Q6tXr9bu3bubJ4wCAJCoYpa9REkRrAOdtHnzZt11112aOHGiFixYkLO/vr6++d/r16/P2T9hwgRNmDCh+QZGAAAkjtVgvEW0AHTS6tWrdccdd0iSampq9IMf/CBr/2WXXaYjR46orq5OI0eOTKKKAAB0DqvBeItgHWjl4MGDWrFihRoaGrR37149+uijWfunTJnS/O8//vGPOSu2DBs2TN///vdjqy8AAEVjNRhvEawDBw4EuXhbtkgnnaSPL7hAX/va1yRJXbt21cKFC7MmfA4bNkxz587V2LFjdckll2QF6gAApE7mOnj55dLjj0sff/z5vrSuM19GCNZRkd5//301NDSo4fHH9csNGzRo167mfccOHqyzR43Sa5s367PPPtOqVas0ffr0rNf/7Gc/i7vKAEqp1Zf2VK+tDXTGunW569L36yddc4104YV8FjxAsI6KdOWVV+qll16SJP2dpKtb7ty5U3MOHNDWm29W/bRpmjhxYhJVBBCXtoKVTG/iuecmVy+g1Bobc//2Jemjj6Snn5buv59A3QOsBoOy5JzTG2+8ofvuu0/Lly/P2d9yycTcxRWlG/ft08/Hj9eUKVNUw4kKKF/tBSs7dwbPs7Y0yhnLNaYCPespwiht/hYsWKAf/vCHkqRvfvObuuSSS7L2X3rppfqPX/9adVu2aFp7hbBMFVD+8glWKvFullHjAubnMWC5xlQgWE8JRmlzffrpp3rppZf07rvvaubMmVn7MncJlaTnn39eTU1Nqqr6fCDpvPPO08r586VWr8vCMlVA+SNYKb0kLmC+Bca+XsRZrjEVCNZToKNR2i1bkv9yHrd3331Xo0eP1v79+9WvXz9dffXVWTcZOuusszRq1CiNGTNG9fX1+uyzz9S9e/fsQlimCgDBSmklcQHzLTD2+SLOdTAVyFlPgahTyg4ckBYvlubPlx57zO+UzD179uiJJ57QoUOHsp4fMmSI+vfvL0n66KOPtG7duqz9VVVV2rhxo5YuXapvf/vbuYG6FJwc//VfgxNSSyxTBVSOTLDSFoKV4sWdE+3jHASf88K5DqYCPespEOUorW8dDkfzjW98Q0uWLFFTU5NWrlypyZMnN+8zM9XX12vVqlWqr69Xv379cl5vZh3/knPPDXo1nnoqOJA+DJcCiE8mWGnvxMi5oDhxpxn5OAfB91QrroPeI1hPgahGaX0diduyZYu6dOmiL37xi1nPDxgwQE1NTZKkhoaGrGBdkh566CFVV1dnF1ZInmJNDRPIgEpGsFI6cacZFRoYlzLHPQ2pVlwHvRZZGoyZDTWzRWa2w8wOmdlWM1tgZgPyfH0vM5tpZo+Z2SYz229m+8zsVTO71czayGOoDFGN0vo2Evfkk0/q1FNP1UknnaT7778/Z399fb3MTOPHj9fw4cNz9ucE6uvWBSe9WbOk228PJo+OGBE8DwBHkwlW5s0LtgTq0Yg7zaiQwLjU1w5SrVCkSIJ1MztZ0npJsyW9Iul+SX+VdLOkl8xsUB7FfEXSbyXVS3pD0kJJj0kaIunnklaZWXX7Ly9fUaWUJTUSd+TIEW3fvj3n+V69euntt9+WFPSct1ZfX69du3Zp7dq1+s53vnP0X+JjniIAVLq4c6I7GxjHce0gLxxFiioN5mFJx0q6yTm3MPOkmd0n6RZJd0v6bgdl/E3SLElLnXOftijjR5L+XdIESd+T9IuI6pwqUYzSxj0St3PnTt18881avny5+vXrp3feeSdr/1e+8hX16NFDXbp00fDhw3Xw4MGs3vLq6urs3vOjDVP6mKcIAIg3zaizcxDiunaQaoUiFB2sh73qdZK2Snqo1e5/kHS9pGvN7Fbn3P72ynHOvS7p9Tae32dmv5C0WNIkVWiwLhWfUlbKFZoOHDigmpqarEmdAwYM0HPPPaf9+/dr9+7deuedd3TyySc37+/Zs6fWrFmj008/XT169Dj6L+hoZqzvE3gAoJLFmRPdmcA4zmsHeeGF8W3N/AREkQaTmfXX4JxrarnDObdP0mpJPSWdX8TvOBxuPyuijIpXipG4X/3qV7rkkks0YMAA/eUvf8na17179+ZJoYMHD9aWLVtyXl9bW9txoJ7PMGUaJvAAAOKR7xwErh1+Yy6apGjSYEaF2zfb2f+Wgp73kZJWFPg75oTbP+Tzw2a2vp1dowv8/WWjmJE451zOcogrVqzQihVBszY0NOj000/P2n/nnXdq/vz5OvPMM/NbSrEt+QxTcmMHAEBnce3wl69L2CUgip71zALXH7WzP/N8/0IKN7MbJU1VkCKzqJAykK0zix688cYbmjt3rs4++2zdc889Ofvr6uqa/71x48ac/bW1tRo7dmzhgbqU3zAlE3gAAJ3FtcNfvi1hlyCv11k3syskLVAw+fRK59zhDl4iSXLOjWunvPWSaqOrYfnbsGGD7r33XklS//799eMf/zhr/7Rp07Ro0SJNmTJFQ4cOLU0l8h2mZAIPAKCzuHb4iblozaII1jM957m3kMx+fm9nCjWzyyX9TtIHkiY75yqnVWJ04MABPffcc1q2bJn27t2rJ554Imv/lClTmv/9yiuv5KzYcsIJJ2j27NmlrWRnhimZwAMAxau0SX1cO/zDfIJmUQTrm8PtyHb2nxpu28tpz2FmMxSssf43Sf/FOfdW4dXD0Rw8eFDXXHONnHOqqqrSnj17NGDA5/exOv7445tzzidNmpR7I6I4cDtwAIhPR6tvAXFgPkGzKHLWV4XbOjPLKs/M+ki6QNIBSS/nU5iZzZT0uKQdki4iUC/e22+/rYcffljTp0/XzlZ/9AMHDtS54cm3qampebJoS7fddpsuu+wy9enTp7iKHDggLV4szZ8vPfZY5242kRmmXLxYuuuuYLtlCxcOAIgSN5iDL5hP0KzonnXn3Dtm1qBgxZfvKbjzaMadknpJ+qeWa6yb2ejwtZtalmVmf69gEuk2Bakv24qtH6Q5c+boxRdflCRdddVVmjlzZtb+66+/Xpdeeqnq6uo0fvz40lQiip4ahikBoLS4wRx8wnwCSdFNML1B0hpJvzSziyVtlHSegjXY35R0W6ufzywb0rxEiJlNVhCoVynorZ/dxgoie51zCyKqc9k4cuSIXn31VTU0NKi2tlbTpk3L2l9fX98crC9btiwnWP/Wt75V2gqy/BIApENnJ/VVWm474kdHXTTBeti7fo6k/65gmcWvSnpf0gOS7nTO7cmjmBP1eVrOnHZ+ZpuC1WHQwsKFC3XLLbdIkmbMmJETrH/1q1/V2rVrVVdXp6lTp8ZfQXpqACAdOjOpj9x2IBaRLd3onNsuKa9lQZxzOV3mzrlHJD0SVX3KzSeffKIXXnhB7733nq6//vqsfRdffHHzv5cvX64jR46oS5cuzc+dffbZevbZZ2Oraw6WXwKAdMh3Uh8jpkBsvF5nHYH33ntPI0aM0OHDh9W7d29dd9116t69e/P+M844Q+PGjdOYMWNUV1enpqamrGA9cSy/BADpkO/qW2keMSV1BylDsO6RHTt26Pnnn9dVV12lmhYnjhNOOEFDhgzR1q1b9cknn+jll1/WhRde2LzfzPTqq68mUeX8sPwSAKRHPpP60jpimubUHb5kVCyCdU9cccUVeiq8de7xxx+vurq65n1mpvr6eq1Zs0b19fU67rjjkqpmYVgnHQDSpaNJfWkcMU1z6k6av2SgaATrMXLO6c9//rOqq6t1yimnZO0bNmxY878bGhqygnVJevDBB9W1a4qbi+WXAKB8pHHENK2pO2n+koFIRHFTJORhyZIlGjJkiMaMGaMFC3IXtKmrq1O3bt00efJkjRkzJmd/SQL1Ym5SVIhMT828ecGWkwsApEPr64WUvhvWpDV1J58vGXGKO3YAPetxGTRokN5//31JQc95a1OmTNGePXvUq1eveCrEkBoAIB9Hu16kacQ0jak7kl9fMogdEkGwHpOJEyeqpqZG1dXVOuuss3Tw4EFVV1c37+/evXvWCi8lxZAaACAf+VwvfEwdaUsaU3ckf75kEDskhjSYmPTo0UOvvfaadu3apSVLlmQF6rHzbUgNAOCncrpeZBY7SFPqjvT5l4y2xPklo5z+FlKGnvUYjRo1KukqBHwaUgMA+MuH60WUSxamcbEDX1ZU8+FvoUIRrFciX4bUAAB+S/p6UYoc6Y6WpfSRD18ykv5bqGDmnEu6DrExs/W1tbW169evT7oqyWpslEaMaD9vj7wzAICU7PWCa5VfaI9OGzdunDZs2LDBOTeumHLIWa9Eac3bAwDEK8nrBTnSfiF2SAxpMJXKhyE1AID/krpekCPtH2KHRBCsV7I05u0BAOKXxPWCHGk/ETvEjjQYAADgH1+WLAQSRrAOAAD8Q440IIk0GAAA4CtypAGCdQAA4DFypFHhCNYBAIhClHfaBIAQwToAAMUqxZ02AUAE6wAAFKexMTdQl4L/X3YZd3ZMA0ZF4DGCdQAAipHPnTbJufYXoyLwHME6AADF4E6b6RXnqIivvfe+1gvNCNYBACgGd9pMr7hGRXztvfe1XsjCTZEAACgGd9pMrzhGRTrqvW9sLP53lFO9kINgHQCAYnCnzfSKY1Qkn977JPhaL+QgDQaQyNkDUBzutJlOmVGRtoLWqEZFfJ3T4Gu9kINgHSBnD0AUuNNm+mRGRdq7BkTxZcvXOQ2+1gs5CNZR2VgfGQAqW6lHReLovS+Er/VCDoJ1VDbWR0Y5I70LyE/UoyKtP3tLl0ozZpSu974QcYwqIBIE66hs5Oz5j4CzMPmmd3F8yxPtmpz2PntLl0rbt/s1p4G5FqlAsI7KRs6e35hPUJh807t8P74EnIXxvV3L2dE+ezNm+JlayVwL77F0Iyob6yP7izWAC5dPepfvx3fduiBAnzVLuv12aeZMacSI4Hm0z/d2LXcsh4gSIFhHZWN9ZH9x0StcPuldPh9fAs7C+dyulYDUSpQAaTAAOXt+4qJXuHzSu3w+vkz8LpzP7VoJSK1ECRCsAxI5ez7iole4fJZk66iHNcnjS8BZOD43yWI5xGgwXyULaTAA/MR8gsLlk97l8/El4Cycz+1aCUitLB7zVXLQsw7AT2lfAzjpnqGO0rt8Pr70ThbO53atFKRWFo4bFbaJYB2Av9J60fNl6byO0rt8Pb4EnMXxtV0rCamVhWG+SpsI1gH4LW0XvbT1DPl6fAk4i+NruwJHw3yVNhGsA0CU6BmKDgEnUFmYr9ImgnUAiBI9Q0B5SnoeSiVgvkqbCNaBUuMEX1noGQLKjy/zUMod81XaRLCedgSCfuMEX3noGQLKS9rmoaQd81VyEKynGYGg3zjBVyZ6hoD0yKfDi3ko8WO+ShaC9bQiEPQfJ/jKRc8Q4L98O7yYh4KEEaynFYGg/zjBVzZ6hgB/dabDi3koSFhV0hVAgQgE/ccJHgD8lE+HV0ZmHkpbmIeCGNCznlYEgrl8m2zLRMPi+NaeAMpHPFkg8AAADfJJREFUZzq8mIeChBGspxWBYDYfJ9tygi+cj+0JoHx0tsOLeShIkDnnkq5DbMxsfW1tbe369euTrko0CGgCjY3SiBHtf3FJerJtYyMn+M7wvT2BpDDaFB3OM4jBuHHjtGHDhg3OuXHFlEPPeprxTT/g+2RbJhp2ju/tCSSBzploMfKJFCFYTzsCQSbblhvaE8jGUr2lQYcXUoJgHenHZNvyQnvmIv2hsjHaVDp0eCEFCNaRfky2LS+0ZzbSH8BoE1DRWGcd6ZfJPWy9Di65h+lEe36uo/SHxsZk6oV4MdoEVDR61lEeyD0sL7RngPQHSIw2ARWOYB3JiToPl9zD8kJ7kv6QJqWcV8DKJUBFI1hHMsjDBTpG+kM6xHE+Y7QJqFjcFAnx42YUQH74rPi/Eg5tBKAdUd0UiQmmiF8+ebgAmGy7bl0QoM+aJd1+uzRzZhAYr1uXdM0+x/kMQImRBlNJfOmhKrc83I6Oqy/HHelUqekPabkRULmdzwB4h2C9UviUI15OebgdHVefjjvSqxIn26ZlJZxyOp8B8FJkaTBmNtTMFpnZDjM7ZGZbzWyBmQ3oZDkDw9dtDcvZEZY7NKq6Vhzf1mrOLEPWljQtQ9bRcf3wQ7+OO/x04IC0eLE0f7702GP8XWRE3WNdquNcLuczAN6KpGfdzE6WtEbSsZKekbRJ0nhJN0uaamYXOOd251HOoLCckZJWSvqdpNGSZkuaZmZfds4xpthZvvVQlcsyZB0d19tv9+u4wz+MvLQvyh7rUh7ncjmfAfBWVGkwDysI1G9yzi3MPGlm90m6RdLdkr6bRzn/qCBQv885d2uLcm6S9ED4e6ZGVOfK4WNOZTnk4XZ03DZvLu71KG9pyclOSlQ3AorjOJfD+QyAt4pOgwl71eskbZX0UKvd/yBpv6RrzaxXB+X0lnRt+PM/bbX7QUnbJNWbGQmAneVrTmUmD3fevGCbtgtbR8dt1KjiXo/yxioiRxfVSjhxHee0n88AeCuKnPXJ4bbBOdfUcodzbp+k1ZJ6Sjq/g3LOl1QjaXX4upblNEla1ur3IV/kVJZGR8f1rrs47mifjyNevsn0WC9eHHyeFi8O/t+Z1BWOM4CUiyJYz3QfvtnO/rfC7ciYykFrlb5Wc6l0dFwHDuS4o32+jnj5ptgea44zgJSLIme9X7j9qJ39mef7x1SOzKy9W5SO7ui1ZYucytLo6Lhy3NGeqHKycXQcZwApxzrrlaQS12qOQ0fHleOOtrCKSDw4zgBSLopgPdPj3a+d/Znn98ZUjpxz49p6Puxxr+3o9QAQC0Ze4sFxBpBiUQTrmfXp2sslPzXctpeLHnU5AJAejLzEg+MMIKWimGC6KtzWmVlWeWbWR9IFkg5IermDcl6W1CjpgvB1LcupUrA8ZMvfBwAAAJS1ooN159w7khokDZf0vVa775TUS9JvnHP7M0+a2Wgzy5rs6Zz7RNJvwp//aatybgzLX8YdTAEAAFApoppgeoOkNZJ+aWYXS9oo6TwFa6K/Kem2Vj+/Mdxaq+d/ImmSpB+a2VmSXpF0mqTpkj5Q7pcBAAAAoGxFkQaT6V0/R9IjCoL0WyWdLOkBSec753bnWc5uSV+W9EtJp4TlnCfpXySNC38PAAAAUBEiW7rRObdd0uw8f7Z1j3rLfR9Kujl8AAAAABUrkp51AAAAANEjWAcAAAA8RbAOAAAAeIpgHQAAAPAUwToAAADgKYJ1AAAAwFME6wAAAICnCNYBAAAATxGsAwAAAJ4iWAcAAAA8RbAOAAAAeMqcc0nXITZmtrumpmbgaaedlnRVAAAAUMY2btyoxsbGD51zg4opp9KC9S2S+kramnBVWhodbjclWguUAm1b3mjf8kXbli/atrz51r7DJX3snBtRTCEVFaz7yMzWS5JzblzSdUG0aNvyRvuWL9q2fNG25a1c25ecdQAAAMBTBOsAAACApwjWAQAAAE8RrAMAAACeIlgHAAAAPMVqMAAAAICn6FkHAAAAPEWwDgAAAHiKYB0AAADwFME6AAAA4CmCdQAAAMBTBOsAAACApwjWAQAAAE8RrEfMzIaa2SIz22Fmh8xsq5ktMLMBnSxnYPi6rWE5O8Jyh5aq7uhYse1rZr3MbKaZPWZmm8xsv5ntM7NXzexWM+te6veAtkX12W1V5oVmdsTMnJnNj7K+yF+UbWtmteHn992wrJ1m9oKZ/ddS1B0di/C6O9HMnglff9DM/tPM/s3Mppaq7mifmX3dzBaa2Ytm9nF4Hv1tgWVFfn6PEzdFipCZnSxpjaRjJT0jaZOk8ZImS9os6QLn3O48yhkUljNS0kpJ6ySNljRd0geSvuyc+2sp3gPaF0X7hif9/yPpQ0mrJL0taYCkv5N0XFj+xc65gyV6G2hDVJ/dVmX2kfQnScdI6i3pbufcvCjrjY5F2bZmdqOkByTtkfR7Se9JGijpDEnvOueuifwN4KgivO7+N0kPS9ov6SlJ70oaKukKST0lzXPO3V2K94C2mdnrksZK+kRBe4yWtNg5N6uT5UR+fo+dc45HRA9JyyQ5Sd9v9fx94fO/yrOcfwp//hetnr8pfP4PSb/XSnxE0b6SzpI0U1L3Vs/3kbQ+LOfWpN9rpT2i+uy2eu0iBV/KfhKWMT/p91mJjwjPy3WSmsLy+rSxv1vS77USHxGdl7tJ2iupUdKoVvtOk3RQ0gFJPZJ+v5X0UBBMnyrJJE0K2/O3SfyNJP2gZz0i4Te3tyVtlXSyc66pxb4+kt5X8Ad3rHNu/1HK6a2g97xJ0vHOuX0t9lVJ+qukE8PfQe96TKJq3w5+xzclLZb0nHPusqIrjbyUom3NbLqkpyVdK6mrpH8RPeuxi7Jtzez/SjpF0hed771wFSLC6+5gSX+T9Cfn3Ng29v9J0hhJx9D2yTCzSQpGozvVsx7HtTsO5KxHZ3K4bWj5xyBJYcC9WsFQ2vkdlHO+pBpJq1sG6mE5mV6dlr8P8YiqfY/mcLj9rIgy0HmRtq2ZHSvpnyU97ZwrKL8SkYmkbc3sDElnSmqQ9KGZTTazH4XzTC4OO1IQv6g+ux9I2iVppJmd2nKHmY1U0Lv7OoF6KsVx7S45TjDRGRVu32xn/1vhdmRM5SBacbTLnHD7hyLKQOdF3bb/rODc+t1iKoVIRNW254bbDyT9u4K5RP9T0s8lLZf0upmdUng1UaBI2tcFKQbfU/C5XW9mj5rZ/zCzXytIT/yzpBkR1BfxK4uYqmvSFSgj/cLtR+3szzzfP6ZyEK2Stks4cW2qpNcV5DojPpG1rZnNUTBZ+Grn3M4I6obiRNW2x4bbbymYVDpN0h8lDZZ0h6RZkn5vZmOcc58WXl10UmSfXefcUjPbIelxSS1X9tmpII2NtNN0KouYip51IGFmdoWkBQpyJq90zh3u4CXwkJkNV9COS51zS5KtDSKWuVZ2kXSNc+7fnHMfO+feUhDYvaqgZ+7KpCqI4pjZLAWjJC8qmFTaM9yukPSgpN8lVztUOoL16GS+nfVrZ3/m+b0xlYNolaRdzOxyBReBDyRNYtJwIqJq20UKVpO4IYpKIRJRtW1m/9+ccy+13BGmUDwT/nd8p2uIYkTSvmFe+iIF6S7XOuc2OecanXObFEwSXy9pRjjJEelSFjEVwXp0Nofb9vKeMpNW2subirocRCvydjGzGZKWKhhmvcg5t7mDl6A0omrbWgXpErvCm3c4M3MKhtAl6bbwuaeLqy46IerzcnsX9D3htibPeiEaUbVvnYLlG19oYxJik6T/CP87rpBKIlFlEVORsx6dVeG2zsyq2lge6AIF67S+3EE5LyvonbvAzPq0sXRjXavfh3hE1b6Z18yU9KiC/NfJ9KgnKqq2/bWCofPWTpV0oYL5COslvVZ0jZGvKM/L+yUNN7NebSzxdka43RJBnZG/qNq3R7j9Qjv7M88zHyF9Ir12J4We9Yg4595RsKzXcAWzylu6U1IvSb9peZI3s9FmNrpVOZ9I+k348z9tVc6NYfnLCO7iFVX7hs//vYLA7j8lXUhbJivCz+5Nzrlvt37o857134fPPVSyN4MsEbbtAUn/S1K1pPlmZi1+foyk6xQsufq/o38XaE+E5+UXw+3XzezMljvM7CxJX1dw85yV0dUeUTKzbmHbntzy+UL+RnzETZEi1MYtbTdKOk/BOp9vSprQcp3WcIhczjlrVc6gsJyRCk4OryiY6DJdQW7zhPAPEDGKon3NbLKCSUxVCnIkt7fxq/Y65xaU6G2gDVF9dtsp+zpxU6TERHhe7ivpBQV3IV6rYH3mwQpuR18j6QfOuQdK/X6QLcL2XSRptoLe86ckbVMQ4F0uqbukBc65W0r8dtBCOKfr8vC/x0mqV7AqT+bL1f9zzv0o/NnhCka2tjnnhrcqp1N/I16K6laoPJpvXztMwYX5fQUf+m0KVogY0MbPOoXzk9rYN1DSA+HrPw3LWyRpaNLvsZIfxbavgh4418Fja9LvsxIfUX122/jZTJvPT/o9VuojwvNyb0l3K7jAH1KQw94gqS7p91jJjyjaV8FdLK9TsI7+HgUjJR8qWA3mmqTfYyU+FGQX5HWtVPDFqt3rZ2f+Rnx80LMOAAAAeIqcdQAAAMBTBOsAAACApwjWAQAAAE8RrAMAAACeIlgHAAAAPEWwDgAAAHiKYB0AAADwFME6AAAA4CmCdQAAAMBTBOsAAACApwjWAQAAAE8RrAMAAACeIlgHAAAAPEWwDgAAAHiKYB0AAADwFME6AAAA4CmCdQAAAMBT/x/TUwL/9xr22QAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -574,7 +574,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -598,42 +598,42 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>a</th>\n",
-       "      <th>b</th>\n",
+       "      <th>x</th>\n",
+       "      <th>y</th>\n",
        "      <th>label</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>-3.591782</td>\n",
-       "      <td>3.612599</td>\n",
-       "      <td>1</td>\n",
+       "      <td>-0.501840</td>\n",
+       "      <td>1.802857</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>6.580586</td>\n",
-       "      <td>-2.105557</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0.927976</td>\n",
+       "      <td>0.394634</td>\n",
+       "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>-0.670938</td>\n",
-       "      <td>-5.905074</td>\n",
-       "      <td>1</td>\n",
+       "      <td>-1.375925</td>\n",
+       "      <td>-1.376022</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "          a         b  label\n",
-       "0 -3.591782  3.612599      1\n",
-       "1  6.580586 -2.105557      1\n",
-       "2 -0.670938 -5.905074      1"
+       "          x         y  label\n",
+       "0 -0.501840  1.802857  False\n",
+       "1  0.927976  0.394634   True\n",
+       "2 -1.375925 -1.376022  False"
       ]
      },
-     "execution_count": 63,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -645,12 +645,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 360x360 with 1 Axes>"
       ]
@@ -658,7 +658,7 @@
      "metadata": {
       "image/png": {
        "height": 306,
-       "width": 318
+       "width": 332
       },
       "needs_background": "light"
      },
@@ -666,13 +666,13 @@
     }
    ],
    "source": [
-    "xv = df[\"a\"]\n",
-    "yv = df[\"b\"]\n",
+    "xv = df[\"x\"]\n",
+    "yv = df[\"y\"]\n",
     "\n",
     "colors = [\"rb\"[i] for i in df[\"label\"]]\n",
     "plt.figure(figsize=(5, 5))\n",
-    "plt.xlim([-8, 8])\n",
-    "plt.ylim([-8, 8])\n",
+    "plt.xlim([-2, 2])\n",
+    "plt.ylim([-2, 2])\n",
     "plt.scatter(xv, yv, color=colors, marker=\".\");"
    ]
   },
@@ -698,12 +698,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -711,7 +711,7 @@
      "metadata": {
       "image/png": {
        "height": 250,
-       "width": 370
+       "width": 373
       },
       "needs_background": "light"
      },
diff --git a/03_mesauring_accuracy_of_a_classifier.ipynb b/03_mesauring_accuracy_of_a_classifier.ipynb
new file mode 100644
index 0000000..34db934
--- /dev/null
+++ b/03_mesauring_accuracy_of_a_classifier.ipynb
@@ -0,0 +1,655 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Chapter 3: Metrics for evaluating the performance of a classifier"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import sklearn.metrics as metrics\n",
+    "import matplotlib\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "\n",
+    "%matplotlib inline\n",
+    "%config InlineBackend.figure_format = 'retina'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In the exercise section of script 1 we already compared different classifiers. We took the learning data, applied the classifier and determined of the known labels where predicted correctly.\n",
+    "\n",
+    "Regrettably this approach can produce very misleading results. \n",
+    "\n",
+    "This chapter and the next chapter will discuss how to asset the quality of a classifier including possible pitfalls."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## The confusion matrix"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "To set the stage we must introduce some terms. After applying a classifier to a data set with known labels `0` and `1`:\n",
+    "\n",
+    "**TP (true positives)**: labels which where predicted as `1` and actually are `1`.\n",
+    "\n",
+    "**TN (true negatives)**: labels which where predicted as `0` and actually are `0`.\n",
+    "\n",
+    "**FP (false positives)**: labels which where predicted as `1` and actually are `0`.\n",
+    "\n",
+    "**FN (false negatives)**: labels which where predicted as `0` and actually are `1`.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "To memorize this: the second word \"positives\" and \"negatives\" refer to the prediction computed by the classifier.\n",
+    "\n",
+    "The first word \"true\" or \"false\" express if the classification was correct or not.\n",
+    "\n",
+    "Using these terms we can no define the so called confusion matrix:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Actual 1</th>\n",
+       "      <th>Actual 0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Predicted 1</th>\n",
+       "      <td>TP</td>\n",
+       "      <td>FP</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Predicted 0</th>\n",
+       "      <td>FN</td>\n",
+       "      <td>TN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            Actual 1 Actual 0\n",
+       "Predicted 1       TP       FP\n",
+       "Predicted 0       FN       TN"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.DataFrame(np.array([[\"TP\", \"FP\"], [\"FN\", \"TN\"]]) ,\n",
+    "             index=[\"Predicted 1\", \"Predicted 0\"],\n",
+    "             columns=[\"Actual 1\", \"Actual 0\"])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "So the total number of predictions can we expressed as TP + FP + FN + TN.\n",
+    "\n",
+    "The number of correct predictions is TP + TN.\n",
+    "\n",
+    "This allows us to define **accuracy** as (TP + TN) / (TP + FP + FN + TN).\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercise block 1\n",
+    "\n",
+    "A classifier predicts labels `[0, 0, 1, 1, 1, 0, 1, 1]` where as true labels are `[0, 1, 0, 1, 1, 0, 1, 1]`.\n",
+    "\n",
+    "Use pen and paper and write these values as a two columned table. Then assign `FP`, `TP`, ... to each pair.\n",
+    "\n",
+    "Determine confusion matrix and accuracy."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Pitfalls\n",
+    "\n",
+    "Accuracy can be very misleading if classes are imbalanced.\n",
+    "\n",
+    "Lets assume that 1 out of 10.000 people are infected with a disease `X`. What is the accuracy of a broken medical test which always diagnoses `not infected` ?\n",
+    "\n",
+    "For $n$ people this would be on average $\\frac{9999}{10000} \\times n$ correct classifications, thus the accuracy is 99.99 %.\n",
+    "\n",
+    "This is also called the <a href=\"https://en.wikipedia.org/wiki/Accuracy_paradox\">accuracy paradox</a>.\n",
+    "\n",
+    "To evaluate such a test we need here are very different numbers: \n",
+    "\n",
+    "(**Note (Uwe)**: the following two questions conceptionally duplicate the questions in the \"precision / recall\" section, but I think repeating the concept could help to understand it).\n",
+    "\n",
+    "1. Does our test miss infected people: How many infected people are actually discovered to be infected.\n",
+    "\n",
+    "2. Does our test predict people as infected which are actually not: How many positive diagnoses are correct ?\n",
+    "\n",
+    "We come back to this example later.\n",
+    "\n",
+    "**TODO**: in a later chapter or in a extra box provide links to strategies for imbalanced data sets."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Precision and Recall\n",
+    "\n",
+    "To introduce the concept behind \"precision\" and \"recall\", imagine the following scenario:\n",
+    "\n",
+    "A few days before thanksgiving you enter \"turkey recipe\" into google. There might be wrong results related to turkish recipes.\n",
+    "\n",
+    "As a scientist you want to assess the reliablity of the search engine: \n",
+    "\n",
+    "1. Did I see all turkey recipes known to the search engine, or did the search engine ignore some ?\n",
+    "\n",
+    "2. How many of the shown results are related to thanksgiving recipes and not to recipes from turkey ?\n",
+    "\n",
+    "**Important**: \n",
+    "There is a trade off between both answers: the more results the search engine delivers, the less correct results will be ignored. But at the same time the fraction of wrong results increases.\n",
+    "\n",
+    "In this context **recall** is the fraction of available documents found by the engine.\n",
+    "And **precision** is the fraction of shown results which are correct.\n",
+    "\n",
+    "To transfer this concept to classification, we can interpret a classifier as a filter. The classifier classifies every  document in a collection as relevant or not relevant.\n",
+    "\n",
+    "The number of shown documents is  TP + FP, thus **precision** is computed as TP / (TP + FP).\n",
+    "\n",
+    "The number of relevant documents is TP + FN, thus **recall** is computed as TP / (TP + FN).\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "Our medical test from before produces for 10000 subjects the following confusion matrix:\n",
+    "\n",
+    "<table style=\"border: 1px solid black\">\n",
+    "    <tr style=\"border: 1px black\">\n",
+    "        <td style=\"border: 1px  solid black; background: white; padding: 1em\">0</td>\n",
+    "        <td style=\"border: 1px  solid black; background: white; \">0</td>\n",
+    "    </tr>\n",
+    "    <tr style=\"border: 1px black\">\n",
+    "        <td style=\"border: 1px solid black; background: white; padding: 1em \">1</td>\n",
+    "        <td style=\"border: 1px solid black; background: white; \">9999</td>\n",
+    "    </tr>\n",
+    "        \n",
+    "</table>\n",
+    "\n",
+    "Thus recall and precision are both 0.0 !\n",
+    "\n",
+    "Sometimes we want one single number instead of two numbers to compare the performace of multiple classifiers.\n",
+    "\n",
+    "A common approach to combine precision and recall to one single number is the **F1 metric** which is defined as `F1 = 2 * (precision * recall) / (precision + recall)`\n",
+    "\n",
+    "(which is the harmonic mean of precision and recall, in case you know what that is)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exercise block 2\n",
+    "\n",
+    "Use your results from exercise block 1 to compute precision, recall and F1 score.\n",
+    "\n",
+    "### Optional exercise:\n",
+    "\n",
+    "A medical test for diabetes is assessed. 10 of 100 study participants are diabetics. The test diagnoses 12 participants as diabetic, 9 of them are correct. Compute precision, recall and F1 score.|"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Other metrics\n",
+    "\n",
+    "This was just a quick introduction to measuring the accuracy of a classifier. We skipped `ROC` and `AUC` amongst others.\n",
+    "\n",
+    "A good introduction to <a href=\"https://classeval.wordpress.com/introduction/introduction-to-the-roc-receiver-operating-characteristics-plot/\">can be found here.</a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Metrics in scikit-learn"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "`skelearn.metrics` contains many metrics like `precision_score` etc.\n",
+    "\n",
+    "**The first argument of the metrics functions is always the exact labels, the second is always a prediction.**\n",
+    "\n",
+    "This is an example based on our beer data set:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(225, 5)\n",
+      "[-3.27788157]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# read some data\n",
+    "beer_data = pd.read_csv(\"beers.csv\")\n",
+    "print(beer_data.shape)\n",
+    "\n",
+    "# all columns up to the last one:\n",
+    "input_features = beer_data.iloc[:, :-1]\n",
+    "\n",
+    "# only the last column:\n",
+    "labels = beer_data.iloc[:, -1]\n",
+    "\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "\n",
+    "classifier = LogisticRegression(C=1)\n",
+    "# classifier = SVC()\n",
+    "\n",
+    "classifier.fit(input_features, labels)\n",
+    "\n",
+    "# this is the threshold\n",
+    "print(classifier.intercept_)\n",
+    "\n",
+    "# classifier.intercept_ = -2\n",
+    "# classifier.intercept_ = -4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.metrics import precision_score, recall_score, f1_score, confusion_matrix, accuracy_score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[ 80  26]\n",
+      " [ 12 107]]\n",
+      "\n",
+      "precision_score      0.805\n",
+      "recall_score         0.899\n",
+      "f1_score             0.849\n",
+      "accuracy_score       0.831\n"
+     ]
+    }
+   ],
+   "source": [
+    "predicted = classifier.predict(input_features)\n",
+    "\n",
+    "print(confusion_matrix(labels, predicted))\n",
+    "print()\n",
+    "\n",
+    "for score in (precision_score, recall_score, f1_score, accuracy_score):\n",
+    "    print(\"{:20s} {:.3f}\".format(score.__qualname__, score(labels, predicted)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 504x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 331,
+       "width": 416
+      },
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sn\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "cm = confusion_matrix(labels, predicted)\n",
+    "\n",
+    "# normalize to percent\n",
+    "cm = 100 * cm / np.sum(cm)\n",
+    "\n",
+    "df_cm = pd.DataFrame(cm, \n",
+    "                     index = list(\"TF\"),\n",
+    "                     columns = list(\"TF\"))\n",
+    "plt.figure(figsize = (7, 5))\n",
+    "sn.heatmap(df_cm, annot=True, cmap=\"gray\", vmin=0, vmax=100);\n",
+    "plt.xlabel(\"actual\")\n",
+    "plt.ylabel(\"predicted\")\n",
+    "plt.title(\"values in percent\");"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/uweschmitt/Projects/machinelearning-introduction-workshop/venv3.6/lib/python3.6/site-packages/ipykernel_launcher.py:9: UserWarning: get_ipython_dir has moved to the IPython.paths module since IPython 4.0.\n",
+      "  if __name__ == '__main__':\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<style>\n",
+       "    \n",
+       "    @import url('http://fonts.googleapis.com/css?family=Source+Code+Pro');\n",
+       "    \n",
+       "    @import url('http://fonts.googleapis.com/css?family=Kameron');\n",
+       "    @import url('http://fonts.googleapis.com/css?family=Crimson+Text');\n",
+       "    \n",
+       "    @import url('http://fonts.googleapis.com/css?family=Lato');\n",
+       "    @import url('http://fonts.googleapis.com/css?family=Source+Sans+Pro');\n",
+       "    \n",
+       "    @import url('http://fonts.googleapis.com/css?family=Lora'); \n",
+       "\n",
+       "    \n",
+       "    body {\n",
+       "        font-family: 'Lora', Consolas, sans-serif;\n",
+       "       \n",
+       "        -webkit-print-color-adjust: exact important !;\n",
+       "        \n",
+       "      \n",
+       "       \n",
+       "    }\n",
+       "    \n",
+       "    .alert-block {\n",
+       "        width: 95%;\n",
+       "        margin: auto;\n",
+       "    }\n",
+       "    \n",
+       "    .rendered_html code\n",
+       "    {\n",
+       "        color: black;\n",
+       "        background: #eaf0ff;\n",
+       "        background: #f5f5f5; \n",
+       "        padding: 1pt;\n",
+       "        font-family:  'Source Code Pro', Consolas, monocco, monospace;\n",
+       "    }\n",
+       "    \n",
+       "    p {\n",
+       "      line-height: 140%;\n",
+       "    }\n",
+       "    \n",
+       "    strong code {\n",
+       "        background: red;\n",
+       "    }\n",
+       "    \n",
+       "    .rendered_html strong code\n",
+       "    {\n",
+       "        background: #f5f5f5;\n",
+       "    }\n",
+       "    \n",
+       "    .CodeMirror pre {\n",
+       "    font-family: 'Source Code Pro', monocco, Consolas, monocco, monospace;\n",
+       "    }\n",
+       "    \n",
+       "    .cm-s-ipython span.cm-keyword {\n",
+       "        font-weight: normal;\n",
+       "     }\n",
+       "     \n",
+       "     strong {\n",
+       "         background: #f5f5f5;\n",
+       "         margin-top: 4pt;\n",
+       "         margin-bottom: 4pt;\n",
+       "         padding: 2pt;\n",
+       "         border: 0.5px solid #a0a0a0;\n",
+       "         font-weight: bold;\n",
+       "         color: darkred;\n",
+       "     }\n",
+       "     \n",
+       "    \n",
+       "    div #notebook {\n",
+       "        # font-size: 10pt; \n",
+       "        line-height: 145%;\n",
+       "        }\n",
+       "        \n",
+       "    li {\n",
+       "        line-height: 145%;\n",
+       "    }\n",
+       "\n",
+       "    div.output_area pre {\n",
+       "        background: #fff9d8 !important;\n",
+       "        padding: 5pt;\n",
+       "       \n",
+       "       -webkit-print-color-adjust: exact; \n",
+       "        \n",
+       "    }\n",
+       " \n",
+       "    \n",
+       " \n",
+       "    h1, h2, h3, h4 {\n",
+       "        font-family: Kameron, arial;\n",
+       "    }\n",
+       "    \n",
+       "    div#maintoolbar {display: none !important;}\n",
+       "    </style>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#REMOVEBEGIN\n",
+    "# THE LINES BELOW ARE JUST FOR STYLING THE CONTENT ABOVE !\n",
+    "\n",
+    "from IPython import utils\n",
+    "from IPython.core.display import HTML\n",
+    "import os\n",
+    "def css_styling():\n",
+    "    \"\"\"Load default custom.css file from ipython profile\"\"\"\n",
+    "    base = utils.path.get_ipython_dir()\n",
+    "    styles = \"\"\"<style>\n",
+    "    \n",
+    "    @import url('http://fonts.googleapis.com/css?family=Source+Code+Pro');\n",
+    "    \n",
+    "    @import url('http://fonts.googleapis.com/css?family=Kameron');\n",
+    "    @import url('http://fonts.googleapis.com/css?family=Crimson+Text');\n",
+    "    \n",
+    "    @import url('http://fonts.googleapis.com/css?family=Lato');\n",
+    "    @import url('http://fonts.googleapis.com/css?family=Source+Sans+Pro');\n",
+    "    \n",
+    "    @import url('http://fonts.googleapis.com/css?family=Lora'); \n",
+    "\n",
+    "    \n",
+    "    body {\n",
+    "        font-family: 'Lora', Consolas, sans-serif;\n",
+    "       \n",
+    "        -webkit-print-color-adjust: exact important !;\n",
+    "        \n",
+    "      \n",
+    "       \n",
+    "    }\n",
+    "    \n",
+    "    .alert-block {\n",
+    "        width: 95%;\n",
+    "        margin: auto;\n",
+    "    }\n",
+    "    \n",
+    "    .rendered_html code\n",
+    "    {\n",
+    "        color: black;\n",
+    "        background: #eaf0ff;\n",
+    "        background: #f5f5f5; \n",
+    "        padding: 1pt;\n",
+    "        font-family:  'Source Code Pro', Consolas, monocco, monospace;\n",
+    "    }\n",
+    "    \n",
+    "    p {\n",
+    "      line-height: 140%;\n",
+    "    }\n",
+    "    \n",
+    "    strong code {\n",
+    "        background: red;\n",
+    "    }\n",
+    "    \n",
+    "    .rendered_html strong code\n",
+    "    {\n",
+    "        background: #f5f5f5;\n",
+    "    }\n",
+    "    \n",
+    "    .CodeMirror pre {\n",
+    "    font-family: 'Source Code Pro', monocco, Consolas, monocco, monospace;\n",
+    "    }\n",
+    "    \n",
+    "    .cm-s-ipython span.cm-keyword {\n",
+    "        font-weight: normal;\n",
+    "     }\n",
+    "     \n",
+    "     strong {\n",
+    "         background: #f5f5f5;\n",
+    "         margin-top: 4pt;\n",
+    "         margin-bottom: 4pt;\n",
+    "         padding: 2pt;\n",
+    "         border: 0.5px solid #a0a0a0;\n",
+    "         font-weight: bold;\n",
+    "         color: darkred;\n",
+    "     }\n",
+    "     \n",
+    "    \n",
+    "    div #notebook {\n",
+    "        # font-size: 10pt; \n",
+    "        line-height: 145%;\n",
+    "        }\n",
+    "        \n",
+    "    li {\n",
+    "        line-height: 145%;\n",
+    "    }\n",
+    "\n",
+    "    div.output_area pre {\n",
+    "        background: #fff9d8 !important;\n",
+    "        padding: 5pt;\n",
+    "       \n",
+    "       -webkit-print-color-adjust: exact; \n",
+    "        \n",
+    "    }\n",
+    " \n",
+    "    \n",
+    " \n",
+    "    h1, h2, h3, h4 {\n",
+    "        font-family: Kameron, arial;\n",
+    "    }\n",
+    "    \n",
+    "    div#maintoolbar {display: none !important;}\n",
+    "    </style>\"\"\"\n",
+    "    return HTML(styles)\n",
+    "css_styling()\n",
+    "#REMOVEEND"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/04_overfitting_and_cross_validation.ipynb b/04_overfitting_and_cross_validation.ipynb
new file mode 100644
index 0000000..39ef56b
--- /dev/null
+++ b/04_overfitting_and_cross_validation.ipynb
@@ -0,0 +1,520 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Overfitting and cross-validation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let us repeat the `LogisticRegression` based beer classfier we used in the first script, we disovered there that a parameter of `C = 2` what even gives us better results:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(225, 5)\n",
+      "88.44 % labeled correctly\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# read some data\n",
+    "beer_data = pd.read_csv(\"beers.csv\")\n",
+    "print(beer_data.shape)\n",
+    "\n",
+    "# all columns up to the last one:\n",
+    "input_features = beer_data.iloc[:, :-1]\n",
+    "\n",
+    "# only the last column:\n",
+    "labels = beer_data.iloc[:, -1]\n",
+    "\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "classifier = LogisticRegression(C=2)\n",
+    "\n",
+    "classifier.fit(input_features, labels)\n",
+    "\n",
+    "# Predict\n",
+    "predicted_labels = classifier.predict(input_features)\n",
+    "print(\"{:.2f} % labeled correctly\".format(sum(predicted_labels == labels) / len(labels) * 100))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We did not tell you that we kept a part of our original data set of 300 beers, and used only 225 randomly chosen examples for training.\n",
+    "\n",
+    "But if a classifier works well, it should also show the same performance on the left out 75 beers.\n",
+    "\n",
+    "Let us check this:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(75, 5)\n"
+     ]
+    }
+   ],
+   "source": [
+    "eval_data = pd.read_csv(\"beers_eval.csv\")\n",
+    "print(eval_data.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "78.67 % labeled correctly\n"
+     ]
+    }
+   ],
+   "source": [
+    "eval_features = eval_data.iloc[:, :-1]\n",
+    "eval_labels = eval_data.iloc[:, -1]\n",
+    "\n",
+    "# Predict\n",
+    "predicted_labels = classifier.predict(eval_features)\n",
+    "print(\"{:.2f} % labeled correctly\".format(sum(predicted_labels == eval_labels) / len(eval_labels) * 100))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## WHAT HAPPENED ? OVERFITTING !\n",
+    "\n",
+    "We observed a phenomenon called **\"overfitting\"**.\n",
+    "\n",
+    "\n",
+    "<img src=\"https://i.imgflip.com/2qky90.jpg\" />\n",
+    "\n",
+    "To explain the concept of \"overfitting\" we reuse a previous data set:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 236,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 250,
+       "width": 270
+      },
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data = pd.read_csv(\"2d_points.csv\")\n",
+    "features = data.iloc[:, :-1]\n",
+    "labels = data.iloc[:, -1]\n",
+    "\n",
+    "import matplotlib\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "%config InlineBackend.figure_format = 'retina'\n",
+    "\n",
+    "plt.figure(figsize=(4, 4))\n",
+    "ax = plt.subplot(1, 1, 1)\n",
+    "plt.scatter(features.iloc[:, 0], features.iloc[:, 1], c=[\"rb\"[l] for l in labels], marker=\".\");\n",
+    "# from matplotlib.patches import Circle\n",
+    "# ax.add_patch(Circle((0, 0), 1.227, alpha=0.1))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "\n",
+    "\n",
+    "We mentioned before that classifiers depend on parameters (like `C`) which can be tuned affect performance depending on a a data set. Available parameters and their meaning depend on the classification algorithm used.\n",
+    "\n",
