From 0216417895f86d993882472f75adc8f58950cb6d Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Mon, 19 Aug 2024 20:45:54 +0000 Subject: [PATCH 1/2] [pre-commit.ci] pre-commit autoupdate MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit updates: - [github.com/astral-sh/ruff-pre-commit: v0.5.7 → v0.6.1](https://github.com/astral-sh/ruff-pre-commit/compare/v0.5.7...v0.6.1) --- .pre-commit-config.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 55683d1..e1ed97b 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -6,7 +6,7 @@ repos: - id: trailing-whitespace - repo: https://github.com/astral-sh/ruff-pre-commit # Ruff version. - rev: v0.5.7 + rev: v0.6.1 hooks: # Run the linter. - id: ruff From ff05ff9d87ddf87bbd3ad09c0d1340361105a946 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Mon, 19 Aug 2024 20:46:06 +0000 Subject: [PATCH 2/2] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- docs/examples/sic_m_gce.ipynb | 138 +++++++++++++------------ docs/examples/sic_mo_stephan.ipynb | 159 ++++++++++++++--------------- examples/ruthenium_example.ipynb | 48 ++++++--- 3 files changed, 182 insertions(+), 163 deletions(-) diff --git a/docs/examples/sic_m_gce.ipynb b/docs/examples/sic_m_gce.ipynb index 52f719b..6e4c3ec 100644 --- a/docs/examples/sic_m_gce.ipynb +++ b/docs/examples/sic_m_gce.ipynb @@ -1,8 +1,9 @@ { "cells": [ { - "metadata": {}, "cell_type": "markdown", + "id": "195c908796f0ce35", + "metadata": {}, "source": [ "## The galactic chemical evolution (GCE) correlation line for SiC mainstream grains\n", "\n", @@ -13,66 +14,79 @@ "Let us first import the module as recommended when working with the database. \n", "If this is the first time you are using `pgdtools` this might take a bid,\n", "as the tool downloads the database from the internet." - ], - "id": "195c908796f0ce35" + ] }, { + "cell_type": "code", + "execution_count": 1, + "id": "dd28ad2b23ddd48b", "metadata": { "ExecuteTime": { "end_time": "2024-07-25T08:57:57.753013Z", "start_time": "2024-07-25T08:57:55.902008Z" } }, - "cell_type": "code", + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "from pgdtools import pgd" - ], - "id": "dd28ad2b23ddd48b", - "outputs": [], - "execution_count": 1 + ] }, { - "metadata": {}, "cell_type": "markdown", - "source": "Let us now filter the data for only the SiC database and then for mainstream grains:", - "id": "688fec34e946e8ca" + "id": "688fec34e946e8ca", + "metadata": {}, + "source": "Let us now filter the data for only the SiC database and then for mainstream grains:" }, { + "cell_type": "code", + "execution_count": 2, + "id": "200592112cbfe1f5", "metadata": { "ExecuteTime": { "end_time": "2024-07-25T08:57:57.840685Z", "start_time": "2024-07-25T08:57:57.757087Z" } }, - "cell_type": "code", + "outputs": [], "source": [ "pgd.filter.db(pgd.DataBase.SiC)\n", "pgd.filter.pgd_type(\"M\")" - ], - "id": "200592112cbfe1f5", - "outputs": [], - "execution_count": 2 + ] }, { - "metadata": {}, "cell_type": "markdown", + "id": "ffa4c0e228caa2a6", + "metadata": {}, "source": [ "Now we define the x and y isotope ratios that we want to plot. \n", "Then we will get (1) the data and (2) some nice labels that we can directly put on the axes of the plot.\n", "Finally, we will show the results in a plot." - ], - "id": "ffa4c0e228caa2a6" + ] }, { + "cell_type": "code", + "execution_count": 3, + "id": "998b5c0236d05123", "metadata": { "ExecuteTime": { "end_time": "2024-07-25T08:58:00.184505Z", "start_time": "2024-07-25T08:57:57.843637Z" } }, - "cell_type": "code", + "outputs": [ + { + "data": { + "image/png": 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4MElQQgj3Ob7Z3REIDyYJSgjhPobgOh22bEfquY1DeCRJUEII97lxdp0OW/7XyXMciPBEkqCEEO7z/e3ujkB4MElQQgj3UezujkB4MElQQgj3afcvd0cgPJhXQzyJ1WolLS2NoqIiIiIiCA0NbYinFUJc6Jpc5u4IhAer9woqPz+fjz76iCuuuIKgoCBatWpFx44diYiIoGXLltx///0kJSU1ZKxCiAvNOpkHJWpWrwQ1a9YsWrVqxZw5cxg6dChLly5lx44dHDx4kMTERF544QXKysq4+uqrueaaa/j7778bOm4hhBAXuHqd4ktKSmLdunV07ty52vt79erFfffdx+zZs5kzZw4JCQm0a9fuHwUqhLgADXna3REID1avBPX999/X6TgfHx8eeuih+ryEEOJicHQ9NOnq7iiEh5IqPiGE+xxZ5+4IhAdrsARVUFDAU089RVxcHN27d+c///kPOTk5DfX0QogLkbevuyMQHqxByswB/v3vfwPw0ksvYbFY+Oijj7j77rtZsWJFQ72EEOJCc9OX7o5AeLAGS1AbN27k77//Rqt1LMo6depEXFxcQz29EOJCtPAeSVKiRg2WoPr27cv48eO5+eabsVqtzJ49m/79+zfU0wshLkTWEndHIDxYg12D+uijjwgLC+PZZ5/lhRdeIDY2lm+++aahnl4IcSFqPcjdEQgP1mAJKjAwkClTpvDSSy/x0ksv8fTTTxMWFtZQT18nr776KhqNhscee0y9raSkhIkTJxIWFkZAQABjxowhPT3d5XHHjx9n+PDh+Pn5ERkZyeTJkykrKzuvsQtxUWo1wN0RCA/WYAlq8eLFtG3blmnTpqkrqDlz5jTU09cqKSmJjz/+mK5dXfdUPP744yxfvpyFCxfyxx9/cPLkSUaPHq3eb7PZGD58OBaLhY0bN/LVV1/x5Zdf8vzzz5+32IW4aK19xd0RCE+m1FN+fr7L95deeqly4MAB9fsVK1YoTZo0qe/Tn3Us7dq1U1atWqVcccUVyn//+19FURQlLy9P8fb2VhYuXKgeu2/fPgVQEhMTFUVRlJUrVyparVZJS0tTj/noo4+UoKAgpbS0tM4xmEwmBVBMJlPDvClxURr/5RZ3h3B+fXtLnQ676H4uF7Cz+ays9wqqR48eLFu2TP3ey8uLjIwM9fv09HT0ev0/SJ11N3HiRIYPH87QoUNdbt+2bRtWq9Xl9g4dOtCiRQsSExMBSExM5NJLLyUqKko9ZtiwYZjNZvbs2VPja5aWlmI2m12+hBBnadD/3B2B8GD1ruL79ddfmThxIl9++SUffPAB77zzDrfccgs2m42ysjK0Wi1ffvllA4ZavXnz5rF9+/ZqO6enpaWh1+sJDg52uT0qKoq0tDT1mIrJyXm/876azJgxg5deeukfRi/ERe7UX9C8p7ujqLdlO1IZ2a2Zu8O4YNV7BdWqVSt++uknbr75Zq644gp27NjBoUOHWLVqFb///jvHjx/nuuuua8hYq0hJSeG///0v3377Lb6+53dH+tSpUzGZTOpXSkrKeX19IS4If69ydwT/yPK/Tro7hAvaPy6SuO2220hKSuKvv/5i8ODB2O12unXrdl4SxrZt28jIyKB79+54eXnh5eXFH3/8wbvvvouXlxdRUVFYLBby8vJcHpeenk50dDQA0dHRVar6nN87j6mOj48PQUFBLl9CiLOkkXagomb/6G/HypUrefPNN9m6dSufffYZM2fO5I477mDy5MkUFxc3VIw1uuqqq9i1axc7duxQv3r27Mkdd9yh/tnb25vVq1erjzlw4ADHjx+nb9++gGOD8a5du1yun61atYqgoCA6dep0zt+DEBe1275zdwTCg9U7QT3xxBPce++9JCUl8eCDDzJt2jSuuOIKtm/fjq+vL5dffjk///xzQ8ZaRWBgIF26dHH58vf3JywsjC5dumA0Ghk/fjyTJk1i7dq1bNu2jXvvvZe+ffvSp08fAK6++mo6derEXXfdxV9//cWvv/7Ks88+y8SJE/Hx8Tmn8Qtx0ftBxvGImtU7QX355ZesXLmSefPmkZSUpHaN0Ov1TJs2jSVLlvDKK+7f4/DWW28xYsQIxowZw6BBg4iOjmbJkiXq/TqdjhUrVqDT6ejbty933nknd999N//3f//nxqiFuEgU57k7AuHB6l3F5+/vz5EjR+jRowcpKSlVrjl16tSJhISEfxzg2YqPj3f53tfXlw8++IAPPvigxse0bNmSlStXnuPIhBBVtOjt7giEB6v3CmrGjBncfffdNG3alCuuuIJp06Y1ZFxCiItB++HujkB4sHqvoO644w6uueYaDh8+TLt27arsNRJCiFqteh5un+fuKISHqtcK6vjx4wCEhYURFxdXa3JKTU2tz8sIIYS4iNUrQcXFxfHggw9W273ByWQy8emnn9KlSxcWL15c7wCFEBewfo+6OwLhwep1im/v3r28/PLL/Otf/8LX15cePXrQtGlTfH19yc3NZe/evezZs4fu3bszc+bMc95RQogLxfWXNXV3COdX7hFo5b7BptKqyLPVawUVFhbGrFmzOHXqFO+//z7t2rUjKyuLv//+G3Bcn9q2bRuJiYmSnIQ4Cxfdh+W+FW59eWlV5Nn+0ch3g8HA2LFjGTt2bEPFI4QQQgANOLBQCCHO2i3fuDsC4cEkQQkh3GelzIMSNZMEJYRwn/z02o8RFy1JUEII92l6ubsjEB5MEpQQwn0uu9XdEQgPJglKCOE+Pz/VoE+3bId0rbmQSIISDUI+GIQnqLyvSf5eNm6SoESDkA2Pol563X9On17+XjZukqCEEO5TnOvuCIQHkwQlhHCfXYvcHYHwYJKghBBCeCRJUEII9xnzqbsjEB5MEpQQwn1W/5+7IxAeTBKUEMJ98lLcHYHwYP9o3IaT1WolLS2NoqIiIiIiCA0NbYinFUJc6CI7ujsC4cHqvYLKz8/no48+4oorriAoKIhWrVrRsWNHIiIiaNmyJffff/8ZR8ILIQS9HnB3BMKD1StBzZo1i1atWjFnzhyGDh3K0qVL2bFjBwcPHiQxMZEXXniBsrIyrr76aq655hp10q4QQrhY8bi7IxAerF6n+JKSkli3bh2dO3eu9v5evXpx3333MXv2bObMmUNCQgLt2rX7R4EKIYS4uNQrQX3//fd1Os7Hx4eHHnqoPi8hhLgY9Bj3jx6+bEcqI7s1a6BghKeRKj4hhPvYrP/o4dJr78JWrxXUpEmTmDZtGv7+/kyaNOmMx86aNategQkhLgI7voNON7g7CuGh6pWg/vzzT6xWq/rnmmg0mvpFJYQQ4qJXrwS1du3aav8shBBnZeQH7o5AeDC5BiWEcJ8Nb7k7AuHB6p2gEhMTWbFihcttX3/9Na1btyYyMpIHHniA0tLSfxygEOIClnXI3REID1bvBPV///d/7NmzR/1+165djB8/nqFDhzJlyhSWL1/OjBkzGiRIIcQFKrSNuyMQHqzeCWrHjh1cddVV6vfz5s2jd+/efPrpp0yaNIl3332XBQsWNEiQQogL1KD/uTsC4cHqnaByc3OJiopSv//jjz+49tpr1e/j4uJISZFOxUKIM1j68Hl/yWU7Us/7a9aFp8blTvVOUFFRURw5cgQAi8XC9u3b6dOnj3p/fn4+3t7e/zxCIYRoQMv/OonNZiM+Pp7kTb8SHx+PzWZzd1iy6bga9U5Q1113HVOmTCEhIYGpU6fi5+fHwIED1ft37txJbGxsgwQphLhAXXbLeX/Jo1vX0rpNLEOGDCF+9nMMGTKE1m1iWbJkyXmPRZxZvRPUtGnT8PLy4oorruDTTz/l008/Ra/Xq/d/8cUXXH311Q0SpBDiAuXtd15fbsmSJaz+YArZ+iii73yDmMcXEn3nG2Troxg7dqwkKQ9T74GF4eHhrFu3DpPJREBAADqdzuX+hQsXEhAQ8I8DFEJcwLbOgUuGNfjT2mw2EhISSN60nviWherZnccen4QhNo7w0c+i0Tj+/9ynWQfCRz9L1pLpPDbpCUaOHFnl80y4x1knqM2bNxMZGUnr1q1Zv349mzZtokOHDowYMcLlOJmqK4Q4XyompP879jOffvY5J1KOAxA/G2JatGT8ffeScvwY0Xc+qiYnJ41GS1Cfm0iZO5mEhAQGDx7shnchKtMoiqLU9eDHHnuMrVu3UlZWxtChQ9mwYQPDhw8nPj6etm3b8vbbb5/DUD2b2WzGaDRiMpkICgpydzjn3YSvkvhsXJy7wxAeYtmO1Lpd9LeWgLdvrYftSMmjW0xwtbcHp//Jpu/fpjD7lHq7xtsXY99bCOwxAmvmMUyJCyhO3gJAzOML0eoNVZ7LXlpEyts3M/ihacT2qduqrqa46qOm57r+sqYX1EiRs/msPKsV1O+//86uXbsoLS2lefPmpKam4uPjw+OPP063bt3+ScxCiAvIyG7N6vahumY6XPlsrYdV/B+gijOghj46kzUfTMEQG0f0tU/gHdFSTUh5677GO7QZfu37ETHmWdLmTsZy8gDWzGP4NOtQ5TWsWccAeOGWAQweXLf/2WrI/zGT/8mr6qyLJMrKyigtLcVqtVJSUgI4lteeUKYphGhk0naf8e7qysGdKzObzcam799Wryn5NOuAVm/Ap1kHIsY8i6FtHLlrP0ex29BotIQMvg80WkyJC1AUu8vrKIod86aFxLRs5VKNLNzrrFZQ48ePp2PHjthsNl5++WVuueUW2rVrx8aNGxkzZsy5ilEIcYFRV0HGmldZU978lPdnvKCeuoufDf5hTYj61/1MAE7t20Zh9imir32i2mtKxj43kTZ3MqUn9uDboiv6yNag2ClOTiJzyXSMfW7CO7wl1qxjmDYtpDg5ib4TX+XBudurxHKm02zO61+nTp2iSZMmDBw4sM5FFjIR+MzOKkE9/vjj3HXXXYCjiu/OO+/k999/584776R3797nJEAhxIVn+V8nHR/M/5rmcrvz2tXRrWtZXd2pu00LODxvGq3D/bGVWQDwjmhZ7Wt4hztutxXkAqdP4RkH3EbBrtWkzZ2sHuvlH0ybW57Dt11fl+eo7frP0a1raf38TaQcP6beFtOiJW+/NYvRo0fX/ecgqnXWVXz+/v7k5OQAEBwczNixYwHYs2cPnTt3btjohBAXtkX3we3z1G9HdmvGiEujaf38TfhVUw4eMfpZMpdM5+Dyj5jz+WfEz6bWa0q6gBAUxY5p00K8jFEY+96Cse8tlJ7YQ8nx3Zg2fMcvyxa59BatC+eeKr/YOKLvfFRNotmbFjB27FgWLVpUpyRVXUm8lLk7nNU1qEWLFtGuXTuGDx9O165d2bx5s3qfc2UlhBD/REJCAinHjxHU5+YaT92lHDsKOE75mTdVf03JlLgQXVAkaHRkLp5G8aEkQoaMR6PVodHq8InpgiX9EDEtW511WfmSbcdd9lRVvP4VPvpZDLFxPDbpiRqvzTuvrW367i2aNG0mXS1qcFYrqOnTp7Nt2zaioqLYtm0b48aN4+mnn+b222/nLKrVhRAXgTOVmu9IyWPCV0lgvg2+SnK5L3nTeqD2U3fTFyUS9a/7OTx/WtVrSokLKE52PG/6d0+BVoc+OhZdQAj20iKsWccwl193envRojqtWCpeL/p84cp676lasmQJjz0+yeW0oC4glODB9+EdHH3WK7AL2VklKKvVqnYw79GjB+vWrePGG2/k0KFDaDSacxKgEKJxOlOpuVpSfTge2riWVse3LKzTqbsXbhnA3GP+vH7TZY4P/ArXlGJatGLCSy+x9pSWF24ZQGZmJk/8b7LrMS1b0Xfiq3VOAhWvFxWZsoDak+ipU6dcbl+yZAljx451XFurcFrQtGkB2SveJGLUVOlqUcFZneKLjIxk586d6vehoaGsWrWKffv2udwuhBB1sml2lZsGDhxITIuWNZ+6q1QOPnr0aI4cTmbt2rUMfmgaa9eu5cjhQzz//PPE9hnG4MGDuemmm6oek3yIVj2H1BpixTEYzlNzeanlkxzSj1T7GGcSbdKkictjazotGDH6dFk8iuJYgR07SkJCQq3xXcjOagX1zTff4OXl+hC9Xs/333/PI4880qCBCSEuTjqdjrffmsXYsWPJWjKdoAqn7mo6LafT6Rg8eDBzj/nXuMm2LsdUx3masrqKvYyFzxM2/DH82w9Qb6u8p8p5qvPUvm1nPC1YsSxeH9UWgJfmr2fuMX+XYy+0zhJnclYJqnnz5uqfn3/+eUaOHEmPHj0A6N+/f8NGJoS48F3zSrU3jx49mkWLFlU9dVeH03LnYm/Re59/W23FnilxPllLX6W469X4NO2AYi2hcO8fWE4doMOoB7j/6yS0WkciretpQVtBLladIwkW5mWRvOlXrurRnqn3jr7oTvfVe9zGiRMnuPbaa2nevDn//ve/+fnnn7FYLA0ZmxDiQrdrcY13VXvqrvy0XHUdJmw2G6f2bePtj+c06BBCu73mjhX+l16FxtuXwp2/kfPLu+Su/gRL2t8AbF/6Cb+/eCvXBabw2bg4XrjFscqyZh6r9nWcpwW1/sHkrPoYtDqS5r1D/OzneO7+my/K6r56J6gvvviCtLQ0vv/+ewIDA3nssccIDw9nzJgxfP311+peqXNtxowZxMXFERgYSGRkJKNGjeLAgQMux5SUlDBx4kTCwsIICAhgzJgxpKenuxxz/Phxhg8fjp+fH5GRkUyePJmysrLz8h6EuGilbjvj3c7Tcs5rSTqdrtqBg1HRTYhq0pSVr/3bpVz76Na1/zjEtH3bKcw+hT6qHaUpu1HsjsRXdGAjWUtfw7dFV5fZUoY2PQENwYPGucyZqvXaWuJCdAFh5K79Akv6IQytu1/0M6vqnaAAtFotAwcOZObMmRw4cIDNmzfTu3dvPv74Y5o2bcqgQYN44403SE1Nrf3J6umPP/5g4sSJbNq0iVWrVmG1Wrn66qspLCxUj3n88cdZvnw5Cxcu5I8//uDkyZMupwhsNhvDhw/HYrGwceNGvvrqK7788kuef/75cxa3EBejKisf37Mby1PdwMHgQePIzsqkKKhllQ/01R9MqfKBfv1lTWt8/mU7UpnwVZL6NfTRmaz68BkATBu+Jf37p0n95AEK968ne81n6Ju2x6/jQBSbBY2X3qUPYMFfvxA2aqq6Jwrg7bdmUZycRNaS6ZSm7sNeWkRp6j7HPq3kLdgKsrFmHccQ24uIMc+d9f6qC45yjqSnpyufffaZcsMNNyivv/76uXqZKjIyMhRA+eOPPxRFUZS8vDzF29tbWbhwoXrMvn37FEBJTExUFEVRVq5cqWi1WiUtLU095qOPPlKCgoKU0tLSOr2uyWRSAMVkMjXgu2k8xn+5xd0hCA+3ePFiJaZFSwVQv2JatFQWL15c62PHf7lFKSsrU2JatFQMbXspLZ78UWn51AqlxeRlis4YpRhiT9/m/Grx5I+KoW0vJaZlK6WsrMzl+crKypS1a9cqgx+apqxdu7bK/c54NRqNYojtpUTf+YYS8/hCJfrONxRD216O+DVal/eiM0YpEaOeVlo+tUKJvvN1BVCibntF/fPatWvV521e6eegCwhVAnuOVEKunKAASvSdb7i8F+dX5edqjM7ms/IfraDOJDIykvHjx7Ns2TL+97//nauXqcJkMgGnByZu27YNq9XK0KFD1WM6dOhAixYtSExMBCAxMZFLL71U3eMFMGzYMMxmM3v27Kn2dUpLSzGbzS5fQojqOff//JNR684OE8YKHSZKT+zBZkrH2PfMXScqlmsvWbKkyinCytd3bDYb/318Er6xcUSMqXTdqcuVABja9HB5L/qIlmQunUHRgY0uBQ/OPy9PdHyWjB49mqOHk3nppZcA8GnagfAbniJ4wB3YS4uAs99fdaGq18j3SZMmMW3aNPz9/Zk0adIZj501a1a9AqsPu93OY489Rv/+/enSpQsAaWlp6PV6goODXY6NiooiLS1NPaZicnLe77yvOjNmzFD/ggkhalZ5/0/lUeuZS6Zz94OPssLUVK14q2xHSh7Jmxyt1Sp+eDsbwdb2gX7fh78Rut6KcmQz2+c8X2WjbNamBYwZO5anXv+YV5+4n2nTpnGimpJwxW4jd+2c8lNw1fcJzF37OWHDHZ+LuoAQtfhhv8m1LP75559nXaYvB3/8kJTvnnKJu7ZNyhX3V13I6pWg/vzzT6xWq/rnmpzv7hITJ05k9+7drF+//py/1tSpU12Ss9lsJiYm5py/rhCNjXPlU9v+n7tbl9TYE2/CV0ncOWBAlQ4TuoAQoPYP9C8evpqBAwfSus39Z2xC+/6rL/D13O85tSMeqJr41BXb9ZPP+F5y4+fgZYxC36wjWT+8QkyLVkS171YlvlY9h/Dr20+QkJDAS/PX8+zYvtxz33hyNi1wiREuzplV9UpQa9eurfbP7vTII4+wYsUK1q1b57JfKzo6GovFQl5enssqKj09nejoaPWYLVu2uDyfs8rPeUxlPj4++Pj4NPC7EMIzObsp1GmMeyV17a1X3abUNFMJ0UZfdqTkcSrXG/+wJpg2LSCi/MPbp3lndMYoTIkLXFY0ULXrRF0TZWHWKfRNO2A5ub9K4qvris1ycj/GgXeR9cMMipOTGHrvvRzZ8jvxrUtcupVff1lTlw3EV10VxztnuUn5QlavBOVJFEXh0Ucf5YcffiA+Pp7WrVu73N+jRw+8vb1ZvXq1OlTxwIEDHD9+nL59HbNf+vbty8svv0xGRgaRkZEArFq1iqCgIDp16nR+35AQHmj5Xyf5bFxcvTbAnk1vvcodHpw9+yaUN5T9+pP3GVPpwzvwsmHkrfuazMXTMPa9udoP9BW70nh7/pkTpVdoDGi0+LbuTmDPkWSveLNK4qvrig3AlPANWr9gQMOcOXMcP4vyoYt9bntMbbPkTPpqA11iuHLiq/y1+D2XmVUxLVvx9kXWQLbeCSoxMZHs7GxGjBih3vb111/zwgsvUFhYyKhRo3jvvffO+Spj4sSJfPfddyxbtozAwED1mpHRaMRgMGA0Ghk/fjyTJk0iNDSUoKAgHn30Ufr27UufPn0AuPrqq+nUqRN33XUXM2fOJC0tjWeffZaJEyfKKkmIf8i5/yf7LE5bVZ6RZLf7otXqGD16NFdNfNVx3abCh3dYRAQFmclVPtArdp0w3lL1FGFFhXvjQbFjzThM5oLnAChO3uKS+NDo0Hj7YkqcT8SY56qu2BIXoPUPwV7oWGnZi/IwxMZh7HuLer3LvGkBaz6YUqVbudpAF2BcHLbyU3/1mdR7wahvqeA111yjvPrqq+r3O3fuVLy8vJQJEyYob775phIdHa288MIL9X36OqNCqWbFrzlz5qjHFBcXKw8//LASEhKi+Pn5KTfeeKNy6tQpl+c5evSocu211yoGg0EJDw9XnnjiCcVqtdY5DikzlzLzC9k//f06S7b92vZSou98XYl5bIESfefril/bXopGo3EpNa+uHN0/rIly1SOvKUv/PKGWnFcuE7/3i0SlzyPvKNEjJ6u3VYzbWabu17b6knRdUJQCuJSVBw8ap2i8fV1i0foGKOAsPz/9XgyxcQqg+HW8Qj3WEBtX7Wv5VVP+frH8Gzqbz8p6r6B27NjBtGmnxzXPmzeP3r178+mnnwIQExPDCy+8wIsvvljfl6gTpQ5zqHx9ffnggw/44IMPajymZcuWrFy5siFDE0KUq7G3XnSYy2mrM42jWP3BFMBRWFBd41etVoc1qiPhoe2rLbY4UxPa3A3zsOVnYigvK3eujIx9byKg5/WcePtWvMNbEHLleHxjulD892Zy1n7usmJDo8MrpBnFh7bg6IFgx9j3lrOeFyVOq3eCys3NdSnN/uOPP7j22mvV7+Pi4khJSfln0QkhLhijR49m5MiRJCQk8Pictbx17xAGnvgQXXlyqqkcXd+kHYE9R1KWn82Gr2fSvJujMXXFMRhnE8OiRYu4+4FHKiUXLSh2gnrfRGnKbsrys7EXmdD6GbEV5oK9jLCrH1ZPDfq174ehXW+XsfEoNvw7XeH4s84bbHb1epditzkqAAty0QWE4B3RBnAtDDl9Deq0i6lzeXXqnaCioqI4cuQIMTExWCwWtm/f7rIvKD8/H29v7wYJUgjR+Dm7jA8ePBjdeqtj5bD4W/X+6qrsig5sJGft59hMjqpaKzD/iZHcEPIJK/Or39ZRWna6DVCaqaRKDLTsyaD7nuXPLRsoyUwhb28COmMUtrxTZK14A5s5o9rn9QprTsnxnWqS0TctL3UPDFeP0Ue3A0DrG4C9MBdr5jFsBTku7wEcE3TBtTDkXHRhb+zqnaCuu+46pkyZwmuvvcbSpUvx8/Nzuci5c+dOYmNjGyRI4bkqX8y+KC/kilo5ZyJV/gBeFvsiy8tXDZXL0YsObCRz6QwMbeMwXj+5wogLx6baNrc8R8e+Q6nJsh2ppJldE9R7n3/Lpu/fpjC7QicGnTe2PMf3SpkFtDqwV+h1V766OvXZw9gKc1weh816+nutDkvGYQDshblo/YLJ+X02lrTkat7DfIoLcsjKylIfLsmpqnq3Opo2bRpeXl5cccUVfPrpp3z66afo9Xr1/i+++IKrr766QYIUnqkuLWOEgJr3T43c/ySfjYurMo5CsdvIWfs5hrZxRFSePjvmWfxi4zj126dEBjrO0jhHbeTsXEvRsZ1YLBY+mbecnJ1riY+Px2Kx8H//93+sfv8prD5GjAPvQqM3OIJwJhmdN/aiPPQRrdUVDgCKHTRaFMXm2rW8VTdAQ9iI/zm+b90dU8I3oNUSPnIKof96CEv6Ecd1rSrv4TkMsb2Y9L/JF0/j13qo9woqPDycdevWYTKZCAgIqPJ/zQsXLiQgIOAfByg8U00Xs7M3LWDs2LFVSmiFqFaFlUrFcvSAniPP2LEhqHxTbfqBHSxZctJRfFFh0q3fghewWR3z6YYsnIHOW69+bzm5H8vJ/VXKv02J8ylOTsKSXr7i6XNzlfus5gx8mnVQk0zmkumYEr6h6QOfOL5fPI3iw9spTTvkKDVXbDX3CewrhRK1OesEZTab+eWXX0hNTUWn09GuXTuGDRtW5Thns1Zx4amtt1rWkuk8NukJRo4cKaf7xBkt8xmhnuIDuOSGh1n9wRSs+dlA9ZtqFbsNW3EBABuXf8fK1xIwtO1F9J2PYs1LI3vFm+hbdMPY92aX732adcT850rsBdkY2vRQ9zEpdhuKzYJv+/4UH/0LQ6vL1E4VwOlktHgauatm49++PxqtrsqYdt8WXTH2vZni5CTyNy9S462t68SL36/j8eB2coqvGmd1iu/bb79l2LBhrFmzho8//pg///yTJUuW0L17d3bs2HGOQhSexnkxO6hP9f9nGFRNB2khqjOyT0f1FN9n4+L4/b0nWbxoEcGKIwFVnj5buH89qR/eQ+ZiR0FW3t4E8PLBOyoWa94pctd+jm9sTyLGPIt3VBty136Od1QbvKPbkLfuKzRe3qCcLv8uOrCR1E8eIP37p8ld+TbYLDWWhhv73oy92Ez+tuXq0MKKXcsrfm/sfwcRY1+s9j04ObtOlOTn/bMf4gXsrFZQr732Glu2bMHX15fc3FzGjh3L6tWrOXDgAHfffTebN28+V3Fe8JwXkRuDf9JbzRNd7KW8NalPVZnzMXV+7B+vw+3zXB4/evRoRowYQfMWLV1aDeWu/QLzliUup+byt63AlDgf84bv1ecoPbGXrB9fp+T4LuxFeY5quvRk0Gix5Tr+jXlHtDxdhBHrKGCwZKeQ8/M7tf69zl3zGeZtywkdMl5tfaS2QCpPOr4tOtfeJzBxIWh0+AYGs/yvk2f97/9i+Ht7VgnKbrerp2x0Oh15eXkAtG/f3mWCrTh7I7s1azR/2f5JbzXReFRXdXcmNpuNT+Ytp2ifkbl/mbDZrmN0jxb1ek29Xs/sDz9gzNixZC6Zjr7JJZiTlqljLlAUTInzMa3/HkNsHD7NOpK/YyU2cyZKaSFF+xPQePsSPGgcgT1GuFxHArCkH3EUYVTYmKvYHNeoavt7HTL0IUqObCdz6Qz00bF4GaPwad5ZTTrO7zVaHaFDxpO5dAaZi6dj7Ht6Y7CpvE8gKLx42yD5d1KDszrFd88999C3b18effRR+vfvz0MPPQRAZmYmQUFB5yRA4XmcF7PNmxagKHaX+y7GkQAXmipj2etQZeas6Fz52r+5/fbbWfnav7l7WJ/aKzoHT6nxLl2b3jz1+sdoco5jSvhWLTgoPriJEx/fj2nDPAyxPfG/9Ery1n2NPqKVS5Wdb4uu5K37mpIjf6rXkXzbxIFWR27851UGHaornhr+Xps2OZJP4OXXOsa6x/bEkn6EoAG3Yzl1sHxsexIhQ8ajKZ9r5de+HxGjpmLJPELa3MmkvH0zaXMnY8k8hj46Fv/wpnx9xJcJXyXVa+Pxhe6sEtT//vc/vvzySwYNGsSCBQu4//77AYiIiGDjxo3nJEDheZwtY4qTk8haMp3S1H3YS4soTd1H1pLpjg7Ss96UAolGqKatA0e31jxWp6ZpufaQmNqn5abUfFngk/i/uaZHO9r2uxZHazuw5qWRuXQGXgGhaueHnN9mY4jtScSY56qUoxvaxpG79nMUuw2NRktwv5vBbsNy8gDgepraueIpPpRE5mLXv9eZS6ZTfOh08nFek0KxkfPTW6TNnUzx4e0ED7obv/b9XN6HX/t+hI9wTBXXBTcFHBt5renJfP3xe3xxb596d4q/0J31PqjY2Fj69etHx44dXW6vaTS6uDA5W8aEWdJd/s8wzJohJeaN1JnGsq/+YEq1iaZyRadLghj9LIbYOB6b9AR2u+sqLDrIF4BlW49Uec5lO1IZ+uhMfnvxVoYMGcLOFXPK79GQ+/vHGNrGEdh9uOP1S/OxF+XVXNjQ5ybKTOmUnnB8PjmvI6F1XN2oXMDgXPGUntzv8vfamnmMiFFTXZKP+lxAUP/b0AaGUXpyX/VnFbYsxssYRdMJH2CIjcOWncL8+fPl30ktzipBLVq0iHbt2jF8+HC6du3qUhRx1113NXhwwrONHj2aI4eTWbt2LYMfmsbatWs5knxI/tE1QmdKNOEVEk3l0311rehMP7ADcCSfCV8lkWYuYcJXSUw71ZMJXyWpXztS8njv829Z/cEUvCNaEnX7TCLGvoix/x14hTXHXpKPsc/NeAWGAVB8wHHmprbChuKjf1GwZy0ZS18DwCssBq0hCFNi1dN5hkv6oK3Qvihk6EM0feCTKisj5zUpr5CmFO1eQ+iQ+8pXX9NqXH1pdd6OasAyCxEREXX+/VyszqpIYvr06Wzbto2oqCi2bdvGuHHjePrpp7n99tvr1FVcXHiq6yotGp+6TJutblPpqVOOFkG1JYgik6Olj7MY6PQgQvhsXJzaMuvQxkR2LvsIQ2wc/l2uJOunN1162KHRYs09iS4gFI0hiOIjO4DaCxvMifMdN5RfGyrLdKzcKs97smYdw5S4kLLylkW6gFBKjm4nsPt1Ls/rnP2k8fahrLwy0FaYhz46luLD29ViDAAvY5TL6sv5M3H+7ETNzipBWa1WtYN5jx49WLduHTfeeCOHDh1Co9GckwCFEOdGxa0N9dk6cP1lTWnSpAlQe4LwM4ZXuQ+Ak3+xZElKlU4Qwe2HkbX0tWp72GX/NEs9TgHQ6s44QBCNDpTT+5b00W0pOfonNnMmAMWHt7kkFDTl10513uj8Qx2roiXTMVYYz2FKXEBxchJhNzxJ0Z54ig9vI/f32Wj9Qwi7/gnsRWZyf59NyJUTCOxxvVo0UfFnMvcvE6stSRdFuXh9nVWCioyMZOfOnXTt2hVwdItYtWoV48aNY+fOneckQCHEuVFxa4Nz64Al/QgoZWrHbme5dE1bB2y26DNOyzUlLkDnrackP480k+O0XpqphDRzCSPeTWDf1gN8/sybasss514k87Yf1R52KIo6qiIwbhSKomDNOILhkn4UbF+Od0QripOTqq6ENi2kOHkr+qg2WDKPgt2GNeMw1ozDjr1PNzyFd0RLLOlHyI3/XC2c8G3bi5K/EzG060Xx/g3oo2KxpB2qMvvJ0LY3AR0H4R0UQXHyFsDRJDbvj68IHngnAFo/o0tyclYD6kOiSfNrRY9ggySnM9AoZ3Fu7sSJE3h5eREdHV3lvg0bNtC/f/8GDa4xMZvNGI1GTCbTRVly7zKuWrjd2W6ytdlsREU3IceUj2I93QFcZ4wiZMi9FO5eQ7g1gyPJh6pUZ1bsyxjksspw7PXRR8diSU/mqomv8uj4O1j+10nsdhtp+7az5qOn0Ua3V1sL5W34DtP67wGF6DvfqHFUha0gBzRaDG16Ehg3kox5z5y+vZyXMYqQ8s20aXMnE3zl/Zg3L0If1ZagXqOwF+apSRiNxlEmfmQ7gXE3kr95EVrfALyM0dhKzNhMp0dwaP1D0AWEopQU0PSBT1CspaS8fTOh1zyKPryluroCBX3TDoReOb7K/qerJr5Kq55Dzvg7uVBXVmfzWXlWK6jmzZvXeN/FnJyE8DRnu8l22bJlZGdnYWjTs1ID1QVkLX0VgLcXL65268Do0aNZsGABt95+B2mHtqi36wJCCR/5FH7t+5G5ZDqb5r2DT2wv9m9ey4lfPsaS50g60eUFFkUHNmJa/z3eka0dK53yPnrVjdsoLthS3rLoZsrKk1eT8R9izThcZfVnLy0CIG/9t2ApwpqRTMa8Z07HaYwidMj4Kn307CUFhI59CH2Tdi7DBn2ad8Zy6qDag0+jc3RU9w5popa3O5Ldn9gLsl1WXl7BUXS/9/9qTU7O32FN3SUu1ORVWb26mR8/fpwWLeq+Qzw1NZVmzS78H6YQjZGzgs+vmua/zg/bslP7MRqN2Gy2apNUeHg4NqsFrW8g9pJ8x/MW5JAbP8elqWrS0i/I/OMb9E07YIhsS/HBDXhHtHQZrxHY07Eiyov/Qh23UTmmU18+hjXjsOOx5R0gyrJP4Nuia5XYnKcntV567JYixwrqhrHYLUVYTv1N8ZFtZC59hbARTwDgHdnG8Ri7De+Ilmi0uirP67wmV5afTdG+BLV7BJzu21ecnETYtf8FrRalMBfvwFD0zTph8fVhR0oe4Ci3jzb6nvXvzJm4LvQkVa8EFRcXx6hRo5gwYQJxcdWf1jGZTCxYsIB33nmHBx54gP/85z//KFAhxLlRawVfX8deoKFDh+If1oQ+tz1WZQWw6buPAfBp1tFxHci52tm0gMylMwgbMQmA7MTFaLx9sZzcrz7WmnkMxWZRx2vom7RD6x+CrSAHYw3l6wFdryb399lYM485JtvqvM9cKOHtC4rNUR14adXqQI23L7m/O96D87mdsZ2p+CN/+09YTh4gYtRUl2tNzgTmZy/Ev/0V9G7jmO5wsax8Gkq9EtTevXt5+eWX+de//oWvry89evSgadOmahPZvXv3smfPHrp3787MmTO57rrran9SIUSNzuU48LqWihv734E1/W/WfDDFZTO2zWajyVPxLn3toHz8yqippH83lZxVjg9/u6UIQ2wvjH1vxiusOac+fxhT4nz8Og5SY9Bodfh3HET+1mU1xuTfaTC5v39MzprPHKsbm7XaQom8jfMpObwVr/AWlGUdx7vJJWQtfRWvyDYEdL8efWQrlDIrxYe3UXI4CY2Pf/lzz0bj419rdWCZKaPKBl44ncC+ePhq5h7zl+uz9VSvBBUWFsasWbN4+eWX+emnn1i/fj3Hjh2juLiY8PBw7rjjDoYNG0aXLl0aOl4hLkpne02potqSW11LxX1bdMbY/5Yq874SEhLITE8j+l//c/kgLzqwsUqBAzpvvKNj0TdpB0DAZddi2vAt1rw0lxi0Po5hpzVVFRbsWAkajTp8EI0WfWQbLFnHXKvtyq8PlWUdB8C80dE5vSzzKAXle50AdMZI9FGxWPPS1fdraN2dov3rq9kn5SyC0KCPaoPhkj4uPy9n01j/8CbMXLmX/UdPMHzfNqLad0NbvsqSlVTd1HuiLoDBYGDs2LGMHTu2oeIRQjSw6pJbxaRVcZJt9aXiFTp0O7tDzJ3MDc98SpOOParsoVLsNtdO45ddQ/6On7GZM8Bmxbzhewq2LgedDnuRCYCy7BTQ6shZ9RFBfW/CtOFb0HmTsfD5KlWFfu37kb/lB3XshmnbjxTvW0fov04XNBT9vZn8rT9iaHW56+DCiNaOiblterqeiqxQeZcbPweN3kDR/gSCeo2mcG+8S9LT6P0wDryL4oMbKTm8tYYEthWfACM/vz4RgCOAb1Ao/e6cTOteV9VYACGJy1W9E9SsWbPo3r07gwcPpqioiI8++ohTp07RpUsXbrzxRoxGY0PGKYSg7nPDdqTkMaF8Um3FP1e8v+LzOCfZVhkLUf7BHdRrtHqNpXJ3COcm3IJdqynLO0XB3j9Qikxqp3F1w+0NT1YZoV7dOIzsFbPQR7XFkp6Mb6tuLlWFeRvnk5+0rPx04nPkxX9J8b51AHiFNaf0xJ7ywoV16ilHFIXM5a/jG9sTa9axGgsvMhdPp/jwNiwn9xM+agqFu9dQdGAD0fe8T+r7t6MLisRmziJ85BT82nTH2Pcm0r56nOIjrp0j0HkBCkpAODq0aul7iTmHNbOf5dIje+l1y6PV/t7qMxfK6UJMbv8oQa1YsQKA2267jZ07d2I0Gvnwww+ZOHEiH374IePGjWuwQIUQtc8Nc7YMSt60mTsHDGDgwIE8OHe7eg2kuvt1Oh2Mi+NJQxavv/GmuukUQOsfij66LeYtP+DTtAN+7ftV2bS7aNExfvHSq4UFgOOUW9MO5K6dU21CCL/xadK/m4o56Qf0Tdrh2+JSIsY85xhFcfIAtsKcah8X1GsUJYeTMPa9hcL96zFvWYouuCm2vJOc+vxhl31QzlEaJSk7sZnSCYq7kZLkJIzXP1lDMchNFCdvwb/LUPzbD8ArIIy0uZMp2u9IgDZzBmi0+Lbooj4m9F8PkTZ3MgHdr6f0xB6sGYcJMQZRqA/FkpbsSMx9bnZJzLt+/obn77tBzjzVQb0TVGZmJlFRURw9epRLLrmEZcuWAVBUVMTHH3/Mv//9b6Kjoxk2bFiDBSuEqNmSJUtcWgbFz4aYFi255IaHYVxcjfff/p9nyAi9lO8++hSNl97llJrGy4ugPmMp3L3GMU69bZzaCeHrI75MXzyT1R9MwdAmrtIps/mYEuYCCsbrJ5/x2lTG/GfVvUi+rbo7ElQ1FXyK3UbJMUfHGmvuSbJ/fgewY8tzrDj0UW0xjrq5ymRc5zh2jbcPUHsxiG+ry1y+L9j5m6P7ub0MFDvmTYsJHnCb6zHbl6stknJzctAFUMNK7TkyF0/jtvseYoe2HdNHX3YWv+GLT70TVGhoKLm5uSQmJvLoo6eXq35+fjz++ON4eXkxffp0SVBCnAcVuzlE3/momiiyNy1g9QdTeNKQxRtvvFHl/qxNC3ht8oO0jhtKaUGeWmFXsUw8a+lrBA+6i+JDW0j/biqWkwdoMnoqf6XksXvuLLUlUdUPYscpM6+w0xv81THr1Wy+zVz6Chq9n3psxURSOall/zQLjbcvit1W3lGiR42TcZ3j2BVrqcvtlandycs7pTu/t2YcBr0fYVf/l+wVb5K/fTnGfje7tIBCo8X/8uso3L4c4Iwl8s6y/T+3JDIh31Lj7/RCPGV3ts56HpTTlVdeyZNPPsmsWbMwmUxV7r/22mvZtWvXPwpOCFG7uozKmPX2O/i26VntzCbfNj05um2tes2mykyntnHk7/gFAGt2Cm1ufY6ADv3JSd6JJS/9DB/EN4Fio3BPPIDLZtyIynGMccSJoqApr+BzzmpyJjWvsBh8WnUHHI2pfWIuJWToQ+UdJRzzoBS7DcVuR2MIImfNZ9htVnVSbvGRbeiMkTVPzE1cgM5lfPsCdW5U5I1P4x3saPFmLzZTemKPeozWEIRP6+4Ubl/h8px17fBek+V/nXQZReL8upgm7/6ja1APPvggLVq0YO3atRw6dIgbbrhB3WW+YsUKwsLCGixQIUT16jIqI+3QFnxb96j2fkPrHo5rM2cY+uesYlNKC9X7ivIcH7C1fRAX7PyNwO7XOdoFlW/GrWllUZycRFD/2zBvnI8pcT7hNz5NztrP8QqOovTYDrCVqY+xZh/DO7SpGkPlVZal2MyJd27D2PdmggfeWV580UadmFtdMUjYiCewnDpY3kdwK95RbVBKCvCJ6UzW0hnlhRIZlBzfjXnLDxQnJxEx6mkMl/Qhc/E0So7twNvXH0tBXq0rtcqNd0VV9U5QUVFRLF26FHD8H9x///tf7rvvPi655BIKCwvZt28f06dPb6g4hbgoOav2qqvEc6rrqAyNtw+K3Valr5zGS1+3xxuC0De5hJMrPyD66lLsRXlA7afMrBmHyVw8He+oNgBYso5RenI/Wj8jXoFh6t4m5+t4GaNBo6M4OYlTc/6jJpzqTj/mb3Vc+87ftoK8dV9XO54jb93XakyWzKOAQvHhrS7FIM45Udkr3gQcfQT1UY4mt8GD7iJr6QyKDyURPOgu8tZ9jWnDd6DV4ddhoLpJ15lg/btdi2XDgjNs8l2If3hTvj7iy9xj1f9Oz+RiOvX3j/ZBOel0Ot5//30mTJjAkiVLyM3NZcqUKdx5550N8fRCXLQqD/irjnNURm2JojR1H6aN81w7gxuj8G3puFBf2+P14S2xntyPvaSAo4sck2k1Om9MiQtcOkjA6Q9irV8w9qI8ipOTKD68FYCcX95zHKTRgmJXCySc14ry1nwKditwen+UoXWPKl0q/LtcSfHRv6DMgilx/hmvhZWeOkBQ31soPrKd0sNbCeg+Aq+gCAr3rMWacRRNQDhKQY76uraCHGyFJkAhb93XeBmjCB/1FIW71qD1MxLU9xZKjmynaP96isqTlDPBBjdpRfCQmziyZl61wxCLDzu6mWu1VXsaXkzJpy4aJEE5devWjW7dujXkUwohajFw4ED8w5pgPsNGW7Q6Cnf+5liFVCpOKNz5GxqdF6ZNC1w+4E8/3nEtpjRll7o51vn4nN9nl0+lrf6Umb5FVywpZlDs1XZKL05OQmcIJHPpDPRRsaDRoW/akeB+juMyV8yi5O9EtWTcqejARsf+qtg4tH5GCnetqnIMnL4WljZ3MvrwFugjWpJbkEvRnni8m16CNeMIoKCYHUnbK6I1gT1GgNVCwd61WE8dJKjPzRja9MC8eXH5KT1Ha6OgHiPIXDKd3LWfY2jXW03kvUJLmLfgexYtGsPDjzzqssk3pmUr3q7QJkqc2VnNgxI1k3lQMg/qXKrt5zv00Zms+WBK1ZlMmxZSfGgLWp8AfJp3rPaUU+biaXhlHqAgP7+GmU5bQOeNodXl1a6U0r6ehCXjCNht6u1a30DsZaVQZkHj7Ytvi67VPjZzyXQsmcfwDouh5MifeEe0osk9b6nHZf/2IQV/riTm8YVo9QbH4+w2Uj95AH1ESyJGP0tewreYE+e7HFORvbSIlLdvRmMIQik2n75D54W+ySVYUvdDhaIJnTGS0CET1OtKxYe3g2JT50tV7LtXmrqPtLmTibz1ZfKTllF8eBsoNiJGPU1o5wHEhhs4tGsrI9oauL5v59P7zi5i52welBDCM7XqOYRFixbx0MMTXecPGaMw9r8D04Zvay6CKC97fumll/j08y84UbGXnVanboStaYUSOvRBl9fU+ocQctX95MV/iS4gBMvJA9U+FkXBt1V3ig9twRDbC5StBHT9l1qNV3piD7YSR1FGxdOPzmIL37gbKdqXQFn5MMHaTlF6hzQldMzz6hTd7J/fwXJib5VVoaPkfQYRo6aq15WMg8Zh7D3apWM5nL4+l7v2C6zphwEF78g2mFbPZvazDzK6RwsmfOXPm/I/b/UiCUoID+bs/LBtzdoqDUcr2pGSBzExdBr5b/745AVCr/0v3sGOkumi/XUrovhoewH0uA1txgfqTCfsNpTyP9f2+IDLh+Pf8Qpy478g+8eZAI7TdtU8tnLFnWOjqxZrdgqF+9eT+/vH2AodG2zRaF0KDor+3gwarWvnCq3ujJ3HNd4Gom6fgVbnTdGBjWSv+Qx7fpbaMqlK26PyU3fR494p/0WUVUlOcDr52Qpy1AIK57iOf7/+DZNadQOg1ZSf1MdoKjxeq9WgK7/Bx0tHyzC/M86HutiuUUmCEsJDVe78sANH54e335pV5RqG8xRgfMtChnwC+rAYdTXhLD