{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Phase Diagram calculations at Mauna Loa\n", "\n", "- Given a set composition we can use `ptt` to assess the phase stability at different P-T conditions to construct a phase diagram.\n", "- These calculations can be performed with either the MELTS or Holland & Powell family of thermodynamic models (through MAGEMin).\n", "- Also use outputs to assess the variability in key geochemical parameters across P-T space (e.g., phase proportions or chemistry).\n", "\n", "\n", "**Before any calculations can be run** users need to download the alphaMELTS for MATLAB files and/or install the MAGEMinCalc and juliacall packages. Please see the installation guide on ReadTheDocs." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "alphaMELTS for Python files successfully located.\n", "0.3.23\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "# If the alphaMELTS for Python files have not been added to your Python path (see installation guide) then use the two lines below to add\n", "# the location of the alphaMELTS files here.\n", "# import sys\n", "# sys.path.append(r'C:\\Users\\penny\\Box\\Berkeley_new\\MELTS_Installation\\alphamelts_py\\alphamelts-py-2.3.1-win64')\n", "\n", "\n", "import petthermotools as ptt \n", "\n", "print(ptt.__version__)\n", "# If you are running in jupyter lab or notebook, remove the word widget. \n", "%matplotlib widget" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Julia environment detected.\n", "Detected IPython. Loading juliacall extension. See https://juliapy.github.io/PythonCall.jl/stable/compat/#IPython\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " Activating project at `~/.petthermotools_julia_env`\n", "Precompiling MAGEMinCalc...\n", " 600.5 ms ? PythonCall\n", "Info Given MAGEMinCalc was explicitly requested, output will be shown live \u001b[0K\n", "\u001b[0KUsing libMAGEMin.dylib from MAGEMin_jll\n", "\u001b[0K┌ Warning: Module PythonCall with build ID fafbfcfd-3501-17ed-0393-e686105ae5fb is missing from the cache.\n", "\u001b[0K│ This may mean PythonCall [6099a3de-0909-46bc-b1f4-468b9a2dfc0d] does not support precompilation but is imported by a module that does.\n", "\u001b[0K└ @ Base loading.jl:2541\n", " 1191.0 ms ? MAGEMinCalc\n", "[ Info: Precompiling MAGEMinCalc [dd69d18c-a947-4316-a873-d8ea006ff1b2] (cache misses: wrong dep version loaded (2), mismatched flags (2))\n", "┌ Warning: Module PythonCall with build ID fafbfcfd-3501-17ed-0393-e686105ae5fb is missing from the cache.\n", "│ This may mean PythonCall [6099a3de-0909-46bc-b1f4-468b9a2dfc0d] does not support precompilation but is imported by a module that does.\n", "└ @ Base loading.jl:2541\n", "┌ Info: Skipping precompilation due to precompilable error. Importing MAGEMinCalc [dd69d18c-a947-4316-a873-d8ea006ff1b2].\n", "└ exception = Error when precompiling module, potentially caused by a __precompile__(false) declaration in the module.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using libMAGEMin.dylib from MAGEMin_jll\n", "Using libMAGEMin.dylib from MAGEMin_jll\n", " From worker 5:\tUsing libMAGEMin.dylib from MAGEMin_jll\n", " From worker 2:\tUsing libMAGEMin.dylib from MAGEMin_jll\n", " From worker 4:\tUsing libMAGEMin.dylib from MAGEMin_jll\n", " From worker 3:\tUsing libMAGEMin.dylib from MAGEMin_jll\n" ] } ], "source": [ "ptt.activate_petthermotools_env()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As in all examples we will import the key packages including `ptt`. The only difference here is that we will also use `%matplotlib widget` to make the phase diagram plots interactive (more explanation later).\n", "\n", "The cell below can be used for users running MacOS to suppress the outputs (you need to run it twice). I'm still trying to find a better way to deadl with this - if you have suggestions please let me know." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Should be used to suppress outputs on MacOS - run twice - if on windows, wont do anything. \n", "import platform\n", "if platform.system() == \"Darwin\":\n", " import sys\n", " import os\n", " sys.stdout = open(os.devnull, 'w')\n", " sys.stderr = open(os.devnull, 'w')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bulk composition\n", "- We are going to recreate the study of Wieser et al. (2025b), which places constraints on magma storage at Mauna Loa Volcano (Bull Volcanol, https:// doi. org/ 10. 1007/ s00445- 025- 01869-2). It has been suggested based on pMELTS modelling that the presence of high Mg# Opx indicates sub-Moho magma storage. We can assess if this is true using different thermodynamic models. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Estimated primary melt composition using reverse crystallization calculations in Petrolog3\n", "Prim_MELT = {\n", " 'SiO2_Liq': 48.5858,\n", " 'TiO2_Liq': 1.4381,\n", " 'Al2O3_Liq': 9.73,\n", " 'FeOt_Liq': 10.144, # 9.064 + 0.8998*1.1996\n", " 'MgO_Liq': 20.0,\n", " 'CaO_Liq': 7.2186,\n", " 'Na2O_Liq': 1.7327,\n", " 'K2O_Liq': 0.3227,\n", " 'Cr2O3_Liq': 0.0702,\n", " 'H2O_Liq': 0.2,\n", " 'Fe3Fet_Liq': 0.106 # (0.8998*1.1996) / FeOt\n", "}\n" ] }, { "attachments": { "Refinement-2.png": { "image/png": 