+    "Here we first demonstrate the effects the `gamma` parameter of `SVC` classifier."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 194,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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iTWPpQ/vJZCn8NviQr7jCpnGo+N/sPaZbN+nQQ6NbE7dtS00cdpbCb0M+57vvrtyxIdmNN9rteVoTe9G5IQiC0ZJG1+H+8yRV67KbdPu3kn7b0HZ5J3mYkLCGUqrprOlU4mfC+DJMC5nckCzVfxk//2zzchcX2/DxW24Z3mvq1cv+CR071qZ6aNXKeuIOGya1bOnXOk/OffpIm25qHadS2X9/v9pLbtxtqhBz8lD3Vc2ebfOrlZTUvM7hJWriWvJhW6xPTfzll/60n0yuKUuN9xyLFllN3Ly51L+/1KlTeK+5Tx/rwD92rDRrltXEBx5oNXGLFn79TZJz375Su3Z29noq1MT+ZSn8NuRTTp4StaqvvrKauKah7+EtauJa8mFbpCYmRz1L4bXhp59sJJPmzaUBA6SOHcNbJ337Sg8/LN11l0191rp1oiZu3tyvv1ly3msv298vW6ZqnLMpcnxqbyFmKfw25HPOVBN/8YW0cmXe1sRedG5ALRQV+TEtxZZbph/KPp327f0ZpoVMDmsopQcekK67rvIO46ijbEi+sF7TTjvZ3IitWlletcp674W9jjPlkhLptttsaKWqZ+r89a828oRP7SUzPFm2c3Fx5n1umzZ5O9wYIClRE4e9LXbqlH4o+3SoiclRylLjPMf991vNllwTDx8uXXJJeK95552lv/89ejXxrbfaEPxVz9T529+kLl38ai+58bapQs3xL1rS2WQTamLkN19q4i23TD+UfTodOvjzWUImS+G04b77rP5MNmKETfEd1jrZdVcb/ShKNXG7dlYTn3WWtGZNYl06Z+u3c2e/2luIOaxtrFByvEN+Onl8nJjODVERH27MuUQOY5iXww+Xrr++bm0/8EB/hy4ik3MxlNI770jXXqtqJkywnrAXXeTXa/Q977yzzev4+OPW2WqrreygeIcO1lM37PaR65al8NsQpdyvnzR/vlLq1Utq2jQxnFieDTcGSErUxGFvi4cfXv1gVE2oiclRylL2l/nmm6n/l3ziCTvocv75fq0D3/Ouu9qc5o89ZvOqbr21dPTR1MS+Zin8NuRT7tcv/XD4v/xl5ZqXmhj5yJea+LDDpJtuqlvbqYnJPmUp98/5+usSRflQAAAgAElEQVSp/5d87DGric87z6915HvefXeriR9/3Gribbaxmrh9e2piH7IUfhvyOffrZ+/9VPr2tQ4MeVoT07khSpKHCQlrmJcDDpC+/1568MHKbevVy4a2X7eu8vW//72d2dZY7SGTc52luj9m/HilNWGCNGqU7VR8eY1RyO3a2VxwS5bYmWvFxbYj9qV92cw//WRzxr7yir3Gvn3tPdOlix/tC2ObKuQ8YoR1mPrmG1XSooWd9VrbdQ5EmQ/b4tCh0sKF1ffxvXtLM2dW/+fw0kulLbbwp/1kcm32FdleZk018ciRfq2DKOR27aRTTy2MmvjHH60mnjTJXuNee1lN3LmzH+0LY5sq5HzssdLUqdK336qSli2piVE4fNgWhw2TfvjBhrNP1qeP9PHH0vr1la+/7DJp8839aT+ZLOX+Oat+r5LsySelc87xax1FIW+6aeHUxD/8YDXx5Mn2Gvfe22ribbbxo30+bGOFlI8/Xpo2TfruO1Wy8cbSxRfX/m8UQXRuiIqiIj+mpWjdWvrTn6TTTpOee856+gwebF+2zZ1rxex339mZ1MOGWQ85n4ZpIZPDGEpp3rz02/bKldLatfbPnS+vkexPXr3aOnH88EPiPfPaa9Lbb0sPPaS8GHK4sfdb+Za33NJ68z/wgPTSS/Ye6dfPznbt0MH2y3k63BggKVETh70ttm4tXX651cQTJ9q2OHiwnS06Z470yCNWE2+9tdXEm2/u12cJmRzG/jndyEOSnVVVViZttpk/64DsTy4ttZr4xx8T75lXX03UxJ07+9Veat7c18Rr1yZq4vbtqYmR/3yqif/8Z+n006Xnn7eaeMgQ69wwe7bVxN9/bzXxoYfaft6nzxIyWcr9c1Y9WSXZ0qXShg1+rSOyP7m0VDr5ZGnRosR7ZvJkq4kfftg+a31qLzVwbmvil1+2mrh/f6uJN988r2tiOjdERVlZYpiQeA5zmJcOHaSTTrKDUCUldv0mm1jv+ZISu8+6dQz9Q25YXrVK+uQT6b33pCZNpD33tH+QwmyfVPfHbLGF9PPPSqmoyHYopaV+rHOyX/m++yp3bIgrK7NhnW+6ya/25mqbKvRcUmJF6llnJfbD8f1uTY93zn4CURWviX3YFouKbB9ftSZu25aamJz9mnjmTOn9960m7t3bRs5rzOeXsr/MDh3sbKpUiovtSxpqYnKqfM89lTs2xK1bJ/3tbza0s0/tpebNXU18wQXS2WdTE6Pw+FYTd+xYvSYuKZGOO46amJy9vGqVNGOG9MEHNiVn7952rLghy5dy/5ri0yWk0qKFvTZqYnKqPG5c5Y4NcWvXWk3817/61V5q4NzVxBdeaKO+FFBNTOeGKHFOqqiwYb0++8wOAMXnKXv1VfvydPfd7YBq/P5BYBcyOWq5rMyGcH7vPVUyfLh01VXRGkrpqKOkWbOU0iGHSM2a+bHOyf7lqVOV1kcf2cgfUf/Ml8JvQ6FlIOqSa+J586yDbc+e9qXptGl20Ktbt+h/PpLJkh2Q+N3v7CBu3Nix0jHHSFdeGa3989FHS9dco5SGDbMDuT6sc7J/OVNN/P77dqaw75/5UvhtIFf/mwBRFq+Jp0+30ZHatpV23DFRE5eWUhOT8yevXVu9JpZsSPbLL4/W/nn4cGnMGKV0yCHWmdmHdU72L7/9ttJ6913bTnxqb1jbGLnuf6MIonNDVBQV2ZdYI0fagdy4a6+1D62KisR1Bx4o3X67H8OTkcn1zTfcUL1jgyQ98YSdqXboodEZSmnECBuOr+o8w3362Jkmvqxzsn+5Ji1b+tVehifzPzuX6KELRFFRkbR8udXE//lP4voWLexL4OSaeOhQ6bbb/Nj2yOT65r/9rfpBXEl69FE7U+2QQ6Kzfz72WOnrr22I6mR9+9qIRL6sc7J/uSYtWvjVXmpe/zM1MaKuqMjOzjznHOnzzxPXt2hR+cstSTr4YGpicvTzddelrokfekjaYw/73y8q++fjj5e++kp6/PHKryU+vZIv65zsX66JjzVxGNsYuSBqYjo3REVZme3ckjs2SHaGQlUvvyxdfbV0ySV+DItCJtc1b9hgcwWl869/JUYtyVX7VqyQnn1WWrBA2n57K5rjw4TVZhmXX27/UD7/vI3U0L+/ddJYsSIx9I9PfwOyH3nPPaUXXlBKPXvaezDq7x8p/DYUUnYussONAZLs/TtqVOWODZK0Zk31+774os0xeNFF4W97ZHJ9cnl55pr4gQek/ffP7f559Wqb3/6rr6QddrCauEmT2j/HlVdaJ+V4TTxggNU71MTkTLl3b/tMT2XnnSvXNz60l5rX/0xNjKhbt846+yZ3bJBS18QvvGBTQ51/fvjbHplcn7x+feaa+MEHpSFDcrt/Xr3aapOvv5a6dpUOOqhuNfHVV0uHH241cVFRoiZevtz/moYcXu7dW3rlFaW06672ZbVv7x8p/DaQ0+cI18R0boiKWbOkDz+s/f0ff1w691z7QIv36vJlmBMyuaZcWmojlaSzYEFu2zNrlnT66dLSpYk23Hij9XzfaqvaL7NnT5uHsKTEesiVlfmzzsl+5hNOsCHHVqxQNeefH377spGl8NtQaBmIsk8+qd7ZN5PHHqMmJkc3r1yZOCCUyvff53b//Omn9kVKck18ww3SP/4hbbll7Z+Dmphc13zCCdI771SviZ2LTk0shd8GcvW/CRBVM2ZYXVxbjz4qnX22H9semVzXvGqVjUiSTkNqYqnuj5k50zrcV62J77jDatzaLm+nnaROnaiJybXPJ51k07WtWqVKnLPRocNuX7a2MXLu/0YRROeGqJgzp273X7fO5lhr396vYU7Ilr/5Rpoyxc7GGjrUznryqX1h57ZtrbBLLhKTbbtt7qZdkewfwKptWbpUOu88aeJEP9YZOT/zDjtYZ7Wbb070zO3VS/r97+0stdJSv9rL8GT+Z+cSPXSBKJo9u273X7vW9tmbburXtki2PH++9PrrNmrXQQdRE1fNm2xidfGyZanf39tt13g1sVT5uqZNrfZNVxM/95wf64ycn7lrV+usdvPN0qRJ9t7r1Uv6wx+ss0wUauKq25QPbSrkTE2MqKtrTbx6tZ0R3ratX9si2fK8eVYTV1TYceLtt/erfWHnNm2sLl6+PPX7uyE1sVS3xzRpUr1jg2Tfw4wcSU1MbtzcrZvVxLfcIk2ebO+9Pn2kSy+VdtzRz5q4rtsYmZq4lujcEBXt29f9Mddfb2eq9ehh2YdhTgo9L1tm0xO8/HLi73TDDTZH3hlnhN8+n/Kxx0p33qmUjjsud+3597+lRYtSt2PZMhve77jj/Fhn5PzMnTpJt95qvy9ZYsNJFhVZJzYf2sfwZNHKzkV2uDFAUv1q4muvtQNN3bpZ9mFbLPS8dKn0pz9VHlLz73+3L8lPOy389vmUR4yQ7r5bKTVmTSxVvu6ll6wOSWXJErt9xAg/1hk5P/OWW9rIeVGtiaXw20BOZGpiRF19auIxY+w4cdeuln3YFgs9L1ki/fGPiS8pJauJzz9fOuWU8NvnUx4+XLr3XqXUkJpYqttjXnwx/cl4ixfb/zdHH+3HOiPnZ95qK+n226NTE0vht4GcPke4Jm4SdgNQS3362NnqdfHWW9aTMD68vy/DnBRyvv/+yh0b4u68085ACbt9PuXTTpMOOKD6ujrzTOngg3PXnu+/r96GZAsX+rPOyPmdN9rILr60J5vZhzYUUgaibK+9pG22qdtj3nzTauL40I2+bIuFnP/5z9Rzhd5+u/Tqq+G3z6d8xhnS/vtXX1fnnGOjXeRq/7xwYfU2JKMmJucqR7km9qENZGpi5Id+/ewLrrp4/XX70jz+ZZMv22Ih5/vuq9yxIe7WW23E37Db51M++2xpyJDq62rkSKuVc7V/XrCgehuSUROTc5WjVBP70AZy3tXEjNwQFc2b23Azp5wi/fxz7R/344/S88/bwa8gCH+Yk0LO5eU2NFU6jz4q7befP+31IY8ZY19GfPihDVfcq5f1MN94Y/uCIhftqekLlC5d/FpnZHLUshR+GwopO5fooQtEUfPmdubuySenP2MmlYULbbSls87yY1ss5FxTTfzII9I++/jTXh/ytddaTfzRRzZcca9eNoVHLvfPXbpk3saoiclkat4oZWpiRF2LFlYT//a36aevSuX77+3M8zPO8GNbLOS8fr1NdZvOo49KAwb4014f8vXXSwsXStOnW03cu7dN4ZHL/XNNNXHnzn6tMzI57FzXbYxMTVxLdG6IirIy+5L1uefsbKbPPrM34NFH2xe/V1yR/rFTp0q/+Y0fw5wUcl68WFqxIv3fad48v9rrS95qK5s7bd06+4ctPkxOrp5/4EBps81Sdypq21bq2zf3bSKT8ylL4behkLJzkR1uDJBk79/OnaWHHrKpo+bOlUpK7Oy1WbOkv/wl/WOnTZNOPNGPbbGQ86JFiVE0UqEmTp233toO3uaqJpYqX/fLX9q2lqpTUbt2NtIgNTGZTM0blUxNjKgrK7MRfh9+2GrcuXOlTTe1mnjmTOsYmc60adLxx/uxLRZy/vFHafXq9H+nuXP9aq8veZttrJNvtmpiqW6P2WsvOx6cqlPRpptahwtqYjKZGjgqOcI1MZ0boiK+ww4CG350n32kn36ynrqdOmV+rHM2NcXq1faYILCOEeTc5vJy++BI92Gx+eZ+tZdsefPNpZtusrPlkgvXtm3tn8WVK21+K5/aTCZHKUvht6GQchDYl1BAVMVr4tJSafDgyu/12sw9TE0cft6wQWrWzGrjVKiJ/chS5etWrLDa97LLKndwKCmx61esSJwB4strIJN9ylW3KR/aVMiZmhhRl1wTDxlS+b2++eY1P56aOPxcUSE1aWI/U2nf3q/25muW6vaYlSsTNXHyceKSEum666Tly+34v0+vkUyO0jZGpiauJTo3REVxse0kg8B+Ly6230tK7CyadGeWS9LBB0utW1d+TNVlkHOTDztMeuKJ1H+n44+3f0B8ai/Z8hZbSJMm2cgpCxbYSBIHH2z/hCxZ4kcbyeSoZin8NuQqz58v/eMfNqz4RhtJ++4rHXNM7ttTXNw4tQqQC8XFiZq46nu7S5fMNfEhh1AT+5IPP1x68snUf6cTTqAm9iFL1a/r2tXm637pJemrr2wkiaFDqYnJZGreuuV586Tbb7dhxTfayKbnpCYG6qa4OHNN3K6d7ZtTGTaMmtiXfPjh0lNPpf47URP7u3/u2lV64w2b4uXrr20kiaFD7QRTamIyueHbWKHkefNsiqmPP7aaePBgacQIauJaonNDVBQV2RvcOetVEwSV50e5+mrpnHOqP65fP/sSNtVjyLnPF1xgw4699Vblv9Mpp9gUI6tX+9Ve33PTpnbJ1fMdfrj9vVq1sutWrQp/HZDJUc9S+G3IRZ471w5OrF2b+Ox/6in7h3jCBPuCKBftifBcaoCkRE2c6r3eqpXNw3raadUfN2CAjX4W9mcBOVET//CD9M47lf9Op50mHXEENbEPNbGU/j6HH25nilITk8nUvHXNs2dbTbxuXeKzf8IE6c037ee221ITA7VRm5r4jDOqP27QIGn//cP/LCBbvvBCO048dWrlv9OZZ0qHHkpNXJ+auFmz3O2fjziCmphMpgauX/7qq8QUUXFPPmk18ZNPUhPXAp0boqKsLDEHSjwnz4/Sr590113So49aj8GSEuvUMGSIDf1aWurHHC6FnsvL7QyFWbOsg0N5uf2ddtzR/rkPu311zatW2dkWkyfbULTdutkZF439/C+/LN1xh+0Emja1dThqlP1jxzxRZHK0spSdZZaWStOm2VDZAwfaiCu+vMaiIukvf6ncsSFuyRLbf191FXOpAbURr4nTvdf797e5h+++275AadfORmzYbz+ru6iJ/cgbNlgt9+mn0ttv29/mkEOkHj2iWxN/+KH02mtWE3fvbmdcNPbzv/iidOed9v9f06a2DkeNsoO6vuyfyWRybrep0lL7kmzZMj9r4muuqdyxIe7nn6WxY6XRo6mJgdqoqSYeOFAaP166555ETTxsGDWxb7miwmq5Tz6xmriiwuq57t2jWxN/8IHVxKtW5e448fPP23qcM8fq4GHDpPPOs/rYl/0zmVyoWQqnDatWSdOm+V0Tp6pFFy2Sxo2TrriCmrgGdG6IEuesN03y78m5e3f7RzA+rEhZmX1pkukxNeX5820eqXgP0r597Uyr7bev3/LI9vuee0o775wYqsqn9tU2S9Jf/2rD0sa98opNuzF+vA2d1hjP//TT0pVXJp5zwwabLuKjj+wLwrZtG//v58vfgEzOhyxl53Phb39LFM3OSaeeKo0c6cdrXLeu+pkYyaZMsc4NuVznQJTV9F7faSfbprJdE48ZY9uyc9Jee1lNvN12/nyeRi1LUq9e0i67RLsmDgKbX/eVV/Q/r7xiZ1uMHy9tumnjPP+ECfY+j9uwQXr2Wet4PHZsw2vi+GvzYR2TyfmQpcZ/jgkTpL//3c70jV9/+unSuef6sQ5Wr5befVdpvf66HdOiJgZqp6b3+i67ZL8mnjfPOu5Pm2bTUsVr4m239efzNmpZknr3lnbdNfo18bXX2rS+cS+/bPum8eOtg01jPP8TT9iXhHHl5XaM6KOPrMNDTTVxvO0+rEMyOR+zlPvnfOIJ6cYbEzVxkyY2Is5ZZ/mxTlatkt5/X2m9/rp1bqAmzojODVFRVJR5Wop4lrI3LMnXX9sGH/8QkKRXX7UemBMn2pfXvgzjQs59fuGFyh0b4hYutKJy7NjsP39xsXTrram3ke+/t/aMGsVQSmSyD7miwj4nHn/cvhTs1MmGsT7nnOxuU7NmVe7wJNn1995r/zz/+tfhr5OmTTPv4ysqctce5xI9dIEoitfEudyWv/zS/hFesybRjsmTEzXxZpv59flLzm2eOLFyx4a477+3mviOOxqnJr7tttTbyLff2oHkkSOpeclkH/KGDfY58fjjtn1utZXVp8OHZ/c5P/20cocnya4fN846WR11VPjrxLnM+/ggoCYGaiuMmvi//7WaOHlEwkmTrCZ+/nn7/9unz19ybvOzz1bu2BD33XfWIeb227P//EVFttxUvvnG/mc7+2xqXjI5zBzfxlq0kB54QHrwQauJt966cWriGTMqd3iS7Ljr2LG2nzriiPDXSRBk3sdTE9cKnRuioqwsMUxIPDf2MC/JvZuSLV9uZ8iOGePPMC7k3OcJE5TWG2/YAd1sTxPx6afWizmdd96xDjmN+folf/4GZHI28vz5Nk3O2rV2tvPAgdlZ/pgx0kMP6X8WLLBe87NnS7fckr1t6l//Ulr33ScddFD467ikxEbs+eij1O3s18/ux3BjQM3iNXEut+Ubb6zcsSFu2TLphhukq6/24/OcHE7OVBNPmSL98IOdKZLN558506ZhSmfq1MQ829S8ZHLt8rx5NiT42rU2yuKAAdlZ/jXX2PShcd9+a/uVjz+2mjhbr+H++5XWvfdK++8f/jouKZF2391eeyrUxEDthVET33BD6qkWly61z7Urr/Tj85wcTs5UE7/6qvTTT/Z7Np9/xgz7nyydqVNtVM9My8t2m8jkqOe5c60mLiuzmrh//4YtT7LrrrpKeuQR/c8339h+ZeZM24dk6zXUVBP/6lfhr+OSEhtd6ZNPUrdz772piWuBzg1RkjxMSGMP8xIE9gV1OlOm+DO0DTmcnKmTgWT/3MSnpsjW89d09nOzZo3/+iV//gZkckOyZCOhPPWUKhk40Hq+N2T58+dX7tiQ7JVXrHjr0SM729TXX6d+HklavNg65LVrF/46v+gi6YQTKq9/SWrZMvEFFMONAbWTy223okJ68830bZkyxb648unznZzbvHixMlq6NDEMb7aev0mTzM+ZjZpY8mcdk8mNmSXpppvsjNNk++zT8Jp47tzKHRuSTZliI5DtsUd2XtPs2amfR7K5e1es8KcmPvHE6m1s1Uo67bTctgeIulxuu+Xl9mVXOq+9ZtPK+PT5Ts5trqkmXrZM2mST7D5/TTVxkya12xf4sg7J5DBzEFhng4kTVcl++9nx44bUW3PnVu7YkGzyZOmzz6Tddmv8mvjHH21KCB+m/7nkEumkk6q3sVWrRKcsauKM6NwQFUVFuZ2WomXLzG/sIMj98Gdkv/KOO0pffJH6/dGihc1BXVGR3effeWdpyy1tVIhU9tsvd0Mp+fA3IJMbkidMqN6xQbJRHO66y6Z4qe/yM80bJtkoK7vskp1tatNN05+92qyZ1L69H+t84EDr8HHjjYkRHIYMsdFmtt+e4caA2orXxLnadps3z9weamJyz57SV1+lfn+0bGlzUJeXZ/f5d91V6thRWrgw9fPuuy81L5lc2/zEE9U7NkjWse3uu22Kl8aqiadOtREisvGa2rVLf/bqRhv5UxMPGiQ9/LAdPJ8+3doXr4m3246aGKitXNfExcU1t4mauLDzjjum/1KxVSupc2dp/frsPv9uu9n+LT4qRFWDB1Pzksm1zY8+Wr1jg2Qdcu+5x6Z4qc/yJZs2MZNp02wEr2y8ps02k1auTP08xcV2uw/rfN99pfHjEyO6STaqxNln2zEEauIa0bkhKuLDjTmXyI09lNKAAel75Q4Y4M9QOeRw8nHHpf5iVJKOP95GWVi5MrvPv2aN9PvfS+efX/05e/SwgyLxYXQa6/VL/vwNyOSG5HQjK0hWXJ1+ev2Xv25d+mVL9g9ttrapoUPTzzt+8MGJ52qMdVjX3LOnnRnYqpV9YVpebgehc9k+5yI73BggKVET53Lb3Xtv+2c7FWpi8nHHSc88o5ROOME+d7P9/GvXWk184YXVn7NnTzuQ29B9i+TPOiaTGzOPH6+0xo+30QQaqybesMHum43XNHSo9I9/pH6eQw5J7D9zsU5rUxPffDM1MdAQYdTEfftK776buj39+4f/2UIOvyZO9cWolBixJ9vPv26ddOml0sUXV3/OnXayLw9r2rdI/qxDMjnMnOk48YMPSqecUr/lS1brZVJenr2a+KCDbFrkVIYNs88NX2rinXe2aeqoieulhrF74JXkYUIyDSlSm/vUJo8cmXoagObNpfPOC3+oHHK4uWtX6brrEkNbxo0YIV1wQeM9/6BBdpCpf3/rYdaxo3TmmdJ999l7Mxev35e/AZnckLxggdJauVJavbr+yx84MP2yJfsHM1vb1KGH2pc4VXXrZv/g+rTO47lZM9u/hvX8QNTlets577zUNXGLFtK55/rz2UIOJ3fvLo0ZkxjaMu7YY20UpMZ6/v32s4NM/fpZTdypk535fM89diZGNp7Pl3VMJjdmzlQTL19uHezru/wBA9IvW7KpL7L1mg47zP5Xrqp7d5sKwqd1Tk0MZEcYNXGqaQA23lg65xx/PlvI4eSePW26vrZtVcnxx9t3DI31/EOGSA88YB3S4zXx2WdbTVxUVLvl+bIOyeQwc7qRsiUbMXfduvovP5c18RFHpD4uveOO9p2VT+ucmrhBGLkhKoqKcjstxcYb25Dh//qXNG6cDVMu2QfRJZfYsE+rVvk1dA459/lXv7KzQGbNsrnVunRJDCXZmO+PffaR9tzTepq1apV4vtLSxn/92dzGyOQwc+fO0owZqfc5JSV2WbOmfsvv0UP6zW9sH1LV0KH2T2f8M6Kh21TbtnaW2gcf2FkCpaX2GXHUUTZqQy4+F6KUnUv00AWiKF4T53Lb2W036f77bXjyd96xdgwcKP3udzY9ADUx+YADrLNdvCbedtvEUJKN+f4YNEjq1atxamLJr3VMJjdmTfzpp6n3OZtuavOD17cm3mknG8El1egQBxwg7b579l5TSYmdpfbhh4maeNAgq4njZ2n5ss59yNTEiLowauI99pD++U/70jheEw8aZMeJd9mFmphsZ0wffrjtV5cssWPEXbo0fk28775S7971q4klv9YhmRxmTfzZZ6n3Oe3bS61b2xfwdV2+JG2xRebjxLvumt2a+K67EseJV6+2z4gjj6QmzrOamM4NUREfbsy5RM7FUEpbbWVfGjVtannFCvuAyNYwMeT8yLvvbr33cj1sThhZCr8NZHI28q9/nb5zw3HHJYYEq+/yL7zQOh48+6w0b571nj/kEDurNHkfImXnNfXpY8XwsmW2nyovD38d+5idS3xOA1FUVhbOtrP11valETUxOVPOp5pYCr8NZHIu8ogR6Ts3HH98w2viiy+20Q6fekr67js7xnLUUTYsbmN8TlStiZOng/NlnfuQqYkRdWVl4Ww7nTtTE5NrznvsEZ2aWAq/DWSyD/mYY6Q//1kpHXdc4gSy+m5jl15qnRzGj7dRIrbaSho+PDF9WrZf0y9/aSeqUBPnbU1M54YoSR4mJNMQIjXdpz65aVO7ZGt5ZHJUsxR+G8jkbOSDD7YeuVXPJBs61Ibwq6ho2PKbNLGhwE45xXqElpVZz/340O5sU+F+jgFRFua2RE1MLpQshd8GMjkXedgwq4kffliVHHKIdMYZDa+Jmza1M8WOPNIOrCbXxb6sg0LNQNRRE5PJ2dkXhN0GMtmHfNhhVhM/+qgqOeww6bTT6l8TS/azSRPrOHzQQdTEvuWIonNDVBQV5X5aCjK5MfL69XYWd4sWdgZL2O2pz1BKYbeBTM5WvuAC6be/laZOtZ6bu+9uvVo33jh3Q0qyTeU2O5fooQtEUbwmDntbIpMbmsvKrCZu2TJxcMen9knht4FMzlW+6CLrkDttmg1du/vuieFxs1UTs035lamJEXXUxOR8yWHXxFL464BM9iVfcol06qlWE69ZY6Ow7LKL3V7fmphtzO8c4ZqYzg1RUVaWGCYknhlKiRylXFoq/fWv0tNP29CektSzpzRmjNS9e/jtq+tQSj61iUxuSN58c5uiIqwhA6Xw10EhZecSf2MgisrK/NiWyOSG1MTXXWfTNiXXxNdeK3XrFn772D+TCzW3b9+4NTXDI8MAACAASURBVLEU/mskJzI1MaKurMyPbYlMbkhNPGaM9Nxz0oYNdl3PntL110s77JC79kj+rBMy2YfcoYNN25atmlgK/zWR0+cI18R0boiS5GFC3n1Xeugh+4DZYQebn2aLLey2+H18GdaETJakG26QnnhClfznP3aGzPPPW68xn9pb01BKPrWJTI5ylsJvQ6FlIOqS39tTp9qwid99Z18Mn3yytO22fmxrZHKq/Ne/ShMmqJJ4TfzCC3bWmg/tlcJvA5mcT1kKvw3k6n8TIMqS39tvvy099pjNY969u9XEXbr4sa2RyanyddfZCXDJko8Tt2iRu32BL+uETM7HLIXfBnLNf6MIonNDVBQVJaaluPtu6eabE7d98okdIBszRjrgAL+GNcl1rqiQHnxQeu89W1f9+knHHutP+wo1r15t/2SlsmSJNHGidNJJ/rSXoZTIZLapfM3OJXroAlEUr4lbtZLuuksaOzZx2+efS888I910kzRwoF/bXhg18QMPSO+/b9t9//7UxD7k0tLqnX3jFi+2A7nHH+9He6Xw20Am51Nmm/IrUxMj6pJr4jvvtGPFcZ9/bl8a33qrHRf1advLdd6wQbr/funDD22+9/79pWOO8ad9hZpXrqze2Tdu0SLpxRft78T+mUyOfmYb8ztHuCamc0NUlJXZZfbsyh0bkl11lc0N6dOwJrnM330nnXii9MMPiXXy1lvSSy9J990nNWvmV3sLKX/wgX1YpvPee1a0+tLeTFkKvw1kcj5lKfw2FFJ2LrLDjQGSEjXxJ59U7tiQ7PLL7WCZT9teLvO330onnCD99FNinbz1lh0k/L//k5o29au9hZQ/+EAZvfuujcjnQ3ul8NtAJudTlsJvAzmRqYkRdfGa+OOPK3dsSPanP0lPPunXtpfL/M03VhMvWpRYJ2++mThO3KSJX+0tpPz++8ro3XelI49k/0wm50OWwm8DOX2OcE3cJOwGoA6cs4OS6ZSVSf/+d+JLZF+GNclVvuGGyh0b4mbMsF66YbevkHPr1tX/Lslat/arvTVlH9pAJudT9qENhZSBqHNOmjw5/e2rV9sBsbC3tbDyDTdU7tgQN2OGjeYQdvsKOcfPXEmnTRu/2utDG8jkfMo+tIFMTYz8UVNNvGqVfYkc9rYWVv773yt3bIibPl0aPz789hVy9u04sQ/rhEzO5+xDG8h5VxMzckNUFBXZcGNr12a+3/r1fg1rkqu80UaZC/oXXpDOOcef9hZa3ntv6Re/sNE1Uhk+PDGcng/tZSil8HLz5tIjj0iPPy4tWCBtvbV06qk2lLYP7SOzTUU9O5fooQtEUbwmXr8+8/0KtSZu2jRzTTxxonTmmf60t9By//5Sx47SwoWp/z4+1cRS+G0o5Ny8ufTwwzaNyYIF0jbbSKedJo0Y4Uf7yGxTUc/UxIi6eE1cXp75foVaEzsnvfpq+vUycaLtV31pb6HlAQOkDh2kH39M/ffJZU0s+bFOyKlzcbF1RnrySWnhQqlzZ2riqGW2Mb9zhGtiOjdERXy4sZ13zny/bt0Sw4j4MKxJrvLKlTa3cDrLlvnV3kLMV18tnX66zXeX7MgjpT33DL99DKUUfl63TvrjH6XXX9f/fPmldOmlNpzgGWf41V4y21QUs3ORHW4MkJSoibt1y3y/Qq2J16yxf1DTWbHCr/YWYr76autgUvV/l6OPlnbbLfz2sX8OP69bZ/Xvm2/qf/77X+l3v7NpZ0491a/2ktmmopipiRF18Zq4a9fM9+vatTBr4lWrMq8XauLw8zXXSGedVb0mHjFC2mUX9s9kq4l//3vp7bf1P198IV1yiZ1A+dvf+tVeMttYFHOEa2I6N0SJc9LgwdJ220mzZ1e/fe+9pS5dEgc0fRnWJBe5VSs7m2X+/NTrbrfd/GpvIeZevWwo5BdflD7/XNpkE2m//aRhw+y+YbevLsP0hN2GfM0zZ1bu2JDsjjukww+3ntu+tJfMNhXVDESdc9KgQXYGR6rab8gQqwvD3tbCyG3aZB4ti5o4/PzLX1pN/NJLVhO3bWs18SGH+FUTS+G3oVDz9OmVOzYku/126bDDbJQWX9pLZpuKagaizjmrIR5+2E4IqWr//aWttgp/Wwsjl5RInTrZ6Eep7LqrX+0txNy3r/Svf1lN/MUX9jfbbz/p4INzWxNL/qwTcuX8wQeVOzYku+02q4mT/45ht5fMNhbVHFF0boiKoiL7Uq+oSHrsMeuh9sYbdluTJval3wUXSC1b+jWsSS7zOefYGS6pnHeeP0O8FnLu1s1Gadh4Y+tFXVpqQ6760j6GUgo3v/NO5s/B996TDjzQn/aS2aaimJ1L9NAFoiheE5eU2BfEo0cnOsY1aWJn+vz+9zZSlE/bXq5r4ssuS73+Ro6kJvYhd+9uHX99roml8NtQqHnq1PSfgUFgB3qHDPGnvWS2qShmamJEXbwmbtfOviC+6qrKx4mPPdZG/Ckv92vby3VNfPnl1dedc9K551IT+5B79JB69w63Jpb8Wifk2tXEFRVWE++3nz/tJbONRTFHuCamc0NUxIcbc87egLfeKn31lV233Xa241+2LPxhTMLMBx5oPXLvv19avtyu23xzK2R79LChjHxqLzmaWQq/DfmcM1m/Pvz2kdmmop6dq3lbA3xWVpZ4b5eUSGPH2plqc+ZYvdehg9V8K1b4te3lMh98sPTDD1YTr1hh17VvL11xhXU0pSYms3/2P2fCNhzNLIXfBnIiUxMj6pJr4k03le66K1ET77ij1X6Fvr8YNkz68UeriVeutOs6dLCauGtX1g+Z/XMUciZsw9HIUvhtIKfPEa6J6dwQFevWWeeFILBeNatX2++dOlmP3GXLpJ9+svsm3+ennwor9+8vDR1qnRzWr7ehebfYwopYH9pHjn4u9G2sMfMuu2T+HOze3a/2kv3cpt56S5o82Yaqb9fO9gtHHmkdA315zWHmILD1AkRVvCZOfm8XF9tB3SCg5ovnAQOsk8OCBXbGXps2djCX9UOm5vU/77qr9OCD6T8HqYmjmXO9Tb31ljRpkn3Z2a6d7ReOOIKamJoY+SJTTVxRQc0XzwMH2tRf1MRkX/bP5LrVxA8/nP5zkJo4GjnsbeyNN+w48bff2j5ywAAbBZ+aOPI1MZ0boqK42M5OCwL7vbjYfi8pqZyl6tcVYt5mG+txtGSJH+0h509mG2u8PGSI1KeP9P771T8DTzpJ6tmTbTofcza3qUmT7CyMuPnzpY8/trM1rr7an9ccdi4ubtyaBWhMxcWJmjjsbSkKmZqYXN8shd+GQs1DhtgQzR98UP0z8Le/tVFq2Kajl3O5Tb38cuqaeNEi6cor/VknYefi4savW4DGUlxs72kftqUoZGpicroshd8Gcup8wAE2Pfv06dU/A085xUYlZJv2P4e5jb3wgk1lGjd/vr2ffv7ZamVf1lHYubi40cuWxtB0dPIfFzW66qqrzuzYsWPHM888M7dPXF5uPWmaNbNeNRs22JAhLVtWzkVFla9bt87mIX7tNeudtM02Utu2mZdBJpNrv4350KZ8yvvsY/Mezp0rrVkjdewonXeezZ9eURF++8j+blNBIJ1wgo3aU9V//iMNHmxnaPjwmsPMzZpZHZDDwnXcuHFauHDhwtGjR4/L2ZOi0YVeE9f1vb92rTRlitXE331HTUwmU/P6mysqrCZu2tRq4rVrbcTGUaOkSy4Jv31kv7epigrpxBNtf1nVrFnSr35lw9X7sE6oiZEHIlkTv/aaXb7/Xtp6a2picmFnal5/c0WFNGiQjVo+Z459fm25JTVx1HJY21h5udXEGzZU34d++qlNcb/ZZn6sI2riemHkhqgoK0vMgRLPNc1h8+mn0plnSkuXJpbTooV06602LJcPc7qQyVHLUvhtyOdcXi6de650wQV2W2mp9SZcs8aP9pH93abeeMMO7qTz9NPSxRf78ZrDzM7ZTyCqysrq/t6fOVM66ywbujeuZUvpttts6hoftk0y2bcshd+GQs7l5dbB96KLKtfEq1f70T6yv9vUa6/Z/07pPPNM4n+tsNcJNTFQf2VldX/vz5hhNfHy5YnltGwp3X671K+fH9smmZyv+2dy/fKGDdaZIX48j5o4elkKpw2TJtmJ3+k884z9v+XDOqImrhc6N0SJc4mhXOK/V82S/YwfDEnu2CDZP7nnn2+jObRsmXoZZDI5kd97T3rqKRvW/he/kI46ynqz+dTGfMzxnp2rVvnRHnLjZSk7y8x0EFey2315zbXNkrRwoW0H226b3XUORFld3vvr11tNnNyxQbKDIaNGWceo5s392vbJZB+yVPm6Dz+UXnnFhn7ddlubv5qauPEzNXH+ZCk3z5mvNfGCBXYwtksXamIgri7v/bIyaeTIyh0bJKuJ48eJ48NT+7Ltk8m5yFLdHvPBB1YTL10qbbeddPDB1MS5yNTE0c1SOG2oqSaOj37kwzqqbZaoiZPQuSEqiopsqHbnbMiQIJBatbLCMzlLdt3UqfZlbCpr1kiTJ0tHH516GWQy2fL48dK99ya2nenTpeeek+64Qzr0UD/aSCZHPcf3Ww1d5oABmfej/fvbftSH11ybPH26zf82e7a1v0sXO3tzr70atvz4P4RAVMVr4tq+9996y+YYT2X1aquJjzzSn22fTPYlS4nrbrlFuuuuxLbz4YfS449LY8daJwdf2kwm+5yTt6nGfM6BAzPvR6NWE3/4ofTnP9tw1JLVxBdfLPXtS02MwlbXmvj116XFi1Mva9UqG/XlsMP82fbJZB/3zzfdJI0bl9h24jXx3XdLBx3kz2sik33KddnGspn32SfzfnTAgGjVxO+/L40enaiJt93Wpmfp06dga2I6N0RFWVlimJB4zjTMy9dfZ17enDnhDXuyerUV1QsXSh07Wg/HXD4/mVyb/OmnlTs2JPvjH6W997Y5v3xqM5kcxSxlZ5nt2klHHGHTT1S13XbSvvv685pryp9/Lp10khWZcXPn2tnn118vDR1a/+U7F9nhxgBJiZq4tu/9eAehdObODbcmnjJF+uEHqVMnamKyX1my62bNqtyxIdkf/mCd7pzzo81kss9Zys1zbraZfUH57LP6f/bOO8yJsmvj9yy7GSDbpUoHKVLFCghIUYqKBQugYC9YP19BRey9l9eOFezSBERQRHxtiAUsqAhIR6WzsGHZZEu+P26HSd9kN8k8k5z7urjYXzaZnJnNM3PnmfOcE6S2be3VovS334Dzz/ffh3XruPr84YfZK7m62xdPLLK74u2J16yxbqzv20dPvHWreGJhda/Pv/zin9hgyOsFbrwROOYYsgr7JCysEgPWxNCgARPx585FkDp0sFeL0l9+AS66yH8f1q4FrrwSeOwx4IQTqr99G3tiSW6wk3zLhFRV5qVFi8jbatHCmjIqixczw8i3382LLwKvvEIDm+x4hIXD8bx5CKu9e1kdpW9ftWK2C1dWMsFp3jyWRDz2WFaSycpSIz7h5DIQv23eeiuzT2fPNsuPHXcccMcdNG4ejxr7XBVPmmQ+FqjJk7kioKbHXCSys2L57DdvHnlbzZtbM9a//BK4+27/L5EvvcTEysaN1TgXCac3A/z/ww8RVnv28Ptd795qxGw3rqjgzZx584DiYnriM84QT5yqDCTvPW+/nS2X5swxPXH//vb0xOE0eTIweHDN/yYikZ0Vy2df1XniL74A7rnH3xO//DLniRs2VONcJJzaDET3mlA3SA0VFQFLljDpV4V9shtXVLB6zPz59MS9e9MTZ2aqEZ9wzRiwLoa77gLq1qUnLi3lYwMG0CtnZaWOJz7++Jr/jWwoSW6wixyO2NpSDB7MydqNG4O3lZsLnHUWV50ns4zKli3ALbfwxqav/vqLq1Fnz05OPLVqsVdsZqY6ZWWE1eOSkshj0u22V+kiVbhOHa7y++gj81h+8QXwzju8GFsdn7D9y5ONH8/qKnv2cFLXuNaptM9V8bJl4c89f/zBfUrDcmMiEQDTE0f72T/xRKBpU2Dz5uBt5eUxuU7TkjvW//mHbWcCv0Ru2sSexzNnJieejAzxxMJVX5+r6lUqnrj6nvimm4AFC8xj+fnnwNtvA1OmWB+fsPqetyq+4QZ64r17+XkzrnUqHZOqeOnS8Oee33/n9Us8sShdFasnPukk4P776UMDVVBAT5zssf7XX/TEgdq4EbjuOmDaNPHEwupcn8UTJ4Zr16ZnWbjQPJbiiVOLox1jieIbbwQmTkxdT7x8OT1BGnpiSW6wizwes0yIwVWVefnvf4HLLwe2bTO3k5sLPP00b/C73Ykvm7JlC1tkZGYCP/0UnNhgaPVq9o1p1Spx8bjdzPx95x1mVALMqLzjDqBlS3XKzAirwZ07s29aOHXsaH2MduRp0/wTGwytX89syjvvVCteVdjtppHZu5fnLavjiScD8d9mQQHLj7ndPN9bvY+xcu3a4ROsNI1Z7fv2pV25MZEIgOmJY/nsP/UUPfH27eZ2cnOBZ57hZGYyPPE//7Dcb2Ym8OOP/BIZSn/8wd6tLVok1hO/9BLw3numJ+7Vi564RQt1zoXC1jLAxzp1QkSJJ64ev/eef2KDIcMTGyvsVYlXFS4tZRKoHT0xkPz3tLsnrlPHv+qnr2rVAsrLxROL0lfV8cRPPw2MHQvs2GFuJy+Pnjia18fTE2dlAd9/H37/fvuNnrlp08TFU1rK1bBTp3JxBMAqSnfcwQWDqpwLhRPLQHSv6dyZc5rh1KGDOvtkJ37nHf/EBkPr1rGqy623qhWvKlxaynni4mJ+l7c6nkgMWB+D3T1x3br8/hNKRgWKNPTEktxgJ/mWCYmmzEubNsBbb7FP6qZNHMDduwONGkXeRrz49deBJ5/kTZhotHkzkwwSFc+kScDzz/u/5zffABdcwNI0tWsn9nikMq9aBaxcyWPYp4/18cSDhwzh5yVUVvvAgUzE8XjUitkOHCqxwdBnnwHXXw/k56sTrwo8axb7ZxlftrOzgXHjWKJNhfgCeft2nlN/+43m6+yzgSOPVLM8mao8dCiv36E0cKCZ6Jhm5cZEogOK9bN/yCFc+bF8Of1msj3x5MlMsIjWE//1FydUExXP888HlzVcvBi48EJWUtN1Nc6FduSVK5m0XacOJ8etjqcmDPD/k0/mZ+bvvxGkQYPMhBgVYrYTz58ffDwNLVoknjgUz5wJPPGE6Ylzclix6/TT1YgvkLdv5zn199+5MmrIEHPyWZUYVechQ4B330VIDRxo/iyeWJSuivWz364dbyT+8gv9ZsOG9MQNG1Zve7HyK68wkSLcwrdAbd4MNGmSuHiee44Jv776+mvTEzscapwL7ch28sRAdK8ZNoyeeMsWBGnoUDMhRoV9shN//HHw8TT0ySfAf/4jnjiQZ8zgPTfDE+fm0hOfdpoa8QXyzp1M7P7zT/4tBw4EevRQK0bVefDg8MlVAwaYP6eZJ5bkBrvI4YitLYXxWEEBL7BOJ+ByMTMnGWVTFi7kzbhY1Lp14uKpqABefTX0+27ZAnzwAXDOOWqUmbETl5YCl10GfPuteTzbtAFefBE4+GDr46spT5oE3Hef//4NG8Ye2arEaDcuLo58HigvVyteq/nHH9kHzFcuF1f05eYCxx2nVrzr17PNkO/fec4cJmNccoma5cmSxbVrM2Hhrbdo7Nu2BUaPZi/BwOdfdRVvNK5b5/+3b9gQuPbamsWjaWaGrkhkRxmeONbPfkEBW1Qk2xN//DFvxsWiRHri8vLwnvjvv4F585iUpsq50y68fz/LXX73nXk8DzmEE+aNGlkfX3UYMB97/XW2UDDKYWZk0BPfdZdaMduJXa7I54GKCrXitZqXLmWFN18VF3N1bV5eaD9lJa9dS8/m+3eePZtl1seNUyNGKz3xm28y6XDnTt5sHTOGiR+Bz7/mGn4XD/TEjRuLJxaJauKJTzop+Z543jwm+8aiNm0SF09ZGfDaa6Hf96+/mIR45pnqnDvtwiUlvMn6ww/m8WzbFnj5ZSaYWx1fVZ63qte88QY9sdFKNCMDOOUU8cQ14armicUT+/P33/Pz5qu9ezl3XFDAymYqxbtmDXD11f5tXaZOpR++7jo1YrSKdZ3fs999l62R2rUDzjuPiR+Bz/+//+Pffv16/7/9wQentSeW5Aa7yCg3pmkmq1rmxeFg9mssateOJU337ElMPMuWhS9nCABffknTqkKZGbuw280L0W+/+R/LNWuAUaN4Q9PtVife6nBeHielt24F/vmHN5MLClgCs7qlftKdW7cGNmxASOXm8gJrlEJSIV6r+eWXQx8rgMk3Rx6pTrylpezrG+qLyWOPMdaDD1b3upVIzsriTa85c8xj8sMP/HfppZy49X1+QQGzmqdMYaZ6RgbQty/PrRkZNRsjmmbbcmMiEQDTE6swthPhiQ89FGjfPnGe+PvvOZkbTp9/zhUfqhw/O7DbzVX2K1b4H8s//wRGjuS5v7RUnXijZcB8rH594PHH+fiePbyeA7wmiSeuvifetAkhlZ/PySbxxCa/8kroYwXQE3fvrk68+/ezr2+oBJYnn2QiRtu21h9TqzzxuHHAhx+ax+T77/lv7Fjgyiv9n19QwAlfwxNnZjK5e+RIf08rnliUjrKbJw6spFuVOnViomiiPPGSJUz6DafPP+dNa1WOnx3Y7ebNylWr/I/l6tU8b8+apaYnBqJ/TYMGTFwP9MSaJp64uty6NROKQqmwkBVhxRObHGme+IUXgK5d1Yl3/35gwgT/xAZDjz1GT9y6tfXH1CpPfP31TPwz9N13/HfllfTFvs835oknT+ai8sxMoF8/nluN51U3Hht7YklusJN8y4RUt5RSZSXLXM6bB+zezS/VF1zA0knxLJsSOLkXSc2bmz2P4/X+gazrkWPQdXXKzNiFly8PTmwwtG0bP2MDBqgTb024WTOumN61S52Y7MojRrD9RCiNGcOLu0rxWs2RzqWrVvHLuCrx/vILQrZxMTRrFnDFFcGvB9TZh0TxTz/5Jzb46qWXmLTg8XD1Wn4+/+XmApdfDpx1Fk2srvM5xnmoJvGIRHZXPMZmZSXw6adclWV44gsv5DU/nueClSuj36/mzdkLOZGeuHbtyDHUrq3OudMu/PPP4a/XW7eyJddxx6kTbyzXisDHmjThBFS8rkfpzCNG8MZJKI0ZwwkrleK1mn//PfSxAjj+KivVifenn0KXrDY0ezZwww3WH1MreNky/8QGX73wAido9+/n+aWggJ44L48TvGefLZ5YJApUPMZmRQVvlMyfzz7k7dpxnjienriigje4o1XLlqzyYKUnrlNHnXOnXXjZsuDEBkP//MMktd691Yk3kuetisUTx4/PPpuLTkPpvPO4wFCleK3mSPMLv/1mfXy+vHQp27SF0+zZvMGvUszJ4qVL/RMbfPX88xwXJSWcq/L1xFdcwe+R4okBSHKDfeRwVK8the9zKiuBRx8NzpKfM4fZ8PEs99WwYfgv9AUFXMmweTPN8pAhHJwuV+LKvPTsyZKw4WI67bTqlXNLZ16zJvJnds0aZjmrEm+8ONIYE66ajzySyUx33MEbuQCN6iWXMDNx/3614rWaCwuBHTtCjzGnkzfAVYl3797I54Tdu9N3TH3xReRjc/755urNrCxOJt1yS2Li0TQzQ1cksqMMT1yTsVBRATz8sH/P+++/Z5uy994DWrWK39irXz/8F/rCQla82byZiQ2DByfeE/fqFTkm8cSx859/Rv7MrlnD8s+qxCueVw0++mjeuLnrLn9PfNllvJErntifCwroJUMpNxfIyVEn3qo8cVFR+p5nwyX0GBo9mtdEgNf7Cy/kdVI8sUgUrHh54gcfBBYsMLdreOKpU4EWLeIz9urUoe/dtSv0vtSvz6Svv/6iJx4yhOf2RHri3r2Bgw4yr8GBEk+cGE88ZIg68YrnVYN79mRlq7vvNs8RmZlc7HPppeKJAzkvj1VDQik/3/r4xBNHx+EWfgJ8jq8n1nXgootYBUM8sZ8kucEuMsqNaZrJsZZSWrAgdJa8ywX85z/AtGnxK7Ny2mnMvA+l005jj1a3myexysrklG669Vb2+AlU3778p0pZGrtwXl7wsfRVQYFa8SayXNmuXcCMGVw15HQyg65HD3ViVo379uVF/NtveXOlVy8mH7ndasSnEg8axH60oTRsGLM4dV2NeFu3Dh2noQ4dYr9upQpHaosE+JelLitjNQevl+0q4h2Pptm23JhIBMD0xDUZCx9/7J/YYKi4mJ74vffi64lfein0vgwfbo0nvu029mUMVP/+nOhV5dxpF67KE+fnqxVvTTxvVbxzJz3xH39w0mTECOCYY9TZJ9W4Xz/+W7KEyaziicPz4MFckBFKw4ZZH58vt2kTOk5D7dtbH6OqntiYxDVeM2kSr41XXy2eWCQKVDw88bx5/okNhvbu5Wrad96J39gbPjx8OfXhw7k4yvDEFRXJ88TXXRccz4ABvOGqyrnTLlyVJ87NVSvemnjeqnjHDnrilSvpiUeNAo46Sp19Vo0HDOB30W+/5fcJY5GqeOJgHjSI9/BCSTyxfbgqD+rrid1uVnPwelm5QTzxAWVYHYAoBvmWCYlUUiTcc+bODb/t1auZYRnp9bHw2LG8aAeqSxezZ0yyy7707Qu8+CIwdChLnHXpQhP7+ONcJaNKWRq7cJ8+kY3rSSepFW882fexn37il7BJk7g6e/58rrp+6im1YlaNHQ5OdvfqxUQYq+NRlUeP5rkqUO3bc5LP6vh8uVkzlt0Opdxc4PTToxtTqcg9e4Y+LpE0ZQpvtCYiHpHI7qrpWIjkiVeuBNati9/Yu/JK4Igjgt+nWzeu0I7H/sTK/frRtwwZQk/ctSuTOh59lOV/VTl32oWPO46rxkNJ0+ztiWN5zY8/0hO/+CI98bx5rEz0zDNq7ZNq7HAwKVo8cWQeMwbo3BlBOvRQnmet/dQwxQAAIABJREFUjs+XW7Tgd+VQys3lTTyrY7SKe/UKfVwiacoULshJRDwikd2VSE/8++/A+vXxG3tXXgkcfnjw+3TvDlx8cXz2J1YeMIAL8wYPpifu1o1JHY88Ip64Otyvn1kJIVCaBpx8slrxVtfzVsXLltETv/SS6YnHjOHNSZX2WTXWdXrinj3FE0fi888HOnZEkDp1MlsBqxJv69bhvV9eHheCWB2jVVydeeLJk5mYkIh4bCqp3GAXORw1b0thZCOGU2lpfMuavPYaL+BLljB54NhjeZHKy7Ou7MvhhzPJwenkF+R9+/gclcrS2IkfeIDGv7TU/7P0yCP8YrBvn1rxxrtcWXk5cP/9wfsPAM89xy9KLVtaH7OwfblBA+Ctt9ibcP58ruofMIBZ38ZqBpXivftunhc++sgcCy1aAM8+y6zrUPFGum6lCvfvz2vg119Hf90vKwPWruWXFik3JhKZMjxxTcaCyxX5PfbvZ8JWvMbelCmsnrZkCUts9u7NBL/cXOvOTUccwZvyvp7Y6VTr3GknfuABYNy44FXJjz7K8sqqXa9j9bxVvaa8HLjvvtCrsp95ht6leXPr90nYvtywIauZLVhAn1lWBgwcSE9cXq7eGLvnHn5P9F0R3bw5yy43a5bYUusqs7Ea+ptvor/uezy8wdq+vXhikchXyfDEpaVAkybxG3uvv2564qwsJoIdfbS1nvjII3lTXjxxfD1x4Crgxx8HmjZV73odq+etisvKgHvvDb0K+r//5Wctnt8zhdOPGzViVZ2PP6bPLCsDjj8eGDlSTU98//2cK160yBwLLVvSEzdtmr6e+IQTeP377rvor/ulpcCGDUDbtuKJ/5UkN9hFRrkxTTM51lJKnTqF/xKZlWXejI5XWZOKCk7cDhnCx4zyYsYFXpUyMMLV506dmOn9wQdc6Zifzwmm9u1Tt3QUYD62ZAmwdSvCasYMViqxOmZh+/NJJ9GsFhUxg7myUq34DAbYx37cOOC333ht6d2bpincOQFQax8SxU8/DTzxBMvHlZayr2heXuS+lLou5cZEokAZnrgmY6Fz5/BfIh2OxHjiHj1YPUw8cWpyly6crJ8zB1i1itfqUaOAdu3s64mB6F+zeDFbjYXTzJnsmWv1Pgnbn08+mZOBhieuqFArPoM1jclNW7fSEzscTFgtLORzVYjRKn7mGXri6dNNT5yby17s4SSeWCQKVrw88dKlobdfu7aZoJloT1ynTny2L2w9d+1qeuLVq3mtPucc3oxT1RMD8dvmV1+xrUI4vf8+K5VYvc/C9uaCAlYHGTzYHp74jjuA8eNZITMvj0kN4om5MPbxx3n/yO3mAsfsbC50CyfxxH6S5AY7ybdMSKQSIuGeM2IEVzuUlARve/RofqHctavq9xAW9uX69Vn2yOPh5yfVS0cB5v979iCidu9WI2Zh4WRzs2ZcYbdrFw6oOtetVOK6dYEbbmDbmtq1aeQ/+oil4EOpdWugQwfzPBLPeEQiu6umY2HkSK522L8/eNtjxvALpXhi4Vi5fn2WXE4VTwxE/5qiIkSUeGLhdOVAT6xCTFaz0wnceCNw4YWmJ543j8nRodSmDW+KiScWiYJV07EwahTw7ruhKy+ddx7Hq9utxrlD2D7coAFw1VX28cRA/LZZ1TxxUZEa+ywsnEwGWAWodWvzvGB1TCpwdjYwYQITngxPPHcu545DqW1b+mLxxAekRHKDpmlnAjgOwGEAugHIAfCW1+sdHeN21gNoEebXW71eb6OaxGmpHI6at6Vo2pT9de+5hyuKALaLGDMGuP32+LelEBZORfYdY127Rh633bqpEbOwsMoc6bqVipyXx8ecTmZZDx7McnK+qlOH2bsOR/zfX9PMDF2RchJPHIUMT1yTsdCsGfvr3nsvVxQBbBdx3nnAbbcx6cHqc4WwsNUMRP8a8cTCwuJ5a+KJhwxh0u8nn/ifO+rWFU+cphJPHIXi4YlbtKAnvu8+s6JgZiYT8idOFE8snB4MxG+bVXnirl3V2GdhYbuOsVRkX0984omcI1640P/c4XSKJw4hJZIbANwKmlUXgM0AOtRgW3sAPBni8SoaiSkuo9yYpplcnVJKzZuzJPbGjSyTdNBBNLNut1plWYSFVWXAfKxBA/ar/vxzBKmwkGVTVYg53Tgzk3+Tjz/ml/H+/Vn2sLJSjfiE/RmwPoZ48fbtLLG7axfQqhUwaBA/d+GeX1bGLN3jjwfmz+fr2rXjZFLr1okp26hpti03liYST1yVDE9c07HQsiXH64YNHHv16tEnl5Zafy4RFlaBgehf07gx+2Z/+SWCVFjISRoV9indODMT+Owz3jDevx8YMIA3kcUTqz+m7M7btpmeuE0beuKKivDPLy/njdRBg0xP3L49PXGrVuKJ01PiiatSvDxx69YsiS2eWDhdGYjfNps0AY49Fvj6awSpXj3xxFZ64kWL6IlLS+mJhw6lN1EhvlRnwPoYVPDEhxxCr1teHtkT33IL2/B99BGrvRieuGVL8cQBUiW54T+gWf0TzMz9rAbbKvJ6vXfGIyjl5FsmpCallACWMWnRQsrACAvHyoD/YxMmMNNt3jwcUNu2wGOPMfNOxlhy2eMBrrnGf3J9/nzgrbeA55+3Pj7hqseUCjFVh5csAcaO5RclQ48/Dtx/P9CvX/jXaxrN7bBh/Pwmo2yjSGWJJ45G8RwL7dqZY0+Fc4mwsCoMxPaaiROBp56i7zLUrh2vhdL+MPns8QBXX83ez4YMT/zcc9bHl44MWB9DMnjxYrboCeWJjzsu/OvFE4v8JZ44GoknFhaOz+c/ntu85Rbgv//1r9DZvj3nibOzZYwlmz0e+pLFi82/x/z5bFP57LPWx5cODFgfgxX85Zf8Pubb+snwxH37hn+9pjEh/dRTxRNXISWSG7xe72fGz5qmWRmKunI4at6WQlhYOP6llOrX54XpzjuBn39m6czDD+dzXS41Yk4nnjUr9KrBn3/mRO5116kVr3BqXLfKymhYfSdxAWbD3nYbK4moEq+mmRm6IuUknjgKGZ7Y6rEkLJzqDMT2mvr1gSeeoCf+5RfxxFbzzJn+iQ2GfvqJrSqvuUateNOBYx1TdmS3O7QndrnEE4tiknjiKCSeWFhYzetzgwZMbigqApYv5+Pdu4sntoqnT/dPbDC0bBnw0ktMfFAp3lTkeI8xO3BpKXDttf6JDQBQXCyeOI5SIrkhztI1TRsNoDmAfQB+AfCF1+utsDasGsrjMcuEGCxlXoSF1SmllJsLHH00zWtZGR9XJeZ04tmzEVYzZgAXXaRWvML82eoYasqffsovqaG0dy/w4YfAmWeqEa+RuS5KB6W2J7Z6LAkLpzoD1dtGXp54YhV41iyE1fTpLG2qUrzpwID1MSSaP/kEKClBSO3Zw5WSp5+uRrziidNJ4omFhYWTf33OzxdPrAJH8sTTpgHnnadWvKnIgPUxJJuNVtmhVFTE359yihrx2tgTp2JyQyMAbwQ8tk7TtAu9Xu/nVgQUF7nd/OB7vcyqKSlhz5ZABqp+jrCwcPVZxpjavH17+PPo/v0sl3z11Zx4VyFe4dQYU+vWRb6Gr1vH7FwV4vV62f9clA5KbU9s9VgSFk51BqyPQTgxnnjfPuDpp7lSTTyxjCnxxKLUl3hiYWHh9L4+pzuHU3ExW1OMHctFi6rEm2qcjmNs/frI13DxxHFRqiU3vAbgSwC/ASgG0BrA1QAuAzBf07SeXq/352g2pGna0jC/6hCPQGOWrrO3itfLn3WdPxcU+DMQ/JiwcCiuqABWrAD++IOZpI0bqxWfqixjTG1u145l38Jp1iy+5qGH1IhXODXGVMeOka/hHTsCOTnqxKvrNfclItX1GtLBE1s9loRTgysqgN9/BzIygGOOARo1Uis+qxiwPgbh6nO7dvxch9PMmXzNAw+oEW86cDqMqUMPjXwNF08sSr5eg3hiYeHouLzc9MQ9egANG6oVX6IYsD4G4cRx+/a89xFO06bxNffeq0a8qcjpOMY6VGENDj1UPHEclFLJDV6v966Ah34FMFbTNBeAcQDuBHB6suOKixwO9lLTNGbVeL3Sw0a4+vzpp8BNN/mXUR82DLj5ZjXiU5lljKnN558PjB8f+Xw6ezbwn//wi5rV8Qqnxpg68UT2VNyyJfjz1rgxMGiQOvHauJeaKHqlhSe2eiwJpwYvWED/a5TLBIDTTqNPViE+uT4LV5cvvBC44YbI59P336cnrl/f+njTgdNhTJ18MivlhVol2aQJcPzx6sQrnjgtJJ5YWDhK/ugjYOJEruI1NHw4vYQK8cn1WbgmnvimmyKfT6dPB667DjjoIOvjTUVOxzE2bBgr5YWqpte0KTBggDrx2tgTp1RyQwS9AJrWvtG+wOv1HhHq8X8zdQ+PU1zRy+Mxe6AYnIgeNtu2sRzP/PnsE96xI0vz9O6tRg8Y4Zrz6tXAVVchSB98wC9Gd96pVryqMWB9DMLh+aijeJPioYeAykqE1aefAmeeaX28wvzZ6hhqygUFwKRJvF7+8w8OqH59oEULYPBgmsehQ/lPeqmJrFPqeOJEj5Vt24BnnqEnLi4GOnXiGD/2WHXOPcI141WrgGuvRZBmzaInvu02teKV67NwLHz00cCECfTEXi/CatEi4PTTrY83HRiwPoZkeOIXX+T10jfpt2FDoFkzJvzm5ABDhjA5WDyxyDqJJ46Wt27lDZqPPuICqY4dgSuuAHr1UufcI1wzXrGCN3YDNXMmnztxolrxyvVZOBbu0QO48UbgkUeq9sSnnmp9vKnIgPUxWOGJJ03i9XLrVhxQw4ZM+DU88dCh4olroHRJbjBSZJyWRlFTaZp5EjZ+DmSg6ueE423bgBEjOIFr6IcfgEsuAZ58khlFsWxPWE1+802E1ezZXPVeWKhOvKoxYH0MwpF55Eiez155BWFlVMJRId50Z8D6GOLB7dsDH34IfPwxe5+Wl/Pa6Zulu2oVVwm//jqNpJXHXJSuSi1PnKixsnUrcPbZ/hWuvv+e/55+GjjuOHXOPcLV5zcC22/76P33gXHjrD1XW82A9TEI14xHjeL57LXXEFaZmerEm+oMWB9DMrhDB2DePNMTl5XRE/tO7K5cyWTzyZPFE4usknjiaPjvvzlPHMoTP/MM0LevOuce4cR44pkzWeUplT0xYH0Mwonlc89l0uXrryOsZJ5Yxli8uWNH0xPv2QO43az6G+iJFy0CXn1VPHE1lC7JDT3+/X+tpVHURA5HYttS1KoFjB7tn9jgqwcfZAlBq8ukCNec10YYBhUVvBHXrJk68arG1R1jwsnlM86InNxw4olSwlEVTrUxdcIJ/Pnkk3lODdSKFayUc+ml1sSnaWaGrigdlTqeOFFjJSODkx++k7i+evBBoH9/6881wjXnNWvCf87Ky4EdO7iqQpV45fosXB0ePjx8coOmiSeWMZV4T3zSSaEr6v36KzB3LnDxxeKJRVZIPHFVrGmcJw7niR96COjXz/pzjXDNOdI8sccD7NoFHHywOvHK9Vm4OnzGGeGTGzIyWFVKPLGMsUTwoEFA3br83uX1Bn/+fvmFSRAXXiieOEbZLrlB07QsAG0AlHm93jU+jx8KYKPX690X8PyWAJ75FyMsWVdcRrkxTTM5nmVe5s71zxoK1JYtHGhNmlhf1kW4ZlyvXvDf11e5uXyeKvGqxoD1MQhXza1bs+3E9OkI0lVX8ULudqsTbzrw4sXAe+/xsY4d+cWiTh3+TpUY48WbN0e+aTZ/PnDOOVJuTFQjpb0nTtRYmTMndF9EQ3/9BSxfzgk+q881wjXjevVYUSecsrPT2xMD1scgXHNu25ZtJ95/H0G65hpOtIknTu6Y+vZbfkfZuhXo3Jk3Dw86SI0Y480bN0a+afbRR6y6J55YVAOJJ07QWJk1C9i5M/z7b9oE/P47S2xbfa4RrhnXqwf8+Wfw39hQ3bqp7YkB62MQTjy3a8e2E7NnI0j/93+cnxRPnNwx9s03wIwZrL7cpQsXmaSqJ163Dli/HmH10UesHiqeOCYpkdygadppAE77Fxv9+39PTdMm//vzDq/XO/7fn5sAWAFgA4CWPpsZAWCcpmlf/Pu7YtDcngSgNoB5AB5N0C4kR75lQuJd5uWbb6p+/4qK6LcnrC6fcQbw5ZfBf1+AfagKC9WKVzUGrI9BODq+9VagZUtmP/7zD9CqFTBsGFewqRBfOvGTTwIvvIAD+vprYMoU4OGHgcMOUyPGeHJVptDttjY+kbISTxylEjlWFi+u+v0rK9U41wjXjM84I/zf+9hj2SdTpXituFZYHYNwfPiOO5j4O28eFy20asXJ3dNOUyO+dGEAeOIJ/0oa330HvP02fXLLltbHGG82PG84iScWhZF44iiVyLHy9ddVv7/ME6cGDx8OLFkS/PcFgD59gPx8teJNxLXA6hiEE8+aBtx1F9CmDRccGZ749NOBU06xPr5UZiD4sUcf9a+kYXjiSZOA5s2tjzneXNU8sfF78cQxSYnkBgCHATg/4LHW//4DaELHI7I+A9AeQHcAxwJwAigC8BWANwC84fXa+C/lcCS2LYWxejacnE6gWzcONJXKugjHzoMHsxz6Sy/5/41btwZuv936+FTn6o6xZLDLxez5ykqu0rI6HhV45EjgkkvM47Nvn1rxpQP/8Yd/YoMhjwd44AGukrY6xnjzQQfxX7iVLscea118mmZm6IpUlHjiqmR44kSNlao8cXY2VxWIJ7Y/n3giVxwGtrFq04YJklbHZzUD1sdQU0/s9QKHHGJ9PCrwqFH8Diie2Dr++efQLUJKS4FbbmFfc6tjjDd36sREsd27Q19Te/USTywKJ/HEVclqT5yby+ozbrf15xrhmvGwYWyfGXiNatOG1yer4xPPW30uLqYnNv6eVsejAp9zDnDZZeKJrRxjq1aFbhGyfz/POTNmWB9zvLlzZyAvD9izJ/Q1VTxxtaREcoPX670TwJ1RPnc9AC3E458D+DyecSklj8csE2JwPEsp9e8PTJ0a/v2vu44fdhXKuAjXnMeNAwYM4ARKZSVw1FHAwIFASYmZKaZSvCoxYH0MgaxpvEn89ttAWRl/16MHcNttvGBZHZ9wenOoMsiGtm7lqtmBA9WKOR58zTXAnXcG73N+PnDWWXyeFfFpmnmeFykn8cRRyPDEiRor/fvzy3Q4jR8vnjiV+IYbeA16/3164qOPpkcWT8yfrY6hOjHfdx/wzjtAeTm5Vy964rp1rY9POL05VBlkQ3/9xVWz/furFXM8+OqrgXvuCd7nwkLxxKKwEk8chRLtiQcMYGuKcBo/nt5JlXONcM34ppuA44+nJ/Z6gWOO4WfAOEdbHV8iGbA+hniz1wvcey/w7rumJz72WHriOnWsj084vRjwfyySJ960iVUc+vZVax9qygUFbJN9//3B+1xYyAo64oljlhLJDaIo5VsmJN6llI47jv8+D+H7zzoLGDOGH/JotyesPnfqBDRuzJOrrvsbIBXiU5UB62MI5PvuY6KKr5YsAS6+mKsRU72EnLDaHC4r1dDevdbHmAgeOZKPPf88kzgAlnQcO5ZVHWI9hvv383XxiE8ksrsSOXYHDOBYDdXCa+RIsze4Kuca4Zpz587AwQeLJw51rbA6hlj5nnuCJ8sWL6Ynfvll8cTC1vLevYio4mLrY0wEn3su+YUX2FMZ4IT12LGxt/8RTywS+SuRY3fgQN4MDdWe4txzzd7gqpxrhGvOXboATZr4e2KXS534xPNGz3ffDXzwAfz09dcyTyysxhiryhOn6jzxeecBmZmcJ96+nb/v1w+4/PLYPXFREau/pbknluQGu8jhSGxbCqcTeOYZlqCaO5dlA9u1Y/nK449Xq4yLsLBKpZSsjqm4ODixwdCWLcD//kfz6nRyon7ePJZgLiwEhgzhOFdpf4RTjw87jP3swumww6yPMVE8YgTLnhuGMyOD4zDa12/bxi+lixbxWOXm8rp87bVpWW5MJAJgeuJEjt3nngNefZWeuKgIaN+eY2/gQDXOLcLC6eh5q+K9e8OvAvr7bybxX3ih6Yk//JAlmA86iG37xBMLJ5q7duV3s3Dq2tX6GBPFo0YBJ5/MxIT69elHY/HEW7eyT/Znn/FY5eWJJxaJkuGJn3+eN0LnzaMn7tCBY2/AADXOLcLC6eh5q+I9e4ITGwz99RfwxRe8yep0Mnll7ly2k61Xj/PEhxyi1v4I258Dx1jXrqEXkxjq0sX6mFX1xFu2AHfcYS5QT3NPLMkNdpHHY5YJMTjepZQqK4FTTwUuuICPud00r6lefkpYOBYGrI/Bl3/8ERG1dCkrr2zaxP+3bDF/9/rrwOmnm6XzVdgf4dTjoUOBSZOAXbsQpP79mTGeyteZ/fuZgVurFq+r0b6+pIRjdsMG83jt3ctj6XKxnGB14tE083iLRHaU4YkTOXYrK4HTTuONUPHEwunKgPUxxMLLliGili7lStONG4HRo80V5AAwZQpw5pm8tqqyP8KpxwMH8vtXURGCdOKJnJxM5euM4YkzMmLzxPv20RNv3Ggerz17WAmipASYOFE8sSg9lQxP7PWyVPbFF4snFk5dBqyPIZ78ww+IqKVLWY1wwwZ6YmMFOQBMnsyqLLfcos7+CNufAf/HTjgBePPN0JV+hw3jwq5Uvs5U1xO7XByzmzebx8vwxKWlwIQJaeeJM6wOQBSDfMuERCopEs1zhIWFq88qxGCw04mIqluXz7/1Vv/EBkPvv2+uIFJhf5LNe/cCTz3F7ORBg9iTbs0adeJLBc7L40Ru+/bw07Bh7OuoQowq8ty5/okNvnrrLWDHjupvXySyu1Qaq8LCqcwqxBAt162LiDJWptxyi39ig6Hp080VRCrsT7J5zx7gySdNT3zffcC6derElwqcl8cV0IGe2Eg2VyFGFfmDD/wTG3z1xhtMoBZPLEpXqTRWhYXtzCrEEC+uap7Y8MQ33+yf2GBo6lSzHY0K+5NsLioCnnhCPHG82fex/Hy2DGzXDn464wzg9tvViVk1njPHP7HBV6+/npaeWCo32EUOR+LbUggLC9uvXFmvXiynu3Nn6HPHySfzd99+G/78MmcOs/FV2J9kcnExyzYZJhUAPvmEJdqmTQPatlUrXjtzt25MpPn5Z2aodu3K5xgZvCrEqBpXtQJ1xQqgd++0KjcmEgEwPbEqY1VYOFUZsD6GWLhPH7ZdC1UpCqAn3rYN+P778OeXOXNYyVCF/Ukm791LT7x+vXksFiygJ54+HWjTRq147coA0KgRv28sW8bJya5dgVatuBIrI8P6GFXkpUvDj1mvl6W0e/YUTyxKP4knFhZOT88bjScuKGDL8VA66SS2e4o05zRnDhckqbA/yeQ9e4BrrvFPqlywgAnQM2bQs6kUr1041Bhr1AhYuND0xN26AS1b0hNrmvUxq8iRqrJUVgKrVwNHH51WnliSG+wio9yYppmcDqWUhIVVY8D6GHzZ42H/0Wuv5YXMVyNGAIceyp5qkbRjB7erwv4kk1991T+xwZDbzf5VkyerFa/duawMOPhgfslyOMzSW4A6MarEWVmIKK837cqNiUQAzGufKmNVWDhVGbA+hup44v/7v2BPPGoUVwZt2oSI2rYtPT3xyy/7JzYYKi2lJ371VbXitSsD5mOtWtET5+en52dOPLFIVHOJJxYWTk/PWxWXl7Mi1HXX8Rrpq9GjgUMOCe37fLV9e3r6k5deCl0tav9+HtOXXlIrXrswEP45hifOy0vPz5x44hpJkhvsJN8yIZFKiFT1HGFh4ZqV6bE6hkDu04dZtZMnA7/+CjRoAJx1FtC3LzN1mzfnBbCsDCFllIFSZX+SxQsXhj4eAPDjj6x4kZGhTrypyoD1MajIQ4awgkgo5eYCPXqYx646x1wksrNUGqvCwqnKgPUxxMp9+wKzZ9MT//YbPfHZZ9MrG564Vi2gogIh1aGDWvuTLP7009DHA+Cq+aIiteK1KwPWx2BHHjIEmDkTIZWfzxVqxnOr8zcRiewslcaqsLBdGbA+hnhzv370xFOm0BM3bMgFcMceS0/cogXnOwMTgg2lqydetCj08QCA775jtTOV4rULA9bHkAo8ZAjHdSgVFgJHHskxXd2/kQ0lyQ12kZGdo2npVUpJWFg1VnWMdesG3HMPs++ys/l7l4s/Z2czO/e114LPLZoGXHCB9fFbweEmtg1lZKgVb6qyqmPKaj7hBJYB/OCD4M9m8+bAAw+wnGCHDmlTbkwkAmB6YlXGqrBwqjJgfQzV4cMOA+69N7InnjIl+NyiacD551sfvxUcbmLb99g4nerEa1e265iymocMAU48EZg3L/iz2awZPfHJJzNhXzyxKJ0knlhYWK7Pkbh7d7bbDeeJzzkHePPN4HNLRgZw3nnWx28Fl5dHPu9mZAB16qgTr104VcdYsvmkk4DBg4GPPw7+bDZtas4Tp5EnluQGu8goN6ZpJqdDKSVhYdUYsD6G6vB//sMexL4ZfoWFwA03cFIoHUs/HX00sHYtQqplS64E2rNHnXhTlQHrY1CV776brWUWLgS2bAH++YfG89df+e+dd4CRI4GJE6PfvqbZttyYSATA9MQqjVVh4VRkwPoYEsHXX88Va3Pm4IAKC4EbbwSaNElPT3zUUaFbtQFAq1asGCWeWMaUlXzvvUCnTvTEW7eannj5cv57+23epJkwIfrtiycW2V3iiYWF5fpcEx4/ntW55s7FAR10EHDTTUDjxunriUO1pQCANm14M1g8sYwxK/mBB4AuXUxPvGULPfEvv/DfW28BY8bwfk+027exJ5bkBjvJt0yIlHkRFraGAetjqA7rOis7nHsusGEDJ3EPOwwoLlYjPiv4/PNp4l0uBOm668yWFKrEm6oMWB+DqlyrFleqnXMOcMYZ5uO+evddYNAgoFev2I65SGRnWT02hYXTgQHrY0gE6zpvlJ57LicVAGafAAAgAElEQVQvxROzituHH5qTj766/nrxxDKmrOfMTK5EO/dcYPhw83Ffvf02K5/17CmeWJQ+snpsCgunAgPWx2AF164N3H8/q5pt2sTEhm7d0tsTX3ghMH8+UFKCIIknljGmAmdmsmLZuecCp59uPu6rN94Ajj8eOOaYlPfEktxgFzkc0pZCWFgFtvsYa90a6NrVLEfm9aoVXzK5ZUu26njqKeDLL/m3bdUKGDcOOPVUs1ybKvGmKtt9TCWD164F1qwJ7xHmzuVkbjTb0zQzQ1cksqMMT6zC2BQWTmUGrI8hkdymDSdwxRPT/776KvD008BXX/Fv37o1J3HFE8uYUolXrw5feQ9g64rjjxdPLEoPiScWFpbrczz4kEOY6CuemN8PDE/89df8bLRuzSoXw4aJJ5Yxpg6vXAmsXx/eI8yfDwwYkPKeWJIb7CKj3JimmaxymZfNm4GpU4E//+SFYcQIoH59tcq4CAtLKSXhBg2AZ581f+f1cgXfvn1qxJcODFgfg+q8ZQsiaseO6D+zmsb/RSK7yuNRZ2xGw5s20ROvWcOJoxEjgHr11IlPWFiuz8IeD9CoEfDcc/y5pASorBRPLGNKPd66FRG1fXv0n1nxxCK7y+NRZ2xG64nfe48JSm3b0hMfdJA68QmnLwPWxyCsDjduDDz/PH8WTyxjTFXetg0RtW1b9J9ZG3tiSW6wk3zLhKhc5mXRIq58rqjg44sWMevt0UeB7t2tj09YuCYMWB+DcPw5O5sX9l271IgnnRiwPgbVuV07RNShh8Z+zEUiO0uVsVkVL1zIVR6VlXx80SLglVeAxx7j6hir4xMWjsSA9TEIJ5/FE8uYUpmr8sQdO8b+NxGJ7CxVxmZVvGABcOONwZ748cdZWdTq+ITTmwHrYxBWj8UTyxhTmdu3R0R16hT738iGkuQGu8jhsEdbiooKYMIEM7HBkPH4vHnWl20RFpZSSsLC6rCMqao5Oxs4+2yu/g5UnTrAOedEvz1NMzN0RSI7yvDEKozNSFxeTu9rTOIaMjzx/PlqxSssLNdnYWEZU6pzdjZwxhnAjBnB/qBuXWDkSPHEovSRXTyxxwPcfHOwJza8sswTC1vNgPUxCAunMssYiz83agScdhowa1awP8jOZnWkNPDEktxgF3k8ZpkQg1Us8/Lhh0Bpaeh9cLvZF/zCC62LT1hYSikJC6vFgPUx2IFvvhnYvx/44AMcUPPmnBAqKEiLcmMiEQB+flUam+H4gw/Cj7XSUnri889XJ15hYbk+CwsnlgHrY0gFvvVWXkc//BAH1KIFvXJ+vnhiUfrI41FrbIbjuXOBsrLQ+1BSwuSG0aPViVc4/RiwPgZh4VRmwPoYUpFvv508bx4OqEULYOJEIDc3LTyxJDfYRW43UFTEbBqnkwZw27ZgBqp+TiJ58+bI+7F5M8v5WBWfsHBN2eoxJiycaixjKnoePx448UT6gYYNgVatgB07Yruuer3sFygS2VWGJ1ZpbIonFk5FBqyPQVg4lVjGVPz4xhuBk0+mH2jUCGjZUjyxKP1kF0+8aVPk/RBPLGw1A9bHICycyixjLHF80030xHv20BO3agVs3542nliSG+wiXefKTK+XP+s6fy4o8Gcg+LFkcteuoctmG+rWzdr4hIVrylaPsap4wwbgs8+AvDygRw+gfn214hMWttuYUo0PPdRkI8M21u3pemI9i0iUSOk6P9NWj8WquFu30GWzDR12mFrxCgun2vV53Tpg+XKu5O7ZUzyxsPVs9zGlGosnFqW7dJ2faavHYlXctSvw/vvh90PmiYWtZsD6GBLJa9fSExcUiCcWljGWityxo8lGBYZYt6frifUsCZIkN9hFDgd7qWkas2q8XjV72Bx/PPDKK5xMClSrVvy9lfEJC9eUrR5j4Tgjg6u6Fywwx1zduixFdOaZ1scnLGy3MZWqbONeaiIRANMTWz2WquITTqAn3rAheB9atwYGDFArXmHhVLk+axowbhzwySfmmKtbl6Xshw+3Pj7h9GW7jqlUZfHEIrvLLp54yBDgtdeAjRuD96FNG6BfP7XiFU4/BqyPIREMANdfDyxcaI45p5Ol7E891fr4hNOHU3WMpQrb2BNLcoNd5PGY2egGq9jDxu0GnnsOuOEG4Ndfzfg7dQIeeYS/NzKIVOpRIyxs9z5R993nn9gAsLTQrbcChxzCFaIqxSssrPqYisTl5UBxMR9XIZ5Y2Ma91EQiAPz8qjCWqmKPB3j+eSYe/v67GX+XLvTEpaVAnTrqxCssnArXZ4cDuOce/8QGgJ544kTeROnWTa14hdOHAetjSIQndrl4g1WFeMQTi9JJht+0eizF4olXrDDj79YNePhh8cTC1jNgfQyJ4Dvv9E9sAPi7m26iJ+7cWa14hVOXAetjSDSXlYkntkCS3GAnaRqzaXx/DmSg6ufUhCsqgEWL+K+0lEkLI0dyQBjPP/hgYNo04McfgT/+ADp0ALp35yDftSux8QkLJ5oB62MI5D17gOnTEVZvv83kBlXiFRb2ZcD6GKLlNWuABx4Avv+e3KEDcMEFwNChasQXyzEXiewsFcZSoCfu3BkYMcLfEzdpwtYUy5YBK1eyhPZhh4knFrYHA9bHECvv3h25Hcw77/BmiirxCqcXA9bHEC9evRp46CF/T3zRRcDgwWrEJ55YlC5SYSyVl/MG6v/+R0/cpUuwJ27aFJg5E1i6FFi1SjyxsFoMWB9DvHnXrsjtYN55h4vkVIlXOLUZsD6GRPGqVUzUMzzxoYfSEw8apEZ8Ke6JJbnBLnI4rG9LUVbGrL8vvjDjWrCAF8uZM5lp6/v87t2Bdu34mNPJ7CWry6wIC6diKaUNG3iTJZzWrVMrXmFh1cdUKN6xAzj/fFZsMPTHH8CECeznfdJJasWbguXGRCIApie2ciyVlbGc51dfmXEtWADMmsVkw0BPfPjhQPv24omF7cWA9THEymvXApWV4c8f69erFa9werEdx1Qo3r6dyb0ulzm2/vgDuPFGeuKhQ9WKVzyxKFWlgif2eIDbbgMWLzbj8vXEtWv7P/+II5gMJZ5YWCUGrI8h3rx6NX8OJ/HEwjLGas7bttETG9UpAFYouuEGoKCASb8qxZuCnliSG+wio5SXppmc7DIvb73ln9hgaP16lr5/4AHry6gIC6djKaX8fERUvXp8nirxCgv7MmB9DNHwU0/5Jzb46tFHgeOOUyvecKxp/F8ksqsMT2zlWHr9df/EBkNr1wJ33AHce6/1Y11YOF2uz75cUICIEk8sbCUD1scQD/7vf/0TG3z12GNA375qxRuOxROL7C4VPPHkyfBLbDC0Zg1w1138Z/VYFxZOl+uzLxcWIqIOOkg8sbCMsZryE0+Y+xeoxx8HevdWK95wbGNPnGF1AKIY5FsmJFJJkWieUx2ePTt8bPPnA/v3J/b9hYVVYRVi8OV69YD+/RFWZ56pVrzCwoGsQgxV8TffIKz+/JOlsFWKNxKLRHaX1WNpzpzwsX34IeB2qzHWhYVryirEEAs3aMBkw3ASTyxsNasQQ0051I1MQytXiicWiZIpq8dSJE/8wQesdqbCWBcWropViCGe3KgRb6yG01lnqRWvcOqzCjHEmyN54t9/B/buVSveSGxTSeUG1bVrF1eETpvG3mU9ewLXXsubmcku87JnT/g4vV5O5FpdRkVYOF1LKT36KHD22cyQ99VFFwEDB1ofn7Cw3cZUIGdlRb5e5+YCtWqpE28KlhsTpbl27uS1bvp0euIjjwSuvJI9DZM9loqKwsdZWcmsd6vHurBwulyfQ3niESNYScVXl1wC9OtnfXzC6ct2HVOBXJWPzM0FMjLUiVc8sSjVtGMH8MgjwIwZ9JxHHQVccQXbPajkiSsqmNxg9VgXFk6X63MgP/44MHJksCe+/HKgTx/r4xNOH07VMabrka/XublqxZuCnliSG1TWzp3Asccy+93QtGmskjB5MlC/fnLLvLRvD/z9d+hYDzoIyMlhyW6VyqoIx4/XrgWeew5YupQ3+fr1A04/HTjkEDXiS/dSSk4n8N57zJxftYrjcfBgnieM0kIqxSssrPqYCuSBA4O/FBo64gggM5NJfqrEG441zbblxkRprB07gF692DvU0ObNwMKFwLvvAs2aJXcsdegAbN0aOtYGDXhN3rtXrbEvHD9es8b0xLrOSgHDhwNt2qgRnwLXZ7dHg8uVBTiykQUNZZ4clLk0ZFWDs1EGPZb3z8mhJ549m+eMvDxg0CDxxMLWM2B9DPHyxK+8gpA66igm+4onFokSo+3buejNd1HLpk3AJ5/w2tekSfI9cahWbQBXjteuLZ44lfnPP4Hnnzc9cb9+9MStW6sRX7pdnwM5N5fnhVmz+LfKy+M8cb164omFk8uA9TEkggcM4D3aUOrRw/r4omUbe2JpS6GyHnnEP7HBkMvFFSleL/8BySnzcsEF4WO95BLe2Enk+wtbx2vWAKNGsdTyli388vTGG8BllwHbtlkfX7JZhRhCsXFhvflmYNw4oF07teITFrbbmPLliy4CmjdHkLKygPHjrY8vFhaJ7KaHHvJPbDDkcgEPP5z8sVSVJ65VS42xLhx//vNPeuJ585jgsnEjPfHll/OGg9XxxZuruQ2PlgWPpsPt1eHyZsOt6XBp2dViD7Ji3wddB44/Hpg4Ebj+evHEwuqwCjHUlC++GGjaFEFyOMQTi0SJ1gMPBFfrBLjQTDVPfOml4olTmVevDvbEr78OjB3LxZpWxxcrqxBDIljXgRNOMD1x27ZqxSecPqxCDPHmyy5jUmGgatfmfRmr44uFbSqp3KCyZs4M/7slS/jhS2aZl6OPppF++GH2UQRYbvDyy4GrrmLWj9VlVIQTw08+yWzrQO3YAbz2GvDgg8mP77vvgKeeAn7+mY+fdBJw/vlJL6Xkzi6ERy+E15mDMnjgdhZC13VkOR1RMbKdyNYzoDsz1fqbCwvXhIuLuaLr55+5UnLUKKBbN3uXJyssZNb7M88AX3zBrNZjjgHGjAG6dLE+vjQoNyZKY0XyxF98wbK3yRxLPXoA997LZGOjHG+tWvTEY8eKJ05lfuIJXuMCtW0bV23cf3/y41uyBHj6aV5zc3Pj54mBiM+J5IFd0LDL6UCWrsPpZB7SPidQ8e/LY+Espxse6BE9teYthiMb0HWH9Z8RYWFf3rsXePVVjs/8fPa4Pv54tWKsjieeNo3nnS++AMrLTU/cubP18YknFqWyInni//0v+WPp2GOBe+4BHnvM3xNfcQWTG8QTpy4//jgNW6C2bOE88X33JT++xYuBZ581PfHJJwPnnVdjzyssLFxDBoBdu9hidPly/m7ECFYDUyXGmnriL7+kJ+7Rg564Uyfr40sDTyzJDSrL7Y78+z17gIIC/pysMi+9egELFgC//srfNWsGtGoFlJSoUUZFOP6saSxxF04ffQTcdlty41u0iH22De3eDbz5JvD558A77yT0/d1eBzyOLHiRgTJPDna5gMysXHiQA7cbKCoBCnTAAUTFFft0FDq8KIArqCSv5tHh2FcE3SHlwoRtxCtXMnvVuCYBbJcyejQnOOxcnqxuXe7bTTfxMbebkzhG+S7f569fz2o3Roup/v3Zc7Q67//nnywl+PffwMEH0yi3aZN25cZEaayqPPH+/RxfyTw39OnDsp7Ll9MHN28OtGwpnjiV2esFPv0UYfXxx8AttyQ3voULgauvNmPYtYuVJP73P7Zsqcn2Ab/H3K6y2DzwPqAgDru4Czrcbj2ip3Z4NJS7gEIHQra5EE8tbAmvWMGkt5ISHND8+cCFFwLXXadGjDXxxJdfDkyYULUnXreOnnjXLqB3b5Ytr64nXr2aLWf+/psr5caMYflz8cSidFE0ntjtTu65oW9fYMgQ0xO3aMF/4olTlysqgM8+Q1gtWMBKAcmMb8EC4NprzRh27WIliWjmiQHrj6mwcCrz8uWs7lVaigOaP59VL6+5Ro0Yq8tOJxe43Hxz1Z547VpWu9m9m/NJfftW3xOvWkVPvGULPfHo0WnpiSW5QWVF6tvSti2zEL1esm8JkcDH4s0OB3u8eTw0C4l+P2E1OJzKypIbT0UFK0WE0qZNzJi74oqEvb8HmfB6M+DyZgOaB2Ua4NUc1d6k2+tApddzYHslGlDXq8PtdSBbc8PjzYKuymdA2D5cUUGjOHMmjdXhhwNnnw3UqZPY96+spKEzviD66s03gSOO4LXN9/WAGscsnvzcc8ALL5j7/vbbQPfuzOaNdXvTprFahK+mTeN79OxZvfhEIrtpwADesA2ljh2ZeW6FJ3U4mPgrnjg9uLISEWWFJ37ggdCxbNrElTGXX1797QN+j8XbA8eTyzQHyqDD7aW3Fk8tfIArKnhjfdYseuIjjuBKMV1P7PtXVPDGjm9ig6HXXuNkZqtWahyjRPLTTwMvvWTu+9tv83tJdTzx1KlckeurqVPpuY85pnrxiUR204ABHEeh1KULE49KS5M/1sUTpxdXVCCiku2Jy8vDe+ING4AZM7jQJkrPq8QxFhaON1dUAHPn0hN7PPTEI0fy/J3I96+oYNVL38QGQy+/zJv8LVqocYwSxZWVrIr+6qvmvr/1FnDkkaxKHuv23nuPc8K+mjoVePFFbrM68dpUktygsiZM4AU4VOnT66+XUkrCyeHsbJ4Yf/gh9Oe0V6/kxrNlC3u5hdOXXzIbMM7v74YDLqcTe5ELTc9BplOHywXsdwLZjuq/RVa2Do+uI8sZXJJ3p0sHnDnw6JA2FsLRc2Ymx8D8+ea4+PlnGp3nngMaNUrc+2/YEHl8LlwIDB2a2tetZcv8ExsM/fgj8MgjrHQT7fY2bAhObAD45eDGG7kKIY3KjYnSWDffDLz/fujSpxMmAFlZ1o994dTn7Gwmqv34Y+jPac+eyY1n82bgr7/Cj5svv+R3xmpu3w2HX9uJvU7E1QPHk11eHaXZOooNjsJTG20tsp1e6N6danzGhOPvia+/nlVVDBme+PnnE+uJ161jklE4zZ3La5vVxyiR/MMP/okNhpYtYwn7iROj397atcGJDYDpif/3P/HEovTQxIlcqRlqMcFNN4knFk6eJ+7aFfjll9Cf02TPE2/cCPzzT/hx89VXrJgU7vWA9cdUWDjRnvi66/wrc//8MxdOvfBCYj3xmjW8lxNOH35IL2f1MUokf/+9f2KDoR9+YIufCROi396aNcGJDQCTvG64gVV10sgTS3KDymrfnjcuxo9nGX6AZajHj6dRKCqSUkq+XFLCmSxV4kklvuYa9u4NVGam2UcvWfGEyvTzVWVl3OLxLb+723MQdu7T4NJyDpTATfQuuz06ikr0qNtYlHlygH0eZDsAHUn8mwgnn40Se19+yWoMgwcDp5zC8bFwoX9ig6F9+4A772SWbqLii2RYAcYdWJoLUOOYxovfey/8/s+Zw3Nm8+bRbc/4W4XSnj38Wx91VNqUGxOlsQ491PTERgnUVq2AceOAo4/mBdLqsa8SiydOHF97LUvKByorK/meuKpzeUVFzPG4ocP1r78sRnbYthMq/Umi4VCe2tifg1AMXTy1fXnnTmDKFODrr+mJhwyhJ96/n0kNvokNhlwu4K67uJAkUfFt2xb8vr7atUudY5gojuSJZ81iKeJotxfJE+/ezfmyww8XTyxKfXXqxGSe8ePpjQGWob7+ei5KEk8snjiZnviSSxAkhwO4+GK1PHF5eeR4jLitPqZhOLA1nHhW4ZC8Ywc98eLF9MRDhwLDhtETz58fuuV4cTE98fTpiYuvKk+8c6c6xzBRHMkTv/8+z5nRbu/99yMfy88+Aw47LG08sSQ3qK7u3dnbdc0ars7Jzwdq1+YHzuvlPyB9SylVVjLL7I032N88Oxs44wxmo9WqZX18qcLHHANMmsQVFqtW8fdHHcWT7yGHJDeeli3ZSyjcSrU+feL2fr7ldyu9GjxwWP4nidTGApoHmleHx+uADo9anyHh+PHmzcAFF/gbxB9+4KTfI4+wf1c4rVvHc2X79omJr23b8O8N8AZl4OsB649pPHnr1vD77/VyMrtZs+i2t3t35ONZVFS9eEUiO+rww3nzwvDEXi9QWMjfqTD2reZAT5yTY3rijAzr40sV7tmTq1see4y93wF64ksu4c2FZMbTqhXQuHH4lWp9+8a8fY83C25NR4kGlEFXpu1EItkDB/DvPounthlv2kRPvH07DuiHH7iq+eGHQyf7GvrzT1bIatfOGk/csaMaxzCRHCnpubKSnrhJk+i2V5Un3r27evGKRHbUkUcyweHPP815sYIC/q/C2LeaKyt5I+nNN3mez8kBzjwT+L//E08cT+7dm1WQHn2U388AeuLLLqNHTWY8bdoADRuGn4upyhMDahzTMBzYGk48q3AQb9zIRak7d+KAfviBC6weeiiyJ161ip66TZvExNeuXfj3Bpi0p8IxTCRH8sQVFZzbPfjg6LYnnthPktxgF9Wvz55Vmha5pAigVtmVRPNbb7E/jyGXi1lqq1axBKLV8aUS9+3LfkyVleSMDGZ6JTueOnVY1n3s2OBx0rQpMHp0jd/P7SyEC5pf+V23C8jKBrIsHmKR2li4XEB5dg68ugdep9ev5G5gCV4pyWtjvu++0Jmvv/3Gydz9+yNfT/bvT1x8LVoAZ53FG2yBysvj71L9utWyJW8shlJWFo9RtNvr1g14993wf8vDDkurcmMiEQDTE1vhQVTmN97wL3VYXAxMnswb8JMmWR9fKvFxx/HGQkUFJ8w1zZrPY9269MRXXhk8Tpo2Bc49N2rPa/jBSmcO9rp07HNyM6q0nUgkZzp17PXqUXtq8cwK8d13+yc2GFq+PDpP7HYn1g8OHw7MnBn8vvn5HJ8Oh/XHMNGeOFxrDoeDlcxi8cShvl8Y6t5dPLEo/dSggbkiXaWxbzVPnsx5YUPFxcBrr/EG/PPPWx9fKnG/fkxosNoTO53Arbey6nCgmjUDzjkn8uuBhMVotDiGnlvlvGw4DmwNF695YJkXTiG+4w7/xAZDP//MBIeSksjXk0R64latWEUiVIJFQQEwahTnSq0+honkFi3CL9KtXZvnqVg8sVF9LpTSzBNLcoNd5PGYZUIMtmEppbjyli3+iQ2++uYbluvu3l2deFOFCwpYFcPKcnf9+rG/0LPP8oauUYJ0zBj+XI3yZ26PBpcrC3Bkw43a2OHOCVl+F7D+TxCJi/bp8Dp0FANBJYQjsZTktQnv2BG6lJihefOAE05gP69QMiYSqzFGouYbb+S1aupU833btgXuvZc3YoxSV3YZVLHyKadwJU0onX66+bxotjdgACetQiWz9OjB4xqqRVWKlhsTiQCYntjqsa4S//NP6B6OAEu1L1rEL8GqxJsqXFDAZF8rPfGAAfTDzz4L/P67WYJ0zBhOlARc733bTmTZ3PNa5akDPXM2yqCrEHC68bZtZuvOUJo/H+jfH1i6NPTvdZ0TiYn0xBMm8Huz7035Qw5hpTWnM3YPZzc+9VS20Aul4cM5mRqtJz7hBODJJ/ldKFDHHsvKOeKJRekm8cTB/Ndf/okNvvriC5br7tJFnXhThVXwxCecADzzDD3xihWcezrxRC6A0/XI13ug2jH4ziUb86i+86pGi+MsPafKedloOBbPGuv2w80Li+dVnLduNdsUhdL8+ay08tNPoX9fpw4raSXSE//nPxyHvm3G2rZl5Ze6ddPDEy9eHPr4n3EGE8Si9cSDBgFPPRXaE/fpw+TiNPLEktxgJ/mWCbFpKaW48nffRT5eX33FVa2qxCscX+7dm+U88/I4eVtWxtKW1dyeR8uCRwO8/5b2SrchJiV5k8iVlVxJu2cPUK8eV29F+3q3GxG1bx8wciQnUYuLg38/YgQnUxO5fw4HV9KNHQv8+CNXj3btGn6MAtb/TeLJhx/OyeyHH+bf2lD//sC4cVxFGO326tThRO4DD3AVoqHjjmNpuerGKxLZXSqMdZX4228jH6+vvuJ5WJV4hePLffqwnGcUnti37UTdNPW8NeVAz+wAoKsUoJ3Y1xPXrx/b66PxxKNGsYewyxX8+1Gj6LMSuX+6DtxzDz3xTz9xjB55ZOQ2o6nERx7JpOdHHjEfB4CBA4Hrr+cqwmi3Z3jiBx8Efv3V3Fb//nxMPLEoXaXCWFeJlyyJfLy+/hro3FmdeIXjy3378u8b6zwxUO33DJxLDmwbYbQ4zlTkEMXicQP3RzxvArmyklXI9+6N3ROXliKiSkpYvWTmTDOZx1fnnMPxksj9cziAu+7inOjvvwOZmawOni6e+JhjgPHj2drSeBxgUtZ11/HvEu326tYFnniC88S//25ua8CAtPTEktxgFzkcLNGiaZaVUlKOs7IiH7NatdSKVzgxXKeOWYurBqXBXNCwy+lAlq7z4xVmc6k6xKItyYtsJ7L1DOjOTLV2wC68ejXNhtGTsG5d4PLLmcUazesPPpjlrDZsCH3e696dlRmmTjVNo/E+F1zAf8na38aNgdxcPhZpjKbioLrgAuDss4G5c9nvrHdv4OijeQxq1Ypte+3aMVll0yZg3TpWcujQoVrnPXi99BFGhq5IZEcZnliFsa4KV+WJMzPVilc44Z7YnV0Ij14IrzPHr9ysb9sJw++lm+eNt2fOcrrhgS4lfWPllSuZqLl2LT9sdesCV1zBnujRvL5pU3rejRtDn/e6d6dnfu89TiauWGG+z4UXsi9xsvb34IN5owXgJK4qf4Nk8EUXMfHa8MR9+rCEucvFVb6xbK9DByarbNzIFnANGwLt24snFqWvxBMHc1VjWjxxenCs88RAxOeE89Wh5pID20YYLY6tPiTV8biB+xPoeY22FjJPXENesYKLo9at42fR6QSuugq4+uroXt+sGX3x5s2hz3vdugGtWrHl7Q03AH/8Yb7PRRcB552X+P01xljLllzkt29f+nniSy5hcvXcuUzsNtq/u1z0pBG2rCAAACAASURBVLFs79BD2Zpi40beH0hjTyzJDXaRUW5M00yOcykl2/GRR0bOLurbV614hS3lwFJhIUuD7QMKqtgcoMwuJYUDy5tV7NNR6PCiAC5oHh2OfUXQHVGWTkp3XrmSk7bl5TigkhJmXDoczJatanslJUyGmDgRQdI0VmbweGhc33mHK5s0jSYnM5OlqYyMXKuPR6oPqrp1WXqsqIhlGvftq9n2mjVjYkNRUfTlylKs3JhIBMD0xKqMdRX4qKMiHzPxxCnPblcZPI4seJGBMk8OdrmAzKxceJATVTnbdLo8x5t3QYfbrUvbilg98ZVXsgSroZISrmZyOHgzPBpPfOmlwG23IUgZGUwy9XiANm3oiX/7jR6oQwcmmlrhiQF1/gZ29sTNm3MSVzyxKN0lnjiYjz468jHr00eteIXVYODAY6HaTETy1dHOJacCB3peY/9954mljUWMvGIFExl8q77u28dkh6ws+tmqtrd/Pz3xHXcgSLVqmfPEbdsyweHXX+mVfT2xrid2fwF1jrmV7HQCp50WP0/cogXQqFFae+IMqwMQxSDfG/mRSopE85xU4Px83uQLpX792HtRpXiFLWWWCtPh9upwebMPlAarzuYU2SVL2Cir5vJmw6sBHm+WWgGqzG++6Z/Y4KtJk/i7aLZ30kkscVtYaL6+VSvghRe4yt/3+U2asFS102n9/sugUodFIrtLlbGkChcUhPfE/fsDPXuqFa9w3NmDTHi9GXB5s+HWdJRpOso0R403r9Au2oY9cMCt6XBp2XB7dXiQpVaAKvDrr/snNvjqhRei98SnnMIStwUF5utbt6avbtvWfH5GhumJ69YVzyssnliUOlJlLKnChYW8yRdKAweyNLhK8Qqrw/8+Fjh3HE9fnarsO08sHjhGnjLFP7HBVy+8QL8czfZOOw24805/T9ymDfDii/zfeH5GBqs8WOGJVTnmwqHZppLKDXaRwyFtKULxJZdwRfLkycx2q18fOOss4JprmHFkdXzClnFVbSeqWxos3YZYIGdl6/DoOrKcwE6XDjhz4NEhJXij4V9+CX+OLyoCtmzhKqRotnfBBTSvy5cz0atzZ2Ze7tuX+P3ZsAH45BOguBjo2BE48cT4lCdT4W+UDqxpZoauSGRHGZ7Y6rGkGl96KRPcpkxhqckGDeiJr75aPHGKcaDHLYMHe52Apucg06nD5QL2O4Fsh1yereBwbSukZK8P//xz+HP87t3Atm38Xh/N9i66CBg+3BpPvH49sHAhPXGnTsDQoTKo7MTiiUV2l3ji0Hz55ZwnnjKFlYIaNODK5auu4jJzq+MTVoYNT+2GjkhtJuLhq1OZfeeJq2pjoXmL4cgGdF0OKJxO+tdw2rkT2LGDSVvRbO/ii+mJf/2VSQ6dOiXPE69bR0/sctGLDxkiHthObGNPLMkNdpFRbkzTTJYyL+SBAzmR4HabZV3KytSJTzhhHFiC1yh9VZO2E1JJKXp2e3QUlegHSvDmSJuKyGwYunDS9di2V1nJVWgFBSzNm/A/uBt4/HHg7bf94371VSaY1akjg8oOrGm2LTcmEgEwPbHVY0lFPuEEVvcRT5wy7IYOVzQetxptJ+TynBw2SvhKa7cU88SPPsrSvr4yPHHt2jKo7MDiiUV2l3ji8DxoEHDyyf6eWI5X2nO4dsUuLSct20wkmkO1sXB4NJS7gEIHkAVNPLHTiYiK1RN7vcn3xA8/DEyd6h/3a6/RFxueGFDnmAunlCeW5Aa7yDBkXi9PfCUlXNEQyEDVzxEWtgG795XBtd0DeL3IcgJl+zSUb/ci04eLdmSiFjJQlp0Nj8uDvTuAPI3ZoMUuDX/vcCAH8Q1PhlhohtMBzz6gYnsW8r1eZDs90EuK1AlQBe7fH1i2LPQ5/vDDuepCpXgD+eOPgxMbAK4QvvVW9jyWQaU+e73+LU1EIrvJ8MRWjyVh4QSw21kIl4/ndWdnYbdLT4rHlctzYnnPNge8Xg882dnIcrnT2zP37x++esNRR7H/r0rxBvJHHwUnNgCsJHnbbcAtt8igsgOLJxbZXeKJhYUjcuC8clFJFoq2A5kBnrrUq0zIKc8VJQ6UbNdRpgFZToefJ85yAlqJB45tRdBVCTjR3K9f+OoNxxzD/1WKN5DnzQtObACA334D7rgDuPlm8cB2YBt7YklusIt0nVlXXi9/1nX+XFDgz0DwY8LCNmSPngWPVgZv/kFwOxyA7kGJVoi6+foBdmtAZkEOvA4dlQ7AA6A8H6ilA1kOICcBwyHWIVZRASxYAEyfDvzzDxMozzsPOP305B3S/Hy21XI4Evd+Dl2HRz8YZciBuwBw6G7oOpT6TFnO55wDfPkl8N13/uf3/HzgnnvMc7wq8Qbyxx+Hv0YtXAjcfjtLCCd6UAnXnHU9ziZFJEqidF3986WwcDXZ4yiEW9d9PG8OKh16Ujxuoi/PFRW0EtOnsxNXkybssnXqqck7xMnwxOFZR2aBjkod8Dj09PbMY8YAX38NfP+9//m9oMDsF6xSvIE8f374a9SCBeE9cbwHlbB4YlF6S9fVP18KC1vIgfPKFQ4NJV4H6ubrfp46Gb7al8vLaSVmzAC2bgWaNrXGE9eqlXxP7NF1lHr1A99rfD2x2+FAtu6Ax6tBL8hS4jOUcL7gAmDxYmDpUv/ze2GhPTzxvHnhr1Eff2x6YiR5kAmnjSeW5Aa7yOHgql5NY1aN1xu6XwoQ/JiwsKLszi6ERy+E15mDMnj8+nCF6nNm9O0y2Iq+Z7EOsSefBObMMYfyH38AEydyUveKKxIbc1kZF9rPmMFWXQ0aAGeeyVaDiXg/l1dHabaOYp291eCF9FIL5KeeAj7/nCZv716gWzfg/POBVq34obY6vki8dWvk69SePUDjxokfVMI1Yxv3UhOJAJie2OqxJCwcB3Y7C+GCdsADVzpzsNel+3neLIvsARDfbT72GPDhh+ZQ/uMPYMIE2ovLLkvsPnk8wFtv0RPv2gU0akRPfMUV1nwExDN7gaefBj77DPjkE3riww6jJ27ZMjU8ccOG4nlVZ/HEIrtLPLGwcBD7zjMHziu7XUBWEjxvJK6sBB55hEWgDK1YAdx0E7B9O3DxxYn3xG+8Abz/Pj1x48bAWWcBY8da74mdTmCnSwecOfDoQLbTC9270/LPVML5mWdMT+xymZ64RQv1PfH27eGvUV4vPX69eskdZMJp5YklucEuMnqDaZrJofqlAGr1bBEWDtPbrMyTg10uIDMrFx7kBPULVrXPGRD9a376yT+xwVdPPcUWgLqeuJivv57eyNC2bcBzzwF//w08+GDie6vleHTo+7zp2zstFLvdwNChTMk2ykjm5/N5KsQXiVu2BFat+n/2zjzMiSpr479qO1UNSTekWQUVATccFVcQFRFUXFBx38V9dGZ0HNdxH3TGXVHHGbdRR0dxVNxlE3EZ/FRU3HFXRERAtJuGTqBTTXd9fxzKJN1JOt2dpG4l930eHnhDUnXurZyqN7dOvYeUCAREsOY7qTQv6V5qGhpAXBN7nUuaa54DTRyjgl9ilUkaWJVwIXfb/OCD5MKGRNx6K+y/v7w3H2NyHPjTn+CVV+L7XLZM1hGXLIFrr/V2zmuxMO2qX/sPh2jEUuVLkG9NPG6c2Nm5mrhbN/9o4m+/JSUsC3r00JrXD1xrYg2/Q2tizTUnFmnENgM4lKVeZ462va4MhQt53rzkwoZE3HyzLBeWl+dPE59zjtxHd7F0qaxPL10qhrJeH9KYbVG32iJsQQ/qsexKGiMGATNUvBrZtuUGwaGHxjVxVZU/NPGAAbBgASlRUSHuAFoDq899rInLvA5Aox0wDLkSJf47Fc/mPZprXmBuGwFswyLmWEScEDHDotGwaDRMFcJrF8/2M6+9RkbMmZO/GD/6KLmwIRHPPgvffJP/OcMAnCzPW5qrz48/nrQ44oh4xWc+kyrXifzyy3DRRXDMMXD55fD112rNeb64hobfoUouaa55B3iiJo45ptfhFOTynLiImgqvv56/MXzwQXJhQyKeflruUXs9542GiY18J2wC3gekeWaeSRMfeSR07Zr/pMp1os+eHdfEV1whPxZViS+fXEPD71AllzTX3CNuU47jlHV6nblQIbe1TpxPTfzee+k1+ZQpsHChEof0V25jEjMsIkZIa2RVeSZNfPTR0KVL4ZOss5r4pZfgwgtFE195pfxYVCW+fHKfQjs3+AWmqdtSaO4rHsMkEgyCVZW2zYQXbSU6y9uTYm3BMPIX89tvZ973O+/A4MH5nbOYUwmhGDGrEStYrs5B1LxjfKed4LLLxEMvsaJz7Fi46ippHJjvpMoVN0247jr4z3/i4/j0U7nLcfPN8gipCnOeD24Y8QpdDQ0/wtXEXueS5pq3g2eyyPWq7UShL8+ZUFbmnSaeNw8GDfJ2zlu2qbCxIBQkZJVpDa0i33ln6TN4003SB9DFvvvKImg6TZzrpMqVJv7b36Rvi4tPP5UeLpMmyZhUildrYg2NOLQm1ryEudvabVUQDKuS8qDV4XVmKNwQ2sJ66+Vv/2+9lXnf774rbdsUOcSUBy1WOfF2fVojK8h32UX6DN5yS7Im3n9/eYCssVFdDZxKE191FTz2WHwcria+9VZZ+1YpXq2JAV3c4B+4NjWGEedeeylprnkGO7AVdg9qogYBqzKnbSbmz5feYEuXSm+wk06CIUMKN1zI/jPDhsE995AWO+yQv5ibmtLvF2TNrSB2YtEqGk2HvtQWp31YqfGxY2WR8803ob4eNtkEtt9evnCFSKpc8Y8+Si5scNHcLGJ2993VmXNtN6ahkQxXE3udS5prngWPYRHpoEVuW/yTT+KauF+/3GtiyN2UDBsG991HWnipiRsblfrKUItFLGbRFLWo1hpaXb7PPnFNHInAppvCdttl1sSg1hiiUbE2SSxscOFq4pEj1YpXa2INjTi0Jta8xHi61m7ffiIOtcuWxTXxFlt4o3mz0cQPPEBabL99/vbf3Jx+v1CYdeJcauQwERrtSojahEywiKoVcKnw/faTP2++Kf/nauLELxSoFXMqPm9ecmGDi6YmmDgRdttNrXi1JgZ0Wwp/IdEmRAUvJc01b8ET7cCaHQMbM6e7++9/RaQ+95w4Dzz3nLRpffHFwrsUZfOZHXeE4cNJicMPl6fE8hXj6NGp9+ti1KjCzFnMMdd9F7R9WNHwqioYP15sdzfeuLBJlSuerskhwMqVImpVmnP3z+OPi+3bNtvIovpDD8kPhvZuT0PD71ApNzXXPAO3nUBeWrFNngwnnwzPPy9PWbma+KWXvNG8bfHhw8UAKhWOOkratebrkLSliffYQ6mvzK9ca2gf8G7d4OCDRRO7X+K2Pu91zC35jBmkxYoV8P77asXrOHJ35rHH4LjjRBPvuy88/LDWxBqlCZVyU3PN88xTtXZ7+GE45RTRxO+8I0UOhxwiHUi90Lxt8Z13lrXiVDj2WNhww/ztf8yY1Pt1Uah14s5yVyO7rUhsx8J2THUCLEXevbskXiZN7HWMbfFMmri2Fj78UK14HUc08aOPyslj6FDRxI88IgUZ7d2eT6GdG/wC09RtKTRXlqeyA4tFIJDD3S1YAHffnTo9Lr1U+pIVYrjtTbFJk+DBB+GJJ+SeaXU1nHginHMOrFmTv5h32EE0xRNPtJ6vPfeU6/L66+d/zgIhC9uyaAia4IAZAssyPf/Oaq4Q9+K6tWZN5muubas1R5Yl1sf33x+P8fvv5QTz2Wdw220lYTemoQHENbEquam55i14Ymu25mAlqyJWTluxffst3Htv6vS45BKYM0fNy/Ntt8mTalOmwKpV0KOHFC2ffXZ+NfGwYXDYYeIo2hJ77w0//wy9eyv1FWqlobUFb5HwXCdVLnhDQ+ZrbiymVryWBTfcAP/+dzzGhQulrdznn4ststbEGqUCrYk1LwGeqbXbwg9SO4M5Tvs0MRR2iLfdJks7Tz4phqg9e0rR8llnwerV+dv/zjvL/ednnmk9Z2PHwvLlEotiX4G0GjkQFPOstaFKHMvGCToYTr1ed1aRFzrJSkUTX3ttsivxwoWydvzll3DjjSWhiXVxg1/g2o0ZRpx77aWkeUnzdHZgYQvMPOz++edJi2gUZs2CESPyP3xo32fWrpVF23PPleKGWEwKHBoa8n/ILrlEChheeAGWLIGKCqirkwrml1+WwsrzzpMHjvI5Z659mGlXsV7Upo9pa7swzb29bm2zDUydSloMGSLvU2WOli5NLmxIxMyZYim83XZFbzemoQHENbEKuam55ut4ptZsud7ds8+SFpGIaLxhw9S7PK9dK8W9559feE18+eXQv79o4qVL45r4pZfkTzgsmnj8+Pzsv7MauqUFr2FbmNE6LNP2PkDN1da82Wji6dNJiy22UEsTL1mSXNiQiGnT5CmCbbbRmlijNKA1seZFzLNp7fbcc6TFqlXwyivy4Jdql+emJlkjvvDCZE28Zk3+93/FFbDBBqKJly2La+JZs+RPdbVo4oMO8vwrkDWvi1o4pkU9YNoGayNQbUKIRt3aTRUO3sfQFh86VKzB02HzzdXSxD/8kLrdMshNtAkTYKutil4T67YUfkKiTYgKXkqalzRPZQeWz92vWkVG1NcXbvgd+UxZmRTEQeEO2XrrxatyzzxTBGsi6urgyivh448LE0+jYdLsoO3CNG/NC73PAw+UuxypMG6cPMLp9Zwk8tdfTx2rizlz2rc9DQ2/Q5Xc1FzzdTzfrdkSeX09GbFqVe72l48xeKWJDz1UCkNOP721Jl6xQhZ7588vTDwd4YkWvI4BthNQK0DNvUuqzvCDDpJq+FQ46CDo1UuteF3Nmw5aE2uUGlTJTc01zzHPprVbW+vEK1dmv3svhuyFJi4vF0ez556DU09trYlra6Uo+LPPCj8fueCNhjiexRxLt3ZTjasQQyZ+0EHQty8pccghYjuoUrxtaWJ3HbnINbF2bvALTFO3pdDcc57JDiwQye/ut99e2gilww47aCeldLysTFpjpMMjj0hvtXzHE3EsIqF+mJaNGWzAcmrUmCDNS8+eLBQSD8ALLoA33ojHcNxxctfD6zlpyQOBzBrB/VWczfYMI16hq6HhR7iaWIXc1FzzoLShqA9WY1s989KaLZUmfuyx9CmSK00MykxxTjVxugdcQDTxyJHqxJvIEy14ayIWVsjEtBp1mwo/cRWTKhSSni0XXABvvikxVlSIJj7tNO/ja8nL21jC1JpYo5SgNbHmRcbb29pthx2k3Vk6ZKuJQZkpKBg3jMyaePJk2HVXdeLNlkcci4aQRb0FgWBMt3ZThfshyUKh+Drx3LkSc0UFnHCCVAJ5HV97NXFb95CLRBPr4ga/wLUbM4w496vNi+a+5DHb4KdIkKY0dmD5DmfUKLHOWryYVthtNxg8WCpOtZNSa758eetq3ER8+mnhnJVcuzCASm2pq7mXSRUOw513wldfQXOznEQCAUkW145LlTkaPpyM2HXX7JPYMHxrN6ahAcQ1sQq5qXnJ8xgWy35tQ2HlpQ1FS77HHtCvn7izt8SoUTBwYG40MSgxxTnly5bJU3zp8NlnhdPEneEx26IuWkWjblPhLw7ex5CKV1fDXXf5QxPvvDMZscsuWhNrlA60Jta8CHhnWruNHi3mQ0uX0gpjxsCAAdlpYlBqSgrClyzJ7AZXyHXifHHd2k0hDt7HkA3v2RPuuQe+/FJu+qusiUeMICNKRBPrthR+QqJNiJ9tXjT3JbeNAM2UpbUDyze3LLj11tb3+PbdV17XTkrpeVUVGVFdXfj4bExtqau5GknVq5f0E3bL172OJxUfMACOPZaUGD0afvOb9m1PQ8PvUCU3NS95bjuBvLehaMkrKuC222DYMJKw335wyy3Fc3nOB1dRE3eU6zYVPuUqxJCO+0ETDxwIRx1FSuy1FwwZ0r7taWj4Harkpuaad5B3prVbly6yHrzjjiRh//3hppuK5/KcD96WJlbNgb8zXGtmRbgKMWTLe/dWXxMPHgyHH05KjB0Lm2/evu35FNq5wS8wTd2WQnPPeCxYTT0VREImAdPyLJyBA+Ghh6CmBr77Th68Hjx4nfVUntti+DnFQiEpApk5M/Xp5bDDCh9fedCixumnLXU192dSecGvuw423li8Axcvhv794cgjZYG3PdszjHiFroaGH+FqYlVyU/OS5G6rtoZgT2IRK69tKFLxQYPkcvDLL7BwodyUHzQot5oYlJrynGnisWNh1qzUp5dDD1Ur3ky8ZZsKgpXYFoSCjm79piovxqTygt94oywMPPKIaOINNhA9fMQRWhNrlBa0JtbcxzwWrCaCwaogGFZlh1u7bbKJXA5+/hm+/15uyg8c2D5NDEpMScE18V57wezZqU8vftLEWjP7gJdikhWC33yzLAJMngw//ggbblhymlgXN/gFrt2YYcS5n21ecs3ff19sYz76CLp3h4MPhmOOgYYGNeLzKXftweqp4JdYZUHbUGTiPXrIedgLVyBQ6hBlzS+5RKx2Fy0iCaNGwYEHemM35ktL3cWLpdH1iy/KL6Wtt4Y//EHaAqgQnx85eB+DX/hRR8E++8h1zrKQ/kDtPBEaRvz9Ghp+hKuJVcpNlfh774km/vhjqQI95BA4+mhYs0aN+IqAJ7dqszwNp2dPqKzMjyYGZaY8p/zSS0UTt2x1N3o0jBvnjSbuLI/ZFnWrLcIW9KAey66EqE3IBIs8DailJt5mG9HEu+zi/YSoysH7GIqFH3OM2NVoTaxRytCaODOfN0808SefSBWoq4lXr1YjvhLlrdaZV0PYotOt3Xr1EjeCjmhiUGqKCqqJP/9c7okmYswYucT6URO3VzPnpF3yDz/ENXE0CkOHiiYeMcL7AavCwfsYipUfd5z8iG2pibt0yX57PtbEurjBT0i0CclkIdLWe4qNv/wynHtufJ7q6sSr9fXX4frrvY/Px9y1B4s5pgrhKMHB+xg6wvv0gSeegMcfl95pwaAI1q22grIy7+ITezCbiBMiZMSwnQCWChOWikcicNZZyavh778Pp54qfWp33VWteP3CwfsY/MZddPbzGhp+hSq5qBp/6SU4//z4PNXVwaRJoomvvdb7+IqEe92qTV+eO8f79oUpU0QTf/aZaOI995QOT15q4lxxGxMMC8OxsB0TCzv3O6yvl0XbxNXw996DU06RG0kjRqgzISpx8D6GYuMutCbWKFWokouq8Zkz4aKL4vNUVye9u7Qm9pyruM4M3sfgBe/XD558Ev77XylyqKwUTbzllvI+r+PLN09sl9zhdehVq0QTL1nCr5g3D04+Ge67T/oIqjJgLzl4H0Oxcxclpol1cYNfYJq6LUUqXlEhVt2p8N57IlyPPVadeH3EY5jUB6uxrZ4EghaBArR9iMXg/vvhww/lKz96tJhwKDAdRZNixx0nrwWDcq8+GtX2YFnze+5p/ZifixtvhKlT1YrXL9zvSeU3bhjxCl0NDT/C1cRe55Jq3LLSa+J334U33xT3F1Xi9SkvVKu2WEzWwz76SL7yY8bA+PH68pxLfvzxamniXPHyoMUqx2JtqBLHsjGDDbnX1Hfe2foxPxc33KA1cakmld+41sQafofWxOk18fXXp56zd96BuXOlT7kq8ZYIb9mGItt15oYG+Ne/xJTOsuTm+0EH6ctzLvmECcWpibPRzDVOPzq1Dn3HHcmFDYm47jp44QV1Bqw1sOZFqIl1cYNf4NqNuaVz2uZF+Pvvw/Ll6edt9mwRrarE6xMew2KZ3YOaqEHAsjptD5YN/+orOPFEKahOPHwvvQT/+Ac0NeVv/7/8InUwa9bI4nHfvjrFvOCeWOq2h7/8Mmnx3Xfw9ddiAa7KhPqFg/cxlBI3DN/ajWloAHFN7HUuqcbfe08ETTq89JLY8aoSr894IVu1ffmlaOKVK+OHL1ETr12bX008Z44UV2y3nbTwVOQQaN5OXhe1cEwLIPea+pVXSIsFC+Cbb6BbN7UmRAUO3segeZxrTazhd2hNnJq/8w7U1qaft5dekrvjqsRbxDxmG0QiATBDxDrQhuKLL0QTr1qVfPhmz4bbb8+dJobWr61cKbccmpthiy1g4EAlplTzHPNOr0O/+ipp8e23slYcCqkzYK2BNS8yTayLG/yERJsQbfMivLEx85w1NqoVr0+47QRodgxsTMoLtPu//S25sMHFa6/BM8/I02q53n9zsxRZ3ndfchx/+hOcdJJOMa/twfJuqdteng1UmUDHgf/9TzyX6+th883hyCOlEaEK8SVyd95UisnvPBaTkvuuXdPPuYaGn6FKrqnE167NPGdaE3eKF9JC969/TS5scPHqq/Dss3Dggbnff3OzLBI/8EDyZeLcc+GMM5Q4BJp3kOdFUyd+SdJBlQlwHPlB+cQToom32EI0cc+ehY8nce5U+pIUM9eaWKPYoUquqcSbmjLPmW2rFW8Rc9sIYBvgOFaHNPTVVycXNriYPVseiN9//9yEC8mXhLvugscei3PDEE382996PqWaq6aZm5vJCPe9KgzQcUQTP/64aKMhQ8TZsbo6//t358LrOShlXqSaWIniBsMwDgdGAdsCQ4FKYLLjOMd3YFsbAFcD+wI9gKXAs8BVjuOsyFnQhYZp6rYUqfj220tTqPr61PO2665qxesT7gQriUUqCRRo99GoOCanw/TpYsCR6/3PmiX2Zolobpb21P36wR576BTz0h4s0VLXCTo0YkMoSMgqwwqWFz7AUaPg449ZRRemcgArqGZTvmAP5mButCFsuqnYf6gwgZMmwb33xr/YH38szfRuvFHuingdn06q/PAVK+QYv/iiLOr07i2+26efXhR2Y6UArYmzgKuJVco9Ffj228u/3ScjWmK33dSK10e8kK3aVq0SE450mDEDDj009/ufMUNaw7XErbeKvBk9WqlDonknNbXh1GOGwLLMjmviTz9lJV2ZygHUmoFThQAAIABJREFUEWYzPmcP5hDYeGMYPFgdTXzzzVLJ7uLjj2HKFHl93DiteYuV19ZKi5RZs0QT9+kjmvi007Qm9gm0Js4CWhOn5jvsAF26yHUoFfQ6cUG428qtNmgSsKSVW3s0dF0dfPBB+q//jBnyEFyuL8+PPJJc2ADyvkmT5Jmh3XdXZoo1z7Nmzqq12x57wBdfUEeQaYyjjjCb8xmjeJ3AwIFig7d6tRoDvOEG+Pe/419sVxPfcgvst5/WwMXKa2qkRcpLL8lNr759RROfempRaGIlihuAyxGxGgEWA1t0ZCOGYQwG3gR6A88BXwDDgHOAfQ3D2NVxnJqcRFxouHZjhhHn2uZFkvJ3v5ObOS2x4Yaw995xWxUV4lWcu5a7EYyC7v6nn1ofvkTU1ORn///5T/p9PvAA7LSTTjGvuWupW48UGTZFLapNhzARGu1KGiMGATNEiEasfAd05JG89fAX/KnuSmrohUmMbtRRST13nbCUwfn0iW4P/+qr5MIGF44jpe+jRqlzgHVS5Y6vWSMC9dtv48d8+XL5FR6JwHnn+d5urESgNXFbcDWxKrmnCncc0cQ339x6zgYMkAa1WhO3mxe6VZtXmvjhh9Pv8+675T6AIodE8w7yRE1t2gZrI1Bt0jENfdRRvDH5G85deSW19PxVE3djFXdO+IlBqmjizz9PLmxw4Thw1VVyh6KQ8YD3c1IKfPVqOO44sYJ28dNPsngfjYpNo9bEfoDWxG1Ba+LUHODMM6VCsyW0Js4rT9mGItqxVm7LlrU+fInIpSYGec1xZC04He6+G3beWakp1zyPmhlou03FMcfwf49+x3mrrqSWHgmaeCV3nfQLAxsbvR9QNArz5ycXNrhoboaJE2HkyPzuH7yfg1Lk0aisEydq4mXLZM1ozRo4+2zfa+IyrwNYh3OBzYAq4Hed2M6diGD9o+M4BzuOc7HjOGOAW4HNgWs6HamXSLQJactmpq33FBM/7jjxb91gg/jr48aJInErkFSKV2FeSMvdRL7BBlBVRVoMHZr7/Tc1wY8/pt/nV1/pFFORxxyTZscg4oSIGRYRI0TMsbAJ5D2An+1uXFZ/CfVUIWVmBuCwmA05678jaXYUmCDHEauTdKivh7lz1TmgOqlyx6dOTS5sSMT998sTbD63GysRaE2cDVTKPZX48cdLEVv//vHXDzhAzgGu/aBK8fqAJ7ZqK8TuN9oo/nBLKuRDE69dC0uXpt/nV18pdUg0zwFvNExsrA5r6J/sMFfUX0yEyiRNvIiNOHvybjgoMuAZM0iLVaukL3uh4/N6TkqBv/BC8iJuIu67Tx4H1prYD9CaOBuolHsq8RNPlCK2fv3k9bIyOOggWSfu0sX7+IqUSxsK0RedXVfeeGNZ0k+HbbbJ/eU5FoMlS9LvU2vi0uI2JjHDwl7XpiLVB5bZYa6o/zMRQi008QD++Mgu/tDEK1fCvHn5j8frOShF/vzz6TXxvffK7yGfa2IlnBscx3nV/bdhGB3axrpq3LHAQuCfLf77L8BvgRMMwzjfcZxoxyL1EKap21Jk4iedBIcdJitzvXpBOCxPqkajasTnE+6ETCJmNYFQ5yx33fXz9nz+tNPkAeOWCATkQcRcu+01N0O3bql7GgOsv75OMRV5IGRhWxaB4LoUD0KTBYFgTBZpg9VYlkUo6LRtH9ZO/swMh5qmKmwsogQJ4bCaEDYWHy4I8s5HDjv/RoEJS2e/6CIWU+eA6qTKHXd/jKRCUxN88QWMGCE6wq3o1VAOWhNnAVcTq5J7KvGKCjj5ZOnlpTVxTnhnW7V1RBOfeircfnvqr/6ZZ+ZHE2fq8rf++jrlio1HHIuGkEX9Og2NQ7vaVDwzw6GmObUmfv/bIO9+4jBsCwUGvHp15utJQ4PWvMXIM/W7XLsWvvwShg3TmlhxaE2cBbQmzqyJTzkFjjhCa+IC8bbaUHREE598MvzjH62/+paVW03sbrNLl8yauE8fnXKlxLNpU/H0VIdaJ7Umnvd1kPc+ddhxMwUG5LUmdpPM64Naatwt5E6FxkbRxDvu6GtNrERxQ44wet3fsxzHaU78D8dx6g3DeAMRtTsDLxc6uE7DtRtzRb22eWnNGxuhfN1XOprCKkjzNnljxICA3aHpi0bhrrvkQYnly6UryCGHyO+JbD4/YYLYij32mNx7BSmyvvpq+TsWy/3XZdw4ePRRUuKQQ3SK+YnXYhGLWdSthrAFPajHynHbiqXf23QlSiPCAyTzxd/ZsLECE7LVVvDUU6TFlluqdY4E72MoBl7WhhnX2rW+txvTyBqloYlVyT0VudbEneadadUWjcI//ymGOj//LG4MBx8sRQvZfP6kk2DFCnj88bgm7t9fNHHfvvnTxC37C7s49FAlDonmedTQpl3VrjYVSxZm1sQ/LrBhQwUGuPXW8OyzpEWhNTF4PyelwNvSxE1NWhOXDrQmLnWuNXHBNHN9ijYU0SjccQdMmwa//CJdQQ4+OPt14lNPlQfSHn88frreYAMxb+7dO3eaGOKvHXxw+nZthx+uxJRrXmCeqU1FW5p4yQIb+iswoK23lhs26TBkSH7PkeD9HJQib0sTNzf7XhMXU3HD5uv+/irN/3+NiNbNyEK0GobxXpr/6lCft5wg0SYkneUItP0ezTVPx3FY56PUbmehiy+G2bP5FT/8AH//uxQsXHFF29srK5Oq3DPOgAUL5PdH797Qo0f+hnviifDNN60L2fbYQ/6vvl6nmF+5jQmGxWoDujrSI9vq5A426L8uR8RYDEjmG26gyATsv7/0Ulu0iFbYa6/kFj4qxAvex1AMfK+94JlnSInKyvgTau5nNYoZpaOJVcg9zYuSd7RVm+PARRfBK6/wKxYtEk28YgVcdlnbu19vPVn0PfNM0cSBgGji6ur8Df+kk0QTtzQBGjVK9Hlzs+eHRPM88kbDpBGLmENWmrktTbzBhooMcNw40cSLF9MKY8fG7cq15i0uvvfeYsObClVV8oRa4rHQKGZoTay55nnm6TSz48AFF8Brr/Ervv9e3MlWrIBLL81OE596qmji776Te3W9euVeE0P87z/8AT78ED75hCSMHi0P5WlNXLrcXWc21rWpsLDpv0FmTdx/I0UGcOCB8OCDqfuu7LOPVNDnc//g/RyUIt97b6kuS4Xu3WH77ZM/60MUU3FDt3V/pzGZ//X17gWIJfcwTd2WQvO88hgmsaCJbVa2++OffZZc2JCIyZOlrUSPHtltLxQS14dCuMX16CHrXe++CzNnykMc++wj5/7Vq+U9OsX8yV37sFy2rTjocId//TOE3djabqz/4CA7jXBgjQITEArBE0/A+efDG2/Il7a8XCwZzzrL+/h0UuWHH3CAOHYk3lFzcfnlcsKLRERHuBW9GsWK0tDEquSe5kXJO9qqbf781KdhkKfAfvc7cUVWTRP37AkPPQRvvw2zZokm3n13qZsLhSQGxQ6R5jnkLdtU2FgQChKyyrCC5a0+MP4Ih/vvCmGvba2JN9o0yI7DHVitwABDIZgyBc47D956SxKxvByOOkruXmjNW5z8oINEEyfeUXNx5ZVxa3qtiUsBWhNrrnmeeCxYTQSDVUEwrEoCwWTN/NFHqU/DAP/5D/z+99IqONvL+UYb5U8TQ/Jr990nBb9vvy2aeMQI2HNPrYlLnadqU3HwETX8++4QdlNrTbzx5kG231EhTfzkk6KJ586VL30gAEcfLcmoNXBx8oMPhqefhjlzWp+Ir7hCChx8romLqbghp3AcZ4dUr6+r1N2+wOHE7cYMI861zYvmOeQRO8SKqEWzJU+5t+fjL75IRrz4oth3KTTcJL7zzrDddlBXJ2sda9boFCs2nq5tRaKdWFsb7FVpc+vfovzpKhNWx+3G+vQzueufULZWoQF37w533in9s5qaYPBgETZ1dXGrKVUOEOR/H4EAvPceTJ8uc7DbbvI0n+OoMQe54jfeKHenXnxRHofYfHM47DD5JR6N+t5uTMMbKKuJVco9zYuKx2yDukiApoCB3bY8aJcmnjUrfeszFfguu8AOO8ilEsTNOdrOOdDc39zVzE1Ri2rToS+1rdpU9OlmM+mvUc692oQ1cU28/gYmd/4DjEaFBhQOw913xzXxJpvI615oYvB+TgIBuWMzfbp4fY8cKa5vxaaJb75ZnlB88UU51kOGSI+dMWO0JtboMLQm1lzzFG0o1q2xmS3ePmsWGTFrFowf7/lwUl6eGxrk8rjnntL6oq5Oa2LN4zyxTUVl2OL6v9Zx8dU2NCRr4rvuUEwTV1fDPffAF1+IBUkhNTGoMQeJPBCQp12nT4dVq6Syf//9ZW5UiC9XfNIkeOABeOklOdZbbimaePTootDExVTc4Fbcdkvz/+7rdQWIJfdwr6aOI1U4q1fD8uWtObT9Hs01T8Ebo7DqF7Bp/8fbOv+5X1+FhtthrlOsODhBk7KoRfMvFt0ck+5BG2O1jbm8DivDBkYMWs5LTzrMfitI7eLVbFG9nOH7OgS6B6FOoQG63DBg/fXlb1WTMN9JtWwZ3HCDCFYX06ZJOf6kSXIC83oOcsl3310KGhL/v7Y2zh0n7uOoUawoDU3sda5pXpQ8Fqzmp9VBflpeRrNhsl7X0tXE4H0MmnvHVy43cRybQDCAFTXg5xghJ4oVjMHq1ey6iWjil+eKJh5SvZxhftDE4F0Sep1Uy5bBtdcmV2ElauJYTK1j1lk+apQ8YaE1cSlDa2LNNc8hj0UbWf4LNFFGJGRSF03/9sbGzF9f21bn6wvex6C5/zhBEzsKAzYNMOUphzffson+WMeQHssZto/CmrisDPr0kS9+oZJQtSRbtgz+9je54e9i2jS4/3645RapcFIp3s7y0aPhyCOLUhMXU3HDl+v+3izN/2+67u+vChBL7mFZ8tSB48i/LUv+HQ4nc2j9muaaZ8EDZohuhsXa7u3/+D77SHuHdNhnn/jXV5HhdpjrFCsObloWtmURpZJQ2CZiOoQsE9sxsMKBjBuoCoc59DgLbAtqFRmQn3m+k2r69OTCBhfffgt33QUXX+z9HLh83jz417+koWSPHvJ479ixud+fZeVWo2iohtLRxKrkruZFw22zmiaziibHpGt3q92bGztWDHTSwT2lKzLcjBy8j0FzL7lFedjCtkywLAxM7LCJZdm/fqCb1sT+SqqpU1Pby3zzjTzJd+GF3s+Ry995RxaYv/tO+uZoTazRMWhNrLnmOeS2FaCJMuzq9QmYFmEz/dv33lvaT6TD3nur8/UF72PQ3H9c1pX70Ugl4TAccHyMShutif2QZM8/n1zY4OKrr2RN9rzz1Il37lxxXli4EHr1Ek3snkBzuT/LyrVKKQiKqbjh1XV/jzUMo8xxnGb3PwzDqAR2BVYDc70IrtMwTbFLMQypqnEc3cNG85zyAAblXU3W68DHd9lFHN6nTWv91T35ZNhss+LpS6ZTrLh4ICRFDoEg1EQsrJCJaTWm7C+suU+TKpNH+IsvSnGD13NgWfDcc/DnP8djW7ECbrpJFnfvuit3+/NxLzWNrFEamliF85fmRcedYCWxSCWBDm5u5EjYd1+YObP1V/e008T90y+aGLyPQXPvear+wpZTo06AfuJeJ1UmTTxjhuhQr+fIsuCZZ+CSS+KxrVghrdfmzYN//lNrYo32QGtizTXPEY8Fq6mngkjIJGBabX581CipSUvVnuKMM2DQIHU0MXgfg+b+5BHHoiFkUW9BIBgDB8wQWJapRoCqcNWSLNWPdRfTpsFFF6kR71NPwWWXxWNbsUKcid97D+64Q2tifFjcYBhGABgMNDqO8637uuM43xqGMQsYC/wBuCPhY1cBQeAex3GihYw3Z3B7qRlGnPulh43mvuCNdojGqE2z1bHNXX01bLQRvPACLFkCG28MBx8MJ55YXH3JwPsYNM8Pj9kWddEqGk2HMBEM28KM1mGZee49Vuoc8rsP1wItFRwHli6N2295NQe2DVddlTrG//0PXnkF9torN/vzcS81jWSUvCZW4fyledFwt39wBKPTm7vmGhgwQB6SXroUBg6UnsJ+08TgfQyaq8MT+wtbdiVEbUImWPjoS+01B29jyKSJm5vlhNW9u7dzZNvpNfErr8Crr8KYMVoTayRBa2IFzm+aFyWP2QaRSADMEDEq+CVWSV0Uwllu7tprRRNPmyYu8IMGyTrxCSeopYnB+xg09z+vxcK0q1gvatPHtLVGTuTgfQzZauKmJjlhVVV5G29Dg9xsS4XZs2HOHKkiK3FNrERxg2EYBwMHr6N91/09wjCMB9f9+xfHcS5Y9+/+wOfA98DGLTb1e+BN4O+GYey57n3DgdGIzdhl+BmGITdiEv/dkkPb79Fc81Tcye4rlo4HAnDUUXDmmVL8ZdvSvseF18PLFQfvY9A8fzzmmDQ7NhEnRMiIYTsBLJUCLEYO+d3HxhtLxVUqhEJidev1HLz7rvQ5Swe3uCGXc66hJLQmzhKqnL80LxpuU47jlBFzzE5vLhCAY46B3//e35oYvI9Bc/W4jQmGheFY2I6Jha1WgCpz8DaGjTeWxdpUqKqSYl+v5+jtt2UxNx3c4gatiYseWhNnCVXOb5oXJbeNALYBjmN1SCObJhx3HJx1ltqaGLyPQfPi4I2GieGgNbLqSTZwIPz8MynRvbv88TreuXMhFksdI4gmHjWq5DWxEsUNwLbAiS1eG7TuD4hAvYA2sK4qd0fgamBfYH9gKXA7cJXjOCtyFnGhYZq6LYXmebUXi1FBc9BUIRyluU6x4uYt21QQrMS2IBR0tAWvX5NqwgR4883U19YTToj3GfNyDgwjswZobs7d/gwjXqGroSK0Jm4LriZW4fyledFwJ2QSMasJhCwCiljkes3B+xg0V4/rNhU+TqoTTpCF0lRQRRO3Ba2JSwlaE7cFrYk1zyN321DUBk0ClrShKFaNDN7HoHlx8IhjEQn1w9QaWe0kmzBBWgCnwoQJUtzgdbxtQWtiQJHiBsdxJgITs3zvQiDtXQDHcX4ATs5FXErBtuM2IS73g82L5h3jdXXw449QUVGQ/UUw2m0vVqocvI9B88LwmG1Rt9oibEEP6qnMdZuKlSvhscfgq69EOO2zjzxRpcoEFEtSDRkiVl7XXQdr1vArjjpKGqBHIt7PwTbbQFmZiNNUGDZM3lfidmOlAK2Js4CriVU4f2mef+5q4i5d8ra/mG1QFwnQFDCwc3SqLQYO3segubo8p20q6upEE3/9dXFrYvA2hq22gokTpVdvoiY+9lg49VSor/d+joYOzfwEmdbEJQOtibOA1sSlxVesEE3ctWte9+e2aqvvQBsKv3LwPgbNi4d3SiMnauJwWDTxgAFqDbAYkmzrreGKK+Cmm5Idw44/Hk46SQ1NvO22ZMROO2lNjCLFDRpZIvFHnl9sXjRvH6+rk0a9s2bFXzviCLj0Urnxlcf9qzB8P3DwPgbNC89tTByD3LWp+PFHeUIqsV3Co4/CIYfAX/7i/YALySH/+xg/HsaNg//9D2pqYORIWTS3bTXmIByG00+He+6hFTbZBMaOzf2ca2j4GaqcvzTPH6+rg7/+VfpJgujgI4+ESy7J+f5sI0AzZTQapjLDV4GD9zForj7vdJuKH36QJ6SWLuVXPPooHHaYLDp6PcBccvA+hkMOgQMOEE1cWwu77y6L5qpo4h49pNDivvtohc02gz33zP0x0dDwM1Q5v2meP75ihTys8fLL8lpZmTyocfHFedlfLlu1+YWD9zFoXny83Rp50SJZJ/7pJ37F5MlyX+iyy7wfUGc4eB9DS3744bJW7GriUaNgo43U0cS9esEpp8ADD9AKW2whbdpyfYx8CF3c4BeYpm5LUex87Vq48EJ5ituF48ATT8gC7+23523/gaBJQLHpUJXrFCtNXh60qHH6YYVMTKsRK1jeuQ1edVVyYYOLZ56RRbvx49WagGJIqupq2G8/qVANhdSZg/JyOe4LF4pA/fHHeJXwwQfDmWfmNl7DiFfoamj4Ea4m9jp3Nc+vJj7/fPjmm/hxb26Wp1hWroRJk3K6P4cy7GAIx7SUGL4qHLyPQXP1eafbVEycSFJhg4unnoK99pIb8SoNuBiSqroa9t9fPU283nrw9NNS8LL55vJbqb5e3qM1sYZGa2hNXPy8sVE08bffxo97czP8979yfrzpppzuL4ZJfbAa2+pJIFg6rdrA+xg0Lz7ebo185ZXJhQ0upkyBvfeW9UyVBlgMSaaqJi4rk99CixdLce+SJeI6bFlSqHzmmfJerYl1cYNvYNtxmxCX+8HmRfPs+ezZyYUNiZg1C+bPh96987L/RmzPh+8XDt7HoLk3PGZb1EWraDQdwkQwOtqmYsUKmDOHtJgyRRZzvR6wTqr88+XL5WnF778nCdtvD/feK4tVdXVxe7Bc7N8w4tvT0PAjXE2sUi5rnlv+4ovJhQ2JmDFDWgr17JmT/cWwWGFXE4kaBCw1hq8KB+9j0Nw/PNGCN+tWbr/8Am+8QVo88QSMHq3GAHVS5Zf/9JNo4kWLSMIOO4izmdbEGhqtoTVx8fMZM5ILGxIxdapo4nA4Z5p4md2DmqhBwLIwFRi+vjxrXgw8K428fDnMnUtaPPGEuG2pMCCdZPnly5aJJv7hB5Kw005w111aE7dAmdcBaLQDiTYhmSxFsnmP5p3jixfDLbfA2WfDH/8YbyPRme2//z4Z8f77eR2fStOrOlchBs294THHpNkxiDihX9tUtHuDNTVkRG2tOgPWSZVfftttrQsbQM73jzySv/1raPgdXueu5nH+ww9w881w1llwzjnxNhKd2X5bmviDD3IWv+0EaHYMaT+lwHSqxlWIQXN/8cRWbm1+wNW86eBqZpUG2FmuQgwq8kmTWhc2ALz3njyhrDWxhkZqeJ27msf5okXipHDWWfCnP+VGE3/wARmRw3XiUtfEKsSgeXHzjBq5rXXiYtDEKsTgB37zza0LGwDefRcef1xr4hbQzg1+gWnqthSq8M8+k543a9bEj89rr4ktzKWXdnz77vFLh27d8jY+3ZYie65TrLR5IGRhWxaBINRErI61qdhkEzmfNzamzvUhQ9QZsE6q/HHLgmnT0p/zn3sOzjgj9/s3jHiFroaGH+FqYlVyuZT5/PnSG72hIX58Xn0VDjtM+gB3dPuVlZm/A1VVORuPE6wkFqkkoMB0qsbB+xg09x93W7kRrMS2IBR00lvwbrqptOdauzZ1rm+5pfcD0kmVfx4IwPTp6c/5zz4rTydrTayhkQytidXhH38s56lYLH58XnkFjjxS2g93dPtVVZm/AznQxLFQNbZVTUOwJ7GIVZKaGLyPQfPi5xnbHW+2mbTnampKnet+18Q6ybL8kpTDzJnpz/nPPiv3JLUm/hW6uMEvcO3GDCPOtc1L4XkkIou1iYUNLp55RixiDjigY9vfe2+4887W2wX5wbLrrjkfTyzSiG0GiGAoMb1+4OB9DJqrwRPbVPSlFivbDYTDcPTR8PDDpMRRR8n7vB6gTqr88kgks+1XbW1+9m8YmferoaE6XE2sSi6XKq+vhz//ObmwwcVTT8GOO8K4cR3b/l57wd13t94uyHtyoIm1BtaXZ83zrJFXW4Qt6EF9egteVxM/8ggpUWyaGLyPQUW+alX6AhfQmlhDIx20JlaD19fLOnFiYYOLJ54QTbzvvh3b/p57SmueVKiogF126VT8Mdvgp0iQpkAVNpYS06kvz5oXM0+7jhwOSzHUf/9LShxxhL81MXgfgx94XV36AhfQmjgFdFsKPyHRJkTbvHjDv/wytYW4i9mzO779wYPhhBNSb/fKK8W5IcfjsSnHccqIOaYS0+sXrkIMmqvB3TYVNoH2beCii8TtJRHhMFx3nTg7qDJAnVT548EgbLghabHVVvnbv4aG36FSLpcq/+ILadOWDi+/3PHtb7YZHHts6u3+5S/i7NDJ+LUGzo6rEIPm/uZttqm46CIYP54khMNw/fUwaJD3A8g1VyEG1XhlJfTvT1psvbXWxBoa6aBSLpcq//RT+PHH9MeoM+vEW2whRYCpMHGiPH3bifhtI0AzZTQapjLT6RVXIQbNS4OnXUe+5BI48ECSUF0NN94IAweqMwCdZPnj3bpB376khdbEraCdG/wC09RtKVTg6WzkXaxZ07ntn3MO7LYbTJki/XU23FDsZkaOlKd8czweJ2QSMasJhCwCud98UfJST7Hycli5EjbaSI14vOZum4qGoAkOmCGwLDO7DVx7LZx8MixYAD16wNChUimp0gB1UuWXn3EGXH556uvJWWflx2bUMOIVuhoafoSriVXK5VLkmZ6yhc5r4vPOE/375JNSRLHRRqKJd9stJ5pYa2B9edaauDA8qzYV118vLW6+/RZ69YJttilOTayTKrMmvvLK1NeTP/xBa2INjVTQmlgN3pYmbmjo3PbPPx92312c0VxNfOqp4mTWCU0cC1ZTTwWRkEnAtJSZTn159h9fbz2tidvDM64j33ijtLhZsEA08dCh4gqj0gB0kuVfE191VerridbEraCLG/wC127MMOK8mG1e1q6FefNg6VIYMUKqllSIb8MNoawMmptTH6fNN4/buHR0fyNGwKhRcvGqq5MnV/JkPdQYMSBg+9rZSDspFc4Z6Zpr4IUX5P+qq8Vo5OCD1YjPa16LhWlXsTYC1SaEaMyuTUW3bjBmjLwWi6kzoEJy8D4Gr/gBB8gCxYMPxq3dKyulYnu77fLznTCM+HVKQ8OPcDWxSrmcb0387ruwbJl6mjhTlf8WW3ReE++6K4wenXNNHLMN6iIBmgIGttbA+vLcTr5iBfztbzBtmvxfjx6iicePVyM+FXlWbSq6dRP77WLWxOB9DKrygw4STfzQQ3Fr96oquPTS+MK+1sQaGskoRU38zjvw009qaeIBAzIfp86uE69eLcW9Y8bkRBO7rdnqqeCXWCV1UQgrcHi95OB9DH44K5gEAAAgAElEQVTkNTWyTjx9uvxfjx5w4olySVchPtW5u468XtSmj2ljsS6nu3cvPk0M3sfgF37IIeIG9PDDyZr48svFuUFr4iTo4gY/IXEBMZOFSFvvUZ2/9ZZYzi5bFh/7CSfAued6H1+3bnDccXKCaYlu3eQK7vX8tYfjgKFOOH7g4H0Mhea2DRMmwFdf8Stqa+H226X+6LLL1IrXK95omDRiEXPABCyvA/ILB+9j8IqXlYnN5IQJYvHe3CyLI71753/ONTT8DK9zt1D8jTfEcvann+KvT5gAf/qT9/F17y6tIyZPbn18uncXS02v5y8N1xa82V8qvI5BNR6Lyc/Sb77hV9TUwG23yU/XSy5RK14VeWKbCkuFgArJwfsYVOVlZXJNOekk+PxzeV1rYg2NtuF17haKv/66PMm6fHn89ZNOgj/+0fv4wmH5Tf/YY62PTzgsDzR4PX8JXLdmS30p8DoGv/GGBvlZ+u23/IqaGpg0STTxn/+sVryq8kbDxHDAdkwsbO8D0knmPS8rg+OPF6fnL76Q1zbaSGviNFhv4sSJXsfgK1x11VVnrL/++uufccYZhd3x2rVSrVleLpYhTU3y5evaNZmbZuvX/MQXLhTL2VWrksf/8ceSaCNGeB/vHnvIvz/5RP4Gsc684w55is3r+LLkseZy6p1K7K5hKoLlXofjG+73FOsInz0bHn889anp00+l3qd3b3Xi9YrHmspZY3SFrl0JBC2amxwwoLyrpUaAqvJSTKqWvFs3ecq5b1/x9Mvn/srL5cajZeVTtSTh3nvvZenSpUsnTpx4b8F2qpF3eK6JVcjdfPIFC8Rytr4+efwffSTv3Xln7+MdPVqOx8cfx13Ntt0W/v536Z/udXxpNXCAlU43nK5BFcJRluvLc2s+a5Z0SkmF+fOl8KFXL3XiVZFXBMuJNHVlNV1o7lrJesEulDfF1AlQJ5X3mnjIEK2JNXwFrYnzzL/5RmzaI5Hk8X/4oZwnhg/3Pt7Ro6WN8SefxDXxdtvJOnG/ft7H96sGLqfO6U6kax8CIcvrcJTh+vLcfj5jBjz9dOpT0/z5UvjQs6c68arKY03lNBhdWa+rhRkMFK8m1knWft69u2jiPn20Js4A7dzgF7h2Y4YR58Vo8/LQQ+n7lf3nP2LNokK8554rV+oPP5SChs02i9uDqRBfFjxih1gRtWi2LEzvw/ENB+9jKDR/4w0y4u23ZSE31/uPxeQejmnCb34j13IV5qNT9mKqBKgSB+9jKCVuGPjVbkxDA4hrYq9zqRCauKkp9Rw89JA6faHOO0/8R32iiWNYrLCriUQNApbn4SjNwfsYVONtaeJ33hFL3lzvv6FBUqyiQjRxWZka89FRnlWbCpUC1klVnFxrYg2/o5Q0cbrWwCpp4gsuEDeJDz8U55lNN1VKE8ewWGb3oCZqENDrwEkcvI/BbzyTJnYc0cThsNbE2fC6qIVjyg/TotXE4H0MmqfnPtbEurjBTzCM4rd5SfS9b4mGBunD2K+fGvFWVsqVNBxWI572cie7r5TmyRy8j6HQ3L3epYP7/7nc/9tvwxVXwKJF8n+hkJi6HHKI9/ORLS8ZezGdVP7jGhp+hyq5lE/+5Zfpx79mDSxZAuuvr0a8PtLEthOg2TGwMSn3PhylOXgfg2q8LU0cCOR+/2+9BVdeCT/8IP8XCskDrOPHez8fueAl1aYCvI9B89bHREPDz1All/LJM60TR6PSK7VPHzXiraqCrbZSUhNrDawvz7nkbT3gnY914jfekC7mixfL/1VWwm9/q1znlw7zotbE4H0Mmrd9jHwIXdzgF5imrJYYhliGOI6sbFhWMofWr/mJ9+yZWbj27atWvD7lsWA1MSpoDpoqhOMr7vcU6wjfbz946qnUKdmlC4wcmdv9ff+9OHEnmrhEIuJyHQjA6aerNT/peMSxiIT6YVo2TtDBcOoxQ2BZphoBqsJLMam85IbR9t0ZDQ2V4Wpir3Mp37xXr+Qmpi3Rp49a8fqEO8FKYpFKAmqEozQH72NQje+/Pzz7bOqUDAZht91yu7/vvpNChkQTl0gEbrtN3ENPO02t+ekILw9a1Dj9IFiJbUEo6GA5NeoEqJOqeLnWxBp+R6lo4h49pF1bOvTurVa8ivFYqBrbqqYh2JNYxNIaWF+ec8L32w+efz51SlZWwi675HZ/CxbIWnCiiUt9Pdxyi7j8nnKKWvPTGU1shUxMqxErWK5WgDrJipf7WBPr4ga/wLUbM4w4L0abl7Fj4c03U8/BsGFSBevapKgQr894LNKIbQaop4JfYpXURSGsTni+4OB9DB3lq1fDvHlyDdt6a3ktm8/vtBPsuy/MnEkrnHNOvF1EruK977703Wnuvx+OO06N+WyPvVg9YNqGblORy6RatAimTJFHGX/zGzj8cOkZpsKYVOaGEb+Oamj4Ea4m9jqX8s333hvmzk09BzvvLBdzrYmz5q4GjmCoEI4vOHgfQ741cWWlaGLHye7zw4fLz9VZs2iFP/4xbo2bq3j/9a/03WkeeMBfmjgTL5k2FZCffXz/vWjixYvlieHDD5cKdBXGrDLXmljD7yglTfzuu6nnYJddZA1Aa+KUPGYb/BQJ0hSowsbyOhxlOXgfg9808YgRsOee8PLLtMI558glNpea+J570nenuf9+OPZYNeYzJ5o4WkWj6dCXWiyvA/JbkrXUxEccIT1MVJgDlbmPNbEubvATEm1CVLV5aW6GxkZJkI58ftQo8dh87rnksffuLX6chR5PkXGbchynjJhjqhCOLzl4H0NH+Isvwt/+Bj//LP/Xvbsswo4Zk92Yb7kFdtgBnngCVq6ELbeE44+HTTbJfbwff0xa1NXBsmUwaJBa85uJNzdLRfPj/zFpWAgDNjI56Vibww80MFQI0GsO7f/Ms8/KNcHFzJlw771w553S893rManONTT8DlVyKRPvrCYePRo++ACmTk0ee9++0rfJ6/H5jGsN3LFLhdcx5IPPmCGauKZG/i8clkXYPfbIbk4mTYJHH5V1M1cTn3ACDB6c+3g/+YS0qK2Fn36CjTdWa34z8eZmkXAPPyw1qhttJIvRrp2w46AtedvLn34aJk6MfzESNfEGG3g/ZtW5hobfoUouZeJNTZ3TxHvtBR9+CNOnJ499/fXh8su9H5/C3DYCNFNGo2GqEI6yHLyPwQs+fTpcc02yJj73XNh997Y/bxhw++0webJo4lWr5JmjCRNg4MDcxzt/PmlRUwPLl4uuVGl+M/HmZpFwkyeLJh4wQIqW998fYo5Js2NjE8BSJWA/JNmTT8LVV8e/GDNnSqX4XXdJi3uv50B17lPo4ga/wDTVbktRXy9XxBdeEOE6dCj87new447t215lJVx/vVRWPfmkrBgNHy53Ud3Hw1WybfERj2FSH6zGtnoSCFoEIkqF5xvuVYp1hn/wgSzaJqKuTq75XbrAIYdkt73jj5f3hkLCI5H8pGS3bplPh+GwWvPbFr/zTlljBAuTfnz/mc2cyx3mfVnP1edAybepaG9S1dUlFza4qK+H88+X4jivx6QyN4x4ha6Ghh/hamKvcykdX7VK7pxOmyaaeNtt4fe/h+23b9/2qqrgppvgyCOlN9SqVeLYcNxxWhNrDazk5dkP/L33ZNE2EStWyL3hG26QGvtstnfCCXDoofnXxFVVmU+HftPEd9whT9e5+PRTuOwy+PprOOsseX9Rt6nIdVK5X96WWLUKLrhAKkm8HrPKXGtiDb9DdU28cmVcEzc3w3bbwR/+INq4vZr4llvg6KPjmnjECNHErmWSCuNVjMeC1dRTQSRkEjAtr8NRmoP3MRSaz5sH552XfEpZsUKW2m66CQ48MLvtTZgAhx2Wf01cWZn5dFhdrdb8tsVvuw0efDAe//z5cMkl8M038LvfWdiWRUPQBIfiaG+c7ySrrU0ubHCxciVceKFUkng9BypzH2tiXdzgF7h2Y4YR56p4KUUiIip//DEe70cfwZlnyo/tQw9t//Z33FH8kOrqZNWmvBxiMe9tWnzKY1gss3tQEzUIWBamWuH5ioP3MXTEvisd7rkHxo1TK9799pNTSCrstJNce6NRdeLNxL/+2i1sWPcaFjYWAHc+bDBuL5vh25V4mwpo32fSNbsGKdd+7TX1vtQqccPwrd2YhgYQ18Re51I6TXzMMbB0aTzeDz+E3/5WfmwffHD7tz9smBQNa02sNbDil2c/8LvvJi3uuUc0qErxjhuX/km14cPjnQdUiTcT//LL5MKGRDz4oLjJbbut8KJtUwG53eYzz6SeUBCru9dek0cAVZoDlbjWxBp+h+qa+Oij5Vzk4oMP4LTTpODhoIPav/2Wmni99bQmzsAjGLodcQlr3rb4nXeSFvfeC/vso1a848bB55+njnfnneX9ftHEX3yRXNiQiPvvF0289dZQi4VpVxVHe2PI7z6efjr1hILcr5wzR70vtUrcx5pYFzf4BbGYCDjHkTt7q1fLTZyWHNp+T6751KnJhQ2J+Pvfxc+osjL77UUi8MYb0ke9qkrKBXv0KNx4ioTHoo1EfrbBcYiFAtREDJb8YlKJEuH5lnuRYp3lH36Y/tSycKHcg6muVifeMWNkLa5lq/FwWJ6Uq61Va34z8VQ9mV3YmEyfARsPMOketDFW25jL68SCV5UBeJVU0ahcN5qbW39m8eLM18uFC9X8klRUSLJFo97G4ziS8BoafoWriVXJ7UT+/PPJhQ2JuOMO2G239mni+nrRxIsXiyY+6CC1Ltg+4JFQUGvgEtK8ndHECxZIm4fu3dWJd8894ZVXWrcaD4fFUU1FuZOOv/hi5lP7zJliJ9zy8wRN7Cg0/Rygu+MQCtpYqxW9BuQjqTJp4h9+yDyp33+v5pdEa2INjdxAZU387LPJhQ2J+PvfYddd5cnR9mji//s/0cTdu8s6sdbEKXlseR22E2RVEOq8D8cXHLyPQSVN/PXX0tK4qkqdeMeOlXXiefOSY/WjJp45M/OpfeZM6N9f3t+02qRsOeCY9AlGSksDt0cTt7VO/N13an5JLEuula4u1Zq43dDFDX6BZckZ2/3iW5b8OxxO5tD6tXzz999PH3dtrYjQfv2y2968edIzbc2a+DYeewweeCDetKnQ4/Mpt60AttGI070HMbOSgGlR6cHXo9i4FynWWd6tW3JKJaKsDHr1gq5d1Yk3HIb77pPfwy+8IHEOGyYmMIbR9ueDQXjkEfl8TQ1stZU8NLvjjoUfj2WlPz3aWNRV9KMpbBMxHUKWie0YWOGA9wfAq6T69FPxwPv00/iBP+002Gyz+Ge23BJmz04/sUOHej+mRN7UJE/W/ec/4vNnGHKD8pJL4tf1QseX6YupoaE6LMu73OmMJv75ZyngzVYTv/OO+IImXsAff1we59CauB28ioBZqTVwiWjebDTxzz+nTtHyctHEFRXqxBsOw7//LQ8jTZsmcQ4fHjdGbOvzXbuK/HjuOflZvvXWcMYZ0iWn0OPp0iXzqb1Ll9SfNy0L2+pHI5XEwmBaMSwLdQ5QvpJq/nzRxJ99Fj/wqTTxq6+mn9Rtt/V+zIl87VqxlH/kEdHEZWXSC+bii7Um1tDoCCxLXU383nvp416+XG6mrL9+dtubOxf+8hdoaIhv4/HHZZ14wAA1xqsQt52uOOEeYFYS9j4cX3DwPoZC8+7dZb00FUxTnjFVTRM/+KDIiOnTJc6ddxZNnM3nu3SBhx6SZxFqa2GbbUQTb7ed2prYtiyijqwb25aJZaHOASlUkn38Mdx8c9y6Y8SI1Jr4tdfST+p223k/By018ZQpMHmyFCmWlYnLp9bE7YYubvALTFN6qRmG3LlzHHUaRZW38TXKdnsrVsCll0r1cSJqaqQv28yZ3veg8Ql3e6vVBk0ClvRW0/2F/dEmKh98/Pj0rSnGjZOFT5Xidflhh8G++7avd1tFhfTsffvt+BjnzpU/N94orhCFHM/uu2e2QB42UnqpBYJQE7Eoyv7C2SbV55/DKadIFa6Ld94R+8qnnor/6jjkEHj4YblmtMR220nvEq/HlMjvuUcWX1w4jtxl+PZb+O9/dS81DY32wtXEXud2Kr7eepljr6jIXhNfdllra8BffoGzz5YVHRXGqzCPhaqxrWqag5UEvA/Hlxy8jyEfmvi++1Kn5wEHZJ+iheZHHCHdBdqjiS1LfkInuj689Zb8uekmGD268Jo4U6u8kSPTfz7iWDSELOotCARj+Lb/cLZJNX++aGLHiU/Q22/LY5ZPPSWFvI4jP5bcRdGW2GEH+eP1mFtq4ieeiMfY3CwFwAsWyDi0JtbQaB/8rImz3V5NjTwA19iY/PmffxZNPHWqGuNVhMcwqQ9WY1s9CQQtvQ5cwpq3LX7QQVJAmwoqa+Ijj5R17I5o4kTXhzfflD+33AKjRhV2PCNHwr/+lf702FITB0KybuwEHXDq1Tog+U6yTz6RQoZETfzWW7JO/PTTUrntOFLlMnkyrFzZekJ32knWir2eg0R+552i6V00N8t4vvtO1ru1Js4aurjBL3B7qRlGnKvSKGr33eWkkgr9+0s1bjaNj555pnVhg4vFi8WTc+hQtXrSKMZjkUZsM0A9Fbq3mk/bROWDn3iiuFq37Nk7YICsm7n3TjJtr7lZUnD6dCko3G03scpdvdr78SXyadOSCxsScc018gBTIePp31/6N8+Y0Tqe0aNh8OD4/LfsL2zZlRC1CZn4u7datkl1/fXJhQ0uGhvFzv2OO+QzZWVw111w4YXJdrzbby/VvKtXi0hTYYw//JBc2JCI+fMlodwGgYWKz8e91DQ0gLgmVuH8lUoTf/xx6rg33BD69MlOEz/5ZPo8XbRInkrYemvvx6soj9kGP0WCNAWqsLG8Dse3HLyPIdf85JPhzTfjD8O72HhjOOmk7DXxyy+LtisrkwXIPfdUY3yJ/IUXWrezcHHttYXXxBtsIK1uU7WnGDNGDGmymX9f9x+G7D5zww3Ji7guYjHRw7ffLu9fbz2por7ggmQ73p12kqpuFcbs8kWLkgsbEvHRR/Igy047aU2sodEeqK6JXTfGlhgwQKySstXELQsbXCxcCK+/Lk/sej1eBXgMi2V2D2qiBgHLwlQrPKU5eB9Dofmpp8o94i++IAkDB8KECdlr4tmz5RJeViZpP2aMGuNL5M8917qdhYtrrin8raYBA2DvveGll1rHs/fe0qYt1fxHMDBsCzNah2VmcYBU4tCxbVx3XWpN3NAgmvjWW+X9gUB8nfjHH+PvGzZMPU28cGFyYUMiPvhAvhjbb681cZbQxQ1+gmHEE9r9d0sObb8n1/zII2X1ZMGC1jGffXbr+NNtL/Hkkwo//ii+QYUen4+4TTmOU0bMMVUIpyg5eB9De3kwKAWMTz4porO8XETn+PFy7Wrr87YN552X3Alg6lTYfHN58qt7d3XG+/rrpMXKlfL7uk+fwsb317/CoEHxB6uqquDoo6VVRiSS+vM2JhgWhmNhOyYWthoTnK+kamxMX5UC8OabyZ8ZMkS+zG+8IZWt22wjlbi2LR5zXo/J5Zks6kGcKYYP92bONTT8DK9zOx0/+mi5QC5c2Drm9mjiJUsyj3/JEum55PV4FeW2EaCZMhoNU4VwfMvB+xhyzUMhePRRcQGdNUs08ahR8vRatpr4nHOSOwFMnQpbbOEvTbxihRR49O5d2PiuuUYKex99NK6Jjz0WTj9dOllmu71Gw8Rw8J9Ghuy+ZOmqUkDuRCS+f8gQqRhxNfHQoVK5opomzmRRD/I7wO0hWMj4NDT8Dq9zOx0/5hipAkylif/4x+zjb2udeMkSOQ96PV4FuO0EaHYMbEzKvQ/HVxy8j6HQvLJSjESnTJF7qYEA7LEHHHig1FK29XnbllR+7TV+xdSpUmt0443+0cS1taKJe/UqbHzXXQebbCLHoK5OWucde6yYFKTTxDYmjgG2E8Dy+gtUiCRraMi8ptpSE//mN/ID7//+T649224rulg1TZyu0sbF3Llx5+JCxudT6OIGv8A01W1LEQqJ68KkSdK8qKFBbtacfrrc/cx2e4MHZ56DwYO9t41RlMeC1UQwWBUEw6rU9mMKOimpwI89Vgoa2mPf5aZ3YmGDiy+/FGvfG29UY3yOI6fITAgEvDlFXnwx/P734p7Yu7f8kIhE0n+fyoMWqxyLtaFKHMvGCToYTr0/LXizSaqKiravgam2MXKkVLS6X2pVxuTytprpWZa2G9PQaC9cTaxSriee8J99Vvwtp06Na+Lf/jbeEzKb7Q0alHkOtCbOqInrqSASMgmYltfh+JqD9zHkix9/vHS5aq8mfvLJ5MIGF198Ia2/r7tOjfFlo4nLy705RV5yiVgDt9TEjpP99iKORSTUD9NvGjnbpGrrwPlRE7el9SsqtCbW0GgvVNfEzzwT18SxmPRJP/102HTT7LfX1jrxoEFqjNdD7rZiawj2JBaxCKgVni84eB+DV/yEE8TRv72a+PHHkwsbXHz2mbS7uOYaNcbnONmdSr04RV56qbRVzlYTlwctapx+WCET02rECparMcH5SrK2NFogkPrzu+8urdlU1cRtrRN36aI1cTugixv8AtduzF2lUM1LybLk0e5TToFwWF6LxaT8LNvtjR0btxRviQEDpJK/vl4dGxkFeKs2FKshbKHtx/LIwfsYCs3TOYiC/E698kp14t1229SLziBrZoMGpbb3KgRfu1ZO4WvXyuvZfL4uauGYFvWAaRusjUC1CSEasVSY8Fwm1Z57is9zKowenf2kqcR32kkEdzorTS88+wwjngQaGn6Eq4lVyvVEXlEhFuGnndZxTbzvvlI0vGZN6/EPHCg3sFatUmO8inDdmk1rXq818fPPS1twVeLdbjuYMyd1rF27+k8Tt6WRfdGmArL7zJgx0g8wFVztqMqYsuXDh0thxtq1mcelNbGGRvZQXRN36SIW4aef3nlNnKqF8cCBsgBU4po4EjGIBSzqdSs2rXkLyKdMIS1U08Q77CAGV6kQCkl7Or9o4phtURetotF06Eutf9aFoWPbGDUK/ve/1AfPz5q4rCx1W2aIr39rTZwVyrwOQKMdSLQJyWQpks17VORVVdJzvVu35HH36wd33ik/hlWKVwGu21B4w1WIoZC8poa0aG6OOxCoEO+++6Yv7j/zTFnM9Xo+O8obDRMbi5hjYRPwPqBcJ9V550mpckuEw3DGGd7H2BEeCiXbbibigAOk+MGL+DQ0/A6vczvfvFs30cRVVcnj3mAD+Oc/pc+6SvEqwLUmzg9XIQaVeG0tadHUFK/RVyHe/fZLbwLzu9/JPSev5zNXvNEwaXbAdkw1AupsUp13Xvwpt0RUV4sTkNdj6AivrExuz5SI8eOlaM+L+DQ0/A6vczvfPByGG25orYk33FD6q2tNDDhgqBOOX7kKMfiJZ9LEjY3xGn0V4t1vPylgSIXf/16eTfB6PtvDY465rgWNz9aFO/KZCy4Qd4GWqK6Wh0m8HlNHeLduYtmRCoceKkV7XsTnU2jnBr/ANNVtS9EW/+EH8a+vqJBHSDK9f5ddpCJrzhz4/nvo21fuVnbvLndQVRiPIjyGSX2wGtvqqdtQKO6k5He+5ZbSsioVevYU+yxV4u3RAx55BP7+d3jqKSk8HDBAdMMBB0hxotfz2VEecSwaQhb1FgSCMXDwhwVvtkm1zTbi9/yPf0jvNLfp37HHykFUKeb28GOOkd5vDz8sHn3hMBx9NJx0kvzi03ZjGhrtg6uJvc7tjvBFi+Crr+Su4rbbZn7/rrvGNfGiRbD++qKJu3XTmjgFd0ImEbOaQEhrYq1588eHDIm3d22JPn1EF6sSb8+ecU389NNxTXz22TBunL81cSqN7LapMIMNWE6NWgG2N6mGDhVNfMcd8Pbbcs0bPVo08UYbqTWm9vDjjoOtthJN/PnnsjDtauLVq7Um1tBoL/ysib//Hr7+Wp4+aUsT77ab+N/PmSPry/36wT77aE0clHXhWNDENitVCMe3HLyPwW98yBCRKKnQr58se6kSb69eMHky3H67dMtpbISBA2WdeP/9/aeJAyEL27JoCJr4Zl24o0m27bZxTfzOO3LdczXxhhuqNcb28AkTYOut5YvpauJjjoETT9SauJ3QxQ1+gWs3ZhhxrrqXUl2dPHWQuAJUVSXNSPfcM/3nw2FpUeHalTmOP21m8shjWCyze1ATNQhYlm5DUUAO3sdQaH788emLG44+unOWsvng4TD85S9S4PnTT9C/v1yzYzE14ssFr8XCtKuKo00FxF/r21cOXEvbStceS5WY28t33FGK99zxhMPQ0OBNPIbhW7sxDQ0grolVyO32aOJzz4W5c+PjqKqSJ9FGj858Qdtnn/i5o7lZrQuuIjxmG9RFAjQFDGw9PVrz5pEff3z64oajjpLFUpVSNByGiRPFFXz5cllsLjZN7HK3TQVApW1hRuuwTMX0I2T/mfXXh4suKj5NvNNOUryXqInXrNGaWEOjI/CjJl6xQjRx4l3Rbt3gxhvFfjzTBW3ffbUmTuB6XVhrXi/5CSekL2444gg1NfHVV8Of/yyauH//uLxSIb6O8FosKm0LK+qop3lzmWT9+smBKzZNPHw4jBypNXEnodtS+AmJNiF+8FKaOLH16s+qVWLR/f333sfnY247gXUWRKYK4ZQcVyGGQvIRI+D/2TvvOCnq84+/57idQXYPuEMUEUGwEFFEJHbEbixJxFijsaGxG401llii0SQSY+8maow1tqixY4uKgj97QQURUZR6eLvAzpX5/fGw7u7d1rvdne/sPp/Xixf33pvyfGfnu/O52Wee55JLJKk+obo6aZ24zz7+x5eNQ6H0mP2Op9RcVW0qTIihllilCrpMmUuF8gUXpCc2gHjik06SJ9D8ji/g7FohOqij1bJNCKeq2IQYTOLx4+Hii6X4SkK9ekmngL339j++bBwKpcfsdzzlZBcbz6YnYlIAACAASURBVALXC5kRUGc2IQZl9cSq6pEpc6lQPv/8rt+ILl0qj1B//bX/8QWI9b6wXp795G23hYsu6uqJjz0WJk70P75snPDEpsTTU8YCPMucgHSSBZcDKq3cEBTZdrDaUrS0wNNPZx5Le7vUi//tb/0vAxMwjkeacJ0mVoRXJR51CJkVXk2wKVOs0nzYYVKu68UX5aNo/HjpNBOLmRFfLXLVtKmo1UnlF1tWMkNXpQqiEp7Y77lUKDc3wzPPZB5LW5t44pNPNifegHE83EQLvYlGbEK243c4VcXgfwwm8uGHS1uHF16Qj6Ntt5XX1RObwfVhh0XeYAg34DoQCXvmtKnQSWUWqydWBV1B88RLlsBzz2UeS2ureOKTTjInXsPZCzcQjzbofWG9PPvGkybBz34mnthxxBPbtnriSnLca4BInLjTihOu9z8gnWTB5AB7Yk1uCIoS5cYsK8km11L64IPc4/noI3PKwASE467Fd9Ew7aG+uDh+h1OzDP7H4Bf36gXjxqVXgjIpvlrmRJuKXjGX1W0Xh5hZAeZi8D+GWmLLkv9VqqDKdc2YS+qJfeV4tBXXDtFCbxbGG2iOQaM54VUFg/8xmMq9eknHKfXEZnLcdWhe5tDowABazGlTAeYcJGX1xKrgK2ie+L33co/n44/NitdQTnjgKJYJ4VQFg/8xBJXVExvgeWN9abU9BrHY3HbF4H8Mytk5wJ5Y21IESallQkwv8zJwYO6xrLaaOWVXAsJactccNiEGZeXO3GrZdHjgerYZAemkMpdVqqDLlLlUCK+2Wu6xqCfuFrvU43l1xD3bhHCqlk2IQVm5J2xcmwoTYlBOskoVdJkylwrh1VfPPRb1xOqB9fKsrFw0xz17ZYsaw9sVmxCDcnYOqLRyQ1Bk28FqSzFmDGyyCbzzTubx/OpXwSqf5jNryV1z2JQppqzcmaOeQzQyGNtx8cIeltcSjDYVOqm03JhKVYwSntjvuVQojx0Lo0fD++9nHs8hhwRrPAZwHJuWcBOusyqhsEMoalR4VcPgfwzKyj3lRJsKJ2Jj+12yVyeVWayeWBV0Bc0Tb7opjBolVcsy6eCDgzUe9cBVw+B/DMrK3eVQxMF1HFaEbYxtV6yTzGwOsCfW5IagyHWTZUISbHqZl4svhiOOgIUL08dy0kliaFNrFXV0wPPPS/+1VVaBXXaR+vd+l2UpN3/xhYx55kxYdVXYcUfYcssffq8ld81j8D8GZeVs3Bxz8GyHFsB2rWC0qQD/Y6gltiyCWm5MpQKSntjvuVQMX3IJHHlkV098yikwcmS6J25vF0/8/PPQp4944k03NWs85eBZs8QTz5olnninnWCLLbosH8fhW3cAi2IWIcfBNiT8amTwPwZl5VKwMSV7wZyDoqyeWBV8BdETX3qpeOJFi9LHctppsP76XT3xc8/BlCniiX/yE3mIzqTxlINnzkx64tVWE0+8+ebqgcvI4H8Myso95cU4NLgOTszzvxWbTrJgcYA9sSY3BEmpZUJylRDJt0yleNgw+Oc/4fXXpXdaQwNsu63coE1dfsUK+M1vYOrU5FjvvRd22AHOOcec8ZSap0+HY4+F1tb0cZ9+Ohx1FFhabsxEBv9jUFYuhFstG8sD17NxcP0PSCeVOaxSBV2mzKVCefhwuPNO8cSffCKeeMIEqeqQuvzy5ZIE/OabybHec4/c1Pzd78wZT6n5zTfhuOOgrS057nvvhTPPhEmT0pZ3vdDKsps29YaEX60M/segrFwqlpK9Li4hHJ1UyuqJVdUiU+ZSoTxiRPp94n79YLvtpPpv6vLLloknnjYtOdZ77oGdd65uTzx1Khx/vCR2pI777LNxDz1BPbBenpWVczIW4FnmBKSTLDgcUGlyQ1Bk28FqS5HggQPhoIOEo1HJDOq8/I03pic2JPTCC1Lh4aSTzBlPqdi24ayz0hMbEpo8Gfbck/gaw7TcmIFs2hRTVs7GUc+hNTIAz4lCOOR/QDqpzGDLSmboqlRBVMIT+z2XiuXVVpNyu7k88XXXpSc2JPT887DhhnKz05TxlIpDIfHEqYkNCf3lL7DnnnLsVi7vhRuIRxsIGRJ+NTP4H4Oycqk4UbLXC3vgteikUlZPrAq+qtkTX311emJDQs89J+3ejjnGnPGUiuvrxROnJjYkdNlleLvvR3zgmuqB9fKsrJyV414DROLE/W7FppMsWBxgT6zJDUFRotyYZSW5Gsq8RKPwwAPZx/3QQ2JaTYm3VPzSS11LE6fq7ruJnnQBS2IOHY6WGzOJwf8YlJUL5faYhW1HcPwswauTyiy2LPlfpQqqXNeMuVQOT/zvf2cf90MPSWUvU+ItFb/wAixenH3cd98Nxx//Q6u2KJZR4Vczg/8xKCuXmqNYWK6DHWuufMleMOMgKKsnVlWHXNeMuVRqbmmBBx/MPu4HH5QWyKbEWyp+7jlobu4y3Djg0pvovU/gHjPWmHCricH/GJSVS8HGtGLTSRYsDrAnrvM7AFURSi0TkqukSCHLmMKtrbB0afYxL1hgVryl4lw3cUF+7xX+litXlk2IQVm5EJYSvBYuITMC0kllBqtUQZcpc6mUnLiZm03V6ok791zurCVLwNJWbX6xCTEoK5eSXWw8C1wvpJNKGZUq8DJlLpWSV6xIfhmWSQsXmhVvqTjLfWIXGw+L+OKoUeFWG5sQg7JyKdjY+8AmxKBcdZ5YKzcERbYdzLYUnfn99+Hhh+Hrr2GttWDiRBg6FObMyTzuddc1K/5S8bhxOd/u+KZbEHf60hG2826utRVmzpQKZmusYcbwqplNn2LKyqmcKMG7ImyDB3YEHMc2J0CdVFpuTKUqVglP7Pdc6im/95544m++SXriIUNg7tzM465WT/zjH+d+v8eOJW5HCmrV5rriiUMhGDTIjOEFmcH/GJSVS831YYdF3mCciI1d6ZK9OqnMYvXEqqCrWjzxO+/AI4+IJx42DPbaS25uzpuXedzV6omz3Cf2qCNKA6Gxowt+uxOe2LZh9dXNGJ7JDP7HoKxcKjaiFZtOsmBxgD2xJjcERa6bLBOS4KCVebnxRrjqquSYZsyQsls77pg9uWH//ZNlUfyOv5Q8dChsvTW89lrXMQ8YQPQn+7Iw3kBzDBqzbG75crjiCunq0doqrw0fDpdeCmPHmjXcamLwPwZl5WJ5MQ6225deMZfVbReHmDkBgv8x1BJbVvK6qlIFUQlP7Pdc6gnfcIP0Ek4o1RNnS27Yb7/q9MRrrw1bbglTp3Yd86qrwi67EHXtnK3ali+HyZOlSnHCE48YIZ54k03MGm6QGPyPQVm5HOxbyV4w5yAoqydWBV/V4Imvuw6uvTY5pk8/hWefFU+cLblh332r0xOvsw5svjm8+eYPQ41TRzP9aR84FHfniXk3t2wZXH65eOK2NnltnXXEE48ZY9ZwTWLwPwZl5VKzr63YdJIFiwPsibUtRZCUWiYkaGVevvkmPbEhVVOmwMEHp7/WqxecdJIYWhPiLwdffjlstVX6uEeMgFtvhUhD3tWvvVbaECdu4gJ88YW0Y543z//hVTObEIOycrHcatl0eOB6thkB6aTyj1WqoMuUudQdnjs3PbEhVVOmwEEHpb/WqxecfDJsv70Z8ZeDL79cEhxSNWIE3HabPFXgpX98dV79qqvg3nvTPfGsWeKJv/vO/+EFmU2IQVm5HOxbyV6TDoIyKlXgZcpc6g5/+WV6YkOqpkyBX/4y/bX6ejj1VJgwwYz4y8GTJ8MWW/wwZBebjnU2oPXWv0M4nHf1v/0N7rsvmdgAUsHhqKOkw53fwzOZTYhBWbmU7Hsrts5sQgzKVeeJtXJDUGTbwW5L8eKLuce3/vrwyivwwgvQpw/svLOsF4uZEX+5+JprpK/