From 22374dc7735fc9766662cdb174daea24defd6489 Mon Sep 17 00:00:00 2001 From: Joshua Larsen Date: Mon, 7 Oct 2019 16:00:43 -0700 Subject: [PATCH 1/4] Feat(PlotCrossSection): Added option to plot xc in geographic_coordinates --- .../flopy3_PlotCrossSection_demo.ipynb | 279 +++++++++++++----- .../flopy3_mf6_vertex_plotting.ipynb | 126 +++----- flopy/plot/crosssection.py | 167 +++++++++-- flopy/plot/plotbase.py | 38 ++- flopy/plot/vcrosssection.py | 105 ++++--- 5 files changed, 483 insertions(+), 232 deletions(-) diff --git a/examples/Notebooks/flopy3_PlotCrossSection_demo.ipynb b/examples/Notebooks/flopy3_PlotCrossSection_demo.ipynb index 3ba410a7fe..5d2aaba228 100644 --- a/examples/Notebooks/flopy3_PlotCrossSection_demo.ipynb +++ b/examples/Notebooks/flopy3_PlotCrossSection_demo.ipynb @@ -28,12 +28,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "flopy is installed in /Users/jdhughes/Documents/Development/flopy_git/flopy_us/flopy\n", - "3.7.3 (default, Mar 27 2019, 16:54:48) \n", - "[Clang 4.0.1 (tags/RELEASE_401/final)]\n", - "numpy version: 1.16.2\n", - "matplotlib version: 3.0.3\n", - "flopy version: 3.2.12\n" + "flopy is installed in c:\\users\\jlarsen\\desktop\\flopy-dev\\flopy\n", + "3.6.5 |Anaconda, Inc.| (default, Mar 29 2018, 13:32:41) [MSC v.1900 64 bit (AMD64)]\n", + "numpy version: 1.14.3\n", + "matplotlib version: 3.1.1\n", + "flopy version: 3.2.13\n" ] } ], @@ -88,18 +87,18 @@ "\n", "changing model workspace...\n", " data\n", - "FloPy is using the following executable to run the model: /Users/jdhughes/.local/bin/mf2005\n", + "FloPy is using the following executable to run the model: .\\mf2005.EXE\n", "\n", " MODFLOW-2005 \n", " U.S. GEOLOGICAL SURVEY MODULAR FINITE-DIFFERENCE GROUND-WATER FLOW MODEL\n", " Version 1.12.00 2/3/2017 \n", "\n", " Using NAME file: freyberg.nam \n", - " Run start date and time (yyyy/mm/dd hh:mm:ss): 2019/05/31 19:08:33\n", + " Run start date and time (yyyy/mm/dd hh:mm:ss): 2019/10/07 15:57:14\n", "\n", " Solving: Stress period: 1 Time step: 1 Ground-Water Flow Eqn.\n", - " Run end date and time (yyyy/mm/dd hh:mm:ss): 2019/05/31 19:08:33\n", - " Elapsed run time: 0.010 Seconds\n", + " Run end date and time (yyyy/mm/dd hh:mm:ss): 2019/10/07 15:57:14\n", + " Elapsed run time: 0.033 Seconds\n", "\n", " Normal termination of simulation\n", "Output file located: freyberg.hds\n", @@ -187,14 +186,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -229,20 +226,18 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/jdhughes/Documents/Development/flopy_git/flopy_us/flopy/plot/crosssection.py:764: PendingDeprecationWarning: ModelCrossSection will be replaced by PlotCrossSection(), Calling PlotCrossSection()\n", + "c:\\users\\jlarsen\\desktop\\flopy-dev\\flopy\\plot\\crosssection.py:891: PendingDeprecationWarning: ModelCrossSection will be replaced by PlotCrossSection(), Calling PlotCrossSection()\n", " warnings.warn(err_msg, PendingDeprecationWarning)\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvcAAADSCAYAAADOge8XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAcDElEQVR4nO3dfbhldV338fdHmKMCJsiDBwcQUuSWHoSaEMXuDE1JMaxbCyxjiJq8bilN08gewIe6sduQSrMwafAhkZCSlB6I7PYmDR0QEcIJFORpDqA8CJrOgN/+WL+Dh8M5c/acvc+ZPWver+s61zl7rbV/67v3XrPms37rt9ZOVSFJkiRp2/eIrV2AJEmSpNEw3EuSJEk9YbiXJEmSesJwL0mSJPWE4V6SJEnqCcO9JEmS1BOGe0ljKcmzk9y8tevQlknyZ0l+Z2vXMSpJTk3y/gGX/dckvzji9f9wkvWbmb82yVtGuU5J2zbDvaQlleRlSdYluS/JhiR/n+RZW7uuLZXkVUmuT/L1JNckecpmln1Kkr9O8pUk9yS5MslrkuywnDXPqul7kvxTkruS3J3ksiQvGLLN1UkumTmtql5RVW8ertpF1fLsJJXk/FnTn9am/+ty1zRbkgOTnJPkjiRfS3Jtkj9Jss98z6mq/19VBy1nnZK2bYZ7SUsmyWuAM4DfBx4P7Af8KXDM1qxrS7Xe2BOBFwK7AEcDX5ln2ScBlwI3Ad9XVY8FXgqsAh4zx/I7LlHZs/0dcBHd57AX8KvA15Zp3cvlDuCZSXafMe144D+3Uj0PSvJkuu3iVuDQqvou4Ajgi8CcB7vLuG1I6hHDvaQlkeSxwJuAV1bV+VX19araVFV/V1Wva8s8MskZSW5tP2ckeeQ87VULSNOPHxyOMD2EJ8nrk9zezhC8OMkLkvxnkjuTvGHGc09Ncm6S9ya5N8nVSVbNs95HAKcAv1ZV/1GdL1bVnfO89DcCn6yq11TVBoCqWl9VL6uqu5Ps317LiUluBP6lrecnWh13t+EdT51Rw28kuaXVuj7Jc9r0w9pZka8luS3J6fO8hj2AA4B3V9XG9vNvVXXJjGWOTnJFW/8nk3z/jHn7Jjm/9Th/Nck7Wn1/BjyjnZW5e/bn0h7/UpLr2mdwQZInzPpMX9F6sO9K8s4kmed9HcRG4G+BY1v7OwA/DXxg1vvxzCSfaWdVPpPkmTPmHZDk/7X3+iJgj1nPPby9P3cn+VySZw9Y26nAv7Xt4maAqrq9qs6oqnNa29Pb8W8kmQL+MrOGpyU5NMnlrb4PAY/aondIUu8Z7iUtlWfQBY+/2cwyvwUcDhwCPA04DPjtRa5vsq1vJfC7wLuBnwN+EPhh4HeTfPeM5X8COAfYFbgAeMc87e7Tfr43yU3phua8sYX+uTwXOG+Aen8EeCrw/HRDfD4IvBrYE7gQ+LskE0kOAk4CfqiqHgM8H7ihtfFHwB+1XuAnAefOs66vAtcB728HPY+fOTPJDwBnAb8M7A78OXBBO/jaAfgo8GVgf7r395yqugZ4BfCpqtqlqnadvdIkRwL/hy5g793aOGfWYkcDP0T3+f90e33DeC/w8+3v5wNX0/WWT9f0OOBjwB+313o68LEZvf1/BVxGF+rfTNfzP/3cle25bwEeB/w68OEkew5Q13OBDw+w3GRr+4nAmpkzkkzQHby8ry3z18D/GqBNSdsRw72kpbI78JWqun8zy/ws8KbWg3kHXa/3yxe5vk3A71XVJroAuQdd8L23qq6mC3nfP2P5S6rqwqp6gC4sPW2edqfHQz8P+D7gR4Hj6IbpzGV3YMMA9Z7azmb8F/AzwMeq6qJW/9uARwPPBB4AHgkcnGRFVd1QVV+c8ZqfnGSPqrqvqv59rhVVVbW6bwD+ENiQ5BNJDmyL/BLw51V1aVU9UFVnA9+iO/A6DHgC8LpW7zdn9vgv4GeBs6rq8qr6FvCbdD39+89Y5rSquruqbgQ+Tnegt2hV9Ungce2g6Ofpwv5MLwSurar3VdX9VfVB4AvAi5LsR3eg8TtV9a2q+gTdcKZpPwdc2Labb1fVRcA6YJBrF/YApqYfJDmp9f7fl+TdM5b7NnBKW/9/zWrjcGAFcEY7C3Ye8JkB1i1pO2K4l7RUvgrskc2PG34CXW/utC+3aYtaXwvqANOh6LYZ8/+Lbrz8tKkZf38DeNQ8tU639QcthN5A17M9X6D7Kl0v9UJumvH3Q96Hqvp2m7+yqq6j69E/Fbg93QWZ0+/RicBTgC+04SVHw4N3rLmv/byhtXlzVZ1UVU+i6xX+Ot8Jvk8EXtvC5t1tiM2+ra59gS8vcJA2n9mv6z6692fljGVmfw4zP6MHzXg997UQvjnvozvb8aM8/MzR7G2O9nhlm3dXVX191rxpTwReOut9ehaDfd4P2S6q6h3tbMcZdIF92h1V9c152ngCcEs7WJurPkky3EtaMp8Cvgm8eDPL3EoXmKbtx4whFLN8A9hpxuPJoaob3Hq6sdy10ILNPzPYUImZ7T3kfWjjzvcFbgGoqr+qqme1ZQp4a5t+bVUdR3eB7FuB85Ls3O5Ys0v7+f2HrbjqJuCdwPe2STfRnfXYdcbPTq1X+yZgv3kOfBZ6T2a/rp3pzmzcssDzHr6i77yeXVov/+a8D/jfdL3s39hcTc1+raYNwG6tzpnzpt0EvG/W+7RzVZ02wEu4GPipAZbb3Hu6AVg567qEhQ50JG1nDPeSlkRV3UM39v2dbZz3TklWJPnxJH/QFvsg8NtJ9mwXff4uMN89xa8AXpZkhyRH0Y1ZX3ItHH4IeH2Sx6S7beEv0Y1Dn8spdHds+b9JJqG7U0qS9yd52Lj05lzghUmek2QF8Fq6YTGfTHJQkiPTXWj8TbozCQ+0dn8uyZ6tp//u1tYDsxtPslu7TuDJSR7R3utfAKaH8bwbeEWSp6ezc5IXJnkM8Gm6UHlam/6oJEe0590G7NPGgs/lr4ATkhzS6v994NJ29mPJVNX1dNvHb80x+0LgKelu0bpjkp8BDgY+WlVfphtm88Z2vcOzgBfNeO776YbvPL9th49qF7zOeyvLGU4FfjjJ6W3s/vSFzk/d7LMe6lPA/cCvttp/im7YlCQ9yHAvaclU1enAa+gukr2DrufzJLqLAqG7MHEdcCXweeDyNm0ur6ILWnfTjeX+23mWWwonAffR9fp+ii60njXXgm08/DPoLj69Osk9dBdSrgPunec56+nGc/8J3S02XwS8qKo20o23P61Nn6LrpZ++889RbR330V1ce+w8Qzo2tnr+me72l1fRHTysbutfR3fA8g7gLrqLb6fnPdDqeTJwI3Az3TUC0N3p52pgKsnDbg1aVRcDv9Ne/wa6i36Pnes9GLWquqSqHnYWqKq+SncR72vphsq8Hji6qqbrfxnwdOBOugO198547k10t3F9A9/Znl/HAP+XVtV/0o2Z3wf4XJJ7gX+j26YG+tKvtj38FN1ncxfd53D+5p4jafuThw7dkyRJkrStsudekiRJ6okFw30bU/jpdF/WcXWSN7bpa9v9nq9oP0PdvkySJEnScAb5autvAUdW1X3tQq9Lkvx9m/e6dp9dSZIkSVvZguG+3U/3vvZwRftxoL4kSZI0ZgYac99u+XUFcDtwUVVd2mb9XpIrk7y93eZMkiRJ0layRXfLafdo/hvgV+huITYFTABnAl+sqjfN8Zw1wBqAnXba6Qf32muvoQreuHEjABMT891WeftuZxxrGmU7VfVge4s1XUff2hnHmmxnedoZx5rGsZ0kY7U/G6d2xrEm21medsaxpj63UwUbNw7XzooVm5iauuUrVbXnXPO3+FaYSU4Bvl5Vb5sx7dnAr1fV0Zt77gEHHFDXX3/9Fq1vttNO674I8OSTT7adbaSmUbZzzz33PNjeYk3X0bd2xrEm21medsaxpnFs57GPfexY7c/GqZ1xrMl2lqedcaypz+3ccw+cdtpw7axevZa1a0+4rKpWzTV/kLvl7Dn9rYpJHg08F/hCkr3btNB9vfxVQ1UqSZIkaSiD3C1nb+DsJDvQHQycW1UfTfIvSfYEQve18K9YwjolSZIkLWCQu+VcCRw6x/Qjl6QiSZIkSYviN9RKkiRJPWG4lyRJknrCcC9JkiT1hOFekiRJ6gnDvSRJktQThntJkiSpJwz3kiRJUk8Y7iVJkqSeMNxLkiRJPWG4lyRJknrCcC9JkiT1hOFekiRJ6gnDvSRJktQThntJkiSpJxYM90keleTTST6X5Ookb2zTD0hyaZJrk3woycTSlytJkiRpPoP03H8LOLKqngYcAhyV5HDgrcDbq+pA4C7gxKUrU5IkSdJCFgz31bmvPVzRfgo4EjivTT8bePGSVChJkiRpIAONuU+yQ5IrgNuBi4AvAndX1f1tkZuBlUtToiRJkqRBDBTuq+qBqjoE2Ac4DHjqXIvN9dwka5KsS7Ju06ZNi69UkiRJ0mZt0d1yqupu4F+Bw4Fdk+zYZu0D3DrPc86sqlVVtWrFihXD1CpJkiRpMwa5W86eSXZtfz8aeC5wDfBx4CVtseOBjyxVkZIkSZIWtuPCi7A3cHaSHegOBs6tqo8m+Q/gnCRvAT4LvGcJ65QkSZK0gAXDfVVdCRw6x/Qv0Y2/lyRJkjQG/IZaSZIkqScM95IkSVJPGO4lSZKknjDcS5IkST1huJckSZJ6wnAvSZIk9YThXpIkSeoJw70kSZLUE4Z7SZIkqScM95IkSVJPGO4lSZKknjDcS5IkST1huJckSZJ6wnAvSZIk9YThXpIkSeqJBcN9kn2TfDzJNUmuTvKqNv3UJLckuaL9vGDpy5UkSZI0nx0HWOZ+4LVVdXmSxwCXJbmozXt7Vb1t6cqTJEmSNKgFw31VbQA2tL/vTXINsHKpC5MkSZK0ZbZozH2S/YFDgUvbpJOSXJnkrCS7zfOcNUnWJVm3adOmoYqVJEmSNL+Bw32SXYAPA6+uqq8B7wKeBBxC17P/h3M9r6rOrKpVVbVqxYoVIyhZkiRJ0lwGCvdJVtAF+w9U1fkAVXVbVT1QVd8G3g0ctnRlSpIkSVrIIHfLCfAe4JqqOn3G9L1nLPaTwFWjL0+SJEnSoAa5W84RwMuBzye5ok17A3BckkOAAm4AfnlJKpQkSZI0kEHulnMJkDlmXTj6ciRJkiQtlt9QK0mSJPWE4V6SJEnqCcO9JEmS1BOGe0mSJKknDPeSJElSTxjuJUmSpJ4w3EuSJEk9YbiXJEmSesJwL0mSJPWE4V6SJEnqCcO9JEmS1BOGe0mSJKknDPeSJElSTxjuJUmSpJ5YMNwn2TfJx5Nck+TqJK9q0x+X5KIk17bfuy19uZIkSZLmM0jP/f3Aa6vqqcDhwCuTHAycDFxcVQcCF7fHkiRJkraSBcN9VW2oqsvb3/cC1wArgWOAs9tiZwMvXqoiJUmSJC1si8bcJ9kfOBS4FHh8VW2A7gAA2GvUxUmSJEka3MDhPskuwIeBV1fV17bgeWuSrEuybtOmTYupUZIkSdIABgr3SVbQBfsPVNX5bfJtSfZu8/cGbp/ruVV1ZlWtqqpVK1asGEXNkiRJkuYwyN1yArwHuKaqTp8x6wLg+Pb38cBHRl+eJEmSpEHtOMAyRwAvBz6f5Io27Q3AacC5SU4EbgReujQlSpIkSRrEguG+qi4BMs/s54y2HEmSJEmL5TfUSpIkST1huJckSZJ6wnAvSZIk9YThXpIkSeoJw70kSZLUE4Z7SZIkqScM95IkSVJPGO4lSZKknjDcS5IkST1huJckSZJ6wnAvSZIk9YThXpIkSeoJw70kSZLUEztu7QL6YOPGjaxdu3boNiYmJkZTkCRJkrZLC/bcJzkrye1Jrpox7dQktyS5ov28YGnLHF+Tk5MjCeUTExNMTk6OoCJJkiRtrwbpuV8LvAN476zpb6+qt428om3Q5OQkq1evHqqNYXv+JUmSpAV77qvqE8Cdy1CLJEmSpCEMc0HtSUmubMN2dhtZRZIkSZIWZbEX1L4LeDNQ7fcfAr8w14JJ1gBrAFauXLnI1WlLjdtFvqOqR5IkSfNbVLivqtum/07ybuCjm1n2TOBMgH322afGKXD21eTkJFNTU0O3M6qLfEdZz/XXXz90O5IkSX21qHCfZO+q2tAe/iRw1eaWn7ZixYrFrO4hRnlXmVH0Jk9NTY3lXW7G7SLfUdWzfv360RQkSZLUQwuG+yQfBJ4N7JHkZuAU4NlJDqEblnMD8MuDrGz33Xcfm8A5qt7kUYRWSZIkaRQWDPdVddwck9+zBLUMbGpqamQ97gZzSZIk9cU29w21q1evHknv/TgG+1EctEy3M45DhSRJkrS0trlwD4xdKB+FUR20wHgeuEiSJGnpbZPhvq8M5JIkSRrGMF9iJUmSJGmMGO4lSZKknjDcS5IkST1huJckSZJ6wnAvSZIk9YThXpIkSeoJw70kSZLUE97nXps1im/N9RtzJUmSlofhXvMa1bfm+o25ksbBxo0bh96nbdy4kYmJidEUJElLwHCvzTKUS+qDqakpDjrooKHbmZiY8EykpLFmuJckbRdGcRZxFGczJWkpeUGtJEmS1BMLhvskZyW5PclVM6Y9LslFSa5tv3db2jIlSZIkLWSQnvu1wFGzpp0MXFxVBwIXt8eSJEmStqIFw31VfQK4c9bkY4Cz299nAy8ecV2SJEmSttBix9w/vqo2ALTfe823YJI1SdYlWXfHHXcscnWSJEmSFrLkF9RW1ZlVtaqqVu25555LvTpJkiRpu7XYcH9bkr0B2u/bR1eSJEmSpMVYbLi/ADi+/X088JHRlCNJkiRpsQa5FeYHgU8BByW5OcmJwGnAjyW5Fvix9liSJEnSVrTgN9RW1XHzzHrOiGuRJEmSNAS/oVaSJEnqCcO9JEmS1BOGe0mSJKknDPeSJElSTxjuJUmSpJ4w3EuSJEk9seCtMCVJkrZlGzduZO3atUO3MTExMZqCpCVkz70kSeqtycnJkYTyiYkJJicnR1CRtLTsuZckSUB/e7gnJydZvXr1UG0M+74shVF8XtPtjNtn1lcTExtZvXrtUG1MTk5tdr7hXpIkMTk5ydTU5kPDIOzhXtioQvmoAnmfP7NxOmCd/jf2Iz8ydEubnWu4lyRJwOh6uKempsYmUI2bUR1EjeKzmjaOZyVGYRwPWEf1uZ1wwgnzzjPcS5KkkVm9evXIeqXHrTd5FActU1NTIw3mfTWKHvdRvdfb2sGP4V6SpG3YqIZ4TAehURhFcB23QDWqgxaD/cLG8ezGtsRwL0nSNmpUIWi6re0xCG0J35/l4/a4eEOF+yQ3APcCDwD3V9WqURQlSZIGYwiSNNMoeu5/tKq+MoJ2JEkae14sunxGOcZd2l44LEeSpAH1+WLRceMYd42TbelAc9hwX8A/JSngz6vqzBHUJEnS2OrjxaLjylC+fEZ1RgqG377H7WzLtnagOWy4P6Kqbk2yF3BRki9U1SdmLpBkDbAGYL/99htydZIkSRqlUYXXUeW8cTzbMm71bM5Q4b6qbm2/b0/yN8BhwCdmLXMmcCbAqlWrapj1SZIkafS2pfCqzVt0uE+yM/CIqrq3/f084E0jq0ySpB7blsbwStp2PGKI5z4euCTJ54BPAx+rqn8YTVmSJPXX6tWrRxLKx3H4gqSta9E991X1JeBpI6xFkqTthqFc0lIYpudekiRJ0hgx3EuSJEk9YbiXJEmSesJwL0mSJPWE4V6SJEnqCcO9JEmS1BOGe0mSJKknDPeSJElSTxjuJUmSpJ4w3EuSJEk9YbiXJEmSesJwL0mSJPWE4V6SJEnqCcO9JEmS1BNDhfskRyVZn+S6JCePqihJkiRJW27R4T7JDsA7gR8HDgaOS3LwqAqTJEmStGWG6bk/DLiuqr5UVRuBc4BjRlOWJEmSpC2VqlrcE5OXAEdV1S+2xy8Hnl5VJ833nFWrVtW6desWtT5p7dq1rF+/nqmpqaHa2W+//QC48cYbe9XOONZkO8vTzjjWNG7tTE5OctBBB7F69eqh2pGkcZDksqpaNde8HYdpd45pDztSSLIGWNMefivJVUOsU9oD+MrWLkLbNLeh7dgJJ5wwimbchjQstyEN64nzzRgm3N8M7Dvj8T7ArbMXqqozgTMBkqyb7yhDGoTbkIblNqRhuQ1pWG5DWkrDjLn/DHBgkgOSTADHAheMpixJkiRJW2rRPfdVdX+Sk4B/BHYAzqqqq0dWmSRJkqQtMsywHKrqQuDCLXjKmcOsT8JtSMNzG9Kw3IY0LLchLZlF3y1HkiRJ0ngZ6htqJUmSJI2PZQn3SY5Ksj7JdUlOXo51atuQZN8kH09yTZKrk7yqTX9ckouSXNt+79amJ8kft23pyiQ/MKOt49vy1yY5fmu9Jm0dSXZI8tkkH22PD0hyadsePtQu/CfJI9vj69r8/We08Ztt+vokz986r0RbQ5Jdk5yX5Attf/QM90PaEkl+rf0/dlWSDyZ5lPshbQ1LHu6T7AC8E/hx4GDguCQHL/V6tc24H3htVT0VOBx4Zds+TgYurqoDgYvbY+i2owPbzxrgXdAdDACnAE+n+/bkU6b/I9Z241XANTMevxV4e9uG7gJObNNPBO6qqicDb2/L0ba7Y4HvAY4C/rTtv7R9+CPgH6rqfwBPo9uW3A9pIElWAr8KrKqq76W70cixuB/SVrAcPfeHAddV1ZeqaiNwDnDMMqxX24Cq2lBVl7e/76X7D3Ul3TZydlvsbODF7e9jgPdW59+BXZPsDTwfuKiq7qyqu4CL6HaM2g4k2Qd4IfAX7XGAI4Hz2iKzt6Hpbes84Dlt+WOAc6rqW1V1PXAd3f5LPZfku4D/CbwHoKo2VtXduB/SltkReHSSHYGdgA24H9JWsBzhfiVw04zHN7dp0kO005KHApcCj6+qDdAdAAB7tcXm257czrZvZwCvB77dHu8O3F1V97fHM7eHB7eVNv+etrzb0Pbru4E7gL9sQ7v+IsnOuB/SgKrqFuBtwI10of4e4DLcD2krWI5wnzmmeYsePUSSXYAPA6+uqq9tbtE5ptVmpqvnkhwN3F5Vl82cPMeitcA8t6Ht147ADwDvqqpDga/znSE4c3Eb0kO04VfHAAcATwB2phu+NZv7IS255Qj3NwP7zni8D3DrMqxX24gkK+iC/Qeq6vw2+bZ2mpv2+/Y2fb7tye1s+3UE8BNJbqAb9nckXU/+ru30ODx0e3hwW2nzHwvcidvQ9uxm4OaqurQ9Po8u7Lsf0qCeC1xfVXdU1SbgfOCZuB/SVrAc4f4zwIHtivEJugtFLliG9Wob0MYYvge4pqpOnzHrAmD6ThPHAx+ZMf3n290qDgfuaafL/xF4XpLdWg/K89o09VxV/WZV7VNV+9PtX/6lqn4W+DjwkrbY7G1oett6SVu+2vRj210sDqC7WPLTy/QytBVV1RRwU5KD2qTnAP+B+yEN7kbg8CQ7tf/Xprch90NadkN9Q+0gqur+JCfR7eB2AM6qqquXer3aZhwBvBz4fJIr2rQ3AKcB5yY5kW6n+dI270LgBXQXGX0DOAGgqu5M8ma6g0mAN1XVncvzEjSmfgM4J8lbgM/SLpZsv9+X5Dq6nrJjAarq6iTn0v2HfD/wyqp6YPnL1lbyK8AHWifUl+j2LY/A/ZAGUFWXJjkPuJxu//FZum+h/Rjuh7TM/IZaSZIkqSf8hlpJkiSpJwz3kiRJUk8Y7iVJkqSeMNxLkiRJPWG4lyRJknrCcC9JkiT1hOFekiRJ6gnDvSRJktQT/w2hlDU2/teWXAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -279,14 +274,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -309,14 +302,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -357,24 +348,12 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -387,7 +366,7 @@ "csa = xsect.plot_array(head, masked_values=[999.], head=head, alpha=0.5)\n", "patches = xsect.plot_ibound(head=head)\n", "linecollection = xsect.plot_grid()\n", - "plt.colorbar(csa)" + "plt.colorbar(csa);" ] }, { @@ -406,20 +385,18 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/jdhughes/Documents/Development/flopy_git/flopy_us/flopy/plot/crosssection.py:764: PendingDeprecationWarning: ModelCrossSection will be replaced by PlotCrossSection(), Calling PlotCrossSection()\n", + "c:\\users\\jlarsen\\desktop\\flopy-dev\\flopy\\plot\\crosssection.py:891: PendingDeprecationWarning: ModelCrossSection will be replaced by PlotCrossSection(), Calling PlotCrossSection()\n", " warnings.warn(err_msg, PendingDeprecationWarning)\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -464,14 +441,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -507,14 +482,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -551,20 +524,18 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/jdhughes/Documents/Development/flopy_git/flopy_us/flopy/plot/crosssection.py:764: PendingDeprecationWarning: ModelCrossSection will be replaced by PlotCrossSection(), Calling PlotCrossSection()\n", + "c:\\users\\jlarsen\\desktop\\flopy-dev\\flopy\\plot\\crosssection.py:891: PendingDeprecationWarning: ModelCrossSection will be replaced by PlotCrossSection(), Calling PlotCrossSection()\n", " warnings.warn(err_msg, PendingDeprecationWarning)\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -599,14 +570,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -656,14 +625,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -675,9 +642,9 @@ "csa = xsect.plot_array(head, masked_values=[999.], head=head, alpha=0.5)\n", "linecollection = xsect.plot_grid()\n", "quiver = xsect.plot_discharge(frf, fff, head=head, \n", - " hstep=2, normalize=True, color='green', \n", - " scale=30, headwidth=3, headlength=3, headaxislength=3,\n", - " zorder=10)\n", + " hstep=2, normalize=True, color='green', \n", + " scale=30, headwidth=3, headlength=3, headaxislength=3,\n", + " zorder=10)\n", "patches = xsect.plot_ibound(head=head)" ] }, @@ -697,20 +664,18 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/jdhughes/Documents/Development/flopy_git/flopy_us/flopy/plot/crosssection.py:764: PendingDeprecationWarning: ModelCrossSection will be replaced by PlotCrossSection(), Calling PlotCrossSection()\n", + "c:\\users\\jlarsen\\desktop\\flopy-dev\\flopy\\plot\\crosssection.py:891: PendingDeprecationWarning: ModelCrossSection will be replaced by PlotCrossSection(), Calling PlotCrossSection()\n", " warnings.warn(err_msg, PendingDeprecationWarning)\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -769,14 +734,12 