6obYURmL2Pv9f/VL6iqNxIdQv521Y49jbV8PjCvfEUH05yGY9e/PemKq9d82bd+RT8+RMFf/6E1s/oqKyz20Cxq6M0fJp1JH/rsqrXwlZ9VO24DefY+eBB49TklLl0Bvqm7bGYM2otrS/cG+94H0e2Yux/S7XX93QBoTR54BOyf5yJlzFKHddhPbELY+zlWG0K3uVZyMdLh4931e2ndR1cWN9efY01sUmCEsIDnakzxNixY13mMVXk7EyeVaHgwblRtaZqO/OmhWi9vPl7w0oMsT2rVMs5p+qaNi0gsNcotOUjLJyPNyUuRGsIxF6cj755Z4zXP4lXWHMK98ST/9dvlGUdVVc3KIrLZt3q2gAVH92Bvcjk6ITerBN5675GHxVLyam/KT68rdpVT/S4t6pt3Kr1CwYgsMcIl43Cfh0Gkn1yf532cKHRYTl5oJpCEGfyu4vsH2dSfMhRQFGWkwKAzQ5Wm4KC479aLZSW2Sgtc1yrq5is0swlpJlLXGKo77Td6vyTJrQ1OR9JTxKUEB6mcmcIlyaro5+tMo+pIp1Ox9tvzWLM2LFkLZmuFjwEXjaMvHVf17DC2IJXSFPsuSfPeJ2qODmJ9O+mEnrl+CqjJbSGQLUTRfHBTWQuf92lnN25uvFt3aNOm3X1TdsTfuPTnPz0IQxt4/DvciVZv37o0jWi8mOdjVt92/XFv30/vALDUOx2MuY/W2Vqb+V2SJVV3MOlC4rCZs6k+Oh2171TGh0Vy9AjRk0tL6yYDhodUe27ExSgx1xsJcjg7fL80UG+3D+oTaNc1ZxPkqCE8DC1dYZwzmNKSEhg8ODBLNuRWmkjbwxtbnmO9FWfuhQv+ASGYM9Mdp1tpPNGH92WwJ4jyV7xZq0rCsupvysNBPTCr8MAivYnYOx7iyM5lZ++Cxr+BFkr3kAf0Qrv6LaYN85TVze1vY6hdU8sqfuwmdLxuewaspa+ChpNnR5b8nci1ozDhA4Zj6Fdb8fqcdMC/DoMVB+v8dKrt9dYWq/zBpuVoF43kvv7bLwj22I9dRAA33Z98G3RlbzVnxDQ/XqCB9xBWU6Ko/9g8ha8/IMJbN3VsQoqXwk11tNs7iQJSojzoK5znKDunSFemr+eucf8qz0mpPMArrj6WjasX49fWT5v3TuEgQMdH9AJCQmcOnWK9PR0Hn/8cUKHPlTnFYV3dCwBna90dKWwllJ8ZBtF+xMAxzymzOUz8W3Tk8CeIyk+sg2bOQPjDU+ib9KOgl2/o/X2oSw7pfZNwU3aqV3ITZsWqJt66xJjyNCHKDm6Xa3ECx0ynsylM7AVmV0e77w9c8l0jH2q7uHyjopFKSlQrykF9bieon0JFB/ehr24gMBLh5K3+hMKti93FHkAmvIy95B/PUxOkY28YjN+ei/SzCXsSMlj2oq91f6+AK67tAn/N1KmkFckCUqI86C2OU4V1bUzRMVebpX3Sd03ZxN3ty7hyJYS/CKauOy/GTx4MABPzPgAqPuKQuNtIPqO11yuQQV2v06d4ZS7do6jQMJWRsa8Z9RjvCNaotHqCLtygqNjubfvGbtPoNGh1fuBt6MFk2IpxhDbC+8m7TBvnFelWk+x2yhJ2U3u2i/Q+ocQcNnVBHa/Tq3Ea/rAJ4SNnEz28rcADTlrPiXq9lfxa9+PiFFTyVn7eZUx8d5RsVjTD7tcU/IKDFNnRllS91KalgxA8JDxpztS+AQQft3j+FfcK1XhupOTj5cWH2/H78O5wjqZV8yEr5JkpVVBvbuZCyHODWehg7mGrtvmTQuJadlKXRFVtmTJEpY/cxNDhgwhfvZzrHzt37RuE8uUNz916Yq93+T4gLRmHkOj1RE6ZLyjkeqS6ZSm7sNeWkRp6j5H4UJyEsa+N7skJ3CccgwZfB+goXDnr4BjLlP0nW8QMfZF9fmB8oTwNBpvn/LuE9Mqvc50ipOT0BoCMG9ehFd5ZwlDbBzhN06l4M+VYLdRnLxVjbFgz1pSP7qXjHnPYE1Pxl6Yy8nP/k3xwU0Y+9xEmSmd7F8/IGflu+VtjBQsJw9w4p3bMCUuwLdVN8KHT0LftP3pN2WzopQUqNeUTJtOj7x3rl5R7OSs+hBdQChBPW8g7Op/A3bCr/svfu37oQAKYFPAYlOwVvPl5FxdpZkcRRLL/zp5UXUsPxPpJNFApJOEdJJoSBWr+Kp0hkh29HJr1XOIevyOlDy6xQRzdOtaxwDB2EqTXDctqPI4u93GN4+Pwru8I4NGo62yPwlQr8XU1KnBVlzAiXdvQ+Olx7dlV3V1o3Z8CG/pslpS7DbyNs7HvGkh2KynXyYgjNChD6IodrKWvYrGEIhSnE/wVQ/gHdaczAXPAxA24n/kJXxToYls1Y22js7kk9Tmr1WPme86pl2jKz+FqODbpidh103ClpeqVuqFj3wK/w4D1M4RTuEjp+DfYYDarSL8+skEdLrCZX8TuK6YKmrISr2z5a6V2tl8VkqCaiCSoCRBNbTK+6CgvJfbrDer3Qf18Z3dad0mlmx9VLU9+bKWTCfMmsGR5EPq6b7Y217gyPxpLonQknGE3PgvsJw8gFdIU/wvG4Ypfg7Rd77hcsrR2e2hYNdqCnevBqhyjLrnKTaOoN5jsJcWYUn7m+Ij27CcPHD6DXj74h3egqC4UeT+/onaKR0ov/4EYFdfwzuqDakf3oNP0/Y1tG+aTmnaIexFeeXDDGs4JnXf6U3JFTmveWl0oNjQGaMIGXIvhbvXYElLxlaQjU/MpUTfPgM43fIo6rZX8G3RFQBfby0BPl61JqGL7ZSetDoS4gIwevRoRo4cSUJCAi/NX88Ltww4Yy+3s6n+W2MK5/9GdiGk8wDG/O9/vP7mLIoOnS6h1hocHxzhwyfhHdUG07qvXbs5VLfS4nRhhzN5KTZreZXfekc384qnLJ0xKnawlmA9dZDsH2fWsCIqj03nhSlxPoFxo7AXm89QFn96hlVdjvGObEPY1Q9XWmFtJey6/+Id0hRT4gJHJSGO7hi2IhORN7/kCF+xu5wGdCqx2imxWsgqsLDnpKNAw8dLy81xMVIMUUeSoITwYDqdjsGDBzP3mD+m4KY8OHd7tcftSMkjedNmoPbqv/s+/A2lTX9W7jpFlrmYtz/9Gt/W3QnscQOlKbsdBysK5k0L8I5oSfGhLWBXyvcyTcenWQfy1n3jSCTXT8ZWUkDmohcBKNi1mrK8UxTtW3e6VRGARos+sg2h/3oIa14aub/Pxl5S4PiwL8zFVpBTYXR7Na2HFk+n+Mg2sJVRnLyVsvzsOr3Xuh4TcuV4deWnbhpeMh3T+m9p+sAn6mbl4iPbsaQno2/WEWxllKYnlzfkdWzSrdgOybWlEeg0Grx1WlbuOsX2Y7m1ntq72FZW1ZEEJUQjUV0loLNXX/KmzYxsH0A8tVf/ffHw1TyxroQ3Bnhz24tfYs1Lx+/Sq8n59X3XFZFGi3nrj+RvXwHYCR40DvOOnyk+vNWl44Rit4FvEFgK1f541V/z2UrRwY2YtyxB4+2LPqotlvRkDG3j8G3VndzfZ59xteNcRYWNeIKc8tep7b3W5RitbxC+Ma4rmortjkpP7MG3RVd1EzGAJXUfKW/fDKBu0q3Y5RwcZyWdScpuB29vTbVtjmpypu4PF0vykgQlRCNV+RpVPKDz1tc8F2qTY5LrtIWb2Pnt2wx54XQyMiV8U82sqPmYEr5RjwnsMQJ9k3ZkzH+WoN43UZqyG1tBLkV/b4ISM96RbbBmHy8fy1F5FeQYHGjethzvJu2xnjpAmTlDHTJYuPcPACzZKSg2izpl18llRRQcTchV95Oz8p0zl6ujBa3mjE1k0egIvmpCtY1gna/p3I/l/N47sg22/CyCrxyPd1CEGqu+QlVEZKAvHZoE1vo7vFgSTX1JghKiEaqpV1/O77MpOlTNAMHy6r9Lr7mTNR897Sjdvn4yXmHNOfX5w+ij2lbTg+85UmdPwGY+Pc7Cedou44fpp2crabTqeHQ48zWf4uQtUObYFGwvNhPUeyzFBzeRt/YLAHJ+dnQPd07Zda5KTq+INJgSFxDQ4/rTTWQrb7Qtf6+g4GVs6ihLr2GgIoA+pGm1P2Pna6rNdsu/d3Yrz4v/krB//VtNbpYKpeOpecWcMhej02jUnnsViyUkMdWNJCghGpkz9eqLvnuWY4Dg8R2kVegbF9OyFbMWLGDSE//Dr8LjSo7vxFaQg3FU1XlNxQc3qclJFxBKzu+zKctLA1CTk9Y/GHthHrbC3PLNrck1XvOx5qU5RmpkHlFvy/xhOvbi/Kod1DednslkuKQPpsSFaLwNKBoNxclbKD72V/l1rdZYMo+6lH7rjFHoo9pgyTyKcdCdaDVeVTfjapwrJg3Zv31IyJXj8Y3poiabyoUPFb93dpbQBYSqMfq174eu/DpTZUaDd51WU6IqSVBCNDK1Ves5Bwi+9dZbLDtQoFb/Vfc49fRVpaTi7Pzt2yYOa/YxNBotlrRDNVbY2QpyCOpzM7npydVe8yk6sJHsFbMwxJ4e+25JP0LGwuer76A+2lEYkfP7x3jvXEXJ4SQcV3QcqxRDy65qp3PfNj0JihuNxkuPUmah+PA2Sg4n4RXSjOxlrxMxairNHvjEMeiwIBdbcb7jWll5Kbk14zAZ855BFxBK8OB78Q6OVpvgho2YhOXUQZdCCGdniZAh95G/dZk68t2GDrS47H8CyMgvISPftVP5uoOZPPvDbvWaVH32Q10MqzBJUEK4wdn05gPUZrBpphL2rv8NqL067d2NGXi1G8D/1lth/Rpydq6t8jitnxGoWkjgnFobcf1kyvKzyPrx9ZqH+5WPRffrOAhz0g9V2iU5kt1nardzNakqZSjWklrLwJ1J1LdND6wZh11OR3qHNiNn7eflCaz8sd4GtH5Gmox/n6wfZqgJxLk/qWCP4+dgaNOz0tyr+erGXrSOTuXO7126lS+ZjpcxCt+YLmi99GohRVDry2qc91Qd6WheO0lQQrjB2fTmA9eN0PFdbQxZOKNO1Xpzj/mffly8t8vjnJNlK0+sBdeVlWKzgGKrdRRH0b51pxuwVrjmU7B7DTZTBsbrn3R5fE2rN6fThREKhtheBMaNJGPeMwTdMJaSYzspOb4LgNBhE9FotJSe2Itpw3co1mLChz+OVuetJjlnJZ5it5EXP6dKsnSZR3V4O2i9wW7DOzKWgK7/wr/T4Ardyk+XlFcupHD23KttMq7TuZjTVBeNZfUlCaqCDz74gNdff520tDQuu+wy3nvvPXr16uXusIRw4ezVl11DtV7FXn1zjzn2TS3bkcqyI774BIViSpyP/6VXkbX0NQxt4/Dpdm35rKjTScVW7OiuYM08VudEUrDzN4z9bkZjCKT4yDbX2UnVPL6uk35Bwdj3ZsrKS+Azf5iOvaTg9KbfRMdgwpArxwMQ0OMGtIYACvf+gUbvB5xOICUpu8uvuT19xmSr8TIQNnwKuWs/J/f32Wr5vK5SSbkzxtCISGbedFmj+NBvTCRBlZs/fz6TJk1i9uzZ9O7dm7fffpthw4Zx4MABIiMj3R2eECrnUMKxlYYSWrOOYS6vYHt70SKXjhMjuzVjxKXR/PikjuzkJEqO71JLvCueKqs868mUuIDAuJFA3Yb7ZS19FX3TDlhO7idk6EPoDIHYCnPJXfNZlcfXNunXWQaOYqPwYCKl5a2R7MVmR0l8DafnivcnULDtx9MBarSUZhzBVpyPecsSoPZkq5QUoPMLInzE/0j/7ikAgvrfRnC/W6sUUuhDovFu2ukfrYYay4rmfJMEVW7WrFncf//93HvvvQDMnj2bn376iS+++IIpU6a4OTohXI0ePZpFixY59kFVSCoxLVvxdg3j4BMSEsjOysS3TRwlhx3dyZ1Jwa99PwztelN6Yg8lx3dj2vAdgXE3kr9pEYpiR+sbeOb9RDpvsJVhiO2JX8dBZJ/cT8ClV6HVG1DsNszblle5NqXR6ggZci9ZS1+tZtKvswzcUXGQv2UxoEHj7Ytvi65nPD3nHdWWiH6nCzlyVn1E/pYlLm2W6rLBtyw/m6J96xzXo+w2rGnJWE4ddC1nP5TEVY+8im9EoPSiPAckQQEWi4Vt27YxdepU9TatVsvQoUNJTEys9jGlpaWUlpaq35vN5nMepxAVOXv1zZizhC9++xPvwFD6DxjAynwdK8sLKg6m59Nz+ioAUlY6KtecBQWVN8VqtDp8W3RFH9UW04bvsOWlAQolx/4Cm1Ud2151ZPzpAgVj31vU4YeW9COglGEryMW/y5WYN8yrsh+pcNcaAEorTerVGhxl2c7yc2c7JUdRRdWS+Iqn54J6jVKTj60gB0v6YfV5nPu+ak62C9EFhGEryMa04XvKck8RPvIpNBotuZVWmF7BUTQZPZW8qMsxV/g5V0em6taPJCggKysLm81GVFSUy+1RUVHs37+/2sfMmDGDl156qeodC+4FP28Y8yms/j/IS4HIjtDrAVjxuOOYHuMcYwZ2fOf4fuQHsOEtyDoEoW1g0P9g6cOO+y67Bbz9YOscx/fD34RtcyBtNxibwb+mwaL7HPd1vhECo2CT43w517wCuxZD6jbwD4fr34F5dzju63AdhLWDDY6NkQx9Ef7+FY4lgk+gI/55d4DdBm2vgmbd4Y/XHccOngIpmyF5LXjp4eav4eRf8N2b0Ko/xF4Jq6c5jh3wOGTshYOOWUHcPs/x3opyICYOOo2CX8uH2/WdCKYTsHeZ4/ubvoRfp4L5FDTpCpffBSvLPyDiJkCpCXYudHw/+mNYOwNyj0LEJdD3EfjxP477Lr/T8d8/5zr+e8O7kPg+ZB6EkFYwZCosedBxX9ebwMcISZ85vr/udfjzGzi1E4KawLAZsPAex32dRoKxOSQ6Bv8x7GXYuxRSksAvFEZ9CN/d6rjvkmEQ2QnWv+X4/qrnIHkNHN0Aen8Y+zksuNuxiTV2CMT0hnhHc1KumMz1AQccP1+tDm79FhbfD6X56Fr25dkbhnE03dGb7rMrFcjeB/tXQjgsG/g6I4+/xpL4HYxJ3IA+KpYycyb2YnOtm2KLD23Bp3VPrBnJjrZEaQcoOb7LJSHpAkIJ6HEDxclJ2PJOqcMPtT7+ZCx8HsVaXl6t0QIKxYe3ulyb0gWEETHqaXxje5I6e7yj1PuKe8j+5T0MzTqqKy5npwmo/fScvTAPOF0qb2gb57JyCx36UHkhR/XJVh8Vi720iDJTOuEjn8S/wwBAwdCuF5YTe7EX5tImRIelSTc0voF0CypgR7GNbposx7+T9D1QVgq+Rse/0fS9kA94tYSUE7B3viPgi+0zYtF4sBRCRPdqf3/VkXEbwMmTJ2nWrBkbN26kb9++6u1PPvkkf/zxB5s3b67ymOpWUDExMTJuQ7jFhK8cScP5O1i2I5VP1x0mzVyCYrexc+ZtaAPCXFYTLrOiDjlmHmkNgeSu+RxrxhFAcWyOtRYTMvQhcn+fTdTtM0Epo+jvzRTuW4e9YkNYHOPWy/JOkb91GYbYOHWvUsUVTOGeeAp2/oo14yi+bXoQOfZ5SlN2k/7900Tf+QaKzaL+2bkSKjm+k/TvnwaqjvRwqjzywvmY6o4vOrCRnN9nO5rUltMFhKHzD8GSnkzwoLvIW/e1+lwaIMBHh4+3DnOxlSCDN+Zixywr55+DDK7DHJ3cOfOpITT0qk/GbZyl8PBwdDod6emuowPS09OJjo6u9jE+Pj74+Picj/DERa62PVN2u40N69djzc9h+L5tRLXvhlarI9ro+GBM3ZtEWWEeOo22ymqi4qbYrBVvugwQBPAKaYI14zAab8ffdX1Ua0qO/En+1h8xtD09FNG89UdMG75TN8D6tulJQI8byFr+Ovqm7Qm/cao6jTeoxwgCu1/HiQ/GUXJ4K5mLp6GPbgdwuns6risln+ad0QZFohSbz1hUoQsIU0denKn60K99P3xadOXEu