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y5csTEhI++uij2NjYOk/qqYqKiqZPn/7111/b7XabzXbZTyVJMpvN5SdIrFq1atOmTd27d58zZ067du2UCOuRzGbz7NmzZ8yY4XA4qvxdbbFYyu9PTk7eu3dvmzZtvvzyy27dutV5UgANBdVwANUiCWlbzu4vUxesyfzJKV3+D3EAAAAAQB1Y6Dy6K+vQgcTFXg5l3pfNmrB+0M1RU7pu/ND3PkUC1Jkd4uJsw9ZDfeZrjVZFArzw2cGTt8U+Pvz7H7WPKRLARc6IvOdMKzb3+6ZJtkGRAAlrzp7+YNv9rwbuDxzvJfguFgAAAABqaN++ff0T7zN93Ed6pINr96RSOcffXtKu8b0jEhZ9OX/4sOGu3Z37+f3332+//faSkpKKpWddymQyjR07Ni0t7R//+Ecd7E5Bubm5nTp1ysnJKSsrq4Pdmc3mqVOnnjt37quvvqqD3XmWzZs3Dx8+vKyszGq99gdxTqfTbDavXLly/fr1y5cvv/fee+sgoac7duxYv379DAZDNU8vMZlMO3bs6NSp0+eff/7444+7Ol49cPHixT59+mRmZlbzPBOj0Xj06NG777771VdfnTp1KmeMAHCF+r/CE4Dau2hKu31n3777hibp19MLBwAAAABFlArra2UblwxbHFLswgWirk5jdy4e9t0C+y8XRKFSGeqAQ0gTDCu++PuKZmnFSmVQSdKcp5N+MZ7fJS4plcEVXjaunvzW1o7HMhXM8Np7OzUXUpdIJxTMAAAAAAAe7dKlS/cNSzAuGuzyXniFvi3Nmx4a88wTR48eraM9uoeioqLevXsXFRXVTS+8nMlkmjp16rp16+psj3XParUOGDAgKyurbnrh5YxG46JFiz777LM626NHmDNnTmJiYmlpaXV64RVsNpvBYBg2bNjs2bNdl61+WLly5R133JGXl3ddlx1wOBxms3ncuHHjx4//6zruqGzfvn233HJLamrq9V5/wGw2z5w58/7773fpFSEANFhUwwFcw/qs5Nu29/q5sGG9xwYAAAAAdzPbtvueTWdvO6pkp1YI0TjXOOGjXVOM9fnbwe+kE0EX0ocmnVU2hm+Z/b2J614pTZKUzSGf3eLSSWPq858fVDaGSpI+em7VG+afLMKubBIAAAAA8EQGg6H34AGGV7qKe1vX6Y47Rpu+GtAv4b6srKw63a9y7Hb74MGDc3NzJamuPxswm80PPfTQqVOn6ni/dUOSpL///e9nz5612Wx1vGuTyfTqq69u3769jvfrthYuXDh58mSz2Vyzp5evxT5//nx5U9Un27dvf+SRR663slzBZDItWLBg8uTJ8qaqT06dOtW/f/+SkpKaFehNJlNycvLo0aPr/vc8gHqPajiAq0nSrx984KFCW5HSQQAAAACgQcsWxs9s+997aYPSQYQQYtKsfbut5w8LvdJBXMIi7G+Yf5r5fJLKDT6Of3Dpr9asjBVSffgiVhLiFcPq9yat9y1TvpDdff8fnfemfOY4oHQQAAAAAPAwTqdz2OiRGZ2CHBO7KbD74TeWPHFTv6H3NZAFVidMmHD06NG6XNa6MpPJ1KdPn/z8fEX27lKffvppUlJSjcuytWQ2mxMTEy9cuKDI3t3KgQMHnn/++Vr+QZhMpvHjx+/du1euVPXJ+fPnExMTa9y8L2cymT7//POlS5fKlao+yc/P79OnTy1fw2azedOmTe+9955cqQCgHNVwAFd0znDhsSPPK50CAAAAACCmW5IfWXikRWqh0kGEEEJrtL41eeOrpauVr067wOeOA7ftS+2xL03pIEIIoXZKM59Pet24ziY8/rKtK6VTZZnpD/3wq9JB/uODCWtmlu0sELX6bgwAAABA/WOxWH766ae333n7sWefuHvIgDsH9Rn91Ni3pk1btWqVwWBQOp3yZsyauTfnrGXuAKFSKRLA9uad52Mdz700XpG916Xly5cvXLhQqfqyEEKSpIKCgqFDh9aztWwPHjw4ZcoUo9GoYAaj0di3b9+6X7PcrZSVlSUmJsryCi9v29eyAF3/SJJ0//33y/JSN5lMf//73zMzFb6apRt64oknCgoKav9L0mg0vv/++8ePH5clFQCUoxoOoGo2p+2Bn8eW2EuVDgIAAAAADV2RsCwRv77x1lalg/zp7wuOppr1x0R9+z7AKaTZ1t3vTlqrdJA/9d1yIfpc5hpxVukgtTWrdPM7k9aqne7ydXLbs3n3rTvzjfOI0kEAAAAAuIuDBw8OfCAxLCriofdfnG7c9q/2WTsfC9v7ZOR3t+W949g5du4bEbomvQb327RpUz1rylZfbm7uezM/MC0aLHw1ioVQq8z/vPeH5ctOnz6tWAbXKysre+GFFxTshZezWq1Hjx5NTk5WNoaMJEl66qmnFO8QO53OnJycefPmKRtDWXPmzJGxoG82mz/++GO5ptUPq1atSklJcTrlWW/CbrdPnjxZllH1xpEjR5KTk61WqyzTLBbLCy+8IMsoAChHNRxA1dZmbTpRfFLpFAAAAAAAsVGcv+tQZkSewl8HVqaxO4d/f3y1/ZTSQWT2s8gIyzO0P5mjdJD/8eD8g2sMR5VOUSuZwvC7V3H/ZPe6VvLIf/2y2kA1HAAAAIA4d+7cgGGDew8ftPEeh+X350v2jnbO6C2e7yrubycS2opnukjv3FOy+cGytAm7RgQNnzD29j53HT3q2W/TambKO285HmwvWjVSOEeYv/XV28e/9pLCMVzps88+U7wXXs5oND7//PMOh0PpIPJISkpKSUlROoUQQhiNxilTpjTYaxGUlJS8/fbbMlbDTSbTBx98UFRUJNdAT+d0Ol988UUZj7DVal2+fPm5c+fkGlgPjBs3zmKxyDVNkqTjx49v375droEAQDUcQNW+TFmgdAQAAAAAgBBCJBl+SVzyi9IpLpe44tc1xvr2Rfga28nEH44pneJyQ9ae3aBJtQl51vhRxFrp7IAtqd429/oi+Z7tqSe9i3KEkpeQBgAAAKC4pNVJt3bvsrVzmencs+LZLiJSe8WHhvqJR24xnnzq8ANhd97b+6t/zq3DmMq7cOHC4u+WlE29Q+kgQgjhfKHbgeO/7N27V+kgLlFUVDR9+nQZO521lJOTs2TJEqVTyMBut0+YMMF9DqzVav3www+VTqGM9evXq1QqeWeqVKq1a93oSoDKOnToUHFxsbwz7Xb7okWL5J3pufR6/dGjR+W9iojRaJw7t2H90wKAS1ENB1CF88aU7bm7lU4BAAAAABBlwrFZkzZ43W9KB7nc7QfTs1SmVFGvFuNZbTmeuNLtrqAVm17S8lLJHnFJ6SA1t6bkcOIPbncigW+Zve/OtHWS2/3HBQAAAKDOvDPjvdEvPGn6aaRj8h3C37taz/H2kp7pbNr76MufvP3kuGedTg8+j/e6vDjlZduErlerztclP43p3TuffXmCvLU8N/HOO+/Y7XalU/zJYDD84x//kHFxXKXMmzevsLBQ6RR/MplMH3/8cU6Oe128rm589913paWl8s40GAz14xwGWfz444+yX3nAZrP98MMP8s70XGvXrtVoNLKP3bhxo1v9/gfg0aiGA6jCsaJflY4AAAAAABBCiB0i9cbzRU2y3e7ysl4O5+B1Z9c4TysdRDa/i/xih6nzL3qlg1Qhcckvq8v+rXSKGioV1r2+OQM2ueMFZ4cu+WWN4YjSKQAAAAAo4+t5/5zx7Wemn8eKLjHX/eTW4caDj/1wZPPr0950QTS3k5WVtSV5s+Ol25UOUsmoDql5GYcPH1Y6h8ysVuvcuXPdrYdtsVjWrFmjdIramjFjhvssGV7O4XDMnz9f6RR1zel0bt++3RWTd+/ebbPZXDHZ46xcudLhkP/yfRkZGXq9O352WveWLl3qit8narX60KFDso8F0DBRDQdQhRTjRaUjAAAAAACEEGK3I7X/yuNKp6hav7WndhpOKZ1CNrvEpX6bU9ROd1xvrF/yuV0WT13c+qBIv/W3ouCSMqWDVKHf5vO7fDKVTgEAAABAAbt37574xiumdSOFLqiGI0L8jEnDPlv4z6XLlsoazR2tWbtGM+AGofVROkglXuqy+9usWLNK6Rwy27VrlytWoq0lg8Hw3XffKZ2iVs6fP5+bm6t0isuVlZV5+oGtgdzcXJVK5YrJXl5e2dnZrpjsWSRJysx0yeddvr6+KSkprpjscc6fP++KsU6nkyMMQC5UwwFUgWo4AAAAALiJDHN284tFSqeoWvNLRRlSidIpZJMhlTQ/66Yt4eaXivQ+7litro4MURqXUqB0iqqF55vtKlEqrEoHAQAAAFCnLBbL8EceMi8cLG4Ir9WgJoGmtQ888fwzeXl5MkVzU0vW/GhMbKV0isvZh7ZZtnql0ilktmzZMoPB7a4dJ4TYtm2b1erBb5+TkpIkyR2XA7hw4UJWVpbSKeqUXq/39vZ2xWRvb2/WtBZCFBcXu6h8L0kSR7hcQYFLPu20WCwZGRmumAygAaIaDqAKpXZ3fLcJ1LEIn0ZKRwAAAABEhqMoOrNU6RRVi84s1Xu71wWOa0NvznHbQx2RZyr2dpYJ+a8DWwf0UnH0hRylU1RNJUnRBdZM4aZ/7gAAAABcZM4XnxlvaSTubS3DrFuj7CNvevPdaTKMclelpaWH9xyQ53DJq2tMbn6ei5ZuVYQkSUlJSU6nU+kgVdBoNLt27VI6Rc0tWbLEYnHHT7E0Gs3atWuVTlGnsrOzXVRcLh/uoskeJCsry8fHJRd5sFqtDe1MhiqVlZWVlblkFQ+73Z6enu6KyQAaIKrhAABULV4bp3QEAAAAQOhVRp3eTXurUVmGXF+HU7jjkks1oLcV6vRuugi62ilFljqzhEeeyJ1pydelu+nK90KI6BxTpmceWAAAAAA1YzAY3pnxvmlGL7kGlr11x8LFi9LS0uQa6G42bdrk2z1OBPsqHeQv1CopoU3SmtVK55DN0aNH3XZlboPBsGzZMqVT1FBOTs5vv/2mdIqqGY3GxYsXK52iTgUHB7toskqlct1wDxISEuJwuGSBCY1GExIS4orJnsXHx0etdknlUqVShYfX7nomAPBfVMMBAKhaC21zpSMAAAAAItPH6rbVcB+rI9TkzBUmpYPII1MqddtDLYSIyTbrPXNxa701350PrC69yEMPLAAAAICa2bhxo7qTTtzYWLaJkVrVsBuXr/hRtoFuZuf+PSX3xCidomqWe5ol792hdArZ7N+/3263K52iak6nc/v27UqnqKFDhw75+rrfuQ3/deTIEaUj1CmdTuei17ndbtfpdK6Y7FkiIyNdtKa1l5cXR1gIoVKpQkNDXTHZ398/JsZN/8IF4HGohgMAULW7wrsrHQEAAAANnVU4DN7ORgVmpYNcUWRhmYcuZf1XmT6WyByj0imuKDK7NNszD3WWVOrOBzYqraDevIYBAAAAVMd3ST+WJMTLO9Oc0GrJ6uXyznQfqfo00dRdl4ltGpKRqVc6hGzS0tIsFovSKa4oLy9P6Qg1pNfrbTab0imuyGq1mkz1ZOWF6oiOjnbR69xisVBcFkJ4eXm5aG1vh8NBcblcdHS0K8ZqNBqOMAC5UA0HAKAKLbUt+kb2UjoFAAAAGjpv4aVxClOAt9JBrqhEqwkR7rvq0nUJsWtKg9z3/0tpiF+wZx7qEJVfaZCP0imuqDg8MET4KZ0CAAAAQN3ZmpwsBreReWjv+DPHfi0pKZF5rHv4Q58udEFKp7gCXVCuPlvpELJJSUlROsLVGI1Gdy5YX0V6ero7d+79/f0zMzOVTlF3fH1927Vr54rJrVq10mq1rpjscXr27OmKsWq1um3btq6Y7HHuu+8+b2/5P7S3WCw9evSQfSyAholqOAAAVXi2xeNqFX9LAgAAQGEqIaIt3pnRgUoHqZpTrcoK0UQJN413vaKdAXq3/apbCH0TrU64b7yriNaE6nXBSqe4osoRixYAACAASURBVMymYdH15TUMAAAA4JpKS0vLLGUiRu63V34a39iw9PR0mce6h5zMbPethkcHFmXnOp1OpXPI448//lA6wtX4+fllZ3tkET8lJUWSJKVTXJGXl5deX38Wv6+O0aNH+/nJfKK+r6/vqFGj5J3puUaNGhUcLPPHcSqVasiQIWo1JQohhBg+fLivr/yreNx6662hoaGyjwXQMPH7GgCAy7UObPlUizFKpwAAAACEEEJn93fbvnJ+eECQTeUnNEoHkUeMJsxtD7UQQt/I20Or4Tr/SL3OfbvXGbpADz2wAAAAAGpAr9f76UKFSiX7ZLUuuF6WOyVJKtTnimh3fd/kq/EO8s/Pz1c6hzzcfOlob29vD32RX7p0SekIVyNJkoce2BobPny4Su7fw2q1evjw4fLO9Fz9+/eXfY1/rVY7evRoeWd6rttuu83f31/emVqt9rHHHpN3JoCGjGo4AAD/w9/Lb2W3fwVp3Le4AAAAgAYlWh2c6a7fv2ZGB0bb5F8cRSk6v8Zue6hLg3wllSpIeOTR1qlDMltEKp3iirIa+VINBwAAABqO3NxcrwiXvAVwRgTk5OS4YrKyTCaTJEki0EfpIFfk3Tio3hz5oqIipSNcg4ce6tzcXKUjXI3VavXQA1tjLVu2HDhwoEYj23oTGo2mb9++bdu2lWugpwsKCpowYYK83eW4uLh+/frJONCjqVSqGTNmBAbK2Srx9/cfO3asjAMBNHBUwwEA+JNKqP7Z8dObg29UOggAAADwHzq/iIwYma/+KRe9LijGoVU6hWx0mrD0+AilU1RNrwvSWTTyL2pXJ3QiKL1FuNIpqlbmqyn1U4cLmdf4AQAAAOC2wsLCpCKzKyariyyNGjVyxWRlBQQESE6nsNiVDnJF9kJTvTnyQUHufuqyhx7qsLAwpSNcjbe3t4ce2NqYNWuWt7e3XNO8vb0//vhjuabVD5MnT5bxCAcEBHzxxReyr/Xu0caMGRMRIduHyVqtdtasWX5+fnINBACq4QAA/Edj34jNPVaNbjpC6SAAAADAnzr4ND109w1Kp6jawe7Nb9bGKZ1CNh1Ek5/vbKl0iqodvD22vaqJ0ilq6GYR+cstkQ4vd/wc8lC3mJuMAWrB11oAAABAQ6HT6SyZha6YLGWU6nQ6V0xWlkqlCo1qLDJLlQ5yBTaHtcAQGem+16q6Lk2auPV7f7vd7qEv8mbNmikd4Wq8vLw89MDWRlxc3OTJk7VaGVad0Gq1L7/8csuWbvqxnlKCg4Pnzp0bEBBQ+1H+/v4JCQl33XVX7UfVJ15eXosXL5ZlaXYfH5+bb7559OjRtR8FABXc8SsZAADqXv8m9xy7e1efyJ5KBwEAAAD+xyBVm+TecWW+sl1fVUZJo25L8OmgdArZ3CGaXWge5J5rtK8e1XloUBelU9RQvAiLFP6HusUoHaQKSSM6JGg7Kp0CAAAAQN0JDQ0VdqfIN8k81+60/JEfE+OOb3xqLzI6SujdtRqebQyKCPPy8lI6hzyaNm2qdISrMZvNUVFRSqeoifj4eKUjXI3D4WiA1XAhxBtvvNG3b99aNmv9/Px69eo1bdo0mULVKw899NCzzz5by/69t7f3DTfc8O2338qVqj654447Pvnkk1r271UqVURExIYNG+rN32UA3ATVcABAg9bIJ2x8y6dP9zm4qfuKGP9opeMAAAAAl2sitDfaQnbcHad0kMtdjAvNjArqLtz6O8vr4i3UAx3xa4e0UTrI5UwB3tvujL1PtFY6SM0lBty2erjbnUUgqVRrh92cqGmvdBAAAAAAdUelUvXo3VNsPCfz3P1/NG0ZFx4eLvNY9xATo3Pfari+tHGMW6+0fV3cvMHs5+fn5+endIqaaNq0qTsnt1gsDbMarlKpvv/++5tvvrnGzVp/f/8bb7xx2bJlKhVXhKvazJkz+/XrV+N2uK+vb3R0dHJysq+vr7zB6o2nn3762WefrfFrWKPRhIWFbd26tVGjRvIGAwB3XHEKQH0ypc1LNwa53dfqgLfaOy6gWby2eSOfMBWXDgcAAIB7GxrYefXIjgM2nVc6yP9Yk9B2kNTaq379czoh8LZ5j3R79qvDSgf5H1v7xHeyNgr3k+HipEpJ1LR/aOQtH770k0qSlM7yp5PtI+1BAR1E/ekQAAAAAKiOUQkPHF79uWH0LTLO9En6/aGE4TIOdCtxuqYi46LSKa4goyQ6qv50aps3b+7j42O1WpUOUjXPPflBp9P5+PhYLBalg1RNpVIFBQUpnUIZ/v7+e/bseeqpp1asWGE0Gq/ruVqtNjEx8ZtvvvHx8XFRvHpArVavXLly2rRpH330kdlsvq7nBgQEdO3adc2aNcHB7niVRfcxa9astm3bjh8//nqPsJ+fX3x8/JYtWxrmySEAXI1qOADX6hPZs1fEHUqnAAAAAAAPlqi+8a7Etl88ofZyOJXO8qekR7tO0nZUOoXM+otWj9/WuCjUL7TIjb4sXP1gx8Sg/2fvvuObqvc/jn8z2qZJW6BAFwhlKRsZoghCGTKUUaDsLYiC7FWmCAjIUlnKVVwIKFCglSEIiAgCMvWCUFaLjLRNJ22TtFnn90fvz+tVVKBpTtK+nn9576P9ft5gbJNz3uf7fUruFIXSSISaSmsv1ypX+1Kq3Fn+K7Z77e7qesXq4QYAAAAAD6Brl65jp0wUd7NFBSd13XItqi8u9j20zjmruZ9mjZ76cs+J3Aly57gfr2N3WjZuLXcKp2nUqJFGo3HbanjTpk3ljvCIGjZs6LZ/q0KIWrVqyR1BTt7e3p988knLli0nTZpksVgepFzr6+vr7e29bNmyESNGsF/4P1IoFPPmzXvqqadGjhyZnZ39IBV8Hx8flUoVHR09a9YslUrlgpCebsSIEXXq1BkyZEhSUlJubu4/fr1arVar1cOHD1+2bJmvrwdvCALAnSnlDgAAAAAAAIC/U0MEVlWX3zSgvtxB/utU0wrXagY9L6rJHcTJ/IV3V3u1dye70RPOtx8rFdetVm9FXbmDFIpCiGHqJsvmtJM7yH/l+nm/N7HFEB9PvasNAAAA4JGVL1/+lZdHauYeddaC6hUn27dpV6dOHWct6G66dO5iOXBN5NnkDvInkuQTd61nZA+5czhN8+bN7Xa73CnuLyAgoH///nKneETh4eGhoaFyp7g/jUYzcOBAuVPITKFQvPTSS3fu3JkyZYqfn19AQMB968gqlcrf31+n002cOPH27dsvv/wyvfAH17lz55s3by5evLhs2bJ+fn5eXl5//hqFQhEQEKDRaAYPHnzz5s3XX3+dXviDa9asWXx8/Lp16ypWrKjVan18fO77ZQEBAT4+Pl27dr18+fKaNWvohQMoOlTDAQAAAAAA3N1Sv8jZK17M07jF+W+SQjFtTfd5mg6+xfE8ugXaF1dPbJ4S7Cd3kP94fekLI9VNQ4W75HlkU7wj9narfaFesNxB/mPFtOdaez/eUITIHQQAAACADF6fPksdd1X8lOyEte5kq1edevvNJU5Yyl2VL1++VoO64lCC3EH+5JdUjVXVoEEDuXM4jVqt7tSpk9wp7i8/P79Dhw5yp3h0/fv3v28XVnYKhaJ79+5yp3ALfn5+8+fPz8rK2r1796hRoxo1ahQWFqbRaHx8fMLCwho2bPjKK6/s2rUrKytr4cKF/v7+cuf1PN7e3mPHjk1NTf3uu++mTJnStGnTxx57TKvVenl5BQcH169ff/DgwV9++WVWVtYHH3xQvnx5ufN6HqVSOWDAgFu3bp05c2b27NnPPvtseHi4n5+fWq0uX758nTp1oqKiPv7447S0tO3bt4eHh8udF0AxVwxv4AEAAAAAABQzzcVjjXyrrhnbbMoyp+1q9sj2vlDDUOuxocpGcgcpElVE6UHqRvMWtn9vxA65s4gL9YL3dqt91bs4HI1dSvjM9G4Tvfr23ogP5M4iDEG61ZOeO63tLHcQAAAAAPIoU6bMulVrR0ZOMJ0eJsrrHn0hk1XXdduM6BlVq1Z1Xjp3NDCy95WdW/NefFzuIP9DGXu5Z2RkMds2uH///t988012drbcQf6oWbNmOl0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x7tSFEwSxYMEC3L7ukZGRUbt27VmzZuXk5HjG7T//mbKyMofD8cMPPyQlJbVq1eqHH37wf05uMhqN//73v9mtCycI4t69e+np6QaDgd0YbLl27VqbNm0SExMvX77scDj+WRdOEITNZisvL8/NzX3//fdr1aq1fft2/+fkFIvFcu3aNdbrwgmCSE5OxjUOAPC4UBoO3OJwOEwmU79+/f48Lt1vzpw5M2fOHNQjQvW5XK6CgoKBAwf6unTgPjt27Fi/fr1er/dnpxB4nE6nyWTq379/hW+DfrBly5aNGzfiRiSoPpvNZjQaExMT/V8gePDgwdWrV2NSAQBBzmAw7N+//9NPP/Vnp1lZWSNGjMCmX/AWo9F48uTJt99+22/TiT179niqw7HHDKpPr9fv3r173bp1/u/68uXLU6dO1el0GMngFTqdbt26dRkZGf7s9ObNm2+++SYeyAAAAAFAr9enpaVVWJTsZxaLJS0tLXhKEletWtWtW7effvqpkt+bPOcWJSYmJicnB+0crKCgYMeOHWyn+B93797V6/VOp5PtIGxyuVzjxo179dVX9Xp9JR8mFovlypUrHTp0WL9+vY/T1QBOp7OsrMzPC8UPsm7dupKSkiAc0ps2bWrXrt3FixcrP4YNBsPo0aNfe+21IPzX5cEwTHFxcXJyMttBCIIgrl+/fvz48ZKSEraDAEBNgtJw4BCapo1G4yuvvHL37l1WAqxbt27Pnj2orIXq8Jxj9Prrr9++fdv/vc+ZM+e7774rKCjwf9cQMPR6/bvvvpuTk8Nihvfffx/nfUI1ud1uk8k0aNAgk8nESoDFixefPn2ard4BAFhnNptv3rw5adIk/2+SOXfuXGpqKvbnQPXdu3cvMzPzjTfe8PNY2rNnz+eff46tklBNJSUlN27cmDp1KlsBtm/f/tVXXwVP1Qv4jslkunDhwty5c/3f9eHDh1esWJGfn49JBQAAQM3lcDjMZvPGjRvZDvKHr7/+uqioKOBr7BiGee2112bOnFleXv64P2u1Wj/66KNevXoF4UcihmH4fP7p06fZDnK/nTt3snWeFBdYrdbOnTtv2LDhcXeYMAxjtVrHjx8/derUIH+nMBgMqampFZ6z7n8Oh+P9998PtvWKGTNmjB071mq1Pu5QtFgsW7Zs6dixY3A+BEpKSo4ePXrz5k22g/whNTW1tLQ0aHdPAUAVoDQcOMRkMn388cf/+c9/2ArAMMyUKVNQjwjVodPpli1bduzYMVZ6d7vdr776ak5ODkferKDGsdlseXl5e/bsYTeGy+WaMWNGsL2Tg3fp9foPPvjg+vXrbAVgGGbs2LElJSVBdT0oAICH3W43GAyDBw9m