a3LnQty/xYevhNgygI9xAKMfqHR3w979nPpSxGNx/P/zmN/4PrxrZ1CmmrJyPo55DNDIY23GxwytwvEVmBKiTSsuNqVTFKOGJ/Z5L3eUXXsg9vlGj4OWXxTv36QO77CJjrnZPfO21aZ6YYcOgoYF4uIk4vbO2amtrgzvuyHwoo1HxxCee6P/wgsjgfwzKyuViX1q36aQyi9UTq4KuavfEo0fDsceKJw6HYdddZbzV7IkHDpRqFosWEf96IS19hxMdNpZQQ++8q7su3HVX5kPZ0iJVf487zqzhmsLgfwzKyqVmX1ux6SQLFgfYE2tyQ1CUKDdmWUkOUpmX5ubc41uyRG5kbrcdNDbKOvG4OfGXkwcNkjYV8TjRJRZx26EFJ+fqDzyQ+3BOm2bO8KqNwf8YlJW7y80xB892cIhXrgSvTiqz2LIIarkxlQpIemK/51I5PXG/fjXvieNLluE6IVronbNV27335j6c06ebM7ygMfgfg7JyuXkxDg2ugxPzyl+yF8wYtLJ6YlV1qNo9cXMz9O8v1ctqzROvsQbRYZuyML4qzc3Q6ORfPVtiQ0LTpsGRR5oxPNMY/I9BWbkcHHcdlsccHBscojrJlKvOE2tyQ1AUj4ux8zzJqlm2DObP78qQfxk/eNSo3OPbaCMZnynx+sDxWCtLF9osB5bnWfx//8t9OFtba/5wlo1NnWLKysVwJAz2Mhd7fjOO3wHppKosex40NfXIkqhUvirhif2eS+XyxBtuGOzxlYiji+K4NLI4YtMcy774q6/mPpzqifXyrKycj9uXgTPfJeK14YTjOqlqhdUTq4Iu9cRVyfH5zbhemO/D0FzE6q+/nvtwtrXV5OHUy7NyzXP7fKQ6eNjFWebTh4BOMrM5wJ5YkxuCIseRTFXPk58dR35ubExn6PqaCbzddrDZZpIq2llbbAHbbCN3H02J1wd2nRB11BFqaqDezr14KJT7dNlss+TpYsjwqoZNnWLKysWw5TTgOQNwPQunMaSTqtbYcUrnT1SqSstxgm1ydtwRNt0U/u//uo5t661hq61q3hMn2GsaQMh2aLSzL16f56/ZzTcP9uniJ4P/MSgrV4Itp4Fe3gDcRnAcVydVLbHjlNajqFSVlOME2+TsvDNssgm8807XsY0fL/eKXdeceCvErtcHr3EA2A00FrG6euLuM/gfg7JyuTjmNVDf6OCuZJ1kytXkiTW5ISiybflG27Ikq8bzgtfD5sYb4fzz4cknoaMDevWCPfaACy6Q5aJRs+KtMHvU4YYjeLaTd/Fx4+CZZ7KfLr/+dbBb75nMJk8xZeVCuT7sEPUGEInEwclzXdFJVV0c4F5qKhWQ9MR+z6We8M03iyd+6qmkJ/7pT+U19cTEsYmHbVy7oSBP/Pzz2U+XI48M/umil2dl5fJy1HOIRgZjOy52eAWOt0gnVS2wemJV0FUNnviWW+D3v4enn5bf1dcnPbEJ8fnAXsQmajcRijiEiviTYNNN4YUXsp8u6on18qxcmxyKOLiOgxf2wGvRSaZcVZ5YkxuCokQvNctKctB62NTXw5lnwtlnw9Kl0jutrU1+H4sll3ddmDJFyqKss478MyH+MnOrG6E15tLh5F98r73ghhsyt6ibOFFaNddKKzptE6Ws3D22XYu2mINjuzjEurfBzz6D//wHPvgA+vSRKj0HHlhcQGDOQakFDnAvNZUKSHpiv+dSTzgUgrPOgnPOEU/c2CjVGkKhrp74+edh+fKa8sRRN8KSmEOH42DnWXziRLjpJjmMnfWLX0BDg3pi9bzKyvm5Oebg2Q4OcZzubODTT5OeOBIRT3zAAenLg1mDrnVWT6wKuqrBE9u23CM+91z4/vukJ66vz+6J110XRowwI/4Sc9y1aI6GaA9ZuLHiVv/FLyRX5Pvvu54q++0nt2vUE6vnVa5djmJhuQ52rBnHdsu3wxkz4LHHkp54++1h113NOAjKVeeJNbkhSLIsyaZJ/bkzQ/5l/OaGBlh1VZk0ixen//6xx+C668SwJnTYYXID2JT4y8VeYW+x50leyG23yWH5/PPk73/6UzjvPDOGU60M/segrFwKbrVsLA9cz8bBLX4DH3wARxyRboDeeAOmToXrr9dJZTKrVEGXKXOpp5zLE//nP/JZmuqJjzhCEoVNib9c7BXuiZuakp545szk73/+c8kdMWE4QWXwPwZlZT+46BXeew8mTZIv5BKaOlV88XXX6aQymVWqoMuUudRT7tsXBg7M7IkfeUSe7lqxIjnuo46C004zJ/4SsWuF6KCOVssuevUBA8QT/+53SU9cVycPx511lhHDM5bB/xiUlcvNLjaeBa4XwinXDt99VzxxWxs/aOpU+N//4Oqr5Qt1kw6KcuA9sSY3BEW2Hfy2FPn41Vdh8uSuY7/jDhg6FA46yKx4S8jxcBNxetMRtgtefdQouOce+O47KXKx1lrJEmOGDa+qOMhTTFk5lXtUgrdPH7joosyZnS+/DM8+C7vtppPKRLasZIauShVEJTyx33OpnPzKK/DXv3Yd+z/+AcOGydPAJsXrsyfecEO491749lvJBVFPrJ5XWbm73BFuoMWLY0fAcezCPPGFF6YnNiT04ovypPEuu+ikMpHVE6uCrlrwxC++CH/7W9ex33qr3Cfebz+z4u0hF9OuOBNvtFHSE69YAUOGqCdWz6usLFwfdljkDcaJ2NhOK064vrQ7SHji1MSGhP73P/k8328/sw6KcuA9sSY3BEWumywTkuBqq6V0223Zx3/jjVJjy6R4S8hRLBbGG2iOQWMRqy9bJn7etqW8WHOzEcOpagb/Y1BWLhV3uwTvrFlSfjebHn4YdtxRJ5WJbFmZk1JUqqAo4Yn9nkt+eeIbbpBeDCbFa4gnHjZMPXEpGfyPQVm50rwYB9vtS6+Yy+qFtG777LPkI7KZ9PDD0qJCJ5V5rJ5YFXTVgif++9+zj//GG6VUl0nx9oDjOCxxm4jGLEJO9zennlg9r7JyNo67DstjDo4NDtHS7uCTT+RecTY99hjssYf/B0G5qjyxJjcESallQvyqpbR0qZSY6d0bxowp7fZnzMg+9gULks10yzk+H9mwcALL338P990nD47H4zB+vFSsa2wszfbB/zEqK5eDi1oh8RdgNsViOqlMZpUq6DJhLi1dCu+8A6usUllP/N130NLi//jLyIaFE1heulQ88XPPJT3x0UdDv36FXyr8HoOysh9cVOu2fJ44GtVJZTKrVEGXCXOpuTnpiTfZpLTbz/VAxTffyDf5fo+/ROx6ITo8Cxebev/DqSpeulQqWjz3nBRaGj8efv3rpCcG/2NUVq4ks5JLuoN8nnjZMrMOgnI6B1Sa3BAU2ba/bSn69JG+v9ddB+3tsp9IBH7zGzj00NLsb+BAWLQo8/hDIWmq67rp66+yCrz1ltzoXW01qcFlUlmXAjkUtgmZE05gub0djjwy/eGZL76A//4X7r5betBpuTJl5a5cdAnejTeW17KZ1y22KLxEpk4qLTemUhWjhCf2ay716QPXXiu+uKNDYopE4Le/hYMPLs3+Vl0VlizJPv7+/eXb6s6eePp0mD9fPPHo0WZ99qgnrii3tUm709SHZ774Ap56Cv71L/mzSi/PysqZOeo5tEYG4DlRCIdyr7DJJvL5u3x55s/sVE+sk8osVk+sCrpM8MRXXy0VFBKeuKEBTj0VfvnL0uxvwABJnsik3r2hb1/pv9DZE0+bJp540KDA3Cf2wg3Eow2EzAinari1FQ4/HGbPTp46s2aJJ777bvmzCsyKWVm5nNwWaSDuOMTDdnHtifPx2LHyubxiRebP7HHjzDkIylXjiTW5IShKlBuzrCRXspbSffeJaU1VNAqXXgqDB8POO/d8f3vtJSVsMmmvvWSypS4/YwaccAJ8/XVyucGDJQFjgw3MKOtSILfimhROYPnWWzNXBV20CP70J2n91NP9gVljVlYuBS/GocF1cGIeju3mX8G25VuTa66hixoaYP/9dVKZypYV2HJjKhWQ9MR+zaW775bkhlRFo3DxxeJDd9ihNJ548uTM4584UW4gpy7/ySfiib/5JrnckCHiiUeONOOzRz1xRfmWWzJXBV2wQDzxBRfo5VlZORe3xyxsO4LD4tyt22wbjjhCEt46q1+/dE8MZg2y1lk9sSro8tsT//OfXT/7WlrgoovEE2+3XWk88RVXZB7/3nvLE06py3/0EZx4Isybl1xurbXEE6+/vhmfPZ04Hm3FtUNEsUwIp+r4ppvSExsSmj8f/vxnOO88YZNiVlYuJ3e7PXE+tm047DCZdJ3V0AD77CPLmnAQlKvGE9f5HYCqCKWWCclVUqSQZYrhjg751jib7rijNPs74ADYdtuu2x85Ek4/PX351lY47rj0xAaQm7rHHSe/N6WsS4FsWDiB5ClTyKoXXpCHHEuxP5PGXE6ePRuefhpeeil5rTMpvlrkr7+Wcnr33CMfd6XcPhbgFXidAen3cvTRYlIT2mAD6Ys5aJBOKpNZpQq6/Jo7+Tzx7beXZn8HHQTbbNN1+xtsAKedlr6868Kxx6YnNgDMnSueuK3NnM+eAtmwcALJzz9PVk2ZIqdNIdszaUx+csITv/xyIP/MrEqeO1f88D33yHdYpd5+3LNXlgcP5V/h6KPFF0ci/KCEJ15tNZ1UJrNKFXT56Ylvuy17XKW6T3zwwbDVVl23v+GGUjUtdfl4XDxxamIDwFdfwfHHG+uJXerxvDrinm1COFXHue4TP/us+Dq/YwwSqyc2j7/6SvzwvffCt98Wt37JAzruOHkQLhzmB40aJQ/GrbqqOQdNuSsHVFq5ISiy7eLaUrS3SxbtlCmy7m67wc9+1r0yJe3t8kmZTTNmlK4MyhVXSK+2F1+UXjxjx0o2bv/+8lRcYvmXXupqWBP69lt45RV5cs7vsi4FspbgLQ3H4/mnUU/3l5hipoy5HNzRIZUE//vf5LFraoLLLpMqUn7HV4u8yipwySVw113p5/SvfgXnnlua/cW9BojEiTutOOH6wjZw9NHytPC330J9vTyhFonopDKZLSuZoatSBVEJT1zoud/eDnfeKVmOjtMzT9za2jWJIFWfflq6uXrllfD22+J5ly2TC/Bee3X1xFOmSHu2TPrmG3j1VZgwwf/PnjwcjzThOk10hBvUE5eAW1tzTyPH0ctzIdzeDqecIqWLExowQKpfjB3rf3y1yKusAn/4gxTRSdVhh8Hvfle6/YUiDq7j4IU98Fryr3DssXDSSbk9sU4qs1g9sSroKtYTt7VJ0sGLLwrvvnv3PfGKFfJ5l02ffFK6uXrVVcn7xMuXZ/fEzz4rJaoyae5cmDpVkof9/uzpxF7EJmo3EYo4hKK+h1N1nO9h5FVWKcwX1zq3tcEZZ8AzzySP3aqrSvWLMWP8j68WuXdvqcZ3333p5/SkSfJe5Vu/6PbEhfLxx0sb++++k2tU374SmAkHTbnqPLEmNwRFiXJjlpXkTCVFQMqATZokjVUTev11+Vbsiitg2LDc2+jMffvm7pnT2Fi6sjLLlklfym23lW+qm5tlknXe/ocf5j5eH30kptXvsi5afqyiPGaMfAeQSeuvL9MnYWy7uz8wa8zl4L/+NT2xAWDxYknAvPNO2Hhjs+KtBb7zzq6JDSCvDR8uDzT0dH9x12F5zMGxwSFa+AYaG+W6kvjM1kllNqd+EKpUQVTCExdy7n//vZQL//LL5PqvvQb/+pdc7IYOzb1+Z45E5LVsc6h//9J64i23lMSEnnriLbf0/7MnD0ejFvGQQwuOCeEEnjfeWHK9M2mDDdJv9urlOTv/5S/piQ0g7e6OPVa82ejRZsVbC/yPf3RNbAD5vm74cDjwwNLuL4qF5TrYseb8rdvyeWIw4yAqqydWVYeK8cRLl4onnjMnuf5rr8kH6uTJxc+lcFgSudraMsdWyvvEy5eXxhN/+CFstpn/nz0pHHctmqMh2kMWbokOl3I6jxkjud6ZtOGGcgq3tZkVs4l82WXpiQ0ACxfCMcfIs7UbbmhWvLXAt93WNbEBpHDY8OGw33651y+6PXEx3NkTgxkHTbnqPLG2pQiSUsuE5Copcs016YkNCX32mVxxCtlGKtfVSX/fbNp77+K2VwpeffXcx2r11c0p65KDtfxY4dzaCm++KWV2Fy7MvPwhh0CvXmTU8ceXLh5Tjkk5ePFi+M9/Mh/Djg54+GGz4q0V/uc/M78nIOXHSrk/VnJFB2jCQe7MU6dK+fcjj5T/p00zK74evckqVcBV6Ll+1VXpiQ0JzZgh2WHFzp36enlSLJsSfrmSc3vQoNzHKiCeGDywzAnHZHZd8cRTpsgX7cV64uOOK3x/pozZD164EJ54IvMxbG+HRx4xK95a4VyeOJH0UMr9udh4FrheqDQbNOEgFsuvvy5l/SZNknah06ebFV9PWKUKugo916+8Mj2xIaGPP5ak32LnTigEP/959rj8uE+8xhq5j1WxrTMrwK4VooM6Wi3bhHACx64Lb7yR2xMfeqh8rZFJqfeJTRmTibxgQddk34Ta2vQ+sR/c0SGJ1tlUqCcuuj1xrXngzvzqq+KJjzxSymO89ZZZ8fWEAyqt3BAU2XZhbSk8D558Mvt2nn9e6jgWW6bkvPPg3XfF+KZqyy2TvXSK2V5Pee+9JW0wGu06xnAYfvELcS9+l3XR8mMl4ZdegrPOSib7gRjUE05IX36TTeTi/qc/wfvvy3JDh8I558B220liWk/jATOOSbk4WxW/hGbPNiveWuD6+tydgWbPLt3+2iINxB2HeNjG8RZVZoAmTKr6ennE9amnJJOqrk6+tUjo88+lzOV558mXl37HW6PlxlQqIOmJ853rffrk9sRTpsCFFxY/l84/H957TxIkUrX11v544l/8QoxPLNZ1jA0NyZvLfn/25OFQxCIesk0Jx1ieMgXOPlsewAT5SD/sMLk5m7r8ppvC7bfLqZF4kHHYMGllte22hXliMGPMfnG2bi8JffmlWfHWAtfV5e4M9OWXpd9/fdhhkTcYJ2JjF9O6LaiTqlcvaaT99NPJJ7IffTR5kGfOlEc3L7hA9SsJWAAAIABJREFUytn7Ha96YlUtq1BPvMoq2b+ZBGnddv75xc+lCy+EDz6QtmypGj9ezEml5/Y++4jxWb686xj79pUEZRM+e1LYow43HMGzHRPCCRQ/95z42lRPPGmSVBJIXX7cOKn69Oc/S0E7gLXXlls7iYLPYMaYTOVcHWhA8qZMircW2LJy/61SqCfuVnviavXAmTzxSy+J721rk4ySxx5LHuTPPxe//Ic/wB57+B9vjXpiTW4IihLlxiwryZlKirS1ZTZyCS1dmiwzUkyZEtuWb40ffFCSHBxHvi0eM0aWLVW5sWLiueIKOPHE9LIpoZCUGe7VS0rf+F3WJQ+3Ri0IuRU/fEHiTz8Vc9pZd94p0+G009KXHz0aHnhAzNWiRVJ6t3fv0p0O4P8xKSeHw12Pdar69eveR4hyz3jgwOyJJ2usUbqP4OaYg2c7ADQUWoI36JNq0SL5q3j69MwHOFWXXCJNttdbz794a7jcmEoFJD1xvnM91fNmUk888V13iSd+5x0xGdtvL57Y8/zxxH/9q/R6b21Nji/xumWpJ64S/uQTSWJIledJEkNdHZxySvryY8bIaZrwxKNGyZ9whZ4O4P+Y/eSGBnJKPXHlORSCpiapNJdJpfTEqdzt1m1Bm1QLF4onfuutzAc4VX/4gzxZsM465sSvnlhVayrUEzc3p3vEziqFJ373XUmiSNwn9tMT/+Y36e0yHEfuH5d7/0VyHIclbhPRmEXI8T2cQPFHH8nXAanyPCnTb1lyCqQuP3asnKZffZXZE4P/YzKZ83ni/v3VE1ea+/eXzg9LlmR+TwYNKuwjuGQeN+geuDMvWCBPyr79duYDnKoLL5SekCNGmBN/DXlio5IbLMsaAvwB2A0YAMwDHgEu8jwvy3Ttso0Xge1yLLKK53krehiqP0otE5KthEivXnKVTqQjdtbGG+ffRjZ2HNhtN/jlL+Vn15U7C93dXk95yy3lW+xXXoF58+RuxvjxMHy4P/F0h7UEb17OVWbp3/+We/m23XX9QYOSr5cyHihuHdeVJPkvvhDjscUWYkJMOsapvOaaYvyzXb9/9jOz4q0VPuAAuPbazO/JfvuVfn+pJXidcg8Q/D3Id9xRWGJDQi+/DOuu61+8pTrmKqOlnjiPCjnXQyEYObJrhYWERo/u/lwyzRNvvXXSE3/7rXjibbeVx5L8iEc9cVn4jjvIqvvvl8SHXJ44Ib8uz64rxVRmzw6GJ15rLfnT+b33Mh/zPfc0K95aYIADD4Trr8/8npTDE6ftfyUH1vPm49tvLyyxITGOV15J3sg1If7uvicqo6WeOI8KOdcdR5LzP/ss8zY23LD7c6l3b9h9dzjoIDM88fjxcqPw5ZflsebBg+U1Az2x64Xo8CxcbOr9DydQnMsT33cfHHtsV09sWdk9MVR2DK4L//2vPF3f1GS+Jx42TP50TlRI7qw99jAr3lpgkPvEN96Y+T0p1hOXvT0x+H/QiuF//KOwxAaQig7/+x+B+j4y23sUQBmT3GBZ1jrAa8BqwKPAJ8DmwMnAbpZlbeN53qIiNnlRltfbsrxutmy7sLYUIHe2OqcwJjRpklllT3rKa64JRx0lHI1K5pFJ8eVhLcGbnztXuEtVLAY33SSndf/+lYkHCl/niy+kDVNq+dT6eml3aGBFvB/4z3+WYzp3bvrxPu44+a7E7/hqkX/7W/l+7tln09+TXXctTxX0+rBD1BtAJBIHJ891p5KTqhycq0RnJrW1mXFS1GC5sVqReuI8SnjiQs79E05IPrrTWdXmiYcMgV//Wj1xFXMuTxyNws03y2ndr595l+dZs8QTz5uXjDkUgquuSibOmnCMO/Pll8MRR3RthXD88fJdid/x1SKfdprMheeeS39Pdt8dDj+8fPsvSeu2Uk4q9cTqiWtA6onzqFhPnCjx1FlHHWXW3CyFJz76aOM9sRduIB5tIGRGOIHibHk6AC0tUsHhsMMK98RQuTHMnCmeOLXVg23D1VcnE2dNOMadefJk8VmpXh7kgcOtt/Y/vlrk008XTzxlSvp7suee0sq7oh7XpEnWU+7oKN4Tt7ebE3+NeWJjkhuA6xHD+hvP865JvGhZ1hXAb4E/AscWujHP8y4sdYC+KlFuzLKSnK3My4QJ0mfs8sul3hJIeuLpp0uqndYKMoa1BG9+bmwkp265Rf6dcoq0lS53PFDYOp4nJq/zzdC2NvmeZdQoGDDAjGPcmQcNktaqjz4K06ZJS4S99pKH1Zub/Y+vVvnyyyUZ9O23JUlmwgT5u72jo7ByY8Wy7Vq0xRwc28WhjB9S4O9BzlbbOJs22CDY19HEowIqk6WeOJcSnriQc3/77eGyy+QDNDHX11gDzjhDnlIL8lyuMlZPXJgn/vJLsurmm+XfqaeKbzPl8tzRId+pdL4Z2toqXnnUKBmbCce4M6+xBvznP+KJp08XTzxxolTiV0/sH0+eLA/lvvOOfK+33XbyzEN7e3k8sesmW7c5xHH8nlTl4BUr5KQuRj/6UbCvo+qJgyD1xLlUjCfecUf44x+lbUPCEw8eDGeeGfy5HDCOR1tx7RBRLBPCCSQ3NkrbtWy64Qb5d/rpkkRryuU54YlTExsSy5x4onjifv3MOMaZPPFjj8Ejj0iRp9VWk3vww4erJ/aTr7gCXnpJOgPZtnjiwYOL88Ql8bimTLJS8PLl8P33FKWRI4N9HQ2wJzYiuWFlNu6uwGzguk6/vgA4GjjEsqzTPM+LVTg8c5RaJiRfmZeJE2GXXeQuTL9+ktTQ3u5veTDlrqwlePPyXnsVVh3zyiulfOzOO2fe3jffSLeWddeVa065Kyn93//B559njrWjQ/q9HXOMGcc4E4fDsO++8jdwY6Mk9LmuOfHVItfVwUYbJatnuG55P9JbLRvLA9ezcXDLW/qqp9toa4O774Z//UsaKQ4dCgcfLHXa8q0/YoQ8UlqINtusZ2U7TWGVsVJPXKCKOff33lvK3EyfLmWeNtpIPbGJrJ44L0+cKF/m5tMVV4gn3nHHzNv7+mv4+GOpUL3++uW9PHueTL0vvsgca3s7PPSQPDRqwjHOxJGIlHbdaSf1xKZwXZ20DNluu8p44s7sq+fNx21tcNdd4ovnzhVPfMghchLnWr9XLynbPns2BWnLLSXh15STQj1x1Uk9cYEq5tzfZx9pq6ae2Fd2qcfz6oh7tgnhBJL32ku+zM2nyZPFE2+/febtzZ0rnnj11SvTFmLatOyX2bY2ePhhqRhmwjHOxJEI7L+/3HdXT2wG19XBmDFyjpfCE5fVb1X6ILW2Sq/ze+6RP4CHDpWSLvvsk3v9UEg+OL76ioK0zTaSJGjKSVFjntiI5AZgh5X/P+N5XkfqLzzPa7Es61XE1G4JPF/IBi3LOgAYDrjAx8AUz/PipQu5wrLtwttSpL42bpy8nijH5XeZE+U01hK8+XnffeVG7kMP5Z8mTzwh5ZdS11+xQrJ1U8v5b7GFPMjZt2/5KinNn5871vnzC68gqKzcU25rg08+kZ8HDSps/ajn0BoZgOdEIRwqX4CFTqpcfOml0lszoTlzZJLPnClPo+Ra//DD4fzzc09YyxIDfPbZso4Jb2oNlhurEaknzqeEJy723FdPbDSrJ87P++0n1ZsefTT/NHniCSnTn7r+8uVS0j+1nP9WW8nlslyXZ8eBBQtyx6qeWLmS3NpavCdO5Y5wAy1eHDsCjmNX3vPm44svlm9HEpozR57WnjlT/ijOtf5hh8FFF+WesHV18gf6734nGfsmvKnqiatV6onzST1xINmL2ETtJkIRh5Ae/m7xAQfIA2WPP55/mjz+OPzkJ+nrx2JS6ez5lE+OLbaAa66BhobyjeG773LHqp5Y2U9PHArb4JXpBITKD/Kii6QEX0Jz5ohPnjVLej/n88SXXJJ7wtbVSbbPmWeqJ/ZRpiQ3jFz5/6dZfv8ZYlrXp0DTCtzbiedblnWC53n/LmRly7KyPSv+owL3X1olyo1ZVpKDXuZFGSvaSsRezOKYg+s6fodjLP/xj/LQ5V13SVn+bPryy/QqQNGo3MTtXPnhjTckG/bWW8tXSWmNNbLHCVImyqRjrFydvHixZKv/+9+S4AByL+OyyyQ7Pd/67TEL247gsNjc8mTvvZee2JCq+++XjKexY7Ovv9120tfmuuvE3YP0/TjlFKlh+Pnn8njraqtBPB78mnuWlfygVJko9cT5lPDEfs8l5ZKytqUojP/0J3no8q674NVXyapMnviUU7pWfnj9dcnxy+SJoTQxDx6cPU5QT6xcOU98+eViGdvb5fUf/1g88WqrFb69xTg0uA5OzMOx3eICgvIO8u230xMbUnXvveKJx4zJvv4OO8CSJXD99ck/HEIhuQG8555dPXFLi1lvsnriapN64nxSTxw4jrsWzdEQ7SELVz1vj/jyy2GPPcQTv/YaWfXVV4V54jfegAMPhAceKF/M6omVTeDFi+HPf5aHSBOeePPN4ZpLLTYY6GDHmov3uH574M781lvpiQ2p+te/5MNj9Ojs6++8s3jim25K98SnnSZPEHz+uZRAHDhQPbHPqvM7gJXqt/L/pVl+n3i9fwHbehT4GTAEWAUxmZetXPc+y7J260Gc/iq1TEiukiKFLKNsBNuWi+V1YOOaEI6xbFmw9dZw1lnk1Jprpq//wQfZW1p8+aX0au1OPIUsM2aMtMDIpsS4TDnGytXJf/2r3MtMeDGQOXHYYeJl8q0f92w6PAuXUHkD7sk2pk4lp157Lf/2jjgCXnlFDthFF8GUKVIju7FRGmv362fOm1oKVpks9cSFyJS5pFw61rYUBbFlSeXLM88kp4YMSV//vfeyt7SYPVsugZn2V4qYN9lELqW5ZNIxVq5OnjwZ7rsveRMXpDL7YYfBsmXFbQ8L8KzuBVTOQfbUEwMceWTSE//hD+KJJ01ST6zyQ+qJC5Epc0m5IHatEB3U0WrZJoQTaLYsGD8+/33izp74nXeye+JZs+Cll8oX87hxMHx49lgT4zLlGCtXJ//lL5LEk+qJ33wTDjrcZtlycL1QeQKo5CBff52cKsQTH320fHGU8MQvvCBPBSQ8cd++lRtPJTigMqVyQ8nked7fOr00AzjHsqxvgGsQA/tUAdsZl+n1lZm6m/Y0zqJl291rS+F3WRPlnOyEbRynFS/s8b3/4RjPa6whrbOzPZDyy1+mL5+tv29CM2eWt5LS+PGSzJdJd94p3536fUyVq5fnzYOnn858/s2bB08+Kb0Kc20vFHFwHQcv7IHXYmZ5svo8ViYUKmx7TU2SvRuLyWsmvInlYMtKZuiqqlpV74n9nkvKJWVtS1Ecr7km/Pzn2R9I6eyJZ8/OPa1mzSr95TmVt9pKfHcm3X673Cfy+5gqVy/PnQvPPJP5/PvmG/HLP/1p4duLew0QiRN3WnHC9ZXzvPk4FMp//VRPrJ64BqWeWNkU9qjDDUfwbMeEcKqC11xTigs98UTmaXLggenL57tPPGMGTJhQvpi33DJ7DLffLkmXfh9T5erlOXPSWxSmauZch/ueHcDhu8fByfP9Y7EMlR10Pn/nOIV74sZG9cQGy5TkhkTGbb8sv0+83tyDfdwK/A3YxLKsBs/zWnqwrcorUW4skT1kSpkX5ZJwK65J4RjNZ5wB8+Z1fTDlzDNh1Kj0cmO9e5NTX3+dvnypKym9/372fTc3w4cfStkxv4+pcnVytqolCb31llTaKmR7USws19DyZOMy3mNKarPNip/o1cyWFdhyYzUi9cT5lPDEfs8l5ZKytqUons86S3r3vvEGP8iy5PWRI9MvfYl1symTJ4bSxfzBB9n3vXgxfPSRJDH7fUyVq5PzeeLp06UjQ6Hbi7sOy2MOjg0O0cp53p564h//WD2xeuIgST1xPqknDhy3uhFaYy4djhHhVA2ffTbMnw/TpvGDLAvOOUe6KaVe+hyHnJo7t7wxf/hh9n0vXAiffCLdn/w+psrVydOnk1PTpltMnODg2C4OsdIFAJUddD5PPG6ceuIq8cSmJDfMWPn/+ll+v97K/z/t7g48z1thWVYL0AiEgWCZ1kSfb8+TrJply+TK3Zkh/zLKxnE83ESzOeEYzQMHwtVXy43c118X/slPZJnOy48cKcY1Hs88rV56SW6mrrNO4fsvZoolcpGyacUKM45pd/mbbyTRZORISfrzOx7l4s6/+vrCt0fYxlrmYs9vwfHipQ24p9etvn2lAflTGR622WMP6NNHvjkx4U0xgT1Pso9Vpko9cT4lPLHfc0m5pNy6wGOZ1URLHyPCCQQPHAjXXCMJv1OnCu+2m1z2Oi8/apTcv8h2z2LKFLmZOnx46S7PqVyXpxmm65pxTLvLX38N336rnthULqUnTnD7fAh5EAm7OMsKvCaVclJl4v79YZdd4Nlnuw7yZz+TzH/1xOqJgyP1xPmknjhQHA83sTgG8xdIj3DDwgs0DxwI110n94inTpXkgN13h1VW6br8hhvKdT+1dWuqnnhCqqONHFmemPN54uXLzTim6omrk/N54vZeNs3zXcJeHCfsli4AqOygm5pgp53g+ee7DnLiRPnDWD1xVXhiU5IbXlj5/66WZdV5nteR+IVlWQ3ANsAyIE8TweyyLGskYlhbgIU9iNUfOY6UQfG8ZOkUz5PXUhm6vqZsPDuOQ6M54QSCt9sORo9OsutmXv7ww+Gmm7JPrZdfll7Ahe6/mCm2xx7ZsyLXXhs23RSWLDHnmBbK33wjPboSfeqGDoXTTpMnnkyIT1l+3n57ucfZnOVZln32kT8CC9me7Th4zgDwXGjMcx0qlktx3br0Uth4Y7j7bkm1HzIEfvUrqUHY3GzOm2IKO06RJkRVQaknzifHSXpiv+eScsk45Hn0aXRot40IJ1C8/fZyCczniQ85BG67LfvUeuUV2U5ieShdjHvsAf/3f5n3O2IEjBkTTE88dy5Mnpzuic84Q/5OMSE+Zfl5p52gXz9YujTzOViMJ05wzGugvtHBXckV87z5+M9/lgl1zz3yDcNaa8nk339/9cTqiYMm9cT55DjqiQPErt1Evd2XVbDp4384Vck77CCXwHye+Fe/khYQ2fTWW9I+ohwx7r570jd21jrrBNcTf/WVeOJ335WxDBsmnnjCBDPiU5afd9lFbp+2ZEnl++k+Dr0GDoDGODjR0gUAlR/0X/4i94jvuUe+yBg6VDzxfvupJ64iT2xEcoPneTMty3oG2BU4Ael5ltBFSAbtTZ7nxRIvWpb1o5XrfpLy2nBgqed5i1O3b1nWQOAfK/Fez/Oy5OcZLNuWXmpWnp430PU1ZeM5FLblyQ8zwqkqXmut3FNr4cLitlfMFNt3X3jsMXj77fR99uoFl10m09qEY1QML1gAkyZJ1YmE5syBk0+Wpwe32sqseGudL7xQEk/a29PPwSOPhM03l0pUhW4PzyYUCWFk77U+feCkk+CII2RQiV5o0aj/b4JpHOBearUg9cQFKOGJ/Z5LyiXlUMQiHrJNCacqediw3FNrwYLSX54TvP/+8PjjXW/m1tcH1xN/9534qdQKcXPmiB257jrYYguz4q11Tnjijo70c/DXv5ZuDcV4Ys+DUMTBdRy8sAdeS+U8byGe+OST5eRUT6yeOMBST1yA1BMHir1wA/FoAyEzwqlpzueJlywpXwwHHiieuHMb4/p6+NOfgumJ580T25FaIe7LL+HEE+GGG6RTrEnx1jpfeKEknnT2xMccIw9htsUaiDsO8bCN4y0qTQBQ+UGHw3DKKXDUUeqJq9gTG5HcsFLHA68BV1uWtRPwMbAFsANSZuzcTst/vPL/1IIq2wE3Wpb1P2AWsBgYCuyB9GObDpxZrgGUVa6b7IGSYBN62CiXhFtxTQqnqjifaR02TJYrR5soz5OHZ556SkqbtbTAj34Exx4rT8bF42Yco2L45pvTExtSdeWVUk3DpHhrnceOhYcegvvuk95+DQ1wwAGw887Fb892LdpiVdB7rdY5wL3UakjqiXMp4Yn9nkvKJeXWqAUhtyhPplwcDx1KTnX2xFC6GFI98X//m/TExx0n3jGInvimm7K3vrvySrj1VrPirXXedFN48EG4/35pS9i3r3jinXbq2fajWFiugx1rxrHd3CuAWQel1lk9cRCknjiX1BMHivW+rzmczxMPHpy8PJQ6BoDLL0964lgMNthAPPGGGwbTE998c/bL6ZVXyu9NirfW+cc/Fk98333w8cdS3Wz//ZOeuDnm4NkODnGcUgUAZh0E5arxxMYkN6zMyv0x8AdgN8RozgOuAi7yPG9JAZt5C7gXGAeMBfoi5cXeB+5HsnqD+U6BnGiel/5zZ4b8yygbyYaFUzU8erT865wVC/Jgy557Frc9KC4G24bDDoOjj5brxOLFUvnHpGNUDHeuQpGqmTOl3GuQx1eNvPbacP756eefZRW/vVbLxvLA9Wwc3NIFCP4fJBPYdaVk2qOPyl+048ZJvcT+/Uu/P5XRUk9cgEyau8qlYTwSX0WYEE418iabyE3TDz+ki8Lhrp4YShuD40i7uGOOqQ5PnK2kMMBnn8H338sl3JR4laUFygUX9NwTp9k3bDwLXC+Ek28F8P8gBIHjcbjrLimB6LpJT9yvX+n3pzJa6okLkElzVzkvGxZOzfK4cZJk+8kPNV6S6tdPSveXM4bevaXo6LHHVocnznWfeMYMeVBePbFZPGKEVHDI54lL6rf8HnQQOR6Hf/5Tyr0kMlMOPlg9cYqMSW4A8DzvK+CIApe1Mrz2PnB4icMyQ7atbSmqmCNhjwG0YEVsQo7jdzhVxb17S3/hww+Xp3QSWnVVeYJs0CDzKymZxH365P6o6t/frHiVS8dRz6E1MgDPiUI4VLod1PqkikSgrk7+sn311eRk+uIL+M9/4PrrYfx4LTdWY1JPnEMJT2zC3FUuGWtbisp44r//XTzxxx8np9TAgeKJV1tNL8/FeuLFizN+SgHqiWuF68MOUW8AkUicvK3bdFLlZ8uSpwKmTk1Oplmzkp54m23UE9eY1BPnkHriQHA80oTrNNERbtB2xIZw795w++3yINqMGckpNWiQtNsdNMj/GIPEffpAc3P2jyr1xMHkUNgGr0TXGDBjUEFiy5KWGm++mZxMCU98ww3Ff6FVpZ7YqOQGVQ65brJMSIK1zEvVsMNiHDeCFXVwbcfvcKqO+/aVB6Jffln64665Jmy+ufw+UXVHKykVxhMmyIM0mbT11snlTIlXubTcHrOw7cjKz6wS7QDMGqQf/Oij6YkNCbkuXHKJ/L5U+7Os5CRVqYIo1zVn7iqXjLUtRWW4Xz+45x546SWYPx+GDJE+uJk8MZgRs6k8YYL8fZFJ224rfWw7H1OT4lcuHRfcug3MCdpUfuih9MSGhOJx+OMf4eGHS7c/9cSqoMt1zZm7ylk5GrWIhxxacEwIR3kl9+8vZflffBFmz4Z11oHttxf/1txsRoxB4QkT4N57yajttoO2NvXEQeSiWq/lYzBjUEHif/87PbEhoRUr4NJLpbdIqfYXYE+syQ1BUmqZEC3zUn3sFfYWK3eP6+pg442l1JLjyGd2NFr89sCcMfnBBxwAr70myYKp6tcPzjjD//iUy8txz6bDc3EJ4ZSy9JVJg/SDn3mGrJo9W/6NHFm6/alUQZcpc1e5dKxtKSrGdXUwZkx+TwzmxGwiH3igeOLZs0lTv35w+un+x6dcOS64dRuYE7Sp/OyzZNWsWTBnDqy3nnpilSohU+aucnZWj2ss19VJ27ZNNhFfHAqJLzYpxiDwL38pnnjOHNLUvz+ceqr/8Sl3j4tqvZaPwYxBBYlz3Sf+7DOYO1f6i9S4J9bkhqDItrUtRZVzCIv6Pja9zAhHWadYRl5jDcluvvvuZMun8ePhxBPFuMZiZsVbjQzwv//JE5frrFPaSlT5OBRxcB0HL+yB16KTqlScL0O2o0PLjalUCSU8sQlzV7lkrG0pzGPwPwaTefBguP9+8cRPPCGX8m23FU/cr5964kqw58Err8CCBbDuupX1xKlccOs2nVT5OR7P7QHUE6tUSaknNp7j2MTDNq7dYEI4ynp5LguvuSY88EDSE7e2qieuNHd0SLXqhQslB7QUnrio1ms6ydQT+yRNbgiKXDdZJiTBWualqrjVjdAac+lwjAhHWadYVm5shGOOkZ7Nzc3Cti3XXRPiq2Z+5hnpi710KT9o++1h8mS5r1GpeFpxdVKVkseOhbffJqMaGqRueCxWmv1ZlvyvUgVVbgk/f5SNYW1LYR6D/zGYzo2NcOyxcMQR6okrzU8/LZ74++/5QTvsIJ64vr7y8dTHXFptD7QtRc94003hvffIqL595RsU9cQqlchVT2w6R90IS2IOHY6D7X84ynp5LqsnPu44mDRJPXGl+amnxBO3tPCDdtoJLr8cevXq2fYbXJfWmAt2nu8jdZKVnseNgw8/JKP69ZOnT9UTU+d3AKoilFomJFdJkUKWUTaPvcLfYmV/2YQYlGuPZ8+Gc85JT2wA6RF40UWVj0cnVQn5oIPkr79MOvTQpOks1f5UqqDLlLmrXDrWkr1GsgkxKCt35i++gHPPTU9sAHjhBbj4Yv/iYyXrpOoBH3SQlAPMpMMOk2zukr5pKlXAZcrcVc7MXvrHjd/hKGdnE2JQVi6WP/8czjsvPbEB4Pnn4ZJLer59LMAr0YeYKQctKPyrX0kSQyYdcYRkc5dyfwGVVm4Iimxb21JUOWtbimCwTjFlv/jBB7NfIh57DM48s3LxdIQbaPHi2BFwHFsnVU85EoGHHoKzz4apU+WYrL46HH00/Pznpd2fZSWTJVSqICrhiU2Yu8olY21LYR6D/zEoK2fiBx7Ifol45BE444zKx9cWaSDuOMTDNo63SCdVTzzxgw9KRvcbb8gxW311KZHy05+qJ1apUqWe2HjW+7zBYPA/BmXlUnvihx/uuSeOew0QiRN3WnHC9TrJ/PLEb74Fit4SAAAgAElEQVQpx3CNNcQT77mneuKV0uSGoChRbsyykqxlXqqKLTeEs8wl7jjEcPwOR1mnmLJhPGMGOfXpp9JvuBLxLMahwXVwYh6O7fZsg2DOQfaT11gDbrpJHkcMhWDYMGhvl5p+jlO6/VlWYMuNqVRA0hObMneVS8LalsI8Bv9jUFbOxJ9+Sk599hkMH17Z+JpjDp7t4BDH0UnVM15zTbj5ZvHEti2euK1NPbFK1Vmua9bcVe7C2n44GAz+x6Cs3B3O5Yk9TzzxsGHd337cdVgec3BscIjqJKs0DxkCt9wCs2aJB071xKXcX4A9sSY3BEmF1LKC7Mu0tMC//gXTpknTnfHjYZddkmX/TCm7UqNs0wpeCBuXOE7Zdz97NtxxB8yZAwMHwsSJMHKkP8Nva5MLciwmrTQNeDu6NcWUlcvJAweSUwMHVjaekpUnA3MOsgncv7+0qKivh46O8uxPpQq6ejoXvv8e7rpLPHF9PUyYADvvrJ7YT/axLcXs2XD77fDVV7DaauKJ11/fn8PR1ibJjMuX+++JwaxTRFk5wauuSk6tuqq/8emkKhEnPHGvXpLwW479qVRBVyk88Z13wltvSYL9hAnSrF09cWnYS/+48TucfDxrltwnnjtXiubsvbc8QONHPKmeOFGZXT2vsnI657tPXCpPXFDrtZwbwJyDFkRubFRPnEWa3BAU2XbP2lIsWwYHHwxffpnc5vTp8OijcM890NSUfZvKFWHHi9IYaSUa8qgv8+7efFPa87S3J0+HJ5+U1846q7LDf/JJ+Nvf4LvvJI6hQ6Uv1GabGfX25J1iysrl5l/+Eh5/PPMlYvPNYb31JEGoUvHg2YQiIXDyXJd0UpnFlpXM0FWpgqiEJ+7uXIjFxBPPmZPc5vTpUstcPbFv7FdbijfeEP/b0ZE8Hf77XzjySCnjWcl4nngCrrwS5s+XOIYNg4sv9s8Tg1GniLJymid+8snMl4ittoJ11qmsJ07lnK3bdFKZxeqJVUFXTz1xNCofqHPnJrc5bZp64hJxPNxEnN50hG0TwsnLr70GRx2V7omfeEI6ZZ56amXjeewxuOoqWLBA4hg2DP74Rxg3Tj2vsnIqH3ggPP105kvE+PEwfHjPPXGviE3IcXWSVTMH2BNrckNQlCg3ZllJLqbMy2WXpSc2JPTFF3D11XD++WaVXalRrkRJXs+DU05JT2xI6B//gF13hbFjKzP8//5XTr1UzZkDhx4qyeM9KZ2k5cqUq4032ki+bLntNtI0eLD8oVfpeBpcl9aYC3ae65JOKrPYsgJbbkylApKeuLtz4Y9/TE9sSGjWLLj2Wjj3XDPmao2xH20pOjrg5JPTb+ImdNtt4onHjKlMPI8/DhdemB7Dl1+KJ77rLlhrLfW8ysoJHjMGDj9cKq6kas01JSHIz/hytm4Dcw6isnpiVfDVU0988cXpiQ0JzZwJ118Pv/udGXM1oBzFYmG8geYYNPofTk5ub4ff/jazJ775Zin6PHp0ZeJ59FE5NVP15ZdwyCFSjHrNNdXzKisneNNN4bDDpOJKqoYMgT/8oTT7a49Z2HYEh8XZW6/pJAs2B9gTa3JDkJSvllVHhzyS/9xz0ntlvfVgjz2kftNjj2Xf7pNPyjfMJpRZqXWuQEneN96AxYvJqieekOSGSgy38w2pVN1yixhak96exM9+x6Bcu3zIIbDnnvKxvWSJZOHuu698zLtuZePRthQBZpUq6Mr7AQW8/jo8/7x44vXXF0/ct2/2EjggWZfnnmvOXK0l9qEtxdSpcnpk0+OPy5eolYjnH//IHsett0rigx+XCpNOEWXlVD78cPjZz+Cpp8QTjxghnrhv38p74oI9Mph1EJVRqQKvQjzxa6+JJ166VHrR7rEHNDTIzb9seuIJSW4wZa4GlA0LJyu//rqcHtn0+OOS3FD26yfZPbHnSfLx739fnkuB3++BsnJ3+Ygj4Kc/lQoOzc1SwWyffUrnieOeTYfn4hLC0UlWvRxQaXJDUGTb+dtS3HyzlA5LaNo0uO8+eX3FiuzbjsXMKYNS41yJkry5ToVKng7Ll8tDktn07ru+vx1aSUnZSB40SEpUR6MyXyOR9N83N8Onn0ob+R/9qHzxxL0GiMSJO6044XqdVEFhy0pm6KpUQVTCE+c61y+9VEpAJZTqiXNlpC9bZs5crTH2oy3F8uW5T7Xlyysz/Fgsc4G9hN55Rz2vsnI2T7z55tk98ZIl8NlncskopyfuzFlbt+mkMovVE6uCrnyeuE8feWLoX/9KrjNtGtx7L9x0E7S1Zd92pUxQFXMobBMyJ5ycvGxZ7lNtxYrKxPP995mLiST09tvqeZWVs3niLbfM7okXL4bPP++eJw5FHFzHwQt74LXoJKtGDrAn1uSGoMh1k2VCEpxaQuTNN9MTGxJqb5ds2403hvfey7ztTTaRbZlQBqXGuRIleX/0I3Jqww0rczpkKneWqnDY97dDKykpB4pjMXmyM/Wh5KYmuOQS2HHH0u8v7josjzk4NjhEdVIFhS0rsOXGVCog6YmznevTp6cnNiTU1gZnny1G58MPM29bPbFv7Edbig02IKdGjarM6eB5ueOIRNTzKisX64nPP1+K8STU1CR5b9tvX/79265FW8zBsV0cUj5EwJyDpKyeWBV85fPEb7yRntiQUFsbnHee3Bz85JPM2x4zRj1xNzkebcW1Q0SxTAinIB41ipyqlCfOp4YG9bzKysVwNCqe+Mkn+UEDBkj3+gkTitteK3muObkYzDkoylXliev8DkBVhFLLhHQuIZKrxO6CBfLNVjYdc0zmbSpXnitQknettWD33cmogQOl5H0lhhsKwc47Z44DJA6/345sbEIMysqd+coru14KFi+GE0+UDN2yVa5ayTqpAsQqVdCV61z/z3+yr/fdd9I0Npt+/ev821cOrAfuzMOGwU9+QkattlrlPLFtww47ZI4DpHq0X2+PSaeIsnKh/Ne/pic2gHjiE06QyoHl3n+rZdPhgevZXRcw5SApJ39WqYKs7nriefNgt92y/149cbfZpR7PqyPu2SaEUxAPH579T6RBg5L3kMsdT+/e8oVrNu2+e/n27/d7oKxcDr788vTEBoBFi+D442H27OK3p5Osijmg0soNQZFt525LkciCyqYNNpC/8v/yF7mxC/It929+A9tsY04ZlBrnSpXkveoqqVD34IPJU2TcOEnebmys3PBPOQU+/hi+/jr9dB01Co49Vn426O3RSkrKxnJ7u1Rcz6SODvndOeeUfv+9IjYhx9VJFSS2rMIfjVCpTFTCE2c71/N54o02gsmTxRPPny+vDR0KJ58MW29tzlytMfajLYXjwNVXS0GPhx5KniI//rF44n79Knc4Tj1VHp6cN6/r6XrMMbKMel5l5fzc1gYPPJD547+9He6/H846q7zxRD2H1sgAPCcK4ZBOKlNZPbEq6OqpJx4zRr75+stf5KE4kMzPk0+W+uamzNWAsRexidpNhCIOoajv4RTM11wjnvjhh5OnyOabw7nnQt++lYvn9NOlzeq336afrhtvDEcfLfe31PMqK+fn1tb0731S1dYmnviMMwrfXihsg5enPahOsmBygD2xJjcERYlyY5aV5NQSIhtu2PXxhFStt57UnRk7VppP2jYMGSINrRJlR0wog1LjXKmSvLYtZYkOOQSam2HwYFh9dfm5kqdDQwPcfbfcUH75ZbnhtPvusP/+UF8v8Rj09mglJWVjecYMMa7Z9N575dl/fcyl1fYgteSuTiqz2bICW25MpQKSnjjbub7RRvDEE9nXX3ddyeTcdFN5lLd3b1hzTfXENeKBO7NtwwUXwKGH+uuJ+/aVDoMPPQSvvCI3bnfbDQ44AHr18scTg1GniLJyQfzxx7nbyJfLExfkkcGMg6SsnlhVHcrniUePhqeeyr7+OuuIH950U7lPrJ440J62p2zb0ub00ENh6VL/PHG/fnDvvfKl7CuvyOsJT1xXBy0t6nmVlQvhDz+U71myqVhPHMXCch3sWDOOXeSHAphxUJSrzhNrckOQlFompHMJkYkT4bbb5CZtZ/385+JKXFecwLrrSnaO66Zvw5QyKLXMFS7J278/DB/u7+nQ2AjHHQdHHimnb2Oj2acn+B+DsnJnHjCAnGpqKuOcWMk6qQrg5cvh0UclG6VvX9h1V1h77crHo1IFXbnO9V/8Am65JbMnnjhRaqsmPPF665ltOmqJfWhLkcqmeOLjj4ejjjLDE4NZp4iyciHspyfuModWsk6qDLx8OTzyiDye26+femKVqrvK54mz3SfeZx/pweW6kkWpnrh07LOn7Sk3NsKIEf574hNOkO4olfDEYNZ7oKxcCm5qIqeK9cQuNp4FrhfC0UlWOl62TErmfPqp3JT4yU+kilKl4wmoNLkhKLLt3G0pPA9uvVUePXr/fVmnrk5u4l54oTllTpRzsl8leZULZ/A/BmXlzrzeelIy8M03M19CDj44d8XK7rK2pSiCm5ulLM2cOck35p575KbT738Pzz8vPXrWXBN23FHLjalU2ZTwxNnO9aYm+Oc/pe74Bx/IOr16wd57S9kqvz8LlNUDB4TB/xiUlYvlkSOl3eJbb2W+hJTLE3fmtkgDccchHrZxvEU6qTp74n33hblzk2/M3XfDfvtJTfSEJx4yBHbYQT2xSpVNhXriM86Ajz6SdXr1ksSG3//e/8+CKmX1tMFj8D8GZeVS86hRUsD97bczX0J+9aviPHF92CHqDSASiYOT4/tJnWSF8+LF4n9T+7XffbeUqjnrLHjuOfjmG1hrLdh+e/XEGaTJDUGR6ybLhCS4cwmRAQPg2mulhFhLi3xBklDQ6mHVKAe1fFktMfgfg7JyJj7/fDj8cFi4kDQdcABss0159t8es7DtCA6LcXRS5eYzzkhPbEjooYekrdSKFcnXRo6Em26SRxS03JhKla6EJ851rg8ZAtddl/TEQ4bIH22gnthQVg9sHoP/MSgrd4cvuACOOAIWLSJNBx4obeQrEU9zzMGzHRziSY8M5hwkP/m009ITGxJ64AF47LF0T/yjH4kn7t9fPbFK1VmFeuIbbpA+A9Fo0hN7nnriMnDctWiOhmgPWbh6eAPD4H8Mysrl4AsugEmTuhbwOegg2Gyz4rfX4Lq0xlywc3w/qZOscD711PTEhoTuu0+q/qZ64lGj4MYbpeKZeuIfpMkNQVJqmZBcJUSGDpXsG9eVT6986yibwwEvX1YLDP7HoKyciYcOhdtvl76E774rCZjbbivJnZZVnv3HPZsOz8UlhKOTKjvPn59sGJlJqYYVpG3FySfDnXeWJx6VKugq9FxXTxwcVg9sHIP/MSgrd4fXXhvuuANefln6CSc88Q47lM8T52KdVCn83Xfw6qtkVWdP/MkncMop8oaWIx6VKugq9FwfNkw9cQXYtUJ0UEerZZsQjrJ6XuUa5xEj5LbiSy9JofdIpGf3ibEAzyo+IDDnoJjC8+bB1KlkVWdP/NFHkgzx97+XJ56ASpMbgiLbzt+WQsu8BJ61fJn5rFOs+rlXL2nvMHs2rLEGjB9vVny5eNAgeVItHJYHM2Ix6N27fPsLRRxcx8ELe+C16KTKxpkycfPp3Xfhs8/kDr2WG1Opkkp4YhPmtrJ64Cpm8D8GZXM88eDBUgnMpPjyeeJJk9I9sR/xdIQbaPHi2BFwcM06SH7wV18Vf91/+234/PNkwqJ6YpVKpJ7YOPaoww1H8GzHhHCU1fMql4jr6uCNN6QY6+DBsPXWZsWXzxMfeWRpPDGeTSgSQttSlIA7l10uRNOnw8yZ0qZCPTGgyQ3Bkesmy4QkWMu8VB1rSV7zGfyPQbl8/NZb0t7hu+/4QRtsANdfLy0r/Y7PVG7F1UmViwcOFOMYj1OUZsyQdUsZj2XJ/ypVUOX24PNG2VhWD2weg/8xKPvH06dLKdtUT7zhhtLxpxxds6qVF+PQ4Do4MQ8HQ4Lyk1dfXV4r1ovOmCFtWNUTq1RJueqJTeNWN0JrzKXDMSIcZfW8yiXgN9+ECy+UgqwJjR4tnrgcHQJMZtu1aIs5OLYrvlYnWfd50CBJUGxtpSh99pl8QaGeGNDkhuAoHofmZsmmCYdh2TL5VO3MkH8ZZSM5Hmtl6UKb5cBy/8NR1ilWc/zdd/Db38rrqfr4Yzj6aLjlFliwwJx4TeIB4Tgsa9ZJlY0HDoT99oO77iru2h+JlD4ezxMjrFIFVQlPbMLcVi4Zty7wWGY10dLHiHCUa+TyrJzbEy9fnv7x++GHcOyx0u5VPXHh3GtZnF7zmwGDgvLTE++7L9x9d3HXfvXEKlVXqSc2jltj8P1CcDEiHGX1vMo95HnzpBNA5w4B778Pxx0nCQ615Inbl9msMt8l7MVxwq5Osp564l/8Au67r7hrfzisnjhFmtwQFDmOPCLhefKz48jPjY3pDF1fUw4Eu06IOuoINTVQb/sejrJOsZrjhx+Wa3omffaZlORde21z4jWLHXAadVLl4t/9Tr4lePDB5InVty98/33mk27ECNhuO7lhVep4HKcUzkSl8keOk/TEJsxt5ZJwyPPo0+jQrh7YGAb/Y1D2h//9766JDQl98omU5B061Jx4Tec+jkO91wgYFJSffPbZ8i3BQw8lT6xcnniddWDCBFiyRD2xSpUqx1FPbBiH7Aj9LIe2/kaEo1wgg/8xKJvJ99/fNbEhoQ8/hLlzYcgQc+ItN7uOQ503ABrj4ER1kvWUzztPEhUfeSR5YuXyxOuvL72z1RP/IE1uCIpsW0qVWHl62kDX15QDwdqbLRisU0zYtqG93Zx4SsGzZ+f+GP7yS9hoI3Pi7S6vWAGzZsEqq8Cqq5Zm+6GwDV43+33W0qS65BI4/HDpkdbUBJtsAo8/Dr//vUyohFZfHW69VdYrdTwB7qWmUgFJT2zS3FbuEcexiYdtXLvBhHCUa/DyrJ64OE88Z87/s3fe4VGU2x//TpKdCdkNkIQqvRdRqV6q0iwooSkiYEG9olhR7IhiAbtYfjaUa0EUxAYIihRBLBfFgnTvtVwVQg0pu5CdJZnfH4dxtpdkd+ed3fN9njzw2TZn3tl35rszZ84BOncWJ96aeuKcHOp4kKjlubVcwOGGG4CiyGINglk8axZ54l9/pcE/5RRg6VLqD1hVZXzZGjUC5s2jicaemMXyFXti4dgGCVk5MjLFCIeZPS974iR44o4dxYm3unz0aPSeONMhw6aoPMnixQ89BFx+OZ0nrl8fOPlkSnaYOdPXE59wApWUZk/sI05usIr0XmqSZDD3sEkp5t5s1mDA/BjM5JUrqbL+jh30O3rwYOC224AmTcSIryZcvz7CKj9frHhjZZeLrq0vW2ZcRz/xRGD2bKBDh5p9vhMSJFWB7CqBIquxfQAgziAlg2vXpokjy5Sh268f8Omn9FdURIZ19Ghq3ud2x3/5Fu6lxmIBMDyx2XOZOW7sVB047FJQpSiQzQ+HOU0Pz7HyJ5+QJ965kzzx0KHArbfSYVyE+GrCDRogrPLyxIq3Op74gQfIE+vnDE88EXj4YaBdu/gvz60qOOpSoECL3SenMtep4+uJBwwwPPHeveyJWaxIYk8sFLuh4LCaD6dLgo3P61qKAfNjsDKvWAEsWADs2kWP6564cWMx4qsJp/p5YqeTPPFHHxmeuEsXut4eyhNnuVR4ZA2AiydZvLhOHWDIEMMTn346+eGVK6lfYJMm5Ilr12ZP7CdObrCSJImyabz/789A5Ncwi8ladJuY2VwGzI/BLP74Y2D6dPwtj4eOs9u2UaX9WrXEijdWHj4cePppBFWDBkDfvkB5uTjxxsoPPeRb6QqgbXf55cDy5ZShq2lAaSmwZg2VVysooBZgshz+81XI0CRA1WxQeFLFzvXqAZddRmayuBjIzk7s8lgsq0uUucscH9bYA4vIgPkxiMoffURVRHV5POSTt24lT5ydLVa81fHEzz6LoGrcGOjTh6qlihJvrPzgg8CSJb7r5e2J9e1XUkKeePfu6D1xOAZ4RxeR69enDcGemMWKTqLMXWaomg1VmgQVMrLMD4c5BgbMj8GqvGQJFV3SpSc76J5YUcSKN1YuLASefx5B1aQJ8I9/0DlUUeKNle+/n5J9vbV1K1mxFSuM7VdSAqxeDezZA3SsB1w4BoAcwwIBcVbaKly/PnDFFYYnVpTELs+i4uQGq0iWuS1FIjgnB9i4EfjmG+I+fegu2iTH47bnw41sVNlloYaHmaeYzooCzJkTfPf011/UMnXSJHHirQ43bUoJANOn+1Z+qlOHKj/pF/9FiTcWLi+nHxbBdOgQncidMIFM7G23AUeOGM+//DIwfz7QunXoz8+yK3BqBXA43IAS4TjFk8pcliQjQ5fFsqJ0T2z2XEo19vfEffvSXxKWzyV8xWTA/BhEZFkO7Yn//JMSSS++WJx4q8PNm1MCgH+HgLp1gblzKaG5qkqceGPh0tLAZF9dBw7Qidxx44AtW8gTHz1qPP/KK1Sto2XL2Jef6ZBhgy12n8zMnpjFCiX2xInhWrWAf/8b+PZbGucoPbFmz4XbmQubYKvDzJ43kZ74qaeC757++IO6TU2YIE681eGWLamywT330HO68vLIE2dnU2VcUeKNhUtKAhMbdB04QInbY8cCP/4I3HEHtXMDAAdkvPGKircX2NG5OU+ylGALe2JObrCKVNUoE6Izl3mpGZeVAVddRXtpXfPmAeeeCzz6KHDsWNLicULCQXcuSlxAniDDw8xTzJt37qRKSKG0ejWZVlHirS737UtlhlesoIzURo3IzNWvn5jKT8li/Xd5KG3cCJx5JjBtGq2nt4qLjTvZwi0vV1XhcamAHOQ45fHQB3z+OZmns84CevZM70mVTPZ4gDfeoNsPq6rolsypU6mkGYtlNemeWIS5lSpcWgpMngz89JMxzvPmASNGUJ12jyehy+fWbGIyYH4MIvK2bcDBgwip1avp4rgo8VaXBwygk5orVgBFReSJL7iAik2luiceNAi4+Wba9Xnr0CHyxMuWxb78SpcEBQoUOKF89BHwxRfkyc45h0rPijRIqcyqCrz+OrB2LY1/YSF54tzcwC8DiyW62BPHn0tKyBNv2WKM8yuvUDnwWbPCemIPVNPDZ2bPm0z+6Sc6XxhKq1YB558vTrzV5dNOM84TFxVRFbOxY63viTduDL3tAHr+tNOAW26hS2SGJPx60IErLy/G+qUqsqo7yQAy1V98QRfYhw+nHyAiDVIqs6oCr74KfPYZjb9FPTEnN1hJ3mVCzCzzsm0bNVPasYO+8OedR3+ilG2Jlp991jexQdfy5UCPHnQETmI8Zg8Hc3QMmB+DGZyZibDKyBAr3ppww4bA1VfTcb642Lj+K0p81WE9UTaUatemXZ9/YoOuffuADRuAbt1CLw8SAC3Icaq0FJgyhcpC6Fq8GDjjDOD224GsLDEGKVW5rIzO0P/nP8b4f/st8PbbwPr1kRtrs1giSoS5pWm0X1uwgDIAa9cm7zh6tDjxRcvPPOOb2KBr6VKge3eqxZ7I5Wu+Psvs4WD22jSCxSQCZ0U4g5JKnrhRI7JwuifWz3WJEl91ONL5Ot0T+yc26CoqAr78EjjllNiW79ZkVJWVQr16MpQdXhkWS5cCZ59N5eNEGaRU5dJS4KabgF9+McZf98Sff05XKVgsq0mEuaVplAywYAGwaxftSMeOtaYnfuop38QGXR98QCdDRo0K+36zw2euHgPmx2BFjuSJMzPFircmnI6euE4dyj3wTWwAVMiQoeLX3TZ8+bWE07tUY5LpiWS7dhkfvHQp3XD84IPiDFKqckkJJTL89psx/t9+CyxaROeJCwpgFXFyg1Uky2K0pfj2W+DWW31j+/FH+nvgAfPLqETL2dlkTkPpnXeA8eMTHo/bkQ9VyUeVPRc2gYaH2bwpJiqffDK1bfjrr+BT5pxzuCKiyHzaaZRdXFQUfPuNHQusXBn+MLR/f/jlQZNhcwQpt/vYY76JDbpWraIv1vjxYgxSqvJbb/kmNujauROYMQN46aXwG57FEk26JzZ7bm3cSAla3vrhB/LE991nfnzRsqKE98SLF9Nt6AlaPrdmE5cB82MQkU85BTjhBKrwFUzDhomxi2IO7YkbNgxdkW7s2NAlenVF8sTB2OZQ4HlyPrQd2wI/8JNPgFNPpWo5IgxSqvKCBb6JDbp27KB606GaarNYokoUT/z118Cdd/rG9sMPlDh7zz3mxxct22zAkiWhx/vdd+kgEeL9NrvM53UtyoD5MViRu3eni/579wafMuyJxeaBA6lK8YEDwbff+edTC2p/qVCgQgGg4a/95dWbZHPn+iY26Fq+nDzxueeKMUipygsW+CY26Nq2DZg5k24It4g4ucEq0suNSZLBiaqlVFUFbNpETYNOOMF43umkBIZgeu89ugu3Uyfzy6pEw+XlxngF0969SYnH6ZTgtikohyLU8DBzubJgfOutwI03IkBt21L1IrPjYw7PDzxAnXgqK32334UXUo5BsPwDbzVpEv7zZVXCMZcCRVah4HiJq5KS4G5Y1wcf0IlcUQYpFfnjj0OP/9tvAy++aHgLFssK0j1xMuZSZWVwT1xeTncUBJNemaZDB7H2BaG4tNS3qby/iooSunxuzSYuA+bHICrfdhvd7OKvdu2ooqrZ8TFH9sRXX02nPbw1YQLQpQvw/fcIq0ieOCgXu1Hro0/hgS34hy5eDAwZIs4gpSKH88RvvcXJDSzrKdme+NtvacfZpInxfFlZaE+8cCF54rZtxdoXhOLiYqOpfDDt2RP2/dyWwroMmB+DVfnWW6m9rb86dKCb4MyOjzmyJ54yha53e+vii4HOncO3rpChomWTakyysjJKYgild96hzAtRBikVecWK0OP/1luc3MBKkLxLuSSqltKHH1I/sfJyeqx2bTp7c/759Cu/rCx0fJ9+CnTsWLPlJ4sdDiqxcuhQ8N32HgUAACAASURBVHVp3To58UADJPOHg5nLlUXDgwZRlb5Fi+jGVLudHrv+eppSqipWvMy+fOqpwBtv0Hm9nTuBunXpHOqwYfTaYcOAOXMoj81fLVoA/frRNbBQn++RZEgaoGoyFKj0ApcrdF1fgE4giDRIqcj68TyYysvpBFWkvjMslmhKxtx5/31g3jxjp1inDnDHHVRid9Om8HPr00+B9u3F2heE4txcIC8POHw4+Lq0aZPweEQaDmb2vNHw4MHkmRYtAjZvJk88eDB5YrudPbHo3Lu34Yl37SJPPHQodYcA6Gaxp582zsV6q2VLoE+f8J44KB9xQqsKc9Fs/36xBikVOdy5rLIyeq0khX4NiyWikjF33n2X+nLrnrhuXfLEo0YB33wTfGepa+VK8pIi7QtCcZ06tG4lJcHXJQpPLNLqMLPnTQafcQZ54oULqViLw2F44pwc9sSic9++hif++Wc6LTB0KHDWWfT88OF0nfvIEQSodSugzz8koCTGSRbuPApApSREGqRU5GAn/nWVloZ+TkBxcoNVJMuJb0uxfDkdkbxVVgbcfTdd2Qp3gQqgDFezy6rEwpMmAU88EXxdrroq4bWT3JDhtstQ5VwhhoOZy5VFw/3704k/u52OhS4XvUaU+JjDc4cOQI8evtsvO9t4/plngFtuoZwDXc2aAa+9Rq+rrAz9+U5NgcdRAE1xAnYbvaBx4/B1ztq1M39QUp27dgW++y74+J96Kic2sKwn3RMncu4sW0ZXtrxVWkold5s3j+yJ3W7z536sntj/N4CuBHlibs0mPgPmxyAyDxhAiaHsia3JHTsCPXuG98S33urriZs3B15/PbInDson5EHOy4ft8J7g+9pOncwflFTnbt2oVH4w9e7NiQ0s6ykZnnjp0sA7OEtKKLkhmvPEqmr+3I+FL7mEDgDBdPXVQcebPa31GTA/Bisze2Jrc6dOQK9eoT3x00/Tfc/e90K0aAG88rqMDCXKY5D3JGvUKHwiGXvixPMpp1CGfjD16RP+uC6YOLnBKtLLjek/uBJRS+nFF0Mv/5lngEceCR9j9+7ml1WJhS+6iHoufvih73pMnQqcfjqdmE7Q8t1QsFctwCGXBJuiQBZgOJgTW65s5Uq6AXTXLurzOm4c/YmwTszMOrdpQ21/v/gC+OMPoF49KiWXkxPdLjHLpcIja4DeluLoUeDSS4HHH0dQnXee+Sud6jxhQujkhrvvDv44iyWydE+cyLkTyRPPmhU+Rqt54osvJk+8dKnvekybRlmNCfDE3JpNfAYSs4yPPwb+9S+6O6hRI/bEzGJy27bkiTdsAP78k3J1hw2L3hMH8NEMZFxwKeSXZkOBGwr8+sRddJH5K53qPGFC6OSG6dODP85iiaxkeOIXXgi9/Gefpd7c4dStm/lzPxaeNAn49Vfgo4981+PWW+mCT5ADAHta6zNgTgzLl1NRlJ9/pg6I48YBF1wgxpgwM+vcvr3hif/6y/DETXNUwF2NSVZZSRXiX3kFQTVxovkrneo8fnzw5AZJspwn5uQGK8m7lEu8aykdOwb85z+hl/3TT3SV67zzgPfeC3y+RQuqVVNRUb3lm8GZmZTIMHmyceGnSxdqSZHg5auaDVWaBBUyspK8+iUlQFERVVzLzhZnc1iFgdjf89prwJNP4m/98Qfw2GPAv/9N133btqWTu6KsI3N6s6IYvfGKi40b+6OeI8f57wcmTqQU33nz8Leys+kEQe/eYqx0KnOPHlSl6PHHaecP0A7n8ceBwkKwWJZUIueOqtKF/lDasgVo0IDaU3zwQeDzLVvSTvToUbH2BeE4Kwu4+Wa6I+277+j5Ll2AVq0St3wBWrMdPgzs3cueOJ6eNxL/61/U4kzX//4HPPoo9XO9+GL2xMxisaJQi4rqemJ/do+7DFVH9kKd/xQUHC/Jm51NJxH79jXatYk0CKnEvXrRj/AnnqCdP0BV5p54gjY0i2VFJXLuVFQAv/0WetlbttBBe8SIwARZgDzxsGFUz1ykfUE4zsqiUpZTplBrZkkCTjqJ1iXU+wXwtDVl3RPXrUvHPrPjSTYDyV/mvHm+hQJ//53uKf3mG8rFa9eOPTGzOJydTZf9/D1xtSfZhAmULDZ/Pv5WrVrkiXv3Zk+caO7dm3Y4Tz4J7NtHj59wArHep88i4uQGq0iWE9uWIieH/oI10QGA/Hxa/m230W3nb7xh9GcZPBh4+GHq2ZuVJVaZlWi4USMyq3rtnQQuTy9XVmGvB7dTgS2Jq+t2082GS5ZQkhxApTgfecRoCy3C5hCdY51ix46Frmq3YQP9AXQdZMYMMdaRmbm6fMyRC7eiwG2XoWiH6AW1atEdHZMm0Re+dm06bkiSkcEr0kqkIp97LiUn/vADPXb66XRcZ7GsKN0TJ2ru1KpFv94rQvRG1z3xHXeQh5w/3/DEQ4aQJ3Y46Be/2XNfYE9sc0hw22RTVreigk4mLlkCVFXRpjv1VNp07dqJsznMZiC+n6mqgZWtda1fT38AnTi7+24xxoCZOb5zqhbU6fdDu3EisH457YAGDaLzK06nGEGmOhcWAmPHsidmpYYS7Ymzs2kZqhp8+bonvusuShR6803j9/0ZZwAPPUSfmZFh/tyvjic++eSoPLGZnjYennjOHOrIp3vif/yDPHHbtubHZ1XPG4krKkJ74s8+oz+ADlnsiZlFZZtdBrRqtKXQNDovPH06cOON9COwqorOEzdowJ44WTxyJJWK0auaWdQTc3KDVaSXG5Mkg+NdS2n4cOCdd4IvX0/Pqqigu7omT6a0QoAqHchyQts4pAK7VQn7nHZU2mpDNaFc2Z13AitW+G7WTZuopdyyZXQOXqDhEpaB2N6zYQMlOETSihU0pf7v/8xfR2bm6nKJS4EmK1Ru1/8FtWsD/foBeXl0gkM/ZgDirMSuXcDu3UDXrmLEE29u3Zp8hH7mgsWyonRPnMi5cu65wSuVAb6eeMoU4Kqr2BNXwxOXOG2otElQXckP57bbgE8/9d2s33xjeOKMDKGGyzKeNxJ//rmRYB1OH31EN4qyJ2ZONQboMY+jABg6lEoqyjI9KUqQskwnPdkTs1jiKxme+JxzAlv56tI9sdsNXHst+eLff6e51apV2nhij1MCbKpwu/JoeNo0YM0a3826cSNVmF261LgfRZR4reJ5I7F+LTeSli2jKmdPP23+GDEz+7MHMRyDgOCvcTgMT2yzie2Ju3UzP55EcJs2lvbEGWYHwIpB3qVcwpUYieY1wfi66/B3+VlvnXQSJTR4vz47m34Q1q1b/eWlGauSDVXIgEeSk774//0vMLFB1+7d1OdLsOESmmN5TzQncXVt306tKkRYR2bmmnLCJlUi+OefqbLBqFF0YmbgQKqTXVkpRnzxZhbL6kr0XLnhBmq55q+TT6YEX/bENWIzPfFvvwUmNuj66y/yy4INl2U8bySOxRNv20Yn10UYA2bmRMwpoYLy5l27Aj3x44/TCU8R4os3s1hWV6LnytSpQPPmgcs95RTgn/8M7onr1DF/bieTLdqW4pdfAhMbdP3xB/DJJ2LFm2hO5jJjuYb40090Y6IIY8TM7M/CTrJ48I4dwJgxvp74iSfYEwsmrtxgFclyYttS2O1A/frUbmLVKuCrr+j5Pn2oREleHpeFqQG77fkoRzacDhk2WUl6ODt3hv96bdkCnH++MMMlNMc6xfr2je04oR87RVpnq7MkAaWl9FvbzHhUlU7W22zU3iqRFSTN5ip7Lso1N2QHoChy4o5b8eCjR+nETEmJMRE9HmoMXlVFiX8iDGq8WJKMDF0Wy4rSPXEi50qDBtRuYvVq8sQAeeKxY9kTx4E1ZEC1O6CZ4Il37Aj/9dq6lXyYQMNlGc8bifv3j22q79xJ55JEGhOrs+6Ja9USxxP36ZPanjjYnIqpjG8y2eUiT1xaakxEjwd45RV6fsoUseJlT8xKdyXDEzdsSO0mVq0Cvv6altu3L3niunXZE2vWbUsRjSceOVKceK3keaPxxI88Ev1U37mTWlSINGZWZ0AcT7x1K+3OreaJa9SWQpSViOSJy8uNiaiqwMsv0/+vukqseNPYE3Nyg1WklxuTJIMTUUupqoquck+YQOXD9Is9opWFsQi7nR6osg3lyMZBdy5KXECeCeEoCsIqO1uI4bIEA7G9x24HLruMrpNGI5uN3ifSOluVy8vpB8Py5VQ9XJapquIddyQ/nlWrgHvuAQ4fpucyM4FJk4CLLhJnvOLJxVCQqypQXBoUOcIXGjA36IULfRMbvDV/PjB6NP6uaiTSIFeXJcnYybBYVpTuiRM9VzSNPXEC2A0Fh9V8OF0SbEryw2FPnDjPG4kdDvI+r70WfhvoyspiTxwvLiszPLHbTfPALE+8ciVw773GLjUrK7U9sTcD9JgTEiRVgewqieyTk+2JvRMbvPX665RtpFc1EiFe9sSsdFcyPfHYscDEiYYn1i/+iDCXTWartqVgT5w4zxuJa9emdnhvvBF+G+hiTxxfT/zQQ1StT1Xpe37uucDttyc/no8/Bu67z/DENhtdP5gwQZzxCscx+VlAjKCj5bfe8k1s8NZrr5EnFineNPbE3JbCSvK+/TuVyrykMKvIgqZlwK3JpobTpw8lVYdSYaEQw2UZjvU9N9xAF7abNAm9DXQNGiTGOqYC33YbtUyvqCBWVWoXefPN9JpkxfPTT8D11xuJDQCVZp43j84hijJe8WZIADQLHLe2b0dIVVYCv/4qzqDGi1ksq0uUucQcM6uaDVWaBBWyKeH060cnFEOJPXFiD89TpwJ33w2ccELobaCLPXH8tuEttwDvv0/XpAD694MP6HFNS148P/4I3Hijb07psWNUGCCVPbH/9lAhQ5MAVbOJEZTO4TzxsWNUw1ykeOPBLJbVJcpcSme2aFuK/v2NG6qDafhwseJNNCd7mTffDEyfDjRuHHob6Bo4UIwxsjrr4/7hh8Z13IoKOm98yy3Jjef774GbbgosIDt3LvDOO2KMVySO2c+KEHS0HM4TezzsiQUSV26wimQ5cW0pZJmuvn3xBd1OXFgItGsX/fuZg7IbMsrt+VCVerDZFdhMrtY2ezZwzTWBX60rrqAS+VxNLnGVlLKzgSuvBC68kC5wr1lDyQ7+uv56oFMn89cxFfjnn4F164LvTr/6inxK587JiefNN0Pv2hcupK4HZo9XIhiaDJvDBigJOG7Fk+vUCX/8rV9fnEGNB0uSkaHLYllRuidOxFyRZWDzZuDLL+kWmcJCoG1bMeZuirBmz4XbmQubyZ74uusCv1qTJwO9erEnTuThOTubqnhOmECeeNUqYObMwG0xdSrQoYP5Y5AKvHMnsGFD8N3phg3Arl001uyJkzensuwKnFoBHA53ZJ8skidu0MD8QWRPzGIZSrQn/vFHOnlis5EnbtNGjLkrGFu1LYXuiW+4IfCrNWUK0KNH+nhiIPnLzM4Grr6aCqIcPkyVre6/P3BbTJtGl2jMHqNU4G3b6Gd+MH3+OZ1HbtcuOfHMnx96175wIXDtteaPVySOyc+aMckS6YkbNhQr3jT2xJzcYBXp5cYkyeB4lHnZv5+usm7aZCxrzhy65XniRPPLoliU3VCwVy3AIZcEm6JAFiC8fv2omuRHH1GCWV4eMHQolSS1Wvk0Mxmo/md4PHTTy6hRZJhef522RdOmdJL31FMpa9PsdUwFXr8eYbVuHV2vSkY8W7eGjqO0FPjrL6MdiSjjFw+WVQnHXAoUWYWCMDsZwNygBw0CVq8OvoFatqQJqqd1mz2oaV5ujMUCYHjieM+NffvIE3/3nbGsJ5+kuu3jx5s/dy3Oeqs2JyTTwxkwgKpJfvQRFefJzwfOOAMYNow9sTcDiVuG7onHjKEL66+9RtuiWTP6CdqzJ3viePG6dQirzz4DWrUy3xOXlAB79hill0UZv3gyYDyWq6rwuFRAjnB+J5k8eDCwdm3wDdS6NZVcYU/MYomjRHnioiLyxD/8YCzriSeAu+4Cxo0zf+4KxlZtSwEAp59OLXSXLwd++4088ZlnAmefnV6eGDAvBt0Tn38+eeLXX6dt0bw5eeIePdgTx4ujOU/cooX5nri4mHbDmZlijV8wjtrPAuIEHa0nXrcu+AZq146SG9gTCyFObrCSvMuEhCshEuk13vz0076JDboefZSycjt0iO3zmAHNt+Rulvnh/M0tWlApWEWhfVZxsbHJRYjPCgzE5zO7dQNOPJG2QV6esU1EWMdUYEVBWMly8uLJz6cEhlDSy2OLNH7xYI8kQ9IAVZOhQE38pKou9+0LjBgBLF3qu2FycoAHHjA/vkQwi2V1JWJuPPWUb2KDrocfpmw4vYJDopaf4ixKqzadW7YEZszw9cQCDZcQDCRnmeyJzfXEipJcT7xnT+hYcnPNH69EMmD8G1P7tmRxv35Uh/yjj3w3jN1u3E4qUrzx2igslpWVKE/sndiga/Zs8sOtW5s/d0Vii7al0Ll1a8plSWdPDJgfg6ZRIsNJJ7EnThTr13JDKdmeeN++0LFYxRNH7WcBcYKOhvv3p7uBV6zw3TB2O3DffdZbn2jYouLkBqtIluPflqKsjOoehdLixXRCV6QyKYKz25EPVclHhb0e3E7F1JK7zKlTrow5dh4xgn57h9KoUYmr4OjPY8ZQ559gGjwYKCgwf7wSwU5NgcdRAE1xAnabuJMqNxd45BEqtbloEXDoENC1K9Unr1uXMlpFGdR4sCRF/lXHYoks3RPHc26UlFB9/FB65x06qIg0ly3GmkOGU86HzWF+qzZm9rzpxCNGkM0JpZEjk+uJQ92pNnQoncg3e7ySNaeibt+WbE/86KPkiRcvJk/crRt54jp12BOzWKIpEZ5Y76MaSu+8Azz4oFhz2UR2Q4bbLkOVc0UIh5k9L3MYHjkSePzx0Lu3ESOS64lnzQoexxlnkO0ye7yiYcu0I46Va9emL8uIEcC775In7t6deo6zJxZKnNxgFenlxiTJ4JqWeQl3KzEA/O9/5pdFsRC7VQn7nHZU2mpDhWJ2OHHjnTupOuXRo3RX1bnnihVfshkwPwbmyFy3LvUoe+45BOjKK4H69QG3OznxjBhBfd38r5s1awZcc01qVbLy50qXBFl2QEExFNEn1YABRm+YvDx6LFlfEi43xmJFL90Tx3NuRPLEf/xh/ty1OFu5ZK/OO3ZQCf+KCqBz59T3xID5MTDXnAsKqKfziy8iQFdfTc8ny+6MGkWe2P+6WYsWFEsqe2L/OSVkWwqdTz8d6N2bPTGLJboS4Yn/+CP8Mv/80/y5KxA7VQcOuxRUKWK0I04GO53A9u1Usb2igs4Tn3OOOPGx52UOxfXr0/ngl19GgK65hixPsuzOmDHA118HdgNr0QKYMsU6njhl21LoPHAg0KcPe2KBxckNVpHbTRNJ0yir5sgRYP/+QAYiv0Zn/UscSg0ahH9/svnAAarZ07IlZRiZHY8fO48oKNkPHJVkZOaYHk6N2emkiuz+B9oFC4DnnwcyMsSKN1kcyxRjNpcvuACoVYu+w3v30i5t8GC6Gam8PLnxPPggnSdcuZI8Q+/exEeOUMk5EcYrEVy6X4amqXDYq6AcKeFJVVP+z3+A996jswgdOtAX+ujR2D5P06gGHotlVemeOJ5zS1HCL5M9cY3Y7fKg9KCMowCOmh9OtTzx/fdTYoO33n6bkiglSax42fMy+/P48fTv2rW062jY0DxPPHs28Omn5IkzMqg72Gmn0Tm2VPbE/nMq84gbmfujOL/DHJx//hl4/33yxB07AoMGsSdmpZ8S4Ymzs8Mvs359sfYF+/fTn0me2OMCyg4CKsQYjmR44vvuC2xFr3tiQKx42fMy+/PEiXRT/po19HijRuSJhw9Pvid+6CFfT9yvH3lip9M6njhqP8uTLHG8axd5Yrcb6NSJEjLSyBNzcoNVpCiUIaRp9H9Fof/rTZh0BgIfC8dnnRW6NcWll5JxjeXzEsEuF7kn/Yxis2bAddcBw4aZE08olh3IgoJadRUhwqkpf/xxYGIDQHetPfcc9WQTKd5kcaxTjNlcHj4cuPhi+r+q+vauS3Y8I0ZQ2y7v3nlmxpMcVpCVpwCKG1DyeFLVhJcvB+66y9gZL18OzJtH5YPbt4/t8xQlPt6ExTJDimJ44njOtTPPpLMLwXTJJWJ44vJyX0/cvDlwww0Uuyj7qiCsKjZkIAO2/FxkyaaHEzN/9FFgYgMAbNsGvPACMH26WPHGiwHzY2COHxcW0q5MUcz3oCNHUsGs9PLEvnMqR1GQpeUBeZpYQVqBly0D7r7b2BmzJ2alqxQl/p64VSvqE7R6dfBlinKeuKwMmDnTuMrevDlw441Uzz2J8dhkB+pICo7VNX/XmAxeujQwsQGgllMvvQTccYdY8UbLgPkxMCeP2RPHj6P2szzJEsNLltAFOl3LlwOvvEItNdLEE2fOnDnT7Bgspfvuu++qxo0bN77qqquSu+BjxyiTJiuLsmoqK+k2oZwcX5blwMfCcbdudLV6927f5c2YQVcFI70/0XzwIB1xtm83YisrI6PdpAnVhDUzvuPstuejvMqOI8iBnJNldjhx4Xvuobvdg2n7dmD9enq+c2e6+8fseJPFsU4xZmZmoI79GJTKIzypqssHDwKTJgXujN1u4Lvv6Lnc3Og+LyuL+rYk0bjOnTsXRUVFRTNnzpybtIWyEi7TPXG851r37mRw/D3xzJmUUGv2vuDAAfLEO3YYsZWWUkJG8+aUpW/2vioEu6tsKNXqQMuxixBOzDxjBt3tHkzbtgGff07Pp5on5sMzM3Pi5pRUeQy1pCNQciKc32H25QMHgMsvD9wZV1QA339PF17ZE7OSrJT0xNu2AXv2+C7v/vvpBjmz9wX799NcD+aJW7akai5JiudYVQaOaLWQmaMItatMFE+fTrvhYNqyBdiwwfDEDRqYHy97XmbmxHLUfpYnWfx5/37giisCd8YVFcAPP9Bx0uFIeU/MlRusIlU1eqDoHI8eNpIEzJ1LLmTjRnq8sJBOkorQQ2bBArqoE0xz5gA9e9LtVKtWUd2eE0+kH7tNmyYlPrfTA1W2oRzZOOjORYkLyBOoZU5NuKgo+LDr2r6d/pYtAxYuBBo3Fiv+DI8b2c5y5NoAaDKyPRJKXTJUWanR5wPirCMzs1XYCQmSqkB2lUCRVd8XAGIEKTK/9x5CqqiIziIMHJjyvdRYLACGJ05En8GXXwZ++gn45ht6fMQIqhgmgid+8026jSOYnniCTkQvW0YJwCZ44lDshoLDaj6cLgk2xbzhqwn7n9v317Zt9Kd74kaNxIqfPS8zsxgMGI9F3aOY2ZcXL0ZI7d4NfPUV3QLJnpiVDkqUJ87IoGoomzcD335Lj48cSZ5SBE88f354T9y1K5UYWL2a3tulC3niJk3iHo9HdcDjUlFlUY8bK0c6T7x1K/3pnrhhQ7HiZ8/LzBxfjtrPAuIEnSr8zjsIqT//BL7+mnqdpLgn5uQGK0mSjFIu+v/9GYj8mmDv6dkTOPlko/ZNLO9PJH/3XejxOHQIuPlm36oOmzdTssOCBUCLFgmPT0UWNC0Dbk0WYrjiyW3ahL5LzVslJdQ79f/+T6z4bZoKCW4oEmCTVBRrDshQoWlKjT4fEGcdmZmtwipkaBKgajYoPKliZ71HXSjpz8eyI2OxrKxEzTUA6NULOOUUa3nigweBqVN972DbvJnKEi5YQEnLJsWvajZUaRJUyMgSbNcaLbdpEzrX2luHD1Pv1GeeESt+9rzMzGIwYPwLCYAmmR+U1TjULcO62BOz0k2J3GGdeiolCojmiTdtCj0e+/dTe4qdO43HvD1xs2bxjUfzHTIRhieR3KZN6LwSbxUXAw8/DDz1lFjxs+dlZo4vR+1nAXGCThWOdJ5Y98wp7ok5ucEqkmXAZqMvnN1OXzqHg8qFeDMQ+JiVOTs7/Lh4JzboKisDHngAeP31hMbnhoxyez5KKuth49cKysqADh3obi1Rhq8mfPnldONDNPr8c0rwEin+DE1DgaMctWWaMwoOQc6RoSoysuxKtT8/1aYYM3MyOMuuwKkVwOFwA4rfcYwnVWTu2DH8TrhTp+g/T5KMDF0Wy4rSPbEIc1MkT+yd2KCrtBSYNQv417+SEq/zmIIvN9mBcg09OjpQT1Gg2XPhdubCJthwxuqJ9QJ3kbRuHVWJFil+9rzMzGKw95yCJsPmsAX6YrODFJ07dAi/E2ZPzEonsScOLu/EBl0lJZSB+vLLcY3HBglZOTIy/Z72eCgHo7ycdksiDV9N+LLLjGIekbR2LVU7Fyl+9rzMzPHlqP0sT7LEeOKPPgq9E04TT8zJDVaRXm5MkgxOhzIv/ftTn5hgkuXQJVO++YZKsChKwuJzqg4sWKzg3mcVHD1qLHrSJOC228jMmj18NeFevSjh+bnn6CRtJJWWUoseEeJX4Ea+WgzJ5QSOt6FQ3G7kujzQFA+K0RiqqnC5MmZmEcqVAeIEKSqffTbtjMvKEKATTwTat6fXpXi5MRYLgOGJRZibyfbEmzcHHxObjYxnMH39NfVVSLBJW/K2C7Oek1FcAchQUQAXRl0m49LbVCGGrybcuzdw/fXA88/TSdpIKivzPT9gdvzVZcD8GJiZU4mBKHyx2UGKzuecA7zwAl0x9NfJJwNt27InZqWP0tUTDxhAvQ+CSZZDz+svvqDytHE0acHaUixYQLupigpj0ZdfDtx6qxjDVxPu1w+47jpav2g8cXk5XTcTJX72vMzM8WVuS2EiDx8OvPiiMb7e6toVaNUqLTxxhtkBsKJUaSnw738D339PV5rDlRQJ9phVefhw6o/mr8xMoEGD8GPmciU0vo0bgYcfhU9iAwC89hrw6qtiDF9NefRoyrZ97DE6VxBKzZsD9eqZH6/OMlRIUhVkzePzAllSIWlVx5+v/ueLsI7MzFbjsOXKRAlSVK5bl+4yadgQt5NbAQAAIABJREFUPuralSoV6Yr281gsK6ukhDzx5s3GBX1R5moiubAQ6Nw5cDyysoD69cOPmdOZ0Pi+/FrCw09ocFZokOgFOAYN817V8PrrYgxfTfm888gTP/po8J8mulq2pMrNZscbLxYhBmbmVGL9MW5LUU3OywPmzg087nXvDtx3X+yfx2JZWbon/ukn444kUeZqInnEiOCVDW02oKAg/JjF2xNrvruTL74A5szxTWwAqIjam2+KMXw15fPPB9asIU8c7KeJrlatgDp1zI83WhYhBmZmq3FMflaUoFOF8/PpPHG9evBR9+7AzJmxf55FxZUbRJemAfffT82qdHfUuDFwzz10a32ql3kpKADeeAN46y3ggw/IiPboQbdPvfEG8PbbwcctP5+agalqwuJ74w3qHxxMr70GXHqp+cMXD3Y4gAsvpGo3o0cHz86dOpUSvkSIV1EAh11DrqYCDtnnBYpdhqJ4oNk1lFXz81NtijEzJ4vdWi7gcMOteKDYs3hSxcp9+9JZhDVr6BYI/e60I0di+zxJMjJ0WSwrqaqKfqQ99pjhiRs1ojNrvXqJM1cTxfXqAfPnG57Y5QJ69gRuuIHOmC5aFHzc6tUDWrcG3O6ExffKfA1H4IAKBS7Y4YCGUuTjMPLx7Gu5GHax+cMXL088fjwVyxkzhr6S/rrpJrE8cU0YMD8GZuZUYu85xW0pasD9+wOffQasXk3nh045hc79sCdmpYuqquic8OOPk78D6Dzxo4+SNxRlriaK69enTIEFC4AlS8gT9+pFnnjuXODdd4OPW4MGlIVaURG3ePzbUsyfH3qzvfoqMHGi+cMXT0/crh15Yk0LXN9p06zjiQHzY2BmtiJzWwqTecAA8sRr1pAn7tqVPLHLlTaemJMbRNeTT9KJXG8VFQFTppBp692bHkvlMi95ecA//wlcfDFlJufl0WvGjyfTGqwM75VX0uRMUHxuKNi0Mx84fn+avw4coL+MDPOHL17cogXw1FPA008D//2vsa516tBX8sgRceL1QA37Ag+qXyIZEGMdmZmtxm5VwVGXAkUGFDh5UlWHKyvJrOrHQbc79s+TJMuWG2OluR5/3LdSCQDs3Uv9wN5+mxIdRJmrifTEV14JXHJJoCd+773gfcQmT6aT4AmM79cdKnLggud40q8NKgAJKhTs3avg4EF6m9nDFy9u1YruynvmGeCXX4yhrlsX2L2bqrqJFC97XmZmMRgwHuO2FHHwxN26sSdmpacefhiYNcv3saIiusNq0SK6iC/KXE2kJ77qKvod4O2JL7qIkoCD3ZU1eTI9Hsd4/NtS7NwZfJMB1CWuuJhCMHv44sWtWxue+NdfjXWtW5c6RVvFEwPmx8DMbEXmthQCcFVVWntibkshso4do7vTQmnRIiM9Mh3LvLRsSS6qXTtjTOx2KiMwaVJCl69qNuQXhK7ckJVFSVAiDVc8+KSTKCHaW6Wl9DWdMcP8+Lw50gtq8vmirCMzsxUZweao2UGlG7NYVpPHQ8kNwVRVRdW8RJhbZnHr1pQQ3batMS4OB3DzzZQcnODlFxRIoJ270ZZC39nbbKnpiU85hYrJeaukhG6avPde8+OLF4sQAzNzKrH+GLelEIRZLKtJVcnzBVNVFZUOEGFumcX61fY2bYxxcTiAW26hsgnxXp7muzsJ1xVDUYBatcQarnhw1650Xc1bJSXAI49QIWqz44uWRYiBmdlqzG0pUogtKq7cILL++gvYty/08z//zGVeevcGhgwB9u8HDh6ku/YKCuh5pzNhy9fsuTh7bC6+fSD4pjnvPHqpJIk1XDXl4uLQnUBWrKD2FY0amR+vzS4Dmi3kC2x2GbZqfn66TTFm5nhypkOGTVF5UpnJkmRk6LJYVtEff1BJrFDascP8uWU29+0LnHEG/XY4dChpnhh2O0aO1fDkbN+2FBooCXjsWCAnh94i0nDVlA8eBN55J/jXcdkycTxxTRgwPwZm5lRi7znFbSkEYPbELCvq99/J54XStm3mzy2z2dsTFxeTIcvPT4gn9m9LMXYsFdYIpgsuSE1PvH8/FZALpg8/BMaNE98TA+bHwMxsRea2FCnCFvbEwiQ3SJLUFMD9AM4GUACgCMCHAO7TNO1wDJ+TD+AeAKMANAZwCMAnAO7RNO2veMedUNWtS30NgjV0BYDcXKNkSLqXeWnYkMarpCRwTBKwPA9UjBoFfP45sH6972bp0IFulBNpeOLFn32GsFqzhrJ2zY7XCQmSqkB2lUCRA78P3JbCmnzkCLByJZW3a9gQGDyYt4eZvHkzsG4dtaYZOpSqX0Z6f5ZLhUfWALh4UpnFkmTZcmPpIvbEQZSXFz6jvHZt8+eWKNyoEY1XkjwxAEw8T8WuDS58uIFYb0vRtaOKqVPFGp548dq1CKvVq6nimSjxsudNLT5yBPjkE7oXomFDyvXXNHHiSzf+8Uc6J1CnDl1Pq18/8pzithQCMHti4cWeOIjy8sI/X7eu+XNLFE6CJ/ZvS3H++cCGDcCXX/puls6dgRtuEGt44sWRPPGaNcCJJ4oTL3ve1OIjR4CPP6bWgI0akSeuqhInvlRnfz+75UcVm9e7oNWRMehMoGk9nmSWYAt7YiGSGyRJagPgKwANACwBsBPAqQBuBHC2JEn9NE0Lk5r69+cUHP+c9gDWAlgIoCOAywCcK0lSH03Tfg3zEWKpbl1gxAhKdQyms84yTvJ6n/D1f4w5IWyzATNnUk+1deuol1iXLsCYMZQApapChRsXDpVn4y0R4lUhQ5MAVbNBCfGGmlTpEWEdI7HTCbz+Op1cz8gABgygjGnv9RAp3khcVARccYVvH79Zs4C77qJKKWbHl06sqsCtt1Kiia5HHqEWluPHRzGHjrPlJlUqMUtYsScOofx8YPhwuiU+mEaMEGNupSln2STMul/DsB0aVq4DtAoJXU7S0HcMUGFPTU8cSVb1W/6xmx1DPLi83PDEmZnAaafR3ZNW3Ua7dwP//Cfw22/4W7NnA3ffDYwaZX586cSqSpXOP/3U2BaPPAJcfTVVbwk3p7gthSDMElbsiUOofn1g2DC6mhdMhYVizK10Yc13dyLLwIMPAtu3U9Kb203JrqNGpe554kiygt8CzI8hGVxWRp54zRpqp617Yquu/19/kSf+/Xf8rdmzqW32iBHmx5cOrPtZt6ph2jRg7SoJdaChFBoeeASYeo2Eay5Io0lmZbaohEhuAPA8yLDeoGnas/qDkiQ9CeAmALMAXB3F58wGGdYnNU2b5vU5NwB4+vhyzo5j3InXM8/Q7bHeZy8ASkUbN47LvJjEeluD3Fxg0CA63+50UuKTw2F6eAnjIUOA554L/XUdMkSMeLPsCpxaARwOd9DSSKnelsLtpnaC//mPsW22bQM++AB4+WXxS8IF41tu8U1sAIBjx6iHX//+QKdOYsWbyjx3rm9ig665c4GWLSnBK9T7uS2FACxJRoYuS0SxJw6lZ58FtmzxPXsBAGeeSWdlKirEmmtpxlKuAwMGKxhQaAecGspcEpw5MjLFCC/uPHgw8Pzzob+uonjimjBgfgw15aNHyRP/8ouxbazsiWUZmDYt8NSAxwPcey9V4u7YUZx4U51feME3sUHXiy8CrVoBI0eGnlPclkIAZk8sutgTh9JzzwEDB1LbNm8NG0alA9gTJ43921JoGp0nHjKELq6mw3niwYPpuBdKgwaJFW+qet5IfOQIeWLv86pbt9L9tHPnWtMT33RT4KkBVaXkhr59gfbtxYk3VVn3s0/+n4T3VlF7yiMw2lXOeV5D+1YODB2UBpPMymxhT2x6csPxbNwzAfwOwP+y6b0AJgO4WJKkaZqmucJ8jgPAxQBcAGb6Pf1/AG4GcJYkSa0tlZXbrBnVOXzmGbrdRFHoSvqAAZRy519aCxCrrEmKck3aGliZCwroLpSFCxGgc84BWrQI/EqaFa+sSnA5c+GRARskeNRceJwSbLIDbkjV/nxArG0SjF991TexQde+fcCcOcDTT4sVbyT+9Vfgu+8C10fX228Dt98uTrypzKWlNN6htGABHaJCvZ/bUgjAkmTsqFlCiT1xBLVoYXjiNWvouzxiBHD22XRlz+y5xfw3u1UJJU4bKm0SVJfp4SSE69ennJp33kGAhg8HmjYVxxOnsueNxK+84pvYoGvvXvLETz0lVryR+L//pd1gKC1cSNW1RIk3lbmkJPhvYl0LFtB1Ru/3A8ZncFsKAZg9sbBiTxxBrVrRTXDPPkueOCODPPFZZ7EnTjL7t6UQLLykcMOGVE31vfcQoJEjgSZNxPfEgPkxJJpfeinwhjEA2LOHfl4//rhY8Ubin3+m+x5CadGi1G0ZLhLnqiqOHFbxwSIJdlB7yhy44AG9wAYVSxa4MPRUiBM0c0p5YtOTGwAMOv7vp5qm+RS91zStXJKkL0GmtjeANWE+pzeAWsc/p9zvc6okSVoJMsCDAFjHtALUR/jqq8kVaBolOKgq/V/T6DWpWkupspImXFaWGPF4sWDhJI1vvx1o2xaYPx/43/+AE06gUvQTJ1K+jdnx6eyRZHigwK0Bbk0GJBVHJCBHU+DW5BpV6RFlHUNxqAqFAPDZZ/R7V5bFiTcS794den0A4M8/xYo3ldnppPLOobRnTxRz6DhbalKlGrNEFXviSKpTB5gyhWq7FhdTH92MDHHmViJZYE/sz6pkQxUy4JFkEcJJGN95J9CuHXniP/4gTzxxIjBhAiUDmh1fPA4VZsdQU/7kE4TU2rVUBcxKnvivCJ3h9edFiTeVuazMuCASaluEm1PclkIQZokq9sSRVLcue2IRPLHmuzsxOxyz+O676S75N9+k83NNmpAnHj/eGp4YMD+GRHM4T7x6NU0rkeKNxPp54FBiT5wchgSUlUpwHtUg6Q9AA2Dw7t3a8YcECZo5OFtUIiQ3dDj+788hnv8PyLS2R3jTGs3n4PjnRJQkSaHuE+4YzfvjLlkGbDb6wlmhllKtWsDnnwOrVhGfdRbQvXv075dlykJesIBui8jLo5IBl1wixPrVpK2B1blWLeCqq8ioulz0mN1OFz2rqsyPT2enpqDCoaBcMeJz2YHK42xzpm65soqK8LuTzEyx4o3ErVqFX59WrcSK14pcqxawYwdw+DDtqkO9vmFDeszpDL4tmjQJvzxuSyEAS5KRocsSTeyJo5Huic2eS7HsYNetozvrFIUqTXTrFpsnfuYZ8sSlpUB+Pnniiy8WY/2CsIYMqHYHNFkRIZyEeuKrrwYuuijQE1dWmh9fTRkwP4aa8tGj4XcnWVlixRuJW7cOvz7siZPniRs3pteG+o41axZ+TnFbCgGYPbHIYk8cjazoiT/7jDxxdjaVt4nFE9tsVIb0rbfIE+ulZS+6yLT1C9aWQpThTrYnvuYaOmVvRU8MmB+DmZ64qoqml0jx1tQTt2wpVrxWZG9P3KNH8NdDk1Fwgg22bAmHKwLbUjigIb+pA3CkwSSzMlvYE4uQ3FDn+L+lIZ7XH6+bpM8RU6pqlAnRWdRaSlVVwD//CXzxhRH/m28C/fsD99wTPOaPP6ayatnZ1LD96aeB5cuN9x8+TE0tt2+npAcz109O37YUzPR/s2OIxF27AuvXI6jatKGEfpcrufHt3w+sWEE3FfTvD/TqFf37W7emk4vffx98nUaNSv76pBJ//z0waxZVYgHI41xzDd156v96t5tKDr7+evBtUVhoVLIKtjxuSyEAS5Jly42lgdgTRyPdE5s9l6Lhykrg8suBr74y4n/zTeC006gZaDCTsWIF8NNPdDZhzBjgySd9SzIVFwPPP09nGgTtM8UlelODAfNjqCl36wZs2ICgateO/k22h9y3j6Z0cTF1muzZM/r3t2kDnHIK/WwOphEj2BPXhDdtAmbPNtrYOxzAddfRtTP/16sqeeI33wy+LYJ5YoA+Q4Eb+WoxJJcTkHlHaRqzJxZZ7ImjkdU88aRJwL//bcT/5pvAwIHA9OmBr9c0Oie8ZQt54vPOAx59FPj0U+P9hw4Bzz1HntikPlPseVODAfNjSIYn9v5J6q1OnehSTrI95N695IkPH6afxz16RP/+9u2BLl2ArVuDrxN74prxN98ADz9seOLcXOD666kto/frc1UV8KgYN1rCv94O3pbiwhEuwAXzV4o5NFvYE4uQ3CCkNE3rEezx45m63ZMcjr5wMnje//dnIPJrEs3z5vkmNuj64gtq1j51qvH6oiLgttuMvSUAvPhi6DFYv56OXN27m162RZSqMczJZcD8GCLxlVdS4RT9cW9ddlny43nzTfodqmvuXKBfP+rpFu3nPfkkcMUVvn2TZZl+BzdtKtb4W4n/+1+667TKq9in00nbKyODbjD2f/9111EixLp18NEllwBnnhnFHNK/l1aaVKnGLFYMEtoTmz2XIvHLLwc/i/T559QI9Prrjdfv2UOe2LvG5gsvhB6Dzz6jpN+uXcVZ37/36b67G7PDYa7+ocLsGGrKV15JP0GDHfrM8MSvvw488YQRw9y5lODw2GPRb5OnnqL7CPw98YwZVEFLpPG3Ev/8M1V49/6uOJ10YjczEzjjjMD333AD7bL9k8onTQKGDAk9p2SokKQqyJoH0GRxBiEdmcWKQeyJa8Avvuib2KBr3Tq6Snnttcbrd+8mT+zdiymcJ167Fti1CzjpJPa8zNU+FJgdQ6J58uTQyQ2XXpr8eF59FZgzx4hh7lzg9NPpXGS02+zpp8nr/+rVVEhRyBM3bizW+FuJd+6kXbL+GEDtiWfPJk/s7XH1Nms33aThl7+ArzdIgFdbislXSBgyUAO3pbAAW1QiJDfombJ1QjyvP16SpM8RU7JsnbYU778fej2WLwduv914vfetEdFq40Y6C+S//PJyYOlS2gsXFFCJs/btE7K+DruGApRDcsiwKaldcpdZvCkWiXv2pOrVd99tmLxmzSiv6PTTkxvPtm2+iQ26vvySkhvuvDO6z2vTBliyhDrd/P47GdVBg8hYmT3eVubFi30TG7w1bx4wenTg+x0O4I03aBuuW0fPFRYCjRpR8me45XFbCgFYkowMXZZoYk8cjXRPbPZciocnvuUW4/UPPhi5eai/vvmGsgX9l19WRgfNXbuAevUoUy1BnjgYc4ne1GDA/BhqyqeeSkm2M2YYnrh5c/LEp52W3Hi2bvVNbNC1YQMl8d52W3Sf17YtTe9PP6Vk0xNOIE+ckWH+eFuZFy+mf4Np3jxg5Mjgnnj+fEqgWb+enhs5EmjQILgn1ueUw64hV1MBhyzWIKQbsycWWeyJo5FVPLHdDnz4Yej1WLECuPlmel1VFXD//b6JDdHom2+A3r0Dl19aSsv++WfyxOecQwdS9rzMKeZ5I3Hv3uRZ7r3X8MQtWgA33UTVdZMZz+bNvokNutavp8dvuSW6z2vfni4DrVxJl5bYEyfHExcWGq/X26zVckh4ZYEdmzZo2LTegcxcBYNH2tG2vga40mSSWZkt7IlFSG7Ydfzf9iGeP14wMmSPtHh/jpjSy41JksEi1lJyOoEDB0Kvx/79RpmTHTuo7G515F9b6Pffqc/awYPGa+bPB8aOpSu8cV5fBcVQVAckpwL1eClJEarIMHO5Mp27d6drKtu30zGrbVvA4wFKSpIbz9tvI6Q++IDummvePLrPq6yk9RoyhB5zu5O/PqnGW7aE3j4HDgC//QZ07hz8/Z0704+HvDxje4RbXobHDZuzGJJcBcBjvUmVKixJli03lgZiTxyNdE9s9lyKxOXlVHc+lIqKjLm4bRv9VUf+nvjXX8kTey/7jTeAceOAu+5Kyvpzid7UYMD8GOLBPXqI4Ynfegsh9d57dLd/tJ9XWUnrNXQoe+J4cThPvHcvJZJ06BD8/SeeSFUzInligB7zwCLHsVRn9sQiiz1xNLKKJy4ro7rzoeTtibdsoRvWYpWmBXri//6Xykv6e+Lx4+kumzisH3ve1GDA/BiSwb16ieGJw50nfvddqiQRiyfu2ZMqbLEnjg+Hu1S3Zw/dj6G398tVVXhcKiBLkAD06qKiV1MXkCcDMgB3mk0yq7KFPXGG2QEA+Oz4v2dKkuQTjyRJuQD6ATgCIEj9Kh/9G8BRAP2Ov8/7czIAnOm3POsp2lpX0bwmUQwArVuHXofWrY3XFxVVbxwGDw5c/h13+CY26Fq8mG4vTsT6alx+LF1ZhBii4YwMuvjcogX934x49uxBSFVVUZtEUcYrHdluD719ACAnJ37Ls2kqMvQSvP4vEGlQ0oFZouqz4/+yJ44kUeZSOJYkOgCHUps2xuvDHSzDaeDAwOXfcUfwpIpFi4xywIlef409cqqwCDHEg0X3xJWV9FNWlPFKR87JCb19AGr5Hs85JcRKM4MlrD47/i974kgSZS6F48xM446WYIrHeWJ/T1xVRVWDg3nit9+mSg/xWD+NPW+qsAgxJINF8MS7dyOkjh3j88Rms17NJJS8PbHeloInWQqwRWV65QZN036RJOlTkKm8FsCzXk/fB8AO4CVN01z6g5IkdTz+3p1en+OUJGk+gMkAZgKY5vU51wFoCWClpmlenXgsJFm2TluKyy83qiX46+KLjde3aRP7OIwbR7dMeC9v717gxx9Dv2fZMqqZE+f1dUCFOwdQFTey7Ippw83M5cpE5qZNffufeUuSqF2GSPGmGxcWBi+RDFALkxNOiN/yMjQNDrsKRfE7jvGk4nJjLADsiaOW7onNnkvR8BVXAPfcE3w9Lr3UeH3btrGPw4UXUi1O7+Xt3h3+VoulS6kcb4LXn0v0pgYD5seQStykCRUbDKaMDLruI1K86caFhcBTTwXfPoMHU/u1eM0pm10GNIscx1KZ2RMLK/bEUcpKnviyy4D77gu+HjX1xBMn0vu8l/fnn+Groi1dCpx1FnteZva8JnDTpqG7MWZl8Xlis/ncc4Fnnw2+fYYOpfZr+uv1thTwP8/Lk8xabGFPbHpyw3FdA+ArAM9IkjQEwA4A/wAwCFQebLrf63cc/1fye/wuAAMB3CxJUlcA3wDoBGAkgP0gU2xN6eXGJMlgUWspFRYCRUXA88/TBAHojM2UKdT8SC9z0rgx1UT69tvA9c3IAK6/nnqv7d1LR75x4ygbV3+/vrxImb379weWJ4vD+ipuNxSXBMgKyqEIUUWGmcuVicbDhwOff46gOvdcSuL3n9IixZ/qfNZZ1Cd440bfbVO/PnDrrfFdnne5Mp8XAGINSqqzJFm23FiaiD1xJOme2Oy5FA2PHEk+9YUXjPgzMoBrr6UMMn0uNmlCNea/+y5wff09cbNmlNhw2mmxe+IDBxLiif1ZUm1QjqhwKwpc7JEty4D5MaQSDx9uFBT0V2Gh7+FZhHjTjc85h7aP/6mJBg2AadPiszwFbsg2FRLKxVjpdGf2xKKLPXEkWckTjxlDPvall4z4MzOB664DBgww5mKzZkDXrsFvYNNfv3w5sG8fZQWOGxfcE+/dG37s4uSJuS1FajBgfgzpxIWFwNdfI6gKC43XiRJvunFhIfDVV4GnJho1CvTEIc/z8iSzFlvYEwuR3HA8K7cngPsBnA3gHABFAJ4GcJ+maWGac/l8ziFJkvoAuBfAKAADABwC8CqAezRN+ysR8SdFetMgTaOsmiNH6KK9PwORX5MMnjSJGh6tWgXUrUsncBXFiFF//ZQpNKG2bzfWVVGABx8ETj0V6N+frrL5r6M35+eHH7uWLanvcSLW95AbEmR4HLkocSmmDTdz8liUKWYVbtUKmDwZmDvXd1p27UrT3+z40p1LS2l3u2EDsHIltcPs3RuYMIF8TryWV+BwQ3IdAvbvAzSZJ5WZrGmRj5ss08SeOArpntjsuRQtX345cOaZwOrV5IkHDgy+g73mGuCxx3z7DCsKMHs2NRKNxhPXqxd+7BLpib1Ydh1D5cEseDQHjtoVoTYHM3tes7htWyrmMm+e77Ts3p28stnxpTuXltLudsMG4JNPaFfZpw95YpstPssr0MpxTHNDthcDRyx0HEtVZk8stNgTRyGreeJ//pPurlizJrwnvu468sS7dhnrmp1NO+kePYTyxB4XUHYQUGH+8DKz57UKt2tHxVxefdV3WvbsSbsJs+NLdy4tBR56yDhPrHviiROpsob36zOPuJG530LXK5lTzhMLkdwAAJqm/Qngsihf65+J6/1cMYAbj/+ljhQFyMujL5ui0J+m0WPeDAQ+Zha3bg2MHWuwqga+vnVr4K23gC1bgM2b6cxBYSFNqGCvD8UXXggsXBg4bpmZdMTMzU3I+jrghFrXBk1RocmKqcPNnBwWaYpZha+9FrjgAkqwLy6m36L9+wMeD7HZ8THTidvzz/fdHrHsgiNxvqLCIdsgaw4gz86TymxWlOR4F1a1xJ44ghTF8MRmz6VouU0b+n+4HWybNuRlf/qJ/mSZbvWO1ROPHQssXhw4bpmZlHycIE/szYqiog40ZOcDWbL5w8/MnlcUvuEG+tm6fDlw+DDdrNqvH3tikTiRnrgegPw8QFFkQLHYcSxVWVGS6WBYMYo9cQQpivU8cdu25G3D7WDbtgUWLTI8saKQJ87Li22HPGYM8P77geOWlQVccklcPLFNdqCOpOBYXTGGl5k9r1V46lTyXMuXU47WaafRBXT2xOLwxIl0aiGcJ85RFGRpeUCexpPM6qwoyfMvcZQwyQ2sCJJluvAvpWAPm+xsytjt2ZOqODgcsX/egw/SHtbbuDZsCMyYEdh7LY7xK3YZiuKBZtdQJshwMieWrTjFROAOHajqtvcUdzrFiY85seywa8jVVMAh86Qymy3cS43FAmB4YrPnUqI88aBB1Latup549mw6K/Thh8aYNWoE3HMPJRUnaX1sDglumyzU8DKz5xWBO3akjovsidOLCxxu5MENh+IRJ6h0Z/bELKuLPXF4fvhh4NgxYOlSY8waNwbuvZdKjMYhXhskZOXIyBRs+JjZ81qB2RNbm/MJTeBSAAAgAElEQVTtbmRrbsiOKCYQTzKx2cKemJMbrCJVNXqg6Mw9bHz53nup39ru3ZQJfNJJdFRMQqMmCeXI9kgodclQZUWI4WBODAPmx8DMbBU+5oqitzAgVtCpzhbupcZiAaDvrwhzSVSWZeC+++j28D17gIICoEuXpHlinT1OCbCpcLnEGh7m6BkwPwZm5lThLFc5FByCIksAZDGCSndmT8yyulRVjLkkKssy8MADwPjxQFERtaro0oVqrOtzv4bL86gOeFwqqhTzV5e5+gyYHwMzs9U4A+XIVQ8BrhJAzgv/BkCMoJmDs4U9MSc3WEmSRNk03v/3ZyDya1KZGzak1D9FoUmZpOXL8Bz/V4WmKcIMB3P8GTA/huJi6oGlVyA0Ox5m5lBs01RkSLRvFHpSebOqUmO5v/6iu527dxcrvngwi2V1iTKXROZGjYBOnZLuif9maIAkznAwV+9QYXYMkbi4mErZFhSIEQ8zczgGJPODiIVVFfjkE7p5pHFjoFs3seKLz0ZhsawtUeaSyNy4MdC5c2I8sea7OxFhdZmrdygwO4aaMntiZjM4bSaZqgIff0yJcnyeWChxcoNVJMup25YiBVixZ6ExDkHOkaEqMrLsikjhMceRzZxiZWVUbfrTTykOSQLOOou6suTnizNGzMw6Zzs05MlOKHYboIUomWnmpHK7ga+/pmyhE0+k5666Cti/3zj+1qkDvPgi0L+/GIOaxuXGWCwAhic2ey4xh2VuS2F9BsyPIRSXlgKzZgGrVlGckgQMGwbcfz97YmYxOdMhwwYboEQ4n2MWV1QAX31FdzSfeCKQk0Oe+MAB4/hbty7w0ktA377mx8uemMViTywAc1uK1GDA/BiqyyUldE549Wpaj4wM9sTMyWGbXUbI87xWnmQVFcCXX1Llyy5dqE3S5MnAoUPG8bduXeDll4Hevc2PN809MSc3WEWqapQJ0ZnLvAjFitsNxSUBsoJyKGaHw5wgBsyJQdPo/NIPP+BvaRrdTHPwIDB/vjhjxMwMABkeN2zOYkhyFQCPeJPqu++A664DDh9GWJWWAldfDaxZQyePRBrk6rCedcxiWVW6JzZ7LjGHZW5LYX0GzI8hGFdVAVdeCfz0E/6WpgErVtA5p9deEyteZua/PbHkBI63sDQ9KG/etIk8cUkJwqqkhE7url0LZGWJE391mT0xy+piT2w6S6oNyhEVbkWBi88DW5YB82OoiSfesgV/q6oKWL6cTnPNmydWvMypxR7EcAwCxAg6En/zDXD99XQeOJxKSmjyrV0LZGaKE3912cKeOMPsAFgxSP+iffklpeTt20dncvTnNM3483+MOTnMJXjTgs1Y5saNvokN3tq0if5EGiNmZmpJUQVZ80R+g/9jqgqsX09lv/bsiX+Qhw9TtlCkxAZdpaUUi9mDGi9msawu3RN/9RVl+eme2Oy5xWwwe+KUYBFi8Oevv/ZNbPDWxo3A99+LFS8zs48njvVD3G5g3brEeeLiYvLEkRIbdJWW0nHX7EFlT8xikXRP/OWX1Fpx/34x5laaMLUorqI2nOaHw5xinjcSf/GFb2KDt776Cti8Wax4mVOPkzrJ3G7gs8/IhxYVxX+lDh0iTxwpsUFXSQmV1jZ7I6S5J+bKDVaRLNOZnDvvpB+gus47D3j0UfoSWq3MSwqyw+GBLLths7txSFPMDoc5AWzWFAt1ElfX1q1Az55ijBEzc77djWytDLLdBUWRY5tU331HdfW8Ew8KC4E5c+IX5AcfUImxWFRUlBplPyXJyNBlsawoWaYTuHfe6XsxZuRI2neIMtfSnNkTW58B82Oojifeto3aoIoSLzNzhqbBYVehQI7tQzZtouOa/7HuiSfiF+S77xp31EUr9sQslhiSZWDDBmD6dN/9xOjRVJNelLmWwqxoTuQ5PHDaNGSZHw5zinneeHjiU04RJ17m1OKktqX49lvyxN6JB6NHA48/Hr+VWrQIOHo0tuMwe2LTxckNVtHWrcCUKVRfyFvvvQfUqgXcequ1yrykKCuuEigyoEKBqipmh8OcAAbMicFmQ1jZbOKMETNzBsqRqx4CXCWAnBf+DYDx2I4dwLRpCNCyZUBuLnD77fEJ8r//DVxGJDVqJNYgV5f1u3tYLKtq82bgmmvoR5i3liyhH2kzZogx19Kc2RNbnwHzYwjG+mOhxJ6YWSRW4Ea+WgzJ5QRwJPoP2bYNuOUWBGjJEvLE+vkf9sTVZ/bELKvrhx+Aa68NfPyDD2g/cdddYsy1FGduxWZ9BsyPgT0xs9U4aW0ptmwh3+sv/Vg3bVp8VuqXXwKXEUkNG4q1UarLFvbE3JbCKnr55cDEBl0LF9IdqJpm/AHilDVJUxYsHOY4shnLPPtshNVZZ4k1RszM1ZpUb72FkFq0CCgri0+QjRuHXk4wORzAsGHmD2qalxtjsQCQJw71PX7nHfLEosw1ZhEWz2wxzxuJI3niM84QK17m9GYZKiTvlhTRfkgkT+x9/qcmQZ5wQujlBFNuLntiFksUzZ0b+rmFC+nihShzLZWZW7GlBIsQQ6w8bBhCSpKAoUPFipc59Tgpk2zBAoSUfqyLx0rFep64dm36YWr2RkhzT8yVG6yi7dtDP3fsGJVBadmSWKSyJmnKDruGApRDcsiwKYrZ4TCnQLmytm3ppvVHHgncBUyfTtPf6RRjjJjTlwscbuQrKhx2DdUqTxbu7rHKSmDvXqBVq5oHPXo08NxzgMcT+fjrcAAvvEB3qaXCJJOkyCn+LJbICueJPR7qNdyqlflzjRlQFNjsMmzihMNsAc8bidu3pxvaH388cBcwYwbQokVqHK6Zrc26Jy6wV0DRVMAhA7G0pQjniT0e8sQtWtQ86DFjgOefp3NKkZSbC7z4ItCgQWpMMvbELKsrnCdWVeDgQaB5c/PnWoqzzSHBbZNFCYc5hTxvJO7YEbj5ZuDJJwN3AffcAzRrlhqHa2YxOWltKcJ5YlUF9u2jL3tNV+q888jnVlZGPv7Wrg289BJQv35qTDILe2JObrCK6tUL/7zDYe1aSinGCoqhqA5ITgWqrJgdDnMcGTAvhgkT6PrqihXA7t1A06bAOecAgwfT60QZI+b05AyPGw5nEXLlKijwVG9S5ecjrHJz4xN0Xh7w1FPA1Km+CQ75+cCsWUBxMU2yhg2BXr1osqXKJJMky5YbY7EARPbEOTlizDVmQJbhgSpSOMwxMGB+DKH44ovp5pqPPwb27KHzWeeeCwwcmDqHa2Zrc5arHIrshgJn9SZVsjxxfr7hib0THOrVo97GBw/SJGvUiDxxkyapM8nYE7OsrkieuFYtMeZaijO3pbA+A+bHUF2+9FIqwvTxx0BREXni4cOB009PncM1s5ictLYUBQUIq3h54nr1gDlzgJtu8k1wqFePzhPv30+TjD2xUOLkBqto/Hi6ohlMp55KR7LiYmJNo39FKWuSrqz5VnYxOxzm+DBgbgzdulEyg6LQcae42PwxYWYGAJumIkMvuxvLBwDGv6NHA2vXIqh69zaOdfEIesgQYNUqYPFioLyc0t6HDAGOHqXkh1SeZCyWlTVhArByZfDn/vEPoxe4CHONWYTFM1vU80biHj2o3G4qH66Zrc04ztWaVKNHA+vWIaj69aNjXby+9EOHkid+913yxJ060Q9O9sQsltiaMAFYvTr4c337UpWV/2fvvMPjKK/9/xlZOyNr19iSC7ZxpWMbm44xvefmSaPZhAAhCZgSuEkIEEoIEDCkAYHA5f5oKYAJJIDpNbQEB64xAVONO8XGTciWVvbO2prfH8frlaxtknb3fWd1vs+jR/qsdmfOvLNn5ruz75yjnrj0rG0pQs9gPobu8F57SVu2Sj5dK9vJZUmyY46BV18low46SM51xXrTH3WUeOKHHhJPPGaMeOKWFrkmXclJFlL1uvLKK03HECpdddVVZw4ZMmTImWeeWd4VjxwJn30Gc+a0f3zIELj7bqnc4Dgy66a2VsqKbNwojykb4Q2tVbQEvelV69kQjnKRWFNMWbkj10cTbLXxS/qyFq+2V9eTaptt4Msv4d1325/rhg2Du+6S5xRzI1wXxo6VSQ177SX/s2VQS8XV1dCvn5jyMun2229n2bJly6688srby7ZSVcllzBOPGgWffNLxODFkCNxyi/y2IdeUobaWXtHe0NqKA7i11abDUVbPq6xccq7emCDmNNGvNkl1tKZrSTVsGKxeDe+91/5cN3w43HmnPE89sXpilRUy5om33RYWLYL332//+NCh4okHD7Yj1yqcNzjV+DX9iMQ8G8JRVs+rrFxSrnES9K9dR7/oBqo3JkqfZMOHSyWxLc91I0bAHXcU3xN7XtoT77mneuISqVieWCs3hEXJJFx4ocyqf/ZZWLMGdtgBpkyRUoKJRPhrKVUYO34Er8Un4XnE8UyHo1wkBvMxKCvbwhviCdyITw1r6eOvhngjuHWdWyCkH0sm4cwzpbb0M8/IuW777eGEE+TOsdS5zqZBCBs7jvxWqcKqZBJ+9jOp0vDaazKLfsIEuZN10CB5z9uQa8rgaqu2MDOYj0FZOWzskaC/vwwnvgrP9QC3a0mVTMLZZ4snfu65tCeePFkuPqonVk+sUiWTcMklsN9+4onXrYPddpOqDQMGqCcuE2tbivAzmI9BWTksnLH1WimTLJmEc85Je+K1a2HHHeH446FvX/XExeAQe2Kd3BAmOY7UpJ84Ud5wDQ0ywyb1v+6WeVEuKrskIYjg4pPAMx2OcpEYzMegrGwLSyuKABe/uEk1bpzMkE2d62pr7dnoSmCVKuxyHJnQcMghlV0asFI4aH/4MR2OcuGnCtMxKCuHjV18nFSbtsBt/wTo/ELHj5e+vqnzXO/e5jeyklilCruqqmRCw6GHqic2xdqWIvQM5mNQVg4Td2i9Vo4kmzAB9tlHPXEpD4QhlE5uCItcFyIRecNFo/Kmi8XEvLZl6PiYshH2gmbqYkmaIwHV5sNRLhJriikrC7tBAi+2lv5uEi8agSCiSRUGdpz0DF2VKoxKeWLTuaRcMEdwqK516WVHOMp6elZWLhnHogF9Ah9iriaV7ayeWBV2qSe2giMxh0TEtSUcZfW8ysol5V4xl4jna5JVEofYE+vkhrDI99NlQlKstZSsZy1PVnkM5mNQVjbNOUvualLZzY4jv1WqsMr37cgl5YI56cdIxn1aPSvCUdbTs7Jy0TnVqs2hSZMqLKyeWBV2+b4dudTD2WlOEnMbaIh7+L5nOhxl9bzKyiXl6rhP0g2AuCZZpXCIPbFObgiT2pYJ0VpK4WAtT1ZxDOZjUC6c582DlSthm22kqqvpeCqFc5bc1aSyn1WqsMuWXFIujIP2hx/T4SgXfqowHYNy8fjjj8UTDxumnrgUXFCrNrAraGVUqtDLllzqwew6Pn7QuukaiWc6HOUungpMx6BcPp47F1atguHDYdddzccTRjbSlkK5xDs1nNLJDWGR62pbihCylierPNYUCwevWwdnngn/93/pw+ioUXDttTB4sPn4wshukCAWbWIrD2LRAC9byV1NKrvZcdIzdFWqMCrliU3nknLBHMMnUQu+l6A66pkOR1lPzz2KW1pg6lR48830YXT0aJg2TT1xsbjgVm2aVHaxemJV2KWe2Ar2oi6elySIBqw1H46yel7lLByPiyeePTt9GB09Gq67Tj1xZ1jbUlQgh9gT6+SGsMj302VCUqxlXqxnbUtReQzmY1DOzZEInH56e8MKsHgxnHUWPPWUXfHazKkSu1VBQH+/AadlFX08D7rThkKTyiw7jvxWqcIq37cjl5QLZi+RwIs74Ho04ZkOR1lPzz2GIxH4wQ/gP/+hnRYtgrPPhqeftivesHIfvwkvvhrPdSCXRwZ7glZWT6wKv3zfjlxSBtcliW9TOMqdYDAfg3JpORKB730P5syhnVKe+Mkn7YrXVq5KJog0N+C4rUBSk6xSOMSeuMp0AKpOqG2ZkFwlRQp5jnJ5WNtSVCTbEINydn7//Y4TG1JauzZtWm2J12ZOldiNOc2k21BoUoWeVaqwy5ZcUi6c1ROHkm2IQbnrPGdOx4kNKa1Zk57wa0u8YWUcIHAKe4EtQSu32YEqVYhlSy4p27B65W6wDTEol47/85+OExtS+vJLeOYZu+K1leUa8aZrw51dgC0boZyZQyqt3BAWua62pQgha1uKymNNMft54cLch9NFi+yK10aujyaooglia4m5VXjRaihWGwpNKi03plJ1RylPbDqXlNUTVziD+RiUu8eLFuU+nC5caFe8YeT6aIKaIIEbKyBhNKnsYvXEqrBLPbFVHIm6ROwJR1k9r7J64qJzVRAQi/p4Xp7vJzXJwsUh9sQ6uSEs8v10mZAUa5kX61nbUlQeg/kYlHNzv37kVL9+lCQnEwn4179g6VIYOBAOPFAeMz0ehXJVMkFNcxN9IlBDgj6J1RBvBLcOitmGQpPKLDuO/FapwirftyOXlNUTVziD+RiUu8cmPfE//wnLloXTExfCqdZtNaylj9/WM+dYANi1ET2d1ROrwi7ftyOXlMHVthRhZjAfg3JpuW6TRcumurrSeeJXX4UvvoBBg8QTr19vfjy6yn18n2TcBzfP95OaZOHiEHtindwQFiUS0Ngos2miUWhpgRUrOjLkf45y2Ti5MqDFqaep1opwlIvAmmL28047wYABsGpV5sPpQQdBU1Nx179+Pfz3f8PHH6fXU1sLP/oRHH20XePTlteuTNAHn5poQKS5gV6rVuHh4UaBlkZNqkrkIID6+pLZFZWq5Ep5YtO5pNw5Xp3AwSUZ60Nj3DMejrKennsC77yznPIbGjIfTg88sPieeN068cTz5qXXEwZP3BneEE9QvXIZvYJW3Gi8cM+sSWUXqydWhV3qia3iRLSeRnvCUVbPq9yGx4yRCQxffpn5cHrAAcX3xC0t4onnz0+vJxqFH/8YjjzSrvEplHu1JOi1ooDvJzXJwsUh9sQ6uSEs8jw5CgeB/O158nddXXuGjo8pG+NIEFBb57HRtSKcHsVVVfD3v8PLL4tBGTMGjj0Wdtyxe8vXFAsH33QTTJ2aniCa0gUXwNixxV/f1KntJzaA+INf/QoOPhgGD7ZrfFIcC3zq6wLq3GYctxWXJF7dpgOWV1eegDSpys+eV1LLolKVVJ6X9sSmc0m5YI7RjN8vQuD5BK5nOpwexVVV8OCDctdQU5P4oEI8MdizDcpd55tvFp/a0tL+UHrRRfL5qNjru/DC9hMbQNb961/DoYfa64k7w67r08tpZet+STzPpWDPrEllH3te6X2LSlUqeZ56YovY8zzq7AlHOQM7jlwjfuUVaG6GXXcVTzx6tD0xKpeOb7oJzjxTJuK21cUXy4TgYq/v/PPbT2wAuUb9q1/BIYdAnz52jU8hXOt5VAd1UBd0bgFgz0YoV5Qn1skNYZHrSi81J09PG+j4mLIx1v7CZtjz4IwzpBxqSosXw1NPwV13wVFHdX35mmLh4IMOguefh+nT4dNPYZtt4Otfl9K4xV7fp5/CG29kPnQHAcyYAZddZtf41EcTVNEEsbXE3Cq8aDUEPsTc8gekSVVeDnEvNZUKSHti07mk3Cn2oi6elySIBqw1H06PYc+DH/wAXnstnUJtPfGRR+rpudL54IPTnvizz0rriRcvhlmzMh+6W1vFE19yiV3j0xUPXROsxY3G8TxXPW+YWT2xKuxST2wVx6IB/WnCiblEPM90OMpbsOvCuefC66+nU2jxYnjySbjlFjjsMPMxKpeWDz0UXngB7rsPPv8chg0TTzxgQPHXt3AhvPVW5kP3xo3w2GMy0dim8SnMAydwY3R+AXThNcrqiQuQTm4Ii3w/3QMlxdrDpngcj8tt/q+8InUzjz5anE03l6/9hc3wY4+1n9jQVpdfDvvtB8lk15YPdmyjcn6ORuGEE2QyouumqzYWe31b3p22pRYswIpjQFUyQU1zE30iUEOCPom2/YFdcwGCPW+ansAh7qWmUgFpT2w6lyqVm5vFE7/6qpxIjz5argQVafnaj7i8/Mgj7Sc2pBQE8ItfwMSJ2T0x2LENyt3nWAwmT1ZPXAyuook+flsP3YkFgB0boayeWFUZUk9cek/84INycTEWg698Jacn9mjA82M4zR6+6xkPX7k9P/RQ+4kNKbW2wrXXwv77m49RuTyeeMoU8554/vzweWL1wBXMIfbEOrkhTHIcuRLV9u8tGfI/R7k9r1wJp58Oixalx/qFF2DvvWHatO4tnwAcuza3J/Czz5JVS5fChx/CDjt0bflgxzYq28ODB5NTqf+bjjcS+Dgk8Bxw8c0HpElldsxVqjDLllyqNF6xQjzx4sXpsX7+edh3X7jmmqKtz5bN7Qn83HNk1WefSUutbbfNfqqwYRuUw8NDhpBTtnji7rJ63gpilSrssiWXKo2zeeJJk+Cqq7K/Pmh/eLFlc5Tze+L586V1m00xK4eX810nTnlmW+ItlNUDVzCHVDq5ISxyXW1LUSq++ur2ExtSmjULHn0Uzjuvy8vXthRmeOPG/CnV1ep9mmLKW/Juu8G4cfDee5nfa9/+tvl4N5fQjTXgue6mJ1hSwlKTSsuNqVSdUcoTm86lSuQrr2x/ETelN96Axx+Hc87p9voiUZeIJZvbE3jDhvwplS2dwI5tUA4P77EHjBkDH3yQ+b120kl2xdsZ7h9LUO/5xKJB1z20JpVdrJ5YFXapJy4dX355Zk88c6b09jrzzIyvj+BQXevSy7LNUZZKZbm0caP5GJUrh/feG3baCebOzfx+O/FEu+IthCNRVz1wpXKIPbFObgiLUuXGHCfNWual+/zll3KxNpsef1xMaxeXr20pzPDuu8PLL2fepb17w6hRXV8+2LGNynbxDTfA974nfdva6uKLpY+bqWPAhngCN+JTw9qulw8rNUPXl7F8Odx5J7z5JlRVwUEHwX/9F4webdc22sSOE9pyYyoVkPbEpnOp0rihQZrOZtNjj8kdbN1cn0MTNUmHNXFXS/aWgffYI3urtmgURoxQz6tcXL7xRjjtNFi2jM1yHPHEQ4aY88Td4apkgljzMvq4rXgkzXjeQjzxHXeIJ+7VCw4+WDzxqFF2DKKNrJ5YFXapJy4Nr1oFTz+dfdwffVQu/mR4fdKPkYz7tHr2bI5y2hPPnJl5l0ajMHJkOD2Ksr18003iib/4gs1yHLjsMqnsELb3W5JunHOgfEF/8YV44tmzoboaDjlE2gqNHGl+EG3lEHtindwQJhVS2wryP0c5zevWSYOtbFq7tnvLz9GWAqTf1yuvQEuLlL864gjo18+e4QkrT54M994rHUe21NSpYlx9v2vLBzu2savc0AC33SatO1paYPx4OPdcqThtQ3xh5REj5DPujBnwyScwaJC0KY9EzMYXCXyqnMCuNhTFSqrly6VZ3vLlbNYHH8gXcPfeC0OH2rONtrFKFXbZkkuVxOvW5T4+rFlTlPW5JDf99gkCb/Pi//1vePXVtCc+8kj1xMXgKVPklLh6dcddesYZUFub3RODHdtQKl69Gm69VapMt7TAhAlSsG/vve2IL6w8cqTcH/DII/Dpp7D11nDUUeY9cXdY/HQrbpDs3gKhNEF+8YV8AF6xgs1q64mHDDE/iLayShV22ZJLlcQtLbnHPJcnDtofXjq7epAv4F99Vaz5uHHqiYvFJ50E06fLNdEtdeqpUFNjPkZTvGoV3HKLeOL169OeeK+97IgvrDxqVNoTf/ZZZXhi6zzwlrx0qXjiVavYrPffl4v1990ns0pMD6KtHFLp5IawyHW1LUUpeMgQGD5crrxk0pgx3Vp+trYUtbXw85/D3/+eXtXLL8u1h3vukcoDNgxPWLm+XkzrFVekZ+b27w/f/a5cyO3O8sOcYo2NYlA/+yz9vps1S2aSTp8u7RVsijeM/K1vyWPRKDQ3y2RIk/HUxALq3Ga8aARr2lAUK6luuaX9xIaUli6Vag6//rU922gTO056hq5KFUalPLHpXKo0HjpUfpYuzTzu48YVZX1etJp6mvFrYwSbPPGll8LDD6dXlfLE990nF9dsGJ6wcn093H+/dBxJeeIBA8QTn3565XrefPzll+KJ21bc+r//k3GZPl3edzbFG0Y+5hi7PHGXcyjV2i0ax/NcM543H998c/uJDSl9/jncdRdcd51dg2oLqydWhV3qiUvDw4bJt5CZrjUA7Lpr1td3py1F797ws5/JTTMppTzx9OmyWhuGJ6ycuk581VUyqRpg4EDxflOm2BGjKU987rm0q7j1xhtyrfivf5X3nU3xhpGPPTbcnjhUrdluuqn9xIaUPv8c7r4bpk2zY1Bt4xB7Yp3cEBalyo05TppNl3mpBG5pkW92r74687hPnpwuy9KF5WdrS/HCC+0nNqS0Zg1ccgk89JAdwxNmHjRIruM4jvyvrk5MRDLZvdJPYM82dpb/+Mf2ExtSCgL4xS/gb3+zK17l7nFVMkGkuQHHbYXulNAtNUPnXxOJyN1o2fTkk/KmtmUbbeLUQVGlCqtSnth0LlUat7RIid1p0zKPezc9cVtuW7L3uefaT2xIac0amfTw4IN2DE+Yeeut23vi+npoasrvicGebSg233VXx1ZiIAX9rrgCHnjArniVzXEVTcVr7QbFDzISyd1m88kn5a4KmwbVFlZPrAq71BOXhtetE0/8q19lHvfjj8/qiR0/gtfik/A84nidWv3TT7ef2JBSY6N44r/+1Y7hCTMPGZLerclk2hO3tMj3fDbEWG6+4472ExtSam2ViSDTp9sVr3L5uTrehOcm8Gi2ywNvyb16wRNPkFVPPSUHUxsG1TYOsSeuMh2AqhMqtLZVIc9RTvNxx8EFF8g02ZTq6+G3v5Vb2buz/CxtKTIZ1pTefx8WLrRneMLOffvKxOtU2adiLN/0NnWVX3mFrJo3Tyqa2hSvcve4aCV0y8GdfU1rKyQSZFWqlKBW18IAACAASURBVKRN22gTq1Rhly25VGl8wgnw05+m67KClL66/vr07WLFWF+QfmjGjI67N6U5c2DJEnuGJ+yc8sTV1YW/3nTMpeJcnnjuXGltZ1O8ymbZqOfNxxs2yDc02bRunR2DaCurVGGXLblUaXziifDjH6e/8QYpfXXDDVLNLMvrpf1aq7QF7eTqc10nfvttuVHJluEJO/fr19ETm47JFOfyxO+/r55YedPfm9gqD7wlb9woP9mknjg3h1RauSEscl1tS1EqrqmBH/1IGnDNnCkuZ9Ik+eIsHu/W8rO1pWhqyr27EwmtLmcrhz3Fcknfc5XFVUFALOrjeXnOG6a5K0nVuzfss4/UkM6kffe1axttYsdJz9BVqcKolCc2nUuVyDU1ciH3pJOkXmsRPXFbbluyN58nXr9ed3eYTs9h4lzS95xyUUrwliOpolHYc0+YPTvzm3mffewZVNtYPbEq7FJPXFpP/NOfwimndMoTe0EzdbEkzZGA6k6ufu3a3LtbPbF6XhOe2HWljaBN8SqXl3vFXCKeb3+SxWJyk/Lbb2d+M++9tz2DahuH2BPr5IawKFVuzHHSbKrMS6Vyr15yV1pdXXq8u7n8bG0pdtkFXn89866urpYZpKaHQ7nyUmz//eVutEwaPVpuzlyzxp54s3EkItfvZs+WfPn61+2Kzxbu4/sk4z64ec4bphm6toyzzso+ueH00+lw4LVpm7XcmErVdRXJoynn4Orqonvitty2LcUuu0hP10yKRGCbbcwPR09lMB9DKT3x/Plk1LbbyncYYfHEb74Jb72lnriYXJVMEGteRh+3Fa+Yrd2gNEGfdRaccQYZpZ44O6snVoVd6omt9MTZrgPnW92YMXI+zyTPg8GDzQ9HpTKYj8GkJ164kIzaYQfYaqvweOJZs+A//5G/1RMXh4vW7hjKE/TZZ8OZZ5JR6omzc4g9sbalCJPalgkxWeZFuXDO0pbiO98Rc5pJ3/429OljR/jKlZViJ58sHVcy6YILoKrKrngzcWMjnHaa5NANN8BvfgOHHSbtZG2IzybGAYICzxumuSuvmTQJbrpJvvlKabvtpKXQ7rub3yabWaUKu2zJJeWucZB+6OST05+rt9S3vy03FZgOtyezDTGUgk89Nbsnvuii8HjiU0+VHEp54sMPl3ayNsQXZi5pa7dSBH3ggfD733f0xNdfDxMm2DGotrJKFXbZkkvKac5yHTgfn3yyfCmbSSedpJ641GxDDCb41FNl7k4mXXhheDzxKafIzw03wK9/LZ74mWfsiC/MXFRPXI6gDz4YbrwxsyfedVc7BtVWDqm0ckNY5LraliKEnK0txU47wR//CD/7GXz6qey2qio4/ni5oGZJ+MoVlmJDhsCf/wx33AFPPy3tWcePlwrURx4Jzc12xZuJb7hBZuK2VTIpFQMffVT8i03xmmQCl0gsApXYliLFRx0lkxwaG4X79YOWFvPbZDM7TvZvElWqMCjliU3nknKXOYZPohZ8L0H9Lt5mT/zZZ7KLe/WCE05QT2yawXwMpeKhQ+FPf4Lbb5cLnxs2yHfAP/pReDzxb38L77zT/vDo+3D++fDEE3KHp03xholL1tqtlEl19NFy++WXX8rj6onVE6sqX+qJreRYLInrJohEE6wOvIJfPnYs3H03XHJJR0/8059as3kVyWA+BlM8bFjaEz/7rHji3XYTT3zEEeHwxL/+NcyZ0/7wmEjIte4nn4Stt7Yr3jBx0TxxOZPsK18RT9zYKHcP9+2rnriCPbFObgiLUuWvHCfNWkvJes5VjmzsWPjLX2DZMli3DrbfXh4PAq2SYzOD+Ri6w1ttBddcI+Zv3TrpdV1XF4733JIl8MorZNX06XDOOfbEa5I9EtT7DTjxZnA98wHlYujeMlpa5NOK66Z7YJreJlt43TqpMTh0aPr/jhPacmMqFZD2xDblmnKn2Esk8OIOuB5NeIwbB/fc09ETt7aGw59UKoP5GErJffvCtdfKJIGweeJFi+Bf/yKr7rtPOhXYEm+YuKQeGkq7ES0tMqtFPXF2T5y6k089saoSpJ7YSvbijXgu+Hj4vtepl48fL5546VJYv149sXre8nC/fnDddfC734XPE8+fDzNnklX33y+du2yJN2xctHbHUN6NWLdOPXEuT7xggcxsSv0/xJ5YJzeESW3LhOQqIZLvOcrl4zzlyBxHJjl4nhxDGhrsCl+5clPMcaR9oC3xFMKpKifZtHixXfGaZBcfJ1U6LHDNB5SLwXwMlcatrfLNxv/8D6xeLf877DCpK5ia6KBShVm25Jpy13kLj6ye2D4G8zGUgyvREy9ZYle8YeKSemiwYyN7Ere2yjeFt90mJxaQWtUXXSQXvVWqsMuWXFPOyF15uePAuHHqicvJYD4GG1g9sfKWXLR2x2DPRvVUbm2Vct7/7/+lPfERR4gn3nprwiqd3BAWua62pQghd7UcmbK9rClmjkeOzH2YHD7crnhNciwa0CfwIebaEZAmVXn5nnukp1xbvfgifPCB9G9JzdhVqcKolCe2IdeUu8zZWrcp28NgPgblzDxiRO7DpHriznP/WIJ6z6d/dD1eqTy0JlX5+U9/gt//vn2C/OMf8OGHMGOGemJVuKWe2GqORF0i9oSjrKfniuR814mHDbMr3jBxfTRBTZDAjRUhQTTJzPPdd8PNN7dPkBdegI8+CrUn1skNYZHvp8uEpNiGMi/KObk75ciU7WQwH0NP5a23hj33hNmzyajjjrMrXpOcxLcroFwM5mOoJF65Uio2ZNIXX0hdvssuy/x/lSoMSnli07mm3C3O1bpN2Q4G8zEoZ+ahQ6Uf8ttvk1HHHGNXvGHg6ngTnpvAo1mTqlJ4xQr43/8lo5YuhQcegIsvzvx/lSoM8n07ck05IyfxbQpHOQeD+RiUu8bDhkk7lzlzyCj1xF3nKpro46+GeCO4dd1bINixUT2Vly/P7ok/+0w88UUXZf6/5aoyHYCqE2pbyiVXyZFCnqNcdrYsHOVusA0x9FS+5BLYbjs66Be/kHLWpuOziY0HoEllhj/+WHqoZdP//V/2/6lUYZENuabcPc7Tuk3ZDrYhBuXMfNllMHo0HXTllTBmjPn4wshsYk2qCuGPP5am9dn0xhvZ/6dShUU25JpyVrYsHGU9PVckX345jBpFB/3yl7DzzubjCzNrklUIz50rkxyyKcSeWCs3hEWuq20pQsxajqxyWFPMLI8aJVX1X38dZs2SQ+Mxx8AOO0Bzs/n4bOFI1IUgJCUqNamKy/365fYTNTXpGbwqVRiV8sSmc025W6yt2+xnMB+DcnYePRoeewz+/W+pauZ54om33149cWfZDRJ4sQQxL6lJVUm81Va5/UTv3uqJVeGWemKrORYN6E8TTswl4nmmw1HW03PF8ujR8PjjMHMmvPWW/O/YY+XGOPXEXeeiXlfWJFNPXCLp5IawyPflx3HSrGVeQsNajqxyGMzHoAwHHAB77w2NjVBXJ4/bFJ9p1rYUW3BTk/QQ+89/5ALQccfBoYfaMwbF5OHDYcgQWLaMjDr8cHmeShVW+SE6vilnZW3dZj+D+RiU8/NBB8G++6on7g738Zvw4qvxXAdwKzup1q4VT/z22/K/446DQw4xvxNKwaNGSV/D5cvJKPXEqrDLV09sM3s04PkxnGYP3/VMh6Ocg8F8DMrd54MPhokT1RN3lzfEE7gRH4emyk6ytWvhkUfgnXfkf8cfL28iW+IrJo8eDQMHShvjTDriCHleCKWTG8KkVFmRtn9vyZD/OcpG2LJwlLvIYD4GZeVC2HgAtiTVggXwk5/AmjVs1j/+AVOmwKWX2jEGxeSqKqnLd+650NpKO02cCF/5CipV6GVDrikXjS0LR1k9r3IPYxwgcEq/QjC70fPmwfnny8XclF54AU46CX72M7t2SjE98XnntdnZm7T//nDkkahUoZcNuaacnYP2pwDT4ShnZjAfg7KyLRwJfKqcABe/cpPs44/FEzc1sVkvvAAnnwwXXmg+vmJzr17iif/7v+mgAw+UCb8hlU5uCItcV9tShJi1HFnlsKaYchhY21Js4tZW+NWv2k9sSOmBB+ROtb33Nj8GxebDDoMnnoBbboE5c6BvX5g8WepVu256Bq9KFUalPLENuabcbdbWbfYymI9BWbnUXB9NUBMkcGNleMObTKrWVrjuuvYTG1KaPl088R572LFTislHHJH2xO++K+3bJk+Gb31LPbEq/FJPbD1HcKiudellRzjKFp6elZVt45pYQJ3bjBeNUJFtKVKeuO3EhpTuvVeq/E6YYE+8xeKjjpL+LbfeCu+9J554yhTxxJFIaD2xTm4Ii3xffhwnzWEp86Ks5cgqiMF8DMrK+VjbUmziuXNlRm42PfQQjBljfgxKwdtuK4Y9VZPPdSGRSPsJlSqsSr2Hbck15W6xtm6zl8F8DMrKpeYqmujjr4Z4I7h1pV0hmNvoDz6QambZ9NBDsNNOduyUYvN228lkZ/XEqkpT6j1sS64pd2DHj+C1+CQ8jzie6XCULTw9KyvbxtVxn6QbAPHKTLL33oOFC8mqhx6C7be3J95i8g47wK9/XVGeuMp0AKpOqNBaVoU8R7n8HBS+C5XtZhtiUFbOx8YDsCGpMlVsaKs1a+wZg3KyShV22ZJLykVhy8JRVs+r3MO4RyRVPk/c2GjXTikXq1Rhly25pJyRXZIQtEp5d/PhKFt4elZWtpHZxBWZZI2N5JR64lBJKzeERa6rbSlCzlqOrDJYU0zZZu4fS1Dv+cSiAdqWIgq77CL9dltbM59bJ0ywYwzKyY6TnsGrUoVRKU9sOpeUi8LalsJeBvMxKCuXmsvays1kUo0Zk/vi5W672bNT1BOrVIVJPbH17AXN1MWSNEcCqs2Ho2zh6VlZ2SZ2gwReLEHMS1Zuko0bl/vcOn68XTtFPXFO6eSGsChVHsRx0mx7mRdlLUdWgQzmY1BWzsbV8SY8N4FHsx0BmU6qmhrpH/bww3RQ795w/PF2jEFnubERnnsOvvgChg6FY44p/PWOI79VqrDK9+3JReVus0MTNUmHNXFXW7dZxmA+BmXlUvGGeAI34uPQ1DOSqrYWvvlNmDGDDqqthWOPNb9T1BOrVJ2T79uTi8pZOdnsQMQnHrciHGXLTs/KyjZxH78JL74az3UAtzKTLBqFb3wDHnuMDorFwu2Jn30Wli+HbbbpMZ5YJzeERYlEuixKNAotLbBiRUeG/M9RNsJufAMbV1WTDGKsi3qmw1HuImuKKdvM1SsS1AfNEG2yIyAbkur444UfeSR9Tt1mG7j6apngYMMYdIYfeghuvrm9R7j9dvjf/4Wtt87/+iCA+vrS+xaVqlRKeWLTuahcFHajAck4tKzwWB94psNRVs+r3EN44/ImNgQJ3GgDtJTpnGI6qSZPFn700fQ5ddgw8cQ1NeZ3Smf5b3+DW25p7xHuvBNuuw0GDVJPrKp8qScOB69O4OCSjPWhMe4ZD0fZvtOzsrIN3D+WwImvhhXLIXArO8mmTBF+/PH0OXXYMJg2TSoamI6vs/zAA/A//9PeI9x5p1wnHjCgoj2xTm4IizwP6urkzeZ58hME8lhbho6PKVvBnufTl4Caeqh2jYej3EXWFFO2masCj0gd4GFHQLYk1ZVXwoUXwpw5sr6JE+Uiru/bMQaF8sqVHSc2ADQ0wMUXS4WKQpbneSU2LSpVCeV5aU9sS24qd5k9z6PehaQDG/oZD0e5DYP5GJSVS8VVAdTXgee54JXpnGJDUv3yl3DRRfDuuxJPWD3x8uUdJzYArFqlnljVc+R56olDwDGa8ftFCDyfwPVMh6Ns6elZWdk013s+MTeCG8SgLlr5SXbNNeIZ331XKhfsu284PfGyZR0nNoBcP774Yvj73yvaE+vkhrDIdaWXmuPIrJogsL+HjXIHjsWSuG6CSDTB6sAzHY5yyNtEKStvyb1iLhHPtycgm5Kqvl7MWzwuhtWmMSiU284q3lILF8J778HOO+deXoh7qalUQNoT25Sbyt3iCA7VtS697AhHWT2vcoVzyfoJhyWp6uvlp1I98YIF8P77sOOO6olVlS31xKFgL+rieUmCaMBa8+EoW3x6VlY2ybFoQJ/Ah5jbc5Ks0j3xvHnw0Uew3XYV64l1ckNY5PvpHigptr2HjXIH9uKNeC74ePi+Zzoc5ZC3iVK2l1tbpeLrjBmwfj2MHy+VYLfaqrTrr477JN0AiNs1ILkYzMdQTl67Ft54Q2bRDh0KO+xQ+Os//5ycWrIEhg/PvbwQ91JTqQB5/9qQy8pF46QfIxn3afWsCEe5h56elUvniWfMkJ9EQjzxlCnQp4+5+ErWT1iTqmueeNUq8cTbb1/46z/7jJxaskTa0KknVlWy1BOHipP4NoWj3IbBfAzKlc8bN4offvRR8cQTJsCJJ8r3yybj2xBP4EZ8HJo0yUzxmjXw+uuwerX41+22K64nHjy4Yj2xTm4IkxxHZtO0/XtLhvzPUbaCLQuHFSvgjjvkxt+aGjjiCDj8cHvis4XBfAzKdvPGjVL56amn2Kx33oEHH4Tf/hYOPri062cTWzMgmlRpnjcPzjsPli1js0aMgFtvlUkO+V4/YgQ5NXp04WOuUoVZpnNZubgctD88mQ5n+XLxxO+/D71791xPDOZjUA43b9woHRCeeYbNeucd+NvfxBMfdJCZ+HCAwMBBB8zvFFv444/FE3/xBZs1apR44u22y//6UaPIKfXEqp4i07ms3Cm2LJy8vGwZ3HWXXCeura1cTwzmY1CubN6wAS64AJ57js1KeeLf/Q4OOMBcfJHAp8oJcPE1yUzw3Llw7rnyxVxKo0eLJ952W/XEeaSTG8Ii19W2FBXEsWhAf5pwYi4RzzMdDsuWwQknQGNj+i331lvw5JNw773Gh8sq1hRTzsevvdZ+YkNKiYSY1iOPLN36tS2FxdyrF5xzTnvDCvDJJ2JkX345//JOPFG+cUskOr7Bdt8ddtsNWloqttyYSgWkPbEtua3cbY7hk6gF30tQHfWMhvP55+KJ16xJv+Vmz5bz+j33WDFcenpWDg2/+mr7iQ0prV8PN9wgX5KYiI/AJRKLgJfn2oomVWnYceDss6ViQ1stXiye+KWX8i9vyhS4/XZIJju+wfbaS26HjMfVE6sqW+qJQ8W2XQfOx59+KtVH165Nv+Vmz5bz+l/+Yj4+PT0rh4lffrn9xIaU1q2D66+Hww4zF19NLKDObcaLRiAo0TlFkywzg3ji1avbvzEWLZJJwC++WJgnvuMOmUGzpfbdF8aNq2hPrJMbwiLfT5cJSbGWeQktezTQx4+QjFeRcIcQxzMa3mWXtZ/YkNL774tpPfNMq4bPKIP5GCqVEwl4800xd7vsAkOG2BVfofzoo2TVJ5/AnDlyva3Y669KJog0N+C4rUDSngHRpBJ++umOExtSWrJErhJMmpR7eX36wHXXwVVXtf/mbaed4MYb5QJvvngcJ7TlxlQqIO2Jbclt5W6zl0jgxR1wPZoMe+JLL21/eE3p3Xdlwu/ppxsfLj099wBOeeL168UTDx5sV3zF8MSLFslnzXHjyhufR4J6vwEn3gyuV94BAfM7xQZ+8smOExtSWrQInn0WJk7Mvby+fcUTX311+4P2LrvItwSFxKOeWBV2qScOFXs04PkxnGYPf9P5x6LwOvCll7af2JDSO+/AfffB979vV7zdYTAfg3JmTiRg1iz5HWZP/NhjZNXChfDRR7J95Y6vbNeRwfxOsJEff7zjxIaUFiyQGTH77JN7eXV1cO21cM017Q/aY8bIHZYV7ol1ckOY1LZMiJZ5CT27JCGI4OKTwDMWzpdfwsyZZNVTT8nkBsuGzxiD+RgqkRcsgB//WKr2p7T//lLKtl8/8/F1hlO+LZtS/y/2+qWUWCtukLRrQDSp0m/yXJo/X970+Za3xx7w/PNSImTZMpkFdOih0k/I9wsfc5UqzLIpt5WLwwTgmA2noUHav2fTU0/J5AYbhqscDOZj6Ik8f7544vnz2awDD4QLL6w8T9zUVP74XHyclF8O3PIGAOZ3ig3c9s2dSQsWwH775V/eXnuJJ/7Xv6S9hXpiVU+UTbmtnJ+D9ocf0+Fk45Ur5QvlbHr6aZncYEu83WUwH4NyR543Tzxx20tpBx1UmZ449Z10ueMr23VkML8TbOR8nnjhQqm+kG95++yT9sTLl8PQoXDIIT3CE1szucFxnEnAz4GJQG9gHnA38IcgCDZ2Yjm59sYbQRBM7FagpuS62paiwtgLmqmLJWmOBFQbDCd1USmb1q+3YrisYU2x4vPGjfCDH7RvuQry3e0vfymzwm2KNx/vuWf2CUO9esGuu5Zm/VVBQCzq45W7xK4mVWE8cmTug+3IkYWXFY3F4PjjoblZPiXV1BQej+OkZ+iqrJR64jxKeWJbclu5KByJOSQirtFwMlVsaKt166wZLj09Vygnk/JlwZaFnv75T/lMFrbWKHvumX3CUCRSOk+ci2PRgD6BDzFXk6pSPPEJJ6gnrlCpJ84j9cShY5taseXihobcb72WFrvi1dNz5XHKE69c2f699+qr8l3tn/5kV7yFeOJsE4ZcVyqZmYivbNeRNcnK44knT+5xntiKyQ2O43wTeAhYDzwANABfB24E9gdO6OQilwB/yvD4Z12P0rBS5cYcJ81a5iX07DQnibkNNMQ9fN8zEk5dHWyzjfQYzqTdd5fnWTBcVjCYj6HS+B//6DixIaXZs+Gtt+RmdVvizcfHHiulq7/8suP2TJ4s/qEUOdXH90nGfXDznCdsYzAfQzn4iCNktk4iQQf17QsHHFCeeBxHfquslHriApTyxLbktnJRONnsQMQ36jnr66XUaTZP0tM8MZiPoafx889n72A1axa8/Tbstps98ebj446D6dMztz+cPFmeX+6cSmLwHALmd4oNfNRRUjo3kx/t108qmakn7vFST1yA1BOHjm1qxZaLBw6EQYOye5I99qgsTwzmY1Buz88+23FiQ0qvvy4tA3fd1Z548/Hxx8P992eeTD9linx/Xe6cKmurNjC/E2zko46CadNkNs+WqquTSmbqiXPK+OQGx3G2Au4ANgKHBEHw5qbHLwdeBI53HOfEIAj+2onFLg6C4MqiB2tahdSugvzPUbaGXcfHD1o3lcf0jITjOPDDH0o/tS1VXQ2nnWbNcFnBYD6GSuO5c8mpjz6SD0+2xJuP6+vlzrrLLpN+hAC9e8Mpp4hpLdX6cYCggPOEbQzmYygH9+0rPYB/9CMpV5JSTQ3ceCPU1oqZbPv6jz+GP/9ZvmkbOlS+JRg5sjhjrrJO6ok7IZtyW7k4bEFbiqoq8cSXX04HRSLw3e/aM1zlYDAfQ0/jjz4ipz76SCY32BJvPh4wAP7yF/HE774r/6uthVNPlckNpuLTpDLM/fpJD+Cf/KS9J+7dWzxxphK6H38st2kuXy53Zhx3HIwYUZx9orJO6ok7IZtyWzk0njcfpzzxFVfQQa4r17ZsircYpwLTMSi35w8/JKc+/FAmN9gSbz4eODDtid97T/4XjYonPuEEM/GVtVUbmN8JNnJ9fdoTt7ayWbW14ok9r6MnnjtXPPGKFTBsmHji4cOLs49CKOOTG4DjgYHAX1KGFSAIgvWO4/wc+AdwNtAZ01p5cl1tS1GB7EVdPC9JEA1YazCcU06RY+iNN8Lq1fI22nln6WO1887WDJcVrClWfB4wIPfhb9Agu+IthCdMgL/+VTzHxo0wdqz8Px4v3foJXCKxCGhbCnv58MPhySfhxRfFiA4ZAocdJkZ0y+f/4x9yRaGtHnsM/vu/4Zxzuh6P46Rn6Kpsk3riQpTyxDbltnK3ORZL4roJItEEqwPPWDinnSae+Kab0iV5x4yBCy6AnXayZrj09FyhPHBg7sPf1lvbFW8hvPvu8OCD5fXEmbh/LEG95xOLBhAYOodoUqX5yCPhiSfEE69cKZN4DztMLtJu+fznnhP/m9Kbb8Kjj8qF4DPPVE9cmVJPXIjUE4eSbfG8+fj73xdPfPPN6aqkY8fKdeIddzQfn56eK5vzeeLBg+2KtxDeYw/4299ksnJrq7SiaG0tvydOcVlbtWmSZeejjkp74lWrxBMffrhM5t3y+c88Az/+cToR3nwTZsyAn/4UzjijR3piGyY3HLbp9zMZ/vcq0AJMchzHC4IgQy3njOrnOM73gcHAGmB2EASvdz9Ug0qVG3OcNGuZl4phhyZqkg5r4i7+plJA5Q7n61+Xajdr16aNxJo16ao0Fg0XIDdtzJkDo0fDDjuUb/1gzxhUCv/Xf8Gtt5JRW20F++5b/vJcxeK6Ovkp9frKWk5Mk6p73Ls3nHyyPJZISK3mLQ+0iYSY00y6+WYxv9tv37X1O056fSrbpJ64EKU8selcVi4qe/FGPBd8zLVqS/G3viVV0ZuaoE8f8cSZDtW2DN8XX8hd8dtu2/VTg56e7eD/+i+47TYyqm9f2Htv9cRd5ep4E56bwKNZPa8tXFsrd1nk8sTr1sk3aZl0440ySWLbbbu2fvXENks9cSFSTxxKtsnz5uNjj4UDDwyfJ95uO/nR03N4+atfhdtvJ6Pq6mDPPcPrievrZRuCwMz6N8QTuBEfhyb1wLZwNCplPHJ54pYWuOgiMur666UV8ujRXVt/iD2xDZMbdtr0++Mt/xEEwQbHcRYBY4FtgTxFaTZrAnBX2wccx3kHOCUIgncLWYDjOLOz/GvnAmMovtqWCdEyLxXFLslNv32CwDMWTq9ecm3A8+SYZsnwtON16+DKK+Hhh9msPfeEq66SSRmlXj+YH4NK4+HDpdzdVVfRTq4r+zp1vrUlXhu5rOXENKlk5tcf/yiVFJqaZAr22WdLrehiLP/ll2H9erLq6afhvPO6N+YqG6WeuFDZcixQLgnbEE51dTg88RVXwCOPsFl77y1+qra2+8sH89vY03jkSGmL3MgTFAAAIABJREFUcvXVtJPniSeOROyKN2zMJlbPW0RubEx74uZm+WB+9tlSxq4Yy3/pJbnIm03PPCMVzdQTV5rUExcqW44Fyl1iy8IJrSduaRH/9OijbNbee8Mvfyn3lhRyKjC9DcrtefRoaZ997bW0U02NfP6prrYr3jBxJPCpcuQ7KPXAReQvv5R2EW098Q9/KP1TirH8l17KPQHh2WfhrLN6nCe2YXJD302/12T5f+rxfgUu7wbgIcQEr0dM5s+QsmYvOo6zWxAEn3cxVnNy3XC2pUgkpOZOU5PcXr/XXnbFZwl70WqGsBq31sX3XKqjnk3hWcU//7lcw2ir2bNh6lRpA6CVlMLJp58u3w9Pny5+YJdd4Jhj7InPdi5rObGenlRVVfCDH0jv35T+/W/5ueUWmDix++tbty63J2hu7pHlxnqA1BMXopQnNn0s6CyvXy+12Zub1RPn4EjUJWJPOFbzpZdKtfa2mjVLKlIWwxOD+W3siTx1qhweUp54zBipJmJLfGFkN0jgxRLEvKR63mKy44gnnjcvfRCaOVN+/ud/YJ99ur++XBMbQD1x5Uo9cSEKqydetw6ef17yd8cde6wnVs9bPL7oIqno3lazZomnuv/+nnd6rhQ++2yxEvffL5547FjxxNGoHfGFlWtiAXVuM140QtlatVV6koH08lmwIH0QSnni//f/ZKJDd9eX6wY4kGoMPdATF2Vyg+M4i4GRnXjJfUEQnFyMdW+pIAi2rOP8JnCC4zh/B44DLgB+UsBy9sz0+KaZunt0N85Oy/fTZUJSbHuZlxkz5KpbKskBRoyAO+6Q21JMx2cZe4kEXtwB16MJr6yr/+wzMQvvvSctfU44QS6kWTQ8+L70at1yYkNKS5fKnWvf+15p4wG7xqSSeNQoufGmrq59JSZb4rOZk/h2BdQZBvMxdIYffLD9xIa2mjZNvo3o7vrGjMm8/JTGjZPn9bByY2GQeuIyKOWJTR8LOsMPPwyXXdZ+O0aOFE88YoT5+CziJL7RcD79VDzx+++LJ548WSZcWjI8m/nDDztObEjp88/lY9h3v9u99YFd29yTWD1xcbmP34QXX43nOoCrnrdY/MAD7Sc2tNW118I993R/fbvsknn5KY0dq57YUqknLoPC6IkfekjuWGqrUaPgzjth2DDz8ZWRbWhPnM8TT58OH3wgnnjKFNh5Z3viS/H773ec2JDSp5/KTdQnn5x7eWDXNimnefRo9cTF5KpkgkhzA47bCiTVAxeL77+//cSGtpo2Df7yF/XEJVKxKjcsQGa/Fqqlbf5Ozbjtm+mJbR5v7GxQW+h/EdN6UDeXY05ty4TYXuZlwQK45JKO2/DJJzKl8oEH7CkbYxMTgFPe1c+aJbMh2x7DHn5YKueccIJdw/PBB+TUBx+UPh6wa0yUlVNsPICeklSvvUZWLVsGixZJE73urG/sWJg0CWbO7LiOESPg0EO7P+aqUkk9cTlkw7GgUJ4/v+PEBoAlS+Dii+WqoU3xWsCmVv/663DuuR098XnnwXHHWTM8OI5cyM2lYnhisGublZW7yjhA4JgPCMzHUEz+17/Iqs8+k2s/3fXE48ZJVbTXX++4jlGj4JBDurd8VSmlnrgcsuFYUCjPm9dxYgPA4sVy/fiee+yKt8RsS3viTDxzpvjfZDK9mx5+GH78Y7lz3nR8bbkYnhjs2iZl5VKxtKTY1NK4nAGAPYNQbk/8ySfyU1fXvfVNmCD9dmbN6riObbeFAw/s3vJDqqJMbgiC4PBuvHwusBewI9Cuf5njONXAaGADsLAb6wBYuel3tJvLMSPXDVdbiscey74t77wjST18uPmyMZZxLJbEdRNEoglWB17JV+95cl090+SsW2+F/feHwYOtGR4GDMidJvX1WklJuWdx/1iCes8nFg0oWzmxnp5U+eR5xVnfHXfABRfA00+nl73//lIRKRbrkeXGwiD1xGVQyhObPhYUyjNmZN+Wt96S0lNDhtgTr2GORQP604QTc4l4XtlW73lyXT2TJ/7DH+zzxAMH5k6T/v173ulZWTkbE7hEYhHw8lxLUc/beU+Z73zd3fXV1Mgd3T/9qfQSTunAA+VCRjSqnthSqScug8LmiR95JPu2zJoFX3wBW29tT7wlZi9aTT3N+LUxAvPhbGbXlUsObSc2pPT731emJwYr3hLKyiXnqiAgFvXxyu2JKz3J8nnimprieOI//hHOP799CceDDurRnrhYlRu6oxeB7wBfAe7f4n8HAbXAq0EQ5Gm2l1cTN/3urvk1o1S5sVSy2F7mZWGeYZ43T0yr6bIxlrEXb8RzwcfD972Sr/6VV2Bl6uNcBs2YITdLWDI8jB0L/fpJCapMOvTQ9EVpraSk3BO4Ot6E5ybwaLYjoM7w2rXSZ7O62p6YCuG99oL//IeMGjBAPukX40DkuvCrX8Hpp0NTk5TpHDhQDoDdWb7jZP72TmWD1BMXopQnNn0sKJQXLcq9PR9/LFfdbInXMHs04PkxnGavrCV6X34ZVq/OvptmzEh3DLJhuHbdFfr2hTVZupEfckj3T0VgxVtCWblb7JGg3m/AiTfDpmOKsYAg83PWrYPWVnsGrVDeay+5cSWTBg6EQYOK54l/8xs44wz57DB8uHhu9cSVLPXEhajSPPHcuXJnqy3xloEdP4LX4pPwPOJlbk+cjV96CRoasu+mRx6BnXayYvjwfRg/Hvr0kUsmmVSIJwZr3hLKypXpiaGw14TZE7/3Hhk1eLD41mJ54t/+FqZOVU+8SVWmAwD+DqwCTnQcZ6/Ug47j1ADXbMLb2r7AcZxax3F2dhxnxBaPj3ccJ7LlChzHGQ9M24T3FjP4sqptmZBcJUUKeU6peUS7XdNRI0bYUTbGYi7H6rKZv5TWrLFmODZPIps2DXr16hjr1Kmw447licemMVFWZhNbE1A+/sc/4JvfhH33hcMPh6uvlrs0bIoxF3/jG2IgM+n88+UAVcz19e8Pu+8ukxuK9qZRWSr1xIXKhmNBoZzPEw8fble8NnDQ/nBVjtVnmySQUmOjPcOT8sTXXANVGT7Nn3UWbL99cdZn0zYrK3eFXXycVPldGwJq+9jLL0vPm913lzKz11wDy5ebj7FQ/uY3pRF7Jv30p8X3xAMGyFhts4164sqXeuJCZcOxoFDW68QdWFpTtOLi2xBOQZ7YtuvEnpfdE59zDoweXdjybNomZeVSsHFPnOs5L76Y9sT77CNf/qxYYX7QCuVjjpFqnJl0/vlygCrm+tQTb5bxyg1BEKx1HOcMxLy+7DjOX4EG4BvATpsef2CLl+0DvAS8AhzS5vHzga87jvNP4FMgAeyMzPbtBdxBx1m/4ZDrhqstxXe/C3ffnTk59t4bdttNZhiZLhtjKUeiLpEyrG733XO/7caPt2I42vHhh8s57847pXfa4MFw8snylorHtZJST+JkEp56Cp5/XooAjBsHU6bYVSKvlOwGCbxYgpiXtCOgQvif/4TLL29/oHnhBUnmJ5+UMlumY8zHQ4bAfffBLbfIrby+L7fznn++1Ggsx4Gou+XSUjN0VVZJPXGBSnli07lUKJ92mpQPzKR99xWzpZ64HUdwqK516VXG1e+5Z+633YQJ1gzPZj7yyLQn/vBDOT2dcoq8pYpxKgLz26hcGPu+2Kjnn5fJ67vu2rM8cS6ORQP6BD7EXPMBtU2qRx+FK65IH2RaW2UHfvihfMAJw3lu6FCYPj3tiZNJKbV4/vkwaZJ6YlWXpZ64QIXNE3/3u/DnP2felkmT5IJOD/PEXtBMXSxJcySg2nw4BAHssUfut52Nnvjoo+UemjvvhI8+Ek986qnihwo5FYH5bVAunid+/HG5zNjcLJ+LTjxRPbFxT5wryR5+GK66Kn2Q2bhR2i6EyRNvsw389a9w883w2GPiiceNk8m+EyeqJy6hjE9uAAiCYIbjOAcDlwHHATXAfMSE3hwEQVDgomYAWwHjgcM2LWc18DRwRxAEjxU79rIpVW7McdJscy2lQYOkTMrFF8OGDentGD0arrtOnmdD2RhL2aGJmqTDmrhb0pK8AwdKK4eXXqKD+vcvTknbUvDWW0sr+sZGqVrnupBI2FVJSbm0vHEjnH02/OtfbNaCBXKd8Lbb0i1KbIm3FNzHb8KLr8ZzHcA1H1A+bmmRJo2ZtHSpzLaaOFE+hR5wgB0xZ+O6OvjlL6VB++rVcs4r54GoO+w4oS031hOknrgApTyx6VzqjGn5zW/keLFxY3o7tttO7khQT9yBk36MZNyn1Svf6gcNgoMPlpZtW2rAAPmfjZ548GC48MLSeGKwYxuVc/OGDVKtY+ZMNmvBAvmu+fbbpQ2rTfGWizfEE7gRH4cmOwJqm1QbNsh5IZM++0yuxO+3n3ji/fe3Z1CzeeKrr5YG7eqJVUWUeuICFDZPPHSotF287LL2nniHHeTW+x7qiZ3mJDG3gYZ4edoT5+MhQ+DAA+W+lC01aJD8z0ZPPGQIXHRR1zwx2LENyt3jZFKqOr/+OpuV8sR33CGXGW2Kt1xshSeG7Dvtd78joz79VGYoTZoknnjSJHsGNZsnnjYNfv5z9cRllBWTGwCCIHgN+GqBz30ZcDI8PgMxrpWptmVCcpUQyfeccvFRR0kjrlmz5LbqHXeEnXeWb81tiM9iltJkAS4+QeCVdHXXXivf0T39NJu1yy4yByU1gcuy4THKYD4GZXm/tp3Y0FZXXy1fQtgUbykYBwgKOC/YwosW5W5oDvIp5PXX4U9/kokOpmPOx716QXW1PfF05