From ca8f8e60af4c7a07ed8d5c8bd52103214f4e918f Mon Sep 17 00:00:00 2001 From: Henrik Andersson Date: Sun, 5 Nov 2023 10:18:13 +0100 Subject: [PATCH 1/4] Rename fmskill -> modelskill --- README.md | 4 +- mini_book/_config.yml | 2 +- mini_book/_toc.yml | 6 +- .../exercise_basic_model_skill.ipynb | 104 +- .../exercise_point_observations.ipynb | 126 +- .../exercise_track_observation.ipynb | 2 +- ...ment.ipynb => modelskill_assignment.ipynb} | 0 mini_book/fmskill_model_results.ipynb | 190 -- mini_book/model_skill.ipynb | 851 ++++- mini_book/model_skill_visualisation.ipynb | 4 +- mini_book/multi_model_comparison.ipynb | 2944 +++++++++++++++-- mini_book/point_observations.ipynb | 202 +- mini_book/track_observations.ipynb | 4 +- requirements.txt | 2 +- 14 files changed, 3666 insertions(+), 775 deletions(-) rename mini_book/exercises/{fmskill_assignment.ipynb => modelskill_assignment.ipynb} (100%) delete mode 100644 mini_book/fmskill_model_results.ipynb diff --git a/README.md b/README.md index 7989eb3..38d8b9e 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -# Python for marine modelers using [MIKE IO](https://github.com/DHI/mikeio) and [FMskill](https://github.com/DHI/fmskill) +# Python for marine modelers using [MIKE IO](https://github.com/DHI/mikeio) and [ModelSkill](https://github.com/DHI/modelskill) [https://dhi.github.io/book-learn-mikeio-fmskill/](https://dhi.github.io/book-learn-mikeio-fmskill/) @@ -10,7 +10,7 @@ This course has been designed for MIKE 21/3 modelers with some Python experience ## CONTENT -The course comprises typical data processing tasks in connection with MIKE 21/3 modelling, preparing input data, converting forcing data from other formats, creating roughness maps, concatenating files, extracting data from output files (e.g. vertical profiles), visualization, assessing the skill of MIKE 21/3 by comparing to station and satellite track observation data. We will use Jupyter notebooks with Python packages such as NumPy, pandas and xarray as well DHI's own MIKE IO and FMskill packages. +The course comprises typical data processing tasks in connection with MIKE 21/3 modelling, preparing input data, converting forcing data from other formats, creating roughness maps, concatenating files, extracting data from output files (e.g. vertical profiles), visualization, assessing the skill of MIKE 21/3 by comparing to station and satellite track observation data. We will use Jupyter notebooks with Python packages such as NumPy, pandas and xarray as well DHI's own MIKE IO and ModelSkill packages. ## BENEFITS diff --git a/mini_book/_config.yml b/mini_book/_config.yml index 996835d..11f874d 100644 --- a/mini_book/_config.yml +++ b/mini_book/_config.yml @@ -1,7 +1,7 @@ # Book settings # Learn more at https://jupyterbook.org/customize/config.html -title: Python for marine modelers using MIKE IO and FMSkill +title: Python for marine modelers using MIKE IO and ModelSkill author: Jesper Mariegaard and Henrik Andersson logo: images/logo.png diff --git a/mini_book/_toc.yml b/mini_book/_toc.yml index 551e188..fc4fd9c 100644 --- a/mini_book/_toc.yml +++ b/mini_book/_toc.yml @@ -22,12 +22,12 @@ parts: - file: output_visualisation - file: output_statistics - file: export_to_file - - caption: FMskill + - caption: ModelSkill chapters: - file: point_observations sections: - file: exercises/exercise_point_observations - - file: fmskill_model_results + - file: modelskill_model_results - file: model_skill sections: - file: exercises/exercise_basic_model_skill @@ -38,5 +38,5 @@ parts: - file: multi_model_comparison - caption: Assignments chapters: - - file: exercises/fmskill_assignment + - file: exercises/modelskill_assignment - file: exercises/final_assignment diff --git a/mini_book/exercises/exercise_basic_model_skill.ipynb b/mini_book/exercises/exercise_basic_model_skill.ipynb index ff9ade9..5300be5 100644 --- a/mini_book/exercises/exercise_basic_model_skill.ipynb +++ b/mini_book/exercises/exercise_basic_model_skill.ipynb @@ -2,22 +2,23 @@ "cells": [ { "cell_type": "markdown", + "metadata": {}, "source": [ "# Exercise: Basic model skill" - ], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, - "source": [ - "import fmskill" - ], + "metadata": {}, "outputs": [], - "metadata": {} + "source": [ + "import modelskill" + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "You want do to a simple comparison between model and observation using the fmskill.compare method, but the following code snippet doesn't work.\n", "\n", @@ -25,133 +26,132 @@ "```\n", "help(fmskill.compare)\n", "```" - ], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fn_mod = '../data/SW/ts_storm_4.dfs0'\n", "fn_obs = '../data/SW/eur_Hm0.dfs0'\n", "\n", - "c = fmskill.compare(fn_obs, fn_mod)" - ], - "outputs": [], - "metadata": {} + "c = modelskillill.compare(fn_obs, fn_mod)" + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "When you have fixed the above snippet, you can continue to do the skill assessment" - ], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# plot a timeseries of the comparison\n", "# * remove the default title\n", "# * set the limits of the y axis to cover the 0-6m interval" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "Your colleague, who is very skilled at Excel, wants to make a plot like this one:\n", "\n", "![](../images/excel_chart.png)" - ], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Use the .df property on the comparer object to save the obs and model timeseries as an Excel file (\"skill.xlsx\")\n", "# you might get an error \"No module named 'openpyxl'\", the solution is to run `pip install openpyxl`" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# calculate the default skill metrics using the skill method\n" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": 20, + "metadata": {}, + "outputs": [], "source": [ "# calculate the skill using the mean absolute percentage error and max error, use the metrics argument\n", "# c.skill(metrics=[__,__])" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "# import the hit_ratio metric from fmskill.metrics\n", + "# import the hit_ratio metric from modelskillill.metrics\n", "# and calculate the ratio when the deviation between model and observation is less than 0.5 m\n", "# hint: use the Observation and Model columns of the dataframe from the .df property you used above\n", "\n", "# is the hit ratio ~0.95 ? Does it match with your expectation based on the timeseries plot?\n", "# what about a deviation of less than 0.1m? Pretty accurate wave model..." - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# hit_ratio(c.df.Observation, __, a=__)" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# compare the distribution of modelled and observed values, using the .hist method\n", "# change the number of bins to 10" - ], - "outputs": [], - "metadata": {} + ] } ], "metadata": { - "orig_nbformat": 4, + "interpreter": { + "hash": "f4041ee05ab07c15354d6207e763f17a216c3f5ccf08906343c2b4fd3fa7a6fb" + }, + "kernelspec": { + "display_name": "Python 3.9.6 64-bit", + "name": "python3" + }, "language_info": { - "name": "python", - "version": "3.9.6", - "mimetype": "text/x-python", "codemirror_mode": { "name": "ipython", "version": 3 }, - "pygments_lexer": "ipython3", + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", "nbconvert_exporter": "python", - "file_extension": ".py" - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3.9.6 64-bit" + "pygments_lexer": "ipython3", + "version": "3.9.6" }, - "interpreter": { - "hash": "f4041ee05ab07c15354d6207e763f17a216c3f5ccf08906343c2b4fd3fa7a6fb" - } + "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} diff --git a/mini_book/exercises/exercise_point_observations.ipynb b/mini_book/exercises/exercise_point_observations.ipynb index 31b0f05..f7d7eb6 100644 --- a/mini_book/exercises/exercise_point_observations.ipynb +++ b/mini_book/exercises/exercise_point_observations.ipynb @@ -2,177 +2,177 @@ "cells": [ { "cell_type": "markdown", + "metadata": {}, "source": [ "# Exercise point observation" - ], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import pandas as pd" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, - "source": [ - "# import PointObservation class from fmskill " - ], + "metadata": {}, "outputs": [], - "metadata": {} + "source": [ + "# import PointObservation class from modelskill" + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "## Read from dfs0" - ], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fn = '../data/SW/eur_Hm0.dfs0'" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Create a variable \"position\" with the coordinates 3.276, 51.999" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# create a PointObservation object o1 initialized with fn\n", "# and the x- and y-coordinates of the position" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# check the name of o1" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# modify the name of o1 to \"EPL_dfs0\"" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# plot o1 as a timeseries" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# what is the maximum value of o1?" