From a149b900785f4ae3e49bed6c5e7db2ce336869b7 Mon Sep 17 00:00:00 2001 From: Francois Lanusse Date: Mon, 30 Jun 2025 16:45:50 +0200 Subject: [PATCH 1/2] Created using Colab --- notebooks/Tutorial.ipynb | 6282 ++++++++++++++++++++++++++++++++++++-- 1 file changed, 6111 insertions(+), 171 deletions(-) diff --git a/notebooks/Tutorial.ipynb b/notebooks/Tutorial.ipynb index 9e32e12..33211c0 100644 --- a/notebooks/Tutorial.ipynb +++ b/notebooks/Tutorial.ipynb @@ -3,11 +3,11 @@ { "cell_type": "markdown", "metadata": { - "colab_type": "text", - "id": "view-in-github" + "id": "view-in-github", + "colab_type": "text" }, "source": [ - "\"Open" + "\"Open" ] }, { @@ -42,7 +42,7 @@ "Here, we'll use AION-1 to perform several tasks:\n", "\n", "- **Similarity Search**: retrieve galaxies that are similar to a given image or spectrum, even across modalities.\n", - "- **Stellar Mass Prediction**: train a lightweight prediction model on top of AION embeddings to estimate physical galaxy properties.\n", + "- **Redshift Prediction**: train a lightweight prediction model on top of AION embeddings to estimate physical galaxy properties.\n", "\n", "---\n", "\n", @@ -80,36 +80,36 @@ "\n", "---\n", "\n", - "### πŸ“¦ Create a Github Token\n", + "### πŸ“¦ Installing Dependencies\n", "\n", - "\n", - "If you are running this notebook in colab, you will also need to configure a Github token to link the colab notebook to your Github account and enable code access. You can set it up and save it to your colab environment by following this procedure:\n", - "\n", - "- Go to https://github.com/settings/tokens\n", - "- Generate a classic token with at least 'repo access' permission\n", - "- Click on the πŸ— icon on the left bar of your Colab notebook\n", - "- Click on the 'Add new secret' link and save your GitHub key under the name 'GITHUB_TOKEN'\n", - "\n", - "If you aren't running in colab, please follow instructions in the README for how to set things up locally.\n", - "\n", - "Once you have done that, the rest should work nicely πŸ˜€, you can run the following code:" + "Simply run the following command to install AION-1" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { - "id": "867V-sbQnlPj" + "id": "867V-sbQnlPj", + "outputId": "a0e31ae3-0adc-4484-8c71-da549a5b1a38", + "colab": { + "base_uri": "https://localhost:8080/" + } }, - "outputs": [], + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/515.4 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91mβ•Έ\u001b[0m \u001b[32m512.0/515.4 kB\u001b[0m \u001b[31m19.1 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m515.4/515.4 kB\u001b[0m \u001b[31m13.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25h\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/89.0 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m89.0/89.0 kB\u001b[0m \u001b[31m8.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25h\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/55.4 kB\u001b[0m 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"stdout", + "text": [ + "--2025-06-30 14:32:07-- https://users.flatironinstitute.org/~flanusse/provabgs_legacysurvey_eval_v2.fits\n", + "Resolving users.flatironinstitute.org (users.flatironinstitute.org)... 158.106.193.205\n", + "Connecting to users.flatironinstitute.org (users.flatironinstitute.org)|158.106.193.205|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 2415211200 (2.2G) [application/octet-stream]\n", + "Saving to: β€˜provabgs_legacysurvey_eval_v2.fits’\n", + "\n", + "provabgs_legacysurv 100%[===================>] 2.25G 55.0MB/s in 56s \n", + "\n", + "2025-06-30 14:33:03 (41.5 MB/s) - β€˜provabgs_legacysurvey_eval_v2.fits’ saved [2415211200/2415211200]\n", + "\n" + ] + } + ], "source": [ "# Downloading a bunch of data (takes a few minutes)\n", - "!wget https://users.flatironinstitute.org/~flanusse/provabgs_legacysurvey_eval_v2.fits\n", - "!wget https://users.flatironinstitute.org/~flanusse/provabgs_hsc_eval_v2.fits" + "!wget https://users.flatironinstitute.org/~flanusse/provabgs_legacysurvey_eval_v2.fits" ] }, { @@ -156,7 +177,7 @@ "Data from these surveys was compiled within the [MultiModal Universe](https://github.com/MultimodalUniverse/MultimodalUniverse) (MMU) project, and exact details about how the data was downloaded and prepared can be found by inspecting the code in the MMU repo.\n", "\n", "\n", - "Broadly speaking, for each survey, **no pre-processing of the data is applied** before training, meaning that one can directly retrieve new data from any of these surveys and feed them to AION-1 directly.\n", + "Broadly speaking, for each survey, **no pre-processing of the data is applied** before training, meaning that **one can directly retrieve new data from any of these surveys and feed them to AION-1** directly.\n", "\n", "We describe below the main data modalities AION-1 understands, in each case the names listed below correspond to the names in the original data schemas of each source survey, i.e. please refer to the corresponding survey's documentation for a description of what these quantities are:\n", "\n", @@ -193,32 +214,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 185 }, "id": "BvuqQkIW1oBb", - "outputId": "74b5f309-d494-42dd-99cf-70d942af74ac" + "outputId": "f51dea6f-2a3e-4d59-9759-001c644e98fa" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "Shape of the image: (4, 256, 256)\n" ] }, { + "output_type": "display_data", "data": { - "image/png": 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", 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -262,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "id": "psJOEgXH1nuc" }, @@ -281,24 +302,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "IhXTqMkkBWkM", - "outputId": "922f7a4d-75c1-4cd1-bae8-fbafb62f4ff4" + "outputId": "895b6c48-6f08-4382-de79-473d47ea80bf" }, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ "Image(flux_shape=[1, 4, 256, 256], bands=['DES-G', 'DES-R', 'DES-I', 'DES-Z'])" ] }, - "execution_count": 56, "metadata": {}, - "output_type": "execute_result" + "execution_count": 8 } ], "source": [ @@ -358,22 +379,69 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "Hzwt7RccBsEg" - }, - "outputs": [], - "source": [ - "image.flux = image.flux.repeat(2, 1, 1, 1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { - "id": "Xyl3TlNH821S" + "id": "Xyl3TlNH821S", + "outputId": "5c9f1393-75f7-4152-c9fa-5f58c918b972", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 81, + "referenced_widgets": [ + "e488f491f35c4c008c5503d7d23763ff", + "ec49034800144dbabb048f55f189f4c2", + "11c065d555944ae0b4021284b807e895", + "35ed7325295f4b4d884df9c39a385f84", + "8f5fb08fabb14f3f8b25785298cce110", + "73f878b1f956436380acea734d3e17c9", + "853c19c72f1b40f7bfdd23f7f2bb756d", + "755bc732d2b544da9056f6a6e82c811d", + "9ca50bb53f1d45a8b9614ca014c755fc", + "f1c661daba0748a68aa9dca970ae4a28", + "eeb9d5d29077409ca1ef8a13ce5c20eb", + "130d0ff487df4470901b773d59f80ab8", + "87781269e4d74d7ebb65764241d07e7c", + "84c13ea700ab422d9378f293e426e253", + "4332e69d7d294046b917c8f7f05cc0cf", + "a63330c199c94342bf56a5953e9b7dd8", + "e52786cc583241a0a7c97db0670537cb", + "dac294c8be8e46cba5162b54f7da1d27", + "f21c93761f9b468bb1a0b3e196403f7b", + "70d6d3c243f44f3c820b7317828c479c", + "86e0ef5c75374ff9bfd7513839af4f6a", + "d53acbd85b4b472b84660c534d4d644a" + ] + } }, - "outputs": [], + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "config.json: 0%| | 0.00/252 [00:00" - ] + ], + "image/png": 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -510,25 +624,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 205 }, "id": "Fij7DMU3EYDa", - "outputId": "f3a972dd-dde3-4b05-ad29-77776711c82d" + "outputId": "8cbc186d-14bf-4820-d8b6-5f1744236971" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": 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ta8e+99znPtd+/ud/3j74wQ8GgODpWc96lv3gD/6gve9977PP/MzPDJ+/9a1vtSRJ7K677jpQ2z/1Uz/Vvud7vsd+9Vd/1d73vveFz/ez5jhx8P73v9+e/vSnh8/f+c53Zp770i/9UiuXy/ZTP/VTYwNqp2nDs571LHvHO95hDz/8cIapv/Wtb7V6vT47iniM9NGPftRe/vKX29LSkr34xS8+lDK/7Mu+zH7pl37JBoOBfc7nfM6+y/it3/otu+222w4lH8infuqn2m233WY/8zM/Y9/+7d++J8jWbNeifNddd9lf/uVf2h133GGVSuXA9R43zcDAAahcLtu//Jf/0r7927/dhsOh/dAP/ZCtr6+H4y1mZl/zNV9jr3zlK+2FL3yh/ef//J+t3+/bj/3Yj0VjCp785CfbH/zBH9g73/lOu/76663VauUKjxkdP505c8a+67u+y77jO77D3va2t9lP//RP23Of+1x79rOfbffee6/deOONdvXqVfvABz5g73vf++xXfuVXzMzsVa96lf32b/+2fcEXfIG94hWvsCc/+cm2urpqv/M7v2Pf/u3fbrfffru99KUvtbe+9a32vOc9z171qlfZzTffbO9617vsjW98o33Lt3zLHr/oJHr/+99v3/Zt32b/+l//a/uUT/kUq1Qq9p73vMfe//7323d+53eG55785CfbL/3SL9kv//Iv2xOe8ASrVqvB6pFHd999t509e9a+6Zu+yV71qlfZ3Nyc/ezP/qx97GMfyzx3yy232Cte8Qp79atfbb1ez772a7/WlpaW7G//9m/t8uXLYZ88+clPtl/7tV+zn/qpn7KnPe1pViqVMmfale67777gE37lK19pZ8+etV/4hV+wd73rXfa6170uRH/P6HDpgQceCD7wS5cu2R//8R/bW97yFiuXy/aOd7wjaM8HpRe+8IX2C7/wC3b33Xfbf/yP/9E++7M/2+bn5+2f/umf7L3vfa99xVd8hX3lV37l2DJe9apX2e/+7u/anXfeaS95yUvsiU98ovX7fXvwwQftt37rt+xNb3rT1K6rn/zJn7R77rnHnvGMZ9hLX/pSu+mmm+yjH/2ovfvd7w6nIf7bf/tv9nmf93n2+Z//+fYt3/Itdsstt1i73bYPf/jD9s53vnNP3M+po5OOYDxJip0miEW9+ghZolB/6Id+KP3+7//+9HGPe1xaqVTSpz71qem73/3uPe//1m/9VvqUpzwlrdVq6ROe8IT0J37iJ6JRt3/1V3+Vfu7nfm5ar9dTM4tGec/o6GlcBHWv10tvuumm9FM+5VPSnZ2d9K//+q/Tr/7qr04vXLiQzs/Pp9ddd136xV/8xemb3vSmzHsf+9jH0m/8xm9Mr7vuunR+fj694YYb0q/+6q9OL168GJ556KGH0q/7uq9Lz507l87Pz6dPfOIT09e//vXhVEKajtbe61//+j1tM4m8v3jxYnrvvfemt99+e9poNNJms5necccd6X/9r/81Ezn94IMPpl/6pV+atlqt1MxCVD/R+L/yK78SHaM/+7M/S++888600WikN954Y3rfffelb37zmzOnCaC3vvWt6dOf/vS0Wq2mzWYzfepTn5q+5S1vCd9fvXo1fcELXpAuLy+nSZJk9oW50wRpmqb/7//9v/See+5Jl5aW0kqlkn7GZ3xGprxx7Wf8/PMzihN7gZ9KpZJeuHAh/cIv/ML0ta99bXrp0qXM8wc9TZCmabq9vZ2+4Q1vSD/jMz4jrJnbb789ffGLX5x+6EMfCs/dfPPN6fOe97xoux999NH0JS95SXrrrbem8/Pz6dmzZ9OnPe1p6Xd/93ennU4nTdPiewm6//770+c+97np0tJSurCwkN52223pS1/60swzH/nIR9Jv/MZvTG+88cZ0fn4+PX/+fHrnnXemr3nNa6LtPE2UpOkhhoI+RujBBx+0W2+91V7/+tfby1/+8pNuzoxmNKMZzWhGB6LZaYIZzWhGM5rRjB7jNAMDM5rRjGY0oxk9xmnmJpjRjGY0oxnN6DFOM8vAjGY0oxnNaEaPcZqBgRnNaEYzmtGMHuM0AwMzmtGMZjSjGT3GaQYGZjSjGc1oRjN6jFPhDISNRsOSJAm5oIfDYbgFjc+3t7ctSRIrl8s2Pz9vw+HQdnZ2rFQqWZIkNjc3Z1tbW5amqZVKJSuVdrFImqaWpqklSZL5bDAYhLLL5fKeOkulkm1vb4fPFxYWQlnQcDgMZfJckiShfVqnmdn29rbNze0Oy+bmZmjn3NycDYdDS9M08572hfL54fNyuRz6o3/TDz7Tss0sjBttZyy0f9qunZ2d0C6e41n+5rskSfaUyRzMz89n2sj7mgecdMs8R9mQPkvZaZpat9stuuQOjXQcdezou29rHvFdrCz9fNxnRd4pSn5OYuXnfVckbpiyD9rGWJnTvFOkTYzFpH4VaY9fI3x2EjeRPuc5zwk8BH7X7/cz/GV1ddXK5bI1Gg1rtVo2GAys3W6Hi3JqtZqtrq7aYDCw+fl5q1QqViqVbDAYBH5arVZtOBzaYDCwfr8f6qtWq7a1tWXb29tmZjY/P2/lctnW1tas3+/b1taWXbhwwQaDgW1vbwc+uLOzYwsLCzYYDGxnZ8e2trZsbm4utC9Jkkw7Op1OuM/l0qVLVq1Ww/NkPtze3g59gt9XKhXb3t62ra0t29zctM3NTZubm7NqtWoLCwthvGq1mu3s7NjGxoaZ7fLNer0e5Ae8E9kFf9vZ2Ql/M17lctmazWaot91u28LCgs3Pz9vc3Fx4LkmS0O5qtRrmi7tqkGkQ2TO73W6GbyOPhsOh1ev1IGs3NzdtZ2fH5ufnzcwC7+Y9+pamqf3e7/3exLVWGAzENoj+HRPkZpYRECoAY2VpXQhGL9hUaKkw8wydelmcfK7P6t8I9rm5ufB3rGx9z7dJAY0K+JhQVsbl/9Y6tH2Q9pvJ1ndVSPg+x0CXB0U7Ozt75lxBFXPJu1q/jo2CIg+6jptiQuIgQm6aevPAw0HL9eVPQ+MEZ97+LCJsT4qOom2T+NRxkPJR5SPKJ+bm5ixJEhsMBra1tWVmZpVKJYwJglxBBXtyZ2dnD5/a2trKCF1AgipofAevpV3lcjn8IPTgq7RT2zA3N2flctnq9XooEx6sCgdl8z8CF0FutgtUFhYWQnt3dnYC7+fvubm58Hy5XA79UiWKdppZaIvZ7p0yjOnm5mZ4b25uLihj/D0YDDL93dnZCTcx7uzs2GAwCBd9UReKkiqdqmglSWK9Xi/M0fb2dhgbygGgoNTyU4QKgwEvmJV0YXoNF2HsNXYvlJlkL4C0Pl2wTDJISOv3bWLymVSeiwlezwB823zfvbZFn0GIutn0+TwwMw50eW3fzDLWE7VOKPPQfjJu+j2bhOf8eOl4U5duRm2jMiYWPUj7JMHAYVKe0NmPYC76TlGN/yDPmE0WekWF7mGOkW/bQQRzjEfk1XMaCI1VFRolFcw7OztBM1ahA6BASLOHEYbUY7bLczc3NzPfq2CFly8uLmYUNhVa7PONjQ1L0zSz//UZFVQIfwSqtxyrJQRhCw/C+jw3N2fNZtN6vZ51Op1Mm9VqTV8BBp6HMUYQ1le1EvT7/dDO+fn5MEZmFv5WnodlhLmhvFqtFsrk2ntk2nA4DACE/nW73WBtYC/Nz88H3tvpdKzdblu/37elpaVQXxEqDAYUleUJRgZNBZSZBYFIp+gYE6GCcDAYZDRJFT5qpmGwPLLlHQUgijTVLGQ2Eni6IHjXWxv4XBeLth2zj/ahXC4HYIAZLTZ2eYBJTZO0VV0mCmzUXaHjomCBzzAvxTYCG1s3Ln1G0/CuE20X77EZFGicBE1i/tMIKP/cNNroOEE6ro0H1Xi9JUrbU5SmnT+/d/b7bt53sfKLWmAm9eUg43TYVKvVwl7c3t627e3tjIV1Z2fHGo2GDQYD6/V6QdNO09Ta7XYQrpVKxebm5qzRaNj6+rptb29nzN+9Xi+Y7TF5l0ol29raso2NDdve3rZarRb4W7vdDn+jTDQaDev3+4F/1Ov1cJ37ysqKbW5uBhcEAgwNG55EWWqmxxxeq9XCXCif45r4brcbLCK1Ws1qtZr1ej3r9XphHOGLlL29vR3cEAqUNjc3MwAkSZLgMkFA832lUrGtrS0bDocZEGJmwcJCPe1225aXlwOAQG7U63Xr9/uhfQCoer0eePLKyorVajWrVqthLQyHQ6tUKtbv983Mgqt8YWHBms1mxrIxifblJlDh6zeg165VGOl33gSiz0LeEoFAg/Q79Qv7zRvT+n1fIC8cY22PCQRvQYj5F7UuLW+cL1IFuJoM+VzBlI6R9kPr8+Pn263veQuPPhcbFzQEnlPz4UEF2kEoZlHx1qFx5Nf+pGenBQwx61LRd4vSYQrkg9Z1EOvAQes+LWUWJd1PCAoEJqSaPs+iKaop3mw3DmpraysoQ2YWFCx4KKAAhcNr77yDVqwKmJaJWRz+gbLA3KOtp2kaXArwNlUieFf94X7PIE+4Cns4HFqtVst8z5jQTlwq2ifagLl/OBwG8z39IXZDeRtj3O/3M3yP8lQ71z6iJCLMaYeCAu2vKpeMLQAAcEDsAnNSdK9NDQZiTNU/45EISFUFD+jJay1qDVAN3wsk6kYLp/OxjavCU9uswETNT6r5KyCJWQNigMiDARYW3/m+aJ1eIKvQZwHiH6L/Wr/va2wsYkQ7PIiIBRkyBh4IKAPxn+n4nATlrY1Jgmk/bZ5kiSj6/klSDJRMC5wOmya1Z1zdeTxrHOVZVI6T8Pf7v9UKx/7SgLRyuWzVatXMsgpFp9Oxfr8fBBj7tVKpBDfC3Nxc0MbL5bItLCzYwsJCRnvu9/s2Pz8fNFfvFkZ4K+9TgGJmwbyfpqn1+/0QZGc2ClREc1YggpVYA+sYi42NjT38Ct6GyZz/+/1+6HeSJIG/lkqlEFC5ublpGxsbNhgM7MKFC1apVGw4HAYLB+2hvQh3SAFWjHdSh9ZNfxDsam1mjswstH1hYSEAm8FgEEALwfpFA18Lg4GYwPbxAF5weG1UFy/mKzqm6Jb39aQAaBUTDu9UKhUzy5rx1dpAvRrwZmaZQdXFpH4efV7741Gp1sm7jA3+oyQZ+Xb0x7fXgw5fvtfM2RAALPULeisAz9FOzF3qdqCtvE9f2bj0TTcZfdU2efDjQeRJ0DiLjj4zTTtjzxcVNtNaEI6TYuMS+3s/bY6Nz6Rxz7Pqxdrly4n9n9eGSXUeNyFgEAycBkCgo1UixDH/VyoVW1hYMLNR8NzW1patra1Zq9UKGi78jij14XAYTgrs7OzYmTNngqC7fPlyaNOZM2cCzzEb8VBcEmYWTj2g+aPForEjBIfDYcY1gfme7+D7qvgob6VOlMKtrS3r9XrWbretVCrZ8vJyKAOZw7soVihk/BBvgTuVdjFezWYzyJROpxPM98wD6xmeCRhZWFiwq1evWpLsuh04abGxsZGJQTDbXaecCsEdwTwCHgBS5XI5uHF4RmVtESoMBiA1R9HgmNYcE3j6uVoAtGwm2j9LXbE6tB187mMR/PteqPp+aD36rv/Oa/Oxuvw7Hjjp97Rdy+ZvxsGDiBjiVCDgx0XHyo9D7CfWdz/fOm++7drnk6A8QXMQZu/n7TAE+UHLyVuv+wE40zx70LL9WipihRj3/WHNx2kgVcAQ2IAAlBcdCzWt66kg+PbCwkJG4dE9jsbtLa2qQPGOP9IMacCiKgz6vboYNjc3g2YNob3n8QvtH22gjnHHnNHoY24IgJSXBwAr5gDzPUqYP/6u5McF/qvjQ/0am4UVQYMSGX9fB5YInWPq0L+L0FRuAgZVoyFZPDH/Pr/1+EYeEKAONTPTOdWOzWzPQuYzPWcfC7zTdqlAzotZUFNcHkjQCY7FLahQpQ41W3kh74GPCmtdCGwqFqq+r5q7B0nabx0HmIq6dNSio3Xkfafzpm3Qv0+K8rTGvGeLapN5dNjg46BUVECOE9YHLfuw6jvM+ifRSYMK9hRn7jFb63l6FZwaiY/1ACEyPz9vrVYrjC8Cw8zCkTTMzGqRwASNZdPMMoBiY2MjCLFutxt4b7VaDXOj8QxE1qsJHJcG9ailElI+DpDAgqHtYhy86xUrSrPZDBo8Ahgrio67WmMoY2NjI1hM4GlYJiqVSgAogCJ4Ia4DfnO0EDcL84gFwGwUPOnjKOg/pPEWlUolE9Sp8zeJpjpNoIIMU466DNg4atphYkCQXtiZZTczdXgBpKcPFA2rwPPgwG9kHwCjgl6FraJD1da9ho1Q9YjNtyUmCNUUBJCgXTwLiPKf67h487y2W90jjIcPSNGxY870JIJH0TpffM/nuikVGJxEspbDpoMCAf18nAbsBds0gm4SYImB77zvJn2+X5oWVBVty0HGTdt22qharQbBsrm5aZ1Ox1ZWVsLpAI4Q4nvW/dhsNkMAHAJGeTYaKJYGIt5Ve242myHOAMGFsqW+e+X1ngcQW0D9uA8Qwmoex+VI/XoSjQC9zc3NkFNA8ymoRYCTYxBlLi4uhvYT94CwVr5J2zlVoPKIdsD36/V6aOvc3Fw4wYCbI0kSW15ezlheGGuNreCExvb2dvD7NxqNjNVAXUbI5E6nE8ZQgyI52ZEXJ+ZpKjeBF9R5Gv6kMvgd05pjzNFr2bE2xb73WrovV8vIY5S60GJ1+vJUuPK5CkazESiJxVvExijPZMZ3apVRTT82Tr4cBTu0TTdzbD5ibeQ7fV+fo+yTpGmE9LS0X+1Uxy/2/n4E2rj9eBQC7yBl+rGftp68cT+Ngn2/hDBCYAEE1P9tNuI1AH/lh2pOV00ztu8pC6VL8wEwrnqywQdc85yeUKA9CC2NT1KrAe3R39oH+qdtTpIkCFesGuom4dn5+flwLI+xiMkfxggFVtvm+8cRQRRkPX4JUY7KDSwT+PZ1vEkYFFPyAAO6b7Be+DkE+B16noGY4GKB+AHV3zoglMNvnUzVTnUB8JlZdqH5cmNAwGu8ZtmMXl7D1756i4C6Abxw142grhPtG6QbUTV/DyL4LAaUPABgIWmiH61Xx0ZdKboweU+tHLpZtE7NQ6D1aOBirF+HrWUWpWk062nKnKTVF333sAXXfoRjnpVgnPVgv+2OAYAiVopxZe2nDZPqOQ2Agn2pgYJLS0uZE0jqpjXL8mA19SOU9OQA40BEOrxEzeO4BxAuZiNzN3LAK4lmljkdgLVBjy2i4StvMrPgv+cZ4hw4fqcWXIQd6XkpH55GezgRUa/XbW1tLQNqYsTY4NKA76GRE/S4sLBg3W7Xut2ubW5uhu+Uz6fpbiCguiMAWJ1Ox5IksUajEaxA3W43jIuWhabPOCNnqtVq6LfZCDQpGCtChcGAdwPwGQxQTcR0QheKCg4vpFTgIID8cUQ1yXutHdK/feIfj6o0XsBrwzzjYwD40bI105f2U10QHvmC8nVstf8aQ+D98PRN+6oAizp1Pth8qkH4BaIJo+g70aseRau7R4GT9kGTe+gRptNERQTCpPeVYqD4qOr2dRwH0BrXp/1aRcziIOMgVpqi7ToNwn4SITRIbAMf4Khfp9MJexGhiBmZRDjsf/a13k8A78bUjDsWDZ7TCdVqNXMaCoIfmu3yJYRntVq1er1ug8EgxDikaRoEJgIerZVkPoAc71oulUohTqJSqVir1bKNjQ3rdDqBB1MOZTQajcCPKL/T6YT1RRIjwJIKT8ZOTyroyQkzCxYGzTnQ6XRCOYAazeioJ63Mdu8j2N7eDrEIlUrFzpw5E9zw3W43lEdsBm1gLlAEt7a2QsxGqbQbcEo5hdbaNAvTB43laa4qHJS8mYTP9Ls8LXKSdumBgbZFy/bfxbS7SaAlptHE+u9Jy/TtGPeeb5v3wfvYBz9W3jLhP4/VqRq+n+eYFWNSP4tqzcdN0wrlcWN21HUfhGLjfxwCt+j7Ra0O0wCg07jepiW0f0A4FNvDqkTob+UPBOqpAqHmdx8fREyAdztqXfAjb6nAfK6ABAUxZmVFsAFGeFYD/VjHMeXCBw3qs8ozVUlShdErf1qu9pe/ARgafB3LtjocDsOxQ8ZUy9G2AJRUWaWMra0tW1hY2OMW1nWgayR24dw4mirPgE5gnmDTztFIGg7KU1+LAotYnXzngxJjwkYHEBTszfG6qL1ZRd/xWrr6xXwwpboZ9HkVnDGwo32JvefHUReB+vxoA2dm2dCUE7NS8J4iS+pjYzB22n+1qvC8B0S6oXQTH5fgm5bGrb2858ZptePqOMkxGAeki9BxCdc8kDLpf//+YdBxArYYJUkSgsnQ+vUonmqb8AD2JJ9vbGyEW/yWl5et3+9nots9D4YH4dfHreB5Cfsb6wE8HW262+2GsvW0AKcMaAcaOKcIaC8WBngRmu7Ozk5IkQwRhIfPXvMEwP9poyonas7XxD8azIhrgNTHzEWn07Ht7W07f/58cJmTf0A18kqlYo1Gw8x2hXW32w1txWKysLBg1Wo1mPx7vV7oM1YJAg4ZX+Xv/tgnt1XqqY9JVBgMqPk4Dxh4ZKoLGqGjaDX2rH7mha0KU/X1K+DQBestAtpGFgekG8ILbt8vZUKK8lQ4x5CzWXaj+fGJLUqt01sQVLgrGIpZLhgf/H6Kij1qZzP5m7kYVzaHggMP2BSMFD3acpqoqODzVpNJZXnhchBhc9xC6jitO0UFf5F3D0InDWC5mAYhz97z/mMVdGZZvoQAK5Wy0eYIYbNRSmL4Vbfbta2trcyZdwQiZm+VAcQ1IHzNRmZ0XeODwSBzx4AmFtJz9XrBjraL8jg5UavVQiAekf+8w6kFs907HjhBABE3gXDlecAKPE+PK9JvytNTC8rzlO8mSRKSB1Wr1SCkNatjvV4PboxLly4F60ir1Qoui1arFeYSvrqzsxPulSiXy+HK5+FwaFevXp1qrU0VQAipwIkFFvKMWdz8r4JLy/R/66ZWrVjLzdPMimiiXsB67S3PEqGkfdI25Wmb6r/z/fbv+HJiwl7LjY2Dt4woxWIieFejff3Ye+1f+64AykcGnzRjPS10ktqmt6idRjouwPHJQCTCMctaJ9EUMR9jTleBpFo3pm6EKMTfqsxACEQF/RqcBqmQjpVjFreqUa/yUL0HwSx7dboXsmi9qlzBs9Q9oUAJjdvzXY2n8jxaAxFVduntgswP1m/iGLzyiqVBLcEaC0Y2Qm9NpT7mUWO41MqrOQqIMSm6z/cFBmI5oc0so3WqBqzmexaR+lq0sT5AUE3WkAo3XSiq3WsyHiimNWs5ed8r0FHBp2XqMzGBr+Z3yo4BJxXAaiVg0mN1Mo4atIe5joAgHQPqigWj6KLVtuuG5X39zXPappgV5CTpoMIvBhj3S96iUKS8IsB0nCCdpG3PwMEuHacFZBKhFaZpas1mM2iEvV4v7FO0yFqtFvzN3C2QJEnQRtEW0aaVp5KLXzVpNFmzkc9aEwqp5RZgcvbs2agioJZSNGl1a1Cm2Yi/IxzRwNVKrFYQgh+r1WrQ7tX1UK/XbWFhwXq9Xmb/IsewdsCzKpWKra2thSN+CFXqTNPUer1eMOuvr6+Hdm9vb9vS0pI1Go0QzAcYQYg3Go0wnsrnNzc3g3WDJEbIMQU7Ok/IFSwy5ILgfolpaKqkQyqE+BuThdlIeCpS0YWgQlT/9xYDyAMAX78HHQgjr617FGu2N2hPQYuapdiIPuBRGafGG8QsBdpf+qfJMiiDclWg61joM/zNxvGM3AfHKLDx7dL2KRBhs2gffV06X/4EiB+nk6Rp2jFOEJxUf/yY5mn4kwDDOCoCSvIE5UFB0ri6j0s4543xSa7hWq22R9sulUq2tLSU4QEIIs1YhyDhOzMLSoNqzbgPlKfr/QIAB/5G8CKs0YThkwhu7iAwswBe4KOl0u6JiH6/HxRDovYHg93bBweDQUicpO2F6LeOkVeKzLJBdUtLSxleri5ZyjMbKUiVSiVcG43QHQ6HIamQWmtQQhnThYWFzEkL5Am3IHqFC3DRbDbD5wQp6tgp+OI9r1yq7Dx0y0BMK/Sfe811UnkxKipMfB15dXrtW8GErzdWt5q/YtqwN4/H2hRzHfj2jBuHGMDwjCqvTzGXhO+H/04XUp55T9/LcyGdBmY6LR2F0JkkzA4yPgd5Nw9Q6Gd5cz7NOJ0mTTuPxvGOkyQF5LgM0Pwg4gDUpJ5H/piznqFXRUj5jZYbcy3iW9fvNWmOPusppqB4CyM8BoGssVmDQTaVMcCE8TDL5pZRi2WesqVjgWWVMaKdah1XqwfPkddB3R1QLMVymmazw6qVOy++jBgL+k/dvOeD0SfRVHkGqETPfurC0chznmXQFa2APhFUfMekq7bshaCWowOl7VABrMLKCyqdKBVcau731gbMdOpH94BByyJQh7Zq/f7cvwdVOu66KdSVAPrUPlCGmurYCDqm6m7xR2KYZ9qgTED/V7eCjqkueM1hcBI0CVwel9Y5SfiOoyJau6+P904DHWTcj7IPp0HgjyPdO5jDOTXEUTqu7eUiIwLlCPRD4y6VSuF+A2++1pz5yt/QnPF1m41cBvA3zXDHHufuALPRiQd4lwpzvdGVMrnBkD5S59WrV0O0PTyPkxVYPxDUBOdx5wK8j7FhP2myHrPRPtObAs0snB6gv9dee61tbm6GGwQh0jq3223b3t4OpwSUx+PKYM5UaJPzgTFsNBqBT5OCGb67urpqm5ub4eSF2e49EfD7ZrNpvV4vEzQ5dq0VXZQxRu6FqQoaZX7e3My7MQQKolFBG/tckSKCUQWzZkf0mryZZUwu3v+iqIxyfRIfZSIqALV8fU8BjicQsEfD+jwnFLwp3jNKD8z8uPvTB5Cicvqh1hB1+yiI88hTx1rn+LTEDcTosATnOMGSJ8ynEUZ5FqSi5eg6zOvruLWV1w4///sVsMdpSRpnrTgocDtM6na7mX2HgEzTNJwoQNhp2mAzC+DAbNfcj5DTYEPe397ezggVNUUjNLm3gFMGeuQOLb3ZbAY+pRq2xiLAFxH+xDtgDgd4lEqlkFSJNij/4ppmfPODwSADAjQYURM2eW0bcEMuABQ+Yi982mf+Vh6rrhQtlxgAjggmSRLiE8xGcpVshFhroF6vF+bQx49pimOUryRJMhkJp+G9hZPFq+YZYwYqQFWLN8tqknnCy5P/XM1N+tk4BjmujiIb3IMIFYL+R4MG9Sf2WUx46v+x9saYk29XrK9aX0z459XlGXPM6qBAKq+d+/FdHTZNI+T328ZJa/io+x5bR9P0+zRo6cdN4+bktFgM9JpeVVr4XwMMvXVQL/JRyxwCOmaxU4Hp47S0bC8MY5Y/VQZUSVKeot+r0KMdemoCoayxUBzt00uBaLv66WmfHyPagWKpCZG89Zb6ULY0FoMYK62bevVECFq7KnbKnxVAMf86Flgj9E4DP+aaStrz4HE0dcyA+lYYSH3GLHs1JmaVNB2dcR/HIP1i4TnV0Om0RsrHNFKzrNbtB96DFtqoExHzkeUxeS/IdTz4nonxR1m0D7FJVoSni14RPKa1mPuDMeMztap4K4z2QcvScfJ+LO9T1L6wwBXxnhTlaZ9FhFyegJgk8D2z0zoPokl7mhb0TNL89Zlxz8fej+2LouR5yjR1T1NHXptOE+BBMKjZHV5AOzHTEy1PUNni4qINBgNbXV0NoEDL1bklqh+AkaajJD0k+THbjfhvtVrWbrfNLKvZmo2AytbWVgggVHekN+fDv9bW1kKCoY2NjdBeDXLEqqH9ULcp44CwxR1iZuGUhd7IqEBJ5QGkFg7epf5OpxPSLC8vL4f2YYXQfAmcSMBloRdNMTaaAlrHk2OjZhYCGSFyFbAG1BozGAyCBaLVahVaa4W5s04CwgDTtVl20xLcwEL2AjumlfKZF4x6rjJPO+ZHzVH6uQremJasfn0lXRwsIO0/f3vBqcyftvv+equC1uMtCrSR+vT4Je/48lRA+83jx4BFrwCKNsSCCRW56px6wODBzUkx2RjTHycMvCDLK8N/7kHBuP7H/j5pbTQmxGN/T6Ki/TjJNTGOTlO7lpaWwt8oK1xkowISHqPZ7TA7w4vZo3p9OooEwpJ9W6/XrVKpBAACX4K3UL+eHgDww0swcWv7zEaKRa1WCwIOvsb3mPk52VAul4NGzDPwJvz6tIP3MNmrRYE1TqIhlCLcC7QFjZ9I/VKpFI4EwjdVqOOySJIk8w4EQAAMAWK4ophniKPQOA91T3ByAutDmqYhNsQsa7HxsXqTaF8XFZntZf5esOtk5ZmSPdPkMy9g1Z/uN6oKwTwGr0Iv1gbf9jxG7Z+JtUPf082j/Y3VGxMgvg59z1s2YiBDP4uVNUlI5fXNj7lvs6/jtNO4Nk4j2PzzMe14XF2HaSXIK7/IMwdpwzht+6TBThE6bW30uTrwtaup2WzUbg3cxYWAQqQ8BYudWTbhEPOEVUCVMP2NcNU4Lo3bSpIkE1gHqeAHlCTJ6DigV1zQeGmj3sqqyo++Q5/oh/IvbbdaaeGp9C8W/6Ypoc1GGQdpg84H3yPcPY8dJwO9XFWFEBBG/wAXKOYxXlyUBxcGAwRgMNCgSvW1MNE6kPo/VgJMRKqJ6uR4AQqw0AH0A+oFpEeiDIr6dXSy9ZYsXdC8z2bRutTUznOxgVc3hY6FTpYCp1jgnX7OO74+36/YeOl3vh6e8YmfID//2hcz27NRKFstI6eJDgJU8iwCvo9+Do6C9ltH7PlY+yfNW9F5LQKIxtURey+vfUc53sdJV69ezZjJyW1PFDlpbPEnqzap2i3AoNFoBLNzt9u1er0e3K2abtdsdz8DCPR4nZ4mw2ePKR1LAhqr2S5AIV+A5i1QbXttbS3wXj0tgAaNBYLrggnIK5fLmTqhJNmN1IenYzInjTD9I9K/3W5n7kHgxAGXA8ETNzc3M3yOegniVOs0fwNq1IrAs5wsIPgReaKxCRpASQwFriAzs9XV1bAGmN8kSULQaFGayomrqFEFS0ybZ0J0klTo6cR5pOPLoSwGNqZN63deaLL4FUD4uALP0GNaro6Bt5TodzFUp597Qc64eGSpbVGB6gMGtRw2kY6XCnc1xWl7YgBC58G7UjSuwgMSD+A+WbTCoyIvmA7bOnAYY3vQMoq2O29P5bVjkkAfZ4ko0pZp6zsJQsmq1WohUl4D1uBH6mfnPfqH6TpN0xDQRtS5mWWSEmlCNLThfr+fMV3riQbKQ5gh3Eieo6Z1vUxNharmTtjZ2ckkszMbzRXHBj153ombQV0pCHP4ZJqm4QQF1x2rcsjpCdpHe9XlAL8lfoB+cU8DfSADJHMHSKFdmj8BYU5yJ04kAHDMdrMuqvsAmYLbR4+RH7qbQMlrQF7oxzQkvo8Ft3nhrZvULwivIes7vjz9X9/3bfTMyGvlsXZQbuxdb67x4MUsG1SoxIKIja23Lvgx0Db745y+bb5cP6Z+jGJ1+f/zGOtpYrDjBNZhWQqK0mkASZM06HGWDv/ZtDSNpn9UVKS+0zBPZtngakj5HtqmWdY1y1l8FRYIffgNQs0sGxnPdxrgpvFC6t/XADjiEAAfPj7JLHtUTmMNdF0ooEFLxnKg/VQwQZv5H0FLAB9jRp/pr7oq4JVo4mj/HmwxfgAArBFYZugvwZJq6WVeULDNsgHwjAtxEoPBKKujV6a9bNC+FaV9XWGsxx20w+qDYjFhatK/dXJ5Xie3qMbqBWPMquCfUeEXQ54+ME4XG59z4sAHxsSSb9AW2sGiUGsKY+oFs7ZPUa8fFz8mvAfCpL0azKmWA9qlfjmeoTxtnwI2ZU66oD1AO0k6CCOPCT8+zxOIHmROsgQUaeNh9OEwy54E/IvQSQtYXadFAMFJkAqTdrsd9nG73c6cs0cz5wTB+vp6+Httbc0WFxfD/sSsDkDAvO9dtcrfVIjrdbqY1OEnGpyI6Xx+ft7a7Xb43qdGLpfLwV2g1ovhcBiEH66Eer1u9Xo9pPQ1GwVZDoejo5b0j6h6rBRo7PSPIEtkk1pRsSqoJo/1AxexAg3kYrPZtKWlpeB6qFarITFUqVQKJws2NzfDvQmVSiUkDFJ3QKfTCbwXwBG7V0It63qEcpo9tq8MhDGrQAyF0Pm8hsW0UR8Molq6msRUy48JfC1XzSWKnBF+2kb9UYGuQCPPaqFWBW0f32sZ/h3+1j5qvRp34MGRR4m+jR4xar91jPS9WP+UdPxi1gpfTl48xXFQ3obw7fFjGZtf/76fu7zyj6LveZatvM8O2pb9vjfJ+nBSNGl+lU4KuHh3HCZgzMAIMd3LpdJuZlIEqipggAblzWaWEcZqQdC8+JSJsqDH55hjTaajdw7U6/WgLZOwqFKpBE1dcwUALpIksW63u0cR0mA5L5RpO20bDofhil/6D3mwo24QBDvjQp0IWs2gm6Zp5jQB9erFfZwAIUaDZwAr2q6tra3gttCAUB1zTj+o3FXriJkF947P/5BHU1kGVNPzQheN1hMDmAcGtCw+80KZ8nnWt0U16hh5DZsF7/30ajrSRQcY8eXnMXvdePq5B0UxcKGAAuHNuKjA9n2eND4aR6D1ereNWi1ipN/RXt0UHowoMFJwdBpoWiG1H0Bw2BQTSpMAwCTQcxx0WgHBaSc95w6pT3hnZydzIRDrcG5uLgTBqYDQ+CzlKWijemTNbHQTrWqj1IFwV4soZSrvStNd3zyBfATRkSERLRmggfCem5sLAMErcqoFq6ndK2S4ODSwWtuqih+WAA3sA7D4aH2fuwZBrC4RDbTUAE0NnsdKo8cAY4qZ7xNHLamDsdHfAKyitxfuK2ZABxF3gAojDTYDIZlZJihEn/ECk8816Y9e4qAnG0B3DJAHD7SXAfNM0mvsegTHv6Ofq1mGNqvgY/IAQ0kySqcZExyMKZvPj5GOi9cCWDw+al8tCdTnN7QuVtU8tA4FapQfA0bMGfXosSBlDsdNMQGq61X/n0SHAQj2Kxg9c9hPew8ikH27J7XBfz/tWBct9yQA2HGRauqVSiX8jcaqCcc4t49Gv7KyYqXS6IbDUqmUuebXbMQ/OLK4ubkZchXMz89bq9UKbbh8+XKIDajX60HrJDgRTZcx446BWq2W2f/IhI2NjcBfu91u4B1k0NNrf3FlEltAICXBht1uNyNnKpVKsDAsLS0FwIRbAuJWwo2NjdDeer2eEaQkLyJwEYFOedzIqBo/QCJJkgAEzHa1fvqmpyY2NzfDOOm8m1moF5eLP51GLAT1LC4uWqPRsIWFhZAsqggVBgMxLV0/z9POEYIqlHxnVetWVBq708CbhpSpK3rWCed7yvHWDWWYPjhGy1MLh2dsXgB7LdnXHwMC3lWhWrxqB95spn3Mq1sBAe1QH7/++HK1Xx5d0x6NR9DxnEZ4fLJQnqat4+utPX7PHAXFQEYe8DgKTf0wyxy3bmKA7DDpNK1T5VcanQ4IUK3Xa6rnzp0L5cAPeB5eojn1EaZkrFOemqa7Jwcwc6syoZonmQxVgdAAOwg3AuZ77izArE+dCwsL4TpjPZIHb4wpTNSrlgKCFVVZgWfhCgFgdLvdYA3p9XohgE8tIP4eGgCY3qCocVjMC24Sr+T67Kyq/KnVgnFJkpELo9PpZJRU2gdpu8fRVJYBb372C9D/8Iye7dfOKrhg0tRE4k0xeQJYy+RzFX4egHhmopq8RrTq4tUgR97V3zGGr64I3+8YqND3eU59cH4etM987t9jkej4qgVA31VLxjghpiCM/0H+41wpJ8Vki7QhT6BPI9zy3ptWQPr1madh+7/zrABHIfgn0UHmukhbDwMQxMDbaST2ppqdEej8RjjpcTOOoaEdImAQFJq8SAU6/n09psz78HPltfBJTOV+LBH8ahnQQGViHNRKAWkmQY0xUzBglg34RvvXWAnAE21VC4OCiMFgkDlGiRWFumMyDveAupVpGz9o7oAS1i8goFqtBgsD/dH54kglc1Iul0OOBOZOZYsqZnnuc09TpSNWbdkzGjWTaGMQFKr5q7lbNV8mHGIwvBbL8Q01z3M0xIMI2uMZqGrQii51MhVRgd54Ty0YTDif6SLDiqGBivqjCwoEyRiANGm7BgrpBSaMr7pMFGxoe0GibAze1R91GWj/GTs/lmqx4Du9SENB2ElTkTZMEhK+DA82Ytr5NPXntWncb/17nHVivwAn77s88DGpL+PKnUYwH9Z4TlvvcVGr1cqcWWcfa/Ab0eSDwcDa7baVSqWgwcNzMKMTYwCPJK4AzdzMQlAbWizm+ZtvvjnECZAzv9FohKuVq9VqlGfE1iPt3tzczIAcyoTPkPQHQYgFI013UyYjRAlwJPp+Y2Mj5FHA7897XPazsbFhrVYrjB0pma9cuWIXLlwIcmFpaSl8h6UAAT0/P5+5KhhAgDzgs1arFXjuyspKGC+CKTHpa8yBWgXMRkoYY4MFBVdMmqZ2+fLlPUGcPggxjwqDAUWCylS8RpvHPP2zKnS9xUGRU0yD9nXH3gckKODwbYV8AKG+o++p71s/Y3y0HrUIaL3a5xhiU0bpj7n4MRgnGNTaQV0q4GPt8AJb6/FjqP2Pzau3iJwkHad1YhqNNU8o5gmoPItU3vsxUJIHXPYrVPeroRcBJZPKnqbN48o5jSAA0mt+0XjhU7qXvdasCpkqDQsLCxnzNZonGj6KlypKlIWSo9o0PIVAPbRoNG/KV/cEvAl/PUfouELYW5BRggACOzs7Vq/XbTjcPXmgyhzCHyVFLSVmFp5h3FiHWi++/DRNg8WCtjDWGlelCo8e41bLK/PIXBIzkKZpENiUjQJplj3+qTkPzPbeaImFRWMtpuHDhcGAFqyCJm9DesHkv/PBaPpMzHKgGijPeCuFf98LwnGWAtoQO/7n69CyWIje7K5CEURKXbGfmNtELRyxWAY/br5t2hYdGx0X6vF5DnRsdJHq+Gp7tE4NsIyN90nSOGBQVGue9FxMY87rf5E684Bf7PM8cDHJenGQdw8CCGL17heY7KdNk9bAYbTlIITJGsHJftXkOUoquHADKFD3WQTVV40ZmyA1fmNaBxTAz9RNYWbBmoB5XoPs1CIMr1TTO1qutsdrxlgRzCykZt7a2rJWq2VJkoQ8AAjbtbW1aJQ9deuJC3hwkuz64mkvllksIkmSvR1R17CCD8AOz3B8UIMHyRGBkCeHgebuITiS+hUMkJmQIE6OcSr/1XmYRFMFEHohEPOj6EAwmQokVNtVJKYmdBWALAQmgklngVGfBmqo31xBhH6mAlaRKIjWLH4fAMhShbgP6GNRxTZrzKLhv6dsgIaZZcZHzWr+SJCOB+32iUNiFhCdW0XTOp4691qm1hPrN5vppE4TFBVy477fb53TAiIv3PO+i/34uvXvcb/HrUfqOypAkFf+cVOszpMGApBXJkql3VMBXkDMzc3ZmTNngsbMPQC1Wi08b2YhQO7s2bNBsPX7/cBHlpaWAk/WuxG4tlcD7PBlc2xQ+SFR+Ag6zy/b7XYQurVaLTxDYh11v2JqB6AgqGkHPJFEQwpg4GEAGR/jhEyhPu5ySNNdtyqnLLhaeX5+3s6ePWudTieMMWWpbOh0OqFMTnqQb4C5JJYiSUZ3CVSr1WClUbfB9vZ2iCtYWloK/cZNogo648zpkCI0VZ4BBtcsfm+9kmeG+rkHDjGtvajlgc2hQl61Z7+J8rR+BROQDrBZ/CIibS+E4Pbt0HO3yoD9OHgGr/X6ujxQ8f30Y0sftT61hvj+ecsDn8Xa4cvwDN6f8DhJOk3WihgQ8X+P+523JswmgwB9ZxwgKEL6/mkYW21H0TadFgAAKQ+AweMDNxu1V8/BAwy0LwhUBRbezKzmbfiCrhONKyJXgF7ug0CjLtoOmPA8cHNzM5i0NauhHitUZY7gRKweGl2vipGeXBgMBuGopLo3OJ2g1m7ABABAUzdrumWVFYAdtXQwX/5knFptEOyeb8K/9TilzhdWF40vYxwARHzOnDYajUJrbV95BnRx+AVjljXpewHLwmPwGRz9PqbpeMHJD0BAzej6o/V4SwYTrWYrDb7TCfbgwoMa7TuoU90VaTrKmwD5uAZlpCw4f/6fduVpf7pQ/Pfe0sFnOkbaD50b/73eSkgdsfgJ/e60xBDE6KiEgBdI4yhPWE0CAupy03cmWQF033mGNK6tRzFWBwEhnvLKGQcIThsIgNQ6x75CWCGI1OKHbxpLAPMMENjc3Ax+cL1tcDAY7IklUGFGWzgxQAAcJnXACEJYs++p0FaB7MFAmu5aa5vN5h4XhdlI3hAY59tVKpWs1+vtAQNbW1shwC5N04xfH+GK4MXFoJYEbgLUPAP0h+foh1pR1ZWNu4F5YuxVkKss4LijuoLTNA2BoT7GQevSfQ24KUJTuQloLBXTITru016qYGKh6oUUMeHApPjYBH1HhaciTTVdK6Ly4ILntUzdbEox5qF9JMrUWwJU0FMf32mf/KLR4BffXt8eBRg6zjELgPbPaw95wIZyFK3GgIVvG+1Rf2LMqnJaaZIgnEbr9QJ8Uvn+3dh69GBY58jvP63Tg2T98c/oOvlkoVhb/Xz5tZo3n6el32jAJAva3t62tbW1jNBbWloKvIyz+AiI7e1tW11dDZH3Ggug1oR+v2+tVssWFhYyRw7xwfNeo9EIfmzK5+giJwEUXChPQHBiTSD63ytgaZpmjvYBFDjDnyQjvz5mdNY7VgCyG6rLgD4QfIhbo1Qq2ZkzZwLP6vV6mXWBPCG2CnP/3NxcSOiE/OHUA7x5Z2cnmP95ptlsBnmoYIf6KAf5srGxEcYAfq/KmLavUqmE0xJmFmR0EZrqNIHfNCqwVEBDdF4HVTX/2CaNacmxH52smIbjtdQ8rcp/rqBHj8qpUPdHFyE9wpHHyPVvL4S9duS1csYzDxh4Bs7/3gLj+w0yj5WZ1x+1uuhC17YqKRg6aRonzMcJlMMSEDFLQZ72z99+/D0gyAMGWpcHAmrO9WDBW5am7f+0oOmgNO3ceIvNfsDacRAaooJqFZ4Idn8iqt/vhzXgzek+tXCapiEKHT8zwAETOEFoquBptlTqQjnS7xQYIPDNLJOTH82YPpJbQPuPdo2QZ0wAL6p8qdzx6Zg9L0JGUCZtUa2dH/1cx9QfmR8ORxkIdXzUujs3NxeAlHfP6N5WqwPtAyyZ7eaR0DnWtmGJKUJTgwGEIZXlCWr90QFQs3RsA/ooU7OslcFbE5RxKQP0x/K8kFSGqUEtTIRaF5hgytGz+nmoSwGDtkPBiboRdNx0XHQReR+WCnkV+lrOOCGiaByEqmOv4EHHkY3jx5egm9jcjhur46I84TTJEjDpmWnrm/S9n6/Yb/5WAKD5LGAuMXDOXMRcUZ5RHgQIxUDrYVBMu99POzwgOI1EgCDX46qwwtyvGjiaIObtUqlktVot7E1dI0myG+WeprvmZxVeZiM/N6Zzs9EYEmwIP6RczTXghTZrVHkjghrhbzYCA/A6NaHD4wAb9KFUKmXSvWvOGU4e0EZNx2xmgXepDMB6wakEXAvNZjNczYwsq9Vqe45WavA7/WQsaUu1WrV2u50Bdbg1FNjMz8+HceLEhtnoPgmsJ1hxWMvEVhz63QSaUAiGT2N0ohS90EmYCScCtBz/N50wGwlPH3ingEEj6FUAxhIteNQFKbNj8ejC00WuDFXr9EJUtTBltjFTrvaD+swso7lp2zzFxhSwoVoEjN+DJQVDlOPnTkFSnoXCu0R0fgEwJ0X7FUgH0Rin1Y79s3lAIAbA1Z+rpmA/13oSh789qFTXn9+b+6Gi41BEMHvNZ9p25NV12IDlsKjZbIb52N7etoWFBWs2m8FMjQAgqnxjY8Pm5uas2WyG8/IIHK9VawZAzOZmFqLZiVyHj2AtwIpgNuIzrDNS46bp6Dy/Zh80y6baxVRvNjpVhgskSRK75pprwnpVoUYA4MLCQkif7OcXIUmiJXg6GRTn5uYy9dOnra2tcNSROVC+q8okzxOYWS6Xw0kO6uAKZ9w9jH2/3w+3EyqPXV5eDtYG5plx7vf7wQVA/QANLEKMBYmRDv1ooTJ89TF6TVOfV4HqvxsHBvwGZSAgXVix+mPajAcAsTZpm/WHyFna6U13qiHrOVA+037443q+Tfo8Y+0tGlqnWhr0OZ2nmIXAj7e3nuj4U4+3CPmx07ZoO7015yRoWsEce2+/GvJhUqwPfu1qkJe3pqk1wM9vLMYjT5s+6XE4KO13PRw3qeaPgPH7WhUPgKBeHsSzCAysQhr8rTxW+TrrAiEHIRwBIggfVRZ4RhUNbQP80Mwy1//SPr2YCEGo1l8ELemAEX6qnFEnMRR6lE/3tV4ARNwE/VZrBuOv2VsVVM3PzwdgEJOBeSe39Di3fq9HIdUqzNij+DJOc3NzwQqEBaPoXp1KVUMj14QX3oyqGjaMicWiE6QTosJRGZdq0mrC9D4VXehqPaAMnRgV3IpoVfBrmSBvNaEpulatymvRajnQBaw5EiiP35THs5rWF1IgoOZeD0K8W4LPKUPHWufTj5e6drTNPKPHOtVqg9mMjXhaBcgk4XYQAXgQoTNOGJvF4148gOVvCJOzn0v1m2pdKlB0HE4KEBxmvTqWpxkccIQPMKBn6JUvYsGsVCpWq9VsY2Mj7HNcmwRxm1kmAA9fv5mFxEEIWZ4l1TFrC+HDRUIEvmFl0EQ4aLPwNHikHiPkOB8ZBkmFzJwrGMAqgqtka2vL+v2+1Wq1zLFEeHitVrN+v2/dbjcIdwVK8PdSqWTNZtNWVlb2KEZqJdnY2LBarRb4Oc8sLCyEPAkKxrGSAJJYaz5+B8sL87C5uZkJKmdeSEGMfGXe4dkEhAKSitBUlgEVCgg9NWmr4FP/S2yjMRkqfHge4aIgggWvzMgDB9pJObTDf6fPm+01N7LIWYx6BAXSYz1Mpve7a9lqCqIOBS/+OW89wBek93urJujngeAcPeOr2r0HSXr+WOdON5/2xwcEMV/eR6hXT59WMHCUNE7Y5Gn5Rd7lc2810rVLghRlqJpTHcYMo1b3AeuUtab7Xtvk5/QwhOq494uWf9zA7agIZs8Vu5iCMTd7gY+vm/P+7EHmDsHsFYlerxcUn3a7Hf5GmwYoqtnZB81hvSiVduMUiEdQPq8n0HS81aSNgO33+yErH/0wy97ASFIdshPqdb/wY127JBTSo5B8R9twL5TLZWu1Wra1tWXdbjfcssg44y6B325vb9sjjzwSEj2RjAg3hcoJshCurq4GuQbA6na7Vq1Wg7tHrS7NZjOMhd6QqCcT5uZ2rzH2YH4STXW00CyOzFVQ8wzkzdyqmfOu+qPzGq5mbM8kvVUCUu3WM05+e6Gt2hU/KlTpk/Y99q6Wq4BE4yG8Jq7tifUnBhg8woz1JyaIqb+IVuz/9gxT+6b9iuV+OEk6LGZ/GP2Yth3j9p+W560DgAPWro8N0TgBLR8Gr0DA781PdsvAJwPFlAeNOtfkO/APBLjyWhU4mLbRUlWL9towmi6KhI/h8vyd+njPxxahWOA3V5eA2d4kZ6rAYDLnc6wkMWuW2SjODXDEOGpgOHtDeZUqM8q7NAiRMrBkmFnIfkiffFIn+s44aLtV8dIy+Z/yVdlljrFEMPcKlrwVehxNfTeB/q0aJwEdKoxoqPp5YMheY9XcAiwgFaxqXtfN4AUOpG4KZXhq3o6BAfXx8ByalPfd8LemA1ViUeni48ypTh6oT60d3poRY8QKNHQ8QKTaZ8pisXgfmFp7eNZbJxS06HgrAtXvvf/5NNBxaX/7qcO/EwNfHsB5ABkDAmgQMdcYFPNl6nrQz6YFBYc93uMAsz5zmNaBk7IYYNbHFI55HHcPpnGeSdNdVwABa/p8qVQKN77qhT+4A9Cu1bzNrYRqmej1ehlNV83QtVotuCk4ptjv9zP3HbCu1IqoKXjVB6/8mMuMsG7AdxcXFzMnFCgXF0KpVLLLly/b/Px8Jo0v7UJLN9uVGxsbG0GuYEUxG+0HLB/c3tjr9azRaGRuYSRlM3wd+agnDwByPjjSbHS6wvNd+pymacg/gGWPUxPUqXc5FKHCYMBryyo8PXNR4aBCQ1GLRyv6rJbD5ywmfVeFJwPuGajXVlXo8rciRO0vQtujRxYui0EBjfYH4Ut71NSlKBqkTDkKVJTZK0jyQkDnSMs3swyaZnzUWgHpZqI8bbsPfjTLnjLxIEsBglpLjps8g/faz2HQYVscigi8mLVH1zbMV2+qQ9PSM95oOJC6oRQA51knPDhROui4HKUlQNt2UmtzEnl3D3tUzdUIMoQ82jLWBM30Rx579iUCAx7ID7xtcXExuCQ0wl6Tx+mpA0zdemERghBfvdnIzQr/UKGrPKTX6wV3gx6vXl9fD/0k+p66eE/biXnd8ygADa4XL8/SdPcSJc72U57y0Wq1mrGw8L4eBeXCKQCDCnn6tLGxYaVSKaNUq9xT1w9l872OL/3RuKEiNBUYUA2Txcf/Me1lnBBQk7YKa1+e11AhNWvFNCXfnryytW8sDl2UZtl0lx7wePSq1gitw7fZj5+W6dGgL0cXo5qx8vqs5IGaLzv2/7jv8hiqWg9ifThuyuvraSW/DmLfe1Jwx1rDOqDR0oBKzIgasR1zkfk9lbffj4JOg0XpJNeMBoWpGVrnFwEAAEDBiAkBNauTdldjC1gjgENvhleBrntKj2Tzme5/VRbpD0qQBkXyripz9I1gOrORCZxgRR+F73ksllhVGOfm5jI5B3QPUBblYlVRayeAJgaqdeyplzP/flzUggypMsk8wbd1LFUhZkwZL00UVYQKgwH1F3lzuGqCqiXr55BaCRg0kKjXIhG2IF7e18XlrQ8qjKnfnzLQyfAWAl34uqlgmN4qAgIDAXpLgFpSaLeayPQzL8D9e3xHfgddmIy5avf0S4WEt8B40GU2OjZEO3WeY3OuwoKytS1a92miGHjJo8MQSl6zHqf96zPjLBkKBn0dCgT0bDjrVs2fGuwVAwGsZe8KGkdHLUQPMidF2nYagKOao2u1WviceeAoG4IJ7RWeZDZaS5TDumg0Gra2thY+U+2WUwFra2sZ/rKwsGCVSiVznt1sdOJBr/klXwBggzawDgnm4yQAwEcFZKlUss3NTdvc3LT19fVgqcCakSSJra6uWrVaDUF3vKd7DBM65nhSKxMYqIHu5GfAHQDP5KZCykC4N5vNAGhw5TAvEHkgzEbHKOkrdS8vL5uZhWuNARd6QouxUys7FhOz3ZwIWq+6YibRVDEDZtmABkiFjmdKmIgYEM/kvIaqkc9aDkJdA1lUi/cISZFlzKrgNW9/+sALdz2/qqCASyw4tqKZuahLgVTMHeL99PzN2JpZZoKJ/Pc/BJJ4C4aOj7fUxIQSG0E1Bx0jbbue7dW26BioBeUkKI+pe+F83O04rDpVWPM3DAkgwDW2mCExRWpwFntYf3zAYZ616rD7NI6K1DHpmSLWjNNgTdrY2AhzS+paMwsaY6VSCf5/3aubm5tBuOADR6lBS4UXEf3u3YAoTyTRQdBovv1SqRQi+FUJRIDrKSUVXjzf7/eDcAWQcvWx2a5wa7fbtrGxYZcvX7atra2QUMlsd2701ECSJCGGgtwwmp+BY3hJkoRbA1VxQeAChlZXV0M9a2trGYsEytLa2po1Go0QL6HKq+5BxkvXngJ5ANHy8rI9+uijQc6SblnHrtvtWr1eD2CC+rrdbhg7TlcwP5No6ouK+JsB8lqnPu/fVzTjvzPbi+Z83Z4J+ee0fV44+e/9j5aRt/kVodEfNeFwrEZdINqvWFv9/7F4AOqKtU0tHDG/bhEGrmMS0/6LaKexvvgyTxIMHLWQKiJcDqu8cX3x2rzZKHOl3mAGE0WjxARNcBVMJmYh0LInrevDooPOX2z9ep52GiwBnpgLlCGz3fZremEVuLFgXc38qqQ8hfcA7ZpaNxaLFOPvGtxtlj0JQX0acKgKg1pMNQ8GlgM0Za998x6CXvkg/dLgWG2vV0LVJUB7dfxVTgGUFxYWrN/vR8dDzfk++Jzy9Vn+Z58quPP821ttlbeqXMMKVISmzkDoBa2mI+Y57XSpVMpMlvft0BHVgFW7ZVHqZKkmlAc6PNNSLUg1VzR9vdta/WIsOo7hEBgCQlQfkd4WpXXoQmSBeJeCbyNl8Fys39QBGtdNpIs9ZrL3jFD9ZvoMY65RqloOG4P2e7eLroOTAgO0TamI1jetABonGPcjaGJtzAPLnjwYhSmo1sRz+F2ZLxiv+qYVVOaBy6LjNS3IOUwgEPuuiIXgpICCmpGhwWAQgs38kTlyAhBxz8mCZrOZKYv+cNJkbW3NWq1WcAWQ9rbVaoVEPmYW3BDKu/kfl6nuddWKOf2gfnMEHxbV7e1t63Q61mw2bW5uzi5duhSULiwdBNK1Wi1rNptmNlrH6uJkDW9vb4fnAE7q7iYIUEEAAYrwP56hnZyomJubs7W1tcypLsaXHAGAMfaX5mlg/rBWIC9J2NTr9fa4T9I0DUc3sQhokHCn0wkuI9w3RWiqi4pUQHvGrwCBReLJoyuYjHcvxPzu+hnCz5cd05699UJJ2+8DGn09/F+v18PiVX+YmWUCYlgQmp7Ya2v0d9x4qSvBjwXv+fgJbyGInTNVZu8BBvPk3R2Mi/bJI3FFodqnaXxXh00xbSa2fqYRZtMIqKKCJA+g5LVb91vst587NBnMyzr3yiRVCxsHBLQ9um72S/sBFvuh02oFiJEef+PeAQSsWXb/DQaDcJzOa73MqZ5VRzibjS61MRspQGYWTPil0u4xQ4Rjt9sNbUTY+URkagnmM6xUZtnLjswsROXTZ60XoQuYwDKCCR1zOPwPC4KZZaxhHI9k3ettf7rOEc7dbjc8o+mYK5VKkAVYLjiZQT81rkLniXkEwNFmwBpjyzyhhHKUkDkCDAA8kGd6pJKETEVo6ptj/CYqqu3FmK//3AMCb/pQ5qWfUY5npvo7Vt84TccDHRYOWhWfobmD+LwpzNcV+5/Fopq02d57B8YJNc+M/biMG+884ZPHNGOMOk8YaPtPWwDhfsiP42EJrXFa8X4Fl1//ypABAGg75GP3SWjy6j6o4C/a9v2CjEnv+P3k90ns+ZMgNd/zv9lImfC8QpU25ZW8p6cTtN8IK/gWn2ERVCGu9eKm0Dgq6lUrgSoJ3kJLeZ7PmlnIk6EBeaqoYElG2VALtMoMrUOtnwhjTWiEsqsWELPscXjGS/NwKMjwY0c5MSs5c6FWZgVWWr/KJ51DDUhXBVFB0SSaOgOhNsT7YnQzsSi9v8trMGZZDRiKBf15IODN53nmUvUFedeCfq4LmrJBbyA5EKEuBDZevV4PbQeNqaD346N/67Ev/laXibpIKFcXgmdkev7fB0d664t/l0WpPi+z7GbQhazon/L11AbRrjELxXHSJAEx7vuj1iSLCrzY/uH9PFDL/8pk1Nc6HO5ew4q1q9fr7XHLHSWNE8B5QHgagDDNs3kA+aRIeQxCr9frZa5R5/skGbkK0RTNsrwSAcU7KDbwCZ8AR3MP0B61BNAm6tH112g0wlrj5EAMrLAG0axpFy5Zgl8XFhaCVeDq1auBp+jVvYyNmdni4mJoM30G+CKQ6/V6xuw/GAxsdXU1uEzI5+CP5SZJElJB61ohn4G2hb2F9UD7rWCt2+1akowCIAEnvV4vPFev14OQ13wEWKmr1WrY1/V6PeznIjSVZcADAt2gepRNB0fN5jAgFkvst3cR8DeCRReeBwQIJi809X3QpddW0YjoB4sfoa9MolarBSSH/wuhrAgaM5H6/alTF5aOK4s0SZJwwY/f8J5hqSXFA6MkSfYgehajjiF/p2m650SHjrfXGPV/LcPPnUfkJ0WTNHo/doehERYpYxygnYaU0Wq5CnZZ61gJyuVyiELe2toKSWYAozqv2p/YWBUBXLH/iwjfw7CSFBX2XmE4KVJBzZz5q4H10iB4YL/fzwgIIvSZb9aFvoPAUY0YPqcWA/iZZsPzLgDVks3MVldXQ6CquqTwq1+5ciW0F/O22YgfDgYDu+6662x1ddVWV1et2+1m2t1oNKzVau3hq7RXBSI822yk4W9tbYVTF2fPng2nJpAFXnbpuKgFZHNzM/wPIKOd+PDpk174t7OzY61WKyhU2nf2rb8sDxCkp0lUoSUuAiV1Eu07gFAnOi/Ajee9MKO8mMD2dXrLA0JPy40xHxV2Wr43s3nh5QWgCuMwaP+/OwBByztqjlH/USxqV+uO/VCPBws6Lvqd1wy1T95UqHOgQID38uIXYn/rZ+PG8bRoWkUoBriOs+7DID/+Wn7MV8o5bUyyag1jD+gai833YYCZ2PrNK78oAMmroyid9PqFDyFwVVHBZ65gAEGA0IXXaS4B3o/tdQ3yRstEE8V64JUzfVc/h+cggH0bzWwPX/QxUfyu1+shnsA/o8cBNe6FtUtgJQof9SKQ9XgeeQP8aRrqUXcK5BUzlDlVttQCTbs00FFjvyA90q4yDXCCTI2dGKD9h36aQAWwHnvwxzEYEB0cbyYH5aiPxzMZBlgFnCJR3lVtWBGb5sBWoj0+CBGfEaiOcmJCgY0J6iJyl2cVUfqgFi1PfWwaYKeMTY+keM1crRGUqYCJeVNAouBGx0DbpXkGGD+94lRBFciUBcqi9X09jWAg1qbDsArsR8v1/xf5W99lrevxLLQPTKvqqkEwECymec4xaxJDwJpRjaWoJWOcII0pBt6iNK7c2N+x8oto+ZME/kFBzn4JK83W1pYtLS2FvPecMUfg6L7XPczn8KLl5eXgR+52u5lIdbWaKh/0wl8vxkG4E/jWarUyblIvN5aXl4M7ivwBZqNoePrXaDRC3wh4TdPdKHpOETBn1WrV0nSUq79SqYQgOrXeEn8AyJ2fnw9KG3IIvkk0/+bmZhhXblA0s3DLI6S3BipwIJmepltutVqZ45Zmu3x0c3Mz9I9j6ufOncsAMEBNvV4PSZ0A8eVy2dbX14OsOLIMhOrbUbO512hjAl03Eg2kU/qMonyEsaaRNBsJR0Vr3nxulvW1abt8ghzKUFM+iEonQTeH2egsaKVSCZdxQMPhMBOly2ZTbQyiHRpVCtEm/7z6wBRReuHLuGiQo5rvVHhowAp9VgTswZauC9qlYEEZvI/TOEmaZLGIWQXGtX0akOPLybM+5FleYuWpoFZAwNxhetUAI44b1Wq1ABZgpNvb28FlQLQ572oZsfbF9vxBQGAR64MHVHnljPv+NBNJhdT3Cy9mXhFiXstXHtdoNKxUKtnKykrgQ+VyOVgWlFdwFBEffalUyiQlStM0CFVti5mFZERYEZJk1z1Yq9UCn2VNVioVa7fbwY+v6xTl4ty5c0Eg0/dKpWLXXHNNiJTnWCC8FsULWUEWQbIOall6/A8BzdE8dY1wDFDBAFY0PYUBuKZvAC9k2cLCgvV6Pev3+9bpdEJsAqcPGB9AUqPRCPPZ6XTCfCpIV6uHxpeRqbboup/6NIHZXn+QLjz+ztMcVMv3Gi1/q4arZer7XuD57/LaoIxBwYAKMg8GlAFSFqhczam8i99V/UlsCgVS1KvWEx1Ps73RxHynWppaD2Jjo2BAxyEG4jxz9XPq3/ECQN/x8Rve3XKclLchJgGC2P9HSZOsADHyoAALAGtH5x9AXK1Wg/Y1Pz8f7m3f3NwMKWq73W5Y32q9O07SvTxpTibN037mcZLF4KhJfdUEB6qpXQUxFtHYPgYAkNHQbGQFVHM49eja0fgStYqqEoL7AfCA5Vf7AS/Si4eUL9EW2oY2zvqlXaVSKVggiInw/nvGAyVMLb/KOzXfBmPNPsCiwhiqwsh+0JMC/E9sALkKsBgoP0ZIa4A6wBsrg8awsa/pv1q8dZ4oU620RQO3p8ozoAtI/Up0VP0fuihVoChDikXBUxYDkKcV6EToxlDfmW8/AwUpg1OB6gdvOByG86Yg9STZDeBYXFy0VqsVzF56dIeFxMLySFPdEWoZoE3qStE+xSbXC1y9clnHSC0AgAzyJvA/32EOpM38KHChveqH9HM1DTo9CvKA0myvRjmJ4R+GdnlQUBEDairkVUtEI9EMmWYWopubzaYtLy+HNa8mVBi6RpbDwNQUfVDKA5R5ZXtgELMKTLIUjPs+r+6TXLvwKHL9E1UPD1ZhyffwOHUZodXid1ct2swCb8PlqcqNKhwIejPLnK8HXPq2U79q7ysrK2ZmtrS0ZI1GI9TDmsb1miSJXbp0KXzO+fxSqWRLS0uhLfRpZ2cnc38DUfia/2U4HNqZM2dsMBhYu90OvHBraysod2fOnAkaerPZDGNAUKYqT8r3BoOBLS0tBYuBAvPl5eXMCQFcNp1OJ2OpGA6H1m63gyWHPQ1wgfcTqIi8If8CICBJEltfX8+4nyfRvk4T6JGzmMnYv8PCykvAA0PiWc9sVEBqO5gMBkzbpmZTymBRa7tYLN7c7fvC4oBxYg4iUxYmOIQni4b7rtUU5bVwDfDQNvKdAjEzCyAhxkQ1PgPEzzMKnpgvHUP9zoMwiHL8nNMfvXBKn9GyTwONEzrjrAgnSTEB6EGBugjUlOwtUsS7MH/4NAeDQYj8xkqg2gpl+zW837HJAwSx56bR+ou05zgtPvsl1Zw1E+DGxkb4nAxzqmGnaZo5ZuYVJtVSUd44laC8XZUH+Jdq20T1m1m4wGgwGGR4HmCBNnJ0rtVqBd7NPQG4FOr1us3NzQVhWSqVgoBMksQWFxftwoULwe+/trZma2trGbcFRwWpX698HgwGVq/XwxiQPZG+NBqNsM4Zj3PnzgUApHwa/o18Iw4BhRHAhgII6J6bmwvzCOjW/aT7nXHnMywx7GUsECq3AI0+2DGPpsozoGDAa6IqJNTkjiYZ6yifTdIEYgjevxtj7t7E7gcY85eCD2WwWh+bCkGHBaJWq1mj0chk/iIFKMdVWAygc42/YLHpho1p3dp2H1To+6998UBCrQoekOnnsfH23/u5Y3HGAMRJ0ySmX8Q6cByk7SjaphgggPmoq0vXGAxF759Hg1xcXLTNzU3rdDrhJjrNA+/dP2YHs5xM6nPe/j8M8u324OSkSfc4WfEAZyg0BEsr00dpYa5U+1St1u9fhI4Gm/K8V5Ko02vJrD+9YU/fQTAjrNBskR/EY1En7xPANzc3Z0tLS3bNNdfY8vKyXb16NVgeCKpDk2acsIDCp81GN/EqiNbgaSxs9Ju4B4JzdZwZP/qP9Zhx0dwNarVVKytywJ8iU3nFb82qqCmdVTarG74ITeUm8Jq8+ppUYHlTonZKTeWqmarg10h0rV8FN89Tng6OakJpmmYSa6gZm8HV6FgVxCzQNE0zKEvP7NZqtbAoz5w5E67YBDHje1VTE5HasdvGiOD3lgxMd/QPUODNQHqOmHFQtAx6JJjHLHtVM4KBcVCGwLz52AQFf1hMNP+4mtVOgooy9knPHVQL1jImtWOS1UJ/q0YIc97c3AxMBxPi5uam9Xq98MO6Jt0ra219fT2sXa6wRcPDMqD73TOu2PjkjZ23dMTe933OoyIWhiJ0WoCAmWX2K9HtvV4vCEWEAHOkbkoEepIkmfkmch+BB6/BIqS8kQh3jaRH8zcbJfYplXZzA2jA6fLycuAn5ETAtZEkiXU6nUymQQDA9vZ2yPdfr9eD1WpnZ8fOnDljZ8+etWuvvdZuueUWu+GGG6zdbtvDDz9sH/vYx+z9739/GAt45tmzZ0Ma7mq1Gm4f5LkkSazVagXevr29HdwXKysr4d1utxvazzjo3QCMUa/Xs62trXB/wObmprXb7eCKW19fDwK91WqFgN5OpxP4da/XywADZIfGAQBUWq2WLS4u2vLysl26dCnMITJWLbnjaKo8AyqEFc2YjcBCbLPHfNyqrfsAFn7HEp7ENBLVsmPPaxCMbz8DrRtAgQaLhU3BBR4sNgacqyfRrlqtlnW73WCWwn+rwEBRqY6FR/G0SReCaneKnj0KV0HM+x6Rap8xg5ll3UF5FhMPEmJCX9fOPwc6Ks0xpiH73+PeVesAzBONnxMvgAI9UoUWhd+32WzaxsaG1et1q1ar4Wy3Bsuyfvx6Y3z8Z5Afu7x+HqU14JOJYtp6kozOjhNJru4AMwtCSYG6mYWjzhr/oRpnpVIJJnKUFv8Mv1WYaqAa/3N0UTP+qbJFjAPPAwaIWYGf+PcQks1m086fP2833HBDSKzz4Q9/OAQAMnaY45NkN2ugnsKgL71eL6OQoQSqWR/eXS6X7cyZMwE4IJhZu/ytcXPctIiLV7X9nZ0dW1lZCW3kzgPtr8Z40H/K4ASHP/HGujl0MKAU25h5m9ebqPjMR9Z70zOd8xYIzxhjZj7PUJhkf6wQ8uZTyowFZCHYYagqmOv1ujWbTWs2myGN5sLCQiYwhzbmRXjqhlYwoGAGpJwkSdjcOgY+0pRxUjAQEyxsWNUOFAxAOqdalv/MA7hYTMlx034FuX/vJABB7DkPbBHQGjswDgyoLxPNqV6v28LCQghWI7DKRykrU9O948epaJ9jQCDvb6V/LiAzRrpnvYsPPhILisaKYDaymhLprpo2WroefW40GmGNePBHOYw5pmnvkjUbZWBtNBoZ3kfbNcJfA78RnJSH9g0/xloCcEEwr66uWqPRCJYv5WFcM6y+dyzCgBr6hsUEgY7Gv7KyEuTBtddeG9qiSpwCZAVtPkskYwEwa7fb4fQOwBxgoSBL9wBtVECmLmcd2yJUGAwQ/e+D4GAkXltgUWoASszXQWcgDfBTsIDQ00XkwYUKH/1ftRcV3ioYPQDRjQZaZWLX1tYCg2y327a+vh6YJ2h8YWEhxBMQkUr8gJIed1EzL/3ghwhe2q75F9QtEhP0mqWMxaJHO3kGogx196gwZ46ZDw2gAcXr7Whm2WuqT4p0XA9DkB8HIBj3uTIV2qLWJua91+uFSOzV1dVgrbp69WqY23q9HsrBFAow6Pf7wc/LnkAAsJ48OND2TdPncRaBmOVhvzRu7ryCcZKElabdblutVgt7n/sjCMYbDkcpdUulUji/Du9QNyAZ9nAHpWk22FD97ufPnw/85cqVK+GeANYA+e/Z33pvC3n4MXFrAJ1Z9ibcer0ebiXUBG48R/S/2S4Pf8ITnmC9Xs8uX75sV69etcuXL1uv17Nms5kR0LhpiSlQPoi1hXguBLYC3muuucbMsscUOXED6PBHGqHV1dUMqN7Z2QltYVxWV1fNLBtzx9F0PlNXQbvdDvNE4imSN+3s7KY01jiRcrl8+FcYq0DI20getagwY1IhNV8hyHzswDjtmbZomTGXhcYaeAuAmrUV6UJ6vAZzK0d8NjY2rFar2erqajD94BoAheKL10xvgAHKVRdBzL/jrRgq8L0A0IxT+p5mY8xjcN4KoVqmlse4+5MJUB6jVsR83BRr034ESkxITFvOtAImpjV7gavzo5YBNfXCvLrdbli7BAjqGXHNVKhrkjUMc+JzdU/pPsoDLocxVh4UTOJFnvLWQxErxHETwp9YAHUrQjr3XvAD/D2wx+/PSQJ9Vl0DuqbQpDWhUJIkQdjoDYIawa9uUc7T6zoyM+t2u4H3AiioEz46GIwS/zz66KNmZraysmKNRiOcbKhWq+GyIBL3aGIixgs+hlZNvg3GCOVIZYpax9QF12w2w1yom5dcCJqQjjmlbK2TLIuAGKznZiOlkeygfn2q5ViJuShCU7kJFL3EBAGf0ziviXm0x28v0BUM6KLUevVH28ZmUSsFWmqsDb5PHiCwQYgZ4BhMt9u1Tqdjq6urwe+j/lnq0dSX5ChQy4kHNMpgtY/K+HRsVUvXfuj7JI3xmpuSjyVgHPMEvgIlbZ8KBGWweevlk4H8mB2VRUDJz3kMAOj//GaO1U0AGCDtMFqmggF8zGiFmneCWAGNGVDLAM/FAEsRwX0YY3QYdJhlHSap6drzS7Nssh7VgOkPllfluQgc/kdoI3DJlqembxXqaMpYkYiVYu1tbW3Z4uJiJpaANukRbQQegdVmu0co0bh3dnYyqYGp59FHH7V2u22PPPKIXbhwIQRF4joAPHCqgZgCDfqjL4AorxSq5QKlUi+004ugVNmhTLXqIIN8hD/tZhwGg0EARgAuCAsDlgnP+9VaDk2T42Wqo4Xqu2LTx8ABaJbB90INFEOHVFtWM7lZ1mdGx/XIjLYvDyCA/vwxnDz/Oe/74zFMEouuXC7bQw89ZKurq7a4uGjXXXdd2CgEqoD+8AN5zQsTVYw8UOG3WjjUP0XSCQ0aUTeCoky97MNbR3hXfVGa70DH2wtG3lUAp3N3WmkaQRDrx6T3dSyKjkNMqPq6YuDWbMT0dM5wr/FdpVIJoBY/cbfbDcdi1bKFuZM9ocmodH7hE15g7Wfu9wu6ir4zznJxHICvCCm/0SuAES56Ymhubi5EwaP1I8SZx3q9bleuXLHBYGDnz58P/KrdbgfNEkFNHQBKMlZSP8qA2SjeCN6M2R8zNVpyp9MJfI36aDtrifsx4M8oWq1WK4DXhx9+OMgfggk9EILn4toiHwFKGwGORPkDitWVoTJFBTba9tzcnF2+fNlqtZpVKpXgylE3AsmKarVaOLZrZhkBzjj1+/3ghi6XyyHeQvcZ8ldlJfOiOQ3IBXHoVxj7I2b87QWJF1L+2UzlEkzB9z5gzVsG+Cy2WWFIeW3U9ul3+o66E9QyoEReaV00LDjar74vzoEqA1VNXF0DPr7BC4NYn72FwYMiHQtoUjn0P4Y2vWBXsKZWAe3HaWCsMToMbbBIGV7L3w8g8J/7cs1G86jmZIJfMZ3C9C5fvhx8zcvLy4HJcQzMbGR+9KcJfMyA7jNvIcjrc56F4yisCJNo3N7w3x8naTIeSM3Lai1AwzbL8k8uO6IPxDDBhzCRwzMGg0H4TC1EemxRiYyGavaHlyh/Y7416l0FoR4TR+gqX9HrkZUnXb582ba2tqzVagXfOdkIMdN3Op1gWaD9gAUVyGq58DyNMcN9wb4ApKmlFGLuWP9e2cViB2lchQZvqltHLb64OjQmS2XQkVgG1E/lg8pUiLMolZkwKF5gabY+ytPIVF1QLBQv2HXQWTzeaqALRzXa2Gcx5qoCGuQK2vJZnmCamkMAMKCTrn1jI3oQ4rU+317VxHxMxDgwxvc6Bl6QKxjQzxkPL9xibiE/L6eN9tOmSRtrklDZD40TrjEBq8LBbLS/zHYvO4E5w4D1IhhleGYjXyWaosYOqN9Y+14ECBwVTQIc05BXFE6C4DNJkoTIfwQXc5KmaQBweszMbHRcECE0HA4zAYQAQ57RzHn491Vom9keXolbAbBgtstPCIJjPbFeWD/KI7jAByuGHus2G7lbWduquT/66KOB/3KZT6lUCgCXzzHr69gxpury4jQDvMsrnwh19oO6HdQdq1YP3tMLkSiHcpGbxAbQX8aA/BK0hfrVsqyKJmvn0E8TeCuAMh1dnOo75L2YYNVG8z/ICs1Dg080opJyKdNrqSwmnlO/tgo5FWy+7UkyMsPwN6AEE2qapra6umpbW1sZUxDR2tSjZ7gx4xFbwNj5WII80EIf9TOep00aM8EYsSjUrKeLUsdXrUD6vG+HIma+Z3GzAfz6OUmalrHnjb//Xp/zY5NHXkCO0/5jdY3TtnUeFTDob/zFvV4vpHyF4bJ2SUhkNnKToRVpAiL1KxdpYxEhO63lJPa877cHsHnkwexJkj/SicDu9XrhFj5y+auPW3kBygp9wiTO/satSVmLi4vW6/Vsc3MzBOfB//jRW1mpt16vh6A9YlAYa/g6p1OgRqMReDFH+PR2Pj7nZIvnZWjMPmqfo7TD4TAc+SbwGx5bq9UCQOj3+yHdsfZVc67ovQ88o/EW29vbQTnE4lYq7WYupC1638twOAy3KOrNtyrgcSnEeAzJjcx201NzzbXKD4B8obVWdFEqENDPlFSIeCGvneAZ3XAxQaaMTS0MnkkqecCgYMDMMsgqVreauxThmY2Qn5ri0PZVoJplj9Kp75XJUT+ZAhf1zXsLhycAgP6fpzkWtY54k6+WF/P76zzRBz9PRZHpUVGeYMkTCuPWV+z7mHArIsymETR57cyr2+8DtDIEeZIk4RiamYWU2qxnQCogXy0EevQqFneTBwjGWQgOaj2Y9v3TIuwnkY652ciCp59p5DtADkGpQXLwOvi0BiVy9A9eqbEIZiOrIOPseT0CDZ5ULpcz2QjRwFUx41QCwlgj/tF6VWvudruhn167xhWmxxZpiyb/UZ7KPkiSJAQd0i4EqFowtN+q7TMOWjZ7T4WxumboB/59jbdQd0ypVMq4IZBfGsCI0qmpls0sc2lTobVW9EHd9HkaTcxMr0xJhZCWo0hWBZLXbmKgIuavVLO0WjEQ2DEwwKbBjOPbyiZSs41uDjUzmVkmn4BaTjxjVcSeJEkmvahn8KqdewuJCoQYg/MAzZt4lWlobgglbYPGdnizmG+X5m44adqP0Pbv55WZty+UDir0YnVqmfzWPaTtgQGaWWCuaZpao9EImhXr02wU5KRAVv3Vyhfy+EMeMIiNzTiKjd00wjxW72lYk+NIxx2BASEYOG6Hn19Pkng3p+5FfX59fT2ToEqv0WWMKK9cLocYFDWnE48Cv0ND39nZCWfiNbkPAdX9ft9WVlbswoULIZ8K/U6SxLrdbuYiHwQ8axNhqkHhOq96FwAuBqwhZEhcXFwMskaPWqrV0/NItSzn8V7l+VtbW+HIoPr1aT+ZBzVonZwSmouH8TYbxY8AArVd5IDwMW95NPUVxmwomAJBcjpgPiOSokEmmLL0PW8NAPkw4Ew0QSBpmoabqfzpANX0NXKV7zSQg/LVdaBApFQqZY7ZqBuCSdUTFiwCJkn7xzsKCOibt17oES+vXSvaZ4F4QKUCQtNlYpXwRyoVVVKmlsMi9vXqyQVtn867nnA4booBgEkWAbO9G3uc4Bj3nS9nkgCbpLWO07K9FqNzqPPDc5gnMfM2Gg1LkiRzVa5f0/haETisUQ8KfFvHgbAiQnmSleao6CStB5rlLkkSazabds0119jKykpGe9/a2rL19fUM3yF9LtH2WCL1SCFZVDVWpN1uhwBorm4vl8vhlEmapnbDDTdYv98P1iV4GUf/OBGAm4mjflwrTF1EzaMhb2xs2MbGRjjtcu7cuQBOvEKll2eRfInTCmYWzu1jNVChiAzQewY4ItjpdML1v8RXsM4ASfBtNHJVJqkHKzL5aSqVSshOS/2AKgUsgCbmhEy2qiCSLTRJkpDGGCJQkuOhR5J0yAsgFToqaEE0PMP7/O81CC0H4e2191hZPjhR25qnpXnNls8AEgpWeNczAyYdYIA1gQXLQiVrokdy6gP07fN+XhW69CtPmHnyQMFbG2LWB377MefvvDnx33tgod+dNsprVxFNf1yZ+xUiRawHHhDo2uB7JbUUIMQ1Chlfr9mueRHw4ME8e0QjsGOugkl9ilkzZrSXEAwErDF/xGxogNrOzk5QPtR8rPwVRQZ+hOBQ5Ub3sAeRzD1lo4myLnygOWVQPu1D2YHfNpvN8JyCTngXihptJdrezIILgu/0KCaKlPJbACwKC26KmHLlx5A5GUf0yVtxGAvV8s2yV0+rgsYY0lbAC/JEeQDySDP10r9DtwwomlOhr4tIO6JRpT4GwGvXPKcmLRhXnnbmA/40utkHAqrgUgsF/zOwCHH1N+lChLA46OSB7uiLnzBdSGqpoA61Rnh/nIIdZdK0JSaYeV83pBf8anHRudHPvbWFHz5XUxntSdNRLIWv7yTIgzulmIZaxGow6XvVhg8CDCbVGQMEMTDB+LPGkiQJplc0NNY1ZlTuJdCjVuoqUFCwnzE7TZQHwE7SKmBmwW2IoE/TNGjk8BxVvNAWObKGgAX4NRqNjMDWeyqYX70hFR4NzyG2hDVUr9fDMWvAAPxBy0Bhon4EMBrz8vJyCFqs1WpWq9VC++HJjAPWDtYfWjOp4Gkj0fcEcBN4ibme/YDVAHeLXhSEnND2lkqlEPwdWx/MCbEHPtaC2xr1FNlgMEofzt7TY4UeBNFmjfnQvDi0S4HfJJrqaKEKSASBnk+lcSReUMGuQs/MMvmnNQiPwdHLKlSgqiBioanQ1HYwIN7qQH9UwHkh7NsTsy6kaRoWxfb2tnU6neADU5CgCFt9UIAPBSCxY4bUpXOhbg9I28vGZIEoqFGh7q0sOteqaaq1BwahQIr5oRz1XTEX3lpwXDROGI+zIk1Dk7T5cd/F6ixiHaDcGCAY97wCA7QUIr8B6tVqNRPBraZSNUX7ey888DpMQDBNedPUq9pg3lo5KVCAxqqX1xA1jsbYbretUqnY9ddfH3gR84hQAtCtrq4GYMD1w5jK+/1+uHEV4UsgoAqoubndO1mYd+IO8MEzVghcTSJEzAraLG4DCP4NfwZIwMsALmtra5YkuydeMOlvb2/b8vKyzc/PZ04KkPiHH4BLvV4PiqQm98F079ebJnUzG1k+tI2clmi327a0tBQuqVMFUvkq/B/rnCqE/I2rpd1uh/aRoVEtLNrvJElCIOKRnSZgwvQzFfxQTLCqFstnXhjpgPm6vWlxkvav9VCO/u3bRxtVa1dAwfNeW8Y0pWUCZvjxi6HIGCvwibWZv1U71/Hx5SlD99/lac+xOfcaQCzWQOs4Ks34sCjPsrKfcopaGiZREWAxrtxJQs1bCvTyLz36pQFZMReWrqPY+oxRDIAdthVhv2WetnXqkwGpYuWPUGMRUOCORquWROXVaK/Kn9QiivBX0IlmTp0IRMAD7VFLrwYOeitnmqaZC3wAHWa252ZYzTdALIAqcl6R0rgIs2wApSqHvj1E5quVQ63j5BfQrJ7Ks3EtEE/DWlRlWi28jA3rT/sIsCNLqMqWJBkFkOopHxTMaRSwqW4tZMBAJNr4GLpLkiQT3ToYDAIK4jl++0mJCShlTKoB6/Nek48JTi/QtV5QcyzgUD/TRQ36hUql3bu8qUe1ZFCvjoEyLdXI/WLRhaL9Z1H6UwBsHtrIGMUCLdXFo2XoBuC7SqUSTHIaiOitNLxf1Gd10jQJFMQEhX/2sAX/fsvyQjvvWTWVsi6YWzRP9oNGbRcdoxgA1709bd8nCfk8gDvp+RgdpJ2HRZxDHw53kwRhFmcfK9Pf2tqytbU1m5ubs6WlJet2u0H7XlxczGTwY98j9HzEOkIF/qPzb2YhCA4gCY+kDOVVWAQQsvApgM729ra12+0Q7KbuDSwH9JVgOKwVWCjgyQTl0Sb6r24STieQWwDtmv5xgyGWbNpLamOyHa6vr1u73Q7HEnleo/sBK+o6wPTf7/fD8T/NbaBykzbNzc3ZmTNn7OMf/3ioH4tOp9MJYw7Px9IwzbotDAY0+p7foC3QI0zCWwVUaKqJHIalZn2AgwpmFUj8IIS0LhWwikwVSauZHPIBIpShAEUFKM8BLGLAw6fOBLkpKOAd2u7jEFgMutC9sKYuFhjP5vWJfqvwV2GvaFItGZTNxtHnFfWqn1DdA0eh/R2U8oR7ngA4bRYOBcDQuPZpv/zaQJiw7omAhhH5o1RaDmX7H22j/5v/99PnvH4VoWnn76TnXAM72dNYbkgKpYITGg6HGfM/QrperwcBgwBGu8QvjW8agcRFV1tbW9ZsNkMSHfgq+QHgHbyD8G42m5mz8mi6uC88gK1WqxmNmPHXY7EqDyC1om5tbdnVq1fNbJR2uNvt2traWuBTyJA0TcNFdPPz89Zut4MZnpgIFejU0Wq1gquMvgIY4NUa68CYMj+Y8xkvgitxNQ+Hw6BU9vt9W11dDUCdWA8zCy6Pcnk3YRMnNFQGFaGpjhZ6jZLP8ja1arlFTZt5zNiX5ctVUuGsloTYM1o2n6tm7svygpixYVL5DkuCvyRJo1jzAuq8ANV688aIzeif9f3zzDxvTvz46gkPBVjU660OMQF1kmBABedhMveimupR0TgBO+k71oK6CwAFfAaA1WAl1q5nxko61n5v6TO+XYdJRUDSOGuPfndSgIBAQBg7R/fIOKjjr8JWlSozy+xVyPNwdT0o2NeyfPnKDzkeR1koM7Hx9DxQzerUhWKkLg5flh8DPWquypHWCxgAxNBPLBJYM731GJ5OXEapVMrEzWC98EClXC5nXBX0T63aOt76rgKtXq+XCUzE6oDyR0ppxkf3axGayjKgkaugSCJcvW9EhY9OIgOsiytP4Gqgmv72JnYth0HgfwSyZ4w8w6LzDEsTbKjgU9OZtkt9VowL/dSoUL/gzWzPyQrKzxO0LEQFIN46of1T14gPDmSM/Fzo+JZKpXBkBRTLuV7WAv2MAQLtx0nStIAgJuhj754Wa0EMJHpQ59eDAgLWEvsFhgST18jqmICAJo3HUVmJPPjw3/n2jQMIJ71WoW63a0tLS0HIYfaG8XOTqmrlZlntEkGhQcVme+Of8NmTDtgrLpqnQDXfJEmCkOK5Wq0WNGzeg48g7PQiHdYiwXe0V/MJ4Kenjwh8lT3NZjNzMRf9oC8aVFepVDJCGj7NOCFosVSsra0Fs76eLFCwoUIaIFepVMIttgDrJNk9iaGX2SkhQy5cuBDm/NFHH7Ubb7wxBPUig7FokJ6asZibmwtHR4tQYTBAh9XErf5iZfb6W33tKrA9wlOkR5nqo8/zn6u2rNYLFdjaRhavfqbBU1quBmUoWlPA4s3tLKxutxsCPYgoZbOS5YtFqn5YjfzENEv5Pi6DvvE3wEzBmW+jBgfpHCgYUdcL7VGfMhvCI3dtF3OmaDhPizxqyhP+h20lOAzaT5vyQAC/vfah7/nv2a8aJKbah5kFQBgLhvVt9/XFaFJ/vSCfVE6eVcL/zqs3792TIAT09va2ra+v23A4tFarFWIJsOKolg1IIIJf/d7wUeVlZqP9jfBTX79aJngeQUqsFPtcUwirf19N6dofrQu+TTZMMwuJk5SvkExH8/kDCq5cuRIyKwJKuKURkKCXMnHJUrPZDC4TnmcsNeKfvikAWFxcDLy/0+kEYQ+fTNPdWAliIihbYynMLPydJEm4Y+DKlSuh7htvvNHSdBRsyTiYjQI05+fnbWNjI5xC0TmaRFOnI9ZJ8absmJag7yKIPWNSYcLg8Tsm3L1mC8W0Pg8++K2+cWWk3nrgwUbsu9i7atVQAawmLA8E8pic7+s4hjtJa42ZPv37sTH1lgSYj0YPa3t0nrWMk6I8q8C4No2bj9MMInSuYgJfY0K8VUAFBqZSgIEHduoumLatUBEt3D9TZP7G8YJPJiLxjpq9VQnTHCiep6GAaLyXggZVPJh3yvHWIIQdAERN6lq/Wp00zoT1QiwKdWr9/AYg+Hq9W8JslI7XbKR8AmpJnqV1wLvUkutlg1oyNehdg+HZNzoG3iJNnboOAdaUre3zbhysC2ajuAcuFVNLglrpdJxpY9H9OZVlwDMNOsggaKNUy1YUBan5Wyc+ZhrXhcUAqk/Tl6FCSIMMmRwzyxwH1HP+ynjU1E7/YkF6Wq72DzOOTor+YB3wpnsdHzXFaj0xJuhBGp/F3AQw+JhPSU8gaDvUfcGm04Wmlhl91/veTopiGvQ4YDWprEkUY3aTyjroGMWAmBLzryAZzUxPCajFR4GB2cg6WATI0qbDAIMxEDBuXcXA8yQwfJKANUbNZtM2NzdDAh14IcrF/Py8Xb16NSgfAAA0fOXBaMKYoHE9IPDQnPGFk2+i2+2GAEN4lmqm8ADWFqZx3BRqiWy327a4uGhzc3O2vLwccvPjYgAMqDsANyRBflglKJscAWjBGrCnfTbbDaBcWVkJ7yIDADjEA6hpXS86ivELLMt6wZDZrqZP8C05aHq9nrVaLRsMBsHqYWYZF8rW1la4XVEDNRkLkkKx9wBY8HVNUOQV7XE0lWUghs70KJ7XllUAeVLkxARoAJ5Z9mx/zBLAd/qsEkhR60QAxurzmpX65vV7sxEa0yQbXnvnb0xRRY7Y+TgJLYc+6uJQBEsfY5oUP/TfBwn5kxP8VuGh9SgA4/8868lpAQOx+o+S+R+VBcHvMeryYFbbofPiwYCCSAW+MByNBTHL3tuuP9OMpX92EigrMo55DDs2XlpH3nieBvJ+XyLF19fXQ5IZfMaqUHEJkLfOYbpGkK+urobEaWa7/acu+LJZVqGjDjPb448GOKLkAEq4Cnl1ddXa7XYmKl+D8jwf04Q99GVzc9OWlpYyCiECu16vh+OFegkQ6xiTvipqZhYS/mhmQ9oBwMD9QCB4p9MJY0cMlfJvXWutVss2Nzet3W4HdwAuCLNRUjcsEAruNGkSPFwvPOJIJ3xWL7fyMQ1j11qhpyxuSh6HyCeh7UmoHVJrhD7nBUze5vVC1bsGeEbbo2Yvs2zAYh7BQBHUvv8eCMT87Gqu8sxJ21VEyMTKoF6tL++52PMqUFSYeFNYEa3tJOmohPS4usbVGRPgk2icwPP1q7WJdeTnxoNpmC+Az+8XtTD5tTstxdo+aUzyAK/f35MA4DR1nAQpyNIkZviEzSzTb/hMqTQ6FcIzCBKAvH7uFRoEqo4nLgOEr7cYKt/kOQQWx+ZUkdGYI4Qumq0CDkjBq/J/ggX13gOzkQ9exwBrh86td18z1qrw+L7G2gRIVusaY6pB5Mg0BQOqaCFH1BrP2GF90Prh0T5XgT5ThKY6TcAkxMwmMe0DUhO837R8TydU6+AkwNbW1p4oSW+OzvNN68LXzaNnTAEbtIEJ428NXtSFqGWm6eis6sLCQkCdXqOKjZH6sPT4oZrdVfgqOKI9tJVn1HxLkIlnLLhQ/Hgp6MDygSnMLywvWHy7WTt+TRwnxQTnOPLjMYny+nUYgGMaTTWm9Zrtveab5xTo6fpn/rwLyfuH2fPqutO6xwn4IoI2Bi7zFAttvyoL2k9tN+315e3HInGUtL6+bmm6a3rHvK7BzxpN7/up1k8EEkHGZrvCktspSdQzGOze3re2tmZXrlyxW265JfAjbj5EGyXHP9q75gxASzcbBRfOzc1Zq9UK7glcH2qxRaCRMwFtWwUiYAQ+ffHiRTtz5oydO3cu3NlAciMsIFgwhsNhSBKET75cLtu5c+cy1lLcICqQcZFAjB1aOQGEtOv8+fOWpmkAZbg0OEWwtraW2Xu4M3q9np09e9bK5XI4jUFbABUqB5GTGuyZJEmIL4hZ5mNUGAwwESoU/Wby6NJvSmVEan70AtIjG55XTTbGAFRL8YiO+v0xErMsolWzOAuBNqm5ivpV6COoNQuXCkn6pyBAGaoS7/G5ZsQCnMQYlQp37R9jpe96C4YHaYwBiFSBhoIw1R74TDNWavrik6ZpgMBByVsF9mORyBN+RYRqzFqjwECFvrcM6N7Rtah7UHmAj22Zpp2H0XfPD2Ce/K37TIPMtK+nlfyRboQGc6jphOlvtVrNpJXm2fX1davX68HUrHyAenQsuE4YUzvlq8kcEzuKBzxCc/x3u91gTueiIywBZqM7GMrlcjgpMBwOg2Kll2WVy+VwdTK8eXt7O7QV4kpi9c2bZZO56akBhC33zMzNzQWhbLZ7f4cmHtJ9pIGFZHXEl7+wsGDdbjf0DYBD++mTngADBOjtjBqjs7W1FS5UAkhsb2/bhQsXzGx3TTcaDev1eocPBrx2mieYdWOpMPQUM7nk1WsWP0WgwsybRfx7kLdQmI1847TL1+tJ26CuAd73CSvUAqHv58U5+HHyYxjrj2+bt16M0461rbpA2fh6hpi62XQ6Fr78mEVoRodHCrLHAQJ9Nk8TjgFnnTt93gPbcZq2b19RUFBUOHuLB5oSGiHaMIAHAaXR+Xmg7TQABHUNKIjRkwVoiD4VMAQPQrtVc7rGBZmNxh2epWf04dnwF04caJ0oUEmShIh2wArCDV6JAATQKN/RtniTeZqOgvYYozRNg09d+S5AQnmUWmE15kvlic+yCohkXLBc0169Zhq+qSBbx1XnFtnhZace3zcbKaqADvILaIwY484zakEvtNYKPfX/D5xqg3RQ/Rua/lAXUExA0WEWiw4EE8HAekEP6QJVDcBrJ9Sj/k99jsmMMU4VaCr02ZA66bpgaTsmNQUJvi9JkmQYVqwduhD4jnZ7hujfZazoj/cv6qKBaWANaDabIc0mjIEF58dM50I3EWXrUabjpGlASJFn/diOA46eYuB1Gsp7b5LwioEArALKQJQZxwCc7pvY7xjA9W30v305eW0eVy5rF+BarVZteXnZqtWq1Wq1YDZfW1uzjY2NPRfgjAMCJwliNYkO2vNwOAxBybVazc6cOWNpmlqv17NOpxOeh4/qxT9mFgL4uPmQcSC4bXl5OZyJh7crwQfIG6C3HCqf1PtZlG/AB2u1mq2vr2d83fA0TPLIFXID0EazkaVqcXHRNjc3bWNjw1qtVrBYqJuZHAJmu8F8tKvValmapqFMLCSMnZ6kQMCWy2XrdruZQD14N3xc83VgyUFw48pg3CACReHLCmDZm5wyIAWx2a68JJfNzs5O5jKj+fl5azabhdba1NwZUw6kqASzFAOtiIvfHhgoWlOTPAJK64m1hUHzFgn9TH3dar7WSFlFtpSjxygVFCiIUAHorQrUQ9IHr9Fr1C6faR8AFGrS5HP6DQBhofq+p2ma6bPWE9PW0nR0mUi1WrULFy5Yq9WyM2fOhKMuDz/8cAa0aPvVn8l4aqDQaaBJVp+izH8SKPDrYNz/RWmcVWjcOzGwoC4D2gvDjgHLWP3jPptGs46VEaOY1qsCCLPs0tKS3XrrrXb+/Hl73OMeZ71ez9rttn34wx+2Rx55xNbX14MpOm98ToMlC57JUTH9HLD98MMPh/5z2qBUGh1Vq1aroZ+Y99XHjbLCcUM9Lqh5DMyycU7EGGid6lJAWCF0eY94AE04RDIe5AgmexWEWAPoj8Y9IfyJ6ifuADDEKQoEPAqY9on1A4DkiB/WJS0D5Whzc9NarVZG8WPtkymQ/xkXtary/WAwCLEEnU7H2u12OIqIq2Bubs56vZ4lyW5SIo5ZcizSbJQ8amFhIbgafHbDPJoKDMTQstdeGVQV9vqsMkoN7PPCifd9nXkMXN9VjUPBgDJP1WJimrUHLRoboD+e+fnylbn6vsb8rJShTM7MMkdJdC4UhMTGo8hcqsnLzAIar9VqtrS0ZNdcc43deOONtrm5GRYqGohaibzVJqZZnjSNa880wsuXuR9Ncr+AYD9l5Ak8fT/2e5rxmmbNFaFxwtn/rdYB0rLeeOON9vjHP96e+MQnWrvdtsuXL4ejbTDVGLiItfOk1rFaY7W98AKEpwIhjQnyUey4T5IkCYJWlSK1IqiP3iwL9BgnTfvLxUNo7JqSXYUV1ky0ZeqG0HSTZDfWQNeoCjb6SHkaPEe9ChqQUTF3CnyMZwm0XFlZCQGH6tYglkEtrcqHvSxhjPT4pL6LnKIejhISd0B/GCuyS9Jm/sZiEVMwJ1FhMKDpKjXQIeZvVkHnP1NrAQJIbyf02hXlaNCGBkTEhL9uHhCmlsmi0KsyFTCoBsu7GhvA5OhgU476txRQUDdnf3WC2FCUB9pVBIl2rcAEUu0Bs5+6WNgstF1dFmgXjBMbCjPrLbfcYrfeeqs9/elPt8uXL9snPvEJu3r1aggaSpIknOf1QIj6qbNojuyjokkMPU8QFCljnLVhHBV9fpyAmqaMPEAQKzdmGZiG8trlLQqxfkyyDsQAC2ut0WjY2bNn7alPfap92qd9mn3mZ36mXbx40R566CG7ePGiXbp0yVZXV/dYJ72ychhg7aC0srIS9mO73Q6fY8Knzwh7zOvqdtQ8AoB8wAB8ghNHCDi9bwQh1e12M0KT8cGFSXAjJmzq4R20Ys76dzqdINSwMCTJbvAc2QMvX75slUolWHvggQCZnZ0d29jYCK4h+CCAwmx3LWFeV763urqasZoCZjDjb29vW7fbtWazafPz89bpdMJ4ABjK5d2bAjudjvX7fVtaWrJqtWqVSsXW1tbCc1wpzRXTWB0uXLgQLLGcrsB9Mjc3Z0972tOs1+tZr9ezq1ev2rlz56xer9uZM2es3+9br9fLXCfNzY4+t0MRmirpkCY58NqxNy2qYNZNp35JH/1PPXyuQjSmxY/7XEl9Uj6BhUe+yhDUFE7bFNz457R+BTg+cNADJ1+HWlj0PcZZtQTPQJkjBUjUp2Xj5+JzkDO+Jp5ZWloKCxxAprETWr+uAUX6fmw+mekkBMQkoTpNe7yw428F6roP8oRiXp2xthYV8r78aYCZ3/+sZfzoWLO4297nR8ir+6QBAUBgYWEhXGesVgH8x6pYYb5Gy8d3jhsBoY4ARAkA1HMiQDMSqtUFBcBsJBe0TfC2jY2NAAy4UEkTAGFG5x3mBEADb8fiYWaZGzUpC3/53NxcqJP+wOe9iwHXLbJhfn4+KGWqWfMMFg2z0X6Btre3w5Fy+gEAI94BCwfXOdNm2rO6uhrGYWlpyZ7xjGdYs9m0Jz7xifboo4/a6uqqPfTQQ+EaZF23nU4n1I3rBV6s90pMon2dJvAagwodPo+BAcgLUW8V8HXGrAoKLvzz2jbq4T3d5LQZa4dvu/7EQMgk60XsWW2rMiPfLh2rGEjxAl8ZO4shNpY+MQXC3c+Zjg1Mhg2hG1XHX60nXrCcRjBQROAcR5l+XCYJf//eYYCCce32wCGvznEWh0nWiKJt8WXExg7QvLGxYWtra3b58mW7fPmyraysWLfbzQS+5pV7Wgghq4F87Em0cY1qNxsF+KnJX8+6a0Y9BQz+SlwNGE6SJDyrglItpfxttjuXmvSH3xq0Wa1WMxZGDbTW3Alq5tc2wYs4YkcyJt6hLOrEwqEX99Aus+wpAwCHWo8BMVouPyhL/sZP5o04CFItq0sHi4qZhWDt66+/3paXl+3GG28MQbEABm2rAjMsDPSLdVGUL0wFBlh8uhhiAsQHiiEcfDAFz2sH1I/Cu3Te+6dVSwWR8aN+FD5DYGs92jYNyGMhQmo94FkviLUtuolBzOqbZwwom/ZhuvPPkKhDgYWOI31TRqGAiWeYP7UilMvlYF7iCNPm5qZ1u1372Mc+Zt1u1y5evGgbGxu2srISzKzczMg8kMBDXTNeWzsJKrIZYoLrIOClyLsHBUeH0c4iwnecZaAoAJhkMfDlxp6LARg+R9Bg2l1dXbUHHnjALl68aA8++KCtrKzYysqKffSjH90TPOjLj/19kkB2Y2MjmI3NRiekiMzHNK8nmMxGqYsR8soHy+WyLS0thbHDIogQxQpAEJ7631Xj5Z4AfNytVisTcU87l5eXQ7Q76ZM12p+8CLgL4PUE7eG20CA8eCOWE9pO27AmDAaD4LLAYkHZRN53u11bXl4OYKbdblupVLKbbrrJer1e5kZBvsfCtLS0FOrU+wg4RbCzsxPmb3t7O2j31WrVPvGJT4TgTUBKqVQKcQoXL14MQIyAT54nKPOhhx6yRqNhtVrNGo1GRv4wZkVo6tMECJqYBhgT4qq955nlYiZKtQKoH17NUF54+zLNLAgm3lVEpe+hBav1gM+9QPdt9AJPA0SU4ehYeEsIC9kLccrXejTYL89Ko+DFJyLK06boKyCj3W7bRz/6Ubty5Uq4MGVjY8OuXLkSglsUEPkUpQrYYEQnQeMEjD5zGML1MN4fV+5RAKoiWn7R+qexDkyiPEtB3mcItVKpFMyqV65csUceecS63a51u127fPlyOFro+UaszKL9PipS/kHSG9X4vaBD0KIBw1P83hsOR8cTAReacU/N2Cqk9agemrxaY/r9ftCSUWAAaGajY9zqCuWEgx6p01MG1MnngCK1Qmg8gJr1kyQJ7Ya38R4Aamtry1ZWVjIWEqwLZtmAanWVqgmetceJj+FwaL1eL6xVPdrIb3WHNxqNTHKpS5cuhfYNh8NwLTFjRj/Ndq9Q1vqRl7iWOL0xifZ1N4EKdTUBAwBUu/eaqZIOivfb6wbUsqhHNWLei1kseE/jBfhMBZmWHXM98DmLnkWhz9B32sxGVAEM8PGxDtpH7YMfC/9MrH4Ag1ps+PFWG/8Mn+3s7N6J/sgjjwSmwCbb2NjIZA9TAKLWCx0f6jkJGsfM9wMCDqopjnt3P0Jnmvbk7cG874pYDg7DSjCp/ZO+Z32hKVNHtVq1S5cuBWEBc9STMJSv6/8gIOYwCYXCbBSHxP5GePtAaHXt+f2I5c/MgjXQzKI8jZMHuBZIOwxwULO6WfaSIjML2i5mcISU8m6Erk+QA0jAmoA1gIBDtbzSd0DMzs5OOFbHWPkMhvzGCqttSNORlZW28Cz801s/AVyNRiP8rRYMfwqC+YRvalvNdgNHS6VSAF1686Iqp2a7NzHGMg3yTNHA7X0dLVQfs2f0CCb1wXuBxuB787V2QK0APK+DqfUwuBrIwoJTVKwLXZFVHkNUpqBl6DEVFrSCBcxpoGK9jMK7G3xbONJCuZSp7hnKZFGrW8P7uihTyccI0B42FEla9KYsjUNI03SPSU+Bhm5SyuXzk6KT0u6KCOlphO24Z/NAwbiyxwEJXRv7ARvjwEHeex5AjgMafiwAA4BwfxyXz3kmz92X16aTIA10ZM+jPKklBB7ZbrfDs7oP0aoXFxdDzMD29nZ4niuH2a8Ix0ajkbGyQp1OJ/Dgc+fOBeCAW4FId7Ps+M3Pz4dgOg12VtJ1B2BRf7hew8zdABo/0e/3w1XJ8E4uJ6JtaM7r6+tmZnbu3Dkz210jlJmmqa2urgZtu91uh0RWCnyoc2dnx5aWlsJ6O3v2bKbfGvcBSGCddrtdu+666wLfxnJFjAvjfPHiRdvZ2bHFxcWwjmkPfN/MgtJmNnK1TKLCYAABqBPF4JlltVOzkfDUzaiCS0k1YzXpq5btBTPMQIUn7fJuB63PWyB8+br51P/Gc1o/FBsXjdqPmez9eOkYxmIWvGVAxwfyjI2x0P55UxVton8wWB+foMBE2+itCsp8dGxi/T0umqSJHxVQOKi2exhUpF/jQETMUrXfOsb97wFPEYrNne5fBBv7iHXJM+OAwGkhfMUoGOw9Iu5Vo0ySJCOA6/V6sIjqdcYq3Blr3AFo1fBV6kYwwU+IN0DpAojBQ1QJQ8OFt8ML9IIjf02z18IVRAAkEPR6nwKm+Xq9HmIGKpVKAD2e/2lbNjY2AjCCGCvGn3YyDoAClQkAThIpMYYKBgByauFhLQMyeEeVVgVk2n5AhFoBtI1FaKqjhSpo/cJShKdap/qOVZj4Dcgz6rP3gs3/mI187X5jx+qIaRpqtfBmw7zjcT7PgdneuxZ8XAXPESTiy1drhzez61ioWU/nRoW1f4dNqP2mTsZOx1/LUetFzMIyjqn7+k6K4Y7TfIv04TjbNOmdSeDlKMFNrPwi4GDS/1pu3ve+T9oO3ev6twehk3hJkbYdN2HGxhqA8PTKllpKMZf7WCezUR4B+oRpHDcgZasrQM3e8JNWqxV8+YAGBLNZlj+hsaolF/eAHjdEXmimxTQdWURIIa08GwCiYAD/vuaDuXLlSnCF4L9HOCOQAYpq0ldBbmZBYyd/gLpdtL+AAf73SqW2XbMEMg5qKdcYNCw2Ztm9R/vVUsT4FXXPFgYDLAwVLuoTB6lBJICgI/4YjC5Qv3FZxARPaDlQTDNVrUD9OSp0PaihPiZUg1K8r4mfPH885eNj0z5AJNZQRuYtAGxg1WpUEOsE62UXvkzaR1vouz8VopvUWzF82WYjBkQ7KEcRrAdGJxlAqJrDOEHgyYMxpTyBNY6OQ6B4zcdsMqjJa1eR9o4ru8iY+e/HATdfhn7mLQvqYoyVNQ4AnBRojRE8CNcgApuz5eSdp0/XXnttiO1BOKytrYXEOex9+C9mbk3De+bMmaABE/gHv8Eisbi4GAACAlJ98uVyOZin0zR7iovvSeQzGAxscXEx9JekO1yqhMAkRTDgQa2XBPNduXIlmM0VHJ45cybIKfgaKYZpF/EGJDEysz2xDnq6S69J5nnNwnj16tVwx8P29rb1ej3r9/tBBpDICQAEsODuCMplXBuNRhgnTmWY7bpsdIwg8mxw78IkmjrPAJPLZ7HACLOs6V0FZUzb1TI9Q4jVaTZyWygA4HsfjKdlxE4TqKCPaeb6ubc46GkGNb/RV9WyWQAexbM4PUhRk5IKZhXG3rRPmzUXgB9r/veWjxi40jFQ32vM8qJjrRoJ756UdqVHV7Wfft6g/QoDv0b9Wo4Ju0la6WHQJEvBJM133H48bCpSrj4Ta48CgnGWi0nzoeWfFBF8h4mcddtoNALvUUFbq9WCwPJWAuU7GrnPsxrbhHBBaYDfarY8wATPUw9lKP/So8sACvgZbgRNv2s2cmMAXgA4ZrvCGJDE8WbuUymVsicWzHYvJ6K8ra2tcPET7hC9D4E4Ccaeo4vEUplZsC5wgoIx4hpl5ctqPTezcPyP79QtgMUAMEDApOctyrNUJjBeWBZ8AqVxNJWbwG8u1ZIRHDBbBQPqA9f3vdvALGsl0AHwG1e1Ud3AqgHHSIWTj3fgcw0M5Httm58I7QukMRbaDxWqjBtomf5osIn6N7Wdfl4ADFqOtp36/NzpglV/qgcG3u8a09S0bD+XJwkGNJjSW6Ro7zTCbZLwnPS91p33/zRUZFyPWojn0VHU5y0B456JKQT6/bj2xUDQcRPCDg2dPnHbngo8zODwDc7G67E2s1FaYLVawjvgf8rbqVd93pp/ADM7FxzFlARykOCOUAsBP+qeMMua01XAUQ6AT9+p1+sZ4Uo5enJAE6hhGdjY2LDFxcWgyaNRI9gRzvRrYWEhWCl6vV4YY7R6jcdQBZSgTHX5kKfBjx3ghn5i4Y3JIPqYJMmeGx/V7TKOprrCmMHwWeggFX5MHMiV7+kw0ZpJMkqowCBoMh4WqPeF+Do9CmPwdVHTZrUu6LNmtsdyoIIvFgOgyZNI48lC528FFbpAVVBqulAdK7Um8FvTqeKOMRtpwLRLGQNE2zAxMS60T0GSJm4CfTOeaqbjXbWSUA4+OPV1HTfpiQc9EeHBIJ9PCw7GUcxaEPt+vzROYOUBwSLtnPRckTIPg8YJ+6Lv+/n0QLaI0D9uEAWVSiVbXFy0VqsVNGfvp6d9Ozs7IQ89x9wQ7gjT1dXVwBuuueaaEDQ4HA5DAN3CwkIQWJcvX87kNYAf6z0JakHkGYQQR5T1ZIdPj4tmTn/poyYV0qN/1M+ePn/+fAiSxHKh6eDNLBOcqIIT4U0ZWATm5uZCAqVms2ml0m7uCoT2tddeG56v1WphfLrdri0uLlqj0diTkK1ardo111xj5XI5mPCJPWAczXatGIz52tpaiJlotVoh2ZHGni0sLATgV61WbXNz03q9ni0tLVmr1Qq3R06ifZ0mAEXC9P15c53kPIakwlD/p4MqDPV93dwe/Xvfu2rhlKuCOdZWFRCevHDXcv0z2ibVThg/tZ6oZUC1cB/oo+3kx2v7Cl4Qxt6SoJaWPLAD+e/Nsqc5NJZEyQtar8UcN8UY/mEKfU95a/+gdcasZHnPjXt/Ek0CB/vpw7TWieMSwIc1N0dBgH3lK0kyyp+vgED5kiojuhc1/bDZCPArz0LYKIDXAEbAhApb6iT2SK1xGjGvvA1eOhwOwxFmz1tVcfTuDvpEXAWAw2wUeKnKFnFLjB1BfvytCZjgm41GI9N/vRSK/s3PzwewlSRJONanypVmSEySJIAX4gLI58DY4MpgriiX8Ww0GuF4N/OAO0bnlRwFRWgqMKBmoTQd5T6mA9407c3FutEoQ5kbwslr6d4sqEJMBaPWBammGwMcWqYKZs90tT5vUfCgQl0RCnpYBL4ebZsGPqkw11MTarL3YAChS3l69IY5oz+xOjXxSJqmmSNJOhbUp/kilLyfTJnScZPOkV+becDqMCgmtItoukUEvS9n0jtFKda+IuBjGpoWFMTao+UUed7XGRs/b0U4zD7vl7jIBkGGVstZeBWC7DX4jreCJUkSsgKajQQcmqq6F8wsRMubjU4EYBUm1bEGhPsj3/AOvUGVzIiUCZE9T+UCbeSn0WiE+fE8EFBEICF8ibFAIG5ublqz2cxkMUT4IpC73W64aGhxcdG63a4NBoOMNVX7Wi6PrhxmXqiHPmhaZfrO+FcqFavX6xnL+9WrVwMIUissY9hqtfYc38SqQQwGAELvYhhHhcEAjQEZmmWD51TT1f9BbdpgBpAFEtMYvRDWIAlNNKTMXAWO5vfnOz27GUvEowiccljwutg1g5ZaKVQ4a2peXZSqZSvAYix8LIOCEEif5zn8WrRTLSBqdSBwh/apG8aDHXyQvMszanZXVwpBQt4q4i08x015cRB5lCcwoGn6Mk5ojwMG+9X8TzMdFGz594taLzzwz3s2BuzHlX8cBL/d2toKee8JcFMzNWvbbHffEZGfpmk47242yuOfJEnQxpWXEeAHKNBbE8nXj5aP9ql3H3DNsB6Ha7fbAUCcPXs2CD1VJqgPIFKv14ObgfgEXAPwJQ3ARsa0Wq0g3IlTIJYBvs+pAa45hh/CvxDuarFF60bDV95JIqc0TTMWE6wKtL1Wq4VTGJVKxc6cOWMrKyuhH41GI/BREiYNBgO7cuWKDYfDcMoDwEBg5eXLlwMoA1wkSbLHVTKJCoMBvY1JER0N8oIxzyxrtvcUQWyTqzbtv4sRz2tAXcxioALKt0/L13dj2rhvow64B0VeS45ZG7Qt2gZ/ZFMFmrc86BgoxbQiDfj07UB4KqiIzSt90LZ6is3hcZMHA2rJKKKpx/7fb5+KCsTYWB9Uoz4IFQVGh9m2ItaaIvMwDlx5wOAtgpPeP2pCKKnClKZpuLBG96gGH6uSpPxAz8378/GqLPl9C79Rqyd7SmOBVGNWxQkhqTdGKr9GwQMg0F8i6mkr4AgwQhs1IZMCKASjKk+qZWt/UJTQ1KmTfmob8OMzbgQ1Ko/3lmjiJ7DaAKJ4lsA/kj758TQbKdR63bLyXcrT4NCie7IwGAD5eMHE536wfZ5rTzGzM8+qO2KcRuwZugpONal5v7cugphwU3ObtxDootDNwAT7PiGAYoBIBam2TxeoHhvSNvJbjwOpS0HnyQMMkCWo3FtaYAqaUUyBjwcOgBIfV6IM6SQEGKRBVmoZmBYQ+O9OSkCc9HgWJb8G82g/IGfasY9p/P57b0EoYsU5auIUgVl275K7Hn8zwo+YgCQZZWdVn7IeK0QLZ+8STIhJWxUrfOp+32ACx/yvV/VqkDlR8VyO5BUWjVHg9j/S+2LF1OOVWDw4kjgcDkPgIN9z5M8sG1zNM5owCOE7HI6OYmpOBrPR1dClUilYIDRQm3sJqB8Lida1srKSufQNq0S5vHvLY7/ft06nsydhEe1nbnu9Xrj9ELAEkND4DC87xlGSFlzlmC285hwzabNQVBD49xhs1Wa9ZqroE/TlAQJ1aYd1I8e0K28tUPCSZwVQc7kiatqjWjomJepTgc146KkF3061JPigPT7372g/VCjzvLo5eFYzdLHRFQAkSdyF48fT1xNzC7A4yQV+nMRVn56R6f9+7Xrgm0eHCQhiwjNmYYs9P6ltkywd01Jeu8bVc9TWlKL1FrVy+O+8Jn0c9MxnPjPsVwQHyYcQ4spL+MEUDi+BL1QqFev1eqEvmvN/Y2MjCHeES6fTsVqtFlIbm434GKZ2jQsy23uRDsKQtuEDx6+OK1njExDCHKEcDkfpkM123QiMBeOxtbVlV65cCf1tNpuBhxH4p+BKeTbWBPztuFIYqzRNA7/U/mKlabVae8BAtVoNAAltfnt7O5xOMDNrNpsZawB8EleNj3lTCwHzMD8/H06aKO9PkiT05Td+4zcmrrWpLyryCBpSUMCz/jNfji/Po3H9m4nzdedpwH7heuauJhwtxzM2LyBiz9B/tWropOVR7DsFQNpuPQfs3RCQCjRvSVBwhtXFWwv8nMQWfmzstB+xZ2LjdpyUZwnwv/V5s+M1y+fVoXvC/z2Ojnqs/V4d146jHr9p6zgNGn9RUmHvha4XEggRs9FlZhDP4msmkh7Bq/wqSUYuP4QtyptZ1nro14A/Xq0uR0CKklozmUcFMRqrpkGSaZpm7ghQYa7att8zaZpmrAAqNCHcGYAHbm0lk6BmpcU6QDmaGIk6GE8sDoyPKtBqYdATHPwwRv4YOGUwTow/Zcas33k09cFv1di9KVwnVH2zqoHSUO/X935r/a2CKUmSzOIFPflOsxBUs1Xzu1IeiPBmfH685cBPvro4YuCG93TS6btHdqBozUpF9K8fMxViunHZMMo0GBsPKDxw0iNK2kbdAGpF8GNkNsrFcFKMV10DSjEwEGvjUQi0SUI9b15Pk/DKUwz0u6Oo06z4iYsiz01T73GT8k4CBTXD4M7Oji0vL4c9zWdqYoeP7Ozspg7W9OSc5/f8imN0/C6VRhH5aMwkGtLjxfV63QaDgfV6vYyQVoGvQANhqgIaQKNHGdM0DYJOzffMiyYRgk+qVUT5NFH+3W43tA2zP/Kq3W6H2w9vvPFGW1xctGq1aisrKwFMwb9VQGP6L5VKIRmRxhKkaRpOJ5iNYkKIWQAwEfRJ8CUWC+SBggsCLBkjs1FsBfKoCBUGA+o7j2laVKoCxwsiylGfCg2PCWmEigocs2wSGRYKiErL94xDtWpFznoEh4Gm7erf0vZRh0/0o33zAELP4SpCztOidSw1rSSLz8dEsOj16A5tUdOdIlNtg59LJS/cdVy1zfRbjzv5dh835VkG9HulaYRu3nOTTM6+riLa6jQC1j97mEAiz1qhlGfh209deeXmPeO/mzQXpwlgedJMcurq0+A1AgcRzrhT8SknSZK5bQ9Q0e12bWFhYc/9KcQiIXBUiOMaWF9fD/79RqMRzrMjrLSNlDcYDGx9fd3OnDljZruXB8Gz+/1+5vhdq9UKMQ8qTIlRIylSkiTW6XT2ZBQEuHB6oNPpWLlctnPnzoU5564DHWczy2joi4uLoR0bGxtB+15eXg7HOpeWlmxnZ8fW1tZCWbhb1I3BkUOf58FsFH+Hy4D+IqNwk5iNQBKgrlwuB9eO3ocAoOh0OoXW2lRHC72ZXrV6OqTavgp41SI1SI6OeouAL8+bfDxA8JqfCj19XsuexAS0Di1H/TW+zdqnPIrVHXsekKQmfR1rs6zpMDbWPKPavQcpMUuJttWPg4I0tWJ4QKEgqig6PQqaBAaK0CRN/rjIa+NemBUVvPsRgsfd94PW561c+rn/fdLzmkdExCOw9QgZ/+tJL4IKEWBqfjazTN4RPT2gLgU9C089jBHPqlasLgO0Zqy3WASwEmDOHkdqpVClTRP++BwHZhYCCM3y94mPLdMrfyFNnYyi6E/NEeDn+Yqa8mm3ZozU0xV6/N0DbOQtxyKJOdCESShcuHv0GVUOJ8V9QYXBgGadUuavZiUdLD1vyUB6U5ROFr9V02YQIRVIaJ1qxtaoeA3kUM3cAwYtW3+b7dWW6bMvB9JxYTOosNUF6sGV1/bNLHMO1ltfKEtzCMRACggd05oHBspYvDVF54do4Zj1RJ9R64gHHCfFcP2G1T7mkf/OvzOpL0U0Zv1sPwI91o5xmnBRoTeNBULb4Jnvfsgz8WnbGLNWnVZBX4TIZEcmwvn5+UzCnzRNw/n8UqkUNOpqtWqrq6s2HA6tWq2GdxASZiMT9XA4DAl90EA1B4HmE/BaZ6/XCzymVCrZxsZGxlXBzYDKa3u93h5rrcYDYAmAZ9FvgtjNRooSbUSwkl5YL02CX6ElI8iJCRgMdhMK1et1Gw6Htrq6aufOnQs3EGIBICizVCqF5E3kDFD+Ag+sVqvhdAAmfoASOQfUDWw2OrUGr67X68ElzMVKuImRd5xO0HiQ4XAYrM/j4taUCoMBRZpeE1ZTp/7PQgOZeA0XYeiPx0GqUapwSZIkgzC9Nq4LTdvoUST/6/G4WNnevK4LW4W+1kX5seA6/lbkpmOmwICN4k8fMBYkyjCz6NxosKF+huBWQKekmobXsNS/pac7PDAoYiU5DooBAf3cbHotcb9CZlpBux9SgToJ8MTARJHnY2UflqVhXDl53/m2fLKDAOjcuXNBQPvTPwS5IdzZl/CQbrcbgAQaqcYHcMrGzIJZPU3TkD2Q/cwVxZ7PsMc1Bz+8Ra/p5diimYXsf2i2XAWcJLtxCPBThCJCL03TjHK4vr4eTPBmu/ONywKtG9KYJdwkZiOgZWbhqB9jy5FN5cfKcx999NEAYNrtdoYPJkmSubQJqlar1mw2bWNjI8RaeIUXsIAFAPnAiQiAFMcqdc7Ndk9OYRnQ+2SK0FRXGHvyAjqmXcc0BWVWaI48o+Zls73+9EkbXAW//0zb4c0z3gXi+6jv+UmO1a1CW035PKd91t9an/rc/JgpeNCFqP3Rfsb+1j5PWjDeihLTsGPj4ufztNC0Qjm2NsYJnGkF/kGFV15/9tPPSd8fBqA5bEF9HCDrJAiB492Aam1Vi6sX2N6Cp1ZLBA4KkQaAa70IKH8/iv6tFlPKUIsgik8sqNAHJJtlo/DhU2jR1MtvAAgWDPpbqVQydWnslSqFjBdAiUyA6kbROhlDPcvP+Pk28Dy8GisGCp6OufJ0BSm0U62urA2e8YHyWFTylL0YTXWagIUFUlKtXzVrbxnQM6Ya1OZTOJpZZgGrpktZTE6sLtXGNZJSgzBUwOoC1AAVn7CB9tI+FYzaDtrlLQn4+7Quv8D8Of9SqRSOsqiGniTJHiuBF/5sMm/6j7XLbOSOMMveQEZfGSsYjz+pQJ0aIPjJppUVESbKAP1nRWg/5ccoz7oRY9JFyiva3hiwH9fGwxbOMaAeUzL+OZH66Hu9XtASMSNrkCB7fnt7OwTkec2ciPidnR1rNBqZ640pC03XzEJue1Lxmo14NGbpZrMZtPROpxNM1bVaLQhOAvu2trZC9kRSHSdJYleuXAnaLlYDNGD4Ia4LNG/6xv+kFKZ+XB+9Xi+4V9RFMBwOrdlshqh9zuRfd911trq6ahsbG0FwM4aqpBHYqYoVeQP4wWKhpznOnj0b6jx79uweJTFJRtcsb2xsWK1WC9cqswcUjBDYaDYKRDTbPX1yJJYBSAWwmqBVWHjTuJrhPaLzZkeEimq93tSNj9v72dXcrj9Et6rfX9uo52H1ewQvG8xr0j5+QsdCkbpPKYmApSxNAOSRMP/HknswHxpUo4hSwYnOh46lBp54K4WSnvjQGAMFKfo55cSAz0lQkbqPo30xgXWQesdt9IMKx6MUrvuxhEzzzmmZ74MS+wpBp6b47e3tICz0Vjx/rEw1YY39MhtZ7srlckg61O/3w8U5gA8zC+4GzZzXbDYzdxPoD7fqbW1tBR98tVoNUffVatU6nU6YBwIlS6Xd43IABwQyMQj0B+uGxkQhfMlMiCYOP+10OuF9gu1wL8DjSLS0sLBga2trQcnUYEOE8NzcnNXr9bBPrl69Gk5hKNAie6KCuV6vZ1evXg3lMd86N2R0ZOwYU8BPkiQhrgAQxXfezTGJpgIDqlWq4FDhMu1m9Rtcy1JShKNWhpgA88LIC0D9nmdUc48xQO13rC0xDU3L9pYRLBm+7BhAGjcu/nN9V7+LtTtWhrc8IOxVoHvTU6wNHijktf84yM97bHynoaJCKa/safbIQYXxadaWDyrc8/bpPydK05FLwB9/88G6Snljo6Ce/wEQ8CFPmhfAnwZQS6tmSTQbad+qtSrfm5+fD0BCgyJpP7wIvqnuEK+Yad/U9QA44OghR/4ATPA6jXEaDAbBYuEvX/NKlFpSVRFUa64Gu+uzKJmMh+ZXwEqjFlu9d4LPGCudQ61zmnitfd1aqBqn76B2lI5B3kwdE3SKXLVs1dbz4gi0PBVEmE0UGGhEvJandSqiou3D4TCTrUpzGyhz81o0ixRkpxubjQ7i9wKc8Y9p2soEWAw6FmqC0o00abxYzFwrimaibhrmUdvAWFAmdBrAgP879r9ZMTP4fgVsUQE4DlxPW7eWMc27BwERRd8tMh4HHYODWkdOkra3t0MCHE4FICj86aw0HQXZIfDYu2iOGkCokeedTsfq9XrGymBmQSCVSqVwKgB+yp5WFyfvzs3N2erqqu3s7ISTEJubm9br9YL7AvN5kuxerQyvhEeqIE/T1M6ePWtmu7wYczzWEngOwYPcsjg/P2+NRsMeeeQR6/V6oX4zC/xsYWHBFhcXgysFUEJbNH8D/VYfPUl/zEYxCFgRyFegRwmV7zNeSbLrKgEcXH/99Vav121packuX75s/X4/o+0zn9SBO4ecE8godeVPoqksAwg0DTpRNMbGVpO2opNxKEWRnnc1aDkKMjTuQBe5WTaARtuiiExRljJff/pBBamiPw9mVLtXxK4BJQo6KBv057Vt2mk2SvNJeYpQWRR6kYiOnx7D8Wha547yNMZCx8Zbg/Rv6tS4AhC6ouRPBvLatF8jB6VJ5U1bT8wqNs27RbTK/bTlIG047Dpi7xe17pwkICAQDp/8cLh7soDb78jRn6apra2tZaL4vbnezDIniJIkyez1RqMReBF7mvz6+KgrlYqdO3cuxB1gUofPdrtdm5ubywh8LAqbm5sh6RDtU7dGr9czMwuxBvAU3t/Y2AjCFT6NGwJhywVHCNWYcsPz586dC3VoTBoyLEkSu/baazNHBWlrv98Pmnyz2YzGpylQ0TFHftTr9SAHdnZ27MyZM4HnYxWBj9NvAgPVGjI/Px+AXL/ft1arFVwHJI0qQlOBAe/XYDK9UPWd14UdY7Jq9lGfOe8AEHz5qqHmmUO9pq7HMFSg6qaPaY8qTBXUULe2S78Dnfu2aFv99zo2alVQs5Bq2l5Y542Blu3r0rLUmpPXLl+eme0R+P7/kwIDJ8XMfX8nzcM40vWdt9aPmyb1bz9lHedceRCVB6pOEhBoUDT8C8GKad3Mgh9ar+xFEGk8l1n2LgOeR5Bh6UTLhM8DKrBKzM/PB8GkShiKB4IMkzdpdZXnqknb+7aVv1E+/nOEp8Y7mVkARVhACKDT0wSqSJGsB4J3q+W22WwGkEK/dFzSNA0ZBpVUCfbH5RkrDcYGbJiNjnmq0sqYqEKMXND8PyhhKocOHQww0Epo5jQ8xuxUG03TNCw+NWl7V4LX0r1vBtQHGmSx6qLSAWQhqCUBkw2Dy4CpQFek6H1AEBNDkJ/2WQN5qF8nSS0JntEryFCrA++xEUnNbGYZtO2Bh7cq6Oc6vhqhq4hZmaWfa3UZaZvpj/bzk5EO0yKQp4VPK3xi4EDfyQOI/vMi9fD8JAByGADloJaK/b7rnzsJcBIjzQWAWbnVatmlS5fMzIJmrAJCtUj44fnz521+fj6Tj7/RaJiZBT7Cvh0MdpMJ9fv9oOknSWLr6+tWr9et1WpZq9Wyzc3NcGqBYEZ87QhT3BqXL1+24XAY7lHAxN9oNKxUKgUzuJmF0wvwTcAHpwN4Rnk6fAvrRKfTCSbzarW6JwujygDGkXbrmHq3CqDm3LlzYXwBDKRj1r2CDNDAR/gkQYQEITIWCwsL4Q4Jnuc0g8pNgBnpoFXW4OJQ98YkKgwGlPko0qFjSl4b9ELfCwxNChEjDcIDzZpl/eE+OyLtUnM9E+6DVLyFAqHlU2pC/vgd9eiCVI3eC2Te41lQpvaX9kIsYDPL9BVi4casFOoe0X7o2Gj/FUmrOYpNAepXhAuw8uiVDXva6Di0ay+wx9Gk5ya1tagQLNLnWBvGWZ/GWeT2QwfRxA86pydpBYgRwqBU2r2RkDWF35tnzLKKFIqRmWVy/qtldG1tLQr24Tsc80uSXXfC0tJSUHp4Xk8dIMhQVtDaSZgEP/Inp6iL2IK1tbUAaHBBmFk4xUB7cAcsLi6GY4GcEFhaWsq4tDWvgcZcKOjwR9qHw6Gtra0FrZ+jmKo47uzsWLvdDkIai838/HwASTs7O3sSPAESGMdqtWrr6+thDJEJvV4vACy95ljjDQAOjAdAB/BUdE9MBQbM9pqoVdBByti8ucebtlVg67t8pwLbd4yyPSONtUk143Gas1k2DTHP5AXtqSCPHYP02vA4ITROa9MNqxq+1hWLyfDAzPc3pvkBZPKYfB6z1LnUPvgxOWnStXccgOAoyy7S/sPso6/zqMbvKIXypD6cJkCgFkkNBovlnfeuVBXqCvz5nuh69ihEEDdWVw1+U8sr7yDU8oA/2nWaphlFw+csUSGL4qKKn1cweJf4BG0bZeVZ3pTXMTZ6BBHStL+0SYPG03TvxXA6F/Rbc7rwLmMIaOn3+5m2+3Z7Wcpn5CTQ0xuU79fIOJoaDMQ+Uy3Za+XeTK6ZkWKaKYiPRaoZnfjxfh7vStD2aLu8+Ubbq1q1BzP87QUdZdNfjvtoimIYSwzMaHnaLt1k6ufT9zQ4RudCYyxUk9cy/MkQPeKoZjEdZ12g6g7QsVOQoW6lcceWjoPGMfY8gRp7Z5wAOagmexjCp6h1IO/5aeo5ahBlNv3YTNOuaZ89SfIMXQWjmWW0aMzvnU4nJApqNBpBw9UjiZqnZWlpKbzDCQBMzPBggpmxgG5tbVm/3w++fBXA6mrkO81RUK1WrdFohDqxgMCvNKER8kCFG6ecFhYWrNlsWrvdtitXrgTNemFhIbiT1SphNsrYp8obiYmGw6G12+1gssdFwTOLi4tWLpdtZWUlzAFjubOzY/V6PZzzRw5gOdHAw7m5uXCV8nA4DHcmJEkSAhPNLLTDzKxerwdLAzka6AdWo+Xl5bBmmMsjyzOgpnkvNPWOARWeCEWPUDRiFFKNOqadenTpN7UX6F4bRjCpiUrbRfn8re+qoKUe9REpWuR9HS/6pWMJKFJTvsYA8LkmINJxUXOglu+PfCpYUACj40T9tInNBGCIWSE80FGrggdTJ8lUxwnKooLhoEIw9v5+ylTN9SBjehANWMFfEdBxkHEbBwpilq2ibZmmDydJMHUIjZ09tbi4aGajq3MRPAglku/QV/g0cQLwZgQXmrYfUy4BItBQLRbwKL0TgDIGg9GFQByPLJVKIaOeJlAyGylEKBr44rlIKE3TkDwIQYhmjGbvgTsuCBWOuBQAHwTutVqtYE1pt9shw6LKHBIAwS+xGJAxUeO6UNpKpd3THyp/GJ/Nzc2gCK+urlqz2QxATpVGtQDoEXwdN2QIsqGoZaBwRJcXVAwy35lljwfqxsUc4gWlfpen9ccEvbcoxNrJ93mavpq5PMCJabFanvbfCzwtJ0YxYeB/YhYI3tV2x+ryz/i+5I27H59Yf30ffH9j1g///UnQOCFS5N2DCFw/jrHyipZ/kmMYo8MAJIdR/7TPn7SmPw2hdaKV+72NMPUxUkkyStGrAYZmo2PZCHaELt+pS4B6NElPTPlQ7VhdD5SDeVwz55HQR4Wins/X8/jedanWSMoGzHiAxxipQoqQVO1eTweo8ka5BL+bWSaKH8GMFYF6NKkR46vpjVXW8CxjqBZ1VdhUthGgCbDwaf3VMlOEpko6hEYJ4lDGBmrxGqL6WDSbk1oReFbrUU2bSdFBUJSmSEjLoW0aMMgi0Unb2toKiE5JwYsXrnyu53I1UYZfyFoeP2qZ8JaMNE0zyJJUoPjwIN1MjIH+zzu6uXTMeZ8Nxfc8T1u1Ld6aoCCQ97V/PHsaAwmhSQLCa5Ge2eynPLN4joBxAGwaGqf5FtWGx/XDj8dRk69nGq0+r32n3TrQ6/WsXC6HZEC4AWhvqVSy1dXVIAwwQS8vL4ez5pcvXzazXQHGCQKC+9iT1FMqlTIJbQjK46iexhLgq4Z3lstl63a7ZmaBD8IbcFEsLi6G5GsrKyt24cKFcKSO8ed+geFwdA3vzs5O5ibFM2fOhHnb2NiwSqUSIvIBH7hQ0bxpMwl56D8AALm2vr4e2nvddddZu922brdrrVYrCH9cFMQucGqiVCqFPBAkctLcA5z9L5V2A+HX19czrt5qtWo33HBD4LcEeZqNgIQGYuJ65311ISPniu7NwmBAGbkysjyzMItAhbiiFi9UYwJEL2Pw5aiQjTFRNosPWvT+cI++/LtqjuMHc4wXgpjS1TSTpmkGdetYecTHuCno0fFVlI0fzF9TSTkaa6CLUdurAMcDIb73AUrMKRtT++LnxGvBJ6WR5QntSQLgIEKu6LsxYVrk3YOUz/taTt4YxcBK7PPjEqSxsSr6nlk8eDQ2Rvup4ygIQWk20i4rlUpIwFOpVDKR+xyjw/SOIqD97Xa7gfciSFCO0jQNRwg1Ox4Wg+3t7aDUaXyT57G0mzY0m82gdCCU9Rgz7ybJ7pHHjY2N8Cz8lGh6Fdxpmlqr1QoxBoARhLpmDwQwqdaPS4EbDofDYbggjneQA6urq7a0tGTVatWuXr0aeKvGiXEfwdzcXLiEiDFWZZHx00BQVTBx96RpGhIHVSoVW11dDTwfGaDjpIrbtIHbhcGAFqyafJ5WhLBU94BnIPq5F1AIFp9AAWHk4xdUoCtY8YGKqrHzbGyz86wKde2/BxBmtgc80AYVmh4QaX30X2MtlLzAj7Vf25g3XjEwwLPj5pWyvJlS69T3/P8nTfsR7n6Oj0Iw5I31cY2d9mlcvdNYQo5SgB4FSBv32UmCAR+Mrb50s728QH36mjgIQnBpMGGpNEo1nKa70fH1ej3kMOF9vX3PLJ/vojUTGLi9vR0sEpj31cLJe9SlAX/qmiCpks+YijWAI3tqjYCPq+lfFS+yBAKqsBLQP+WJmtZeFUKzUT4BvUGSeAYCLH1yJLW261ggM/gbIEAWWnVxsC6U36OA0k7v8s6jqd0ESZKErEgABEztmkZStXg9PkJHOUahwhFicSgy1esrVfAMh8OQPxu0pW31QsqDDS/0dbHoxOiNVbSXvuoY8a4uFjYVi119ZFoH7YtZMtRaoYABFwzPan+pS09KaFCJbmINIFJ/nJbNsx486FgyLt5NMg1CPSkqwvQnadExDX+/wmsaIZRXR6yMSeXmWQP2S0chTMcBk6Lv5pG3Hhyn5cMTufFLpZJ1Op0QpDYc7ga3Xb161W688cbAw9BQm81mCHBTDfLjH/94sB6gKZtlfejnz5+3RqNh8/Pz9vDDDwdhhbkdkLG0tGRnz54NlkICAqkLjXUwGOxJKGS2eyRQs/updg0/XFtbC/wO/ofmzDx1u91gqSTRTr1et+Xl5dAOYhXK5XJoJ3Wajay6ZrvzrnclaKDezs5OcBlQNmmKsdAQO7CxsRHGCkGOHAN0bW5uWrm8m+mQ0wGMp9nIMqSJkMwspF4GAAEAcQ1x0gPgV4SmOk0AQ9eNob5oNT0iBLwZW8tSTdNbCRBM+r/+UC9CTM3pGvnuYxC8pq9t9tYKPleBnCeUqYt3FHRo3zVoT+v048LftB8/nY6zLl4FO6BiXQSKVhV80EZfv/bfz7+3Oui40Cd/3edJalcetOUJkIMy/aLC+LDIC6oYIIj16aD9LAqapn1nv205bJAZa/tJrV8NjkMgoclzFI39hf+43+9n4gi8ZojpXC8BgmeWSqWQM1+P38Fv6/W61ev1AFLwu5dKpSAgOQGgVl1ONKjSpXxZ7w8gVkB5PD8AGQ24454GgFKSJCF2gvIBNGox0aOVPGM2ErzlctlarVbQvAEp9AEAwMVApVIpuDfMRkfAmat+vx/kYZqmIfbDzDIWCbPRKTEUUWImmCNcNjxLGZ1OJ/xdqVRCzEURmhoMMHgq0BDoqukyGBrQoAtAF3HsO+rxgobn9F0WGe1Q7RekRvv9YvR/e6GhbVULg7ZHwYC6RxCc6hfz9fo61SwXA1+8r9YXfU6tAd5CoMCN8YuZ8sfVpxSLtYAUhOmYnBTlCY39CMbD0hR1LRUp21sd/LvT1DMtFR2/vLoOa8wO22pRtK6TIuVZuo8IVsMcbzZyKeAKaLVaGaUFwIBQ1HP2KnywZKJxKv/ATI+QRuhWq9WMFru5uWm1Wi0oBhzbM8vyTnUHQJr/BMCCtZL6NXkPsQS1Wi24MhDS1BM7lq3uXrR3Mwsav54WADABQHgOvqg3JdJehDFjo7JQlU72lsblqdLmLVUAJeSLyoyNjY0wP1gLNOB8HE0VM6B/MwgxTdcDAj2Lj0BioWAuUcHCbxaAmYWEEDErgQp+r8Xru+rzUTSlZix8LZSrgl1JNWR9nj5r4CJ9YlI02MNsdDe5jh2bmvLVL0Qdvvw8UAXq176x+UGZlKfmN+pmDvV4juba9vVTDmXFziwfJ6kg86Av1qZptemiAjz2f95nRb6blrTPeX0s0o799MmDidj/494t0saD0Lg5PMm1i6abJEkQVoPBIGiiqjjoHt3a2rJ2ux32d61Ws/n5eXv84x8ftOKVlZXMcThNrgMAWVxczJxiQtAgkMmtb5a9NdXMbHl52TY3N211dTWUT64AhPi5c+fMbFeIEehHICTWUOWzaO1pmtrCwkJItGRmIRmP8kEEopkFzRw+WK/XQ/4DzZJIvoPhcPeGSA16VLO7giT+hpcOh7t3FgwGg9A3rAT0b2lpKZSp5epJrk6nY81m05Jk11V+7ty5EN8AUedgsHuZFPNHYqdDP1qonVehpKg1JhjGbST9XM38HjWO0+j5X8GKjxHQY3OqpetvL9gVUKiA9MjSWzp8fygP8KCavMY96Ptal5quFPzwvbeaeB+/Bw1+jmJjqf2ifJgAZajVIWap8IFFeub2uGmSEITGadvjhME0giJPsOVp3tMKoaLPF+3jpDZNEs7j6inCF6b57iBAYRwoPGoLxDjCPE2EO3uPpDsIZbORwuF5hOcBeroAJUQBuwa0acIi5U8856/sRWmZn5+31dXVzIVqCC3K0WNxmsTIzDLn7ZW/Ki9GEGvAHzwGEIAQ16yLWFJwBaiFhPYBtnBBIEeol+dQqnq9Xsj4qG1R4KP9ZMz8PNF2eHC9Xg8WF73ACYsNlheUL2IjAAcbGxuh7kk09UVFeqTDbAQGVKtl4mKmZSUvjBEifKbCSiNYdePqc17I8rle8qPCi/dV8/dARsv0As4DHt0sMXCj4+TBAehcx0LBBEddYgJN6+Zd7yvS+cqz5uic+HnT860KGBR1KkjQzzURyUnTJEBwVPXlfVf02Ul1QPsRzgchX16etj+p7rzvjnOutC3jLCHHSQhq7qpnf3U6HUuSJASmAQzY2zHgrUAdQYYAx9IHEGCvr66u7vlMeRMCF41dj8+tr68HgciRO31XI+zVjG9mQfsnS6A32esxbSwaPI97gXgJ2kQ79Sje4uJi5kpm9fMnSWIrKytBuyb4T8EAY0JQ4tmzZzNKJO0lhkIvaVK+GANwZhZcH6wDxljHU284rNfrYQzX19dDzoYilKSngUPPaEYzmtGMZjSjE6NPzgvmZzSjGc1oRjOa0aHRDAzMaEYzmtGMZvQYpxkYmNGMZjSjGc3oMU4zMDCjGc1oRjOa0WOcZmBgRjOa0YxmNKPHOM3AwIxmNKMZzWhGj3GagYEZzWhGM5rRjB7jNAMDM5rRjGY0oxk9xmkGBmY0oxnNaEYzeozT/weTwx9bn4lZawAAAABJRU5ErkJggg==", 