7eqt9kKsgGFiFFT8W3Vjbx1X2MryFW3BxeU2iiy2rHbFczFVmzK6U25Pl46nhvRSU7fNTBJUIBer6dHjx6sXr2aUaNGAWC321m9ejWPPPKIe4MTF72Ke6YqJ6s/1/3KgWUfUph9CoAjgD44iubXPEhI5wEApG7eADiuxxj71HT9xtEnL2ToQ/h3HszJTx7Ap2l7AuNGkTHvGRSr42yBJf1IldNmRQc2YkqYiyG2J76te5D7+2ysGYfJXPCc4zHFZlI/vJfA7tc59lJpdaAoaNA4evhlHVNPG1ozj1Vbfq7R6gi7cgKZS18pHxdffW89fVQslLcbqq2M3dkRInjIeAr3xmMryKHpg5+h9dJTmrrP5TkAtFoNft6ODbzOlZRTaZmNaSv2Mm3F3iqvIxty608SVLlJkyYxbtw4evbsSa9evXj77bcpLCxUq/qE8ATOZLVsRyrvff4t2794HkPbOKKvfcLllN3hedNoc+tzhHQeQJn99Fn82q7f6AyB5G9drg4D1Ddph84YRfGRbeiMkeTGf4HNlI7x+snqqI2ctZ+rG19z13wOgD6qLcZRrmXgpvXfkZ+0DP9Lh+IVFIGtMIeIG59G36QdJcd3kbX8DUyJCwi/caqj/LxS1Z9f+36Ej5pC1vI3q1zL0vj4A2BJTyZt7mQMrXvgHRWLzj+01oKIkmM7saYfJmLUVLRe+qp9+Cr9rCqPbo8Ocpy+6xYTLEUQDUwSVLlbbrmFzMxMnn/+edLS0ujWrRu//PJLlcIJITzBiEujefTHD2s+ZbdkOid+/YTgjn0Jie1GVsI8QKl9L1NuKqYNjgvz3hEt0Wh1ancIfVQslpOOoiFnBaBit6sJC0WhaN+6M3RpmE7J8V3kb12mvq7zNQytuhF29cNkLp1B1tIZBF42jLx131Rf9Vd+GtJwSX+8gqPI37IEXVAU9sJslDILlpMHKoyT19RQfXi6m7ndUkTwoLvwbdWN0tR9avl4zE3PMK5/mxqn31a87ifXYM8NSVAVPPLII3JKTzQKtTWMdQ7biy46yqUD+nP4ewO20iIyV7xJ6NUPY2jZVd1wardZyVnzORpDEPl/rlTnNTmTmV/7fkSMmkrWyrfVBqvOCkBN+Wh474iWjv59hbm1jtvQN+1AWe5J7MVml4TpfJ3s3z5Ur0NVXimh0aH1MxJ29UT82vejNHUf+VuWUJZ5GNC4NKOt2My2chk7Om/QeRPUZywFu34nb93X5K37GgBDaBOueuRVWvUcwsm8YjURQdWCgesva+ryX9GwJEEJ4cFqKpBI3rQeqP2U3dZ1q8h5fyq20iIAbHmnyFz4AlofP0KGPojNnIkpcYFaDq4A2Gxo9AZy1nxK1O2vqsUNiqW4SgLIWfMZlvJEU9eWSIbW3TGd3I/WP7ja02/2ojz0TTs4TtNFx1KWc4r8P1dgyztFUN+bCe7v6OagbhLWeoFix9Cmmq7oYxyrSUvGUUKueoDc1Z/g32UoAV3/Rfp3T6EzGNGHt6LEnIlPTBeuun0i42+6jtE9WtTp9+NMVnJa79yQBCUahPwf5LlRU1PZ+JaFxM+uvSNCRuIPGGJ7El7NqsLZGsg5QsOal0Ze/Bdq6bXl5AFOvH0Lho5XUHpsR7Wn7qJun8GJd24jb+M8fFte5njtWmJyVuz5d7yC/K0/krl4GkG9x2IrKSDnl3erdE0HCIq7nszF0yjc+RtBPUdSlpNSvm9pK0G9x2LevLDmDbzlq0mv4CaO99v6cvSRrQEcVYflCTjwsmFomnZm5e50dDqdJB0PIAlKNAj5x3x+ORvGZlUqJIAKJdfeevQtLqt2REbGommUHN2OoXV3IsY8R/HBTWSveNOldNxZ3FC0y9EhwXjDU1USgFbnjaFdb4r2JVByeGu1ndHVmMoLD7Q+jgaufu16o49uS/aKWRQf3qa2IjpT1/S0uZPV0nDnCAxL5lGg9pWbJe1vAKw5J/Eylk/H7T6Cgu0rHH8OjVT3KzlXrfL32r3qNrhECOFRnA1ji5OTyFoyndLUfdhLiyhN3UfWEsdICJvVUuOHvaFND7A7RmigKC6l4z7NOqDVG9TiBkNsL9Do8AprXiWOogMbKdq7DkObHkTf+QZhwyeVj1if5hJT5pLpFB9KInjIvZi3LFYr5GzmTEBxzGbq7+hgUFOi8QqNAcC31eWEXDmBJhM+wnBJH4qPbAMcK7fqqJ0xjmxHozdg2vAtOas+Bo0On/JVn9YQhKZJB9JMJVx/WVM+GxcnyckDyApKiEag+mtRMcSMfYb0VZ+69ogzRhHYcyT5W5fV+GGv8dIDFYobKpSOuxxXobihcE88QT1GqPdVLjHXaLSO5OalJ2ftZ65j2IMiCR50F4W716iTaZ0rPefjS1N2Y9pQ/SlCZ+cHgJKjf1Jy9E/MW5aonR/OuHJLXIhGb8Bycj/ho6ZQuGu1Y+aTYqPk700ARPUZRWiAgWijb527kjuHSNZESs7/OUlQQjQCNV2LmgB8/P2L3PDMpxSZsnjhlgHkBLbh9S+XsmnrshqvBylljoauZzfvaRWB3a9TE0BNic3ZGT3/z5/VOUo2cwZ5675GFxBG2IhJ6AJCSP9uqstEXXX8RqXTlkUHNpK5dIbjWlmlvVXFyUkE9LgBL/8Q8tZ9VWM5udbPSPh1j+PXvh9eAWFqiXnJib0EhYZzzV3/ZuTlMfUeIinODTnFJ0Qjp9PpaNKxB7F9hjF48GB0Oh0du/fCJzAEU+J8lApjJsCxqig+vA20OkyJ89H6BwO1nyKzZiS7nLorOb4bqD6xabQ6Arpc6fizn+P5tX7B2AqyyV7xJmlzJ1OWe9Ll8c49V8WHksgsP21pKy4g5/fZ6iqr6unHOIoPbSao92jCR02h5Pgu0uZOJuVtx/Wq4sPb8e9yFc0nfq02wz09qVeDLe8UcbdPZmdqfv1++OKckhWUEBeY08MJvciuYUSGc+RGcXISiuLoSl5zj7uFoPPGO6xF1f1E1F61599hIAXblxMx6ml1/IYuIATFbidj/rPV7oWqPDzROKrmERvOke7+7Qeg8wtRBwzqgpuCvYywa/+j7vmqGBcaDa1veobf33uSCV8lyek4DyQJSogLiPNa1al928jOyiR40DjMW5e5JhWNTt1wC44PbFtBDsUFW6oms03OeU8KoUMfJHPFG+ibdiCw+3B0/iFk//JulVNyUCGxaXQY+99GcfIWzFsWuRyn2G3ojJFVrh35te+Hb9s40r+bgiXjKJSV1nr60Xma0lk+DmDLO0n4qCkuyanipN5533/L63+H/uOfuTh3JEEJ0YhULpZwXqhPMzk22jrvKzJlARDYYwRBvUdTcnwXJcd3AeDb4lK8I9qQ+v7tAISP+N/pERq711QpbvDrMICi/QnYLUXYzRmE3vCkuuIJHTLBMVtpyXSMFUbPV0xsttyTarukysfpfANrHIRoOXkQY//bMW34ttZVmtoYVl0dORJw4a7VeAWEVbkmFdX/Jl7/O5TcIisTvkqiabChoX5FogFJghKiEalcLFH5Qr3NZiMhIYFVB4uJx3H6Td+kHRqtFn14C3QBIfg074zl1EHHAzRazJsXEjHmOXxbdCVkyH2YNi7AvH05SrEZmzmDInMGAJZTjn1EFVczNZ2S8zJGET7yKXLj56grrOqOw1lwUT7LqeLjI0ZNxdCuNwW7V51x3LzO2dS1wuoIxYbGS0/xke0uAxY1XnoWLlzI2LFjAeg5fZUUOngwSVBCXCCWLFnCY49PIuX46VVEzqqPsJXkYzNlqMfpjJHoDEFoDUHYi81VVjCG1t0oOrwVa7EZY/878Gnekexf3nXZb1RxNeOs2stZ/RkF25cTMvQhAi+/1jFGXqN1WTk1GfcOhXvjKdi5CmtGsrrSsZcUlD+bBq+QJoRd+1/0ka2xnDpYYZVV/YiNsOsmYTl1UP0+oMcNBHQcVF7ltxWvkKbYCnJRrMX0vPFBNTkJzycJSogLwJIlSxg7diyG2Dii73wU74iWZP/6AUV74zHE9sJ4/ZNVyrP9OgykaH8CcHpMxWmOmUpBvUah1RvKT+W9gsZLX+1qBo2GMlMa6LwpObKdwO7XARVXWK77orR+RsDRdqi65q7OQgfHczuuIVXXOBYg++e3HdfTNDq0fkEYYrpU6KA+jeLD29EGhKHYrZR1Guayd6nUaqtxL5PsY3I/SVBCNHI2m43HHp+EITaO8PIiBMVuozR1H4bYXjWPvjh5AMrnxRqvuIfctV+gFOWVP6tjClLFjubhI6eQtfz1GlYzCylJ3kpQrxsxb/nB5VqTLiAE77AWjlWczhtsVhRraQ2xOab7WtIPYbxiHAV/rlRPLfq27U3J34l4R7YhoOvV+HceTFn2CTXh6pu0Q+cXRObSGUSMmopf+34Y+95McXIS9vwMLr32Ll4Y1e2Mp0iFZ5EEJUQjtWxHKjtS8rjhmU+rjN6oS3eIiiuanJ9mofH2dX2B8n1SztWSzi8I7DaCB40j/69fXB6v0RsIH/UU/u0H4NO0Q5VrTRpvA+GjpuDXri/ZP79L4e7VNTd3LY/NOyiC0CsnqM9TkpxUpZGsruJK6cifNH9sHtk/ziR37ecY2vU+3UE9ug36fne5dImQBseeTxKUEI1QxWo+Z8VexeKFunaHANTrQL4tujquQ5Wfbsv80XW1ZM1NA05XBpae2IOtIBdrzklMG76lcNcavALC8G3VjfDhk8iNn6MOOIy86SV8YzoBjnEbhbtX16l03BBbYXVjLztjI9ni5CQK/lypdi8vPbEHTXmn8leeepTdIcFVVkt1aWkk3EcSlBCNkLOab8JXSdw5YECV0Rtq2XUN5dmWjCMu31d3ui3suv+QMe8ZLOmHXFZDzuf0bdFVvU0f0ZKc32dXqcTzjY2jJDkJfdTp/Um1xVaxdFwtGy9XW1IrPbGXwMuuAaAsP5uifetA58WOwDh2l5fky7WlxkNaHQnRyDlHb5g3LVDbGql97RIXVGl1VHhgPRkLXzh9g2InqPdYSlN2U7j3D0qO70Sx27AX54NGh3dkGyJvfZmwEU+g8w+p9jkNl/TBO7IN6PSEDp9E1G2v0GTCR1jSDgGubZQq9tyrrg2TcyyHvllHTJsWogs4vZm2tnZMGm+D+uf87SscVX3t+/Hl+P50iwmWLuWNjCQoIRq56kZvKNZSAi8bRnHyFpf+eabEBWQtfRXfFpcSfecbGNr2ASBrxRukf/80WctfJ/37p0n95H5yVn2EPrI1JYe3OTqjB0cTPOQ+tSzdZZzG4mmOeVA2C8X7E9DovCk5+hf2wlxHG6XyZKTYbZSe2INfuz6OnntVnscxliPgsmFk/fAKxYeS0Pk7VlyOjuU1JLXyrhV+nQare6EsGUfwNgQQfcP/WLYj9Xz/WkQDkFN8QlwARo8ezaJFixz7oCqcZguLiMCaXeEUnUbrUmjgHdWa4kOb0Ee0wnjDk1XKvf16jsLY9+YqRQ/FR3e4bIB1lHw7KgKLD29zuS948H2OBrFfT8JWkKNO7AWqbKR1PI9C3rqv0XgbQKfDkp5MYO+x5G/7sTzhVq0gLE7egkbvS8H2FY4+g1ovKLMw6KFppOv1LP/rpNptQzQekqCE8DDLdqTW6zTU6NGjGTlyJAkJCZw6dYomTZowcOBAbDYbEZFRmPPz1SGFzlL0wt2rqx3l7ij3nkb+jp9p9uCnNGvXWy2K0AWE4BXWSm2VFHD5dYCGgj9/InzM82QtfwN9eAy+LS7DvGkB3sHR5eXnS8pHZjytJsK8jfMoObwVjSEIpdiModMgvHz88QqOxjsylox5UwHI37xIfZ8lx3e67IfSeDvaFCmWEkpTHB3WDX4G5n71JaNHj1ZLyc80u6k+pArw3JMEJYSHWf7XyVoTlLOlUfKm9cS3LGTgwIHodDpW7Epj+TF/0kzNSUsugfVrANA2uxT2OjblOgsNHKXoGRivf7LWTuG+Lbq6FEWUpu5T/+zbvDO6gBAK/vwJnU8AxrgbMW34FkVR0PmHkrdxPtbsY9UWYkSOfZ7MxdMpTTuI4uVD8Z616vPqgiLUPwf2HIlfu97YiszkrPkMxXp6NaRYS13+PHjwYH7//Xd0utNNYs8FuZZ17kmCEqKRqdzSKH42xLRoydtvzXKsoqr54HyudB3TyxOUs3qurqXoZfnZLrc7r/noAsKwFWSjCwhB36wj6LzJWPi8mjyspw4CGmzloz1qToSOsnB90w6EXjnB9TSjORO/DgMJvep+9TE6f8dIDZ/mXQjqdzPWzKOU5aU5muEW5Z6X5CTOD0lQQjQi1bU0smYeI3vTAsaOHcuiRYsYPXp0lccNHjyY6dOnqwULEaOfrXO5d/72FXgHR1e65pOEPioWtDrQ6Ej/ZjLYrPi26lZt6yKoPREGdh+uxlHxNGPpqYModhsarQ5FsWPevBg0OnxadMG3aQd0egOm47soy06h+70v8eDc7S7P7+z4Xt2I9jONbZdydPfTKIqiuDuIC4HZbMZoNGIymQgKCnJ3OKIRq6n9js1mo3WbWLL1UWpLIydFsZO1ZDph1gyOJB9SVxDODb12u41vHr0WbUAYlvTDGNrGEdRrDFkr3kAf0braQYWZi6dTfGQ72G04Wx8B6ALC0PkHY0lPPh2czhtDq8urfZ60uZOxnDxA9J1vVJsInZ3Mo257xeU0YsX7Isa8gM4Q4BjjcSjJJR4AtDomPzGJmTNn1vjzrO7nKq2Ozr+z+ayUMnMhGomEhARSjh8jqE/1LYKC+txEyrGjJCQkqLeP7NaMz8bF8cW9fbji3qlYMg6jj2qDJe0Q6d89hc2cWaUUXS33Tk5CFxiGIxlo1Oe0FWRjyTruGpzN6tK6SLHbKDm+k6J9Cfh1vKKWEvEF6IIi8Wneucp7dq6uMhe/5Eh0mcfQR7VRG8UC+AaFcfndz1ebnGojhQ6eTU7xCdGAKg8UrI+aTjslb1oP1H6q7KX565l7zL/K/XlRl3PVxFfZ9P3bWCqUegf1vZnCvfFVp+6iYDOl49smDkv6IbyMUQR2H45XYBj6ph2wnNyP1ZxJzs/vgb1MjavowEZy1n6OzZRe4dU1aiKsPJiwODmJ4EHjXCbfOlXsJKHxDUDr448l/TDdR93P4F5d2W/S8ePL91c5rVed6pKRnMLzbJKghGhAlQcK1kdNp53iWxZWaWlUkfPD3M8YXu3zRgf5Eh0zhBbdB5F+YAfbNyWQ9sd3+MX2InjAHZSe2IPVlEnumk/RBkagFOXhE92OwLiRZMx7htAbn3F5Xd8WXfEFSlP2ULjzN6yZjtHxmUtnYGgbh/H6yVVGfJSm7ned2GuMQutndGwuVuzVDiREo8M44HYsJ/dTnJxEUK/R5HW8gT9sekp9bPSesQZzsZWe01dV+74r3jdtxd7afwF1EB3kS7TRV65TnWOSoIRoJJwtjbI3Laj2GpR500JiWrbix5fvr0MVWx/um9ONBbvXYi5/PmfC0ekNZC59BQBj35spK18J1bRyCxl8H4W7fidv4zys2ccxtI0jYnR1Iz6mUZpxlMiRT2EvMqnTfYv/3uwYalhldeUYQKjR+6EPi8HY9yaylkyHo5u5ot1kvri3jxrDmfaO1XdfmXA/uQYlRCNRXUsj5zWjrCWOa0Zvz3qzziXWIy+P4ZGpL1V5Pl1ACLqgKMCRlCpW+1WnLCcFFDslh7c69lXVcI3M2Pdm7PmZaLRa/DtdgW+Lrmi0Ovza9yN40F0UH95G2tzJpLx9s3q9KXjQOHxbdCFz6QyKD24iqM9NmDNSST+ww/W9nCEBSXJqvGQFJUQjUlNLo5iWrXi7hhLzM8kK78aV5delXCfeBgPlpxMrNHeNqGbl5mzu6h3VluKDG+q1r6o0dT9otHhHtyOoxwi8AsPwad5ZLS3PXDKd3LWfEz3uHQBOnjpV7XU6OeV2YZEEJUQjU7Gl0Uvz1/PCLQPUThJnQ71eNi4O29tPkJCQwOrVq5k+fTrhN0wh++e31KQUOmS84zRchUm5FYscwkc9RV7Ct0B99lUtUPvxhV11f5XHajRadcZT4d54AN66dwiDB0t5+IVO9kE1ENkHJRrK2ezNaeh9PDabjVZtYsn2jsT/0qvIWvqao+Chz01Y89LIi5/j0uxVFxRJYLdrKD25n+JDWxzNaNv0rHlf1eFtoNhx3VcVimJXsBflEvP4QrR6Q5W47KVFpLx9M95Rsehtxdw8czHaSlV/snpqHM7ms1JWUEIIlU6n4523ZjFm7FgAggfdRf6On11L0LW68s27YDNnkLfua7yMURj734Fpw7eOcRyVV1qbFpavkhQC+91C4V+/YS90tFqyFeS4nlI8w+rLmp7MvMWLGT26T5VjxIVHEpQQwsXo0aNZvGgR90x4kLyKozDKx2kE9bkZ88bviRj7IkppoVqNB1Cw+3d0voFYMo9WKSfXR8ViyTiCIeZSQvrf7tIdXVE0ZMx/pubrXIkL0Hnr+f7buWd9nU00XpKghBBVOK9zxcfH8793vqNdVADtIgN45ZVX8GnaHgCdbwA+sT1dHue8VuXbpgdBcaPReOlRyiwUH9lGSfJWQMFWmItGq1PbGjnbNPkEGKtffSUupOTwVhYscPQbFBcPSVBCiGrpdDquuuoqepwI4rNxccTHx/PKK6+g1fvVWNVnuKQP+qhYSo795ZiwW87LGEXwoLvIW/d1lSIJc/npvydf/xiAz9/8P5fVlz4kusYmuOLCJglKCFEn6kbhLYsIGXIvWUtfq2a1swBL+iHCRj6Jl1+wegpP36wjWT/MQGsIxJLhevovpoVrifzLj93nUqH4xLoSRo++xl1vW7iRJCghxBk5e9g5NwqPPUMBRaAxGICi3fEY+96EITYOa9YxspbOoDg5iYhRU/FtG0f6d1OxZp9AKS1gzhefcdVVV6nPodPpGDx4MHOP+TN4cBya9dW3MBIXPukkIYQ4o4ql286NwmGWdPLWfY3NnAlAaHg4L730El+u/ourHnkNW2ayS1cIa+YxIkZNxa99P7Q6b0KvHI9SWgDA9EWJTPgqiWU7Uqt9/egg33P/JoVHkhWUEAI4m07sMQx9cR7pB3ZQZMrCzxhOVPtuHNfqOL47nVY9h1BmKeGPT14g9Nr/4h0cpXaFcHJ2lYDTzW2X/3XS5fXTTCVM+CqJNHNJjUMFK5J9UBceSVBCCKA+ndhr3osU37KQIZ+APizmjPuafIPCam1uK0MFL15yik8I0eCcBRXmTTUPKUSro9/wsWfdoklcPCRBCeEhbDYb8fHxJG/6lfj4eGw2m7tDqrczdV7PXDyN4uQkJj8xidadu7k7VOHBJEEJ4QGWLFlC6zaxDBkyhPjZzzFkyBBat4llyZIl7g6t3ioWVFQsmAgsOMHChQsdI9r9Qt0dpvBgcg1KCDdbsmQJY8eOxRAbR/Sdj6pTaLM3OTonNOZNqpU7r/sZw12vOflHuDdA4dFkBSWEG9lsNh57fBKG2DjCRz+LT7MOaPUGfJp1IHz0sxhi43hs0hON/nTf4MGDie0zjAduvd71mlPmAfcFJjyeJCgh3CghIYGU48cIqmEKbVCfm0g5dpSEhAQ3RdiwpAxcnA05xSdEHdR9j9DZSd60HqDWKbQvzV/P3GP+Ve7fkZJXpz1CZ+LW/UOhbdzzuqJRkAQlRB2c/R6huolvWUj87NrnIL1wy4BqJ8g2+j1C1kJ3RyA8mJziE8KNatsvZN60kJiWrRg4cKCbIjzH8tPdHYHwYJKghHCjM+0XyloyneLkJN6e9eZFvZnV2axWXHzkFJ8QbubcL/TY45NIqTiGoqXrGIoLUrPutR4ihRUXr0a9gjp69Cjjx4+ndevWGAwGYmNjeeGFF7BYLC7H7dy5k4EDB+Lr60tMTIxjg2AlCxcupEOHDvj6+nLppZeycuXK8/U2hGD06NEcOZzM2rVrGfzQNNauXcuR5EMXdnICSN/t7giEB2vUCWr//v3Y7XY+/vhj9uzZw1tvvcXs2bN5+umn1WPMZjNXX301LVu2ZNu2bbz++uu8+OKLfPLJJ+oxGzdu5LbbbmP8+PH8+eefjBo1ilGjRrF7t/zjEedPxf1CgwcPvjhO65VZaj9GXLQa9Sm+a665hmuuOT1ps02bNhw4cICPPvqIN954A4Bvv/0Wi8XCF198gV6vp3PnzuzYsYNZs2bxwAMPAPDOO+9wzTXXMHmy4/TKtGnTWLVqFe+//z6zZ88+/29MiIuFIdjdEQgP1qhXUNUxmUyEhp7u75WYmMigQYPQ6/XqbcOGDePAgQPk5uaqxwwdOtTleYYNG0ZiYmKNr1NaWorZbHb5EuJ8a/QFBIFN3B2B8GAXVII6dOgQ7733Hg8++KB6W1paGlFRUS7HOb9PS0s74zHO+6szY8YMjEaj+hUTE9NQb0OIOmv0BQQZ+9wdgfBgHpmgpkyZgkajOePX/v37XR6TmprKNddcw0033cT9999/zmOcOnUqJpNJ/UpJSTnnrymEEBcTj7wG9cQTT3DPPfec8Zg2bU63SDl58iRDhgyhX79+LsUPANHR0aSnu24GdH4fHR19xmOc91fHx8cHHx+fWt+LEMKh2tORIa3Oexyi8fDIBBUREUFERN3a8KempjJkyBB69OjBnDlz0GpdF4V9+/blmWeewWq14u3tDcCqVato3749ISEh6jGrV6/mscceUx+3atUq+vbt2zBvSAhR/elIW+n5D0Q0Gh55iq+uUlNTGTx4MC1atOCNN94gMzOTtLQ0l2tHt99+O3q9nvHjx7Nnzx7mz5/PO++8w6RJk9Rj/vvf//LLL7/w5ptvsn//fl588UW2bt3KI4884o63JcTFw3zK3REID+aRK6i6WrVqFYcOHeLQoUM0b97c5T5FUQAwGo389ttvTJw4kR49ehAeHs7zzz+vlpgD9OvXj++++45nn32Wp59+mnbt2rF06VK6dOlyXt+PEEKI0zSK85Nc/CNmsxmj0YjJZCIoKMjd4YhGrNF3KD8LE+Zs4rN7+7g7DHEenc1nZaM+xSeEaNyuZ527QxAeTBKUEMJtRvpsd3cIwoNJghJCuE+0XOcVNZMEJYRwnx73ujsC4cEkQQkh3OenJ9wdgfBgkqCEEEJ4JElQQgj36Smn+ETNJEEJIdzHWuTuCIQHkwQlhHCfv+a7OwLhwSRBCSGE8EiSoIQQ7jPqQ3dHIDyYJCghPEyjH+N+Nta94e4IhAeTBCWEh2n0Y9zPRs5hd0cgPJgkKCGE+4S3dXcEwoNJghJCuE//x90dgfBgkqCEEO6zbKK7IxAeTBKUEEIIjyQJSgjhPt1ud3cEwoNJghJCuI/O290RCA8mCUoI4T7bvnJ3BMKDSYISQgjhkSRBCSHcZ8Rb7o5AeDBJUEII99nyibsjEB5MEpQQwn0y9rk7AuHBJEEJIdwnOMbdEQgPJglKCOE+Vz3v7giEB5MEJYRwn8X3uzsC4cG83B3AhUJRFADMZrObIxGiESmygvybuag4PyOdn5lnolHqcpSo1YkTJ4iJkfPpQghRFykpKTRv3vyMx0iCaiB2u52TJ08SGBiIRqOp02PMZjMxMTGkpKQQFBR0jiP0PPL+5f3L+7/43r+iKOTn59O0aVO02jNfZZJTfA1Eq9XW+n8DNQkKCrqo/oJWJu9f3r+8/4vr/RuNxjodJ0USQgghPJIkKCGEEB5JEpQb+fj48MILL+Dj4+PuUNxC3r+8f3n/F+/7rwspkhBCCOGRZAUlhBDCI0mCEkII4ZEkQQkhhPBIkqCEEEJ4JElQ59FPP/1E7969MRgMhISEMGrUKJf7jx8/zvDhw/Hz8yMyMpLJkydTVlbmckx8fDzdu3fHx8eHtm3b8uWXX56/N9AASktL6datGxqNhh07drjct3PnTgYOHIivry8xMTHMnDmzyuMXLlxIhw4d8PX15dJLL2XlypXnKfL6O3r0KOPHj6d169YYDAZiY2N54YUXsFgsLsddqO+/Jh988AGtWrXC19eX3r17s2XLFneH9I/NmDGDuLg4AgMDiYyMZNSoURw4cMDlmJKSEiZOnEhYWBgBAQGMGTOG9PR0l2Pq8llwUVDEebFo0SIlJCRE+eijj5QDBw4oe/bsUebPn6/eX1ZWpnTp0kUZOnSo8ueffyorV65UwsPDlalTp6rHHD58WPHz81MmTZqk7N27V3nvvfcUnU6n/PLLL+54S/Xyn//8R7n22msVQPnzzz/V200mkxIVFaXccccdyu7du5Xvv/9eMRgMyscff6wes2HDBkWn0ykzZ85U9u7dqzz77LOKt7e3smvXLje8k7r7+eeflXvuuUf59ddfleTkZGXZsmVKZGSk8sQTT6jHXMjvvzrz5s1T9Hq98sUXXyh79uxR7r//fiU4OFhJT093d2j/yLBhw5Q5c+You3fvVnbs2KFcd911SosWLZSCggL1mIceekiJiYlRVq9erWzdulXp06eP0q9fP/X+unwWXCwkQZ0HVqtVadasmfLZZ5/VeMzKlSsVrVarpKWlqbd99NFHSlBQkFJaWqooiqI8+eSTSufOnV0ed8sttyjDhg07N4E3sJUrVyodOnRQ9uzZUyVBffjhh0pISIj6XhVFUZ566imlffv26vc333yzMnz4cJfn7N27t/Lggw+e89gb2syZM5XWrVur319s779Xr17KxIkT1e9tNpvStGlTZcaMGW6MquFlZGQogPLHH38oiqIoeXl5ire3t7Jw4UL1mH379imAkpiYqChK3T4LLhZyiu882L59O6mpqWi1Wi6//HKaNGnCtddey+7du9VjEhMTufTSS4mKilJvGzZsGGazmT179qjHDB061OW5hw0bRmJi4vl5I/9Aeno6999/P9988w1+fn5V7k9MTGTQoEHo9Xr1tmHDhnHgwAFyc3PVYxrr+6/MZDIRGhqqfn8xvX+LxcK2bdtc3otWq2Xo0KGN7r3UxmQyAai/623btmG1Wl3ee4cOHWjRooX63uvyWXCxkAR1Hhw+fBiAF198kWeffZYVK1YQEhLC4MGDycnJASAtLc3lLySgfp+WlnbGY8xmM8XFxef6bdSboijcc889PPTQQ/Ts2bPaY/7J+3fe31gcOnSI9957jwcffFC97WJ6/1lZWdhstgvivZyJ3W7nscceo3///nTp0gVw/A71ej3BwcEux1Z873X5u3CxkAT1D0yZMgWNRnPGr/3792O32wF45plnGDNmDD169GDOnDloNBoWLlzo5ndRf3V9/++99x75+flMnTrV3SE3qLq+/4pSU1O55ppruOmmm7j/fpkmeyGbOHEiu3fvZt68ee4OpdGScRv/wBNPPME999xzxmPatGnDqVOnAOjUqZN6u4+PD23atOH48eMAREdHV6liclb2REdHq/+tXO2Tnp5OUFAQBoPhH72X+qjr+1+zZg2JiYlVeo717NmTO+64g6+++qrG9wa1v3/n/edbXd+/08mTJxkyZAj9+vXjk08+cTmuMb7/+goPD0en010Q76UmjzzyCCtWrGDdunUuY3iio6OxWCzk5eW5rKIqvve6fBZcNNx9EexiYDKZFB8fH5ciCYvFokRGRqpVWs4LoxWrmD7++GMlKChIKSkpURTFUSTRpUsXl+e+7bbbPL5I4tixY8quXbvUr19//VUBlEWLFikpKSmKopwuErBYLOrjpk6dWqVIYMSIES7P3bdv30ZRJHDixAmlXbt2yq233qqUlZVVuf9Cf/+V9erVS3nkkUfU7202m9KsWbNGXyRht9uViRMnKk2bNlUOHjxY5X5nkcSiRYvU2/bv319tkcSZPgsuFpKgzpP//ve/SrNmzZRff/1V2b9/vzJ+/HglMjJSycnJURTldGnp1VdfrezYsUP55ZdflIiIiGrLzCdPnqzs27dP+eCDDxpdmbmiKMqRI0eqVPHl5eUpUVFRyl133aXs3r1bmTdvnuLn51elzNrLy0t54403lH379ikvvPBCoyizPnHihNK2bVvlqquuUk6cOKGcOnVK/XK6kN9/debNm6f4+PgoX375pbJ3717lgQceUIKDg10q1xqjf//734rRaFTi4+Ndfs9FRUXqMQ899JDSokULZc2aNcrWrVuVvn37Kn379lXvr8tnwcVCEtR5YrFYlCeeeEKJjIxUAgMDlaFDhyq7d+92Oebo0aPKtddeqxgMBiU8PFx54oknFKvV6nLM2rVrlW7duil6vV5p06aNMmfOnPP4LhpGdQlKURTlr7/+UgYMGKD4+PgozZo1U1599dUqj12wYIFyySWXKHq9XuncubPy008/naeo62/OnDkKUO1XRRfq+6/Je++9p7Ro0ULR6/VKr169lE2bNrk7pH+spt9zxX+nxcXFysMPP6yEhIQofn5+yo033ujyPyuKUrfPgouBjNsQQgjhkaSKTwghhEeSBCWEEMIjSYISQgjhkSRBCSGE8EiSoIQQQngkSVBCCCE8kiQoIYQQHkkSlBBCCI8kCUoIIYRHkgQlxFnIy8ujZ8+edOvWjS5duvDpp5+q961YsYL27dvTrl07PvvsswZ93ZSUFAYPHkynTp3o2rWry5iWt956i86dO9OpUyf+85//IM1hxIVCWh0JcRZsNhulpaX4+flRWFhIly5d2Lp1K0ajkU6dOrF27VqMRiM9evRg48aNhIWFNcjrnjp1ivT0dLp160ZaWho9evTg4MGDFBUV0adPH/bs2YO3tzeDBg3ijTfeoG/fvg3yukK4k6yghDiD7OxsIiMjOXr0KAA6nU4dWV9aWoriaLjMli1b6Ny5M82aNSMgIIBrr72W3377rc6vM3jwYB577LEa72/SpAndunUDHDOBwsPD1WnMZWVllJSUYLVasVqtREZG1vt1b731Vt588806P742lX9+DamhYxUeyI2NaoVwu1OnTim33XabEhUVpXh7eytNmjRRXn/9dfX+xx9/XJkwYYLLY3Jzc5WuXbsqBoNBef/99xVFUZSFCxcqEydOVI+ZOXOm+jwZGRnKQw89pMTExCh6vV6JiopSrr76amX9+vXq8dnZ2YrZbK4S3z333KM888wzLrdt3bpV6dy5s/r9u+++qwQGBiohISFVRjLU9tqVX3fXrl1KSEiIkpeXV7cfYC2q+/nNnTtXad68uRIcHKw8/vjjLvcdOXJEadeunWIymWp97oaOVXgemagrLmoPPvggVquV33//nZCQENLT08nLywOgqKiIzz//nF9//dXlMcHBwfz111+kp6czevRoxo4de8bXGDNmDBaLha+++oo2bdqQnp7O6tWryc7OVo8JDQ2t8jibzcaKFSv46aef1NtycnK4++671Wtfubm5rFixgqNHj2IwGLj22mtZt24dgwYNqtNrV37dLl26EBsby9y5c5k4cWIdf4rVq+7nl5WVxYQJE/jyyy9p06YNw4cP58orr2TEiBEAPPzww7z66qsEBQXV+vwNGavwTJKgxEWttLSUY8eOkZiYyNChQ+nevbt638qVK/Hx8aFPnz7VPjYqKorLLruMhIQEmjZtSmpqqnpfamoqvXr1Ii8vj4SEBOLj47niiisAaNmyJb169XJ5rv9v795CmvzDOIB/sw2klktSImkhHZxUzs1ylZuZwtzIXNFFIaPhtRReaGGRBOJVFAUmsxMkBCkVeWAEETIM1xGEteYpFC8ED9TInNOdni7+/Eezk7qpL/h87vbb++778Fzs4d3v3XbkyBEolUrcvHkzvGa32yEWi5GdnR2u9cSJE6iqqkJOTg4A4OXLl9i5c2d40BQVFeHNmzc4fPjwvLJ/l1tcXIympqao3/R/17/BwUFIpVKcPn0aAJCfn4+enh4cO3YMjx49glgsxsmTJ+edEatamTDxHhRbtQKBAAwGA5qamqDT6VBfXw+j0YipqSkAwKtXr7Bv376Ic8bGxvD9+3cAwLdv39DZ2Qm5XA61Wg2n04mRkRFMTU3h+fPn0Ov1kEgkkEgkaGlpwezs7ILqa2trQ3FxMdasWQMiQmlpKQoKCnDmzJnwMTKZDHa7HTMzMwgGg7DZbJDL5QCw6Gy1Wo13794tuN65fte/Xbt2YXp6Gt3d3fj69Svev38PhUIBt9uN6upq3Lp1a0EZsaqVCRMPKLZqlZeXQyaTITMzE6mpqbh27RocDgcsFgsAYHh4GCkpKRHnDA8PIzc3F5mZmcjNzcW5c+eQkZEBkUiE69evIz8/H0qlEhUVFdi0aRNEIhEePHiAxsZGbNy4ERqNBpcuXYLD4fhnfa2trTAajQCArq4uNDc3o6WlBUqlEkqlEh8/fsTBgwdx9OhRqFQqKBQK7NixI3zOYrNTUlLg8/kwOjq6mLZG9Gpu/xITE9HY2Aiz2Qy1Wg2z2Qy9Xo/KykqcPXsWQ0NDUKlU2Lt3L548eQIAmJychMlkwvbt22EymTA5ORnzWplArfQmGGMrobu7mxISEsjn80WsKxSK8MZ9YWEhlZWVxSTP6/XSixcvqKamhg4dOkRr166N+BvwvLw8Ki8vDz92uVy0fv168nq9S5o9N5eIqL+/nwCQy+WKKne+/bPZbLR//37yeDy0ZcsWstls1NvbSwkJCTQ2NkYVFRVkNpvJ7/eTyWSiysrKmNfKhImvoNiq9PTpU6SlpUEsFofXPB4P+vv7sWfPHgBAUlIS3G53TPLi4+Oh0+lQXV0Nu92O0tJSXLly5Y/Ht7W1QafTIT4+ftmz/799PTk5Oarc+fRvdnYWZWVluH37Nj5//oxAIIC8vDzI5XKkpaXh7du36OjowKlTpyASiVBSUoKOjo6Y18qEiQcUW5Xcbjc8Hk/E2p07dwAgvEmvUqngcrmWJH/37t2/5P+stbUVx48fX5Fsp9OJrVu3IikpKaqc+fSvtrYWBoMBWVlZCAaDCAQC4ef8fj+CwSBCoRD8fj8AwOfzIRgMxrxWJkw8oNiqdODAAfT09ODGjRsYGBhAXV0dLl68iPr6eiQmJgIA9Ho9Pn36FNVV1JcvX1BQUICHDx/C4XBgaGgIjx8/xtWrV/84gMbHx/Hhw4fwrdfLmQ38d3NDYWFhVNnAv/vncrnQ3NyMmpoaAEB6ejri4uJw//59WK1W9Pb2Ijs7G1qtFg0NDejr64PFYoFWq415rUygVvozRsZWQigUotraWkpNTaUNGzZQTk4OWa3WX45Tq9XU0NCw6JyZmRmqqqqirKwskkqltG7dOpLL5XT58mWanp4OH/fzXtC9e/dIo9EsOnMh2XP3oLxeL0mlUnr9+nXU+UR/7l8oFCKNRkPt7e0R6+3t7bRt2zbavHkz3b17l4iIJiYmyGAwkEQiIYPBQBMTE0tSKxMe/i0+xv7CarXi/PnzcDqdiItbng8cjEYjtFotLly4sCx5P7NYLHj27NmCfqbpb5ayf7GulQkPf1GXsb8oKirCwMAARkZGIJPJliVTq9WipKRkWbLmEovFqKuri9nrLWX/Yl0rEx6+gmKMMSZIfJMEY4wxQeIBxRhjTJB4QDHGGBMkHlCMMcYEiQcUY4wxQeIBxRhjTJB4QDHGGBMkHlCMMcYEiQcUY4wxQeIBxRhjTJB4QDHGGBMkHlCMMcYE6Qd4L+I6AdjG2gAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "x_ratio = (\"30Si\", \"28Si\")\n", "y_ratio = (\"29Si\", \"28Si\")\n", @@ -84,46 +98,34 @@ "fig, ax = plt.subplots(1, 1)\n", "ax.axhline(0, color=\"tab:orange\", linestyle=\"--\", linewidth=0.5)\n", "ax.axvline(0, color=\"tab:orange\", linestyle=\"--\", linewidth=0.5)\n", - "ax.errorbar(xdata, ydata, xerr=xunc, yerr=yunc, fmt=\"o\", mec=\"k\", label=\"SiC M\", linewidth=0.5)\n", + "ax.errorbar(\n", + " xdata, ydata, xerr=xunc, yerr=yunc, fmt=\"o\", mec=\"k\", label=\"SiC M\", linewidth=0.5\n", + ")\n", "ax.set_xlabel(x_label)\n", "ax.set_ylabel(y_label)\n", "ax.set_aspect(1)" - ], - "id": "998b5c0236d05123", - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 3 + ] }, { - "metadata": {}, "cell_type": "markdown", + "id": "c928509755718948", + "metadata": {}, "source": [ "Well, this does not look like in most papers that discuss the SiC mainstream grains GCE correlation line.\n", "There are also some outliers with very large uncertainties.\n", "How many data points are there in total?" - ], - "id": "c928509755718948" + ] }, { + "cell_type": "code", + "execution_count": 4, + "id": "78d965d9f7a12da9", "metadata": { "ExecuteTime": { "end_time": "2024-07-25T08:58:00.191778Z", "start_time": "2024-07-25T08:58:00.186808Z" } }, - "cell_type": "code", - "source": "pgd.info.number_of_grains;", - "id": "78d965d9f7a12da9", "outputs": [ { "name": "stdout", @@ -133,25 +135,41 @@ ] } ], - "execution_count": 4 + "source": [ + "pgd.info.number_of_grains;" + ] }, { - "metadata": {}, "cell_type": "markdown", + "id": "98fa802e94112488", + "metadata": {}, "source": [ "This is a lot of grains, no wonder we cannot see much. \n", "Let us filter further and only show points with uncertainties smaller than 10‰." - ], - "id": "98fa802e94112488" + ] }, { + "cell_type": "code", + "execution_count": 6, + "id": "aedcc917353c4c3e", "metadata": { "ExecuteTime": { "end_time": "2024-07-25T08:59:29.889414Z", "start_time": "2024-07-25T08:59:29.277683Z" } }, - "cell_type": "code", + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "pgd.filter.uncertainty(x_ratio, \"<\", 10)\n", "pgd.filter.uncertainty(y_ratio, \"<\", 10)\n", @@ -161,29 +179,18 @@ "fig2, ax2 = plt.subplots(1, 1)\n", "ax2.axhline(0, color=\"tab:orange\", linestyle=\"--\", linewidth=0.5)\n", "ax2.axvline(0, color=\"tab:orange\", linestyle=\"--\", linewidth=0.5)\n", - "ax2.errorbar(xdata, ydata, xerr=xunc, yerr=yunc, fmt=\"o\", mec=\"k\", label=\"SiC M\", linewidth=0.5)\n", + "ax2.errorbar(\n", + " xdata, ydata, xerr=xunc, yerr=yunc, fmt=\"o\", mec=\"k\", label=\"SiC M\", linewidth=0.5\n", + ")\n", "ax2.set_xlabel(x_label)\n", "ax2.set_ylabel(y_label)\n", "ax2.set_aspect(1)" - ], - "id": "aedcc917353c4c3e", - "outputs": [ - { - "data": { - "text/plain": [ - "
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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 6 + ] }, { - "metadata": {}, "cell_type": "markdown", + "id": "5fa751bb49f65698", + "metadata": {}, "source": [ "This looks a lot better now!\n", "\n", @@ -195,8 +202,7 @@ " If you had asymmetric uncertainties, you would have to transpose the return dataframe prior to plotting it.\n", " Without the `simplify_unc=True` option, the uncertainties are returned as a 2D dataframe.\n", " To plot those, you would have to transpose the dataframe as well!" - ], - "id": "5fa751bb49f65698" + ] } ], "metadata": { diff --git a/docs/examples/sic_mo_stephan.ipynb b/docs/examples/sic_mo_stephan.ipynb index e4f1d86..f5f73e9 100644 --- a/docs/examples/sic_mo_stephan.ipynb +++ b/docs/examples/sic_mo_stephan.ipynb @@ -1,8 +1,9 @@ { "cells": [ { - "metadata": {}, "cell_type": "markdown", + "id": "545d8719013fafc7", + "metadata": {}, "source": [ "[Stephan et al. (2019)](https://doi.org/10.3847/1538-4357/ab1c60) analyzed Mo isotopic compositions of multiple SiC grains.\n", "Linear regressions were then used to study *s*-process nucleosynthesis.\n", @@ -11,17 +12,19 @@ "To plot correlated uncertainties and perform the linear regression, \n", "the [`CEREsFit`](https://github.com/galactic-forensics/CEREsFit/) will be used. \n", "More details on `CEREsFit` can be found on it's website." - ], - "id": "545d8719013fafc7" + ] }, { + "cell_type": "code", + "execution_count": 1, + "id": "93c741ab660e192f", "metadata": { "ExecuteTime": { "end_time": "2024-07-25T10:49:06.296164Z", "start_time": "2024-07-25T10:49:02.260878Z" } }, - "cell_type": "code", + "outputs": [], "source": [ "from ceresfit import LinReg # to calculate linear regression\n", "from ceresfit.unc_calc import error_bar_positions # to plot correlated error bars\n", @@ -29,33 +32,30 @@ "import numpy as np\n", "\n", "from pgdtools import pgd" - ], - "id": "93c741ab660e192f", - "outputs": [], - "execution_count": 1 + ] }, { - "metadata": {}, "cell_type": "markdown", + "id": "10943aa8cd25a97d", + "metadata": {}, "source": [ "## Filter the data\n", "\n", "We now want to filter out the Stephan et al. (2019) dataset from the PGD database.\n", "We first search for the right reference and will then filter out the data.\n", "Finally, we will see what kind of grain types are in there, and filter further if needed." - ], - "id": "10943aa8cd25a97d" + ] }, { + "cell_type": "code", + "execution_count": 3, + "id": "2899e703e0b1244f", "metadata": { "ExecuteTime": { "end_time": "2024-07-25T10:50:55.608839Z", "start_time": "2024-07-25T10:50:55.587904Z" } }, - "cell_type": "code", - "source": "ref = pgd.reference.search(\"Stephan, 2019\")", - "id": "2899e703e0b1244f", "outputs": [ { "name": "stdout", @@ -77,21 +77,20 @@ "output_type": "execute_result" } ], - "execution_count": 3 + "source": [ + "ref = pgd.reference.search(\"Stephan, 2019\")" + ] }, { + "cell_type": "code", + "execution_count": 5, + "id": "56eb96f8888a4fcd", "metadata": { "ExecuteTime": { "end_time": "2024-07-25T10:51:43.489659Z", "start_time": "2024-07-25T10:51:43.473075Z" } }, - "cell_type": "code", - "source": [ - "# So we only want the Stephan reference, let's filter additionally for the 877:101\n", - "ref = pgd.reference.search(\"Stephan, 2019, 877:101\")" - ], - "id": "56eb96f8888a4fcd", "outputs": [ { "name": "stdout", @@ -102,24 +101,21 @@ ] } ], - "execution_count": 5 + "source": [ + "# So we only want the Stephan reference, let's filter additionally for the 877:101\n", + "ref = pgd.reference.search(\"Stephan, 2019, 877:101\")" + ] }, { + "cell_type": "code", + "execution_count": 6, + "id": "b6c26ca59cca1794", "metadata": { "ExecuteTime": { "end_time": "2024-07-25T10:52:20.209023Z", "start_time": "2024-07-25T10:52:20.201904Z" } }, - "cell_type": "code", - "source": [ - "pgd.filter.reference(ref)\n", - "\n", - "# show the grain types that are available\n", - "pgd.info.number_of_grains\n", - "pgd.info.pgd_types;" - ], - "id": "b6c26ca59cca1794", "outputs": [ { "name": "stdout", @@ -132,11 +128,18 @@ ] } ], - "execution_count": 6 + "source": [ + "pgd.filter.reference(ref)\n", + "\n", + "# show the grain types that are available\n", + "pgd.info.number_of_grains\n", + "pgd.info.pgd_types;" + ] }, { - "metadata": {}, "cell_type": "markdown", + "id": "3645209d6c746453", + "metadata": {}, "source": [ "So it looks like we only have mainstream and AB data in here.