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAo8AAACQCAYAAABpj4EcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsnXd8XOWVv5/3Tq8qM+rdVrcsF8A2xhgTqiFASPILJCEkbEglyYb0ZTdLyu6mb5JNNiHOhpYEAqGFAAGMMbbBuBe5G9tyUe9lmqbc9/fHyHJRl6WZkbjP53M1c+v7jubOvd97znnPEVJKNDQ0NDQ0NDQ0NMaCEu8OaGhoaGhoaGhoTB808aihoaGhoaGhoTFmNPGooaGhoaGhoaExZjTxqKGhoaGhoaGhMWY08aihoaGhoaGhoTFmNPGooaGhoaGhoaExZkYVj0KIPCHEWiHEASHEPiHEPw+xjRBC/I8Q4ogQokYIsXBququhoaGhoaGhoTERhBAPCiFahBB7z1qWKoRYLYR4p/81ZbTjjMXyGAa+KqWsAJYA9wghKs/bZiVQ0j99GvjtmD+JhoaGhoaGhoZGLHgYuP68Zd8C1kgpS4A1/fMjMqp4lFI2Sil39L/vBQ4AOedtdgvwqIyyCUgWQmSN+hE0NDQ0NDQ0NDRigpRyPdBx3uJbgEf63z8CvG+044wr5lEIUQgsADaftyoHOHXWfB2DBaaGhoaGhoaGhkZikSGlbISowRBIH20H/ViPLISwA08DX5ZS9py/eohdBtU9FEJ8mqhbG6PRcJHL5R5r8xoaGhoaGhoacaOxsbFNSpkW734AXHelTbZ3RAYt317Ttw8InLVolZRy1WS3PybxKIQwEBWOf5ZSPjPEJnVA3lnzuUDD+Rv1f4BVAFlZWbJuh33cHZ4o3//dR/nIJ38Xs/Ye+8NncN22LmbttT9xBfIDO2LWnnh6ITXXNMesverVGbx5RVfM2lu2Lpkn5sWu7vttuwWPlo/5We6CuPNgmIcybTFpC+CuJi8Pp8but/6JDg+PKc6YtfcRtYcnQrFr7zZDD8+2xa69W909PF8fu/Zuzunh1b2xO1+urfKwZrs1Zu1ddZGPN1/Rxay9ZddFePvZwSJjKrj0Vh1v/6o+Jm0BXPrFHN787t7RN5wkGnnqRMwaG4W2jjAbXx7s4DVn1waklBeP83DNQogsKWVjf8hhy2g7jGW0tQD+AByQUv73MJs9D9zZP+p6CdB92gQ6HK2traxe5x2teQ0NDQ0NDQ2NUZFS0icDdMgW6uRRDsldHJDbCcq+eHdt0pFAmMigaYI8D3y8//3Hgb+NtsNYTB2XAR8D9gghdvUvuw/IB5BSPgC8BNwAHAF8wF2jHTQSiXD97Q186g4nP/53N05H7J7ENDQ0NDQ0NKYnqlTxqT0cONDDcXkQL7146cVHL2FCA9vZcLKAZRiFKY69nRokkpBUx72fEOJxYAXgFkLUAfcDPwSeFEJ8EjgJ/L/RjjOqeJRSvsnQMY1nbyOBe0bv9mB+/6ceXlnrY9XP0rnmiti50jQ0NDQ0NDQSl5DahzfShTfS3f8anXxqDxIJTwy/bxIu5nMZBmGMXYdjiAoE5PgtjVLKDw+z6qrxHCc2QVajcLI+zPW3N3D3R5385H7NCqmhoaGhofFuQ0qVo/6ddIQa8Ua6CEr/hI7jJpO5LEEnEkLiTAkSSWjwuOSYkVDlCf/vzz1UrzjJq29osZAaGhoaGhrvJoRQyDWVI4lMWDhmUUA1S2e0cASQEkJDTLEibuIxPT2dyxebBy0/1RBm5Ycb+PRXm+nuic0IsfHi9aqseTVA3akwUY/95BMJqUTC449nSDSOPbuP+jeOEQkm5nc5UTzb36F3yyHUvtDoG08zgqfq8e3cgxqYgUHmqkr3js0EO9rj3ZUpwd9aj6fuHdRION5dmRI8nXWEgxMTFRrTA7POxiXO95JvnjPufQsopZKLUURC2cWmBIkgIJVBU6yImzTX6XS8/kwu//tgN//yn234A+eKsD881sMrb/hY9dN0rrsysWIh9+8J8blPdgJgdwhKy/WUlxsoq9BTVmGgtGwS/q0CfnHHTpZ/NIeLbshA0Y0Ydpqw2LIdvPWVFzHYjWSvmEX+taW4F2QjlOn5eU5jzHZx9Au/Rhj02BcU41hchv3iUnR2S7y7dsHo09No/uXvUQMBzGUlWKsrsFRXok9JjnfXLhihKATbWml+7gmMaRnYyiqxl83BnFuA0E3/cBmDPZkjz/waAEd+Gc6CShwF5RhssUu1M5X4e1upWfNL7Kl5JKeXkJRegsNViKKbGVYmVUbYf+QZpJTYrGnYLOnYLGlYzakoysz4jGNBEToKzFV0hhrpjZxfDGVoSqimQJROcc8SBwmEYigWzyeuZ6OiCL54dzIrr7Jy973NbNgcOGd9XUOYGz7SwD99xMlP73eT5EyMi/vBg2ee6j29kh1bQ+zYeq4FKjn5F+St15NdaiOnzE52mZ20fMuYRaBOr+DKNfPoNw7wygMnWPn5QhZcnz7tRGT6ojwchSn0Hu/kxAsHOfHCQcxpNvKuLibv2lKSSlxEs0FNL4xZqTiXVdGzfg+9mw7Qu+kAKAJrVSGOxeU4FpVjcE/PG7ZiMuK85gq6nn2JwL6DBPYdhMefxZiXg6W6Ekt1Jcb8nGn5vQGkXLaCri1vEmxtJtjaTOeba1EsVmylFdhLK7GWlKMzT8+HAL3FRtr8K2je+irdR2voPloDgCUtF2dhJc7CCizpeYhpaplx582j4fAbeDpO4uk4Sd3BNSg6A053EUnpJSSll2JLzpq2n08ROvKzlrJ1zypk+xnPk0DBYk7FZknrF5XRyWpxo9fNrJHEnnAHx/y7aQweZYhaI4MQCCq5mCxRMPWdSyBUBAEZPwmXEI8yxUVGXn8ml988FLVC+vznnjAPPtbDq2/4+N1P0rn+PfG3Qh46MLqrsquri67XYc/rbQPLDGaFrGIb2aV2cspsZJfZyS61YU8ZejTYnCtcbH+xheZjPh7+2n5e/u1xbvhCEfOuTUOJseUu5A/TsL8bk02P0abH5PEQDoTQmfQjigghBMUfqmbnj88kTA+0ennn8d288/huHIUp5F1bQt61JdiyppfYcn/wcnrW7zmzQJX4amrx1dTS/Pt/YC7OxrGoDMeSCoy57mklthxXLKXn1TdQvb6BZcFT9QRP1dP94mp0yUlY5lZgra7EXF6MMBji2NvxobfZSV60jM43Xx9Ypvp99O7eTu/u7aAoWApmYS+bg62sEqMrIQpKjJm0+VfQVrOBSN8Z966/tQ5/ax3NW19Fb7HjyC/HUViBM78cnWn6CGUhFArm3sj+DWcKZqiREF3Nh+lqPgy8iN5o7ReSJSSnl2C2u+LX4QngtOdQmLuc2ro3BpZJVHyBNnyBNlo7D5yzvcmYNCAmzxaWRkP875XjoTvcyjH/LlqCx8e8j8FgYE5oEW6RNXUdS1AkgqCMn0EtIcQjRK2QX/jkaStkC+s3nRvXUtcQ5saPNnDXh5387DvxtUIKIbDZBV7P+OIdQwGVk3t7Obm395zlSelGssvs5JTayS6LisuMIiuVy1wIBU6ncmo66uPBe/eRXWrjhi8UUX117ARJx0kvD3/irbOWrIGfAorAYDWgsxgwWA3orUb0Fn301WpAbzUglOGtAL3HO9m/agv7V20hdW4medeWkPue2ZiSY39DU8MRDvxsDUKn0NlkommzAoqI9v/0q06JutyV6Kve5STcfn61ziiBIw0EjjTQ+thajFmpOJaUY19UjqU0N25ue8/mfby5p5VuR/8DS//5M3AeiYE/GLIy6DtSO+RxIl3deDZswrNhE8JowFxRinXeHCxVFeicsasOcj6BY8fZ+k4tXWJwPDVnxScrI4ldVcVfewR/7RFaX/4bBnc69tJKbGWVWPKL4ureDrQ0sr/7BF095mi8taT/AiH756OvZnc23vqjQx4j7PfQeWgbnYe2gVCwZRXiLKjAUViJOTUz7g85UkrUSBhVDaFGQtH3kTBqJIRUQwihYLa7CXjahtw/HPTRXreb9rrdAJhsqQMu7qT0EgymxBdVRTlX0NpxEI+vadRt+4Ld9AW76eg+cs5yg96KzZJGQJeHMXIpBt0Qv4k4I6WkM9zEMf9O2kPjq0xjECbuvPMOTjzYPUW9S2wkEEITjwPMLjSy5umcYa2QDz3ew+p1Ph74cTorr4rPReD7P0ziez9wUl8X4dCBMIcOhDh0MMzBAyFO1EZQxznOpbslSHdLBwc2nIntUPSCzFlW9AaFUN+5B2w47OX/vrSX3Ao7N3yhiKorp/7Jus83TAC+Kgl5goQ8QQJDbzFmOvY00bGniZpfvEXG4jzyri0ha1khektsrFoypNL48n5giNqaF0iwsYP2ZzfS/uxGdCl2HJeU4VhcjnVuIYohdj9Dz/qdvLb94KQeUwZD+Hfvw797HwiBqSh/wL1tyMqY1LZGw7e7hhfXrp/UY4baWuhsa6Fz4xsoZgu2knJsZZXYSirQWWJX1g6gZ+82nnx77eQdUKp4G47hbThG49svYnCk4CyowFlQgT23BMUQ2xx5B57+KTs6JvfX1+ftoLl2M821mwGwJecMCEmnu2hS2xoPUqr0BT34+zrwBzr7X0+/7yQY8lzQ8fU6E+muKi6/vJodLyXWrV5KSVvoFMf8u+gKD1/mVkFHrrkCT7iDjvCZ88Ks2LjIsZK8vDxO8O4Uj6oUBGT8PD6JdUb1c7YV8lNfaWHd24OtkO+9I2qF/On9bpKTYq++hRDk5unJzdNz1bVnnuj8fsmRwyEe/f0yupO203DYQ/1BL96u8Y3KVcOShsMjpyyqO+Bh1T17yK9ysKw6m2Ipp8xqEPTGbrS0jKg0bTxB08YT6Cx6si8vwpK2CHWZC0U3dbFMMhKb0e2RTg9dr26n69XtKFYT9oUl7MuqQJbOHdFKOy2Qkr5jJ+g7doKu5/6B3p3K65VVqDddh2Ka/rFZasBP756d9O7Z2e/ens2p9yyHzPGPDJ0QU2wVDPV20r53I+17NyJ0elxVlxFYeSkwvUJKRsLbVY+3q57u1iOk5V9EuGrulLfZ21VHT0ctfm87TQdbqa/rJBDoQpWTPyreac+lIPsy0lMrEULBZIrAxMvWTSpSqjQHj3PMv4veyPAZD/TCQJ55DgXmKkyKhV29rw2ss+mSucixEosufh6OREAiCL3bYx6HY3ahkdeeyuGBR7r55veHtkKejoWMlxXyfCwWwdx5RhYsWIDrtqg7U0pJT2swKiQPeWk45KH+sIfmYz4ik5CY6eTeXh7b+xg5e5JZcU85s5emTbqIjIRUDBYdIX9sL0IRf5hTr77Dn3mH1IP5lN5zBfaiqbG0SjW2CVd1yTbsC4qxLyymSFfE9lgIxylKLXU+encqlrmVWOZWsNyZwckZIBxPo5jMWEvKsfdbH/PMEYhZxqapPkcE1qxCkorm4CyqwpySjtk8dFjGVKDop9aSYkvOwZU7D3duNWa7GwC9/sIsfGOhvWkfp95ZM4UtCNJSyynIuowkR37cQw/OR5UqjX1HqPXvwqsObyk0CDMF5iryzZUYlDPXDNkfu5WsT2eB4zqMSuK54GONFvM4Cooi+PxdyVz/Hht339s8yApZ3xi1Qn7i9mgsZDyskKMhhCAp3URSuomKZWeETzio0nLcR/0hDw2HvNQf9tB42EtX88Ty69Xv6eLPn91E3vwUVny+nKIlkxcTWXZlJvdtuRE1Ign5wwT/WsGeixsI+0KEfSFCviARf4hQ/3zYFyTsDxP2BfHWddO6Y5yuKAFJxW7c87NwL8hmeWc1O2+Y2ju0MCjk3joPIpKMegNHUlSIqFFRqfa/RlSkqoIqkaqK/+ApVN8Yvy9FYCnNxb6wGNvCYsxFWQOxj9bdsbnYGwuzyOwK0WDS9Q9klAMDGuVZ75GScHsHkY6usR1YUTDNLowOoplbgT4zfeDc0zfFLum/PjWF3Nxc2k7HAg11/gsBqkqg7sSYj2tIcQ2k9bEUzELoz7p0qrETVzqLleTkZHxSByjR/7EQA6+n34d9HkLesbnzhE4fTetTVIWzsBKD1TG1H2KUvoyEouhRdAZUNYIaCY7pmLbkbFy583DlzsPSLxhjjcU2NQ+8imIgO20B+VlLsVoSb2BQRIap7ztMrX83AXV4kW5SbBSa55JrLkcvBj9ASFTchjzmO66e8cm/x4qKIKBqbutRmVVgGLBCfus/2vD6zrWgPPyX/ljIn6RzQ4JYIUdDb1TILrWTXWqHm84s93aGaHjHw+PfPkTryfEnxD21q5M/fvpt8hemcuUXyim8ZPIumIpOYLIbMDudOArG1ret33lt9I0UQXKpm7QF2bjnZ+OqzsLoPPPkaVttA8YoZCaI3mKk/EtXArBsXTJPzBvZShds7uToPb8ecRtdUtS6aFtYjH3+bHSO+I5sTf3Q1dxZHeahzJF/I1JVafzPn4/o7FKsFsxzyrFWV2CuLENni23831A4r7icT8xdwGPKyG7WnpodND01gngUAnNuQXTEdfkcjGkZCWHNcS1ZwW2XL+TZtpE/39FnfzOieNSZbTiL5pBUVIUjrzTmsY3DkXfZB1nu6mJzrRNFFxWKimJA0ekRypnMDnvX/Zae1qEHBAFYk7JwnxaMjviPljdbU4ddJ4QOiykZizkViyll4FVR9Ow6+Mch9zEabORmLiE345KEHFUdlkFOBQ5w3L9nxEoxFsVBkWU+OaYSFDG84SfTNJtM4+x3RfLvsRKtMKO5rcfE2VbIT32lmTc2DrZC3nRHAx+/zcF/fzctIa2QY8GWYqCjoW9CwvFsTu7s4OlvbmfezXlc8ZlSDJbYf90d+5o5tfqdQcuFTpBclhYViwuiYtFgS4wb2Fhpe3I9nB8nKcBSmhsViwtLMM/KmpYJ0X079xKqHzzS05CVgWVuBZa5FZhmTc/E2lJV6Xjj1UHLhdGErbgMW9kcbKUV6G3TM6bK03AMT/2RQcuNSWkkzYq6o22ZhQkZX2tJySAry4K1ffj/fW/HySGFo9WZOWBhtDrTp7Kb48Zsc+FIzsNsc1E+y0FbgwuLKRWrOQWT0TlkXsqTjRsHLbNZ0sjPuozMtGp0SuKlx/L5fBzxbedEYB9hObxHxq5Locgyn0zjrDEJwmxTyWR2c0YQjXnU3NbjYlaBgdV/zeF3j0ZjIc+3Qj7yRC+r1/n43U8zpo0V8myajnp58nuHRt3OmqQnJctMSqYJs6eIpMu8ODMtJGVacGaacWZY0Bnid4OQUlLzq+gFUOgVUivTcc/vtyzOzURvTbyL31jpq2+j+41oKhCd0zrgirbNm43eGX8L3IUgVZXuF1dHZ3Q6zGWzo4KxqgJDWuK5xsZL795dBNtaANAnpWAvn4OtbA6Wwtko+ml5STyH5q393x0Ca0Y+zllVJBVVYUpJTwjr6YXScOiNgfcWRzruvPm4cquxOjPj16lRMJmTmH/5FwG46iIfb74y+k2/qe1MDtkUZxEF2ctwJRcnZAL0vlAvx1s38/rPtxEKDR9e5NSlMds6nzRDwYw4F+NJtDzh+O+hQoh/Bj5FNCfb76WUv5hI+9P2Sqkogs994owVcu1b51rpGpoi3HRHA3d+KGqFnC4E/REevHcfAOlFVlIyTVGBmGUiJdNE8sB7MybrmQtQ+xNXID+wI17dHpLe2k7SL8qh8u5LSK3KQG+evmLxfDzb3sH9oSuwLyzGPHv6l1s8m753ajEW5pF807WYK0pQzDMnOF2qKr6jh3FdtRJ72RyMGVkz6ibmb2tAKDpyr/x/OAvnzJiyhKfxe9rw9TaTW3EN7tx5WJMSVzBeCP5AJ73eBjLd1eRnXYbTnh3vLg2JP9hFbctG6jt2ocrhg1xS9FnMtiwg1ZA9o35v8WQilkchRBVR4bgICAIvCyFelFIOdg+OwrQVj6cpyjfw6pM5/O6P3Xzze4OtkI8+2ctr632seM/hOPVwfEgJ//zIAqzJI1dumQ44Z6VSOWtRvLsxJbhuuTTeXZgyzGWzMZfNjnc3pgShKGTeenu8uzFlWNzZzLrp7nh3Y8owWZKYf83Xpv21cTRUNcRlC+7FbErMevKeQCu1LRtp7NwTHWg3DGmGPIosC0gxxDbf67uBaG3rcbutK4BNUkofgBBiHXAr8OPxHiju9u/2jgi/eejCBkIoiuBzH09m99oCrrxs8ICEhqYIjz32GN+4t4vurqFz+UkpObA/Zvk2hsVk1WFLMcz4i6OGhobGeFF0745ro82anpDCscfXyK7jf+WtQw/Q0FkzrHDMNM7i0qT3s9B5vSYcpwhVCvpUw6BpFPYCy4UQLiGEFbgByJtI+3G1PD7/iofPfr2F5tYI6Wk6PvjeC0sRMZoV8rmn/Gxc38f3f5TElVef64rr7JR86s4Onn7BTUbm9BsEoKGhoaGhMRV0ek5yrOVN2nqHH+EuUJg3vxr78RJsusQTvjMNiSCkDqlV3EKIbWfNr5JSrgKQUh4QQvwIWA14gN3AhDLVj2p5FEI8KIRoEULsHWb9CiFEtxBiV//072NpuLu7m1s/0UhzazRO4p5vttLSduHZ9k9bIWveKOA9ywZbIVtaVD5zV+cgK2T9qTAtzSqfv7uTgD+2yaI1NDQ0NDQSkROtm9ly9JFhhaMidOS5Lubyint43/vepwnHGHE65vH8CWiTUl581rTqnP2k/IOUcqGUcjnQAYw73hHG5rZ+GLh+lG02SCnn90/fG0vDBsO55tW2jgj3fKsVOUkVMArzolbI3/woHbttsJvjuaf83HhVK6+vjlZkrq+Litg9u0Pc9/WuSeuHhoaGhobGdCUjqWLIEd46xUhh2qUsr/gSlbkrsRg10RhLpIQ+VT9oGg0hRHr/az7wfuDxibQ/qniUUq4nqk4nFavVyo3XnJtG55kXPTzxt8krFSWE4DN3JrF7bQFFRUWD1re0qHz2nzr5+pe72L/3TLzjC38L8MCvY1cVQ0NDQ0NDIxExG53kpMwbmDfoLMzOuIIrKr5EWfbVmAzTMx/qdGcEy+NoPC2E2A/8HbhHStk5kfYnK+bxUiHEbqAB+JqUct9Ydnrgx+lUX3mCzrPcx1+8r4UVSy1kpk9eOGZhnoE77/wIOvPP+dF/9OL1nmtV/NvTg5Nx//zHvcwu1nPtypmTpkRDQ0NDQ2O8FKUvpa33KAXuReS6LkKvm14FHWYiEkFwDJbGQftJeflktC/G4p4VQhQCL0gpq4ZY5wRUKaVHCHED8Esp5ZDp4IUQnwY+DZCUlHTRvffeS01NDc8888w525WVlXH77bdP8qg6CQi6urp4/vnnOXbs2Kh7GAwGPvnJT5KZOZFcYtH2YoVEIrT2pnF7sTtbYntmvgvak0OX0Nba09pLjPbkpNxLVVVFGaUq0WS1NVZi3d53vvOd7VLKi2PW4Ai4K9zyxkduGbT80cUPxqSPF2zek1L2nPX+JSHEb4QQbill2xDbrgJWAWRnZ8sb7nqIlVLS7rWw7pUz1r9Dhw4hkn/NDe+fPHP4Sw/dxdI7/wLAyi8aeOkvmaz6rxb83qFT9wCEQiGeef7/+NWzhaSkje9ftfHR27F9aHB5qanC++RSgrfujll7xmfnUXNNc8zaq16dwfrlw9fqnWyWr08atbb1ZHLbbsGj5bFJfnDnwdFrW08mdzV5eTg1dq6tT3R4Rq1tPZl8RO3hiVDs2rvN0DNqbevJ5FZ3D8/Xx669m3N6eHVv7M6Xa6s8rNkeu6pQV13k483VsUt0suyaMBv/PhnXMgEj5HQEWHqTYNMFpt4bD0vuSmbTqkFS412BRBCW8cu2eMEtCyEyRb/0F0Is6j9m+zj251v/6SIp5dyu/Oz+TlqaLnz09XBt3vjhZL7zuxyUUUIEWhrCfPfz9QT7hheZGhoaGhoaGhqxQkpBMKIfNMWKsaTqeRx4GygTQtQJIT4phPisEOKz/Zt8ENjbH/P4P8DtcpxDlV1pOr7xH6nnLOvtUfnBtzqmZNSztyfCqh+08K93nUIdvqLSAPu3+/mff2vWRmBraGhoaGgkAO/2+7EEwlIZNMWKUWWqlPLDo6z/NfDrC+3INe+18fpLPta86BtY9tZaP39/0svNt02eC2Pdiz38+jvNdLePQTWexatPd1NYZuSDd7smrS8aGhoaGhoaYyMUCdDoO4Q31EV5yqSM+5i2SCCsxs9tnVC1rb/x/VR2bArQ2X7GRfzz73ewaJmZzJzJ6epl1zpIStXx9mse3n7NQ9OpsZck/P0PWsmfbWLRlVpqAg0NDQ0NjalGSklH4BR1nn00+4+goOOy7DuGzD35bkJKQXDoCjMxIaH++ykuHd/6z3Mte95eyX9+s33STNR6g2D+pTY+9+0MHnljFqteLuKur6VRsWD0lDxSwn/9cwMn3umblL6cJugfnxVUQ0NDQ0NjJuMP93CkaxPr6h9ka8szNPoOocoIc1xXY9HHbgBXonLa8nj+FCsSSjwCXLnSynW3nDvybfOGAM89PnnJw08jhKCw1MSHP+/il08X8pfNxdz7g0wuvdqOyTz08H+fR+XfP1VHd8fQg3k6W8c/yGfvay08cd9eetsmV5TGm5MvH6J9T9OMjE3x7DpKuHtmJpIPNTYTbpv0ugAJgYxE8J+oRUZm5gNbX1crkb7BeWtnAqoaRo1MzSBKjcQgIsM0eg+xtfkZ1tU/yJHuTQQivQPrc2yVZNlK49jDxEEiiKjKoClWJJTb+jRf/W4q2zb20d565gL/y//oZPHlFrLzpq7LqWl6Vt6WzMrbkgn4VXZu9LLpNQ+b1njobDvTl8aTIb5/Tz0/eCQfg/GMyOzuCHPb4iNk5RvISH2OMmOIWZekkpozuMb22RTMT+Lxb+5h72stXP35WSz7aD46Q8Lp+nGjMxtY99lnseU4yb++jPzrSrHlzIwnxmB9G6e+/2esFfk4FpfjWFyOIX2GlOcyGKj/9x9hyMrAUl2JtboSY0EuYpQcb9MBodPRuXkDvscOYyspx142B2txOTrLyL/R6UKkL8DBx36ELbMIZ2EFzoJKTKkZMc2FN1UIBHve+DV6owVnWjFJ6cXYU3JnjPuyu7cOg96C2ZSNrHdxAAAgAElEQVSMMloakBlGd18L9d59NHgPElaHNqJY9clUpK6IbccSGCkhFEe3dUKKx+QUHf/yg1S+dnfrwDKfV/L9r7fxv49loChTfyE0WxQuvcrBpVc5UFXJoZoAm/rjJI8f7qNms5///W4z//wfZy7Me7ZEn/gbT4ZoPLmLXbv6P0+WmVmXpDD7khRmXZyKK99yzsU8NdeC3WXE0x7khR8fZstT9dxyXzmlS6f34JysZYVYMux463s48IetHPjDVlzVmeSvLCPnytkYHaZ4d3HCJF+9kLa/bsC37wS+fSdofvAVzLOycCyJCkljXtq0vWEb3KnYllyEd+NWQvWN9PxjDTqnA8vcCizz5mAuL0YxTt8KE64V1+LZt5vemh301uwARcFSMAt7aSW2skqM7vR4d3HCWDPycBZU0FO7D2/DURo3voDBkYKzoAJnQQW23GJ0hun5uxOKjtyKazi48UG6mg8DoDOYcbpnk5xejDO9GKszc9r+7gJ9XWyteQCBgtmchMWUisV8ZrL2v+r10/P7O59gxE+j9xB1nn30hlpH3FagMM99PXpl+l53Jh8RU0vj+SSkeARYfo2VGz5g46Wnz7gGt7/dx9N/9PD/Pu6IaV8URVAx30LFfAt3fS2NxpNBNq2JCskXH+vivR9NAaBmi2/I/bsaA+x4vpEdzzcC4Ew3MeuSFGZdHJ3SZ9koXJDM3tdaAGg55uX3d2+n6pp0bvpG2aiWy1ihRiTtx3sx2w3Y+/pGze6v6BVm3TqHfQ9sHljWXtNEe00Tu3/+JlnLCslfWUbGolwU/fR60lZMBlJvXkLrH9cMLAscayRwrJHWx9ZizErtF5IVmEtyEDF44JlMklZehXfTdlCjg9ciPb143tqC560tCIMBc0VJ1Co5twJd0vSyJpvSM3HMmUfv3v6nO1XFX3sEf+0RWl95HoMrDXtZJbbSSiwFsxC66XVuZi6+np7aMxViQ72dtO/dSPvejQidHnvObBwFlTgLKzAluePY0/GTklWB0z2LnrZohbBIKEBn4z46G6Of12CyD1glk9KLMdtc00ZMZriraOtcSGPLDvyBTvyBTug+Omg7g956jpiMTilYzC5MRntCW2KlVGkLnKTes49m3zEkYwsfKUm+lCTTRCq9zVykhIgav3M7YcUjwFfvT2XrmwFam8+cYL/6QSeXrjCTW2AYWNbcGMZgEKS6Y3ORz8o3cutdqdx6Vyo+T2RARB3eExjT/j0tfex6sYldLzYBYHcZMZgG/+D3rm7h4Po2rry7iCs/WYjBHN+bmK+zj9+//7RYehnxY4HBZsRgN6G3G6PvHab+ZdFJRoaOd1SDEepfP0r960cxpVjIu6aE/JWlJJW443qxb3xlH8FOP2+fsNJRJxA6BRQFoVPOeY+iYEh1giJAHfwZg40dtD+7kfZnN6JPdWBfVIZjcTm2qkJEHIVy3/FGDh/uxN9qjtZIi6b3P6ueX/97ITDNKqDvSO2gY8hQCH/Nfvw1++kAjIV5WKvnYJlXiSE7vpafcEcnJ0824ldsZxXDOPP9nA6/tRQVnxGP5xFqb6Vz4zo6N65DMZuxFZdjK5uDraQcnTV2lXmGItIXoMvbRV9PKCrspYzGFEuJlGfmrZmF+JqOD9pfRsL0njxE78lDNGx4FlNyGo6CCpyFldiyZ6HoEvqWAEjy5lzHvnW/HXJtqM9De90u2uui363RmkxSWjFJ6SUkpRdjsiTFsrPjpmzWjXT1nMAfGL7ORijsI+Tx0eOpG7ROUfRYTCkDojIn82Ig/h4sVYY51r2NOs++c2IYx0KqKZci50VT1LPpi0RobuvhcCQp/OuPXHz5Ey0DywJ+yfe+1s4DT5xxX//mx10sXGzilttja5EEsNrPfHk/ezyfI/sC1Gzxse7pFE42HiPQO3qAt6c9OOy6cJ/K6v89yrbn6rnpm2VUXZUet5tzn+fctEYyIgn29BHsubCBPn2dfo48WcORJ2twFqWQv7KMvGtLsKTFPiXSqad34TnSwuDn/YkT7uil6+VtdL28DcVmxn5xKY7F5dgXzEYxx9YN0/3iWzy2YWjRNFGCx08RPH6KrudfRpeagnVeJZbqSswlsxD62F5iejdu4sFX14y+4RhRAwF69+6KCk0hsOQVRoVkWSXGtNjHEnbt2MgvXn9h0o7X19VKX1crbbvXoxiM2HNLcRZU4CiswGiPfQxv+zvbeOS1t2nrVolEQqiRIGokhBoOEomEkOr4BswEfV20nthG64ltAJjtaQNWyaS0Ygym+D4MnEZVI/gDHXj9rSTZc0YUjyMfJ4zX34rVkkZW+nzs1gwg/oOMFKEny1aGP9xDg/cgkrFVbDMoJqrd1yW0NTWeqJrlcXiWXmnh5tvsPP/EmdHWu7b08cRDvXz4k0727+7jH8948fSocRGPZ6PTC8rmWSibZyHHdDuWD7xF46Fejm3r5OjWTmq3deLrHnteybPprA/w6Jd2U3JpKrfcV07G7NgLq0DPxPo+HnpqO9n7m03s/e0m0i/OJX9lGdnLi6a83dNIdWrLUKreAD3rauhZV4Mw6rHNn41jcTk+SxkQA/fvFI98j3R00rv2LXrXvoUwm7HMKaOmYDbq0ktQjIbRD5DISIn/ZC3+k7W0rX4BQ4oLW1klDdUVkBYj1/0U3kTVUJCe2r301O4FwOzKIrlkAaGrFkxZm+cT9HTSWDvY2j1ZBDytBDytNB97G3tKHvlVK6Eqe8raO59wOEB9fT2NLVGh6PW14fW34g+0Ry3HF4QgM62awtzl/aIxsbAZUpjrvpbi5CUc7d5MnWffqPvMSb0asz6+9/VERUoIR8Z/PRBC3AvcTdQlswe4S0o5NrfpWSS8eAT48r+lsHmDn+aGM+7r3/yoi6UrLPz8e50AbNkQwO9TsVgT5wlF0QlyKp3kVDq5/M4CVFXSfMTDsa2dHNsWnUayOg7FO2938N+3vs2yj+ZzzT2zMdtj9xWeb3mcUiS0bK2jZWsdOoueE6VzsMxeiDVnaq0hMhK7GuYyHCHS4yPc3kOPs4eYiMdYoSiYCnMxFeWTnZk9/YXjeRjTM7GVVWIvqyIzM5kxhm5dMLGIndVbHTiL5pBUVIU9twSDIXapfxT91Frirc5M3HnzceXNx2I/He85+WnghmPH2v/m7UDXpB5TCB3Z6QsoyLkcqyX+LurRkEh6giMPkAHItVeRaSuJQY+mJxKBOs4BM0KIHOBLQKWU0i+EeBK4HXh4vO1PC/Fodyp8+ycuvvDRM+7rvj7J525vpq0lMjC/aX2AK6+3DneYuKMogqxSB1mlDi77aD5SSlprffzpq7tpPDT2C5galqx/5AQ7Xmjkxq+WsPDm2Dw5z1qawTe23EzAE0J9ZjZ75zUQ8gT7pz7C3iDB3iBhb3Q+5Anibeih59j4cwYKnUJymRtXdRau6kyWd1azPWfq3S9Jc7Ixue0ktSs0W1RQVWREjVokI9H39M9LVRJu7R7X8fUpdmwLirEvLMY2bxY6e3QwVObu2LgfFJsFu92Ov1+ESGR/SKA8ExrYb51U+4IQHvv/XLHbsFSVY5lbiaWyBKU//Y27KXb5MIVOh8FgIHw6iHPQv/X0AokMjuPBTVGwFhZjK6/EVjoHY+qZm7Si9sRMPDImN7ng7DjPsWBKSSepqArnrCqsGfnnuQljKR4n/yHDbHfjzpuPO3c+1qT4Drqw2NPomyTxqCgGcjIupiDnMsym6ZEmrNVfS03by4SGScdzGqs+hfKUK2LUq2mKBFVO6L6hByxCiBBgBRomepBpwaJlFt5/h51n/nRGZJ0WjqdZv9qX0OLxfIQQHN7YPi7heDae9iBP3LePt5+o4/rFRcRi3KTepMNu0mF0u0mtHP2Ouem+l8ckHnUWPa45mbjmZeGal0lqZQZ6y5kbiW21DRifUJsIFV+7BoDl65N4Yt7IN2BvzTFO3v/HkQ+oU7CW5WFbGBWMpsL45txz3/Ve7rz0eh7KHDnWS0pJ0w/+h+DJwUH5Z2PIzcIyNzrq2liYF/dckMkrr+XLi5fymDKyFddzeD8Nf/q/EbdRLFZspRX9uSDL0Jnjn/UgecGlfGJBGS92JgEiei4pCgLRPwAquuzo3x7Ac+rwCEcSWDMLSJpVRVJRFaaUxEhPZEsv5Nprr+VIqx1FZ+ifjOj00VdFZwAke9b+GjUyvCfEZE3BlTsPd94CbMnZCTPi2upIp6vtnWHX6/UWbJY0gsFe/H2dQ26j05nIy1xMfvZSjMbpUSpXSpUj3Zs52r151G2jaXlWoldmlrdiKlAj4zuvpZT1QoifAieJPhW+KqV8dSJtTxvxGAio3PwhO/94xovfN/RNfcNrfsJhiV6fGBeK0TiwrpXnf3jwgo9zcnc3D+1/iEVyFpd9qgy9KTFSi7Rsr6Nh3dDxS6YUC655WbirM3HNyyap2IWiT5yQg9GQUtLy59eHXKd3OaOWxQXF2KqL0NlGL32ZaPj3HBhSOAqDHnN5STTnY1UF+tTpYfE4Gykl7WtfGXKdwZ0eTdNTVoUlryDh0vQoegMWgwWdd/hzytt0fEjhKHR6HHmlOGdV4Sycg8GaeLFkVlc2S6vtePYOL4oaj7w5pHA0mJ24c+fhzpuPPTU/YQTj2VjsUZFuNiVhs6RjtaRhs7qxWdKwWdIwGGwIIXh7568G7WvQW8jLupS87Esx6OP/IDNWghE/u9v+QXvg5KB1Fn0S6ZYiTvSeGcRXmryUJFNiPMwkMlKCHNpt7RZCbDtrfpWUchWAECIFuAUoArqAvwoh7pBS/mm87Se0eOzqjPDdr7RzcE/wnGozw9HTpVKzrY+FSxL/Zt1S6+W5/zpISrYFk02HyabHZD3v1Xbeq1U/eFubDqNVR+CZZQRv3R3vjzWAGlap+eVbA/P2vKSoVbE6KhhtuUkJeXEfK55thwkcro/O6BWsFQUDgtGUP30ThENUXHW/cOZhVJeSFBWLcysxl82e1gnCAbzvHKCv/lR0RlGw5BdhL5uDrXwORldafDs3CTRvXT3wXmey4iysJGlWFfb8smmbIPw0Uo3Q8M76gXm90YYrtxp33nyc7qKEH5WbkbuQ226qYMu64T1kPn87Xl/zwLzRYKcgZxk5mZeg102v76+rr5FdrS8NmZ4n3TKLue5r8YV6BsSjy5xHoZaWZ8wMM8aqTUp58TC7XA3USilbAYQQzwBLgZklHpNTdHz52yl87e4W2kePrwXgjVd900I8phfZ+JdXLo93N6aM9ppG0i/KpeKfLsFVnYk5dfqEE4yGVCVdr+0k+bqLsC8swTa3CMUyvQXV2fj3HACdjuSbr8dSXYEhJ2tai+GzkVLS9fYGHHMXYCurxFZSgc4yc85NX8sp+jqbcc9bTtKsKmxZRYgZVOquvWEv4aCf9MJFuHPnkZRePK0+n05vwmgc2RDS0r4fiFonC3KWk52xEN00c+FKKTnlqeFAx7oh0vIISpOXUuS8GCEEDqMegYJeMTLXdd2MudZMOVKgjn+09UlgiRDCStRtfRWwbeRdhiahxSNAwSwDDz2Xxb99sZWNb4w+mnz9q37u/fbIlU80pp60hTmkLcyJdzemBgG537ptxp5jljllWKsr492NqUFKcu64O+Hc0ZOFKTmd8o/964w9N63OLC557/3TIJn5xPH6W6gsvpXMtPnTssZ1WA2xr2MNjd7BIVlGxcq8tJW4zHkDyxShx2F0MTtpCWb99IjhTBjGOWBGSrlZCPEUsINoAtCdwKqJNJ3YNv5+7E6Fnz2Yzh2fGT2VScOpMEcPxTCljMa7DtE/KGGmMlOFFYBQlBn9+XRG04w+N63O9BktHAEqi28lO+OiaSkc29ra2NT0lyGFY7Ipi6VZHzlHOJ6mImUFGdbZsejizEIdYhoFKeX9UspyKWWVlPJjUsoJVfmYFuIRQKcTfOm+FL7zcxfGUcI+1r0ydI1pDQ0NDQ2NRCbR4zZH4tixY3hCg6vjFDgWsCjjg8NaFlPMM9RLNZVIkBExaIoV0+4sveH9dh54IhN3+vBPZetWxy4vmYaGhoaGhgZccsklZFpLB+Z1wsA89w1UpF6BIqafJTXREaoYNMWKUcWjEOJBIUSLEGLvMOuFEOJ/hBBHhBA1QoiFk9/Nc6laYOLhv2dSUT30IIWDe4I0N8S/nqeGhoaGhsa7BSEEVa6rsRlSsRtSuTTrw2TZSkffUWP8SAHqEFOMGIvl8WHg+hHWrwRK+qdPA7+98G6NTnqmnt/9NYPrbhl6pOR6zfqooaGhoaERU/SKkYvSb2FJ5u3YDanx7s7MJjLEFCNGFY9SyvXASCVCbgEelVE2AclCiKzJ6uBImM0K3/ulm3u+lTyoatf61Vrco4aGhoaGRqyx6pPQKzMnfVlCIuPrthZSjl4DVQhRCLwgpawaYt0LwA+llG/2z68BvimlHJQ7SAjxaaLWSZKSki669957L6jzZ3Po0CGefvppgv31ahVF4etf/zoWy+lM/JIhCt1OIbFtTyKjJcq09qZpe7E7W2b2LyEO7ckxlpzW2tPam+HtSRnbNHmxbu873/nO9hEScMcUU36ezP76lwctP/6lr8Wkj5OR82Cob25IRdpfImcVQHZ2tpx7x3OT0HyUucDiO2fxw88co+lkEFVV6cv8C4tuSgFgz5/eR8lHX5q09kbjnT/fgPjA9pi1x9MX0fu+/TFrzvFcJbuubolZe/NfS2f98qmvbX2asdS2nkxu2y14tDw2KUjuPBgetbb1ZHJXk5eHU2OXv+0THZ5Ra1tPJh9Re3giFLv2bjP08Gxb7Nq71d3D8/Wxa+/mnB5e2Re78+W6OR7W7IhdovirFvrY8Hrskn5f/p4Qb/0jNgLrspWw6YkJZX6ZEEtuM7Hpz+9SL6MEEcPR1eczGaOt64CzEzflAg2TcNxzCPgidLaMnL8xr8TMD58pZe7S6IVn62uxExsaGhoaGhoaGrFCqIOnWDEZ4vF54M7+UddLgG4pZeOFHvR8d/rqv7Sz5q+D80edjyNZz7cfnM0NH3ez440eQn0x/G9qaGhoaGhoaEwxQoKIDJ5ixah+MiHE48AKwC2EqAPuBwwAUsoHgJeAG4AjgA+460I75fdG+O19p5i/3MF7PuAi1Kfy/B9a0RsF7/9cBooysqlWpxd88tu5FJRaOLjDy9xLHRfaJQ0NDQ0NDQ2NxCGGA2TOZ1TxKKX88CjrJXDPZHWo7miAn3y+lrqjfWx9rZvCcgtH9/jpaI66rPdu8lC9dGxi8OrbXIRDsYtbGyuxDvLV0NDQ0NDQmFnE0k19PglVJLS1Icg333+YgDf6Hwn2SX7yhePnbLPmr+1jFo8AekPiibSmQz3UvFjPis+WYrIl1FegoaGhoaGhkejI2LqpzyehyhOmZRtZfnPKOctaTgVpORUcmN/8Sje9XdO7ekzabAdbHq/lVzevZc9L9YPiO2cCda+9Q1/XzEzUrvaFCLXO3MFYke4epDozY4VlOEzEPzPPS4BIMBDvLmhoTDpSyhl5n7xQhBw8jbi9EGVCiF1nTT1CiMH5fsZAwpm9/unfcji2z8+RmqGH34eCkg3Pd3LDnWkx7tn4UVVJKBDBZD3336w3KGRXJnFyZydPfXMH2546wY33zSW9eObEZnYfaWP799eQcWk+edeXkbm0EJ1xZtQ2FUY9p374F4QQOBaX41hSgTHXPWNCEYJ1DbQ9/ASWuRVYqysxV5SimGZIwl+djvqHfoPQ67GXVmIrn4PRlfjXkrHSeXgH7TVv4iiswFlQgS2zCKGbGb+7zob9NNduJim9mKT0EizOjBnzm9MYjJSSTn8dzT0H0StGitOWx7tLiYUcv9taSnkImA8ghNAB9cCzE2k+IcSjlJLWhhDH9vo4useHVEeWz6892c7KjyX+zbrlnR5+d/sGcuYkU7jIRdElbvLmp2C06MmtTuHkzk4Ajm9t57cfXMfijxax4nOlmO2xywE2VRS9r4p3HttF05vHaXrzOAaHiZz3zCbv+jJSqzIT/rsbCSEE7vcvo/6nTxE42kjrY2sxZrv6hWQ55uIcxCiDuhIZc2UZencq3o1b8W7cijDoMZeXYKmuxDK3An1yUry7OGGEEKQuv5qGP/8f/tojtL7yPAZXGvaySmxlc7DkT2+xlVqxiNbtr9O6Yy2tO9aiGM048stwFlTgyC/HYItdvsbJJjmrnJP7Xub4rr8BYDA5cKYXR8VkRjFmmyvOPZwY/kAne/Y/jsnkwGpxYzGnRl8tqZhNSQiRUA7CKUVKlU5fHU29B2nuPURf2IPTnMnigjum9T1jKhBcsNv6KuColPLERHZOCPG4ZXU3v/zqSfr8Y5PRJw4GOLrXT/Hc2CV2nQi1W9tRw5JTuzs5tbuTDb8/gk4vyKlOwWA694KgRiRvP3qMPS/Vc91XK5l7Y860/rFYMx1kLy+i4Y1jAIR6+zj+t/0c/9t+bDlO8q4vI+/aUmw501OIOJZUYMxxEayPpo8KNrTT/uxbtD/7FvpUB45FZTiWVGCdU4DQTy8xIoQg+cZraPn1HwCQoTD+PQfw7zkAgLEgF0t1JdbqSgy52dPuPLWVVmDKyaOv/hQAofZWOjeuo3PjOhSzBVtJObbSSmwl5eissUumPhkoOj3pl1xD3etPAKAGA3Qf2U33kd0AWNJycRZW4iiowJqeh1CmjzARQqGg+r0cWL8KgFBfL+2ndtJ+aicAJmsKSRklA4LSaJ4eQtliTiE78yIOHXl+0DpF6LFYUrFYUmessJRSpcN3iubegzT3HKIv4h1YZ9BZWJD7fnTK9DeoTDoTsDyex+3A4xPdOSHE4+Jrk/np82Z+8ZUTHN0ztnikNU+2J7x4PL6lbdCySFhycsfwpcI9bX08/S87B1zZGaWJdwF88H3/gO7VyMf16O1GDDYjBrsJg92I/qz3tuyhhaG3voeDf9jKwT9sxVWdRd71ZWRfORujwxTjTzIYX30X/oYujh1z4NUJhE5B6BTQKQil/33/a9KKebT++fVBxwh39NL58jY6X96GYjfjuLgU++Jy7AuKUUzxvQhGvH66u32ETeEztaFEfyFGIQABIioQDTmZhOqbBh0jeKKO4Ik6uv/+KrqUZKzVlVjmVWIumY0wxPeSIsNh+vr6UJU+The6OjdUKjqTsnQFTX/946D91YCf3j076d2zE4TAkl8UFZLlczC60xNeKEspSSldSMu21wj2DM6L62+tw99aR/PWV9GZbTgLynEUVOLIL0VvTnyhnJxRSlJGGd3Nhwat6/N10lK7hZbaLQBYnBkkpZeQlF6MM202eqNl0D6JQk7WIto6DtHece7nUmUYr68Fr29wNa/pLCxVqdLpO0lTT9TCGIwMFaYmmJdzCxbD9DQwxIShxaNbCHF2eehV/dX9BhBCGIGbgX+ZaNMJIR4BsovM/NeTpTz5qyae+W0zo8XGvvn3Tj5xXw4mS2L+QKSUnNzVOeH9T2zv4IEPrWfRhwu58vNlmB2J8eQlpaTrlAcZkTDxjzdAe00j7TWN1PxiA5mXFZJ/fRnpi/NQ4mSta1p9gOOPbmL3JB1P9QTofqOG7jdqEEY9tgXFUff2xaXoHLG/mXU98wY/f/GtSTtepLOL3nUb6V23EWEyYZlTFnVvV5Wjs8dejHS/vo4fvPCPyTmYlPhPHMN/4hhtq1/AkOLC1u/ethbMQuhjf/nsObib//r744RlfyEFKZFSjSrkcQ4oiAS8dB7aTueh7SAE1sxCnAUVOAsrMLviY1GOBAO89NJLHG8FNRIiEg6hRkKokWD/a4hQwDOmY/l7mvH3NNN05E1AYEvJGRCTDncROn3ixPEKISgrvonN22uJRIKj78DwwtJodFCYv4LcrEUJJSBVqdLhPTHgkg5FRjYUlaavwG0rilHvpiHDj7ZuG0Nt65XADill80SbTxjxCNG0Oh/5ShbzL3fwy6+eoK1h+HKEPo/K2y93seLW1Bj2cOwIIfjnF9/DyZ0d1G5po3ZLO00Hu8d1fVcjkk1/qmXvPxq45isVzLspN+6Wj3AgEhWOk4wajNCw9igNa49iTLaQe3UxedeXkVyWFtvPPEq87YUgg2E8mw/i2XyQRkVgrSqMCsnF5UCMnq6ncMSi7OvDt6MG344aEALT7EIs1ZW0ZRdBDGtbTxWhzna6Nm2ga9MGFJMJa3HUve0tzgVjjDwEqiQYHJu4GBdS4musxddYS9Oml9DbnFEhWVBBJCVv9P0nrRsqW7ZsmYoj4+2sw9tZR8OhtQihw12wkILqG6egrZHx+/20dxzH5287M/naCPR1c9oyPhEsZhcFeZeTlbEARUmMW7sqI7R7T9Dcc5Bmz+FRBeNpMhxlFKUunuLeTX8uwG39YS7AZQ0JJh5PU3mJnf9+oYxV99fx5t+7ht3utSfbE1Y8ApgdBkqXZ1C6PAMAf0+IE9vb2fjIUU5sH951fT6e9j6e/dddbH/qBDf+61wyy+Jnxu/rHbm++GQQ7PJz7Kk9HHtqD47CFPKuK6PEefmUtwsgIzFKUaNKfDW1hFq7CTa001WyFHDHpu1YICXhtg7Cre20m5zISN60HohyPlJVkeEwMhJGjWVao1g8SAkFc3I6ZlcW5rQcdDH83hTd1HpYjJZkXHnzcOfNx5Zy+mF8bJbMyeLEiRPs2vuXSTue3ZZFYf4VpLvnJIylsTfQwvGOrbT0Hiakji99lM3oYm7WjXE3lEwHJiIehRBW4BrgMxfSdkKKRwCbU8+9Py/kohUd/P7+Onyewf+lA1u9NNQGyC4yx6GH48fiNJCcbaXpYM+E9j+5szPqyr69iCvvKcPijL0r2+Q08P7/vRxlbQZHiloJeYOEPEFCnj5C3iBhT7B/WR+BVi/B7onlnbPlJuGqzopO87KwHrQCE/u/jQfFrMeQbEHfB31CjYrJiBrNezgJVklh1GOdW4R9YTH2BcUYs6IPP8m7Y3OhnNJUaUJgLIdNvMUAACAASURBVMyLpviZWzEwmKasycvbM0A46hzOgVHZ1qISFGPU7elQe2Dqn6miTNENVTEYceSX4yyqwllYcV7849T/7k4jdJN/SzKYHbhy5+HKm4fDVRB3geVyTc6o8OSkQgrzriA1pSThhJbN5CbZkkOb99hwcXlDolOMLMj9AHpd/OPfEx0xwQEzUkofcMEnYcKKx9MsvyWV8ots/PKrJzm43Tto/Zq/dvCxb2THoWfjp6clwJ/v2Uyfd+JJzqUKmx+rZe/L9VxzbyXzbs4dtdb3ZGIw6ym6LAtHayXhqwcHcQ/0U0revOc52msaRz+oIkgqduOqzsQ1LxtXdRZm17mDocSh2HzGoo8toehjS1i+Pokn5p2rtKSUoMoBQdn29Aban35z1GMac9zYF87GtrAEa2UBijF+P7vU267mM1WX8Xh6//9X9v+Rsv+tHFje8stVhJqG/46BaJxjZSmWuRXROEdnfHOVOi67lI8VFfN3pd9NPnBTPXP+CAG+4/+/vTsPk+MuDzz+favv7pnuue/RHJr70GUdtoUdy0LGxMZmOYJhITGBkOwDjtfsJgvJBgjL8wQC4YFkCbFNDMaLL2wLywJblnzKkixLsoSsG2k00hw6RnPfM9392z+6JbVGc/SMZrq6x7/P8/SjqurqqrdV09Vv/84Gzq2futbGkZuPp7KWpMpaHLn5pvdOdheWcu+997K1JymUMIiEkqExy6c3PcZQx9WdnSJZ3cl4i2vxldaRVFCOYTW/XbWIsHz5cpo67VisdgyLLeIRWu9tb+Tcie2THsdq95BeUE964RK8maWmJ4yRUlNTEQzUdLKqCBlpVRQV3kyKr2iWI5s9hhgUpi4hz1dLY8cuTra/jT84POXrFuV9hCRHYg65ZAY9PeEUsgocfPtXZax/8BxP/etZghGNRF9/roNPP5Abl9MQRhoe8PP4V3bScy5UEme1G9hcFuwuC3a3NbxsnXibO7Rsd1kubbe7LYwM+ONyXMiWV49PmDgadgtptdmkLcolY3EuqbU52Dzx03h9IiIC4R7Ygf4hOl/aPf5+Thue+tJQwri0DHt26rj7mcFw2vF4DCzJk3dmGXjv8ISJozUzHVd9Da5F1TjLSkzpODIRi8dNeno6dmPyNog968evNhSrFVdJGUmVtXgqa7D54ufaAVg9SRSnFLP3wsTvr6+1YcLE0ZGShbe0Fl9JPe6cBXGVVF105513sungxG1kzzXsGHe7xeYiLb+OjMIleLPKMIz4LO22Wq14PFmA4HZn4HaFHh53BgODHRw88tRVrxEMsrPqKSq8mSRPTuyDniGLYcNtT0WY+vt5YfqNZCdXxCCqeeLah+q5JvFz15+CxSp84ss5LFqdzI+/eoqzp0ONxrsu+Nnzejer1qWYHOHUPvN/V11K/izW+Ltpzxb/0CgHf3L5Bm/zOi5XQS/KJaUyE8MWnzf2aLU/v51g/+UqeUdhJp5lZSQtK8NVvQDD5CFrroVSiu6NL1/eYBg4ykpw11eHBgnPjnEnplk2cPI4g40nLq1bPEl4KmtIqqzFXVqB4UjsKrNzuyKuHYI7pwhfSS3e0jqcqdmmxTUbettP0Xvh5KV1w+ogLa+W9MLFpGRXYsxBtfdcWLnsK+N+hppbr+wsZIiV3JxlFBXchMsVv+37J9LafZD9rVePXzlWhqeUsszYtGufT8yc2zoxPmkRKpZ4+MGGSh75TguvPhPqdPLK0x1xnzw63Narpimcr1peOU76klzSF+WRvjiX5KLUhJ5xZSx/dz/dr+wjeVXVpYTRljF/xiIbfO8w/gsdeFYtC1VH11RiuON3jLzpan/9ZezZueHSxVqc+Yk1WPZk+s820t/aQHJRDb7SWrzFtQk9q8xYrcfewLDYSM2tJr1wCSm51VjmuJPNXBgvcQyqABfaQwPxWywOCvJWUZh/Iw574k5bm5NcSYMjk77htgn3cdlSWJR/V1yWgsc1XfI4fa4kC1/+7gKW3eLlP/6+ib1v9NB+doT0nPiv+nw/KLqjmqI7qs0OY86IzUrZf9yPJHjp6UTshXkUfP+b8yahiqQCAXI+eg+21MQrxYmG1emh9gv/B4s9sUtPxxMM+kkvWETZik9hsc6/99fV1QgiLCy+jfy8ldisif+DzTCsLM67i+2Nv0CpAGnuIjoGLs+GZ4iVpQUfw25J/Pcaa7MwPeE1SehvhxtuT+GHGyupXZXE68/NwojVmhYFi9sxbxNHAGtqyrxMHAHEYpm3iSOAIyVzXiaOEEpEMgqXzMvEEcDp8LF65d9QvOCP5kXieFGyM4vqrLXU5d7BigX3IHL53lmX+2G8zsRuSmEaBRJUVz1iJSFLHiOl59r5xqML2bWl2+xQNE3TNG1G3O55NM7rGAvSrru07LGl0jdygaLU5eT56kyMKvHpautrZBjCqtviu82jpmmapr3fue1p2CwuKrNvNTuUxKbAiPdqaxG5XUSOishxEfnaOM/fKyJtIrIv/Pji7IeqaZqmaVoiS/MsYEnBRzFk/jb9iQUhVPI49hErU5Y8SqiBwk8ITWfTDOwSkQ1KqUNjdn1KKfWVOYhR0zRN07R5oCh1eUIP9RVPYtnGcaxoSh5XAseVUg1KqRHgSeDuuQ1L0zRN07T5RieOs0SB+K9+xEo0yWM+0BSx3hzeNtbHRWS/iDwjIoWzEp2maZqmaZp2JZN7W4tSk59MRD4JfEgp9cXw+ueAlUqp+yL2SQf6lFLDIvJXwJ8opa5qDSsiXwK+BODz+a574IEHZu+dTElBFFMkzd7ZVFRTMunzxev5YvnXEtvzzef3Zsr5VMQU2vp8+nzv4/MppWJashjr833rW9/ao5RaHrMTTiIptVAtWXP/Vdu3rf+bmMQYTW/rZiCyJLEAaI3cQSnVHrH6MPC98Q6klHoIeAggLy9PlX7mxWkFey0aHv8w+Z/eErPztTzxQfwf2xez81mfW0LX3Ydjdr6U56t5d+3EswbMtmWvZPL6TT0xO98tW708uShmp+Oe/fDLqtgMfvCnR/z8PGfyua1n0+fP9vOLtInnKp5t93b08fgUc1vPps8Ee3hqNHbn+5Sth/WTzG092/5LRg8bWmJ3vrvyeyad23q2fai2jy173TE73weXDvDma7GbFefmNaO8tSk2nVM+8KEAO54djcm5AG74uI23nxqO2fniiSiFEZh+SaOIpAA/A+oI/db+c6XU+BPGTyKaautdQLmIlIiIHbgHuGKyShHJjVi9C4hdFqNpmqZpmvY+M8Pe1j8GXlJKVQGLmWG+NmVRh1LKLyJfATYBFuARpdRBEfk2sFsptQH4axG5C/ADHcC9MwlG0zRN0zRNm4ICplnyKCJe4GbCOVq4E/TITE4fVT2ZUup3wO/GbPtGxPLXga/PJIBo+EeDBPwKh0uPC6VpmqZpmjaDautSoA34uYgsBvYA9yul+qd97um+wAyHd/aw+bFzZodxzU7ubOOth48yOhjD/vSapmmaps0rMnFv6wwR2R3x+FLEy6zAMuCnSqmlQD9w1cQv0Yjr5HF4IIBSinde7GDjg630dSV20pVT7eONnxzm3z+yhX3rTxGcQWPXRNB7soPgqInzJs2x4KifqUYpSGQqaOKEqXNMBYPz+9rN4/emaVoEBeJXVz2AC0qp5RGPhyJe1Qw0K6V2htefIZRMTlvcJo8DvX7+6U8P8+g/NrJ7cycDvQFeeLB16hfGMZfXTk51Cr3nh9j4zb08/MnXOL717Ly74Xcda2PT3T/n9//8Ghf2tqBMHAV/Lvjbezh5/084/8uXGTzaNO+Srb5t73Du335G7+vb8Xd0mR3OrFLBIM2/+CnnX3yegYY/oALz60fO+T2vcHrz43Qe24t/aMDscGbVmT9spfnQFnrbT6GC8+u6adr0XV3qONU4j0qps0CTiFSGN60Fxs4WGJXYjA0yTYN9fv7580do2N9Pw/7LVfFbHjvLus9lk5HnMDG66RsdCmC1G4ghFK/M5MzB0Bdy2/Eenvzy2xStyGDtV2vJq001OdLZkX9rGYd+up1TLxzi1AuHcGYlkb+2nILbKvAuTE/4GQbsOWk4F+bR8ZvtdPxmO5YUD8krqkhaVYW7vgTDFpcfq6h5Vl1H98bNdBw8Ck+ux1aYh3tRDa5FNdgL8xEjbn9zTsmwWkmuXcz5jc/SteMNDIcTd3kVSZU1eMqrsbhjN4TRXEirWcXhX36HzqO7QQw8ucV4i6pJLqrGmZ6b0J+9lJwq9m36Pk0HX8Jic+LLKsOXVY4vuwJnUkZCvrdgMMDBw08jYpDkycLjycbjycblTEUkcT9nWgwokJnVXt4H/Co8ek4D8PmZHCQuv+VsdoPUbDuh6vjLRkcU6/+1mb/47kJzApuhrQ8e4d2nG8mtS8Fqu/qGcGrXBR759BvUfriAW+6rJrUgsb/ADJuFko/Vc+ThUMn40Pk+TjyxlxNP7CW5JI38D5ZTsK4Cd27sxo6bbekfv4meN/eDgkBXP12b99C1eQ+Gy45nWTnJq6rwLC3H4nGaHeq0GXYb3ttuofPXoRG5Rpta6W5qpfu3W7D4vLgWVeNaVIuzsgzDHrvx6maLd9kqOt58BX9PF8HhIfoO7KPvwD4QwVVYjKeyBk9lLfbM7IRLSGzuZDLqP0Db3tdABelvbaC/tYEzO36LLTkVb1E13qJqkgrKMWx2s8OdFldyJtmlqzh3YgeB0SE6Wg7Q0XIAALs7BV9WBSnZ5fiyyrA5k02ONjqGYWFBwWr27HuI820qYrsNjyeLJE82HncooUzyZGO3Jyfc3+R0KaUY9vfSPdBK9+AZ8lLqSXJmmB1WXJLA9Gu9lFL7gGseRDyuksdgUPGHd/t458V2Gn7fN+4+b62/wO2fz6WwMnaDul6r1vc6Geod5eSOyQfVPvhiM0e2tLL8nhJW/0Ul7pT4vLl3nupl1+bNXGgaxeq2Y3XZsLpt4X/tWN02Mq4rQB7ZhRrzx917soMjD+/kyMM7SavPJX9dOXlrynCkuEx6N1cKjgYIDvsZHh4mOBwqLcYwwJArbtqOgkySb6ihd/uVJf7BwRF6tx2kd9tBsBp46ktJWllF8opKrGmJ8YUGkHTT9fRseo1AT+8V2wPdPfRt3Unf1p2I3YazugLXohrc9dVYvInx/gyrlbSb13J+47NXPqEUg6dPMnj6JBc2/xZbahqeylo8FTW4ixci1ri6XU4oa9ka2g9sIzh65Qgco72dtB/YTvuB7YjFSlJ+Gd7iapKLanD40k2KdnoKatbR1ribYODKgahHBrpoa3yHtsZ3AHD78vBll5OSXUFyRgkWa3zeSwF8vgUUFtxIU/O2S9uCwVF6e1vo7W25Yl+r1RVKKMOPpHBiabPFx/1zJvyBYboHz9A90EL3YCvdA60M+0Pf/3UFd+rEcSIzGKpnNsXV3XCwN8Dulzt49cnzBEbH/09RCn79wya++mDluM/Hm2BA0Xow+nZjgdEgOx87wb7fnGL1FypZ8ZlSbM74GqKo81Qv27Ztg21T7zuZjvfO0PHeGQ78+C2yVhaSv66CnA+UYHWZV5rVsauRA//wPG+N96QhoSpbQxCLcVVifBV/kP69x+nfe5xzD27EWVFA8qoqkldVYc8z54bY9cJbfO+5Nxg2JDRn2aV8+PKyEHouMDA46bHUyCiDvz/I4O8P0iGCvbjwUvW2LS/HlBKS3h07+dGLm+m71Jw74j4SuRhFm7nRzg663t5K19tbMRwO3Asrw8lkNVZP7GZAiTTYcoqHNz9Dx6gBSoXaS6vw3+GldTVlO2oV8NN7+gi9p48A63GkZuEtqsFbXI07twTDYt5Xw+7duzl9YpBgwI8K+gkG/AQDo5eWDYv9quRxrIHuVga6Wzlz7A3EsJCcXkxKdgW+7HI8qQVxVyVcWvxBLlw4zOBQx6T7+f2DdHU30tXdeMV2h917OaH0ZJOVWYfFEn8Jc1AF6Bs6T9dA66VEsX/4wrj71ubfQX7q4hhHmDgEhZjY3j6ukkePz8p//bsibvtcNs/+uJkdL7Qz3j1w32tdHN3VQ+WK+K/2bG/sZaR/+r3Eh3v9vPqjg+x+soFb7qum/o7CUClYHBgdmN1e7yoQ5NyOU5zbcQqLy0rOB0opWFdO5opCDGtsE+dJO78E1aWkYya/94aONTN0rJm2x7ZgL8ggeWUVSauqcS7MJVZ919TwCIODkyeFMzuwYuTkaUZOnqbr+ZewpKdeSiT9ydmzf74JBIeG6eqa/U4+weFh+g7tp+/QfhDBWVCEp6KGpKoaVEbsmpkER4ZpaWmZesdpGu48T1vnedr2vY5hc5C8oBJvUQ3JRVUQ4985e/bs4cyZM7N2PBUM0NN2gp62E3DgRSw2F76sMlJyq8gsum7WzjMdXd2NnG87yNBQJ0PDXQwNdeH3z/xzOTzSw6h/EKczBW9yQdwkjv7gCG09fwhXQbfQM3iOoJr6+6Mm/8MUpC2JQYQJTIH4dfJ4hcxCJ3/1gzL++Au5PP0vTex/s/uqfZ76QRP/8GRN3Lf/yChN5su/W0frgU6OvnqGQy9N78bfc3aQDX//LjsfO8HaB2opvSFrjiKN3sjA3M1dGhj007L5GC2bj2H3Ocm7tYwFd9QAmXN2zkgqRtUAI80XaG9+i85Nu0lZu5Shmj8C5r40K1Y9+wPtnfS+sYOR5jP8vqoWtfamhO5ocwWlGGpqxN/bQ6C/l7Zl9ZDqi825Y3C/C44O09/agMXuxOLyECzMn/NzRrLOZfMAMUhKKyQlt4q0vDoMw5yvwL6+szS3bJ+VYznsXvLzryc/dwU2W3w157KIjUBwhObOfQSC0U1kUp13O4VpMxo95n1GgS55HN+Cag//82dVHHq7m6e/30TDe5c70Bzf28e7Wzq5bl2aiRFOTURILfCQlOHk7UePz/g454508/hfbqf0xizWPlBLdmWMvqzG4c3zUFtbywVvH/6BUfyDo/gHRi4tBwavLbm0OK2k1eeSviSP9CX5eEvTQqNTxUIMhhVylOSQdF05nqXluCryEYsF5/45P21MGG4Xztoq3ItqcNZUYPG4ue5sP+/Nh8QxXOKYdLFDTVaoaj4r2ANz93vqqhjmiiMlE29JHb7SOtzZRZeSfcPombNzjmfWk0cx8GWVkV64mLS8OmwO8zskOp0p13wMb3IhhQU3kplRi2HEV9Omi0SEgrSlpCUV817TBroGJr+RV+XexoJ0c0qDE45u8zi1mut9fPMZL7s2dfDrHzZzrnEIgKf/pYkla1KxWOO79FEpxYvf2XdpiJ7pcvlsuFMduFMd2FwW9jx9khWfLiWzzJxq+6Lrc1h8bg3vrh2/A5AKKpo3H2Pvd7ZEdTyLy0b6onCyuDSflMrMmFdXX5R+fSmrHvtzVr7jYWN5MFxVPebfQBCCQdqf3Ur/vhNTHtNwO/AsWYhnWTlJS8pM7TiTfPNSPuIuYFOaM1z3riLq4MPLSqGAjieeIxDFOI+23Gxc9dW46qtxlBYhFvO+yNx1Ndxmd/GmXO5AcGXtRGh5+GwL7a9tmvJ4YrfjKQu3dSyvxppkbqcge1omd955J/v6XSCCYITbroY7dIUfZ7a9wGjfVNdOcOcU4SupxVtahzM1ds0LJrNgwQK6R5IwLDbEsGJYwg/DhmGx0tFygP6uKWpw4jBhjOR0zmxYNsEgM7OOwoIb8HkXzHJUc6d38DyDI5P/PVbmrqMoY0WMIpoHFIjfvPFOEyJ5hNAXwMrb01m2NpU3n21j/b+1cKZhiK3PtXHLn5hflTuZPU+dZP+GptCKgDvFHk4G7XjSHJeW3Wnhf1MdeMLrLp8dyzjD+8QzFQhy7Be7Jnze6rGTVp9LxtJQyaKvIhPDGh/v0eKy4XKlkJ7uxVEw8X6jF7oZONA44fOOkhySlpbhWVaOq7LA1IQqki07jYULvbhyJv8yHTp6fOLE0WrBWbEwlDDWVWPLjJ+eurbMDKotTvYak/+w6t77zoTPWX0peCprSaqsxVVShhFHvaxtyT6WL19O04WJ319fa8OEiaNYrCQXVuItrcVbXIvNHX895NesWcNI1vhNOAKjQ7Qee3P8F8Z5whjJ6UwhK7MepyMFpzP0GBnt58jR58bd32p1kZ+7gvy8VbNSahlrIsalHtTjqcxZS3HGyhhGNB/oautpsdoMbr0nm9V3ZbDp0bO89PMz3PCRdByu+PhyHkspRXaVj79cfyvu1FAyaFjiu6T0Wp1cf4D+5svtVG1JDtIWh0oWM5bm4yvLQCzxkSzOVPuv30RF/Ooz3A48ixfiWVaGZ2kZtrT478w1EaUUXS+8fMU2w5uEq64ad301zupyDGfijV950dCZZvqPHLhimzN/QShhrKrBnp0X922pJ3Nu15XXzuL04C2uwVdaR1JhBRZbYk2yEOncyZ0ERiM6liRQwhjJanFQV3PPFduOHd941X5udyaF+TeSk70kbjrBzERmchmpngV09p9GMFBcTnoqcm6lOPN6E6NLUAqYwTiPsyXhkseLHG4Ld/23fNZ8KoueC6NkFsZn8igiFC6Jn5KZuTbSM8TJ5/aT84ES0pfmk7EkLzSrTIIni5FGznbQ9epeHEXZeK4rJ2lpGa7KQsSkqvbZNnT0OMPHT2IvzA8NCF5fg31BYs8sE6n99ZcRmx33wopQ+8WKGqzJiZvsR+o/20hf0zHsvkx8pbV4S+rw5BTPi2sXDPo5c+zNhE0YJxNUAc6dv9zwOS21nMKC1aSlLoy7YYVmQkSoyl3H0GgPZ7oOcrY7ND5uefYtlGTeYHJ0CUop8M/uyCfTkbDJ40XJaTaS0xJvlov5yuKwsvbxz8bNsEJzQQWCLPzp/dgyzOu0NJcMh4P8f/rfWGPVgziGgqOjpFx3A7mf+GzCzbASDRUMUvmZ/4UjNSuhS0/HM9hznoLa2+ZNwhips/MEgcAI+XkrKci/EY87NqNLxJLXlYPXlcP5nmMAlGXdTGnWapOjSnC62lqbLyyO+f8n5cif3zMeOEoSpyH+dBk2G56KarPDmDNJeaVmhzBnPCl5eFLyzA5jTthsHlZf/7dxN9TOXDDEysKsm1iYfZPZoSQ2pSCgO8xomqZp2vuSNzm2Y2maaUH6cjyO909TrrmjQPe21jRN0zRtvtNzVc8SBcrEkseoWuKKyO0iclREjovI18Z53iEiT4Wf3ykixbMdqKZpmqZpmsblDjNjH1MQkUYReU9E9onI7pmefsqSRxGxAD8B1hGa52OXiGxQSh2K2O0LQKdSqkxE7gG+B3xqpkFpmqZpmqZpE1HXUvK4Ril14VrOHk3J40rguFKqQSk1AjwJ3D1mn7uBR8PLzwBrZb519dM0TdM0TYsHilCHmbGPGIkmecwHmiLWm8Pbxt1HKeUHugHdIlbTNE3TNG2WKaUIjvqvekTzUuBlEdkjIl+a6flFqckn1haRTwIfUkp9Mbz+OWClUuq+iH0OhvdpDq+fCO/TPuZYXwIuBlsHXDnNg5ZIMoBrKvbWTKOvXWLT1y+x6euXuCqVUnExp6eIvETob2ksJzAUsf6QUuqhiNflKaVaRSQL2Azcp5SaYM7PiUXT27oZKIxYLwBaJ9inWUSsgA/oGHug8Bt4KPwGdiullk83YC0+6OuXuPS1S2z6+iU2ff0S17V0MJltSqnbZ/i61vC/50VkPaGmidNOHqOptt4FlItIiYjYgXuADWP22QD8WXj5E8CraqoiTU3TNE3TNC0mRMQjIskXl4HbmGEN8JQlj0opv4h8BdgEWIBHlFIHReTbwG6l1AbgP4HHROQ4oRLHeyY+oqZpmqZpmhZj2cD6cH9mK/C4UuqlmRwoqkHClVK/A343Zts3IpaHgE9O89wPTb2LFsf09Utc+tolNn39Epu+fokroa+dUqoBWDwbx5qyw4ymaZqmaZqmXRTVDDOapmmapmmaBiYlj1NNd6jFJxEpFJHXROSwiBwUkfvNjkmbPhGxiMheEdlodiza9IhIiog8IyJHwp/DG8yOSYuOiDwQvm8eEJEnRMRpdkzaxETkERE5LyIHIralichmEflD+N9UM2M0U8yTx4jpDj8M1ACfFpGaWMehzYgf+B9KqWrgeuDL+tolpPuBw2YHoc3Ij4GXlFJVhNou6euYAEQkH/hrYLlSqo5Q51PdsTS+/QIYOxzO14BXlFLlwCvh9fclM0oeo5nuUItDSqkzSql3w8u9hL64xs42pMUxESkA7gB+ZnYs2vSIiBe4mdDoFiilRpRSXeZGpU2DFXCFx0J2c/V4yVocCQ+cPXa86sipmB8FPhrToOKIGcljNNMdanFORIqBpcBOcyPRpulHwN8CQbMD0aatFGgDfh5udvCz8FhtWpxTSrUAPwBOA2eAbqXUy+ZGpc1AtlLqDIQKU4Ask+MxjRnJo4yzTXf5TiAikgQ8C/x3pVSP2fFo0RGRO4HzSqk9ZseizYgVWAb8VCm1FOjnfVxtlkjCbePuBkqAPMAjIp81NypNmzkzksdopjvU4pSI2Agljr9SSj1ndjzatKwG7hKRRkLNRW4Vkf9nbkjaNDQDzUqpi6X9zxBKJrX490HgpFKqTSk1CjwH3GhyTNr0nRORXIDwv+dNjsc0ZiSP0Ux3qMUhCQ1L/5/AYaXUD82OR5sepdTXlVIFSqliQp+7V5VSuvQjQSilzgJNIlIZ3rQWOGRiSFr0TgPXi4g7fB9di+7slIgip2L+M+B5E2MxVVQzzMymiaY7jHUc2oysBj4HvCci+8Lb/i48A5GmaXPvPuBX4R/eDcDnTY5Hi4JSaqeIPAO8S2jUir0k+Gwl852IPAHcAmSISDPwTeC7wNMi8gVCPwimO7PevKFnmNE0TdM0TdOipmeY0TRN0zRN06Kmk0dN0zRN0zQtajp51DRN0zRN06Kmk0dN0zRN0zQtajp51DRN0zRN06Kmk0dN0zRN0zQtajp51DRN0zRN06Kmk0dN0zRN0zQtcdALjgAAAAdJREFUav8ftpyIP+nIDLwAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -795,6 +758,160 @@ "ax = vcs.plot_specific_discharge(spdis, head=hdata, hstep=2)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## A geographic coordinates option has also been added to the `PlotCrossSection` class\n", + "\n", + "The default cross section plotting method plots cells with regard to their intersection distance along the cross sectional lined defined by the user. While this method is perfectly acceptable and in many cases may be preffered for plotting arbitrary cross sections, a flag has been added to plot based on geographic coordinates.