kCmslbqiQuQLblUKH/lK+KB33xTPPFOO8mPeuLMHLQ/XJVr9dddJzeNPPssmzV2rHjl2lp7hkc9r3JbfvJJ2k1saKurr5b3s03xlosjgU+VI5+nrQiobVLNn5/fE//73/Lz5z9LlR9btiEbqydWlUDqiQuQLblUKH/1q3LB8c03pdTQzjvLteIe7Ildx8ff1JrCcTzT4RAEMgflqqvk5umUxo0TT9y7t/n4SnEqMB2Dcvf5iSfaT2xIKQjkew/1xAY9cWpHbPmcefOgoaHjTmurmTPFE99zD+y1lx2DmovVE5dV1kxuUOWR64arLUWKhwyBk04Sbm6WmUE2xWcpe9Fq6mnGr40RlHh1sZjc1bNgAcyZAyNHyg3U8bjurlKkWG0tPPigVPBctCidIueea882hoHbfsjaUkuXwsKFclOsLfEWm+ujCWqCBG7MsmN+Lu7du/Bz3h/+ID1oTMdciew46Rm6KlUYlfLEpnOpszx0qHriAjmGT6IWfC9BddQr2+pjMSlnO38+vPuuemIo7Tq29MRDh8J3vgM//KE9YxAGfv757IfLTz+FJUtg1Ch74i0X18QC6txmvGgEAkvOGamkSv1diG65BQ47zI5BrTRWT6wKu8LqibfZRib5qieGIMCLunhekiAasNZ8OJs98V13yfeO770nPmL33St3d4HZGGpr4YEHxBMvXiwpcvLJUq3WljEKA7/wQvbD5SefiC8ePtyeeMvB0s54Lf3dpFlPnC3JCvXEQSDXif/+d/ODWokcYk+skxvColS5McdJs9ZSqmh2/Ahei0/C84jjlXz1dXXSO62uTqrHWzYc1jB0bxnXXislsVJatgyuvx7mzk1Xpza9jWHglhZyqrHRrniLxalyYjWspY+/GuKN4NbZE2AuHjpUfpYuzb3zAGbPhuXL5WKNTdtQCew4oS03plIBaU9sOpeUS8ZeIoEXd8D1aCqDB96S6+vVExfD8+bja66RlqQpLV0qXQ0//ljurrJhDMLAqX2VTZXqifNxddwn6QZA3I6A2ibV0KHyzcXnn+feeSBVMFeulLvAbNiGSmL1xKqwSz1xRXG52hN3hvv3T3viuEWn07B53nx81VVSiSulzz+HX/9aJpdccYUdYxQGzueJGxqkY6Qt8ZaDrWlnDJmfM2yY3PW5bFnunQfwxhtS+cxx7BrkSuAQe2Kd3BAWJRJyZSIIZFZNSwusWNGRIf9zlEPBbnwDG1dVkwxirIt6psPpNq9dK60EPv9cLhofcEC6So8N8RXK3UmxDz9sP7GhrZ54Ar72NfnwYHobw8Djx2dvS+G6Mhu3sdGeeIvFG5c3sSFI4EYboCWEG/jd70rd70KUMsCmY640DgI5CKtUYVXKE5vOJeWScnJlQItTT1OtFeEU3RM/9ZR8mV9fL72Le/WyJ75ieN5CPPFjWbqcP/qoeOJ+/cyPQRh4wgSp1JpJNTXyHXpPO2RuiCeIrloNQQKivvmAMiXVD38Il15a2HkvHofWVju2oZJYPbEq7FJPXFHsRgOc5gS9VlfRwhASteG/DpyP16yR68SmPTGYG4MPPmg/saGtHn5YPHGfPvbsM5t5/Hj5/juTamt7nifuH0vgxFfDiuUQuPZ44C2f88Mfws9/Xth5Lx6HDRvsGeRK4RB7Yp3cEBZ5nkyVDAL52/Pk77q69gwdH1MOJXueT18Cauqh2jUeTrd47VqYOlVaX6R0661y/po61Xx8neHupNj77+dO87ffhhNPNL+NYeBTTpFSxqtWdRzHqVNlNq7v2xNvsbgqgPo68DwXvDrzAXWWjz5a+mr+8Y/w6qtyoTaT9trLjp0Yicgb7YknZGbWiBHw9a/DaadJmw0bxrQr7HmdtiEqlTXyvLQnNp1LyiXjSBBQW+exMeQeeEtesyazJz7vPDj9dPPxtWUo3TrmzMmd5v/5D0yebH4MwsCnngp/+5vcyLSlzjwTBg0yb6fKza7r08uJEOuHHQFlSqqvfU1Kwj74oMxO2bgxczLsuy8MHGh+J1ZXS6yPPy6eeNQo+MY3ZOJyTY09Y6yeWNWT5HnqiSuIPc9jsJcEJ0JQ55NwPZvCKzo3NoonXrgw/Za+9Vb48Y/he98rbzxgbkzefjt3ms+eDSecYMc+s52/9z146CGp0LClpk61w06Vk+s9n5gbwQ1iUBc1G1CuJPvGN2QGz4MPwuuvZ/fE++0nd4Sa3onV1dJHJnWdeNQo+OY35UOZeuKySyc3hEWuK1+yOI7MqgkCOxtFVRJv2ADvvCOl0UeNgokTyx5PJOaQiLhWDEd3+PLL21/ETenWW6WCwwEH2BVvqVKsV6/caV5VZcc2hoHr66Uf3ZVXwsyZMn719eIlzjzTfHylYOmVliDmJe0IqKu8777SO3jBAjjmGPjyy/aJ0KsXXHihHTFffrl8Y5DSwoVw003yDcJ115mPrysc4l5qKhWQ9sSmc6kn8YYNcuVtxYqyeeJYLInrJohEE6wOPKuGozv8859n9sR/+IPcrbbffvbEC6VbR3WeqxC9etkxBmHglCe+4gq5Hgjy2GmnwRlnmI/PBFcFAbGoj+fluXZiOqkmTYKjjpJveL761Y5X46ur4YIL7NiGSy+VW0hTWrAAbrxRZppfe635+NQTq3qi1BOb9cSjR8u1jSIu3wuaqYslaY4EVFuwuaXkSy9tP7Ehpd//XjzxPvtUhuftrifWFO+8J77yyrQn7t9fPPHpp5uPr9wciwb0CXyIueYDypdk++8vN8N9+aV44i2vE0ci9njiiy9uX5Z7wQK44Qa5TnzNNebj62GeWCc3hEW+n+6BkmIbG0VVCn/yiUzrW7w4vQ/q6+UgdcABZYsn2exAxA91b7OVK+Hll8mq+++H3Xe3J96utokqhCdOzD4OIAbehm0MC2+9dbrDge9LijY3QzJJqHMmE3sk6O8vw4mvwnM9jPZKKxbX1cFtt0kVh9dekx03cSJ85zuwyy7md+Lcue0nNrTVvffCySdLbzibxrTCe6mpVEDaE5vOpZ7CS5aIJ16yJL0PBgwQTzxpUsnW78Ub8Vzw8fB9z5rh6A6vWCFFi7Lp/vulnKot8ULp1pHPEx9wgB1jEBYePFh6MweB2KlK9sT52CNBvd+AE2+GTT3LrQkQMj+nXz/xlr//vXjiDRvk+HrSSbDTTuZ34gcftJ/Y0Fb33COeePBgO8ZYPbGqJ0k9cXl58WLxxJ98kt4HAwbAtGkyO7VI63Oak8TcBhrileOBt+Rly+R0l03Tp8PYseZPz+Xg1MepbNp/fzv2WVh4yBD1xBviCdyIj0OTHQF1Jsnq6tKeeOZMqeKw335ynXiHHczvxHffzd5v/M9/Fk88aJAdY95DPHGV6QBUnZDjyNG57d+ZuJDnKGfnjRvhrLPaT2wAuZPioougqal88RCAY9fwdJa/+IKcWrbMrnhLmWKjRsGxx2Yeh699Tcy7LdsYJu7XD4YPl4mcNsRTCnbxcZxW3CBpR0DF4sGD4ZJL5JPtO+/Iras77mhHjC+9RE69+KIdY9gVVqnCLltyqdJ5wwYph9R2YgPInboXXihXisoQjy3D0V3O54mXLrUr3lKuY9ttpXpnJn3zmzLH0ZYxCBPX1VW+J87H1nvmbM8ZNkxuY505UzzxTTfJRVwbYs7niV9+2a4x7gyrVGGXLblU6ZxMiiduO7EB0p64paVo63MdHydo3XQ+s2Pzi802Xic2NSbbbSfXgzPp2GNljqMN+yxs3JM9cSTwqXICXHw7Aupskg0fDpddJp747bfFE2+/vR3b8PLL5NQrr9g15p3hkEorN4RFrqttKcrFb72VuTYWyEXcZ5+VGp9liKcSSvJuu23ut/Z229kVb6nLlV18MYwZA/fdB4sWwdChclPOD38I69fbsY3K9nD/WIJ6z6d/dD2eLeXEbEuqUnEkUth52ZZ4e0C5MZUKCG/uhZHffLPjZN+Umprg+efh+98vaTyRqEvEkuHoLo8enfutbZsnhtKu47LLYNw4uTtv0SLYZhu5Keecc2DdOjvGQDl8bFUJ3rB4XvXEKlU4FdbcCyPPmtVxsm9Ka9eKJz7ttKKsz4u6eF6SIBqw1pLNLzbnu0687bY96/T8i19I9bb77xdPPGyYeOKzz1ZPrNw5lnbGa+nvJvGiEQgsOUeYTrJicSF9ZMJ4Xg6xJ9bJDWFRqtyY46TZtlpKlcLz5uXeFwsWlK0MTiWU5K2rk7ZJzz6beTiPO858VaHOMHRvGevWweTJUqkokZAWq3V18rct26hsB1clE8Sal9HHbcUjaT4gW5OqVLzvvuTUxIl2xVsoO05oy42pVEDaE5vOpZ7ACxbk3hdl8MRJfGuGo7vcvz8ccQS88ELm4bTNE0Np17FuHUyZAqec0t4Tr19vzxgoh4etLMEbFs+bj/P1kVFPrFKZkXri8vH8+bn3RQk8sUMTNUmHNXEXf1ObJVuGo7s8cCAcdpgUw8ykcntiMDsm69bBiSfCqaeqJ1buHvfxm/Diq/FcB2xqZwzmYygG77efVJLIJvXEZZdObgiT2pYJyVVCJN9zwsDvvy+9zpcuhQkT5MrXVluVZ/2DB+feD0OGGBkfm3ZPZ/mXv5SuHrNmpYfRdaXLx447mo+vMwzmY1DuGSylxDaV1bUhoEpNqk8+gRtukDuUq6vFrJ51ltxO+tWvwlNP0UHf+paURfN9O8awK2OuUoVZtuRSOfi998QTL1sGu+0mnrhPn/Ksf+utc++HlGdWD1wwX3MNfPklzJ6dHkbXhZ/9TE4rpuNry2A+BmXlQtnaErxtGczHkItTnnjWLLnrbNIk8cTjx2e/W+G442D0aPXEKpUp2ZJL5eA5c+Dvf5eeBrvvLp44FivP+vN54hJcJ3ZJbvrtEwSe8eEvNk+bJhVs33orPYyeJ544VdlBT8/Kyp1jHCBw7AkorEm2ZAlcf71cJ3bdtCeeMAGOOgqee44OmjwZRo5UT1xm6eSGsMh1e05binvugd/9Lr3tr74Kf/wj3HWX1Gst9foPP1yMaarJV1tFInDMMWUfn7CX5K2vhz//Gf79b5nwPGAAHHggVFXZEV9PrKSkbD9XBQGxqI/n5Tnuh51NJtXcuTB1qkyVT2nJEjlYPfYY/OY3MGoUPPywXEQZOhSOP176bdo0hj2k3JhKBaQ9selcKgf/6U9w443pbU954rvvhtGjS7/+I4+Ui7nLl2feD2XwxLFoQH+acGIuEc+zavd01RPfcw/MnCk3+Q0YAAcdJIdmG+Kz5fSsrNxZrokF1LnNdpXgDVNSffihtN5cvz59nG/ria+/Xr5tevhhOSdss416YpXKtHqSJ7777vZ3y7b1xKNGlX79Rx8t1wZWruy4HzxPbn4o8vq9aDX1NOPXxggs2x3F8sT33guvvSadoU164tRuND0mysrdyqlogpoggRuz8A0dpiT74APxxIlE+ji/eDG8/nraE996q3jiFSukj8wJJ8hrbIi/h3lindwQFvl+ukxIiiuxzMvbb7ef2JBSczP85CfifMoRz803y0GpsTEdg+vCVVfJ3XLlrI/lVkZJ3mRS7kjbe295LFVqy5b4elolJWW72SNBvd+AE2+GTSUIrQqwmAzmYrjuuvYTG1JasgT+8Ac47zy5I+Sss6BXL9iwQQ5cGzeW/TxQNHac0JYbU6mAtCc2nUul5rfeaj+xIaWmJjj/fPjLX8oTzx/+IJ54zZp0DJ73/9k77/A2qqwPv+My41iyE9vpJHRIpaTRS0ISeq8BlpKFD5aywO6yLG136W3pvZfAsrQAuywkEAi9phBg6SXUBJLYcWzJiUa25/vjZJBkS3KTNHek+3uePPErTTlzR3fmp6s758AFF8iX4SxfCy3qsOwgRsjKm5S80ShssglstZXanhi8j0Gz5s5wUTRCaagOw2wFlUu5gfcxpPPE8RMbXH37rdwHTj1VcmafdFKiJ25u1p5YS8srFYonnj8/eRrwhgb4059kMnAu4rn5ZvHEDQ2xGCwLLr4YevXKyrXQsEuxmmwilkUYS4nTkWlPvOmmUhHUS08M6rSJZs1dZbc0WxkNVNi1EK4Hs0qdAP3WyS69NHFig6tvvpH7wEknweGHw8kna0+sgPTkBj8pPk1IvqR5acuzZ6c+/iVLJA3ZpEnZj2ezzWDWLJg5U2ZhDR0qT6952L4qnB7N8rfXMWjOfzavdg+iAAAgAElEQVSxMdySFI7pfUDZZPAmhlBIZt6m0pw5cNppseWLi2VSgwptlok219Lys1TpS9nkdJ74hx/EE0+cmP14Nt9cPLH7ZMK664onzmV7OImXLxVOTyEweB+DZs2dYd+UcgPvY0jGDQ3w3nuk1Jw5MuHXXV57Yi0tdaRKX8omz5qV+vi/+05KuO20U/bj2WIL8edPPAErVkj68alTobU1a8cvpSlKMbGJYClxOvKRwfsYNGvuLuvSbBnktvUj22rOHJnU4C6vPbHn0pMb/CLTLIyyFPEzYJNp9ercxjNtmrwWCMgPYeGwJ+2Tbyl5/cx+72Ka1eaaYIRqy6YmsAbLsSFoqhVgPnWqoqL095vm5vxM82kYsRm6Wlp+lOuJve5LXnviNWsKxhMHsYmUg21FKAlYSpyeQmDwPgbNmjtiScHbgBkIY1mm9wH5sVM5Tvr7TWtrft53tSfW8rsKxRM3NqZvh1x74iOOyJkntpwQA4NhbNNiTcCk1rE8Px35yOB9DJo1d4dNJ4IVbKDGjOrSbJnglpb095uWlvy87/rYE+vJDX6Rm27MMGLs9zQvyXijjdK3w7rrxtKkqBBvjjgXKXkbG2UCmmFI6Yj+/ZU5fKUYvI+hvh7efVdSuI0YIf9UaiPN3eOiaIRgaCkVZiuWyil186VTmabkBf/yS5Jq663VaSOdbkxLKybXE3vdl7LNG26Yvh2GDi0YT2xFIlhhA0yLxhyk5G1ogBdflDlw48cXricG72PQnlhzR1xEo7opeP3SqSxLxmG+/pqk0p5YS0tNFZInnjs3dTsMGZLXntgK12OZYGNh21ZOd9/QIOPExcX57YnB+xh6yitXiiduboaRI2H4cLXi05wdrrAbscK1WKYBmN4H5PdO1qsXbLABLF5MUmlPrJz05AY/KT5NiN/TvKTi3XeHf/4z+dNqEyfCOuuoFW8u2encR6A7PGcOnHdeYrPvvTecfro6h68Kg3cxANxzj5TZjtdRR8G556rTRpq7x75JqZtPneq00yTNblv16gXHH69OG2WjzbW0/CxV+lI2ea+94JFHknviKVNg8GC14s0244CR/d09/zz89a+Jzb7vvrGM7Ko0R65uFV7HkIoB7roLHnqIBB19NJxzjvfxac7x58HrAPzeqQxDPPHpp9NO5eVw3HFqxZvpc6Kl5Wep0peyya4nDoXaH/+uu8KgQWrFm0XO5e5mzYK//S0xccb++8MppyjTHHl/e+4MA9xxBzz8MAmaPh3OOsv7+DRn+fwbgGOoE5DfO5nrif/wB9opGNSeWEEVX3DBBV7H4CtdeOGFJw4aNGjQiSeemNsdNzdDUxOUlEjKkJYW+fCVlyeyabZ/LRmbJrz6KixaJOlUNtgg/fK54rIymDQJ5s2TaYeudt0Vrryy88eXh9zcWkST04viciujm//+ezjmGIhEEj9yX3whr02dmrh8YyN88gnU1cms3UBAiebJGXv5EXzySbjmmvaXhw8/hAEDYLPN1GgjzV3n6kCEypaV9KYBq7zY+4AKpVMNGSJPqi1eDLW10qHGj4cbb4Qtt1SnjTLJJSXQp488pZcj3XnnnSxdunTpBRdccGfOdqqVdXnuiTPVN0wTXnlFPLFpquWJJ04UT1xfHzv+3XeHyy8vOE/cbJRgl/WhNGhlbXfffQfHHtveE3/+uTzIMGVKe0/88cdyevLRE6v8EXv8cbj++vaXhw8+kHk/o0erFa/mLFwijQg15avpE2impCXifUB+71RDh8rT0YsXyxd9kHSON94odea9jk97Yi2FlTeeuLRUPPEHH0i/UMUT9+oFO+8M8+cneuI994TLLpO4Vbq2ZImLA72gtRUDMMtLsrq7b76R3/DaPsj72WfysZs8OXH5hgbxxKtWiSdWoLny5vbcET/6qNyq22rRIhnuGjVKrXg1Z46rAxECLY30MlZTUm55H1C+dLJ11+XX7A2uJ956a7jhBvnhxev4tCdOkM7c4BfZdixNiMvdTfPyySfw5z/DL7/Etj9+PFx9deyCk279bPPGG8Ozz8pg7nffwZgx8lokIkbW6/g8YsMuxWqyiVgW4Qym5H3gAVLqiSdiD3CEQjJrd9as2PuDBsFVV8m4h2LNlZeZlO67L/W5uvtu2G8/NdpIc9fZVyl186lT2TaMGycXu9WrpaawbUNVlSyXzf03NMgkvtLS3B6vYfg23ZiWFhDzxJnoG//7nzzSsmxZbPsTJognBu+vj5tsEvPE338PY8fKhKwC9MRGKErQrKMunL2UvOl8VrwnbmyU7A7PPx97f/Bg8cTjxyvRXHlxe07H99+f8lRx112SgU6leDVnnkvCjVhmBIuQGgH5vVPZtlzAZs7UnlhLyy/KpCf+8EP4y19g+fLY9rfeWswNeH+tGjYs0ROPGycTsiIRMWZex5cDtqijwi4lGi4iYg7K6LhwVz3xaafJ3w0NcP75kg3Y1ZAh8rEZO1ap5kvL4H0M3eV05+rOO2UOkErxau45N4cjmKU2ZTT4ZxwZvI+hKzxhgjztu3q1ZDXIlSdetUrGebQn7rSKvA5AqwsyjM6lFEm3zMqVcNJJiRMbQGbA/vnPaqRBcdPAbLkl7LijPEXgdTwKsEkUnFZM7IxuPlW5eZAxjR9+kL+vuCJxYgPA0qVwwgnw88+eN09O2asYUpVBBfl+19qafP2XX4Zp02Se0P77S/aHUEitNtWsQACF2KniuXdvmbWa7f0tWSK5HLfaCnbbDQ4+GP71L1kmV8erpeV3ZaIv1NaKJ46f2AAyaKqSJy4qkhv4jjvKaKHX8XjEpmFjrPXB2dpdOk/c0gI//SR/X3ZZ4sQGkEv7CSfIx0mB5soYqxBDMv7qq9Tn6ttv5f9k68+dC4cdFvPE114rYzteH4/m7jFrWZmA/NypvPDEP/3U3hM/+qgsoz2xllbnlIm+sGIFnHxy4sQGgHffhbPPVufaFO+J11nH+3g84GyNC7fldJ44GpWxYIBLLkmc2ADw44/wf/8nHyfFms/3t+dk/M03qc/V4sWp13/pJTj00Jgnvv76WCIYlY5Pc3uWksaOXAdUCChfOxlINoNceOIffpCxqa23Fk98yCGSqtBxtCfuQDpzg19kmjJrxzBinSoYlHQh8QztX4vnF1+MzZhqq3nzZGRu4MD0+9DsCVtOiKpglFCpQ0kGN9+/f/qP3qBBYnBmzkz+/urVMnP3lFOUaq6scUddLJs8ZEhswLat+vaVDNYtLe27/CWXxJZbuVKydXzwAcyYoUabFjLXBCNUWzbBgANOqfcBFVqnyjWvXCmF21esiHXKujpJMV9cDEcemf14DCM2Q1dLy49yPXFP+8KLL4qJSab33pOZm9oTK8NWwMSyojgBh4Ys7a5/f/j009QfvQED5GvU008nf9/1y7/7nefNlfe35yFDYhOwk50n02y//gsvyMQUVytXSgaIDz+U/1U6Ps3p2XQiWMEIQSuqRkD50KlyzXV1cOqpsXS/IH9feqmkxp02TXtiLa2OlClPPGcOrFmTfB9vvy2/UmtPrARna1y4LQ8YIKWKU2nAAEmY8cwzyd8Ph+Gpp2SSg0LNl5e358GD5aecZBo8OPklYtYsqfztauVKuPde8cT33afW8WlO5oEbqDGjWIFSfDOO7OdOlm2urZVx4pUrY52ythYuvlg88aGHak+cRnpyg1/kphszjBh3J81LOncCUrJi9OjU6y9aBK+/Lo99jxgB222nVtqYPOdoyIBSO6NZcPbbT55iSqYJEyTrzoIFyd93tWiREs2T95mU3Nm0yXTwwe2Xb2xMvfyiRTI4v/PO3rdpIbMvU+rmU6fKNT/8cOLEhnjdcAPss48MLOl0Y1paqeV64p72hc8/T7+fTz+FkSNTr//+++KJw2FZbttt1bnW5DEbNFIWNVgVNrFNK6Ob339/ePVVkmrrreXBjffeS/6+q3zyxOB9DKn4wAPltplMyTxxQ0NqT7xwIfznP/IgqCrHpzk9V9iNWOFaLNMATO8DyodOlWt+6KHEiQ3xuv562GsvmYCoPbGWVmrlyhN/8omUhUi1/sKF8MYb8vqoUdoTZ5lzUaptv/3ka04ybbstVFTIvJd08pMnBu9j6C4fdBDcdFPyc5DME69aldpDz58vE1a2316d49OsPXDe84wZiRMb4nXddVJbpqlJe+IU0pMb/KT4NCHpUoikW6Zv3/T76Ns39fp33AG33pq4fHW1PAa+ySbqpI3JZ8YBI7Ob33lnOPbY9rVrhw6NZWWuriatqqvVaJ5cMHgXw9FHy28pbQfed9xRsgi6sbnLf/SRzENKpVdfhZ128r5NC519mVI3ow1A19apr4990x43Dnr18v4YOsvvvENKNTbKBMShQ3PT5lpaflYm+kJHnri6OvX6t98Ot90WW3bmTNne/ffDxht7f63JY5Z0vJKG03GsjG5+0iQ46ih48EEStO66cOaZskwheWLwPoZUfPTR8ltK24H3nXaSzBnusu7yH3wgY0Kp9OqrsMMO6hyf5vSMATiGOgF51aniPfH48ZLGz+tj7Cynmym2apXkRF9nndycEy0tP8trT3zrrTJW7GrmTOjXT8aJN9zQ+2tNHrJp2Ni/lmqzsrK7KVMkqeQ//0mC1l8f/vQnWaYjT1xVpURzeXJ7ziUfe6x44jffTGz/nXeWzBnusu7yixalTtQC4om3206d49OcyNoDp+CVK+G116R80bhx/vLE8+aRUvX1Uo9x0KDcnCMfSk9u8ItMMzNlKQ4+WJ4cTab11pM7WLL1//e/9hMbQGbbn38+/Pe/qWPSnDEOBqOYZoTSQIRax8rI5svKJNPNnnvK95DmZnk6bddd5W/Lkhpcm2ySuu7a4YdnJhueH7ijLpZtvvpqmVj/+utS627sWJg8WZYLhRKXL+ngCm8YarRpobJvU+p62anuuw+uuirReB1yCFxwgVrHlIoDgfSdMhjU6ca0tDqS64l72hcOOURqeyfTBhvIY0nJ1v/ww8SJDa5WrIC//Q3+/W/vrzV5zFaghGpC2OVBnAxvvqxMyhbsvTc8+aT44G22galTY554/HjYaCP4+uvkH51p0/LHE4P3MaTja6+Fzz6Th0WjURnH2mUX7YnznasDEcqcCGZQ8Q9otjvVPffIF8N4T3zoof7xxL16pe+U2hNraXWsTHrixx9Pvo8NNxQzlGz9RYsSJza4Wr5cPPFTT3l/rclDdku1mQH5hdoImpRaVsY98RVXiCd++mnxwdttJ5MeolFZfuut5ePxzTfJPzp+GicG72PoCV9/vSRYefNNOVcTJsDEidoT5xtrD5yC77oLrrkm8YN82GHw97+r1QapuKwsfaesqNCeOI305Aa/yE03Zhgx7k6al5oa6dwXXpi4/aoq+cFo9epYp4pfv+10zXh98IEM9A4ZolZalzxkK1yPZYJN5tOPDRsmT/9XVclrkUji+5deCscdJw8Xx+s3v4Ett1SieQoik1JTE2y+uQyuRyIyiS8aleXaLj98OJSXp35SbYcd1GjTQmXfphPzqlO99FJiYUBXjz8us1hPPlmdY0rFu+wCr7zS/hhAHg1ef33Jna3TjWlppZbriXvaF/r1g7/+VWZ4xqu6Or0nfuih1LEtXAgffyzXJJWuPXnGhl2K1WQTsSzCWBnf3fDh6T3xZZeJJ26bHeuYY2CLLdovr1jz+cbzdsYTb7GFDOB25IlHjpTunOpJNe2J1efmcASz1KaMBirsWgjXg1mlToC57FRz5sA//kE7PfaYZDs48UR1jjkVT56cOuf5+uvLgzerVmlPrKWVTpnyxAMGwHnnyaBfvGpqxBM3NcmPIG3Xb5vqKl7z50uJtwED1Lr25BFb1FFhlxINFxExB2XFE48cCYMHpx8nPv742C3O1fTpUvHaL54YvI+hp554zBiZcNKRJx41SrpzJEJSaU+sHmsPnIZnz24/sQHkIZahQ+UCpUobpOIpU+Ctt9ofA8hDN0OGaE+cRnpyg58UnyakJ2leDjxQCig9+ST88ANstpm8VlYmmRiSrb98efrYli+PpdLuaP+aM8K53v3w4fLd5eWXZdy+okLSXE2aJMsq1jy+zaSUSe7VS8a2rruOdhoxQkqZhsPqxFto7Nt0Yl51qra1c+L10EOSh1qVY0rFe+0ljz4sXJgYf1GRPGlXXJy7NtfS8rMy1RcOPlhGcJ58En78UWYPHnigjPh01xMvWyajgCpde/KMpTRFKSY2EaychzNihHjiuXNl3D7eEyvQPAXpeTvi8nI44QS48UbaadQoyWAXCqkTr+b2XOrYFBlSkkaJgLzsVOk88YMPSh5qVY45Fe+zj2Q6ev/9xPiLi8UTFxXl7pxoaflZmeoLhx4q9U6feko88RZbwAEH9NwTDxyo1rUnz9hrTzxqVKIn7t1bPPHEiUo0T0F63o44EJDfe2+5hXbabDPYYw95qFGVeDVrD9xtT/zAA/JEgiptkIr320888QcfJMZfXCwPp2tPnFZ6coNfZJqZKUvh8ogRcPrp8stmMCjvt81VFL/8yJGS8zOVRo3yT76pPOBgwKGGxqykH0vHQ4bASSfFPi7hsBLNkTeZlLLBRx4pD77cdZdMSgkG5TvqX/4i90nDUCveQmIck9JgKVgdXNfznTvbqVLlOwQZcGlu9sd96OabpZTTM89Ilobhw+XCOm5c+vuwTjempSVyPXGm+sbIkZI5pbOeeNQoePvt1PGNHu2Pa5GP2XJCDAyGsU2LNQEzY6XausJDh8Ipp+S3JwbvY8gkH320PBB+992SureiQjzxWWeJJ8634803Lgs6VJkhrEApOD69xmbqQ5aqLg5IiaTWVn/ch265Rfzwf/8rnnjECPHEY8dqT6yl1Rll2hOPGiWDR13xxO+9lzw2w9DjxDnyxFXBKKFShxKPwll3XTj1VH97YvA+hlzy9OlSUuTuu2VSSmVlzBO7v6OqFG8hs5QzbqDGjGoP3FVP7E7A88N96NZbY564sVHGqE46SVKyaE+cVnpyg1/kphszjBjnMs3LwQfDvffKj0dttcceMjrkl3xTecAWdVh2ECNkYZuW1+EUFIP3MXSVd9kFdt9dUvGuWiUp5UpKdJf1ki0iVNt1GOEQrO3DSgWYS4bOrdO/P9TWklRlZXJ/VOWY0nE0KkXZjz46ljOwqkqWy8X+3XbS0vKrXE/sVV8+5BC47z5oaWkf2957yyPi+gabdc5mqTbN/vW8HfGUKZKlQXtif3FRNEJpqA7DbAWi3gfkdafq31/8YzL16qXWMXfkiQ8/XGr6aE+spdV1ee2JDztMnoxtbW0f2777yvVI32CzzkYoStCsoy6sPbHXt2c/8dSpklg03hMXF+suqxJbRKixl2KEV2CZFvi5nDFkZx8DBrSvn+7K/eHerdHidRuk4+ZmOOIIOPZY7Ym7KD25wS9yP9iOI52zqUlSfLVl6HiZ7nBVFVxxhaQIjC8wO24c/P73ciHJ5P40d4JtWpaZrDYqiJRb3odTIJytLqa5sDgYaMRoWoG5bAk4vb0PyA+dar/9ZFp5Mu2xh3wrU+WYVGbHgerqrNkVLa2sy/XEXvWl6mq4/HJJEeh+UQeYMAFOPll74tzfUGkOWTSsMHEcy/Nw8onB+xg0a64JRgiGllK8fAkmRRAoUStALzrVvvvC1Vcnv0fusQesXq3OMavM2hNr+V1ee+KaGrjsMrj44kRPvNVWUjJSe+KcsLlsJTYOZqCU5nCl9sTa82r2OTcsj1CBjVnekD/jxtnqZPvuC9dem/weueeecm9SpQ1UZh97Yj25wS+yLJlg4Djyt2XJ31VViQztX8sU77qr1F37/HP54A8bJgW1srU/zWk5aEFvp5TKKpuIaXkdTsFwNruY5sLhSgsqLEsMqgoB+aFTHXWU1FZ55pnE++Nmm0n+vIoKdY5Jdbas3PkXLa1My7JintirvrT77pIiUHtizzloFVFd6mAYNsV9LK/DySsG72PQrLnasqkwWzExsKrKvQ9IhU41fbrUVnnuucT74xZbaE+sPbFWIcmyvPfEe+4pD7199plMrBo+XHLce923C4gtx8GqMjGtKLapPbH2vJr9zkHHprrKoca0sSyLvBg3zlYnO+448cSzZyfeH8eMgTPP1J64K2xZufUwGZKe3OAXmabUiDE6qM0O7V/LJFdVST7PQMC/xbTyhFWoN1yInO0uprkwuDRg4ttaaV52qiuvlAwOb74p98MJE6Qub+/eah2TyuzjWmpaWkDME3vdl7QnVoKtQAmDqMUsN7Etk5KApVJ4vmbwPgbNmoMBhwrHhqCpRkCqdKqrr5YC2W++KQWyt9pKPHFlpVrHrDJrT6zld6nkiadO1Z5Ye2LfMngfg2bNgQCYTgQr2ECNGcUKlJI348bZ7GTXXgsHHiieuKREPPGYMdoTF4gn1pMb/CK3lpphxFgXiip4dusNA5RFK1kVNrFNS5Xw8pLB+xg0+5+j2GoF5CVD59eJRmGTTcSsmmYsFaef6gt7zT6upaalBcjnV4W+pFkZtiIRKsJRHCtKHYPQ9Ya159Xsf24ORzBLbQwa1QhItU4VjcKmm8LWW8trricuK1PrmFVm7Ym1/C7bVqMvaVaGtSf2/vasWXNPuMJuxArXYpkGYHofkB86WTQqmTS32UZe0564oDyxntzgJxmGzKaJ/7stQ8fLaM47Nomu/d/GcSyvw8lrBu9jcP89/zzMmAG//AJDh8Khh8r4lgrxae6YPQ9AFQbvYyg01tLyu1TpS5qVYdOwsZ1WTGwMw/I6nLxg8D6GzrDjSCbSGTOkfOi668Jhh0lyJxXi09w9LnVsigz5fqtEQIXUqQqJtbT8LlX6kmZlWHvi7t0KvI4hE+w4MGuWeOLly2G99WDaNKkco0J8mjtmDMAx1AlId7LCYZ9KT27wi0xTjbIUmpVknX4sd6xKF7vlFrjpptglYvlyWLgQjjkGzjnH+/g0p2ddlkLBTlUobBixGbpaWn6U64m97kualWIrYGJZUczAGgCMoEmpZakSni8ZvI+hM3zjjXDrrbFLxPLlsGAB/Pa3cNZZ3senueusU/Jq1p5YS6sT0p5YcxpP7AQcGrwPxxcM3seQCb7+erj99tglYvlymD8fjj8ezjzT+/g0p+fqQIQyJ4IZzJMPZD52snxlH3tiPbnBL7LtWJoQl3UuJc06/VheZVLqLC9bljixIV4PPAAHHyyZ+1VpM83tWZeliGPwPoZCYsOQ/7W0/CpbXz81p2aLOirsUqLhIiLmIMJYKoXnKwbvY+iIly5NnNgQr3vvhYMOgo02UidezR2zRYQaeylGeAWWaYFOyas5W6w9sZbfZdtq9CXNSrJBI2VRQ5cvLpDb85IliRMb4nX33eKJN9hAnXg1x9gtxVZGAxV2LYTrwaxSJ0DdyfKffeyJi7wOQKsLik8T0lEeoo6W0ZyXbBo2xq/pxzwPJ2/Z6xjmziWt3PdVajPN7dnzAFRiFWIoJNbS8rtU6UualWQp1yZ+WIFwfM0qxJCOtSfOP5bvsa2YTlSNgDLNKsSgOcZaWn6XKn1Js3KcWL7Y83CUZxVi6Al35IlfflmteDXHOC9LseVjJ8t39ql05ga/yDR1WQrNnU4/5veUvMXFUidswQLo31/q5vbtq0Z8KnSxju45ra3en0PNybkmGKHasgkGHPImxW4+dKpCYsOIzdDV0vKjXE/sdV/SrCxbToiBwTC2abEmYFLrWCqF1yUuKoLnnpPSYwMGiCeuqdG35856YsdRK17NHXMw4FDh2BA01Qio0DpVIbH2xFp+l/bEmtNwvpUvLiqCZ5+F99+HgQPFE1dX69uzy62t6S8X2hOryXlbii0fO1k+s489sZ7c4BfZdixNiMs6zYvmFOznlLzLlsEJJ8CPP/Krbr5ZaubutZf38QGsWQNffgl9+oiBzHUM48aRVhMmyHKqnFPNMS4JN2KZESxCagSkAoP3MRQSG4Zv041paQExT+x1X9KsNFvheqy1WBat9GVK3p9/hhNPhJ9+4lfddBOcfTbssYcat2fXE1dVQUtL7tto/HjSavx47Yn9wm5KXoNGNQLSnjf/WXtiLb/L1p5Yc3rOl/LFS5fKOPHSpfyqG2+E886DXXdV4/a8erW3nrijceJx47QnVo3zuhSb9sD+Yh97Yl2Wwk+KTxOi07xo7oD9mpL37LMTJza4uuoq+Owzb+MLh+Hyy2GnnWCffWDHHeHii2HVqtzGNGoUTJnSvo0AttkGRo/29hxqTs+sZWUCUoFViKGQWEvL71KlL2lWnv2ckveccxInNri64gr44ovcxJNqmXAYLrtMvPA++8AOO8Cll0JDQ27baPRomDSpfRsBbL+9eGYvz6HmzrNOyavZE9bS8rtU6UualWW/ly9ubZWH3eInNri69FL4+uvM7K+723A9sTtO7HrixsbcttkWW8DEie3bCMSvjxiR23g0d8x5X4qtLasQg+a888Q6c4NfZJq6LIXmLnF8Sl4n4BDCUL5MxbJl8OGHqbvB88/Dzjt7E19rK1x0EbzzTmJML74IK1fCk0/mNqbbb5eJFv/6FzQ1yfuHHQbHHQdlZeqcU82JXBw0KbVsdQJSgfV9S6cb09LqilxP7HVf0uwL9mtK3qVL4aOPUneD55+XgUovbs/l5fDb38JbbyXG9MILUFeXW09cVgZ33ikTPh5+WJ6aCwZjnlilc6o5NeuUvJq1J9bS6oa0J9bcCfZ7+eIlS+DTT1N3g9mzYbvtvLk9l5fDMcfAu+8mxvTCC/IQ3OOP594Tu+PEa9bI64cfDtOnq3VOC53dcsU1gTVY+VqKTXtgf7GPPbGe3OAXuenGDCPGOs2L5g44lpI3hGGXYoSiOKU12FSgYjqyb74hrX76KZYlJ9fxLVjQfmKDqwULZJKDm/o2VzGddpoY1eJi6NtXJmDU13vXRpo75pKwTdR0gLAaAanA4H0MhcSG4cPpjW4AACAASURBVNt0Y1paQMwTe92XNPuG41PyhpxqyqKG8mUqvv2WtMqFJ4bkyyxcSLuJDa7mz4e5c2HMmNy1mWlqT+xn1il5NXvG2hNr+V3aE2vuAvu1fHEuPDF0L8Z589pPbHD17rvw6quw+ea59cRnnAFHHqk9sYpsEaEy2ogRqiVolmIRVSvAbDJ4H4Pm1OxjT6zLUvhJ8WlCdJoXzV1kkygmESwjomw6svXWI63WW8+7+BYsSB/bggXetFlJCVRXxxK7eH0ONXfMuixFElYhhkJiLS2/S5W+pNk37KbkDRohcNQvU6GKJ0722vz56WObN097Ys2dZ52SV7OnrKXld6nSlzT7gv1YvnjddUmrTHni7qyjPbHmrnpey4lgGrb4Xq8DyjWrEIPmvPPEOnODX2SauiyF5h6x5YSwglEwQ0QCMjtLtXRkm2wCkyfDSy+17wLFxfJEllfxVVam76J9+uiMgJrTs6TcjRC0omoEpArr+5ZON6al1RW5ntjrvqTZV+ym5CVgYvmgTMWmm0rd3Fdead8FSkpg2jTvbs99+qTvou5gqtdtqNkfHAw4VOiUvJq1J9bS6rq0J9bcRY4vX7wmYFLrWCqFl5RHjICddoLXXmvfBUpLpRSZV7fnqqr0XVR7Ys2O07YMRSMEbLBMdQLUHlizjz2xntzgF7npxgwjxj1N8xIOww8/xB4NUiENiuacsJuOTMUyFRdcIP/Hl4CorIRLLxVj6FUqrZ13Jq0mTVLqFGtWkCvsRqxwLZZpQD6n3G3Ly5fDf/8LP/4IAwfKLzKDBnXvvqW5oNONaWkBMU+cyb6hPXFBcXyZijoGKeOB2/JFF8Gf/5yY7rZ3b/HEVVXZ98SQfJmOPPHEieq0oWZ1uTkcwSy1MWhUI6Bc8JIlkqN6+XIYOlQ6y4YbqhVjIbH2xFp+V7Y88Y8/xh6XV6Gvas4ox8oXQ1m0UvlSbfGeeN48flWfPnDZZfK/eynPtOftiDvyxDvvrE4bavaGi6IRgqGlVJithVWGoqNO9uWX8PLLsGKFjMHsvLP2xNoTd0t6coOfFJ8mJF0KkY6WiUTguuvg0UehqUlm6xx+OPzud8mX15yX7JapwIgAFoZhKRFeZSXcf7/U8503DwYPhilTJHNDXZ138fXrB6eeCjffTDudfrqMT9m2UqdYcw+zZS1cCG+/DTU1sOee8oNCT7aPATiduI7nE7/0knwTjdcDD8Cdd8KWW8aWVSnmQmAtLb8rU31hzRq49lrxxKtXQ0UFHHEEnHCCGn1Vc9bYNGzstWl5VfHAbblPH7llLlwI770H66wDU6dCUVFuPDEkX2bAABlg/sc/aKczzpA4tSfOH3YcKb/3zjviiffaS76v9XT7pY5NkSElYpQ64GzxnDlwySUk6Lbb4PbbYdtt1YixEFlLy+/KVF9YvRquuUY88Zo1cqE/8kg4/ng1+qrmjLOUqHBLtVleh5OWq6pgxgzxI/Pnw5AhMk6cKU8M3dvGoEHwpz9J12mrP/4x9kyPCm2ouefsOPL5e/dd6NtXxok78sTid1sLswxFPEPs/2efhXPPJUGuJ95mG3ViLjT2qYovuOACr2PwlS688MITBw0aNOjEE0/M7Y6bm2UiQkmJpAxpaZEPX3l5Iptm+9fiGeDMM+HppyG69sJq2zJqNnMmfPONuIbhw1PvQ3NecEmLTbmxhvJeYAZKsVpXU+Y0UVZeTFmgxOvwqKmRj+Fmm8ngrtfxtLTAqFEwZox0HdOU32bPOEMeRFfglGrOELe2wkknyUSWBQvgjTdkwk3fvrD55t3fvtHSTC+jCau8g+t4vvDPP8P06cnvZ6++CsccI/e0ju5bmjPLJSVyUbWsnFmYO++8k6VLly694IIL7szZTrWyLs89cU/7Asho1H/+I9sE8cQLFognXrxYUkYNG6ZG39WcUS6hFau8REkPnMwTjxghnrh379ztP93tedQoGDlSuo7rif/wB0kNrEKbac4Mt7TAiSfCLbfEPPF990H//vJ57O72S1oi9DFW0r9XGCtQqs4BZ4uXLIHf/rb9/aylBV5/XRoZ1Iq5EFh7Yq0MKS888R/+AM88E/PEkYj8ivfkk+KJq6q0J84zLgmU0as1RJHTTEm5paQHjudgUMbkRoyA0aMz64l7MiQ1erTEFI3K7WTMGJnYcMgh3reZ5sxxc7M8/3DbbeKJX39dxokHDpTvRcnWrw5EqGxZSW8asMqL1TqgXLPbyerr5WGSZPezN97Qnlh74i5LZ27wi2w7libE5e7kUnr3XflRKZlqa+H55+XfUUfJgK/XaVE054Qt6rAiEcxwFMeqIeRUUxY1fJGeLNc8ciRsv728HonIfdnN3KNKjJp7xldeCW+9RYIcBy6+WDJ4TJzY9e1bRKi26zDCIVjbp5Q54GzxU0+lnv1ZVwcvvABbbSWsSsyFwIYRu2hpaflRrifuaV94800ZlUim2lqYPVv+HXOMjFB53Xc158QDq1ymItcM6ZcZPRp23FF74nzmyy5LLBUIYu0uvFA88U47dX37FhFq7KUY4RVYpgWFUKrtqadIqbo6mDVLGlOlmAuBtSfW8rsy5Ylff118cTKtWCHXqFmzZJLW6ad733c1Z4z9UqrNa8/bEW+2mdzGtSfOX77kEsmkF6/WVvjb38QTb799bHm39FoZDVTYtRCuB7NKrQPyqpM98kjqceIVK2T8ZYcd1Ii5kNjHnrjI6wC0uiDD6HyenFTLLFjQuX09+KBMhFAhLYrmnLFp2BhOK0EjBI6bnkyZ8JRhFWLQnB2ur4fnniOl4n+v78r2Je312lRkKh1wNnnFitQN6b6vO5U3rKXld2WiLyxc2Ll9PfCA1MlSoe9qzhq7Hlju156HowyrEINmb3jlSnnmIZWefrp72y9IT7x8eeqGdN/3OsZCZS0tvysTfaGz48T33iv+WYW+qzljrD2wOjFoVpNra6W6WCq1HScuuNJrXelk2hOryz6VztzgF5kmlJbKBy4QkA9dMCjpQuIZ2r8Wz716dX6fzz0H48al357mvGIrYGJZUQiYWNRilpvYlklJwFIhvKxzba1MIly1CjbcECZP7noX0+xvDoXSXxaXLu3e9oMBhwrHhqCp1gFnk0eMSN+YI0boTuUFG0Zshq6Wlh/leuKe9oXy8s7v87nnpC6kSn1Zc1Y8sBlYg0WEYAAMq6JgPHBbXrFCyqGGQlKSa/fdvY9Jc265oSH9ZbGrnrgmGKHasqkJrMEqNE88cmT6xtxss8zc1zRrT6xVWMqUJw4GO7/PZ5+Fs89Wqy9rzpgHBjCCJqWWpUp4OWFIvczXX8MTT4gn3mIL7YkLkVetSn9Z/Pnn2PKmE8EKNlBjRqX0mqP9XUInGz06fWNqT6w9cRelJzf4RW66McOIcXdyKW27Ldx6a+f2uXKl92lRNHvG8enJ/Famwral+sp338n8nDFjOl7/oYfg0ktJ0E03wd13y6BuptKVaVabAwHSasCAWKamzmzPTUdm0KjGAWaaly2TOp/9+7d/f/JkqVdfV9e+IYcPlwLd7rcElY4p39kwfJtuTEsLiHninvaFbbeF22/v3D7r6rzvu5pzwvlWpsK24ZVX4PvvYfx4ufV2tP6MGXD55fyqxx+Ha6+Fq6+GCRO8PybNueGKCtLKtX6d2V5RNEIwtJQKsxWLqBoHmA1PvHp18vcnT4ZrrpHxlbYaOVIGelU4hkJj7Ym1/K5MeeKtt4Y77ujcPrUnzlu2qKPCLiUaLiJiDiKMpVJ4PWbbhpdfhh9+aO+JIfk6M2ZIiS5Xrie+5hoZa/b6mDTnhisrSat+/WS5giy91llPDLLM1Knwj38kHycePVp8sQrHUGjsY0+sy1L4SfFpQrqbS2noUDj66M7tb9SojrenOa/Zj2UqFiyAXXaB3/9eBmEPPxyOOkrGklKt/9VX7Sc2gDyxdOaZUkers11Ms7+5Tx+ZiZ1KBxzQte3lbTqyL7+E3/0O9txTigvutx+89lri8r16yTe/dddNbMTRo2XwpKhIdyqdbkxLq3vKRF9Ybz0xCJ2R9sQFx/mQonf+fJg0CU47TTzxtGnyNbC+PvX6X3yROLHB1cqV8Pe/iydW6Rg1Z4+rqmDKFFJq//07vz3xw2tLUahygJnizz+HE08UT7zjjtIwr7+euHwgIJ54nXUSG3H4cLjhBtmeSsdUSKyl5Xdloi9suCEceWTn9jdypBp9V3NW2CQKa/2vAuFkjOfNg4kT4fTTY5742GPlWRt3+bbrfP554sQGV3V1cMEF2hMXEtfUyO8MqeR64oIsvdbWE59wQswTH3AAvPlmYicLBmU8ePDgxEYcMQKuv157Yi/Zp9KZG/wi08xMWYpgEM45R6YY3n8//O9/EI22319lJRxxhPw4pVKaFM2epCdzy1RUlDtgRWgNVFDrWF6H146bmuCUU+T/eM2bJx/7m25Kvv4zz6Tuet9/D598Ir9rdLaLafY3X3SRlPlqW3ryL3+BHXbo2vbKgg5VZii/0pH98ovcHxobY43z+ecyo+iaa2CvvWLLjx4Ns2fLvWbxYnnMb5ttZDuhkO5UXrBhxGboamn5Ua4nzkTfOPfcRE/c3Nx+f717yzXPstTqy5pz4oH9WqYiHIaTT4Y1axI/zu+9B+edJ2NHXfXEP/4onnjHHdU4Rs3Z50sukUH8hQsTPwvnngvbb9/57RU5DsGAjWV1MJbhN/75Z7k/uE+kAXz2GZx6qnSy3XePLb/ZZlKU+ZNPpFGHDoX115cUGSodUyGx9sRaflcmPfH554snnjEjtSeuqpJJEKWlavVlzRljywkxMBjGNi3WBEwlx327yqGQeOJIJPHj/M478Ne/yhAWtN/GPfek7nrffSe3++23V+MYNWefL70UTjoJFi1K/CxcdF6EvbZppNKCYMApvNJrLi9dKk+Xxv8g8+mn0vluuCHxi8Po0fD00/DxxzKDft115cET7Ym1J+6G9OQGv8hNN2YYMU6WUgQ6l3Zkt91k2uKyZTJjauZM+TCDzNq96iqZ4FBfr1aaFM2esRWJYDXVg1VFIxHKopXKlamYObP9xAZXb78t39HGjm2//pIlyddx9f33sMkmXetimv3LVVVSpuT112WSab9+MvG0pqZrl8SiaITSUB2G2Qr5lIL3jjsSJzbE66abYo/5xa+/+eYwbJg0YDQqr3f1vqW54NONaWkBMU+cqb6x++7yePsvv0iZiqeeinnijTaStInBoPbEBcp+LVPx+OPtJza4euMN+X11yy3br//TT8nXcbVkSeItXKVj1pxdT/zWWzJHdc89pepYZy+JFhGq7TqMcAjWfm9U5gB7yrffHvOybXXjjbHH/OI979ixsp1IRBrRyrM28RNrT6zld2XaE++5p5TR+eUXuO028cSuNtlEPHF5ufbEec5WuB5rLVZGLVpCYJgVvi1T8dhj7Sc2uHr1VXlOZ8iQ9tv4+efk67haulR74kLiqip4+GH5zLzzjnjiA/eKMLJqKUb9CiosCwq1DEU4DLfemvoHmZtvli+e8eusXi0T6rQnVoN97In15Aa/yO3ojiOzapqaZGJCW4aOl4nn+np5suCEE+CjjySv0vjxsUHcjtbXXJBsBhyMUITi2iKaGESk3FIivE8/Td+NFi2SB2Tart82a35bDR4c6w5d7WKa/cvDhomB7ddPuCuXxJqg1BYuXr4EkyIIlHh/QJniN99M3Vm+/Vb+DR7c+e3pTpVbdhz5VUJLy69yPXGm+8aqVZK//8QTZTak9sSa49hcthIbBzNQSkmTRcsv0ESFMh64LX/2Wfpu9MEH4n/brr/eeunX699f5jeqcIyac8fDh4t16IonblgeoQIbs7wBo2kF5rIl4PRW44AyxW+8kbqzfPONPNo5cKD2vKqy9sRaflc2PfHpp4sn/vhjeW/cOO2JC4zNgIPVBGUropQYNTQGBlEftlQJr9Pc0Tjx++/Lb3xtt9G2klRbaU9cmDxyJAzpF2GdfjYDyhsw6vPU43aV040Tf/mleGKvY9Scl55YT27wiyxLfmVzHPnbsuTvqqpEhvavdZYHDpQUid1dX3PBsGVZDLSiYJTiVNlETEuJ8IYMSd+NNtww+fpHHAH33SfX87baZhuZYGjbPe9imguHqy2bCrMVEwOrqtz7gDLJlpW+o1VXSzqxzm5Pdyr1zqGWlsqyrJgnzlZfGTRIe2LNCWw5DlaViWlFsUwodaC0ylLGA7floUPlqaJU2mCD1J74/vvlYZq2mjABtthCnWPUrDYHHZvqKoca08ayLHB6qxVgJrhXr/T3q5qaRE8M3sesOZEtq9t2REvLc1lW9j3x4MHaExcoW5aFZdkEsbH7tFJq2TimpUp4neZ115VSxam00UYyebPtNo48Eh59NLkn3npryayvyjFq1h7Xcy4rS3+/StbJNKvFltUzT+KR9OQGv8g0pa6Z0UGdSmj/mmbNWeD4WmxOwCGEgRE0KbUsz8I75BBJOZZMG24I226bfP3qaqmndtppsHx5bJ1x4+C663QX09x5rglGqLZsagJr8rfW2m67wZ13Ju9oY8fGHuvr7PZ0p8ot+7iWmpYWEPPEXvclzQXJVqAEy2kkGIximyhbj/jgg6U0RTJttJEMyiZbf/31Y554xYrYOttuCxdfrNYxalaXTSeCFWygxoxiBUrBydNr9tSpqYtyjx8vXzK151WXtSfW8ru0J9acA7YCJpYVxQxIvTOvx327ygcdJCWMk2mTTeR2bRjttxEMwoMPwkknJY4Tb789XHSRWseoOTdcHYhQRCMEGwiaRfntcbvjie+/P3lH23prGSf2OkbNeemJ9eQGv8itpWYYMU5WLwXUqtmiOa85VosthGGXEg0XETEHeVaLrX9/+OtfZfA1XjU1cNVVkpnBspKvP3IkPPKIpPFtaJDJEAMHynU+vo4aKHUKNCvERVEpRVFhtmIR9T6gbPGRR8ILL0j5iXiVlcHvfher09XZ7YH3x1RI7ONaalpaQMwTe92XNBc0q16PeOBAOPdcuOwyEtS3b8eeeNQo8cTz50M0Kk+mbbihZKLu6i1ec+FwcziCWWpT5DjU2HUY4RVYpgX5XH/4qKNgzhz4/nsS1KtXck8M3sesOcbaE2v5XbatRl/SXBBsUUeFAuO+XeV11oFzzoHLLydB/frFPDEk38bo0TBrltzqm5ths80k+5n2xIXFrscto4GKSC2E68GsIq89blf52GNh7tz2nri8XEocqRCj5tTsY0+sJzf4SYYhs2ni/27L0PEymjVngU2i4JRiYhPB8iycgw+GHXaAp56CH3+U9LkHHCDX7Lq69OsXF8u6liXX9GTLg7dN3tQEL74opQ/Ly2HHHaV0hgIfgYLnUsemyGjFdKJqBJQtrqqChx+Gu+6C55+XXz62317MbJ8+Xd8eeH9MhcZaWn6XKn1Jc8GzSRTLARMoxfLUA7flww6DnXeOeeItt4T99++cJy4pEX/pZqu0bTWOKZ7DYe2JVWLxwQ5BI4Th+mHHVCfAbHBVlcwEuvNO8cQtLTFP3Lt3++XB+5g1tz8nWlp+lip9SXNBsCrjvl3ladNgp53g6afhp59gzBjxxKWl4okh9TZMUzKYqe6JX3gBPv1UHtDbcUd5WF6V+PzOrsc1sdUISEV2PfEdd8iHsaVFfmA59liorFQjRs3p2afSkxv8ItPUZSk0K83xZSq8TtE7cqTUVQuH5bVAAEKhzGzfyy72/fcwfTr8/HPs0vDQQzIJ8vzzPf8IFDRXByKUOQ2YgTCWZXofUNYPuBrOOgtOOSWxk4XD/upUhciGEZuhq6XlR7me2Ou+pFmzpX6Zip54YlDjGJLxd9+JJ/7ll9il4aGHJHXwued6H1+hcWIZihLI19JsqTzxX/4Cp57asSdWuVMVImtPrOV3aU+sOcesYnnizvLo0VJ+LZknBjVi7A4vXiy/Hy9bFrs0PPig2JK//MX7+PzOBVNqLVOe+Oyz4fe/b++J/dzJCoF97In15Aa/yLZjaUJcTpZSBNRKa6K5oDg+RW9ZtJJVYRPbtFQJLyMM3sVwzjmJExtc3XEHbLWV1IpToY0KiRPSk9nx6ckUCdAPDN7HUEhsGPK/lpZfZdtq9CXNmvPcA4P3MaTis85KnNjg6rbb5Em1MWPUijef2SJCjb20MMpQ5HOnKkTWnljL77JtNfqS5oJi1coTF/rt+ayzEic2uLr5ZvHEm2+uVrx+4IIstaY7WWGzjz1xkdcBGIZRahjG6YZh3GcYxiLDMGzDMBzDMI7vwTa3MwzjOcMw6gzDWG0YxoeGYZxhGEZxJmPPueLThKRLKdKZZTRrziJLqjJJ2aRAOBlnL/b5/fewYAEp9cQTarVRobBOT+bjTlXIrKWktCfuglTpS5o1t+F888AqxNCWFy+GDz4gpbQnzi2b2MTKUCgQkOqsQgyaY6ylpLQn7oJU6UuaC5LF97bKeJj34RTc7fnrr+Gjj0gp7Ym7x8lLrSkUoF9ZhRg0p2afSoXMDQHg+rV//wL8DAzt7sYMw9gPmAmsAR4F6oB9gOuA7YFDehKsZzJNXZZCs2/YCpQwiFrMchPbMikJWCqF1yP2qouFQukvEStX6oyEuWadnsznncoP/PXXcO+98Pnn0Lcv7LWXFFAv0HRjBSDtiTsj1xOr1Fc1a85DDwzex5CM3Yd/Ukl74txwTTBCtWVTE1iDVUhlKPKxU/mBv/pKPPEXX0C/frD33lJUXHvifJX2xJ2R9sSaPWY/l6nIh9tzR+PE9fX6EtFVLuhSa7qT+YO//FI88ZdfQv/+Mk5cwJ5YhckNTcCewCLHcZYahnEB8PfubMgwjErgLqAFmOg4zvy1r/8VmAscbBjGNMdxHslI5LmUbcfShLis07x0jpcvhwcegNdfl/abMgVOPBHKy9WIL0/ZikSoCEdxrCghp5qyqKFT9PaABw0irTbeWJ02KgTWKXgzyOB9DJ3h1laYNw9++AHGjoUNN8zu/t5+G/7v/6C5mV/1yisweTJce233t28Yvk03VgDSnrgzcj2xKtcGP/GyZeKJ33hDrgVTp4on7tVLjfjyhPPFA4P3MXTHE2f79qwZiqIRgqGlVJitWES9D8gvDN7HkGlPPG4cbLBBdvf35ptwwgnQ0sKvevlluYddfXX3t689scrSnrgz0p64+/zLL+KJ33xTrgW77iqeuKxMjfh8xPlQpgK8j6E7PHgwaZXt23O+sC5DoTtZt7mlRTzxjz9KrfD118/u/l5/Xe5Vra38qrlzYffd4coru799H3tiz8tSOI5jO44zy3GcpRnY3MFAP+AR17Cu3cca4Py1eFIG9uON4tOE6DQvnePvvoPDDoNHHoGffpKLzf33w6GHQm2t9/HlOZuGjeG0EjRC4PgrRe/SpfDcc/Dss/IEmNddrKoKDjiApCoqgsMP977NCol1Ct4Mc1fWqa2VnNSuActFjB9+CHvsAcccA+efD3vuCWecAatXZ2d/zc2yn/iJDa5eeglee61n29dSUtoTd0EqXb/8wq4nfvTRmCe+7z55ra7O+/jyjP3sgdvenn/6Cf79b5gzR54A8zqmmhrYd1+SqrgYjjhCrTbMR5Z0vWt9sAoB+YkzuU0vPPGiRTKA6nriPfaAP/4R1qzJzv5cTxw/scHVnDkyWa8n29dSUtoTd0EqXd/8wosXi/997LGYJ773Xnmtvt77+HzMfi5T0ZllfvxRPPGLL6rhifv1k4e2k6m4WI8Td5Z1GQqFOll3ecWK3Hvi99+H3XaDY48Vr7r77nDmmRCJZGd/0ajsJ35ig6vZs+UBuZ5s36dSIXNDJrXL2v9nJ3nvNWT273aGYViO40RyF1YGZJq6LEV3+K67oKGhfXv+8IMM6J5+ulrx5hlbARPLikLAxPJJit6SEpnsdt99sY9LSQmcdRYceKC3Xezvf5e0Y3PmxGLr3Rv+8Q/YfHN5T4U2zFc2nQjBQCOVFgQDjk7BmynubKdasQL+8hd5ugKgslIGVo86KrsxNjXB737XPuff7NlyT7744szv//PPZaAllZ5/Hvbfv3vbN4zYDF2tfFb+e2IVrl9+4ttvh8bG9u353Xfy5Nqpp6oVr8/Zjx64Lbe0wBVXwL/+Ffu4XHkl/O1vcPDB3sZ44YVye37xxVhsffqIJx49WnvibLBbhiIYcDCcRsxAGMsy1QnQDwyZ2eby5fLl1B3E7N1bBlaPPDK7xxAOw0knxZ7Ac/XcczLb/oILMr//Tz+FpUtTe4IXXpDZTtoTa6WW9sSa23viZPn8v/0WZsyQ65xK8fqI48tUrAmY1DqWSuF1+/bcqxdcfrk8N+nqiivktnfggd4ew8UXyzM3c+fGYuvTB665BkaO1J44HVcHIhTRCMEGgmaRLkPhBw/clpctE0/8zjuyj9694be/lZk92TymUEjuFU1NifeR//5XfkQ6//zM7//jjyXrUCq98ILMdiowT5xvkxuGrf3/i7ZvOI7TbBjGYmAUsCHwaboNGYaxIMVbw3sUYXdl27HZRy4XUpqX7nA4LOlaUmn2bDj+eHXizRTX1soTDgMGqBHPWo5P0VvHIGzbUim8X3nGjMSJDSDNedllcu3ffnvvYjQMuT+edpqM85SXw6abwsCBspwqbZiP/GsZiqYVVFgW6PRkuU1P1tQkv6QsW8avamiAm26Sa97ZZ2cvxscfT13McNYsmWAxcmRm979qVfL9uWps7H6nNwzfphvT6pLy3xOrcP3yCzc2wltvpW7T2bNh+nR14s0zT+wXD9yWH3ggcWIDyAMjf/0rVFfLJAKvYiwqkjhOPz3miYcNi51qVdowXzi+DEUFUbAjEK4Hs0qNAP3C0PNthEJwyCEywcHVqlVwww2ShefPf87eMTz2WOw42uq//4Wjj4bhwzO7f/fR2FRqaNCeWKsjaU+sOcYNDbEfwZJp9my5lqkSb6Z4xQqZtZoDTxwrUwGV08NeWwAAIABJREFUUYuWEBhmhdJlKiD9MrfemjixAcQTn3eeeOKRI707huJieRDujDPgs8+0J+4Mu2UoymigIlIb52lNNQLMR4bMbzMUgoMOku/8rlatguuuE0/8pz9l75gefbT9xAZXTz8Nv/mN/GCTyf0ne3g7XgXqiT0vS5Fh9V77f6pfBdzX++QglswrPk2IV2le/MTJ0rTEKxpVK96e8hdfyNPFu+0mM7WmTJEBCLcdvI7PiKXolZT+nofTjlta4KGHSKnHH/c+RseBddeVB1R22knuRV7HUwisy1BkmTta5qmnEic2xOuRR2KTAbIR4xftxsES9c03mW+TESPkW2oqjRmTfv2WFvlBL8/SjWl1SYXhiVW4fvmBk6XzjpdtqxVvT/nzz5XzxKp74Lbc3AxPPEFKzZjhfYyOk+iJS0u9jydfWZehyKHn7YifeipxYkO8Hn44NvCZjWP4/PPk+3WVDU88apTMZkqlLbdMv772xFraE2uO52RlH+OVrXTiXvGnn0p99t13F088daoYvBx4YpMolhPBJOKLMhWplmlpgZkzSakHH1TjGNZbT3vizrJbhsLEViOgQuFMb3PmzMSJDfF6+OHYQ2rZOKaOxokXL8788Y4cKX+nUoF64oxkbjAM41tgvS6s8k/HcX6TiX1nS47jjEv2+tqZumNzHI78gqnLUnSdR46ETz5J3qbbbON9fJni+no47rjEWVz19XDLLbLMqacqEa+botcMrAHACJqUWpbnzedyS4tM7kulb7/1PsZM8y+/SArf+fPl9YkT4eSTZfaxCvF5yboMRY64M/et999P3TFbW+HLL2H99bMT44AB6e/PgwZlvk2CQbmm33ln+/1VV8O0acnX//FHyRk+d65c0MaMke1MmZIX6cb8IO2JcyDXE6tw/fITDxuW+oepbbf1Pr5M8cqVkooyPuOO64l795b0kdoDd8jRaPqHQxYv9j7GTPPSpXDVVbBggbw+aVJhe2JdhsIjz9sTT9zSAl99Jb9wZOMY+vdPf38ePDg7nvi3v4W7726/v5qa1J74hx/EE7/8srTL2LHiiSdP1p44R9KeOAfSnrh7vPHGcq1Mpu228z6+THFtrVz34jPurFwp2S8rK2UicBb3bwVKsJxGgsEotglOwCGEoaQHhtTLLFuWOpEn5KcnXrJEPPH8+VBWBrvskh+euH0ZilJw9DXU806WDU8cjcLXX8PQodk5pr5909+fs+WJjz22fbpxgH794LDDkq///ffSoefOlfHzcePk3rDLLnnhiTNVluJrYE0Xll+Sof22lTvjtneK993XO8htp6DcdGPuDJ1cpnnxM0+fHkvNGC/TlJIUXseXKb7jjtQjkLffDkccIX8rEq9FHRV2KdFwERFzkDLpydxreapMPDU13seYSV64UDLqx09enzEDXntNHnC0LLXi7SpHInIcs2bBzz/LON9++8m/VOu76cmKHIcau06XoVAlPZllkValpd1Pv9URT54MTz6ZfL/rrw8bbBC7aGRy/6efLsbzwQflwwwwfjz84Q+Sa7Dt8S5bJmY2fuby++/L5Labb5YJDj5PN+YTaU+cbbmeWIXrl594+vRYCZ94WZb8cOR1fJni225LPQJ5663yQ5jjaA/cARcVSQKhVEk/+vXzPsZM8vz5MlYUf7wPPBDzxKapVrxd5TVrJHvq7NniiddfX/zwvvsmX16XofDQ8/bUE7sf1mwcw9Sp8J//JN/vBhtIKpVseOIzzpDr9oMPxrY/YYK83qtX++P9+WfxxPFPLSxcKP9uuUW8vfbEuZD2xNmW9sTd4+OOg3POad+eZWXil72OL5Oe2L33tJXriVtbsx5PrExFCENRDwypl7Gs9A829+2rxjFkit97T7pBfDLs+++PeWJ36E2VeDviomiEslAjFaVQRoTA6lr++0g9/5xdxY8/mwzb0Gb6fmF23EeRgPOVIXv7SKVsjhNPnQrPPpt8v5tsAuuskx1P7JbaeOghmcABsPXWMn7s/ogTv/zSpeKJV66Mxbdggfy77TaZze9zT5yRshSO40x2HGd4F/6dlYn9JpH7ONKmbd8wDKME2ABoBr7J0v6zq/i7aS7TvPiZJ0wQ0zZsWKwdx4yRi8Cmm3ofX6Z4QarSf0i69m+/VStewCQKa9PzKhAOhgElJXDAAambcp99vI8xk3zllcmz8n37rZhXr+PrKV9+uUxO/Ogjyd46f77UZ7733tTru+nJgkaInJehWL1a0rm6qWa9bsBcckfL7L47KdWvn6SszVaMo0bBkUcm3/duu8n/2WiT4mI47TSp1/bYY/DKK/LhXWed5Mvfd1/qlGzXXSfL+DzdmB+kPXGOpNL1yy+8zTYy0WnTuI/E2LHiiTfZxPv4MsXpPHF9PXz3nefxquiB27Jpwh57pG7Kgw7yPsZM8hVXJJ/IsXixTHLwOr6e8mWXSaY21xPPmwfnnx978Kft8p6XoWhqEk+8YoUaDZhLz9sRu94zmQYMkNJm2TqGzTaTH8OSyfXq2WizkhIZtP33v2Oe+J570nviVOkYr79eltGeOOvSnjhHUun65hfedlvJXrDxxrF2HDcO/vlP2Ggj7+PLFM+fT0qtXClP82oP/CunWqZXr/TDUfnmiS+/PHmV72++kTmGXsfXVS51bEwiWIaUR7nwEoPLr3b46H8Oy1bAO+8ZnHWewwMzFAk4nz1xpreZzhMPHhz7LTAbx7TllnDIIcn3veuu8n822rCkRB54+89/xBO/+ircdZccb7Ll77kncWJDvK6/PnF5nypTmRtU0VzgSGB34F9t3tsJKAdecxwnkuvAeizT1GUpusu77AJ77w0//SQ3hXXWkfdDITXiywRXVqb//NTUKJeuznJCDAyGsU1LqfRkf/6zZC5q+z1g333h8MPlSTZFmrBH3NQEH36Y+iPz0kvw+9+rE29XefFieUItma6/Ho46Sh5+T52erARyVYaiqAiuvVZGz90n9HfZBf72N3Ua1Ov0ZLvtJr+yzJqVeDKLi6WdysuzF2MgAB98kPzDdMcdcq4GDsze/vv1gw026Pi+9frrqTv0119DYyNUVIiP6GiGs1Y+KP89sQrXL7/xlCliaH78UR7lHjy48Dxx376ef35U9cBt+cwz5aOyaFFiEx5yiDwAsnq19zFmgkMh+Pjj1B+ZuXPhlFPUiber/NVX8PjjyY/N9cS9eilShqKoCK65RlLJuZ548mSZnaxKg2bb83bEe+4Jc+bA888nnsySEmmnXr2y64lTfYG87TY5V6p74i+/lC/C5eXaExeOtCfW3J6nTpUURtoTaw/cidvzWWfJTwptb4HTpokvzhdPvGoVfPZZ6o/M3LlSzUSVeFNxO08brMMyTRZ+HuDhmaWUE8TGIkyAIA5NBLnqOou9fhOgr6XAAbie+OqrxRO7T9RPmeLfceKOOll3eO+94cUXxRfHq7QUzjvPO098yy3qjBO/+WbqDv3553LxKivztSf25eQGwzB6A4OAVY7jLI176wngSmCaYRg3OY4zf+3yZcAla5e5LafBZkpuujHDiHGu07z4ncvLY+2oQjyZ5F13hTfeIKlGjBDTGomoE+9aVjE9WVWV/MY8Z448FFJRIbN0R40SowdKNWG3OV0dZXdZleLtKqfKmOrq2WfhsP0T05NVRGqJpdw1cxfwZZe1L3swd64Mvt11lxoNmk2Gzq1z9dXylMXMmTIoufnmMuOoX7/sXtcXLYL//Y+Ueuyx2FNyXrap6w9SKRIRc2sYvk03ptVeBe2JVbh++ZUDAUljmI+eeLfd4O23SarRo8XoKeCJVfTAbdkwJGHQW2/J14yWFhlD2mortU55T9n196kUiagVb1c5nSd2HJg7K8Lh+zRihGoJmqXelqG45BLJWBWvl16SGRp33qlGg/aEITPbvPZaeOIJ+f7Q1CRPj02bJt/5s3ldX7gQPvmElHrssVh2IJU98Zo1MhlEe+K8kvbEil3v/ML57onfe4+k2mIL6N3bE0/c1gMboShOaQ02Fdi2peTtuahIstu6nri1VTzxhAlqnfKeckfjxGvWqBVvW7aIUBlN7WlfegZKsSknTBTZgMurWkxemwUH7qnIAV14ITzzTOIJePFF/3piyM4+rrsu5olXrxZPfMQRUF2d3ev6/PkyOSCVHn9csmOqcA7SKRKRC5yPPbESkxsMwzgbGL4Wt1z7/3TDMHZY+/cbjuPcHbfKAcB9wAPAse6LjuM0GIbxf4h5fcUwjEeAOmBfYNja11M8y+sDxacJSZWiBDpeRnP+8YEHyq+1775LgixLco56HV8nWNKTlWJiE8HyNJziYplkt+WWMgZuWXKNz6cuNmCATPJbvJik2n57teLtKrulp1KpuVnSkxlEsAwkLZ4XAf/yS/uJDa5++EHM61FHed+g2WTofMfcf3/YaafEjllXl90Yly1Lfn5c/fKL923oOHLR+vLL5DGOGBGbBOKuq6WktCfupFS5fmlWjw86SDzxvHkkqKxMnuDwOr4krJIHjmeQW++UKXLrrauT269heN5kGeXBg2HddSU7czLtsINa8XaVk5Wgi1dRs43lRMCwMdeu70nAS5e2n9jg6rvvZJKDWyZMpQbuCkNmtllcLLUUd95ZLU/888/et7HjSP3gr79OHuPo0ZLVUnti5aU9cSelyvVNs3p8yCEwe3Z7T9yrF5xzjvfxIR7YJAJGBLAwDMuTcKDjZQrBE6+zDgwZIglNkkl1T2yS3tNGmwEMwAEcDBI5GlXkgJYsaT+xwdW338rDcIcf7n2Dd4UhO/soKZHfxCZOzK0n/uWX5OfHlSrjxJMmpf7hZ/PNoU8f33tiJSY3IOnBdm7z2nZr/7m6m07IcZynDcPYGTgPOAgoA74C/gjc6Dg+PVumqctSaE7Pd90FDz8sAz9NTTBmjAzwjhihRnwdcHx6sjUBk1rHUim8vOxif/yjlJ5oqz594NRTc5OhLj5dWBSbmkAEy7IoDZg9SlG3yy5wd5u7hkmEII0A7DfJpK8ZS08mG/AgpWOqgTdXn3yizgemUDuVW6ctlTbeWI14Tz4ZnntOJsW01dlnx5Y3jM7N4NXyStoTdyTXE3t9bdCsLt9zDzz0kAz8rF4NY8eKJx4+XI34fOKBwfsYcsV/+hOcfnr7y01Vldxe/XzJmTRJMnD8egld64dNIthY7DHJocZshIANuS5DEc9ffZX+2v/pp2o0aCF3qo488SabqBHvKadIKbuffkqMzzC0J/aXtCfuSNoTa+6qJx43TjzxsGFKxGc5IaxgFMwQkYCJRYRgAAyrgpKApW/PHvAf/yj/2qq6Gk46Sb1LjulECAYaqbQgGHCwnNSedsKkAPfdL2Uo2paliGIxflIAShU4IakeWnL12WfqnIBC7WR+GSc+9VSZ5LZkSWJ8RUV544mVmNzgOM7ELi5/P3B/mvffBPbsUVCqyU03ZhgxzmWaF83qs+NITfojjpDXIhGor89uGp6spSeDsmglq8ImtmmpEl7edbGddoJLL5X0aq532mYbmcTdp092MtQ1hyOYpTZFjkNl1E5MFxaJQFM9WFIWIj5FHY5JZdSmJByhvNT6lVtCYJgVhLEoisbKTOy0pckeE2zenycDtzYm1dRRxQr23Mdi7KC1fcSLlLvx3JFKS33Vh/OyU/XrJx3jnXfan5+iIkn3qMI5siypx3f99fDaa/Le+PEyo3vMGFnO9RE+TTdWCNKeuBNyPbHX1wbN6rLjwF57wW9+4xtPrKIHBqWaKKs8caJURLj//thv7NtsA+ee61nW5ozxuHGww4QIn8yTCb4mEaqopTf1TNm/iuH9TYgoELA7zpFKJSVK9+GC6FQDBkgO7rZPAYM80jp1qhrnqFcv8cQ33hjzxBMmiCfefHPtiX0i7Yk7Ie2JNeeRJ7aow4pEMMNRHKuGkFNNWdTIiScGJZpACZ48GS6+WDyx+yzWdtvJOHFlpRqeOH5cucauw2haQYVlQQflhSdPgG3H2ny5sH1ZigMONNmoH2p44qIi0sqPnhi8jyGTPHiwfMlasCD5+VHFE5eXiye+4QZ4/XVJc73VVuKJR4/OC0+sxOQGrU4qPpVLrtO8aNacQ5b0vA4mNo5jeR1OAoP3MWSSt99easVFIvJaU5M8pZat/ZU6NkWGQ9AIEXUc0qXAjU9RV2rYRB2HIidEqcGvbAKlWESwEspMlBbZ3HGTw61XhXj8OQivselT2crx+0X53RmmOidg3Dj5hpCquN0uu6j1gSnUTnX55fCHP8CiRbFzEwzK64MGeR+fyzU1EudFF8lkB9tOno5NS8vv8rqvadacJVbJA4MSTZIz3mEH2Gef3HniXHFREdx5s83Nl0eYPQuaIzbVfQyO2c9h+mkKBOjy+PFQUQGNMgmjnfLBE4P3MfSUr7wSzjgDPvwwdm4qKuCKK2DgQO/jc7lfP+2JtQpDXvc1zZozzKZhYzutBI0QdU4wJ54YlGoCz3nHHWHffWHNGmHVPHH8uLJhtGI6UXA6HuctKoJbbzG440qHf81yiEaguo/B9AMcjv29Qidg/Hh5ot6dFNBWfvTE4H0MmeYrrxSv+dFHsXNTWSmv9+/vfXwu9+8vaQovuSQvPbGe3OAXmaYuS6G5YNgKlDCIWirKHbAitAYqdIrebvAbb8CDD0qpp402kqQew4YlX766GkIhGQDNRjzVgQhFNEKwgaBZhBUoASeUMl0YgcQUdfJ+CIJhMPmVg8EotglOwMFwEstMVDohLj83zEUXQn1zgKpSm5I1JgQUOUGOIw1/6aXJ64NMmyazT1T5QBVypwoG4T//kZmuCxfKhIa995b3w2Hv4+sKG0ZsRq+Wlh/lemKv+5JmzVn0wGa5iW2ZOU3J68fbc2f5tdckK/OyZZIl9IgjYNNNvfHE2WbXc8eXejOcRq49v47rLjZZ1fz/7J13mBPl9se/s7uZWUh2YXelSueqqAhIk45IsVwBxasgWLDwsyGgYm9cr70gdkQUBDuKWNCLIugV7AoWmhQVxaUsS9lGkt2d3x+HYZLNJJvdTfK+b3K+z7MPfJLJ5Mwk78w375w5x41clwvpBzxyeeK8PJp0c+oPMm4c0Lu3HDs41QeVxwO8/z4NqlWr2BOzWCLFnpg5Cdlw6zAMP+DWYSRoXhiQahfElT/7jDzxrl3UTercc9XxxM7zyj7Ao0e9Qo9p4rrbPLj6P8ZBT2ySJ64vwQZafNhhVD7DqT/IBRfQnfcyfCCpPsg8HmDxYhpUq1dTNYfTTwcqK9kTJ1Cc3KCKrHJjmmZzKpR5YU5ZNrxeGAdbFBTByyV6a8jPPENVhyytX0/n3ClTgIsvTkw8gW0iMuFFlnc37DYQekze0C7jXAz4nNtMuHQdjeohcnmx4mKaqNu6FTjuOCohVVGRmA9s4EBg4UJgzhxg7Vq66+mcc+jxffvk+ELFkwHxMUTLHTsCLVrYaeui46kNa5qy5cZYLAC2JxY9lpiZ4+iBs0r8MA1/Qkvyqnx6jsRPPQU88QQOaf16snzXXguMHy8+vrqyAS+y/UWHWrcd8twBrd4CPXK1nrioiH40bN1KJfyHDEmcJx40CHjzTaqFvG4dXTg/5xzqpZcMnhgQH0Os+LjjgJYt2ROzWCLFnpg5ybnqvHC23whqTcun55rx448DTz+NQ1q/HnjvPWDqVLpmLjo+J47XvLKuRzFPLNITDxkCLFhAnnj9evLEo0dTWQ0VPTEgPoZ4cadOQKtW5IlNU3w8KeaJOblBFVl9sUyTsmpKS+nWk6oMVL8MM7NirLtNaMVepO9OQymawVvfiOvbp6WRd/D56FqmakPsr7+CExsCNWMGzRs2bx7fePI8XniK85FeUAADBnQ3aJJVhh1Ulb/8Evj3v4GyMntHtWhBLQcyMxMTT8uW9Iti504qo+p2k2GVYf/Em1UYVMnEpkkp+CyWqrI8seixxMwcR9Z37oEPJjweL/YUuRLmgauenktKgIICID2d5j8k2kVR8Z9/Bic2BGr6dODEE2muUJZ4I/H+XV5kwYdMt4mMEh8ydnqRZhrQ3V4YpbuRtnMvXGZO3Tz3l18C06ZRHWJLrVqRJ07UF6B1a+D665PTEwPiY2BmT8xKHrEnZk4h1t0mjFIgs8CPDC0PPncuMkp8qNgBlCKrTh4ZqH4ZyxNnZFDBFAl2SY3499+DExsC9fDDdG9V06bi4y0v8aKyoAhpJpDm0eEqLhQzr7xyJc0TW/3qAPKo992XuC9AmzbADTckhyeOZpAxsyeuhTi5QRUZhp0BZBj0Z5r0WCADoY8xMyvOhmGgqeEHNBfMHB+8uhGXt6uoAF55hVo5WNe5O3WirgGtW6szxBYujHw4+f57uz1FvOLJNXzI0iuhww8jRz+4QI4cOyiQCwqA228H/P7gnfTXXzS5O3u2XPEmI6swqJKNDSNm9oTFSrgMw/bEoscSM3Oc2DDNg/4JMPT4e+CqXF4OvPAC8NZb9nXuo4+m+bymTaXYRVHxggWRDyc//EBdwGSJNxJ7TB9yc0zk6MXwu0zkmsVw5QIe3QfDONgrNefgOb42nnvXLuC22+jDD9TWreSJZ82Sa4eoyID4GJiD2TBiblNYrITJMNgTM6cMG4YBw/DBAx98DSthGuSHXCbgyjHq5JGB8MtkZAAzZ9I8q3Wd+5hj1PPEr70W+XCyahUVyxIdr677UA4vcnMBl+6DJmJeeedOmieuqAjeSX/8Adx1F5VKFv2BqsaRBhmzHGwYsfUoCRInN6giXafMME2jrBrTTJ0eNszMbjcMsxhNPSXw6QYOuPW49Fp78UX6C9RPP1F5rvfeU2eIBd5s5SS/Pz7vr5teeNxFyDYAj9uEUcPeZ0L4k09CExssbd4M/PorpTDLEm8ysgqDKplY4V5qLBYA2xOLHkvMzAI8sOk2UQwNmkeHyzDi9vZz5gAvvxw89NatAy66CFi2jApbSbSLpPPEsfTULrcOP3wI7i9cDHhKAB0HVxCDY+LSpaGJDZY2biRf3KyZHDtIVQbEx8DMnpiVPGJPzJyCbLh1GIYfcOuAWQyPxw+fjjp5ZCD8Mg88ALz6avDQW7vW9sSGIXyXKO2Jq3pezSyC7imEoesHXyBgXnnp0tDEBkvr1wO//caemD1wcrHCnpiTG1SR1UtN02xOtR42zCnPRsleGAcx1r3WCguBl16Co/bsoQneMWOIJdoljtypk/N2WDruOFoulu9vwIs8Xz600gJkGQbq0vssofz775F31pYtQO/e8sSbjAyIjyGVWOFeaiwWANsTix5LzMxCPHAxNJ8L/pI0ePVmMe03bHFBQWhig6U9e6j168UXC98lUXHnzs7bYSkenrg2HNhPGKaOPF9hsKf2ehGL/sJ18sSbNwM9e4rZQcnCgPgYmG1mT8xSXeyJmZlDPLJW7IfpygNMHZl+DftKdPh0I+LqAOe32Lcv9AY4S4WF9Nz48cJ3QVTcpYvzdljq1Ckxnrhaz+sL9LyCdtiWLZF31pYtQPfu4uJTkQHxMTCHZ4U9cZroAFg1kHaw3GTg/504mmWYmRVmHX4Yphc6vNDhi8nqN2wIn5gJUNlaVYZY377hExx69gSOPTb276/DB02rhG76xe+AmnCLFs47ylLz5nLFGw/2+ykzedYsYPFioLg48fGI3gepxiyW6pJlLDEzC2AdfsCsjJkHrsrr10c+Vfzwg/BdEDX36wd07Oi8Hb16UasNGeJ1mT7o8MLQvPBoxWI89eGHO+8oS82aif9A482BnviDD+zJWPa8ycssluqSZSwxM0vAOvxBfgqmCR2+qF7u9NiaNUBlJcJq1Srhmxw19+9P7TSc1KcPcOSRiYlHCs9bHbMnpgvdH38cW08sepuYI7Oi4soNqkjXuS0FM/NBNtwZMMyiQ+XHYtGmIicn8hBs0ECdIVavHt1xd8MNwIcfUszp6cCZZwKTJsX2/fI8XuQaPuS5D6jRhqIqjxxJtZedWlO0b08uX6Z4Y8179gAXXki94yw9/TQ1FezWjcuTJSNrmp2hy2KpKMsTix5LzMyCON5tKqLxxKoMwfr1gVdeIU/83/9S/BkZwKhRwNVXi4tPyhK8Z55JtyA6taY44giqZCb6A40nFxZSL8KtW+3tfvpp4NlngeOPZ8+bjMyemKW62BMzM4d4ZMPjB/RiYuxGVn0TMLxwufWwnhlwXmVeXuQhqJIndrttT/zRRxR/RgZw1lnAxIkp5nmr41GjgPnzne+APOooumtQpngT5YlnzaISIOyBk48V9sSc3KCKrHJjmmYzl3lhTnGOZZuKtm2Bli2BP/+Eo045Ra0hpuvA/fcDl19Oc5StWtFje/falYbqsn4DXmT7i6AV74ZHd8GAX64dEC17PMCjjwLXXw+UldkfeMuWwPTpQGkpnfBj+f4ZGZR1snAhsGsXldkYP56ygxO5/V4vcO21wYkNAFVuuOQSys7NyIh/PAA9VlBATQv37gWGDAHatZPjO5JsrGnKlhtjsQDYnlj0WGJmlsIDx75NRfv2VLjq77/hqFNPlWIX1MgTP/AAeeKKith74mi5vMQL3eVDmmnKWYI3K4u87w03BDdmbtUqvp74gw+At98mT9y5M3ni5s0Tu/0HDgDXXBM8iQsARUXUg+XDD4G0tNh53upes2sXsHw5e2L2xCxWZLEnZmaOyIbXC6N0L2BQW69wbSu8MBxXccQRVOz1r7