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "## Read from csv" - ], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fn = '../data/SW/eur_Hm0.csv'" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Read the ../data/SW/eur_Hm0.csv to a DataFrame df (hint: you may need the na_values argument)\n", "# verify that you get a reasonable time series (use df.plot() and df.describe())" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# create a PointObservation object o2 initialized with df\n", "# and the x- and y-coordinates of the position" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# add itemInfo to o2 (hint: import eum from mikeio)" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# compare the values of o1 and o2 - are there any differences? " - ], - "outputs": [], - "metadata": {} + ] } ], "metadata": { - "orig_nbformat": 4, + "interpreter": { + "hash": "fa576ebcd40e010bdc0ae86b06ce09151f3424f9e9aed6893ff04f39a9299d89" + }, + "kernelspec": { + "display_name": "Python 3.8.10 64-bit ('base': conda)", + "name": "python3" + }, "language_info": { - "name": "python", - "version": "3.8.10", - "mimetype": "text/x-python", "codemirror_mode": { "name": "ipython", "version": 3 }, - "pygments_lexer": "ipython3", + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", "nbconvert_exporter": "python", - "file_extension": ".py" - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3.8.10 64-bit ('base': conda)" + "pygments_lexer": "ipython3", + "version": "3.8.10" }, - "interpreter": { - "hash": "fa576ebcd40e010bdc0ae86b06ce09151f3424f9e9aed6893ff04f39a9299d89" - } + "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} diff --git a/mini_book/exercises/exercise_track_observation.ipynb b/mini_book/exercises/exercise_track_observation.ipynb index b4a75f8..ecc780b 100644 --- a/mini_book/exercises/exercise_track_observation.ipynb +++ b/mini_book/exercises/exercise_track_observation.ipynb @@ -47,7 +47,7 @@ "metadata": {}, "outputs": [], "source": [ - "# import TrackObservation from fmskill" + "# import TrackObservation from modelskill" ] }, { diff --git a/mini_book/exercises/fmskill_assignment.ipynb b/mini_book/exercises/modelskill_assignment.ipynb similarity index 100% rename from mini_book/exercises/fmskill_assignment.ipynb rename to mini_book/exercises/modelskill_assignment.ipynb diff --git a/mini_book/fmskill_model_results.ipynb b/mini_book/fmskill_model_results.ipynb deleted file mode 100644 index 09b06a9..0000000 --- a/mini_book/fmskill_model_results.ipynb +++ /dev/null @@ -1,190 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "source": [ - "# Model results" - ], - "metadata": {} - }, - { - "cell_type": "markdown", - "source": [ - "FMskill does skill assessment of model results. The model results can be stored in different ways. FMskill currently supports the following [ModelResult](https://dhi.github.io/fmskill/api.html#fmskill.model.ModelResult): \n", - "\n", - "* dfs\n", - " * dfs0 \n", - " * dfsu \n", - "* NetCDF (and similar) with xarray\n", - "* pandas DataFrame\n", - "\n", - "Note: dfs2 are not currently supported. Let us know if you would like to collaborate on adding support for it.\n", - "\n", - "## Point, track and area model results\n", - "\n", - "The above formats come in three different forms: \n", - "\n", - "* point (dfs0 and pandas)\n", - "* track (dfs0 and pandas)\n", - "* area (dfsu and xarray)\n", - "\n", - "Area model results require FMskill to extract data from the dfsu/netcdf file before the comparison can be done. \n", - "\n", - "## ModelResult class\n", - "\n", - "All ModelResult objects in FMskill, regardless of the input type and form, are created with \n", - "\n", - " >>> mr = ModelResult(input)\n", - "\n", - "where input can be a file path or a DataFrame. " - ], - "metadata": {} - }, - { - "cell_type": "code", - "execution_count": null, - "source": [ - "from fmskill import ModelResult" - ], - "outputs": [], - "metadata": {} - }, - { - "cell_type": "markdown", - "source": [ - "## Items\n", - "\n", - "The ModelResult can hold multiple items, but before it can be compared to observations a single item must be selected. This can be done upon creation of the ModelResult object or later with a syntax equivalent to pandas and xarray: \n", - "\n", - " >>> mr[item]\n", - "\n", - "where item can be an integer or a string. " - ], - "metadata": {} - }, - { - "cell_type": "markdown", - "source": [ - "## Common properties\n", - "\n", - "ModelResult\n", - "\n", - "* start_time\n", - "* end_time\n", - "* item_names\n", - "\n", - "ModelResultItem\n", - "\n", - "* start_time\n", - "* end_time\n", - "* item_name" - ], - "metadata": {} - }, - { - "cell_type": "markdown", - "source": [ - "## dfsu\n", - "\n", - "dfs files are handled by MIKE IO" - ], - "metadata": {} - }, - { - "cell_type": "code", - "execution_count": null, - "source": [ - "fn = 'data/SW/HKZN_local_2017_DutchCoast.dfsu'\n", - "mr1 = ModelResult(fn, name=\"SW\")\n", - "mr1" - ], - "outputs": [], - "metadata": {} - }, - { - "cell_type": "code", - "execution_count": null, - "source": [ - "mr1.dfs # this is the MIKE IO Dfsu object" - ], - "outputs": [], - "metadata": {} - }, - { - "cell_type": "markdown", - "source": [ - "Select a single item either by index or name" - ], - "metadata": {} - }, - { - "cell_type": "code", - "execution_count": null, - "source": [ - "mr1['Peak Wave Period']" - ], - "outputs": [], - "metadata": {} - }, - { - "cell_type": "markdown", - "source": [ - "## NetCDF\n", - "\n", - "NetCDF files are handled by xarray. " - ], - "metadata": {} - }, - { - "cell_type": "code", - "execution_count": null, - "source": [ - "fn = 'data/SW/ERA5_DutchCoast.nc'\n", - "mr2 = ModelResult(fn, 'ERA5')\n", - "mr2" - ], - "outputs": [], - "metadata": {} - }, - { - "cell_type": "code", - "execution_count": null, - "source": [ - "mr2.ds # this is the xarray Dataset object" - ], - "outputs": [], - "metadata": {} - }, - { - "cell_type": "code", - "execution_count": null, - "source": [], - "outputs": [], - "metadata": {} - } - ], - "metadata": { - "orig_nbformat": 4, - "language_info": { - "name": "python", - "version": "3.8.10", - "mimetype": "text/x-python", - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "pygments_lexer": "ipython3", - "nbconvert_exporter": "python", - "file_extension": ".py" - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3.8.10 64-bit ('base': conda)" - }, - "interpreter": { - "hash": "fa576ebcd40e010bdc0ae86b06ce09151f3424f9e9aed6893ff04f39a9299d89" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} \ No newline at end of file diff --git a/mini_book/model_skill.ipynb b/mini_book/model_skill.ipynb index e372552..f2e80c8 100644 --- a/mini_book/model_skill.ipynb +++ b/mini_book/model_skill.ipynb @@ -1,113 +1,111 @@ { - "metadata": { - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.6" - }, - "orig_nbformat": 2, - "kernelspec": { - "name": "python3", - "display_name": "Python 3.9.6 64-bit" - }, - "interpreter": { - "hash": "f4041ee05ab07c15354d6207e763f17a216c3f5ccf08906343c2b4fd3fa7a6fb" - } - }, - "nbformat": 4, - "nbformat_minor": 2, "cells": [ { "cell_type": "markdown", + "metadata": {}, "source": [ "# Model skill assessment\n", "\n", "## Simple comparison\n", "\n", - "Sometimes all your need is a simple comparison of two time series. The `fmskill.compare()` method does just that." - ], - "metadata": {} + "Sometimes all your need is a simple comparison of two time series. The `modelskill.compare()` method does just that." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, + "metadata": {}, + "outputs": [], "source": [ "from mikeio import Dfs0\n", - "import fmskill" - ], - "outputs": [], - "metadata": {} + "import modelskill" + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "### The model\n", "Can be either a dfs0 or a DataFrame. " - ], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, + "metadata": {}, + "outputs": [], "source": [ "fn_mod = 'data/SW/ts_storm_4.dfs0'\n", "df_mod = Dfs0(fn_mod).read(items=0).to_dataframe()" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "### The observation\n", "Can be either a dfs0, a DataFrame or a PointObservation object. " - ], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, + "metadata": {}, + "outputs": [], "source": [ "fn_obs = 'data/SW/eur_Hm0.dfs0'" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "### compare()\n", "The compare() method will return an object that can be used for scatter plots, skill assessment, time series plots etc." - ], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, - "source": [ - "c = fmskill.compare(fn_obs, df_mod)" - ], + "execution_count": 5, + "metadata": {}, "outputs": [], - "metadata": {} + "source": [ + "c = modelskill.compare(fn_obs, df_mod)" + ] }, { "cell_type": "code", - "execution_count": null, - "source": [ - "c.plot_timeseries();" - ], - "outputs": [], - "metadata": {} + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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nbiasrmseurmsemaeccsir2
observation
eur_Hm0660.053210.2299570.2237170.1773210.9679720.0861250.929005
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" + ], + "text/plain": [ + " n bias rmse urmse mae cc si \\\n", + "observation \n", + "eur_Hm0 66 0.05321 0.229957 0.223717 0.177321 0.967972 0.086125 \n", + "\n", + " r2 \n", + "observation \n", + "eur_Hm0 0.929005 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c.skill()" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "The default is a number of common metrics, but you are free to pick your favorite metrics." - ], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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nmaerholin_slope
observation
eur_Hm0660.1773210.9701990.999428
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" + ], + "text/plain": [ + " n mae rho lin_slope\n", + "observation \n", + "eur_Hm0 66 0.177321 0.970199 0.999428" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c.skill(metrics=[\"mae\",\"rho\",\"lin_slope\"])" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "A very common way to visualize model skill is to use a scatter plot.\n", "\n", "The scatter plot includes some additional features such as a 2d histogram, a Q-Q line and a regression line, but the appearance is highly configurable." - ], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, - "source": [ - "c.scatter()" - ], - "outputs": [], - "metadata": {} + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "c.plot.scatter(binsize=0.5, \n", " show_points=False,\n", " xlim=[0,6], ylim=[0,6],\n", " title=\"A calibrated model!\")" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "## Taylor diagram\n", "\n", "A taylor diagram is a way to combine several statistics in a single plot, and is very useful to compare the skill of several models, or observations in a single plot." - ], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, - "source": [ - "c.taylor()" - ], - "outputs": [], - "metadata": {} + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/comparison/_collection.py:720: FutureWarning: The provided callable is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"sum\" instead.