{
"cells": [
{
"cell_type": "markdown",
"id": "f037fd25-b3cf-4cde-a591-8a856ce8fd13",
"metadata": {},
"source": [
"# Modelling liquid-line-of-descents"
]
},
{
"cell_type": "markdown",
"id": "adc693d5",
"metadata": {},
"source": [
"- One of the primary uses of the MELTS thermodynamic models is simulating the crystallization of magma under different conditions.\n",
"- This can be useful for identifying whether samples are linked by crystallisation or if other processes are required to explain the geochemical variability of a region.\n",
"\n",
"**Before any calculations can be run** users need to download the alphaMELTS for MATLAB files. Please see the installation guide on ReadTheDocs.\n",
"\n",
"Data used in the calculations below can be downloaded from here: https://github.com/gleesonm1/PetThermoTools/blob/master/docs/Examples/CrystallisationTests/Fernandina_glass.xlsx"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "49d709f6-5b7f-4a0a-bdc7-5031ef5ca560",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"alphaMELTS for Python files successfully located.\n",
"If using the Green et al. (2025) or Weller et al. (2024) thermodynamic models please run `ptt.activate_petthermotools_env()` prior to any calculations.\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\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",
"# Now run this and itll check you have added it properly\n",
"import petthermotools as ptt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "4497bb6d",
"metadata": {},
"outputs": [],
"source": [
"# Should be used to suppress outputs on MacOS - run twice\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",
"id": "00cf288b-d00b-4dba-8e95-985874c5ec8d",
"metadata": {},
"source": [
"In this notebook we'll show how PetThermoTools can quickly perform multiple calculations (utilizing parallel processing), and investigate how the liquid-line-of-descent is linked to the conditions of magma storage.\n",
"\n",
"First, we need to load in some data. For this example we'll use data from Isla Fernandina in the Galapagos Archipelago, where a series of melt inclusions (Koleszar et al. 2009) and matrix glasses (Peterson et al. 2017) provide us with plenty of glass data to constain the magmatic evolution of the sub-volcanic system. The melt inclusion and matrix glass data is included in a single excel spreadsheet that we can load in using Pandas. We can also split this DataFrame into two. One containing just the melt inclusion data, the second including just the matrix glass data."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "09f40231-5761-4cbe-8b86-a11b1696fa6b",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Group \n",
" Latitude \n",
" Longitude \n",
" SiO2 \n",
" TiO2 \n",
" Al2O3 \n",
" FeOt \n",
" MnO \n",
" MgO \n",
" CaO \n",
" Na2O \n",
" K2O \n",
" P2O5 \n",
" H2O \n",
" CO2 \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" MG \n",
" -0.17 \n",
" -91.77 \n",
" 49.11 \n",
" 2.90 \n",
" 14.04 \n",
" 11.38 \n",
" 0.21 \n",
" 6.53 \n",
" 11.88 \n",
" 2.55 \n",
" 0.43 \n",
" 0.30 \n",
" 0.593 \n",
" 0.011442 \n",
" \n",
" \n",
" 1 \n",
" MG \n",
" -0.17 \n",
" -91.77 \n",
" 49.22 \n",
" 3.10 \n",
" 14.09 \n",
" 11.37 \n",
" 0.20 \n",
" 6.75 \n",
" 11.78 \n",
" 2.75 \n",
" 0.44 \n",
" 0.31 \n",
" 0.683 \n",
" 0.009890 \n",
" \n",
" \n",
" 2 \n",
" MG \n",
" -0.21 \n",
" -91.81 \n",
" 49.01 \n",
" 2.92 \n",
" 13.92 \n",
" 11.74 \n",
" 0.21 \n",
" 6.31 \n",
" 11.90 \n",
" 2.55 \n",
" 0.46 \n",
" 0.33 \n",
" 0.635 \n",
" 0.012210 \n",
" \n",
" \n",
" 3 \n",
" MG \n",
" -0.21 \n",
" -91.80 \n",
" 49.42 \n",
" 3.14 \n",
" 13.92 \n",
" 11.77 \n",
" 0.20 \n",
" 6.47 \n",
" 11.46 \n",
" 2.82 \n",
" 0.46 \n",
" 0.33 \n",
" 0.732 \n",
" 0.010531 \n",
" \n",
" \n",
" 4 \n",
" MG \n",
" -0.24 \n",
" -91.75 \n",
" 48.76 \n",
" 3.57 \n",
" 13.88 \n",
" 11.83 \n",
" 0.23 \n",
" 6.37 \n",
" 11.40 \n",
" 3.09 \n",
" 0.52 \n",
" 0.36 \n",
" 0.834 \n",
" 0.007797 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Group Latitude Longitude SiO2 TiO2 Al2O3 FeOt MnO MgO CaO \\\n",
"0 MG -0.17 -91.77 49.11 2.90 14.04 11.38 0.21 6.53 11.88 \n",
"1 MG -0.17 -91.77 49.22 3.10 14.09 11.37 0.20 6.75 11.78 \n",
"2 MG -0.21 -91.81 49.01 2.92 13.92 11.74 0.21 6.31 11.90 \n",
"3 MG -0.21 -91.80 49.42 3.14 13.92 11.77 0.20 6.47 11.46 \n",
"4 MG -0.24 -91.75 48.76 3.57 13.88 11.83 0.23 6.37 11.40 \n",
"\n",
" Na2O K2O P2O5 H2O CO2 \n",
"0 2.55 0.43 0.30 0.593 0.011442 \n",
"1 2.75 0.44 0.31 0.683 0.009890 \n",
"2 2.55 0.46 0.33 0.635 0.012210 \n",
"3 2.82 0.46 0.33 0.732 0.010531 \n",
"4 3.09 0.52 0.36 0.834 0.007797 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_excel('Fernandina_glass.xlsx')\n",
"df = df.fillna(0)\n",
"\n",
"# split data based on the Group (Melt Inclusion or Matrix Glass)\n",
"MI = df.loc[df['Group'] == 'MI',:].reset_index(drop = True)\n",
"MG = df.loc[df['Group'] == 'MG',:].reset_index(drop = True)\n",
"\n",
"MG.head()"
]
},
{
"cell_type": "markdown",
"id": "f8d588ca-4d54-4b6e-bfcf-8fb872676ace",
"metadata": {},
"source": [
"One of the key things that we need to perform any calculations with MELTS is a starting composition. To start, let's use the most primitive (highest MgO) composition from the melt inclusion analyses. There are a few ways to find this composition, the way I like to do so (not necessarily the quickest) is to simply sort the melt inclusion DataFrame by the MgO contents and select the first row:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "d58cfa8a-3bee-4f7d-8431-567d2b8a95e4",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Group \n",
" Latitude \n",
" Longitude \n",
" SiO2 \n",
" TiO2 \n",
" Al2O3 \n",
" FeOt \n",
" MnO \n",
" MgO \n",
" CaO \n",
" Na2O \n",
" K2O \n",
" P2O5 \n",
" H2O \n",
" CO2 \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" MI \n",
" 0.0 \n",
" 0.0 \n",
" 47.5 \n",
" 2.29 \n",
" 16.4 \n",
" 9.16 \n",
" 0.123 \n",
" 9.38 \n",
" 11.6 \n",
" 2.25 \n",
" 0.329 \n",
" 0.257 \n",
" 0.68 \n",
" 0.0280 \n",
" \n",
" \n",
" 1 \n",
" MI \n",
" 0.0 \n",
" 0.0 \n",
" 47.5 \n",
" 2.58 \n",
" 15.5 \n",
" 10.04 \n",
" 0.138 \n",
" 8.97 \n",
" 11.4 \n",
" 2.44 \n",
" 0.428 \n",
" 0.262 \n",
" 0.69 \n",
" 0.0630 \n",
" \n",
" \n",
" 2 \n",
" MI \n",
" 0.0 \n",