68Xqyy+/zMjIwKZfqA673W4ymQYMGFCFz9jVN2/evPPnz2OPGVQZTdMlJSVjx45lt+Jk7ty5xcXFAV/1Aj5ltVqzs7NHjhzJ1ofP5cuXnzhxAqcwAAAA1Fwmk2nhwoXcmZQ6nc5FixYZjUa2g/jWnDlztm7dWuWT2i0Wy5kzZ8aMGRNs1bQOh+O7777j4EfeAwcO+P/Kd45gGCYpKeny5ctWq7VqLVit1jVr1qxcudK7wWoQt9tdXl7OqePwd+3aVVpaGjzf71avXr1q1arqjOGrV68OGjQoCCuSS0tL09LS2E7xl5ycnIMHD7KyXg0ANRRKw4ErXC6XxWL58MMP2Y3hdDpnzpyJekSoGpvNlpuby+4wLisre+ONNwoKCoJtuQS8wmQyTZ8+nQvvdUePHv3tt9/wYgNV43Q6zWbzhg0b2I1htVpnz56NSQUABCGj0fjmm28WFhaymGH69OmoR4Qqo2naZDINGTKEraO7aZoeNWpUbm4uB78HQ41QVFS0Y8eOzMxMdmM4HI6UlBRs1IEqYxjGbDaPGjWqykVFXsnw9ttvl5WVBU/RAAAAQCBhGIaiqKNHj7Id5H8cOXKEJMkA/oq3a9euJUuWVHMKV15evnv37hUrVngrVY1QUFDAqfLZP924ccNmswXnlDg1NfXUqVPVXJ+xWCyzZs06fvy4t1LVLFarde/evW63m+0gf6Fpevfu3Sy+afrT6dOnp0+fXuW6cA+bzfaf//xn1qxZ3kpVIzidTpPJ9Pvvv7Md5H9kZGQUFRWxnQIAagyUhgNXGAyGtLQ0Lky/Dh8+/Pvvv6MeEaqAI2W1Fy9ePH/+fHDe6QPVYbFYrl27dvbsWbaDEARBMAwzffr0wsLCAF4eBd8xGAwzZ87kQjngtm3bjEYjbiMBgKBisViuX7/+7bffshvD4XC89957qEeEqikuLt65c+fly5dZzGCxWCZNmoSDw6EKPMdxLViwgO0gBEEQe/fuzcvLwyYHqJqSkpLjx4+zeBmUR1lZ2YIFC7DpFwAAoCZyOp23b9/mWgVVUVHRzz//zIXla18oKSkZNWqUV76zWyyWlJSU7Ozs6jdVU9A0feHCBbZTVIBhmAsXLgRhafitW7eWLl3qlQqW8vLyYcOGBefbcVFR0b59+9hOcb/9+/ffu3eP7RQ+Z7fbhwwZ4q1n8ocffsj6G7o/lZWV7dq1i+0U9ztz5gxFUayXJAFATYHScOAEh8NRVFT09ddfsx2EIAiCYZhp06ahHhEel8Vi+fHHH8+cOcN2EIIgiJSUlHv37mEMw2MpKip6//332U7xl4sXL169ejU4V0mgOmw2W1ZW1sGDB9kOQhAE4Xa7Z8yYgRoCAAgeDMMUFxcnJyezHYQgCGLPnj35+fmYS8DjcrvdFouFC1eFnjlz5scff+TCFnqoWUwm00cffVRQUMB2EIIgCJqmp0+fjk0OUAU0TZeWlqamprIdhCAIYsOGDffu3QvU+i0AAIAAVlxcvHXrVrZTVGDbtm1ms5ntFD6xcOFCL86anE7n1KlTvdUa9wmFQrauL3uk33//nVOnPvvHxIkTvXj0j9VqZffucVbQNE1R1Hfffcd2kPtdvHiRpumAH9Uff/yxF88TtNvtEydO9FZr3FdaWrp//362U9zPbrefO3fObrezHQQAagaUhgMnGI3G2bNnc2d5/eLFi5cuXUINAVQep4pgCIL49ddf9+zZE6jrSuALLperrKzs2rVrbAf5Hxs3buTaeR7AfSaTadasWdzZG3P8+PGsrCwcHA4AQcJzuudPP/3EdhCCQD0iVBWnymqTk5OLi4u5M7EB7vN811y9ejXbQf5y9uxZzIehCoqKijZv3pyTk8N2EIIgCIfDMWvWLGz6BQAAqHGcTufhw4fZTlGBQ4cOBeQBzGazeeXKlV68mtvlch08ePD27dveapDLaJq22+2cfXXKz88PtkvXL126dP78eS8ezWuxWObNmxds/xptNtvJkye5Uwj0J7fbffz48cCur7Xb7bNnz/biqRM0TV+8eJGDhf6+4Ha77Xb7jz/+yHaQCmRkZBQWFrKdAgBqBpSGA/tomiZJ8tChQ2wH+R9fffUVfptC5dlstu+///7GjRtsB/nLwoULsb0BKs9qte7du5drRSfHjx8nSZJrqYDL3G63w+E4d+4c20H+wjDM+vXrsckBAIJEWVnZnDlz2E7xlzNnzvz666+BvcQP3uVyuSwWC3fKam/cuHHs2LGSkhK2g0CNYbfbL1y4wLXD5rdu3RoM1zSDFzEM43Q609PT2Q7yl/379xcUFHCwoAEAAAAexO12l5eXc2Sn2X2ys7PLy8sD77TaAwcO8Hg877bpdru3bdvm3Ta5iaZpLn9H0Ov1wVbT/PXXX3t9UZGiqG+++ca7bXJcSUnJiRMn2E5RsZMnTwb2YsXJkydJkvRum+Xl5Rs2bPBum9zkcrn++9//crNK4fz582xHAIAaA6XhwD673X7+/Hmufa0/ceIEj8fj5m964KDCwkKu3UmXn5+flZWFT1ZQScXFxfv27WM7xf2Kioru3LmDYQyVZ7PZDh065MVTHLziyJEjgbfKDwDwT06nMzc39+7du2wH+R+bNm3CXTpQeSUlJWvWrOFUWe2SJUtKS0vZTgE1RlFR0c6dO9lOcb9Dhw5x9ug74CaHw3HlyhVOVcbQNL1t2zbs1QEAAKhBaJo2Go1sp3ggk8nEtXXs6tu4cWNZWZl323Q4HJs3b/Zum9zE8RFrMBiC6jMHwzDbt2/3+l+5pKQkSMbzn+x2e35+PtspKqbT6bhWpORdW7du9fqiIk3TO3fuDIYyKrfbnZmZyXaKihkMBqFQyHYKAKgZUBoO7OPmV6vS0tJr167hwxVUBsMwPB6Pg3t8d+zYEdhbXcFbaJpmGObixYtsB6nAtm3bUM4FlVdYWLh79262U9wvPz8/NzcXmxwAIOCVlpbu2LGD7RT3w/4ceCwWi+XAgQNsp/gft2/fLikpCcirxsHrGIahKOr48eNsB7lfVlaWyWTCMIbKKyoq4uCk4sCBA5zaOwQAAAAPR9O0TqdjO8UD6XS6ACsNZxjmzJkzvmg5KyuLU5sGfYRhGC7/Nc1ms9ePH+ay7OxsH31kP3bsmC+a5TK9Xs92hIrp9frAHtVHjhzxRQ23xWL57bffvN4s19hsttzcXLZTVMzpdFqt1gCbRQCAj6A0HFjG2a9WBOoRodKcTufNmzc5OFoOHjxos9nYTgE1gNPp/O6777j5nf706dOBvWMbvIimaYqizp07x3aQCuzYsQPnfQJAwLNYLIcOHWI7xf3y8vLy8vKwPwcqw+VylZWV3b59m+0g/4NhmD179qAYESrD6XTevn2bm8UEu3btwnwYKo9hmCNHjrCd4n43btyw2WzcXDwBAACAf6Jpmms3m/1ddnZ2gBV1lZSU+OhvJBaLOVuf50UkSSoUCrZTPJBcLg+Gc4L/lJ2d7aNDeYuLi4PqnYLP53O5NDyAj16mabqwsNAXLQsEgpycHF+0zClWq5WzQ5cgiMLCwgCbRQCAj6A0HFjmcrl+++03DtbUEgRx4sQJHC8HlWE2m7du3cp2igr88ssvZrM5qF4voWrcbvevv/7KdoqK5eXlBfBrOXiX0+n8/vvvuXnjx/Hjx1EKAwCBjZs1tR7YnwOVVF5evmfPHg5+6dy3bx/ug4LKsNvthw8fZjtFxc6ePYthDJXkdDqzsrIMBgPbQe7HMMzevXvLy8vZDgIAAACV4nA4uFy7dvfuXW4uZVdZfn6+SCTyRcskSebn5/uiZU6hKEqtVrOd4oE0Gg2fz2c7hf/k5+f7qOxSJBIZjUZftMxBDMPw+Xxu1gIRBFFSUkKSJAdXAr2ioKDAR//N0jSdl5fni5Y5xe12c3Bd4k8mkwml4QBQGSgNB5a53e7ff/+d7RQVy8vLC6o3HKgym812/vx5tlNU7MyZMygNh0fi8o1IZWVlNE0H6ms5eJfb7b5z5w7bKSp29+5dbHIAgMDmcrlOnDjBzV/Zp0+fLikpYTsF1ABms3nfvn1sp6jApUuXaJrG3nV4JIvFotPp2E5Rsfz8/MC+phm8yG63c/AeEo9vvvmGs2UNAAAAcB+bzcblX9xmsznALv4tLCykKJ8Un7jdbh+dfcspPB4vMjKS7RQPpNFoxGIx2yn8p7Cw0Edf2AUCQTCMZw+GYcrLyzlbwMowTFlZGTcXtKuvsLBQIBD4omWHwxEkY7i4uJjtCA+E0nAAqCSUhgPL3G53ZmYm2ykqRtO0pySR7SDAdQKBgLMfXzMzMwPs1AHwhfLyci7fiFRUVIRHMVSGzWbj7D71wD57AACAIAi73f7bb7+xnaJiubm52PQLlSEWi69cucJ2igq43e6bN2+iNBweyeFwcPZAI4PBgK2SUEkWi4WzB3zm5eXhtQ4AAKCmEIvFXC60lcvlISEhbKfwJqVS6aNPOTweT6lU+qJlTiFJUigUcrb8OiYmJsBG7MMplUofldU6nc5gGM8eFEWFhIT4aNNI9ZEkGRoaGqj72JVKpdPp9EXLQqEwSMYwl2cRSqWSs/9lAQCn4EkBLCsvL+dsFReBvVZQCQzDUBTF2S2Der3earWynQK4zul0crk0HI9iqCSr1crZkcwwTHFxMUYyAAQwq9XK2XrEgoIC1CPCI9E0XV5eztmNtdnZ2ZhIwCMxDMPZ+bDn9gbU1EJlOBwOzo5kvV6P/WYAAAA1hVAojI+PZzvFA8XHxwfYYoVWq/XROegMw2i1Wl+0zDUOh4Ozf9N69erxeDy2U/iPVqv1UcWw3W4PkrJaD6fTqVAo2E5RsYiICJqmA7U0XKFQ+Ojkex6PFx0d7YuWOUUgEGg0GrZTPJBarUZpOABUBp4UwDKbzcbZtX6CIPR6PT6+wsPRNH3v3j3Oft3U6/V2u53tFMB1JEkWFBSwneKBjEYjHsVQGW63m8uTioKCAoxkAAhgXN5p5nK5LBYLHsLwcDRNFxUVsZ3igbKysnz0OQcCCZ/P5+yjGFslofJomubsSDabzXw+n7PLgAAAAPB3FEXVqlWL7RQPVKtWrQAr6pLJZD7aRGez2eLi4nzRMtfw+fwOHTqwnaICFEW1adPGR6doc1Pt2rV99IVdLpcHVZG92+3mbH2tRqPx0bnaXECSpI82ITgcjtq1a/uiZU4Ri8WcHboEQcjl8gCbRQCAj+BJASxzuVxGo5HtFA+Uk5ODr1bwcDRNc7mmlrPf0oBTGIYJCwtjO8UDhYeHB+qObfA6Lk8qdDodJhUAEMAYhuHsqeEEQRQWFuIhDA9H0zTHJxIWi4XtFMB1QqGQs3eaEQTB5X31wCk8Ho+zkwqapktKSjCpAAAAqBEoiuLsAcwEQWg0mgAr6iJJslu3br5ouUGDBhEREb5omWvkcvngwYPZTlGB5s2b8/n8oCpojouL80VZLUmSvXv39nqzXEZRFGfrazkbzFtefPFFX/yiCQ8P5/KlHN4iFotjY2PZTlExoVAYEhISYLMIAPARPCmAfSEhIWxHeCCpVMp2BOA6hmEKCwvZTvFAZrM5qF7UoWq4