\n", + " res = skilldf.groupby(by).agg(agg)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "c.plot.taylor()" + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "## Elaborate comparison" - ], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, + "metadata": {}, + "outputs": [], "source": [ "import numpy as np\n", - "from fmskill import PointObservation\n", - "from fmskill import ModelResult, Connector" - ], - "outputs": [], - "metadata": {} + "from modelskill import PointObservation\n", + "from modelskill import ModelResult, Connector" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " 'HKZN_local'" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fn = 'data/SW/HKZN_local_2017_DutchCoast.dfsu'\n", "mr = ModelResult(fn, name='HKZN_local', item=0)\n", - "mr.dfs" - ], - "outputs": [], - "metadata": {} + "mr" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, + "metadata": {}, + "outputs": [], "source": [ "o1 = PointObservation('data/SW/HKNA_Hm0.dfs0', item=0, x=4.2420, y=52.6887, name=\"HKNA\")\n", "o2 = PointObservation(\"data/SW/eur_Hm0.dfs0\", item=0, x=3.2760, y=51.9990, name=\"EPL\")" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "o1.plot(); " - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "### Connecting" - ], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'HKNA': PointObservation: HKNA, x=4.242, y=52.6887,\n", + " 'EPL': PointObservation: EPL, x=3.276, y=51.999}" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "con = Connector([o1, o2], mr)\n", "con.observations" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " n mean_absolute_error\n", + "observation \n", + "EPL 66 0.189791" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "cc[\"EPL\"].skill(metrics=\"mean_absolute_error\")" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/comparison/_comparison.py:1290: FutureWarning: plot_timeseries is deprecated. Use plot.timeseries instead.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "cc[\"EPL\"].scatter(figsize=(8,8), show_hist=True) #, ylim=[2,8], xlim=[1,10])" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/comparison/_comparison.py:1277: FutureWarning: hist is deprecated. Use plot.hist instead.\n", + " warnings.warn(\"hist is deprecated. Use plot.hist instead.\", FutureWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "con.plot_temporal_coverage();" - ], + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, "outputs": [], - "metadata": {} + "source": [] } - ] -} \ No newline at end of file + ], + "metadata": { + "interpreter": { + "hash": "f4041ee05ab07c15354d6207e763f17a216c3f5ccf08906343c2b4fd3fa7a6fb" + }, + "kernelspec": { + "display_name": "Python 3.9.6 64-bit", + "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": "3.10.12" + }, + "orig_nbformat": 2 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/mini_book/model_skill_visualisation.ipynb b/mini_book/model_skill_visualisation.ipynb index e3a40dd..67b14d0 100644 --- a/mini_book/model_skill_visualisation.ipynb +++ b/mini_book/model_skill_visualisation.ipynb @@ -6,8 +6,8 @@ "metadata": {}, "outputs": [], "source": [ - "from fmskill import PointObservation\n", - "from fmskill import ModelResult, Connector" + "from modelskill import PointObservation\n", + "from modelskill import ModelResult, Connector" ] }, { diff --git a/mini_book/multi_model_comparison.ipynb b/mini_book/multi_model_comparison.ipynb index ecad0d9..d34eb0c 100644 --- a/mini_book/multi_model_comparison.ipynb +++ b/mini_book/multi_model_comparison.ipynb @@ -1,31 +1,8 @@ { - "metadata": { - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.10" - }, - "orig_nbformat": 2, - "kernelspec": { - "name": "python3", - "display_name": "Python 3.8.10 64-bit ('base': conda)" - }, - "interpreter": { - "hash": "fa576ebcd40e010bdc0ae86b06ce09151f3424f9e9aed6893ff04f39a9299d89" - } - }, - "nbformat": 4, - "nbformat_minor": 2, "cells": [ { "cell_type": "markdown", + "metadata": {}, "source": [ "# Multi model comparison\n", "\n", @@ -36,120 +13,175 @@ "**Validation**. We would like to compare our model with alternative models, e.g. a regional DHI model or an external model. \n", "\n", "In this notebook, we will consider several wave models for the Southern North Sea and compare to both point measurements and satellite altimetry data. \n" - ], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, + "metadata": {}, + "outputs": [], "source": [ "import numpy as np\n", - "from fmskill import ModelResult\n", - "from fmskill import PointObservation, TrackObservation, Connector" - ], - "outputs": [], - "metadata": {} + "from modelskill import ModelResult\n", + "from modelskill import PointObservation, TrackObservation, Connector" + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "## Define observations" - ], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, + "metadata": {}, + "outputs": [], "source": [ "o1 = PointObservation('data/SW/HKNA_Hm0.dfs0', item=0, x=4.2420, y=52.6887, name=\"HKNA\")\n", "o2 = PointObservation(\"data/SW/eur_Hm0.dfs0\", item=0, x=3.2760, y=51.9990, name=\"EPL\")\n", "o3 = TrackObservation(\"data/SW/Alti_c2_Dutch.dfs0\", item=3, name=\"c2\")" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "## Define models" - ], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, + "metadata": {}, + "outputs": [], "source": [ "mr1 = ModelResult('data/SW/HKZN_local_2017_DutchCoast.dfsu', name='SW_1', item=0)\n", "mr2 = ModelResult('data/SW/HKZN_local_2017_DutchCoast_v2.dfsu', name='SW_2', item=0)\n", "mr3 = ModelResult('data/SW/ERA5_DutchCoast.nc', name='ERA5', item=\"swh\")" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "## Connect observations and model results" - ], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " with \n", + " - obs=HKNA(n=564) :: 3 models=[SW_1, SW_2...]\n", + " - obs=EPL(n=94) :: 3 models=[SW_1, SW_2...]\n", + " - obs=c2(n=299) :: 3 models=[SW_1, SW_2...]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "con = Connector([o1, o2, o3], [mr1, mr2, mr3])\n", "con" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'SW_1': 'SW_1',\n", + " 'SW_2': 'SW_2',\n", + " 'ERA5': }" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "con.modelresults" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, - "source": [ - "con.plot_observation_positions();" - ], + "execution_count": 7, + "metadata": {}, "outputs": [], - "metadata": {} + "source": [ + "# con.plot_observation_positions();" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "con.plot_temporal_coverage();" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, + "metadata": {}, + "outputs": [], "source": [ "cc = con.extract() # returns a collection of comparisons" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Quantity: Significant wave height [meter]\n", + "Observation: EPL, n_points=66\n", + " Model: SW_1, rmse=0.225\n", + " Model: SW_2, rmse=0.234\n", + " Model: ERA5, rmse=0.290\n", + " Auxiliary: z" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "cc[\"EPL\"] # select a single comparer from the collection like this" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "## Perform analysis\n", "You can perform simple filtering on specific `observation` or specific `model`. You can refer to observations and models using their _name_ or _index_. \n", @@ -159,146 +191,724 @@ "* mean_skill()\n", "* scatter()\n", "* taylor()" - ], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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nbiasrmseurmsemaeccsir2
modelobservation
ERA5EPL66-0.2077310.2899600.2022990.2237480.9722550.0778800.887121
HKNA386-0.4374250.5453290.3256430.4413740.9748630.1048370.772663
c299-0.3858080.4630930.2561400.3934810.9775810.0943690.809338
SW_1EPL66-0.0660280.2249190.2150090.1897910.9695120.0827730.932082
HKNA386-0.1942600.3519640.2934990.2518390.9711940.0944890.905300
c299-0.0318660.3569460.3555210.3002590.9723950.1309840.886725
SW_2EPL660.0011810.2339640.2339610.1999150.9695120.0900690.926509
HKNA386-0.1004260.2930330.2752870.2144220.9711940.0886260.934358
c2990.0459000.4273020.4248290.3573560.9723950.1565190.837671
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" + ], + "text/plain": [ + " n bias rmse urmse mae cc \\\n", + "model observation \n", + "ERA5 EPL 66 -0.207731 0.289960 0.202299 0.223748 0.972255 \n", + " HKNA 386 -0.437425 0.545329 0.325643 0.441374 0.974863 \n", + " c2 99 -0.385808 0.463093 0.256140 0.393481 0.977581 \n", + "SW_1 EPL 66 -0.066028 0.224919 0.215009 0.189791 0.969512 \n", + " HKNA 386 -0.194260 0.351964 0.293499 0.251839 0.971194 \n", + " c2 99 -0.031866 0.356946 0.355521 0.300259 0.972395 \n", + "SW_2 EPL 66 0.001181 0.233964 0.233961 0.199915 0.969512 \n", + " HKNA 386 -0.100426 0.293033 0.275287 0.214422 0.971194 \n", + " c2 99 0.045900 0.427302 0.424829 0.357356 0.972395 \n", + "\n", + " si r2 \n", + "model observation \n", + "ERA5 EPL 0.077880 0.887121 \n", + " HKNA 0.104837 0.772663 \n", + " c2 0.094369 0.809338 \n", + "SW_1 EPL 0.082773 0.932082 \n", + " HKNA 0.094489 0.905300 \n", + " c2 0.130984 0.886725 \n", + "SW_2 EPL 0.090069 0.926509 \n", + " HKNA 0.088626 0.934358 \n", + " c2 0.156519 0.837671 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "cc.skill()" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/comparison/_collection.py:39: FutureWarning: The 'observation' argument is deprecated, use 'sel(observation='c2') instead\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/html": [ + "
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nbiasrmseurmsemaeccsir2
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plot.scatter instead\", FutureWarning)\n", + "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/comparison/_comparison.py:47: FutureWarning: The 'model' argument is deprecated, use 'sel(model='SW_1')' instead\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } ], - "outputs": [], - "metadata": {} + "source": [ + "cc.plot.taylor(normalize_std=True, aggregate_observations=False)" + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "### Time series plot (specifically for point comparisons)\n", "If you select an comparison from the collection which is a PointComparer, you can do a time series plot" - ], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, - "source": [ - "cc['EPL'].plot_timeseries(figsize=(12,4));" + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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nbiasrmseurmsemaeccsir2
observation
EPL47-0.1000290.2407750.2190130.2058270.9190890.1016950.811727
HKNA281-0.0970750.2032410.1785590.1645630.9681060.0701670.916126
c266-0.2103750.3235250.2457860.2689250.3853740.121671-1.855535