\n", "\n", @@ -149,59 +152,79 @@ "After getting the data, we will plot them with correlated uncertainties. \n", "The uncertainty plotting will make use of a routine that currently exists in CEREsFit.\n", "We then perform a linear regression and show the results as well." - ], - "id": "3645209d6c746453" + ] }, { + "cell_type": "code", + "execution_count": 17, + "id": "5443b7f5f4618bf4", "metadata": { "ExecuteTime": { "end_time": "2024-07-25T11:04:03.977786Z", "start_time": "2024-07-25T11:04:03.960864Z" } }, - "cell_type": "code", + "outputs": [], "source": [ "x_rat = (\"Mo-92\", \"Mo-96\")\n", "y_rat = (\"Mo-100\", \"Mo-96\")\n", - "xdat, xunc, ydat, yunc, corr = pgd.data.ratio_xy(x_rat, y_rat, simplify_unc=True) # let's use symmetric errors\n", + "xdat, xunc, ydat, yunc, corr = pgd.data.ratio_xy(\n", + " x_rat, y_rat, simplify_unc=True\n", + ") # let's use symmetric errors\n", "\n", "# linear regression\n", "reg = LinReg(xdat, xunc, ydat, yunc, rho=corr)" - ], - "id": "5443b7f5f4618bf4", - "outputs": [], - "execution_count": 17 + ] }, { + "cell_type": "code", + "execution_count": 33, + "id": "7a146fab6ebb9e79", "metadata": { "ExecuteTime": { "end_time": "2024-07-25T11:11:15.142175Z", "start_time": "2024-07-25T11:11:14.575948Z" } }, - "cell_type": "code", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Slope: 0.983 ± 0.008\n", + "Intercept: 3.092 ± 6.814\n", + "MSWD: 9.341\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# plot\n", "fig, ax = plt.subplots(1, 1)\n", "\n", "xerr, yerr = error_bar_positions(\n", - " xdat.to_numpy(), \n", - " xunc.to_numpy(), \n", - " ydat.to_numpy(), \n", - " yunc.to_numpy(), \n", - " corr.to_numpy()\n", + " xdat.to_numpy(), xunc.to_numpy(), ydat.to_numpy(), yunc.to_numpy(), corr.to_numpy()\n", ")\n", "\n", "ax.axhline(0, color=\"black\", linewidth=0.5, linestyle=\"--\")\n", "ax.axvline(0, color=\"black\", linewidth=0.5, linestyle=\"--\")\n", "\n", - "ax.plot(xdat, ydat, 'o', color=\"tab:blue\", zorder=30)\n", + "ax.plot(xdat, ydat, \"o\", color=\"tab:blue\", zorder=30)\n", "for xpos, ypos in zip(xerr, yerr):\n", - " ax.plot(xpos, ypos, '-', color=\"tab:blue\", linewidth=0.5, zorder=29)\n", - " \n", + " ax.plot(xpos, ypos, \"-\", color=\"tab:blue\", linewidth=0.5, zorder=29)\n", + "\n", "# plot regression line from -1000 to 0\n", "ax.plot(*reg.regression_line(np.array([-1000, 0])), color=\"tab:orange\", zorder=20)\n", - " \n", + "\n", "ax.set_xlabel(pgd.format.ratio(x_rat))\n", "ax.set_ylabel(pgd.format.ratio(y_rat))\n", "\n", @@ -214,36 +237,13 @@ "# finally, print the regression results\n", "print(f\"Slope: {reg.slope[0]:.3f} ± {reg.slope[1]:.3f}\")\n", "print(f\"Intercept: {reg.intercept[0]:.3f} ± {reg.intercept[1]:.3f}\")\n", - "print(f\"MSWD: {reg.mswd:.3f}\") \n", - "\n" - ], - "id": "7a146fab6ebb9e79", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Slope: 0.983 ± 0.008\n", - "Intercept: 3.092 ± 6.814\n", - "MSWD: 9.341\n" - ] - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 33 + "print(f\"MSWD: {reg.mswd:.3f}\")" + ] }, { - "metadata": {}, "cell_type": "markdown", + "id": "e6041e9b8f265f04", + "metadata": {}, "source": [ "Well, the results are slightly different from Stephan et al. (2019).\n", "However, we here included the AB grain data and did not filter it out before applying the regression.\n", @@ -252,8 +252,7 @@ "- Plot Mainstream and AB data distinct from each other\n", "- Perform the linear regression on the Mainstream data only\n", "- Compare the results with Stephan et al. (2019)" - ], - "id": "e6041e9b8f265f04" + ] } ], "metadata": { diff --git a/examples/ruthenium_example.ipynb b/examples/ruthenium_example.ipynb index 82666e4..2b00cf2 100644 --- a/examples/ruthenium_example.ipynb +++ b/examples/ruthenium_example.ipynb @@ -29,11 +29,14 @@ } ], "source": [ - "from iniabu import inimf # iniabu module with abundances as mass fractions - for models!\n", + "from iniabu import (\n", + " inimf,\n", + ") # iniabu module with abundances as mass fractions - for models!\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "import pgdtools\n", + "\n", "pg = pgdtools.PresolarGrains() # will be replaced with __init__.py" ] }, @@ -63,18 +66,19 @@ } ], "source": [ - "def x_diluted(dilute,x,xini):\n", - " xdil = dilute*x + (1.-dilute)*xini\n", + "def x_diluted(dilute, x, xini):\n", + " xdil = dilute * x + (1.0 - dilute) * xini\n", " return xdil\n", "\n", + "\n", "# Ru-100\n", - "print (\"Ru-100:\",x_diluted(0.0048103,1.85100E-13,1.3285404636e-12))\n", + "print(\"Ru-100:\", x_diluted(0.0048103, 1.85100e-13, 1.3285404636e-12))\n", "\n", "# Ru-102\n", - "print (\"Ru-102:\",x_diluted(0.0048103,4.25026E-08,3.3931556079e-12))\n", + "print(\"Ru-102:\", x_diluted(0.0048103, 4.25026e-08, 3.3931556079e-12))\n", "\n", "# Ru-104\n", - "print (\"Ru-104:\",x_diluted(0.0048103,8.90067E-09,2.0418190769e-12))" + "print(\"Ru-104:\", x_diluted(0.0048103, 8.90067e-09, 2.0418190769e-12))" ] }, { @@ -83,9 +87,9 @@ "metadata": {}, "outputs": [], "source": [ - "#m_ru100 = np.array([0.124, 0.125, 0.126])\n", - "#m_ru102 = np.array([0.32, 0.28, 0.24])\n", - "#m_ru104 = np.array([0.18, 0.1, 0.05])\n", + "# m_ru100 = np.array([0.124, 0.125, 0.126])\n", + "# m_ru102 = np.array([0.32, 0.28, 0.24])\n", + "# m_ru104 = np.array([0.18, 0.1, 0.05])\n", "\n", "m_ru100 = np.array([1.32304e-12, 1.32304e-12])\n", "m_ru102 = np.array([2.07827e-10, 8.25611e-11])\n", @@ -106,8 +110,8 @@ "metadata": {}, "outputs": [], "source": [ - "dm_ru102 = inimf.iso_delta(\"Ru-102\", \"Ru-100\", m_ru102/m_ru100)\n", - "dm_ru104 = inimf.iso_delta(\"Ru-104\", \"Ru-100\", m_ru104/m_ru100)" + "dm_ru102 = inimf.iso_delta(\"Ru-102\", \"Ru-100\", m_ru102 / m_ru100)\n", + "dm_ru104 = inimf.iso_delta(\"Ru-104\", \"Ru-100\", m_ru104 / m_ru100)" ] }, { @@ -153,8 +157,8 @@ "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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\n" + "image/png": 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\n", + "text/plain": "
" }, "metadata": {}, "output_type": "display_data" @@ -164,13 +168,23 @@ "fig, ax = plt.subplots(1, 1)\n", "\n", "# lines at zero\n", - "ax.axhline(0, linestyle='dashed', linewidth=0.5, color='k')\n", - "ax.axvline(0, linestyle='dashed', linewidth=0.5, color='k')\n", + "ax.axhline(0, linestyle=\"dashed\", linewidth=0.5, color=\"k\")\n", + "ax.axvline(0, linestyle=\"dashed\", linewidth=0.5, color=\"k\")\n", "\n", "# plot the data\n", - "ax.errorbar(xdat, ydat, xerr=xerr, yerr=yerr, fmt='o', mew=1.5, mfc='w', linewidth=0.5, label='SiC')\n", + "ax.errorbar(\n", + " xdat,\n", + " ydat,\n", + " xerr=xerr,\n", + " yerr=yerr,\n", + " fmt=\"o\",\n", + " mew=1.5,\n", + " mfc=\"w\",\n", + " linewidth=0.5,\n", + " label=\"SiC\",\n", + ")\n", "# plot the models\n", - "#ax.plot(dm_ru104, dm_ru102, 's--', label='2nd peak i-process (default vs new rates)')\n", + "# ax.plot(dm_ru104, dm_ru102, 's--', label='2nd peak i-process (default vs new rates)')\n", "\n", "# some formatting\n", "ax.legend(loc=\"upper left\")\n",