/FpOEIRKpcK7DVQSxycV2OQAAAGMz+ebTCa2UzwQrm6AR6JpOjc3l+0UD2QwGBwOB9spgOvsdntkZCTbKR4Im36hkkQiEceX2rDJAQAAoEagKCoqKortFA8UFRUVeB8+hg0bJpPJvNumSCQaNmyYd9vkLKFQ2LJly9DQULaD3O/FF18MDw9nO4W/JSUlef0gfJlMNmTIEO+2yXFCoTA6OprtFBXTaDRCoZDtFD6UlJTk9ecJj8cbPHhwMCzv8Hi8evXqsZ2iYmq1GgvFAFBJgTutirEAACAASURBVPa+ATWOUChUq9Vsp3ig2NjYwHstB+8iSVIul7Od4oEiIyPdbjfbKYDrxGIxlx/FCoUCj2KoDJIkuTyS1Wo1RjIABDCXy8XlS0jCwsKCYcEaqoNhGLPZzHaKByotLcX2Bngkt9vN2fkwSZIRERGYD0NlOJ1Or1cUeZFMJsOkAgAAoEbg8XghISF169ZlO0gF6tWrJxaLA2963KtXL6+/ulIUlZSU5N02OYskSbfb3aVLF7aD3G/gwIEcLFj3tREjRggEAu+2SZIkB///9amwsLAePXqwnaJiPXv2DOw9D506dfL6GYIikeiVV17xbpvcxOfzW7Vqxc3f1M899xzWJQCgkrj4FIOgIpFIuHxULaq44JEoivLFfVLeotFoMC+ER5JIJJy9VxE3IkHlCYVCLk8q5HI5RjIABDYuP4SVSiUewvBwFEVx9pJQgiCUSiXug4JH4vJ9UJ7tQ1iggMpwOp2cHcnY5AAAAFCziESiXr16sZ2iAr169RKJRGyn8L6wsLDk5GSJROKtBoVC4eDBg7lZ3+8jCoWCa6dKN2jQICoqyuvnZ3Nfs2bNnn/+eS/+xaVS6fz58wPyv/2HEIlEHTt25ODh3AKBoGvXrmKxmO0gPiQQCBYuXCiVSr3VII/H69SpU8uWLb3VIJfxeDw+n8/Nv2xiYiKX70UBAE7BIiawTCQS1apVi+0UD4QqLngkiqK4fCdywF+EBF7B5/Pr1KnDdoqKqVQq3IgElSSVSjlbQMDn86VSKSYVABDABAIBZx/CJEmGhYXhIQwPR1EUZ3dLEgSh0WhCQkLYTgFcx+WtkhqNxul0sp0CagaSJDk7kj1HhnN2GRAAAADuExYWxs0DpwcPHhyoR9VOnTrVi6WWPB5v4cKF3mqtRggJCenYsWOjRo3YDvKX2bNnB+GR4R7//ve/vXhweHh4+BtvvOGt1moKiqJomm7fvj3bQe7Xpk0bmqYDfsV4zJgxcrncW60JBIIVK1Z4qzXuCw8P79u3L9sp7hcSEtK6dWuUAAFAJQX47zngPoqiateuzXaKiolEIqFQGPDTQagmkiRpmo6IiGA7SMU0Go0Xd+dDoOLz+a1bt2Y7RcWeffZZtiNAjSEQCOLj49lOUTGlUolNDgAQ2EJCQjhbxRUZGelyuVDFBQ9HUZRKpWI7xQPFxsaiNBweSSKRcPbw++joaIZh2E4BNYNAIFCr1WynqJhGo7Hb7WynAAAAgMoSCAR169bl2smaSqWybt26Xqw35RSJRLJlyxavvMBKJJLVq1dzeRe3L3iuqVm0aBHbQf7QokWLzp07e66BCkJ169adO3euVw5dDgkJ2bFjR6D+h/9wCoWiX79+bKe4X9++fb1YM81ZfD5/586dXnkmS6XS2bNnN2zYsPpN1RRSqZSDQ7dLly5utxsfOwCgklDzCizj8XhNmzbl5u+tp556Cmv9UBlOp5OzCxPx8fHYMgiPxOfz5XJ5vXr12A5SgYEDByoUCrZTQM3A4/G4ebEXQRDNmjVzu91spwAA8CGxWMzZekSNRuNyudhOAVxHUVRERAQ3VycIgqhduzaPx2M7BXCdSCRKSEhgO0XFOnXqFKjHIoLXSSQSzq6zaTQabHIAAACoQTyveL1792Y7yP/w5OHs62f19ejRIy0trZrVtBKJZNSoUaNHj/ZWqhpEKpU+++yzbdq0YTsIQZJkenp6ZGRkAA/XR5o6depLL71UzcpaiUTy0UcftWvXzlupahaxWNy7d29OlcXz+fzq/99aU7Ru3XrNmjXVPEwwJCSkV69eycnJ3kpVI/D5/MjIyCeeeILtIP8jMTERtRMAUHkoDQeW8fl8qVTKtd+mHn369AnaLbDwWMRiMWff5Tp16sTn89lOATWAWCzu1asX2ynuJxQKO3fuLBKJ2A4CNYNAIKhduzY3z6wdMGCAUqlkOwUAgA/x+fxOnTqxnaJirVu3xnQCHokkSZIkIyMj2Q5Ssdq1a+NOM3gkgUDQoEEDbn4f6t+/f9BeQQ6PSywWd+3ale0UFWvbti2WiwEAAGoWpVI5Y8YM7hyiJBKJZsyYEfBrxZMmTRo/fnyVKxGlUmmfPn1Wrlzp3VQ1BUmSUVFRS5YsYb0gu0uXLo0bNw7y66lJkvzyyy+7dOlS5d0OISEhs2bNGjVqlHeD1SA8Hk8sFo8YMYLtIH8ZMmSIRCIJniKKESNGzJkzp8ql8FKptGPHjhs2bGD9oeR/YWFhs2fPZjvFX+rXr9+9e/cg2dUAAF6Br0rAPqlUyrXt2h74agWVFBkZmZSUxHaKCjRo0CAyMjJ43mqgOsLCwgYPHsx2ivu1a9eOpmkUwUDlURTFwYMSeTxejx49UJUIAIGNy/tzBg8ezNl6X+AUl8vVuXNntlNUICwsrEGDBnizg0ciSZJhmB49erAd5H716tWTy+UYw1BJQqGwZcuW3FyVHTRokEwmYzsFAAAAPAaBQBAeHj5mzBi2g/xhzJgxYWFhnDo91xc8p02vXbtWIpE8bimhRCJJTU3dsmVLMN+dJRaL4+Pjx48fz2IGuVy+evVqlUrFYgaOEAqF+/fvf+eddx63Sp7H40ml0s2bN6ekpPgoW02hVqtTUlKqeZmAt4SEhMyePVutVrMdxK+mTZu2bds2qVT6uI9WiUTy9ttvHzp0SCwW+ygbl8lksg4dOnDnzuq0tLSwsLAgrNEHgCpDrRWwTyaTJSYmsp3ifvXr10dNLVSSQCBo2rRpREQE20Hu16tXr+Cco0MVCASCunXrcm2Jp3///ijkgscSGRnJwU0OzzzzDEVRwbyQDQBBgqKonj17sp3ifjKZrEWLFtw5Hgy4TKFQDBw4kO0UFejatavb7caiP1SGQqHg4CJbr169sE8SKo8kSbfb3aVLF7aD3C82Nlar1QZ8IRcAAEDgUalUycnJXLj6Izw8fPr06Vz7EOM7w4YN+/7779u3b1/JetDQ0NCmTZseO3Zs+vTpeAWOjo6eMWNGt27dWOldKBRu27ZNrVbjVc6Doqi0tLR9+/bVr1+/krtYJRJJ165dr1y50q9fP1/H4z4+ny+VSidMmMB2EIIgiLfeeksqlQZhIVCfPn2uXr36/PPPV3KTQ2hoaN26dXfv3r1o0aKgPceNJEmFQrF48WIu/FZq1apVu3btsF8dAB5LkD6+gVMEAkFMTExMTAzbQf4Hamqh8jyfrLp37852kPslJiaGh4eznQJqBpIkBQLB5MmT2Q7yF7VaPWDAAI7sIIeaQigUtmjRgmtvxX379sXTGACCATfv0unWrRtqaqGSRCJRp06dOLiRYNCgQQqFgu0UUDMIhcJ//etfnJoPkyQ5dOhQzIfhsSgUikGDBrGd4n4JCQlBWD0AAAAQAHg8XkhIyJQpU9gOQkydOlUikQTVGSJPPvnk2bNn9+3b99xzz4lEogpfVUJDQ0UiUcuWLb/44ovr16+3b9/e/zk5iKIolUq1bt26Bg0a+LlrkiSXLVv25JNPyuVyP3fNcd26dbtz584nn3zSrFkzkUhUYY14WFiYSCTq1q3bsWPHjh071rBhQ//n5KaoqKi33npLqVSyG0Mul0+cODF4tujcp379+ocPHz5x4sTzzz8vEokq3DQllUpFItGTTz65evXqn3/+mYN30/lZSEhIo0aNWK8FIkly8eLFCoUCXzoA4LFgKRM4QSgUjhs37r333mM7yB88efDVCipPoVAMGTJk586dbAf5i1arrVOnDo4ygspTKBTDhw//+OOPc3Jy2M5CEATx3nvvSSSSoN2FDFXjeR8eM2bMihUr2M7yh7CwsGHDhnHzMnQAAO8SCoXNmzcPCwsrKSlhO8tfEhMTUVMLlURRlNvtbt++/alTp9jO8hehUNipUycc0wWVRJIkj8ebOHFiWloa21n+0Llz59jYWA5uugAuE4vFXbp0EQqFDoeD7Sx/SUpKws1mAAAANVRUVNSYMWMOHDhw6dIltjK0atVq1KhRwblG0bVr165du5aWlh45cuS7777LzMzMyclxuVxxcXF169Zt2bJl7969g/PfzMMJBAKlUrlr166OHTuazWa/9TtmzJh+/fqp1Wq/9ViDUBQ1fPjw4cOHG43GAwcOXLt27ffff8/JyRGJRJ7x3LZt2x49euDcq3/i8XhSqXTNmjWJiYlut5uVDBRFffLJJ8G2Reef2rRpc+zYMavV+s0335w7d+63337Lycmx2WxxcXF16tRp0aLFiy++iCfA3ymVylWrVnXo0KGgoICtDK+//nqDBg1CQkLYCgAANRRKw4ETFArFyJEjP/3009zcXLazEARBjBkzJiwsDDW1UHlisbhNmzZNmza9ceMG21n+MHPmTFQPwGOhKEomk33wwQejR49mOwtRv379fv364ZsrVIFKpZo8efKGDRuKiorYzkIQBDFlyhQsMwFAkPDUI44fP37hwoVsZ/lD3bp1O3XqhPugoPIUCsXQoUM5VRretWtXmqaxYRIqT6lUvvnmm59//rnBYGA7C0FRVHp6etAexwVVRlEURVGvvvrqZ599xnaWPzzzzDNPPPEElosBAABqKIqilErlli1bOnXqlJ+f7/8AMTExW7ZsUSqVwfxyJ5PJEhMTExMT2Q5Sk0gkkujo6BMnTvTv3//u3bu+7o4kycmTJ0+ZMkWj0eBg2odTqVRc+Jxas8jl8n/961+zZ89OTU1lJUBKSkr79u2xEcVDIpH07du3b9++bAepAUQikUql2rZt2wsvvMDKDvZOnTqlpqZqNBr/dw0ANV3wvnsAp1AUJZVK58yZw3YQgiCI8PDw5ORkbIODx0KSZERExKJFi9gO8of69ev3798f93zB4woLC+vRo0fTpk3ZDkKkpaWFh4dj4QmqgMfjSSSS6dOnsx2EIAhCq9WOGTMmKiqK7SAAAH4SFRU1btw47pQALliwQCaTYUYBlSeRSF544YX69euzHeQPFEXNnTuXO/9NQY1AUZREIuHI1XyDBg3SarXYuA5VoFarZ86cKZPJ2A5CEARBkmR6ejoubgYAAKjRRCKRWq3OyMjw/4mbEokkIyNDpVJhYgxVIJfL69evf+rUqfbt2/u0I5FI9MUXX0yePFmr1eKwG/ARjUYzatQoVraI9OvXb+zYsVqtFq91UAWRkZFNmjRZuXKl/8dP3bp1169fr1Kp8GQGgCpAaThwRXh4eM+ePZs0acJ2EGLKlCkhISH4tQqPSyqVNm/e/LnnnmM7CEEQRFpaWlhYGF5s4HF5Njl8/PHH7F723bNnz3bt2oWGhrKYAWo