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" + ], + "text/plain": [ + " n bias rmse urmse mae cc si \\\n", + "observation \n", + "EPL 47 -0.100029 0.240775 0.219013 0.205827 0.919089 0.101695 \n", + "HKNA 281 -0.097075 0.203241 0.178559 0.164563 0.968106 0.070167 \n", + "c2 66 -0.210375 0.323525 0.245786 0.268925 0.385374 0.121671 \n", + "\n", + " r2 \n", + "observation \n", + "EPL 0.811727 \n", + "HKNA 0.916126 \n", + "c2 -1.855535 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } ], - "outputs": [], - "metadata": {} + "source": [ + "cc.sel(model=\"SW_1\", end='2017-10-28').skill()" + ] }, { "cell_type": "code", - "execution_count": null, - "source": [ - "cc.scatter(model='SW_2', start='2017-10-28', cmap='OrRd', figsize=(6,7))" + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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  nbiasrmseurmsemaeccsir2
modelobservation        
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HKNA386-0.4370.5450.3260.4410.9750.1050.773
c299-0.3860.4630.2560.3930.9780.0940.809
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HKNA386-0.1000.2930.2750.2140.9710.0890.934
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  nbiasrmseurmsemaeccsir2
modelobservation        
ERA5EPL66-0.2080.2900.2020.2240.9720.0780.887
HKNA386-0.4370.5450.3260.4410.9750.1050.773
c299-0.3860.4630.2560.3930.9780.0940.809
SW_1EPL66-0.0660.2250.2150.1900.9700.0830.932
HKNA386-0.1940.3520.2930.2520.9710.0940.905
c299-0.0320.3570.3560.3000.9720.1310.887
SW_2EPL660.0010.2340.2340.2000.9700.0900.927
HKNA386-0.1000.2930.2750.2140.9710.0890.934
c2990.0460.4270.4250.3570.9720.1570.838
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", 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  nbiasrmsesi
modeltime    
ERA52017-10-27 00:00:0084-0.1610.2050.062
2017-10-27 12:00:00150-0.3060.3350.068
2017-10-28 00:00:0076-0.2000.2640.069
2017-10-28 12:00:0084-0.6370.6790.068
2017-10-29 00:00:0082-0.6990.8000.082
2017-10-29 12:00:0075-0.4720.5750.083
SW_12017-10-27 00:00:0084-0.0960.2570.117
2017-10-27 12:00:00150-0.1750.2550.092
2017-10-28 00:00:0076-0.1110.1790.057
2017-10-28 12:00:0084-0.0370.2040.058
2017-10-29 00:00:0082-0.4210.5960.089
2017-10-29 12:00:0075-0.0290.4220.106
SW_22017-10-27 00:00:0084-0.0700.2360.110
2017-10-27 12:00:00150-0.1570.2480.096
2017-10-28 00:00:0076-0.0550.1500.056
2017-10-28 12:00:00840.0910.2340.063
2017-10-29 00:00:0082-0.2260.4770.088
2017-10-29 12:00:00750.1380.4610.111
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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } ], - "outputs": [], - "metadata": {} + "source": [ + "s.plot.line('rmse', title='Hm0 rmse [m]');" + ] }, { "cell_type": "code", - "execution_count": null, - "source": [ - "s.plot_grid('si', fmt='0.1%', title='Hm0 Scatter index');" + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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  nbiasrmseurmsemaeccsir2
modelobservation        
ERA5EPL66-0.2080.2900.2020.2240.9720.0780.887
HKNA386-0.4370.5450.3260.4410.9750.1050.773
c299-0.3860.4630.2560.3930.9780.0940.809
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\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s = cc.skill()\n", "s.style()" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 modelnbiasrmseurmsemaeccsir2
observation         
EPLSW_166-0.0660.2250.2150.1900.9700.0830.932
HKNASW_1386-0.1940.3520.2930.2520.9710.0940.905
c2SW_199-0.0320.3570.3560.3000.9720.1310.887
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 observationnbiasrmseurmsemaeccsir2
model         
ERA5HKNA386-0.4370.5450.3260.4410.9750.1050.773
SW_1HKNA386-0.1940.3520.2930.2520.9710.0940.905
SW_2HKNA386-0.1000.2930.2750.2140.9710.0890.934
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  nbiasrmseurmsemaeccsir2
modelobservation        
ERA5EPL66-0.2080.2900.2020.2240.9720.0780.887
HKNA386-0.4370.5450.3260.4410.9750.1050.773
c299-0.3860.4630.2560.3930.9780.0940.809
SW_1HKNA386-0.1940.3520.2930.2520.9710.0940.905
c299-0.0320.3570.3560.3000.9720.1310.887
SW_2HKNA386-0.1000.2930.2750.2140.9710.0890.934
c2990.0460.4270.4250.3570.9720.1570.838
\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s.sel('rmse>0.25').style()" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
  rmsemae
modelobservation  
ERA5HKNA0.5450.441
c20.4630.393
SW_1HKNA0.3520.252
c20.3570.300
SW_2c20.4270.357
\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s.sel('rmse>0.3', columns=['rmse','mae']).style()" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, - "source": [], + "metadata": {}, "outputs": [], - "metadata": {} + "source": [] } - ] -} \ No newline at end of file + ], + "metadata": { + "interpreter": { + "hash": "fa576ebcd40e010bdc0ae86b06ce09151f3424f9e9aed6893ff04f39a9299d89" + }, + "kernelspec": { + "display_name": "Python 3.8.10 64-bit ('base': conda)", + "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": "3.10.12" + }, + "orig_nbformat": 2 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/mini_book/point_observations.ipynb b/mini_book/point_observations.ipynb index 493c0f6..0a6571e 100644 --- a/mini_book/point_observations.ipynb +++ b/mini_book/point_observations.ipynb @@ -2,6 +2,7 @@ "cells": [ { "cell_type": "markdown", + "metadata": {}, "source": [ "# Point observations\n", "\n", @@ -13,7 +14,7 @@ " - NetCDF\n", "* REST API\n", "\n", - "FMskill has the class [PointObservation](https://dhi.github.io/fmskill/api.html#fmskill.observation.PointObservation) for working with point observations. \n", + "modelskill has the class [PointObservation](https://dhi.github.io/fmskill/api.html#fmskill.observation.PointObservation) for working with point observations. \n", "\n", "Point observations consist of time-value-pairs (data) and *meta* data such as\n", "\n", @@ -22,40 +23,40 @@ "* position (coordinates + coordinate reference system)\n", "\n", "FMskill is agnostic to the coordinate reference system (CRS) and it is therefore the responsibility of the user to make sure that all data (observations and model) use the same CRS." - ], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "from fmskill import PointObservation\n", + "from modelskill import PointObservation\n", "from mikeio import eum" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "## Observations from dfs0\n", "\n", "Dfs0 files are obviously a very common container format for point observation data at DHI. Besides the data (time-value-pairs), it typically contains meta data information about the data type (EUM type, e.g. water level) and data unit (EUMUnit, e.g. meter). It can potentially store geographical information too, but this is rarely the case. We typically need to provide this information ourselves." - ], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fn = 'data/SW/HKNA_Hm0.dfs0'\n", "pos = (4.2420, 52.6887) # LONG/LAT" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "## The PointObservation class\n", "\n", @@ -69,273 +70,272 @@ "* hist() - a histogram\n", "\n", "Note that the PointObservation object takes a single item only. " - ], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "o1 = PointObservation(fn, item=0, x=pos[0], y=pos[1], name=\"HKNA_from_dfs0\")\n", "o1" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "o1.start_time, o1.end_time" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "o1.n_points" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "o1.df.head()" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "o1.itemInfo" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "o1.hist(bins=20);" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "o1.plot(figsize=(12,6));" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "## Observations from csv/excel\n", "\n", "Pandas is our friend. FMSkill PointObservation can be initialized with either a dfs0 or a pandas DataFrame. Hence, for other file types than dfs0 the workflow is to first create a DataFrame with the data e.g. using pd.read_csv() or pd.read_excel(). \n", "\n", "You need to provide the **position** and preferably also **EUM info** (for nice plotting). " - ], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import pandas as pd\n", "df = pd.read_csv('data/SW/HKNA_Hm0.csv', index_col=0, parse_dates=True) # make sure index is DateTimeIndex!\n", "#df = pd.read_excel('data/SW/HKNA_Hm0.xlsx', index_col=0, parse_dates=True)\n", "df.head()" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.plot();" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "o2 = PointObservation(df, item=\"Hm0\", x=pos[0], y=pos[1], name='Hm0_from_csv')" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "set the itemInfo for nicer plotting, and EUM validation when matching with a model result" - ], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "o2.itemInfo" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "o2.itemInfo = eum.ItemInfo(eum.EUMType.Significant_wave_height)" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "o2.plot();" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "## Observations from NetCDF\n", "\n", "A NetCDF file is best handled with xarray. It often contains meta data that you can use for constructing your point observation object." - ], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import xarray as xr\n", "ds = xr.open_dataset('data/SW/Europlatform2.nc')\n", "ds" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "pos = ds.LONGITUDE.values[0], ds.LATITUDE.values[0]\n", "pos" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "ds.VHM0.isel(DEPTH=0)" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "ds.VHM0.isel(DEPTH=0).plot();" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df = ds.VHM0.isel(DEPTH=0).to_dataframe()\n", "df.index = df.index.round('s')\n", "df.head()" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "o3 = PointObservation(df, item=\"VHM0\", x=pos[0], y=pos[1], name='Hm0_from_nc')" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "o3.itemInfo = eum.ItemInfo(eum.EUMType.Significant_wave_height)" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "o3.plot();" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "## Observations from web APIs\n", "\n", "FMSkill has functionality for accessing observational data trough a few selected APIs - that functionality will soon moved to a separate repo WatObs. More about that later." - ], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "For now - check out the [DMI_observations.ipynb](https://nbviewer.jupyter.org/github/DHI/fmskill/blob/main/notebooks/DMI_observations.ipynb) notebook. " - ], - "metadata": {} + ] } ], "metadata": { - "orig_nbformat": 4, + "interpreter": { + "hash": "fa576ebcd40e010bdc0ae86b06ce09151f3424f9e9aed6893ff04f39a9299d89" + }, + "kernelspec": { + "display_name": "Python 3.8.10 64-bit ('base': conda)", + "name": "python3" + }, "language_info": { - "name": "python", - "version": "3.8.10", - "mimetype": "text/x-python", "codemirror_mode": { "name": "ipython", "version": 3 }, - "pygments_lexer": "ipython3", + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", "nbconvert_exporter": "python", - "file_extension": ".py" - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3.8.10 64-bit ('base': conda)" + "pygments_lexer": "ipython3", + "version": "3.8.10" }, - "interpreter": { - "hash": "fa576ebcd40e010bdc0ae86b06ce09151f3424f9e9aed6893ff04f39a9299d89" - } + "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} diff --git a/mini_book/track_observations.ipynb b/mini_book/track_observations.ipynb index 0d422bb..cba0c09 100644 --- a/mini_book/track_observations.ipynb +++ b/mini_book/track_observations.ipynb @@ -15,7 +15,7 @@ " - csv/excel\n", "* REST API\n", "\n", - "FMskill has the class [TrackObservation](https://dhi.github.io/fmskill/api.html#fmskill.observation.TrackObservation) for working with track observations. \n", + "modelskill has the class [TrackObservation](https://dhi.github.io/fmskill/api.html#modelskill.observation.TrackObservation) for working with track observations. \n", "\n", "Track observations consist of time-**position**-value (data) and *meta* data such as\n", "\n", @@ -32,7 +32,7 @@ "outputs": [], "source": [ "import pandas as pd\n", - "from fmskill import TrackObservation\n", + "from modelskillill import TrackObservation\n", "from mikeio import eum" ] }, diff --git a/requirements.txt b/requirements.txt index c41f6c2..5652c88 100644 --- a/requirements.txt +++ b/requirements.txt @@ -6,7 +6,7 @@ netcdf4 xarray mikeio shapely -fmskill +modelskill watobs geopandas openpyxl \ No newline at end of file From 5a17a17fabfbde382fb81f39dc088daea6c93c21 Mon Sep 17 00:00:00 2001 From: Henrik Andersson Date: Sun, 5 Nov 2023 10:24:49 +0100 Subject: [PATCH 2/4] Renames in introduction --- mini_book/intro.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/mini_book/intro.md b/mini_book/intro.md index 0c5e32d..a0c2832 100644 --- a/mini_book/intro.md +++ b/mini_book/intro.md @@ -1,10 +1,10 @@ -# Python for marine modelers using MIKE IO and FMskill +# Python for marine modelers using MIKE IO and ModelSkill Would you like to use Python to become more efficient as a marine modeler? ## Who should attend? -This course has been designed for MIKE 21/3 modelers with some Python experience, e.g. from the course [Getting started with dfs files in Python using MIKE IO](https://dhi.github.io/getting-started-with-mikeio/intro.html) or similar, that would like to use Python for more pre- and post-processing. +This course has been designed for MIKE 21/3 modelers with some Python experience, e.g. from the course [Getting started with dfs files in Python using MIKE IO](https://dhi.github.io/getting-started-with-mikeio/) or similar, that would like to use Python for more pre- and post-processing. :::{note} This course assumes that you are familiar with Python! @@ -12,7 +12,7 @@ This course assumes that you are familiar with Python! ## Content -The course comprises typical data processing tasks in connection with MIKE 21/3 modelling, preparing input data, converting forcing data from other formats, creating roughness maps, concatenating files, extracting data from output files (e.g. vertical profiles), visualization, assessing the skill of MIKE 21/3 by comparing to station and satellite track observation data. We will use Jupyter notebooks with Python packages such as NumPy, pandas and xarray as well DHI's own [MIKE IO](https://github.com/DHI/mikeio) and [FMskill](https://github.com/DHI/fmskill) packages. +The course comprises typical data processing tasks in connection with MIKE 21/3 modelling, preparing input data, converting forcing data from other formats, creating roughness maps, concatenating files, extracting data from output files (e.g. vertical profiles), visualization, assessing the skill of MIKE 21/3 by comparing to station and satellite track observation data. We will use Jupyter notebooks with Python packages such as NumPy, pandas and xarray as well DHI's own [MIKE IO](https://github.com/DHI/mikeio) and [ModelSkill](https://github.com/DHI/modelskill) packages. ## Benefits @@ -23,7 +23,7 @@ After the course, you will have improved your skills and knowledge on - How to prepare inputs for MIKE 21/3 models (convert, extract etc) - How to analyse and visualise model outputs - How to extract and export data to other formats -* How to do MIKE 21/3 model skill assessment with FMSkill +* How to do MIKE 21/3 model skill assessment with ModelSkill - Simple 1-1 comparisons - Many-to-many comparisons - Flexible aggregated statistics with a variety of metrics @@ -38,6 +38,6 @@ Apart from this online book, the following material will be useful during the co - [getting started with MIKE IO book](https://dhi.github.io/getting-started-with-mikeio/) - [MIKE IO documentation](https://dhi.github.io/mikeio/) - [MIKE IO example notebooks](https://nbviewer.jupyter.org/github/DHI/mikeio/tree/main/notebooks/) -* FMskill - - [FMskill documentation](https://dhi.github.io/fmskill/) - - [FMskill example notebooks](https://nbviewer.jupyter.org/github/DHI/fmskill/tree/main/notebooks/) +* ModelSkill + - [ModelSkill documentation](https://dhi.github.io/modelskill/) + - [ModelSkill example notebooks](https://nbviewer.jupyter.org/github/DHI/ModelSkill/tree/main/notebooks/) From aa603fa77b85511fcbdb3319d765cb70332ac90d Mon Sep 17 00:00:00 2001 From: Henrik Andersson Date: Sun, 5 Nov 2023 11:36:21 +0100 Subject: [PATCH 3/4] Remove Connector --- mini_book/model_skill_visualisation.ipynb | 402 +++++++++++++++------- 1 file changed, 283 insertions(+), 119 deletions(-) diff --git a/mini_book/model_skill_visualisation.ipynb b/mini_book/model_skill_visualisation.ipynb index 67b14d0..e310a2b 100644 --- a/mini_book/model_skill_visualisation.ipynb +++ b/mini_book/model_skill_visualisation.ipynb @@ -2,12 +2,11 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "from modelskill import PointObservation\n", - "from modelskill import ModelResult, Connector" + "import modelskill as ms" ] }, { @@ -19,145 +18,257 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Comparer: HKZA\n", + "Comparer: HKZA_2\n", + "Comparer: HKZA_3\n", + "Comparer: HKNA\n", + "Comparer: HKNA_2\n", + "Comparer: HKNA_3\n", + "Comparer: EPL\n", + "Comparer: EPL_2\n", + "Comparer: EPL_3" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fn = 'data/SW/HKZN_local_2017_DutchCoast.dfsu'\n", - "mr = ModelResult(fn, name='HKZN_local', item=0)\n", + "mr = ms.ModelResult(fn, name='HKZN_local', item=0)\n", "\n", - "obs = [PointObservation('data/SW/HKZA_Hm0.dfs0', item=0, x=3.9, y=52.7, name=\"HKZA\"),\n", - " PointObservation('data/SW/HKZA_Hm0.dfs0', item=0, x=3.8, y=52.5, name=\"HKZA_2\"),\n", - " PointObservation('data/SW/HKZA_Hm0.dfs0', item=0, x=3.5, y=52.6, name=\"HKZA_3\"),\n", - " PointObservation('data/SW/HKNA_Hm0.dfs0', item=0, x=4.2420, y=52.6887, name=\"HKNA\"),\n", - " PointObservation('data/SW/HKNA_Hm0.dfs0', item=0, x=4.2, y=52.6, name=\"HKNA_2\"),\n", - " PointObservation('data/SW/HKNA_Hm0.dfs0', item=0, x=4.3, y=52.7, name=\"HKNA_3\"),\n", - " PointObservation(\"data/SW/eur_Hm0.dfs0\", item=0, x=3.2760, y=51.9990, name=\"EPL\"),\n", - " PointObservation(\"data/SW/eur_Hm0.dfs0\", item=0, x=3.2, y=51.9, name=\"EPL_2\"),\n", - " PointObservation(\"data/SW/eur_Hm0.dfs0\", item=0, x=3.3, y=51.95, name=\"EPL_3\")\n", + "obs = [ms.PointObservation('data/SW/HKZA_Hm0.dfs0', item=0, x=3.9, y=52.7, name=\"HKZA\"),\n", + " ms.PointObservation('data/SW/HKZA_Hm0.dfs0', item=0, x=3.8, y=52.5, name=\"HKZA_2\"),\n", + " ms.PointObservation('data/SW/HKZA_Hm0.dfs0', item=0, x=3.5, y=52.6, name=\"HKZA_3\"),\n", + " ms.PointObservation('data/SW/HKNA_Hm0.dfs0', item=0, x=4.2420, y=52.6887, name=\"HKNA\"),\n", + " ms.PointObservation('data/SW/HKNA_Hm0.dfs0', item=0, x=4.2, y=52.6, name=\"HKNA_2\"),\n", + " ms.PointObservation('data/SW/HKNA_Hm0.dfs0', item=0, x=4.3, y=52.7, name=\"HKNA_3\"),\n", + " ms.PointObservation(\"data/SW/eur_Hm0.dfs0\", item=0, x=3.2760, y=51.9990, name=\"EPL\"),\n", + " ms.PointObservation(\"data/SW/eur_Hm0.dfs0\", item=0, x=3.2, y=51.9, name=\"EPL_2\"),\n", + " ms.PointObservation(\"data/SW/eur_Hm0.dfs0\", item=0, x=3.3, y=51.95, name=\"EPL_3\")\n", "]\n", "\n", - "con = Connector(obs, mr)\n" + "cc = ms.compare(obs=obs, mod=mr)\n", + "cc\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Save and load configuration\n", - "\n", - "Specifying the model-observation connection in Python code is not the only way. You can also use Excel or a text file in yaml format to store the configuration." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Excel" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "# save as Excel file\n", - "con.to_config(\"data/SW/DutchCoast.xlsx\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "![](images/config.png)" + "## Data analysis" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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nbiasrmseurmsemaeccsir2
observation
EPL66-0.0660280.2249190.2150090.1897910.9695120.0827730.932082
EPL_266-0.1761370.2781170.2152330.2405940.9685210.0828590.896154
EPL_366-0.0660280.2249190.2150090.1897910.9695120.0827730.932082
HKNA386-0.1942600.3519640.2934990.2518390.9711940.0944890.905300
HKNA_2386-0.2961940.4307830.3127990.3255120.9695790.1007020.858137
HKNA_3386-0.1356480.2981300.2654820.2100630.9758130.0854690.932054
HKZA3970.0517630.2852330.2804970.2224360.9659380.0967800.930484
HKZA_2397-0.0067920.2811830.2811010.2192590.9662680.0969880.932444
HKZA_3397-0.0111840.2789490.2787250.2181450.9669000.0961680.933514
\n", + "