\n", + "\n", + "The flag `geographic_coords` defaults to `False` which maintains FloPy's previous method of plotting cross sections. \n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Structured grid example \n", + "Here is an example of plotting discharge vectors on a structured grid cross section with `geographic_coords=True`" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(13, 3))\n", + "\n", + "plt.title('plot_array() and plot_discharge(); geographic_coords=True')\n", + "xsect = flopy.plot.PlotCrossSection(model=dis_ml, line={'Column': 5}, geographic_coords=True)\n", + "csa = xsect.plot_array(head, masked_values=[999.], head=head, alpha=0.5)\n", + "linecollection = xsect.plot_grid()\n", + "quiver = xsect.plot_discharge(frf, fff, head=head, \n", + " hstep=2, normalize=True, color='green', \n", + " scale=30, headwidth=3, headlength=3, headaxislength=3,\n", + " zorder=10)\n", + "patches = xsect.plot_ibound(head=head)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Contouring an array with `geographic_coords=True`" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "levels = np.arange(10, 30, .5)\n", + "\n", + "fig = plt.figure(figsize=(13, 3))\n", + "xsect = flopy.plot.PlotCrossSection(model=dis_ml, line={'Column': 5}, geographic_coords=True)\n", + "\n", + "# contour array and plot ibound\n", + "ct = xsect.contour_array(head, masked_values=[999.], head=head, levels=levels, linewidths=2.5)\n", + "pc = xsect.plot_ibound(head=head)\n", + "\n", + "#plot the surface and model grid\n", + "wt = xsect.plot_surface(head, masked_values=[999.], color='blue', lw=2.5)\n", + "linecollection = xsect.plot_grid()\n", + "\n", + "plt.title('contour_array() and plot_surface(), geographic_coords=True');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Vertex grid example\n", + "\n", + "Plotting specific discharge with `geographic_coords=True`" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "disv_ml.modelgrid.set_coord_info(xoff=100, yoff=100, angrot=10)\n", + "\n", + "# define the new cross section line in model coordinates...\n", + "line = np.array([(0, 3.5), (10, 3.5)])\n", + "\n", + "# transform the line into geographic coordinates\n", + "line = geometry.transform(line.T[0], line.T[1], \n", + " disv_ml.modelgrid.xoffset, \n", + " disv_ml.modelgrid.yoffset, \n", + " disv_ml.modelgrid.angrot_radians)\n", + "line = np.array(line).T" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Warning: Selecting the final stress period from Specific Discharge list\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12.5, 2))\n", + "\n", + "vcs = PlotCrossSection(model=disv_ml, line={\"line\": line}, geographic_coords=True)\n", + "ax = vcs.plot_array(a=hdata, masked_values=[1e30])\n", + "plt.colorbar(ax)\n", + "vcs.plot_grid()\n", + "\n", + "# plot discharge vectors\n", + "ax = vcs.plot_specific_discharge(spdis, head=hdata, hstep=2)\n", + "plt.title(\"plot_array(), plot_grid() and plot_specific_discharge(), geographic_coords=True\");" + ] + }, { "cell_type": "code", "execution_count": null, @@ -819,7 +936,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/examples/Notebooks/flopy3_mf6_vertex_plotting.ipynb b/examples/Notebooks/flopy3_mf6_vertex_plotting.ipynb index 14895fad62..64b07c59e1 100644 --- a/examples/Notebooks/flopy3_mf6_vertex_plotting.ipynb +++ b/examples/Notebooks/flopy3_mf6_vertex_plotting.ipynb @@ -24,12 +24,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "flopy is installed in /Users/jdhughes/Documents/Development/flopy_git/flopy_us/flopy\n", - "3.7.3 (default, Mar 27 2019, 16:54:48) \n", - "[Clang 4.0.1 (tags/RELEASE_401/final)]\n", - "numpy version: 1.16.2\n", - "matplotlib version: 3.0.3\n", - "flopy version: 3.2.12\n" + "flopy is installed in c:\\users\\jlarsen\\desktop\\flopy-dev\\flopy\n", + "3.6.5 |Anaconda, Inc.| (default, Mar 29 2018, 13:32:41) [MSC v.1900 64 bit (AMD64)]\n", + "numpy version: 1.14.3\n", + "matplotlib version: 3.1.1\n", + "flopy version: 3.2.13\n" ] } ], @@ -46,12 +45,14 @@ " import flopy\n", " from flopy.plot import PlotMapView, PlotCrossSection\n", " from flopy.utils import HeadFile, CellBudgetFile, geometry\n", + " from flopy.discretization import VertexGrid\n", "except:\n", " fpth = os.path.abspath(os.path.join('..', '..'))\n", " sys.path.append(fpth)\n", " import flopy\n", " from flopy.plot import PlotMapView, PlotCrossSection\n", " from flopy.utils import HeadFile, CellBudgetFile, geometry\n", + " from flopy.discretization import VertexGrid\n", " \n", "print(sys.version)\n", "print('numpy version: {}'.format(np.__version__))\n", @@ -212,8 +213,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Build a vertex model grid object\n", - "The `VertexModelGrid` in not yet integrated into FloPy, but will be shortly. Until then we can build a `VertexModelGrid` instance to use for plotting" + "## Get the `VertexModelGrid` object\n", + "The `VertexModelGrid` is integrated into flopy and can be called by using the `.modelgrid` attribute on their model object" ] }, { @@ -224,7 +225,7 @@ { "data": { "text/plain": [ - "xll:0; yll:0; rotation:-25; proj4_str:None; units:undefined; lenuni:0; " + "xll:0; yll:0; rotation:-25; units:undefined; lenuni:0; " ] }, "execution_count": 5, @@ -233,11 +234,8 @@ } ], "source": [ - "from flopy.discretization import VertexGrid\n", - "\n", - "vmg = VertexGrid(ml.dis.vertices.array, ml.dis.cell2d.array,\n", - " top=ml.dis.top.array, botm=ml.dis.botm.array,\n", - " idomain=ml.dis.idomain.array, angrot=-25)\n", + "vmg = ml.modelgrid\n", + "vmg.set_coord_info(angrot=-25)\n", "vmg" ] }, @@ -257,14 +255,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -289,14 +285,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -320,14 +314,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -367,14 +359,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -399,14 +389,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -491,14 +479,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -532,24 +518,21 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "# define a line through the model in model coordiantes as a \n", "# series of XY vertices where the cross section will be sliced!\n", - "line = np.array([(0,3.5), (5, 3.5), (10, 2)])\n", + "line = np.array([(0,3.5), (5, 3.5), (10.1, 2)])\n", "\n", "# Transform the line into the spatial refenernce projection to match the projected coordiates\n", - "# Question? should we give the user a model grid based vertex option?\n", "line = geometry.transform(line.T[0], line.T[1], \n", " vmg.xoffset, vmg.yoffset, \n", " vmg.angrot_radians)\n", @@ -575,14 +558,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -607,14 +588,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -640,14 +619,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -683,14 +660,12 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWYAAAEICAYAAABs2F48AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xd8HNW58PHfs6vd1e6qV1uSbbnIsuVeMJhO6C2ENCAhBBJCkjekQOolN4SUe5N7bwqkAQ4thEBMIIATim2ajTE27r3LxpZkW12yunb3ef+Ytb0WKjvSSqzx+fozH2tn5sw5M7v77JlzzsyIqmIYhmHED8cHXQDDMAzjRCYwG4ZhxBkTmA3DMOKMCcyGYRhxxgRmwzCMOGMCs2EYRpwxgdmIiojcJSIP9bJ8n4hcNJRl6omIvCwin494/XMRqRaRQyIyUkSaRMQ5wDwKRURFJKG7PPuxvXtE5ImBlMn48Ej4oAvwYSAiC4GVqnp3l/nXAA8CBaoasLnN84EnVLUgZgUdAFX97w+6DNFS1cuP/i0iI4BvA6NUtTI8O2kw8zSMgTI15th4DPiciEiX+Z8D/taPoBxXP5jxVh6bRgE1EUH5Q+8kf78MTGCOleeBDOCcozNEJB24Cng8/NojIr8Skf0iclhEHhARb3jZ+SJSJiLfF5FDwFPAy0Be+LS7SUTyRMQhIj8QkT0iUiMiT4tIRngb14lIqYikhF9fHj51z+6uwCJyk4i8F97OjyKbIsKn1c+IyBMi0gjc3PVUW0Q+F5H+h70dHBG5QkS2isgRESkXke902e+7wk0N+0TksxHpejxm4eXXiMh6EWkMH5PLwvPfFJFbw/uzOOI4PtZNE0SGiDwqIhUiUiciz/ewD85wWapFpBS4ssvyN0Xk1vDf40RkiYg0hNefH7HeJBFZLCK14X26K2IzbhF5PHyctojI7Ih0R9/3I+FjeW3EsptF5G0R+a2I1AL3hMv763D+e0Xk9i77nSoiD4vIwfB78nMZYPOOETsmMMeAqrYCTwM3Rcz+NLBdVTeEX/8PMB6YDowD8oHIpo9hWMF9VHg7lwMVqpoUniqAbwAfA84D8oA64I/hMswH3gF+JyKZwMPArapa1bW8IlIC/An4LDAcSA2XJ9I1wDNAGvC3btLfj3VGkAdkAr01uTwMfFlVk4HJwOtd9jsrnP/ngXkiUtzXMROROVg/et8Nl/FcYF9kpqr6Kicex5u7KdtfAR8wCcgBftvDPnwJ64d2BjAb+GQv+/szYBGQjnVcfh8uczLwKvAK1nEbB7wWke6jwN/D+7MA+EPEsj1YP/ypwE+AJ0RkeMTy04HS8D78V7i8l2Mdu5lYn5tIfwEC4TLMAC4Bbu1ln4yhpKpmisEEnA00AN7w67eBO8J/C9AMjI1Yfy6wN/z3+UAHkBix/HygrEse24ALI14PBzqBhPDrNGA/sAl4sJey3g08FfHaF87/ovDre4ClXdLcg9XmfTT93yOW+SPTd5PffuDLQEqX+edjBQd/xLyngR9FccweBH7bQ35vYv0ove84AoWAYvWvDAdCQHoU7+/rwFciXl9ydDvd5Pk4MA+rbyFyGzcA63rY/j3AqxGvS4DWXsqzHrgm/PfNwP5uyvvliNcXRex3LtBO+LMaUbY3PujvkZmsydSYY0RVlwFVwDUiMgY4DXgyvDgbK/itEZF6EanHqjVFNjNUqWpbH9mMAp6L2MY2IIj1RUNV64F/YNVKf93LdvKAAxFlbwFquqxzgJ51Td/cTfpInwCuAN4Ln+LPjVhWF05/1Hvh7fd1zEZg1SIHYgRQq6p1Uax7wj6Hy9mT72H9sLwbbpL4QkR+vZX5UMTfLUBiRNPDTeFmm6PHYjLWmcZRXd+vruWN/HsU4AIORmzvQazathEHTCdBbD2O1QxRDCxS1cPh+dVAKzBJVct7SNv1Nn/d3fbvAPAFVX27uw2IyHTgC1ht1L8DLushr4PhMh5N58Vqjugr/8j0EyPS+7pJf3xDqquwfrBcwO1YteIR4cXpIuKPCM4jgc30fcwOAGN7KWM0DgAZIpIW/lHrzcGIMh8tZ7dU9RBWUwIicjbwqogsDed3g91Cisgo4M/AhcA7qhoUkfVYwf9Ytt2UN7J5KbLsB7BqzFlqs2PaGBqmxhxbj2OdMn4Jqw0PAFUNYX2xfisiOQAiki8il/ayrcNApoikRsx7APiv8BcVEckWa0geIpIIPAHcBdwC5IvI/+th288AV4vImSLixmqz7DqipDfPAFeJyNnh9D+lh8+SiLhF5LMikqqqnUAjVi0/0k/C652D1Y77jyiO2cPALSJyoVidovkiMsHGPqCqB7E6Wf8kIuki4hKRc3tY/WngGyJSIFbH7g962q6IfEpEjgbFOqygGQT+DQwTkW+J1bGZLCKnR1FUf3gbVeHt34JVY+7N08A3w8clDfj+0QXh/V4E/FpEUsLHb6yInBdFWYwhYAJzDKnqPmA51hdpQZfF3wd2AyvEGunwKhG11m62tR2r5lsaPt3MA+4Lb3eRiBwBVmB1+gD8Aqst9X5VbQduBH4uIkXdbHsL8HWsjqaDwBGgEqsWFc1+bgG+htVUcxAr+JT1kuRzwL7wfn8lXLajDoXTV2B1Mn4lvO/QyzFT1XexfoB+i9W2vwTrFN2uz2G102/HOgbf6mG9PwMLgQ3AWuCfvWzzNGCliDRhvV/fVNW9qnoEuBi4Gmu/dwEX9FVAVd2K1TT1DtYP9hSsPoze/Bkr+G4E1gEvYbXnH/1RvAlwA1uxjv8zWG3uRhwQVXOj/FOdiCQB9UCRqu4dwnzPJ44uovkwE5HLgQdUtT8/XsYQMzXmU5SIXC0iPhHxA7/CGsmx74MtlRErIuIVa/x4gojkAz8Gnvugy2VEp8/ALCIjROQNEdkW7mH+ZjfriIj8TkR2i8hGEZkZsezzIrIrPPX7XgJGzF2D1XxQARQB16s5ffowEay+gzqspoxtnDhu3hgEIvKIiFSKyOaIeRliXVS0K/x/ep/b6eu7GB7EPlxV14YHyK8BPhZu9zq6zhVYbZZXYLV53qeqp4t1VdpqrAH5Gk47K8rhSYZhGCeVcOdxE/C4qk4Oz/tfrGGZvxSRH2CNm/9+b9vps8asqgdVdW347yNYv7zdXSX2uFpWAGnhgH4psFhVj44VXUzPQ7gMwzBOaqq6FKjtMvsajo/S+gvvvwrzfWyNYxaRQqzLN1d2WZTPiQPYy8Lzeprf3bZvA24DcLtdszIzs7pbzTAM45iDBw9Wq2q394OJ1qUX+LWmtusIzu6t2di+BYi8EGyeqs7rI1lueIgiqnrw6PDP3kQdmMM9988C31LVxq6Lu0mivcx//0xr5+YB5OXladlae3dm/NmDn+UzX3zQVponH/4ymdctsZUGoGb+eegn1tpKI8/OZOPFh/tesYupi3NZdl5f1z6c6OwlacyfZq+5+LoNwuMT7F9vdNP2AI8O89tKc8uhZh7LsPf+3lzbxJOOFFtpAD4TamR+p71017kaea7afl7XZjWyoNxeuo/mN7Jos71jccnkJl5b47OVBuDCWS0sW2jvPkVnXxrkneeiC1qR5l7r5J3f93QtVQ9pvp7Psp9s7nvFCAd5prcrMKNSUxvk3YU9Xi90AufwXW2qOrvvNQcmqlEZ4Su2nsW6hWV34zfLOPHKogKsTqWe5huGYcQFBUJR/uunw+Gm3aN9dn3egjaaURmCdZXVNlX9TQ+rLQBuCo/OOANoCFfdFwKXhK+qSse68cvC6PbFMAxj8ClKpwajmvppAdadEwn//0JfCaI5dz0L6+qoTeHr88G67HckgKo+gHVV0RVYV2m1YF2RharWisjPgFXhdD9V1a4N44ZhGB+oAdSGTyAiT2Hd0TBLRMqwxo//EnhaRL6IdafFT/W1nT4Dc/iuab3eRyE8/vVrPSx7BHikr3wMwzA+CIoSjNEQflXt6SZVF9rZjrm7nGEYp7xQrzdTHHomMBuGcUqzbv1nArNhGEZcMTVmwzCMOKJAZ5zdJsYEZsMwTmmKmqYMwzCMuKIQjK+4bAKzYRinNuvKv/hiArNhGKc4IWjrkZeDzwRmwzBOaVbnnwnMhmEYccMax2wCs2EYRlwJmRqzYRhG/DA1ZsMwjDijCMHobk0/ZExgNgzjlGeaMgzDMOKIInSovUduDTYTmA3DOKVZF5iYpow+HTlyhI4OP253fJ1eGIYReyEN0RJqZNu2Rvbpdpo5QitNjKKYbMkbkjKYzr8oNDU1Meey/Txyby4zpyZ+0MUxDCOG2oLN7G/bQnOwnuZgPS2hRhSF+dZyB06mcgZZ1vNLB52qENT4qjFH8zDWR0SkUkS6fa64iHxXRNaHp80iEhSRjPCyfSKyKbxsdbSFcjqdbNrWwRlXHODu/6mhvT02V7Jv3dLJ5o2dtLVGd8eSlsbOmOTbk4PL36OttmVQ8wBo3lBKoKF50PMJ1NbRvu8AGhr8Ow+07t9LoOnIoOejwSBHynYRCgYGPa+OtkbammoGPR+AUChIMNgxJHl1lej043emUt1ZRnOowQrKYS7czOLcIQvKR4WQqKahEk2N+THgD8Dj3S1U1f8D/g9ARK4G7ujywNULVLXaTqGys7P5xBWt/PGRBv7r3lpeeKWJR+7NZda0gdWe/3jvERa/0o7DAYVjnHg9/2B0XQt5xUnkj08iPc+D9VBwy84VdSx9spwrvz6asbPSBpR3d1oqGlnxg5fJnl3AyEuKGH7OaFx+d8zz6ThYy/6fPoF3wgiST59A8ukTcOemxzwfZ3ISh/7nD6CKd2oJ3qklJE4owuF2xTyvQNMRDjz0exLzR+IvnoS/uATPsLwT3r9YEKeTms3L2ffiIySPGE/yqImkjJqIKyk1pvkAOBMS2fjqvYjDSWrueNJyikjNGYfLkxTzvESEddueoLW9Dr83+32Ty+WLeZ5HNQfrqQscQrvcOiglJYVJjWfgl5RBy7s7VudffDUeRPMw1qUiUhjl9m4AnhpIgcD60Pzuv3L4xJVJ3HpnJZu3dzD3ygN8//Z0/vOODDye/p12DM9zMnqMk317g5TuDgJb2LLl+PLEJOexIJ1X7CczP5Hdq+q598Z1TDgznStuH83oGfa+kHvfreal/9qIp30NHf+CBJ+LBJ+bBJ8LEdCgUrnyAJUrD+D0JDD8nEJGXFJE7pwROFz2e4r3PvEuzVuVyg0OcAjicFg12JDSunU/rVv3U/noIjyFuceCtKcwlz6et9utxtdWsWR3Iw3JnmPJE7Izad+9l6ZlK2lathJxuUicWIR3agm+KRNxpvbvS7d69Wpq2yNmqCIuF23l+2kr30/N6y+TkJKGv7gE//gSfGPG4XD170du1apVVDW6AQVVnB4voc52Gko30VC6CQBvdj7Jo0pIGTURX+5IxGH/Mxlob2XPnj3UVrgIhToJBQP400dQd3ALlXtXUrl3JQC+1DwrSOcWkZI1ul/7FElVCQTaKBg2h00759PWXk9N/a4T1nG7kvB7s/FklKA6HZGBn+o3BmrY27qeQx2l4TmC4EAJ4Xem8cUv3sKmew8MOB+7PtSdfyLiAy4Dbo+YrcAiEVHgQVWdZ2eb553pY/3rI7nrv6v5w8MN/Pd9dSxY2MzDv81l9nT7tef//IkVVFtbld07O/nLvLNoTF1L+c4myrc30dIQoHRNA6VrGt6XdvvyOrYvr2PiORmcVTyW/CjzbK5tp7q0CWiC8t7XDbYHKHt1N2Wv7sadmkj+BWNIyzgDiD6Ylb+4mT2HGvtcr33fYdr3HaZ6/hJcOWmsP/N8dPxMWwGmceFK3th/qNd1tLOT1o1bad24lVrAN2My9eddBBn2aoHLli2jvr6+13UCjfU0rFpOw6rlODweMs+/lOCcabbyAXj55ZcJ9dEc01pVTmtVOZWrF+NJz6XgvI9DVq6tfNrqDvHXf/21z/VaGipoaaigYvdbpOcWMyvvAqAw6nw62pso37OE+bsrKdtfT2tbHYFgW69pkny5jMo7m9mzC1lRNrCmqbrOw+xtXUdVpxV0BQd5niJGe6exrnEhCQ4PM5MvJTU1FRj6wAwQ/BCPY74aeLtLM8ZZqlohIjnAYhHZrqpLu0ssIrcBtwHhN8j64vp9Du77eQ4fv+J47fnMqw7wva+l86M7+1d79nqFKdPczJw5k8zrrHZKVaWxqoPyHU1U7GymYkcTezc0Ur2/9YS0296qZdtbDzF+Vy7nfbWYvEm9N3EUnZ3DV545j46XxrJj8mECLZ10tnQSaOngyN469r6wtcuBgNRxWWTPyCNrRh5ZdVnsJ/q2wMLPnEbBRmFDThANKYRChNo6qF2w4oT1HD4P/mljSZo1Dv+McUw/kMJGm7W+5AtmMXFPAxv94aYKVdp27qFj34lfLnfhiGM1ZldBHmmH7berz5w5k3VtkQFCqV+1HO083g/g8CTiK5pAUnEJ/qKJOH1+nKFG2zfbnTVrFqWtLhAHIkJnyxEadq8/cZ9Ss0kdM4mU0ZPxDysM/6D1/YMYKSHRR2FhIfWtHhxOFw6ni47Wehqr90asJaTmjCOzYBqZ+ZNxeZLIyWmyGb+Usj1LTpjjcLjwetLp6DxCZ8D6jIs4GZY1hZHDzyTZPzw8L2hrn47lqEpNRzl7WtdRFzho5YmTgsQJFCZOxeu0vt+Z7gKKfKeRILFv7oq6rB/yK/+up0szhqpWhP+vFJHngDlAt4E5XJueB5CXl/e+3rmjtecf/ncNv3+4nl/8zqo9P3Jv/2rPXYkIqTkeUnM8lJyTSSio/OGL698XmF2JDlL86QTag6yav4/TrivsNTh7klzkFqcim0dSf7rnhGXv3rMYHELa+HAgnp5H5tThuFOOr+db7AMbgbng6imcnZJG+bTjh7DmhXesshTmkjSriKSZ4/COL0ASIppK+lFRSb18LhdtD3BgmB8ADQQov/t/EI8Hb0kR3ikleCdPwJmSbH/jXZx77rmUOY6fOTTv3kHd8iW40jPxF5eQVDwJ76gxSMLAP9JXXnklz1Ufz6tsyT8BwZc7kpQxk0kdPRlPes6A27MT03L59M03s2jz8bOH7e/8BRBSsseQVTCNjPwpuBMHdvxc7iRGFV/KrEl+9u/MxOvJwO3yoxrirTX/S4Izkfzc0xgx7AwSPQNr31VVqhp38tBDb1N+xDpFdIqLkZ4SRnmn4HF4T1h/gm9uzPsF+iMUZ6MyYhKYRSQVOA+4MWKeH3Co6pHw35cAPx1IPn6fg3t/ns3Hr0zi1jsPs2WHVXv+7v9LJyE1tr3m721sZNSUFKZfnE368ETSh3tIH5aILy2B2qfPRz+xdkDbD3YEGXlZMTO+e96gdPhFcudlMO7hO3FlDDxA9iZQ10DmjZ8isWgM4hr8zpRRt38Pd3buoH6xNRTCP2wkubMvwuUf3E6pYKCDtJwixsy4Fndi7PISEUaOv5CpU1toPHj8x7i5pYrRBeeTlzOTBKenly30LaQhDtVvYW/l2zS1VQHgEg+jEiczMnESLkf324+HoGzdxOgkC8wi8hRwPpAlImXAjwEXgKo+EF7tWmCRqkaOycoFngsf+ATgSVV9JRaFPneul/WvjeSHv7Bqz7/8fR3Z2Q8y/fQQU6dbQe6tN9s55/z+f9hGz0i13dFnh9PtZNgZIwdt+5GSTyseknxc2Zm4sjOHJC//uKHZJ3E4SC+ePSR5ORPcDBt75pDkBZDkH0aSf9iAthEKBSiv28jeyuW0dtQB4ElI5vwLzySwavgH2kQRLUXoPNkuyVbVG6JY5zGsYXWR80oB+z0vUfL5HPz2Z8drz7v3VvHpa+DWr/r5xh3J/PB79fzwJylcerm3740ZhtEv+6pWsOvQGwB43emMzjmT/PSpzJ3r4Z3VffR2xwlV4u4Ck/gavNcP55zhZd2rI7n4s9msXLmCeX9s5vXF7Rw+FOJ732xgxMgESibF/6+2YZyMCjJnUtm4g5FZcxiWNglHDIbVDb2hvXgkGifjUXwfn8/BZZddxt+eyWRUoZPdOwOoWsPivvqFWqoq+9ezbBhG79wJPs4o+iJ56VNO0qAcbmNWR1TTUDk5j2QP8gucTCg5sXZ8sCLE175UR3tbdJdhG4Zx6gniiGoaKh+awKyqvLWkncbGEF1HTK1f28mP/qMBVROcDcM4kSKENLppqJz0bcxHiQifvsHHp2/w0dgQYumb7by+uI0lb7RzpFF5/plWxhcncOtXYn/fAcMwTl4KdJ5s98o4GaWkOrjqGi9XXeOls1NZ/W4Hry9u4+9PtDB2XAIXXGRuJWoYxlFi7sc81FwuYe5ZHuae5eGuHysV5aYj0DCM45QP6ZV/JwsRIb/glNplwzCiEG815vj6mTAMwxhiqkJIHVFN0RCRb4YfGrJFRL7VnzKZ6qNhGKc0q/MvNpdki8hk4EtYN2zrAF4RkRdVdVfvKU9kasyGYZziJJYXmEwEVqhqi6oGgCVY9xKyxQRmwzBOaVbnX9TjmLNEZHXEdFuXzW0GzhWRzPDDQ64ARtgtk2nKMAzjlGfjqr5qVe3xdoOquk1E/gdYDDQBGwDb9yQ2NWbDME5psb7yT1UfVtWZqnouUAvYal8GU2M2DMOI6cNYRSQn/NSmkcDHgbl2t2ECs2EYpzRV6AzFtPHgWRHJBDqBr6lqnd0NmMBsGMYpzWrKiF1gVtVzBroNE5gNwzjlxduVfyYwG4ZxSjs6XC6e9Fl/F5FHRKRSRDb3sPx8EWkQkfXh6e6IZZeJyA4R2S0iP4hlwQ3DMGIjtpdkx0I0NebHgD8Aj/eyzluqelXkDBFxAn8ELgbKgFUiskBVt/azrIZhGIMi3p75F81TspeKSGE/tj0H2B1+WjYi8nfgGsAEZsMw4oY1KiM298qIFYnmcUvhwPxvVZ3czbLzgWexasUVwHdUdYuIfBK4TFVvDa/3OeB0Vb29hzxuA24DSE1NnXXHHXfY3BUF2796/UkDiiI20/UnzVDm1b8jMXRHvd/lUxCbCfuTZijzGtryKdKPzPqTrj9p7rnnnjW9XYkXjcyJ2XrFY9dEte4TZzw84PyiEYvOv7XAKFVtEpErgOeBIrr/HvX4K6Cq84B5AHl5eXrFLY/aKsRLj97CmTf93Vaa5Y9fj//Ty22lAWh++kw6rt1gK437uWlsvPiw7bymLs5l6bkNttKcuzSV+dPsPd/wug3C4xPsfxxu2h7g0WF+W2luOdTMYxn2HvF1c20TTzpSbKUB+Eyokfmd9tJd52rkuWr7eV2b1ciCcnvpPprfyKLN9o7FJZObeG2Nz1YagAtntbBssb33+OyLAyz/l/1nZZ55tbDi0Xpbac64JY0V86pt5xUL8daUMeDWbFVtVNWm8N8vAS4RycKqQUfevKMAq0ZtGIYRN2zexGhIDLjGLCLDgMOqqiIyByvY1wD1QJGIjAbKgeuBzww0P8MwjFg76R4tJSJPAedj3e6uDPgx4AJQ1QeATwJfFZEA0Apcr1bDdUBEbgcWAk7gEVXdMih7YRiG0U+qQuBkC8yqekMfy/+ANZyuu2UvAS/1r2iGYRhDI94uMDFX/hmGcUqLxyv/TGA2DOOUZwKzYRhGHDl6o/x4YgKzYRinvHgbx2wCs2EYpzRVCMT2RvkDZgKzYRinPNOUYRiGEUdMG7NhGEYcUhOYDcMw4ovp/DMMw4gjqqaN2TAMI84IwTgblRFfpQkLhUK8t6fzgy6GYRinCFWJahoqcRmYKysruev2Kjo77N+g2zAMw454vB9zXAZmh8PBrq2dPPoHe0/uMAzDsE2tduZopqESl4E5LS0NgEf/0MD2Te0fcGkMw/iwCyFRTUMlLgOz2+3