/gKNU8cWYm8NBDwJVXkidu3ZqSM2LpiZVoO1EdN2gAPPIIcOONNG9qqXVrejxennjxYvLEBQXkiS++GGjaNPGeePLk0Isjlie2ssXj5YGr8s6d5In37QOGDqWLNzJ8R5KNFfbEnNygkgLLhEQqIVLdMszMScbUpgLQAbhgwAujxqtLS6Pr29dfH+xdAOC004CTTiLDB0ixyVFzgwZ0B55h0HkqVuvX4YNhegHNB/3g81JscG24f3/gs8+A99+nSc2OHSlVmfwnAAAgAElEQVSbpbKSMlZj+X6VlcCddwLvvINDWr+eEh2eeoqygBO1/atXA7/9Bkd5vcCiRZTGHe94AOD554HHH7d5+nRg7FgakDJ8R5KNWSzVJctYYmaWgKlNhQs6fLXywFU5PZ3m8q67LvQmfssT+/1S7YKouGHD+HjiaNll+pCmmVVK8Ory7CDTBAYOtD3xn39SAu6wYfHzxLfdRu9lyfLETz9NVxQStf0//BCa7GvpwAHy7WecUff3A6pf5rnngCeftB+fPh0YN449MXtiFstZsowlZmYF2GpbAc0Ll+ZDoemBDh8OmIbjS9LSgLvuAiZMCL2J//TTyTaxJw5ml+mDBi8MDXBpge2LJfO81fGgQeSJFy9OjCe+5RZK+LW0fj0lOjzzDGWeJ2r7v/02/F2fZWXAu+8Cw4fXfP1AzffJzJn0m8DS9OnA+efTj1QZviPJxoqKkxtUka5zWwpm5jAcqzYVffoA770HvP468P33VMp21Cjg7LMpMTPVh1hgOTGP24RhFgFuH2DocgRYF87NBc49l7IXPR56vrg49u/300/BiQ2WysuBadMooSBR25+fH/m8k5+fmP2/dCnw2GOh7//KK9TL7txz5fiOJAtrmp2hy2KpKMsTix5LzMyScDzaVPTtCyxYQNeZ16wBsrNpPu+MM2jZeFikZOVctxdpKAI8++HR02C4MyBlCd5ATzx2bPw98erVwYkNlvx+8sQLFyafJwYiL7NyJfDEE6Hv//LLVM1i9Gg5viPJwuyJWaqLPTEzc409s1PbCi/2wzAMx9YVvXvbnnjtWvLEJ59MHW5T3RNbHjfP7T20/5RoOyGbJ/7hh+DEBks+H3nit95K3PZv3x75vPP33/HxwFV5xYrgxAZL8+dT1eN//UuO70iysMKemJMbVJFVbkzTbI5lmRdm5iTgWLSpaNrUrt6wdy9ls5aV8RAz4EWeL79KOTGJAlSFFy9GWOXnA19/DZx4YmLiadIkfCxA4koCz58fPoa5cyklXqbPUHXWNGXLjbFYAGxPLHosMTNLxFXbVFgld33Igs9n1Gr1ubnkiXXd9sXl5fScBJssNQeW5M2EF1ne3bBL8LKHhs/nnNhgads2unNswIDExFOdJ45VSWAg8jIvvRQ+hrlzgX/+U67PUHVmT8xSXeyJmZnrxIfaVgAI17oi2+/DcXlenHC9AZ+Rhf1eI6U8cdU2E9l+HzJKvKjvMmyPG9D6Q4m2E7JxJE/8559092XfvomJJ16eGKjZayLNE8+ZQ9WWZfoMVWeFPXGa6ABYNVBgmZBIJUWiWYaZOYmZ2lR4ocMLHb6Yv50Em5hw1hFYTkyCgFRly9SFU2lp4uLp2pV6xjnJ5bJLjcU7nnBlgAFg927aZzJ9hsnALJbqkmUsMTNLyFbJXUPzHvRvtV+dJJukHLtMX9BnIDwgGbk6T1xWlrh4evSgptpO0vXYeuJIy/z+e/j9sWtXYvdJqjCLpbpkGUvMzKrzwccCfbRHK4ZheuExi2Piq1XkQE/rtD+EB5gMXFqKiErkPHHPnlQZwUmGUTdPXJPXRPLEO3bQhXiZPsNkYEXFlRtUka5zWwpm5ii5apsK023CDx88bkAzspDhNmq9+lQaYqFtKHzqlhOThbt3p5KzTtI0oEuXxMYzfToweTLw1192HJmZ1NusRQuaeI53PE2aUGk3J3k8QKNGcn2GqrOm2Rm6LJaKsjyx6LHEzCwpB5bc9bp1qr51sFxspTsr6tZtgDSbpATnebzINXzwuE2Hkrx8zHL0xF995XycT0sDOndObDwzZpAn3rbNjqNePeDZZ2mSNxaeuLpB1awZsGWL8z7Jzgby8uT6DFVn9sQs1cWemJk5Ngw4+mhaphjwlAA6Qny1y63HbK5ZFg/rh6+aNhP2/mCPGyPu1o2q+DopI0OMJ540CUFt2+rXB2bNIq9aG08cMMaiek3z5uETHBo0oDLbMn2GqrPCnpiTG1SRVW5M02yORZkXZuYk5sASvfB6oZf4YRp5KDZzke331aptBSDVJsaNuQ1FnHjwYOqbW1CAEJ17Lk2iWqWgEhHPYYcBixYBn38OrF9PhnXUKEoo8HoTs39OPx147LHQ/QEAZ54JHDhA+0WWz1B11jRly42xWABsTyx6LDEzK8AGCmF4vYfKxRbBG3XrNkCKTZCeDXiR7S+CVrwbHt2FLPjBJXmj4KFDgVdfpSpdVTVuHE24JdITN2oEvPNOfD0xEHmZ008HHn88dH8A5InLyigJWZbPUHVmT8xSXeyJmZkTc34O46sB3XGu2WrbULWNg8W1mYuuCZeXeKG7fEgzzajiCfKwVbePPW38edgw8sR79iBE48ZRElsiPXHjxsC775In3rCBLoCPGkXzx7X1xEDNXnP66cCTT4buDwA46yyqZmEY8nyGqrPCnpjbUqikwDIhsSrzwsycQqxrPmhm5aFSWrVtWyHRJsWNuQ1FnDg7m/qD9eiBQzIM4JJLgKlTxcTncgGnngpcdRUwciTFmMj3HzmSSptVVa9ewMSJ4j+zZGQWS3XJMpaYmRXjmrZukyBk6VmHj/ap5iPfLDogVbhBg1BPnJkJTJgAXHONmPgS4YkjLTNyJHDaaQhRnz4Uk+jPLBmZxVJdsowlZmbVuQ7rqDrXbLVtCMfxaqFsscv0IU0zo4+HPaxYbtgQmDuXKjhYyswELrsMmDJFTHy6Tp70qquAESOArKy6r78mrznzTPLkVdW/P3DFFeI/s2RkRcWVG1SRrnNbCmbmOrLh1mEYfsCtA2YxqratiKZkbzIPMW5DkSBu2hRYuBDYtIlK3x59NGXGFhcDlZXi4tu+ncoD5+YCJ52UuPcHgAcfpASPxYspg/Skk+iOvtJSID1d/GeWTKxpdoYui6WiLE8seiwxMyvINWndBkgRspQc6pmLALcPMHQ5AlSFLU+8cSPw99/AMcdQpQRZPHFeHjBoUGw9b6RlGjQAHnmEEjwWLyYfPHgwMGQI/T8tTfxnlkzMnpilutgTMzMn5vxcDVedaw5u2xDK4eairTYXdWV49sOjp8FwZ0QVD3tYCbhpU6qqu3EjkJ9P88SWJ66oEBdffj61zMjLq9s8cU3HWIMG1EZ5wgTggw/IBw8ZQn8lJeThRH9mycQKe2JOblBFVrkxTbM5FmVemJlTmKu2rahastepdJfXNOJaPizRHFiuLM9XyG0oEsm5uTRJ6XLR46Li0TRg2jTgtddwSA0bAnfeCXTtGv/3B+ixDh2Atm2BvXupf1pZmfjPKBlZ05QtN8ZiAbA9seixxMysMEfTuq1Yy4JPN2QJWSin+b3ILC5ClguAqbNnjjXn5VEya0aGeE98xx3AG2/gkHJyyBMff3zsPG91rzn6aKBdO/bE7IlZrMhiT8zMHBsGEvqe4eaicbDNRZ35UBsJ9qjKsSyeGABuvx1YsACHlJtLc8edOydujB1zDNC+ve2JS0vFf0bJyAp7Yk5uUEmBZUIilRCpbpl48+bNwJtvAlu20IHvvPNoMkCWMivMzNUwlewF0sxiuDTApfngN02kmcUwAbhgwAtDppBrzYHlyuw2FLo8ATLHn594IjixASDjeM01wKxZwAknxPf9AfH7INWYxVJdsoyl6njTJtsT5+UB558PdOkiT3zMzAdZ13zwHSyn6zdN6AB0GDBNQ5YQhbLL9EGDF4ZGvwvYMycpz5gRnNgAUP/jKVOA2bPtFhrseZOHWSzVJctYqo43bgTeegv47TfbE3fuLE98zKnNgPgYmJll4hkzghMbAKCwEJg0CXjhBbuFBo+x5GFFxckNqkjX1WhL8cUXwC23BMe+eDFw773UL0d0mRVm5ijYKtnrVLorB76oyodFam0hA+e6vUhDUZVyZT5wG4oU4/R04PXXw5973n4bGDAgvvGIPm+lGmuanaHLYqkoyxOLHkvV8YoVwG23Bce+eDFw//3UV110fMzMAezUuq3Y9AKGFy63jmJo0Dw6XIYhS8hx5zyPF7mGDx63Cc0sgu4phKHrBxdgz5x0rGmhiQ2BWrQI6NePPW8yMXtilupSxRP/739UFSdQ779PrSmHDxcfHzMzID4GZmZZGIjsid95B+jTh8dYMrHCnpiTG1SRVW5M02yWoJRSEO/eHWpYLd1yC2V1ZWbKVXaFmbmGbKAkqvJh4VpbVBRDSFsLA15k+4sOxZMJL7K8u7lcWarzli1U6jac1q+3S1PFKx5Arn2S7KxpypYbY7EA2J5Y9FiKxAUFVMbcSTffTC1/DEOeeJmZq7BRshcG9hzyuJrPBa3YD9OVB5g6Mv0a9pXoSdm2wvLMWvFueHQXsuAHfIElfiULmDk2vHkz/ZYLp1h4YkCubU51Zk/MUl0qeOKdO6mMuZNuuonmiTMy5ImXOTUZEB8DM7MsvHFjZH9UG08MyLWNzEnjidNEB8CqgQLLhEQqKRLNMvHgTz4BysvDx//hh2LjY2aOFUexDLW28MJjFsPQvPBoxTBML3R4ocOX8JB1+ILi0eGTa58yi+HsbERUXp40Y4o5hsxiqS5ZxlI4/vhjoKLCOXbTBJYskSteZuZwfPAxHX7o8B7ytDBN6PBJEWKs2fLMuuaj1hOiA2JODDdogIjKyYnpmJJim5nBYikvWcZSOF66FKisdI69spI9MbM8LEMMzMwycM7BZO5wqq0nlmkbmUNZUXHlBlWk6/K3pSgtjbwNpaXiy6ykMls/KNLS5IhHVY5yjIVrbeHx+MO2tYhlyV+r7YS1fo/bdIhHgRKGzPHlli2BgQOBzz5zPm6PGiXNmGLmcmMsFgDbE4seS3XxxCUlcsWbasyeuMbnZ8MshuHxA3oxMXYjq74Jq22FHz543IBmZCHDbUizCdGybnrhcRch24Dtmd0+wNDlCJA5/ty6NdC/P/D5587H7X/9iz1vsjF7YpbqUsETW3fshlNxsVzxphqzJ+bzMzNzVW7TBujbF1i50vm4fdZZPMaSjRX2xJzcoIp8PrtMiMWylXk5+ujI29Chg/gyK6nKCxcCM2cCW7cC6enU127yZDKwsVi/aQI7dgB79wLt2onf3ngyUKd1GCV7w7a1qFryN9vvC2prUbUEcJrfi8ziImS5ELL8obYTgW0zZNmHzHLxrbcCv/1Gx4dAjRpFfdRqUm6ssBDYvh1o1IjaEHF5MvlY05QtN8ZiAbA9seixxJ5YTX7rLfLEf/5JnnjECPLEgT/o6+qJt28H9u1T3xMDYZcxvF4YVVqz6SV+mEYeis1coa3YouGqHjrPVwittABZhgH2zCnMt90GXHopHR8CdfbZwAkn1M4TN25Mk4fseeVj9sQs1aWCJ+7QIfI2HH20XPGmCrtcwIIFwLPPAn/9Ra1BRo4EJk2i5VLNE8dqm5mZk4Vvuw2YMIGOD4EaMwbo0aPmnriggG6uk2kbmW1W2BNzcoNKCiwTEqmESHXLxIuPPx449lhgzZrQ2Nu3B048Edi/X1x8qcovvQQ8+KD9WVRUAIsWAatXA08/DTRsWLf1f/UVMH069VwCgOOOA268EejUSY7tjzUDcXsPq+QvNC9cmg9+00SaWQyXBrg0HwpNz8ESwJTc4DJ90OCFcfD5wOVj3nbCNIFdu+iHiVW2VZbPhLlu3KQJ8M47wNtvA19+SSXGTj8d6NwZ2LMnuvVVVADPPAPMm2ffsTxkCHDFFdUfYwDx+yDVmMVSXbKMpXDcvTtN1q5bFxr7P/5BFXP27ZMn3lThF18EHnnE/iwqKujc9+OPwFNP1d0Tf/EF8OijwIYN9Phxx1E/6eOOk2P7a3OuqMFrdM0Hn1kJj1YMv2lCB+CCAS8MaTbJ4qoeWtMqqQWFqVe/AtMkT7x/P3viZOOmTW1P/NVX5ImHD6fftdF64vJy+o09bx5QVkbPDxkCXHklkJsrfhuZg5nFUl2yjKVwfMIJlOBgzRcG6sgjgX792BOL4LlzybNaKi+nBODVq2PjiVesAGbMAH79lR7v1Am4+Wa6ZiDD9judC0THoCKbpu2J6/qdYZaLmze3PfHXX5OHtTxxYWF06ysvp+PJ/Pm2Jz75ZLpmlJYmfhuZg1lRcXKDKtJ1+dtSmCbw2GPAPfcAy5fbsffqBTzxBFCvHpW8kqnsSnW8bx+wZQtNRDdqJD6emnJ6Ok2uOOn334FPPqFMvNquf/164PLLg9f788/AhRcCr79OpYxk2h+SlyurWvIXZjEC20hULQGsmUXQPYUwdN1x+Zi1nfj+e+Dhh4G1a2n7jzoKmDYN6NJFjs+EOTZ87rl0B6vHQ1yTEpEPPgi88ELwsWDpUvox++67cp+3Uo01zc7QZbFUlOWJRY+l6vjxx8kTf/qpHXufPvR4ZiZdWJcp3mg98RFHAIcdJj6emnJaGiXhOWnLFvrtcvHFtV//2rV08TJQgZ64dWu59kccPK/h1mEYfsCtI1Irtkp3FnabRkI3KbDthLOH9gEePTpP/OCD9kWaDh3IE3fuLMdnxhwbHjuW7mCtjSe+/366aBSopUuBTZuAl1+WZxuZ2ROz1JdKnvjuu4H//c+OvW9fdT3x3r3kHY88EsjLEx9PTRkI74k3b6bfLuPH1379v/wCTJwYvN6ffgIuuAB44w26e1um/VELz8vsAb79FnjoITup++ijyRN36iRHfMx159xcYNw44IwzaueJ77mHEhsCtWQJeeL58+XYRmblPTEnN6giq9yYptksYykll4sSHHbuJLPndtPdSrpOJfhFl1mJlvfupUyywD70PXsC119PF3ZFxxctf/89nXjCaeVKmnSt7frDJU5UVFBCy113ybU/FC9XFlIC2OcFSvYCek783v+rr0J/mGzYQBfCX3yRElhEfybMYnnfvtDEBktbt1Km77nnSjmmUpI1TdlyYywWANsTix5L1bGu06St5Yk9HqBjR/U88Z49wA03BPehP+EE8sRHHik+vmj5u+/sykJOWrkSOO+82q8/nCcuLweefJIm+2TaHwnwvOFasRXBi2y/EdR6LbC1mg9Z8PmMGodcXuKF7vIhzTRDWruFtp2ohYf+4gu7XLOl9ettT9y6tfjPjFks790bmthg6fffKeF33Di5Yk5lZk/MUl2qeGLDIC+0Ywe1w8zKojv4VfPEhYXkiVessD+DXr3IEx9xhPj4ouVvvwUOHEBYrVxJSX61XX+4xAm/n+aJ77xTrv0RA8+bcrxiBTBlSvDnu24deeJ58yiBRaZ4mRPPhYWhiQ2WNm8G3nuPvi8yxZzKrLAnThMdAKsGCiwTUl1ZoOqWiTe3aEEm7/DD5YinJlxZSaXUAxMbAOCbb4CpU8mQyRRvJE5PR0Slp9d+/ZWVlH0bTl99JX7748UyxJAoDjdBB1B5KdHxMYvn1asRUd99V/36RG9DqjGLpbpkGUvRsOWJmzeXI56acGUlVegKTGwAqDTl9dfThXuZ4o3E1XniupTGLC+nu9TC6euvxW9/bTkO69Thh2F64TGLYWheeLTiINbhq9XqXaYPaZoZsj6PVgy77UQd4g/niU2TJvJl+cyYxfEPPyCiVq8WHyNzMLNYqkuWsRQNt2xJnrhZMzniqQlXVAD/93/BiQ0AzXvecINantjlQkTVZZ7Y73duVW3p22/Fb384liEGVXjOnNDPFqDfjjNnio+PWTxX54lXrRIfI3MwKyqu3KCKdF2NthTJwD//TAdZJ/3xB/WkHzlSnngjcffuVCZt927n7RkypPbrr6ykieDKSud1Z2aK334uV1Z3/v778Melb78VHx+zeM7Kinz+ssqX8ZiSgzXNztBlsVSU5YlFj6VU4NWrgR9/dP4cfvuNJnSHD5cn3kjcsyeV1iwsdN6eoUNrv35rQjucDEP89kvkeQ13BgyzCMGt1OzWal63DgPeQ20sXG49qK1FOIZnPzx6Ggx3BkJbtfkQVduJcFxZGXmSjj0xs8cDZGdHPhbIECMze2JW8og9ceJ41arwiaybN5MPOO00eeKtzhPn5FB1NifVZZ5YVU9sxSZTTLJyRUX434cAe2Jm4urmibOzxcfInBSemJMbVJFVbkzTbOZSSvHhSCdpgCa2hgyRJ95I7PMBN91Ed9dVlcdDZZL//pvuJqzp+v1+YOBA6lHspCFDxG8/lyurOxtG+JJ1mZni46stmyaV2/v0UxoLp55KLTZkiU8l7tIFaNCA2lM46aSTaDkeU3KwpilbbozFAmD7G9FjKRW4Ok+8ahUd42WJtzpPfOON9FdVWVnU+zM/n+4mrOn6KyrIE1et+mZp6FDx26+Q5zVQCCOgjQWgB7W1CMuH2kzosY/P76cLSFYFv6pS3ROvWEHf36ws8sStW8sTn0p8/PG0D4uK4Kh+/WwPJkvMqczsiVmqiz1x4ri6apWrVpEXlCXeSOz30xzxLbeEbkd2NrBxY908cf/+oVXfLMk6TwyIj0EV9vupukdFBRxlGHLFW1NP/Pnn5ImzsylhqVUreeJTibt1o7n2cK3S+/ZlTywTK+yJ06dNmyY6BqX073//+7JmzZo1u+yyyxL7xnv2kLkoK6ODbVER9fC1SqhaXFIS+hhzzTg/ny56hlOvXtQfTpZ4q+MjjqCYd+ygRAZLPh+1lVi4EOjRgybsarr+vDzgiy9CL343aUKTx8n4fUzGbYrEmzZRj1gnDR4MHHWUXPFGw14vcM011B/7p5+obcJrrwHbtwPt2omPTzXWdZoE/+ST0O9Iv37A2WfT/3lMycFlZZSMUt3dhTHUrFmzkJ+fnz9t2rRZCXtTVtwl3BOLHkupwNu2UcWycOrdGzjmGHnirY6PPBI44QRnT/zjj8Dbb9PdbBkZtffEXm/wPmrWjDxxcbH47WfPWzfeuJGq+DnppJPU9MQHDlDP5JkzbU/86qv0XNu24uNTjXWdyq47Jf8PHEi/nUTHyMyemBVzsSdOAd62jSqWhVPv3sDRR8sTb3XcoQPNA+/YQd8hS14veeJFi2geOT29dp545cpQT9y8ObXwKCoSv/3seWvPxcXAhg3An386j4UhQ+g6hCzx1sQTT54MPPssVfS2PHFBAd0IJzo+1dgwqFX9p5+GfkdOOQUYMEB8jMxJ4Ym5coMqMgwqG2Wa9H/DoP/n5AQzEPoYc814+HDgscdCjZilM8+kOzJkiTcaPvFEYP9+Kg9VVUVFwP33A/Pn13z9HTsCb7wBvPQSZTaWl9OkzWWX0T4qLJRj+yNxgwY0WblnD9C0afXLp9oYu+oqYO1aOvEFqkkT4LrraBJPpnij4dmznX+YLlpEE9Njx8oVrwo8ahRlNM+eTaXKGzcGRoygbNzcXB5TsrFh1MqKsFhSyDBsTyx6LCU7jxgBPPFE+Cz+M85QzxMPGkSVhr77LnR79u8nT/ziizVf/3HHAQsWkJ/+7DNqY2B5Yo9HHU/866+0f5o2pckN0THJxBMnAuvWAbt2BX9vmjYlT+xyyRVvNDxrFvDNN6FjYeFC8sRjxsgVrwp89tk0CT57NiWIN25MLS379KFJRBliZLbZMOrqSlgscTIM9sSJ4pEjyROHa7swcqR6nnjwYGDvXudWtPv2AQ88ALzwQs3X36kTeeJ58+gu+MpKuuD9f/8nrycGgh+rqAD++os+73/8A2jUSHyMMvGkSZTgUFAQ/L1p3pySZlX0xM8843zN5M03KRno7LPlilcFHj2akqVnz6bK4c2a0X4cNoyOPTLEyGyzYdTNkwgSJzeoIl2nk4OmcZ+oeLPHA0yfThd1q+rGG+kCnkzxRssffhj++/Xjj0B+PmXY1mZ/3XMPZW+WlBC73cQybb8Tr18P3HsvsHUr7Ye0NOCCC4Bp03iMWdy2LfDWW8DLLwMffUSPDRpEE7z16tFnLlO81bFhUEJOOL33HnDRRaGvLysD5s6lcoN5ecA55wCdO4vfHpm4Wzcy/YHHgGi+H6k2pkSzwr3UWCwAticWPZZSgT0e4OGHaQKrqm65he5QlineaPmDD8J/v1atooTOhg1rt7/uvVdNT7x2LXDfffZdWGlplOx5883yxCia27WzPfHHH9NjJ51EvxlV9cQLFoQfC++/D1x4YejrS0vJE69eTZ549Gi6kCF6e2Ti7t3pDt6qnhiQJ0Zm9sQs9cWeOPGeeMqU0M/httuAFi3kijcWnvi774Ddu+2kjZqsv2lTShhWxRMD9mNffgnceqtd5c3lIk98441yxSyS27e3PfHSpfTY4MHAlVeq6Yl1nZIYwun994HzznP2xHPmkCdu1Ig9sRP36EGVHgH5jwOpzAp7Yk5uUEVWLzVNs5n7RMWPBw+mO1bmzaMJzpYtqWKD1XNMdHy14cJCRFRhIfWLlSXeePPGjTQZGdgnrLKSJusMg0wZjzHinBz6EXfFFXZ2pa4f7G+coHh276akhDVrKMFo9Gj6wVTT9W3fHrmP1G+/hY7x338HLr2Utt3S22/T3WyXXy7+81GdAfExpBIr3EuNxQJge2LRYylVeNgwmryaP588catW5ImbNlXXE+/Zg4gqKKCJTFnijTdv2EBJq5WV9j6orKTKbG43tfISHaMsnJND++PKK8V54oIC8sRr11JbsNGjqaJaTde3bRv1TQ6nLVtCx/iWLcCECXRHp6W33wbGjaPHRX8+sjMgPgZmm9kTs1QXe+LE8imn0AXQ+fOpilPr1uSJmzRR1xMHznE5qaCAEl5liTfe5+fNm2nuL3Ce2O+nqm7161PbAlliFs05OcC119K8uihPvGsXJequW0fj8ZxzaueJt24N/syravPm0DG+aRNVI9m/315u4ULg/POBSy4R//nIxoD4GJjDs8KemJMbVJKmUTZN4P+rMlD9MszR8T/+QRd0rTItPh8lAMgSX025Y0eq0OCkzEwqn+n1yhNvvPmVV8Kbl3nz6O59HmNy8Pff06S7ZYgAKo93113Up6sm6wvsJ+ik9PTg5SsrKWvb6Uffa68BXbsCJ58s1/5SjQHxMaQas1iqS5axlCp8xBHJ54l//lIy6ksAACAASURBVBmOql+fPPGBA/LEG29++eXgxIZAzZ9PiZyWP5Il5lTl774jT1xaan9Gzz8P3H030K9fzdZn3ZEYToGeIdATByY2WHr5ZfLEQ4bItb9kY0B8DMyhnwmLpbJkGUupwkceSUmOyeKJjz2WbiBykttNF4xLS+WJN97n5xdfjDxPfNlldp960TGnOn/7LXnisjL7M5o9m6ro9elTs/Xt2IGICueJAxMbLM2fT574pJPk2l+iGRAfA3P1n5GC4uQGVaTr3JaCuW48fjxlNDplYl1yCZXfLSmRJ95489q14cdbWRlN+LVqxWNMNBsGcP31wYkNlu64A3jnHbp7tCbri6TGjYOX37mT7mgMp48/pp7ksuwvFZnHFJcbY7FqIssTix5LzOry+PF0553TXeuXXgo0aABkZMgTr0hPXFpqV+yQKeZUZF0Hpk4NTmywdPvtNffE9epFPtY2bRq8fH4+Vb4LpyVLgH/+U579JSMD4mNgZk/MSh6xJ2auK190Ed1tXl4e+v36v/+jlhRpafLEG+/z8y+/hB9vJSVUyeLww+WIOZXZ5SJPHJjYYOnWW6ndcCzniZs1C15+2zaq5hBOH30EnHqqPPtLBrbGmEwxMSeFJ+bkBlVklRvTNJu5zAtzTbhxY2D6dOoT9/vv9FhaGvVSvfJK8fElmrOzEVFWnzAeY2J52TL6ARFOixZR5ny062vZkn6gFRU5r2/YMDsByOdDtZUedu8OXl70/lKRAfExpBJrmnOSG4uliixPLHosMavLTZvanviPP+ix9HTyxJdfLj4+2TyxrouPkRn45JPwbQZNE3j3XWDSpOjX16oVTWhZXqyqauqJ9+xhT8yeVy1mT8xSXeyJmevKzZsDjzxCf1u30mMZGZQIPGGC+PgSfX5u0AAR5XLJE3Mq89Kl4dsMWp544sTo19e6NV0DcEqWAEI9cXXVzwoL2ROzB1aLFfbEnNygkqqWwTHNUAaqX4Y5dbljR7oY/NtvZAQaNaKJrfR0Kr0lOr5E8vDhwIoVcFS3bpSN61ReDpBnG1KBd+92/ows1bQEoK5TMs8DD4Su6/DDgdNPt1+zcydVNIlUoumoo+TaXyoyID6GVGMWS3XJMpaY1eXjjqM73S1P3LgxJUCmpckRXyJ5xAjgyy/hqO7d6W4ln0+umFORY+2JDYP6JD/4YOi6WrQATjvNfs3OnUBubuT3P/JIufaXjAyIj4E59DNhsVSWLGOJWV3u3JkuBm/ZQu1YU9ETA/TvyJHhPfEJJwBNmrAnloEj3QAH1NwT16tH88SPPBK6rlatgFNOsV+zcyeQlxf5/XmeOPwYkykm5tDPSEFxcoMq0nVuS8EcG87MpInK4mLK1LLKLxUW0nOi40sUn346VQVYsiR4rOXm0p184cr78RhLLB97bORj49FH13z9F11EP9gef5zu2NQ0Sna57jpa7rvvaKLXakfRsCH9yKuqevWAc8+1179pE/DYY9T7LT2deqydf37NyqGlIvOY4nJjLFZNZHli0WOJWX128sSmmXqeeMQIYPlyKqEaqJwc4O675YiRuXpP3KFDzdd/8cWU7P7EE3THZlqa7Ynr1we++QZ46CHg11/pPcJ54vr1gTFj7PVv3Eg++5tv6Hg9eDB7Yva88jF7YpbqYk/MHEtP3KNH6npigB4bMwb49FPgv/8NHmu5ucBdd8kVcypzPOaJL72U5omffBL480/yxCNHAtdeS3O/X39N88SbNtF7hPPEHg8werS9/g0byGd/+63tiS+4IPU8sTXGZIqJOSk8MSc3yK4NG+jguWwZXSwbNgy45BI6IHKZF+a68l9/ATNn0gV+06Ry/RdcQHfx+P3i44snl5cDN99MdyUtWUJtCo46CjjvPDIZXi+PMRm4fXugSxdg9WqEKDcXGDCgduW+/vlPMpVbt9IdiVlZ9JkvXw5MmRL8Pk6GtXVr4D//obJ1Ph+wfj39EDpwwF5mwQIql/b665TtK8P+lJEB8TGkEmuasuXGWCmu9evJEy9fTuVS+/encqmAHGOLWW3+80/yxB99RJ44O5vaVFxxRWp44ltuIU/80UfkiTt0IK/UvDktKzpGZuCII6jiyM8/I0R5eXRMrI0nHj4cGDo01BMvW2a3frPk5InbtKEkmOxsWu/atZT86/Xay7z+OvDxx/Rvy5Zy7E/2vMzsiVmqau1aSjz79FPyxAMH0oU5QI6xxaw2b91qe2KAzu8XXQRcdlnyemLAfuy++4B+/YDPP6f5vS5d6MalZs3YE8vCHTpQgsOaNQjRYYcBffvWzhOPHAmcfHKoJ166lBJ/A+Xkidu2JU/s8dB6f/kFGDs22Gu8/ro9T9yihRz7kz0ws8KemJMbZNa339IJtLjYfuyZZ2hSd84cmngzTXqcy7ww15R9Ppqw+u03HFJREfDUU3SQu/ZaueKNBwPAiSeSefH5KCs5Jyfy6wG5tiHZGaC+2DfeSMdES23a0A/6+vVrv/60NPqhZp3QNQ148UWEVbdulIHbvDnQtStdDLDKnT3ySHBig6U9e4DnnqNECBn2p4wMiI8h1ZjFUk1ff00JadYPY4DumvjqK+Dll2liV4axxawme72U2PjHHzik/fvpLpuSEnpOpnjj5bcGDaKyq5YnBuSKMdUZAB59FLjpJqoyZqltW6o6V69e7dfv5InnzEFY9egBnH02tXTr2pUudlie+OGHgxMbLBUWAs8/D0ybJsf+FMGA+BiYQz8TFkslffklMGQIUFpqP2Z54pdeopviZBhbzGrygQPA5MmU9Gtp/36qUFpSAkyaJFe88Tg/p6dTcsPw4XRns+WLRcfIbDNA38kbbgB++AGH1K4d+dDMzNqv38kTv/ACwqpnT+Bf/3L2xA895HzBePdu8tm33y7H/kz0GJMlJubQz0hBcXKDzJo8OTixwdL69XRH8NixXOalJlxeTv/KEo9oXrQoOLEhUHPnUplSmeKVhXmMJZ49HmDhQprIXbOGqiAMHEg/6EtKYvd+lZXAqlXhj8mrVwPPPkuvcbvp+OzxkBH4/PPwr1u+XK79KRvzmOJyYyxWdZo0KTixwdK6dcBbb1HVJdFjSyVmTxzMb70VnNgQqDlzqGqeTPHy+Tl12eMB3n6bEn7XrqVKYgMGxN4TV1QAP/0U/pj8449000VVT2yawBdfhH/d8uU00SvL/uQxldrMnpiloq6+OjixwdKaNXR+OPdc8WNLJWZPHMwLFgQnNgTqhReSd54YEB8Dc8098TvvUAu0devoBrgBA8gPx9ITl5c7V4iw9PPPwNNPh3riigq6QSOcli8H7r9fnv3JYyy1WWFPzMkNsio/nzJyw+m//6VyOVzmpXr+5BO6S+TXXyl7z+qZlJkpR3yieOVKRNTXX1MGoizxysKA+BhSldu1o1YUOTlAWVns1+/30//DlWIKd8yorHRe3lJ5OS0nev/JyoD4GFKJNU3ZcmOsFNW2bTRpEU7vvQecc474saUCf/wxTUxu3Eh3eVue2DDkiE9GT2ya5Im7dZMnXj4/M7dvT60o4umJ09NpYtZJ4TyxYTgvbynVPTEgPgZmm9kTs1TT1q3A99+Hf/6994CzzhI/tlTgJUvopq6NG6kaqOWJdV2O+GT0xJWV9Jvs+OPliZfPz8z/+Ae1osjJocSveHjiSHe2h/sd7XI5L28p1TwxID4G5vCssCdOEx0AK4ycSjlWfd407YNrYEkRp8dSld96i8rZ//orPXbgAPU1uuCCyPswFbi6ySddlytemViGGJjjw4MGIaxOPtn59YYBdO8e/nV9+8qzfbKyDDGkErNYKsmp5U/V52UZWzLzggXAzTfTJC5AF0Rfew248EL6ISs6PpGcmYmISmVPLEMMzInntDRqjxlOw4Y5v75ePbroEU7sieWIgZk9MUtNsSeODb/xBnDrrbYnLi0FXn0VGD+eLmSKjk8kVzdPbBhyxcvnZ+Z4c3p67Tyx2w107hz+dX36yLF9PMaYFffEXLlBVrVqRXcpb9ni/HyfPqlV5kXTKAv5+++BRo3oDr3mzSO/vqwMmD3bef9t2EDVL047TY7tE8Gnngq8+abz/vF4qJxTRYU88crCyTrGmIknTqT2Ezt2BI+Jww+nVkFut/Prb76Zeg9XreJQvz6VjpRl+2RkHlOJZU2zM3RZLBXUpg2VXg/XNmDAALozQvTYShQDwLvvUn/Rxo3JEzdrFvn1paXhPfG6dXT32imnyLF9ojzxwoXO+yc7m/rulpfLEy+fn5kTwVdfTe0ndu4MHhMtW5InrlfP+fW33kqe2DSDX+d2A1ddJc/28ZhiZk/MUk3t29MxOFzbgFT0xO+8Q61FGzcGxowBmjSJ/PqSkvCeeM0aqnI2dKgc2yfKE7/zjvP+adiQrkX4/fLEy+dn5kTwpEnkiQsKgsdEq1b0XGZmeE88enSoJ/Z4gCuvlGf7eIwxK+yJOblBVqWlAf/5DzBuXOhz2dnA2LGpU+Zlxw7g//6PyhJbevZZmlQZNSr867/7zrkXnaXly4GBA8Vvnyju1o2yD5ctC903t99O38H9++WJVxYGxMfAHD/Ozqas/VdeoWNERQWNE6vf9t69zq8/9ljqy/3II3aP4oEDqSdh8+apVW6Mx5RYLiykC58rV9L3t2tX+kFlPa9pypYbY6Wo0tPJE19wQehzDRqQJ5Zh7CWCt28HJkwA8vPtfTBzJnDNNcAZZ4R//bffRr7bb/lyoH9/8dsninv0oMpNy5eH7pvbb6fjpkzx8vmZORHcoAF54ldfDfbEl15KE2HhPHHHjuSJp08P9cTNmqW2JwbEx5BKXFhIF+lWrqQE9K5d6eKn9Tx7YpZqSk8H7roLuOii0OcaNKDvtwxjLxGcn0+eePt2ex/MnAlcdx0wYkT413/9deRKycuX0wV80dsninv1onP2Z5+F7ps77qB/ZYqXz8/MieCGDani4SuvAJ9+Sp5iyBCaJ65fP7wn7tSJWkJOnw78/DM9f+KJ5ImbNk0tTwyIjyGVefdu2xObZlLNE3Nyg8waO5YuMN95p91WoVcv4Lbb6C7iwkI7+yuwhEjVx1Tnm28OTmyw9Nhj1FtpwADn16dV03UlLU2O7RPFaWmURdivH10I27WL7oycMAHo3ZsOajLFKwsD4mNgji/n5QFTp1IGbmEh9W4zjOrHxPHHA48/TkkQmZlkeJ2O08zBDIiPIVm4pISqj1ieAaAfX4sXA/Pm0V2W1rIslko6/3wgI4M8sVVCtnt38sTNm6eOZ7n55uDEBkuPPgoccUTkku+RxJ6Yvkv9+lGluF27qGLIpZemticGxMfALJYPO6x2nrhrV/bEPKbEcnEx3RW5aRMO6dNPgQ8/BF58kb6X1rIslkoaP56qM0ybZn+/e/QgH9OsWWp4lspKaj8cmNhg6ZFHgCOPpLlzp9dXN08sw/aJ5LQ0SuwdMIDmiQsKgLZtyRP36pW83y9AfAzMcnOjRsANNwBTptTME3frBjzxBHtiQHwMqcpFReSJN2/GIS1fThXt586l77G1rILi5AbZNWYMZdJs3Ajs20d3Fbvd9GMtFcq8FBTYd3w4ackSKhnm9Pru3Wl/7d/v/NqhQ8Vvn2i27nicMIG+UyUltIws8cnIyTbGmGPP1hgKd5xm5jEVL37ooeDEBksbNgCzZtEFCk2zM3hZLJV07rnki3/9lbxdWlpqeZYdO+w7Ppy0ZAndVe30+p49iYuLnV/Lnpg88bhxVC2OPTGfn5nZE/OYUpsfeCA4scHSunXAc88B117LnpilrsaNo3m8X3+lixaallqeJT8fWLs2/P5ZsoSqDzi9/oQT6E7rcFV+2RPTXeqp5okB8TEwJzenuifmMSaO7703OLHB0po11KZpyhSlPTEnN6ggTQNyc6mcrFUiJFXKvITrr2xpx47w+wQArriCfthWVZcuVEJI9PYxq8eA+BiYmZOJAfExJAu//TbC6s036c5LTbPPmyyWatI0qq7j9YYv/5isXJ0n3r49vCfWNODyy4GHHw59XdeulBQhevuY5WNAfAzMzMnEgPgYUoWr88QTJ7InZqkt9sTh9fff4T1xWhp54unTQ1/XrRuVjBe9fcx8fmZmTjYGxMeQqrxoEcLqzTepqoPCnpiTG1RSYCmXVCnz0qpV5H3Spk3k1596KtCyJfX9/Plnylw680wauC4XZczJtL3M8jMgPgZm5mRiQHwMycJ79yKs9u0L3tcslsoSPdZEcOvWkfdJ69aRX3/66eSr584lT5ydbXvijAz2xMyhDIiPgZk5mRgQH0OqcCRPvGdP8GfCYqks0WNNBLdpE3mftGkT+fUjRpBvnjsX+OUXqt41ahTdHJeezp44FRkQHwMzczIzID6GVGTTDF/RHiC/HPgZKShOblBFuk4X4zUttcq8tG1LCQoffhi6T9LTqURxdesbMgQYOTK0nFaqlgJi5lJKzMwyMY+p2HGnTsDq1c4+4rjjyEtomp3By2KpKMsTyzT2EsHt2wPDhgEffRS6TzIyovPEw4ZRQgN7YmY+PzMz85hKZu7UKXx70y5d7Lk19sQslZWqnviII2ied+nS0H3ickXniU8+mRIa2BMz8/mZmZnHWDLzscdSCwonJYEn5uQGVeTz0Z+m2ZwqZV5uv536oX32mb0/GjYE7r6byrCFKzfGzMyllJKTKyqAVavosSZNxMfDXDcGxMeQLHzRRcDkyXDUhAm2j7DOmyyWivL5xI81UXznnUBZGfD55/b+aNgQuOceamFnjW1Z4mVWmwHxMTBH5kBP3LSp+HiYIzMgPoZU4Ysvph7CTrr0UlqePTFLdfl84seaKJ42jVo3r1hh74+GDYH77qN/rbEtS7zMcjMgPgbmunF5OXliTeN5YhkZEB9DqvLFFwPXXQdHJYEn5uQGlRRYJiSVyry43cCzz1IJ3W++AQ4/HBg0iJ4vLBQfH3NqMSA+hlTmN94A5s0DioroscaNgTvuoMx9GeJj5jEViUtLaRImXusfNAi44QZg5ky79JjHA1xzDd2x7fPZy7JYKkv0WBbFHg/w3HPsiZkTw4D4GJidGQBef508cXExcZMm5IkHDxYfHzOPKdGe+KSTgKlTgVmzgj3xddfR70b2xKxkkeixLIqzsoDZs6lCyzffAC1a0LgH2BMz15wB8TEw144B4LXXyBNbF9GbNqWbAqzfyTLFm6oMiI9BVo63Jx46FLj2WjpnWp44K4t88qBByntiTm5QRbqemm0pArljR6BtWy4XxsyllFKV33wTeOqp4GPjzp3AxInAu+9SeUKZ4mXmMWXxDz8Ajz9u313Zpw9dgGjdOvbvd845wHnnAb/+Snd4t2tHVY6s5zXNzuBlsVSU5YllGNvsiZmTmQHxMTA78+uvA08/HXxs3LGDPPF771EbG5niZeYxZfH335Mnttqo9etHnrhly9i/35gxwPnnkyc+cIA9MSv5xJ6YWi+2a8eemJnPz6nKr7wCPPNM8LFx+3bgqquA99+3fzPLEm+qMo+xUP7uO+Cxx+w2av36UVJOixaxf7+xY4ELLyRP7PXSeTM3Nyk8MSc3qCKfzy4TYjGXeWFm5lJKqcKmGTqJG6gnngAeflieeJl5TFn8+edUOSFQX3xBfe9ffRXIyYnP+3fsSKZ171563Hpe02xmsVSUzyfH2GZmTnYGxMfAHMqVleE9sWkCTz4JPPCAPPEy85iy+NNP6S6xQK1YAZxxBl2ciIcnzsmhi5/siVnJKJ9PjrHNzKw6A+JjYK45V1SEJjZYqqwkT3zfffLEm8oMiI9BJv7kE+DGGxGkFStonvjll6m9EnviqMTJDarI+uKZJmXVlJbSHctVGah+GWZm5tozjzEx7PMBf/8d/hi5ejUdI2WJl5nHlMVVq41YKiujpJzLL09sPKZJGboslqqyPLHosc3MnOwMiI+BOZTLyqhKQzixJ5aXU31MhbsAUVpKCTsTJiQ2HtNkT8xSW+yJmZn5/JzKXFwM7NoV/hj54498jJSFeYwFczhPXFxMnvjSSxMbj2kq64k5uUEVGQZl2Jgm/d8w6P85OcEMhD7GzMwcO+YxJoYrKyMfIxs0sI+RMsTLzGPKMOh7u2lT+O/tDz8AjRolPj7DqLsvYbFEyTD4eM/MzOfn1OWsrMjHSPbE8nIqj6nycmDz5vDf2+++A265JfHxGUZsvAmLJUKGwcd7ZmY+P6cuu92Rj5HsieVhHmM2+3zA77+H/97yPHGNxMkNqkjXqZeaptHB2zS5hw0zs+x9orxeoKgouI+RDNugKg8bBnz0kfMx8uyzud+kqpzM563qynqJ+M4q3EuNxQJge2KZxjozczIyELt1er3A/v3siWPBubnA0KHAxx87HyPZE8vLsRxTqvGBA5HP7YbBnpjFqqnYEzMzq3d+PnCAPXEsPfHgwVTi30nsieXhRI4x2bm0NPK5nT1xjSQ8uUHTNBeAKwF0AXA8gGMAuABMME1zdg3X1QbAbxEWed00zTG1i1SwfD67B4rFInvYfPstlUlZtYoy4YYPBy66iDLyZephw8wsok9UeTlw993AG2/QY5mZwDnnABMnUilZ0dugKk+dSsecqmXHunWj/Ss6PmbuvVaVTRM44QTg66/hqJNOSnx8CvdSS3axJ45SlieWZax//TWVFVy92vbEF18M+P1yxMfMLPL87PcD//kPsGCB7YnHjAGuvJI9cV34uuvIExcUIEjduwP/+pf4+JhTz/NWx5oG9OhB80hOYk/MChB74iglmyf+6ivyxD/+SJ54xAjyxD6fHPExM4s8P/v9wF13kSf2+4F69WxPXFoqfh+oylOn0u/w3bsRpJ49gVGjxMfHzB64KqenA127UoUGJw0axJ64BhKe3ADADWDGwf/vALAdQMs6rvNHAIscHv+ljusVK02jCyWB/6/KQPXL1JWXLQOmTLHjOnAAmD0b+Pxz4LHHgIYN4/v+zMwiGYi8TGUlcO21wBdf4JAOHADmzQP++AP497/Fb4Oq3LQp8PzzdAz65hsyBL16AaNH0w8Dn0+ueJljM6ZU5yuuAH75xTb0lpo1s/uoidjnLBnFnjhayTC2TZPuErnmGjsuyxOvWEGeWHR8zMx1YaBu67A88Zdf4pAOHADmzgW2bgXuuEP8NqrKzZsDL7xAx6BvvgEyMoDevSnZNzOTPbGsDIiPQSRfcQWwZk3oHWvNm9MFUFGfCUtGsSeOVjKMbdOkCptTp9pxHTgAPPccsHIlMGOG+PiYmSMxEN/3qKyk6yiBN72UlQFz5gB//gncdpv4faAqH344eWJrnjgjA+jTh6o2GAZ7YlkYEB+DTHzllcDVV9NxIFAtWrAnrqFkSG4oBXAagNWmaeZrmjYNwJ11XOdq0zSn1TUwqaTrcrSlqFcPeOgh5xg3bKDymBMmyFHmhZlZRCmlTZuCExsC9dln1FepaVO5tkklbt4cuPxyumOtuJguGHs88sTHzOXJqnLHjsDChXTB87PPgLQ0Kic9ZQpQvz59h7ncGIvEnjgaWZ5Y9NiuVw944AHnGNevp4uOF18sz7GImTnR5+cNG4ITGwK1bBkwfjx74rp64iuuoItJ7InV4LqOKdW5U6dgT5yeTp74mmvonMqemGWLPXE0ksUTZ2YCDz7oHOPatfY5X5ZjETNzos/Pa9eGr+a5dCn9ZmRPXHs+/HD2xLJzvMeYatyli+2J//c/Ssqx5onZE9dIwpMbTNP0AfhQdBzSy+ezy4RYLKLMyy+/ANu2hY9z2TLgwgvj9/7MzKIZiLxMuMQGS198QeWHZNomZmaRDIiPId7crBmV5fZ6gb17gZwcWsbrTXw8mkb/sqQTe+Io5fPJMbZ//BHYvj18nMuWAeedJy4+ZmbR5+dwiQ2WvvySJnZk2mZm5ngyID4G0dy8ObVvZE/MiiD2xFHK55NjbK9eDezcGT7OZcuAsWPFxcfMLPr8/NVXiKiVK+mmGJn2CTNzLBkQH4NsfPjhwD33sCeuo4QnN8RJzTVNuwxAHoDdAL40TfMnwTHVXYFlQkSVeamoiBxjZWV835+ZWTQDkZcxDESUyyV+G5iZZWJAfAypxqxUUnJ7YpFjqbIycozsiZlVZ6Bu66jOE2dkiN9GZuZEMiA+BubQz4SVKmJPHC/meWJm1RmI73vwPDFzqjMgPgbm6j8jBZWsyQ1DD/4dkqZpnwK40DTNrdGsQNO078M81aFuodVSui5HW4rjjgMOOwwoKHCOs18/ucq8MDMnupTSyScDM2eGH8vDhonfBmZmmTje5y3mYNY0O0OXlQpKXk8seix17gzk5gKFhc5xsidmVp2Buq3j5JOBWbPCj2X2xMypxnUdU8zsiVl1EXviePHxx9Mdp3v2OMfZv79cY5+ZOdHn51NOofLz4TR0qPh9wMys8hhjTllPnGzJDaUA/gNgEYAtBx/rBGAagEEAPtE0rYtpmiViwquDfD67TIjFsS7zsncv8NhjwJIl9P9jjgHGjAFGjgyOYfJk4PbbQ2Ns2RI49VS7jIksZV6YmWPJQORlcnOBCROA555DiK66CmjYkMcIM3MgA+JjSCXWNPsYxEpmJb8njudY2bMHmDED+Phj8sTHHkueeMSI4BgmTwbuvDM0xlat6MIun++ZVWagbus47DDqIfzCCwjRpElAdjaPEebUYkB8DMw2sydOFbEnrqsnfvRR8sT79lHp/DFjgOHD7eX9fuDqq4G77gqNsXVrunDL53tmmRmI73s0agSMHw/MnYsQTZ5MFxp5jDAnMwPiY2AOzwp74pgkN2ia9juA1jV4ycumaZ4Xi/cOlGmaOwHcUeXh/2maNgzACgAnALgUwGNRrKub0+MHM3W71jHU2imwTMj27cCKFUBeHjBwIJCebj9n/VuTMiQ+H12Q/eUX+/3WrKEkBp8PGDfOXn7ECKBBA+Cpp4ANG6ik6PDhdOGWy4sy15R37QKefx7473+BAweAXr2AiROp2RjsvwAAIABJREFUtN327UCPHnTAlSVeoPplrrqKfvS99BKwdSvQpg1w/vnAgAF0h6fobWBmlokB8TGkGrPiJvbECVLgd/vvv4FvviHfMGRI3T2Dzwdceimwdq39fr/8Atx2G03ennuuvfwZZ9ieeONGunvO8sSB3lyWsc8sN+/cSYkAH35IvTZ796bvUnk5sGMH0LNnYj0xUPd1TJpElf9eeYU8cdu25In792dPzJx6DIiPgTn0M2HFReyJE6Rwnnjo0Lp7Bq+XkhTXr7ff7+ef6a+8HBg92l7+rLOoesNTTwGbNpEnHjGCfExamvixzqwW79xJlQ6WLKHfZr16UQKNz0fPxXqeGIj/Nk2ZQpX/Xn4Z+PNPoF078sT9+rEnZk5+BsTHwFz9Z6SgYlW5YTOAAzVY/u8YvW9UMk2zXNO02SDTOgBRmFbppOtkDisqgHvuAebPt5/zeIBp04ATTySuTRmSxYuDExsCNWMGnXADy52deSaZ5T176E70rCyguJgyf2Qqq8IsN3u9wCWXAH/9ZX/fli2jP0tuN/0gGj9efLzRllLKzARGjaJyuyUl9JjbTWNEhm1gZpaJa3veYq4da5qdocuKh9gTx1uWJzYM4N57gddft5+7/376O+mk2o+Vd98NTmwI1IwZwHnnBXvis86iKg3siZnrwmVl5In/DjgkfPIJ/VlyuylZ4Pzz1Tk/Z2YC//oXleNlT8yc6hyLMcXMnlgdsSeOtwI98d13AwsW2M898AD9nXhi7cfKokXBiQ2BmjGDboILXN4637MnZq4Ll5ZSUs327fb3raon9nio4sG4ceqcn9kTM6cyJ2KMMaekJ45JcoNpmoNjsZ44a9fBf91Co6itfD76e/zx4MQGgE6EU6dShmzHjrUrQ/LRR+Hfu6gIWLkS6No19PV+P2XslpTIUUaFWW7euBF47z3g++/pIJqWFpzY4KSSEuDBB+l7NnKk+O0BxMfAzJxMDIiPIZVY0+hfVlzEnjgBCvTEgYkNAHnWq66iO2JatIi9J963D/jyS7rrhj0xc1098TvvAKtW0WQnEJzY4KSSEuC+++i7Nnw4n5+ZmVVjQHwMzDazJ46r2BMnQJYnnjEjOLEBAPbvB664Anj1VaB589h74j17qErEsceyJ2aOnSeuVw+orAxObHBScTHd+FleDpx2Gp+fmZllZ0B8DMzhWWFPHKvKDSqo18F/t0RcSmb5fGRMw+mNN8hYmiZxTcqQWI+Fk6bJUyaFWU3+9Ve6I620FLXSnDnAqaeK3x5AfAzMzMnEgPgYUo1ZqS71PbHXCyxcGP75efOAm2+u/VipTrKMZWY1ef16uiOtrAy10gsv0F1fiThXyLLPmJmTgQHxMTCHfiasVJb6nrisLLInnj8fuOGG2o2V6sZIZaU8Y5lZTV63DrjoImpRXBvNnk0Vc2NxLpBlnzAzJyMD4mNgrv4zUlBKJjdomtYAQDMA+0zTzA94vCuA1aZpVlZZfjCAaw7iSwkLNJbSdWD37sgXhv/4o/ZlSIYNC5+Vm5VFPV8rK8WXSWGWi9etowzbv/8GDj+c2pUMGOC8/P331z6xAaDM8KIioGVLLqXEzJxMzGOKy42xaq2U9cS7dlGCQzht2lT7sTJ0KLB0qfN6s7PJE5eXix/LzHLx2rXU0uTvv6lqyJlnAv37Oy9/3321T2wAqC9vURG9D5+fmZnVYR5TcjF74qRSSntivz/8MnXxxMOGAcuXO6+3YUOgVy96b9FjmVku/uUXqtibn0/zt6NGAX37Oi9/7721T2wA6DpJcTHNR/P5mZlZXuYxJjcr7ImlSG7QNO0mAB0OYpeD/16kaVq/g/9fYZrm7ICXnAlgDoAXAYwPeHw6gCM0TfsCgFXrvhOAkw7+/3bTNL+IcfiJkc9nHwzCqUED4OOPgd9/B3JygMGD6YsZTRmSoUOp6sOaNaHrvfpq+qLLUCaFWR6ePRt45BEc0k8/AR9+CNx0EzB+fPDyu3ZRK4q6StPsMjlcSomZOTkYEB9DKnHgcZQlndgTR6FoPPFhh9meODeXPLHLFd1YOflkYO5cSuCsqsmTgYoKOcYyszw8axbw6KM4pJ9+Aj74ALjlFuCCC4KX374dWL0adVYiPDEgzz5mZk4GBsTHwGwze2KpxZ44Cvl8dDNaJOXlAUuWAFu31twTn3IKeeING0LXO3kyJfvKMJaZ5eGZM4HHHsMh/fQTsHgxcPvtwLhxwctv20bP11Wx8MSAPPuQmTkZGRAfA3N4VtgTS5HcAOAUAAOrPNbn4J+l2ahe80GGtgeAUwG4AOwA8AaAJ03T/LzuoQpUdjYwZEj4u8ny86kEr6X77weuuYYuNAORy5AYBvDcczQx99FH1FO4Qwdg9GjKsqzu9cypxfn5wYkNgbr/fuCf/6RkG2v5ulRssNSzJyXtiN5+QHwMzMzJxID4GFKNWTKLPXE0yskB+vUDVqxwfv6PP4I98X33AddeC1x4IXGksZKZSQmclifevx84+mhgzBjgjDOqfz1zavG2bcGJDYG67z7qA5ydbS8fC0/cuzfdMZmIc4UM+5iZOVkYEB8Dc+hnwpJV7ImjUW4u+YIvv3R+/rffgFtvtfm++4CpU4HzzyeONFbq1QOef558zscfkyc+9ljyxCNGVP965tTirVuDExsCdc891GbY47GXr0sVM0v9+tk+uy7xA3LsQ2bmZGVAfAzM1X9GCkqK5AbTNE+s4fJzAcx1ePx5AM/HJCjZpOuUXXvnnXQX2qZNwc83bUp3AlXVo4+S0e3dm76o1ZUhufFG4D//AerXpyyekhK5yqQwy8HhStNZ+uwz4Kyz7OWPOgpo3BjYudN5+datyQibJhnT/fuDn2/UCPj3v+XYfkB8DMzMycQ8prjcGOuQ2BNHIcsT33ILMHEisKVKm+Tmzak1QFVNn04lUXv2jG6s3HQTcPfd7ImZI/OyZeG/q6YJ/O9/1KLCWv7oo6mySEGB82vatKHkHNOkuzGLioKfb9yYfg/y+ZmZWT3mMSUXsyeWWuyJo5DliW+7DbjqKporDlSzZkB+fujrHn6YPHH37tGNlZtvpovT7ImZa+uJKyuBzz+npBhr+WOOoeScwkLn17RpY3+nnTxxkybAHXfw+ZmZWQXmMSY3K+yJpUhuYEUhn4/+GjQA3nwTeP99YOVK4l69gClTwr/2lVeATp3kKHPCnBwcznxaKiwMff0VV1CCQlXVq0dVQw47jPql5eVRVvgHH1AFkd69Kavc7Qb27hW//YD4GJiZk4kB8TGkEmuasuXGWCwAtid2u4HXXqOKZl9/Td/tvn2B668P/9qXX6Y7zmQYi8zJwdV54j17Ql9/+eWUOFNV9euTJ7YmevPyqHrIBx/QhK7lievXT4wnBuTYx8zMycKA+BiYbWZPzFJdlif2eIDXXydP/M030XniV16hhEsZxiJzcnBt5okvu4yqiVSVx0OV9HJybE+8ZAm1Qi4qAvr0Ac47L3aeGJBjHzIzJysD4mNgDs8Ke2JOblBJVpmQzEzKduzXj070P/8c+XXbtgW/3jSZmevGXbsioo4/PvT1Z51FJnTePPtutQ4d6O6zVq3oIOpyAenpwMiRVLKssJC+44ZBz8uw/YD4GJht3ruXfuTs2wcceSTQsaNc8THzmJKRWSzVZX2XDYPap51+OnmGqlUcqoo9MXOsuTpP3KVL6OvPOQcoLgbmz6fEXoAuMNx5J9CyZbAnPuMMam0hwhMDcuxj5uh4zx7gv/+lCnhHHUWJXDLFx0z/Fx0Dc+hnwmKpLOu7nJlJc27Dh5Nn2Lgx8uvYEzPHmmszTzxmDF1ke+klOznimGPIE7doEeyJzzyTWiDHwxMDcuxD5thwYaGdCNOhA32nZIovFRkQHwNz9Z+RguLkBlWk63RC17TQEiJHHhn5tW3ayFPmhDk5ePBgmqxdvTr0+9azJzBwIBnUqq8fOxa4+GI7ucHjoT/R28OllNTk998HbriBStxZatcOeOEFoH178fEx85iSkTXNztBlsVSU5Ymdvutt2kR+bdu28oxF5uTgYcOAzp2BH38M/b716gX07+/sic87D7j0Urk9MSA+Bubo+L33qL1kVU88Zw79Kzo+Zh5TMjJ7YpbqiuSJ27aN/FqeJ2aONZ9yCt1s9Msvod+3vn2p2oKTJ77gAmDCBDvhV4QnBuTYh8x153feofaSpml//9q3J0/ctq34+FKVeYzJzQp7Yk5uUEU+n10mxGKrhEh2NjBoELB8ufNrzzqLlpWhzAmzeuzz4f/ZO+/4KKr1jT+HkgABKaKA0jsoSBWlWcBKU4qoFxRQr3pVLOi1K6goioqiXsvVK4INFCn+BL0WisIFewVBmo2mQICQkACZ3x9vxtlNdje7m9k95+w+388nn+TZnT3zztlzdp7MvvMezJkD/PGH3E126qny/BNPyPpmgeOuTx9ZeiI3N3L7desC+flmLDNhUimlVauA+fNlnp94oiSKmHDM8ersbGDdOrmo6nf7GzcCN96IEmzYANxwg5RZ1H381PrnFHVKlRsjBIDniUON9dq1xaeEW/N18GB6Yur4dX6+54kbNpT/vwDPEy9ejL/o29d+Twzoi+GHH8QTlyuXGp541y5g/frEeOL160OXHt+wARg3Tu6G1H381PrnFDU9MUk9InniI4+Um46WLAn9Wl4npi6L3r8feOstSdIN9MRPPSWeOHDcnX46MH682Z4Y0N+n0Xji7t2Brl3Nii9eT9ysmf/t//STJPsWx/XKL72k//jTVQP6Y6AOry32xExusInAMiHFS4hMmABs3QqsXu1tX66cfPnXpk3o11BTl6Y//hiYOBHIy8NfHHMM8OyzQPXqUirs7rvFnNSqJa+tVs2c+BOhAf/bLCwEJk8GXnjB6+dp0+ROwIkTgRo1zOqD0nRuLnDvvfLPzqFD8ll0zjnyeeTX/mbNQli+/FKSKho2NKM/qCNrQH8M6aYJsZ1IY/2++2T91sBl28qXlwsarVqV/npq6lB66VLxZPv34y/atRNPXKOGXLR1HLkge/jh4u3cu1RMiD/ec0Wy91lYCDz4oNxd5TJtmpQyvvde+zzxvn3yf/qcOXJs5cpJWeVx4/zb38yZCMvnn8sF3QYNzOiPdNeA/hioS74nhNhMpLH+wAPA3/8efCd9hQpS/bJ589JfT00dSi9eDNx/vyQiuLRvDzzzjCwXMWGCbB/oibOyzIk/3LlAdwzFdWEhMGmS+GCXadNk+Q8bPXFODvDww8DcuZ4nHjJEbk7za3+vv46wrFwpN8kdfbQZ/ZFuGtAfA3Xp75GFMLnBFjIywi9LkZUFHHEEMH068Nln8qXeEUcAJ58srzGpzAm1PfqXX4A77ig5Fn/4QUo8/fvfXrmwZs3EqOzbl7z4CgsloWfDBlkio3Jle0spLV0anNjg8s038g/Cww+bMSai0VlZwPXXA5984h1HYaEkOvz2m2Ry+7E/d43IcPzxh4xL3f1BzfJkpmmlvAxdQmzE9cThxnqtWvJl36JF8qUePTF1WfWmTcCdd5Yci999B9x2G/D0054nbt5cjyfessV/Twwkv88XLQpObHD56iv53+PBB80YE9F64rFjgf/9zzuOwkJg9mzxsU884c/+Nm+O/Jm5Y4dUjNDdH9R65hQ1PTFJXaLxxLNmSUWzDRu8ag70xNTx6g0b5Aa34nz7rVw/fuopOz0xYE4fu/qDD4ITG1y+/FKuH99/v1nxluaJr75aEgxcCguBN94QH/vYY/7sb8uWyJ+ZO3bIkjy6+yMdtYlzjDolPDGTG2zBLTemlKeLlxDJzZW76nv2lMdNLXFKbYd+7TWE5ZNPgDVrJCtXR3zr1skdmIGVSgYNAv7xDztLKb3ySvi+/r//kwvnye7jePXKlcGJDYF8+qk816dP2fd39NHh+wyQL7NM6A9qPXOKOrxWytpyY4QA8DxxpLF+4ICs+dqrFz0xdWI98eLFwNq1cveUjvjWrhVPvGaNF9M55/jjiYHkH1MkTzx/viRYJ7uP49X/+19wYkMgK1YAy5d7ZZzLsr+jjgrfZwA9sUka0B8DtafpiYntROuJ27UDevemJ6ZOrCf+6CO5VnvYYXriW7NGPPHatfKcUlIt64or7Dw/v/pq+L6eO9dbfsGUeCPpZcuCExsCcZ/r3bvs+6MnNlcD+mOgDq8t9sRMbrAF14C6GW+5ucD27SU1UPo21NTR6J9+ijwmv/9eyjsnO749e4CRI2U+BDJvnqz3NnFiYvefiDlWWhWCTZsku173mIhGL18e+ViWLZPSwmXdX//+oe/sA2Q5jzp1ZIzo7g9q+89b27bJlxOffCIGsFkzYPBg+cfIhPhi1Y4jd/EQYiuuJ9Y9l6jTR5fmiVetkrvTkh3f7t3iiXfvDo5n7lxg507gnnvsOz9H8sSOI564QgX9YyIavWxZ5HGzfLl41rLub8AAqeAYio4dgdq1+ZlpitYxpxLhiT/+WHTz5uKJa9c2Iz56YpJu0BNTm+aJV68GmjRJfnzZ2eKJ9+zxYnEcqSC7c6csH2fb+TmSJy4sBH7+WfralHjL4omXLZMbE/zwxC+/HHofXbrIOZ+fmfTAfuitW2XcLlsmukULSaaiJ046TG6whcxMuUveceTvzEz5u2bNYA2UfIyaOh7duHH4O/ABSWw44ojkxzd/fsnEBpdly4C8PKBu3cTtPxFzrGlTWbIhFBUryoWjatX0j4lodGknw9q1/dlf3brAQw8Bt94KHDrktd+0qSzjYUt/UZt93qpQQcouLl7sjbFFi4D//lfuLnXPy6bEG63OzIw8TwkxmcxMe+cetZ26cePIyZstW8qawsmOb+7ckokNLkuXyt0XZfHEQPKPqVkzhC0pm5lplyeuXTvyZ5lfY6ZuXVmT+bbb5GK3S7NmwOTJ9vRXOmgdc8ovXb68LM+zdKk3xhYtAt57j56YEF1kZto796jt1I0aSfWpcLRsKdXMkh3fnDnBiQ2BLF4sFUwi+SHAnD52dbNmklQYikqVgpccMyHesnjiWrX888QPPCCe2H1fAenLBx+kJ9apTZxjZfHEt98e/J0ZPbE2mNxgCxkZ8iWnUpJV4zhcw4Y6sfr888NnPHbsKFmV+/YlP74ff4w8V9atk9gStf9EzLFRo4IvFAUyZIiUdTNhTESjzzwTePLJ8O/PWWf5t78BA4BOncRQ5OTIP1IdOtjVX9Rmn7fefDM4scHll1+kSsyUKWbFG422eC01QgB4nlj3XKJOHz18ePjSsF26AG3b6vHEgcuzheKnn4A2bew6P48aFT65euhQuShpwpiIRp9xhqw9HY4zz/Rvf4MGAZ07e1WmWrWSqhD0xGZpHXPKLz1rVuj/V3/5RZJrHn7YrHjpiUk6QE9MnWx9wQXAzJmhx2O3buI/dHjiVasiz5X164HWre06P48aFT65+rzzZBuT4o2kzzwTePrp8O+Pn9eJzzlH/j/75BO5I71VK6B9e3pi3drEORavfu210P+v/vyz3IT54INmxZvinpjJDbbgrqWmlKe5hg11InWDBrKu7aRJCKJBA/mw1hWfe1IMR5Uqsp1N60R16SJZf/ffLycVl759gTFjvHWPdI+JaHS1asCNN8oFruKMHStZ3H4eT8WKUg41I0OM65o1siTFUUeZ0R/Udq+99uabCMu77wJ33CGVQ0yJN8XXUiMEgOeJdc8l6vTRjRvLGr6TJyOIRo3k4kWqemIg+cd0/PFyt9UDDwR74jPOAC6+2C5PXL06cP31kghZnGuvlef9PJ6MDEmKzsiQ59aulTvY6tUzoz+o5W/dMSTCE7/zjnhidxyaEC89MUkH6Impk62bNAHGjQMeeQRBNG4s3s1WTwyY08euPuEE4Oab5X+NQM46S5bgsMkT16gh14OnTi353txwg1xHTqQnXrNG/DA9MT2wHzqSJ377bflfNj/fnHhT3BMzucEmlPIu8rh/F9dA6dtQU0erzzxTvmD/73+BP/8E6tcHBg4U41hQoCe+fv3kzpFQ1K4tVSUSuX8gMcc4cqT09TvvSCn87t3lH4SdO80aE9HokSPlLsbp02Vt5IYN5bFu3RJ3PDNnAk88IeMUALp2lX8Eatcuub27Xuz+/RJnjRpm9V+6aUB/DOH0rl2IyO7dXqarCfHG0ueE2Iwpc4k6fXS/fsDppwPvvy9eo0EDqSCl0xMPGADMno2Q1Kkjd+6XpX1AT59fdJF44gULxBP36CGJJDZ64lGjpKLc9OlyN0/DhnJ8xx+fmOMpLJS7iZ58EtixQ547/nhJWK9Vq+T2W7eKJy4ooCdOhgb0xxCv3rkTEdm9W8pkmxIvPTFJF0yZS9TpowcMkKTT99+Xc0PDhuKTdXviOXMQknr1gHbtIr8eMKuPXT16tPS164l79pT+ttETX3KJvA8zZkjVp0aNJHG5S5fEeeJXXxVP7HqYbt3EE7vLBgRuH+iJjzmGnthvDeiPwS8dyRM7DrB3r9yIaUq8Ke6JmdxgCxkZXJaCWo+uWhW45hop++9mxOqMp1s34MorQ5e0uu02yci1tZRS3bqyHIjbxzk5ZoyBePRppwEnnhg8ZhJ1PLNnA/fcEzwWPvtMzPOMGdKvWVneBd9nnw3edvhwyYY2qf/SSZt83mrTRr6MCEWNGvLlVkGBOfFGo5XyMnQJsRHXE+ueS9Tpp03zxCecAFx+eUlfoxRw661l98SAvj6vVy91PPHpp0vScjI88RtvyLJZgXz6qVwcf+WVYE/8yivAv/8dvO3550vVPpP6L5W0zjlVVt22LfDbb6HPy7VqyU0Q+/ebEy89MUkH6ImpdXrisWPN8cTduwOXXgo8/3zwHHE9ceXK9p6fU8kTn3mmJGgkwxPPmiXVkQNZuTK0J54xA3jhheBt//Y3r7qyKf1nszZ5jsWqjzkG2LIl9Hm5dm2Zs/TESYPJDbZQUOCVCXF1qpd5oaYOp7OyEJInnpC7uxK5f8CMPqAWnZ0t73sodu8GXn5ZyqQCwPz5Jb8AAKTqQ716YnKTGf/y5RLfjh1Akyaybl79+mb1b7qXJxs5UpafCMXFF4sJNCneaLRS8psQW3E9se65RE1tgq5SBSVwHCn72r172doHzDhG6uj0rl3AU08hJK4nvu020XPmlExsAIDXXweOPlqqSyQz/mXLJL5du6Ry3fDhEodJ/ZvqnjcaT/zf/yIko0bJMm0mxUtPTNIBemJq6ug88YknRn49YMYxUPujd+4M74mzsyW54ZZbRL/1VsnEBkC2OfpoSXJIZvwffyz7zs6W68TDh8uyyyb1b7p54FCe+IMPEJLRo+mJk0w53QGQGAgsExKppEg021BT26pzcqSsVCg2bpRyXYmOp/hjBQVSdggwo4/SSf/+e+SlA776ytv+1VfDbzdjhvxOVvwvvCCVJRYtAr79Fpg3T0zz22+b1b/J0ibEEEq3awdMmOCVpHO56CK5W1Z3fPFqQmzHlLlETa1T79kT/sLdhg3AwoVl31+sr6En1qd//VUuhIbj66+97U3yxP/+t9xtuXgx8M034okvvFCW6jOpf/3SJsQQjz7uOODuu4Hq1RHEqFHy/umOj56YpCumzCVqap169+7Q1X0BYN0674aVZJ6f6Yn16Z9/ljERjsDrxC+/HH676dPld7Lif+YZ4O9/B5YsEU88dy5wwQXyP51J/RuvNiEGP3THjsBddwGHHYYgxoyRH93xpZknZuUGW8jI4LIUqaoLC+XEm5lpRjym62++kfI+4VixQi6wJGr/gXNs505g8mTgvfeAgwdlzbARI+THpD4zTR86JCZtxQr5bDvnHKBXr/jaK/6lc3Gysrztwy0vAEj1hAMHknP827fLuAnFI48Agwd76yKb8H6le3myfv2Ac88FfvhB5nzz5jLXs7LsLAmolJehS4iNuJ5Y91yiTow/+PlnWbfdhHhM119+GfkOi5Ur5QJLMs7PO3YADz0kd3YfPCh3348cKYmbJvWZafrQIamisGKFPHfuuVKuN572ataM/NkZ6Il/+SX8dtu3S1zJOP5t28T7hiIVPXEsc8pEPWAAMGQI8P33klzeooWs/U1PTIge6IlTV9MTx6Y//1yu54Vj5UpJxkvG+fnPP2XZ2/ffF0/cpIncHHPBBWb1mWn64EFJbF25Up4bPFgqM8fTXq1akT87A7eP5Im3bi25faKOf8sW4LHHQsfx8MP2e2I/55gJeuBAYOhQ4LvvJJGmeXN6Yk0wucEW3HJjSnk61cu8pLrOywOmTAFmz/a+rO/QAbj3XrlQoDs+U/WhQyiVffsSX0pp3z65YLtxo7ffn3+WdW737wcuu8ycPjNJr1sHjBsnFRdcZs2SC+DjxsXeXo0aQJs2wOrVCEnv3t6F/zp1wmfvVqsGlCsnmdWJ7o//+7/QMQBiKt59V+5YM+H9YnkyT3fsCOTny12R7pgyKb5otVLWlhsjBIDniXXPJWr/dG4u8OijUhbU9cQdOwL33Qc0a6Y/PlN1oj0xEN1rcnLEtwQmkW7aJP/T7N8vlapM6TOT9E8/iffdvNnrt1mzZNmr66+Pvb2aNYGWLYG1axGSnj2DPbF7N2FxqlcXr5CM/pg/P3QMgIzv996TcrwmvF/p5HlL05060RMTYgL0xKmnc3Pli8w5c+RzFpDP3PvuA5o21R+fqfrgQUTE9TWJPj/n5Mh14kBPvHGjVAPdv19K1pvSZybpn34S7+smEwDiiceMAcaOjb29ww+X/yHXr0dIevUK9sSB1/UDqVFDrtEmoz/mzQsdAyDj+733gGHDzHi/0tkDF9edO9MTa4bLUthEYJmQdCjzkup6yhRZRymwCsHXX8vJOztbf3ym6o4dS5bDDOTUUxMfj+OI8QhngP71LzlRmNJnJumHHw5ObHCZMUPK0cbT/u23A5Url2yzUye5w8jdftiwktu4DBsGVKiQnP4IdzHZJScnsfsPpffulSUxZs6UrHfokK0XAAAgAElEQVTHYXmyVNaE2I4pc4naH/3II1ImP9ATf/WV3GG1Z4/++EzVnTuXLIcZiB+eOJpt5s4NXx3rqackoduUPjNJT54cnNjg8tJLwNKlsbcHAHfcIXd5FqdLF6B/f2/7oUNLbuMybBhQvnxy+sNUTzx/vnjiL76Qx+h5U1cTYjumzCVqf/TkycDrr3uJDYBU6ho9Ws5PuuMzVXft6t0dHopoPLEfMc2eHdkT799vTp+ZpCdNCk5scPnPf4Bly2JvDwDuvFPuTC9O167AWWd520e6Tjx8uNwEl4z+cD1vOHR44j17/PXEJo056pLaUli5wRYyMrgsRSrp/fslsSEUf/whd3b/7W/mxGuSrlpV1vu84YaSfde5s5SQT0YppRUrws/XvDy5a6pDBzP6zBS9dat8cR6O+fPlrrJY2+/SRbJYn3oK+PRTqcIweLCU9j1wwNv+wgulZFTxu8R69gRuuSV5JXiPP15Meji6dk3u+/Pxx8BNN8m4denYUfqT5clSTyvlZegSYiOuJ9Y9l6j90bm5wGuvhX6v//hDypOef7458Zqkq1aV9T5vvLFk3x1/vFy4S8b5OZInzs2Vu7HatTOjz0zRW7bIlxXhmD8f6N49Po/peuLPPpPkF9cTFxR4248YIUsLFK8m1rs3cPPNcodYsjzxSy+F74dke+IlS+T4Az1x587Ak0/S86aipicmtkNPnFp63z5JbAjFtm3AggXAeeeZE69JumpV+TL75ptL9t0JJwCnn56c8/PKleHna06OVLI95hgz+swU/dtvsvx0OObNA7p1i739E07wPPHnn4f3xBddJNeJFy4M3u9JJ8l10mQtX3z88XLTXziOPz6578+iRXKdPPDmg65dgSeeoAdORW2xJ2Zygy245cbcDLR0K/OSavrTT4HCQoTlf/+T7EFT4jVNn302UKUK8NxzcsH08MPlDv0BA6RfI5Ub86uUkjsXw3HokFl9ZoIOlYkbyLZt8bd/5JHAbbdJ1ZOaNeWx/Pzg7Q8elPK/F1wgVSIKCoBjjwX69pVxk6z+6NZN/qH54YeSfdCpE9C2bWLHcKBeswa45hoxM4F89ZV8WfLAAyxPlmpaKWvLjRECwPPEuucStT/6s89KnoMCWb5cLkSZEq9pun9/uSjx3HNywfTww2UN0P79xYuWxU8A0b8mEvTEsXvi7dvjb79OHalqFskTHzokF2wvvFA88YEDQPv2cmdjMt+vE08EWrcGfvyxZB907SrPJcsTr14tpY+L88UXwD//KSXB6XlTS9MTE9uhJ04tHemLcUCuE59zjjnxmqYHDZIv7J57DtiwAahdWzxxv36le2LAv5gicfCgWX1mgk6kJ65bV6qaleaJb7lFlkp2PfFxxwGnnJLc96tHj/DLy3XrJsuXJ8sT//ADcN11JeP47DNJILrnHnrgVNMWe2ImN9hEYJmQSCVEStuGuuz64EHJ6vvgAyllf8op8gVptK/Pygr9HrtkZZl1vCbq7t3lglfNmpJtVlAA7NyZ+P0D8rtvX8kCDUXNmmKG3Neb0me6dcOGUtIrXGJPq1bJiadtW6lM4I4Zl2T1R7lywL//LZnlH37o7f/ss4F//CO58cyd6+niLF8O/PqrrDOXyHgAc8ZoumhCbMeUuUTteeL335d/kE89VX6ifX2oZaUCqVrVrOM1UffoAbRp478nBqJ7Td++8j9RKGrVkqoNhYVm9Zlu3aBB5HNyy5bJieeYYySxVpcnLl9eqpndfrvcIeY+168fcOWVyX1/Iq11/PHHsqxeWT0xYM4YpA4//wixCVPmErV44gULxBNlZAB9+si14mhfz+vEZde9eom3idUTA/7E0KcP8NFHod+/2rXl5ip64mDdqFHo/nJJJ0/84oviiRcv9p7r398sT7xkCbBlS+yeGDBnzFGHf48shMkNtpCRwWUpTNGFhcDf/x6cVfvuu3K3y9Sp0bXXowdQr56cEEIxdCjLy5mq3Tk2ZAjwxhtShaM4t98uJ/qcHDNiNkkPGybrdRVHKeDii/XHlyxdq5aUuN20STImmzeXx/ftS248pWVJ//ln8uaU7vckXbRS0d1VQIipuJ5Y91yiljtdLr1U7uJwWbhQluV6/PHo2uvVS+4037Yt9Ps9ZAjfb92et7TXnHeeeOIvvij5/t15J1C9Oj1xOE88a1bJPitXTkrk6o4vmZ74X/8CNm6UZUxatJDP+WR74s2bI597/PDE0c4panpiQqKBntgcffAgMHp08JJTCxfKTTWxeOIjjpBl2ULB68T6PW9p+vzzgdmzQy89Rk8cXg8ZIv1WnHT0xE8/nZqe2K85Rk1PXAwmN9iCW25MKU+zzIsePWNG6HJh334razndeWd07Y0fD1xxhXyIBNKvn5ThNOV4qYM14D325JNS8uz994E9e+SuuaFD5Q62ZJWLsk1feqms2RWYCVq9uix/0LixlAszKd5E6ypVgKOPlseKl0dLxv4PPxwRqVnTK02VjDllwnuS6lop7z0lxEZcT6x7LlEDL70UnNjg8vXXcmHmttuia2/8eLkjpTgDB8p696Ycb7ppIPrX/OtfwLPPSkWqPXukStawYVLFg544vCfOywPefht/UaMGMGmS3MWWbp44KwuoX1+fJ65dGxHxwxMDZvV5umt6YmI79MTm6BdfDP2F9ldfAc88I2Xvo2lv/HjgqqtKtnPuuZI8bMrxppoG/Gvz6aflPf/wQ2DvXqkIMHSoVPGgJw6tL79crhO/8w7+okYN4MEHpdoZPXFy95+I68SAWX1MnTKemMkNNhFYJoRlXvTpSOV5Fi6U9Zyiae/EE+Wi8Pz5ssZn9epSwmrwYNnWlOMti968WTIOW7aUrDDd8fihAe93pUrAiBHANddIxltBQXKWxrBZV6wo63ONHSt3+BUWSjJI1arSf7rjSzc9cKAsTRGKjh3l4noy55QJfZIOmhDbMWUupbsuzRPfemt07fXo4XniH3+Ui1l9+siFXHpiMzxvaa+pXFnurLr2WnriaHVGBnDffdJnbtWLPn3oiXXpgQPlMygUnTvLxfVkzinq5GhCbMeUuZTuujRPfPPN0bXXqxcwbZqcj9askS8RTz01ta4T//67eZ4Y8K/NypWlKu1119ETR6szMoD77weuv56e2AQ9cGBwokkgXbvKDXo65xh1YrSlMLnBFjIyuCyFKXrXrvDvU06OvE/Rtte2LXD88aJzciRzqnJls443Hp2dLRfqAitcnHuuGBUT4jOhXFm665YtgaOOkjFftar+eNJVt28vySZ33x1sZpo0AR55hHMqFbX7zyMhtuJ6Yt1ziTp4PdLi7N4t71W07R1zDNCtW+p54l27xBO7y5gpZY8nBvTHkA66VSu5SEhPrFd36ABMmCCeOJCmTYGHH+acSkVNT0xsh57YHB3pOvGuXbG1d+yxwAknBHviSpXMOt549I4d8oW/W/VNKUnaMMETA/pjoKYnNkV37gzcdZdcKw6kWTNg8mTOsVTUFntiJjfYQkGBVybE1Szzoke3bStLUISiSRNZay2dS00dOiRr7/7yS3DfzJkDbN8uJbpMijdWDeiPgZraT33OOUDv3lLBYetWMbJnnilVNZJR/g3Q3wfppJWS34TYSkGBGXOJWjzxDz+Efp+aNQMOHEhvT3zwoCzN8NtvXr84DvDWW7JW6ZNPmhUvz8/U6a7PPVc88bx5wLZt4onPOMM/TwzoP0ZqT9MTE9spKDBjLlEDrVtL9bFQtGjhfdaYEm+y9YED4ok3b/b6xXGA2bMl6WHqVL3xAfr7iJraJD10KHDyyeKJt28HunQBTj89fk8M6D8m6vDaYk9cTncAJAYCy4REKikSzTbU8etRo8K/RxdeqD8+3fq990omNrgsWwasX29WvPFoE2KgpvZT160LjBkDXHGFGFa3UhDnVGpqQmzHlLmU7pqeOLJeuDA4sSGQpUulJK9J8YbSJsRATZ1MXa+eeOLLLwdOO81/T2zCMVLTE5PUwZS5lO569Ojw7xE9MbBgQXBiQyCLFwM//6w/Xt19RE1tmj7qKOCSS8QT9+1bdk9swjFRp5wnZuUGW8jI4LIUpuizzwby8oCJE4HcXOnzSpWk5Oy55+qPT7detSryWP7hB8n4MyVellKipuacSietlJehS4iNuJ5Y91yiBgYMAPbvBx54wPPElStLedlBg/THp1uvXh15LK9aBXTqZE68PD9TU3NOpZOmJya2Q09sjh40SDzxpElyvRgAqlQRTzxggP74dOvSrhP/+KMsD8XzMzV1amrOMbO1xZ6YyQ22UFDglQlxNcu86NNDhgB9+kiGadWqsh5axYrJKeFuuq5SBRGpUkW2MyVellKiptarAf0xpJNWSn4TYisFBWbMJWrRw4bJnRxLltATF9eVKyMilSvLdqbEy/MzNXViNaA/BmpP0xMT2ykoMGMuUYsePlyqYC5eDFSrRk8cqE33xID+PqKmTmUN6I+BOry22BNzWQqbCCwTwjIv+nWVKmJWe/WSi7m64zFF9+uHsGRlAT17mhVvPNqEGKipU0mbEEM6aUJsx5S5RC06K4ueOJQ++2yEpWpVoEcPs+INpU2IgZo6lbQJMVB7mhDbMWUuUYvOygJOPJGeuLiOdJ34sMPk/wjd8eruI2rqVNcmxEAdXlsKKzfYQkYGl6WgtkPXrSul16ZMCR7D5coB48eLcTUpXpZSoqbmnEonrZSXoUuIjbieWPdcoqYuTdetC4wdC0ydGjyGy5UDJkyQu/pMipfnZ2pqzql00vTExHboialt0R07AlddBTz1VPAYLl9ePHHVqjw/U1OnsuYcM1tb7ImZ3GALBQVemRBXs8wLtan68suBY44BXnkF2LMHaNUKGDoUOPxwr8yNSfHGogH9MVBTp5IG9MeQTlop73OYEBspKDBjLlFTR6P/8Q/g2GOB114TT9y6tSzlUbOm91lsUryBGtAfAzV1KmlAfwzUnqYnJrZTUGDGXKKmjkZfcw1w3HGeJ27TRq4Tm+CJATP6iJo6VTWgPwbq8NpiT8zkBlvIz5d1uhxHsmpyc4Ht20tqoPRtqKmToVu0kAu6RxxhRjx+ac4xamrOKZu14wC1aunxMoT4geuJdc8laupodatWdnpiQH8M1NSppDmnzNKOQ09M7IaemNo2baonBvTHQE2dyppzzGztONZ6YiY32EJmpmQzOo78nZkpf9esGayBko9RU1P7pznHEqfLlQN27pTySG6JJJPio+acShWdmanHyxDiB5mZMqZNmEvU1KmsAf0xpKsuVw7YsYOeONU055R5OjNTn58hpKxkZsqYNmEuUVPbrAH9MVCH1q4ndpfz0x0PNedYqurMTH1+pgwwucEWMjJkLTWl5MPccbiGDTU114lKDe04wCOPyDImubny2N/+Jmvy+fWeLV0K/P470KAB0KOHWcef7ppzKrna4rXUCAHgeWLdc4maOtU1oD+GdNOOAzz8MPDqq+KJq1UDRowArrzSv/d0yRJg82agYUOge3ezjj/VNeeUWZqemNgOPTE1Nc/PqaoLC4HJk8UT5+WJJx45ErjiCn/adxx6Ys4xaldb7ImZ3GALBQXeGiiu5ho21NRcJ8p2nZMD3HWXJB+45OQAzz4L/PQTcPfdZWv/44+BCROkXKNL+/bAv/4l5lj38VPL37pjSCdt8VpqhACQ8WvCXKKmTnUN6I8hnXRODnDHHcAnn+Av9u4Fnn4aWLdOnitL+4sXA/feC+ze7bXfoYN44qws/cefDhrQHwO1p+mJie0UFJgxl6ipbdeA/hioPZ2TA9x2G7B8Of5i717xrBs2ALfeWrb2Fy0C7ruvpCd++mmgShX9x5+KGtAfA3V4bbEnLqc7ABIDSkk2TeDfoXQ021BTU8evTYghVfR33wUnNgTy0UfAjz/G3/727cA//xmc2AAA334LXH+9GcdPbU4M6aQJsR1T5hI1daprE2JIF/3NN8GJDYG8/z6wdm387W/fDtxyS/BFXAD4+mvghhvMOP500SbEQO1pQmzHlLlETW27NiEGatFffx2c2BDIu+9KgkO87W/dGt4T33ijGcefqtqEGKjDa0th5QZbyMjwd1mK/HzgpZeATz+VNVaGDQO6dNFfBsV0nZEBvPUW8OGHkknYoQMwejTQtKkZ8VGzlJJt+vvvI3/2ffcdcNJJ8bX/9tvAgQOh2/3sMzHE9eub1R/pqDmnWG6MkFhwPbFfc2P/fmDaNODzz8UTn3ce0Lmz/rlqus7IAGbPFk+8bx/QsaN44iZNzIiPmudn23Rpnvj774FeveJrf+5c4ODB0O2uWAFs2gQcdZRZ/ZGKmnPKLE1PTGzHb0+clyee+IsvgFq1xBN36qR/rpquK1YE3nxTbs7Zt0/6bPRooHFjM+Kj5vnZNv3dd5E/+777DjjxxPg98aFDodtdtgz49VegTh2z+iMVNOeY2dpiT8zkBlsoKPDKhLg63jIvv/0GjBkD7Nzptf/228CgQXI3s0llUUzSe/fK2k7ffuv129dfy4nxtdfkgpBJ8VKzlJIN2nFQKm5ppFjb/+mnyO2uWSNfZJnUH+moAf0xpJNWytpyY4QA8DyxH3Pj11/FE+/a5bX/9tvAuecC115r1tw1Se/ZA1x2GfDDD16/ff01MGcO8PrrQL16ZsVLzfOzDbo0T+w4ifPEa9cC1aub1R+pqAH9MVB7mp6Y2I6fnvjnn4FLLgmuejl/PjB0KHD11WbNXZP0nj3A3/9e0hO714nr1jUrXmqen23QhYWIyKFD8XvitWsjt712rXzxa1J/pIIG9MdAHV5b7Im5LIVNBJYJKa3My9q1wKRJUpJ98mRg/Xpvm7vuCk5scJk3D1iyJLp9pKOeNSs4scElO1vWL9UdX6ylgL77Tu64W7BAPtRMis90bUIMqaJ79UJEevSIv/169SK3Xa+e/uOnNieGdNKE2E4sY3/NGuCBBzxPvGFDsCcOTGxwmTNHysPrnqum6tdfD76I65KdDUycqD++WM8/334rd9wtWADk5poVn25tQgzponv3RkQS6Ynr1NF//OmiTYiBmp6YpA6xeuL77wduvlk88caN3vN33llyOU9A/NHy5frnqqn6lVdCe+KdO+X/D93x0RPHdvy6Y6AWfdJJiEjPnvG3T0/MOUYdWlsKKzfYQkZG9MtSvPMOcNtt3mtXrgRmzACmTJGyWKG+oHf54ANg+HBzyqKYpN99N3y/LV8uCQImxRtO798PXHklgtavuvde4MEHgRNO0B+f6RrQH4ONetcuYOpU+bIoIwM4+2xgxAigTRvg0kuB558vOa+uvBJo0SL+/Q8dCvznP6HnbPPmshRPbq4Z/ZPOmnOK5cYIiQXXE0cz9ufPl4u1LitXAi+/DDz2GNCgQeSSlx98IOcRU+auSTqSJ/74YylrbFK84XReHnD55VKW3+W++8QTd+umPz7dGtAfQyrqnTvFEy9bJtr1xG3bShnrF18sOa+uugpo1iz+/Z93nixJGYqWLWUpHnpizql00/TExHZi8cTz5klSr8uKFeKJp06VL/tWrQq/nw8+AAYPNmfumqQjeeLFi+VOWJPiDadzc6Uq26efevFPnAg89BDQtav++Hh+Tk29Y4d8Bi1fLrp/f+BvfwOOPRa46CJg+vSS82rsWKBJk/j3P3y4fPaFok0bWX6cnphzLN20xZ6YyQ224JYbU8rToUqK/PkncPvtodu4+WbJHI3Ezp3xl/ZJdb13b+S+y84GqlQxJ95wevz44MQGQB6/+mo5wbdvb1a8pmlAfwy26d9+Ay6+GNi9G3/xxBPypdPUqcA11wCtW8v4++UXScK66CLglFNkXsW7/6OPls+9Bx9EEEccATz+OHDggBn9k+4a0B9DOmmlrC03RggAzxOXNtY3bQpObHBxHKniMHFi5P3s2EFPHE7n5ETuu9275Z9lU+INp++8MzixwT021xO3a2dWvDw/269//VU88Z49+IupU2U5nMcfB667Ti6svvKKbNukiXjik08umyeuXx+48Ubg4YcRxJFHSrIXPTHnVDpqemJiO9F64g0bghMbXFxPPGFC5P3QE8fvibOzJQHFlHjD6dtvD05sAOQa+FVXiSc55hiz4uX52X7988/AqFHB37U89phcJ378cWDcOBl3r7wi15SbNJHte/cumydu2BC44Qbg0UcRRJ06clMwPTHnWDpqiz0xkxtsIrBMSLgSIh995D1WnIICudCbkRF+wLZuXfo+0lV37Cgn31DUqSNrqe3ebU68ofTWrcCiRaGPAZB14dwLuSbEa6IG9Mdgm37kkeDEBpeffwZefVUqzfTvD5x+uiRY1awpX4oUFJR9/2edJUkS774LbN8OHHWU3Ilbo4Y/7VNzTtmoCbGdaMb6hx+Gf31+vnxxWKECcPBg6G3oicPrDh2k/0JRr558YZqdbU68ofTmzcDSpaGPwXHEEx97rDnx6jpX6I4h1fTkycGJDS4bN8pyLzffDAwcCJx5pv+euH9/oE8f8cR//CFJwEOHAtWr0xNzTqWvJsR2yuqJ8/KALVuA8uVlHftQtGqlf66aqjt0EE8ZiqOPBmrXNt8T//abVFgNRWGheOK2bc2JN1HnAt0xpJuePDn0TaQbNgAzZwI33QQMGiTXdP32xAMHAn37iif+809JAh4yhJ44kRrQHwN16e+RhTC5wRYyMqJbliIvL3I7hYVS9jJUqfbMTHnOpLIoJulLLwX+7/9CXwS/9lqgUiX5Z8CUeEPpP/6IPD5+/92seE3U7lwxKSaTdfnyUqI6HG5J3kTGU7euZP3m5Eh2YtWq5vQPNecUy40REhuuJy5trOfmRm7HcaTsZahS7ZUqyXMmzV2T9GWXyVq8oS6CX3edbGdSvPF44s2bzYqX52f7tVIoUT0vkI8/ljtrE+2Jb7yRnphzipqemKQC0Xpi967ZSFx4oSxnXJzKlemJI+nLL5cvSAsLS/ZdqnjiLVvMipfnZ/s1ULJ6XiCffALccUfiPfFNN9ETc45RW+6JmdxgC265MaU8HaqkSJMmkdtp2lTuYj5wQMqtuieVBg2kFFmtWuaXG1NKzOPSpXJR9cwzpVRnovffoIGUKHrsMWD9ennssMOAf/wDOPdcc/onkq5Ro8SQCMKG91+3BvTHYJMOVbEhkNxcjrl014D+GNJJK+XNOUJsxPXEpY31pk0jt9O0qZS1LCwM9sQNGwL33CN3h5h+flIKWLhQvhQ9dEjubDnppMTvv1EjKeX5+ONydw0gnvjqq+UOm/x8M/onkq5eveSYCOTww81//3l+tktnZyMieXkcc6muAf0xUHuanpjYTrSeuFmzyO00aSI3uhUWSgl4l0aNxBO7VS/DtW+CVgp45x35UrSwEOjXD+jVK/H7b9zY88QbN8pjhx0mS68OGJAanjgdrhMD+mNIJ12aJ+Z14tTTgP4YqMNriz0xkxtsIrBMSLgSIieeKBdr3QuNgbRtC3TqJHdS3367XHz8+GMpudqjh1Qk2Lmz9H3o1Hv3yoXT777zjmvePClnP2lS4vffrh0we7Zkru7dKxe+jzxSnjOhf0rT9evL8hpffVVyfABivk2K10QN6I/BJl21KtCyJbB2LULSqZNZ8VJzTqWDJsR2ohnr3bvLRdlQS4q1awccd5zniQcOlIuh7drJ62zxxFddBXz/vXdc8+YBZ5wBPPBA4vd/3HHAW29JhYOcHM8Tm9I/pelGjYD27YFvv0VI+vc3K15d5wrdMaSSPuwwoHlzYN06hISeOPU1oD8G6pLvCSE2E81Y79lTknd/+aXk6zt0EP9boQJw553AOeeIJ27fXq4v2+CJ9+wBrrwSWLXKO6558yTp9/77E7//Dh2AOXPEE+/bJ8kgNnniJk1kDAReZw8kHa4TA/pjSCddvbqMOzchqDgdO5oVLzXnWDpoSyk/fvx43TFYxYQJEy6vV69evcsvvzy5Oz54UDLXKlSQkiGHDsngq1IlWFeqJAbuxx9l3SyXk06STNIqVSRD7p//BB56CFi5EnjvPWm7Wze5yFu8TZP0lCnA4sUl+2f9eskm7dAhOfHUry8XcU3vr1D6pJMkqaV4puTtt8s6rLrjM11nZOiPwTbdqJEs6VKczExg4kRZi9CkeKk5p1JZV6ggF1wyM321KZF47rnnsGXLli3jx49/Lmk7JQlHuycubayXLy+eePVqWXbL5eSTpQqX64lvuknW/HQ9cV4ecMIJ5nu8Rx4Bliwp2T/r18v6vscdR08cjSdeurSkJ77zTql0pzs+3ZrnZ/91gwaypEtxKlUST3zUUWbFS805lcqanpj4hDWeeNUq+QLe5dRTpepA5crArl0lPXF+vh3XiR96SBIyirNuHVCnjnxxnyxPXKOG+f0VSvfuLZ64eOXV8ePlOd3x8fycerphw9CeuHJl8cT16pkVLzXnWCpriz0xKzfYgltuTClPhyvzUqsWMG2aJDisXi2VGVq0EGO6ZQtw6aXBiQ8FBcDzz8s6WzfcYFZZlECdmyvZt+F44w1ZosKUeE3T+fnAq68Cc+dKxnatWvKlcs+esqxGnTpycdeUeE3VgP4YbNPduwNPPQU8/LCXmdupk6z5W6cOy42luwZK32bLFmDNGjFfLVvqj9lmrZS15cYIAeB54mjGfu3awPTp4od//DHYE2/eDFxySfBF3vx84N//BnbsAK691qy5G6j37SvdE59+ujnxmqbz82UpknnzPE9cv77niY88kp6Ynjcxulcv4MknJTnJ9cSdO4snPuIIeuJU10DZ29i8WTxx1apyPtN9TDZremJiO7F64hkzJMFhzRr5wr95c/FEv/8unnjLFq/t/Hzg2WelasPVV5s1dwN1Tg7w9tvh++iNN+QmLlPiNU3v3y/jYt484Ndf09cTA/pjSDfduzcwdaokWG3aJM916SKeuHZteuJU04D/bf7+u1SJrlZNzme6j9FmbbEnZnKDTWvogeMAACAASURBVCgVW5mXpk0l66ZmTW+bDz4ITmwIZN484MIL5TWR9qFL798PHDgQvn/+/NOseE3TjzwiptVl5075adBAMiYLCsyK11QN6I/BRt2nj/yDtG6drGNdt66MOdNLHFLrnVN5ecAdd0i1GZcaNeTujN69zTkG2zQhthPr2G/WTPxwoCd+//3gxIZA3noLuOACcz1xbq5k2Ifjjz/Mitc0/dBDkvDr4nriRo3EF9MTe3/rjiEVdd++kuRAT5x+Goi/jdxc4LbbgGXL8Bc1a8pd1j17mnOMtmlCbCfWsd+8uXyBHeiJ33svOLEhkDfeAIYPN9cT5+QAhYXh+2f7drPiNU0/+CDw+utef7meuEmT9PLEgP4Y0lGffrpU0qMnTn0N+Nfmvn3ArbcCy5fjL2rWlO+9unc355ht05bC5AZbyMgAKlaUAZeVJYOualUpFxKogZKPBerVqyPvZ/16KWMbaR+6dGGh3NHyxx+hY2/Z0qx4TdI7dgQnNgSyYAFwxRVy54cp8ZqsS5tj1JF1o0bymCnxUOvXkebUP/8ZnNgAyJ0DV10lSxTVqmXGMdiklfIydAmxEdcTl3UuBK7LG4oNG+SuNlPmbqA+/HD52bEjdOytW5sVr0l6+/bgxIZA3n5bPHHTpubEa+r5mZqemDq5c2rcuODEBkDKyP/jH7JEUY0aZhyjTZqemNiOX564tOvEGzdK9TNT5m6gPuII+fwrvsSYS5s2ZsVrkt62LTixIZB58+T80rChOfGaen6mpiemTu4cu+664MQGQDzxlVeKJ65e3Yxjtklb7ImZ3GALBQVemRBXx1PmpWLFyPtRKrGlf7Zvly+qDh0C2reXiRTt6w8cAM47T8rbh2LkSP1lXEzV774bus9cFi4UM2FKvCZrQH8M1NSppIHQ22zfDsyfj5AcOAC88IKUjTfhGGzSged5QmzE9cRlnQvR/POWaE+8dKkk7x53nDwX7esPHhRP/PTToeMeMUL/Z42pOhpPfNll5sSrUwP6Y6CmTiUNxNfG1q3AO+8gJAUF4omvucaMY7RJ0xMT2/HLE5twnXjpUvmC5bjjJJ5oX3/okHji554LHTs9cXi9cGHoPnNZsAAYM8aceBOpAf0xUFOnsgb8afP338P/P5+fD/znP3IznAnHbJO22BMzucEmAsuExFvm5dRTgblzQ7dfvbqsb1TaPuLVc+cC998vHzYugwdLyfGMjOjaGzpUyo5Nn+49npEB3HKLlDJi6aLwujR0x2eLBvTHQG2O3r0bWL5cHuvYEahc2az4bNBA6G02bEBE1q415xhs04TYjh9zoU+f8AlUNWoAnTolbi6+9RbwwAPB/0AOGSKeONr2hg2Tf0qnT/fayMiQsuW9etETR9KRcBz98Zmi3f4wKSZqc3V2tldZoFMnoFIls+IzQQPxtbF+PSLy00/mHKNtmhDb8WMu9O0bPoGqZk1JOEjUXHzzTWDSpOAliIcNEz8bbXvnny/LWQZWq83MlDa6d6cnDqdL+wwsLDQr3kRqQH8M1Kmj6YkTN8foiemJi8HkBlvIyPBnWYru3SVz9eWXg9tXCpg4UYxrIsqcfPMNcPfdJY/rrbeA+vWBm26Krr1q1WRdnbFjpST5tm1youjaVS4Q6y7jYqo+7TTg3nvDj68zzvCnnF066NLmGHX66Jdfli+nAtc9HzIEuOceM+KzRYebUw0aRD4v1q3Lz614tFJehi4hNuJ64rLOhe7dgQsuAF57Lbj9RHvir74CJkwoeVyzZ8vn3rhx0bV32GFy0fbaa8UTb98uSXb0xJH16adLsnU46Inpealj19Ony5dTgeueDxsGjB9vRnym6HjnFD0xPTEhofDLE/fsCQwfDsycGdx+uXLimRLlib/4IvR1yjfekOUQrrsuek98++3iiZcsEU/sXifOz9f/WWOqPuMM4MEHw4+vM89Mn3MLoD8G6tTQ06YBDz0U7InPO4+e2K85VponrlcvfT636IkBMLnBHtxyY0p5Ot4yLzfdBJxwAjBrFrBlC3DMMcCoUUCTJpJdlogyJ88+G/7YXnpJyr8WFkbf3qZNwIsvAt9/L8/VqAFccgkwYIBZZV1M0UceKdnModZTO+00oFUrs+I1WQP6Y6DWr5csAe67DyWYPRuoU0cSsEyK12QNhN7m6KPl/PTDDyX7GQDOPdecY7BJK2VtuTFCAHieuKxzITdXKn917y6eeOtWWU941CigcePEeeJnngl/bNOmAZdeKklz0ba3YYOUX3Q/K2vWFF999tlmffaYouvWlS9d33ijZP+fcQbQsqVcCDclXp0a0B8Dtfl60aLQCUNvvCHz7aqrzIpXpwbia6NBA1k3fvXqkv0MAOecY84x2qTpiYnt+OmJ3SoHb74pnrhdO/HEjRolzhOHW14NEG87ZowsxRaLJ37hBWDVKnmuVi3g73+XL+lN+uwxRR91lFRTfuutkv1/1llAs2bp44kB/TFQ268//FCSfYsza5bMtyuuMCveZGrAnzYbN5b/19euLdnPADBwoDnHbJO22BMzucEmAsuElKXMCyBlx3r3lvJcbhZuQUHo7f3Q4T50ACnrvmOHGM9o2vvtN+Dii2V5CpfsbOCRR4D9+8W8+h1/KuhbbgEOP1yWB/n9d+CII4BBg+TkqpT++GzRgP4YqPXrwDLgxXn1VbmQa1K8Jmsg/Db33w+MHi3nqkCuvBLo3Dmx561U1oTYjp9z4bTTvKXNdHvi7Gxg1y5ZKi6a9lxPnJvrtbFrl9wtkpsrSQ5+x58K+vbbxQfPmyee+MgjPU9sQnymaEB/DNTm65deQlheeUU8m0nx6tRAfG0oJdXiRo+Wz/hArrpKqvbQE8f/nhBiM37OhTPOAE45xQxPvGuX+OJq1aJr75dfxBPn5Xlt7NwpXzTm5UmihN/xp4K+8065OWfuXLn58cgjJWHu8svNiM/08zM1daCeNg1hmTFDvq8yKd5kasCfNpWSz/UxY+QcEcjYsUCHDvTEaeaJmdxgCxkZ/ixLoUsfeaRcgA1FuXJyV0e07b3wQnBiQyAvvywXJnUfr6l69GjgmmuAypXlove+fbKNKfH5pRculCzwtWvFqF9wgRy7SaWUqGPXhw4BVaqYEc+GDeE/r7OzJcO9cmWz+s9UHWlOtWwpdxJ89JHcgVGtGtCnD9Cli1nHYJNWysvQJcRGXE+sey6VxRNv2RL62MqXF99y6FB07T3/fHBiQyAvvywXJnUfr6l6zBi5ABLoibOyzInPD52RASxYIJ74p59kbF14YfSeGNB/DNThPXFWlhnxRPLEO3fKOuoZGWb1n4metzTdqhUwZ47cFbh6tXjivn0l2dekY7RJ0xMT20kFT7x9e+hjq1hRfMuBA9G19+yzwYkNgcyYIQm/uo/XVH3JJbKkR6p74nfeEU+8bp18B3HhhVKdhJ7Xbm2LJ96xQyqW2/yZrcsDF9dt2ogn/uADYM0aWZqob19ZjsikY7ZJW+yJmdxgC265MaU8bVMppcGDgS+/DH1sZ50VW3tffBG+n3bvlot3bduadfzUydPTpwNTp+Ivtm0DHnsMWLFC7ngxpZQSdfR640bgX/+SsreA3GF7ww1SjkpXfLVrI+yXUxUryhdUpvSf6RoovTzW0KHyWH6+JI+45bJMOQabtFJe/xFiI64n1j2X4tVDhgDffBP62Pr1k4se0bb32Wfh+yk7G1i/Hmjd2qzjp06efvFF4Kmn8BfbtgFTpgCffipLa9Hz2qc3bJD3dMkSefzkk4Fx42Rtcp2eONyXUxkZciODKf2nW7t9Em8bSsmyOvTE9MSEAPZ74sGDvaWGi9O/vyxJ4Ycn3rlTrim1aGHW8VMnTz//fPDSgFu3Ao8+Cnz+OXDPPcFf7JkSM3VkvW6dXCdeulQeP+UU8cQNGuj1xDt2ICSVKpnVf7Z54OK6XDlg+HB6Yr+0xZ64nO4ASAwElgmJVFIkmm2SrQcPFnNanGbNgJtuiq29KlUi91PlyvqPl1qPzs4GnnwSIVmxAli50p/9mXTMqa7XrQNGjPASGwC5oHv++ZLIpCu+YcMQlkGDJAPShP6zRZsQQzppQmzHlLkUjx4yxEvsDaRZM7kgE0t7pXli93mTjp86OXrXLrngF4ply+RLgGjaM+mY0l2vXSue2E1sAIDFi+XC3vr1+uI77zyE5dxzveqTuvvPFG1CDNT0xCR1MGUuxaOHD5elMIrTogVw/fWxtcfrxNTh9I4dwYkNgSxdKjdQ6o6ROjb944/AyJFeYgMg14yHD5dEJl3xDR+OsAweDFSoYEb/6dImxECdcp6YlRtsISPD7mUpsrJk/d9+/YBPPpGyQZ07Az17ylpusbTXv79kV4aibVugSRMzjpc6+XrVKrnjMRyffirrx5lSSom6dP3SS5KFWZy8PCk9+MADeuK7+GLg669lyYRAjj0WuOUWc/rPBs05xXJjhMSC64l1z6Wy6EceET+7fLl44i5dgB49YvfEAwYAX30Vup/atZO7uU04Xurk6++/l9/h+OwzYOBAnp9t0tOmhb6jJjdXPPHEiXriGz1aPofmzQuOq317uYnBlP4zQXNOmaXpiYntpIInnjJFlqBcvlye69IF6N49Pk/87beh+6lDB6B+fTOOl1qPJ47Ep59KdViTYqYu3RMfOFDyvdy3D3juOanGoSO+MWPEE7/9dsnPoHHjzOk/emDqFPLE2pMblFItAAwGcAaAFgDqANgFYAWAxxzHWRRHm90B3AHgBACVAfwE4D8AnnAc55BPoScXt9yYUp5ORpkXP/WBA5J80KNH2crG9O8P/Pe/Yn4DycoCrruOZWjSWe/fj4i486gs+wPMOuZU1vn5wZm4xVm8WG98d90FnHqqVxGkSxf5MikjQ7bT3X+2aEB/DOmklQr95QjRDj1xlLjnct1zqaye+NhjgV69yuaJBw4E3ntPzkOBVK0qa+fSE6ev9sMTA2YdUzrr/HypuBGOJUv0xjdhgqx1++mnnidu356emHPKbE1PbCz0xFGSKp64XTugd++yeeJzzgHef1/OQ4FUqwaMHUtPnM46Lw8Ryc/XHyN19DovD/jf/0K/l4B+T3zvvcBpp3mfRV27ymdcxYrp7YkB/TFQh9cWe2LtyQ0A7gUwHMAqAAsA7ATQCsBAAAOVUtc6jjM12saUUoMAzAawH8DMovYGAJgCoAeAYb5Gn0wCy4REKiFS2ja264oV5e6UWbOA+fPFDHftKmXqK1fWHx+1Pt2pk6y7FK56Q48eZd8fYNYxp7qOVB5Jd3zlynlfTmVmihHYudOs/rNBA/pjSDdNTIWeOFpMmUu6dcWKsobszJlyh8iBA8Dxx4snrlRJf3zU+nTnzpE/87t3j+5cYdIxpbuOhO74ypXzvpyiJ+acskkTU6EnjhZT5pJunZER7IkPHgS6dRNPnJmpPz5qfbpLF0SkZ0/9MVJHr8uVC/0+upgQX/v2XjUQemLvb90xUJf+HlmIcjQHr5QaBeAbx3G+Kvb4SQDeB+AAaOw4zpYo2joMwDoA1QH0cBzn86LHKwH4CMCJAC5wHOf1MsT7RadOnTp98cUX8TYRH/n5wN698ndGhnw45ufLB2WgBko+Rk2dTvqpp2SpguKcdBIwY4YkwJSlfc6x5OqLLgIWLgz9uXjOOcCTT5oVLzXnlOkakDtYMjP98yil0LlzZ3z55ZdfOo7TOWk7tRB64ihxPbHuuURNbbqeOlWWBSzOKafIsl+leWJA/zFQe3rECKnUEoohQ4DHHzcrXmrOKdM1QE9sKPTEUUJPTE0dnZ4yRZYFLE7fvsB//iNfSOuOkTp6feGFUqklFOedBzz6qFnxUst7ozsG6pT0xNorNziOMy3M40uUUosBnAagOyTLtjSGAjgCwHTXsBa1tV8pdQeADwFcCSBu06qNzMykDjBCrGXiRKBVKzEz330H1KsHXHIJcOutchGX2MWjj0rJsezs4Mdr1gQmTQKOPlpPXIQQ4jP0xFFCT0xIdEyaBLRpI17q+++Bo47yPHGlSrqjI7Hy6KNScWP37uDHa9WSxG56YkJIikBPHCX0xIREx+TJskz2lCnADz+IJ77sMuCWWziHbOTRR6Uy8549wY/Xrg3cfz89MSFpRCm1XLRzoOj3wSi3P7Xo97shnlsKIBdAd6UUz1yEpCpKARdfDHzzDXDoEPD778A99zCxwVZatwZWrJDM3MMOA6pXB/72N3msVSvd0RFCSLKgJyaExIZSwKhRwLffiif+7TdgwgQmNthK27aS8Hv++Z4nHjFCPHGLFrqjI4SQZEFPTAiJDaWAMWPkBjjXE999NxMbbOXYY8UTn3ee54lHjpTHmjXTHR0hJIlor9wQDqVUIwB9IEZzaZQvc7/pWlv8CcdxDiqlNgI4BkBTAKtL2X+4emKto4yFEKIbpXRHQPygVSvglVd0R0EIIVqgJyaElBl64tSgTRvgtdd0R0EIIVqgJyaElBl64tSgbVtg5kzdURBCNGNkckNRxuwrADIB/NNxnF1RvrR60e/dYZ53H69RhvAIIYQQQghJOPTEhBBCCCEk3aEnJoQQQgghgfiS3KCU2gSgUQwvecVxnBFh2ioPYAaAHgBmAni4zAHGgeM4nUM9XpSp2ynJ4RBCCCGEEMOhJyaEEEIIIekOPTEhhBBCCEkkflVuWA9gfwzbbw71YJFhfRnAMACzAIxwHMeJoV0347Z6mOfdx7NjaJMQQgghhJBooCcmhBBCCCHpDj0xIYQQQghJGL4kNziO06esbSilKkJKjA0D8CqAixzHORRjM2sAdAHQEkDQWmhKqQoAmgA4CGBDWeMlhBBCCCEkEHpiQgghhBCS7tATE0IIIYSQRFJOdwAAoJTKAPAGxLBOBzAyDsMKAB8V/T4zxHO9AVQBsNxxnPy4AiWEEEIIISRB0BMTQgghhJB0h56YEEIIIYREQntyg1IqE8AcAIMAvABgtOM4haW8prpSqrVSql6xp94E8CeA85VSXQK2rwTgviL5tG/BE0IIIYQQ4gP0xIQQQgghJN2hJyaEEEIIIaXhy7IUZeQZAGdDzObvAO5SShXfZrHjOIsD9LkAXgTwEoBR7oOO4+xRSl0GMa+LlVKvA9gJYCCAVkWPz0zIURBCCCGEEBI/9MSEEEIIISTdoScmhBBCCCERMSG5oUnR79oA7oqw3eJoGnMcZ65S6iQAtwMYAqASgHUAbgAw1XEcJ/5QCSGEEEIISQj0xIQQQgghJN2hJyaEEEIIIRHRntzgOM7JcbxmGoBpEZ5fBsnyJYQQQgghxHjoiQkhhBBCSLpDT0wIIYQQQkqjnO4ACCGEEEIIIYQQQgghhBBCCCGEEEIiweQGQgghhBBCCCGEEEIIIYQQQgghhBgNkxsIIYQQQgghhBBCCCGEEEIIIYQQYjRMbiCEEEIIIYQQQgghhBBCCCGEEEKI0TC5gRBCCCGEEEIIIYQQQgghhBBCCCFGw+QGQgghhBBCCCGEEEIIIYQQQgghhBgNkxsIIYQQQgghhBBCCCGEEEIIIYQQYjRMbiCEEEIIIYQQQgghhBBCCCGEEEKI0TC5gRBCCCGEEEIIIYQQQgghhBBCCCFGw+QGQgghhBBCCCGEEEIIIYQQQgghhBgNkxsIIYQQQgghhBBCCCGEEEIIIYQQYjRMbiCEEEIIIYQQQgghhBBCCCGEEEKI0TC5gRBCCCGEEEIIIYQQQgghhBBCCCFGw+QGQgghhBBCCCGEEEIIIYQQQgghhBgNkxsIIYQQQgghhBBCCCGEEEIIIYQQYjRMbiCEEEIIIYQQQgghhBBCCCGEEEKI0TC5gRBCCCGEEEIIIYQQQgghhBBCCCFGw+QGQgghhBBCCCGEEEIIIYQQQgghhBiNchxHdwxWoZTaUbly5Vpt2rTRHQohhBBCiPGsXr0aeXl5Ox3HOVx3LMQ/6IkJIYQQQqKHnjg1oScmhBBCCIkevzwxkxtiRCm1EcBhADYlYXeti37/mIR9mQ77woN94cG+8GBfeLAvPNgXHuwLj2T3RWMAexzHaZKk/ZEkQE+sDfaFB/vCg33hwb7wYF94sC882Bce9MSkzNATa4N94cG+8GBfeLAvPNgXHuwLD/aFh5WemMkNBqOU+gIAHMfprDsW3bAvPNgXHuwLD/aFB/vCg33hwb7wYF8Q2+CY9WBfeLAvPNgXHuwLD/aFB/vCg33hwb4gtsEx68G+8GBfeLAvPNgXHuwLD/aFB/vCw9a+KKc7AEIIIYQQQgghhBBCCCGEEEIIIYSQSDC5gRBCCCGEEEIIIYQQQgghhBBCCCFGw+QGQgghhBBCCCGEEEIIIYQQQgghhBgNkxsIIYQQQgghhBBCCCGEEEIIIYQQYjRMbiCEEEIIIYQQQgghhBBCCCGEEEKI0SjHcXTHQAghhBBCCCGEEEIIIYQQQgghhBASFlZuIIQQQgghhBBCCCGEEEIIIYQQQojRMLmBEEIIIYQQQgghhBBCCCGEEEIIIUbD5AZCCCGEEEIIIYQQQgghhBBCCCGEGA2TGwghhBBCCCGEEEIIIYQQQgghhBBiNExuIIQQQgghhBBCCCGEEEIIIYQQQojRMLmBEEIIIYQQQgghhBBCCCGEEEIIIUbD5AZCCCGEEEIIIYQQQgghhBBCCCGEGA2TGwxAKdVCKXWzUuojpdSvSqkCpdQ2pdQ8pdQpcbbZXSm1QCm1UymVp5T6Vil1nVKqvN/x+4lSqqJS6lql1ItKqa+L+sJRSl0aR1uNi14b7uf1RByDX/jZFwFtWjkuXPyKv5RxsSJR8ceCUqq+Uuo/SqnNSql8pdQmpdRjSqmaMbZTq+h1m4ra2VzUbv1Exe43fvSFUmpxKe97pUQegx8opYYqpZ5QSn2slNpTFPfLcbbly/jShV99UXTc4cbE1kTE7idKqcOVUpcqpeYopdYVfS7uVkp9opS6RCkVk8+zfVwQ+1H0xH/hpw9U9MSh2rRyXLj4FX8p44Ke2DD86AtFT1y8Lau9j199oeiJi7dn9bgg9qPoif/CTx+o6IlDtWnluHDxK/5SxgU9sWH40ReKnrh4W1Z7H7/6QtETF2/P6HFRQXcABABwL4DhAFYBWABgJ4BWAAYCGKiUutZxnKnRNqaUGgRgNoD9AGYWtTcAwBQAPQAM8zV6f8kC8FjR39sAbAXQoIxtfgNgbojHvy9ju4nG176wfFwkIv6fAUwL8fhv8UfpD0qpZgCWAzgSwDwAPwI4HsC1AM5USvVwHGdHFO0cXtROSwAfAXgdQGsAowH0U0qd6DjOhsQchT/41RcBTAjz+MEyBZoc7gBwHIAcyDhtHU8jCehTHfjSF0XshvdZG0hOGdpMFsMAPA1gC4BFAH4BUAfAYADPAzhLKTXMcRyntIZSZFwQ+6En9qAn9qAnDoCemJ4Y9MT0xB70xAI9MUk16Ik96Ik96IkDoCemJwY9MT2xBz2xkF6e2HEc/mj+ATAKQMcQj58EoABAPoB6UbZ1GIDtRa/pEvB4JchgdACcr/uYI8SfAeAs93gBjC+K+dI42mpc9Nppuo/LgL6wfVz4Gn/R9ot1H1eE+N4rivGaYo8/WvT4M1G282zR9o8Ue3xs0ePv6j7WJPbFYjnl6T+mMvTFKQBaAFAATi46/pd19WmK9MUmAJt0H08Z+uFUyD/v5Yo9XhdiYB0AQ9JlXPDH/h/QEwfGT0+cmL6wfVzQEzv0xGXsi8WgJ/a1T1OkLzaBnjhlxgV/7P8BPXFg/PTEiekL28cFPbFDT1zGvlgMemJf+zRF+mIT6ImtGRfaO5w/pbxBwH9jHHRjirZ/KcRzpxY9t0T3ccVw/GlrWn3uC6vHhd/xm2xaATQrim9jiBNRNUiW4D4AWaW0UxVAbtH21Yo9V67oZO0AaKr7mBPdF0XbW29aix1PXEbNzz415SedTWspx3ZbUb88kY7jgj+p90NPTE/sU19YPS7oif96jp44jr4o2p6e2Oc+NeWHnjjssdET8yelfuiJ6Yl96gurxwU98V/P0RPH0RdF29MT+9ynpvzQE4c9tpTzxDGtsUG0cKDod7SlcE4t+v1uiOeWQk5i3ZVSmWUNzCKOUkpdrpS6reh3e90BacD2cZGI+GsopcYUjYurlFInlDlKf3DXT/yv4ziFgU84jrMXwDIAVQCUFu8JACoDWFb0usB2CiHZd4H7MxG/+uIvlFLDlVK3KKVuUEqdZfCYTxS+92kKkKmUGlH0WXCtUuoUZcn6kqUQi3/guCA2QE9cduiJ7R8X9MSgJw58gp44buh9SkJPzHFB7ICeuOzQE9s/LuiJQU8c+AQ9cdzQ+5SEntiScVFB585JZJRSjQD0gZyQl0b5slZFv9cWf8JxnINKqY0AjgHQFMBqP+K0gNOKfv5CKbUYwMWO4/yiJaLkY/u4SET8xwF4IfABpdQ3AEY6jvNdGWItK2GPtYifAJwOWR/twzK2g6J2TMWvvgjk9WJ6u1LqKsdx3owjPhtJRJ/aTl0AM4o9tlEpNdpxnCU6AiorSqkKAC4qkqH+2S8OxwUxGnpi36Antn9c0BN70BN70BPHDr1PSeiJOS6I4dAT+wY9sf3jgp7Yg57Yg544duh9SkJPbMm4YOUGQynKEnsFQCaA8Y7j7IrypdWLfu8O87z7eI0yhGcLuQDuBdAZQM2in5MALIKUp/lQKZWlLbrkYvu48Dv+RwH0AHAEpJROVwBvQozsR0qpo+OM0w/8Olbb33PA32OYB1lzqj4kU7k1gAeKXjtTKXVmGeK0iVQYF37yIuTiUF0AWQDaQdYgbAxgoVLqOH2hlYlJAI4FsMBxnPdK2xgcF8Rg6Il9gZ7Yw/ZxQU/sQU/sQU8cO6kwLvyEnljguCDGQk/sC/TEHraPC3piD3piD3ri2EmFceEn9MSCFeOCyQ0+oZTapJRyYvh5OUJb5SHZQT0AzATwcLKOww/87Iuy4DjOdsdx7nIc50vHgIAHEAAACCpJREFUcbKLfpZCsopWAmgO4NJE7NvFlL4wAZP6wnGccY7jLHcc50/HcXIcx/nccZxhAGYDqA3gxkTtm+jBcZwpjuP8n+M4vzuOs99xnDWO49wGYBzkXPiA5hCJBhzHmeA4zkeO42xzHCfXcZzvHce5AvKPbWXIGpZWoZQaCxnXPwIYqTkckobQE3uY4n3oic3CpL6gJ04/6IlJKOiJCfEfemIPU7wPPbFZmNQX9MTpBz0xCQU9sV1wWQr/WA9gfwzbbw71YJFhfRnAMACzAIxwHMeJoV03a6Z6mOfdx7NjaDNWfOmLRFFUnup5AN0A9AbweAJ3Z0pf2D4ukhX/MwCGQMaFLvw6VhPe87KSjGN4HsAUAB2UUtWKrzuXgqTCuEgGz0CMn87PgphRSl0NOaetAtDHcZydUb6U44L4CT2xhyk+MCT0xCExfVzQE3vQE3vQE8dOKoyLZEBPHAzHBYkFemIPU3xgSOiJQ2L6uKAn9qAn9qAnjp1UGBfJgJ44GCPGBZMbfMJxnD5lbUMpVRFSYmwYgFcBXOQ4zqEYm1kDoAtkvZMvirVfAUATAAcBbChrvOHwoy+SwB9FvxNabsygvrB9XCQr/qSMi1JYU/Q73BpnLYp+h1vzyO92dJLwY3AcZ79Sai+kHGEWgFQ3rakwLpKBCZ8FMaGUug7yD9j3EMO6PYaXc1wQ36An9jDIB0aCnrgIS8YFPbEHPbEHPXHspMK4SAYmfBbEBD0xMQV6Yg+DfGAk6ImLsGRc0BN70BN70BPHTiqMi2RgwmdBTKSDJ+ayFIaglMoA8AbEsE4HMDIOwwoAHxX9DrUuUG8AVQAsdxwnP65AU4cTin4nzKQZhu3jIlnxmzAuFhX9Pl0pFfQZrZSqBilDmAtgRSntrACQB6BH0esC2ykHKbsXuD8T8asvwqKUagUxrHsB/BlvOxaR8D5NEUz4LIgapdTNEMP6NYBTYjSsAMcFMQh64qRj1eedD9g+LuiJQU8c+AQ9cdzQ+0SHCZ8FUUNPTFIJeuKkY9XnnQ/YPi7oiUFPHPgEPXHc0PtEhwmfBVGTLp6YyQ0GoJTKBDAHwCAAL/x/e/cTaukYxwH8+yQSCxkRha6mMAtDsiIZJhGZxkZWXFlYYKEsbKZGUZZEKDJXFkZJiRQ2l9EsZGdBMZlBTWGGRDH+PBbvczvnnrkznLln5rz3+HzqrTnPec7b+/7mOef9nvrd8ya5p9b697+85oxSyqWllPNGnno93QfvnaWUq4bmn5rksfbwuYkdfA8cqRallCtH33xtfHOSh9rDmbp32Qyvi7GPv5RyWqvFhSPjG1v3e0bHkzzeHk5tXdRa9yR5L8lckvtHnn40XYfgK7XWX5cG23leOrKfX9Ldk/H0HH4/qAfa/t+ttfb2ojypWpRSLiqlrBvdfynl7CQ72sOdtdY/J3j4U1VKObnVYv3w+LHUdK07Ui1KKRtKKYd13JZS5pI80x72/hpRStmW5Il0f62wudZ6xC9f1gV9JxOvjkw8MMPrQibuyMQDMvFRyD4DMvGyudYFvSYTr45MPDDD60Im7sjEAzLxUcg+AzLxsrlrel2U8W7TxfFQStmRZD7dRfnZJCv9pyzWWheHXjOf7sP25Vrr/Mj+tqa7yP+WZGeSg0m2JLmkjd8x5v3ZTqhSyiNJli46VyS5PMnuJF+0sY9qrS8OzZ/PCrUopSym+4mU3Um+bcMbk9zQ/r2t1roUeHppUrVoz631dTHW8ZdSNqXrMvug1rppaHwhyW1JdiX5Jsnv6Wp8c5KTkryQ5L5p1qJdUHYnOSfJm0k+S3fvv+vT/dzP1bXWA0Pza5LUWsvIfs5q+7k4XVfzx0k2pPuC/F3bz57jfT6rMYlatPfF80k+StdheTDJhUluSXePqE+S3Fhr7fX9w9p7YGt7eG6Sm9Kdz6429kOt9eE2dy7JV0n21VrnRvYzVk37aBK1KKVsT3e/tA+T7EvXlb0+ya1JTk3yTpLba62HjuvJrEIp5e4kC0n+SvJ0BvdEG7a31rrQ5s9lhtcFa59MvJxMPCATD8jEMnFkYpm4kYk7MjGzRiZeTiYekIkHZGKZODKxTNzIxJ3/XSautdqmvCVZTBdUj7ZtH3nNfBtfOMI+r0n3hvsx3U8OfZquC/WkaZ/vBOqxMDJ/xVokuTfJ20n2JvklXTj5OslrSa6d9nmeyFrMwroY9/iTbGq1WBwZ35rkjSRfJvk5yaEk+5O8lWTLtM9x6DgvSPcFZH87xn1Jnkxy5gpza/dxvuJ+1iV5qr1+6VxfSnL+tM/xRNUiyWXpLuyfJjmQ5I90wXVXkgeTnDLtc/yPddj+L58He4fmzo2OHWtN+7hNohZJrkvyapLPk/zU1sX3Sd5PcldaA2ift/9Qh2WfgbO+Lmxrf4tMPG49Fkbmr1iLyMQztS7GPf7IxEvPycQy8apq2sdtErWITDxz68K29rfIxOPWY2Fk/oq1iEw8U+ti3OOPTLz0nEwsE6+qpn3cJlGLyMRrbl345QYAAAAAAAAAoNcOu88UAAAAAAAAAECfaG4AAAAAAAAAAHpNcwMAAAAAAAAA0GuaGwAAAAAAAACAXtPcAAAAAAAAAAD0muYGAAAAAAAAAKDXNDcAAAAAAAAAAL2muQEAAAAAAAAA6DXNDQAAAAAAAABAr2luAAAAAAAAAAB6TXMDAAAAAAAAANBrmhsAAAAAAAAAgF7T3AAAAAAAAAAA9JrmBgAAAAAAAACg1zQ3AAAAAAAAAAC9prkBAAAAAAAAAOg1zQ0AAAAAAAAAQK/9A0UuwDxB3qKfAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1296x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 372,
+       "width": 1051
+      },
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# most code here copy-paste from script 02\n",
+    "\n",
+    "from sklearn.svm import SVC\n",
+    "import numpy as np\n",
+    "\n",
+    "\n",
+    "def train_and_plot_decision_surface(clf, preproc, features, labels, marker=\".\", N=400):\n",
+    "    \n",
+    "    features = np.array(features)\n",
+    "    xmin, ymin = features.min(axis=0)\n",
+    "    xmax, ymax = features.max(axis=0)\n",
+    "    \n",
+    "    x = np.linspace(xmin, xmax, N)\n",
+    "    y = np.linspace(ymin, ymax, N) \n",
+    "    points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)\n",
+    "  \n",
+    "    if preproc is not None:\n",
+    "        points_for_clf = preproc.fit_transform(points)\n",
+    "        features = preproc.fit_transform(features)\n",
+    "    else:\n",
+    "        points_for_clf = points\n",
+    "    \n",
+    "    clf.fit(features, labels)\n",
+    "    predicted = clf.predict(features)\n",
+    "    # print(sum(predicted == labels), \"out of\", len(labels), \"predicted correctly\")\n",
+    "    classes = np.array(clf.predict(points_for_clf), dtype=bool) \n",
+    "    plt.plot(points[classes][:, 0], points[classes][:, 1], \"b\" + marker, markersize=1, alpha=.05);\n",
+    "    plt.plot(points[~classes][:, 0], points[~classes][:, 1], \"r\" + marker, markersize=1, alpha=.05);\n",
+    "\n",
+    "\n",
+    "df = pd.read_csv(\"2d_points.csv\")\n",
+    "\n",
+    "features = df.iloc[:, :-1]\n",
+    "labels = df.iloc[:, -1]\n",
+    "\n",
+    "#############################################\n",
+    "# this is new code\n",
+    "#############################################\n",
+    "\n",
+    "# three classifiers with different values for gamma:\n",
+    "classifiers = [SVC(gamma=23), \n",
+    "               SVC(gamma=12), \n",
+    "               SVC(gamma=.1)]\n",
+    "\n",
+    "plt.figure(figsize=(18, 6));\n",
+    "for i, clf in enumerate(classifiers):\n",
+    "    \n",
+    "    plt.subplot(1, len(gammas), i + 1)\n",
+    "    train_and_plot_decision_surface(clf, None, features, labels)\n",
+    "\n",
+    "    colors = [\"rb\"[i] for i in labels]\n",
+    "    plt.scatter(features.iloc[:, 0], features.iloc[:, 1], color=colors, marker='.');\n",
+    "    plt.title(\"gamma = {}\".format(clf.gamma))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Observation:\n",
+    "\n",
+    "The parameter `gamma` of `SVC` has an effect on the flexibility of the decision surface. A large value allows a very flexible / \"irregular\" decision surface, for smaller values the surface gets smoother / \"stiffer\" / \"more regular\".\n",
+    "\n",
+    "We see here also \n",
+    "\n",
+    "- that the smallest `gamma` value produces a classifier which seems to get the idea of an \"circle\", \n",
+    "- where as the large `gamma` value adapts the classifier more to the given examples."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lets choose an even larger `gamma` value:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 199,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 358,
+       "width": 382
+      },
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "clf = SVC(gamma=80)\n",
+    "plt.figure(figsize=(6, 6));\n",
+    "\n",
+    "train_and_plot_decision_surface(clf, None, features, labels)\n",
+    "plt.scatter(features.iloc[:, 0], features.iloc[:, 1], color=colors, marker='.');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "What you see here is an extreme example for the previously mentioned effect of overfitting !\n",
+    "\n",
+    "- If we evaluate performance of this classifier on the training data set we get an **accuracy of `~100%`** and same values for precision and recall !\n",
+    "\n",
+    "- But the classifier totally fails to learn the concept of a circle, and you can easily imagine how bad this  classifier performs on new and unseen data.\n",
+    "\n",
+    "Definition:\n",
+    "\n",
+    "**Overfitting**: The classifier adapts to strong to the sample data from a given model instead of learning the underlying concept."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### More \"probabilistic\" definition:\n",
+    "\n",
+    "- Our data is generated by a model we have no direct access to.\n",
+    "- We have only samples from this model.\n",
+    "- A classifier tries to approximate the underlying model based on the given samples.\n",
+    "\n",
+    "Here \"overfitting\" means that the model approximation we compute is to far away from the original model.\n",
+    "\n",
+    "In the following picture we also plotted the \"underlying model\":"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 239,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 250,
+       "width": 270
+      },
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(4, 4))\n",
+    "ax = plt.subplot(1, 1, 1)\n",
+    "plt.scatter(features.iloc[:, 0], features.iloc[:, 1], c=[\"rb\"[l] for l in labels], marker=\".\");\n",
+    "from matplotlib.patches import Circle\n",
+    "\n",
+    "ax.add_patch(Circle((0, 0), 1.227, alpha=0.1));"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Underfitting\n",
+    "\n",
+    "The other extreme is called **underfitting**: The classifiers decision boundary deviates to far from the sample data and produces a classifier which already performs badly on the training data:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 218,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 358,
+       "width": 382
+      },
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# very small gamma produces underfitting in our example:\n",
+    "\n",
+    "clf = SVC(gamma=.05)\n",
+    "plt.figure(figsize=(6, 6));\n",
+    "\n",
+    "train_and_plot_decision_surface(clf, None, features, labels)\n",
+    "plt.scatter(features.iloc[:, 0], features.iloc[:, 1], color=colors, marker='.');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### What did we do wrong ? How can we improve ?\n",
+    "**<center>\n",
+    "** Our fundamental mistake was to evaluate the performace of the classifier on the training data.\n",
+    "**</center>**\n",
+    "\n",
+    "Repeat:\n",
+    "\n",
+    "**<center>\n",
+    "** Our fundamental mistake was to evaluate the performace of the classifier on the training data.\n",
+    "**</center>**\n",
+    "\n",
+    "As data sets can be very different there is no general optimal setting or classification algorithm. Depending on the \"geometry\" / \"shape\" of the data, settings and algorithms can make a big difference.\n",
+    "\n",
+    "In our previous 2D examples we we able to visualize data and classification results, which is impossible for higher dimensions.\n",
+    "\n",
+    "The general way to handle this situation is as follows: \n",
+    "\n",
+    "- split our data into a learning data set and into an evaluation data set\n",
+    "- train the classifier on the learning data set\n",
+    "- assess performance of the classifier on the training data set."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Cross-validation\n",
+    "\n",
+    "The procedure called *cross-validation* goes a step further: We apply different splittings of our full dataset into learn-/test-set and compute statistics of the achieved metrics to assess the classifier.\n",
+    "\n",
+    "A common approach is called **K-fold cross-validation**:\n",
+    "\n",
+    "### Example: 4-fold cross validation\n",
+    "\n",
+    "For 4-fold cross validation we split our data set into four equal sized partitions P1, P2, P3 and P4.\n",
+    "\n",
+    "Then we:\n",
+    "\n",
+    "- Learn classifier on `P2 + P3 + P4`, compute metrics `m1` on `P1`.\n",
+    "\n",
+    "<img src=\"cross_val_0.svg\" />\n",
+    "\n",
+    "- Learn classifier on `P1 + P3 + P4`, compute metrics `m2` on `P2`.\n",
+    "\n",
+    "<img src=\"cross_val_1.svg\" />\n",
+    "\n",
+    "- Learn classifier on `P1 + P2 + P4`, compute metrics `m3` on `P3`.\n",
+    "\n",
+    "<img src=\"cross_val_2.svg\" />\n",
+    "\n",
+    "- Learn classifier on `P1 + P2 + P3`, compute metrics `m4` on `P4`.\n",
+    "\n",
+    "<img src=\"cross_val_3.svg\" />\n",
+    "\n",
+    "Finally we can compute the average of `m1` .. `m4` as the final metrics.\n",
+    "\n",
+    "Practical hints:\n",
+    "\n",
+    "- This can be done on the original data or on randomly shuffled data. Better shuffle your data first, as there might be some unknown underlying ordering in your data\n",
+    "\n",
+    "- Usually people use 5- to 10-fold cross validation, depending on the available amount of data.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Variant: randomized cross valiation\n",
+    "\n",
+    "A randomized variant works like this:\n",
+    "\n",
+    "- Perform $n$ iterations:\n",
+    "\n",
+    "   - draw a fraction $p$ (e.g. 80%) from your full data set without replacement for the training data set.\n",
+    "   - use the remaining fraction $1 - p$ as evaluation data set\n",
+    "   - train classifier and compute metric(s).\n",
+    "   \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Cross valiation with scikit-learn"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/2d_points.csv b/2d_points.csv
index a2daec8..81c677e 100644
--- a/2d_points.csv
+++ b/2d_points.csv
@@ -1,201 +1,301 @@
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--3.2750420207041167,6.39478550652392,1
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+-0.14520638024007138,-0.5865910878957887,True
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+-0.761889534854689,1.2551800788277947,False
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diff --git a/Notes Review 01 and 02.ipynb b/Notes Review 01 and 02.ipynb
new file mode 100644
index 0000000..2b65e32
--- /dev/null
+++ b/Notes Review 01 and 02.ipynb	
@@ -0,0 +1,52 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- tbd: what did we not tell ?\n",
+    "- tbd: extra exercises for the fast students"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- add links to docs\n",
+    "- when script is done: refactor all code examples, then prepare script 0: just intros and explain tricks we use\n",
+    "- general: avoid red/green. blue / red seems to work better: https://www.tableau.com/about/blog/2016/4/examining-data-viz-rules-dont-use-red-green-together-53463\n",
+    "- maybe add example images from classifiction to the 01 taxonomy section of supervised learning\n",
+    "- add extra exercise to 02: use only most promising pair of features.\n",
+    "- improve script by adding more references"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/create_datasets.py.ipynb b/create_datasets.py.ipynb
index 919734f..96a9df1 100644
--- a/create_datasets.py.ipynb
+++ b/create_datasets.py.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -19,7 +19,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -54,7 +54,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
@@ -63,7 +63,7 @@
        "[4.274815584823238, 0.763271464942364, 1.6230700143217152, 0.3253729101618156]"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -74,7 +74,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
@@ -177,7 +177,7 @@
        "max           5.955272    1.080170    7.221285    0.535315"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -208,7 +208,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -287,7 +287,7 @@
        "4         4.148710    0.570586  1.461568    0.260218"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -298,7 +298,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -364,7 +364,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [
     {
@@ -391,6 +391,7 @@
        "      <th>alcohol_content</th>\n",
        "      <th>bitterness</th>\n",
        "      <th>darkness</th>\n",
+       "      <th>fruitiness</th>\n",
        "      <th>label</th>\n",
        "    </tr>\n",
        "  </thead>\n",
@@ -400,6 +401,7 @@
        "      <td>3.739295</td>\n",
        "      <td>0.422503</td>\n",
        "      <td>0.989463</td>\n",
+       "      <td>0.215791</td>\n",
        "      <td>class_0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -407,6 +409,7 @@
        "      <td>4.207849</td>\n",
        "      <td>0.841668</td>\n",
        "      <td>0.928626</td>\n",
+       "      <td>0.380420</td>\n",
        "      <td>class_0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -414,6 +417,7 @@
        "      <td>4.709494</td>\n",
        "      <td>0.322037</td>\n",
        "      <td>5.374682</td>\n",
+       "      <td>0.145231</td>\n",
        "      <td>class_1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -421,6 +425,7 @@
        "      <td>4.684743</td>\n",
        "      <td>0.434315</td>\n",
        "      <td>4.072805</td>\n",
+       "      <td>0.191321</td>\n",
        "      <td>class_1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -428,6 +433,7 @@
        "      <td>4.148710</td>\n",
        "      <td>0.570586</td>\n",
        "      <td>1.461568</td>\n",
+       "      <td>0.260218</td>\n",
        "      <td>class_0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -435,15 +441,15 @@
        "</div>"
       ],
       "text/plain": [
-       "   alcohol_content  bitterness  darkness    label\n",
-       "0         3.739295    0.422503  0.989463  class_0\n",
-       "1         4.207849    0.841668  0.928626  class_0\n",
-       "2         4.709494    0.322037  5.374682  class_1\n",
-       "3         4.684743    0.434315  4.072805  class_1\n",
-       "4         4.148710    0.570586  1.461568  class_0"
+       "   alcohol_content  bitterness  darkness  fruitiness    label\n",
+       "0         3.739295    0.422503  0.989463    0.215791  class_0\n",
+       "1         4.207849    0.841668  0.928626    0.380420  class_0\n",
+       "2         4.709494    0.322037  5.374682    0.145231  class_1\n",
+       "3         4.684743    0.434315  4.072805    0.191321  class_1\n",
+       "4         4.148710    0.570586  1.461568    0.260218  class_0"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -462,7 +468,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -474,17 +480,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [],
    "source": [
     "from sklearn.linear_model import LogisticRegression\n",
-    "from sklearn.svm import SVC\n"
+    "from sklearn.svm import SVC"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
@@ -569,7 +575,7 @@
        "4         4.148710    0.570586  1.461568    0.260218         0"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 45,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -581,7 +587,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
@@ -660,7 +666,7 @@
        "4         4.148710    0.570586  1.461568    0.260218"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -680,7 +686,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 47,
    "metadata": {
     "scrolled": true
    },
@@ -704,7 +710,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
@@ -727,7 +733,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
@@ -812,7 +818,7 @@
        "4         3.789652    0.661923  1.477141    0.280621         0"
       ]
      },
-     "execution_count": 58,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -824,7 +830,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
@@ -903,7 +909,7 @@
        "4         3.789652    0.661923  1.477141    0.280621"
       ]
      },
-     "execution_count": 59,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -923,7 +929,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 51,
    "metadata": {
     "scrolled": true
    },
@@ -973,7 +979,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -985,7 +991,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [
     {
@@ -1028,7 +1034,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1039,7 +1045,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
@@ -1060,7 +1066,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [
     {
@@ -1293,12 +1299,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 96,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x288 with 1 Axes>"
       ]
@@ -1320,7 +1326,7 @@
     "\n",
     "np.random.seed(42)\n",
     "\n",
-    "N = 100\n",
+    "N = 200\n",
     "\n",
     "phis =  2 * np.random.random(N) * np.pi\n",
     "rs = r0 + 3 * np.random.random(N)\n",
@@ -1352,22 +1358,86 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 97,
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/uweschmitt/Projects/machinelearning-introduction-workshop/venv3.6/lib/python3.6/site-packages/ipykernel_launcher.py:4: DeprecationWarning: In future, it will be an error for 'np.bool_' scalars to be interpreted as an index\n",
+      "  after removing the cwd from sys.path.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x11b28f1d0>"
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "np.random.seed(42)\n",
+    "points = np.random.random((300, 2)) * 4 - 2\n",
+    "labels = (points[:, 0] ** 2 + points[:, 1] ** 2 < 1.5 )\n",
+    "colors = [\"rb\"[l] for l in labels]\n",
+    "plt.figure(figsize=(6,6))\n",
+    "plt.scatter(points[:, 0], points[:, 1], color=colors, marker=\".\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
    "metadata": {},
    "outputs": [],
    "source": [
-    "df = pd.DataFrame(dict(a = np.hstack((xs, xs2)), b = np.hstack((ys, ys2)), label = np.hstack((np.ones(N, int), np.zeros(N, int)))))"
+    "df = pd.DataFrame(points, columns=[\"x\", \"y\"])\n",
+    "df[\"label\"] = labels"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": 81,
    "metadata": {},
    "outputs": [],
    "source": [
     "df.to_csv(\"2d_points.csv\", index=False)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# df = pd.DataFrame(dict(a = np.hstack((xs, xs2)), b = np.hstack((ys, ys2)), label = np.hstack((np.ones(N, int), np.zeros(N, int)))))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# df.to_csv(\"2d_points.csv\", index=False)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 100,
diff --git a/graphics.ipynb b/graphics.ipynb
new file mode 100644
index 0000000..456f4ff
--- /dev/null
+++ b/graphics.ipynb
@@ -0,0 +1,113 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x81 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x81 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x81 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x81 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from matplotlib.patches import Rectangle\n",
+    "from matplotlib.text import Text\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib\n",
+    "%matplotlib inline\n",
+    "\n",
+    "scale = .75\n",
+    "\n",
+    "for run in (0, 1, 2, 3):\n",
+    "    fig = plt.figure(figsize=(scale * 8, scale * 1.5))\n",
+    "    ax = plt.subplot(1, 1, 1)\n",
+    "    ax.set_axis_off()\n",
+    "\n",
+    "    for p in (0, 1, 2, 3):\n",
+    "        x0 = .25 * p * scale\n",
+    "        color = \"r\" if p == run else \"b\"\n",
+    "        r = Rectangle((x0+ .01, 0.01), .24 * scale, .98, figure=fig, facecolor=\"w\", edgecolor=color, linewidth=1)\n",
+    "        ax.add_patch(r)\n",
+    "        plt.text(.1 * scale + x0, .55 * scale, \"P\" + str(p + 1), fontsize=20 * scale)\n",
+    "        \n",
+    "    plt.savefig(\"cross_val_%d.svg\" % run)\n",
+    "\n",
+    "    \n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
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+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
-- 
GitLab