" + ], "text/plain": [ - " with \n", - " - obs=HKZA(n=575) :: model=HKZN_local\n", - " - obs=HKZA_2(n=575) :: model=HKZN_local\n", - " - obs=HKZA_3(n=575) :: model=HKZN_local\n", - " - obs=HKNA(n=564) :: model=HKZN_local\n", - " - obs=HKNA_2(n=564) :: model=HKZN_local\n", - " - obs=HKNA_3(n=564) :: model=HKZN_local\n", - " - obs=EPL(n=94) :: model=HKZN_local\n", - " - obs=EPL_2(n=94) :: model=HKZN_local\n", - " - obs=EPL_3(n=94) :: model=HKZN_local" + " n bias rmse urmse mae cc si \\\n", + "observation \n", + "EPL 66 -0.066028 0.224919 0.215009 0.189791 0.969512 0.082773 \n", + "EPL_2 66 -0.176137 0.278117 0.215233 0.240594 0.968521 0.082859 \n", + "EPL_3 66 -0.066028 0.224919 0.215009 0.189791 0.969512 0.082773 \n", + "HKNA 386 -0.194260 0.351964 0.293499 0.251839 0.971194 0.094489 \n", + "HKNA_2 386 -0.296194 0.430783 0.312799 0.325512 0.969579 0.100702 \n", + "HKNA_3 386 -0.135648 0.298130 0.265482 0.210063 0.975813 0.085469 \n", + "HKZA 397 0.051763 0.285233 0.280497 0.222436 0.965938 0.096780 \n", + "HKZA_2 397 -0.006792 0.281183 0.281101 0.219259 0.966268 0.096988 \n", + "HKZA_3 397 -0.011184 0.278949 0.278725 0.218145 0.966900 0.096168 \n", + "\n", + " r2 \n", + "observation \n", + "EPL 0.932082 \n", + "EPL_2 0.896154 \n", + "EPL_3 0.932082 \n", + "HKNA 0.905300 \n", + "HKNA_2 0.858137 \n", + "HKNA_3 0.932054 \n", + "HKZA 0.930484 \n", + "HKZA_2 0.932444 \n", + "HKZA_3 0.933514 " ] }, - "execution_count": 11, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "# Read config file\n", - "con = Connector.from_config(\"data/SW/DutchCoast.xlsx\")\n", - "con" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Yaml" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "# save as yaml file\n", - "con.to_config(\"data/SW/DutchCoast.yml\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "![](images/config_yml.png)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Data analysis" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "cc = con.extract()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], "source": [ "cc.skill()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "modelskill.skill.AggregatedSkill" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s = cc.skill()\n", "type(s)" @@ -165,20 +276,62 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "s.plot_line('urmse')" + "s.plot.line('urmse')" ] }, { @@ -192,7 +345,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -201,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -212,9 +365,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.subplots(figsize=(6,6))\n", "plt.scatter(x,y,marker='D',c='red',s=100)\n", @@ -245,7 +409,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.6" + "version": "3.10.12" } }, "nbformat": 4, From e2ba9fd3100517cce77220569a112c08ee929de4 Mon Sep 17 00:00:00 2001 From: Henrik Andersson Date: Sat, 16 Dec 2023 11:32:56 +0100 Subject: [PATCH 4/4] Update to match modelskill 1.0 beta --- Makefile | 2 + .../exercises/modelskill_assignment.ipynb | 4 +- mini_book/installation.md | 4 +- mini_book/model_skill.ipynb | 341 +-- mini_book/model_skill_visualisation.ipynb | 60 +- mini_book/multi_model_comparison.ipynb | 2175 +++++++++-------- mini_book/point_observations.ipynb | 1330 +++++++++- mini_book/track_observations.ipynb | 193 +- requirements.txt | 2 +- 9 files changed, 2648 insertions(+), 1463 deletions(-) create mode 100644 Makefile diff --git a/Makefile b/Makefile new file mode 100644 index 0000000..7c70898 --- /dev/null +++ b/Makefile @@ -0,0 +1,2 @@ +all: + jupyter-book build mini_book diff --git a/mini_book/exercises/modelskill_assignment.ipynb b/mini_book/exercises/modelskill_assignment.ipynb index cb6f289..8ccf90d 100644 --- a/mini_book/exercises/modelskill_assignment.ipynb +++ b/mini_book/exercises/modelskill_assignment.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# FMskill assignment\n", + "# ModelSkill assignment\n", "\n", "You are working on a project modelling waves in the Southern North Sea. You have done 6 different calibration runs and want to choose the \"best\". You would also like to see how your best model is performing compared to a third-party model in NetCDF. \n", "\n", @@ -41,7 +41,7 @@ "outputs": [], "source": [ "import fmskill\n", - "from fmskill import PointObservation, ModelResult, Connector" + "from ModelSkill import PointObservation, ModelResult, Connector" ] }, { diff --git a/mini_book/installation.md b/mini_book/installation.md index 2848c85..31497f0 100644 --- a/mini_book/installation.md +++ b/mini_book/installation.md @@ -6,7 +6,7 @@ This course assumes that you have a working installation Python 3.8+. 2. (On PCs without MIKE Zero) Install [VC redist](https://aka.ms/vs/16/release/vc_redist.x64.exe) 3. Install matplotlib (`pip install matplotlib`) 4. Install netCDF4 (`pip install netCDF4`) -5. Install/upgrade FMSkill (`pip install --upgrade fmskill`) +5. Install/upgrade ModelSkill (`pip install --upgrade fmskill`) You will need to code in either VS Code or Jupyter Lab in this course. @@ -38,4 +38,4 @@ Can you say yes to the following questions? * My pandas version is 1.0 or greater * My matplotlib version is 3.2 or greater * My MIKE IO version is 1.0 or greater -* My FMSkill version is 0.4 or greater +* My ModelSkill version is 0.4 or greater diff --git a/mini_book/model_skill.ipynb b/mini_book/model_skill.ipynb index f2e80c8..e36d706 100644 --- a/mini_book/model_skill.ipynb +++ b/mini_book/model_skill.ipynb @@ -13,12 +13,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "from mikeio import Dfs0\n", - "import modelskill" + "import mikeio\n", + "import modelskill as ms" ] }, { @@ -31,12 +31,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "fn_mod = 'data/SW/ts_storm_4.dfs0'\n", - "df_mod = Dfs0(fn_mod).read(items=0).to_dataframe()" + "df_mod = mikeio.read(fn_mod, items=0).to_dataframe()" ] }, { @@ -49,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -66,28 +66,27 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/matching.py:243: FutureWarning: compare is deprecated. Use match instead.\n", + " warnings.warn(\"compare is deprecated. Use match instead.\", FutureWarning)\n" + ] + } + ], "source": [ - "c = modelskill.compare(fn_obs, df_mod)" + "c = ms.compare(fn_obs, df_mod)" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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", @@ -100,7 +99,7 @@ } ], "source": [ - "c[0].plot.timeseries()" + "c[0].plot.timeseries();" ] }, { @@ -140,7 +139,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -211,7 +210,7 @@ "eur_Hm0 0.929005 " ] }, - "execution_count": 10, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -229,7 +228,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -284,7 +283,7 @@ "eur_Hm0 66 0.177321 0.970199 0.999428" ] }, - "execution_count": 11, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -304,22 +303,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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" ] @@ -329,24 +318,14 @@ } ], "source": [ - "c.plot.scatter()" + "c.plot.scatter();" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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", @@ -362,7 +341,7 @@ "c.plot.scatter(binsize=0.5, \n", " show_points=False,\n", " xlim=[0,6], ylim=[0,6],\n", - " title=\"A calibrated model!\")" + " title=\"A calibrated model!\");" ] }, { @@ -376,17 +355,9 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 10, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/comparison/_collection.py:720: FutureWarning: The provided callable is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"sum\" instead.\n", - " res = skilldf.groupby(by).agg(agg)\n" - ] - }, { "data": { "image/png": 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", @@ -399,7 +370,7 @@ } ], "source": [ - "c.plot.taylor()" + "c.plot.taylor();" ] }, { @@ -411,18 +382,16 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ - "import numpy as np\n", - "from modelskill import PointObservation\n", - "from modelskill import ModelResult, Connector" + "import numpy as np" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -431,41 +400,42 @@ " 'HKZN_local'" ] }, - "execution_count": 20, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fn = 'data/SW/HKZN_local_2017_DutchCoast.dfsu'\n", - "mr = ModelResult(fn, name='HKZN_local', item=0)\n", + "mr = ms.model_result(fn, name='HKZN_local', item=0)\n", "mr" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ - "o1 = PointObservation('data/SW/HKNA_Hm0.dfs0', item=0, x=4.2420, y=52.6887, name=\"HKNA\")\n", - "o2 = PointObservation(\"data/SW/eur_Hm0.dfs0\", item=0, x=3.2760, y=51.9990, name=\"EPL\")" + "o1 = ms.PointObservation('data/SW/HKNA_Hm0.dfs0', item=0, x=4.2420, y=52.6887, name=\"HKNA\")\n", + "o2 = ms.PointObservation(\"data/SW/eur_Hm0.dfs0\", item=0, x=3.2760, y=51.9990, name=\"EPL\")" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 15, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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observation