" 0.0 \n",
" 49.2 \n",
" 2.33 \n",
" 16.0 \n",
" 8.67 \n",
" 0.147 \n",
" 8.94 \n",
" 12.0 \n",
" 1.78 \n",
" 0.005 \n",
" 0.094 \n",
" 0.78 \n",
" 0.0004 \n",
" \n",
" \n",
" 3 \n",
" MI \n",
" 0.0 \n",
" 0.0 \n",
" 48.4 \n",
" 2.50 \n",
" 15.7 \n",
" 9.07 \n",
" 0.139 \n",
" 8.88 \n",
" 11.6 \n",
" 2.18 \n",
" 0.398 \n",
" 0.326 \n",
" 0.69 \n",
" 0.0126 \n",
" \n",
" \n",
" 4 \n",
" MI \n",
" 0.0 \n",
" 0.0 \n",
" 48.1 \n",
" 2.46 \n",
" 15.3 \n",
" 8.96 \n",
" 0.153 \n",
" 8.82 \n",
" 12.1 \n",
" 2.34 \n",
" 0.325 \n",
" 0.387 \n",
" 0.88 \n",
" 0.4986 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Group Latitude Longitude SiO2 TiO2 Al2O3 FeOt MnO MgO CaO \\\n",
"0 MI 0.0 0.0 47.5 2.29 16.4 9.16 0.123 9.38 11.6 \n",
"1 MI 0.0 0.0 47.5 2.58 15.5 10.04 0.138 8.97 11.4 \n",
"2 MI 0.0 0.0 49.2 2.33 16.0 8.67 0.147 8.94 12.0 \n",
"3 MI 0.0 0.0 48.4 2.50 15.7 9.07 0.139 8.88 11.6 \n",
"4 MI 0.0 0.0 48.1 2.46 15.3 8.96 0.153 8.82 12.1 \n",
"\n",
" Na2O K2O P2O5 H2O CO2 \n",
"0 2.25 0.329 0.257 0.68 0.0280 \n",
"1 2.44 0.428 0.262 0.69 0.0630 \n",
"2 1.78 0.005 0.094 0.78 0.0004 \n",
"3 2.18 0.398 0.326 0.69 0.0126 \n",
"4 2.34 0.325 0.387 0.88 0.4986 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"MI = MI.sort_values('MgO', ascending = False, ignore_index = True)\n",
"MI.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "5da77a80-a76a-49ab-85ea-6aa28caf30b6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Group MI\n",
"Latitude 0.0\n",
"Longitude 0.0\n",
"SiO2 47.5\n",
"TiO2 2.29\n",
"Al2O3 16.4\n",
"FeOt 9.16\n",
"MnO 0.123\n",
"MgO 9.38\n",
"CaO 11.6\n",
"Na2O 2.25\n",
"K2O 0.329\n",
"P2O5 0.257\n",
"H2O 0.68\n",
"CO2 0.028\n",
"Name: 0, dtype: object"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"starting_comp = MI.loc[0]\n",
"starting_comp"
]
},
{
"cell_type": "markdown",
"id": "8031b333-bc47-412a-b870-bd3cf750e752",
"metadata": {},
"source": [
"We can now perform crystallisation calculations. These calculations are run using rhyoliteMELTSv1.2.0 (we have some CO$_2$ in the starting composition), start at the liquidus and end at 1100$^o$C. The calculations are also run at 1 log unit below the FMQ buffer. By specifying Frac_solid = True, we inform PetThermoTools that we want to perform a fractional (rather than equilibrium) crystallisation scenario."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "2235813e",
"metadata": {},
"outputs": [],
"source": [
"Isobaric_Xtal_single = ptt.isobaric_crystallisation(Model = \"MELTSv1.2.0\",\n",
" bulk = starting_comp,\n",
" find_liquidus = False,\n",
" T_start_C=1200,\n",
" P_bar = 2000,\n",
" T_end_C = 1000,\n",
" dt_C = 2,\n",
" fO2_buffer = \"FMQ\",\n",
" fO2_offset = -1.0,\n",
" Frac_solid = True,\n",
" Frac_fluid = True,\n",
" timeout = 180)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "6cf1e49f-28d0-4988-b950-f837c3a4dfb9",
"metadata": {},
"outputs": [],
"source": [
"Isobaric_Xtal = ptt.isobaric_crystallisation(Model = \"MELTSv1.2.0\",\n",
" bulk = starting_comp,\n",
" T_start_C = 1200,\n",
" P_bar = [500,1000,2000,4000],\n",
" T_end_C = 600,\n",
" dt_C = 2,\n",
" fO2_buffer = \"FMQ\",\n",
" fO2_offset = -1.0,\n",
" Frac_solid = True,\n",
" Frac_fluid = True,\n",
" label=\"P_bar\",\n",
" timeout = 180)"
]
},
{
"cell_type": "markdown",
"id": "0ca3d805",
"metadata": {},
"source": [
"This code will perform all 4 calculations at the specified pressures simultaneously. This 'parallel processing' significantly reduces the time required to perform these models.\n",
"\n",
"There are several ways to display the results. Option 1 is to use the in-built harker plotting function which directly creates oxide-oxide plots without having to make any changes to the output from the crystallisation models. You'll see below that the code also allows other data to be loaded and plotted alongside the models: "
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "c5e38324",
"metadata": {},
"outputs": [
{
"data": {
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"execution_count": 9,
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ptt.harker(Results = Isobaric_Xtal, data = {'MI': MI, 'Matrix Glasses': MG},\n",
" d_color = ['b','red'], legend = [1,2])"
]
},
{
"cell_type": "markdown",
"id": "00d63862",
"metadata": {},
"source": [
"We can also use the in-built function `phase_plot` to examine the phase proportions at each step of the crystallization model."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "aec353ba",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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I2D6DFkIIITozSdBCCCFEGJIELYQQQoQhSdBCCCFEGJIELYQQQoQhSdBCCCFEGJIELYQQQoQhSdBCCCFEGJIELYQQQoQhSdBCCCFEGJIELYQQQoQhSdBCCCFEGJIELYQQQoQhSdBCCCFEGJIELYQQQoQhSdD1xCTG43BGgAp1JEIIITo7a6gDCCdDfG6iHDZMRyT+iAh8jgi8Nhs+w4LHUHg0uH1+ajxe3G431RWV1FRVhzpsIYQQxyBJ0E0wAKOmBltNDc5DFbQrTHskPqczkMztdjyGgQeF2+en2uOlpqaGqsoqaiqr2il6IYQQxwJJ0PUkZSUTFenCtFjQyoIJaNPE7zMxvV78bg/+mhr8lVWgNRBI5vbqauzVh6hJ28BMiMLnjMTrsOOx2XErhdvUVHt9VFcHknhVRQXodjlVIYQQYU4SdD2WyjKs3ppDF3KAtjvQjgi0zY622TENK1opTBSm38Tv9eF3u/FX1+CrrAS/iWGa2CsrsFeCq8mDgxnnwudy4XFE4LHaqAFq/CaVbg9VlVVUlJRimmYbnLkQQhya3+/H6/WGOowOz2azYbFYmlVWEvQRUEqhPG7wuA9d0AY61h5I6LUf07BgYuA3NabPh9/txVdVhb+iEsPvx15Rgb2iosnd6WhHIIE7nbgtNqoNg2qfn8rqGirKyqkqb3o7IYQ4UlprCgsLKSkpCXUox4y4uDhSU1NR6tA9kiVBtzGlFMrrAa8HKsubLmQFHWtDO6LQDiem1Y42LPhR+H1+/G4PvqpqfBUV2KqqsFVVNa6FWwLN6N6oaGoiIqgxLFT5TSpq3JSXllFZXi7N50KIFqtLzsnJyURGRh42qYiD01pTVVXFnj17AEhLSztkeUnQYSJQK/eAx0OTjR8G6GhrIIlHBJK4qQz8WuH3ePFWV+MrK0eVleIoKyX2gG3N+Cjc0dG4HRFUGxYqvT7KK6soLS7B6/a0z0kKIToUv98fTM6JiYmhDueY4HQGuh7v2bOH5OTkQzZ3S4LuQOo3rTf5V+oy0LEx+J0utN0RqIH7Nb4aD97KSozSMpy6lLh6m+gIC77EJGoiXVRbbVT4TcoqKyktKsFTc5gmfCHEMa3umXNkZGSIIzm21F1Pr9crCbozUT4v1vISAGz1V1hAJ0RgOl2YDid+ixVTg7fajbe8Atu+vURrTXJtce0w8CUkUR3pospqpcJnUlJaRmlRMaZfOqoJ0ZlIs3brau71lATdiSjAUl2JpbqyYfK2gk6MxIyMwoxw4kfh9fjwVlVjLy4mxusLFjVjnLhjYqiKiKRCa0oqqyneu0+ayYUQopVJgq7H2SOXCEcEaNB+E+0PvP+svT50TQ2muwbt9hyTI4EqbWKpLMNSWYYNiKhdrqOtmK44zIhIfFjw+fxElFfi3PsriX6THALN5J7kFCojXZRrKKmsZt+vv+H3+Q5xRCGECL2uXbsydepUpk6dGupQGpEEXY+1shi739FwoQE4AIcFcKF1JNpmB4sd07CAsqBRmKYGv65N6F7MGje6uhrT7e7QCV0phaWqEktVw1q3jnNgumLwR0Tiq20qjywuIaGyKpC0o+zUxHahMiKSUr/JvuJSSvcVheo0hBCtqaadX+mMiDqizbZv386MGTN477332Lt3L2lpaUyePJm//OUvHaLTmyToFlJKoXxe8HkPPtOIDbApiI5EE4m2OtBWO9S+A61ra+im14d2ezBrqjErq6AD1TgVBGvc9tpl2qHRcfH4ndH4DCveGg9RRSUkVlTQDfB1iaUqNo4yq43iiir2/roHn7fjnLMQouPYtGkTI0aMoEePHrzyyivk5uby3Xff8ac//Yn33nuPzz//nISEhFCHeUiSoOuLiQ3UmN0e0K3TEUoByucGX6BHdKP+enbAbkFHR4HFgrZGYFpsaGWgtQokck+gRm5WVWFWVoZtjVwphaqpCYxjDoFxzB1gxgaSttewEl1ZTezevWS6PZhRDqrjUyl3ONlXWc1vv+6RZ9lCiFZx/fXXY7fbWbp0afDVpuzsbAYNGkS3bt246667mDdvXoijPDRJ0PVYYxxYnRForcEwQFkDSRMLitrht02N9vvB7wePB+31gNsN7sMMEXoYSikwTZSnqumaeQQQYUfH29C2CLTVjjasmPWTeHUNZkUFZk1NWCVxo17SBoiJsmCmpuB3ROLxmsSVlJJSVoJ2WqlJT6bUEcHeymp+212I3+cPaexCiI6nqKiI999/nwceeCCYnOukpqZy6aWX8uqrrzJ37twQRdg8kqDr0elZEOVC1aU3rUEHOlDh86NMP3i94KtNzFYDFcicaB0DFisYVrSyoFANE7rXG0jo7hqoqYYjHFM70MS+v0begBNwOtHKhbY7AzVxDExfXQKvxl9WDp7Q1lIVYKkow1IRaB6PMsBMj8cfFYvHVMSVlpNWUYIZ46QyIZESi5Vfi0sp3rM3pHELITqGjRs3orWmd+/eTa7v3bs3xcXF/Pbbb+0cWctIgq5HaRPMJp6JKgLPlLGCwwo4gzVqrRRKGShlqV2gUaYZqA37vIHnyl432u0HmxUVFYXWLjAsYNjQRm0yNwHTRAcTuRuqKwM19SM4D+WubFwTd4KOiERbYwO1cMOGaSpMb6D27S8rx6yuDknt23DXYLgDtWwXYCZH44+JJ1YbJJaUkempwpeaQFlsPHu9Pnbv3C3N4UKII6JrZyMM9/e7JUEfhcDfrQbtD3zqGLUfqw1qn8YGEroCw0Apo3ZcbI3ym2D6UV4veD1oD2D1oSKd6LgIMKxgsaJV7V+VqdE+P7jdgdp4VWWLOpcppVB+H/gP6IVpB5Ii0IYL0xaofZsmmG4PZkUV/rKydu3EZvi8GEV79ifs9Hh8UbHE+zTJe8rId1qpykpjn2Fl1297qSgubbfYhBDhrXv37iil2LBhA5MnT260/ocffiA+Pp6kpKT2D64FJEG3I6UOlswVWO3gtKOIClTEDUsgkUOgmd3vr62Ne8BTg7Z4URER6BhHoDZutaMxQCvw19bEa2rQVZWBJvVm3ikq04/FXdGwM5sLdGQU2hGJabFjYsH0ePFXVuEvLmmXxG24a7C7a7ADLrvG7JqK1x5JUkUV2fioyUmn2BnJrqISaQoXopNLTExk/PjxzJ07l//3//5fg+fQhYWFLFy4kCuuuEJq0KLllKLpRG43wB4BrgjQsWhloAzr/tq4zw8+L3jc6BoTLFZUVCyauEACN6xgAj4/2hN4T5vy8mb1WA+MA16NQfX+hRGgU2sTt9WBaRr4a9z4y8rxl5a2WVO5UgpLeSkWSokAYpOj8cXG0cVrkmkxqc5KocgVzU5J1kJ0Wk899RQjR45k4sSJ3H///Q1es8rIyOCBBx4IdYiHJQm6gwrc+Wkw602gbiHQUc1hRUW70CiofcaNBlVXA3fXoKt9KHttDdzqCCTvutq3uwZdVQXlZc2KQ3mqMTz1EneMgY5NxIyIwsSC3+vHX16Bv6j4iDvHHTIGnxfbvl8DzeGRCn9sLF0sNjIrDSqzUtgXGcWO34ooKypu9WMLIcJTfn4+X375JTNmzODCCy9k3759pKamMnnyZKZPnx7270CDJOhjmkI37PRmASw2iLBBTFSgt7lh2d+E7vWAuxpteFF2Jzo2AqwRtTVvHWg2r6pGl5WC/9DN2kqbWKrLsFA7aYcTdEZcIGkbNvxuH77SMvzFJYE4W+2cwVq6DyvgtGniYxNItjjIrrJRHpfJrxYb23bsxlN9dK/FCdGpHeHIXu0tJyeHF1544ZBltmzZ0j7BHAFJ0J1UoAZu7q/RGgR6qDuiITqq9hm4NdAr3ecDjxuqKtDKC66EQJO5xQ4maI8XKivQpaWHbC5XaCw15fuTdhTomAT8ETGY2sBXWY1/3z50K01zqZTCWla8P1nHxZKibOQmRFPiSmNnjZdd23a0yrGEEKK1HXS0ynDg8/m4++67yc3Nxel0kpeXx7333otZr5lUa82MGTNIT0/H6XQyZswYvvvuuxBG3fEppWpfOfOA9oJFg9MOiQmQkYXKykWlZWIkJGJEu7BEWjGi7FgykrDkZmPJ64aR3RXVJQUcEYc+lmlirSrBXl1EpFFNVJKTqG4ZOHt2w941GyMmplXq10oprKVFuEp+JSXCpFuMg2EJLsZkpdCnV3dcMdGtcBQhhGg9YV2Dfuihh3j66adZsGABffv25csvv+Tqq68mNjaWm2++GYA5c+bw6KOPMn/+fHr06MH999/P+PHj+fHHH4mOll+6rS3QE722edsCRNohMgFIDNa48XpRNVVo5QFHDFiTArVtn4mucaNLig868lrgmXYVhqcqUMuOtWAmpuK3R+L3mvj2FeEvLTuqDmgKsBX/hg2IirSRHOMgVyeyJyWRnW6f1KqFEGEhrBP0Z599xllnncVpp50GBKYFe+WVV/jyyy+BQO358ccf56677uKcc84BYMGCBaSkpPDyyy/zxz/+MWSxdzYKHahtQ2BQF5srMCqbJdD5TPl8UF0VaCK3xYClXtKuqkQXFx10UBbD58bwuQMJO8aCTkjDZ4/EV+PBt2dvoDf6kcbt8+LYV4gDiI2OJTs2hn3WTHZa7WzesgNfiEddE0J0XmHdxH3CCSfwwQcf8NNPPwHw9ddf8+mnn3LqqacCsHnzZgoLC5kwYUJwG4fDwejRo1m5cmVIYhb7BR5z+/Y3k0c5ISUl0ESenomREI8RHYERacWSloglLwcjLw+VlgnOyIPv11eDraoIp1lBVKIDV/dMInrkYU1NCYyhfoQs5aVEFv9KhtXD4DgnJ3fLoH/vfGn+FkKERFjXoG+//XZKS0vp1asXFosFv9/PAw88wMUXXwwEXjgHSElJabBdSkoKW7duPeh+3W43bvf+jkhlZYd/nUi0DqXU/iZyKxBdV9O2galR7hq0UYqyRqMtiaBsgWk5S0ugrLTRgCtKKSzuSixUYreBzgp0OvO5/Xh//Q1dXdXiGA2/H/u+QpK0Jj4uka556eys9rKpuEzeqxZCtJuwTtCvvvoqf//733n55Zfp27cv69atY+rUqaSnp3PllVcGyx04GozW+pAjxMyePZuZM2e2WdyiZQI17drmcYcV7Alg2ALvb3vcWCrK0DghIRosDky3F11cDFWNJ41Xph9rVaDntiPRjulMwqctePcWYZa0bDjQuo5lsUB0RCQ52cnsTIrjl6Iy9hbuOerzFkKIQwnrBP2nP/2JO+64g4suugiAfv36sXXrVmbPns2VV15JamoqEKhJp6WlBbfbs2dPo1p1fXfeeSfTpk0Lfi8rKyMrK6uNzkK0VINats2A+DhISAwMferxYCkrwSQSlRyPVjZ0dQ1672+BUdQO2E/da132KIVOysSnHHj3FeMrKmpRRzOjpgpXTRX5VhtZ2V3YlRjLxqIyftv9a2udthBCNBDWCbqqqgrjgGeKFosl+JpVbm4uqampLFu2jEGDBgHg8XhYsWIFDz300EH363A4cDgcbRe4aHWqbuhTq4KEeIzEJMBA1VQHOp6lxqPtLvBpdGlJoKd4vVYUpRTKXYmdSuwuMOMz8BkRePYWYRY3f4Qx5fPi3FdInjLIyAzUqH/YU0TRr+E9bZ0QouMJ6wR9xhln8MADD5CdnU3fvn1Zu3Ytjz76KNdccw0Q+KU7depUZs2aRX5+Pvn5+cyaNYvIyEguueSSEEcv2pT2A/5Ak3iXZJTFFpgZrKIMrR0Qnx2oXVdWoX/b02gAFcNThZ0qbC6NmZiJT9vwFO5BV1Y26/BKm0QUFZKnFJnZyWxLTmTDzl9lOFEhRKsJ6wT95JNPcs899zBlyhT27NlDeno6f/zjH/nLX/4SLHPbbbdRXV3NlClTKC4uZvjw4SxdulTege5Egs+wFYFOZ9HRKGUJ1K61G7JSwOrErHaj9/zaYJjS/Z3MwB5vw8zoisdt4t2xs1lzcSutcRT9SndlkJWfwS9VKWzYtI2aypZ3ThOio9B7trTr8VRy1yParrCwkAceeIB3332XnTt3kpyczMCBA5k6dSrjxo1r3SDbgNJ1M1d3YmVlZcTGxlL0+tPEuJyH30B0GBpQhh08HnTx3sBMX7ZIdLUHvafwoGOKm4YFf0Qsnn0l+Pfua/bxTMNCZXwKP5RX89NPmzD9rT85iBBHosbn5a5Pl1FaWkpMTEzztqmpYfPmzeTm5hIRsX9UwI6QoLds2cKoUaOIi4tj5syZ9O/fH6/Xy/vvv8+zzz7LDz/80PqBNtPBruuBwvo9aCGOloLAkKVWICkJldkVIzEew2XFkp4UeO86JQ1Uw/8KhunHVlVEZIQfV34W9twcsB6+wckw/UTv28UQXcnEoX1Jz85sk/MSQhzalClTUEqxatUqzjvvPHr06EHfvn2ZNm0an3/+ORBoQZs3bx6nnHIKTqeT3NxcXnvtteA+XnzxRaKioti4cWNw2Y033kiPHj2obObjsKMhCVp0GoEZOr2BIUoTE1BZXQODpbhsWLJTMPK6oRKSAsOVBrdRWGoqiPCVEZURh7NHN4xm1D4Mr4ekvbsYE2vhhKH9ZbATIdpRUVERS5Ys4frrr8flcjVaHxcXF/z5nnvu4dxzz+Xrr7/msssu4+KLL+b7778H4IorruDUU0/l0ksvxefzsWTJEp555hkWLlzY5H5bmyRo0SkppQLPra1AlyRURg5GXDRGtC0woll210ajmRmmH1t1Ea4Yg8ieeVjTUg87kYelqoLc4p2c2iODPn17HvL9fCFE6/j555/RWtOrV6/Dlj3//PP5/e9/T48ePbjvvvsYOnQoTz75ZHD9M888w+7du7npppu46qqrmD59Oscdd1xbhh8U1p3EhGgPwWRtt0BaBkpZUWUlYEaDIxVdUYX+tbBBeWtVMVYr+Ltn4fEqPFu3HfK96oji3xikDLKH9eOLzbtkRDIh2lBd16rm3BCPGDGi0fd169YFv8fHx/Pcc88xceJERo4cyR133NGqsR6K1KCFqCc46Ue0CyO7K0ZCQqAJvGsWRk5uo+kzLe4KnGY50XlpOPJywWI56L4NbdJl704mprjoP6AP6ijGDRdCHFx+fj5KqWBTdUsdmNg//vhjLBYLu3btapdnz3XkN4QQB2P6ApN8dElGpWVgRDkwusRiyeuGiktoUNTw1uDwlhCVnYijW+4hO5TZqiroX17IKUP6ENclsa3PQohOJyEhgYkTJ/K3v/2tyYRaUlIS/Lmuw1j97/WbxleuXMmcOXN4++23iYmJ4cYbb2yzuA8kCVqIwwh2LqutVav4GFS0HSOva6AHeL1OZYbPi8NTQlRmbaI+SI1aKUVi0W4mJUfSp6BnO52JEJ3H3Llz8fv9DBs2jNdff52NGzfy/fff88QTTzRo1n7ttdd4/vnn+emnn5g+fTqrVq3ihhtuAKC8vJzLL7+cG2+8kVNOOYWXX36Zf/zjHw16erclSdBCtITpA5uBysjC6JKMEWXDkpuDysxq8KqW4fcEEnV2l8ArWgd5FmarqWJw1W+MO66AyOio9joLIY55ubm5rFmzhrFjx3LLLbdQUFDA+PHj+eCDD5g3b16w3MyZM1m0aBH9+/dnwYIFLFy4kD59+gBw880343K5mDVrFgB9+/bloYce4rrrrmPnzp1tfg4yUAkyUIk4clqDMqxQtBdd40abFsydO8BsOAqZaY/E7VF4tu84aGeyaqeLVVWwbdO2tg9cdDqtOVDJsUIpxZtvvsnkyZPb9bgyUIkQ7SDQ/O1Dx8Wh0jMxoiOwZKViZOc0aN42PFU4qSQqPxtLl6Qm9+WsruR3VDBiUG+MQ3Q2E0J0DpKghWgFdc+pdbQr0Pwd7cSSmYqRldOg6dtSU06kw4ezZzdUZGSj/RhK0b1sD6f3yiA1K70dz0AIEW7kPWghWlHdO9U6KhIVG4cqKULlZGB6NHrXjmAZW1UR1i6ReKwpuDdtadDRDCC2ppKTbZqtA3vw5c87qK6QyTeEaG3h/oRXatBCtIFgoo6OQqVlYIl2YMnLQXVJ2V/G9Ac6knXLwJqS3OQ+upbv48z0aPr06c4hR0IRQhxzJEEL0YaUUoGm77hYVEoaKsqO0S0PovZ30jHclThtnkCzd4Sj0T7sfh9D3MWcXpBLcnpKo/VCiGOTJGgh2kFdolYpKRgJiRgJLozc/QOa1DV7u1JisOfmNDnGd3xVGeOdPkYM6Im9iUQuhDi2SIIWoh0pNFhMjIwsjJgoLBmpqLSM4DNow/QFZs7Kz26y2dsAulfs5cyuieTld23f4IUQ7UoStBChoP3gtKPSM7FEOxo1e1tqynHaPET2zMNISGi0udPrZpRZzriB+bhiZIATIY5FkqCFCCXtRccnYHRJwkiMwuiaC7WTaNTNmuWKNHH2bHoe6vTyIs5IjaJnr7z2jlwI0cYkQQsRYkppULXN3tGRWLIzUMmpwWbv4PPpWEugI5mz4Wh3Nr+XYd5Sxg/oLsOFCtEMY8aMYerUqaEO47DkPWghwoXpQ0c6UFGZGHt2oqPy0EWl6JIiIPCWVd37015HOjVbtoHXG9w8taKYM9KjWG0msWnjltCcg+gU/Os/btfjWfqd2OJtrrrqKhYsWNBo+caNG1sjpHYhNWghwkigt7cHuqRgJCWhYh0YeXkQvb95W2kTe00RURkJ2PO6Nujxbfd5Gekv48QBPbHZ7e1/AkKEkUmTJrF79+4Gn9zc3FCH1WxSgxYiDClMMEClZaJ8JviqoUsS5u5CqA6MKmb4PUT4Pdi7Z1JTZeLbtSuwrVLkVOwloXsK/1fs5rfde0J5KkKEjMPhIDU1NdRhHLEWJ2i/38/8+fP54IMP2LNnD6ZpNlj/4YcftlpwQnR2ChOsYGRkgdsbSNRGKuauneBxA7UDnRgaf89cagqLMEtLAYh2VzHeZfB133y++67jNOsJIQJanKBvvvlm5s+fz2mnnUZBQUGgSU4I0ba0H+wGRkY2VFWBmQA4MHdsA9Os7fFdgivGgjclj5pN28Dnw6JNBtcU0WVgDz79bjO+es+shTjWvfPOO0RF7e84ecopp/Daa6+FMKKWaXGCXrRoEf/4xz849dRT2yIeIcShaB847RiuHCgtQWVnYLrNwEQcSqHQ2KuLsWV3odpj4NsRmFQ+q3wfp/VMZ/nuMkr3FYf4JIRoH2PHjmXevHnB7y6XK4TRtFyLE7Tdbqd79+5tEYsQornqzZhl2bsH3S0Xs7gcXbwPAOWtwUmg2bt6xx50ZSUx1RVMSrCzMiaL7Zu3h/gEhGh7LperQ+erFvfivuWWW/jrX/8a9tN0CXGsC86YFR+PSk5BxTiw5OaBIyK43lpVQlSiE3tuoLe33fRxolFFv775oQ1eCHFYLa5Bf/rpp3z00Ue899579O3bF5vN1mD9G2+80WrBCSEOL9ANxIdKy0B5fRj+arS2o7dvDazXfiJ8pVh7dKVm9z4oL2dgTRFRA3ry2dc/hjR2IcTBtThBx8XFcfbZZ7dFLEKIo6AwwWZgZOZASRE6LwezqDw40Im1uhRXggN3YgLuLVvpXrEX18B8ln+3GZ/XF+LohRAHanGCfuGFF9oiDiFEazG96OhoVEw8yvSh4vMwt20Fvx9l+omgDGvPPKq37iKtvIiJvbP54Ofd1FRVhzpy0UEcyche7W3+/PkHXbd8+fJ2i+NoHPFAJb/99hs//vgjSil69OhBly5dWjMuIcRRaNDsXVWNykrHLK9B7/sNIDAJR1ocNdWahMJfmZiXzL+37aOyrCKkcQsh9mtxJ7HKykquueYa0tLSOPHEE/nd735Heno61157LVVVVW0RoxDiCCntR0fYAok6NgIjNw8MCwCGz43T6sbRPY/o6komZsQREx8b4oiFEHVanKCnTZvGihUrePvttykpKaGkpIR//vOfrFixgltuuaUtYhRCHIXA+N5eVHIqRmxUYLasuITgOoe7mKieXYkyNBNSo4hNjA9xxEIIOIIm7tdff53//d//ZcyYMcFlp556Kk6nkwsuuKDBS+FCiPChMNEOKyotHcUOVEwM5tbNoBSWqhJc6XEYZV4moFkKMqCJECHW4hp0VVUVKSkpjZYnJydLE7cQYa6uNm2kpWPEODG67X9v2vC6iYyE6NRkxidHEpMQF9pghejkWpygR4wYwfTp06mpqQkuq66uZubMmYwYMaJVgxNCtBHtR7siMZKSMFKTUImBTp5Km0SY5cR3zeDklChcMVGH2ZEQoq20uIn7r3/9K5MmTSIzM5MBAwaglGLdunVERETw/vvvt0WMQog2oBSgTIyMTMzCXShXDubWLSilsFcXkZSbxnibjSU/++UVLCFCoMUJuqCggI0bN/L3v/+dH374Aa01F110EZdeeilOp7MtYhRCtCXTi0pJQZVVoLp1w7818M60raqYlIx4TrbZWPLNJhnMRIh2dkTvQTudTv7jP/6jtWMRQoSI0iY6OhLljMSi/fgL90B1NdbqMjKTXAwd0JPPv/wu1GEK0ak0K0EvXryYU045BZvNxuLFiw9Z9swzz2yVwIQQ7UsBWEGlpmHRJmZJJbqkCIu7koKEKL6NjaaitDzUYQpx1JYvX87YsWMpLi4mLi4u1OEcVLMS9OTJkyksLCQ5OZnJkycftJxSCr/f31qxAbBz505uv/123nvvPaqrq+nRowfPPfccQ4YMAUBrzcyZM3n22WcpLi5m+PDh/O1vf6Nv376tGocQnYb2otIzMSy7MO129J5CHJ4Khg/M54MVa0IdnQgD/vdfbNfjWSZe0eJtrrrqKhYsWACA1WolKyuLc845h5kzZ7Z2eG2mWb24TdMkOTk5+PPBPq2dnIuLixk1ahQ2m4333nuPDRs28MgjjzS445kzZw6PPvooTz31FKtXryY1NZXx48dTXi53+kIcMdODSk7BiI1EZWYB0EOX0KtApqkUHcekSZPYvXs3mzZt4v7772fu3LnceuutoQ6r2Vr8mtWLL76I2+1utNzj8fDii617V/XQQw+RlZXFCy+8wLBhw+jatSvjxo2jW7duQKD2/Pjjj3PXXXdxzjnnUFBQwIIFC6iqquLll19u1ViE6HS0HxITMaIjUJnZGIbB2AQ/3XrlhToyIZrF4XCQmppKVlYWl1xyCZdeeilvvfVWo3L79u3j4osvJjMzk8jISPr168crr7zSoEx5eTmXXnopLpeLtLQ0HnvsMcaMGcPUqVPbLP4WJ+irr76a0tLSRsvLy8u5+uqrWyWoOosXL2bo0KGcf/75JCcnM2jQIP77v/87uH7z5s0UFhYyYcKE4DKHw8Ho0aNZuXLlQffrdrspKytr8BFCNKYwITYWI9aFio3DMAzGp1jI6pYd6tCEaDGn04nX6220vKamhiFDhvDOO+/w7bff8oc//IHLL7+cL774Ilhm2rRp/N///R+LFy9m2bJlfPLJJ6xZ07aPfFqcoLXWgdGIDrBjxw5iY1t3oP1NmzYxb9488vPzef/997nuuuu46aabgjX1wsJCgEYjm6WkpATXNWX27NnExsYGP1lZWa0atxDHEoWGmCiM5CRwRGBRmkmZDpIzU0MdmhDNtmrVKl5++WXGjRvXaF1GRga33norAwcOJC8vjxtvvJGJEyfy2muvAYEK6IIFC3j44YcZN24cBQUFvPDCC63+WPdAzX7NatCgQSilUEoxbtw4rNb9m/r9fjZv3sykSZNaNTjTNBk6dCizZs0KxvDdd98xb948rrhif6eBA28YDnYTUefOO+9k2rRpwe9lZWWSpIU4BKVN6JKExefBX7gXe3UVp3WP4/XqGsr2lYQ6PCGa9M477xAVFYXP58Pr9XLWWWfx5JNPsmHDhgbl/H4/Dz74IK+++io7d+7E7XbjdrtxuVxAoLLo9XoZNmxYcJvY2Fh69uzZpvE3O0HX9d5et24dEydOJCpq/xCAdrudrl27cu6557ZqcGlpafTp06fBst69e/P6668DkJoauIMvLCwkLS0tWGbPnj1Njhdex+Fw4HA4WjVWIY55pheVlo4F8O8pIrKygjP6Z/C/X7hxy0hjIgyNHTuWefPmYbPZSE9Px2azATRK0I888giPPfYYjz/+OP369cPlcjF16lQ8Hg8QqPRB05XBttTsBD19+nQAunbtykUXXdQuCW7UqFH8+OOPDZb99NNP5OTkAJCbm0tqairLli1j0KBBQKCz2ooVK3jooYfaPD4hOp0GSVoRV1nOKcO6s/iT7zD9ZqijE6IBl8tF9+7dD1vuk08+4ayzzuKyyy4DAq23GzdupHfv3gB069YNm83GqlWrgq2tZWVlbNy4kdGjR7dZ/C1+Bt2nTx/WrVvXaPkXX3zBl19+2RoxBf2///f/+Pzzz5k1axY///wzL7/8Ms8++yzXX389ELibmTp1KrNmzeLNN9/k22+/5aqrriIyMpJLLrmkVWMRQtSqS9IpCeCKIoNqxowoCHVUQhyx7t27s2zZMlauXMn333/PH//4xwb9mKKjo7nyyiv505/+xEcffcR3333HNddcg2EYh3ycerRanKCvv/56tm/f3mj5zp07g4mztRx33HG8+eabvPLKKxQUFHDffffx+OOPc+mllwbL3HbbbUydOpUpU6YwdOhQdu7cydKlS4mOjm7VWIQQ9ZheVGo6lpREiHTR21rFgMG9Qx2VEEfknnvuYfDgwUycOJExY8aQmpraaFCuRx99lBEjRnD66adz8sknM2rUKHr37k1ERESbxaV0CxvRo6Ki+Oabb8jLa/gu5ObNm+nfv3+HHCCkrKyM2NhYil5/mhiXTPghRLMZNvTu3fgLf8OsrODt7R52bN4R6qhEE2p8Xu76dBmlpaXExMQ0b5uaGjZv3kxubm6bJqKOqLKykoyMDB555BGuvfbaFm3b3Ova4hq0w+Hg119/bbR89+7dDXp2CyE6AdOLSkvDkpaMEeFkfE4UUbHSeiWOPWvXruWVV17hl19+Yc2aNcGW3LPOOqvNjtniBD1+/HjuvPPOBoOVlJSU8Oc//5nx48e3anBCiA7A9KJSUzEy04m0aCYO6ooyWvyrRYiw9/DDDzNgwABOPvlkKisr+eSTT0hKSmqz47W4yvvII49w4oknkpOTE+w5vW7dOlJSUnjppZdaPUAhRAdgejFSAuP1p27azKjj+/LpyvUhDkqI1jNo0CC++uqrdj1mixN0RkYG33zzDQsXLuTrr7/G6XRy9dVXc/HFFwffMRNCdELah5GUBCj6//wzO3p0ZctPW0IdlRAd1hE9NHa5XPzhD39o7ViEEB2cVn6M+FjomsdYYzuvFkZRVVYR6rCE6JCOuFfXhg0b2LZtW3CklTpnnnnmUQclhOiYlFJom0LFunClJDN+sIN/Lv8m1GEJ0SG1OEFv2rSJs88+m/Xr1wf+Mx4wBFpbDx4uhAhvCtCuSIx4D5nVVfQf1Itv1v4Q6rCE6HBa3NXy5ptvJjc3l19//ZXIyEi+++47Pv74Y4YOHcry5cvbIEQhREejMFEJCViSExjRxUpcl4RQhyREh9PiBP3ZZ59x77330qVLFwzDwDAMTjjhBGbPns1NN93UFjEKIToi04fqkoI9K51xBZmBqrUQotlanKD9fn9wJqukpCR27doFQE5OTqOJLYQQnZz2YiQlkZ6dwkAZClSIFmnxM+iCgoLgUJ/Dhw9nzpw52O12nn322UbDfwohhMaHinUxvGsCm7bEyfzRxwD/87Pa9XiWa/58RNsVFhbywAMP8O6777Jz506Sk5MZOHAgU6dOZdy4cUcdl9fr5e677+Zf//oXmzZtIjY2lpNPPpkHH3yQ9PT0o95/i2vQd999N6YZmFbu/vvvZ+vWrfzud7/jX//6F0888cRRBySEOLYopSDSiSMpmtGD5CZetI8tW7YwZMgQPvzwQ+bMmcP69etZsmQJY8eObbWJnaqqqlizZg333HMPa9as4Y033uCnn35qtbeZWlyDnjhxYvDnvLw8NmzYQFFREfHx8W067ZYQouNSmJCYRFcf5PfpzsYNP4c6JHGMmzJlCkopVq1ahcvlCi7v27cv11xzDRC4eZw7dy6LFy9m+fLlpKamMmfOHM4//3wAXnzxRaZMmcLatWvJz88H4MYbb+T9999n7dq1xMbGsmzZsgbHffLJJxk2bBjbtm0jOzv7qM6hRTVon8+H1Wrl22+/bbA8ISFBkrMQ4tBML0ZSAr8bmI09whHqaMQxrKioiCVLlnD99dc3SM514uLigj/fc889nHvuuXz99ddcdtllXHzxxXz//fcAXHHFFZx66qlceuml+Hw+lixZwjPPPMPChQub3C9AaWkpSqkGxzhSLUrQVquVnJwceddZCHFENH6iEqMZdnxBqEMRx7Cff/4ZrTW9evU6bNnzzz+f3//+9/To0YP77ruPoUOH8uSTTwbXP/PMM+zevZubbrqJq666iunTp3Pcccc1ua+amhruuOMOLrnkkmZP6XkoR/QM+s4776SoqOioDy6E6FyUAhXlYkC3RBKSE0MdjjhGHTiA1qGMGDGi0fe6GjRAfHw8zz33HPPmzaNbt27ccccdTe7H6/Vy0UUXYZomc+fOPYro92vxM+gnnniCn3/+mfT0dHJychpV89esWdMqgQkhjlHajzU5mRNG9mXxWx+HOhpxDMrPz0cpxffff8/kyZNbvP2Bif3jjz/GYrGwa9cuKisrG9WOvV4vF1xwAZs3b+bDDz9sldozHEGCPpKTFUKI+rTpISc7kcxu2ez4ZVuowxHHmISEBCZOnMjf/vY3brrppkYVyZKSkuAz4s8//5wrrrgiuO7zzz8PTqUMsHLlSubMmcPbb7/NHXfcwY033siCBQuC6+uS88aNG/noo49ITGy9lqFmJegnnniCP/zhD0RERHD11VeTmZmJIROyCyGOkFIKXBGMHJrHq79sRckwY6KVzZ07l5EjRzJs2DDuvfde+vfvj8/nY9myZcybNy/YjP3aa68xdOhQTjjhBBYuXMiqVat47rnnACgvL+fyyy/nxhtv5JRTTiE7O5uhQ4dy+umnc/755+Pz+TjvvPNYs2YN77zzDn6/n8LCQiBwk2C324/qHJqVZadNm0ZZWRkAubm57N2796gOKoQQSpuk5WYw9ITBoQ5FHINyc3NZs2YNY8eO5ZZbbqGgoIDx48fzwQcfMG/evGC5mTNnsmjRIvr378+CBQtYuHAhffr0AQJzT7hcLmbNCgzM0rdvXx566CGuu+46du7cyY4dO1i8eDE7duxg4MCBpKWlBT8rV6486nNQuu5p+iFkZ2dz5513cuqpp5Kbm8uXX35JUlLSQct2NGVlZcTGxlL0+tPEuJyhDkeITkNrja5089b7X7N945ZQh3NMq/F5uevTZZSWljb7GWlNTQ2bN28mNzeXiIiINo6w/SmlePPNN9v90W1zr2uzmrjvvvtubrzxRm644QaUUk12Mddao5SSV7CEEM2mlIIoJ5N+l8/Le/ZRWVoe6pCECBvNStB/+MMfuPjii9m6dSv9+/fn3//+d6s+CBdCdF4KTWRqCqecPJDX3/iUZjTqCdEpNLsXd3R0NAUFBbzwwguMGjUKh0NGAhJCtBLTS0aPHEaOreb/Pvwy1NGITiLcbwZb3BX7yiuvlOQshGh12vQwZEAO2T1zQx2KEGFB3pUSQoQFpRQ47EwclY8zuulxjoXoTCRBCyHChsIkMqUL408edPjCQhzjJEELIcKL9pHbM4f+w/uFOhIhQuqoE7Tf72fdunUUFxe3RjxCCIHWXk4YmkecTKghOrEWJ+ipU6cGh0Hz+/2MHj2awYMHk5WVxfLly1s7PiFEJ6SUwhrjYuLYfsgooKKtKKV46623Qh3GQbU4Qf/v//4vAwYMAODtt99m8+bN/PDDD0ydOpW77rqr1QMUQnROSvtJ7ZbJcTIUqDgCV111FUqpwM2e1Up2djb/+Z//2aFae1s8m9XevXtJTU0F4F//+hfnn38+PXr04Nprr+WJJ55o9QCFEJ2X9nsYPiiHX37eTtHu30Idjqjlnnlzux7PMf2vR7TdpEmTeOGFF/D5fGzYsIFrrrmGkpISXnnllVaOsG20uAadkpLChg0b8Pv9LFmyhJNPPhmAqqoqLBZLqwcohOi8lFIYkRGMH10gTd2ixRwOB6mpqWRmZjJhwgQuvPBCli5d2qDM3r17Ofvss4mMjCQ/P5/FixcH1y1fvhylFO+//z6DBg3C6XRy0kknsWfPHt577z169+5NTEwMF198MVVVVa0ef4sT9NVXX80FF1xAQUEBSinGjx8PwBdffEGvXr1aPUAhROemMEnNzWDQiAGhDkV0YJs2bWLJkiXYbLYGy2fOnMkFF1zAN998w6mnnsqll15KUVFRgzIzZszgqaeeYuXKlWzfvp0LLriAxx9/nJdffpl3332XZcuW8eSTT7Z6zC1u4p4xYwYFBQVs376d888/PziqmMVi4Y477mj1AIUQQpsejh/UlZ9/2Ep5UUmowxEdxDvvvENUVBR+v5+amhoAHn300QZlrrrqKi6++GIAZs2axZNPPsmqVauYNGlSsMz999/PqFGjALj22mu58847+eWXX8jLywPgvPPO46OPPuL2229v1fhbnKDrgqmvpKSEK6+8slUCEkKIAymlsMe4GDemH2+98UmowxEdxNixY5k3bx5VVVX8z//8Dz/99BM33nhjgzL9+/cP/uxyuYiOjmbPnj0HLZOSkkJkZGQwOdctW7VqVavH3+Im7oceeohXX301+P2CCy4gMTGRzMxMvvnmm1YNTgghgrSfnJ459DlOBjARzeNyuejevTv9+/fniSeewO12M3PmzAZlDmzyVkphmuZByyilmrVNa2hxgn7mmWfIysoCYNmyZSxbtoz33nuPSZMmceutt7Z6gEIIEaS9/O7E3kQlxIU6EtEBTZ8+nYcffphdu3aFOpRmaXGC3r17dzBBv/POO1xwwQVMmDCB2267jdWrV7d6gEIIUV+ETTHp7BOlV7dosTFjxtC3b19mzZoV6lCapcUJOj4+nu3btwM0eM1Ka43f72/d6A4we/ZslFJMnTo1uExrzYwZM0hPT8fpdDJmzBi+++67No1DCBFaGV2cjDjlxFCHITqgadOm8d///d/BPBbOlG7hjNU33HAD77zzDvn5+axdu5YtW7YQFRXFq6++ykMPPcSaNWvaJNDVq1dzwQUXEBMTw9ixY3n88ceBwDPxBx54gPnz59OjRw/uv/9+Pv74Y3788Ueio6Obte+ysjJiY2Mpev1pYlzONolfCNG6TFPz1uKv2P7DL6EOpUOo8Xm569NllJaWEhMT07xtamrYvHkzubm5REREtHGEnUdzr2uLa9CPPfYYN9xwA3369GHZsmVERUUBgabvKVOmHHnEh1BRUcGll17Kf//3fxMfHx9crrXm8ccf56677uKcc86hoKCABQsWUFVVxcsvv9wmsQghwoNhKCZMGkhElMwdLY5NLU7QNpuNW2+9lb/+9a8MGrR/ztapU6fy+9//vlWDq3P99ddz2mmnBZvT62zevJnCwkImTJgQXOZwOBg9ejQrV6486P7cbjdlZWUNPkKIjicqwsr4s0eHOgwh2sQRvQcNsGHDBrZt24bH42mw/MwzzzzqoOpbtGgRa9asabIDWmFhIRB4B62+lJQUtm7detB9zp49u1FXewBSs8DlCnQ+0bUfap8A6NoFuvYDKNMMLDM1WpuB5aYJuvZjmvu/m/7936VzixCtJi8jmn4nDGH9p1+FOhQhWlWLE/SmTZs4++yzWb9+PUop6h5hKxXIOq3ZUWz79u3cfPPNLF269JDt9HXHrqO1brSsvjvvvJNp06YFv5eVlZGVlYVKSkdFu2qTc/3EzP4EbdY9ste1iVg3/FCbpIPJ3AxsE0zg9a+P2n8zgA58r3+8A24KVPAGoPaGoH7y9/trbwL84K9dLjcCopP43fHd2P7zNkoKZUINcexocYK++eabyc3N5d///jd5eXmsWrWKffv2ccstt/Dwww+3anBfffUVe/bsYciQIcFlfr+fjz/+mKeeeooff/wRCNSk09LSgmX27NnTqFZdn8PhCA5RWp+yWFAWWxNbHF5zc2HghiaYlfcnZ63rJer6yZkDkrUJen/tvUGirl+Dr6uxByPTwUMGvtaVD+xXmYFttHlAwvf7Ah+p+YswZrMqJp45in/8zz/Rpj78BkJ0AC1O0J999hkffvghXbp0wTAMDMPghBNOYPbs2dx0002sXbu21YIbN24c69evb7Ds6quvplevXtx+++3k5eWRmprKsmXLgs/DPR4PK1as4KGHHmq1OFrT/pq9qvfHkWe+Q20Z7KB/YFN9g+TfsBVA1TbPa7N+M31d7fyA1oH6+6str+qSvN8XSPJ+L/hqk7wkeNGGUhMcDBs/ki/e/79QhyJEq2hxgvb7/cGe20lJSezatYuePXuSk5MTrNG2lujoaAoKChosc7lcJCYmBpdPnTqVWbNmkZ+fT35+PrNmzSIyMpJLLrmkVWPpiII3A0dwE3Cw0vvfymuidl/b/K7qPYfXwWfv9Zvh698UBG4ClN8fKOvz1SZ1L/g8B4lCiKYd1z+dzT9ksGfrzlCHIsRRa3GCLigo4JtvviEvL4/hw4czZ84c7HY7zz77bIPBw9vLbbfdRnV1NVOmTKG4uJjhw4ezdOnSZr8DLVqmQQtAM3J+U0V0vY52dU3smGaw9l6XxHWwFl77p66rxfsDCd1XL5F7PTRswxedkcViMOHU43j52ULMNh44SYi21uKBSt5//30qKys555xz2LRpE6effjo//PADiYmJvPrqq5x00kltFWubqRuopOTnb4iRxB6W9EGa1Bskc583kMx93sB6vx/l9wYSudcDHjeYvtCeiGgXq9fvZuW7H4c6jLAiA5WEj+Ze1xbXoCdOnBj8OS8vjw0bNlBUVER8fPwhe04LcTT2N9fX/mmxNFx/QHld25kuWDOvbWLXPm+gCd1bm7RNf+BPrxvcNYHkLv+MO7zBfVL4+Vtp6hYdW4sHKmlKQkKCJGcRVpQyUIaBslpRNjvK4URFRmHExGPEJ2MkZ6DSu6Iy8lA5PVF5fVA9BkCPAdC1N2TkQZdMVHwKuOLAapcW9A7EYjEYf+owlKVVfsWJDmjPnj388Y9/JDs7G4fDQWpqKhMnTuSzzz4LdWjN1uwa9DXXXNOscs8///wRByNEe1JKNayR2xpWnuuelau6ZnSfBzwe8NQEatueGnBXg7sqJPGLQ0uKtTN03AhWL5Ve3a3tt99f0a7H6/I/L7Z4m3PPPRev18uCBQvIy8vj119/5YMPPqCoqKgNImwbzU7Q8+fPJycnh0GDBtHCx9ZCdEjBBG4EamHK7oDIwDpdrwe69nnB7Q4k65oq8FRDVUWgKV2E1LD+6fy8vgvFu2UAk86kpKSETz/9lOXLlzN6dGAo2JycHIYNGxYso5Ri7ty5LF68mOXLl5OamsqcOXM4//zzQxV2I81O0Ndddx2LFi1i06ZNXHPNNVx22WUkJCS0ZWxChK1A8raAYUFZbRARCcQHa93a5wv0Lq+pgurKQMKulqTd3qxWg3GnjuB/n1sc6lBEO4qKiiIqKoq33nqL448/vsmBqQDuueceHnzwQf7617/y0ksvcfHFF1NQUEDv3r3bOeKmNfsBzdy5c9m9eze33347b7/9NllZWVxwwQW8//77UqMWopZSCmUYGHY7RmQURkIyRkYuqnsB9B4KPQdDVk9ITAdnlDzXbgcZXZz0HTno8AXFMcNqtTJ//nwWLFhAXFwco0aN4s9//jPffPNNg3Lnn38+v//97+nRowf33XcfQ4cO5cknnwxR1I21qAeFw+Hg4osvZtmyZWzYsIG+ffsyZcoUcnJyqKioaKsYhejwlFIYNlsgaSelYGR3R/UYCH2HQ25fSM4Cp7zi11ZGDe+GM1qmpexMzj33XHbt2sXixYuZOHEiy5cvZ/DgwcyfPz9YZsSIEQ22GTFiBN9//307R3pwR9zFUSkVnCzDNM3WjEmITkEZBobDgRGXGKhl9xwIfY+vTdjZ4IqhlV606PScDgsnTBoZ6jBEO4uIiGD8+PH85S9/YeXKlVx11VVMnz79kNuE0xtJLfrf73a7eeWVVxg/fjw9e/Zk/fr1PPXUU2zbti04/KcQ4sgopQJN43GJGBldUfkDoN9w6DEQMvMhPhlsTT9LE4fXOy+etO45oQ5DhFCfPn2orKwMfv/8888brP/888/p1atXe4d1UM3uJDZlyhQWLVpEdnY2V199NYsWLSIxMbEtYxOiU1NKBTqgWW2B2nSXtMDwlV5PoONZZTlUFAc6oIXPTX/YUkpx0vjBLPxlqzz7P8bt27eP888/n2uuuYb+/fsTHR3Nl19+yZw5czjrrLOC5V577TWGDh3KCSecwMKFC1m1ahXPPfdcCCNvqNkJ+umnnyY7O5vc3FxWrFjBihUrmiz3xhtvtFpwQoiGDIsFLE6IcEJ8Elp3RXu9gSRdWQplRYHkLQm7SUmxdvqfMJRvPvky1KGINhQVFcXw4cN57LHH+OWXX/B6vWRlZfEf//Ef/PnPfw6WmzlzJosWLWLKlCmkpqaycOFC+vTpE8LIG2p2gr7iiivCqm1eCFFby7bbwZ4AcQnotK5orwcqy6C8BEr3yqtdBxhxXC4/rf2emorKwxcWTTqSgUPak8PhYPbs2cyePfuQ5dLT01m6dGk7RdVyLRqoRAgR3pShUA4HOLpAQhdMs1ugRl1eDMV7A+9id/L77Ai7wYgJx/PRGx+EOhQhDqnFk2UIIToOwzDAFQ2uaHRyFtpdHahZF+8J1LI7abIu6JbIN5mp7NtRGOpQhDgoSdBCdBLKUChnJDgj0V3SA8m6bB/s/RXcnau517AoRk84jjeefzvUoYgQ6QgDbMlLlkJ0QkqBEeHESM6EXoOgxyDokgFG57lnz0qOJLd/+LxSI8SBJEEL0ckZhoHhisbI7AZ9j4Oc3hDZOUY1O+GE3iijk7bzi7AnCVoIEWRYbRgJXaD7AMgfBPEpoQ6pTSXE2Ok3akiowxCiSZKghRCNGBYDIyoaldMDeg+DhNRjdnCPYYNzsNptoQ5DiEYkQQshDkophRERgcrOh7wCsEeEOqRW53JaGXLSsMMXFKKdSYIWQhyWUgojLiEwZWZOb7A7Qx1SqxrcN0NmuxJhRxK0EKLZDMMIPKPuNRiyex0zk3fYbYoBo2TOaBFeJEELIVrMsFgwEpMDNerM7mBYQh3SUevXOxWLteOfh9hv5cqVWCwWJk2aFOpQjkjneelRCNHqDIsFuqRjxneB3dtg785Qh3TEIh0W+hw/kPWffhXqUMLe+rPPb9fj9XvztSPa7vnnn+fGG2/kf/7nf9i2bRvZ2dmtHFnbkhq0EOKoGVYbKjMPegyGyJhQh3PEBg/IwWKTesuxoLKykn/84x/853/+J6effnqD+SSWL1+OUop3332XAQMGEBERwfDhw1m/fn2wzL59+7j44ovJzMwkMjKSfv368corr7TrOUiCFkK0CqUUhisK8vtBVj6ojvfrJS7axolnjA51GKIVvPrqq/Ts2ZOePXty2WWX8cILLzQa3vNPf/oTDz/8MKtXryY5OZkzzzwTrzcw+1tNTQ1DhgzhnXfe4dtvv+UPf/gDl19+OV988UW7nUPH+x8khAhrhmHBSEqDPsdBdEKow2mxfvmJ5A2QIUA7uueee47LLrsMgEmTJlFRUcEHHzScwWz69OmMHz+efv36sWDBAn799VfefPNNADIyMrj11lsZOHAgeXl53HjjjUycOJHXXjuy5vYjIQlaCNEmDLsDuvWBzHw60rRZSinGnVRAZEznGO70WPTjjz+yatUqLrroIgCsVisXXnghzz//fINyI0aMCP6ckJBAz549+f777wHw+/088MAD9O/fn8TERKKioli6dCnbtm1rt/OQhy1CiDZjKAO6pGFGxcDm78FdFeqQmiXSYWH8OSfyz/nvhjoUcQSee+45fD4fGRkZwWVaa2w2G8XFxYfcVqnAzeQjjzzCY489xuOPP06/fv1wuVxMnToVj8fTprHXJzVoIUSbM5wu6DmwQ43t3TU1in4nyDjdHY3P5+PFF1/kkUceYd26dcHP119/TU5ODgsXLgyW/fzzz4M/FxcX89NPP9GrV+DxxieffMJZZ53FZZddxoABA8jLy2Pjxo3tei5SgxZCtAvDYsXM7gGuGNi+sUO0ep8wPI+tP26h7Ld9oQ5FNNM777xDcXEx1157LbGxsQ3WnXfeeTz33HM89thjANx7770kJiaSkpLCXXfdRVJSEpMnTwage/fuvP7666xcuZL4+HgeffRRCgsL6d27d7udi9SghRDtxjAURpc06N6/QwxuYrcZTDhzVKjDEC3w3HPPcfLJJzdKzgDnnnsu69atY82aNQA8+OCD3HzzzQwZMoTdu3ezePFi7HY7APfccw+DBw9m4sSJjBkzhtTU1GDybi9KH9jvvBMqKysjNjaWkp+/ISZaOoYI0R7MmmrY+gNUlYc6lMNa8flm1i1fFeowjkqNz8tdny6jtLSUmJjmvateU1PD5s2byc3NJSLi2JkoZfny5YwdO5bi4mLi4uLa/fjNva5SgxZChIQR4QzUpONTQx3KYY0c2pWYLh3vlTHRsUmCFkKEjGGxQE43SEwPdSiHZLMqxp8hTd2ifUmCFkKElKEskBn+STozOZK+I2XGq2PBmDFj0FqHpHm7JSRBCyFCzjBUh0jSJxzfjcjYjjvWuOhYJEELIcJCIEnnhvUz6Qi7hTGnS1O3aB+SoIUQYcMwLJDdHWKTQh3KQXXPjCa3X89QhyE6gbBO0LNnz+a4444jOjqa5ORkJk+ezI8//tigjNaaGTNmkJ6ejtPpZMyYMXz33XchilgIcbQMw4DsHhAVF+pQmqSUYsyYvljttlCHIo5xYZ2gV6xYwfXXX8/nn3/OsmXL8Pl8TJgwgcrKymCZOXPm8Oijj/LUU0+xevVqUlNTGT9+POXl4f9upRCiaYbVCl37QIQr1KE0KcZlY9j4EYcvKMRRCOsEvWTJEq666ir69u3LgAEDeOGFF9i2bRtfffUVEKg9P/7449x1112cc845FBQUsGDBAqqqqnj55ZdDHL0Q4mgYNit0KwCrPdShNGlw31Ti05JDHYY4hoV1gj5QaWkpEJgWDGDz5s0UFhYyYcKEYBmHw8Ho0aNZuXJlSGIUQrSewJSV/UCF368qi6EYM3FYqMMQR0ApxVtvvRXqMA4r/P7VH4TWmmnTpnHCCSdQUFAAQGFhIQApKQ1nyElJSQmua4rb7aasrKzBRwgRnoxIF+T1gTAclDg71UX3wX1DHYZowlVXXXXQsbN3797NKaec0r4BHYEOM5vVDTfcwDfffMOnn37aaF3d/J11tNaNltU3e/ZsZs6c2eoxCiHahhGTgJmRB7s2hTqURk48oReb1/+I3+sLdSjt5tGxp7Xr8aZ91Lrzcqemhu+rfPV1iBr0jTfeyOLFi/noo4/IzMwMLq+7yAfWlvfs2dOoVl3fnXfeSWlpafCzffv2tglcCNF6uqRDclbYNXdHR1oZOu74UIchWuDAJu5Vq1YxaNAgIiIiGDp0KG+++SZKKdatWxeyGCHME7TWmhtuuIE33niDDz/8kNzc3Abrc3NzSU1NZdmyZcFlHo+HFStWMHLkyIPu1+FwEBMT0+AjhAhvhmFgZORC3+OhS+bhN2hHQwrSiEqIC3UY4ghUVlZy+umn07NnT7766itmzJjBrbfeGuqwgDBv4r7++ut5+eWX+ec//0l0dHSwphwbG4vT6UQpxdSpU5k1axb5+fnk5+cza9YsIiMjueSSS0IcvRCiLRg2K2Z6V3A4YftGOPjTrHZjsxqcMHE4S155P9ShiBZauHAhfr+f559/nsjISPr27cuOHTv4z//8z1CHFt4Jet68eUBgYPP6XnjhBa666ioAbrvtNqqrq5kyZQrFxcUMHz6cpUuXEn0k8zpHRIOzfm1aN/GjBqWg0TTautEmwQWawC+RA7dp8F0fsK1uXCb484Hr6rYNw140QrQBwzCgSxqmIwI2fQfaDHVI9MiOZW1uFr9ulkdmHcn333/PgAEDiIyMDC4bMSI83nEP6wStGyXBxpRSzJgxgxkzZhz18ZTNjrKF5zuXzbX/min2J+zaO4QDE3xgg3qLmkj4Td0gaE2Dm4S67weur79OiDZgxMRj9hgEv6wHnyeksSilOPGkQbz2nCTojqQ5eSZUwjpBi5Zr2HtdNfzzED3b21LgP0C9GwZdP/Gb9W4G2F8TOjDxax1YV/9PSfyCwGtYZs9B8Mt3UFMR0ljSuzjpPqgPP6/dENI4RPP16dOHl156ierqapxOJwCff/55iKMKkAQt2tz+m4ambhQsR7xfrZuo6WtNMOkfmNCDP5v1krw4Fhh2B2b3frD1BygvDmksI0f24pevv0eb8u8r1EpLSxv1xK4b6KrOJZdcwl133cW1117L3XffzZYtW3j44YfbMcqDkwQtOiylVG3OP7KWAa0PqNHXJXfzwMRet8wvST2MGTYbZm4f2PELFB18oKK2Fh9to98JQ/jm4y9DFoMIWL58OYMGDWqw7Morr2zwPSoqirfffpvrrruOQYMG0adPHx566CHOPffc9gy1SZKgRacVrNm3oOk/kJ9NMOtq6rphQq9L5KYZFh2XOhvDYsHMygerDfaE7lnwsEE5bPj8a3web8hiaEutPXBIW5g/fz7z588/6Lr6jj/++AY17S1btrRZXC0hCVqIFgjkcqO2Zf7QzfM62Pxev1Zem7zrErjpl0TeygxDYablBJL0zk0heQ3L5bQyaPRxrF4mcwKIIycJWog2ouqa35UFjIMncx18Xm4ekMxrE7hZb51oFsMw0MkZaIsNtv0YkiQ9uF8636yMxF1Z1f4HF8cESdBChJhS1A5feeiB/XSjXu31npObByZ4SehKKVRSCqbFAps3tHuSjrBbGDJmKCvf/bh9DyyOWteuXcPi9StJ0EJ0EIFn5qrZiabp5+W66URu+tsu8BAz4pMwjX6w6Vva+9W8Ab1SWPtJFNVloX39S3RMkqCFOEa17Hl5/R7t9XuxH5jIO2YyN2LjMbv1DwxoQvu1LNhtBseNPY6P//lRux1THDskQQshDujRfrimdhr3WDd94PfXJu/QNw02xYiJDbwr/XP7JumC7kl8GRtDVWnHnXc+HJp7jyXNvZ5hPZuVECL8KAXKMFBWK8rmQDmcKGc0KioOohMgKgFccYFx7R0usEWAER51ASM6Frr1oz1/9dlsBkPHDGm347Umm80GQFWVdHRrTXXXs+76Hkx4/K8RQhwTAoPH1NbCD2hV13Ud24I1bz/4vOBv33eFjZhYzPx+sPEb2qu2X5CfxJcx0VSVlbfL8VqLxWIhLi6OPXv2ABAZGXnAcMKiJbTWVFVVsWfPHuLi4rBYDv3oSRK0EKJdBJO3YRD81eOoTdymH/y+2oTtafMR24yoWMxuBYHm7nbINzarwdCxQzvks+jU1FSAYJIWRy8uLi54XQ9FErQQIqSUUmCxBj72iNqathl4pu33BmapaoOOaUZMPGZe38B0le2QpAvyu7AqykVNRWXbH6wVKaVIS0sjOTkZr/fYHBmtPdlstsPWnOtIghZChJVATbt2cBebHXAFkrbfW1vL9gT+bAVGXCJmTk/Y2vaDmdisisGjh7Ly3RVte6A2YrFYmp1YROuQTmJCiLCnlEJZ7ShHJMoVB9FJ4IqHyFiIiAK7Eyw2jiTLqoRkyOjW6jE3pX/PZOyREe1yLNHxSYIWQnQ4gUq2BWW1oewRqAgXyhW7vxd5ZBw4o5uVuJVS0CUNEg7/TPBoOewGA0YNbvPjiGODJGghxDFDKdXwFbAGiTseImtf/bI6aodXDTAMAzJya5N52xrYNx2LVZqKxeFJghZCHPMCidtS20zuREVGBxJ2dG1tOyIKwxkNuX0aJO62EBlhoe+IQYcvKDo9SdBCiE5JKYVStbVtewTKGYUloxvq+EmobgMgMrrNjj14YHZIZtgSHYskaCGEqMewR2BkdkMNGYfq/ztUl0xaO5vGumx0H9S3Vfcpjj2SoIUQogmGYWDEd8HoMww1fCIqpzfYHK22/yFDurfavsSxSRK0EEIchhERidG1dyBR9xgaeL3rKKUmRpDevevRByeOWZKghRCimQyLFSMtGzVkLKpgFMR2OarhvAcN7916wYljjowkJoQQLWQYBiSmoBOS0WVF6O0bYe+uFj+qzkuPJjopnvK9xW0TqOjQpAYthBBHSCmFEZuIpeB41NCTICmjRTVqw6IYOHJgm8UnOjZJ0EII0QqMqDgsfYcHEnVierMTdZ/uiVgd9rYNTnRIkqCFEKIVGVFxgRr14NEQ1+Ww5SPsFvoM798OkYmORhK0EEK0ASMmEdVvFKpg5GF7fQ8oyGqnqERHIglaCCHaiGEYGImpqMFjUPmDDvoedUKMnaxe7TOjlug4JEELIUQbMywWjPRc1LDxqMx8muruPWBoj/YPTIQ1SdBCCNFODKsdo1s/1JBxgXeo6+maFoUrLiZEkYlwJAlaCCHamREVg+o/CtXzOLAGenBbLAYFw/uFODIRTiRBCyFECBiGgZGahTruZFRyNmjo2ytVZrkSQZKghRAihAx7BEbvoaiCkUTHRstc0SJIhvoUQogwYCSlYsaO46SENCrLq9my/odQhyRCTBK0EEKECcNmx+g5kNNm9mDTqnVsXfM12776mop9MlZ3ZyQJWgghwozDGUnv0SPpPXokpmlStH0nW9Z8w7Y137Djmw34PJ5QhyjagSRoIYQIY4ZhkJSTRVJOFkPPPg2v28PO735gy1ffsOXLtRRt2470LDs2HTOdxObOnUtubi4REREMGTKETz75JNQhCSFEq7M57HQd3J8x/3EZVz3zCNcumMfJN/2R7qOGY3c6Qx2eaEXHRA361VdfZerUqcydO5dRo0bxzDPPcMopp7Bhwways7NDHZ4QQrSZ2ORE+p9yEv1POQmf18uu7zey5ct1bF69ln1btiK1645Laa1bMHtpeBo+fDiDBw9m3rx5wWW9e/dm8uTJzJ49+7Dbl5WVERsbS+mvO4mJkZF8hBDHhtI9+9i8ei2bV69h4+o13P7hu5SWlsrvuQ6iw9egPR4PX331FXfccUeD5RMmTGDlypUhikoIIUIvNjmRgaedzMDTTmbfb3u5PfvdUIckWqDDJ+i9e/fi9/tJSUlpsDwlJYXCwsImt3G73bjd7uD30tJSAMrKy9suUCGECKFqT+B33jHQaNppdPgEXUephs9ZtNaNltWZPXs2M2fObLQ8q3uvNolNCCHCxb59+4iNPfT81CI8dPgEnZSUhMViaVRb3rNnT6NadZ0777yTadOmBb+bpklRURGJiYkHTeqdUVlZGVlZWWzfvl2eWR0huYZHT65h6ygtLSU7O5uEhIRQhyKaqcMnaLvdzpAhQ1i2bBlnn312cPmyZcs466yzmtzG4XDgcDScOD0uLq4tw+zQYmJi5BfjUZJrePTkGrYOwzhm3q495nX4BA0wbdo0Lr/8coYOHcqIESN49tln2bZtG9ddd12oQxNCCCGOyDGRoC+88EL27dvHvffey+7duykoKOBf//oXOTk5oQ5NCCGEOCLHRIIGmDJlClOmTAl1GMcUh8PB9OnTGz0OEM0n1/DoyTVsHXIdO55jYqASIYQQ4lgjvQWEEEKIMCQJWgghhAhDkqCFEEKIMCQJupMpLy9n6tSp5OTk4HQ6GTlyJKtXrw6u11ozY8YM0tPTcTqdjBkzhu+++67BPtxuNzfeeCNJSUm4XC7OPPNMduzY0d6n0m4+/vhjzjjjDNLT01FK8dZbbzVY31rXrLi4mMsvv5zY2FhiY2O5/PLLKSkpaeOzax+Hu4ZvvPEGEydOJCkpCaUU69ata7QPuYYHv4Zer5fbb7+dfv364XK5SE9P54orrmDXrl0N9tHZr2FHIwm6k/n973/PsmXLeOmll1i/fj0TJkzg5JNPZufOnQDMmTOHRx99lKeeeorVq1eTmprK+PHjKa83TvnUqVN58803WbRoEZ9++ikVFRWcfvrp+P3+UJ1Wm6qsrGTAgAE89dRTTa5vrWt2ySWXsG7dOpYsWcKSJUtYt24dl19+eZufX3s43DWsrKxk1KhRPPjggwfdh1zDg1/Dqqoq1qxZwz333MOaNWt44403+OmnnzjzzDMblOvs17DD0aLTqKqq0haLRb/zzjsNlg8YMEDfdddd2jRNnZqaqh988MHgupqaGh0bG6uffvpprbXWJSUl2maz6UWLFgXL7Ny5UxuGoZcsWdI+JxJCgH7zzTeD31vrmm3YsEED+vPPPw+W+eyzzzSgf/jhhzY+q/Z14DWsb/PmzRrQa9eubbBcrmFDh7qGdVatWqUBvXXrVq21XMOOSGrQnYjP58Pv9xMREdFgudPp5NNPP2Xz5s0UFhYyYcKE4DqHw8Ho0aODU3d+9dVXeL3eBmXS09MpKCjolNN7ttY1++yzz4iNjWX48OHBMscffzyxsbGd8roeSK5hy5WWlqKUCg5jLNew45EE3YlER0czYsQI7rvvPnbt2oXf7+fvf/87X3zxBbt37w5OOHKoqTsLCwux2+3Ex8cftExn0lrXrLCwkOTk5Eb7T05O7pTX9UByDVumpqaGO+64g0suuSQ4frlcw45HEnQn89JLL6G1JiMjA4fDwRNPPMEll1yCxWIJlmnJ1J0tKXMsa41r1lT5zn5dD0euYWNer5eLLroI0zSZO3fuYcvLNQxfkqA7mW7durFixQoqKirYvn07q1atwuv1kpubS2pqKsAhp+5MTU3F4/FQXFx80DKdSWtds9TUVH799ddG+//tt9865XU9kFzD5vF6vVxwwQVs3ryZZcuWNZj9S65hxyMJupNyuVykpaVRXFzM+++/z1lnnRVM0suWLQuW83g8rFixgpEjRwIwZMgQbDZbgzK7d+/m22+/DZbpTFrrmo0YMYLS0lJWrVoVLPPFF19QWlraKa/rgeQaHl5dct64cSP//ve/SUxMbLBermEHFKreaSI0lixZot977z29adMmvXTpUj1gwAA9bNgw7fF4tNZaP/jggzo2Nla/8cYbev369friiy/WaWlpuqysLLiP6667TmdmZup///vfes2aNfqkk07SAwYM0D6fL1Sn1abKy8v12rVr9dq1azWgH330Ub127dpg79jWumaTJk3S/fv315999pn+7LPPdL9+/fTpp5/e7ufbFg53Dfft26fXrl2r3333XQ3oRYsW6bVr1+rdu3cH9yHX8ODX0Ov16jPPPFNnZmbqdevW6d27dwc/brc7uI/Ofg07GknQncyrr76q8/LytN1u16mpqfr666/XJSUlwfWmaerp06fr1NRU7XA49IknnqjXr1/fYB/V1dX6hhtu0AkJCdrpdOrTTz9db9u2rb1Ppd189NFHGmj0ufLKK7XWrXfN9u3bpy+99FIdHR2to6Oj9aWXXqqLi4vb6Szb1uGu4QsvvNDk+unTpwf3Idfw4New7vW0pj4fffRRcB+d/Rp2NDKblRBCCBGG5Bm0EEIIEYYkQQshhBBhSBK0EEIIEYYkQQshhBBhSBK0EEIIEYYkQQshhBBhSBK0EEIIEYYkQQshhBBhSBK0EEIIEYYkQQvRCpRSh/xcddVVzdrPRx99xKmnnkpiYiKRkZH06dOHW265hZ07d7btCQghwo4kaCFawe7du4Ofxx9/nJiYmAbL/vrXvx52H8888wwnn3wyqampvP7662zYsIGnn36a0tJSHnnkkXY4CyFEOLGGOgAhjgV180IDxMbGopRqsOxwduzYwU033cRNN93EY489FlzetWtXTjzxREpKSlozXCFEByA1aCHCwGuvvYbH4+G2225rcn1cXFz7BiSECDlJ0EKEgY0bNxITE0NaWlqoQxFChAlJ0EKEAa01SqlQhyGECCOSoIUIAz169KC0tJTdu3eHOhQhRJiQBC1EGDjvvPOw2+3MmTOnyfXSSUyIzkd6cQsRBrKysnjssce44YYbKCsr44orrqBr167s2LGDF198kaioKHnVSohORmrQQoSJKVOmsHTpUnbu3MnZZ59Nr169+P3vf09MTAy33nprqMMTQrQzpbXWoQ5CCCGEEA1JDVoIIYQIQ5KghWgHs2bNIioqqsnPKaecEurwhBBhSJq4hWgHRUVFFBUVNbnO6XSSkZHRzhEJIcKdJGghhBAiDEkTtxBCCBGGJEELIYQQYUgStBBCCBGGJEELIYQQYUgStBBCCBGGJEELIYQQYUgStBBCCBGGJEELIYQQYej/A/O8cSr36mcMAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, a = ptt.phase_plot(Isobaric_Xtal, x_axis = 'T_C', \n",
" cmap = \"Reds\")"
]
},
{
"cell_type": "markdown",
"id": "d6b9d3ca-5502-4c31-b5ce-205d25a4d468",
"metadata": {},
"source": [
"We can see that the lower pressure models generally provide a better fit to the Data. Also, examining the results would reveal that as pressure decreases, clinopyroxene stability decreases (it saturates at lower MgO contents) as would be expected based on experimental data.\n",
"\n",
"There are, however, several other variables that we haven't explored in these models above that might influence our results. To demonstrate this, let's change the melt H$_2$O and CO$_2$ contents and re-run the models.\n",
"\n",
"Gleeson et al. (2022) suggest that the melt inclusion H$_2$O contents measured by Koleszar et al. (2009) overpredict the melt H$_2$O content at the time of melt inclusion formation. In addition, the melt CO$_2$ content was likely underestimated as the CO$_2$ content in melt inclusions from Fernandinas reaches up to around 5000 ppm. Therefore, let's use these values to see how changing melt H$_2$O and CO$_2$ contents influences the liquid line of descent. There is no need to change our starting composition, we can simply use the H2O_Liq and CO2_Liq inputs in the isobaric_crystallisation function to 'overwrite' the initial H$_2$O and CO$_2$ contents of the magma."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "89054e27",
"metadata": {},
"outputs": [],
"source": [
"Isobaric_Xtal_CO2 = ptt.isobaric_crystallisation(Model = \"MELTSv1.2.0\",\n",
" bulk=starting_comp,find_liquidus=True,P_bar=np.array([500,1000,2000,4000]),\n",
" T_end_C=1050,dt_C=2,fO2_buffer=\"FMQ\",fO2_offset=-1.0,\n",
" Frac_solid=True,Frac_fluid=True,H2O_init=0.4,CO2_init=0.5,label=\"P_bar\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "78100600",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(,\n",
" array([[,\n",
" ,\n",
" ],\n",
" [,\n",
" ,\n",
" ]], dtype=object))"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ptt.harker(Results = Isobaric_Xtal_CO2, data = {'MI': MI, 'MG': MG},\n",
" d_color = ['b','red'], legend_loc = [1,2], \n",
" y_axis = ['SiO2', 'TiO2', 'Al2O3', 'FeOt', 'CaO', 'Na2O'])"
]
},
{
"cell_type": "markdown",
"id": "c2907fbe",
"metadata": {},
"source": [
"We can see that making this change has improved the fit between models and data (for some oxide pairs).\n",
"\n",
"It is also possible to integrate the results with pyrolite (Williams et al. 2020) to plot the results of the models on a TAS diagram:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "027604f3",