0uVw+bNiwuLg4toMQc+bMkUqlwXwSDAAEG8/+nJSUFLaDEARBPPPMM+3bt+dISRnUFCRJhoWFpaWlsR3kD56yWpx8D48rMjKyf//+DRo0YDeGSCSaN28eDl+AquHz+RKJ5J133mE7CEEQxPPPP9+oUSNc3AwAAFDTyWSyunXrfvbZZ/5csKUo6vPPP69Tpw4WKKDKZDJZTEzM1q1bR44c6aMu1Gr1iRMnEhISYmJi8EUDfIeiKI1Gs3z58meeecaf/TZv3vzDDz/UaDQY3lBlarX6xRdffOONN/zZaXh4+O7du1UqFS4xA4Cqwa894ApPPeKKFSv4fD6LMRo0aDB69Gic7glVo1QqlyxZwvobRatWrdq1a4c1JqgaqVTasGFDVva8ejzxxBNr167FXXVQHRRFyWSy5cuXszuKnn322V69ekVERLCYAQDA/+Ry+YABA+rVq8duDJIkFy9ejNM9oQpkMlm7du1atWrFdhBCJBLNnTsXZbVQBZ5NDp9//jm7m37T0tJkMhm+XUGVKZXKN954g/Ubk3k83qJFi5RKJbsxAAAAwCuUSmXnzp2//vpr/2z6kkgkmzZt6tSpE+YSUE1CoVCr1c6bN2/79u3evetMIBCMGjXqwoULTz75JL7NgR/w+XylUpmRkdG1a1f/9Ni5c+c9e/aoVCp2K5GgpiNJUqvVvvfee++++65/HpVxcXEnTpyIiYmRSCR+6A4AAhJKw4FDQkNDmzZtumDBArYCRERE7Nq1Sy6Xs17aCzWUWCyOjY2dMGECixlCQ0M//fRTFMFAdbCy59VDLpdnZGQolUq8nEM1hYWFtW3bdsaMGWwFiI6O3rJli1KpxNMYAIINSZLh4eEff/wxu7WAL7/8csOGDXG6J1QBSZIKhWLJkiWs/xJ/7bXXwsLCUFYLVSOTyRo2bPjRRx+xNZJfeeWVpKQk1ot6oUajKEoqlX744YfsLtVOmDBBpVKJRCIWMwAAAIC3kCQZHR3dvXv3U6dOxcTE+LSv2NjYU6dOde3aVavVsv6CCQGAx+PFxMQkJCScOnVq1apV1d9JTpLkiy++ePny5Xnz5sXFxYWHh3slJ8AjiUSi6OjoDRs2jB8/3qePR5Ikx44du3HjxpiYGLzTQfXxeDytVvvOO++sX7/e19c8tmnT5vTp040aNVIoFD7tCAACG+pfgVu0Wu2QIUOGDx/u/675fP7mzZu1Wi12XEF1aLXaadOmde/enZXeKYpav359rVq1UAQD1eHZ85qSktKlSxd/9isQCLZu3arVajGAofo8w/itt9568cUX/d97SEiIZ5MDVpoAIDjJZLKnnnoqPT2drQCtWrVauHChVqtlKwDUdCEhIfXq1Zs8eTKLGZo1a5acnKxSqVjMADWdWq1+4YUX3n77bf933bZt27S0NFTAQPVFRES0a9du1qxZbAXo0aPH1KlTMakAAAAIJCRJqlSqJk2anD59+tlnn/VRL61atTp9+nTjxo1VKhVmxeAtJEnKZLKYmJiXX3750qVLc+bMady4cRUGWGhoaN++fb/99ttPPvmkUaNGMTExOLAJ/EwgEGi12pkzZ3766ac+uvFMKBSuXr36/fff12g0OHkBvIWiqJiYmJ49e548edJ3awXDhw/fvn17TExMaGioj7oAgCCB0nDgFs9e7QULFvzrX//yc9fp6enNmzfHjiuoJoqiVCrVunXrGjVq5P/eU1NT27RpExUV5f+uIcDweDy1Wv3VV1/5bZ+DVCrdvHnzU089FRkZ6Z8eIeBRFKXRaD7++OMnn3zSn/2SJLlmzZq6devijA0ACGYajSYxMfHVV1/1f9exsbFbtmxRqVQ8Hs//vUPAiI6OnjJlSs+ePVnpXaVSbd++XalUYhhDdXh2S06fPt3P29dr1aq1ceNGDGDwCs8wfuONN/r27ev/3p944onPPvtMo9HghkkAAIDAI5PJ4uLidu/ePX/+/IiICC+2HBERkZaWtmvXrtjYWJlM5sWWATxIkpTL5dHR0RMmTDh69OiNGzfS09Pbtm37yPJulUr1yiuvHDhw4M6dO6tXr27VqlVsbKyPqnIBHomiqOjo6L59+547d87rp5V17NjxzJkzAwYMiImJweoEeBdJkmq1ukmTJufOnRs9erR3Nx7UqVNn69atCxcujI6OxgFkAFB9JMMwbGeABwoLCystLfX8+fz5823btmU3j9/Y7fb8/PzBgwdfunTJD92RJDl9+vS33347JiYG+7bBK6xWa1ZW1nPPPVdUVOS3TgcOHLhixYro6Gh8rwJvcTqdBoNhyZIlq1at8umEwbMCW6tWLaVS6bteIDjZbLacnJz+/fvfuHHDD93x+fz09PSkpKTo6GhMKgDgPgkJCUePHvX8eenSpVOnTmU3j6+53W6dTpeUlHT+/Hm/dSqRSE6dOtW4cWN8fIXqc7lc+fn5CQkJt27d8me/QqHw+PHjzZs3xzYz8ArPa90777yza9cuP3TXrFmznTt3arVaHGsEXuRyuXQ63Ysvvvjjjz/6rVO5XH727Nk6dergZjMAAAgk3bp1O3nypOfPK1eunDhxIrt5WEfTdGFhodVqXbJkyeeff26326vTmkgkev311999912JRKJQKPC1DvzD5XJZrdbi4mI+n19YWGg0GvPy8jIzM3U6nUQiiY+Pr1WrlkajiYqKkkgknrJyoVCI7xfAHTabzWQy3bhxIzk5ufovfU2bNk1PT2/WrJlSqRSLxV5JCFAhl8tlMBiKiopmzZp18ODBalZTKJXKWbNmJSYmymQymUyGpzQAeAVKwzktaEvDCYKw2+1Go3HatGnbtm3zaUchISFr167t0qWLVqvFKzp4UVFRUVZW1oABA+7eveuH7l599dX58+drNBpc+AXeRdO0Tqc7fPjw+PHjHQ6HL7po27btxo0bVSoVSgfARzyLSuPGjTt48KBPOwoPD9+0adPTTz+t1Wrxxg4A/xRspeEEQTgcDp1ON3LkyNOnT/uhO7lcvm3btmbNmqlUKj90B8GgvLw8KyurY8eOBQUF/umRoqi1a9f27t1bo9H4p0cIBi6XS6/Xr1u3bu7cuTRN+66jvn37rl69Gh9fwRdsNlt+fv7QoUP/+9//+qG72NjYjIyM+vXry+VyP3QHAADgNygNr5Db7TYajaWlpYsXLz5w4IDBYHjcFjQaTe/evadPny6TyXCPGbCFYRj6/7lcrvLycoFAIBQKKYri8XgURaEWArjMarWazeYTJ0589tln3333ncvleqwf5/P5rVu3fu2113r06BERESGVSn2UE+A+nkMZ7t69u3jx4pMnT5aVlT3Wj5Mk2ahRo8TExNdff10qlUZEROBZDQBehNJwTgvm0nDi/w+Z27BhQ2pqqtvt9kUX0dHRGRkZdevWVSqVKOECrysrKzOZTMOHD/fpQYmeE2oHDx6s1Wqx2AS+wDCMwWDIzMycOHGidy9zkEgkEyZMGD9+vEqlwo1I4FOeaphVq1YtWbLER7PfevXq7d69OyYmBqUDAPAgQVgaTvz/wuj8+fPXrl3r0/WHxo0bZ2RkqNVqPIfBu8xms16vHzhwoB/ODpdKpV988UX79u1x/Qh4nWfT74ULF0aNGvW436gqg6KoGTNmjBs3DlvWwXfsdrvJZEpOTt68ebNPO2rVqtWWLVtUKhUuIQEAgMCD0vCHcDqdhYWFNE3fvXt3x44dBw8e/OWXXx6ylEGSZMOGDXv16pWYmFi7dm2KohQKhUAg8GdmAIBAwjCMxWIpLCwkSfLkyZMZGRknT560Wq0P+ZGQkJAuXboMGDCge/fuJElGRETguGVgheecMh6P98MPP2zfvv3o0aMP32nG4/GeffbZvn379uvXLywsLCQkJCIiAtU+AOB1KA3ntCAvDScIgmEYnU53+fLlCRMmePfoZZIke/bsuWrVKpVKFRYW5sWWAf7O4XAYjcb33nvvq6++8kX7ERERmzdvbt68OU6oBV8rLy8vLCw8d+5cSkrKb7/9Vs3W+Hz+8OHD33vvPalUqlQq8Z4DfuCphjl79uy7776bl5fnxZYpihowYMCSJUtUKpVEIvFiywAQYIKzNJz4/02/+/fvnzRpko8uIUlISFizZo1SqQwJCfFF+xDkysvLTSbTG2+8ceTIEd/1EhcXl5GRUbt2bexdB98xmUwGg2HmzJnVv+X275o3b7548eKmTZviRj7wNc+kYtOmTSkpKT46SWTIkCGLFy/GDnYAAAhUKA2vDKfTee/ePZvN5nK5CgsLDQZDdnZ2VlZWYWGhQqGIj4+vVauWWq1WKBR8Pl8sFoeHh6MiHADAi2iattlshYWFfD6/uLjYZDLl5+dnZWXl5uYyDBMbG1unTh2tVqtSqSIiIlwul0KhEIvFWJEA1jEM43A4ioqKGIaxWq0FBQU6nc4zi7BYLBqNpm7dujExMZ5ZhNvtDg8Pl0qlOGQBAHwHpeGchtJwj3v37pWWlm7dunXRokWFhYXVb/DZZ59dsmRJvXr1NBoN3tXB1zxfrc6dOzdz5szMzExvNUtRVL9+/RYsWBAVFaVQKLzVLMBDMAxTWlpaWlqakZGxYsWKqo1nkUiUkJAwb968yMhInCcHfsYwTHFxscVi+fLLL5ctW3bv3r3qt9m5c+fFixdrtVqMZwB4pKAtDSf+/xKSX3/9ddKkSZcvX/Ziy3K5PDk5+eWXX8ZzGHzK5XIZDIbly5f/+9//9sVKWuvWrbds2aJUKnFCLfiaZwd7ZmbmtGnTvv/++2q2Vrt27bS0tM6dO0dGRmKTJPiH5ySRmzdvTpky5fr1615sWaPRfPDBB7169cK9fAAAEMBQGv5Y6L9xuVw2m00sFvP5fOpv2M4IABDIGIb5+6PYZrMxDBMSEvL35zBOWABu8gxat9tN07TD4XA6nSEhITwezzNueTwehi4A+AFKwzkNpeF/omm6qKjIarWuWrXq008/rfLVtw0bNpw3b167du0UCgXOkwO/8RTUlpSU7Ny5My0traCgoJoNduzYcfHixdHR0djeAP7HMIzZbC4vLy8oKMjIyDhw4MC1a9domn74T0VGRj7//POJiYlt27ZlGEalUgmFQv8EBrgPTdOFhYVWq3Xx4sVffvlleXl5FRohSbJZs2YLFy588sknlUqlWCz2ek4ACDzBXBru4d1LSMRi8Ztvvjl58mSJRCKXy/E5FnyNpun8/Pzffvtt2rRpFy9e9FazarX6vffe69evn1KpxAm14Dc2m62goODixYurVq06d+7c417pQJJk8+bNR4wYkZSUFBoaGhYWhq9Z4GcWi6W4uPj48eOpqak5OTnVbC0sLGzKlCljxoyRSqUREREYzwAAEMBQGg4AAAAAABAkUBrOaSgNv4/b7TYajQzDXLlyZfv27UePHjUajY/8KZIkn3rqqT59+gwYMEClUoWFhclkMizxg//RNO05rXbNmjVbt26tQjWMUCjs0KHD5MmTmzdvjkpEYJ3L5SorKyspKXE4HLdu3crJycnMzNTr9Xq93mq1qlQqjUYTGxtbu3btOnXq1KlTh2EYuVwuEolQuQX/x96