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\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 27, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -662,7 +618,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -711,7 +667,7 @@ "EPL 66 0.189791" ] }, - "execution_count": 28, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -722,17 +678,9 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 27, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/comparison/_comparison.py:1290: FutureWarning: plot_timeseries is deprecated. Use plot.timeseries instead.\n", - " warnings.warn(\n" - ] - }, { "data": { "image/png": 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", @@ -745,25 +693,17 @@ } ], "source": [ - "cc[\"HKNA\"].plot_timeseries(figsize=(10,5));" + "cc[\"HKNA\"].plot.timeseries(figsize=(10,5));" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/comparison/_comparison.py:1222: FutureWarning: This method is deprecated, use plot.scatter instead\n", - " warnings.warn(\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -773,35 +713,17 @@ } ], "source": [ - "cc[\"EPL\"].scatter(figsize=(8,8), show_hist=True) #, ylim=[2,8], xlim=[1,10])" + "cc[\"EPL\"].plot.scatter(figsize=(8,8), show_hist=True);" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/comparison/_comparison.py:1277: FutureWarning: hist is deprecated. Use plot.hist instead.\n", - " warnings.warn(\"hist is deprecated. Use plot.hist instead.\", FutureWarning)\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { - "image/png": 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", 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", 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" ] @@ -811,27 +733,17 @@ } ], "source": [ - "cc[\"EPL\"].hist(bins=20)" + "cc[\"EPL\"].plot.hist(bins=20);" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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" ] @@ -841,35 +753,8 @@ } ], "source": [ - "cc[\"HKNA\"].plot.scatter()" + "cc[\"HKNA\"].plot.scatter();" ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "con.plot_temporal_coverage();" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/mini_book/model_skill_visualisation.ipynb b/mini_book/model_skill_visualisation.ipynb index e310a2b..0370ce8 100644 --- a/mini_book/model_skill_visualisation.ipynb +++ b/mini_book/model_skill_visualisation.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -36,14 +36,14 @@ "Comparer: EPL_3" ] }, - "execution_count": 14, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fn = 'data/SW/HKZN_local_2017_DutchCoast.dfsu'\n", - "mr = ms.ModelResult(fn, name='HKZN_local', item=0)\n", + "mr = ms.model_result(fn, name='HKZN_local', item=0)\n", "\n", "obs = [ms.PointObservation('data/SW/HKZA_Hm0.dfs0', item=0, x=3.9, y=52.7, name=\"HKZA\"),\n", " ms.PointObservation('data/SW/HKZA_Hm0.dfs0', item=0, x=3.8, y=52.5, name=\"HKZA_2\"),\n", @@ -56,7 +56,7 @@ " ms.PointObservation(\"data/SW/eur_Hm0.dfs0\", item=0, x=3.3, y=51.95, name=\"EPL_3\")\n", "]\n", "\n", - "cc = ms.compare(obs=obs, mod=mr)\n", + "cc = ms.match(obs=obs, mod=mr)\n", "cc\n" ] }, @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -244,7 +244,7 @@ "HKZA_3 0.933514 " ] }, - "execution_count": 15, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -255,16 +255,16 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "modelskill.skill.AggregatedSkill" + "modelskill.skill.SkillTable" ] }, - "execution_count": 16, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -276,22 +276,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -301,27 +291,17 @@ } ], "source": [ - "s.plot.bar('rmse')" + "s.rmse.plot.bar();" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -331,7 +311,7 @@ } ], "source": [ - "s.plot.line('urmse')" + "s['urmse'].plot.line();" ] }, { @@ -345,7 +325,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -354,18 +334,18 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ - "df = s.df.sort_values('bias')\n", + "df = s.to_dataframe().sort_values('bias')\n", "x = df.bias\n", "y = df.index" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 18, "metadata": {}, "outputs": [ { diff --git a/mini_book/multi_model_comparison.ipynb b/mini_book/multi_model_comparison.ipynb index d34eb0c..4684580 100644 --- a/mini_book/multi_model_comparison.ipynb +++ b/mini_book/multi_model_comparison.ipynb @@ -17,13 +17,12 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", - "from modelskill import ModelResult\n", - "from modelskill import PointObservation, TrackObservation, Connector" + "import modelskill as ms" ] }, { @@ -35,13 +34,13 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ - "o1 = PointObservation('data/SW/HKNA_Hm0.dfs0', item=0, x=4.2420, y=52.6887, name=\"HKNA\")\n", - "o2 = PointObservation(\"data/SW/eur_Hm0.dfs0\", item=0, x=3.2760, y=51.9990, name=\"EPL\")\n", - "o3 = TrackObservation(\"data/SW/Alti_c2_Dutch.dfs0\", item=3, name=\"c2\")" + "o1 = ms.PointObservation('data/SW/HKNA_Hm0.dfs0', item=0, x=4.2420, y=52.6887, name=\"HKNA\")\n", + "o2 = ms.PointObservation(\"data/SW/eur_Hm0.dfs0\", item=0, x=3.2760, y=51.9990, name=\"EPL\")\n", + "o3 = ms.TrackObservation(\"data/SW/Alti_c2_Dutch.dfs0\", item=3, name=\"c2\")" ] }, { @@ -53,75 +52,56 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "mr1 = ModelResult('data/SW/HKZN_local_2017_DutchCoast.dfsu', name='SW_1', item=0)\n", - "mr2 = ModelResult('data/SW/HKZN_local_2017_DutchCoast_v2.dfsu', name='SW_2', item=0)\n", - "mr3 = ModelResult('data/SW/ERA5_DutchCoast.nc', name='ERA5', item=\"swh\")" + "mr1 = ms.model_result('data/SW/HKZN_local_2017_DutchCoast.dfsu', name='SW_1', item=0)\n", + "mr2 = ms.model_result('data/SW/HKZN_local_2017_DutchCoast_v2.dfsu', name='SW_2', item=0)\n", + "mr3 = ms.model_result('data/SW/ERA5_DutchCoast.nc', name='ERA5', item=\"swh\")" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "## Connect observations and model results" + "##" ] }, { - "cell_type": "code", - "execution_count": 4, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - " with \n", - " - obs=HKNA(n=564) :: 3 models=[SW_1, SW_2...]\n", - " - obs=EPL(n=94) :: 3 models=[SW_1, SW_2...]\n", - " - obs=c2(n=299) :: 3 models=[SW_1, SW_2...]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "con = Connector([o1, o2, o3], [mr1, mr2, mr3])\n", - "con" + "## Temporal coverage" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "{'SW_1': 'SW_1',\n", - " 'SW_2': 'SW_2',\n", - " 'ERA5': }" + "
" ] }, - "execution_count": 5, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "con.modelresults" + "ms.plotting.temporal_coverage([o1, o2, o3], [mr1, mr2, mr3]);" ] }, { - "cell_type": "code", - "execution_count": 7, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# con.plot_observation_positions();" + "## Match observations and model results" ] }, { @@ -131,46 +111,40 @@ "outputs": [ { "data": { - "image/png": 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", "text/plain": [ - "
" + "\n", + "Comparer: HKNA\n", + "Comparer: EPL\n", + "Comparer: c2" ] }, + "execution_count": 8, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "con.plot_temporal_coverage();" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "cc = con.extract() # returns a collection of comparisons" + "cc = ms.match(obs=[o1, o2, o3], mod=[mr1, mr2, mr3])\n", + "cc" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "\n", + "\n", "Quantity: Significant wave height [meter]\n", "Observation: EPL, n_points=66\n", " Model: SW_1, rmse=0.225\n", " Model: SW_2, rmse=0.234\n", - " Model: ERA5, rmse=0.290\n", - " Auxiliary: z" + " Model: ERA5, rmse=0.290" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -195,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -375,7 +349,7 @@ " c2 0.156519 0.837671 " ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -386,17 +360,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/comparison/_collection.py:39: FutureWarning: The 'observation' argument is deprecated, use 'sel(observation='c2') instead\n", - " warnings.warn(\n" - ] - }, { "data": { "text/html": [ @@ -496,32 +462,20 @@ "SW_2 0.156519 0.837671 " ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "cc.skill(observation=\"c2\")" + "cc.sel(observation=\"c2\").skill()" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/comparison/_comparison.py:47: FutureWarning: The 'model' argument is deprecated, use 'sel(model='0')' instead\n", - " warnings.warn(\n", - "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/comparison/_collection.py:39: FutureWarning: The 'observation' argument is deprecated, use 'sel(observation='[0, 'c2']') instead\n", - " warnings.warn(\n", - "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/comparison/_collection.py:720: FutureWarning: The provided callable is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"sum\" instead.\n", - " res = skilldf.groupby(by).agg(agg)\n" - ] - }, { "data": { "text/html": [ @@ -616,43 +570,23 @@ "SW_2 0.886014 " ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "cc.mean_skill(model=0, observation=[0,\"c2\"])" + "cc.sel(model=0, observation=[0,\"c2\"]).mean_skill()" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/comparison/_collection.py:582: FutureWarning: scatter is deprecated, use plot.scatter instead\n", - " warnings.warn(\"scatter is deprecated, use plot.scatter instead\", FutureWarning)\n", - "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/comparison/_comparison.py:47: FutureWarning: The 'model' argument is deprecated, use 'sel(model='SW_1')' instead\n", - " warnings.warn(\n" - ] - }, { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -662,14 +596,25 @@ } ], "source": [ - "cc.scatter(model='SW_1', cmap='OrRd')" + "cc.sel(model='SW_1').plot.scatter(cmap='OrRd');" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, { "data": { "image/png": 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", @@ -695,7 +640,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -723,7 +668,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -820,7 +765,7 @@ "c2 -1.855535 " ] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -831,22 +776,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -856,7 +791,7 @@ } ], "source": [ - "cc.sel(model='SW_2', start='2017-10-28').plot.scatter(cmap='OrRd', figsize=(6,7))" + "cc.sel(model='SW_2', start='2017-10-28').plot.scatter(cmap='OrRd', figsize=(6,7));" ] }, { @@ -869,7 +804,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -881,29 +816,115 @@ "cell_type": "code", "execution_count": 23, "metadata": {}, - "outputs": [], - "source": [ - "#ax = con.plot_observation_positions();\n", - "#ax.plot([bbox[0],bbox[2],bbox[2],bbox[0],bbox[0]],[bbox[1],bbox[1],bbox[3],bbox[3],bbox[1]]);\n", - "#ax.plot(polygon[:,0],polygon[:,1]);" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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nbiasrmseurmsemaeccsir2
observation
HKNA386-0.194260.3519640.2934990.2518390.9711940.0944890.905300
c242-0.055870.3884040.3843650.3360230.9526880.1457240.749645
\n", + "