"metadata": {},
"outputs": [],
"source": [
"# If you have not installed pyrolite already, you need to comment out the # in the line below and install it now. Once you've run thisonce, \n",
"# you can re-comment it out again. \n",
"\n",
"#!pip install pyrolite"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "ad19aa58",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ---- Create TAS diagram from pyrolite ----\n",
"from pyrolite.util.classification import TAS\n",
"cm = TAS()\n",
"f, a = plt.subplots(1,1, figsize=(4,3.5))\n",
"cm.add_to_axes(a,alpha=0.5,linewidth=0.5,\n",
" zorder=-1,add_labels=False)\n",
"\n",
"# ---- Loop through model results ----\n",
"for i in Isobaric_Xtal_CO2:\n",
" df = Isobaric_Xtal_CO2[i]['All'].copy()\n",
" df['Na2O+K2O']=df['Na2O_Liq']+df['K2O_Liq']\n",
" a.plot(df['SiO2_Liq'],df['Na2O+K2O'], lw = 2,\n",
" linestyle='-',alpha=1, label = i)\n",
"\n",
"# ---- Plot glass data ----\n",
"a.plot(MI['SiO2'],MI['Na2O']+MI['K2O'],\n",
" 'ok', mfc = 'b', label=\"MI\")\n",
"a.plot(MG['SiO2'],MG['Na2O']+MG['K2O'],\n",
" 'sk', mfc = 'r', label=\"MG\")\n",
"\n",
"a.set_xlim([40, 65])\n",
"a.set_ylim([1, 8])\n",
"a.legend()\n",
" "
]
},
{
"cell_type": "markdown",
"id": "524ff09b",
"metadata": {},
"source": [
"We can also use Thermobar (Wieser et al. 2022) to examine mineral compositions using the clinopyroxene quadrilateral."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "bdb1cca4",
"metadata": {},
"outputs": [],
"source": [
"# If you have not installed Thermobar already, you need to comment out the # in the line below and install it now. Once you've run thisonce, \n",
"# you can re-comment it out again. \n",
"\n",
"\n",
"# !pip install Thermobar"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "2ca2fe84",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"min = \"clinopyroxene1\"\n",
"import Thermobar as pt\n",
"f, tax = pt.plot_px_classification(\n",
" figsize = (10,5),major_grid = True, \n",
" labels = True)\n",
"\n",
"for i in Isobaric_Xtal_CO2.keys(): \n",
" cpx_comps_tern_1 = pt.tern_points_px(\n",
" px_comps = Isobaric_Xtal_CO2[i][min])\n",
" tax.scatter(cpx_comps_tern_1,\n",
" edgecolor = 'k', s = 40, label = i) \n",
" \n",
"tax.legend()\n",
"\n",
"\n",
"plt.savefig('cpx.svg', dpi = 600)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "6e962f43",
"metadata": {},
"outputs": [],
"source": [
"# calculate SCSS using PySulfSat\n",
"import PySulfSat as ss\n",
"Smythe17 = {}\n",
"for i in Isobaric_Xtal_CO2:\n",
" run = Isobaric_Xtal_CO2[i]['All']\n",
" Smythe17[i]=ss.calculate_S2017_SCSS(\n",
" df=run,\n",
" T_K=run['T_C']+273.15, \n",
" P_kbar=run['P_bar']/1000, \n",
" H2O_Liq=run['H2O_Liq'], \n",
" Fe3Fet_Liq=run['Fe3Fet_Liq'],\n",
" Fe_FeNiCu_Sulf=0.6)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "f7c529d4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, a = plt.subplots(1,1, figsize = (4,3.5))\n",
"for i in Isobaric_Xtal_CO2:\n",
" a.plot(Isobaric_Xtal_CO2[i]['All']['MgO_Liq'],\n",
" Smythe17[i]['SCSS2_ppm_ideal_Smythe2017'],\n",
" '-', label = i)\n",
"\n",
"a.legend()\n",
"a.set_ylabel('SCSS')\n",
"a.set_xlabel('MgO (wt%)')\n",
"plt.savefig('SCSS.svg', dpi = 600)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "564fcb1a",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" SiO2_Liq \n",
" TiO2_Liq \n",
" Al2O3_Liq \n",
" Cr2O3_Liq \n",
" Fe2O3_Liq \n",
" FeO_Liq \n",
" FeOt_Liq \n",
" MnO_Liq \n",
" MgO_Liq \n",
" CaO_Liq \n",
" Na2O_Liq \n",
" K2O_Liq \n",
" P2O5_Liq \n",
" H2O_Liq \n",
" CO2_Liq \n",
" Fe3Fet_Liq \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 47.611116 \n",
" 2.300435 \n",
" 16.474734 \n",
" 0.0 \n",
" 1.039357 \n",
" 8.229135 \n",
" 9.164342 \n",
" 0.123080 \n",
" 9.303500 \n",
" 11.651698 \n",
" 2.260253 \n",
" 0.330499 \n",
" 0.258171 \n",
" 0.388396 \n",
" 0.029625 \n",
" 0.102048 \n",
" \n",
" \n",
" 1 \n",
" 47.626112 \n",
" 2.304895 \n",
" 16.506674 \n",
" 0.0 \n",
" 1.039964 \n",
" 8.218748 \n",
" 9.154501 \n",
" 0.122964 \n",
" 9.234126 \n",
" 11.673431 \n",
" 2.264635 \n",
" 0.331140 \n",
" 0.258672 \n",
" 0.389143 \n",
" 0.029497 \n",
" 0.102218 \n",
" \n",
" \n",
" 2 \n",
" 47.641094 \n",
" 2.309342 \n",
" 16.538518 \n",
" 0.0 \n",
" 1.040564 \n",
" 8.208235 \n",
" 9.144528 \n",
" 0.122847 \n",
" 9.165094 \n",
" 11.695095 \n",
" 2.269004 \n",
" 0.331779 \n",
" 0.259171 \n",
" 0.389888 \n",
" 0.029370 \n",
" 0.102388 \n",
" \n",
" \n",
" 3 \n",
" 47.656063 \n",
" 2.313775 \n",
" 16.570267 \n",
" 0.0 \n",
" 1.041156 \n",
" 8.197597 \n",
" 9.134422 \n",
" 0.122728 \n",
" 9.096404 \n",
" 11.716692 \n",
" 2.273360 \n",
" 0.332416 \n",
" 0.259668 \n",
" 0.390631 \n",
" 0.029243 \n",
" 0.102560 \n",
" \n",
" \n",
" 4 \n",
" 47.671018 \n",
" 2.318195 \n",
" 16.601922 \n",
" 0.0 \n",
" 1.041740 \n",
" 8.186834 \n",
" 9.124185 \n",
" 0.122608 \n",
" 9.028054 \n",
" 11.738222 \n",
" 2.277703 \n",
" 0.333051 \n",
" 0.260164 \n",
" 0.391372 \n",
" 0.029117 \n",
" 0.102733 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" SiO2_Liq TiO2_Liq Al2O3_Liq Cr2O3_Liq Fe2O3_Liq FeO_Liq FeOt_Liq \\\n",
"0 47.611116 2.300435 16.474734 0.0 1.039357 8.229135 9.164342 \n",
"1 47.626112 2.304895 16.506674 0.0 1.039964 8.218748 9.154501 \n",
"2 47.641094 2.309342 16.538518 0.0 1.040564 8.208235 9.144528 \n",
"3 47.656063 2.313775 16.570267 0.0 1.041156 8.197597 9.134422 \n",
"4 47.671018 2.318195 16.601922 0.0 1.041740 8.186834 9.124185 \n",
"\n",
" MnO_Liq MgO_Liq CaO_Liq Na2O_Liq K2O_Liq P2O5_Liq H2O_Liq \\\n",
"0 0.123080 9.303500 11.651698 2.260253 0.330499 0.258171 0.388396 \n",
"1 0.122964 9.234126 11.673431 2.264635 0.331140 0.258672 0.389143 \n",
"2 0.122847 9.165094 11.695095 2.269004 0.331779 0.259171 0.389888 \n",
"3 0.122728 9.096404 11.716692 2.273360 0.332416 0.259668 0.390631 \n",
"4 0.122608 9.028054 11.738222 2.277703 0.333051 0.260164 0.391372 \n",
"\n",
" CO2_Liq Fe3Fet_Liq \n",
"0 0.029625 0.102048 \n",
"1 0.029497 0.102218 \n",
"2 0.029370 0.102388 \n",
"3 0.029243 0.102560 \n",
"4 0.029117 0.102733 "
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Isobaric_Xtal_CO2['P = 500.0 bars']['liquid1'].head()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.0"
}
},
"nbformat": 4,
"nbformat_minor": 5
}