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nz5+3xcVFGw6HU/flLG0yM/v4xz+eWeYDHvAAM8vHD04rzWMGroLe8573pPxA/+f//B/7yEc+Yt/xHd8RPrv99tvtU5/6lF28eDF89rGPfcw+/OEPp8pqNBpmZlEmO6fTQU960pPssY99rL3hDW+wpaUle9KTnmS/+Zu/aV/5ylf2Pavz/cxnPtM+9rGP2e/+7u/uew7t4zu/8zvtnnvusd/5nd8J3+3u7tqv//qvW6vVsjvuuGOmtvZ6PRsMBqnPbr/9dltcXEwd0Wo2mzOvudtvv902Njbsz//8z8NnX/nKV/b17+lPf7oVi0V7zWteEzQnSLWuvG34pm/6JrvmmmvszW9+c6oPf/iHf2if/OQn7alPfepM/ZjT1dHdd99tP//zP2+33Xab/cAP/MChlPmsZz3LvvSlL9m///f/ft93/X5/6omWUqlkz3zmM+3d7353FIDrvsxL3/iN32i33XabveENb9i3TlnH11xzTW5+cFppbhm4CnrgAx9oT3jCE+xFL3qRbW1t2Rve8AY7e/as/czP/Ex45vnPf7796q/+qj3lKU+xF7zgBXbhwgV785vfbA972MNsc3MzPFev1+2hD32o/c7v/I496EEPsjNnztjDH/7wiX6qOR0//dN/+k/t+77v++xtb3ub/cZv/IY94QlPsEc84hH2whe+0B7wgAfYvffea//rf/0v++IXv2gf+9jHwjvvete77Pu+7/vs+c9/vj360Y+2K1eu2F133WVvfvOb7Ru+4RvsR3/0R+03f/M37bnPfa793//7f+3WW2+1d73rXfbhD3/Y3vCGN9ji4uJM7fyrv/ore/KTn2zPetaz7KEPfaiVy2X73d/9Xbv33nvt2c9+dnju0Y9+tL3pTW+yf/Wv/pU98IEPtGuuuWaf1u3p2c9+tv2zf/bP7BnPeIb95E/+pPV6PXvTm95kD3rQg1LBWQ984APtZ3/2Z+3nf/7n7YlPfKJ9z/d8j1WrVfvoRz9qN9xwQzhqlrcNCwsL9rrXvc6e97zn2R133GHf//3fH44W3nrrrSHN7ZwOn/7wD//QPvWpT9nu7q7de++9dvfdd9v73vc+u+WWW+yuu+46tEQ/P/RDP2R33nmn/diP/Zh94AMfsG/5lm+x4XBon/rUp+zOO++09773vVOzxf7iL/6ifeADH7DHPe5x9sIXvtAe+tCH2pUrV+xP//RP7f3vf79duXJlpjYVi0V705veZN/1Xd9lj3zkI+15z3ueXX/99fapT33KPvGJT9h73/teM7Pc/ODU0kkdYzgNFDta2Gw29z3nj8twvOv1r3998iu/8ivJzTffnFSr1eSJT3xi8rGPfWzf++94xzuSBzzgAUmlUkke+chHJu9973ujx7P+5//8n8mjH/3opFKpzI8ZniBNOk41HA6T22+/Pbn99tuT3d3d5LOf/Wzywz/8w8l1112XLCwsJDfeeGPytKc9LXnXu96Veu/y5cvJS17ykuTGG29MKpVKctNNNyXPec5zUsef7r333uR5z3tecu7cuaRSqSSPeMQjkt/6rd9KlaNrz5OumUuXLiUvfvGLkwc/+MFJs9lMlpeXk8c97nHJnXfemXrnnnvuSZ761Kcmi4uLiZmFI37TjpT90R/9UfLwhz88qVQqydd93dcl73jHO6LHypIkSd761rcmj3rUo5JqtZqsrq4md9xxR/K+971vahv80ULod37nd0J5Z86cSX7gB34gdcQ3SfLv5TlNJtYBP5VKJbnuuuuSb//2b0/e+MY3hiOv0NUeLUySvSOkr3vd65KHPexhYc08+tGPTn7u534u2djYCM+ZWfLiF7842u577703efGLX5zcfPPNycLCQnLdddclT37yk5O3vOUt4RnW1zvf+c7Uu+wxv/c+9KEPJd/+7d+eLC4uJs1mM/n6r//65Nd//ddTz+TlB6eR7td3ExyU/vZv/9Zuu+02e/3rX28vf/nLT7o5c5rTnOY0pzldFc1jBuY0pznNaU5zup/THAzMaU5zmtOc5nQ/pzkYmNOc5jSnOc3pfk7zmIE5zWlOc5rTnO7nNLcMzGlOc5rTnOZ0P6c5GJjTnOY0pznN6X5OczAwpznNaU5zmtP9nHJnIGw2m2a2l0e8UCjYaDQKKUb5bGdnZ6/QctnK5bIlSWK7u7tWKBSsWCxaqVSy7e1tS5LEisViKgc7oQulUsmSJLEkSWw0GoWyi8WijUaj8Byf7+7u2nA4tNFoFG6U4xnKKRaLobwkSaxQKIT2me1lmOJCod3dXSuX94Zla2sr1M3zvl3+fcaFZ0qlUqp++selLpRP2b5/1EG7PVHeaDSy4XAYytNxMLPQ91KplJpD6tJ66T9zp99B2ufhcBjap8/ou9TV6/UmrLKjIX8TIBQb4yzy32VdQJWVT90/r/M5aw72WFv0Oy2bv33ds5Cf16tpq2+vtjFv23TcZunLpGfz1H8SFzH9g3/wDwL/MTPb2dmxra2twF+KxaKtr69buVy2VqtlrVbLhsOhdTodK5VKVqlUrNFo2Pr6uu3u7trCwoItLCwEnrO7u2tmexlQ4SHK92q1mm1vb4fnyuWylUol29zctMFgYNvb23bNNdfYaDSynZ2dwFd2d3etUqlYkiS2vb1tOzs7Vi6Xw70BhULBFhYWrFQqhfY2m00rFAp28eJFq1QqVqlUrNls2nA4tOFwaNvb27awsBB4Mc/s7u7a9va2bW1t2WAwsIWFBavValatVm1nZ8cGg4HVajUbDoeB/5TLZavVakF+DIfDIJOQX2Z7PBBepzy71WrZzs6ObW9vW6fTsUqlEtqGPOL93d1dq9VqoXxSaTMH0PLysiVJEtqoMpFxrdfrQY4OBgMbDoe2sLAQyuAq5iRJbGdnJ/D997///VPXWm4woAIwa8PohlJBo595BugZma/TM3LP7FT46TNeQHsh69vADwPvP89qo7ZHwYUKZBXy/u9JwigmXM0sbCbGyH+v4xarIwZAtB5lev4ZbQN18b0HGgoSsgTyfYFi6z1rD2SBtkkC/CD1z1L21cQI523nLALdj9EsQGDWttzXCeUki3cC3lGMtre3zcyCgBiNRuEz+FKMP+k+3trasoWFhRT/RMDBe8rlchD2ykvK5XIof2dnJ8ypClj4BMCiVCpZo9GwSqUSFCaUKG0D/5tZaA/Agz5TxnA4tJ2dncCndnd3Q9kKbOi3CnraxfigcG1tbaUEulcsmSv9GyVYgRgAZGdnxyqVSuijggB+tJxCoWD9fj8IesZXgRVgkfd03KdRbjCgAkx/K8UEvy4UHXAvlOkUws1r4DpACjbYCLpwtD1sEm1fjBHxm4Wqwk/75Zme/6EsEKIXrDFQpfVp+70AjTFNEK2W44GH9kNBGtaW4XAYxtFsb+MooDLbD8zYiFqfbwf9101xEhSzbMS+528P/mbVQGPl5GmfUqzOLIF7mIIvVtYkTT72f16a1SJAW6YBiazPsj6fVvdJAgv2N3zDr2UEAUJxa2vLyuVyEDqj0cgGg0HYzwhZ9jb7WME9loFSqZT6XgXw0tJS2PvFYjEAf+UZvV7PkiQJgor9T9mlUikIKtoEv9DnqVN5swcD8NxWq2X9ft/a7XbKmowMUB7GWChPVnBlZoF3qfxKksQGg0F4rlwuBwuA8j3aiyZPv5iv7e3tYDEwM+t2u5YkSQAIAAbaWi6Xrd/vR4FApVKxUqkULnMaDAa2uLgY1kIeyg0GvElfTe6hsP8fFYEevXBBAGGKwYzhQYQKFRVGKlwUYHhBjOmJz5h0rROTlgpu2uDL07bpooyNEe3kGepV10GMFOAo6TjzrgIsnlHhHhsXNikMADOet5owdhDvqKlqZ2cnbFZ1F1G/ukj85jrt5Nt50HZPe+8gAtQLwYMK4YOAm6x2xP6ftZyDAq485ecZo6OYq8Oier2e4nW7u7sp3mVm1mq1bHd3Nwgo+EO73Q68SM3um5ubtru7mxK2vV4vCO1KpRL27GAwsH6/b9vb29ZoNAJ/63a7gR/DkxuNhm1tbQVBXa/XrVqtWqvVsrW1tWDaLhaLQUChYSOw4a/qxsBN0Wg0UjwQPlatVm1ra8t6vV4QpI1Gw+r1uvX7fRsMBlatVvfxRXiZupopH1dMsVgMZarLhPr1+52dHet0Oik3gVoDdnd3rdPp2MrKii0sLIS2+LHjs4WFBWs0GoEnr6+vB/cHrhezPdcAbpJqtWqj0cgWFhYCGMhrlZ351kIFAmaTtWwvxPRvBsxrZVqW1yQReFqHCkI+90zFxyd4UtTtzXExTcRryDHNScEIn8U0dQUBqtn7NmShW18/7fPl+P74nxgYybJk+LJojwcDfg5jYOc4ya+LacLioMIpj9aeRwBNo6sVUFcrJD0ddLw83zhMyrI8zDL+RwFU8pLyEbU0er6E1q/7Xi1y7MOtrS3b3t7ep/yoxYAbCNX6Sp0a81QoFKxarYayPY/Fj65KoOdnKBjb29spfkKb9X/a4Xkmnw2Hw2BGT5LE6vV66IcqKLyrvnuew7qB9j4ajUKZ2h8AGXXTVmLiVD4q+KE+tcwQ1wABchgDlR2MgyrclUolxA+MRqNUO7OUzBgdyE3gJ4LPdQAU7cfM2KBAOhjTYL2AZhBVAILOJmmfMWEWAw9qmYi1AyEbYzBeu1HXROw57z5R85oHDWZjRjAa7QVK+gXMwlJzm7Y3Jpz9/HqgR/najliMAm1nbijPmyJPirKY+XFrfHnr82spBjb93pu1Hyel6UJZbZ7Wl7ztnsXaMK3OkwICZmM+osqAmaW0erWAKh9GqCuv6Xa7QRtXiyhmZoTN1tZWsABiVeD/YrFovV7ParVa0Fy94oCQwooLf1D/NwIPV0atVgtlYVLnb8CNxi8o3+On2+2a2d46WVxcDO0ajUYpkzl1AmYIUGQcqXswGFin07Hd3V279tprwzgxhmYWgviwtCopGND9zOcaP6C8k/8BQPBzjaWgLQRKUla1WrVyuWzb29sz8d6ZLQMsLhXMLDTQki4+1cppFGiICY8JKxY/yBiko6iMAaFMXy8Dr/5tNWn7DaXtVeASAzqQAgj6Ttu8P44+UA7va3s9CPAWBS/M/SkH+uaBjJZHO3Xxa1v1XQgUr23nHZ1fXRfUN6c9mgUITHref37Sgv0gdFCLydWWP+1Zv1+gk1rHam0jWn1hYSEIawLGELSYsBHgZmMr7Pb2tm1sbFir1QonCuCDmOBHo5FtbGxYv9+34XBoKysrQflA0JZKJTtz5kzg42aWaiNm88FgED6njZxuMDPb3t4OAqtarYY24QpRNzJBeMpb6SumeAAD7ojNzU0rFou2srIShCiCHuWK9/ic59QFgvtEtfVWqxX4Za/Xs3q9Hvz/tVottFEtKeVy2arVql25csUKhT23AycSut1uKqYAnt7pdEIbARvMJbx/a2vLSqVS6kQIMkddFtPoQGBAfeZqJfCbCoqZ6FTo6vOqpfsyPbJS4KFt8eXw27dD61ATke/DNEbgTTGx52MC3veF/2PAg75CKvh9PSqMY231f/s59GM7qb1K3sXi+3HS1oE8z2RZEGLl5FkfWe/GPpukoebV/g9LG57UTl/OrHQUVoxJ/GZWis3rSQEutZjW6/UwvwhKhA3tU81RXQEIPLR1H5eFwEIDRTCbjV0VqvCgpZtZymKhSoNaPvUzlAaUkOFwGICL2VjBiY0DbYbH4dtXCwDj5fkYGrgqqDwHkNLxSJIkaN6MIfFv6rKgHLVwq0zRcVHF1L+rY8u4A7YUsOh8A8hUyVOLO6ApD80MBtSfgqnf++S9INeANAYfc43fZF5L1wHO0nx1kPnfBxBCWQJZtW9ta0x4+vHQyFavjXvzP/3ABOSFC+V58lYB+qef6biwEHybmS/V3GEqvKfzF4sDUGCiFg3PlPSzkwQDWUAT0jYeJcWES5ZQ9p9Pez5Wh38v9rmnWYTeQccrq2+z0nHM2UkT+44z+pxrV21QLYOq8XOKANM/QWV+LSXJOBcAgln5BxZEBLbna91uN2i0vV4v7HM0ZLO0WwN3g/rlVX5Uq9UATGKKCMIY64hajTXOQYOezfZyNPT7fVtcXAxjAs8jCJF6lEcjnEejvUDLnZ0dO3PmTGgbY8vY+2OYyKNCYZyLh3wOjUYjVT6AjWe3t7dTlnh/PBPLAO1uNpuhbgAb8zeNcoMBXRxMlJrrFanQKRqopwz4bJIGpvVQrkbkx/zrHoBkabU68IqgVPDHTPaKsjEzqQmL8v172i/9DjDEJvaL2cxSdcYsG7rIaEcMXCkS13o9CGJcWbDUociVz2IWodj8KkI+Ke3K0yRBeFqEy2EI66Om0zReX61EspzhcGiDwcC63a6tra0F4UOkugoOsz0ehim73++Hz3kGHsTexCzPqQSET7PZtF6vZ1tbW6nEOQgcPQdvZikBD49YWFgIVg3cGnrKQQEPwhQtGEBjticDSHSEAK9WqyllQ93OqhFj8VheXg48qd/vp1wA1KN8l2BLXee0izY2m83QbtwUHAFEsC8vLwcFmvaqS6dcLlu73Q5zUa1WU3kcNBZsNNoLEmTMAWO4fpEFeiIiDx0ogDAmQDxj0L99Y9RUZDY9qluFkC9fhWfsfRVWWo8KahVsvu2+vhgD9OVrX7yA9xq3lp2lsfo2+bawUNQsp//79/zvLOGuZn8/vrExUmCY1Y+ToLwCK+u5rLZPWhOz0GkSqNon/3nss8OoJ2st5S3jauv3n58mkAN/QvlKkiSAAHUJZClHWga8QU8O0E8ViJ63+2fNLCU8vaLAe9SjhEavPn/fdrOx5VOfUUun8lGEoO+basxo1RwP1BgprzDC9xDM2jb6hVLIEUGAkVpqtF9ajpmF9ng3AOOi8WWqrKoSy3tYL3QeVA4cep4BP1Gq3epC8MBABaSZ7ROAXjAqytMJ1wHLEoxecOr7lEvbvVtD++E1dQ9esuILeN7nWchawDqpHpDExt8LZv5X1AhyJAjFt0PTQ2s5+rnPF+H74JGyzqOOdQx8nVaaBFiyQNkk8JinPi1j1jYeVIBOK3facwf5Lm+Z08Dm1ZQ9yzN5PzsO0kA2gvDQMr1fXIOvzdIuV468sac1Wt/MwmkB9jDBimbjwGfVmBFiyi+8K5HAwyRJQiIjPiN6XwEDPEgD/FS7Rrgjd7StpCLmWcrguWq1Gk4/aGZE1dR1/cGfCXSHRwLC0M5rtZr1ej3r9XrBWqBjTP9JD03KfAR4p9OxYrEYUhbjimDM1dqBRUUtsMXiXsAi7WLe1WqTly/kBgPK0H1jFMHxuWrDWcF1MQ1STe+e+SnQmKQxU6duEjaCF+RZyNqbnHShK1ol8ES1cepXhE3Zush1DH3/tR/a95gwVsAC+fPILBDts44j5j0NFgJQ8LkG4sQWmAI5fwzKt+++RFcDZA7TKjJNYz1oXacdqCnlBVGHLbxPaowQ2iSWgV8sLCzYzs6Odbvd0DZM1KQKJshQzcvwLIQHvLvb7VqxWLRGoxE07EKhEPz7uCuUBzIuql1Tf61Ws3q9HqLtOYoHAMBnj7AiaQ4aN/0mgr9YLAYhWalUbHFx0TqdjvV6vZDQB4GJEGw2m6F/nFzodDphTHBdEIio2jjWC8ZS+wkvxKWiAXyMo2r+g8EgyDQ9/VUo7LkPiGUgXmN1dTW4fvr9fgAVnU4nBUwUCCL8O51OWPvNZjO4f3KttbyLUrV/L7CmbTzVsKFYYF1WnTwT0zBjz/C5ggdvuqENsTrVQuBBg69TSU1AWo4y8SxNyJftQZC2DWGt7fTvZrUxyyKSpekrqIi9p5/F+kk5fs2cFpo0BrHnst7NokkWhVj906wT09p5VHTYdc4KXHz9k9qT18oxC6A4qbWr1jbNOeB5AW2M8SlNVoavWUG+BstpWWaW8t8reeXEf6YnBbzFwGfFU8UNRQKrBKAA4aoKB78V5OgzulfUIq1CVF0asb7RBi2TZwEYGnytCiQyx8xSmjvjpbFmOm4EUDJntJ8YPbWmeGVYy0aZiwWkx2im0wTevK2d9YItNrggKpCtBpnEhJEKFl0w057XwVVERx8gNat4n7luPl00ZukLLjhRoWOkv1UjjvnlecZvIrUqeJBBGbp5RqNRKnpXTXf6vn4O0leTmvrcFAyoCdKbKH0//DjmDWA5CVKmMQ3kTSsjVuYsdXoA6MfzoOT3aMzips9N+jxP+f67rDUS+39S+f5vz/QntTc21lnjcJoIAb6wsBB83QSqqQCCF+vFN+z1fr8fTNorKytBmzWz1Fl+ylABRNpyzyt1/yMQ8Z/jYuBkQZIkIQGSmYXMgN4agEzwNwvS10ajEaywnU4nFcBOnZy1x1qAEMXSqycPmHPAic/3jyDV2xVrtVqw0nQ6Hdve3rbz58+H8eHWSDR7+tFqtYK86PV6oW9kHqzVaqHsSqUSgj4bjUawQqhFWpMnqfygPwRtqsyYRrnBgA+08EEdvkGQMgoFCD5GIGtTMqG6WPk75ptXAMHnsSBDzzB4RjcW/UQg+3e1PSo8FQn757Tt2h7dXIy1ClPdpErqTvFjGmOK6hekTC1Dg1hiN3PBZHyuCfqkJjKez2umOgnKs1EmCfZJZU57L0vQHwYAgGJCLgZAJtWXtx95vvN9u9o+5i0n9n2evp80YQZHo0foYQ5Ho9dgQs+XyEiH4FYFQE9X8f5wOAz3ERDRjjCFL1A29WGOVlesD0ikbOWNCGq9bRAeo9H0vAsYwXpQr9fDeGxvbwefPAGErFtAgg8qBEwtLCyEJEkkQGJcVPOn3ZTHmMAjfYAfPLvdboerlQE41Wo1uEGIZeh2u3bx4sXwOcdJR6ORLS4uhncZc8AFJxIAI6PRyK5cuWJm+a16MwcQeqGvn6v27gWSvscgx8BD1qb0bgXfQV/XLIgoVu8kUBMbXP95Vt/V7x6r22s++lksyFBBQhao8jEbWZYGP6exGAP932tmWodaODw4uq/RLEBgWjl+TnXsrma95q3vMMqdVtdh0WGN+9XQSa9Z1X7VQongJf4Igab8Rc3/fIcWT9/oX0xRMxubyNW6SYCyPu9dDZPmTpU77RfkrRPKNyEdE9qGBk0Z6j4ghkLBSMx6qwoRfDB2JwyARdsIYKE/Ghem5emxQMCIBlX2er3UuNA23CD6mVeMOWpJnMQsfDc3GFC046MWGRzVLumsT/6j/ha/CPwE8Y5uAibOIy8FJdrGLI3aCzB/PAaBRn0xgeaf15MK2kbe03O0SrrwdfGzuPnMuxnorwYUqZUAJoDZzY+v9o++KBOhbTFgFQM7bFjKVuvRaaBJmyLLknI1ZR4V5a0zNmdZ4CAGIrO+96TrIG95MfLP+jrzgJtJ9WWB5Wl9PknSY3Dk2t/a2goBZ0mSBLMztwSORqNwcU2hUAjBfGiLaNP0D+uB7nsi1HE9JkkS6jSzoLVjEodvLC4upoSV59No0maWcm2qLKAdWBtUADJXJECiXQRZot2rdaHZbFqlUgluC41BMLNg7VArwebmZgBZCFUFOv1+P5xQ2NjYCGO5u7trS0tLtri4GK4k1rp2dnZC/geCLQuFQkih7NMzq4XCLM2f1brB57gVyMmgPH8azZR0yBOToptVhac+p9/r817bVcGk5mwVTmrSUrO+R5z8rYOhJnjqBdEpkkRo83wsgAbStnkNW59XgKCRqx7gqCVAARb/q9DVheHbp6g/Vjbk28mmUA1C25hlyfDA7r5EWRafae8c5fOHTdPA0EGsN1lWsjx1zkp5yp1UX9b7Jz0vk4iId68NLi0tpSx4CGWyzeE6MBv7/pkrNGQVUgg83kUIcS0ySWzQTmu1WhDqKiRVcGsMU7/fD4KYPlQqlVRinGazaaVSyfr9fgAeCE74nvJh+k0yJMaJz6kbAVso7EXvexcma19dHDyvpzJKpVJ4XpMfqdVCr3/mBIbyaY2JUB5MfEC9XrdmsxnGiMyQXo4xn9Sj+1dl2yx0VacJfOWzaIBZjCdmMlUBn6XR+L9j7Z703DRBoAI4pqF4wKD9m6Q5+fpV4/ft90I4ptH4ZzzY0jbE6vF1ZpEHeLG6Y8/e1+lqBMcsWvKk+iftAeo5KB1GG6+m3jwa+6R3Zq3P0ySrwkkQwtps7DLAEgghyP3YeZ6i5fnvlaer4NGAQbO0pZCfmLvRJ0SK8XvqzYoJU389VmjK5T3AAH3ySqLZOPsg/Y+NESBCgYAGNXqg4FMI6/hj7ud/7+LQY9cxpU35dmyuaC8ggf5TN+/4nDzTaGYw4AdLO0QHPHrzn6N9a4d9wgytB4qZ6hUBalCcX+jaTl+PXxTeRO43indxZAEEXQiq+Wv/tF1ZzIlyeE/PmOpNVr58DeChvd5K4sdfx1qDHHXuFKGzKJVp6KI0S6eSvj/TadZAoZNqY17QPu2dWes7qucPi9g7w+EwBKFx7S4/5BrgNkASFGElUFN8q9VKacr4rxEsmOfZx/AQFYCU74EJz2M9IFhPj9wh0M0sZA00s5A4CE2XMjmbj4uDiHt1T5TL5fA/ZaHRE9WvLgH6hGUEvogAZ9yLxWJwRxDcR3/Pnj0brAOac2F3d9fa7XZwM+BKUB6vKZYx65uNeTa3Q5bL5fB9kiRh7gEu6+vrwXLAeOGaKBT27ikYDAZhHqautbyLUpm7NyliqlKBqs+pIFG/uhfiiga9Jq4CTVGhCjktAwSoQSVK2kYNKsEc75/T/nsfuo+PUFSmqDqmzevzZumoXv5XYOTHkzIgfU/roBx/CiA2p2qCgvTZLNTq//d+wNNiGZhkwTjsNk6zlvi/lWLaa6x9vtxplphJfYxZeQ6D8lovjqr+SXSaQRomZbPxekA4Iuz0aJ/GVuFiMLNw3wBmbDMLQhSBQqQ6vBVhi3Alyc7W1lY4oaDpeIfDoTWbzdDGfr9vZuN7bRD0Zhbq5Vmu84W30xcEMMBFz/FzcqDX66VcBtzTgDvAzFLBdPBDgESS7MUAcBQPhS9JkuAaUbmgVgQI8MBRQeYLkKVCX0EHcqVcLlu3202BJTMLRwwLhUIAcchAPdauMg4wRX8PPc9AzOSk36k/2TMxH0g2SShSxyyk73rhpKRtj/VDNQ2vuce0eN9XNdH4sfHtndQPZejefOYtCAoWeN4HMGYJkJig8mPkn2cssmIOdCz9GJ0Wpqt9P0wAMKl/McE+7buDjFeetZ+njVczJpPWz6xlnBY6qbXL2XK1dqpfHMGiSg3PIHh5xvMwfOBe0fEKiNl+vooips/6Y4N+j1GnKk1esUIZgY+pFVaPNPN9sVgMWQUhtZ6qMsk7uj55hnEGIMHnNKcDwpw2AsYYN41F8HxfFTAdF1UWsaIjyJlTwIGmUfbzo/OHNUXzyOShmZMOqWCE/OZnodAQjaTU52J/xyLXKYfBMRtnWNKjJDyrC1KDVmKgwTNATeyg5nhftprbvdD1gXQqmNWCoeM6ifyG1E3N0SJdRN6qoG3Xzas+PYjP/ZyycfnbL3Q/Rvyti1b9n19tNE1YTBLGBwG/pwVYzeloiX2DGR1S3kWCnH6/H4LparWaLS4uBguCJiNSIUgdan7WRESaUtjMQrmdTsfMxrweIa2adaPRCDwbPqD+d83It7m5Gczp3W43dRUzlmK9nEkVTw2GpG+MF31kjHCdqAvAK6k69liWsRJQf6/Xs3a7bdvb27ayshLaVywWw9XK1ItWz6kFrDMIbOSOus41ORx/8z6kQd6aGAmQRntbrVautZabO/ubj9RMr0Lco0TtsBfEirT4zqMYHzDiA+K8BhrTrvW8PPWoJcMnGtI2Qio4tR2Kznx/GBf1vWcBHcqJuUfM0oFEvr0+ayDHd2KIkPlRIU0bdLx0IXrmQZ065joWkz4/LXSYmmcMCPm6JtWXZaGaVl8eigGHScAkptV/tdNpBlfLy8tmNl5DXI+r6W3hsWZ7JvNSae9a3W63m4r9MbOUCR4BMxqNUkcLR6O9I2p6H4IHEpjFNUkZPAd+hJuAIDyzcZxAoVAIiXZ8ojZtMy4KrBgIZpU9ChzQ5DmpYLZfa6fden0yY0FbCNbkFkLGRHk/rhLKAlCRMVKVUPqtYGs4HAbXhJmFi4i4EIl26ok2wJ4GNBJrYTY+YWFmKcU2Dx0ogJDfOoFeYPjnIP+9/q3MVIWpZsiLMTb/uWd0HkD4ZzRoMMYktW6vpWeRmn+0rb4dXov2bYj1G4uAHwNPfl6y/PZZzNCjZH1WwV/sx79/kjQLo89aI3kEdGx+VYPxe+ggbY3N1bRxPug8zNJ/paxnD3s9HLR9SqcVBEDeIkrwnlpede2ppRQfs1n6BkN+spQUtFxy5Mf2NXxZlQLvm9aLlXgPIabHFwuFwr4rfpEtCFUFA97d4WOs6IN+z/MAFc2Fw3cqA9TloeUgyBHOvh79XwMbvdvWK626r30feFaTR6mrSI+KZtWRh3KDAX/Lnjf3aOIDr12oAGGx6mSoBqqDALH4Jmnu/jOPhiE1TekmUFNMzN/uJ4iJ0M3o3ScsaEWI3o+jaDVJkhDJ6/sVAxcxd43Xzj3pxtSF7gNA/UkR/c6PNWPiN4oGRd5fKGvjTdLGD6P8OX110traWiqAbnd31/r9vm1tbVmtVrNmsxnM0ppqHCFRLO4lFOI2u3q9Hkzmg8HA6vV64N0ahGi2J8xVq4fHqbkcAQn/0AA6TPK7u7vh7DzX/NKnZrMZ3ARo/Xqcj/LhKb1ez/r9vjUajcB74TsQvA1NHgBFoKIG3VWrVdvZ2Qnmez3KCKDCAkA5vj4CFtWKbWYpmUgaaRIJwWOxBmCdYexVrqgLhliFQmEcjLmxsRHcEM1mM8hSkg7lpZmduIqIYuZf/7kX2nr2UU3jCgz0xIFOrhd2ZukAOx9Ep4iKcrSdClY82qQtsf5rHTHyZfCcd6VQXpKMLxiJJTcCROg4eE2Tdily5j1tp55y8GBNESoARVGugiQFVVmgzLtS7muCLI81YNLnOpaesrRaD6SPm/JYJrKenaXN04DRcfX/MKwLR0m6V0liA/9FgVG+obwPIcMlRexLhAlZ7hAclIXLgDq4hpdjiAB9hCVBfggz6uZyHuUbaPoIcT7H7VAojE8zQbqHcAEwNmaWaivPa+ZC4tbUWkK7GAPiG8zGytBoNArgRkEP8krL6fV6wRLCCQ/tBxkgVdnDpaEyk37wu1arpY6C0k5cQLSNduixSW1rHjpQRJdq8JCfvJgp0wsdr22a7b/Zzwu8LLOHas8eKKiPPcZsVWB7YJPFyHXT+X7HmLuWid/Jm3QmafTe6uHHRscUhqFCmfbq2GjZvv9+jBXxal/1BIVv+2FowkdBk+ZHaZqgmCS4Z+n71QKAvP2ZpRxP0wDNSdBxCO9JgO64SAG4KhlesdBAPm0vPmgzC6Z2BAv7Xo8TI4yoG1O3CmzaoN8h6OFvCG188fRBAYPZGMD4XP/8TTvg0/j6IS/waRflaRyVHl/kh7pVeGsb8b3HUujDx7HMIKwR/JoPQi0OlO2DInWeC4VCKs08sswrhD4WTts1y7o90GkCjbLXoy96JARhxELRv/1EZ/nsY4LfMz4FD+q28BOmwotBVVLTjpavkwBpoIy6IzTIT4W9WikUVeq46kL0oCIGMvyY6JgqimaOaK+eR2X8dMxAlLRVF66OR8xt4d07MTfG/YViVrFZKQv45ql3TodDJ20tQDiXy2Vrt9tB6HW73XAfAUmHqtVquLVuc3MznCZYX1+3paWlwMMIrNOEZVgLEOaYtTX4mvd9sCB3A/CeWfpkVrm8d51xkiSpQHQ0+FKplBKitHE0GoXrjkejkW1sbFiz2bRGo2H9fj/MzdLSUqjTnyDArdFqtUJ98LuFhQVrt9uhrRpYqX1WYKDH9hR8KchqtVq2vLxs7XbbqtWqNRoNa7fbYXwBDltbW9ZsNkN8BgmDKH843Luqmb81p4SuS03HrDkfZuUDucGAZ/Q6oVnCAWAQC+CjTChmJdDFgZDTBes1ax8QomUo+tTnfRv1HUWuMcEWq19dAdovFlMM3KiZSNulpO3OGi/+9+9q233MgmoAish5T9G67z+byn8HOFHzlc7XcdMkhp6lVfu2TtPej8IionXlFUoxABFrT57y8lgcDsOacVroIODrqAnhqZkA4bVopHrPidn44iE9cqwuP3zNKvjwr8NjMIlThl65S/yYRr57KyxCmLYQG6A++Gq1GkzgAAwSG9FeTkcoP/E5DgAuKGeUw7j1+/1gpdBx0kh9tHDqQrA3m83QPlUmPT+uVqvhxkC1DMBrB4NBiBdQtzVj6ZVN5l3bp+uA4E7l2QrYzCyAjrwxWzOBATVNQCp0Y74JNSV77Tam7Xohzmcxn77SpHYpUFGLBROlgR4xE5LZ/mQRWk9MA4yZzFUg+u/1fxY+9Zqlk4F4M5ECBG958No8AtyPpU+YNKuGOe1Znc/jplnN35MoBgr8PBwWZQmnrPUf+y4vODht5PfGSdNJtUHdipAKXYLglN+ZWRBACC7lXQhvLJJmlrriV29KVT6pPIl3sfZC8BQEKO3kYiMyA1ar1aD18zmZEAeDQUi5rD5wz2sBBuoO0H7Cc3BTeGurgiHNVYC1I0mS1PFKdYEokGA+iK+gXYwlQYe0TwX2YDAI46jWXc/jaTNjr6crVKHTBEnM36GnI1bShad+GiZEgYMiJKJYVRv2zEqFlk4g7ybJOHGETpBmalItVxdyzJ/mQQaggM/UR+StDLrg6IciOZ7TM7MaYc846Xiou0DRJ31U0KV1aDCL9k2fjwG2QqGwrx7vQvFWCB+bofXqWMQQ+1c7HaZ2OUs5WWDkKEDKnI6PECy7u7vBrE/UOLwVPlyv14Ng2dnZCVfrLi8vB/5Yq9WCCd5sDDbQ2sljgHDjdsTRaGSXL18OylOj0QiCjLP4nneS3piz9PBB2o3FoVjcSzsMCMEtgkXDH0dU/z+Ao9/vp25RrFQqIZXv8vJyCnhommJOaHS73VQwoSYJ4lrkarWa4m0IW25k1Lsb+B+ZwN+c0NCjm1hRNOcA42lmKfDGiQfGUQEHY7G8vGyNRiO4D/LSTOmIYxqwfq5CQzUVTDSx9xg8FTSKbvV5KCtKUgWh96t4wa2k9WukrMYDqL9dTW5ZmpcKeY/stK2KBrV9CobMLAUSvCvFa/PeZaPtpQ+6QLVM3ydvWVCrBaQxIQpw6Jev4zSRt8jkFZyTrDqTyrhawRyzflHuNItZnrpnATN5nptkxciqP2+b7g9AR32/ygMQnGoqVlBeKpXszJkzKcWE91RoI4xVmGrGOrUwchRRr8wlsA4egQBSXjUajVIX+sBbcXHwHvURwZ8ke+ZwrjNGEKIAqnavY0G9mjBNE/3QdoIGsYjQJsBQkiTW6/VS2QRj86KWZfrB2OrJOxRZzRVA/33wpLpWkU8+iyTXO5OOWcdD4/p8wsAsmtkyEDN/q9kmBhoqlUqqgXQ6tpFVoHuNVd/1vvmY2T0mpGPuBi0/Zl3wz8fK9gxXf8eEd0yYeNO+WjtU4/bmslg5HoR4AONJrQz+aI+vS2M21E+lPsdJ/T0JmlVjzyPUZxGyswouyo+1OwZyPTDwz/rystoybYx8vyc9f1gWkkltibXroJQFtE4DoWGqtVEFIMJJo/abzaYlSRIu+zGzVE4ANV1jYSgU9vzkgAZVSLRsBR2ag0aVKeVHekOhmYXPsETiFsDyAS0sLAR3h7dGItCVdIw0lkLBAO3meYAVdRNjoK4WX7e2sVwuB7Cj2r1PqRwL7AOwVCqVYIHQcVOlkPT79J30zYAnPbavbl9v6c2i3GBA3QEq6BAiBKropNBAnlEERSPpuA+U8J+rMMNExg9lq39rksDz7Vfh5jVfZQqKStWPp3EHXpPX0xbq//NjiflLwQPBNvzPOV9FwtpmkG4MOGhCD92g9F/H1yx+M6EHRH6u1VqDK0fLOKmYAbPDZ+5Z5R2GUMoqKwsUxD7PIygPAtBOm5CETmu7rpaWl5dDIJjue24LNLNUilqi1pvNZuCv9Xo9aLgILD1HryZwMwtBfASyYba/9dZbgyaN75/z85rQxyuHkFfmcFkMh8Mg2Mrlcrj5sFAoBB6ISR0LRpLs3QRI3wAUnU4nmP257hi/P+9tbW3Z1taWdbtdW1xcDO1mDC5dumTXXHNNkHnLy8sh90K/309dG1wul63Valm/3w9jCS9mvHd3d21paSm4R9bX10PcBKmLa7VamCNVCtVqDahgTIlrWFhYCG6QS5cupQABbc1DM11h7IVpTDOKbUrVsHnG/3jho6Zurw2r9h4jL7x8MF4MDGi92k7/rD6ngEZjFFSgey1e+6zPxMZPI3NjJnY9hRDrv9anc8HnepqC9/wJCv99TNP39dE2P7cnxbAnCb1JFp6DClA/Fnnfy2pbDITpOMfqj/XDWwWmWTZm6auWN41mtZLkpZjVY1qbJoGtk7ZmmY2PASJcEJiqVHgFxmwcqe5js9TUrhfjFAqFYA3QgDz1g6sJ2is1evIArVytEd6twTMIS3z2gBq1RmAeHwwGwcLA6QfiAmgHwl9jIczGvBTQQJ9ZL2rtABwQnKnlq/KovJzvUf4YX/qhdzwQ+wDAwFrDPGIRxhqgwYh6NF4tDcgcLkGiHJ3DaTQTGIj56VU4ZG28mMBSs4v6mFTQemaoQkcFt/9OP/dJGmLkJ1Q/0z6qcKMsXShqjlGLiJqUYkDIlxkDKdqPmB9+EiNTUKGLWMEAi8oDj1gbs8CAjpEHISdJWVairO+mUV5hNkkoTas/63n9OwYSrgYIxIBv3vaeBppF8E/7/LT0k8x/GtWOn967Wr1wUjBgNr6pT/3VypuwQPAsPm+1NqJtmtk+Cynv857m5kcr94oU/BMt18eJIRhLpVLQctGGsVJgKU6SJBxbXFhYsM3NzSgY0MyE5CVQ5YebGrEW8J0/BujlA2CA7wExZhYSFtE25rTf7wcwoBcy0b6FhQXr9XqhbHXhAozoO4GT9C+W2n4SzRQzENOcVdCqgCROwJvy1cyhx1r8wFKO+rRUuOpxkSwNNhaU6EGItgPUxjPqs1dhSHtjQoH+qgCeBER0LP0zupGpX9Gnbmj1NXlNQYNJFDEr4NAxUuahQl6FBWOmfjnPnDyAUp/hfZWOG+B4UBUDAjG3VhYQiO0z/vdlfDXTJOXltJH6idn3CCx4IW7aM2fO2HA4DFHwmPLNxnPe6/WsUCjYmTNngmuXaPQk2bu/ANDA3QilUsk6nY71ej3rdrtBqCKAhsOhDQaDlFaPaX5nZye4AXBxmFkQ1kmyF0CIFo4LgnrhHa1WK5XlUF0L1IMmrfek8OODFjW2ShMkkQIYXs/RwHa7HW4nXFlZsU6nE/IHwPNVNnQ6nVSZOzs71uv1Qv8V1GH5KBQK4RgmFhX4Ju8nyZ7rAt7d6/VSshL+TbInbo+cRjODAYiF6bV1XXRZZcS0ev3Oa5ZanmeGukH0eX9u3r/j263vQ+pL931UAajv6YT4OtgoXpOORfJrjIEfLx8cSPkxC4wfAz9O0/z4CqwULMQCErM0Zm/pOA3k51E/P0khERP8/n9vfYlZYbI0fn4r0/DP+/ryaslZYxojfeYogYgHQNQxaz0nZSlQPqMCBzCuVlQfx6SEQNVz+6rxU7Y/TeWtkPAftFYC/+BtaNoaLI65XLXnJNnz3esRPRXI/gpgyqEvAAY+w3KqRyv5v9frBStFkiRBS1crCf2nbsCRjqe6PtQiTLs1Zs7HdFGXWhnIoqgygf/1ciZVnjUokc8BN3qai7aVy2VrNBq51tpMYEA3lReS3meu2roX9mot4F0dRC+w/Eb0TNBbHFTIeSuDr8f3R9uiYEDLiwl7z6g1iRFjosEgfsy8Fq4MS81A2mYlFdqxsctiZspMsiwdMY1S2wL5PvA+391XNLFJQPYoKDYu04AApKAsa3z9OvBAISvu5DBpEsiaBjryALRJ7fXvx/6nHVnlnNTa9fE8CBY9DqdAAIFAwJ3ZWDDp7XyYkdX8r4JGhRljotYAtF29GZAyk2TsokBIMrYabwAYAJgkyZ75v9lshjZqDBP/Y/lQJYO2DQaD4K6AD3e73ZALgbbxjs+eSFAgbcUNQX+VVzK25C7AQsKe0pMDWD2oi/mDj6r1FhAzHA5DfAPvkL5YYyuIPVAFmLo1uHAazZRngAnR4BEVemoy9kwKNISA1Wey6tGBV+0fFKi+bkWjGjThBaTXZGOAxGtnsf9pH4jTgwMmStuhZnLQtU4cG53nY9YTzzj12InXsBSYqdYAxVwEnpgr0L+CP/3eP69WDT++90U6TiDgv48BAd1fujc8MPDrm/Wge1eZsYK5w+zz1QjToxLEJ20FykPb29vBv4xWu7GxESLPd3Z2bGVlJfBEhKgm51lfXw+R9wAF9ie/yd9frVZTVxTXarWUxszVwUTOE/wHX8Z/H8tjgmWC0w+VSiXk3qctmM3pB6cakmSci6BQKIQ7GPCbs/7JEaCJjtTXTx/oM0B4dXU1gAe9wZG2Mx5YHjD3c0qA/cQ8adAfwAQezG2OuAEglZW4G4gr0NNpfK7tA1RUq9UAiMzSl0RNo9xgIMbMvenaCwavJXrfZkwbVaammrMyPn1frQ1KCFqv1cYYatYzGgSoz2rZSjqx2le1TngtPKbhQx4VKwiLaYIqgL0A4buYYNGESvp5zOrh4zL0ez1x4vsU6+tpoGka5WHSNA3YP5el7fv5iIHkGAD2wJA9ppHifq6uBhh4cHoYdNA5ybIG+L0/6Z2TID1SyDwQwMd8o+WajcEeAl0VBXUFsI/hmxxxI1BPE+bwjvIShKznxxohz3fEXuk6pa1qhVCXBQIZ4WtmIUYAoc18cXmPrnmVByhkqsR5yzH/azwV7wG6fBA9+4SYBeXXAA/tJ0JbFdZOpxPaqOOlY+3n1sd7cbRSMytqX/IqYjNZBijYX9KgAlwHicZrJigFEMqsWAh+UnUCswSNL5OB0k3E4LChlGGqa0KPeOjg6jEczbmgA60CVQGDF5qQtlvHjc90PNgYtNUvEvqk/yvoiVlDdHwVPVO3X0T6rvowPRjwLiR9/iTJAz+zo/cFTxLmvn6/J/RzD7SVWSiT9UwnBprRWhQE+j0bY5hXQ5MEax6he1ht8KTr1LfhpIGA2TgIb3t7O2Scw8KKAOE32iaCmlwDBMSZWWqNFAqFoB03Go1gfobHcH0udZmN151aktS9wLE8nmWtocnqkUb4h5mlbiEEzMBPfAB0oVBIXScMGNBcLZqamPooA+sDbWTcVBhrDoB2ux3qw3rCc6PRKFzg5Pmzau8KrrCa1Go1a7fbqXZi7dC9i7XBzFJaP+Pe7/dDEKOm/Ac4HvrdBAoAVJjGBADmI9CVCjOvrZjt36SaxIaylJT5ZQWleS2dOtRkovXyt24yBTn4i5SheteHghp1G+h7CnSUwatJXVG7tlcZvJKOu5ah51CpV4+t6JjoWVQ+90mktF5FnDFN1pulFWmfJJ0GBn81FBtrBYd6rEsZv9n4FIiaMPV7tSqppsS7R92nOe0nriEejUYhAU+r1QpBcRylw3TN54uLiyGyvt1up3gZexeBjgsQwEAyII608UOyIpIAQapwdTqdsOcRYv7mPOUdCH2zdGpkBOL58+fDmtVEZiqwFxcXzWz/GuUUAK4Jb+ngaKFaRxCgZPUzM2s2m7a8vLxvnaIIaUIjXCicrOAegs3NzeC/Z+z7/X4I7kPZLhb37lKAf+OOYN5wm5iN5QTfY1GhPI45NpvNXGstN3f2jD6LOahWGnMdQCoYvQnZl63PMGheg8oCF6oxe23La8vKVPVvIngpT4NTfJ9hsqqRab2e8fo+6G/AkLbZa//ekqD1xIR11hjr59pmFpmi+Ent9m4es/2RzfcnytI6oYMIQr+O9UctAwoIID3HrJQVV6LrQX8fBR1l2VmUxypxkgQPUi0+Zt3SvUaUf8x6qycEvAlZFT3Wkgb8qfau5m71mavZX60BXknxMUd68yJCTBUzrAXaNo1l0EuLVO7wN+4LPcqnpIqWXq1MXd4arDxeY74WFhbCsUTqVgVQZZfuJ82HoEGN5G3gf+2bWhoU4DBnfg1Mo5lUNSaASM7YQqKDisJUO4VUGGpZOknefM+z6lNRAaTPeADhNWoPBjxiZAGA7DQVsJq/fACjr0vroGze07boGPMZWccYBy1PgZE3y6tQ8EBIBXqsncps6K+3ajCX/NZjPeq+MBtbHfx6OS10EgLoKMiDWZKPqInXbMxoNW+H2RgMqN+TzxVYqiCaBCizBKx/PwaYs/o3qc7DoGntPglCOBHYh4as+1Ktb/V6PVwP3O12g5uWPahn+HEnJEmSCkAmOp4jdqyLdrudisKnXC4SQltHiMEfOP1gZsElqdZC1iEa9nA4DHkHqCtJkgAGdI0TjIg2j/VCrceMx2AwCP71Uil9vwrKXqGwl8pZb1X0FhU9oaDCn7pwW2jOGg0s1EB7tdLwnd5OiTUI5Ypx12BOtZIUi8WQknlpaSmVSGoazZxnQM8ygkh0UTJwCIgsKwJl+O9VA4VxKXpS5pHFIJg4Ra6qqfNM1sZnIjV1p54xVTCgR3wU0Hg/vW5Y6shyWaiLQTeNbnxFyN7Ui7lI50FRv0eLCHIFAfSR932ciG4SH+CiqF9PU5w0nXYt8KBtU2Cs2hImZNUsYPTejcAa0DVtNl5P3lI0jbLG2gPyWft9UuDtpNYN2jmaNqZi3JaY8pl3zOEIaC9wyWSo2qzZns+eCPxOpxPWDoKdNii41KA/1hDpgXE1qNLCO/49+IZm59vZ2bHBYBAAge8HZXHHAEAC9wX8Va2ao9EoxE/QF5Up9BH3QqlUssXFxXCtM+3BPcOVx1gttre37Z577gln+6kTNwXjgFyrVCoh8RKgr1AoWK/Xs3q9buVyOZw8QO62Wq0AhjgyiMVDgR2nHLziOYlmCiD0f6swVgGlgtebudVcpGBAfe76PL9jQixmAVDyQtkLQA8QvGnH+2JV4ELe5KWasdeieTemeWubADBZlhd9Z5LbQfusv2P99toaFDOp+fLVIqNEWQpuTppOGyCYNLZKutb5P6s8b+WKHfmlDM+szdJxAjFrngLyWeZ0VgtA7Nk8ZVzNOovtoZMktYIqn2HO0PRVMUA4KI9gH2O6R5tmbXieABEchwXSbGw5UPeAjheCThUls7QbEaHo44k8f9f/EdBmY5Dq4xH0HT1tgYtDo+71dIAqNF5JQ6jSb3Ub6NFBYjSUdyvvo5+Ml7ZbFVb6xZjynFr4ACDaXnUZMF5HAgZ8Y70wA32pOZtOqRbLoOikahAenfPgQs3rWq/3oZvtN5mqxqoCN2Zd8J8rGFBETD3qKlCmq2OgWvXW1tY+y4ma+v2G8YxAy6YNumB9tG6MuVEH46+mYF24fK/1+Dq9sFdXgoK9kwQCMfA66dnDEgS+HC17ktDX9/2YTwMEfu1j4WK+Sa+qoMBsvy/TLJ2YS9unYCEv+X2h/fHl6/6bVk7WM1e73nwbTwocaKY9/q5Wq+HmwMFgYKurqynf+s7Ojm1ubgZXEYK5WNxLY1yv18PteZwiIOqcdL2sn2azGczOmuqXQDgvbLgpEM0WjRlLlGbLA7RgXtdb/pS385vLjOgPz5GaV3kOPnN47eXLl61cLtvy8nIIuOTeB7VIlEqlkG4ZwKRrCV7NGJIiuNlsBlcE1huz8X7EsqOXICkYI+KfNcf7KjPNxqmp+RtASF/Vmo5bKe9eyA0GvFkaUgHmj7rFNEUv6CAvuFSIq99ZkagKTiZK66Fc2hzT/Bl8tChtMwjQm1Tr9Xrqakja5U1oPi4A9OjHlTJor/rcdaz9yQDPvNVXRp2+DhYzJiw/l9SjgEHH2s9VzA3hwUBs3ZwEzaKZHgVdTdlZIEE/0x/mmOtRWRvMOfNG2QREKTP1riyzeAzBrDQJEJ0WjXwaaDsuwhStmfGSJAmfEyNgNlas0AjhnWT6I9Jd50/T7sLr0Ha3t7fDFb9JkoQc92i47HUSECVJEoAn4MFsfPMg/BShhaadJOMTB6wnnhsMBkFQ0u7BYGDtdju8g4BXrdpr081mM8U3aRtjhAsBHqX7pdfrhT54OVEo7J000/Hgh+RGAA/2oiYhUl7c7XatWBwfSWSc6QMnCQqFvaRLWBmwxGhMGvdSaFrnaTQTGNC/vSaujEXRdBaq9kKXiVEBz/+qYUK+Tv0/pm1MMv/pux6UeHcBQIVF7H32Wof+po0xdwfIUQGBf183sE6uaol5Nd8sq0FsPv3nMYpZL7zAOmmmCh2m5q+Up0yv5fu/fXl+Tv08TZpnBQTKLHTe1fSp4FD3YOwn1u+suc471kc1L9PoIG09TkJLT5IkWPwA6/Ah9h6CoVgcXyHseRCaI2WjtOh6QWlQIQ0h0JVoi183Kgu0bPgl/nYEuNbh+TEWCb4H9CRJEqwLKitUAUKoqhIKIECTN7OwB3wAIuNPSmPKVUu1zoEqoxB7TUGPAgFtI+Vr+/UzP+YKzAEIXobkoZnAAAPttUEvmEGZdNBTzAqg/iPVSKlXk1yoAFYrhApvLT9mqlaXgV9IPOfNrTpZvEe0LQvaC9SY20EXDc/opRgQm0c3k5mFi0rUL8W8xKwn3qembo4Yo1fU7OfKAx1d+LomfMDhQTTI00aTQJEXZtMAlH8uq56sv/2z3hqnwoJgQr0tjXXID0ep1I+aBQZiDGpWQTqL8J917UwaU7O4y+K0Eprk9va21ev11B5DMCOUdnd3U6dIvIsPkzLvNZtN29zcDNkKNb8KEe2bm5thjeByIAhRTdbc5qf5ZUiji3BWPk7fsLDqPQWef/P95uamLS0t7UtstLa2ZvV6PVjAVIBD3O5KYDV3IBB8qO5SAjWxAjPeZ86csU6nE1wHuFaazWYQwGqF0eRB5IFQ6wk8nTFaWVkxs71gTr3wCfnkAQDvIz/M9iwger21AoNplBsMqHDxARZ0TAW2Cio1F+ni5H0VjDF0xDveZeA7qhqzIktvVdBn9DnKUO2Zd9lgtJ0+k+ULXxN9UUChiJ4y+U4Ft2r/Ch5A6Hyut43pj57PjVlvppnqFUgoo1GLhQoDXQsKFplrRawKZu6rlEewe7B0FPVkvaNzDHglwrzRaATrAIxbhb66vFhbrCXtn3drZVk2Zu3jcQrk0w4AlLhuuFgsWrfbDZ/DV/H3wxPYj9vb27a8vGxmFu4OUO0c4YSQx8ev/Jg1gKm+2WwGPzU+bdaTmYXnzfbcD/isld/xDmuOspMkCb9xOxQKe6b2drttnU7HLl++HFwXgFzKQT4UCoVUciTK1SN8gCpOPnCEGyIuYzQa2fr6emj75uZm0OyVn29uboaYAepEODNH/qIi5akQroSVlRW7ePFiOPUAWKNtzGmj0Qg8WkEX8oRTDJogahLNfLTQb36PPrM0QZiMCmB9LkvTmFXziJmJYmUwoV7jimlA3hrAwmNDwjw1/4LWpX3x/ffjGfP567uxsfVAwpOvkzKmjZEfC1+mvuuFg64Db3k4bpql3tgan4WyxmnWdmhbZiW1SKlliyApSKON0QRhLD6oNWYVOkifZqHDsCbNUsZpBAk6D5roRhPbqEVS46ZYxwQF+j1rls47QnmqeKnJXNeAjpUqNaqRexCg64v+UI5aTDXoHMsBzwIg1B+OIOT4HfyYfvjLgPwYAAjU1QEfV7eK8lf6Si4GylP+p3EEXlFVa41adVGIid3wrlctX8Ef7Y7Nr49Ty6KZ88Pq5tLOZPmL1R+uJg9fFoNBxiU1f4Be9bSCCk0vZHUx6Pf+WAplM2AaJEg9LLrhcJhK+MCi1ckAofrJ0o0UQ4cxhgvpRod00nXDav1K2m8PfnS8tGyeY758P7QttIP/KUNPhUyzSpwWOm3CIC8YzgJz/IbhoTXpkTLVxlTLiJ3c8ZarGHg6jUL1vkqqeJiNlR2CzVRD58QB2jp57NvttrVarRBcpvwSTXZjYyNo3NVq1drttg0GA1taWgpWA7OxpqtrApcEQlp5c6lUCrcNYqbXlLmUp5HxnU4nXBt88eLFwHuxdLBWSbnsM/SZjXkafL7ZbAb5opYvsz2eRT4D3t3Y2EidcisW93InsD8Gg0HQzNfX18MYqJLJDY4anDscDoNlghgCs/ElTMhL9mm/3w+uHz25xokK3if/AeWScwErYB6a+QpjNceoXyq2iLPKYQJUGKk52lsRPBNSV4KeSohZHrS9vl1qJlWLgmpTin45GsLiZXOp4MQlYGYpc77WrWPnhbAfJ54D9Wo/eU+DiBSI6HzFLDU+dkDrpQwl1VD8+CrC1+ehWXxXh00xq8hpolh7vFVIhe6k/sSsc+o60KQpur+I2FaQrJqo31O6lidZQ7Io9sxxzou3ZGW1yT9/3KRHC7l3QC08GvuhUfvaJ7RMhC/93NnZsX6/H/Y6uf9RvMh6yGck0ikUCsH1gBLE+tI6fa4DDW40SycgMhufnMDvTlmAlPX1dRsMBra9vR3K5phstVoNvHk0GoU4i5jQV5ewzr/KOIRxp9MJ4EfvKyADIO3FnK+ntbh5kX5Qh7onNGATKwexBbyDe0/jNNQ9hLuafY5LwmzPzaTtnkQHAgPKmFh4k7QD/w7kJ0LfVVO/37DajlhZSp6Z+Q3vv4tp8fygUWkAiF4xqkc9/KVMWl9WO8z253OIPRsT7P7/2DhlCZhYWb4MLxB8u/U9P/f066Qoz1rJWj95y8zz/NWSN0PyWZ461FwJs9Lb1kij6i1kMSCQ1b9p4zFN6Pr16dfWcVDe8TwuUssf854k4wBdP2Zm6fggNfubWeomPd9XAKDuYQ0o1Zz5yhN9amvq13Wk7VXrsFfUVEiaWVinrE9I3QaaV0WDKbOUQ1VS9GgjdcbSqjMX2la1/KoCpjF0qlxq+xh/dWso+PbZFr2Cp5/znVpvGWMsLnloZjcBndUFE2MEqtnGBE5M6Pjvve9d3QRqjuHHd9oPLBOjQlYFv36vx01A5pi0OD+qR3wKhb1gF8aChevNq9pHnVBFiIyvXlKhEaX0H4rlM9CFrBuacZ0knFmUOt6+HkXVusEom/7wrM+7cJpoVqZ/GoSEWbZFwQMxXeOa6Q1GMRrtXWELMOA8s1rvKCerzjwCe5Zx8yD2tFlzjotUi8U9SaBZTEBsb29bpVIJgc1ahllaoKm7yFsHINYMmjr+e/1cyzQbr7dmsxn4CGf4Nzc3Uy5D5bdougCAUqlkrVbLms1mymqwvb1ta2trqTTN8BuOCo5GI1taWjIzSylmw2H6/gSSJ/X7/XBKYX19PZzjp17aq3cukPJZlVZuCKQt5BbArRxTqnkeawvBvnyHJcHMgsXCx4EQW1Gv14OVvdVqBXdPHjrQnbLKXOiIDziioyp4mPiYthlDit50roKG/7M0JG2bvq+mcd0kaPverO+FGJMFitYrMFnIbBzMRLoYVRjzo33wbfLtiWkCgCcdL110eryTzemPIWo5yiD0R5GvkvfT6XzG5uQkyAuU4wYARy3MvHale9QDXj3CBdjt9/thTcPkAKPafg/eJwnqvOOd9Z0vO+8YeiAxy7tKp8VKwB4tFAqpI6IE02HNwUQOKOCImd4T4C0GPl+KWfpUFmsC16Ca9tHO4cnK+/SElJnZ+vp6sHLg5x4OhyH3/qVLl1IXGGEqx69eLpftuuuus/X1dVtfX7dut5tqd6vVssXFxX38lTJIR5wkSTTgb3t7O1xidObMmQB6lF8i4ygbn70eyeToJm1SWYaFg7HDjYFcWlxcTPFdPqcO5cuUh7sAAKBWJE7ecYfBNDpQAGHMVGEWj8ZXK4C+4wWDZy4xhhP70TbFytPnzGyfQPPt00AdnRQtV4/v6W1fiqo5q6q3DlK+F+JaB3+rJu/HzyPK2BgqqeD3ZflYjdjc6PMejGg7shjmpHKPk6YJhpgQ8TSpn3lpkpA5aNleaMb2CQQAUKrVauEYEkFZrHPWY8zs6tt+UAvBpH5njfksAj4PGMyzho+bVGtn3nxQL6BOrbAIG7P0pWIa4KcKhPZbA/KwFgACMMF7BcFsb4z0GLXZ2CqBdqqJhlTJ8nFNKtxoX6PRSFlF+BwQooJW6we8MFY6bvBneLWZhbwBPqZKebiPp2EM1EqiNxWytpAbOgaMo6aUhtQi7GNB+IlZ37Uth36aQLU/0KQKuSwBouiLzxCiDAhZ0DyIiAECFo0GrXkhSPSpDohvFwNvNjaZ6uJLkj0zUiwSkzEolfZydxPZSXvUjMaCYIK9i4L6vFDmbz3KqELVa+Me/OhiUaSoAiKW0wEmQ/vVFaLtoh+a8UqDLjW5iM7NfZ1Ooh956lRNAoZNEBUpZzUaWd1f5XI5JFPhGljNna7alhcA2j6/1/P2LQvE6jqmzoNYB+7LBP/Y2tqylZWVEPSnp0LM0neMKHhgTWB6X11dDeui0+mE+df4J5L3KD9lP/O3P3k1HA6t1+vZ8vJyMPkrrxiNRuE2PQTv5uZmyJ2gkfr9fj8E55lZKmCyVqvZ0tKStVqt0F/M+51OJ7gNcEvQV3g21w6z/jV/v1pw9W4F6iH41mwvMA93g5mlLAkKvOgT1ggzs8XFxX0unFJpL4FdpVKxxcXFEBh55syZFGAgPgNgRDIq+ttut8M+zQIJWTQTGIghOrO0JqICziwNCOh0oTA+hscz3n3A5CiSoh0qCL0vnQHXYArq9wFRWibMslqthnfVJIaJhneIH+AIj15MMRqNUhmkMPPoGW99ljaw2WgzdXvNXZGjHtf0gEuRcBZC5nMFY9RJG8zSN2bp+WBtn9ccPRg5SeY8qe6YdeNq2jqLFjtJG51kNfBWJeZCAYECA9Z3oVAIF8mQAa5arYb860Qzw7A12lzXz1EJ29hcmKVdjLrOp83rfR2QcoEPc2GWTvDFHKvrL6ZUEW2+traWykSpMQDwPJLocJoAgatKIGBEjysmSRKSJGEhUM0VnsOR7EqlkhLgumZRVs6cORMEMpaMhYUFO3v2rPV6Pdva2kpd5avxVvSJuADivVSpAmxxJNNsT9D7a7yJ1YAPEmPAxV/0Ez6/sLBgnU4ngBEU3kqlEq5D7nQ64aQEpw/Yq7hBcDUMh0PrdDpB5jFetF2tDoy3Ktx5KDcY8EI0xhBUaGWhfQS5JnPgHc8AmFwtW81a/ofF4oVsrB8qnJTRxPz5XhjzDuc//RERGCzalfpnNbBOQY0PygRIeM2f5/2Ya5/5n3o1UMxrWzEAof2O9T3rc9rmwcBJU1ZbzbID1fKAgqPoW6zMadqzmvEV4OmPMlMCo7BqwbiwIjQajSB8CBBTIJ233zFrVYxiIMwDHz7zz06bp1g5eek0WBY4mWRmQWBpqm8F7IB6s/3rBACAJq582M+r3kegkfXwCOV5rDueATyoKd9srEwMh8OgKKnlgn6oaR4QAk9VlyvxAQok1MKMxVktnOoeY9+oCR0AQ/pjrAmeH6PMYkHx84WS2G63Q7vpr/Jj3Y/lcjnkTwCgmaVzw6g84PvYd8gZb82dRjNdYazaoGrofjGppmmWvthI0aKW6QWtLggmD/IWCBaFDq6S1q3CGOuEmrsY2CRJgg8KExhIiw1UqVSCyWpnZ8c6nU444wmyNbNgilIwpUJTgZEyPlAni5LvvXUmZu3QI2Iq9DUCVYN+fGwD6FqtDsrUlQnzDnOvc0z/TrNlYBIdlQZ8UPJCVdcDggNNUi0C6tap1WrWbDZtZWUl7Gc+5/IWtBEsA6xRFT55aRJ48Pt/0rOTBP9pm6fDIgQaGqVqs2iIzHGv17PV1dXUPKnpnVwBRNyj1ZtZSqMlt4HyVVVgNM0vCg9rSkmtUiTVGY1Gtra2ZmZmy8vLIRmQWlMx5ZuZXbhwIdTf7XYDCFlZWQmggz5xRJZ1QtAgfJt9sLq6asPh0NrtduBlyAKsEewj2geIIQ4D/qZjjcWEfaRAfGlpKfBkZMvy8nKI9sfMr5YZgAPyAtBjNs4/QX9J/6yW8o2NjaOxDOiC0ArVN6yCWzcuA6DPeu1Rfekxc74+759VROkFIJ/ztwo7no3FK2jbYIz8aOKPVqsVBOza2loQgPiptre3rdFomFnapK998G1UXw9tVK2IUwbeQqDgiXFTtwCfQTqPHkz4uYdUyPt3vasDUrPmaaNJGit0GIImbxmx/ZH1nP/xVgGNE1BAyJrXzHIEie3u7obIby6HwbTrAaPumTyWlEl9zrLQaJkeUHpQdBhWgtMGKNRCyXwVCoXgGzazkOFPzdqj0Sho1VgDGD/V8jXDq16Da2apDHzwerRrEq8BFs0sKC9q6ueoKkJrNBqF5EWLi4spsIJ1odFohGe63W7gYZjMi8WiLS0t2TXXXBP8+pubm6lMgMPhMFi4tra2QmAspn0EN/3q9/upvnPUFvlSKpVsdXU1FUzJOuUYoJrtARe4k9mDgCmNr0JOmKV5pfJV+C7rXE8EMRfqGikU9q5WPpI8A34TMhDe9Bwjz9iyAEFMCHtTdqxs2uEjY1n8WVHsLD7VbL2JXDUvr/XCUPGvqb9qc3PTtre3rd/vB7+fmtsUeCh4UcZHGz0TVGGsz/tx9G4Ds3SugCymHmOsfn49EIh95uctax6OmiYx+CwBcbUC7rDIt8PPk65R1X4UCPCZ30vcQIfZFTfB4uJi8GmS7EVPF+h+ibVN267P+M+hPIDisC1LeYDBaSDlCwgdhAe8w1+ta7a3z9E2fcwV/MvvR+WHGmOiChFzpVZUjU+i7uFwHMTtlRYEs95yOBgMwvsIUI1TKxQKgceWy2VbWlqy8+fP28rKil2+fNkuXbpkxeLe2X9AK2Z/AJAmjKMevz/YO2jxmlcAgAIwZi4Q0up6Ues5/WOMNbuizgFjqnPvZSTvAOIpD0CgCrnKiTw0MxhQIa3auGdOXkOFQE/KVAqF8XlXkJXX2Pzg0iZ8J+r7UZ+MmaU2kTIVylJzOHXhpwL5ElhIZChWhkajYefOnbOVlRU7c+aMLS8vW71eD+dkt7e3w22Go9EomOh2dnas1+ulonTph/rRGEfABEjVgyW12qj1QWMhaD/MQN0kelZWLTg6jroOFHzQBrWYkGNhEpA7zeRBjtnxCo2YxWKSJqyMrFAoBMGOH5efwWAQAphY10Rus264tnZ7e9s2NjZSPlvAbgykxoT8YY3FaRbYR0m674vFYuBJXkNnb2uyGvZxsVgM/Iiz7vipicofjfaS7WgMgdmei5Mjp3ryiUBBEvsUi3u3Kuq1xcvLy8ECgEaNBQLrBnxb+4IyBX/V67VXV1dtdXXVrrvuOrvlllvshhtusHa7bV/5ylfsC1/4gn3sYx9LaeiY/RWAbGxshDYS07W4uJgK9iPQ8MqVK8HsTzpoTpjhIgGoYFnhCmJOmW1tbYWTG7VazTY2NsL8LS4uhjkhQBBQo6CL/iswYz+2Wi1bWlqy1dVVu+eee1LgJgb6smimPANeo2URmO2/BCcmLPic9/yzWocCBG/ujgkYAEeMcWgQTEwDp2xFXmaWujQJ5spd3pofGz8evvd+v2+Li4vW6/WCWYqFRkIX9aOrtq4gS/uLAMesBemtifRFy6J9fp68Zqd1AxL8SQ2P8P372u6YIDtpQBATsLOQ13wP8v4sFNO2PSDgR8GfdxWwdjn1wo+CZkyojUbDWq2WtVotazQaqdwDGpjk44B8+2YZp1g/9bvY374+ff9q5+k0EfsQ/z77V907ZmkLArwOgaI8TrPvYf6GN/A3VxWr6VkVMeWPapoGLPB/r9cLF+Wo1Yr2qsBDwy0UCiEIUfmdygG0/larZefPn7cbbrghuGI/+9nPBl5LW8rlcsju58ETY+wVMo374iSFJjpaXV0NMQSAcNYcQlrj5gAmuCgYR+J8+v1+KgMhIAmFl7I9/06SJMT4aCA786mpnafRzKcJ/KZTcJCluahQ4j0f2Kbl6eL05i19lt9af4xxqgUjRiwwXwcbwp/ZVjAAMy0UCiGIxjNSAAQb2Jts9bf2xZtj1ZLhN7duel9ubA5jwE6ZBN/787BKvnwPrGJze5I0rf48YMGv8cMmP2bT2hRbOzA2XbtYBljDW1tbIcgQoQAgqNfrIRCK9RsDA54xKeVtszK1mBCf9L/nRUdFVwsir4YYayyCyhsQsN4Ki2BAWdF07PAiwCLvqum52WyGNaKnBrxiYTa2HOr3ZmMhZWYhTbu2DyEHb6Z+1ejpq56WYE3je2+1WraysmJbW1u2vr5ujUYj3OioCg2B2Kzf0WgUlL0kGWclVAEKSMYqsra2FqzI1157bbCiaF88KDOzAIgQ/ur75912ux0sD+RJgNdDjIXKSXg2fVW5emRgAGSqke/aOF0wICUmWBuvV6cyEarpeo2DjqnQ44iNDqr+TXtZlMpAdPGqa0CFn6JEkC9afaFQsPX19cAc2+22bW5uhgxumF85y91sNgPS7na7+3INYDpjIel9BNouTFMas4A2qAE7CqboP5te/Yf+aKdfdLzrx4bP1QQJE2GjwoCUfLtOI500WDkoee2Z9cDaHQwGIRJ7fX09mCXX1tYC0yQSnPlUSwHvE7muDBUQTb15LQMxAevBwaR+Hied5LpoNpvW6/Ws3W6HgDe0fg0CxeTdbretVCqFK4vRhtF2+W44HKbM0sQdcIIEhePcuXOBx1y5csWq1arV6/WwTkhQBW/Re1swoSdJEiyipVIpFUxIm+r1um1sbNhgMEilC1ZNvt1um9kez3zAAx5gvV7PLl26ZFeuXLHLly/bYDCwVqsVrAK0gQRBamVRrRzNXAP76M+ZM2eCdQLAXCqVgrsNt4gGH0LsNazD5PDQvAjr6+vhefgjpzNoAwGio9HI2u12GA9OHHQ6Het2u7a7u2uLi4v74gZ4fxrNbBmAeXgh6zeM17JpHL8VIWqUv3ZEzThahncZ8L2awhWYeLMm5N0DZvsD7BCcXKvJwun1etbpdAIwSJI93w3+WN5nI8JgdSN494ACJP08ay74Xn32Ok6Uo+6WLFKrjbpcvPuHZwFNHjDErDda1klSHkF1klpgFukYxzRh2qzCWd0EaHmYIrvdrnU6nRAgiKCAEfv8FjBBzVioLjcPCny7D3MM/GexOT0p0HAUxF7Tu1O8q1M/w2+NIFHgrnsUv79afVgvKAZeMUMJ09NbWETRUPmeWAOC9GgrihX9UpcC/L7ZbIb+kDsAhWlra8u63a5dvHjRCoW9E1wAAE4tIBA5RUFbvIu5WCwGrZo4ChXItJcxVk1b42harVaYL3WFLC4uhjgxyPNILAZYOngXq53KOgVfPKeyzyu3jJ+/fCqLZooZUIHhBas3TXsTtwoWSJkJ76iZG03DC/KYaVS1Xv18NNqfPZB3ASE6iGq2UrCiZ7cHg0GIB1hfXw/IkcWhKSxZyIAC9dkhUBWU+L4qU4Z0QWlfvYDmezYSSN0LOwV53gTp58xbULyA1zlX8u06blKTu/4dey7rfbP9ZupZKE//YwLOgzH9X82N/K/BojBfcrr3ej3rdrtWr9et0+kEraVYLAYgi6tILWgKBrxlgOemAanDAmFZzx4UyOW1ZpwUadCajymKWVDhZ4BCDwZUwTEb8wi0ZBQfH4+kpnB4J2ZtYqU02Rppd30sEYGtgBAEJmb3RqMRNO7hcBj6BFAdDAZ24cIF63Q69pWvfMXOnz8fhDk3NsLzONWAq0Ktlx5EKW/UEwF8pqmbGVdObVAW4zkajazVagXgra4axsLMUtYILMNYZjyvZh1wnNLzfuXhEAAq1zqbZVGiucY0agbBbIxSWLyxcgjKYwF7AABpWQwyExKrm7+zkKhPphF7n3arTw0kDVJFm/rc5z5na2trtrS0ZNddd13YNKS0xEyHeQ1QQV90U8ZIkw3xo8xLwRObjIVBH/X4jFn6OlSdE8plvDWyWOM3/Bj78c4CcCfFbGcR+rPQUVgRpgnTLCEIqX/VX5kKOBiNRuHsNSZo/MT9ft/a7XZIsapptzF1whQVDMIMdW1OErIxy8ZBxkjfPW0WncMgxlsTkKHJqoWRueJ0ANns+J45azabdvnyZdvd3bVrrrkmfI+f3Wx8LBEBSbxUq9UKlgfVPJWXARYbjYZtbm4GMzU5BbQeFV7qMia7n8ZI7ezs2NLSUgjm+/KXv2xmYwHdarVSpnXlu41Gw4rFYshHoMHcCFdiY1RLZ3w9KFdtu1wu26VLl6xerweXgFri+MEVsry8HPi9j8HBSrC5uRmy29br9ZRmryfCNOaCtgPGmHOU0zyUGwwouoNUo1RSJuEFRapyMYl7QcS7vnwEk/6vQILPsjRppazPVOixyJXhbG1tWa/XC/4cD1KSJAnoLkmS1C1w9EvHz4Md6ooJXy9cfcBeHqGrz6i2oH/zvZ4oUE1ESa0oOq5qbTkNWldMUPnvszT/aQJtmiCaJhzzvjutLNV4EBIwhEKhEHz/hULBLl26FMy/KysrgckRYMb6VOuWWgcAyzHlIMYTsv6fNs6TaJJCEHtm0ntX046jIpLxaNsA82oN5QeTNHscAWE25r9qhkdoKrgbDofBfaCxSAgcvx4BKbSJutQETptov8adARg0ml9dEbynipzKgIsXLwZLRKfTCcKQ44G4xwigZVwI7FNLSqFQCAGMhUIhpZyqJRuXycLCQui//kD0T4EEn5uNU0xr4iLkigbtDofDcCyduWUf6okPnWcFhHloZjCgldEpHUg1L2uneUZBgqJBvve+fgbSC/qY2VT9K/qd/u8nijarq8D326NDjr6MRqMABvSIlprcAAlsLgVGaoL1Wj5tVaYfY1AKmBijmJ+fOmMWGLU46Pj6haxjEhvjLKYbA5LHSX4cJglx7WuWQJhU3mET8xD7PelZnV/dA91uN7h4sFTpRTAKJMzGAYWsX+8q0D2rbjoPvPIA1KxxnPRuHqGdZ748uJoEDI+TuJwIa4DZ2FoKQEuSJJiXOWamx/xIema2xxvI67+xsRHmE6sPvBiNmYBor7Qo8BsMBimzP/xEwQN8lHJ4jjaWy+UQoK38k7o0TmU4HIYgvCRJ7OLFi+HZTqcTxou0w8Xi3m1+BEVSPxYBZABt1Tw3BAeqsoWCiNWM5/ncK3tq3Y2dKoNfA4CwIjAO1I2Fgf+pn3GjDvY6QNIr4Vl0oDwDOjCgEiZLwQHv0EivVaoAZsGoGRKXBALVC2UGlM90sSkCUyDDZxoI481Wai7jeQZZ3Q5mexGjmIQwb6mJDRNrrVazVqsVFivuAcoEOMDEJzE52ugtCQqKdFMqSPLBPDoXjGFs7Lz7xoMD5pV+6DlZXTsnQXmE0aTnp/1/FG3Q96CYRUDL1X3JflLStYULi0BYfKswdQQCKWBHo1FInkUMAj5OZfgxsK79mARisj4/6NjlpZNal3lIBRf7EcFfqVRC6l6AgQdozJGeFlITPDyw2+1as9m0RqNhS0tL1u/3Qyp1Pc7HjwJI9cv3ej0zsxCDAqmQI+dFsVhMCT209E6nkwLk8E80/SRJUvwbcz9HYXE19Pv9oLC1Wq0Q64WAByThV9e4Aj2thVzRxEvqciN3AKcW9GQYWr7uF+WNWGkYEzML94OYWSr4EGJser1eaA83JC4tLaX4gIKRaTTTFcaeoXuEqNYADxpimm1MUGgyHspkMvy7TBakwlDL1SAYj/K0nQhKNp5q3ZSjPhi1bvC3+uXpkyJ51aq8Hx6QosKaMjxjjwl01Rx5Rv9XZO9BlQcOsbLVquOtLTEtFPJHbo6bYutuknDKen8WDXWSgMkSbllga1rbvDVD59Fb6Fi/xWIxdR4bfzBHX/X4lYJzXcNe6/AWl0lWgTwC+KgtLnnopIECAl5dqt4liU8ZczPPxKy08BwUFcogOE8DBNF+IbU46nFw1hlBbawbMrWORqPgMvDuCeoeDAbhyKLZOCMhdXKKC1JtG+GPMsbntE2za2JlMLPgOisUCgFQmVmwigCWvDxCK/drSN0hfOeBHLIMPqkJkNhTmkWyWCymAnrpE6BQ5Y1vA9aTvGv4wEmHvPavQliRKZ97AeQ1Gu2ElhPzeXi/uraNz7Td2gY10Wjd1OOzFWpACs+AONW0hDZOuaBI7w5QMEDEqwptji/qomGDKSBQ5BcbW08e1Phx03aoD01Bhy5I3QgKqnjPr5MYGDwu8sDHfzatXdOeiQGB2GcKQGYVMtOAggcE3sXE31i1CoVC6gIb7tfgWlaNnNb//Rpmjfv1pEDA7/WsPpw2OmkgYGYp14wKYLPxnsZ8zDFR+BjCwoMBLDgaF0AqYoLrOBmlPEBzi/jjgWjoCD6ss5RDXn+AC3ksCLZbX19PuVJVIPd6vZBDgT7rOkSYepM+Y4S7gs9xiRA/U6vVbHl5ed9RPoCGWtQ0j4oCLa8sU7+2U1OE8yz5F4hxwPQPv8RKQPwZdalLGOuzmYV2FYt7mSS9VWgSzXSFMQS6IlrRIyfNec9kwRSYYC3TAwZ+dDErYNBz0PV6PSx+Pxm0xQesYAXQZ3WxULZGyqr5B4Gti0ZRM/1kcWt7mEyN6PeCl8XC5vQWDcYuppHHhC5IXxcTC9RbD/Q39Wm76Is+q6YzpZif8P5AOv7HIVB0PlQoe/+9rhfWAyb/YnEvYUyz2bRCoZC63U1BIuua61Q1JW2MdE/Q1ryA4CCg6auN9PRRobCXHOrcuXN25cqVwAMIIiMKHQtBr9cL+49jfpTJnKK9K19pt9vBTUBWvFKpFBLejEYju+GGG8JlVqwLtFiOBWLaNxtnk9ULieCrAAeEOu9XKhU7e/ZsCPzzllUE7Wg0CoJUryVWDRpQojKHOhgTrArdbjdc/0syLsaHcugv7gP4u8omTizoiZDFxcXg7qBdADN4PMCBeeGkgrrhAFMK6guFcbAwcg+An4dmsgyo4PBmE/+MTjjf6aB6wUU5LG59NsY8PPPxQjFmjfD1Q8pA1UXgNR3eVSCh2pEyVh/jgKBUjUrLVyCi79F2r/FnWQA8xQL7YhYUSMGYH3P9XsGTFzj0M6vM00TewgFN08QnlZNVhgdck8rx1oWYYMx61q9Xs/G8aFyK5p0g77qZBYDNvvA5B7xVIOZC9NaArL+zxm7aOB03nVRbEJRqsh+NRiEnPrwG4UZAnA/yha96BY6LeeBPauXx1lr4o8ZYqSlfLaNqVUX5MrMgfBFc8NtWqxX6oHlZqIeyyfVC4LaWqcf9yH2gY6RKFkIbAa6BkrSPeukP+0ZduTyr/6slje9UmWPfQYyPnpLw+4W24trxVlr6Q84D3tFTGdNoppgBb7IHyfF9TNP25kq/SBQMeJN5FtPQieJZ9YXpj/o1VVNSrVj9NSxu+sSPgho9v897ZuObE9mIfsKo14MBfZbJUzBCvarV+c0XY1bqm9LxYyy0XBXYuqF9kKd/zwcWqhDRPui7J015NNMsbXZWyhLYsfb4tsXq1L0RE7J+LrUNZmkgiwXPzKzdbqf8uzBdTKqUzR6JnSg4TIE565jPYnGYlU4SlGCBQdCjXaMNYk432+s3YIB7BeBvzHWz2UwJCMz0qqyoud3zOgKk4Q16FwC8k+8QbASdlstlazQaoUwSYVUqFVtZWQm3/XE/BuZyPe2gllK1VI1GoxC8iCaN+wRLFkIYzRmZAyAaDAbhbL/GziDHCNrkBEGMd5qN4x1ol6agx3VCu9WigIVtZ2cn5WbGujEcjhMw0WZtmwJG9iPBkXnoQHkGFC3psTj87ZgvlFHBSBg0vWyHRasmd72sAlIwQZnqHmBg9Bna6a0OKphoj9fclJl6QUp5HOUpFosh0ZBuRAU+mMIoC1OXmmM165e2hb+1H7H20n89iUF0uAdgHlzBUD2I4YcNqEGeCrD47U+CHIWwOAyaVUDPSlcDIrJI25wFmrPe86ANJpMkSQjOgvmS7ISc9f6YF+tWU9TqPrxagTzruJ22tXVYpHedEFi2vb1tS0tLYQ7b7bZVKhW7/vrrQ1Ca2VhD1TiktbW1wKe5fhgtG5+2ll0sFoPwRBCVSqWQZ0VjnzqdTvDPm43zD2CC52+z8aklBDbE5/B13CRq7lfXaq1WC5H0w+HQVlZWbGFhIaTtJZZBr/Cm3bgw1L+uskB5mtn45kHlp/BLwHOz2bTBYGDtdttWVlZSLjWVG8gfvTdCr7rn2eFwGFwV7XY7tA9ZA3jQBEsABc1TkIdmsgzEmI8XSPzt/ZVeM/QCVjV11Yx51k8Mn/sgRi07phl5MOHbMxwOg3kn5kpgLHSxgNy1PAABASOq9asFQ8kzUX0uNub0XxeXZ8L6rn8mZnHR3/q3WgRU0Os4ZVlm1Npz2iivMD1KymuhiD3r90lMQ/b90vWgplL8jKpJaFnKqPze1x99V9sbs2TkpVm0/qMs+7hJlQPli14ZYK/hPsBaoMHIZul0xmYWMt3pSQLKVLeQWvs8j4TfYz2IyQnq1KBUXVOkd8fPjQDTI4xYH3iX49nqp1dFxmxslQAg6Xh6WaDKjZ5+UGuu9p9yAcNmaQuwgmgdC8bOpxxWV4J/H/BCfxWU6BF1XCLMtcaiTaOZbi2ksyBLXYwqlGEudFyZiN5aSHlMNItGQYM+qx3zvmkV/FnmaDXH60KGaLea8SFQMj/6PQtO2wwCVZ8eoMFbO/wpAf1cAy4pW90DBA/ByHVhe9eNd3/o52ox0frUWqMbkhMVmlnR+6YUSEyal5OmScKWz2IAyQu6rOdjZecFHtPaFiPP6CY9oxYCntcIZ7VCaZCXWq98W2N1ejDvBcYslAdYHgTkZY31SQJZgs1Go1FIEoTZmflCG9/e3g7PLC8vhyj8wWBgy8vL+05SaYwBEetmY4HFflelA/7VbDYDj8IagVygDH6TpQ83A4BAg/e4NAu3h1oO4FcEzZntWUw0m6DZ+GZdDbrc3d0NuQUKhUK4BZITE9wEqWt7OBymLoZinMlhMBrt3Tuwublpm5ub4YZI6kdLN7NgycC1RqAgbgm1vClfJricvpTLZVtdXbUvf/nLtrW1FdIvm1nqlAXjYGYhDujQwYAyeq8tMlEalKHkUakKSHUvKBjAHKI+edVk9OwmAlCBgSI9H/jkB0eRL++DxrQ8RcEewLCgILQr1Z5Z5B4UKOBRFK9jwULz2rjZGG0rYFFLC33QedH3VdhrEIvWTx/Vf0X5GjeigiNmgbkvUgwI5H3+sNuRtbFj2lgWMW/K3BEErGtMxmghqhVNKtt/lwUC+DurH5Moz/jmFeanfW3iBzdLR+SbWUimwx7UbIXEfqA5Ijjr9XoAepjXi8ViEK4cMyQdLj5uflqtltXr9ZSyozcCYmXY3t4OQnFxcTF1sQ59IchPeVSSJFar1cJ61DwHuGRZU6zhGMDc3t62tbU1M7MgxDklAF9SE/pgMAhApdvtBjN8o9EISblUGzfbu5UQVxmpjXFPwBOZG4IeNQhUXSbcFcJe5JQH2QUHg4Gtr68HJYxTDUmSBLfIwsJCcNVoW/MqYTMdLcwSiHQaipkr+d9bBZQ8I+M9X7Z/R8vW9/nba7+6mLIGy5vT1BTn20/5yigV6anZSDUuylXBbLZfUPs++f5ThgIjUK03Uelnyqhj4+w3b1bf/ByoS2nSfB83+T6bZWv0k4Suf+8o2pX1zKzvT7JSKEP17gIFxGqhUn9mbH/G5tyDlNgYThPeV6ud+zpPOwiA9AZBMwtCWRULSC1w8Bj1r/vxVgUhpoT48nS+9Wg176nrgHXjXb7UrWWajS2QanXy2rKuO573lmQ+Q8OnbP0efqzxXKx1DZz0sU4aME7/FxYWAqAiBkzHjbaqAqW5CnQu/H40swBQkiSxbrcb1gIWYdrkk4HRR79GJlFuMICGoBNDtLFqh7EJ18aoNu2ZCL91UWp5Xuh7Yeff51kWGG30dfj3Y5YJFXTeD8MCpE1MlJapgXfeP+ddEt7sBdEW9TV5P732W8eItrOIddy0P7o5eL9YHJ+lZT4xe5mNzy2rG0Xr8HENx01eEMUAwDTAGRMeswje2PNZdcXqmCa8fD90Dj2z0blVsIzg8Mlq0DKUAetPbFwmWTEm0XEL6bz1nRR4IJEPGv329rZ1u11bXl624XAvjbAGd8LPNGU0JnmOFfKM7tVCoRACv0kHrCcJEJaU7eNHNKrfbE+IbW5uBqFHfRqsqMl0FDwQEIlwQ/hVq9VQt9n4Zk4FLq1WK1gmIE3ARJm0V09SALjUtQ3vK5VKtrm5GcaIkxDqmoXPUyegjZMNlIkrmhgA3Odm6di1SqVi58+fD1afXq9n119/fXDREAzKWKlrg3HHKpSHZk5H7JGNWgZi2qWanc2mMwqeV8GrSM2Xg0DU0w5eYKu5XxEfpEcLtWxFirrwY8CF8pkIknUMBoOQGYzEEZiBMB/pKQPa6uMSFAgpotR+auYqfxxMhT2bQedAA2B0HtWvR/2kuVSk7MdA50XH5bRSlvbK/3nLgBQYTHr/oN/FKAtY6Jzo5wrYFBDosSsz2+cPxsTpg6NmadusdBjC2M/HfcE6QCAbSYVGo72Lhshpr9ehq5Ds9Xohva+6VdUiqTyF1LwIL3g7Qg/eAn8iDgBBQ7l6Dp54BwR/pVIJPnr6Q9AgfL5YLIbU2IVCIUTYK/8qFArBPI85HWvA5cuXQwR/qbR3F0Kr1Qrrent7O7gNCEAslUrWarWCWZ3jl8gdTs4oH9U8B8vLy0HIA86UTyZJEtwInKpgDqAkSVK5Drhj4MqVK6FdN9xwg41G42BLTYmsMXqDwSC4jI4MDDDpMW3Uax6euXqtTJ/zZvIY4/CMzNcT04piZrGs7/ncC06tVzVbbXeMCasQRKgr+lWriXcbxMZNNy4bPPa8tkf75xmgjlkewef74S1BvlzeiQmhkyK//sz2C/5YG7PWyiz1XS3NWpbvE2tRzcG6hnSedF0DDNgbvJcVHzSpLZPGLLZ+Yn2JraWscfFl5QEDJ71GPSEUAV/EZ+mJHjXhKy9VwezN8Oxj5Z8KKNTsrdqqWgb9ftL9jsLlXQ0cg1PZYZaeCzRx5kJjl1Tu8KNaNet1d3c3gBHK9zzYLO0egdQ6Sl8Zd43biu0LtaYpKa/VkwLecuv5p15eVKvVAthAmVNFlbo1Z0GW9S5GucGA+qi81s4A6qLkGV10vOs1RWU++DnomJqedeF7U5cXzEwypnGdFAYMtOzP9vvJ0TJZaJibFBhpsAsbl3Zon5kgUK36aOm3/p/F+JSp6cL0mrpuIrQ5tAXao2XGAgh1HHRhe3+dr1cX92nQxLKA06Tns0DWQYR9HkGX9V5eAGKWZnI6V96H64+C6akSNe96ywAMR9dIrC2zCtdp4+mViqz3sgTNpDryAsHjpGazGW5FRVvX43mlUil1zz0aLFpxoTA+2YQmTAwICYBGo1EwwaMpAziq1aoNBoNg0ifnAAFrmvGONmCy7vf7Yf2wltrtti0tLYUTD7RdQQeau1qmcJFUq9VgFUCeLC4uhrbTPwL2iNpHODabTVtbWwtWTT3CCEjxPFnzCihoNttbHxosqbyB4+Xlctna7XZI74ylgnTRjJFaUjgBQR4PZCnWDZW3nDYgfkEDFr08mEQzpSOmk/ob8zEN9kJDj8GpgIAJsXBhLJO0ebP0JQ3UkaXd6gLFhILgxHQSYxowTn+EUolNpNGlqmkpU8UloAGM2kf9e1IshQdIlO+DRPxxSyWAD+NNGdpPRd06fqBZBRfKLFUDYW61rNOmdeWhgwiVPGUdtC2zjKHfP8pA/BpUkK5WK3XZ+X2lVq2riQc5rLWh2qaftyz+oL8nPXtShN8XhQbz9+bmZogiJzMh88cRPk4QqHDDdI3A3tjYCOfUGT/inTTOycdJIRh9bJTZHh8g6h1ff6vVsu3tbVtfXw/3GfAOQhme1O12w7rThD1mY366vLwcZAtae6FQCFcu670AmuBuaWkpCFz4e5LsuXUBMur6LJVKqaRL1MMdDIPBIPTFyzod06WlJdva2rLNzc3gDgAEmY1d1SiVzHe5XLZ+vx/q4jPADSCPfprt8fjFxcVUltBcay3vovRCPiYMdEHEtET9XMvwz/t6PRpjAeki9VpbrC6zsRUixti1T94l4J+N9YnF5Y8vqsWE92Pauy9Phe6kMdI2aXn87WMtlCZpb946omPiLTE6dmoR0DVy0mAgD2OPtXHae5PGT8fHWxkOApJi8xcrw9drNgZ9as1SJqvvxebRgwE1T3rL2iz9iWnfswjkGIidBAay6vHlnfR6NUsHOKNl4hf2e0/NzMXiOAER5ahC5APf/HipPx3C9K3uA40J03WGwodg5XnlGxrLoMGpMUBnlrY+azwVmrLee4DA13ZhoUBj1jHUIGdtNwJe5ZBfb8of9ci4xnapsqyWlNhFdoyBWsmTZM8CoLELft5VedV4gkO3DKhZnglkcfnOKGnnYT5+8WkgGp2CcWEWwYSiA+u1GcgLcr9YGSz13TCoLDjPHP1m8RYD/Dt6C5cKfR0fL6zVr6ORrIouqTc2zupG4RktgwQYarnA1Oh9cb6tGkDoTz3o+NB2dSWppnAaGOtxUxZQ9n9fDU0qJwYIdW48qFUgq3vB71d1HSkomAQsD5Niwl3dlro//bpWfqRjdFqp0+kEC6Rqe2Zj3qHaOzwAs7q6KTnbT/+5BwAXgea/39jYsCtXrtgtt9xiZntzTv1ooxxz1BssdTxJo6sCfHFxMQTfYQHAxK3JgSiLvAVqFfVHAC9cuGCrq6t29uzZ1J0NmuhH82g0Go2gXWOGX1paSilt9Xo9xSOxSChPx2WBlr67u2udTifMx/nz5wMoYR81Go1wioD0wsgodcWcOXPGzCzlHlKQYjY+XdZqtcJ7egyV8cxrtcsNBpiI2MYy269F8pkiKz4zs5TZXLUbLwD5XgPy1KytcQmKylQIK9r0gp/6FPnxvpp9KF+DRwArCkzYFBCC1wcKKlPiPSXfXgKJMM15kAD5WAxtK8EzHlFqnbFgmmKxGACFgpeYK0V9kNCs510Pm2KWnRhdjWCIabdZZR8WEFDK0n695cADBGWyus/UKuDJx5Go5nS1wnXaOELe6sJvGKRnoLRVj/Uqv5hkIThJSpJk3zFe3AbsY9Ug0cJrtVrwn5uNNd/Nzc0gDNGoqYcjarpmut1uyIKnsVJc2LOwsGDdbjfUj6DHskAbucsA8IHyBD9DS8fFwZE7PYGlJ8G4HIm+kcVQ3Zi0Bd88pMqmauN6LLDT6Vi5XLYzZ86E/vT7/dRxQuX7tJc+0iZOIvR6vRTw0SPeKr8g7mwgzwBzj2xBQcZtQdKoa6+9Nsxno9EI9zLkoZliBmIoWzeRN4PE3o+965mV36AINCgmuL32HCtTN3eWxj1J8/V90AXEdyogtWwv/M0sF/P04+EZte+XfhfT/lTro30xLYoxwiypN2zhi5zUfq1X5+mrlWYRHHkF3ix1TypTv9P50nWooEABa2w/xNZwbN/Stlgb/LrU97IE9CRQpwBXz5Hr+Xe0ZQRbLEbptJH6femDth3hglD1ypBZ2pyN9sjnMd7C+wgotTJiRlfe4McePqrH3eCVHCWkbxrQyLpQgKJleyUEoYxFUsEHffDKmdnYQsrYQaoc6SkaHXedC+WZPKOXA6nVld/aTwCrWnZ5J5aYSK1wuAw0xTTl6okP5fVT11qup/7/gVPNXAUcHdModI1aV+uBbj5d0LoQmQg6M4nJMUAwAAaG+ngG9BVjPph4FAx4Ic6CpA6/SbR8kk2oNs4C9mPA3whbH18A+URFlJPlY/PM3zNt+sXcqrVENYzFxcVwPpaN5c/+KqkmpsdwZlmUczp8UqavDEzXkVrcdJ3GwKbfRzGA67X3mHDPEsCxz7MAjwoitNZ6vW4rKytWq9VC1Dy5+7vdbhBCrNNp7TkpwgRMtDz7lut2G42Gra6uWpLs3TzZbrdTEfSj0SgEHUIE8C0vL6fMyJubm+FGxEqlEhLs+L1LkB9n54mO1wBitFXWkwYr83etVgvtVTePWj/gQ5wwaLfbYRzQpEl33Ol0bGlpKZWlj+A6FYzkXygUCiF5EwqO2TgJHP0kgBDhXC6XrdPpBIsNYMTMUrEUACL6zBx0u10rFAohlbTKPVwKuC9QvtirHC1cWFgIrnNcO4wRuQVoH+6aaTSTZYCGe58Vk0zuaLO0D099HCqAleGoYEWw6wL0Jm0lFoaWqaBFg2XUtMOd1NpOrcdrSzHrgjLQmG+Gehg7BT7KhCAV9ixoBRK6MdHyaZtHifQjlvaS/31bkyQJJsBqtWrnz5+3xcVFW11dteFwaIPBwL785S/vY/psHuY4pmnmjWo9bDqIFj7tnWmCbhrpu/7zWdubp+7YXMeEvgKEWPuyyuJ3DGx7io3dNKuAb0uWVQAT+fLysj3gAQ+wc+fO2U033RQE5Wc+8xm75557bHNzM6VJZllBssbguKhUGt9dz8U02tadnR37yle+Evqv1wwT74Op3czC3mZfkoMf0MDpBBWMSqpIYGWhzmKxmDra12g0Am/EdD4a7V24RLt0zpABROh71yxgAzcD/BEtmEyNyA6y/tEvsz3eSL5/xkf7ivWi0WgExYexZPyHw6HV6/UgvBcXF8P4I3dGo73LjHherQucwGMckQVYTTqdjnU6nXDEkD4RVwCI0fsj4PHINLIe4rbIQwc6TWAWjx4HDXlt3mvb/K2CWQWIL8NvSq/lqPBWwazghecQpPq9tk/75TUnrdNr+Gbjo3XaTu8r177GwIAvX10vCmpiwjbP/GnbdBzV3YFptV6v2+rqqp05c8ZuvPFG297etna7HX7UlObHMWYFOS1a12FpgDqWBxUYMW152jPTns9bl//cg4As4ZsFBmL/Z2n4k9ozjWJt4wfG3Wg07IYbbrCbb77Zvu7rvs7a7bZdunTJ1tbWbHNzMzBKv+c9j4r1/zgpZg00Gx8R5hifatAaR2U2tnyiMPAMIEOPHSLYvVXPbL/VRxUktHHlCZy7B2iYWQAQZmMXCG1VDRnAQqwBbVAXB23TY3YAAeWRqljGYrqUf+kaSpI9twoxFmpB1lwIXmZoWar8JkmSSgetylOSJKksjxwl1CRNyItSaS+HhMYuUI7GNXi5Oo1ygwHQDAPiJ0Q7zCLVBalmHd5Tk7u3FPCOnyivSeiEmqXP3VOHdx/wTKx++gHRfrUisFC1jaA+FmQMPKiVgI0WmywEPOOlPjI//rTR+xPVH6Vzh0kLYc17mgccprKysmK33HKL3XrrrfaYxzzGLl26ZF/5ylfsypUr4XpMM0sFKumY6Dzj55rT4dJhAREfLzMJDByk/GkAYhaAFgPv/AAEzpw5Y4961KPsoQ99qD3qUY+yCxcu2Oc//3m755577OLFi6nb604zkY62VqsFjVotAGj67GPcB2jPaPD0Fe0ZMKBxFWbj4DqEOtpyqVQKZ/HNxm5jQAOmadIXNxqN4GaAv8GflpaWbDQaWbfbDUINAWtmwZKQJIldunQpuCPILVAoFII5He1dtX8C7egTFhBNqz0cDm1zczPF60lmxImE3d3dkCSoXC4HK4FaXghm7HQ64apoThnoldNLS0vW7/dtc3MzxEp0u1279tprQ/pnQF2j0bB2u23lctke85jHWK/Xs36/b1euXLGzZ89as9m01dXVcF9Bo9EI/cRywMmNnZ2dsG6m0UxuAgZBNdoYslJQoNq62VhQaPQkGrtq4TyjQRyxze+PSsU0dgSfIl7aZZZ2X3hLhzIoEJhZ+hIlRYOUqWZ9RdSKFLU+HU9FgPqObirK9kDI+/e8tUXLZoz5MRujcrO9Db+0tGTLy8sp85vOlY4PlhH6p9rWaYgXOCrGn9f6oZrnrG2ZZDb3wDhvWX7+sixwk9oca0OszcdlFdL2kHim0+nY5uamtdtt6/f7Ke3Vv3tarFcQQKBarVqn0zGz8ZEyhKtq2PiMt7a2QqxAqVQKCkG9Xg/R9QhgFByyAfqrdKlP0wiTAAergLpY+c39LPV6PZUACD7SaDQCiKE/aON60gPlxMyC/xyFBv85fdXjikT48ywmc7VmUvfCwkLIS4BFg/o5RqkBmqrAATwYSwVgtI1sjCRfAjDQnvX19QC+lpaW7PGPf7wtLi7agx70ILt48aKtr6/b5z//+QActP5erxfmQN0xKH953bMzX1TkTYkQHYFUqKqZXkEDk+8FjDeL+XdjVoRpbVNTlApmFZIMIPWzWLQO7Rvlqs+eNmi0qw8KzIox8GbKGJNXIKNjHCvbv0+7ADVqvVErBe3lO7QIPYvs66Vt1OVjPE6zBpYlyA67zbG1eTWUZ3y9gM96/yAUE56T/p/2LGVeTft0DXc6HVtfX7dLly7Z5cuX7cqVK8FHHgvUzWrfSa5dPU2gygvtQ7jqngMkaI5/7QuWPD2LDw/GdA1/0GN4CFwV+ghe+Iua8Qn0q9frKeWQd8vlsvV6veDzx6qprgsVaEmSBABgNrYAYMbHvM47ABCVMxypZH8rf48peJju1arA/6pYYqHRrI/MCb5+LDZ65BDeShxDrVazWq1m1113na2urtqNN94YrAsABrOxslko7B3bNLPUhVLMN7w911qbZWEyUX7DMnBZ6Xv5TIMN9Two5nq+U01ShbUKIMpkESPEmSAvmCFF0AosmFRdCCrQdAOqtYLPPKhR35UyTdWY/RlgxkVTHCui9wkkYAa6cOlfVvyEHnvUsdNby4hm7fV69oUvfMF6vZ7de++91ul0bG1tze69915bX1+3brebcp+oFqExCHM6GB0GIMn7vtaVJaSnCcerBQKzkoJn9iNn1jc2NuzjH/+43Xvvvfa5z33O1tbW7MqVK/b5z38+BA/GfKkxIH5Y7T0odbvdkH4YUpcgAXfKN8xs37336kLF6sdngAq0TsojSA5+BVAASFQqlXB3wWAwsMXFxVAvke+j0ciWl5etUqkEkIImqzEE/p4CMwumfywCAAUFKvV6PeUuwZKApk/AH3wWFyf5DHZ2dmxtbc2Wl5fDGBPx/zVf8zXhrL7ukc3NzQBYlpaWQp/ggZw4IFlbu90Ovn6sAtVq1e65554Q5IicKhb37lAol8t2zz33BLcQpxsYw8XFRSuVSvaFL3zBGo2G1ev18F5Mrk2jmcAApAJbGYhaBnwAg9emddOpyd67Ffit5nYVnuqSgLRMtQjoM14gqxasGz8WD6GC3zNs9b2qlk0d3t3B55p5UC0n/jk/7tpGPzeMhXfrxMzD2kZARqfTsc9//vN2+fJlW1xctMFgYN1u19bW1mwwGARAx48eP9U24hJS5H2cdFKAJE+90zThwxRC0ywJk+ry6zxmFfBlXI1VYNKzfq2yrwCx7OXPfe5zduXKFbvnnnuCf/Xy5cshUjvmKshT/3GS8k6Cw/SoIIIOwuyMEDezfXuP8UJb5RnVwKkHP/ru7m7ItqfXAGv7kmScAphjj+rXZ17UMoOgA3goL8HsDWDg4h9AjyqR9BGLBkcWC4VCKksgIIc2os3rUTyO9WlwI/dAoGR6jZv+ELlPnAK8EPCjABZ+XyrtXaGslyVduHAhaPqUhatBY8cKhb2LmnBNEIPBuHa73WA5mEYHBgOquauQYjJV6Ezzz/ngJUgtAAjHGADwgMKXqeBBha0HB15Y0g81oSmg8UJa+6NBfVnleuY6ya+uDNDX7Z9jM3kQppYL/7zXDAmeYVHWarXACGCmGiRJnerr8+3Li1APm2JjpH09CFjIei9vWZME36Rypwkm/37W89OEcdZ7WSAgq+xJgCD2Xqx8366sdqI56ntra2vh9rqdnZ3AVCeBgZh14KQApe5hzTwK8EYLNRtnddUgO1VIVIExGwdFw1sRdPAvf/IA7RTgwP7XWAI0YQAF9XAZEmCAvtEmgIgqW3pCgfnjcwQePBPZgBmeNL4KQOi3RuGT2ZX61d9OexQQqKtGT3chmJvNZsi5QJux9pqlZYW6YLyrZ3193QqFQurmRVXq1J1NpkF/8oR5yBu4fSAwEHMF0DkdHH1WUTwDrYJIfUS6AfR5HUzq18h67/tCCProe/6mHi+Yfb8U0KjQ1k2m1gcWHQtC/ThqPVG/EhtTz75qu0Cr9Dl2osEs7eviez037OMtFCTBOPTqU3xZulHNLHWGVwGSZtjSMTA7uTwD9yU6KaHjaRJ453u/n/x7swCBSXVNaqM+Cx+BGRPEpbwG368HyrGyTwOpZREfM4Jb3SLwvc3NTTMbuwj4gfcsLS2ljhTq86QE1itxSWzjtWENZiRlLmfbR6NRuHaZZ8zGPJpnVEDGCEtDoVAIgXNYSIh5wLyu6YrJKYEbhCuXzca3HqI5b2xsWKFQsLNnz4bvUXySJLGNjY3gYuh0OuG0QLFYTNVJ0OPy8nJYk9wvoHMHT9Z1yhxysiBJkhDXQcCrmdnZs2ftwoULtrOzE+5SoL2sC2SNnorgtME0mimAUIUOk+U13ZjW7QPUYhtNzfE8o9HpMbeDCh9lCMqovPvAm3dUuGuAC21RwakgQN/nXW+ZoN0aJ+A1F9qldaBd63t+nFkIajHImh8/d9pnxlnr5zNllP4UiR9v7U9s3CcBrqOmaVr4UTL+q+lzHk3df39U/dGxiq3bWUBAXqtDHmuItksthfqdlqPA1/ONrLJPkkilrPsJgaZByggavYmPpD8AI9931Yyr1WrqeCBKCQJrOByG43mlUsmazWZQHnhO45E84MK1oZq2AhqNHUDwUxaggbsMVGkEuFAPpxwajUY4gVCpVMKFTzGejrUBkMKYeHnF+OqVyIyvxrRpAKe3zOgxdzLVmlnKKoOcAPQhD5Al6h6hXZpx0Wys7MYU9yzKDQZUM9RGq8ChEXSWhnpBoO8pE1MzSdZzXjDqGVvd7FkDoIJfF4SPLlYzC6RAJ8YI9X2AjIIBM0tFsqqZyZfnmZNnWt6qERMClMPc6fv+OQ/kdCx5Rhe1b4cvx8cHnKSmNWkzzAoIsgRg3vr8c3mF/CzvXC1llR8TjtMEdd5n/ffT5mzS58rIPe/xfIv3YgDmpIGAmQXNFyGMpZPLZ5S/FArj2/585L/ZeA+rQIXnEgNglgYAGniotyAuLi4G8zVtQjCbpZWB0WgUhLu6OvQ4I0CA4ESdQ97VK5npl2bzKxQKIa6C7HzM4ZUrV4Jw9YmZACb01we0qzuDNpRKpTDGquDxzu7urtXr9ZTpHqLterJLwRfvK49FxukxUl3bajUxSwPpvO7ZmcAADVOBitDz2na9Xk8hR0VCPhiP7zGTM0GKir1w4XM1wesA+gA2BsZvcBWkSZKkTFf4mnQxqN9NmYj6agqF8RG+hYWFlObt79xWVK9tMhsnQ2IT850KaV0cMWbKwvL+NU1EQl2Up1YMZTbKXBknXQ+6KbyVJLYpjoti6Zi9RplXyB6WgKCcSfXmAR5HQVcDOE4C9Knw1n0YAwN+32aVdVpIhR68BBNwpVIJeefp0/XXX58S0js7O7a+vh6izNWkDl+BT9VqtZB1FMsDQWsQx/mWlpYCSOFkhvIzBKwKdNqplgEsCCsrK6G/9Xo9nPjA3alxS9SL8DazcBLi0qVLwWxuNl7Lq6uroV30WV2yWASIK8H92ev1UrIAHler1cIJBo7+JUmSCqy8cuVKuNcFV0C/30/FKXD7IgCD4EfcNJoQqtVq2dLSUpgHXArdbjfIARI9Jck4z8ah31qoAQu6+Zhkr9WqOV6tBx6xxDTeGLjw2j7PeHO2R0yxcvRvrxXTz5hJSdusoEO1aEXbsXYrWmXRqDtEAw7VNUKkLJ+r+0TbRt/06Cbkx9rnf9B+UGeWxUbLjGmv6u7R+ToJ0qNKMauHt8xAMatBHu11mmaZZcWJPZf13TS6WhARA83QLGUeNqjIY4lgfHXNTrK6TaOTtBAgRDgOx9rFBWCWdu1x5h6+QlyPgnqEKfwThQHepMqPAiqUNfz+Ph7Iu0S1ffjpy+VysAboMWSOKKpmDn8CvPDbzMLdALgYUFD0+mBVIMkiiO9f3SGj0fg+BIQwQErTEaPgmo3vVQAM0Q+ufNZx8G7lZrMZxtZbAlDCEO6NRmOfVT6m1FA/48W8aOzYNJoJDGBO18+0wywYXUDKdH0AmZqrzPajdq8ZqYDnb2/e91o2z+tGUmGl5XkrgX5Pe2kLpCZ4TFZ8rvVpW7S/CiLoj0bBqmWF/mkbFIyolUaDOVXY6Tj6WA4FAn4uFBBo/7NcMjpmMVfRcZKa/fT4prYvNreH0d5YeVngIovyaOp+jcX+nlZGbI1Me/6oKI/Qn+X7WcHRSQIAJbLf4QtnLy0uLgbBoccMEXiaAAfBpWViaWD9xxQSDQbmO/ZSt9tN8SQ02JjCmCRJOH/PcUMFHAg+PalAuWYWXAjqD1cNmAx8ZhZM8/7+AT2SiADf3t4OWRB7vV7IkVCr1WwwGIQ4Bn2f/qn7BlBRKBSs0+mkBLPKET5XMADgII+Bygw0fUCHAga1sqrFulAohL4xJ4cOBtRkQcMQODGNURvOwKhWpkyZRcT7CHh/TMYsDShU04e8AGNQqVPRlEa5Ql5bjGm3yix10WmqSxWcKgi9UKcuPRPrFwWo1CPlJElCDm/GRq0OequXMkNMZIyfP/6o4I12qluBxamRzjyv/aNsELcPfDku0hMPZmlLgAdKSnmF4kEpr3A+SLlX0+6TBgKHRaqUTANgp0X4eyoWi7a0tBTyfKANs54RkPy/vr5uZhasBCp0SCSGwD137lzqSBp3D1Sr1aCRXr58OfARs/1WP/iFygL2O4nS0Ja9eV7nhsBHeL0eXea0ggrZzc3NsJ+vueaaAJr0qnXlhwqM4P3VajXcFXD+/PmUll4ul63VaoUcAMVi0dbX14Pb5Nprr00lPaIfXKPcbDaDxQDLSK1Ws3PnzgXLBemaIeZycXEx3GBI+2gvid4w/RPvAaggL0O/37eVlRVrtVqHf4Uxmq43I2n8gArmLDOoIk0Vkn7TqlXBC1NvLYhtZK3Ha7eQWgFiFg5fnloVfBn+OTWR8Rzt92X597V/XtD7fnnwo/3RTUp5Cmhi/Yq5d/wceECloCCGhnnHx30cF/k1FvvsKASEF8pZAjSr7piGHwMuWZYA/17eNsfen9be46I87Zv2Tlb7/VidBoAA2Pf7UJUyf8pH+YNa+3gPJctsbEZWvopWqRH9+LQB+Kq9qyIB+AeAm1nqWTV5q1VCj1krjUbjwEW1cGgfab8qLJr7QBUo4hdoK4IcAMDftIdjefQZl6PyPIIIic0iyZK6iv1pCgUsJHhinPhOTy0wFoCtxcXFAOR0DlCamdfhcBisStNo5qOF/M3E+kAN/o6957XIGENTZudN3/q99/f7erxw0jq8BqzEotd2+XJ9MAzkTTjabn7rxvXmPd7ViFwWJcFDXqDrGKrGrmBK4wr0b21zFhjQAEoFH7yDf9KPpQcDsWdOgjwgmEVAH4QOWk6Wdq8MfxpdLTDQdswqIA/TqjKpvdPa5b+fZb6zANdxEtZGBKb62GH+6o9nffsTRPANzPSqxSPA4BnkLcAabDY+EaCnBjROgDaaWdD+0cY1oY7eDYCgS5IkaPXqmuA7BHmz2Qzz4EEFlgEEtrpAiBMw27PkNptNS5IkBCgSlInVQMcUiwwZGBkLeDE8cGtrK9zYiGWDeojxAJQwzvB9btpEJu7u7trly5eDdZ0xYXzJF6FAEP6seRnoCwBhGuUGAz7YwczCcQwFCbr4WACxpD8sarOxjwpSYa1Cn4Wn2m5MY02SZF+ebgYZ4ajIUQdTFzV1qsDTcthgWi8bUE85qA8oBmD0Mw9SsrRutcrwHhtAzx8zTzoGbEr6rRuX5z0wYaExtroReY/7DfyP9vEkSMdQ2zuno6PDnOtJoC0v5Xn/JNdoFqmWiLDRM/5JkoTz9OxvUueSUAjTeaFQCDcgFgqFcN1tjKegBBANX6lUrN1up0ACPByT/nA4tJWVlRSPHg6HwU1QqVRsdXU18FP4EH1BCNNOggRJwKN3HQBMqBchS2pevXGR8/4a2wB44DInM0sd16RODeLe2toKORB4DjcCJzw0k6FeLdzpdKxer4dkQZRz5cqVwFdJ8DQYDMKpgeFwaJcvX7bRaGSrq6v77mhIkr1rnlVBx62DpeTQYwZYHMpMvWBUAe7NnGZxLZu/9fc0DTJLO8oKBNO6fAAe5emzfKbtjb3nBbkvi2dUs45ZEvhb61RNPWt8QPb+cwUCOl5ar2oH3sLgjx35tmq5OtfequDH8KSEsMaKsFZj/YHytndWbfmwaJb6DnvMZ7UqKJ0WQZvVhxjoOIg15TCJCHsUFNatCkZirvR6YFW2vKuOMnwCNFWWvADxig+kZnez8XFoeDE/mmfAKz+8R1s1nwJKm54aU4WG7/2pquFwGK5xxv9OfRrAqC5SDZwEQCkvID6MExo6jsXi+Ppg5YeqDO7u7qV4py7N2wA4Gw6H4WijthXSGC7aqjEBzJ/OYd61mxsMgJr8YgDVqElcNUqzuIDUQdIydeL96QN9JybgmHD1QSmyM0vnS4iZjFVgK2rWIBrNZ2BmqcXvNVA2IHUrc2GSvQDVscDCwLOU64P+9DPvCtB54VlNYuLLYvwUDOhc6hjpZvJMx7fvpEiDWfOCguNsb6wuP2Z+TR603MNqn7Zp1nbloTzlZYGLg4KQmIJxUoAP4oIf2oBQWltbs0KhEG6/S5Jkn6YL71D+hEZpNubpCBUCFEm/azZW+MzSFkO+S5IkRPCbWbgTgJz6fI6/n8uGvHuZi4Lok15/TD8IcGTvIuhxazA2CFBM/fQPUvcFFgzuQMDysbi4GCwOKvQV7MDbuPCJewl4nlgCBDTWnWazGe540ePi3W7Xtra2rNPphNMS/mQHz/f7/ZCOGeACkAAMZLlwsyg3GGAAveaMIDAba6ZZKYLN0scgvItBy1MkyiLGBKP1a/kaWQupwFXAwnPqu2HQvXlb6/BCXNut5nNMcIVCIZjx1EKgaF/7opYVxkDbajZOXOSJjabuCN5Ts6IuEBYic0ZQix6l8SBFSYEH/dIgGR0nD+6OixQM0FZt82kkD0rndHCKCfn7CpEilz2lPmb1wRcKheA+QNgjyNjTCI9+v586vYSAQdBVKpVwzK/dbluz2QwAQU94ASzIgaD8TZVEYgFoP+9tbW2FZEhcx6sWCjNLxRdw4oAsgvA5siFub2/bpUuXAk+75pprQhkLCwvhZAPrQeUBZ/P5X09bwT9IXOQVuosXL9ri4mLq2CRjwLFQdV0g/5rNZgAQGxsb4Vri5eXlkMhJ+a6609UFAcgAzGjuBeY8D+UGA16b5zP9rRuOyVQNUZmvuhx8MKGSap2U49sQezfmJ1HN32vgHuRoH/Rdz1gUqer/HijF2hH7TgMhaYNq8j4i1wt9/tfIfR93oPVmaUMemHktVcFEbC4muReOm3SslLy14LRSbJ3mJb9XZ6lzmgDVZ7T8wxpLbzE7zLJnpZOqVy2OavlkPBDg7FVN0OMtkXyu0fnKM6hP+QNR7ihvUJY7GCuFd0NiZfSxXF4Zg9epAKQu7xKlrxrND49U64MH/5pcCT6sZv9CYXz6oNfrWbVaTWUS9EHajGehUEjFXnEM0SuhyjvVlaJxDfRd6wLQAIgolzFkTlXJZU7z0IFvLVRNlUH0aV8ZbN9wnVAveL02pFp3FqhQAcfnPgLTL0rdKFnAwDM4FeIxSwHPsXD9RvGCXiN1FflrPcRq4D/jyIhm2PKC2ix9aoEFrpq5j6/wG53xVEuGjrUyEeZWy9AFGLPYHCepi8VTbI7NZk/WE6NJwvQgwi0LvOr3B9GAY+9lAUS/1mLtyFuXlhmr76AUA01ax0HH6CRIzdscM0SDRQAuLS2F/cYtd7u7ezfo6WkBNFOC7QqFQtBAfXwBRwsJSCsWi+EG00JhbBrXI3NJkgTtmGdpr5mFI3TwDMzYZmn3LZYNAAgCkJMV8EPlQYCcer2eso7SF93bJGxirIrForVarcC7FxYWrN1uW7/ft06nYzfddJMtLS1ZrVaztbW1ML4aAE/ZuHU4co0ZX63nvV4v8EqO/TGfjBmm/3a7HdqIBURPIRSLRev1emEs1AqtFptcay3vokQQZGml/ryjCmcf0KbCDiHC3zHmooLMAwKNnFcAEGPs2i6iW5lM2sVA02fv3/JgxAfPsFg1d7/ZGHHrxoC8/0zrUjCkgtlsnBRIQVeSjANdFJjo+Cr4iLXBxyXoHCgzUiDH/zzDAsasqEzhuEnnK0uDPc2WAU++3Vcj5PK+d9CyJ5Vzte0+TjqpNuIerVarqWAy9jKCiQh/+ESpVEqZ583GmmatVjMzC6cTcAfqfmbfalAcGjhXH6Ppt1qtkIlPk5GhwNG20WhkGxsb4WrfK1euhHYNBoNw5n97e9tarVawXPA5341Go5AIqFAoWLvdDtcy1+t1S5IkxEMAQMgMeObMmVAWidwYZ/qoWRyXl5dDzAJZFyuVii0vL4c6l5eXbTQa2ebmZpBnABP6DnAjwt/MAs9GdunNjZyqUDnS6/XMbHyKT9MgAx6uXLkSTozwGVcZT6PcYABzzCSBpUJBBS8d95pyDMH7d/S9GFhQLcNbDNQMRNkqzH3dk7QjZbqq4fs+8ZmisWmMRNujbUJD933kb7P9AZE6jt4E6C05tG2SGUm1f0CIWj60TB/Rm6X1HTfpmMWE/jQgEFuneeudVdAetJ6s8rLqy6onZmXK067Y91nWhVnKiJWp8znL2or17aBze1yE8MBE7BUDBLQH/pi94dvKu73SQJmqyVO2txDSFnVZoAQhrPWon5mlNHUf0BYDhKq8qBJKTgD4oud9BOmZZa8ND3o0nojPsXooD9Wsj4VCIQAqQA9/q3Wcz3EdaAAimr3ydh0H5k1BIKcjUCpRuNRiorkWfPD8NJoJDGhjERAqpBW16hGX2OLyuQVUuPG5+l/M0n5or3Uysaqlq4BVXxhlqkVA+6L1xbRftSjEtDT67AWtCkh/bI/26iLHeuGDDpWBqcvCuyEU0evpAJ5XDUDHKsYosQip/04XLnOuICxm5TkJ8gBq0ubQzRn725d5teSF0WGMlY577O88QOAoyDO+g1Dedw+jrtNAHEXD/LuwsBAi8xHqmpp2cXExnDDY2Niw0WgUrvM1G1s7WdPsXU1dfOXKlZTAVlcDGieX9hDUxzPqpuB5ThswF5oRT3kU/BBrBKACfrK8vJziXcqvARztdttKpVKKb2I9RktGkO/u7lqn07Ek2TuZgFVhc3PTzpw5E24xpD9o5MViMfTfB/kxFpyo2NraCnEHmjGy0WjY0tJScPeqvFALcr1eD64c8hyQQ4B3Wq1WcP/oaQpNvZyHZrqbAIFkFtfMvRDhR83aXuggRCD1O/sNrfEGWqfXfPUzb+LnGcwzKtzUbeGtHNoOFXR6Q5XWo0dGPENiMbNB1XwOqKHt/HgQQBs00U9WcidPLFY9JuOPS/o50vHXMfIuCMpQ86SPBzkJis3dpPacFqvGUdBJa8MnXf99ic6cORNMxBp8Vy6XUwF0qoQgALl+F3MxvEWT5Zjt7QlNQIQQhDeqe0ItCtRL5Dq8RmObENIcFeT2QCLgSWjE0Tp4GLkBEHpJMj6hUCgUbGNjI5UhEZ5GJj9Nh6z8dTgcBqFPymDM92QpxLWAm0JPN/D/hQsXAo8jPkKtNV4xok+tVss6nY5Vq9XUZVLaPtw+GpOAvKAuXAG0H3nVarWCsqqyIQ/NnI7YCwwVEDGTj2e8+n9W8J9vfEwYxZiJByOx9njhrnXSJt9HX7YPyND+66KgHX7s1KriNXztow98iZFq6b7PWdqR1qnzoH3zc+hBYEybjcWSePfFSVJsHPzaOGwt/Sgpa11kWTeynslDB9G0DxNMzVLvVxPYwJ+vlkR80gAB9rFaP9UHDnhHUKGdalC2JixS7Rtg4bOa6nNat1onNabJKzZqTQQcmKV5iVoMUHZirk6sqZo3AN++uixwn9AmxlfLLhaLIRMgIIR3lU9yWgOLKf3WMdV4MR1PtHsNQtT1qtYGBLqPbUCuFIt7uRsUEDDXmgY6D810tFA1Zy+4NHpeBYE3KesE4odRn5YuIq8xZwEPPo8tHAaFuhVtxUzzqi1TL23yQs9/rmCAZ9Qs5zV+XdBqQaCdmJY0+jcmsClPn9EEITHAYTa+zW93d3ffWVTf1+3t7TC+/tgi46unBnzfTpJB56039twkMHs1dR7XWGQJ5GnASEnnLqusWcdnUr0KJg8CJrLGNquuSfWetHWoUCgELZKcA4ABAsfQwuE7BPMRWV8sFkN++nq9bmtra7a7u2vNZjN1+Q9lYWo3s5AimIRGEP75nZ0da7VaQUvvdDrBrK6XACFgt7a2rNvt2nA4DC6HQqFgly9fDmfi8X2jAcM/sF7QVpUblUolpFXH6tBqtWxnZ8f6/X6wVnAiAxnG6YdutxusAdddd52tr69bt9sN/YIHqmzQgE1kIMGUmrdA8zYMBgM7e/asjUZ7KYpXVlYsSfZONqiFWa0VjUbDarVaeAbrDO3CosFahr9r4GUeyg0GVNBp7gAq1zOeapqPRZprmZBuOg1K8YIE4a5CTTeCtxwowsOPgvBHeOnfWh7AR+MRFJVp/1S4+/OdMa1azf4ABg8q0AYATjEwwmZT9GhmKdOdIsOYwIa5+EUTay9jp64fnV+1Dnht4b6orR1UEJwmq0IegXY17fXWlYO+6z877DHMOwZX05/DJvaVnmrC/E4+/Hq9Hs7CAxbUd6zaOr7vmLKDkAZIkMOfPU1WQeIYOEmAlUKTlHG8EMF+7ty5IIzb7baZ7eUkwGevAp3YA4QhJnOUFviPBsrhSjGzINRJ9gNvJekQ729tbYVkR2jsxWIxjGmtVrONjY2g7KhJn/Eql8tB6JqZXb58ObSLAMFCoRD6iSzZ3d0N4+Nd2Wop1xMfZFtEjmGFIKMhAKRSqYTYEtZDHprJMhALDFOBEWP2WZvJm489qomRCjcfvBfTPL2Q9hqratYqwGNoSsHFNGah1gttl7Yb7V/bFFsMGiDpYxN8f7Q92l4+z+qXHxO1PCjq9X3zZcTqPQ3ktb+s75ROSgjkGbeDCMssEH4QOm5t+bRblI66DQhktVrqRT1eCVIeouVQlvJFTerjfdxmYzBSKIxvTtWjgxrRr0oJVkeVGWqpxWRPcBxleQun+uy94qG8VcdHXQZmFmIgUDIJaFT3hz+CSYS+j4dgLFXIKr/27hltL+NJexlLMwvxEfB8XAmaxElPcdBOlTEa0Kgumrzr+EC3FqqGmCUYaIRHPUywZ9CKXDH/qFaLUKRuBQ2qiargpT4NeGEQ/eLyrgaeU8an5nU+U2HtSYPz1BrBItCNRCAiVg+IidaJ9zEJOkde+MfAWwwYKNDAfVMsFsPtWj7YRTUL3wb168Xm+KToJOv3IO2kKQaes57L81ned4+bspSE+wrt7u6GBDhYAAqFQup2POURBP4hzDiSxy18mtMFYYjJGrdBo9EI2jAabrFYDEIUP7ZaNfmbjIWlUsk2NjaCRcFsT7Pu9/sh/wH3AZhZ6gpfNGYACMGH586dM7O9+Ws0Gra7uxvO2quVGMvA5uamVSoVazabdu+991q/3w/10552u22VSiXcdgjf07bQH7Vsq7WX9gJ0dGx5j9gIeDzzxHgVCnuuEsz/119/vdXrdVtZWbFLly6FVPPqRiHDYalUssFgEPizZlM8MsuAIg4WH0JKP9cIexW0KjgUKOjfDJ4PrGDCFfngt6Itat6PITT1mftTAH4DUiek5u6Ym8Rr74pYPZigXWoei5H3nfmAFNpCXXoqQ8fWW2G0fTpG1KmoXuee5z3i1DlSxsAG8KbK46bDrPdqBUleIawUA4fH0ZajFJqHAY7uS6DkoIRGyA/+bczdjUYjnPRqt9upI90AAEzLyqMgvRVQwQZCpFqthux+KAfVatXW19eDYoP/vlgshotyiFcATCC4Oban0fbw436/b2aWOooI8AGwaM4C5I/ep8Jn3EdAvATyAVdHqVSys2fPhjrUKkJAXqFQsGuvvTa4mfXypcFgEGIYWq1WeF/zNQwGg5SLh3FGdigA2t3dtdXV1TAWzL13DamixhgAeBqNRrgICbCkJy6m0cwxAzTMLy5vRtH39HMFCPq9arJZZamAZXB9rIDXhvVz717gOWWukzRYFZhewOvnPlDPn/PUdqoJybdDy8y6/EnbnOWbnyZMfL8VqPA+7YhpWbF5M0tbG7wl4rST9j/v82bZJ2Em7YnDpliZsX04iQ4CWmJ1xdrlgal+dxjl530+Lxg6SWuORoRrnJKPMkcA6vM8S5wAypPyTr0qVxPVqPVSk95wFJAkSGphNRvzKwQZ5+03NzdTuV88z/YarCoUAA0sBGqlpl1YMM0sFcAI0V/iCwi+VKVG5QPgZ3FxMXWxE3WrZYSxoB5IZQPzorKPsWVMfPZEtT4ob/dKpZ4CoT0AhyyFN7rWZlmUTJL+T8O9mZyOewGtGZRU+ECq0TIg6g8ys2BKUc2TgBL+9uWwEEBWmnIYUwsT5YWglkE5nnhXLSIaCMl7qiErc9Q6daF5UMPflKvJNRQZxwCAbx+kY8bmo/1q9td+avk8rzEQWq+aJr9a6ST6NitgOWma1NarAR/TKDZO95VxW1xcNLMx+OdmuwsXLpiZpdL/mo35nJq1d3Z27Pz581Yul0NefDRTylbTMsF/g8EgBMkVi0Xb2NiwVqtlrVbLFhcXbWtrywaDgTUajRDMyIkDgASBb5cuXbLRaGTLy8shIHp7ezskO0KTN7Nw2x98A1M6NyeqsC6Xy8GETju5U4CkRwTbKVgAaKhL2PNs5A78bWdnJ5R79uzZIEtarVYYLw001/LM0gGC8PB+v2+lUilo8/SXgED6ZmbB0sNc427h5kM9XsjJBYIy89DMbgKvXatW64WAPs9CNbN9Qs4nvInVqYtds2mxqX3AhteSfVCctkeZhVo5OI6j8RFmacSmglYFqWr0KgjV1K+I35epY8iG1jHXMukn5iUdG3Vv0EZtixfsbFTVLszSt6N5N4mvw6PXvGaq46IsLf2o64qRF4KzaqNHBQjyaMyHTX4sVHO82nIP8t1JWgQgVSSIli8UCkHrVaud+s419ohnURTYo5ubm6mEQp6/cbQZAbWysmKFwvh+AACFxncBKhC4Ozs71uv1Upoxf/ujgRz7W19fD58hIM0sJAkqFMY3+O3s7NjS0lJwcSA8l5aWUimFEcjc8wDAIIMiwAKhDw/HHVIo7EXtc5qBcSemg3Hc3t5ORfMTO9BqtcL6xg3BGAGYuO8BBW843Ls1kflDuOvpB06VkJxJr3xm7A7dMuA1U2/yi2m5/lnvN1ZB7YEE36uwjFkaqMubHn27/PNZ7fV9UoHny9HfZumsewpkssYxNlY6TjpWOkY+cNObj3Ts/Lj4fmRZJzzFmLSOFZ9nxRL4/hwnTarXr+Np780imLIEtf98GgDIU2eed2NrLS/l3Tuzlj1pLKb1+zDG6zD6cJSk1jzdW+pzNxubjHlHI9X1qmL2KIJMj1fr9yg2mNTVJ8/7ypvhN7yj7dfkOhrLxbPeFarvo/hpbhue5W8uHFITPtqwKmuqgHmFSK2s6q7QfAF+XPhBACuP80qyBhZqIL4CIg0ih7y8icldrCzMpfYHS08emkllU79xFqP0i5LO02nN6hQTSHpkRsv1glbr08Wftbl1IWBSoa185l0dZum8+35iKJcf2q4WBQShAhn6oOXp4kRgqzauz+ASYQF5Qa0gyltm+F4XpLqAdON6n5eOJeXg99INkyTpyztUGzmNdJSa7nHWd5R03GM0pzF5kO/5FIK6Xq8H/tPtdoMvvdFoBJ89gswDgaWlJet0Oqlz7GiemlIYnkmUf6fTCaZu5dHqOtSjfgQ+cr8BZnd1JSJgi8ViSOIDL1T+ghbdarWs3W7b5cuXw2e4hLEE6AVGmNvVbct5/tFoFBL90E94P4mMyuWyra2tpQAWbcRCwekrs/Etg5juie3AWkCdJGDC9W5m1mw2gzxoNBoh0VOtVrNOpxPiQYinIImRmYX7Co4MDChD94INNKYaYhayNdsfH6B/q/D2pGZs/72ayWL1gDD1CKGia4CFF9T+XUjN+4oWs7Rhj8B5TxGsnj1VYKD/q8XCW1ZUwGv/+FtBlwco2nZNuanHanQstE4dawVMfm6PmybVq+2cVTBN0+gnfZdV10HGKM87RyF0Y7zgIM/457MsZldDvozY3J1WYIL/mHHhVAF8ZHl52czGV6gjeBBKCAr6h4BX/gTP0auQdTwQWKVSKZjB4b/wH6LXIdWG+/1+OHlA2VxYpCZxeIsqj/jiiRmgLVgiyJBI/ZwwMBvPqc8tkCRJEMr8DdjhsqfRaO9a4mazGdoMH+QSIgVUgBzaqG0gY2Sz2Qx9VrcrMRO7u7u2sbFhjUbDqtVq6qTCaDQKeRmw2KjCiRKI8uXl2zSayU3ghTufQ6rd6ueqacYEiAcVfKaCPgYYsoSNF8Je2JmlI9014JB26rtZ7VPAoP1TTd6bO2MWESbW10Eb/ZhpezzoiD0DAND2+Od0DP1ce2uIH+ssa8x9jaYJHT8XWc/nEV5XA0CuBjDM8n7e8ThIm7KEcGw88pY/y1gedPyPm1SLRyCpaT5JkpRA0yN5esNdzM2oe1iTEVGPtwSrdq2/aSeCnO9UGPEuAAVNG6uDxjOYpWO31JUAKfDQ43YaWa88XWOatM/e/+8tHIyJdw+gTFEeYEDvkmBMsQyopQFgoS4bPRZJsiGNA/FyyJ/i8LyYv2MKdYxmvsJYTSteaCoSYvLoPKiGifGoUwVzDFRQJu8rKlVtHPLphXUgaReoDLMLSFTbpfXTD+27ImFMWXoWVv16alaiXb7/SgSYsLFZLKr1M9lsWtAyY6lHhHy8gLogdGHTNq7ppC0epGgbsgCTWgxOyjJwWOSB3X2NDrvtCgQOalU5TXQa5xcTPOZnDRJjf62vr4d9jzVveXk5mJUvXbpkZhaS1phZAA/wKeohgBhQUa1WA8io1+uBnxMAB+9k3Lrdrpntza8mZ4NvEdg3GAxsfX3drr322uDbRgBSrpmF9uK7p12rq6th7XGHwLlz56zZbAbwgaavyZWwmFAmvFLTGuNSKZfLdt1111m327V+vx/M+vBRTY1MACSBnvwwZowBFgCAwebmZrDcMAY33nhj4LdcQ00blfdSv/YPcIh809sbp1FuMODNxGZ7DF597/o9qEUFtt9o/gicWTpCX2/Simllet4zRjpx3n2gGnBMc+dZPRurGrMXwmbjG8a8j09Rd5YWrWOqCF7HBNJzwyQlAiwpUqVOPTZEXR48xawZikppm59TPmeMWZBqsYhZkea0R3nHJK+Q8hr3QSwCB6FY2YctWKft9YOSLzNmATspQnCpsrWwsBB87/7+AM0YqlnwdB8OBoPAeylTI+/b7XYAH+r715goFClvHUIYcTIAAYzvG3O+5+1aTqPRsE6nk7IWjEajcOEQQpA+Ly4uBgCBq0HdGvRDg/UYUw2yZExqtVoI5gMg7e7u2ubmpi0tLVmlUrG1tbUwJtRdLBZTGSJXV1cD6AKUoPVTt1oTVI6o3OHkA/XqaQcdU8rwiYkO3U2gmy3GYLKEOo3WxaiCy5sZ1R8fE5D8rwFwvn1eoPEu5ni1Mqg5SQUm9egij5WjpPEA3sKhJpuYcNS+qlnIC2zKxtTkTUO+rWpWxB2ilgE/nzGTktah5js/99495NtyUox1EhjRvs/y3kHrO4x3DwNcZWn0Hkzo514YTxPAs7QvSyvPMz95KMa/stpxHMAmL/lgbASamuOZl9FoFPz5HDlD4MCD0E5RKOBTpOg124tR4Bid8i6ABwBCzfK0hc85K6+BdQpo1MKpFlMNAMTUrsf21MxOnZyWIC6B9mL5QOACalRhQbASazAajYIm75W3wWAQLjby1lasEbSNuAwCBtVSrFH+AA6N4dDxpCyOKpqNlUF1MagsxU3hFcRpNNPdBGYWEI4KWkztTLhqhDHhNhqNQqpGHxCni0qRKakfVcBSt94QxeAo2vT+Mt7XKHsfCKjtYAL0s1jwolo6dKJ9el9fD8/HhLEPhNR+saEY7xgYgQHoHMQ0dp5nocME9D0POLQf+r+3yHj3yGmjk2L0J00HFaazvHO1lo/jnpsYcD3J9aFXh5MAqFarhYC7y5cv20033RTMxWiolUolnAyAB+3s7NiXv/zlkKxGlRN4wGg0svPnz4eguS9/+cupY4AEzW1vb9vKyoqdOXPGisW97ICkE0bIErWPAKQ/uItrtVrInaCCGXcBJnuIeAauBIY3ccNhkuy5OzhBsbKyktLGMc8zLoVCIdxtoHkZkiRJHVfEPM8Y93q91CkHMhnyHamju91ucLlgbaCPWAy2trZCYGG32w2nKBgjHQtiP8wsnCCgL4CkZrNpW1tb4Qf3Sh6aKYAQUq3fm16YND3nqu8oqeBQk7M3dfs6qZd6EEh8R4CKd08kSZI6i6nt4Ht9B4GpATeK3lTL5l0v0DHleICkQlTbonWrkNbF6l0fsbJ1s2g/EPZeo/Dzou9p2/R7HQO/RnzMhr533KRzOU04Xa0GmpemCZtJGvskymprlubtv8urQfvvY1aDowB/Bx2XSWV4Ok2gFWHC3obvccWu8hs00cFgYGtra6nnzdKBZwhVzcjKOiBZjUb189NoNEIOfAQS3y0tLQXhw/cIeYCCHi1Xvoigg//zLgIYxQc3iN5CqOfzsXCQfIh1iPbNeKDJq8KEMjUcDsP7i4uLgZeh1KFsarsw5XNUEr6qxygBLfB+YgWYGz2OrYodY8p4YXXQUwP0s91uhzIBJXlp5tRwajJWQammK55jMevlDVnCXZkHf3shqoAipiWzeNQUpFG4ClBiwMRs/5leNpL6yRGCnuFpG3jeMxYPirwZVPuqph99x2vj3vKCj0vNYfqdFwxah/9O2wV590ysPO8aiVlSjov82E5i9jEhPe2zrLomlT3t81mF6bR26Xd+r017Lw/592PrPg8QmzauR0F52nVSQDaWoKZYLIZgNa4BVn5JRrpWq5VSZNQk7aPjdX+ieWN15TuNhoffczwPgQef3d7eDgHIw+EwHCP0fJw2aMpehCjCn6OVCEwCJeEzWAO4N0FjErQe76JV3qiuX4SvV+QUhDA36vev1WrWbrdDe7k9sVarhZgEPTWmdQIAILW6e8VVUyt7Raff76fm+UguKlJGrqgltlE802WiVVhzKQPmD12MlKfHZ9D2PTBgIr2pmmfNxoF9etpB3QWj0SiVUzu2QLRu+uiFrY9D8BYP7ZdaIFRbV6SowCXmF9LnPcjyixhgpOCNdrJpY+OoYIvNhVmKdvt5Y2zQAliUJ0kxsHlUlNcKcVI0yUrw1VTnVwOp9o/JmD2lAo49Cl/b3d0NZ/EXFhasXq9bo9Gwm2++Obh119fXQ4xBoTCOPO/1eoFvLS0tpTRgBRJo/Agbn6FwZWXFtra2bGNjIwixRqORAghnz561QqEQ7jUolUrhQiQtT3k9QKBarYZES4AQPdlA32kfpnO07EajEe5q0KRG3W431NXr9ULsBS4HBS4q06iPNnMtMn0rl8vhNsFKpWLLy8vB1aDlMsYkaeIUQ6/Xs7Nnz4YcB/QL+UY5XKyEFefQwQCD683CfqL8c5OCF7xVQDVO/V4FI+XHLAy0yZ91nXQszrfTl6e+c68N+3YqYNL6vDuB+qgz5pfnfzX7+3GOtdcnnKAttEfjJGLfa/naXx/foXOt68Ejbv73WSVPgryF4L5OB+nDSfV7Wr261pSuxppwmHRSwC5JkqBhctQ4SfbO6GMajwX0+f2s7UeAoQWj9PC8Jhwidz/veSuDHptD0CKo19fXU4KboDf4CKehzManGagX7Vzjv3BdaHuwjtB2BCogQAMmEej44zXAUC2/nEAgTkOPXNJ3ntOjmVtbW6mjfP4kBP2kL6p8xXh8obDnssH1gcVHLSTwVvqnR/mJK6HuaTTz3QRqoqHDKoyyfmcR76oW7H/MLLUoYgLTAxT9ngVqth9I8JkKN/3OT5gXojFgoVYEDz5Uo9dNyiLxGqwifR+bEQNElBm7qYpx9laYmInXz5sufI110P7pWGkdswSxHAVpfw5TgE4TXDHQOK2deeqdpY1ZwCdmKdHfsfZMa9O057PqySo7a958Gw8DEEwq7yTBI1aAer0eBHOSJOHSHh/5rklvfDmeL6GFo6myZ9H8zcw2NjZSIIOy4E2qvaNB046NjY0gvClf46pUlvhEPwg33MxqlUyS9NF1PS6O2wIfPjxJszNi6h+NRuGoIKBKx9vMbH19PaQmVlmnPA5wNhwO7ezZs4E3UgdggXbxHm4Gtfb6dYiLgTgKxpjjiUmShAyMo9EoBD4yd4PBIHWB3SQqJKfVljmnOc1pTnOa05yOhU4momtOc5rTnOY0pzmdGpqDgTnNaU5zmtOc7uc0BwNzmtOc5jSnOd3PaQ4G5jSnOc1pTnO6n9McDMxpTnOa05zmdD+nORiY05zmNKc5zel+TnMwMKc5zWlOc5rT/ZzmYGBOc5rTnOY0p/s5zcHAnOY0pznNaU73c/r/AOn+PuoP2uQIAAAAAElFTkSuQmCC\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -586,11 +700,69 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": { - "id": "HFEZS1VHMWJf" + "id": "HFEZS1VHMWJf", + "outputId": "533fb271-a8a7-43b6-d494-33260407159c", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 81, + "referenced_widgets": [ + "30402bfd283142d0baa761cb2c27879f", + "3b6d6798afe740f784750bde66b9a9a8", + "60240e06fcff48e0a1618794bbc639e3", + "1ce527126f464498bc5b5647d3db3567", + "49524553419c4eb298d1fa6ee8c98a05", + "86a7b1c785d94e9297525b2dc0f7fd47", + "b57f0d96d4ee4746b2f774f761eabe2d", + "248a5126b07c4020aad74e05bd3b12cf", + "504f1d6fc0d34aa2aefa3d478827bd20", + "2b308d3687ed4f0d9a969a7e35f4c902", + "205cc1372cd246b2a778adf0edd91d23", + "dd7ce9bcdec548fda27bc24a3592712c", + "8fe00dcb52c94e2cb35d68f77b359e2f", + "36b5bf7e5ad24dc7baa102fa132ae25d", + "6def10b44e3f442db31c0b6d6b173846", + "7cf2bc0b3f014119a3958098cb7016ea", + "a72fdcb0faf746de9fdecdcd72c23cbb", + "4b5f753535fb461a900879dbd49c6bd8", + "09edc8f857f449fe9a2bff2faf431759", + "6c2ea74f228f4d05b82b011ec319aa1e", + "f0a2536f5fe649cc897de219003cdf0d", + "22d03591a69d4f4cb4c422e751a5c3d6" + ] + } }, - "outputs": [], + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "config.json: 0%| | 0.00/1.75k [00:00" - ] + ], + "image/png": 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\n" 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -821,25 +1297,25 @@ "In this approach, we do not fine tune AION-1 further for a new task, we simply extract the embeddings, and build a simple prediction head on top.\n", "\n", "\n", - "First, let's learn a new AION function `AION.encode`: this will take a dictionary of tokens )(from any combination of modalities), and output embeddings:" + "First, let's learn a new AION function `AION.encode`: this will take a dictionary of tokens(from any combination of modalities), and output embeddings:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "yNNB1kp1Ms9Y", - "outputId": "029d0269-78f6-4b14-e24f-c4bc71cd2064" + "outputId": "0090ef67-7b06-4a35-c2c4-852401940e99" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ - "Shape of computed embeddings torch.Size([2, 576, 768])\n" + "Shape of computed embeddings torch.Size([1, 576, 768])\n" ] } ], @@ -861,30 +1337,33 @@ "- `model.encode(codec_manager.encode(spectrum))`\n", "- `model.encode(codec_manager.encode(image, spectrum, g,r,i,z))`\n", "\n", - "This will allow us to test how informative these embeddings are as a function of what modalities are provided as an input." + "This will allow us to test how informative these embeddings are as a function of what modalities are provided as an input.\n", + "\n", + "\n", + "For the purpose of this tutorial we are going to use the simplest vector embedding method: **mean pooling**." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JP2lC85gQLkc", - "outputId": "a2fdb87f-d191-4f67-8ba0-4fcf832d86f9" + "outputId": "69a08cef-28d6-4245-b11d-2713dbda8e14" }, "outputs": [ { - "name": "stderr", "output_type": "stream", + "name": "stderr", "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 60/60 [02:23<00:00, 2.40s/it]\n" + "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 60/60 [01:34<00:00, 1.58s/it]\n" ] }, { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "Successfully processed 3815 images in batches of 64.\n", "Embeddings shape: (3815, 768)\n" @@ -964,30 +1443,9 @@ "execution_count": null, "metadata": { "cellView": "form", - "colab": { - "referenced_widgets": [ - "e44386d2f57c41dab1394686d39764db" - ] - }, - "id": "AF8HN4-PUzxd", - "outputId": "a83c7243-0514-47de-92e4-c43ad8ea9a11" + "id": "AF8HN4-PUzxd" }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e44386d2f57c41dab1394686d39764db", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(IntSlider(value=7, description='index', max=15), Output()), _dom_classes=('widget-intera…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# @title [Run Me] Similarity by image alone\n", "from sklearn.metrics.pairwise import cosine_similarity\n", @@ -1051,30 +1509,9 @@ "execution_count": null, "metadata": { "cellView": "form", - "colab": { - "referenced_widgets": [ - "aab413f716ff40748da55e1f0829f4e4" - ] - }, - "id": "RTWY1sZZUzqz", - "outputId": "b26411d6-24c0-4c4b-ada9-61ab37d547b7" + "id": "RTWY1sZZUzqz" }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "aab413f716ff40748da55e1f0829f4e4", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(IntSlider(value=7, description='index', max=15), Output()), _dom_classes=('widget-intera…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# @title [Run Me] Similarity by spectrum alone\n", "\n", @@ -1155,7 +1592,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": { "id": "7pjCuuQYajFG" }, @@ -1168,7 +1605,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": { "id": "2y7MuyfSownX" }, @@ -1180,36 +1617,54 @@ ")" ] }, + { + "cell_type": "markdown", + "source": [ + "And here is all that is required to build a new estimator 🀯:" + ], + "metadata": { + "id": "SlecgQelSSP2" + } + }, { "cell_type": "code", + "source": [ + "knn_regressor = KNeighborsRegressor(n_neighbors=2)\n", + "knn_regressor.fit(X_train, y_train)\n", + "\n", + "# Predict redshift on the test set\n", + "y_pred = knn_regressor.predict(X_test)" + ], + "metadata": { + "id": "3y5wnRgsSP0v" + }, "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 564 }, "id": "gQBaI1m1li5F", - "outputId": "270730d8-3f82-4a89-823d-e84dac3fec31" + "outputId": "b9c35420-f04f-42cc-901a-add21945bf0e" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": 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19B2PBrt27WLChAlomsbSpUsP+Y+jBoMGDeLf//43JSUlMX9c/PTTTwDNWgP57rvvZubMmWzbto24uDhycnK4/vrrsdvtMbP+LdXwmjW8NkIcqWTGV4gOrmvXrqxfvz6mbcmSJdTV1cW0nXXWWeTm5tKjRw9GjBjR6ONgwRfq7x7/9ttvWb58OZ988gmXX345er2+yb5ms5nx48fz+OOPA7Bu3bpDvMJD19xrnjhxIm63m48//jjm+HfeeeegzzF58mT0ej0vvPDCAfvtb9byrLPOorKykkgk0uQY+/TpA9TfPATw9ttvxxz/3nvvHXRVjgMZO3Ysl112GZ9++ml0TemzzjqL7du3k5yc3OSYGm7GmjhxYpNjOtjr1qVLF26++WYmTZrU5hsftGS22GQy0b17d7Zv396s/oqi8Pzzz6PX6/nTn/4U81hBQQETJkwgEomwZMkScnJyWjz2fU2dOhVFURqVVrz++utYrdZmry9tNpsZOHAgOTk5FBQUMHfuXK699troTZSHYseOHeh0uujXqxBHKpnxFaKDu/TSS/nzn//M/fffz/jx49m4cSP/93//h9PpjOn38MMPs3DhQk488UT+8Ic/0KdPH/x+P/n5+cyfP58XX3zxoDNS06dP57bbbmP69OkEAoFGy6Xdf//97N69m1NOOYXOnTtTU1PDs88+i9FoZPz48dF+BoOB8ePHs3jx4lZ7HZrS3Gu+7LLLePrpp7nsssv461//Sq9evZg/fz4LFiw46HN07dqVP/7xjzzyyCP4fD6mT5+O0+lk48aNVFRURJdVGzRoEB9++CEvvPACw4cPj85kX3zxxbz99tucccYZ3HLLLYwcORKj0cju3bv58ssvmTp1Kueeey79+vXjkksu4ZlnnsFoNHLqqaeSm5vLk08+SXx8/K96nR555BHmzp3Ln//8ZxYtWsTMmTP54IMPGDduHLfeeiuDBw9GVVUKCgr44osvuP322xk1ahSTJ09m3Lhx3HXXXXg8HkaMGMGKFSt48803Y87vcrmYOHEiM2bMoG/fvsTFxbF69Wo+//xzzjvvvF819oNpmCWdO3cu3bt3x2KxMGjQoP32nzBhAp999lmzz9+rVy+uu+46Zs+ezfLlyznppJMoKytj4sSJFBcX8+qrr1JWVkZZWVn0mM6dO8d8r/Xs2RPgoHW+AwYM4Oqrr+aBBx5Ar9dz/PHH88UXX/Dyyy/zl7/8JabU4eGHH+bhhx9m8eLF0e+93NxcPvjgA0aMGIHZbObHH3/kscceo1evXjzyyCMxz1VeXh6tgW+YUf7ss89ITU0lNTU15vsZYNWqVQwZMoTExMRmv3ZCdEjtfXedEMea/a3qsL+F/QOBgHbXXXdp2dnZmtVq1caPH6/98MMPTW5qUF5erv3hD3/QunXrphmNRi0pKUkbPny4dt999zW54H5TZsyYoQHamDFjGj02b9487fTTT9eysrI0k8mkpaWlaWeccUajBfuBZt1p39zNPHJycrQzzzyzyceae827d+/Wzj//fM3hcGhxcXHa+eefr61cufKgqzo0eOONN7Tjjz9es1gsmsPh0IYOHRpzXFVVlXbBBRdoCQkJmqIoMecIhULak08+qR133HHR4/v27atdf/312rZt26L9AoGAdvvtt2tpaWmaxWLRTjjhBO2bb775VRtYNLjzzjs1QPvqq680TavfhOFPf/qT1qdPH81kMmlOp1MbNGiQduutt2olJSXR42pqarSrrrpKS0hI0Gw2mzZp0iRt8+bNMas6+P1+7YYbbtAGDx6sxcfHa1arVevTp4/2wAMPxGymsL+v88svvzxmRYyWrOqQn5+vTZ48WYuLi9OAg24isnjxYg3Qvvvuu5j2/W1goWmaVlpaqjkcDm3ixIkxY9nfx76rsOTk5DR7c5NgMKg98MADWpcuXTSTyaT17t1be+655xr1axjvl19+GW3bsmWLNm7cOC0pKUkzmUxaz549tT/96U9Nfu8f6Br2/d51u92azWbTnnrqqWZdgxAdmaJpmnaYMrYQQgjR7gYPHsyYMWMOWr4i6r366qvccsstFBYWyoyvOOJJ8BVCCHFM+fzzzzn33HPZtm3br74h7WgXDofp378/l19+Offdd197D0eIX01ubhNCCHFMOe200/jb3/4W3ZVN7F9hYSGXXHIJt99+e3sPRYhWITO+QgghhBDimNDuM76zZ8+mW7duWCwWhg8fzrJly/bbd+nSpSiK0uhj8+bNh3HEQgghhBDiSNSuwXfu3LnMnDmT++67j3Xr1jF27FhOP/10CgoKDnjcli1bKC4ujn706tXrMI1YCCGEEEIcqdq11GHUqFEMGzYs5s7afv36MW3aNGbNmtWo/9KlS5k4cSLV1dUkJCQcxpEKIYQQQogjXbttYBEMBlmzZg333HNPTPvkyZNZuXLlAY8dOnQofr+f/v3786c//Sm6u1BTAoFAzHavqqpSVVVFcnLyfreIFUIIIYQQ7UfTNNxuN506dUKna70ChXYLvhUVFUQiEdLT02Pa09PTm9wHHiAzM5OXX36Z4cOHEwgEePPNNznllFNYunQp48aNa/KYWbNmRXdWEkIIIYQQR47CwsJWXXaw3bcs3nfWVdO0/c7E9unTJ2af8NGjR1NYWMiTTz653+B77733ctttt0U/d7lcdOnShcLCwl+9DagQQgghhGg+VdV4/PNNfPJjMd5gGFUDTQPPpq+pXPxPCNe/S280WwkFfMTFxbXq87db8E1JSUGv1zea3S0rK2s0C3wgJ5xwAm+99dZ+HzebzZjN5kbt8fHxEnyFEEIIIQ4DVdUoqvGxqaSWHS6NkN6CalRRQ36qF71I3U+Lon2taTk88exsfj/9zFYvS2234GsymRg+fDgLFy7k3HPPjbYvXLiQqVOnNvs869atIzMzsy2GKIQQQgghfqW8MjcLckvJK3OTu8fFnho/qqqiVhZQ8r/HCFX8sppX/HGTGHj+TPz2tsl27VrqcNttt3HppZcyYsQIRo8ezcsvv0xBQQE33HADUF+mUFRUxBtvvAHAM888Q9euXRkwYADBYJC33nqLDz74gA8++KA9L0MIIYQQQjQhr8zNnBX5VHmCqKpKhTuILximdv0iqha+iPZzaYPOZKHLWX8gYfAp6M0GNhS72mQ87Rp8L7roIiorK3n44YcpLi5m4MCBzJ8/n5ycHACKi4tj1vQNBoPccccdFBUVYbVaGTBgAJ9++ilnnHFGe12CEEIIIYRogqpqLMgtpcoTJNlu5NudVfjDEepyl1D52bPRfua0bvSafh9x6Tn4QiqqpuENqm0ypmNuy+La2lqcTicul0tqfIUQQggh2khhlZenF27FaTWypcRNUY0Xly9EnddH4ZxbCZbnEz/0NNJOvQ6LzYbNqCcYUYmzGOiRoOP16ye2el5r91UdhBBCCCHE0ccTDOMPR3CoBqq8QRJsRiKqhj9kInXaPYTKduDoNw6DQUcoHMGngEFRMOt1DMh0tsmY2nXLYiGEEEIIcXSymwwoQR8fPHMfruJ8TAY9SXYzNpMRa2o2tr7jULX6koiwqhGOqJgMOvpkxnNK/7Q2GZPM+AohhBBCiEPSsEyZJxjGZtSjAb5QBLvJQHHeRt7/8yWUF+3CsTWXlDtfxmaz0TnRSmmtQpUnQESDsKqhKJDqMHNKv3RmjOpCmqVtKnEl+AohhBBCiBZrWKZse3kdFXUBKuoCgEKy3UjRiv+x7O2/Ew6FAPBVl1KQt5meA45DpwOHWY/T6iArwUKFJ0Dv9Hh+P7EnXZLt6HQKtbW1bTJmCb5CCCGEEKJF9l6mzGrUUekJ4A2ECfk8rJvzFCU/fhXtm9S1Hz0vuo86UzJbSutItJnolGAlK8GCL6QyONHGlWO60jXV0ebjluArhBBCCCGabe9lynqm2lmzq4ZASMVQtYPVr9yPt7I42jd9zPmMvuhmRvfMYEdFHZuK3UQ0DbNeARQGZTmZPCCdnmmtuzXx/kjwFUIIIYQQzVZU42N7eR2ZTgt1gQiVngClKz9g40cvokbCAOitcfS98C56jBiPL6zhC0XokxFPrzQH64tcdEuxc+WYbmQn2tDpWndb4gOR4CuEEEIIIZqtYZkym8lKtTdIze5t5P73efh5a4jErgNIOedOOnfrismgxxsMEozUb0ih0+nokeqgxhtCpyiHNfSCLGcmhBBCCCFawG4yYDHo8QbDmPQ6Ejv3oufkywHoeeoMht30LKaEdEx6HaGIil6nw6T/JXJaTXoC4QieYPiwj11mfIUQQgghRLNlxpvplmxjY4mbJJsRbzCC6fgL6Nl5MHFdBlDuCWPU69ApCnX+MGnxFuIsv0ROXzCC2aDHbjr8MVRmfIUQQgghRLNUVFQwdeo5FC1/H71O4ettFYRVFbPRgC2rH6GIiqpqaBoUVvuwGHX0SLWjKPUlDZqmUezy0zPNQVaC9bCPX2Z8hRBCCCHEQS1btozp06dTVFTEF198wRWPdsNqykKHHoNehzcYAcBm1OELqRj0OhLtJox6HWFVxReMUOzyk2Q3MXlA+mGv7wUJvkIIIYQQYh9778hmNeh488VneOCBB1DV+pvUnAkJ1Lg9jBmRDCgEIyrGn4NsSNUIhlWqPAF6pDqoqAtSWuvHbNAf9uXL9iXBVwghhBDiGLR3uLWbDGQlWNHplJgd2aoqy/jyxQco+GlV9LiJEyfy4NMv8u9cN3azEX0TM7dhVcUbDDNtWBZxZmOj52gvEnyFEEIIIY4xe4dbfziCxaCnR6qDvplxLNlcRpUniH/Xej586m7c1eX1BykKv7/9bp5+7C/scQWwbN6KNxgmzmJsdP6GG9jizEayk2yH+er2T4KvEEIIIcQxZO/thjOdFmwmK95gmJ+KXHyxsQSHSUfF8ndZ+PZstJ9LG+KSUplw3cP0nXwqiqIjK8FKj1QHuXtcOMyG6M1r8MsNbIOynO1yA9uBSPAVQgghhDhG7L3dcK80RzSwxlmMZMRrrN9dAxaVdV/Oi4be3sPG8Nu7nwCrk7yyOopqfGQn2ZgyMJ09Lh/byup3cbOa9B3iBrYDkeXMhBBCCCGOEXtvN7z3LC3U35RmNCj4MXH+HU9istg448pbue7RV4hLTGm08UTPtDiuHNOVgZ2c1HhD5Fd4qPGGGJTl5MoxXdvtBrYDkRlfIYQQQohjxN7bDTeIRML46moxmeIwG/QEwipJPXvzpzcW40hIivZrauOJnmlxdJ/gaPImuY5Igq8QQgghxDFi7+2G4yxGaspLeGvW7UQiYW568k3izAaK/X6MOiUm9B6oblenUzrUDWwHIsFXCCGEEOIYsfdNaYXrV/LuE3fhqa0BYP7rz9B5yrWkxpkpqfWj0ylHRN1uS0jwFUIIIYQ4Ruh0Cif3SeKtfzzKqv/NibY7UzJI6HsiXZJsnNw3jc3FbraX13WYjSdaiwRfIYQQQoij0L4bVGTGW/h+4zZ+d/Vl/PD9d9F+XYeN4/QbH2Zg96xouJ3YJ+2IqdttCQm+QgghhBBHmbwyN5+tL2Z1fjXuYAgdChUbVrDqX38l6KkFQG8w8rs7/8yNv/8DDrMxJtweSXW7LSHBVwghhBDiKJJX5uaReRvJLaolEI4QjqiULPwnru/+F+2TkJbFxBv/SvzgYRj1uqMy5DZF1vEVQgghhDhKqKrG7CV5fJ9fjT9UvxWxQaeg8EuZQvrgcdzxwn85afQJVHmCfLGhFFXV2nHUh4/M+AohhBBCHAVUVWPVzgq+3FqOqmkkWA2omkJEg8xTryRYshVbn7EkjjqboN6CTVHIdFpidmM72knwFUIIIYQ4wuWVuVmQW8riTaXU1HoJl23F0O04jHoFTauv5+12+ROENYVQRGVPjZ8EmxmrSU9prT+6G9vRToKvEEIIIcQRJhxWWVtYTaUniD8Y4budldT4wgSr97DnrXsJVRaiv+JprBnd0NDQNAWdokPRVDQNwj+XNjS1G9vR7Ni4SiGEEEKIo8TiTaW8viKf/EoPwYiKLxjBqNeRWraGL1/9C0GfB4DST54i++pnAR0RVUPRKUQiGgadQpLddMDd2I5WEnyFEEIIIY4QizeVMuuzzbj9IZLtJnSKwq7SanZ88hJr186P9jMmZZF21kz0Oj2qVj+76w9F0IAUh4k4s55tZXVHxW5sLSHBVwghhBCig1NVjYIqD/+3JI8aT4BOTguaolC9J5+8OQ/gL90Z7dt7zOkYx11HQDERUVUiKpgMoOgUzHod2YlWav2Ro2Y3tpaQ4CuEEEII0YE13Lj27c5KNu5xAbAt6KFuw5fsmfcP1JAfAMVoptPpN3LWjEsJqbCuoIpKTxDQiLMY6ZMex1nHdeK47ISjaje2lpDgK4QQQgjRQeWVuZmzIp8qT5BAKEJE01AUqFjyL6pWvhftZ0rpQs+L74PELvjCKr3S4uiSaGH1rmoy4q3MGJXN8C5JGAzH9hYOx/bVCyGEEEJ0UKqqsSC3lCpPkJ6pdup+XnJMr1Nw9hkFSn2MSx42hewrniYUn4UCmPU63P4Q2yu89EyL4/en9GRU95RjPvSCzPgKIYQQQnRIRTU+tpfXkem0UBeIEA6rWIx6AmEVa+d+pE++Dp3ZTvbI0whFIrh8YUxmPf5QmBqvckzW8B6MBF8hhBBCiA7IEwzjD0fQR1QWf/gmyqCzyIg3s7vGTzCikXD82WgqBMIRQhENq1HPZaO7cNqgzGO2hvdgJPgKIYQQQnRAdpOBuj07eOa5u6nYvZMep7kYeNbVdElUKHEF8IUjqKpGOKLhtBrISbZz/vDsY2Lr4UMlwVcIIYQQooPRNI3577/Fv//0B0LBAAAFX71P1onTSE9NwWk1sqfGh91iZFCneOoCEY7LTjhmNqI4VBJ8hRBCCCEOI1XVKKrx4QmGmyxJqK2t5frrr+ff//53tC05pzdnz3yCMl0ipbUBQCPBbqJPehzekEpKnPmY2ojiUEnwFUIIIYQ4TBrW5N1eXoc/HMGs15EaZ2ZEtyT6ZcRTtnMzF198EXl5edFjLrnqWob/5hYKXCEidQE0DRQ0ku1mQG5iawkJvkIIIYQQh0HDmryVdUHiLQbQYFtZHd/urOKz3GIiGxbw3bvPEAmHAIiPj+fVV1/lggsuiJklthr1KIA3FJGb2FpIgq8QQgghRBsLh1X+/V0B3+2sIhSO4A9F8AQjaIDDpKf420/J/+jZaP+Ubv24+eH/Y8i44wHQ6RS5aa0VyErGQgghhBBtKK/MzY1vr+FfK/PZVlZHfpWPEncQTzCCXqfgDakYeo/DnJoDQPbYCxgz83mKtXjmrMgnr8zdzldw9JAZXyGEEEKINpJX5uaeD9azrrCGiBr7mKpBnT+MyaBD05vJPO+PJIcr6Dx0HP6QSka8hVJ3gC82lNI9xSHlDK1AZnyFEEIIIdqAqmr836KtrCuIDb0Rn5vyT/5GqKqIiAb+kIpOB8bkzqQOPAmjXkdYVQmpGplOC3lldRTV+NrvQo4iEnyFEEIIIdrAsrxyvthUSkT7pS1QtJni1/+Ad+NXlH/0OFo4iAZoWn0dr14HoYiKQafDpNdhNekJhCN4guF2u46jiZQ6CCGEEEK0snBY5Z9f7cAbqk+9mqZS+93/qPn6X6BGAIi4KwhV7caU1h0NMBv06BWFOn+YtHgLcRYDdYEwZoMeu0kiW2uQV1EIIYQQopWoqsaK7RX8d+1u1hRUAxDxuqic/wy+7auj/cyd+5Ny9l0Y4lMA0FSwGnXUBSPYTAZ6pDoAKHb5GZTllB3ZWokEXyGEEEKIX6kh8H6wZjff76qmLhAmEFLx795Axcd/I+KuiPaNP+E3JIy9BEWnj7bp9RBRNRJsRnqnx2HUK2wrqyPJbpId2VqRBF8hhBBCiEOkqhort1fwn+93szq/khpfCFAw6TRqVr1H9ddv1U/nAjqbk5Qzb8PafXjMOcx6+O0JXTHodJS7/dT6QgRCquzI1gYk+AohhBBCHIK8MjfvfFvAks1lVNQFCKsamgZmA9Tu3kr1V28C9TW+5i6DSDnrDgxxyTHnsBp0jOiayB9P74dOp0R3Z5Md2dqGBF8hhBBCiBbKK3Pz2vJ8vs+vIhRR0SsQ0jSCYY1gGEzpvUg48UJqVr5HwpiLiT/x4pjSBgCjDrKSrFwxphsGQ/1CW7I7W9uS4CuEEEII0QKqqrEgt5SiGi+KAia9Dm8gBIqCTlHQNFCB5LEzsPYYib1zHyJa/ZJlGqAAZoPCwCwnv5vQk1P6pbfzFR07JPgKIYQQQhyEqmrRMoRaX4i8MjdJNhNF1T5qKssp+vejxPceRfzxU4moGqqqYTYZoXMfjHodJsBo0OEwGxjaJYGJfdM5Z3Cn6EyvODwk+AohhBBCHEBemZsFuaVsL6/DH47gD0XYWeEhJ8lG6ebVbH73UcKeGnyFG7Bm90ef3hNVq1+lQafUz/6mOswM6uxk+sgujOmRIrW77USCrxBCCCHEfuSVuZmzIp8qT5CMeAsRj8rWSi9FVXXkfvQyFcvn0nADm8HuRI2EMekUtIhGJKKhKAo6YHjXRG6e2FNWaGhnEnyFEEIIIfahqhqF1V7eWrWL3dVeEqxGVm6vYHe1D39NGcX/+xu+wtxof1v34XQ7/06wxBOIaCiA1agnNd5MptPKraf2JifZ3n4XJAAJvkIIIYQQMfLK3Hy2vphl2yrYXFJLMKISimioGnh3rKFi3lOovtr6zoqO9ImXYx95LiG9HgNgMerp5LTQLzMefyjC4M4JZCfKag0dgQRfIYQQQoif5ZW5eWTeRnKLanH5goTr955Ai4SpWfYWtd/+J9pXH59K6tl3kdR9IABhVSXTaaV/p3iS7SZKagMkO8yy81oHIsFXCCGEEIL68obnF+exOr+aUDgSDb0AWjiId+uK6Oe2niNJP3MmOms8ep3C0OwECqq9dEmyEVE1XL6w7LzWAUnwFUIIIYQAlm4t5fONJfhD6s+3q/1CZ7aROvUeSt65h4QxM4g7fhroFIwGHRFVxWzUM6RzAtNHdSHeapSd1zooCb5CCCGEOOYt3lTKAx9vwBeqn+bVIiHUgBe9zRntY0rvQdYNr6K3xtc3aPWbV0Q0jSpPgCHZ6YzISZKw24FJ8BVCCCHEMUtVNZbnlfP455up9oQACNeUUP7xEyg6A+nTH0XR/xKXoqEXUJT6ul6dotApwSq1vEcACb5CCCGEOCbllbn5PLeE/60rorDah0EB79aVVMx/Fi3gAaBm+dskjr98v+dQNeiXGcfNE3tJLe8RQIKvEEIIIY45DRtT7K724g+rGAlTtvAVyr/9ONrHkJCJrc+YJo/XKZAWZ6JfJyf3nN6X3ukSeo8EEnyFEEIIcUxRVY0FuaVUeYJkJVjZtHUbO998GO+ebdE+tr5jST7tZnTm2E0nFECvU+iVZueswZ2YMjBDZnqPIBJ8hRBCCHHUUlWNohofnmA4utJCUY2P7eV1ZDot/LTsc9Y+dz+RgBcAxWCk02k3YB44GU1TaFjRTAGcVgNdkm2cOyyLU/tmyKoNRyAJvkIIIYQ4KuWVuVmQW8r28jr84QgWg54eqQ56ZTjwhcKsevkJvpn3brS/ObkzXS/8I86sXviCIeJtJlzeIHFmI1ec1I0h2QkMy07EYNC141WJX0OCrzismvrLW/5aFkII0doaanirPEEynRZsJiueQJjv8itZlleOPxjBH/mlf9aISXQ5+w+oRgv+oEpEUwiGVbqnxvGHU3pxSr/09rsY0Wok+IrDZn9/eU8ZKLvaCCGEaD0NNbyVdQEy4i0EwirVHi87KurYXe3DE4igahqGIReTtHUjJ552PsedMpUd5V4q6vyEIyGS7BZO7ZfGBSM60zs9/uBPKo4IEnzFYdHUX97eYJjcPS72uHxcOaarhF8hhBCtoqjGx7rCaqo9QfIrvXiDYSpraqkt3Iqz22DsZj3BsIqqGUm9+FHcTisRDfpkODBWKPRKj+PikV0Y0yNF3pU8ykjwFW1u77tne6U5UJT6HyJxFiMOs4FtZXV8saGU7ikO+QEjhBDikKiqxu5qLzsqPKwtqGbDnlpsRj1xFgOl+TvJe/sRQjUlmK5+Fmvnbhj1OpLtRio9ISrrAqzJr2JAJyejuiUzeYC8E3m0kuAr2tzed882hN4GiqKQ6bSQV1ZHUY2P7CRbO41SCCHEkWTve0bK3QGWbCpl1Y5KKuuCuP0hAmENh1lH8eqv2PLfZ1BDAQD2fPJ3zFc/g8Wgx242YjMbqfYGSXGYmT6qi2w5fJST4CvanCcYxh+OYDNZm3zcatJTWuvHEwwf5pEJIYQ4EjXcM5JX5v55lteL2x9EQQEFgmGNSNDHjk9fwJO7JHqcOa0rnc65jVBEI96sw2TQoQFGvQ69XiHeapTQe5ST4CvanN1kwGLQ4w2GibMYGz3uC0YwG/TYTfLlKIQQ4sAa7hkpqPJS4fazo9xDIKL9/Gj9f4Pl+ZT/7zHCVbujx8UdN4X0KdejM5jRgDirEUVRCIbrl3awGQ3ye+gYIP/Cos1lJVjpkeogd48Lh9kQU+6gaRrFLj+DspxkJTQ9IyyEEELAL/eMFFR5Ka7xUVTj2yv01v9OqftxAdWLX0YLBwFQTFaSp9yMvf94IoBJr2DU67Gb9GiahtsfRq9TGNxZfg8dCyT4ijan0ylMGZjOHpePbWX1tb5Wkx5fMEKxy0+S3cTkAeny9pIQQogDKqrxkVfmxhOor+sNhtSYx6uXvIL7+4+inxvTupM69W7MSVmYjArBkEZE1XBYdEQ0jdLaAKqmcVx2AlMGZsjvoWOABF9xWPRMi+PKMV2j6/iW1voxG/QMynLK3bNCCCGaxe0Psb28jryyWnyhhsKGX9h6j8a95hPQVBxDzyTp5KtRDCY0INlmptobQq9X0DSNKk8Qp9XE6O5JTB/VRX4PHSMk+IrDpmdaHN0nOGTnNiGEEC2iqhortlcwe8k2fiqqbRR4G1iyB5I48Wr0ccnY+54UbdeoL4Pommzj6rHdSHaYAeiWYic70Sa/h44hEnzFYaXTKbJkmRBCiAPae6myCneAxRtLmffTHsrrQr/0CXhwr/2U+BMuQFF00fb446c2Op/NpCMzwcLJfdM5d2hnCbrHMN3Bu7St2bNn061bNywWC8OHD2fZsmXNOm7FihUYDAaGDBnStgMUQgghxGGTV+bmhaXbeXrhVh79dBP3/fcn3l9TGBN6A8XbKH79Fmq+foPaVf854PkMOrAZ9XROsksdr2jf4Dt37lxmzpzJfffdx7p16xg7diynn346BQUFBzzO5XJx2WWXccoppxymkQohhBCirTUsVZa7x4XTasTlDVFRF6AuWH8Tm6Zp1H7/ESVv3Um4pgSA2tX/Qw149ntOi0FP/05ObprYQ+p4RfsG37///e9cffXVXHPNNfTr149nnnmG7OxsXnjhhQMed/311zNjxgxGjx59mEYqhBBCiLa07/b2Nd4gOyo9+H9euSHir6P8v3+levE/Qa3f8MiU2YfMy59GZ7Y3eU6DDkZ0TeJPZ/and3r8YbsW0XG1W/ANBoOsWbOGyZMnx7RPnjyZlStX7ve4OXPmsH37dh544IFmPU8gEKC2tjbmQwghhBAdS1GNj21lbgDW767h+/wq/MH6zSUCRZspnvMHfNtWRfvHjzyPjN8+jsGZ3uT5jAp0SbJxzdhu9M6QmV5Rr91ubquoqCASiZCeHvsFm56eTklJSZPHbNu2jXvuuYdly5ZhMDRv6LNmzeKhhx761eMVQgghRNtZsrmUpVvKqAuEiagNKzGouL/7H9Vf/wvU+hCss8SRfNZt2Hoc3+R5THqFOLMBFDi1XwYn9kg5jFchOrp2v7lt7128oL5+Z982gEgkwowZM3jooYfo3bt3s89/77334nK5oh+FhYW/esxCCCGEaD2LN5Xyf1/mUeMLE1Z/WZ/XvWYe1Utfi4Zec1Z/Mq98br+hN86sIzvJhtNmxG42MKJrotzMJmK024xvSkoKer2+0exuWVlZo1lgALfbzffff8+6deu4+eabAVBVFU3TMBgMfPHFF5x88smNjjObzZjN5ra5CCGEEEL8KuGwyvNLtlFVF0QhdlMKx+DJ1P3wOaHKAuJP+A0JYy9B0embPI/dqCPRbsao12E360m0meiXKXW9Ila7BV+TycTw4cNZuHAh5557brR94cKFTJ3aeA2++Ph4fvrpp5i22bNns2TJEv7zn//QrVu3Nh+zEEIIIVqPqmrM31DM5pL62l4doPJL+NWZLKRMvZuIuwJr9+FNnsOgwPCuifTLjCcU0TDqFEpqAwzu7CQrwXpYrkMcOdp1A4vbbruNSy+9lBEjRjB69GhefvllCgoKuOGGG4D6MoWioiLeeOMNdDodAwcOjDk+LS0Ni8XSqF0IIYQQHVM4rLK2sJrcolq2lbrZsKcGX0gl4qmhcuELJE+4AkNiJurP6deUmgOpOUB9yNXrFFTAbNCRaDOSk2ynd3ocVpMeXzBCsctPssPE5AHpUuYgGmnX4HvRRRdRWVnJww8/THFxMQMHDmT+/Pnk5NR/gRcXFx90TV8hhBBCHBkWbyrl9RX5bCtz4/LVb0hh0uvwFfxExSd/I1JXRbimhKxLn8RoNKJqEPk5AOuo3/0z3WlhWJdEzh/emfQ4Cws3lrK9vI7SWj9mg55BWU4mD0iXNXtFkxRN0/a35fVRqba2FqfTicvlIj5ean+EEEKIw2HxplJmfbYZty+EpmkEwxH0ChQseZuKZe+AVr9er86eQOb0R7GmdgFFIRTRUIAuSVY6JVi55dRejOyaHJ3N3Xt7Y7vJQFaCVWZ6jwJtldfadcZXCCGEEEe/cFjl9RX5uP0h0uPNFNX4UQK1bH//MVzb10X7WXKOI+WsO9A7EomooFIfeuOtBrKT7JzYIzkm9EL9LHB2kq0drkociST4CiGEEKJNrS2sJr/SQ7LdhAa4tq+l4IPHCdVV13dQdCSeNJ2E0ReiKvWrNqjUlzc4zHp6pjnISbZJ3a741ST4CiGEEKJNVXqChCIqZr3Gxk9fY/uCN+DnSktTfDI9L7wXNaM/nZOs1HiCuPxhrEY9STYT3VPtDM9Jkrpd0Sok+AohhBCiTSXbTRj1OkryNrD1839F2xN6H0+v39yNaoknGFYZnOmkwhuka4qd0wdmEG8xEmcxSt2uaDUSfIUQQgjRKhpuNHMHQtT5wzjMBuIsRoZkJdA12c7WSG/6TL6ErYveJevUK0gefQEYdPiCEZxWA3XBMJ0TbVx6Qo7M7oo2IcFXCCGEEL9aXpmbBbmlrC2oYkeFB18wglkHPdPjGfZzqUJxrR/tpEsYPWg8zuzeVLgD1PrDGPQKOcl2jstOlJIG0aYk+AohhBDiV8krczNnRT6bS2rZVenFH4oQqi2n8IPH2Dl4IjVnTqdvRjyXj87hiw2l5JuMVHmCmI16BqXYOGtwJ07umy4lDaLNSfAVQgghxCFRVY2CSg8vLt3BxmIXpS4fvpBKOP97dn7wN8I+N7v3bCWuS39spmFkJVh59bIR/FBUQ6UnSLLdxLDsRAwGXXtfijhGSPAVQgghRIvllbl559sCvtpSRmG1l3AEIpEQ7mVvUP3tf6P9jHHJ+IMhajwhtpW6Ka0LMLJbcjuOXBzLJPgKIYQQokW2lrh57PNNrMmvxhMME1Yh7Cql/KMnCBZvifZL6j+GHuffQUBvxe0PUeML4QmG23Hk4lgnwVcIIYQQzba1tJaH521kdX4VgXD9Wrzerd9QOf8Z1ICnvpPOQNqpV9N9/PmoKOgjKmFVRaeA3STRQ7Qf+eoTQgghxEGpqsbK7RW8unwn6wtrCIQ1tHCI6qWv4V7zSbSfISGDlHPuxpLZi7CqEVY1zAYFVVPokeYgK8HajlchjnUSfIUQQghxQHllbj7PLWH+T8WU1vpxByIAaJEgvrzvov1sfU4i+fTfozPb0YA6fxiryUAoAtmJZi4Yli2rNoh2JcFXCCGEEDEaNqLwBMOUuwPMX1/MjvI6qusCKID2cz+d2U7K1Hso/fcfSZxwJY4hp6MoscFWr1PolGDl96f0oneGrM8r2pcEXyGEEEJENWxEsb28Dl8ozNbSOirqgqiqitvjQw360Nmc0f7mzF5k/W4Oeosj5jwK0Cc9jlE9Ujh/eBa90+MP85UI0ZgEXyGEEEIA9aH3teX57K72YDHocflD7KnxEgxrBCuLKPvoMRSTjfTpj6Lo9NHj9g29AJ0TrTw9fSg5SXYpbxAdhgRfIYQQQqCqGm+v2sVXW8rwBMMEwhECIQ0V8GxcSuWC59GCPgBcK94lYewl+z2XUadw48QedEtpHIiFaE8SfIUQQgjB+2sK+WDNbjyhCAr1pQrhkJ/qRS9Tt/6LaD9DUmdsfU/a73lMOoVxfVK4aESXth+0EC0kwVcIIYQ4xm0tcfPqsp14ghH0OgWDDtylBZT+9zFCFbui/ewDTyFl0u/AZIk53qCAXq+gUxRO6JbEPaf3k/IG0SFJ8BVCCCGOYaqq8Z81hVR5gihK/SoMrvWLKP7sebRQAADFaCZp0o04Bp2CTqmfDVZ/XtrBZFBItBlRNYU+6Q7uPbMfPdNk9QbRMUnwFUIIIY5hRTU+tpfXYTQo6BXY8/FT1K5fHH3cmJJDytS7MaX8Urqg/fxhN+rolurAaTOS4jBz04Se9E6X0Cs6Lgm+QgghxDHM7Q/hCUbQoWDU61GMv+ysFnfcZBJOuQ6dsb60waCAxagjEFZRAJvZQIbTwrAuiUwekC4zvaLDk+ArhBBCHCPCYZU1BVVsKXXjC6qYjQrf76xmZ3kdbn8IX0jDOeEq/GX5xA05DXv/CdENKxT4uW5XwWzQ0TXVzu8n9qZ/p3iyEqxS0yuOCBJ8hRBCiKOcqmq8t6aQf63IZ1eVh0BIRdUgEvASKt2OPWcQEe3ngGswkT59FnpFiZY0GBTolGCmc6KDQCRC5wQbN53cQzalEEccCb5CCCHEUUpVNZZvq+CFr/JYs6uaYESLPhYs20H5R48TcVeQcdnTmFK6/DK7qyioP/dTAJvFQNeUOFIcZnqmOaSsQRyxJPgKIYQQRxFV1Sis9rJ8WzkfrN3NhiIXgcgvj2uaRt0Pn1G1+J8QCQFQ9fk/SP/tEyiKgg7g55UbLEY9GfFmuqfa+e0JXemR6pCyBnFEk+ArhBBCHCXyyty8s6qAhZtK2ePyEVFjH1cDHio//z+8m5dF20zpPUg+8zYUpT7MGg31/zXpdWQ6LaAohFWNDKeF7CTbYbsWIdqCBF8hhBDiKJBX5uaZRdtYnV9JhTvIXlUNAARK8qj46DHCNSXRtrjhZ5M44SoUgzHaplcUIpqGTqdgMeqp9YfRKTrsJokM4sgnX8VCCCHEEUhVNYpqfHiCYaxGPZ/9VMxPu11U1cWGXk3TcK+dR/WXr0IkDIDObCf5jFuw9T4x5pwaoGoaqgZWox5FUQiGVXqm1Zc4CHGkk+ArhBBCHGHyytwsyC1le3kd/nCESERjU0ktxS4foX3KG6oWvkDduvnRz02ZvUmdejcGZ3qT5w5FNMxGHU6LgZJaPxnxFs4fniV1veKooGvvAQghhBCi+fLK3MxZkU/uHhcJNiPdUxxYjHpKanyEIo372/uOBaX+13388eeS8dvH9xt6AXQKOMwG3IEImfEW/nBKL1m2TBw1ZMZXCCGEOEKoqsaC3FKqPEF6pTmiN6R5A6FGM70NLF0GkTjxagyJGdh6jmqyT/0KDjr0OoUeKXZS4sz0SHNwwbBsemfIsmXi6CHBVwghhDhCFNX42F5eV7/aAuDyBimo8vJTUQ0aEPG5ca/7FOfoC1GUX97UjT9+apPnUwCbScfIrkmoQJ/0OKYNyyLObJRly8RRSYKvEEII0YHtfRNbicuPLxTBEtKztqCc3VU+av0hghEN/+5NVHz8BBF3OYregHPUBQc8b5xZj8Osp1OCDbPRQLLDxIXHZ8vGFOKoJsFXCCGE6KAabmLLK3NT7QsSDKkUVnkJRjTcgRCaphGJRKhd9SHVX78BWn29g/v7j4kbehY6k6XROU16BYfZgEmvYDToSbSbGNzZKbuxiWOCBF8hhBCiA8orc/Pa8p1sK63DEwjjD0fwBkKU1YVQf16uTPW6KJ/3d/w710SPM2cPJOXsOxqFXgWwGXXE20z0z4yjZ1ocw3MS6ZcZL2UN4pghwVcIIYToYFRV451VBazIq6TGFyQc0dAr4I+oaD+HXn9hbn1pQ13Vz0cpOEdfiPOkGSg6fcz5zAaF/pnxHN81iRHdkuiXIWFXHJsk+AohhBAdzIrtFSzZUobLFwINrEYdLl/9yg2aGsG16n1cy9+Jljbo7AmknHUH9m5D0LRfVmkIR1QsRgN/OKUXUwZmSNgVxzwJvkIIIUQHoqoaizeVUhcIo1M0FJ2OukCI8M/LldWu/h+uZW9F+1tyBpNy1p3oHYnQEHpNOpxWI1ajnu6pdqYMzCA7ydY+FyREByLBVwghhOhAimp8FLv8WA06av0qoUiYYESjYRfiuKFnULd+IeHqPTjHTCdx9IUoej2qBir1wdek19E1yY7BoGNYlyTZbliIn0nwFUIIIdrJ3kuV2U0GMuMtbC+vv5nNYTVSVudvtBubzmQlddo9qL5aLF0GR9sVQFHAYtAxuHMCNlP9EmWTB6RLeYMQP5PgK4QQQrSDhqXKtpfX4Q9HCIQiuHwhvMEIJS4/Jr2C31VJ+YIXSDnlGgwJGdHVHEypXaPn0QBFA70CZqOe1DgzyXYTvdLjZIkyIfYhwVcIIYQ4zPLK3MxZkU+VJ0im00JprcraghpqfSGgfvbWu2MNpfP+jup1UVpXSaffPgF6Y/QcCqBT6gNvosNMdqKVrAQbZx6XKas2CLEfEnyFEEKIw0hVNRbkllJZFyAj3kKJy8eybZV4AmH0OkBTqfr6TapWvh89JlJXjeouw5CYBYBOp6AA4YiGzWJgUCcnw3ISZYZXiIOQ4CuEEEIcRoXVXlZur6DKE2RDUS1lbj+BSH0NQ7imgvJP/oZ/94Zof2uP40k5YyY2ZyJ2k4EkuxG9Tke1NwAo/P7knozrnSYzvK1o39preW2PHhJ8hRBCiMNka2ktj3+2me92VtavwqARXa3Bt301FZ8+jeqrrW/Q6Uk7+Qrsw6di0OnISrBi0ClENA1V04i3mDipVwrTR+ZIKGtF+9ZeWwx6eqQ6mDJQZtOPBhJ8hRBCiMNg8aZSHv5kAwVVvmjYBdAiYWq+foPa7z6Mtunj08g+/x6Suw+g1hcGoHuqnYx4K7X+ENXeIJ0TbMwY1UVCbyvat/baZrLiDYbJ3eNij8vHlWO6Svg9wknwFUIIIdrY1hI3j8zb2Cj0AgSKNsWEXmuvE0g/cyYWRzyaCnqdgs2kBxQqPQHMBj2juiVLPW8ra6i9rvIE6ZXmQFHq/6CIsxhxmA1sK6vjiw2ldE9xyB8bRzAJvkIIIUQbCodVXlm2ncIqb6PQC2DpMoj4kedR+/3HJE68krjh52AyKKiqijcEJoOOcwZncuVJ3fGGIlJz2kaKanxsL68j02mJht4GiqKQ6bSQV1ZHUY1PdsE7gknwFUIIIdpIXpmbl77azic/7uHn+9fQImHQ6WPCVcK4y7APmIgprRsAEQ00DWwGhSHZCfx2dFe6JNvb4xKOGZ5gGH84gs3U9C53VpOe0lo/nmD4MI9MtCZdew9ACCGEOBrllbl5ZtE2lmwuIxiuT72hmhJK3rqTuh8+i+mr6A3R0Av1oTfBZuSCYZ3581n9paThMLCbDFgMerz7Cba+YASzQY/dJHOGRzL51xNCCCFamapqfPZTMet2VeMN1Acpz+blVH72HFrQS1V5PuZOfTGld290rMWgMLCzkz+c3IuTeqZKScNhkpVgpUeqg9w9LhxmQ8yMvKZpFLv8DMpykpXQ9IywODJI8BVCCCFa2YrtFXz0wx7K6gJEggEql7xK7dpPo48b4lPqt15rQnq8hZmn9OakXqmHabQC6jcFmTIwnT0uH9vK6mt9rSY9vmCEYpefJLuJyQPS5Q+RI5wEXyGEEKIV5ZW5eefbXZS6AwTKd1P28eMESndEH7f1G0/ylJvQmWNvkNIrYDQojO+dyok9Ug73sAXQMy2OK8d0ja7jW1rrx2zQMyjLKatoHCUk+AohhBC/QjissrawmkpPkESbkc9/KmFTsZuqH5dQPP8faEEfAIrBROIp1+E4bkqjVQOMOjDq9STaTEwakCGziu2oZ1oc3Sc4ZOe2o5QEXyGEEKIZmtrGdtGmEv6xZBu7Kn1EVBW9ouD3+6le8jIV3/9yA5sxuTPp0+7FlJJDZJ/zmvXgMBtxWI2c2jeNMTLb2+50OkWWLDtKSfAVQgghDqKpbWyLa3x8v6uakBq7Om8kEKBm65ro5/aBJ5My6XfozT/fFKXVL6lkMihkOK30SrMTCKt0TrQxXXZiE6JNSfAVQgghDqCpbWw3Fbv4dmcVahP99RYHKVPvpuy9++k77WbUXuMJhFVUDTTAoIDVZCDeaqBLko04i4mhaQ6pIRXiMJDgK4QQQuzHvtvYArh8QdYW1ERDrxr0o4UD6G3O6HHmTn3I+t1rdMlJx6DXUe4OUOcP4Q9rZCZY+M2wzgzNSSQ1ziw1pEIcRhJ8hRBCiP3Yexvbam+Q7WUedld7qfGGAAiW51P+v8fQOxJJv+gvKDp99Fid2U61J0R2so2MeAvlCjgVhVtP7c20IVkSdIVoBxJ8hRBCiP3wBMP4QhHCbpUfi1wEwxH0ioKmabjXL6R60Yto4SDhqt24vnmPhDHTY44PhFVqvEF0ioLdbOSkXikSeoVoRxJ8hRBCiP2ocAfYWlJLUY2fkKqiA9SAl4rPZ+PZuDTaz5jaFXvfsY2O75vpID3eSrU3SOcEGzPk5jUh2pUEXyGEEKIJeWVu3v2ugFJ3gFBExahT8JfuoOi/jxGuKor2cww5ncSTr0FnNMccb1DAbNCjUxRGdUuWm9eE6AAk+AohhBB7UVWN3dVe3ly5i43FtdhNevyhCJVrPqVi0T8hUl/fq5isJJ/2B+z9Gs/0GhQ4pV8at5zamziLUW5eE6KDkOArhBBCUL8D20c/FvFZbgnFLh97qr0Ewho6RaPkv4/j2bws2teU3oOUqXdjTOzU6Dw2o8Lx3ZK587S+MsMrRAcjwVcIIcQxb/GmUp76YgvbyuqIRDQ06tfcBVAAxWKP9nUOP5vkk69C1RkB0Ctg1CtYTHp0KJw5OJPLTuwqoVeIDkiCrxBCiGPaoo0l3P/RBkpr/Wga6HUQ3mtnCg1IPPlaQpW7iR9+DnF9T0RRQPdzMrYYdZzYIwWb2YAvGOHqsd3JSbY3+VxCiPYlwVcIIcQxa3NxLQ9/soFilz86wxvy1hEq24Gly+BoP53RTMb0WSiKQuTn6WCdAnaTnkS7iZQ4M9XeEMdlJ5CdaGuXaxFCHJyuvQcghBBCtIfcPdVc98ZqCqp/Cb2BPVsofv0Wyv7zMKHK3TH9dToFw8+/NXXUh97MBCtGvY6iGh9JdhOTB6TLTWxCdGAy4yuEEOKYoaoaRTU+nl+6jfe/303k55IGTdNwr/4f1V+9DmoEgMovZpMx/dFfjtXqA69RB06rEYfFQK0vRJLdzMiuSUwZmCF1vUJ0cBJ8hRBCHBPyytwsyC3lf+sK2VbujbZHfG4q5z+NL++7aJu5U19SzpwZc7xRp5ARb8Jg0DMsO5EKTwCH2cDFI7swpkeKzPQKcQRocfDV6/UUFxeTlpYW015ZWUlaWhqRSKTVBieEEEIcioaZXU8wjN1kwBcK8/qKfNbtqooJvf7dm6j4+Aki7vJoW/yo80kYeymKPvZXpNWkIxDRsJl1qJomm1IIcQRqcfDVNK3J9kAggMlk+tUDEkIIIX6Nhpnd7eV1+MMRzHodBVVeCqq8VHqCAGiaSu23H1Lz9Rug1dc76KzxpJx5G9YeIxqd06JXMOp1DOjkZPqoLvTLiJdNKYQ4AjU7+D733HMAKIrCK6+8gsPhiD4WiUT4+uuv6du3b+uPUAghhGimvDI3c1bkU1kXJM6iR68oFFR5yd3jIhTWaFilrHL+c3hyF0WPM3ceQMo5d2KIS2l0TpNewWDQkWQ3cfVJ3TipV+phuhohRGtrdvB9+umngfoZ3xdffBG9Xh99zGQy0bVrV1588cXWH6EQQgjRDKqqsSC3lIIqL7W+IN/v8uMPRfCHIjHr8gLYB0zAk7sYAOfoC3GeNANFp290TqfFgMWow2Y2cs5xWZzYo3EwFkIcOZoVfD/++GO2bNmCyWRi4sSJfPjhhyQmJrb12IQQQohmK6rxsa6wmsIqL1WeIApgMegIhhvfe2LtOoTEiVdhTO2KtdvQJs9n1oPNrMeg0zGgUzynD8qQ0gYhjnDNWsf33HPPxeVyAfD1118TCoXadFBCCCFES7n9IQoqvbi8QfQK2M0GdDqFcF0NNcvfaXSPSvzIc/cbehXAYTaSZDMxqX86M0/tJTexCXEUaNaMb2pqKqtWreLss89G0zQURf7iFUII0f4aVm9w+0Oszq+kyhskrGrYTAYUBdzbf6DgvUeJeGrQmSzEjzzvoOe0GXWM6ZnC9FFd6JnqoHOiTWZ6hThKNCv43nDDDUydOhVFUVAUhYyMjP32leXMhBBCHA55ZW4+zy1h5fYKdlV4qQuEcAfqfwepkTA1K+eyZ+nb8PNMb+2aT3AMPROd0dzk+QxAgsPEqO5J3Hpqb5nhFeIo1Kzg++CDD3LxxReTl5fHOeecw5w5c0hISGjjoQkhhBBNyytz8/TCbXyfX0WVJ0BEBUWp310t7K6keN6T+At+iva3dhtKypm3YzCaURTQqO/bwGxQ6J5iZ3SPFGaM6iKhV4ijVLNXdejbty99+/blgQce4De/+Q02m60txyWEEEJEqapGYbWXnRUeVE3j398WsGxbOb7wXulVA9/OtVTMewrVW39fCoqOTidfRvpJF+EOqaiqht2kI95qxKjXYzLqyIi3MGVABif1TJGyBiGOcoq2vx0pjlK1tbU4nU5cLhfx8fHtPRwhhBAHkVfm5p1VBazaWUWNN4gnEMLljy2r09QINcveonbV+9E2vSOZ7PPvptvA4wlHVIIRFZtJT1qcBatJT4LVSK/0ONl9TYgOqK3yWrNmfIcNG8bixYtJTExk6NChB7y5be3atS0awOzZs/nb3/5GcXExAwYM4JlnnmHs2LFN9l2+fDl33303mzdvxuv1kpOTw/XXX8+tt97aoucUQghxZGgoaVhbUE1YVQkEI9QGGt9L4lr1fkzotXYfQcqZt2JwOHEHQqQ6LIzunsRFI7OxGg3RrYxl9zUhji3NCr5Tp07FbK6/GWDatGmt9uRz585l5syZzJ49mzFjxvDSSy9x+umns3HjRrp06dKov91u5+abb2bw4MHY7XaWL1/O9ddfj91u57rrrmu1cQkhhGh/qqrx9qpdrNpRSZ0/RCCy/zco44efgyd3CWFXKQnjLiN+5LnoFB1JDjO3TerNCd2TyZYyBiGOee1a6jBq1CiGDRvGCy+8EG3r168f06ZNY9asWc06x3nnnYfdbufNN99sVn8pdRBCiCPD8m3l3P7eD1TUBTlA5o0Klu1ACwUwZ/WLtnVNtvHGVSPpkmxvw5EKIVpbW+W1Zm1g0ZRgMMju3bspKCiI+WjJ8WvWrGHy5Mkx7ZMnT2blypXNOse6detYuXIl48eP32+fQCBAbW1tzIcQQoiOTVU1/rNmd5OhN+wqo/T9Bwi7ymLaTWndY0KvAiTZTXhDssymEKJes1d1aLB161auvvrqRuG0YWOL5q7jW1FRQSQSIT09PaY9PT2dkpKSAx7buXNnysvLCYfDPPjgg1xzzTX77Ttr1iweeuihZo1JCCFE+2rYkCKvzM2KbRWNQq936zdUzn8GNeCh/OPHyZjxOIq+6V9ldpOO1DgzdlOLf9UJIY5SLf5pcOWVV2IwGJg3bx6ZmZm/ehe3fY9vzs5wy5Yto66ujlWrVnHPPffQs2dPpk+f3mTfe++9l9tuuy36eW1tLdnZ2b9qzEIIIVpfXpmbBbmlbC+vo6DKQ7knGH1Mi4So/nIO7jUfR9tUTw1hdwXGhKY3VUqwmhiclUBWgrXNxy6EODK0OPj+8MMPrFmzhr59+/6qJ05JSUGv1zea3S0rK2s0C7yvbt26ATBo0CBKS0t58MEH9xt8zWZz9MY8IYQQHVNemZs5K/KpdAdQdFDp9kcfC9WUUPHR4wRLtkXbbL1PJPn0P6CzOJo8n1EHx3VJYMrAdLmhTQgR1eLg279/fyoqKn71E5tMJoYPH87ChQs599xzo+0LFy5k6tSpzT6PpmkEAoFfPR4hhBCHV0NZg8sf5K1vCvhxdw1lLh8uf5iwWt/Hs3k5lZ89hxb01jfoDSSdfA2OoWfu991BgwLj+6Rx6yTZdlgIEatZwXfvG8Ief/xx7rrrLh599FEGDRqE0WiM6duSO+9uu+02Lr30UkaMGMHo0aN5+eWXKSgo4IYbbgDqyxSKiop44403AHj++efp0qVLdLZ5+fLlPPnkk/z+979v9nMKIYRofw1lDesKq9leXkdRtY/gXgW9WjhI1ZJXqVv3abTNkJhJ6tR7MKX3aPKcOqBPuo3Lx/TgwhHZMtMrhGikWcE3ISEh5i9rTdM45ZRTYvq09OY2gIsuuojKykoefvhhiouLGThwIPPnzycnJweA4uLimJUiVFXl3nvvZefOnRgMBnr06MFjjz3G9ddf3+znFEII0b4ayhp2VXgoqvHi8oViQi+Af/fGmNBr6zeO5Ck3ozPbGp3PaoBhXZI4f0Q25wzuhMFwyAsWCSGOcs1ax/err75q9gkPtLRYRyDr+AohRPtRVY0Xlm7nmx0V5JXVUVEXiJY17Ktq8T+p++EzEk+5DsdxU5osbbAbdVw0sgszRnWRsgYhjiJtldfadQOL9iDBVwgh2kc4rPL5xmJeWrqDwiovNf5w9DEtHAK9IfbdxUiIUHUxppTGO3kCZDiMPHHhEE7qmSplDUIcZTrMBhaff/45y5cvj37+/PPPM2TIEGbMmEF1dXWrDUwIIcTRY/GmUq6Y8x33frCen/bUxoTeUGUhxW/cSt2PC2KOUfTGRqG3Id52ijfz+lUnMK53moReIUSztTj43nnnndGb3X766Sduu+02zjjjDHbs2BGzXq4QQoijh6pqFFZ52VxSS2GVF1Vt3puFqqoxd3UB93ywnm92VOIOxNY11OUupvhfMwmV51O9+GWCZTv3ey6DAiYDOC0GbpnUm76d5F07IUTLtHg5s507d9K/f38APvjgA84++2weffRR1q5dyxlnnNHqAxRCCNG+9t5Ywh+OYDHo6ZHqYMrA9APW1eaVufnsp2Je+XoHrkDsjc9q0E/Vwhfx5C6KthmcGaDTN3kuBUiLM2E2GpjQJ5XfDJeNiIQQLdfi4GsymfB669dTXLRoEZdddhkASUlJMcueCSGEOPI1rMBQ5QmS6bRgM1nxBsPk7nGxx+XjyjFdmwy/DcetL6xuFHqD5buo+OhxQpW/rNpjHzSJpEnXozNaGp1LAfqkO0h3WuicYOO3J+RIeYMQ4pC0OPiedNJJ3HbbbYwZM4bvvvuOuXPnArB161Y6d+7c6gMUQgjRPlRVY0FuKVWeIL3SHNEbz+IsRhxmA9vK6vhiQyndUxwxQTQcVvn3dwV8t6OcwmpftF3TNOrWL6R60Uto4fqNhxSjhaTJN+IYeHKTYzAokBpnpl9mPL3S45g84MCzzEIIcSAtDr7/93//x4033sh//vMfXnjhBbKysgD47LPPOO2001p9gEIIIdpHUY2P7eV1ZDotjZYSUxSFTKeFvLI6imp8ZCfVr6+7tbSWv8zbxLJtFexdBawGfVQteB7PxqXRNmNqV1Kn3o0xuXHZgtWoo2eqg24pds4a0ol+GfFkJVhlplcI8au0OPh26dKFefPmNWp/+umnW2VAQgghOgZPMIw/HMFmsjb5uNWkp7TWjydYv0LD4k2lPPzJBnZV+Rr11SJh/IUbop87hpxG4snXojOaG/U16mBItpOxvdJkhlcI0apavGXxwcjauEIIcXSwmwxYDHq8wTBxFmOjx33BCGaDHrvJwNYSN49/vrnJ0Augt8aRcs5dlH/wMEmTbsDev+nNjpLtRm4+uSen9suQGV4hRKs7pC2LD6QlWxYLIYTouLISrPRIdZC7x4XDbGi0dX2xy8+gLCeZ8Rbu/e96tpfVRR9XA160SAi9zRlts3TuR9YNrza57bACJFoNPPWbIUzom9am1yWEOHY1K/h++eWX0f/Pz8/nnnvu4YorrmD06NEAfPPNN/zrX/9i1qxZbTNKIYQQh51OpzBlYDp7XD62ldXX+lpNenzBCMUuP4k2IwM7Oflg3W6+2FBC5Oei3kBJHhUfPY7BmUrahY+g7LVEWVOhV69Aos3I2UM6Ma536uG6PCHEMajFWxafcsopXHPNNUyfPj2m/Z133uHll19m6dKlrTm+VidbFgshRMvsvY5vIFxf3pBoM1LlDbKlxE1BpZe6YARN03CvnUf1l69CpL7uN2HcZThHX7jfcxt1kBpnYVhOIjNP7SX1vEIIoO3yWouDr81m48cff6RXr14x7Vu3bmXIkCHRNX47Kgm+QgjRcqqqUVTjwx0IsbnYzYdrC9lSUoeqabg8IYL+Oio/ew7v1pXRY0yZvUg5526MCRmNzmfUQVqcmZwUO2N6pB50MwwhxLGlrfJai1d1yM7O5sUXX+Spp56KaX/ppZfIzpaddIQQ4mik0yl4/GFeX7mTxRvLqPKGoo/592yh/OMniLhKo21xI6aSOOEKFH3jm+JSbHruPXMA/TLjibMY5SY2IcRh0+Lg+/TTT3P++eezYMECTjjhBABWrVrF9u3b+eCDD1p9gEIIIdpPw0zvO9/u4o2V+XhCavQxTdNwf/8R1UtfB7W+tEFncZB8xq3Yeo1q8nw2o45ZFwxhUv/Gs8BCCNHWWlzqAFBYWMgLL7zA5s2b0TSN/v37c8MNNxwRM75S6iCEEM2ztbSW/3xfxILcPeyq9sc8pkVClP9vFr6876Jtpk59SD3nbgzOpldlSLYbefz84zi1f3qbjlsIceTrMKUOUF/u8Oijj7baIIQQQnQsizeV8tzibeyq9FDjCzd6XNEb0dsSop/HjzqfhLGXouib/rVyYvckHjxnIL0zpI5XCNF+Din4Llu2jJdeeokdO3bw/vvvk5WVxZtvvkm3bt046aSTWnuMQgghDqOtJW6eW7yNwiovtU2E3gaJp15HqKYY58jzsPY4PuYx3c//tZv13H16X2aMzJE6XiFEu9MdvEusDz74gClTpmC1Wlm7di2BQAAAt9sts8BCCHGEU1WN/6wpZE+Nj0BYpaGiN+J14d+1Pqavzmgh/eJHG4Vekx6cNgN9MuL4+0VDuOSErhJ6hRAdQouD71/+8hdefPFF/vnPf2I0/nK37oknnsjatWtbdXBCCCEOr+0lbhbkFlPtCeIN1u/E6S/MpXjO7yn78BFCVUUx/ffd1VMH9MuI58IRXXh2utzEJoToWFpc6rBlyxbGjRvXqD0+Pp6amprWGJMQQojDZO/1eZ/+YgtLNpdHd2DTNJXab96nZvnboNXP/VYteon0Cx9u8lw6oG+mg1sn92Fcr1SZ5RVCdDgtDr6ZmZnk5eXRtWvXmPbly5fTvXv31hqXEEKINpZX5uaz9cUs3VrOxj0ufOFfFvmJeKqpmPd3/Pnrom3mLoNJPmPmfs+XlWChT3o8PVIdEnqFEB1Si4Pv9ddfzy233MJrr72Goijs2bOHb775hjvuuIP777+/LcYohBCileWVuXlk3kZ+KHTh9oVQ93rMt+tHKj95koin+ucWBeeY6ThPvAhFp2/yfJnxJrqmOOiVHkdWgrXNxy+EEIeixcH3rrvuwuVyMXHiRPx+P+PGjcNsNnPHHXdw8803t8UYhRBCtCJV1fi/xdv4dkcVwcgvN7BpagTXyn/jWvFvoH72V29PJOXsO7HkDG7yXDqga7KNrEQbXZJtTB6QLrO9QogO65A2sADwer1s3LgRVVXp378/DocDr9eLzWZr7TG2KtnAQghxLFNVjee/3MbTC7fFzPIClH/8BN5NX0c/t3QdSspZt6O3J0TbGu6I1ushyWYiJ9lOVoKVXulxTB6QTs80WadXCPHrdagNLABsNhsjRowAwO/38/e//50nnniCkpKSVhucEEKI1rO1xM2Dn+TyzfYqmprxcAyejHfTMlAUEsZeQvwJF6Aovyz+o1cgO8nKkOxEzh2WRbdkO95QBLvJQFaCVWZ6hRAdXrODbzAY5KGHHuKLL77AaDRy1113MW3aNObMmcN9992HoijccsstbTlWIYQQLdCwYoMnGObHwhpe+DKP/Crffvtbuw4hceJVmDJ7YckeGPOYApw9OJNbJvUmJ8kuIVcIcURqdvB98MEHef7555k0aRIrVqzgN7/5DVdddRVLly5l1qxZzJgxI2ZdXyGEEO0nr8zNgtxS8srcFFZ52FDsxhf6pbghXFtB3Y8LcJ40I2Yt3viR5zZ5vuwkKzef0otuKY42H7sQQrSVZgff9957j9dff51zzz2XH3/8kaFDh1JbW8uGDRswGA65YkIIIUQr21pay/NfbqewykOtN0xBtYef96IAwLd9NRWfPo3qq0VncRB//NQDni/BauSv5w6S+l0hxBGv2Ym1sLCQ44+v35byuOOOw2Qycffdd0voFUKIDmRriZuHPtlA7p5avIEwe03yokXC1Hz9BrXffRhtc6+bR9zQM1AMse/Y6RRwmPT0THdwSt90xvRIOVyXIIQQbabZqTUUCmEymaKfG41GnE5nmwxKCCFEy+WVufnzRz+xJr+a8D53r4VdZZR//DjBPVuibdaeo0g+Y2aj0JtsM9A1xY7NbKRLko0pAzOkplcIcVRo0XTt/fffH12uLBgM8pe//KVR+P373//eeqMTQghxUKqqsbvay6OfbuT7ndVE9nncu20VlfOfQfXX1TfoDCROuJK4EefE1PcCpMeZ6JfpJNFmlCXKhBBHnWYH33HjxrFlyy8zBSeeeCI7duyI6bPvD1AhhBBtq+EmtuXbyvhmZ3XMY1okRPXS13F//1G0Te9MJ3Xq3Zgze8f01QHDuiQwc1JvUuLMskSZEOKo1Ozgu3Tp0jYchhBCiJbKK3MzZ0U+q3ZUsr3c0+hx18q5MaHX1vtEkk//AzpL7MoMCjChTyp/PLOfzO4KIY5qcmeaEEIcYVRVo7Day1urdvHdzqZDL0D8yPPwbPyKsLucxIlXEzfsrEbvzFkMMCw7iQfOGUBOsv1wDF8IIdqNBF8hhDiCbC1x8/73BXy/q5rtZXXUBvat6P2Fzmwjddq9aJqKOaNn48eBRJuZQdkJZCd27O3mhRCiNUjwFUKII8TiTaU88flmCqu9+IMqe61URqh6D1ULZpN8xi0Y4lOj7ab07vs9X5zVgNGgY3hOotTyCiGOCbqDdxFCCNHeNpe4+OunG9le7sG7T+j1bPyK4tdvwb/rByo+/htaJHzQ85n1CtlJVnqnx9EvM77tBi6EEB2IzPgKIUQHt7HIxcx//8COCm9MuxoKUL34n9T9+Hm0LeKrJeKpwRDf9IYTCpBsr1+fNzXOwnHZCWQlWNty+EII0WE0K/iuX7++2SccPHjwIQ9GCCFErDnLd/DY55sI7DOJG6ospPyjxwmV50fb7AMmkjT5RnSmpoOsSQ9JdjNOmwm72UhKnJnJA9KlzEEIccxoVvAdMmQIiqKgadpB1+qNRPZ/o4UQQojmCYdVbnj7exZtKm/0WF3uEqq+mI0W8gOgGMwkTboB+6BTm/wZrQBJNgM2sxGbSU92opVhXRJlcwohxDGnWcF3586d0f9ft24dd9xxB3feeSejR48G4JtvvuGpp57iiSeeaJtRCiHEMWTxplL+Om8DOyp9Me1qyE/Vwhfx/LQo2mZM7kLK1LsxpeY0Oo8O6JJk4foJPTmucwJ1gTAOi4E4s1E2pxBCHJOaFXxzcn75gfqb3/yG5557jjPOOCPaNnjwYLKzs/nzn//MtGnTWn2QQghxrFi0sYSHP9lIQbWv0WOBwg0xodc+aBJJk65HZ7TE9FOArAQLo3umcO1J3emdIbO6QggBh3Bz208//US3bt0atXfr1o2NGze2yqCEEOJYo6oaX24t5d4Pf6KiLthkH2v34cQNP5u69QtJmnwjjoEnN+oTbzFwQvdk/nh6X7ok22VWVwgh9qJomqa15IBhw4bRr18/Xn31VSyW+lmGQCDAVVddxaZNm1i7dm2bDLS11NbW4nQ6cblcxMfLEj5CiPajqhpFNT42FdfywfeFLNlSRmivdcq0cBD0xpi6XS0cIlxbhjEpq9H5bCYdE/ukceuk3lK7K4Q4orVVXmvxjO+LL77I2WefTXZ2NscddxwAP/74I4qiMG/evFYbmBBCHG0agq4nGKbcHeCHghpW7ahk4x4X1b7YZRuCZTsp/+gxnKPOxzF4crRdMRibDL0mPZwxKIMbxveU0CuEEPvR4hlfAK/Xy1tvvcXmzZvRNI3+/fszY8YM7PaOv8+7zPgK8Yu9g5jdZJAbntpQXpmbBbmlbC+vo6IuwPbyOjyBML5ghEDklx/DmqZR9+PnVC16GSIhFIOZjMv+3uTNaw0y4oyM65POo9MGYTDIvkRCiCNfh5nxBbDZbFx33XWtNgjR8UlAOvrsHcT84QgWg54eqQ6mDJQlrlpbXpmbOSvyqfIEyYg3s728jmpPCH8oErMDmxrwUvn5P/BuXhZtMyZ3RjEY93vutDgTE/umcfXY7hJ6hRDiIA4p+L755pu89NJL7Nixg2+++YacnByefvppunfvztSpU1t7jKKdSUA6+uwdxDKdFmwmK95gmNw9Lva4fFw5pqv827YSVdVYkFtKlSdIrzQHtb4QRdU+IqqKTgfqz8k3UJJHxcePE64ujh4bN+wsEidehWIwNTqvDkhxmDl7cCbTR3WRfy8hhGiGFk8PvPDCC9x2222cfvrpVFdXRzesSExM5Jlnnmnt8Yl21hCQcve4SLAZ6Z7iIMFmJHePizkr8skrc7f3EEUL7RvE4ixG9DqFOIuRXmkOqjxBvthQiqq2uApKNKGoxsf28joynRYURaHaG8IbiqBqGhG1vrShds0nlLx1RzT0KmY7KdPuJWnSDY1Cb7xJx4AMB5eckM1TFx3HfWf2l9ArhBDN1OIZ33/84x/885//ZNq0aTz22GPR9hEjRnDHHXe06uBE+9o3IDXcWR5nMeIwG9hWVscXG0rpnuKQsocjyL5BbG+KopDptJBXVkdRjY/sJFs7jfLo4QmG8Ycj2Bq2EVbqw25EhYi/jsrPnsO7dWW0vymzFynn3I0xISPmPGYdDMlJ5LITuzI4K0HKjX4mZVhCiJZocfDduXMnQ4cObdRuNpvxeDytMijRMUhAOjo1CmL7sJr0lNb68QTDTT4uWsZuMmAx6PEGw8RZjCRajZj0OvwhFU2NENizJdo3bsRUEidcgaJvXNM7rGsimU4bg7MS5PvtZ1KGJYRoqRaXOnTr1o0ffvihUftnn31G//79W2NMooP4JSA1/feR1aQnEI5IQDrC7B3EmuILRjAb9Nj38+8uWiYrwUqPVAfFLj+aphFvNZIebwZAb3OScs6d6GxOUs/7M0mnXNtk6E1zGHFazfRMc5CV0PQfLMcaKcMSQhyKFv9mu/POO7npppvw++t/iH/33Xe8++67zJo1i1deeaUtxijayb4zVfuSgHRkaghiuXtcOMyG2M0RNI1il59BWU4JWL+SqmoUVnvZUV6HhoY3GObbTfnkJFnpkxlPQbUXf0jDkj2Qzte/imKyNHmeVIeRPplOkh0mJg9Il7fxkTIsIcSha3FiufLKKwmHw9x11114vV5mzJhBVlYWzz77LBdffHFbjFG0EwlIRyedTmHKwHT2uHxsK6svZbGa9PiCEYpdfpLsErB+rbwyN++sKuCrbeWU1foJqxr+os0UffgYceldOO22Z0hzWKioCxAIqWgmCw3fXpoGGqAokOU00yfTybAuiUwe0DHfvm+PGlspwxJCHKpDmqq79tprufbaa6moqEBVVdLS0lp7XKIDkIB09OqZFseVY7pG6yNLa/2YDXoGZTk7bMA6UuSVuXlm0Ta+31WNxx9CQaX22w/Zs2gOaCpVrjK++eRNjjvjEjTqS4o0DYx6BaNOIaRCos3IuUOzGNc7lTiLscPesNVeNbZSpy6EOFQtDr4nn3wyH374IQkJCaSkpETba2trmTZtGkuWLGnVAYr2JQHp6NUzLY7uExxyR3wrUlWN+ev3sK6gGrcvRMRbQ+knf6dm6+poH2vnARh6jkEBTuqZwtZSN8UuPwDZyTYGd3ZywbBsemd07O+t9lwLWsqwhBCHqsU/FZYuXUowGGzU7vf7WbZsWRNHiCOdBKSjl06nyFvBv1JDLe/OCg9fbynjg7VF1AXCeAtyKf/4b0TqKus7KgopYy4ifsx0LBYTNd4wFqOeMT1TqPWFyCuvY0AnJ3dO7tPhd2Br7xpbKcMSQhyqZgff9evXR/9/48aNlJSURD+PRCJ8/vnnZGVlte7oRIchAUmIWKqqsXJ7Bf/5fjcb9rio8ASo9YUJqyq137xPzfK3Qavflk1nc5Jz/t2YugxB1VRAIayqBCMqiqLgtJnonR5HuTtAca2/w3+vtXeNrZRhCSEOVbOD75AhQ1AUBUVROPnkkxs9brVa+cc//tGqgxNCiI4or8zNO98WsCC3hCpvEDSNiAZqOEjZfx7Bn78u2teSM5jUs+9AH5eMqqooP4cxg06HSf/LzO6RVJfaEWpspQxLCHEomh18d+7ciaZpdO/ene+++47U1NToYyaTibS0NPR6fZsMUgghOoq8MjevLc9n9c5KPIEwZoMe0HD5wih6E8a4ZOordhWcY6aTMvZiQEdE1VAAgw4MOoX0eDNxll9+BB9JdakdpcZWyrCEEC3V7J9KOTk5AKiq2maDEUKIjqyhtrWoxktE01B0CmaDjmA4QkPUSpn8O8K15cSPvghLzmBU7edjAYMCoJBkN9Jzr9rY1q5LbeslxjpSja2UYQkhWqLFf47PmjWL9PR0rrrqqpj21157jfLycu6+++5WG5wQQnQkDbWtSTYTOyo8hNyVBKt3Y805DhRQAMVkpsslswhGVLS9Qi9AosNEks1EWrwFo15HWFVbvS71cCwxJjW2QogjVYtvHX7ppZfo27dvo/YBAwbw4osvtsqghBCiI2qobY2zGHHnrWXLCzey+a0HidQUY9QpaICq1m8+YdQrxFn0dEmyEG8xMCAzjn9fdwL/mD6ME7olU+MNkV/hocYbYlCWs1WW/zqc2/g21NgO7ORsk2sRQoi20OIZ35KSEjIzMxu1p6amUlxc3CqDEkKI9tZUuYDdZMCkaCx95x/8+J9/0jClu2v+i3Sd/hAufwhVg1BERa+AxaDHF9JIj7dw2+Q+9EitD4M901q/LrU9lhiTGlshxJGmxcE3OzubFStW0K1bt5j2FStW0KlTp1YbmBBCtJe9ywV8oTCqCplOKwMTQ8x77Hds/+n7aF9Hz+PJPHsmBr2CSacQ1LT6PKxT0OkUeqfHcfmJXTmlX3r0mLaoS22vJcakxlYIcSRpcfC95pprmDlzJqFQKLqs2eLFi7nrrru4/fbbW32AQghxOG0tcfP8l3lUegI4TAaqfUEq6oIsXbyAHf95grC3FgBFp+ek6TeTcPx5FLr81PrC6BQdOUkm+mbGM6JrMgOz4hmWnXhYNqToCEuMCSFER9fi4HvXXXdRVVXFjTfeGN3BzWKxcPfdd3Pvvfe2+gCFEOJw2Vpay8OfbGRrmRtFAW9QxaBFqFn2Jvlf/jvaz5GczsV3PUVczgD8oQgZiVbiLEaG5yRyUs8UOifaDvvb/R1liTEhhOjIFE1ruO+4Zerq6ti0aRNWq5VevXphNptbe2xtora2FqfTicvlIj4+vr2HI4ToIPLK3Dw6fxOrd1YBEFI1IqpG8X8ewbN1VbRf6oAxnHzd/Ywd2J2zjsvEF4p0iNpWVdV4Yel2cve4Ymp8oX6JsW1ldQzKcnLD+B5SgyuE6PDaKq8d8p/+DoeD448/vtUGIoQQh1vDDWxuf4g5K/L5aXcNwYiKUadDVetvUEscdgaeratQ9AYGTfsdqaPPJSMtge3ldegUhb4ZHeMPaFliTAghDq5Zwfe8887j9ddfJz4+nvPOO++AfT/88MNWGZgQQrSlrSVu/rOmkO3ldbj9IdbvdhEMa6hAgAhQv96jvcdwUk+9Blv2ADoNHoYGxFuMVHoCHa5eVrbxFUKIA2tW8HU6ndG3zZxOZ5sOSAgh2pKqasz9voAXl+ZRWVd/n0IgpBLSIFRTgmf9QpxjL0FRlPoQHNZIHHkuKlDjC9ItxYFeR4etl5UlxoQQYv+a9VN7zpw5Tf6/EEIcCRpKGjYUu3h75S6+2VFJeJ+7G7xbVlLx2bNoAQ86ewLxw88GQAOCEQ2F+rDbPcVGSW3gsG3JeyhkiTEhhGhax5uuEEKIVtSwJu/yvHLW73bhCUZiHtfCIaq/fBX32nnRtrp1nxE/5HTQ1/+I1ACjHnqnx1HpCUm9rBBCHKGaFXyHDh3aaEH0/Vm7du2vGpAQQrSWhi18d1V42FZa1yj0hqr3UPHR4wRLt0fbbH3Hknza79EbDGgaqD+3O61G7CY9vdLjpF5WCCGOUM0KvtOmTYv+v9/vZ/bs2fTv35/Ro0cDsGrVKjZs2MCNN97YJoMUQoiWCodV3ltdSH5FHSUuP5WeYMzjnk1fU/n5P9CCvvoGvZGkU6/Dcdxp9fW9GiiAQQG9XuHKE7tx9pAsqZcVQogjWLOC7wMPPBD9/2uuuYY//OEPPPLII436FBYWtu7ohBDiEOSVuZm7upCP1+3G7Q/j3augVw0FqF7yT+p++DzaZkjKInXq3ZjSukfb9AooChgNOvplxnPduB6HZQc2IYQQbafFNb7vv/8+33//faP2Sy65hBEjRvDaa6+1ysCEEKI5Gm5ca1jBwBeM8NySbSzbUoYrEGnU37XinZjQax8wkaTJN6Lba6tfhfrAqyjQyWnlxgk9JfQKIcRRoMXB12q1snz5cnr16hXTvnz5ciwWS6sNTAghDqbhxrXt5XX4QmFC4QhbSmoprAnu9xjn6Avxbl5OxFND0qTrsQ+a1OQ9DDpFoV9mHL+b0JNT+qW35WUIIYQ4TFocfGfOnMnvfvc71qxZwwknnADU1/i+9tpr3H///a0+QCGEaErDjWtVniBWo44d5R62l9U1WqZsXzqzndRz/wg6A6bUnCb7DOgUx1UndeecwZ1kplcIIY4iLQ6+99xzD927d+fZZ5/lnXfeAaBfv368/vrrXHjhha0+QCGE2JeqaizILaXKEyTJZmTplnKKXP5G/YIVBVQtfIGUM2/HEJ8SbTel92jyvHajDpvZwJ/O6s8J3VOa7COEEOLIdUhTGRdeeCErVqygqqqKqqoqVqxYccihd/bs2XTr1g2LxcLw4cNZtmzZfvt++OGHTJo0idTUVOLj4xk9ejQLFiw4pOcVQhy5imp8bC+vw6xXWLSppMnQW/fTIkr+dSuBgp+o+ORvaGrjet+9ZcQZcViM9MuMZ0SXpLYauhBCiHZ0SMG3pqaGV155hT/+8Y9UVVUB9ev3FhUVteg8c+fOZebMmdx3332sW7eOsWPHcvrpp1NQUNBk/6+//ppJkyYxf/581qxZw8SJEzn77LNZt27doVyGEOII5QmGya9w8/nGUkrdoZjH1KCPik//TuX8Z9DCgfq2gIeI17Xf85n1ENYU4q1GLj+xq5Q3CCHEUUrRNO0gFXGx1q9fz6mnnorT6SQ/P58tW7bQvXt3/vznP7Nr1y7eeOONZp9r1KhRDBs2jBdeeCHa1q9fP6ZNm8asWbOadY4BAwZw0UUXNbu+uLa2FqfTicvlIj4+vtljFUJ0HM8s2sJzi/Kim0s0CJbtpPyjxwlX7Y62OY47jcRTrkVnNO/3fPEWPcd1TuSKMV3lRjYhhOgA2iqvtbjG97bbbuOKK67giSeeIC7ul52LTj/9dGbMmNHs8wSDQdasWcM999wT0z558mRWrlzZrHOoqorb7SYpaf9vSwYCAQKBQPTz2traZo9RCNHxLNpYypzl+TGhV9M06n5cQPXil9HC9Ss6KCYryVNuxt5//H7PpQBDs51cOrorZ8uNbEIIcdRrcfBdvXo1L730UqP2rKwsSkpKmn2eiooKIpEI6emxsyvp6enNPs9TTz2Fx+M5YH3xrFmzeOihh5o9LiFExxUMRnhu8RbqAuFomxrwUrng//Bu+jraZkzrTurUuzEmZR3wfJP7p3HnaX1l+2EhhDhGtHh6w2KxNDlrumXLFlJTU1s8gH3Xz9Q0rck1Nff17rvv8uCDDzJ37lzS0tL22+/ee+/F5XJFP2R3OSGOTHllbu7/ZANbSz2oexVo+Qt/igm9ccPOJPPSJw8Yek16hcn9U3l+xnAJvUIIcQxp8Yzv1KlTefjhh3nvvfeA+uBaUFDAPffcw/nnn9/s86SkpKDX6xvN7paVlTWaBd7X3Llzufrqq3n//fc59dRTD9jXbDZjNu+/tk8I0bGpqsayvHLmrMinsNKLpmnoFaLr9dp6jiJu2JnU5X5J8ul/wN73pP2eK8FqIMFqYkBWPLdO6i2lDUIIcYxp8c1ttbW1nHHGGWzYsAG3202nTp0oKSlh9OjRzJ8/H7vd3uxzjRo1iuHDhzN79uxoW//+/Zk6dep+b2579913ueqqq3j33XeZNm1aS4YeHb/c3CbEkSGvzM3b3+xi3k8luAMh0DR8Ph8Gk4XIXj+5tHCQiKcag3P/fzQ7TDpG90hhSHYCUwZmyEyvEEJ0YB3m5rb4+HiWL1/OkiVLWLt2LaqqMmzYsIPOvDbltttu49JLL2XEiBGMHj2al19+mYKCAm644QagvkyhqKgoulLEu+++y2WXXcazzz7LCSecEJ0ttlqtOJ3OFj+/EKLjyitz88yibazJr6IuEMKkV/AVbWXP+7NwjpmBY9Ap0b6KwdRk6FUU0CuQZDNx08k9OblvOlkJVnS6g5dTCSGEOPq0KPiGw2EsFgs//PADJ598MieffPKvevKLLrqIyspKHn74YYqLixk4cCDz588nJ6d+G9Hi4uKYNX1feuklwuEwN910EzfddFO0/fLLL+f111//VWMRQnQc4bDKv78t4NudldR6QwTCKqVrPqb6yzmghqlaOBtzZm8sqdkxM78NFMCgA4tRT+/0OG6c2FOWKRNCCNHyUocePXrw4Ycfctxxx7XVmNqUlDoI0XGpqsbK7RX8a+VOvt5aQSCiEfG5qfzsWXzbVkX7mTv1IeWcuzEnpGHQgapBWpyZU/tnMKlvGnvcfoJhlZ5pDkZ0SZJaXiGEOMJ0mFKHP/3pT9x777289dZbB1w/VwghWiKvzM073xYw78c9VHqDRFQIFG2m/OPHidSWR/sljDqPxHGXoekMmA0K2ckOhnVJ4KGzBmAy6dvxCoQQQnR0LQ6+zz33HHl5eXTq1ImcnJxGN7OtXbu21QYnhDg6qapGUY0PTzCM3WTAF4zw2vKdLNlcSoUniKqquL77HzVf/wvUCAA6azzJZ96KvcfxAGhARIUuSVauPqmbhF4hhBAHdUjLmTVnnV0hhGjK1tJa3vuukDW7qqkNhNA0FZc3hMsfIaxCxFdL5adP49u+OnqMuXN/Us6+C0N8Chr1oRfAYtJz/rDOskKDEEKIZmlx8H3wwQfbYBhCiGPB4k2lPDJvI0XVXkLqfjqpKsHS7dFP40/4DQljL0HR/TKjq1fAZFAY0CmeAZ1kRRchhBDN0+w7PrxeLzfddBNZWVmkpaUxY8YMKioq2nJsQoijyNYSN4/M20hB1QFCL6C3J5By9p3o7Ymk/eYhEsdfHhN6FcBq1JEeZ2VMj1SyEqxtP3ghhBBHhWYH3wceeIDXX3+dM888k4svvpiFCxfyu9/9ri3HJoQ4SoTDKq8s386uSm/MdsMAEU8NEa8rps3SZRCdrn8Fa/fhMe0KYDPpSLCZGNjZyZSB6bImrxBCiGZrdqnDhx9+yKuvvsrFF18MwCWXXMKYMWOIRCLo9XJTiRCiaZv31PKPJVuZn1vKvmsn+gvWU/HJkxjTupF2wQMoyi9/i+uMjbca1+sgI97C+D5pzBjVpcW1vfveVCebWQghxLGl2cG3sLCQsWPHRj8fOXIkBoOBPXv2kJ2d3SaDE0Ic2d78Jp8nF2zB5Q/HtGtqBNfKubhW/hs0lUhdFe41nxA/YmqT59EBafFmLj4+m/OGdaZzoq3FgTWvzM2C3FK2l9fhD0ewGPT0SHUwZWC63BwnhBDHiGYH30gkgslkij3YYCAcDu/nCCHEsWDfWdTMeAvFtX4Wbizlsc82Edxna7VIXTUV8/6Gf9f6aJslZwj2fuOaPL9egSHZCfz13EH0zTy0RczzytzMWZFPlSdIptOCzWTFGwyTu8fFHpePK8d0lfArhBDHgGYHX03TuOKKKzCbf3n70e/3c8MNN8Ss5fvhhx+27giFEB3WvrOowbCKPxihLhjip921jbYT9uX/QMUnT6J6a+obFB0JJ/2W+BMuiLmBrYFJB0Nzknhk2gB6px9a6FVVjQW5pVR5gvRKc0SXY4yzGHGYDWwrq+OLDaV0T3FI2YMQQhzlmh18L7/88kZtl1xySasORghx5Nh3FtUf0vPN9gqKXT784djEq6kRXMvfwfXNezSswqt3JJFyzl1Ysgc2eX6LUeH0gZ24aWKPXzUbW1TjY3t5HZlOS6M1yBVFIdNpIa+sjqIaH9lJtkN+HiGEEB1fs4PvnDlz2nIcQogjyL6zqABrC8opqQ00Cr1qyE/Z+w8SKMyNtlm6DSflrNvQ25peg7dXmo37zuzPuF5pv3oW1hMM4w9HsJmaXvbMatJTWuvHE5SyLSGEONq1eAMLIYTYdxa1xhNgR7kHXyjSqK9iMGOITyUA9aUN4y4jftR5MSs4NDDq4OzBmdx4cq9Wq7m1mwxYDHq8wTBxFmOjx33BCGaDHrtJfhwKIcTRTn7SCyFabO9Z1CpPgNU7q6j1Nz1jqigKSZNvJOKpwTlmOpbO/ZvsF2fW8Y8Zw1pllndvWQlWeqQ6yN3jwmE2xJQ7aJpGscvPoCynbIQhhBDHAAm+QogWa5hFLar2sLHYTanLF30sXFtGqLoYa85x0TadyUr6RY8c4Hw6Tu6TRo/UuFa/wUynU5gyMJ09Lh/byupnqa0mPb5ghGKXnyS7ickDZCMMIYQ4FkjwFUK0iKpqhFWVWn+Ib7dXEFI11J+3Y/PmfUvlp8+gaSqZVzyLMSHjoOdzmPSM75NKWKPN6mx7psVx5Ziu0RUoSmv9mA16BmU5mTxA1vEVQohjhQRfIUSz5ZW5eWdVAV9uLqGgyk9DRa8WCVH91b9wr/5ftG/N0jmkTrv3gOdLjzcxqlsyKQ4zNd5Qm9bZ9kyLo/sEh+zcJoQQxzAJvkKIZtlaWsus+Zv4dkcV3pAabQ/VlFDx8RMEi7dG26y9R5N82u+bPI9RB5lOM30znPTJiENRFLaV1R2WOludTpEly4QQ4hgmwVcIcVCb99Ry23vr2FRSx96LlXm3rqRi/rNoAU99g95A4sSriRt2VuM1c4HUOBN90+PpkWbHZjbgkTpbIYQQh5EEXyHEAS3eVMoDH21gd80vN7Bp4RDVS1/DveaTaJshIZOUqXdjzugZc7wCGPUKgzs7+d2EnmwudrO9vI4yd0DqbIUQQhxWEnyFEPu1tbSWJz7fzJ69Vm0AKPvwEfw710Y/t/UdS/Jpv0dntqFXIKKBQQcWo/7/27vz+KqKQw/gv3PuufvNvhtCCATZN4MLIIKCQdS2tlKpWHdUXCpIeQrFFtD3ivrcK7gDVkWptn0qLiwuiKIiEJQQIAQICdn35O7LmfdHzJVrQiXJTW6S+/t+Pvl8yJw5c+YyBn6Mc2YQZ9bjoiEJuGZCOjITI3DhkESusyUiopBg8CWiNtntHix7JxdHKq1QAw9jQ0TWL5qDr0aL2Om3wjLmkoClDbEmLW46fwBGpkYjI96MtBiTP9xynS0REYUKgy8RQVVFwCzshp1FWLPjGOxutc36pkFnI+aiuTCkj4YucWDAtQiDFr8am4o7pg7mTC4REfUoDL5EYUxVBXYcqcbWvEqUNTggSQL7TjSgpMHlr+OpLYE192NET742YFY38uwrWrWnSMDEQXG45rz+DL1ERNTjMPgShamCyias/6YIHx+oQKPTCxmA0+uFzf3jugbr/k9Ru2kVhMcJJSIeEeMuPWV7MoCpQxKxMPtMvqhGREQ9EoMvURgqqGzCmi8K8dmhStRYXfD6hP8wCgBQPU7UbX0B1u83+8us322CZcwMSLKmVXtGRcK8qYPwh4vO5EwvERH1WAy+RGFGVQU25VbguxN1KG90tnpxzV1dhOp3HoKnushfZh45HbEXzwsIvRIARSMhM8GMx64ai+FnRHXTJyAiIuoYBl+iMHDyy2uNDg8+yi3B/lJrq3rWfVtRu+VZCE/zGl9Jq0ds9h2wjJwWUE8DIDXGiOnDEjHnvHQubSAiol6BwZeojyuobMKm3AocqbLC6fWhoNKK/IrA0Ku6Hajd8ixsuZ/4y7Tx6Ui4YjG0cWmt2lxxxTBMHpwUsE0ZERFRT8fgS9SHFVQ2Ye2Xhai1uZESZYBeo8cnByta1av//NWA0GsZMwMx026FrNW3qjs8JRJzzslg4CUiol6HwZeoj2pZy1trc2NwogWSJOFQRSOcHtGqbtT5c2A//DVUZxPiZtwF8/ApbbZpUGQ8/tsxDL1ERNQrMfgS9VEl9Q4cqbIiJcoAIYDSBjsOl7de1wsAGoMFCb/+E2SdEdrY1LbrSMDcyRkYekZkV3abiIioyzD4EvVRNrcXDo8PddUu5JY0wurywuNT4a44itqtzyH+V4uhWGL99fXJmadsK8qgYFhKBGaf3b87uk5ERNQlGHyJ+iCvV8UXh6vx1ZFq1Du8zYVCwJrzAWo+eQnweVD93qNImv1gm/vytojQyTh3YCw0sowxaTFIjTZ20ycgIiIKPgZfoj7g5O3Kviuux4adRdhf2gDXD6dSqC4baj98GrZDX/rvEW47VKcVGlPr/Xe1GqB/jBGj02Lg9KiINeuQPSKJa3uJiKhXY/Al6uVO3q6sqNaGg+VWOD1eqGrzdVfZYVS/+zC89eX+eyKyfomYqTdCUrSt2tPKQP8YE1JjTJAgYVRqFLJHJHGvXiIi6vUYfIl6oZYZ3gNljXh/XxlcHh+SIw2oaHDCq6qAAFQh0Lj7XdR9uhZQm5c7yHoz4i9dAOOZE/xtaSRAlgBFlpEYqce8qYMwaVA87B4fzDoFqdFGzvQSEVGfwOBL1Mu0zPAWVDZhf2nzS2vpcSaoqkCD0wuDIqPR1ojKjU/Ccfhr/326lCFI+NW9MMclQ1UFBJoD78B4C2ItOow8IxqzxqfizCTu2kBERH0Tgy9RL3LygRQRegWSBESbtKhqcqGk3gGPT4VFr8BZ9H1A6I085zeIveA6CI0CCECSABkShqZE4n9+PRJRRh1ndomIqM9j8CXqJX56IEWNzQ2fEIjUa2HRN+/bq6oCqioQO3wyrEcuge3gl4i7fCFMg85Gy7EVXrX5V9EmLf5wUSZGpkaH7DMRERF1JwZfol7i5AMpJEmCTiNDkWV4fCo0PjfiLXrU2dywe3yw6DVIyr4Vrom/gy4yHj4BnHxeW4xZh/nTBmP68OSQfR4iIqLuxuBL1EvY3F44vT6YdM176UYYFMSadMj//lvkrf9vjLpiHqIGT4bN5YPdrUKrN0Cr08OnAj6fgAwgxqzFeQPj8IeLBmNoCtfyEhFReGHwJeolzDoFBkUDu9uLCIMWQgiUb38De9avglB92P36/+LchZkYNTDzhy3NfDDqNFBkCXERelw8PBm/GZeKfjEmruUlIqKwxOBL1EukRhsxKMGC3NIGCEcD3vjf+3Bo1xf+6+bUwVD0JiRGGDBhYDzOiDHCqNMgzqzDWWkxUBQ5hL0nIiIKPQZfol5CliXMGJmEr3Zsx98fuxf2+moAgCRJGPeruZg46xb8YlwahiVHcocGIiKiNjD4EvUSPp8P6597Am+sWAH1h2PZjFFxuPSu/8FF06bxdDUiIqKfweBL1AtUVFTgmmuuwccff+wvm3TBVKz82wsY0C+VM7xERESngcGXqJfIzc0FAMiyjBUrVmDJkiXQaDQh7hUREVHvwbddiHqBpKQkvP766+jXrx8++eQT3H///Qy9RERE7cQZX6IeqLS0FHq9HnFxcf6yadOm4fDhwzAYDCHsGRERUe/FGV+iHuajjz7CmDFjcMMNN0AIEXCNoZeIiKjjGHyJQkRVBYpr7ThY3ojiWjvcbg+WLFmCmTNnorq6Ghs3bsTq1atD3U0iIqI+g0sdiLqZqgp8UVCFd3JKUVpvhwpAWGuwc81yHM/b4693+eWX43e/+13oOkpERNTHMPgSdROvV8X/fVeCV3ccw6EKKzxeAUiA48i3qNz4OHyOJgCARlHw8EMPYeHChZAkblFGREQULAy+RN3g4wMVeHTTQRyqsEL9Ydmu8HlQt+0VNH37f/56uugknHPTCvzimjkMvUREREHG4EvURVRVoLjOjn/uOoGXth+B3fvji2qqy46KDX+Gu+yQv8w0+DxkXrkIvshovL2nGIsvGcZDKYiIiIKIwZeoC+RXNOL5T49g84EyNLlEq+uSzgglOrk5+MoKYi68CRFZv4BDlmFQfThSaUVJvQNpsaYQ9J6IiKhvYvAlCrIteeVY+u99qGxyn7KOJEmIm3EnVKcV0ZN/D33KYACATxVweQV8qoDN7e2uLhMREYUFBl+iINq8vxx//Md3aHIFhlZPXRm8jZUwpo/xl8l6E5KuWhFQr2XbXp1GhlnHH08iIqJg4t+sREGyObcci97aiyaXL6DcdvAL1Hz4NCRJQsqNf4MSlXjKNjQyoMgSUmNMSI02dnWXiYiIwgoPsCAKgq155Vj09ndoPCn0Cq8bNZtXo/qdhyDcdqguG+o+f+U/thNh0CLCoMW0YYl8sY2IiCjIOONL1AmqKvD54Urc9/Z3aHT+uLzBU1uCqncegqfymL/MNHwK4rLvPGVbEXoN4i16nD84HhMHxXdpv4mIiMIRgy9RB6iqwJdHqvH2rmJ8crAyYHmDLe8z1GxaBeF2AAAkRYeY6bfBMjq7zb15NQCSovToF2PC4MQIzDm3P2d7iYiIugCDL1E75Vc04sXPj2FbfhXq7G54fM1vpKkeJ+q2vgDr95v9dZXYfki4YjF0CQPabEuRgIwEM9LjzDirfwyyRyQhMzGiOz4GERFR2GHwJWqHjw9U4Kmt+ThWbYPd7YOv5RQ2IVD51nK4inP9dc0jpyH24tsh6wxtttU/xoAFFw/B0OQIRBi0SI02cqaXiIioCzH4Ep1EVQVK6h2wub0w6xT/zgol9Q7sK63HYx/lo9rqghDNW49JAASa9+WNPPvXqCrOhaTVI/biO2AZNe2UzxmSZMbfrs7Cmcmc3SUiIuouDL5EPyiobMKm3AocqbLC6fXBoGgQbdRCADhU0YjcEw2wunyQJPhnemU0B18AMA0+FzEXzYUh4yzo4vu3at+slRFlVDAkJRJLLh2GM5MYeomIiLoTgy8RmkPv2i8LUWtzIyXKAJPOiNJ6Oz7ILUOjwwOvCrh9anNlAbirCmHL24boC64LeGEt8uwr2mw/wazFWemxGN0vGjNGch0vERFRKDD4UthTVYFNuRWotbkxONECSZIghMD+0kZUNbn8s7tA81pe6/dbULf1OQivG0pUEiLGXnLKtnUaYGxaNOZOHoRhKZFcx0tERBRCDL4U9krqHThSZUVKlME/e5tbUo/8CitOyrxQXXbUbl4NW95n/jLrvi2wjMmGJLU+CybKqOA3Y1NxzYR0zvASERH1AAy+FPZsbu8Pa3r1KKmzo6CyEd+faAoIve6Ko6h692F4a0v8ZZaxMxE77ZaA0GvSybDoFQyIN+POCzMxOTOBM7xEREQ9BIMvhT2zTkGdzY2cojpUNbngVX+8JoSAde+HqP34RcDnAQBIOiPiLrkb5mGTA9rRycCYftE4PzOB63iJiIh6IAZfCnuHypuwv7QBjU5fQLnqsqHmo2dgP7jdX6ZLzkT8L++DNialVTtnJkfinovPxPj0WM7yEhER9UAMvhTWvF4Vj2851Cr0AkDdtlcCQm9E1i8QM/UmSIq2VV2DIiN7eBJDLxERUQ/G4Eth7Z3vSpBfYW3zWvTka+Eo+BbCbUfcpfNhOnNim/UkACNTI3Hp6BSGXiIioh6MwZfClqoKfLCvDD61+TU2IUTAnrwaYwQSfrMUGmMElKikU7Yztn8UHrpyNNf0EhER9XAMvhR2Wo4lPlJlRXGtAwKAq/QQaj9+AYm/vh8aS4y/rj45s802tLIEs0HBtCEJePjKMVCU1tuZERERUc/C4EthJb+iEW/vKsGRKisanG5UNjnQuPPfqNu2DlB9qN74KBKvegCSrDllG1FGBYMTLTgzKQI3nZ/B0EtERNRLMPhSr9Uyc2tze2HWKT97KtrHByrw1NZ8lDc6ocgyVEcDjm54BE353/jrCK8bqssOjbHtZQuKBGT1j8b4AXHIHsEty4iIiHoTBl/qlQoqm7AptwJHqqw/HD6hwaAES6v9c1vC8f6yBjzy4UFUNLqg08ioL/4ehW+thKexyl838rxZiD7/95A0bf9Y6BUJt0weiNln9+fRw0RERL0Qgy/1OgWVTVj7ZSFqbW6kRBlg0hlhd3uRW9qA0gYHbpw0AAPjLdhxpBpb8ypRUm/DdyfqUW31QCMJ1H/9b5R+vA5Qm0+qkI2RiL/8jzAOzIIEBJzY1iIlUocHrhiFi4cnd+dHJSIioiAK+eLE1atXIyMjAwaDAVlZWdi+ffsp65aVlWHOnDkYMmQIZFnGggULuq+j1COoqsCm3ArU2twYnGhBhEELjSwhwqDF4EQLaqxuPP/5UdyzIQeL/7kP731fim+O1aKqyQOPrQEn3lyO0i1r/KE3YsAopN30NMyDsqDIgF4rw6iVYdbJiDNrMSjBjEmDYvDGLRMYeomIiHq5kM74btiwAQsWLMDq1asxadIkPP/885g5cyby8vLQv3//VvVdLhcSEhKwdOlSPPHEEyHoMYVay24MKVEGSJIEIQSanF64fSrsbi+OV1txrMYGVQiIH44e9onmWVzn8e/hPLb7h5YkpEy9GunTrkej2we7W0WcRYfR/aJh0iuIMWoRYVBQUGXDqNQo9I8zh+ojExERUZCENPg+/vjjuPnmmzF37lwAwJNPPolNmzbh2WefxcqVK1vVHzBgAJ566ikAwJo1a7q1r9S1TvdFNZvbC6fXB5POiFqbC0cqbai1u2F3e1HV5ILDo57yGeZhk+EszIH9yE7EX74IUYPPgqTRQK8IODwqFI2MfjFGmPQKHG4fCqpsiDXrkD0iiet5iYiI+oCQBV+3243du3dj8eLFAeXZ2dnYsWNH0J7jcrngcrn83zc2NgatbQqO031RDQDMOgUGRYPSejsOV1rhcPtg0Ssoq3e3Cr2qyw5Zbwooi5l+K6InXwuNJQZurwq31weHR4VZp2BCRhwaHF5UNrmgVzQYlRrFnRuIiIj6kJAF3+rqavh8PiQlBZ6IlZSUhPLy8qA9Z+XKlVixYkXQ2qPgOp0X1U4OnqnRRgxMMOPdvaXwqSriLHqU1NnR4PQFtOso3IvqjY8idtqtMA+7wF8uaw2A1gCgeQlEk8sLg1aDaUOT8NCVo1HW6Dzt7dGIiIiodwn5y20nHxELtD42trOWLFmChoYG/1dxcXHQ2qbO+bkX1WptbmzeXwFV/XGfBVmWMCYtGm6figaHB/tK6lHS8OOMvlB9qN/+Oio3/BmqrR41H/0NnrrSNp8vA4g26XB+ZgLuuHAQFEVGWqwJQ5MjkRZrYuglIiLqY0I24xsfHw+NRtNqdreysrLVLHBn6PV66PX6oLVHwfPTF9VOJkkSUqIMKKi0oqTegbTYH5csFFQ1oarRCdtPljZ4m2pQ/d7/wlWc6y/TnzEUsi5wuYMEQCMDBq0GvxiTgt+d3Z/LGYiIiMJAyGZ8dTodsrKysGXLloDyLVu2YOLEiSHqFXWnH19Ua/vfX0adBi6vDza3F0DzDPHTH+fj8U2HW4Vex9HdKFt394+hV5IRPeV6JF61AhpztL+eBECrkRBt0uHSkclYPGMYQy8REVGYCOmuDgsXLsS1116L8ePHY8KECXjhhRdQVFSEefPmAWheplBSUoK///3v/nv27t0LALBaraiqqsLevXuh0+kwfPjwUHwE6oSWF9Xsbi8iDNpW1x1uH/SKBmadgoLKJry2oxBv7j4B10mht3lpw2to/Potf5kmIh7xv/wvGPqNaNWmJAEaWcI5A2Jw65Tm5Q1EREQUHkIafGfPno2amho88MADKCsrw8iRI/HBBx8gPT0dQPOBFUVFRQH3jBs3zv/r3bt3Y/369UhPT0dhYWF3dp2CIDXaiEEJFuSWNsCiVwKWOwghUNbgxKjUKDjcPqzbcQzb8qvg8f4Yer1N1ah+9xG4TuT5y4yDzkbcpQugMUUFPKt5eYMEgyIjKVKPOeemc6aXiIgozIT8yOI77rgDd9xxR5vX1q1b16pMiLYOlKXeSJYlzBiZhNIGBw5XNq/1Neo0cLh9KGtwItasw/ThidiyvwIl9Q60DL3/vwBJhqf2hxfXZA2iL7gekedcAUkKnMWVAFj0GpwRbcKQ5Ah4fSriI7jum4iIKNyEPPhSeMtMjMCNkwb49/GtaHT699CdPjwR9XYP9hTVQa/IkCCaU+wPyVexxCL+8j+idtMziP/Ff0GfOrTNZ6THGjGufwzSYk2wuryot3tgPsW6YiIiIuq7+Lc/hVxmYgQGTrUEnNzmcPuwObccO45U41BFE0w6DRqqSiFBD+gs/nuNGeNwxi3PQdK0XiMMAPFmHaYOTUSUURewfCI12thdH4+IiIh6CAZf6hFkWfJvWVZQ2YSnPzmMQ+VNsLm8sLm8qNy3HaXvPQFj/1GIu2JpwHrgtkKvVgbMei3S400w6RQ0OT3+5RM8gpiIiCg8MfhSj6KqAuu/LsKu43Wwu71wOZ0o27IGTbvfBQDY8r+G8ftNMI+5pM37JQDJkToMTIiA1eVFjEmH4zU2HkFMREREDL7UM6iqQHGdHd8crcEHuWWot3vgqClFxTsPw1V22F/PNGQSzEMnQysB3h+W/GoVQAMJkiwjwqhgxBlROKt/DKYPT4RRq/AIYiIiIgLA4EvdTFVFwFre1GgjDlY04KEPDuL7kgY4XD64fAK2g1+g5qOnIVx2AM3LGeKn3wLTmJmAJCHKpPUfK2zUamDSaTAgzoLxA2IwLCWSIZeIiIhaYfClbpNf0Yi3dp3A/tIGeHwqoo1aVDW58P2JRrTsziu8btR+8jKsOe/779PFnoG0WX+CIXkQPF4VHlUgOdKIJ2aPhUaWOaNLREREp4XBl7rFxwcq8MhHB1Fa74BXFRBCwOMT8J20LbPqtKL8jT/BU3nUX2YeNgXJl94Fg8kMoHknM0WWYNBJcHpVDE22gIiIiOh0MPhSl8svb8IjHx1EYY0NEAI+tXl97k9JejO0sanwVB6FpOgQM/02WEZnQ8gSfAJQfSoEAJNWg1iTnnvxEhERUbswOVCXUlWBt3YX40SdAx6vgPof6kqShLhL7oLwOBE95XroEgYAAHwC8KoqFFmGIkmINuswJi2ae/ESERFRuzD4UpcqqXdgf0kDnB5fq9DrqSmGz1oHQ/pof5msNyNx1rKAehIAvUYDjSzBqGvelmzGyGSu5yUiIqJ2YfClLmVze1FtdQWs5QUAa+7HqN28GpJGh5Qbn4YSmXDKNnSKBJNORpzFgImD4nD1uf25F28v09ZuHvyHCxERdTcGX+oyqipQb3ej2ur8scztRO2W52DL3QoAEB4X6r94HfGXLmizDZ1Gwv2XDUNarBkZ8WakxZgYmHqZgsombMqtwJEqK5xeHwyKBoMSLJgxkoeJEBFR92LwpaBTVYEdR6qxZX8Fdh2vRa3dBwBwVx1H9TsPw1NT5K9rGZ2NmOm3nrKtq89Jw7UTMrq8z9Q1CiqbsPbLQtTa3EiJMsCkM8Lu9iK3tAGlDQ7cOGkAwy8REXUbBl8KqoLKJqz/pgib9pej1uaG26tCCAHr91tQt/V5CK8LACBpDYidcScsIy48ZVtJETr8+bIR3dV1CjJVFdiUW4FamxuDEy2QpOaZ+giDFha9gsOVVmzeX4GB8RbO4hMRUbdg8KWgya9oxDOfHMG3x2rR4HTDp6qA246aj1bDlveZv542MQMJv1oMbWxqm+1IAOIsOvz1N6OhKHL3dJ6CrqTegSNVVqREGfyht4UkSUiJMqCg0oqSegfSYk0h6iUREYUTBl8KivzyJjy48QAOVTSizu6BEAKqKlC24c9wlhzy17OMnYmYi+ZC1urbbMeikzE2LRo3nj8Q04YldVf3qQvY3F44vT6YdG1vO2fUaVDR6ITN7e3mnhERUbhi8KVOK6hswqpPC3CkygqDooEQbmhkCaoAos6dBee//geSzoi4S+6GedjkNtuQAVwyMgk3TMrAWWkxnOntA8w6BQZFA7vbiwiDttV1h9sHvaLhQSRERNRt+DcOdYrXq+If3xajqNYORSPBoMiQJQmyJEGCgPnMCYiffgsiBp8DEZmCNg5swxlReiz/5Uhkj0ju9v5T10mNNmJQggW5pQ2w6JWA5Q5CCJQ1ODEqNYoHkRARUbdh8KUOK6hswj++PYEPc8uhCoHKowdgPfgFIidfB1UV0MgSvD6ByLN/BZ1GAiBBiOZjLCINWvSPNWHB9DNx3sB4zvD2QbIsYcbIJJQ2OHC4snmtr1GngcPtQ1mDE7FmHbJHJPHFNiIi6jYMvtQhLdtUHa+xQZaApt0bceRfqyB8HiAyGZbR2ZAkQJIAVQU8ENBIgKKRER9hwKRBcbjp/AxuZdXHZSZG4MZJA/z7+FY0OqFXmk/fyx7BfXyJiKh7MfiGmWCcoHXyNlWpRh+2vLYclfu2+6835n6KiDEXQ5YkqBIAAQgBaDQSok06TB+ayNPXwkhmYgQGTrXw5DYiIgo5Bt8w0tETtFRVoLjOjqNVVlQ1uVBrc+OLw1WQa45gw9OLUVdR4q878MLZiJ96PaxeCYoMCK8Ks16DzAQzRqZGY/rwJEwaFM/QE2ZkWeKWZUREFHIMvmGioydoFVQ2Yf3XRdh2uBKl9U64vSpUIdD47f+h9rN1gNp8KpvWFIFhsxcjI+sCyBJQ2ehEfIQBCRF6XJnVDyNSojjLR0RERCHF4BsGOnqCVkFlE57cehhfH61Bvc0NnwB8jiZUf/AEHAU7/fWi0kfg1398BE59LOrsbjg9PkiSjHMyYnHV+DQuaSAiIqIegcE3DHTkBC1VFfhoXzn2nWhAvc0N7w/7kNV+uiYg9EafNwsDZtwIpz4G49Oj0eT0oqDKihFnROG/sodwtwYiIiLqMRh8w0BHTtAqqXfg+xP1qLG5/KEXAGKm3gDnsT0QPg/iL1sI06Dx8AgJ5Y1OlDc6YXX5kB5nxm/H92PoJSIioh6FwTcMdOQELZvbixq7G3aXF8CPs8QaUxQSrvwzNOZoKBHxEAA8XhVNDg9qbR5kpcdwmyoiIiLqkTglFwZaTtAqa3BCiMCz01pO0MpMtCAl0oDiWjsOljei0eFBRf4elLyyED5bfcA9+uRMKBHx/u9NegVnJkfitikDMW/KIIZeIiIi6pE44xsGTucErSHJEXj+86M4UmWF3e3G9++9gq/efg4QKqo3PobEq1ZAktr+d5JOo8GkQfEYnx7LXRuIiIiox2LwDRP/6QStIckR+ORgJWptbkSoVnzy5J9wOGeH/16h+iDcDkh6c5ttp8ebMGMkj54lIiKino3BN4y0dYJWSqQBz39+FLU2N1Cai+ceWoSmumoAgCTLiD1/DiLO+y2EpGnVngQg0qDgzgszubyBiIiIejwG3zDz0xO0imvtOFzRgAPvv4TPNzzvXwMcEZuA3y9+FIW6AThaZYNWI0EVAj5VhSRJ0MgyDFoNfjk6BZMzE0L1cYiIiIhOG4NvmDtWVIy3HrwNpQd2+8uGZJ2POfc+goiYOEQ3OVFnd0Mry4AECAFIEqBXNBiSHIE556VziQMRERH1Cgy+YW7vN1/6Q68ky5h5/XxcNPtWyHLzi2wGrQYjzohCRpwZRbV22D1emLQKRveLwoyRyVziQERERL0Gg2+Y8HpV7CmuQ43NjTizDmelxUBRZNx1y41Y/+/3kbvzC9yw9HEMGn22/56Wrc7O6h+DWycPRNkPh1yYdQpSo42c6SUiIqJehcE3DHx8oALrvixEYY0NDmsjjJZIDIgz44ZJAzBtWBJeeHYV1n6eD6fGjCanp9VWZ9kjkqAocsDa4M5QVRHwgh1DNBEREXUHBt8+7uMDFVj54UE0OT3wFe7GvvUrMfy39yB/8CSs/PAgAGDasGTcaTa3udVZsE9hK6hs8j/H6fXBoGgwKMGCGSN52hsRERF1LQbfPszrVbHuy0I02Bxo/PzvyN/6BgBg/5v/i2lLhqHWGYtXdhRiyuCENrc6C/ZMbEFlE9Z+WYhamxspUQaYdEbY3V7kljagtMGBGycNYPglIiKiLsPg24ftKa7DwYKjKHjzv1F/PM9fnnDmOOgtUYjT6HCs2oY9xXU4JyOu1VZnwaSqAptyK1Brc2NwogWS1ByoIwxaWPQKDldasXl/BQbGW7jsgYiIiLoEg28ftvG9d5Hz1N3wOa0AAFmjYPRv7sTgi65q3otXVVFrc6PG5u7yvpTUO3Ckqvm45JbQ20KSJKREGVBQaUVJvaPLwjcRERGFNwbfPsjtduPee+/FU0895S8zx5+BCXMfQOyA4f4yh9sHrUZGnFnX5X2yub1wen0w6YxtXjfqNKj4YdcIIiIioq7A4NvHHD9+HLNmzcKuXbv8ZTEjJmPyjX+CwRLlL1NVFTU2N4YkReCstJgu75dZp8CgaGB3exFh0La67nD7oFc0MOv4nyQRERF1DaaMPkZRFBQWFgIAdDodbrt3OfZHT0C5y4s45cetympsbkQatLh+4gAoitzp5/7cFmWp0UYMSrAgt7QBFr0SsNyhZb/gUalRSI1ue0aYiIiIqLMYfPuY1NRUvPrqq5g/fz7efPNNjBs3LmAf31qbG1qNjCFJEbh+YvM+vp11OluUybKEGSOTUNrgwOHK5rW+be0XzBfbiIiIqKtIQggR6k50p8bGRkRFRaGhoQGRkZGh7k6nHT58GAkJCYiOjg4o93g80Gp/XFJwqpPbOqv1FmUK7G6vP8z+dIuyk0Oyy9u8vCEz0RL0/YKJiIio9+qqvMYZ317szTffxC233ILs7Gy8/fbbAcsHTg69AKAoMs7JiAvq8zuyRVl37BdMRERE1JbOT/lRt3M4HLjttttw9dVXw2q14l//+hdeeeWVbu9He7YoO1nLfsFDkyORFmti6CUiIqJuwRnfXubgwYO46qqrsG/fPn/Ztddei1mzZnV7X7hFGREREfUmnPHtRV599VWMHz/eH3qNRiPWrFmDV155BRaLpdv7c/IWZW3hFmVERETUkzD49gI2mw033XQTrrvuOthsNgDA8OHD8e233+LGG29stcygu7RsUVbW4MRP35Fs2aIsM9HCLcqIiIioR+BUXA9XU1ODCy64AHl5ef6ym266CX/7299gMoX2aF9uUUZERES9CWd8e7jY2FgMHToUAGA2m/H3v/8dL7/8cshDb4vMxAjcOGkARp4RhXq7B4XVNtTbPRiVGtVqKzMiIiKiUOKMbw8nSRJefvlleL1ePPzww/4Q3JNwizIiIiLqDRh8e4CTj/s9np8HxWPHtGkX+a9HR0fjnXfeCWEPf17LFmVEREREPRWDb4i1nGRWUNmEPZvfwpevPQajyYwPt32F88cMCXX3iIiIiPoMrvENoZbjfvccKcGWVUvw+dqV8HncsDbU4e77/oyCyqZQd7FXUlWB4lo7DpY3orjWDlUNq1O5iYiI6BQ44xsiLcf9Htr/PT5b/SfUlBX5r036xRwMu+LOVsf90s9rmUE/UmWF0+uDQdFgUIIFM0Ym8UU7IiKiMMfgGyIn6uz456sv4fPXHofP6wEAGMwRmL3wfzBm8gw0OT3+4365dvb0tMyg19rcSIkywKQzwu72Ire0AaUNDu4yQUREFOYYfEOgvr4ec6+7Dp9+8J6/LG3IKFz3pycQl5IGgMf9tlfLDHqtzY3BiRb/oR4RBi0segWHK62cQSciIgpzDL7dTFVVXHjhhdi7d6+/7IJfX4/L5y6CotX5y3jcb/uU1DtwpKr5EI2fnmQnSRJSogycQSciIgpzTFVBpKoCJ+rsKKiyosbqRpxFh8wEC/rFmPyzjLIsY+nSpfjtb38LU0QULpj7F1x8yWUBYa3luN9RqVE87vc02dxeOL0+mHRt/35xBp2IiIgYfIOkoLIJ678pwrZDlSitt8PjAyADsQYdZo5KwrUTM/zrS2fNmoUnn3wSY8+fjs1FKo/7DQKzToFB0cDu9iLCoG11nTPoRERExBQQBAWVTXhy62F8fbQGtVY31JYLPqDo0Hd46v1vsGvOH/DU78b5w+/8+fMBAKlpP+5CUNHohF7RYFRqFLJHcBeC9kiNNmJQggW5pQ2w6BXOoBMREVErDL6dpKoCH+WWY9+J+oDQK4SKxp3/Qv22vwNCxc64NDwUacAL150dMIvL436DQ5YlzBiZhNIGB2fQiYiIqE0Mvp1UUu/A9ycaUGt1+UOvz96A6vcfh/Pobn8964HP8UXBdByrsWJQQuBMLo/7DY7MxAjcOGkAZ9CJiIioTQy+nWRze1Fnd8PpbY69zuJcVL/7CHzW2h9qSIiccBWiz58Dl1dga14lBk1hAOsqnEEnIiKiU2Hw7SSzToFWI0NVVTTseAv1X7wOiOYQLJuiEH/5IhgzxvnrNzo9oepq2OAMOhEREbWFwbeTUqONSDe68c4/lsF+LMdfru8/GvG/WATFEusv08jA0GTO9hIRERGFAoNvJ8myhAPvPHtS6JUQNel3iJr4O0iyJqBuYoQeM4Yld38niYiIiAhyqDvQF7yw6inEJSRBa4lF4u/+G9HnX9Mq9Jp0Gtw+NRM6neYUrRARERFRV+KMbwcIIQL2iU1MTMSmD9+HSx+FZ3ZUYffxOrh9AkDz8obECD1un5qJaycMCFGPiYiIiIjBt502b96MxYsXY/PmzYiPj/eXZ2VlAQDOGz4Ix2qs2JpXiUanB0OTIzBjWDJneomIiIhCjMH3NHm9XixbtgwrV66EEALXXXcdNm7cCFkOXC0iyxIGJURwyzIiIiKiHobBtw2qKgL2gRXWGlxzzRx88cUX/jqSJMFut8NisYSwp0RERER0uhh8fyK/ohFv7yrBkSorfEJF/cGd2PrcMtga6wAAiqLgr3/9K/74xz+2mu0lIiIiop6LwfckHx+owNMfH0ZVkwuKpKJ48xoUfvqm//oZ/dLw9j82YMKECSHsJRERERF1BIPvD/LLm/D0x4dR3uhElLceu9ctR+2x/f7r/cZMxt0rHse552aFsJdERERE1FH8f/VoXtP79u5iVDW5kBypR8Ox7/2hV9IoGPzLO3D2rX9FqUODknpHiHtLRERERB3BGV8AJfUOHKmyQqdI0CkapJ97CSoOfIvqgu9w3twHYUkbAqvLh3qHGza3N9TdJSIiIqIOYPAFYHN74ROAXtHA41OhVzQ46+pFEKoPOlMEVCHg9nogSzLMOv6WEREREfVGTHEAzDoFMUYtmhweNDg80JllaA0m/3W3V4XbqyIz0YLUaGMIe0pEREREHRXyNb6rV69GRkYGDAYDsrKysH379v9Yf9u2bcjKyoLBYMDAgQPx3HPPdboPqdFGZCZGwKRXYNDKqLW54fL6oAoBp8eL8kYnEiL0uDIrFbIs/XyDRERERNTjhDT4btiwAQsWLMDSpUuRk5ODyZMnY+bMmSgqKmqz/rFjx3DppZdi8uTJyMnJwZ/+9Cfcfffd+Oc//9mpfsiyhBkjk9A/1oQYsx5RRi3sbh+qmpyoanIjJdKAu6cNxplJkZ16DhERERGFjiSEEKF6+LnnnouzzjoLzz77rL9s2LBhuOKKK7By5cpW9e+77z68++67OHDggL9s3rx5+O677/DVV1+d1jMbGxsRFRWFhoYGREYGBtmCyiZsyq1AQWUT6h0eyBIwKNGCWWel4cxkHkFMRERE1B3+U17rjJCt8XW73di9ezcWL14cUJ6dnY0dO3a0ec9XX32F7OzsgLIZM2bg5ZdfhsfjgVarbXWPy+WCy+Xyf9/Q0ACg+Tf0pxINwDVnJaC03gK7xwuTVsEZ0UbIsmizPhEREREFX0vuCvb8bMiCb3V1NXw+H5KSkgLKk5KSUF5e3uY95eXlbdb3er2orq5GSkpKq3tWrlyJFStWtCpPS0vrRO+JiIiIqKvV1NQgKioqaO2FfFcHSQp8WUwI0ars5+q3Vd5iyZIlWLhwof/7+vp6pKeno6ioKKi/kdQzNTY2Ii0tDcXFxUH9XyXUM3G8wwvHO7xwvMNLQ0MD+vfvj9jY2KC2G7LgGx8fD41G02p2t7KystWsbovk5OQ26yuKgri4uDbv0ev10Ov1rcqjoqL4gxNGIiMjOd5hhOMdXjje4YXjHV5kObj7MIRsVwedToesrCxs2bIloHzLli2YOHFim/dMmDChVf3Nmzdj/Pjxba7vJSIiIiJqEdLtzBYuXIiXXnoJa9aswYEDB3DPPfegqKgI8+bNA9C8TOG6667z1583bx6OHz+OhQsX4sCBA1izZg1efvllLFq0KFQfgYiIiIh6iZCu8Z09ezZqamrwwAMPoKysDCNHjsQHH3yA9PR0AEBZWVnAnr4ZGRn44IMPcM8992DVqlU444wz8PTTT+PKK6887Wfq9XosW7aszeUP1PdwvMMLxzu8cLzDC8c7vHTVeId0H18iIiIiou4S8iOLiYiIiIi6A4MvEREREYUFBl8iIiIiCgsMvkREREQUFvpk8F29ejUyMjJgMBiQlZWF7du3/8f627ZtQ1ZWFgwGAwYOHIjnnnuum3pKwdCe8S4rK8OcOXMwZMgQyLKMBQsWdF9HKSjaM97/+te/cPHFFyMhIQGRkZGYMGECNm3a1I29pc5qz3h/8cUXmDRpEuLi4mA0GjF06FA88cQT3dhb6qz2/v3d4ssvv4SiKBg7dmzXdpCCqj3j/dlnn0GSpFZfBw8ebN9DRR/z5ptvCq1WK1588UWRl5cn5s+fL8xmszh+/Hib9Y8ePSpMJpOYP3++yMvLEy+++KLQarXi7bff7uaeU0e0d7yPHTsm7r77bvHKK6+IsWPHivnz53dvh6lT2jve8+fPFw8//LDYuXOnyM/PF0uWLBFarVbs2bOnm3tOHdHe8d6zZ49Yv369yM3NFceOHROvvvqqMJlM4vnnn+/mnlNHtHe8W9TX14uBAweK7OxsMWbMmO7pLHVae8f7008/FQDEoUOHRFlZmf/L6/W267l9Lviec845Yt68eQFlQ4cOFYsXL26z/r333iuGDh0aUHbbbbeJ8847r8v6SMHT3vE+2ZQpUxh8e5nOjHeL4cOHixUrVgS7a9QFgjHev/71r8Xvf//7YHeNukBHx3v27Nni/vvvF8uWLWPw7UXaO94twbeurq5Tz+1TSx3cbjd2796N7OzsgPLs7Gzs2LGjzXu++uqrVvVnzJiBXbt2wePxdFlfqfM6Mt7UewVjvFVVRVNTE2JjY7uiixREwRjvnJwc7NixA1OmTOmKLlIQdXS8165diyNHjmDZsmVd3UUKos78fI8bNw4pKSmYNm0aPv3003Y/O6QntwVbdXU1fD4fkpKSAsqTkpJQXl7e5j3l5eVt1vd6vaiurkZKSkqX9Zc6pyPjTb1XMMb7scceg81mw1VXXdUVXaQg6sx49+vXD1VVVfB6vVi+fDnmzp3blV2lIOjIeB8+fBiLFy/G9u3boSh9Ks70eR0Z75SUFLzwwgvIysqCy+XCq6++imnTpuGzzz7DBRdccNrP7pP/pUiSFPC9EKJV2c/Vb6uceqb2jjf1bh0d7zfeeAPLly/HO++8g8TExK7qHgVZR8Z7+/btsFqt+Prrr7F48WJkZmbi6quv7spuUpCc7nj7fD7MmTMHK1aswJlnntld3aMga8/P95AhQzBkyBD/9xMmTEBxcTEeffTR8A2+8fHx0Gg0rf61UFlZ2epfFS2Sk5PbrK8oCuLi4rqsr9R5HRlv6r06M94bNmzAzTffjLfeegvTp0/vym5SkHRmvDMyMgAAo0aNQkVFBZYvX87g28O1d7ybmpqwa9cu5OTk4K677gLQvJRJCAFFUbB582ZcdNFF3dJ3ar9g/f193nnn4bXXXmvXs/vUGl+dToesrCxs2bIloHzLli2YOHFim/dMmDChVf3Nmzdj/Pjx0Gq1XdZX6ryOjDf1Xh0d7zfeeAM33HAD1q9fj8suu6yru0lBEqyfbyEEXC5XsLtHQdbe8Y6MjMS+ffuwd+9e/9e8efMwZMgQ7N27F+eee253dZ06IFg/3zk5Oe1fktqpV+N6oJbtMV5++WWRl5cnFixYIMxmsygsLBRCCLF48WJx7bXX+uu3bGd2zz33iLy8PPHyyy9zO7NepL3jLYQQOTk5IicnR2RlZYk5c+aInJwcsX///lB0n9qpveO9fv16oSiKWLVqVcD2N/X19aH6CNQO7R3vZ555Rrz77rsiPz9f5OfnizVr1ojIyEixdOnSUH0EaoeO/Hl+Mu7q0Lu0d7yfeOIJ8e9//1vk5+eL3NxcsXjxYgFA/POf/2zXc/tc8BVCiFWrVon09HSh0+nEWWedJbZt2+a/dv3114spU6YE1P/ss8/EuHHjhE6nEwMGDBDPPvtsN/eYOqO94w2g1Vd6enr3dpo6rD3jPWXKlDbH+/rrr+/+jlOHtGe8n376aTFixAhhMplEZGSkGDdunFi9erXw+Xwh6Dl1RHv/PD8Zg2/v057xfvjhh8WgQYOEwWAQMTEx4vzzzxfvv/9+u58pCfHDm1xERERERH1Yn1rjS0RERER0Kgy+RERERBQWGHyJiIiIKCww+BIRERFRWGDwJSIiIqKwwOBLRERERGGBwZeIiIiIwgKDLxERERGFBQZfIqIwVFhYCEmSsHfv3qDUXbduHaKjowPKXnjhBaSlpUGWZTz55JOd6i8RUTAw+BIR/YQkSf/x64Ybbui2vtxwww3+5yqKgv79++P2229HXV1dt/XhdMyePRv5+fn+7xsbG3HXXXfhvvvuQ0lJCW699VZMnToVCxYsCF0niSjsKaHuABFRT1NWVub/9YYNG/CXv/wFhw4d8pcZjcaA+h6PB1qttsv6c8kll2Dt2rXwer3Iy8vDTTfdhPr6erzxxhtd9sz2MhqNAb8vRUVF8Hg8uOyyy5CSkhLCnhER/YgzvkREP5GcnOz/ioqKgiRJ/u+dTieio6Pxj3/8A1OnToXBYMBrr72G5cuXY+zYsQHtPPnkkxgwYEBA2dq1azFs2DAYDAYMHToUq1ev/tn+6PV6JCcno1+/fsjOzsbs2bOxefPmdrW7c+dOjBs3DgaDAePHj0dOTk7A9bq6OlxzzTVISEiA0WjE4MGDsXbt2oA6R48exYUXXgiTyYQxY8bgq6++8l87eanDunXrMGrUKADAwIED/bPk27Ztw1NPPeWfwS4sLPzZz05EFEyc8SUi6oD77rsPjz32GNauXQu9Xo8XXnjhZ+958cUXsWzZMjzzzDMYN24ccnJycMstt8BsNuP6668/recePXoUH330UcAM88+1a7PZcPnll+Oiiy7Ca6+9hmPHjmH+/PkB7f75z39GXl4ePvzwQ8THx6OgoAAOhyOgztKlS/Hoo49i8ODBWLp0Ka6++moUFBRAUQL/Kpk9ezbS0tIwffp07Ny5E2lpaTAajcjPz8fIkSPxwAMPAAASEhJO6zMTEQULgy8RUQcsWLAAv/nNb9p1z4MPPojHHnvMf19GRgby8vLw/PPP/8fgu3HjRlgsFvh8PjidTgDA448/ftrtvv766/D5fFizZg1MJhNGjBiBEydO4Pbbb/e3UVRUhHHjxmH8+PEA0GqmGgAWLVqEyy67DACwYsUKjBgxAgUFBRg6dGhAPaPRiLi4OADN4TY5ORkAoNPpYDKZ/N8TEXU3Bl8iog5oCYinq6qqCsXFxbj55ptxyy23+Mu9Xi+ioqL+470XXnghnn32Wdjtdrz00kvIz8/HH/7wh9Nu98CBAxgzZgxMJpP/+oQJEwKecfvtt+PKK6/Enj17kJ2djSuuuAITJ04MqDN69Gj/r1vW7VZWVrYKvkREPRWDLxFRB5jN5oDvZVmGECKgzOPx+H+tqiqA5mUJ5557bkA9jUbzs8/KzMwEADz99NO48MILsWLFCjz44IOn1e5P+9WWmTNn4vjx43j//fexdetWTJs2DXfeeSceffRRf52Tl1dIkhTwuYiIegO+3EZEFAQJCQkoLy8PCJkn73ublJSE1NRUHD16FJmZmQFfGRkZ7XrWsmXL8Oijj6K0tPS02h0+fDi+++67gDW7X3/9dZuf4YYbbsBrr72GJ5988rTWLbeHTqeDz+cLaptERO3BGV8ioiCYOnUqqqqq8Mgjj2DWrFn46KOP8OGHHyIyMtJfZ/ny5bj77rsRGRmJmTNnwuVyYdeuXairq8PChQvb9awRI0bgr3/9K5555pmfbXfOnDlYunQpbr75Ztx///0oLCwMmMkFgL/85S/IysrCiBEj4HK5sHHjRgwbNixovz9A87rhb775BoWFhbBYLIiNjYUsc/6FiLoP/8QhIgqCYcOGYfXq1Vi1ahXGjBmDnTt3YtGiRQF15s6di5deesm/3deUKVOwbt26ds/4AsDChQvx4osvori4+GfbtVgseO+995CXl4dx48Zh6dKlePjhhwPa0+l0WLJkCUaPHo0LLrgAGo0Gb775Zsd/Q9qwaNEiaDQaDB8+HAkJCSgqKgpq+0REP0cSp7P4i4iIiIiol+OMLxERERGFBQZfIiIiIgoLDL5EREREFBYYfImIiIgoLDD4EhEREVFYYPAlIiIiorDA4EtEREREYYHBl4iIiIjCAoMvEREREYUFBl8iIiIiCgsMvkREREQUFv4f/pjEGb4TsXIAAAAASUVORK5CYII=", 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file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/Tutorial.ipynb b/notebooks/Tutorial.ipynb index 33211c0..994abfb 100644 --- a/notebooks/Tutorial.ipynb +++ b/notebooks/Tutorial.ipynb @@ -7196,4 +7196,4 @@ }, "nbformat": 4, "nbformat_minor": 0 -} \ No newline at end of file +}