mU59PJhiEn3y7ho5206RhGMbg0HDnXzTTUInLwAxw+w/SyB+ZwJ4dnTx0n72HOhqGcXJoCxyhtGEVrYHGD7QcpikjSl6fg7t/nYkIPH5/I1vWx7ZJQ3s4yp1tQar2Ncc0r27zae4gFAgOej4AoY7AkOSjgaHJB0CDQ3PsNBTq8bNi9E9IAxxq3sXqw8/xZvkjBDWAN8H+U8ljKd5GZUTzzL9HgKuASlWd3M3yzwLfD79sAr6qqhvCy/YBR4AgEFDV2XYKN2NOItd/IZmnHj7CT+6s5q8v5eFJjM3B+eUdBynd8ChFh52MPS2dkdPScHudJHgcPPiF1cy4cjgXfmUMif7BGeod6gzy6ufmk3fOaEZeNp60CdmIDM4bf/CPCwi1d5JyxgSSZo/HmeQdlHwCNXVUPfg43skT8E4twTNmFOIYnN/+2rdep3V/Kf7iEpKKJ+FKyxiUfFRDlD7/AJ70HFJGlZBUUITT7RmUvOoP76Ri11JSs8eRmlOEP204IrE/fqpK2aF3cTpceBPT8SZm4nEnDUpekY50VFHWtIWK5u10htoASHUPY2zq6YOab1+s2vDJd4HJY1jP9Hu8h+V7gfNUtU5ELgfmAZFH+gJVre5vAb/63TTefqOVfXsCPPiber5xVzqhkNLRoSQm9u+DpKqsXdZMQ20j790Pr94PzgRhxNRUxsxOx5vi4s2H97F2wUGu/M54Zlw1bEBBc838UjreqaemvgOX340r2YPL7yZ5RBp7ntnEnmc2kVyYzsjLxjPikvH4cpP6nVfz/loqKpppSxHE6QCng6TZ46n4zbM0rdwOTgf+yYUknT6B5DnFuDL7X1MJ1DZSV9dOIKEdRBBXAgmZ6TQuepPGRW/iSPIfC9LekvE4EhP7v1/NzQTg2Plk0sTJ1C5dTMvuHVS9+BzunGEkFU/CX1xCYsHAfhA6OjoIdrShoRCoklI4iYPL/0XtlhWIw4k/fywpoyaSMmoinvScfufTVWpOEQe2LuK9Tf8GIMHtIyV7LKk540jNLsKbHJsfbxHBl5jBuq1/OTbP4UjA60nHm5gRnqy/OzpGEn72cr8EQp1UNG+lrGkrjR2HT1jmFDfTsi7HMcg/CNE46a78U9WlIlLYy/LlES9XAAUDL9ZxiV4Hd/8qi9s+eYi/zWvk/Eu87N8XwOMRLr7a369tigh/XjiaZ/5vJuWuFZSuruXQzib2ra1n39rj7dmNVe089f1NvDP/AB+7awL5Jf0LYuue3Ufljg3wRs/rHNlXx5YHVrLlwZVkz8pn5GXcbA+qAAAgAElEQVTF5J83xnZeO377Gis3lPW8QjBE84ZSmjeUcnjeSySOzyf59AlUp04EhtnK6/Cv/8Z9e8p7XB5qaqZ5xRqaV6yBBCeJxePwTSnhSP4YyLD34/Pwww9TW1vb4/KOykPUVh6i9q3XcPr8+MdPxF88ieD4kbbyAfj1r39Ne3v3TWcaCtJ0YCdNB3ZSsewF3KlZpIyaSNr4GZBlr9YeaG/h3nvvpbk1SCjYQTDYCRo6vryjhdryTdSWbwLAnZhC+vASjow6C/DZyisUClBZWcnh6jpaWqtobq3C6XATDHUcW94cng+QmT6e0QXn4Xa7sUb69o9TEkh0JgOh9y2blHEBPldqv7cdS/HWWhXr8/QvAi9HvFZgkYgo8KCqzuspoYjcBtwGkJqaCriPLZs6y8Nnb0vhrw808pPv1NDWosw43dPvwAyQlplASUkJp33aCsQt9Z2UrqljwyuHWP/ioRPW3be2nvs+vYLTP1XAZd8cZzuvmZ8aTdObSZRn1xFo6qCjqZ1AcweNe2vpPNJx4soKVavLaa9tpXFPDRNG2Puye/PTSDwcoM4dQoMhq420M0Cg+v2dK+Jy4vQn4nD172PgTE0iJSWFZke4tqFKqK0d7SaoubIycecNw5WXi89nL6gA+Hw+GtrDxypcawy2NEPoxC+8OJ148kaQWDCKxIKROJ3O7mJCr9xuN50hBeRYXqGOtvfvU1IaySMnkDJ6Er7sEYC9vglxOKmv77tjWxxO0nInkDViOhl5JSQn278qtvrgZv704pN95UROZgmFBeeRkpQXnjewfgMRwe300hE88fgN9xWTlzRxQNuOFUUIxdkl2TELzCJyAVZgPjti9lmqWiEiOcBiEdmuqku7Sx8O2vMA8vLyTvj9CgSUqz+VxL+ebuLAXuuD8vYbrXR2KC53bE5BfGkuxs/N4NU/7el2uYZg3b8Osm9tPZfMHWnrtGDmp0bjTpjGxouPn8q1N7Sx6DrriyIJDtIn5pA1bTiZU4eROWUY7hTrtN+32AdEf6HNxO9czLlLU5k/7fghrH91HQf/uAAA9/AM/DPHkTRjHL7JhTg81mlq1gb7x3HY9z7HTdsDPDrM+oFUVQ7/5gHad5WC00ni+DF4p5TgnTIBV3bWsXTOQ/Y7V2+99VaedBw/Y+msq2Hvfb+wtudPwj++BH9xCf6xxTg8EW3AIfu9/d/+9rd5rvp4XlUbllLx1vMAJGblkTp6MiljJuPNyh9Q04Ijwc3Xv/51lpem4XS6cDjd7Fr1FDVlG0AcpOUUhYPxZBLckf0C9gOzPzmXtLQ0nGTj92Xj82ZTU7+LqpqtCA5ys6dQWHAeSb7YNc2oKgeaNrKtdglKiBR3Do0dlXidKZRkfiRm+cRCnFWYYxOYRWQq8BBwuarWHJ2vqhXh/ytF5DlgDtBtYO7NS88284u7aghG/Hg3H1HWrmzj9HNi15HVUNnOxV8bi8efgMfvPOF/t9eJI1wzbH56DB1sGFBe1WvLKbphGlnThpM+MQenZ3A6GTWktJUeJPdLl5M0Yxzu4YPTSQbQWX6QhOxMUj5yNokTiwbUptyXpm2byTjrAvzFk0gsGDlonYwaCtJaeYC8cz5GyuhJeFIyY7ZtESEzMxPPQatZp72lnkBHC2NmfoLM/Km4PP0/I+zKnzKcb33rWyxbfPxzVn5oFfm5sxlVcC6+xNh+Ljo6OthY/QoHW3YAMDJpKhMyzmVZxRNMybwEl2NwOlD7JcadfyJyB3CrtWU2Abeo6vtPuXox4GggIiOBfwKfU9WdEfP9gENVj4T/vgT4aX/y+Oh1SRQUJvCDr1RRX3v8vHTJwpaYBubsQj/ZhbH7MvQm/4KxQ5KPOIRht10xJHm5C/LIuunTQ5JX+pnnDUk+4nAy8uLPDklebm8qk8798pDkFdIg0ybeSKIn9sPUWtrr+POfn6KqpQqnJDAp4yLykiYAMDXrMtI89voyhkSMqswikg98AyhR1VYReRq4HmsQRdT6rGaIyFPAO0CxiJSJyBdF5Csi8pXwKncDmcCfRGS9iKwOz88FlonIBuBd4EVVfcVO4SLNPD2RxxYMZ9zE4z3ESxe3mjGmxofGYA2X7I5DnIMSlAFczkQ6OjrwJaRzxrDrjwVlID6DMjEfx5wAeEUkAauXtsJueaIZlXFDH8tvxaq2d51fCkyzW6De5I1I4KFnh/GTO2t445UWKg8F2bapg5KpcXRaZBinOFeClxtvvJEdC0IkxFOTRQ8UCIWiDrpZEZVPgHmRgxpUtVxEfgXsB1qBRaq6yG6Z4qsrMgo+v4Nf3J/Fl+6whtksXdT6AZfIMIyusrOzT4qgDFiRWSW6CapVdXbEdMJIMxFJB64BRgN5gF9EbrRbpJMuMAM4HMKXvpXGL+/P4t1lJjAbhjEwMbxXxkXAXlWtUtVOrP63M+2W56R+tNRHrvBTUOiiucnmQFXDMIxIseuq2g+cISI+rKaMC4HVvSd5v5M6MAOML3H3vZJhGEaPYneDIlVdKSLPAGuxrs5ZR/j6DDtO+sBsGIYxYDEc3KWqPwZ+PJBtmMBsGMapTUGjH5UxJExgNgzDGMLHRkXDBGbDMIw4u07NBGbDMAwTmA3DMOLI0QtM4ogJzIZhnPLi7ZY7JjAbhmGYURmGYRjxRUyN2TAMI44opvPPMAwjvojp/DMMw4g7psZsGIYRZ+LsBpUmMBuGcWqLw3HMUd0oX0QeEZFKEdncw3IRkd+JyG4R2SgiMyOWfV5EdoWnz8eq4IZhGLEiGt00VKJ9gsljwGW9LL8cKApPtwH3A4hIBtbt704H5gA/Dj96xTAMI35olNMQiSowq+pSoLaXVa4BHlfLCiBNRIYDlwKLVbVWVeuAxfQe4A3DME55olFeiygihcC/VXVyN8v+DfxSVZeFX78GfB84H0hU1Z+H5/8IaFXVX3WzjduwatukpqbOuuOOO2zuimL/1n39SQOKIjbT9SfNUObVvyMxdEe93+VTEJsJ+5NmKPOK9/JZ6RSxmbA/ae655541qjrbVqIuPCNHaP53vhXVunu/+Z0B5xeNWHX+dXc0e/oudftLEH7a7DyAvLw8nXLj87YKsOmJj1H02Zdspdn1tyuQT6yxlQaAZ2dx5GNbbSVJfr6E9RdV2s5q+qs5LD23wVaac5emMn+avfOu6zYIj0+w/3G4aXuAR4f5baW55VAzj2Uk2Upzc20TTzpSbKUB+Eyokfmd9tJd52rkuWr7eV2b1ciCcnvpPprfyMIt9o7FpZOaeG2tz1YagAtntvDW6y5bac75SCdvv2w/Mp91OayY324rzRnXeVjxtxbbeQ2YEneXZMfqKdllwIiI1wVARS/zDcMw4sfJ2MYchQXATeHRGWcADap6EFgIXCIi6eFOv0vC8wzDMOJGvI3KiOrcVUSewmovzhKRMqyRFi4AVX0AeAm4AtgNtAC3hJfVisjPgFXhTf1UVXvrRDQMwxh6J+OVf6p6Qx/LFfhaD8seAR6xXzTDMIwhcjIGZsMwjA+roW6miIYJzIZhGHE2KsMEZsMwTnmmxmwYhhFvTGA2DMOII6aN2TAMIw6ZwGwYhhFfJM5ulB+rK/8MwzCMGDE1ZsMwDNOUYRiGEUdM559hGEYcMoHZMAwjzpjAbBiGET8EMyrDMAwjvkR5L+Zo2qFFpFhE1kdMjSIS3XOrIpgas2EYRoyaMlR1BzAdQEScQDnwnN3tnDQ15raW4AddBMMwPqwG59FSFwJ7VPU9uwnjPjCveq2B9rYQD/+0nIaazg+6OIZhfAjZaMrIEpHVEdNtvWz2euCp/pQnrpsynv3TYZ78zUFmfySFtUsaKRiXyDW35gxafnuWVzFmbpbtR6gbhnGSi742XK2qs/taSUTcwEeB/+hPcaKqMYvIZSKyQ0R2i8gPuln+24jG7p0iUh+xLBixbIGdws04L5kEl7D69UZCQXjtHzVYT7GKncbDrYRC1jbf+Wspf/nSCir3HIlpHt3ZOm8le5/fTEdj26Dmo4EglY8vpmndbrRzcJuDOg6U0/DK63RUHI75+9RVw5oVNG5cQ7CleVDzCXa0cejdhTQf2oeGBrfrvrZiC3UVWwl0Du5nIhBoG/T3p88yhDo42LiVlo76vlcebGqNyohmsuFyYK2qHu5PkfqsMYcbsP8IXAyUAatEZIGqbj26jqreEbH+14EZEZtoVdXpdgv2wkOVLHiokkDn8Q9Q+Z52dqxtZsKsJLub69HDN71NR0uAUbMzaW/uZP+6Ou7/5BLO+Oxozv9qMR7/wE8qOtsC1NXV0dHYhsvvRpwO0iZk8+5dr7DpvmXknlnIyMuKyT1jJA6XMwZ7dZwkOMHh4MBP/4bD5yFp9niST59A0oxxOLzumOblyh9O1UN/o/75l0nIysA7dRK+aSV4xo1GnLHdL3fOMA78+XfgcOAdUYi/uISk4km4snJiesbjdCfS0VjL7md+hzPRT8qoCSSPmkjyyGISEv0xywfA489g46LfgAhJ6SNIzR1Has44kjMLcThdMcunpm43W3c8g8+bidebic+biS/x+N9ud/KgnDUGgu1UNu3m8JHtVDWVkp86heEpJTHPp19i/zt1A/1sxoDomjLmALtVtRRARP4OXANs7WH9G7Ceoj0gV92STSioPPXbgwQDx+e/9o/amAXmlpYWQgGlpb6Tba8eOjY/FFCW/6WUTS+Vc+l3JjH58rwBfVAPb6tj/n3/hPus1wleFwk+64sW6gxxcEkpB5eU4k5NJP/CcYy8rJi0if0LMKWPLGfjK3s44neAw4E4HWi71TYfammncekmGpduQlxO/NPHWkH6tGLAfpCpfuzfPLylnErP8Y+RdnQAEKiu5cjrb3Hk9bdw+LwkTirGN3US3knFtvMBeOGFFzhQ38QJ3yCnE4JBWt8rpfW9UqoX/RtXRib+8VaQ9o4a069elBdeeIG9de1WrVKVQKt1BhVsa6ZuxxrqdqwBEXy5o0gpLCFl1EQSs/L6tV9vv/02+95rJxToJBTsxOlKJNjZSlPtezTVvkf5ttcQRwLJWYWk5hSRmjOOYDCtX3kBhEJBkv3DSPLn0HiknKbmQ+9bx+FwkZkxnvFjrqA/n4tIncE2qpp2c6hxO9XNpYTUOmtL9eYxMfeiAW07lmJ5SbaI+LAqsl/u7zaiCcz5wIGI12XA6T0UaBQwGng9YnaiiKwGAsAvVfX5HtLeBtwGkJqaitMpXPvlXKaelcy9d75HRWk7AG+/WM8tP8zHlzzwGpjP5+POVy+idn8zWxYd5LXfbT9h+ZGqdp75/lpW/+M9rrhrMrlFKf3LKAQpKSm0dLYSaO08NnXV0dDG3n9uZu8/N5MyJoMp3zgbsNem3l7dRHV1NVT3vp52BmlatZOmtbvxLdnEgTkfgQmjbeXV8d4hDhw40Od6oZZWWlatp33XXtr37OPIrDMgw96Pa1lZGa1VVX2u11lbQ/3KZbRVlJEybRbB6RNt5QNQWlpKY0ND7yup0nJoHx0N1XQ01pA56UzITrWd15o1a6itre09q1CAppr9uDzJ+FJyUbWfD8CiRYt4Z/kKlJ7PyZP8wygccR452ZMRcQD963BvampiXdkCKpv2oHpiE5rb6WNG/sdxOOKoiyuGgVlVW4DMgWwjmiPTXbWtp924HnhGT3wnRqpqhYiMAV4XkU2quud9G1SdB8wDyMvLO7b9sZN9/N/z4/nLLypY9FQN7a0h3n6xnouvH9B+HyMipOR62bnk/U1BTpcDt9dJXVkzz35/LefcWsTky+3XjApmZXPnnXey/qJKNBiis7mDfS9sYeuDK4+tk+B1kT45l8xpeWROHU56SQ4JiS541V5eY75wJh8bfS6vFIXQYAiCIRpXbKP2+eXH88pMIWnmOPwzxuGfOhqnP5ERG+zXzjNvvpKLtzXzcnpieI5S/69FtO/ea70UwV04Au+UifimTMRVYJ15JB+y3y589dVXszDgOrZd7ezg4Py/oEHro+bwePCNm0BScQn+ook4/Vbgd4Ya6SUOdeuqq67i7To3iCAIR8p2Ub1h6bHlnrRsUkZPJnXMZHy5oxDH0Wp5o+39mjt3Lpv2g8PpwpHgonzb67Q311i76UggffhEskZMJ234RJwJVtNTQkKT7XwAEhMTUUJ4PKm4Erwn1JbTUgspHHEeGelFMWnGSEpKYnzOBTR31NHUfvwHVRCmF1xLoit5wHnETP+Gwg2qaAJzGTAi4nUBUNHDutcDX4ucoaoV4f9LReRNrPbn9wXm3iT6nHz5ZyOYcW4K99+1n9f+UROzwAzQ2Rbkyh9OweV14vY6cXkTcHudOF3dnwcP5D0UpwNHgpPyN0rJO38MmVOHkzl1OCnjsnAkDHz0oicridzcVBJHW6XUYIiD9/8L35TRJM0cR9LMcbhHZMfky+cZNZzC1gCJw6zT3c6qGjorDuGbMQXvlIl4J0/AmRKbL+DIkSPxO46fsdS9/SbO5BSSiifhL56Et3AsjoTY1MCKiorYXG3lpaocWrXIarYYYwXjxPTcmOQDcNppp1Hrs35EWhsr2dvaQPrwEjJHTCcjrwSnK7GPLURvzpw5hNrPwel0s79sGbtKXyYro5hRI84jLXVUzPI5qjPYekJQBijOvZAM38iY5zUQwsl5d7lVQJGIjMa6iuV64DNdVxKRYiAdeCdiXjrQoqrtIpIFnAX8b38LO+fiVIqmTeAP39/PeztaGVXs7e+mTuBLc+NLi21HWG8cbifnP/zJIRmWp4Eghb/4Ysw7+rrj8CZS8L93IzEKkL1JmjydtDPPG/RjqMEAo6/8Ii5/P5uxbBCHk9lX302C2zco209MTMQZ7kQUcXL6rK+T5B82KHkBpCbmkZc6mWCok8NHdjA8ZRKj0vscafaBOOkCs6oGROR2YCHgBB5R1S0i8lNgtaoeHQJ3A/B3PXEczkTgQREJYXXD/DJyNEd/pOe4+OHDY6g7fPJebBKLmnHUeXli15vfF2dSbEcp9MaV2v8OMDscCVYTw1BITIrdWWBfRuTPHfQ8RIQpw6+itbOelo46Jg+/PH6vETjZAjOAqr4EvNRl3t1dXt/TTbrlwJQBlK9bDoeQOXzoariGYfSPiJDoSmVGwcdxOoaukmDbyRiYDcMw+sshDnzu9A+6GD0zTzAxDMOIQyYwG4ZhxJd4u1G+CcyGYZzyTFOGYRhGPDlJLzAxDMP4cDOB2TAMI36crFf+GYZhfKhJKL4iswnMhmGc2kwbs2EYRvwxTRmGYRjxxgRmwzCM+GJqzIZhGPHGBGbDMIw4ouaSbMMwjLhixjEbhmHEI42vyGwCs2EYpzxTYzYMw4gncXiBSVQPnxORy0Rkh4jsFpEfdLP8ZhGpEpH14enWiGWfF5Fd4enzsSy8YRhGLEgoummo9FljFhEn8EfgYqAMWCUiC7p5qOp8Vb29S9oM4MfAbKzfpDXhtHUxKb1hGEYMxNuojGhqzHOA3apaqqodwN+Ba6Lc/qXAYlWtDQfjxcBl/SuqYRjGIFCszr9opiEi2kdmIvJJ4DJVvTX8+nPA6ZG1YxG5GfgFUAXsBO5Q1QMi8h0gUVV/Hl7vR0Crqv6qm3xuA24DSE1NnXXHHXfY3BXFGvhiJ4UiNtP0N93Q5mX3SPQvzVDm1e/yKYjNhP1JM5R5xXv5rHSK2EzYnzT33HPPGlWdbStRF0npI3T6R74Z1bpv//O7A84vGtF0/nV3pLpG838BT6lqu4h8BfgL8JEo01ozVecB8wDy8vJ0zGdejqJox5U+eTn5N7xqK035UxcR+Ph6W2kAEv45nfprttlKk/bCRNZeWGU7r5mvZfPmOY220pz/Vgp/n2ovn+s3wuMT7PcF37Q9wKPD/LbS3HKomccykmylubm2iScdKbbSAHwm1Mj8TnvprnM18ly1/byuzWpkQbm9dB/Nb2ThFnvH4tJJTby6zmcrDcBFM1pY+obLVppzL+hk2UKn7bzOvjTIO8922koz9xMuVsxvt51XTJyEnX9lwIiI1wVAReQKqlqjqkeP6J+BWdGmNQzD+CAdvcAkmmmoRBOYVwFFIjJaRNzA9cCCyBVEZHjEy48CR6uTC4FLRCRdRNKBS8LzDMMw4oMqEopuGip9nruqakBEbscKqE7gEVXdIiI/BVar6gLgGyLyUSAA1AI3h9PWisjPsII7wE9VtXYQ9sMwDKP/4qwpI6pGRVV9CXipy7y7I/7+D+A/ekj7CPDIAMpoGIYxqMyVf4ZhGPFEAfPMP8MwjDgTX3E5ukuyDcMwPsxiOSpDRNJE5BkR2S4i20Rkrt3ymBqzYRinvBiPuLgPeEVVPxkeyWZ70LkJzIZhnNpieHc5EUkBzuX4yLQOoMPudkxThmEYpzTrAhONagKyRGR1xHRbl82Nwbo1xaMisk5EHhIRe5fGYgKzYRgGhKKcoFpVZ0dM87psKQGYCdyvqjOAZuB9t0ruiwnMhmGc8mzUmPtSBpSp6srw62ewArUtJjAbhnFqUxtTX5tSPQQcEJHi8KwLga73ru+T6fwzDOMUF/P7YHwd+Ft4REYpcIvdDZjAbBiGEcOb4KvqeqynNvWbCcyGYZzaNP4eLWUCs2EYxhA+NioaJjAbhmHEV1w2gdkwDENC8dWWYQKzYRinNuXoxSNxwwRmwzBOaULUF48MmZPmApPaQ7bvA2JLS90H9HRewzA+eKrRTUMkqsAsIpeJyA4R2S0i77vuW0TuFJGtIrJRRF4TkVERy4Iisj48Leiati8d7SE2Lq3nj9/ahQ7igXn+P9bw5h+20t5k75Hr/dFe30rlyv2EAoN//hRsaaNtT8WgHrujAtW1BOoaBj0fgLaD5YQ6B/+9Cra30l5fNej5ALQ116AaZ+fUp4o4C8x9NmWIiBP4I3Ax1nXgq0RkgapGXma4Dpitqi0i8lXgf4HrwstaVXV6fwv4j18fYOFjhwBYs7iO2Zdk9HdT3VJVNr9Yhj/Tw7J5O1n7j32c+9UJzPhEIU7X4JxQuFMT2fKn5XTUt5D3kSIKLioirSQXEYl5Xg6vh0MP/ItAQzPJcyaQdPoEfBNHIQnOmOclrgTK//OXuIbn4p1Wgm9KCa4ReYOyX20H9nHgod/jGzuepOIS/ONLSEhOiXk+DreHfc/+nlAwSErhBFJGleDPH4vDGftWwJoDG6jYuYTUnPGk5RaRmluEx5ce0zxUQ+zYtQCHOPH7c8NTDq4Eb0zz6Usw1ElHoBmvO21I8+3WSdrGPAfYraqlACLyd+AaIq7/VtU3ItZfAdwYi8Ktfa2Ota/WHXv9j98cYMZH0nEmxO6L3niolRfuWnPsdUtdB6/890be/dseLvhGCRMuik1gef7556la1kyC14XT58Kd4uFIaQ17n9nI3mc24i9IJf+iIgouLiZpZP8/rPUby1i2rJaavQ7EIeBw4BqWQdueg9S99C51L72LIymRpNnFJM+ZgH/6WByJ7n7l1bJuB6u31HEkxQ0igODKy6XjvTI69pfR8K9FONPT8E6diG9qCYnjxyGu/gW07du309AGkeOaNBigeftmmrdvBsCTN8IK0sWT8AzP7/f7tnPnTuqqnaAhQPFmF1C3YzXVG6qo3vAWDpebpBHjSRk1kZRRE3El9f/9qq6u5kh1NaFQJ4lJWQQ726g5sI6aA+sASEzKJjW3iLTc8aRkjyXBPbAAKuJgWM501m54iMhj6fGkkuTPxe+zgnWSPwd/0rAB5XWUqtLcXk1DawUNLdbUEWxl9ujPxGT7sXAyjsrIBw5EvC4DTu9l/S8CL0e8ThSR1UAA+KWqPh9t4WZ8JA0NKU//+gAHS9s4WNrGW/+s4vxP50S7iT4F2oIUXzicXUsOEQoc/6DWvtfMs99eRcG0DC68cxIjZmQOKJ9t27bR3t5zO3ZzWQM7H1vNzsdWk1qcTcHF48m/eLztfGpXv8f6V1f2uk6oqY3GNzfQ+OYGxJ2Af8Y4Ds+8ACbk28qr4ZUV/HvDrl7XCdbV07TkHZqWvIN4PPhnT6Np7rmQkWQrrzfeeIPDhw/3uk57xQHaKw5Q88ZCElJSyTjnQkKzJtvKB2DhwoXU1NT0uDzU2UFj6WYaS60fBH/eGPLO+Rhk2a+xv/jii+zdu7fH5W1NVbQ1VXF4z3IcCR5GlFxMcMIM2/mA9SOweu0LtLXV0XXgbnt7A+3tDdTU7iI7ayKJiWkIDgZSlQyEOthS9hLVR3YTCB3/7LsT/MwZ8zn8ntie/fbf0DZTRCOawNxdtaPbvRCRG7GuET8vYvZIVa0QkTHA6yKySVX3dJP2NuA2gNTU1KPzmHVxBtMvSOetf1bx3O/KeO53Zcy9OhOPNzan4pmjkym+YDg7XjvY7fKqPY0s+NFaZn6ikDk3ju1388a1117LjrHVBFo7CLR0UvHaLhp2VZ+wjtObQMaUPLKm55Fekos72WM7n9RJecydO5ftmYoGQxAK0X6gktat+0/MK8WHf/pY/DOL8E8fS+4+2/fyxjetiAmOJHZ6j3+M2nfvJVB54n65huXgnTIR79QSPGNGkVTVZjuv4uJiWoePCL8SQGnctA6CwYidcuIrHIu/eBJJxZNwpWfgCDVCsLst9mzcuHEE0gvCNW6hs6me5oMnBk+XP5WUMZNJHT05ommj0fZ+ZWdnU9UQQBwuHM4EjlTvIxQ83tHtcLpIGzaBzBHTSB8+EWeCB6ezyXY+AC6Xi8YjB7pd5nR6yBs2m4L8M/B6YxMwExxuCjKmc6jheKunO8HPaaNvxO8ZWEUnppSTMjCXASMiXhf8//buPkaK+o7j+Ptzu3e398zDAXoHqXd4HA8HFEqrQKgUsAWqYlJbUTSmwZA0Ym3T2Gif4x+NfUhT/2gaiUItWq2l2pLGYqm2adIHC1VSoWigQPBAHowWLcJd7/j2jxnqugVvb3fuZnb5vpLLzszO7nx/c3ffnf3O7zcDHM5dSdIS4MvAFWb2v49HM8f6/3YAAAgrSURBVDscPu6T9HtgFvB/iTm84PQ6gJaWlnftpVRaLPzUWOZePZqtG4/yx1+8xqIbxuUR+sD6evo5ceQUV97ZRe2oampHVlM3siqcriJdFc0HwOTJk3l7cXAS6fTrb7Pnx9tJ11YyakYLo98fJOOmzjFUFFn7HX1ZGwt7Z/LGjGDezDj41Q0gyExsoW52B/WzO8hMbEGp4mroTcvnsaK9jw0XBUn9TE8vh77yTUilyExqp2b6VGqmT6ZyTHNR2wFYtGgRRyreOSI9uWc3b+7YTkVtHfWTplDXOY3aiZ2kMpmit7Vs2TJOv/bOtg5seQiAzOiLaWrvorGti5ox4yMpcS1fvpzUruDbw6m3jrNjy7fPmYyj0NDQwKyZt5LJjODvOzdy8uRRajKjGN86l4svmk06Xfy+y1WZyiBVYNZPVaqWD7atoj5T/N9D5JJVycgrMW8DOiS1AYeAlcC7ikOSZgH3A0vN7FjW8pHA22bWI6kZmE9wYrAg1TUprlrTQl9vdHsxXZ1iwZrOgVeMUO+JU8y771oaL22mIj20PRb7T5xkxJUfoPXO60k3Df6oeDD6jh1n9I2fIDOlg4oIEuR7OdPTw4TVt5OZ8D5UMXT7sL+3h/qWdlrmXU1V49B+9T715lE6Ll8VaTLOVlFRwcgRbfz75FEqK+uYPu0mmkd3Ig3d/musuYgFkz7Dn/euZ077KuozY4ZsW8VIWj/mAROzmfVJWgs8DaSA9Wa2S9I9wHYz2wx8B6gHfhYeRRw0s2uAKcD9ks4QdM27N6c3R2FBV5VM9+tzamwbvq9x6RH1NF0xc1i2VTWhlaoJg6tTF6qhq+COPoOSqqqmecaCYdnWqNbB18MLUVvTzOyZq4dlWwDVlfXMabuRhkx054YiV2qJGcDMngKeyln2tazpJed53Z+A6cUE6JyLVkVF9F0l33N7StFYE03pcUiYQX+yahk+JNs550rxiNk558qaJ2bnnEsQA6K951/RPDE75y5wFo7yTA5PzM65C5vhJ/+ccy5xvMbsnHMJ44nZOeeSpDQvYuScc+XLgBK87KdzzpU3P2J2zrkk8SHZzjmXLEbi7rXoidk553zkn3POJYzXmJ1zLkHMvFeGc84ljh8xO+dckhjWP8g79g4xT8zOuQubX/bTOecSKGHd5fK6q6mkpZJelrRX0l3neL5a0k/D55+TdEnWc3eHy1+W9LHoQnfOueIZYGcsr598SDog6UVJOyRtLySmAY+YJaWAHwBXAt3ANkmbc+52vRp4w8wulbQS+BZwvaSpwEpgGtAC/FbSJDNLVkHHOXfhsiG5UP5HzOy1Ql+czxHzh4C9ZrbPzHqBx4AVOeusAB4KpzcBiyUpXP6YmfWY2X5gb/h+zjmXGNbfn9fPcJEN0E1E0nXAUjO7NZy/GbjMzNZmrbMzXKc7nP8ncBnwDeAvZvZwuPxB4Ndmtukc21kDrAlnu4CdxTUtcZqBgj9BE6wc21WObYLybFenmTUU8waSthDsm3xkgNNZ8+vMbF3O++0H3iCoktyf+3w+8jn5p3Msy83m51snn9cGC4Pg1wFI2m5mc/KIrWSUY5ugPNtVjm2C8mxXoTXcbGa2NIpYssw3s8OSxgJbJb1kZn8YzBvkU8roBiZkzY8HDp9vHUlpoAl4Pc/XOudc2TCzw+HjMeBJCijf5pOYtwEdktokVRGczNucs85m4JZw+jrgWQtqJJuBlWGvjTagA/jrYIN0zrlSIKlOUsPZaeCjFFCWHbCUYWZ9ktYCTwMpYL2Z7ZJ0D7DdzDYDDwIbJe0lOFJeGb52l6THgX8AfcBtefbIGHRNpgSUY5ugPNtVjm2C8mxX0to0Dngy6PtAGviJmW0Z7JsMePLPOefc8MprgIlzzrnh44nZOecSJlGJeaCh36VI0gRJv5O0W9IuSXfEHVNUJKUkvSDpV3HHEhVJIyRtkvRS+DubG3dMxZL0+fBvb6ekRyVl4o6pEJLWSzoWjps4u2yUpK2S9oSPI+OMMSqJScxZQ7+XAVOBG8Ih3aWuD/iCmU0BLgduK5N2AdwB7I47iIjdB2wxs8nATEq8fZJagc8Cc8ysi+AE/sp4oyrYj4DcPsd3Ac+YWQfwTDhf8hKTmMlv6HfJMbNXzez5cPotgn/01nijKp6k8cDHgQfijiUqkhqBDxP0MsLMes3sX/FGFYk0UBOOMailRMcShIM0Xs9ZnH05iIeAa4c1qCGSpMTcCrySNd9NGSSwbOFV92YBz8UbSSS+D3wRSNb1EovTDhwHNoQlmgfCvqgly8wOAd8FDgKvAifM7DfxRhWpcWb2KgQHQcDYmOOJRJISc97Dt0uRpHrg58DnzOzNuOMphqSrgGNm9re4Y4lYGpgN/NDMZgEnKfGvxmHNdQXQRnCFxzpJN8UblRtIkhJz2Q7fllRJkJQfMbMn4o4nAvOBayQdICg5LZL0cLwhRaIb6Dazs99oNhEk6lK2BNhvZsfN7D/AE8C8mGOK0lFJFwOEj8dijicSSUrM+Qz9Ljnh5U8fBHab2ffijicKZna3mY03s0sIfk/PmlnJH4WZ2RHgFUmd4aLFBKNWS9lB4HJJteHf4mJK/IRmjuzLQdwC/DLGWCKTmFtLnW/od8xhRWE+cDPwoqQd4bIvmdlTMcbkzu924JHw4GAf8OmY4ymKmT0naRPwPEEPoRdI3jDmvEh6FFgINEvqBr4O3As8Lmk1wYfQJ+OLMDo+JNs55xImSaUM55xzeGJ2zrnE8cTsnHMJ44nZOecSxhOzc84ljCdm55xLGE/MzjmXMP8FZAsyc/BMcKQAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWYAAAEICAYAAABs2F48AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd3wc1bnw8d+zq93V7qpXW5Jtuciy5V4wmE7oLYQ0ICEEEkKSN6RA6iU3hJR7k3tvCqQBDi2EQEwggBOKbZqNMTbuvcvGlmRbXbK6dvd5/5i1vRYqO9JKrPH5+jMfa2fmzDkzu/vsmXPOzIiqYhiGYcQPxwddAMMwDONEJjAbhmHEGROYDcMw4owJzIZhGHHGBGbDMIw4YwKzYRhGnDGB2YiKiNwlIg/1snyfiFw0lGXqiYi8LCKfj3j9cxGpFpFDIjJSRJpExDnAPApFREUkobs8+7G9e0TkiYGUyfjwSPigC/BhICILgZWqeneX+dcADwIFqhqwuc3zgSdUtSBmBR0AVf3vD7oM0VLVy4/+LSIjgG8Do1S1Mjw7aTDzNIyBMjXm2HgM+JyISJf5nwP+1o+gHFc/mPFWHptGATURQflD7yR/vwxMYI6V54EM4JyjM0QkHbgKeDz82iMivxKR/SJyWEQeEBFveNn5IlImIt8XkUPAU8DLQF74tLtJRPJExCEiPxCRPSJSIyJPi0hGeBvXiUipiKSEX18ePnXP7q7AInKTiLwX3s6PIpsiwqfVz4jIEyLSCNzc9VRbRD4Xkf6HvR0cEblCRLaKyBERKReR73TZ77vCTQ37ROSzEel6PGbh5deIyHoRaQwfk8vC898UkVvD+7M44jg+1k0TRIaIPCoiFSJSJyLP97APznBZqkWkFLiyy/I3ReTW8N/jRGSJiDSE158fsd4kEVksIrXhfborYjNuEXk8fJy2iMjsiHRH3/cj4WN5bcSym0XkbRH5rYjUAveEy/vrcP57ReT2LvudKiIPi8jB8Hvycxlg844ROyYwx4CqtgJPAzdFzP40sF1VN4Rf/w8wHpgOjAPygcimj2FYwX1UeDuXAxWqmhSeKoBvAB8DzgPygDrgj+EyzAfeAX4nIpnAw8CtqlrVtbwiUgL8CfgsMBxIDZcn0jXAM0Aa8Ldu0t+PdUaQB2QCvTW5PAx8WVWTgcnA6132Oyuc/+eBeSJS3NcxE5E5WD963w2X8VxgX2SmqvoqJx7Hm7sp218BHzAJyAF+28M+fAnrh3YGMBv4ZC/7+zNgEZCOdVx+Hy5zMvAq8ArWcRsHvBaR7qPA38P7swD4Q8SyPVg//KnAT4AnRGR4xPLTgdLwPvxXuLyXYx27mVifm0h/AQLhMswALgFu7WWfjKGkqmaKwQScDTQA3vDrt4E7wn8L0AyMjVh/LrA3/Pf5QAeQGLH8fKCsSx7bgAsjXg8HOoGE8Os0YD+wCXiwl7LeDTwV8doXzv+i8Ot7gKVd0tyD1eZ9NP3fI5b5I9N3k99+4MtASpf552MFB3/EvKeBH0VxzB4EfttDfm9i/Si97zgChYBi9a8MB0JAehTv7+vAVyJeX3J0O93k+TgwD6tvIXIbNwDretj+PcCrEa9LgNZeyrMeuCb8983A/m7K++WI1xdF7Hcu0E74sxpRtjc+6O+RmazJ1JhjRFWXAVXANSIyBjgNeDK8OBsr+K0RkXoRqceqNUU2M1Spalsf2YwCnovYxjYgiPVFQ1XrgX9g1Up/3ct28oADEWVvAWq6rHOAnnVN39xN+kifAK4A3guf4s+NWFYXTn/Ue+Ht93XMRmDVIgdiBFCrqnVRrHvCPofL2ZPvYf2wvBtukvhCRH69lflQxN8tQGJE08NN4Wabo8diMtaZxlFd36+u5Y38exTgAg5GbO9BrNq2EQdMJ0FsPY7VDFEMLFLVw+H51UArMElVy3tI2/U2f93d9u8A8AVVfbu7DYjIdOALWG3UvwMu6yGvg+EyHk3nxWqO6Cv/yPQTI9L7ukl/fEOqq7B+sFzA7Vi14hHhxeki4o8IziOBzfR9zA4AY3spYzQOABkikhb+UevNwYgyHy1nt1T1EFZTAiJyNvCqiCwN53eD3UKKyCjgz8CFwDuqGhSR9VjB/1i23ZQ3snkpsuwHsGrMWWqzY9oYGqbGHFuPY50yfgmrDQ8AVQ1hfbF+KyI5ACKSLyKX9rKtw0CmiKRGzHsA+K/wFxURyRZrSB4ikgg8AdwF3ALki8j/62HbzwBXi8iZIuLGarPsOqKkN88AV4nI2eH0P6WHz5KIuEXksyKSqqqdQCNWLT/ST8LrnYPVjvuPKI7Zw8AtInKhWJ2i+SIywcY+oKoHsTpZ/yQi6SLiEpFze1j9aeAbIlIgVsfuD3raroh8SkSOBsU6rKAZBP4NDBORb4nVsZksIqdHUVR/eBtV4e3fglVj7s3TwDfDxyUN+P7RBeH9XgT8WkRSwsdvrIicF0VZjCFgAnMMqeo+YDnWF2lBl8XfB3YDK8Qa6fAqEbXWbra1HavmWxo+3cwD7gtvd5GIHAFWYHX6APwCqy31flVtB24Efi4iRd1sewvwdayOpoPAEaASqxYVzX5uAb6G1VRzECv4lPWS5HPAvvB+fyVctqMOhdNXYHUyfiW879DLMVPVd7F+gH6L1ba/BOsU3a7PYbXTb8c6Bt/qYb0/AwuBDcBa4J+9bPM0YKWINGG9X99U1b2qegS4GLgaa793ARf0VUBV3YrVNPUO1g/2FKw+jN78GSv4bgTWAS9htecf/VG8CXADW7GO/zNYbe5GHBBVc6P8U52IJAH1QJGq7h3CfM8nji6i+TATkcuBB1S1Pz9exhAzNeZTlIhcLSI+EfEDv8IaybHvgy2VESsi4hVr/HiCiOQDPwae+6DLZUSnz8AsIiNE5A0R2RbuYf5mN+uIiPxORHaLyEYRmRmx7PMisis89fteAkbMXYPVfFABFAHXqzl9+jARrL6DOqymjG2cOG7eGAQi8oiIVIrI5oh5GWJdVLQr/H96n9vp67sYHsQ+XFXXhgfIrwE+Fm73OrrOFVhtlldgtXnep6qni3VV2mqsAfkaTjsryuFJhmEYJ5Vw53ET8LiqTg7P+1+sYZm/FJEfYI2b/35v2+mzxqyqB1V1bfjvI1i/vN1dJfa4WlYAaeGAfimwWFWPjhVdTM9DuAzDME5qqroUqO0y+xqOj9L6C++/CvN9bI1jFpFCrMs3V3ZZlM+JA9jLwvN6mt/dtm8DbgNwu12zMjOzulvNMAzjmIMHD1ararf3g4nWpRf4taa26wjO7q3Z2L4FiLwQbJ6qzusjWW54iCKqevDo8M/eRB2Ywz33zwLfUtXGrou7SaK9zH//TGvn5gHk5eVp2Vp7d2b82YOf5TNffNBWmicf/jKZ1y2xlQagZv556CfW2kojz85k48WH+16xi6mLc1l2Xl/XPpzo7CVpzJ9mr7n4ug3C4xPsX2900/YAjw7z20pzy6FmHsuw9/7eXNvEk44UW2kAPhNqZH6nvXTXuRp5rtp+XtdmNbKg3F66j+Y3smizvWNxyeQmXlvjs5UG4MJZLSxbaO8+RWdfGuSd56ILWpHmXuvknd/3dC1VD2m+ns+yn2zue8UIB3mmtyswo1JTG+TdhT1eL3QC5/Bdbao6u+81ByaqURnhK7aexbqFZXfjN8s48cqiAqxOpZ7mG4ZhxAUFQlH+66fD4abdo312fd6CNppRGYJ1ldU2Vf1ND6stAG4Kj844A2gIV90XApeEr6pKx7rxy8Lo9sUwDGPwKUqnBqOa+mkB1p0TCf//Ql8Jojl3PQvr6qhN4evzwbrsdySAqj6AdVXRFVhXabVgXZGFqtaKyM+AVeF0P1XVrg3jhmEYH6gB1IZPICJPYd3RMEtEyrDGj/8SeFpEvoh1p8VP9bWdPgNz+K5pvd5HITz+9Ws9LHsEeKSvfAzDMD4IihKM0RB+Ve3pJlUX2tmOubucYRinvFCvN1MceiYwG4ZxSrNu/WcCs2EYRlwxNWbDMIw4okBnnN0mxgRmwzBOaYqapgzDMIy4ohCMr7hsArNhGKc268q/+GICs2EYpzghaOuRl4PPBGbDME5pVuefCcyGYRhxwxrHbAKzYRhGXAmZGrNhGEb8MDVmwzCMOKMIwehuTT9kTGA2DOOUZ5oyDMMw4ogidKi9R24NNhOYDcM4pVkXmJimjD4dOXKEjg4/bnd8nV4YhhF7IQ3REmpk27ZG9ul2mjlCK02MophsyRuSMpjOvyg0NTUx57L9PHJvLjOnJn7QxTEMI4bags3sb9tCc7Ce5mA9LaFGFIX51nIHTqZyBlnW80sHnaoQ1PiqMUfzMNZHRKRSRLp9rriIfFdE1oenzSISFJGM8LJ9IrIpvGx1tIVyOp1s2tbBGVcc4O7/qaG9PTZXsm/d0snmjZ20tUZ3x5KWxs6Y5NuTg8vfo622ZVDzAGjeUEqgoXnQ8wnU1tG+7wAaGvw7D7Tu30ug6cig56PBIEfKdhEKBgY9r462RtqaagY9H4BQKEgw2DEkeXWV6PTjd6ZS3VlGc6jBCsphLtzM4twhC8pHhZCopqESTY35MeAPwOPdLVTV/wP+D0BErgbu6PLA1QtUtdpOobKzs/nEFa388ZEG/uveWl54pYlH7s1l1rSB1Z7/eO8RFr/SjsMBhWOceD3/YHRdC3nFSeSPTyI9z4P1UHDLzhV1LH2ynCu/Ppqxs9IGlHd3WioaWfGDl8meXcDIS4oYfs5oXH53zPPpOFjL/p8+gXfCCJJPn0Dy6RNw56bHPB9nchKH/ucPoIp3agneqSUkTijC4XbFPK9A0xEOPPR7EvNH4i+ehL+4BM+wvBPev1gQp5OazcvZ9+IjJI8YT/KoiaSMmogrKTWm+QA4ExLZ+Oq9iMNJau540nKKSM0Zh8uTFPO8RIR1256gtb0Ovzf7fZPL5Yt5nkc1B+upCxxCu9w6KCUlhUmNZ+CXlEHLuztW5198NR5E8zDWpSJSGOX2bgCeGkiBwPrQ/O6/cvjElUncemclm7d3MPfKA3z/9nT+844MPJ7+nXYMz3MyeoyTfXuDlO4OAlvYsuX48sQk57EgnVfsJzM/kd2r6rn3xnVMODOdK24fzegZ9r6Qe9+t5qX/2oinfQ0d/4IEn4sEn5sEnwsR0KBSufIAlSsP4PQkMPycQkZcUkTunBE4XPZ7ivc+8S7NW5XKDQ5wCOJwWDXYkNK6dT+tW/dT+egiPIW5x4K0pzCXPp63263G11axZHcjDcmeY8kTsjNp372XpmUraVq2EnG5SJxYhHdqCb4pE3Gm9u9Lt3r1amrbI2aoIi4XbeX7aSvfT83rL5OQkoa/uAT/+BJ8Y8bhcPXvR27VqlVUNboBBVWcHi+hznYaSjfRULoJAG92PsmjSkgZNRFf7kjEYf8zGWhvZc+ePdRWuAiFOgkFA/jTR1B3cAuVe1dSuXclAL7UPCtI5xaRkjW6X/sUSVUJBNooGDaHTTvn09ZeT039rhPWcbuS8Huz8WSUoDodkYGf6jcGatjbup5DHaXhOYLgQAnhd6bxxS/ewqZ7Dww4H7s+1J1/IuIDLgNuj5itwCIRUeBBVZ1nZ5vnnelj/esjueu/q/nDww389311LFjYzMO/zWX2dPu15//8iRVUW1uV3Ts7+cu8s2hMXUv5zibKtzfR0hCgdE0DpWsa3pd2+/I6ti+vY+I5GZxVPJb8KPNsrm2nurQJaILy3tcNtgcoe3U3Za/uxp2aSP4FY0jLOAOIPpiVv7iZPYca+1yvfd9h2vcdpnr+Elw5aaw/83x0/ExbAaZx4Ure2H+o13W0s5PWjVtp3biVWsA3YzL1510EGfZqgcuWLaO+vr7XdQKN9TSsWk7DquU4PB4yz7+U4JxptvIBePnllwn10RzTWlVOa1U5lasX40nPpeC8j0NWrq182uoO8dd//bXP9VoaKmhpqKBi91uk5xYzK+8CoDDqfDramyjfs4T5uysp219Pa1sdgWBbr2mSfLmMyjub2bMLWVE2sKapus7D7G1dR1WnFXQFB3meIkZ7p7GucSEJDg8zky8lNTUVGPrADBD8EI9jvhp4u0szxlmqWiEiOcBiEdmuqku7SywitwG3AeE3yPri+n0O7vt5Dh+/4njt+cyrDvC9r6Xzozv7V3v2eoUp09zMnDmTzOusdkpVpbGqg/IdTVTsbKZiRxN7NzRSvb/1hLTb3qpl21sPMX5XLud9tZi8Sb03cRSdncNXnjmPjpfGsmPyYQItnXS2dBJo6eDI3jr2vrC1y4GA1HFZZM/II2tGHll1Wewn+rbAws+cRsFGYUNOEA0phEKE2jqoXbDihPUcPg/+aWNJmjUO/4xxTD+Qwkabtb7kC2YxcU8DG/3hpgpV2nbuoWPfiV8ud+GIYzVmV0EeaYftt6vPnDmTdW2RAUKpX7Uc7TzeD+DwJOIrmkBScQn+ook4fX6coUbbN9udNWsWpa0uEAciQmfLERp2rz9xn1KzSR0ziZTRk/EPKwz/oPX9gxgpIdFHYWEh9a0eHE4XDqeLjtZ6Gqv3RqwlpOaMI7NgGpn5k3F5ksjJabIZv5SyPUtOmONwuPB60unoPEJnwPqMizgZljWFkcPPJNk/PDwvaGufjuWoSk1HOXta11EXOGjliZOCxAkUJk7F67S+35nuAop8p5EgsW/uirqsH/Ir/66nSzOGqlaE/68UkeeAOUC3gTlcm54HkJeX977euaO15x/+dw2/f7ieX/zOqj0/cm//as9diQipOR5SczyUnJNJKKj84Yvr3xeYXYkOUvzpBNqDrJq/j9OuK+w1OHuSXOQWpyKbR1J/uueEZe/esxgcQtr4cCCenkfm1OG4U46v51vsAxuBueDqKZydkkb5tOOHsOaFd6yyFOaSNKuIpJnj8I4vQBIimkr6UVFJvXwuF20PcGCYHwANBCi/+38QjwdvSRHeKSV4J0/AmZJsf+NdnHvuuZQ5jp85NO/eQd3yJbjSM/EXl5BUPAnvqDFIwsA/0ldeeSXPVR/Pq2zJPwHBlzuSlDGTSR09GU96zoDbsxPTcvn0zTezaPPxs4ft7/wFEFKyx5BVMI2M/Cm4Ewd2/FzuJEYVX8qsSX7278zE68nA7fKjGuKtNf9LgjOR/NzTGDHsDBI9A2vfVVWqGnfy0ENvU37EOkV0iouRnhJGeafgcXhPWH+Cb27M+wX6IxRnozJiEphFJBU4D7gxYp4fcKjqkfDflwA/HUg+fp+De3+ezcevTOLWOw+zZYdVe/7u/0snITW2vebvbWxk1JQUpl+cTfrwRNKHe0gflogvLYHap89HP7F2QNsPdgQZeVkxM7573qB0+EVy52Uw7uE7cWUMPED2JlDXQOaNnyKxaAziGvzOlFG3fw93du6gfrE1FMI/bCS5sy/C5R/cTqlgoIO0nCLGzLgWd2Ls8hIRRo6/kKlTW2g8ePzHuLmlitEF55OXM5MEp6eXLfQtpCEO1W9hb+XbNLVVAeASD6MSJzMycRIuR/fbj4egbN3E6CQLzCLyFHA+kCUiZcCPAReAqj4QXu1aYJGqRo7JygWeCx/4BOBJVX0lFoU+d66X9a+N5Ie/sGrPv/x9HdnZDzL99BBTp1tB7q032znn/P5/2EbPSLXd0WeH0+1k2BkjB237kZJPKx6SfFzZmbiyM4ckL/+4odkncThIL549JHk5E9wMG3vmkOQFkOQfRpJ/2IC2EQoFKK/byN7K5bR21AHgSUjm/AvPJLBq+AfaRBEtReg82S7JVtUboljnMaxhdZHzSgH7PS9R8vkc/PZnx2vPu/dW8elr4Nav+vnGHcn88Hv1/PAnKVx6ubfvjRmG0S/7qlaw69AbAHjd6YzOOZP89KnMnevhndV99HbHCVXi7gKT+Bq81w/nnOFl3asjufiz2axcuYJ5f2zm9cXtHD4U4nvfbGDEyARKJsX/r7ZhnIwKMmdS2biDkVlzGJY2CUcMhtUNvaG9eCQaJ+NRfB+fz8Fll13G357JZFShk907A6haw+K++oVaqir717NsGEbv3Ak+zij6InnpU07SoBxuY1ZHVNNQOTmPZA/yC5xMKDmxdnywIsTXvlRHe1t0l2EbhnHqCeKIahoqH5rArKq8taSdxsYQXUdMrV/byY/+owFVE5wNwziRIoQ0ummonPRtzEeJCJ++wcenb/DR2BBi6ZvtvL64jSVvtHOkUXn+mVbGFydw61dif98BwzBOXgp0nmz3yjgZpaQ6uOoaL1dd46WzU1n9bgevL27j70+0MHZcAhdcZG4lahjGUWLuxzzUXC5h7lke5p7l4a4fKxXlpiPQMIzjlA/plX8nCxEhv+CU2mXDMKIQbzXm+PqZMAzDGGKqQkgdUU3REJFvhh8askVEvtWfMpnqo2EYpzSr8y82l2SLyGTgS1g3bOsAXhGRF1V1V+8pT2RqzIZhnOIklheYTARWqGqLqgaAJVj3ErLFBGbDME5pVudf1OOYs0RkdcR0W5fNbQbOFZHM8MNDrgBG2C2TacowDOOUZ+OqvmpV7fF2g6q6TUT+B1gMNAEbANv3JDY1ZsMwTmmxvvJPVR9W1Zmqei5QC9hqXwZTYzYMw4jpw1hFJCf81KaRwMeBuXa3YQKzYRinNFXoDMW08eBZEckEOoGvqWqd3Q2YwGwYxinNasqIXWBW1XMGug0TmA3DOOXF25V/JjAbhnFKOzpcLp70WX8XkUdEpFJENvew/HwRaRCR9eHp7ohll4nIDhHZLSI/iGXBDcMwYiO2l2THQjQ15seAPwCP97LOW6p6VeQMEXECfwQuBsqAVSKyQFW39rOshmEYgyLenvkXzVOyl4pIYT+2PQfYHX5aNiLyd+AawARmwzDihjUqIzb3yogVieZxS+HA/G9VndzNsvOBZ7FqxRXAd1R1i4h8ErhMVW8Nr/c54HRVvb2HPG4DbgNITU2ddccdd9jcFQXbv3r9SQOKIjbT9SfNUObVvyMxdEe93+VTEJsJ+5NmKPMa2vIp0o/M+pOuP2nuueeeNb1diReNzInZesVj10S17hNnPDzg/KIRi86/tcAoVW0SkSuA54Eiuv8e9fgroKrzgHkAeXl5esUtj9oqxEuP3sKZN/3dVprlj1+P/9PLbaUBaH76TDqu3WArjfu5aWy8+LDtvKYuzmXpuQ220py7NJX50+w93/C6DcLjE+x/HG7aHuDRYX5baW451MxjGfYe8XVzbRNPOlJspQH4TKiR+Z320l3nauS5avt5XZvVyIJye+k+mt/Ios32jsUlk5t4bY3PVhqAC2e1sGyxvff47IsDLP+X/Wdlnnm1sOLReltpzrgljRXzqm3nFQvx1pQx4NZsVW1U1abw3y8BLhHJwqpBR968owCrRm0YhhE3bN7EaEgMuMYsIsOAw6qqIjIHK9jXAPVAkYiMBsqB64HPDDQ/wzCMWDvpHi0lIk8B52Pd7q4M+DHgAlDVB4BPAl8VkQDQClyvVsN1QERuBxYCTuARVd0yKHthGIbRT6pC4GQLzKp6Qx/L/4A1nK67ZS8BL/WvaIZhGEMj3i4wMVf+GYZxSovHK/9MYDYM45RnArNhGEYcOXqj/HhiArNhGKe8eBvHbAKzYRinNFUIxPZG+QNmArNhGKc805RhGIYRR0wbs2EYRhxSE5gNwzDii+n8MwzDiCOqpo3ZMAwjzgjBOBuVEV+lCQuFQry3p/ODLoZhGKcIVYlqGipxGZgrKyu56/YqOjvs36DbMAzDjni8H3NcBmaHw8GurZ08+gd7T+4wDMOwTa125mimoRKXgTktLQ2AR//QwPZN7R9waQzD+LALIVFNQyUuA7Pb7eZTn08mGISffLuGjnbTpGEYxuDQcOdfNNNQicvADHD7D9LIH5nAnh2dPHSfvYc6GoZxcmgLHKG0YRWtgcYPtBymKSNKXp+Du3+diQg8fn8jW9bHtklDezjKnW1BqvY1xzSvbvNp7iAUCA56PgChjsCQ5KOBockHQINDc+w0FOrxs2L0T0gDHGrexerDz/Fm+SMENYA3wf5TyWMp3kZlRPPMv0eAq4BKVZ3czfLPAt8Pv2wCvqqqG8LL9gFHgCAQUNXZdgo3Y04i138hmacePsJP7qzmry/l4UmMzcH55R0HKd3wKEWHnYw9LZ2R09Jwe50keBw8+IXVzLhyOBd+ZQyJ/sEZ6h3qDPLq5+aTd85oRl42nrQJ2YgMzht/8I8LCLV3knLGBJJmj8eZ5B2UfAI1dVQ9+DjeyRPwTi3BM2YU4hic3/7at16ndX8p/uISkoon4UrLGJR8VEOUPv8AnvQcUkaVkFRQhNPtGZS86g/vpGLXUlKzx5GaU4Q/bTgisT9+qkrZoXdxOlx4E9PxJmbicScNSl6RjnRUUda0hYrm7XSG2gBIdQ9jbOrpg5pvX6za8Ml3gcljWM/0e7yH5XuB81S1TkQuB+YBkUf6AlWt7m8Bv/rdNN5+o5V9ewI8+Jt6vnFXOqGQ0tGhJCb274Okqqxd1kxDbSPv3Q+v3g/OBGHE1FTGzE7Hm+LizYf3sXbBQa78znhmXDVsQEFzzfxSOt6pp6a+A5ffjSvZg8vvJnlEGnue2cSeZzaRXJjOyMvGM+KS8fhyk/qdV/P+WioqmmlLEcTpAKeDpNnjqfjNszSt3A5OB/7JhSSdPoHkOcW4MvtfUwnUNlJX104goR1EEFcCCZnpNC56k8ZFb+JI8h8L0t6S8TgSE/u/X83NBODY+WTSxMnULl1My+4dVL34HO6cYSQVT8JfXEJiwcB+EDo6Ogh2tKGhEKiSUjiJg8v/Re2WFYjDiT9/LCmjJpIyaiKe9Jx+59NVak4RB7Yu4r1N/wYgwe0jJXssqTnjSM0uwpscmx9vEcGXmMG6rX85Ns/hSMDrScebmBGerL87OkYSfvZyvwRCnVQ0b6WsaSuNHYdPWOYUN9OyLscxyD8I0TjprvxT1aUiUtjL8uURL1cABQMv1nGJXgd3/yqL2z55iL/Na+T8S7zs3xfA4xEuvtrfr22KCH9eOJpn/m8m5a4VlK6u5dDOJvatrWff2uPt2Y1V7Tz1/U28M/8AH7trAvkl/Qti657dR+WODfBGz+sc2VfHlgdWsuXBlWTPymfkZdxsD6oAACAASURBVMXknzfGdl47fvsaKzeU9bxCMETzhlKaN5RyeN5LJI7PJ/n0CVSnTgSG2crr8K//xn17yntcHmpqpnnFGppXrIEEJ4nF4/BNKeFI/hjIsPfj8/DDD1NbW9vj8o7KQ9RWHqL2rddw+vz4x0/EXzyJ4PiRtvIB+PWvf017e/dNZxoK0nRgJ00HdlKx7AXcqVmkjJpI2vgZkGWv1h5ob+Hee++luTVIKNhBMNgJGjq+vKOF2vJN1JZvAsCdmEL68BKOjDoL8NnKKxQKUFlZyeHqOlpaq2hurcLpcBMMdRxb3hyeD5CZPp7RBefhdruxRvr2j1MSSHQmA6H3LZuUcQE+V2q/tx1L8dZaFevz9C8CL0e8VmCRiCjwoKrO6ymhiNwG3AaQmpoKuI8tmzrLw2dvS+GvDzTyk+/U0NaizDjd0+/ADJCWmUBJSQmnfdoKxC31nZSuqWPDK4dY/+KhE9bdt7ae+z69gtM/VcBl3xxnO6+ZnxpN05tJlGfXEWjqoKOpnUBzB417a+k80nHiygpVq8tpr22lcU8NE0bY+7J789NIPBygzh1CgyGrjbQzQKD6/Z0r4nLi9CficPXvY+BMTSIlJYVmR7i2oUqorR3tJqi5sjJx5w3DlZeLz2cvqAD4fD4a2sPHKlxrDLY0Q+jEL7w4nXjyRpBYMIrEgpE4nc7uYkKv3G43nSEF5FheoY629+9TUhrJIyeQMnoSvuwRgL2+CXE4qa/vu2NbHE7ScieQNWI6GXklJCfbvyq2+uBm/vTik33lRE5mCYUF55GSlBeeN7B+AxHB7fTSETzx+A33FZOXNHFA244VRQjF2SXZMQvMInIBVmA+O2L2WapaISI5wGIR2a6qS7tLHw7a8wDy8vJO+P0KBJSrP5XEv55u4sBe64Py9hutdHYoLndsTkF8aS7Gz83g1T/t6Xa5hmDdvw6yb209l8wdaeu0YOanRuNOmMbGi4+fyrU3tLHoOuuLIgkO0ifmkDVtOJlTh5E5ZRjuFOu037fYB0R/oc3E71zMuUtTmT/t+CGsf3UdB/+4AAD38Az8M8eRNGMcvsmFODzWaWrWBvvHcdj3PsdN2wM8Osz6gVRVDv/mAdp3lYLTSeL4MXinlOCdMgFXdtaxdM5D9jtXb731Vp50HD9j6ayrYe99v7C250/CP74Ef3EJ/rHFODwRbcAh+7393/72t3mu+nheVRuWUvHW8wAkZuWROnoyKWMm483KH1DTgiPBzde//nWWl6bhdLpwON3sWvUUNWUbQByk5RSFg/FkEtyR/QL2A7M/OZe0tDScZOP3ZePzZlNTv4uqmq0IDnKzp1BYcB5Jvtg1zagqB5o2sq12CUqIFHcOjR2VeJ0plGR+JGb5xEKcVZhjE5hFZCrwEHC5qtYcna+qFeH/K0XkOWAO0G1g7s1Lzzbzi7tqCEb8eDcfUdaubOP0c2LXkdVQ2c7FXxuLx5+Ax+884X+314kjXDNsfnoMHWwYUF7Va8spumEaWdOGkz4xB6dncDoZNaS0lR4k90uXkzRjHO7hg9NJBtBZfpCE7ExSPnI2iROLBtSm3JembZvJOOsC/MWTSCwYOWidjBoK0lp5gLxzPkbK6El4UjJjtm0RITMzE89Bq1mnvaWeQEcLY2Z+gsz8qbg8/T8j7MqfMpxvfetbLFt8/HNWfmgV+bmzGVVwLr7E2H4uOjo62Fj9CgdbdgAwMmkqEzLOZVnFE0zJvASXY3A6UPslxp1/InIHcKu1ZTYBt6jq+0+5ejHgaCAiI4F/Ap9T1Z0R8/2AQ1WPhP++BPhpf/L46HVJFBQm8IOvVFFfe/y8dMnClpgG5uxCP9mFsfsy9Cb/grFDko84hGG3XTEkebkL8si66dNDklf6mecNST7icDLy4s8OSV5ubyqTzv3ykOQV0iDTJt5Ioif2w9Ra2uv485+foqqlCqckMCnjIvKSJgAwNesy0jz2+jKGRIyqzCKSD3wDKFHVVhF5GrgeaxBF1PqsZojIU8A7QLGIlInIF0XkKyLylfAqdwOZwJ9EZL2IrA7PzwWWicgG4F3gRVV9xU7hIs08PZHHFgxn3MTjPcRLF7eaMabGh8ZgDZfsjkOcgxKUAVzORDo6OvAlpHPGsOuPBWUgPoMyMR/HnAB4RSQBq5e2wm55ohmVcUMfy2/FqrZ3nV8KTLNboN7kjUjgoWeH8ZM7a3jjlRYqDwXZtqmDkqlxdFpkGKc4V4KXG2+8kR0LQiTEU5NFDxQIhaIOulkRlU+AeZGDGlS1XER+BewHWoFFqrrIbpniqysyCj6/g1/cn8WX7rCG2Sxd1PoBl8gwjK6ys7NPiqAMWJFZJboJqlV1dsR0wkgzEUkHrgFGA3mAX0RutFukky4wAzgcwpe+lcYv78/i3WUmMBuGMTAxvFfGRcBeVa1S1U6s/rcz7ZbnpH601Eeu8FNQ6KK5yeZAVcMwjEix66raD5whIj6spowLgdW9J3m/kzowA4wvcfe9kmEYRo9id4MiVV0pIs8Aa7GuzllH+PoMO076wGwYhjFgMRzcpao/Bn48kG2YwGwYxqlNQaMflTEkTGA2DMMYwsdGRcMEZsMwjDi7Ts0EZsMwDBOYDcMw4sjRC0ziiAnMhmGc8uLtljsmMBuGYZhRGYZhGPFFTI3ZMAwjjiim888wDCO+iOn8MwzDiDumxmwYhhFn4uwGlSYwG4ZxaovDccxR3ShfRB4RkUoR2dzDchGR34nIbhHZKCIzI5Z9XkR2hafPx6rghmEYsSIa3TRUon2CyWPAZb0svxwoCk+3AfcDiEgG1u3vTgfmAD8OP3rFMAwjfmiU0xCJKjCr6lKgtpdVrgEeV8sKIE1EhgOXAotVtVZV64DF9B7gDcMwTnmiUV6LKCKFwL9VdXI3y/4N/FJVl4VfvwZ8HzgfSFTVn4fn/whoVdVfdbON27Bq26Smps664447bO6KYv/Wff1JA4oiNtP1J81Q5tW/IzF0R73f5VMQmwn7k2Yo84r38lnpFLGZsD9p7rnnnjWqOttWoi48I0do/ne+FdW6e7/5nQHnF41Ydf51dzR7+i51+0sQftrsPIC8vDydcuPztgqw6YmPUfTZl2yl2fW3K5BPrLGVBoBnZ3HkY1ttJUl+voT1F1Xazmr6qzksPbfBVppzl6Yyf5q9867rNgiPT7D/cbhpe4BHh/ltpbnlUDOPZSTZSnNzbRNPOlJspQH4TKiR+Z320l3nauS5avt5XZvVyIJye+k+mt/Iwi32jsWlk5p4ba3PVhqAC2e28NbrLltpzvlIJ2+/bD8yn3U5rJjfbivNGdd5WPG3Ftt5DZgSd5dkx+op2WXAiIjXBUBFL/MNwzDix8nYxhyFBcBN4dEZZwANqnoQWAhcIiLp4U6/S8LzDMMw4ka8jcqI6txVRJ7Cai/OEpEyrJEWLgBVfQB4CbgC2A20ALeEl9WKyM+AVeFN/VRVe+tENAzDGHon45V/qnpDH8sV+FoPyx4BHrFfNMMwjCFyMgZmwzCMD6uhbqaIhgnMhmEYcTYqwwRmwzBOeabGbBiGEW9MYDYMw4gjpo3ZMAwjDpnAbBiGEV8kzm6UH6sr/wzDMIwYMTVmwzAM05RhGIYRR0znn2EYRhwygdkwDCPOmMBsGIYRPwQzKsMwDCO+RHkv5mjaoUWkWETWR0yNIhLdc6simBqzYRhGjJoyVHUHMB1ARJxAOfCc3e2cNDXmtpbgB10EwzA+rAbn0VIXAntU9T27CeM+MK96rYH2thAP/7SchprOD7o4hmF8CNloysgSkdUR0229bPZ64Kn+lCeumzKe/dNhnvzNQWZ/JIW1SxopGJfINbfmDFp+e5ZXMWZulu1HqBuGcZKLvjZcraqz+1pJRNzAR4H/6E9xoqoxi8hlIrJDRHaLyA+6Wf7biMbunSJSH7EsGLFsgZ3CzTgvmQSXsPr1RkJBeO0fNVhPsYqdxsOthELWNt/5ayl/+dIKKvcciWke3dk6byV7n99MR2PboOajgSCVjy+mad1utHNwm4M6DpTT8MrrdFQcjvn71FXDmhU0blxDsKV5UPMJdrRx6N2FNB/ah4YGt+u+tmILdRVbCXQO7mciEGgb9PenzzKEOjjYuJWWjvq+Vx5sao3KiGay4XJgraoe7k+R+qwxhxuw/whcDJQBq0RkgapuPbqOqt4Rsf7XgRkRm2hV1el2C/bCQ5UseKiSQOfxD1D5nnZ2rG1mwqwku5vr0cM3vU1HS4BRszNpb+5k/7o67v/kEs747GjO/2oxHv/ATyo62wLU1dXR0diGy+9GnA7SJmTz7l2vsOm+ZeSeWcjIy4rJPWMkDpczBnt1nCQ4weHgwE//hsPnIWn2eJJPn0DSjHE4vO6Y5uXKH07VQ3+j/vmXScjKwDt1Er5pJXjGjUacsd0vd84wDvz5d+Bw4B1RiL+4hKTiSbiycmJ6xuN0J9LRWMvuZ36HM9FPyqgJJI+aSPLIYhIS/THLB8Djz2Djot+ACEnpI0jNHUdqzjiSMwtxOF0xy6embjdbdzyDz5uJ15uJz5uJL/H432538qCcNQaC7VQ27ebwke1UNZWSnzqF4SklMc+nX2L/O3UD/WzGgOiaMuYAu1W1FEBE/g5cA2ztYf0bsJ6iPSBX3ZJNKKg89duDBAPH57/2j9qYBeaWlhZCAaWlvpNtrx46Nj8UUJb/pZRNL5Vz6XcmMfnyvAF9UA9vq2P+ff+E+6zXCV4XCT7rixbqDHFwSSkHl5TiTk0k/8JxjLysmLSJ/QswpY8sZ+Mrezjid4DDgTgdaLvVNh9qaadx6SYal25CXE7808daQfq0YsB+kKl+7N88vKWcSs/xj5F2dAAQqK7lyOtvceT1t3D4vCROKsY3dRLeScW28wF44YUXOFDfxAnfIKcTgkFa3yul9b1Sqhf9G1dGJv7xVpD2jhrTr16UF154gb117VatUpVAq3UGFWxrpm7HGup2rAERfLmjSCksIWXURBKz8vq1X2+//Tb73msnFOgkFOzE6Uok2NlKU+17NNW+R/m21xBHAslZhaTmFJGaM45gMK1feQGEQkGS/cNI8ufQeKScpuZD71vH4XCRmTGe8WOuoD+fi0idwTaqmnZzqHE71c2lhNQ6a0v15jEx96IBbTuWYnlJtoj4sCqyX+7vNqIJzPnAgYjXZcDpPRRoFDAaeD1idqKIrAYCwC9V9fke0t4G3AaQmpqK0ylc++Vcpp6VzL13vkdFaTsAb79Yzy0/zMeXPPAamM/n485XL6J2fzNbFh3ktd9tP2H5kap2nvn+Wlb/4z2uuGsyuUUp/csoBCkpKbR0thJo7Tw2ddXR0Mbef25m7z83kzImgynfOBuw16beXt1EdXU1VPe+nnYGaVq1k6a1u/Et2cSBOR+BCaNt5dXx3iEOHDjQ53qhllZaVq2nfdde2vfs48isMyDD3o9rWVkZrVVVfa7XWVtD/cpltFWUkTJtFsHpE23lA1BaWkpjQ0PvK6nScmgfHQ3VdDTWkDnpTMhOtZ3XmjVrqK2t7T2rUICmmv24PMn4UnJRtZ8PwKJFi3hn+QqUns/Jk/zDKBxxHjnZkxFxAP3rcG9qamJd2QIqm/agemITmtvpY0b+x3E44qiLK4aBWVVbgMyBbCOaI9Ndta2n3bgeeEZPfCdGqmqFiIwBXheRTaq6530bVJ0HzAPIy8s7tv2xk3383/Pj+csvKlj0VA3trSHefrGei68f0H4fIyKk5HrZueT9TUFOlwO310ldWTPPfn8t59xaxOTL7deMCmZlc+edd7L+oko0GKKzuYN9L2xh64Mrj62T4HWRPjmXzGl5ZE4dTnpJDgmJLnjVXl5jvnAmHxt9Lq8UhdBgCIIhGldso/b55cfzykwhaeY4/DPG4Z86Gqc/kREb7NfOM2++kou3NfNyemJ4jlL/r0W0795rvRTBXTgC75SJ+KZMxFVgnXkkH7LfLnz11VezMOA6tl3t7ODg/L+gQeuj5vB48I2bQFJxCf6iiTj9VuB3hhrpJQ5166qrruLtOjeIIAhHynZRvWHpseWetGxSRk8mdcxkfLmjEMfRanmj7f2aO3cum/aDw+nCkeCifNvrtDfXWLvpSCB9+ESyRkwnbfhEnAlW01NCQpPtfAASExNRQng8qbgSvCfUltNSCykccR4Z6UUxacZISkpifM4FNHfU0dR+/AdVEKYXXEuiK3nAecRM/4bCDapoAnMZMCLidQFQ0cO61wNfi5yhqhXh/0tF5E2s9uf3BebeJPqcfPlnI5hxbgr337Wf1/5RE7PADNDZFuTKH07B5XXi9jpxeRNwe504Xd2fBw/kPRSnA0eCk/I3Ssk7fwyZU4eTOXU4KeOycCQMfPSiJyuJ3NxUEkdbpdRgiIP3/wvflNEkzRxH0sxxuEdkx+TL5xk1nMLWAInDrNPdzqoaOisO4ZsxBe+UiXgnT8CZEpsv4MiRI/E7jp+x1L39Js7kFJKKJ+EvnoS3cCyOhNjUwIqKithcbeWlqhxatchqthhjBePE9NyY5ANw2mmnUeuzfkRaGyvZ29pA+vASMkdMJyOvBKcrsY8tRG/OnDmE2s/B6XSzv2wZu0pfJiujmFEjziMtdVTM8jmqM9h6QlAGKM69kAzfyJjnNRDCyXl3uVVAkYiMxrqK5XrgM11XEpFiIB14J2JeOtCiqu0ikgWcBfxvfws75+JUiqZN4A/f3897O1oZVezt76ZO4Etz40uLbUdYbxxuJ+c//MkhGZangSCFv/hizDv6uuPwJlLwv3cjMQqQvUmaPJ20M88b9