dx0dVHvoDnqwQIIQEEGQR2akLXhFkUdlEQbSAIm6oSKl1KYJKBRGoBZFae/XaotellEJtsWIFVGoplSJwAcPaVqpyZZMdZAcJkGV+f8zvTlOqISGZ+V8YVQAAIABJREFUTCZ5nr/e98z7Hr5+PqizfM85ZUFubu6ePXsCgUBmZuZbb701f/78wjyZJCEhoU2bNn369OnXr1+NGjXS09OrVq0a+bBAOaEaHvjXh5BMnjx5w4YNZ3GS6tWr9+3bd9y4cdWqVTvnnHPc15PSFLrCYdmyZWPGjDm7v8Bh1apVGz58+P3331+lSpX09HRfU1DKQk+23b9/f3x8/KJFi37/+98vWLAg/D3k10pOTu7UqVO/fv169+5dqVKl1NTUtLQ0n++IlmAweOTIkaNHj86YMeOVV145uyeb1axZ85Zbbhk5cmSVKlVq1arl7zMA5Z5qOAAAQAWhGl6mqYZ/rWAweOrUqQMHDgSDwc2bNy9ZsmT79u179uwJ9RGPHj1au3btuv+nefPm3bp1C/1eVa1aNfdXJupyc3MPHjx44sSJgwcPzpo1a+7cuWvWrCn4jsvVq1fv0aNH//79u3TpkpubW7NmTU1EypTc3Nzws5COHz9+6tSpYDCYmJiYkpJSuXLl0HOREhMTlV0og0JvKvbt2xcXF7dhw4Zly5Zt37599+7dofcV4Ysc6tate+6557Zs2bJLly7x8fFpaWlVq1ZNTEyMdnwgxqiGh4WumTx+/PjBgwdnz5793nvvnfEtcSAQqFevXq9evW655ZbWrVvn5eXVqVPHf4qJimAweOzYscOHD8+bN+93v/vdkiVLinTH5bi4uAsvvPD666+/7777qlSpUrt2bU1EoisvL+/kyZP79+9PSEg4dOjQ3r17d+3atXnz5h07dpw6dapevXqNGzeuX79+nTp1atasmZOTk5GREXoAbrSDQyDwf4+aPHnyZJGebNa4cePevXvfeuutzZo1CwQCtWvX9qYCgApCNRwAAKCCUA0v01TDzyg7OzsnJ+fEiRNZWVnZ2dmBQCAhISE3NzcuLi45OblKlSrJyclJSUl+r6IMCt9xORAI7N27d8+ePVu3bt2yZcvu3btTUlIaNGhw/vnn16tXr3bt2rVq1crLy3O7ZYDICQaD2dnZubm5p72pyMnJiY+Pr1y5ctWqVRMSErypAIpDNfzfhd8S5+TkfP7559u3b9+8efOuXbt2796dlZVVp06dunXrnn/++eedd16jRo3q1KmTkJCQnp6enJzskjOiLnzH5YSEhMWLF7/99tsLFy48ePDgN33PVqlSpXbt2vXp06dv376VK1dOTU1NTU3VRKRMCQaDefmcOHEiNzc31AIPXfEbHx/vP7+UWTk5OaEnk2RnZ2/cuDH/m4rs7OzQFb+hNxXnnXdeRkZGcnJyWlpaUlKSv9UAVCiq4QAAABWEn6CIbUlJSUlJSSkpKenp6dHOAkWTmJhYo0aNGjVq5OXl1atXL/TLa6gcE/pbHf7l1Y+vAJEWuqgsEAgU/03F0aNHc3Nzw6dNS0srZrbQ/fjD0+rVq7tMCCg3wm+Jc3NzGzRokJeXl5ube/z48RMnTuTl5YUv942Pj09ISFCipUyJi4urWrVq1apV8/Ly+vXr17lz59D/oA8dOrRv375du3Zt3749IyMjdK/l0CUNJ06cyMjIqFKliivNKJvi4uJCLfDQNCUlJbp5oEgSExPT09PT09Nzc3MbNmyY/01FIBBITk4OPfop9D2bNxUAAAAAQPnmO1CAKAv9KBWeVqtWLYphACimrl27rlmzJjROS0s7dOhQMU/47rvvDhgwIDw9cOCAK+KA8id/GbFq1arRDQNFEh8fn5KSUr9+/UAgEAwGzznnnGbNmoUu/Y2Liwt93EtISHC5L0DpKKk3FcuXL8/JyQmfp02bNsUMtm3bti1btoTGiYmJHhAKAAAAAESOajgAAAAAFNdpN10GIHb17t07fKHvpZdeGr4A+Ky98cYbo0aNCo1r1Khx8ODBYp4QAAAAAOCbeBg9AAAAAAAAAAAAAEDMUw0HAAAAAAAAAAAAAIh5idEOAAAAFCQuLi7aEQAAAAAAAAAoDbNmzcrJyQmNMzIyevToUcwTfvLJJ+vWrQuNK1Wq1Ldv32KeECjjVMMBAKDsuvnmm/Py8qKdAgAAgLNXu3bt1q1bh8apqanRDQMAAACUcXffffdXX30VGl9++eXFr4bPnj177NixoXHt2rVVw6HcUw0HAAAAAACIlMGDBw8ePDjaKQAAAACACiE+2gEAAAAAAAAAAAAAACgu1XAAAAAAAAAAAAAAgJiXGO0AAADANzp48ODmzZvD09atWycmnuE9/K5du2bNmvX5559v2rTp2LFjDRo0aNmy5e23396kSZPQgiNHjmzYsCE0TktLa9q0aYTCAwAAAAAAABBdTZo06dmzZ2iclpYW3TBAKVANBwCAsmvBggUDBgwITw8cOJCenv5Ni//xj388++yzb7zxRnZ29mkvjR079vrrr3/ttdfq1av30UcfhT/59+vXb/bs2ZFIDgAAQMi6detWr14dGicnJ99+++0Fr8/NzZ07d+4777yzcePGjRs35uTkNGjQ4OKLL77rrru6du0aHx8fCATWr1//0UcfhdZfcMEF7dq1i+g/AgAAABC7br/99jN+HQGUJ6rhAABQHsyaNWvgwIEnTpz4pgV/+MMfWrduPWfOnNJMBQAAwPvvvz9q1KjQuEaNGgX8FhsMBn/5y1/+5Cc/CT/rKWTPnj2rV6+eNm3aZZddNmPGjBYtWixcuPCBBx4Ivfroo4+qhgMAAAAAIarhlIasrKxDhw6Fp2lpaVWqVCnmOffs2ZOXlxcaV6tWLTU1tZgnBACIXT//+c8ffvjhYDCY/2B6enrr1q0//fTTvXv3ho7s37+/b9++EyZMiEZGAAAACpKdnf3ggw9OmTKlgDWrV6++9NJL33vvvVJLBQAAAADEFtVwSsPs2bMHDhwYnk6ZMmXIkCHFPGe7du22bdsWGo8dO/app54q5gkBAGLUihUrTuuF33bbbePGjWvVqlV8fHwwGPzf//3fV1555YUXXggEAgcOHBgxYkT0wgIxbOPGjfnvXtmuXbuMjIzinDAvL+/Pf/5zeHrRRRfVr1+/OCcEAIhdOTk5ffv2/eMf/5j/YGpqaseOHVu2bLlmzZoVK1ZkZ2cHAoHjx4/3799/0KBBUUoKAAAAVCC5ubnBYDAxUdEUYol/YwEAIIbl5uY+8MAD+XvhTz/99OjRo+Pi4kLTuLi4li1b/td//ddFF110//335+TknDx5Mkphgdj2xhtvjBs3LjxduHBh165di3PCvLy8Xr16hadTp04dPHhwcU4IABC7Xnzxxfy98OTk5FdeeeXuu+9OSEgIHcnKynr++efHjh0bCAQOHTr0s5/9LDpBAQAAgFizbNmyxYsXh8ZVqlQZNmxYweu/+uqr6dOnv/vuuxs3btyyZUteXt65557bunXru+++u1+/fpUrVw4EAqtWrfrggw9C6zt06FDM34yAkqUaDgAAMWz69Olr1qwJT0eMGPHEE0987cohQ4ZUqVLljjvuKK1oAAAAFMqOHTvyX4NXp06d2bNnd+zYMf+alJSUMWPGtGrV6q677srKyir1jAAAAECsWrhwYehq80AgULt27QKq4Tk5ORMnTvz5z39+8ODB/Md37NixY8eOP/7xj82aNZsxY0a7du2WL18+evTo0KujRo1SDYcyJT7aAQAAgLP3xhtvhMeVKlUaMWJEAYtvvfXW1q1bRz4UAAAARTBx4sRjx46Fpy+99NJpvfCw/v37v/rqq6WVCwAAAKhAjh071rdv3/Hjx5/WC89vw4YNnTp1euedd0ozGFBU7hpOrEpJSalSpUponJSUFN0wAABRcejQoQ8//DA8HTJkyLnnnlvA+vj4+HHjxg0YMCDiyQAAACic3NzcWbNmhaetWrW68cYbC1h/++23T5gwYcOGDZGPBgBly1//+te//e1v4el11113zjnnFOeEOTk5v/3tb8PTK6+8smnTpsU5IQBA7Dp+/HiXLl3yP7A6EAg0b968U6dOLVq0WL169eLFi/ft2xcIBHJycu64445bbrklSkmBM1MNJ1atX78+2hEAAKJs3rx5OTk54emgQYPOuOWmm25q3Ljx5s2bI5kLoLDat28fHteuXTuKSQAAoiUzM3Pv3r3h6ejRo+PjC3ria2Ji4pgxYwYPHhz5aABQtsyePXvChAnh6f/8z/8UsxqenZ19zz33hKevv/66ajgAUGFNmjQpfy+8Ro0aM2fOvOaaa8JHgsHgL37xi+9///s5OTnHjx+fNm1aFFIChaMaDgAAseqTTz7JP23cuPEZt8THx1944YWq4UBZkJiY+NFHH0U7BQBAlM2dOzf/tOBbhocMHDhw+PDhR44ciVgoAAAAoAJZv379s88+G542a9bsD3/4Q4sWLfKviYuL+973vtesWbP+/fsfOnSo1DMCRVDQnScAAICybM+ePeFxSkpKrVq1CrPrvPPOi1giAAAAimbjxo3hcUZGRmpq6hm3JCUlFebaYAAAAIDCGD9+fHZ2dnj66quvntYLD+vevftrr71WWrmAs6QaDgAAsWr37t3hcaNGjeLi4gqzSzUcAACg7Mh/0W+jRo0KucsnOwAAAKBEnDx5Mv8zzTp06NCtW7cC1vfv3/+CCy6IfC7g7CVGOwCcpZUrV546dSo0btCgwRm/Mc/Ozp49e/bq1as3bty4bdu29PT0hg0bXnvttd/+9rcrV64cWrN27drjx4+Hxpdddln4OABA2ZT/QV1169Yt5K7CVw0AAACItLOrhvtkBwDFFx8f369fv/C0YcOGUQwDABAtH3744dGjR8PTJ554ouBbksXHx48dO/aOO+6IfDTgLKmGE6v69++/bdu20Hjs2LFPPfXUN608fvz45MmTJ0+evGPHjtNemjJlSnp6+vPPPz9o0KC4uLi777573bp1oZc2bdrkiZwAQBnXoEGD8Dj/x/WCJSUlRSYOQNHk5eXlf+Zg165dW7VqVfCW9evXv/rqqx9//PHGjRt37tx5zjnnnHfeeX369Lnzzjvr1asXWjNlypScnJzQ+P77749QeACAkhK+X0kgEKhVq1Yhd7lrOAAUX6VKlWbPnh3tFAAAUfbHP/4xPI6Li+vZs+cZt9xyyy3333//kSNHIpkLOHuq4ZRze/bs+fa3v71y5cpvWnDw4MHBgwf/5S9/+dWvflWawQAAiq958+bh8ebNmwu564svvohMHICiycvLe+CBB8LTqVOnFlANX7du3ejRo/M/0DAQCGzbtm3btm1Lly4dO3bs008/PWLEiPj4+GHDhmVlZYUWqIYDAGVf48aNt27dGhrv27evkLvCD9UEAAAAKI4tW7aEx+eee25ycvIZtyQkJDRq1Ojjjz+OYCygGOKjHQAiaMOGDR06dDitF56cnNypU6dOnTrlv1/m66+/PmrUqFIPCABQLPmr4QcOHCjkZdmq4UDMmT9/fqdOnU7rheeXnZ09cuTI/v375+bmlmYwAIDiy//JbtOmTYXcFW6TAwAAABTHnj17wuNGjRoVcpcHmkFZphpOuZWXlzdo0KD8VzXVr1//T3/60+HDh5cuXbp06dLDhw/Pmzcv/H+p5557bv369dHJCgBwVvIXCAKFvnG4AgEQW2bOnHn99dcfPXo0fCQhIaFt27bDhg275557mjRpEj4+Z86cESNGRCMjAMDZO+15UMFgsDC7XPQLANEVDAYPHTqUl5cX7SAAAMV1dtXwwq8ESl9itANApEybNm3ZsmXhafv27WfPnn3uueeGj6SkpPTs2TMzM7Nfv36ZmZmBQCA7OzsKQQEAztZp1fA//OEPl1xyScFbcnJy1q5dG8lQACVp79699913X05OTvhInz59pk+fXqNGjfCRTz755Kabbgpd6/uzn/0sCikBAIoh/ye7o0eP7t+/v1atWmfcpRoOAMWXnZ09ceLE8PSmm24q+PvVYDC4aNGiV155Zd26dZs2bcrKykpOTm7YsGHfvn0HDx580UUXhZaNHz8+VBlPSEj44Q9/GNF/BACA4jt58mR4nP/3l4I1bNgwMnGAEqAaTvmUlZU1cuTI8DQjI+PPf/5zamrqv6+sW7fuwoUL27Rp89lnn5ViQACAEpCent6qVavw25jnnntu6NCh1atXL2DLb37zGwUCIIaMHDny0KFD4eno0aMnTpwYH/8vz0C74IILli9fPmDAgAULFpR6QACA4jrtot833njjoYceKnjL1q1bN2zYEMlQAFAh5OTkTJgwITxt3rx5AdXwDz/88NFHHz3tvhunTp3auHHj888///zzzz/22GMTJ05MTk6eOHFi6Cr3pKQk1XAAoOxr2rTpzp07Q+P8dxAv2FdffRWxREBxxZ95CcSgBQsW7N+/PzwdPnz41/bCQ1JSUsaOHVsquQAAStjw4cPD4wMHDrz44osFLM7Ozn7qqaciHwqgZHzyySfTp08PTzt37jxp0qTTeuEh6enp77//vmcXAgCxqGXLlg0aNAhPf/zjH2dlZRW85emnn87/WBUAINJ+/etfX3vttQU/j/GnP/1pz5498990EwAgJuS/an3z5s2F3LV169bIxAFKgGo45dO7774bHqempp7xJiu33nrrabdmAQCICXfffXedOnXC02eeeeaDDz742pV5eXmjR4/etGlTaUUDKK5Zs2bln44ZM6aAxcnJyaNHj45wIgCAkpeUlJT/G+xdu3a99tprBazfvHnz1KlTI58LAPj/Jk+ePGjQoOzs7PCRmjVr9unT55lnnnn88cc7deqUlJQUOv7hhx/ed999wWAwSkkBAM5G/tbcpk2bCvlmxqOqoSxLjHYAKHnBYPC9994LT6+//vr09PSCtyQmJj788MPf//73IxwNAKhATpw4MXHixKLuateuXc+ePQu/vkqVKtOmTbvuuutC06NHj/bs2fO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} }, "cell_type": "markdown", "metadata": {}, "source": [ "We can now run `ptt.phaseDiagram_calc` which takes an array of pressure and temperature conditions and evaluates the equilibrium assemblage at each combination of values. The import parameters to tweak are:\n", "1) The `i_max` parameters determines the maximum number of iterations that the code will loop through (a new loop is started if one calculation fails) unless every point either has a solution or hits a failure point. Smaller i_max, more likely to have holes in the phase diagram (as if one calculation kills a subprocess with 7 more calculations to run, you will get 7 holes until you have i_max>1). 15 is generally a good value to use. \n", "2) The `refine = 2` parameter helps refine the phase boundaries. Consider that your 25 pressure and temperature points creates the grid shown below. Initially, the phase boundary between olivine and liquid is put at the midpoint between the solved values. \n", "\n", "What the first refine step does is insert a new calculation anywhere two neighbouring points have a different phase assemble (the red dots). These are then solved, and the position of the phase boundary is obtained at a higher precision. To ensure that the matrix has a constant point spacing, new points are inserted between existing points with the same phase (e.g. the point between Ol - Ol is filled with olivine - in this diagram, these are the smaller circles in panel c). refine=2 would do this again after the first refinement stage. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "Res_pMELTS = ptt.phaseDiagram_calc(Model = \"pMELTS\", bulk = Prim_MELT, \n", " P_bar = np.linspace(200.0,15000.0, 25),\n", " T_C = np.linspace(1150.0, 1450.0, 25),\n", " i_max = 15,\n", " refine = 2)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
| \n", " | T_C | \n", "P_bar | \n", "mass_g | \n", "H_J | \n", "S_J/K | \n", "V_cm^3 | \n", "rho_kg/m^3 | \n", "log10(fO2) | \n", "dVdP_cm^3/bar | \n", "SiO2_Cpx | \n", "... | \n", "H_J_Plag | \n", "S_J/K_Plag | \n", "Cp_J/(kg.K^2)_Plag | \n", "dCpdT_J/(kg.K^2)_Plag | \n", "dVdT_cm^3/K_Plag | \n", "dPdT_bar/K_Plag | \n", "d2VdT2_cm^3/K^2_Plag | \n", "d2VdTdP_cm^3/(bar.K)_Plag | \n", "d2VdP2_cm^3/bar^2_Plag | \n", "molwt_Plag | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "1150.0 | \n", "200.00 | \n", "100.0 | \n", "-1.248859e+06 | \n", "255.862662 | \n", "35.541637 | \n", "2813.601422 | \n", "-8.208987 | \n", "0.000353 | \n", "NaN | \n", "... | \n", "-4055.510671 | \n", "0.701873 | \n", "1227.622241 | \n", "0.000035 | \n", "0.000003 | \n", "NaN | \n", "8.456372e-10 | \n", "0.0 | \n", "7.925588e-13 | \n", "273.791174 | \n", "
| 1 | \n", "1150.0 | \n", "354.17 | \n", "100.0 | \n", "-1.248532e+06 | \n", "255.708136 | \n", "35.507705 | \n", "2816.297855 | \n", "-8.175625 | \n", "0.000360 | \n", "NaN | \n", "... | \n", "-9315.357523 | \n", "1.615936 | \n", "1227.626545 | \n", "0.000079 | \n", "0.000006 | \n", "NaN | \n", "1.940876e-09 | \n", "0.0 | \n", "1.835080e-12 | \n", "273.722894 | \n", "
| 2 | \n", "1150.0 | \n", "508.33 | \n", "100.0 | \n", "-1.248206e+06 | \n", "255.553609 | \n", "35.473774 | \n", "2818.994287 | \n", "-8.142263 | \n", "0.000368 | \n", "NaN | \n", "... | \n", "-14575.204374 | \n", "2.529999 | \n", "1227.630849 | \n", "0.000124 | \n", "0.000009 | \n", "NaN | \n", "3.036115e-09 | \n", "0.0 | \n", "2.877602e-12 | \n", "273.654613 | \n", "
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| 9405 | \n", "1450.0 | \n", "14537.50 | \n", "100.0 | \n", "-1.144694e+06 | \n", "290.046490 | \n", "34.619078 | \n", "2888.601626 | \n", "-5.153195 | \n", "0.000019 | \n", "NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
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| 9408 | \n", "1450.0 | \n", "15000.00 | \n", "100.0 | \n", "-1.144848e+06 | \n", "289.029268 | \n", "34.457763 | \n", "2902.103623 | \n", "-5.107807 | \n", "0.000063 | \n", "NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
9409 rows × 219 columns
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