GOowQCjr/wiLn8/m7FsEIeT2VffTYLbNyjbT0xMxBnuRBRxcvqsr5PkHzYoeQGkJuaRlzqZYKiTw0d2MDxlEqPS+xxp9oE46QKzqgZE5HZgIeAEHlHVLSLyU2C1qh4dAncD8Hc9cRzOROBBEQlhdcP8MnI0R3+k57j44cNjqDt88l5sEouacdR5eWLXm98XZ1JsRyn0xpXa/w4wOxwJVhPDUEhMit1ZYF9G5M8d9DxEhCnDr6K1s56WjjomD788fq8RONkCM4CqvgS81GXe3V1e39NNuuXAlAGUr1sOh5A5fOhquIZh9I+IkOhKZUbBx3E6hq6SYNvJGJgNwzD6yyEOfO70D7oYPTNPMDEMw4hDJjAbhmHEl3i7Ub4JzIZhnPJMU4ZhGEY8OUkvMDEMw/hwM4HZMAwjfpysV/4ZhmF8qEkoviKzCcyGYZzaTBuzYRhG/DFNGYZhGPHGBGbDMIz4YmrMhmEY8cYEZsMwjDii5pJswzCMuGLGMRuGYcQjja/IbAKzYRinPFNjNgzDiCdxeIFJVA+fE5HLRGSHiOwWkR90s/xmEakSkfXh6daIZZ8XkV3h6fOxLLxhGEYsSCi6aaj0WWMWESfwR+BioAxYJSILunmo6nxVvb1L2gzgx8BsrN+kNeG0dTEpvWEYRgzE26iMaGrMc4Ddqlqqqh3A34Frotz+pcBiVa0NB+PFwGX9K6phGMYgUKzOv2imISLaR2Yi8kngMlW9Nfz6c8DpkbVjEbkZ+AVQBewE7lDVAyLyHSBRVX8eXu9HQKuq/qqbfG4DbgNITU2ddccdd9jcFcUa+GInhSI20/Q33dDmZfdI9C/NUObV7/IpiM2E/UkzlHnFe/msdIrYTNifNPfcc88aVZ1tK1EXSekjdPpHvhnVum//87sDzi8a0XT+dXekukbzfwFPqWq7iHwF+AvwkSjTWjNV5wHzAPLy8nTMZ16OomjHlT55Ofk3vGorTflTFxH4+HpbaQAS/jmd+mu22UqT9sJE1l5YZTuvma9l8+Y5jbbSnP9WCn+fai+f6zfC4xPs9wXftD3Ao8P8ttLccqiZxzKSbKW5ubaJJx0pttIAfCbUyPxOe+muczXyXLX9vK7NamRBub10H81vZOEWe8fi0klNvLrOZysNwEUzWlj6hstWmnMv6GTZQqftvM6+NMg7z3baSjP3Ey5WzG+3nVdMnISdf2XAiIjXBUBF5AqqWqOqR4/on4FZ0aY1DMP4IB29wCSaaahEE5hXAUUiMlpE3MD1wILIFURkeMTLjwJHq5MLgUtEJF1E0oFLwvMMwzDigyoSim4aKn2eu6pqQERuxwqoTuARVd0iIj8FVqvqAuAbIvJRIADUAjeH09aKyM+wgjvAT1W1dhD2wzAMo//irCkjqkZFVX0JeKnLvLsj/v4P4D96SPsI8MgAymgYhjGozJV/hmEY8UQB88w/wzCMOBNfcTm6S7INwzA+zGI5KkNE0kTkGRHZLiLbRGSu3fKYGrNhGKe8GI+4uA94RVU/GR7JZnvQuQnMhmGc2mJ4dzkRSQHO5fjItA6gw+52TFOGYRinNOsCE41qArJEZHXEdFuXzY3BujXFoyKyTkQeEhF7l8ZiArNhGAaEopygWlVnR0zzumwpAZgJ3K+qM4Bm4H23Su6LCcyGYZzybNSY+1IGlKnqyvDrZ7ACtS0mMBuGcWpTG1Nfm1I9BBwQkeLwrAuBrveu75Pp/DMM4xQX8/tgfB34W3hERilwi90NmMBsGIYRw5vgq+p6rKc29ZsJzIZhnNo0/h4tZQKzYRjGED42KhomMBuGYcRXXDaB2TAMQ0Lx1ZZhArNhGKc25ejFI3HDBGbDME5pQtQXjwyZk+YCk9pDtu8DYktL3Qf0dF7DMD54qtFNQySqwCwil4nIDhHZLSLvu+5bRO4Uka0islFEXhORURHLgiKyPjwt6Jq2Lx3tITYureeP39qFDuKBef4/1vDmH7bS3mTvkev90V7fSuXK/YQCg3/+FGxpo21PxaAeu6MC1bUE6hoGPR+AtoPlhDoH/70KtrfSXl816PkAtDXXoBpn59SnijgLzH02ZYiIE/gjcDHWdeCrRGSBqkZeZrgOmK2qLSLyVeB/gevCy1pVdXp/C/iPXx9g4WOHAFizuI7Zl2T0d1PdUlU2v1iGP9PDsnk7WfuPfZz71QnM+EQhTtfgnFC4UxPZ8qfldNS3kPeRIgouKiKtJBcRiXleDq+HQw/8i0BDM8lzJpB0+gR8E0chCc6Y5yWuBMr/85e4hufinVaCb0oJrhF5g7JfbQf2ceCh3+MbO56k4hL840tISE6JeT4Ot4d9z/6eUDBISuEEUkaV4M8fi8MZ+1bAmgMbqNi5hNSc8aTlFpGaW4THlx7TPFRD7Ni1AIc48ftzw1MOrgRvTPPpSzDUSUegGa87bUjz7dZJ2sY8B9itqqUAIvJ34Boirv9W1Tci1l8B3BiLwq19rY61r9Yde/2P3xxgxkfScSbE7oveeKiVF+5ac+x1S10Hr/z3Rt792x4u+EYJEy6KTWB5/vnnqVrWTILXhdPnwp3i4UhpDXuf2cjeZzbiL0gl/6IiCi4uJmlk/z+s9RvLWLaslpq9DsQh4HDgGpZB256D1L30LnUvvYsjKZGk2cUkz5mAf/pYHInufuXVsm4Hq7fUcSTFDSKA4MrLpeO9Mjr2l9Hwr0U409PwTp2Ib2oJiePHIa7+BbTt27fT0AaR45o0GKB5+2aat28GwJM3wgrSxZPwDM/v9/u2c+dO6qqdoCFA8WYXULdjNdUbqqje8BYOl5ukEeNJGTWRlFETcSX1//2qrq7mSHU1oVAniUlZBDvbqDmwjpoD6wBITMomNbeItNzxpGSPJcE9sAAq4mBYznTWbniIyGPp8aSS5M/F77OCdZI/B3/SsAHldZSq0txeTUNrBQ0t1tQRbGX26M/EZPuxcDKOysgHDkS8LgNO72X9LwIvR7xOFJHVQAD4pao+H23hZnwkDQ0pT//6AAdL2zhY2sZb/6zi/E/nRLuJPgXaghRfOJxdSw4RChz/oNa+18yz315FwbQMLrxzEiNmZA4on23bttHe3nM7dnNZAzsfW83Ox1aTWpxNwcXjyb94vO18ale/x/pXV/a6TqipjcY3N9D45gbEnYB/xjgOz7wAJuTbyqvhlRX8e8OuXtcJ1tXTtOQdmpa8g3g8+GdPo2nuuZCRZCuvN954g8OHD/e6TnvFAdorDlDzxkISUlLJOOdCQrMm28oHYOHChdTU1PS4PNTZQWPpZhpLrR8Ef94Y8s75GGTZr7G/+OKL7N27t8flbU1VtDVVcXjPchwJHkaUXExwwgzb+YD1I7B67Qu0tdXRdeBue3sD7e0N1NTuIjtrIomJaQgOBlKVDIQ62FL2EtVHdhMIHf/suxP8zBnzOfye2J799t/QNlNEI5rA3F21o9u9EJEbsa4RPy9i9khVrRCRMcDrIrJJVfd0k/Y24DaA1NTUo/OYdXEG0y9I561/VvHc78p47ndlzL06E483NqfimaOTKb5gODteO9jt8qo9jSz40VpmfqKQOTeO7XfzxrXXXsuOsdUEWjsItHRS8douGnZVn7CO05tAxpQ8sqbnkV6SizvZYzuf1El5zJ07l+2ZigZDEArRfqCS1q37T8wrxYd/+lj8M4vwTx9L7j7b9/LGN62ICY4kdnqPf4zad+8lUHnifrmG5eCdMhHv1BI8Y0aRVNVmO6/i4mJah48IvxJAady0DoLBiJ1y4isci794EknFk3ClZ+AINUKwuy32bNy4cQTSC8I1bqGzqZ7mgycGT5c/lZQxk0kdPTmiaaPR9n5lZ2dT1RBAHC4czgSOVO8jFDze0e1wukgbNoHMEdNIHz4RZ4IHp7PJdj4ALpeLxiMHul3mdHrIGzabgvwz8HpjEzATHG4KMqZzqOF4q6c7wc9po2/E7xlYRSemlJMyMJcBIyJeF/z/9u4+Ror6juP4+3O7d7f3zMMBegepd3gcDwcUSqtAqBSwBapiUltRNKbBkDRibdPYaJ/jH419SFP/aBqJQi1araXaksZiqbZp0gcLVVKhaKBA8EAejBYtwl3v+PaPGeq6BW9vd+5mdvm+ksvOzM7ufH9zd9+d/c7vNwMczl1J0hLgy8AVZva/j0czx/r/dgAACCtJREFUOxw+7pP0e2AW8H+JObzg9DqAlpaWd+2lVFos/NRY5l49mq0bj/LHX7zGohvG5RH6wPp6+jlx5BRX3tlF7ahqakdWUzeyKpyuIl0VzQfA5MmTeXtxcBLp9Otvs+fH20nXVjJqRguj3x8k46bOMVQUWfsdfVkbC3tn8saMYN7MOPjVDSDITGyhbnYH9bM7yExsQaniauhNy+exor2PDRcFSf1MTy+HvvJNSKXITGqnZvpUaqZPpnJMc1HbAVi0aBFHKt45Ij25Zzdv7thORW0d9ZOmUNc5jdqJnaQymaK3tWzZMk6/9s62Dmx5CIDM6Itpau+isa2LmjHjIylxLV++nNSu4NvDqbeOs2PLt8+ZjKPQ0NDArJm3ksmM4O87N3Ly5FFqMqMY3zqXiy+aTTpd/L7LVZnKIFVg1k9VqpYPtq2iPlP830PkklXJyCsxbwM6JLUBh4CVwLuKQ5JmAfcDS83sWNbykcDbZtYjqRmYT3BisCDVNSmuWtNCX290ezFdnWLBms6BV4xQ74lTzLvvWhovbaYiPbQ9FvtPnGTElR+g9c7rSTcN/qh4MPqOHWf0jZ8gM6WDiggS5Hs509PDhNW3k5nwPlQxdPuwv7eH+pZ2WuZdTVXj0H71PvXmUTouXxVpMs5WUVHByBFt/PvkUSor65g+7SaaR3ciDd3+a6y5iAWTPsOf965nTvsq6jNjhmxbxUhaP+YBE7OZ9UlaCzwNpID1ZrZL0j3AdjPbDHwHqAd+Fh5FHDSza4ApwP2SzhB0zbs3pzdHYUFXlUz363NqbBu+r3HpEfU0XTFzWLZVNaGVqgmDq1MXqqGr4I4+g5KqqqZ5xoJh2dao1sHXwwtRW9PM7Jmrh2VbANWV9cxpu5GGTHTnhiJXaokZwMyeAp7KWfa1rOkl53ndn4DpxQTonItWRUX0XSXfc3tK0VgTTelxSJhBf7JqGT4k2znnSvGI2TnnyponZuecSxADor3nX9E8MTvnLnAWjvJMDk/MzrkLm+En/5xzLnG8xuyccwnjidk555KkNC9i5Jxz5cuAErzsp3POlTc/YnbOuSTxIdnOOZcsRuLuteiJ2TnnfOSfc84ljNeYnXMuQcy8V4ZzziWOHzE751ySGNY/yDv2DjFPzM65C5tf9tM55xIoYd3l8rqrqaSlkl6WtFfSXed4vlrST8Pnn5N0SdZzd4fLX5b0sehCd8654hlgZyyvn3xIOiDpRUk7JG0vJKYBj5glpYAfAFcC3cA2SZtz7na9GnjDzC6VtBL4FnC9pKnASmAa0AL8VtIkM0tWQcc5d+GyIblQ/kfM7LVCX5zPEfOHgL1mts/MeoHHgBU566wAHgqnNwGLJSlc/piZ9ZjZfmBv+H7OOZcY1t+f189wkQ3QTUTSdcBSM7s1nL8ZuMzM1matszNcpzuc/ydwGfAN4C9m9nC4/EHg12a26RzbWQOsCWe7gJ3FNS1xmoGCP0ETrBzbVY5tgvJsV6eZNRTzBpK2EOybfGSA01nz68xsXc777QfeIKiS3J/7fD7yOfmncyzLzebnWyef1wYLg+DXAUjabmZz8oitZJRjm6A821WObYLybFehNdxsZrY0iliyzDezw5LGAlslvWRmfxjMG+RTyugGJmTNjwcOn28dSWmgCXg9z9c651zZMLPD4eMx4EkKKN/mk5i3AR2S2iRVEZzM25yzzmbglnD6OuBZC2okm4GVYa+NNqAD+Otgg3TOuVIgqU5Sw9lp4KMUUJYdsJRhZn2S1gJPAylgvZntknQPsN3MNgMPAhsl7SU4Ul4ZvnaXpMeBfwB9wG159sgYdE2mBJRjm6A821WObYLybFfS2jQOeDLo+0Aa+ImZbRnsmwx48s8559zwymuAiXPOueHjidk55xImUYl5oKHfpUjSBEm/k7Rb0i5Jd8QdU1QkpSS9IOlXcccSFUkjJG2S9FL4O5sbd0zFkvT58G9vp6RHJWXijqkQktZLOhaOmzi7bJSkrZL2hI8j44wxKolJzFlDv5cBU4EbwiHdpa4P+IKZTQEuB24rk3YB3AHsjjuIiN0HbDGzycBMSrx9klqBzwJzzKyL4AT+ynijKtiPgNw+x3cBz5hZB/BMOF/yEpOYyW/od8kxs1fN7Plw+i2Cf/TWeKMqnqTxwMeBB+KOJSqSGoEPE/Qywsx6zexf8UYViTRQE44xqKVExxKEgzRez1mcfTmIh4BrhzWoIZKkxNwKvJI1300ZJLBs4VX3ZgHPxRtJJL4PfBFI1vUSi9MOHAc2hCWaB8K+qCXLzA4B3wUOAq8CJ8zsN/FGFalxZvYqBAdBwNiY44lEkhJz3sO3S5GkeuDnwOfM7M244ymGpKuAY2b2t7hjiVgamA380MxmAScp8a/GYc11BdBGcIXHOkk3xRuVG0iSEnPZDt+WVEmQlB8xsyfijicC84FrJB0gKDktkvRwvCFFohvoNrOz32g2ESTqUrYE2G9mx83sP8ATwLyYY4rSUUkXA4SPx2KOJxJJSsz5DP0uOeHlTx8EdpvZ9+KOJwpmdreZjTezSwh+T8+aWckfhZnZEeAVSZ3hosUEo1ZL2UHgckm14d/iYkr8hGaO7MtB3AL8MsZYIpOYW0udb+h3zGFFYT5wM/CipB3hsi+Z2VMxxuTO73bgkfDgYB/w6ZjjKYqZPSdpE/A8QQ+hF0jeMOa8SHoUWAg0S+oGvg7cCzwuaTXBh9An44swOj4k2znnEiZJpQznnHN4YnbOucTxxOyccwnjidk55xLGE7NzziWMJ2bnnEsYT8zOOZcw/wVkCzJz8ExwpAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -700,8 +675,8 @@ "\n", "# Transform the line into the spatial refenernce projection to match the projected coordiates\n", "line = geometry.transform(line.T[0], line.T[1], \n", - " vmg.xoffset, vmg.yoffset, \n", - " vmg.angrot_radians)\n", + " vmg.xoffset, vmg.yoffset, \n", + " vmg.angrot_radians)\n", "line = np.array(line).T\n", "\n", "vcs = PlotCrossSection(modelgrid=vmg, line={\"line\": line})\n", @@ -744,12 +719,12 @@ " loading package chd...\n", " loading package oc...\n", " loading ims package gwf_1...\n", - "FloPy is using the following executable to run the model: /Users/jdhughes/.local/bin/mf6\n", + "FloPy is using the following executable to run the model: .\\mf6.EXE\n", " MODFLOW 6\n", " U.S. GEOLOGICAL SURVEY MODULAR HYDROLOGIC MODEL\n", - " VERSION 6.0.4 03/13/2019\n", + " VERSION mf6.0.2 February 23, 2018\n", "\n", - " MODFLOW 6 compiled Mar 19 2019 16:46:21 with IFORT compiler (ver. 19.0.0)\n", + " MODFLOW 6 compiled Feb 21 2018 10:49:51 with IFORT compiler (ver. 18.0.1)\n", "\n", "This software has been approved for release by the U.S. Geological \n", "Survey (USGS). Although the software has been subjected to rigorous \n", @@ -764,13 +739,13 @@ "Resources Software User Rights Notice for complete use, copyright, \n", "and distribution information.\n", "\n", - " Run start date and time (yyyy/mm/dd hh:mm:ss): 2019/05/31 18:27:07\n", + " Run start date and time (yyyy/mm/dd hh:mm:ss): 2019/10/07 15:58:43\n", "\n", " Writing simulation list file: mfsim.lst\n", " Using Simulation name file: mfsim.nam\n", " Solving: Stress period: 1 Time step: 1\n", - " Run end date and time (yyyy/mm/dd hh:mm:ss): 2019/05/31 18:27:07\n", - " Elapsed run time: 0.032 Seconds\n", + " Run end date and time (yyyy/mm/dd hh:mm:ss): 2019/10/07 15:58:43\n", + " Elapsed run time: 0.055 Seconds\n", "\n", " Normal termination of simulation.\n" ] @@ -814,20 +789,18 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "# Added 0.01 to 10 to account for precision issues with transforms...\n", - "line = np.array([(-0.1, 2.5), (10.1, 2.5)])\n", + "line = np.array([(-0.1, 3.5), (10.1, 3.5)])\n", "\n", "# Transform the line into the spatial refenernce projection to match the projected coordiates\n", "line = geometry.transform(line.T[0], line.T[1], \n", @@ -835,12 +808,11 @@ " vmg.angrot_radians)\n", "line = np.array(line).T\n", "\n", - "vcs = PlotCrossSection(modelgrid=vmg, line={\"line\": line})\n", + "vcs = PlotCrossSection(modelgrid=vmg, line={\"line\": line}, geographic_coords=True)\n", "ax = vcs.plot_array(a=hdata, masked_values=[1e30])\n", "plt.colorbar(ax)\n", "vcs.plot_grid()\n", "ax = vcs.plot_specific_discharge(spdis[0], head=hdata)\n", - "plt.xlim([0, 10])\n", "plt.title(\"Vertex grid specific discharge\");" ] }, @@ -850,7 +822,7 @@ "source": [ "These discharge vectors are much more uniform as expected.\n", "\n", - "### For more information about the plotting functionality in flopy including optional keyword arguments, please see the ipython notebook: flopy3_PlotArrayExample.ipynb\n", + "### For more information about the plotting functionality in flopy including optional keyword arguments, please see the ipython notebook: flopy3_PlotArrayExample.ipynb, flopy3_PlotMapView_demo.ipynb, and flopy3_PlotCrossSection_demo.ipynb\n", "\n", "### Happy plotting!" ] @@ -886,7 +858,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/flopy/plot/crosssection.py b/flopy/plot/crosssection.py index ccf2bc420c..13e2c682f4 100644 --- a/flopy/plot/crosssection.py +++ b/flopy/plot/crosssection.py @@ -24,12 +24,17 @@ class _CrossSection(object): ax : matplotlib.pyplot.axes object model : flopy.mf6.Modflow or flopy.modflow.Modflow object modelgrid : flopy.discretization.grid object + geographic_coords : bool + boolean flag to allow the user to plot cross section lines in + geographic coordinates. If False (default), cross section is plotted + as the distance along the cross section line. """ - def __init__(self, ax=None, model=None, modelgrid=None): + def __init__(self, ax=None, model=None, modelgrid=None, + geographic_coords=False): self.ax = ax - + self.geographic_coords = geographic_coords if plt is None: s = 'Could not import matplotlib. Must install matplotlib ' + \ ' in order to use ModelCrossSection method' @@ -76,14 +81,20 @@ class _StructuredCrossSection(_CrossSection): yul, and rotation. extent : tuple of floats (xmin, xmax, ymin, ymax) will be used to specify axes limits. If None - then these will be calculated based on grid, coordinates, and rotation. + then these will be calculated based on grid, coordinates, and rotation + geographic_coords : bool + boolean flag to allow the user to plot cross section lines in + geographic coordinates. If False (default), cross section is plotted + as the distance along the cross section line. """ def __init__(self, ax=None, model=None, modelgrid=None, - line=None, extent=None): + line=None, extent=None, geographic_coords=False): super(_StructuredCrossSection, self).__init__(ax=ax, model=model, - modelgrid=modelgrid) + modelgrid=modelgrid, + geographic_coords= + geographic_coords) if line is None: s = 'line must be specified.' @@ -106,6 +117,7 @@ def __init__(self, ax=None, model=None, modelgrid=None, onkey = list(line.keys())[0] eps = 1.e-4 xedge, yedge = self.mg.xyedges + self.__geographic_xpts = None # un-translate model grid into model coordinates self.xcellcenters, self.ycellcenters = \ @@ -121,6 +133,7 @@ def __init__(self, ax=None, model=None, modelgrid=None, ycenter[int(line[onkey])] - eps), (xedge[-1] - eps, ycenter[int(line[onkey])] + eps)] + self.offset = self.mg.xvertices[line[onkey]+1, 0] elif 'column' in linekeys: self.direction = 'y' xcenter = self.xcellcenters[0, :] @@ -128,6 +141,7 @@ def __init__(self, ax=None, model=None, modelgrid=None, yedge[0] - eps), (xcenter[int(line[onkey])] - eps, yedge[-1] + eps)] + self.offset = self.mg.yvertices[-1, line[onkey]+1] else: self.direction = 'xy' verts = line[onkey] @@ -139,6 +153,9 @@ def __init__(self, ax=None, model=None, modelgrid=None, xp, yp = self.mg.get_local_coords(xp, yp) pts = [(xt, yt) for xt, yt in zip(xp, yp)] + # for now set offset to zero, since we do not have + # information on projection from the user + self.offset = 0. # convert pts list to numpy array self.pts = np.array(pts) @@ -152,7 +169,7 @@ def __init__(self, ax=None, model=None, modelgrid=None, s += ' {} points intersect the grid.'.format(len(self.xpts)) raise Exception(s) - # set horizontal distance + # set horizontal distance d = [] for v in self.xpts: d.append(v[2]) @@ -230,9 +247,16 @@ def __init__(self, ax=None, model=None, modelgrid=None, nx += 1 except: break + + xcentergrid, zcentergrid = self.get_centergrids(self.xpts, self.zpts) self.xcentergrid = np.array(xcentergrid).reshape((nz, nx)) self.zcentergrid = np.array(zcentergrid).reshape((nz, nx)) + geo_xcentergrid, _ = self.get_centergrids(self.geographic_xpts, + self.zpts) + self.geographic_xcentergrid = \ + np.array(geo_xcentergrid).reshape((nz, nx)) + # Create cross-section extent if extent is None: self.extent = self.get_extent() @@ -245,6 +269,83 @@ def __init__(self, ax=None, model=None, modelgrid=None, return + @property + def geographic_xpts(self): + """ + Method to retranslate model coordinates to geometric + coordinates for plotting + + Returns: + + """ + if self.__geographic_xpts is None: + xypts = self.xpts.T + xypts = geometry.transform(xypts[0], xypts[1], + self.mg.xoffset, + self.mg.yoffset, + self.mg.angrot_radians) + + if self.direction == "xy": + xdist = np.max(xypts[0]) - np.min(xypts[0]) + ydist = np.max(xypts[1]) - np.min(xypts[1]) + if xdist >= ydist: + xypts = np.append(xypts, np.array([xypts[0]]), axis=0) + else: + xypts = np.append(xypts, np.array([xypts[1]]), axis=0) + else: + xypts = np.append(xypts, np.array([xypts[0]]), axis=0) + + self.__geographic_xpts = xypts.T + + return self.__geographic_xpts + + def get_centergrids(self, xpts, zpts): + """ + Method to calculate the centergrid information for plotting + + Parameters + ---------- + xpts : np.ndarray + array of x, y, distance along the cross section + zpts : np.ndarray + array of elevation values along the cross section + + Returns + ------- + tuple : (xcentergrid, zcentergrid) + """ + xcentergrid = [] + zcentergrid = [] + nz = 0 + if self.mg.nlay == 1: + for k in range(0, zpts.shape[0]): + nz += 1 + nx = 0 + for i in range(0, xpts.shape[0], 2): + try: + xp = 0.5 * (xpts[i][2] + xpts[i + 1][2]) + zp = zpts[k, i] + xcentergrid.append(xp) + zcentergrid.append(zp) + nx += 1 + except: + break + else: + for k in range(0, zpts.shape[0] - 1): + nz += 1 + nx = 0 + for i in range(0, xpts.shape[0], 2): + try: + xp = 0.5 * (xpts[i][2] + xpts[i + 1][2]) + zp = 0.5 * (zpts[k, i] + zpts[k + 1, i + 1]) + xcentergrid.append(xp) + zcentergrid.append(zp) + nx += 1 + except: + break + + return xcentergrid, zcentergrid + def plot_array(self, a, masked_values=None, head=None, **kwargs): """ Plot a three-dimensional array as a patch collection. @@ -352,8 +453,13 @@ def plot_surface(self, a, masked_values=None, **kwargs): vpts = np.ma.masked_equal(vpts, mval) plot = [] + # adust distance array for modelgrid offset + if self.geographic_coords: + d = self.geographic_xpts.T[-1] + else: + d = self.d for k in range(vpts.shape[0]): - plot.append(ax.plot(self.d, vpts[k, :], **kwargs)) + plot.append(ax.plot(d, vpts[k, :], **kwargs)) return plot @@ -440,12 +546,17 @@ def plot_fill_between(self, a, colors=('blue', 'red'), # mask cells y1[idxmk] = np.nan y2[idxmk] = np.nan - plot.append(ax.fill_between(self.d, y1=y1, y2=y2, + # adjust distance array for modelgrid offset + if self.geographic_coords: + d = self.geographic_xpts.T[-1] + else: + d = self.d + plot.append(ax.fill_between(d, y1=y1, y2=y2, color=colors[0], **kwargs)) y1 = y2 y2 = self.zpts[k + 1, :] y2[idxmk] = np.nan - plot.append(ax.fill_between(self.d, y1=y1, y2=y2, + plot.append(ax.fill_between(d, y1=y1, y2=y2, color=colors[1], **kwargs)) return plot @@ -493,7 +604,11 @@ def contour_array(self, a, masked_values=None, head=None, **kwargs): else: zcentergrid = self.zcentergrid - contour_set = self.ax.contour(self.xcentergrid, zcentergrid, + if self.geographic_coords: + xcentergrid = self.geographic_xcentergrid + else: + xcentergrid = self.xcentergrid + contour_set = self.ax.contour(xcentergrid, zcentergrid, vpts, **kwargs) return contour_set @@ -549,14 +664,18 @@ def get_grid_patch_collection(self, zpts, plotarray, **kwargs): vmax = None colors = [] + if self.geographic_coords: + xpts = self.geographic_xpts + else: + xpts = self.xpts for k in range(zpts.shape[0] - 1): - for idx in range(0, len(self.xpts) - 1, 2): + for idx in range(0, len(xpts) - 1, 2): try: - ll = ((self.xpts[idx][2], zpts[k + 1, idx])) + ll = ((xpts[idx][2], zpts[k + 1, idx])) try: - dx = self.xpts[idx + 2][2] - self.xpts[idx][2] + dx = xpts[idx + 2][2] - xpts[idx][2] except: - dx = self.xpts[idx + 1][2] - self.xpts[idx][2] + dx = xpts[idx + 1][2] - xpts[idx][2] dz = zpts[k, idx] - zpts[k + 1, idx] pts = (ll, (ll[0], ll[1] + dz), (ll[0] + dx, ll[1] + dz), @@ -598,14 +717,18 @@ def get_grid_line_collection(self, **kwargs): color = kwargs.pop('color') linecol = [] + if self.geographic_coords: + xpts = self.geographic_xpts + else: + xpts = self.xpts for k in range(self.zpts.shape[0] - 1): - for idx in range(0, len(self.xpts) - 1, 2): + for idx in range(0, len(xpts) - 1, 2): try: - ll = ((self.xpts[idx][2], self.zpts[k + 1, idx])) + ll = ((xpts[idx][2], self.zpts[k + 1, idx])) try: - dx = self.xpts[idx + 2][2] - self.xpts[idx][2] + dx = xpts[idx + 2][2] - xpts[idx][2] except (IndexError, ValueError): - dx = self.xpts[idx + 1][2] - self.xpts[idx][2] + dx = xpts[idx + 1][2] - xpts[idx][2] dz = self.zpts[k, idx] - self.zpts[k + 1, idx] # horizontal lines linecol.append(((ll), (ll[0] + dx, ll[1]))) @@ -711,9 +834,13 @@ def get_extent(self): tuple : (xmin, xmax, ymin, ymax) """ + if self.geographic_coords: + xpts = self.geographic_xpts + else: + xpts = self.xpts - xmin = self.xpts[0][2] - xmax = self.xpts[-1][2] + xmin = xpts[0][2] + xmax = xpts[-1][2] ymin = self.zpts.min() ymax = self.zpts.max() diff --git a/flopy/plot/plotbase.py b/flopy/plot/plotbase.py index 95b12c95b9..79fbbdf637 100644 --- a/flopy/plot/plotbase.py +++ b/flopy/plot/plotbase.py @@ -32,11 +32,15 @@ class PlotCrossSection(object): extent : tuple of floats (xmin, xmax, ymin, ymax) will be used to specify axes limits. If None then these will be calculated based on grid, coordinates, and rotation. + geographic_coords : bool + boolean flag to allow the user to plot cross section lines in + geographic coordinates. If False (default), cross section is plotted + as the distance along the cross section line. """ def __init__(self, model=None, modelgrid=None, ax=None, - line=None, extent=None): + line=None, extent=None, geographic_coords=False): if plt is None: s = 'Could not import matplotlib. Must install matplotlib ' + \ ' in order to use ModelMap method' @@ -51,7 +55,9 @@ def __init__(self, model=None, modelgrid=None, ax=None, if tmp == "structured": self.__cls = _StructuredCrossSection(ax=ax, model=model, modelgrid=modelgrid, - line=line, extent=extent) + line=line, extent=extent, + geographic_coords= + geographic_coords) elif tmp == "unstructured": raise NotImplementedError("Unstructured xc not yet implemented") @@ -59,7 +65,9 @@ def __init__(self, model=None, modelgrid=None, ax=None, elif tmp == "vertex": self.__cls = _VertexCrossSection(ax=ax, model=model, modelgrid=modelgrid, - line=line, extent=extent) + line=line, extent=extent, + geographic_coords= + geographic_coords) else: raise ValueError("Unknown modelgrid type {}".format(tmp)) @@ -80,6 +88,7 @@ def __init__(self, model=None, modelgrid=None, ax=None, self.zpts = self.__cls.zpts self.xcentergrid = self.__cls.xcentergrid self.zcentergrid = self.__cls.zcentergrid + self.geographic_coords = self.__cls.geographic_coords self.extent = self.__cls.extent def plot_array(self, a, masked_values=None, head=None, **kwargs): @@ -480,17 +489,22 @@ def plot_specific_discharge(self, spdis, head=None, kstep=1, else: zcentergrid = self.zcentergrid + if self.geographic_coords: + xcentergrid = self.__cls.geographic_xcentergrid + else: + xcentergrid = self.xcentergrid + if nlay == 1: x = [] z = [] for k in range(nlay): - for i in range(self.xcentergrid.shape[1]): - x.append(self.xcentergrid[k, i]) + for i in range(xcentergrid.shape[1]): + x.append(xcentergrid[k, i]) z.append(0.5 * (zcentergrid[k, i] + zcentergrid[k + 1, i])) - x = np.array(x).reshape((1, self.xcentergrid.shape[1])) - z = np.array(z).reshape((1, self.xcentergrid.shape[1])) + x = np.array(x).reshape((1, xcentergrid.shape[1])) + z = np.array(z).reshape((1, xcentergrid.shape[1])) else: - x = self.xcentergrid + x = xcentergrid z = zcentergrid u = [] @@ -534,12 +548,8 @@ def plot_specific_discharge(self, spdis, head=None, kstep=1, u = np.array([qx[cell] for cell in sorted(projpts)]) - if self.direction == "x": - x = np.array([np.mean(np.array(v).T[0]) for i, v - in sorted(projpts.items())]) - else: - x = np.array([np.mean(np.array(v).T[1]) for i, v - in sorted(projpts.items())]) + x = np.array([np.mean(np.array(v).T[0]) for i, v + in sorted(projpts.items())]) z = np.ravel(zcenters) v = np.array([qz[cell] for cell diff --git a/flopy/plot/vcrosssection.py b/flopy/plot/vcrosssection.py index 9efc6b9f9f..d38fa9fdc0 100644 --- a/flopy/plot/vcrosssection.py +++ b/flopy/plot/vcrosssection.py @@ -36,12 +36,18 @@ class _VertexCrossSection(_CrossSection): extent : tuple of floats (xmin, xmax, ymin, ymax) will be used to specify axes limits. If None then these will be calculated based on grid, coordinates, and rotation. + geographic_coords : bool + boolean flag to allow the user to plot cross section lines in + geographic coordinates. If False (default), cross section is plotted + as the distance along the cross section line. """ def __init__(self, ax=None, model=None, modelgrid=None, - line=None, extent=None): + line=None, extent=None, geographic_coords=False): super(_VertexCrossSection, self).__init__(ax=ax, model=model, - modelgrid=modelgrid) + modelgrid=modelgrid, + geographic_coords= + geographic_coords) if line is None: err_msg = 'line must be specified.' @@ -123,6 +129,19 @@ def __init__(self, ax=None, model=None, modelgrid=None, s += ' {} points intersect the grid.'.format(len(self.xypts)) raise Exception(s) + if self.geographic_coords: + # transform back to geographic coordinates + xypts = {} + for nn, pt in self.xypts.items(): + xp = [t[0] for t in pt] + yp = [t[1] for t in pt] + xp, yp = geometry.transform(xp, yp, self.mg.xoffset, + self.mg.yoffset, + self.mg.angrot_radians) + xypts[nn] = [(xt, yt) for xt, yt in zip(xp, yp)] + + self.xypts = xypts + top = self.mg.top top.shape = (1, -1) botm = self.mg.botm @@ -153,24 +172,9 @@ def __init__(self, ax=None, model=None, modelgrid=None, self.direction = "y" # make vertex array based on projection direction - self.projpts = {} - for k in range(1, nlay + 1): - top = self.elev[k - 1, :] - botm = self.elev[k, :] - adjnn = (k - 1) * ncpl - for nn, verts in self.xypts.items(): - t = top[nn] - b = botm[nn] - if self.direction == "x": - projt = [(v[0], t) for v in verts] - projb = [(v[0], b) for v in verts] - else: - projt = [(v[1], t) for v in verts] - projb = [(v[1], b) for v in verts] - - self.projpts[nn + adjnn] = projt + projb + self.projpts = self.set_zpts(None) - # Create cross-section extent + # Create cross-section extent if extent is None: self.extent = self.get_extent() else: @@ -178,9 +182,11 @@ def __init__(self, ax=None, model=None, modelgrid=None, self.layer0 = None self.layer1 = None + self.d = {i: (np.min(np.array(v).T[0]), np.max(np.array(v).T[0])) for i, v in sorted(self.projpts.items())} + self.xpts = None self.active = None self.ncb = None @@ -188,6 +194,8 @@ def __init__(self, ax=None, model=None, modelgrid=None, self.zpts = None self.xcentergrid = None self.zcentergrid = None + self.geographic_xcentergrid = None + self.geographic_xpts = None # Set axis limits self.ax.set_xlim(self.extent[0], self.extent[1]) @@ -395,6 +403,7 @@ def plot_fill_between(self, a, colors=('blue', 'red'), v = [v] * len(x) + x = np.array(x) plot.append(ax.fill_between(x, y1, v, color=colors[0], **kwargs)) plot.append(ax.fill_between(x, v, y2, color=colors[1], **kwargs)) @@ -532,8 +541,7 @@ def plot_discharge(self): raise NotImplementedError("plot_specific_discharge must be " "used for VertexGrid models") - @classmethod - def get_grid_patch_collection(cls, projpts, plotarray, **kwargs): + def get_grid_patch_collection(self, projpts, plotarray, **kwargs): """ Get a PatchCollection of plotarray in unmasked cells @@ -637,28 +645,50 @@ def set_zpts(self, vs): Returns ------- - zpts : numpy.ndarray + zpts : dict + """ # make vertex array based on projection direction - if not isinstance(vs, np.ndarray): - vs = np.array(vs) + if vs is not None: + if not isinstance(vs, np.ndarray): + vs = np.array(vs) + + if self.direction == "x": + xyix = 0 + else: + xyix = -1 projpts = {} for k in range(1, self.mg.nlay + 1): top = self.elev[k - 1, :] botm = self.elev[k, :] adjnn = (k - 1) * self.mg.ncpl - for nn, verts in sorted(self.xypts.items()): - t = vs[nn] - if top[nn] < vs[nn]: + d0 = 0 + for nn, verts in sorted(self.xypts.items(), + key=lambda q: q[-1][xyix][xyix]): + if vs is None: t = top[nn] + else: + t = vs[nn] + if top[nn] < vs[nn]: + t = top[nn] b = botm[nn] - if self.direction == "x": - projt = [(v[0], t) for v in verts] - projb = [(v[0], b) for v in verts] + if self.geographic_coords: + if self.direction == "x": + projt = [(v[0], t) for v in verts] + projb = [(v[0], b) for v in verts] + else: + projt = [(v[1], t) for v in verts] + projb = [(v[1], b) for v in verts] else: - projt = [(v[1], t) for v in verts] - projb = [(v[1], b) for v in verts] + verts = np.array(verts).T + a2 = (np.max(verts[0]) - np.min(verts[0])) ** 2 + b2 = (np.max(verts[1]) - np.min(verts[1])) ** 2 + c = np.sqrt(a2 + b2) + d1 = d0 + c + projt = [(d0, t), (d1, t)] + projb = [(d0, b), (d1, b)] + d0 += c projpts[nn + adjnn] = projt + projb @@ -694,14 +724,9 @@ def get_extent(self): tuple : (xmin, xmax, ymin, ymax) """ xpts = [] - if self.direction == "x": - for nn, verts in self.xypts.items(): - for v in verts: - xpts.append(v[0]) - else: - for _, verts in self.xypts.items(): - for v in verts: - xpts.append(v[1]) + for _, verts in self.projpts.items(): + for v in verts: + xpts.append(v[0]) xmin = np.min(xpts) xmax = np.max(xpts) From af3334e8d42cdc9fab9c7874b2cfa951df3256e4 Mon Sep 17 00:00:00 2001 From: Joshua Larsen Date: Mon, 7 Oct 2019 16:06:31 -0700 Subject: [PATCH 2/4] removed unused attribute self.offset from _StructuredCrossSection --- flopy/plot/crosssection.py | 3 --- 1 file changed, 3 deletions(-) diff --git a/flopy/plot/crosssection.py b/flopy/plot/crosssection.py index 13e2c682f4..6cfe5930cb 100644 --- a/flopy/plot/crosssection.py +++ b/flopy/plot/crosssection.py @@ -133,7 +133,6 @@ def __init__(self, ax=None, model=None, modelgrid=None, ycenter[int(line[onkey])] - eps), (xedge[-1] - eps, ycenter[int(line[onkey])] + eps)] - self.offset = self.mg.xvertices[line[onkey]+1, 0] elif 'column' in linekeys: self.direction = 'y' xcenter = self.xcellcenters[0, :] @@ -141,7 +140,6 @@ def __init__(self, ax=None, model=None, modelgrid=None, yedge[0] - eps), (xcenter[int(line[onkey])] - eps, yedge[-1] + eps)] - self.offset = self.mg.yvertices[-1, line[onkey]+1] else: self.direction = 'xy' verts = line[onkey] @@ -155,7 +153,6 @@ def __init__(self, ax=None, model=None, modelgrid=None, pts = [(xt, yt) for xt, yt in zip(xp, yp)] # for now set offset to zero, since we do not have # information on projection from the user - self.offset = 0. # convert pts list to numpy array self.pts = np.array(pts) From 200ea5f2bb3748c17a00868d60e8b93a625e8262 Mon Sep 17 00:00:00 2001 From: Joshua Larsen Date: Mon, 7 Oct 2019 16:35:30 -0700 Subject: [PATCH 3/4] removed unused code, and codacy fix. --- flopy/plot/crosssection.py | 39 +++++-------------------------------- flopy/plot/vcrosssection.py | 3 ++- 2 files changed, 7 insertions(+), 35 deletions(-) diff --git a/flopy/plot/crosssection.py b/flopy/plot/crosssection.py index 6cfe5930cb..39b7145f5c 100644 --- a/flopy/plot/crosssection.py +++ b/flopy/plot/crosssection.py @@ -215,44 +215,13 @@ def __init__(self, ax=None, model=None, modelgrid=None, self.elev[k, :, :])) self.zpts = np.array(zpts) - xcentergrid = [] - zcentergrid = [] - nz = 0 - if self.mg.nlay == 1: - for k in range(0, self.zpts.shape[0]): - nz += 1 - nx = 0 - for i in range(0, self.xpts.shape[0], 2): - try: - xp = 0.5 * (self.xpts[i][2] + self.xpts[i + 1][2]) - zp = self.zpts[k, i] - xcentergrid.append(xp) - zcentergrid.append(zp) - nx += 1 - except: - break - else: - for k in range(0, self.zpts.shape[0] - 1): - nz += 1 - nx = 0 - for i in range(0, self.xpts.shape[0], 2): - try: - xp = 0.5 * (self.xpts[i][2] + self.xpts[i + 1][2]) - zp = 0.5 * (self.zpts[k, i] + self.zpts[k + 1, i + 1]) - xcentergrid.append(xp) - zcentergrid.append(zp) - nx += 1 - except: - break - xcentergrid, zcentergrid = self.get_centergrids(self.xpts, self.zpts) - self.xcentergrid = np.array(xcentergrid).reshape((nz, nx)) - self.zcentergrid = np.array(zcentergrid).reshape((nz, nx)) + self.xcentergrid = xcentergrid + self.zcentergrid = zcentergrid geo_xcentergrid, _ = self.get_centergrids(self.geographic_xpts, self.zpts) - self.geographic_xcentergrid = \ - np.array(geo_xcentergrid).reshape((nz, nx)) + self.geographic_xcentergrid = geo_xcentergrid # Create cross-section extent if extent is None: @@ -341,6 +310,8 @@ def get_centergrids(self, xpts, zpts): except: break + xcentergrid = np.array(xcentergrid).reshape((nz, nx)) + zcentergrid = np.array(zcentergrid).reshape((nz, nx)) return xcentergrid, zcentergrid def plot_array(self, a, masked_values=None, head=None, **kwargs): diff --git a/flopy/plot/vcrosssection.py b/flopy/plot/vcrosssection.py index d38fa9fdc0..fe39a7b3b2 100644 --- a/flopy/plot/vcrosssection.py +++ b/flopy/plot/vcrosssection.py @@ -541,7 +541,8 @@ def plot_discharge(self): raise NotImplementedError("plot_specific_discharge must be " "used for VertexGrid models") - def get_grid_patch_collection(self, projpts, plotarray, **kwargs): + @classmethod + def get_grid_patch_collection(cls, projpts, plotarray, **kwargs): """ Get a PatchCollection of plotarray in unmasked cells From 7a8504d1364575040a37822ae16e160d010524c3 Mon Sep 17 00:00:00 2001 From: Joshua Larsen Date: Tue, 8 Oct 2019 08:38:59 -0700 Subject: [PATCH 4/4] Fix typo in flopy3_PlotCrossSection_demo.ipynb example --- examples/Notebooks/flopy3_PlotCrossSection_demo.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/Notebooks/flopy3_PlotCrossSection_demo.ipynb b/examples/Notebooks/flopy3_PlotCrossSection_demo.ipynb index 5d2aaba228..734ea1c875 100644 --- a/examples/Notebooks/flopy3_PlotCrossSection_demo.ipynb +++ b/examples/Notebooks/flopy3_PlotCrossSection_demo.ipynb @@ -764,7 +764,7 @@ "source": [ "## A geographic coordinates option has also been added to the `PlotCrossSection` class\n", "\n", - "The default cross section plotting method plots cells with regard to their intersection distance along the cross sectional lined defined by the user. While this method is perfectly acceptable and in many cases may be preffered for plotting arbitrary cross sections, a flag has been added to plot based on geographic coordinates.\n", + "The default cross section plotting method plots cells with regard to their intersection distance along the cross sectional lined defined by the user. While this method is perfectly acceptable and in many cases may be preferred for plotting arbitrary cross sections, a flag has been added to plot based on geographic coordinates.\n", "\n", "The flag `geographic_coords` defaults to `False` which maintains FloPy's previous method of plotting cross sections. \n", "\n"