" + ], + "text/plain": [ + " n bias rmse urmse mae cc si \\\n", + "observation \n", + "HKNA 386 -0.19426 0.351964 0.293499 0.251839 0.971194 0.094489 \n", + "c2 42 -0.05587 0.388404 0.384365 0.336023 0.952688 0.145724 \n", + "\n", + " r2 \n", + "observation \n", + "HKNA 0.905300 \n", + "c2 0.749645 " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "cc.skill(model=\"SW_1\", area=bbox)" + "cc.sel(model=\"SW_1\", area=bbox).skill()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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G5Zdfjru7OwcOHODTTz9lyZIltfZpPZfrrruO++67j/vuu4+goCAuu+yyWp+PHz+eF198kXHjxjFlyhRycnJISkqiS5cuddYHDxw4kO+++44XX3yR9u3b07FjRy688MI6OUNDQ3n44YeZP38+48aNIy4uruZ7MXjw4FoPZ1nr8ssvp23btgwbNow2bdrw999/s3TpUsaPH3/eh+uEEE1A1XlfIUSL9NVXXymzZs1SevToofj6+ioeHh5Kly5dlDvvvFM5ceJEnetLSkoUNzc3BVC+/fbbOp/37dtXAZRnn33W5lpO/5i5oV/n+/H/aUajUfHy8lIA5YMPPqjz+dNPP61ccMEFSkBAgOLl5aX06NFDWbBgQb3bg9Xn8OHDyi233KJERUUp7u7uSkhIiBIXF6f8/PPPDd7Txo0blVtvvVUJDAxUfH19lalTpyr5+fk11+3YsUO54YYblKioKEWv1ythYWHKVVddpWzbtq3OmG+++aYycOBAxcvLSzEYDEqfPn2UBx54QDl27FjNNedbNqAoijJs2DAFUGbPnl3v5++8847StWtXRa/XKz169FDee+895fHHH6+zbGDv3r3KiBEjar7np5cQnL1s4LSlS5cqPXr0UNzd3ZU2bdoot99+u1JQUFDrGmuXDSxbtkwZMWKEEhwcrOj1eqVz587K/fffrxQWFp7z3oUQTUOOhxVCCCGEEC5D1rwKIYQQQgiXIWtehRAuyWQykZube85rfH198fX1baKKhBBCNAVpXoUQLikjI6PBDfNPe/zxx+s8ACaEEMK1SfMqhHBJbdu2ZcOGDee8xppdBIQQQrgWeWBLCCGEEEK4DHlgSwghhBBCuIxWt2zAbDZz7NgxDAaDzZudCyGEEEIIx1MUhaKiItq3b1/rlMX6tLplA5mZmURGRqpdhhBCCCGEIAJIBToDGjIyMoiIiDhnRKubeT19tN/OnTsxGAyEhobaPMbp7XkaE2tvvCvGqpnbFWPVzO2KsWrmlnt2jVg1c7tirJq55Z4b8MEHkJhoef3OO/DfI5td/ftVURHG+PE+HDmiJSqqmqNHseoI5lbXvJ5eKmAwGDAYDPj5+dk8Rnl5OUCjYu2Nd8VYNXO7YqyauV0xVs3ccs+uEatmbleMVTN3fbHGk0Vk7juGT4APUT3CG1zy58r3XGIs4djeE3j5ehLVM6L2Pf78M9x9t+X1vHkwa5ZTay4rKWfv9v0Y/AyEdQzG4Ff/Mkt7c2dlaUlIMHDkCHTqBGvXltGrF1Yt6Wx1zasQQgghXENhnpFPFn/BsQPZePrquWzaCAaO6ad2WQ5VYixh7evfUpBehN7bg0smD+PC8QMtHx46BPHxUFUF114Ljz/u1FoqyiuZ+59X+M5UzJiD5Wy5IJTbL+jDnLFjHfqcUFaWlvj4QNLTLY1rair4+1u/irXVNq95eXk1/9dgq/Od6uPMeFeMVTO3K8aqmdsVY9XMLffsGrFq5nbFWDVznx3756a97N99gIhu7cjNyOendZuI7NfO4XntjbcndveWv9j7xz90692J/GOn2Lj2VzoMikBbXEzg+PG45edT1a8fBc89B3l5Tq35n92H+LbayNEpE1i5dz/lPbqxfMtvjO3eHR8fH4fkzsrSEhfnR2amjuhoE8nJBej1ZnJzi6weo9VslZWUlERMTAyDBw9WuxQhhBBCWMHTxxM3vRsnj5+ivKQCQ6DP+YNcjN7bAw9PHQXZhZSVlOEb6IvGbMZvzhzc9u3D1LYthe+/D97eTq8lMCSAy46Uof97P+X9+uC5dz+P1NO4NtbpGdfMTA8iIipJSSkgPNxs8zitZuY1MTGRxMREjEYj/v7+hISEYDAYCAsLq3OtoihUV1djMpnqHauqqgpo/Loae+JdMVbN3K4Ye654nU6Hm5ubVT++qe/PtrVcMVbN3HLPrhGrZm5XjFUz9+nYkNEhVBeZ2f3TXwT2D2TM9JGEhAU5La+98Y2J7TekD5WF1aTvPE7XXgbGTB9F2PML4fvvwcsL3dq1hPQ791IJR9Xs4+PDruFRVPTshtfuPynr0Y0Xd6Xx5cXDGmxgrc2dkWF5ziw9HaKjTaSkGImNDan53NPT0+qaW03zaq3KykqOHz9OaWlpg9ecbmqNRmOjctgT74qxauZ2xdjzxXt7e9OuXTs8PDwaNbYQQrgKrVbLxddcxPD4C1vs3uxarZYLrxzI+OkhaDQaNG+/DS+9ZPnw/fdh0KAmq8Xb25vZfXvgsyuNhQMH8vD27dwQFYW3nbO+GRkwapRlCW+nTpCc3LgZ19OkeT2D2Wzm8OHD6HQ62rdvj4eHR73/spyeFXN3d29UHnviXTFWzdyuGNtQvKIoVFZWkpuby+HDh+natet5N3IWQoiWoKU2rmfSarWWJ5fuuMPyxpNPWh7SakIajYZbx17OtNJSfHx8+LJHd7y9ve36/p/duKamgl7f+MYVpHmtpbKyErPZTGRk5Dn/L0On0wGNb0zsiXfFWDVzu2LsueK9vLxwd3cnPT2dyspKm37MIoQQohn75x+YNAmqq+H66+Gxx1QpQ6PR1CwRsHeta32Na2Qk5OTYV6NM29RDZrNEcyZ/PoUQomXRFBbC1VfDyZNwwQXw7rvg4rPNDTWujiB/CwohhBBCqKW6Gr9bb4W9eyEiAtasAS8vtauyizMbV5DmVQghhBBCNb7/+Q/61FTLVlhr10K7+vexdRXOblxBmlchhBBCCHW89hre775ref3hh9C/v6rl2KspGleQ5rXF+Omnn7j66qtp3749Go2GNWvWnDdm7ty5DBw4EL1eT38X/xdGCCGEcCnffQdz5wJQ/OijMHGiuvXYqakaV5DmtcUoKSmhX79+JCUl2RQ3a9YsJk+e7KSqhBBCCFHHvn2WbbBMJsquvZbSO+9UuyK7NGXjCrJV1nkpCpx9XsF/t+CkkbsgWR3v7W39w4ZXXHEFV1xxhU11vPLKK4DlfOJdu3bZFCuEEEKIRjh50rKzwKlTMHQoRS+84NI7CzR14wrSvJ5XaSn4+p79biO7Vhvji4vBQccJ88QTT7B8+XIOHDjgmAGFEEIIYZuqKsuM64EDEBUFKSlqV2SXrCwtCQlN27iCLBtoNUJCQujUqZPaZQghhBCtk6LAnXfCDz9YZsXWroWwMLWrarSsLC3x8YFN3rhCK555zcvLo7y8vNZ7VVVVmEwmqqqqzjjhCAoKasdWV1cD4ObWuG+ftfHu7v9bYnB2rDU5qs4InjNnDjfffHO98SaTCUVRal3fUM2NZU98a4s9X/zpP6f5+fn1nuCVm5vb6LyuGKtmbrln14hVM7crxqqZuyXfs9fbb2NYtgxFo6HwtdeobNsWcnJc8vuVlaUlLs6PzEwd0dEmkpML0OvNVp+cVV/uoqIiq/O3muY1KSmJpKQkTCaTTXEaTd0f3Z/uKxrZu9odL4QQQgjX4fHDD/j+5z8AFM+bR+XYsSpX1HinZ1wzM3VERFSSkmIkPNzcpDW0mvYpMTGRxMREjEYj/v7+hISEYDAYCDtjyr68vByj0Yi7u7tVZ9I39tx6R8SfL9bNza3Ba85+X6fTodFoXP6eW1psQ/EmkwmdTkdwcDCenp4NxobZ8eMoV4xVM7fcs2vEqpnbFWPVzN2i7vnvv2HOHDCbYeZMDI8/jqGeB7Rc4fuVkQEJCZCeDtHRJlJSjMTGhjgk97n+PjubrHltIYqLi0lLSyMtLQ2Aw4cPk5aWxtGjRwFYunQpY8/6P71//vmHtLQ0srOzKSsrq4mvrKxs6vKFEEKIlicvD666CoxGuPhieOMNl91Z4OxdBVJSCpp8xvW0VjPz2tJt27aNSy65pObre++9F4AZM2awfPly8vLyOHToUK2Y2bNns3HjxpqvY2NjAUvj26FDB+cXLYQQQrRUlZUwaZKl2+vYET77DDw81K6qUerbDkuvV6dxBWleW4xRo0ahKEqDnz/xxBM8+uijtd5LTU11clVCCCFEK6QocPvt8NNP4OcH69ZBSON/vK6mhvZxtfbhLGeQZQNCCCGEEI700kvw7rug1cLq1RATo3ZFjaLGAQTWkOZVCCGEEMJR1q2D++6zvH7xRbDx9Mvmork2riDNqxBCCCGEY+zZAzfcYFk2cOutMHeu2hU1SnNuXEGaVyGEEEIIu2lyc+Hqqy1nu48aBUuXuuTOAs29cQV5YEsIIYQQwj4VFfjPmgVHjkCXLpCcbDkm00EO7znKn7/uxdPHkwuuiMUv2OCwsc/kCo0rSPMqhBBCCNF4ioLhvvvw+P138PeHtWshONhhw+cdO8kXr31NQXYhZrNC/vGTXHffBDQOntV1lcYVZNmAEEIIIUTjPf88Xp98gqLTwaefQo8eDh2+IPsUp3KMRPeKJLCNP9mHc6muqnZoDldqXEGaVyGEEEKIxvn8c3joIQCKn34axoxxeIqwqBBCI4M5sucohXlGOvSOxM3dcT84d7XGFWTZgBBCCCGE7dLSYOpUUBRKZ86kbNYsnLES1T/Ej0l3X8X+7YfQe3nQZ0RPhy0ZyMrSkpDgWo0rSPMqhBBCCGGb7GyIi4OSErjsMoqfesqp6dpEh9ImOtShY2ZlaYmPDyQ93bUaV2jFzWteXh7l5eW13quqqsJkMlFVVYVOp2swtrravrUm9sSfKzYjI4Mnn3ySb7/9lry8PNq1a0dcXByPPvoowcHB58375Zdf8uKLL7Jz505MJhMxMTHcfvvtTJ8+vdnec0uMPV/86T+n+fn5uNfzNGtubm6j87pirJq55Z5dI1bN3K4Yq2Zul7jn8nIC4+Nxz8iguksXCpKSyD11yvl5HRiblaUlLs6PzEwd0dEmkpML0OvNNh356ui6i4qKrI5vNWtek5KSiImJYfDgwU2ST1EUSkpKACgpKUFRFKfmO3ToEEOGDOGff/5h5cqV/P333yxdupQffviBiy++mJMnT54zPikpiUmTJjFkyBB++eUXtm/fznXXXUdiYiIPPvigU2sXQgghXIKi4HfPPbjv2IE5IIDClStRAgLUrsomp2dcMzM9iIioJCWlgPBws9pl2aTVzLwmJiaSmJiI0WjE39+fkJAQDAYDYWFhNdeUl5djNBpxd3evd0brbA1doygKb37zLR8dPcqiQYN4aNs2boiK4taxl9dap2JNDmtz33333Xh4eLBhwwa8vLwA6Ny5M4MHD6Zz58488cQTvPLKK/XGZmRk8MADD3D33Xfz7LPP1rzfs2dPvLy8mDt3LpMmTeKCCy6wq+b6ckus7fEmkwmdTkdwcDCenp4Nxp75Z9tWrhirZm65Z9eIVTO3K8aqmbvZ3vOCBfDZZ+Dmhvazzwi+6CKH5W6K2IwMSEiA9HSIjjaRkmIkNjak0XltyX2+2HP9fXa2VjPz2pRKS0v56OhRNvbtzxUHD7Gxb38+OnqU0tJSp+Q7efIk33zzDXfccUdN43pa27ZtmTp1Kh9//HGDs7/JyclUVVVx3+mzmM8wZ84cfH19+fjjj51SuxBCCOES/u//4LHHLK+XLoVLLlG3HhudvauAK864nibNqxP4+PiwaNAgAjKOcqpLVwIyLDOwPj4+Tsl34MABFEWhZ8+e9X7es2dPCgoKGlyfsn//fvz9/WnXrl2dzzw8POjUqRMHDhxwaM1CCCGEy9ixA2680fL6rrtgzhx167FRfdthuWrjCtK8OkVJSQkPbdvGqcgoAv45wKnIKB7atq1mDayznG9dbXl5OYGBgfj6+uLr68szzzxj9dj2/vhbCCGEcEnHjll2Figrg3HjYPFitSuyiSvu43o+rWbNa1Py9vbmhqgo2JVWa82rt7e3U/J16dIFjUbD33//TXx8fJ3P//77b0JDQ2nfvj1bt26taUSDgoIA6Nq1K4WFhRw7doz27dvXiq2srOTgwYNcdtllTqldCCGEaLZKS2HCBMjKgp49YfVqcHOd1qklNq4gM69OodFouHXs5Xw5dQoXDYjly6lT6jys5UjBwcGMGTOG1157jbKyslqfZWdn8+GHH3LTTTfh5uZGly5dan6dbl4TEhJwc3PjhRdeqDP2G2+8QWlpKdOmTXNK7UIIIUSzpCgwcyZs2wbBwbB2Lfj7q12V1Vpq4wrSvDqNRqOpWePq4+PjtMb1tKVLl1JRUcHYsWP56aefyMjI4Ouvv2bMmDF069aNefPmNRgbFRXFc889x8svv8yjjz7K3r17OXjwIC+++CIPPPAATz/9NL1793Zq/UIIIUSz8uST8Mkn4O5u2WGgc2e1K7JaS25cQZYNtBhdu3Zl69atPPHEE1x33XXk5OSgKArXXHMNK1euxNvbm6qqqgbj77nnHjp16sQLL7zAkiVLatbnfvTRR1x//fXnjBVCCCFalI8/hieesLx+/XUYMULVcmzR0htXkJnXFqVDhw4sX76c7OxszGYz8+bN49tvv2XXrl1WxU+YMIGffvqJ4uJi8vPz6d+/P6+//rrTtvgSQgghmp3ff4ebbrK8/ve/4eabVS3HFq2hcQVpXlu0+fPn88orr/Dbb79hNtu2JUZQUBDfffcdo0ePZvPmzU6qUAghhGg+tMeOWR7QKi+Hq66CMw7uae5aS+MKsmygxZs5c2bNa5PJZFNscHBwzVpZWTYghBDifBRF4c9f93Lkzww6de/IheMH4umtd2rOooJiNq/dRmZ6Ft0GdSbsikae+FRSgv/06ZCdDb17w6pVoNPZXV/esZP8/tVOqsqr6H9pb6J7Rtg95tlaU+MK0rwKIYQQwkEO7DjEd6t+prqymvQdxzBXm7nkhuFOzfndBz+R9sMeyk2lHP07k45downvUvfQnXMym/G7807cd++G0FDLzgIGg921mapNfLlsA4f+SEej1ZCxL4sb512Lf4if3WOflpWlJSGh9TSuIMsGhBBCCOEgBdmnqCytJKJrOzw8PTh+JMep+RRF4fjBbAyBvoR3bU9JYSkFJwptH2jePDy//BLFwwNSUqBDB4fUV1ZcTv6xk4SEBxHRrR2FuUYK84ocMjZYGtf4+MBW1bhCK555zcvLo7y8vNZ7VVVVmEwmqqqq0J3jRwXV1dV25bYn3hVj1cztirHniz/95zQ/P7/ek88aOgbYGq4Yq2ZuuWfXiFUztyvG2hPvHuAG3gp/p+3Dz9efgMgYcnKsb2AbkzekaxDbvk6jOL2IoLb+uPlpbcqpT07Gf8ECALIefxyPrl3BhnhouG6z2YxfhC/7fv8HRVEI79oWs0d1rfoa+73OytISF+dHZqaO6GgTyckF6PVmq0tvbv9OFRVZ39S3muY1KSmJpKQkm9d9CiGEEMI6EV3bMWbaSE4cySGyYyTdBzt/b9RhEwYT0i6Q48eyiejWjqA2AVbHum3dit+99wKQe/PNFE6YQKgDa9NqtVx24wgiu7enuspEl9gOePt62T3u6RnXzEwdERGVpKQYCQ+37cFsV9ZqmtfExEQSExMxGo34+/sTEhKCwWAgLOx/C7vLy8sxGo24u7vXO6N1NmuucVa8K8aqmdsVYxuKN5lM6HQ6goOD8fT0bDD2zD/btnLFWDVzyz27RqyauV0xtrHx/Yf0gSFNW3d4RHjNbKbVsenpMGsWVFTAxIkoTz9NqFbr+LrDoEOn6MbF1iMjAxISLOVHR5tISTESGxtia6k253VG/Jmx5/r77Gyy5lUIIYQQrUtxMcTFWZYH9OsHK1eCtvm3RGfvKpCSUtCqZlxPazUzr0IIIYRoOoqikH04B1O1iXad2lBeWkFe1kkCw/zxC7b/Sf5GM5th6lTYtQvatIEvvgBfX2jmB/LUtx2WXt/6GleQ5rVVGDVqFP379+f5559XuxQhhBCtgKIo/JS8mS1f7sBUbaJj32iMecXkZuQSEOpHXOI4IruHq1PcI49YGla9HtasgagodeqwQUP7uNr4XFmL0fznyIVVbrrpJjQaTZ1f//zzD5999hlPPfVUzbUdOnTg5ZdfVq/Y/zp+/DhTpkyhW7duaLVa7r777vPG/PHHH9xwww1ERkbi5eVFz549WbJkSZ3rUlNTGTBgAL6+vvTs2ZPly5c7pOZPP/2UHj164OnpSZ8+fVi/fv05r09NTa339yU7O7ve6xctWoRGo+Hf//63Q+oVQgg1lBpL2fHdLnRuOgyBvvy+fgf/7DxEm+hQcjNP8kfqn+oUtnz5/07NevdduOgideqwQWs7gMAa0ry2IOPGjeP48eO1fnXs2JGgoCAMDths2dEqKioIDQ3lscceo1+/flbFbN++nbCwMD744AP+/PNPHn30UR5++GGWLl1ac83hw4cZP348l1xyCVu3buXOO+9k9uzZfPPNN3bVu2nTJm644QZuvvlmdu7cycSJE5k4cSJ79uw5b+y+fftq/b7Ut8B969atLFu2jL59+9pVpxBCqE3rpsPNw42K0grKistxc3dDp9NSVlSO2WzGXW/fw6yN8ssvcOutltePPQZTpjR9DTaSxrV+0ryej6JASYk6vxTFplL1ej1t27at9Uun0zFq1KiaWc3LLruM9PR07rnnnppZQGuUlJQQHBxMcnJyrffXrFmDj4+PTfuzndahQweWLFnC9OnT8ff3typm1qxZLFmyhJEjR9KpUyemTZvGzJkz+eyzz2queeONN+jYsSMvvPACPXv25I477iAhIYGXXnoJsOwv17ZtW5555pmamE2bNuHh4cH333/fYO4lS5Ywbtw47r//fnr27MlTTz3FgAEDajXODQkLC6v1+6I968GA4uJipk6dyltvvUVgYKBV3wshhGiuvHw8ufSGi/ELMeDh6c6Vt4ym/+jeVFZW0SW2I4PH9W/agg4fhvh4qKqyPKo/f37T5m8EaVwbJmtez6e01LKQ+wz2/v+i1fHFxeDjY2e22j755BMGDRrErbfeyi233FLrM41Gw3vvvcdNN91UJ87Hx4frrruO9957j4SEhJr3T399ema3V69epKenN5j/4osv5quvvnLMzfxXYWEhQUFBNV9v3ryZyy67rNY1Y8eOrWngQ0NDeffdd5k4cSKXX3453bt358Ybb+Rf//oXo0ePbjDP5s2bufe/+wGeOe6aNWvOW2P//v2pqKigd+/ePPHEEwwbNqzW54mJiYwfP57LLruMp59++rzjCSFEc9draHe6xHbAbDLj5euF2Wym1FiGl68nOreGDwJyOKMRrr4a8vJg4EB4//1mv7OANK7nJs1rC7Ju3Tp8z2i0r7jiCj799NNa1wQFBaHT6TAYDLRt27bWZ927dz/nDOisWbMYMWIEx48fp127duTk5LB+/Xq+++67mmvWr19PVVVVndjT7/n5Oe48Z7DMmH788cd8+eWXNe9lZ2fTpk2bWte1adMGo9FIWVkZXl5eXHnlldxyyy1MnTqVQYMG4ePjw8KFC8+Zq6FxG1q/CtCuXTveeOMNBg0aREVFBW+//TajRo1iy5YtDBgwAIDVq1ezY8cOtm7dauvtCyFEs6b30te81mq1+AY4dkLmvEwmuOEG+PNPaNcOPv8cvL2btgYbSeN6ftK8no+3t2UG9AynG7HGbkBvdbyN/4JdcsklvP766zVf+9g4a7t3795zfj548GB69erF+++/z0MPPcQHH3xAdHQ0I0aMqLkmOrr+jZjt/Z7VZ8+ePUyYMIHHH3+cyy+/3Ob4xYsX07t3bz799FO2b9+OXm/5j+zRo0eJiYmpue6RRx7hkUceaVSN3bt3p3v37jVfDx06lIMHD/LSSy+xcuVKMjIyuOuuu9iwYYNNGzQLIYSwwgMPwPr14Olp2WEgXKUdDqwkjat1ms28+emnrM/1xPny5cvrPLXt9L/wNRrLj+7V+GXletTTfHx86NKlS82vdu3aOfzbMXv27Jon99977z1mzpxZa91sr1698PX1rfMrMDCQwMBArrjiCofU8ddffzF69GhuvfVWHnvssVqftW3blhMnTtR678SJE/j5+eHl9b9j+Q4ePMixY8cwm80cOXKk5v327duTlpbG1q1b2bp1K7fddts5xz17Bvt8LrjgAv755x/A8gBaTk4OAwYMwM3NDTc3NzZu3MjSpUvx8vKS44yFEKKx3n4bXnzR8vr992HQIHXrOQ9pXK3XLGZebXnK2s/Pj3379tV8be0DR+J/PDw8Gt0UTZs2jQceeIBXXnmFv/76ixkzZtT6vCmWDfz5559ceumlzJgxgwULFtT5fMiQIXW2sNqwYQNDhgyp+bqyspJp06YxefJkunfvzuzZs9m9ezdhYWG4ubnRpUuXOrPFQ4YM4fvvv6/1P1hnj2uNtLS0mv+xGD16NLt37671+cyZM+nWrRv33XcfOl0TrgsTQoiWIjUVbr/d8nr+fLjuOlXLOZ+sLC0JCdK4Wkv15vXMp6yteVBFo9HYPNMlauvQoQM//fQT119/PXq9npAQy5nIPXr0YOHChcTHxzcYGxgYyDXXXMP999/P5ZdfTkRERK3PbV02kJaWBlj+HOTm5pKWloaHh0fNj+1TUlJ46KGHaraj2rNnD5deeiljx47l3nvvrVlvqtPpCA0NBeC2225j6dKlPPDAA9x4442kpqbyySef1FoX++ijj1JYWMgrr7yCr68v69evZ9asWaxbt67Be7/rrrsYOXIkL7zwAuPHj2f16tVs27aNN998s+aahx9+mKysLN555x0AXn75ZTp27EivXr0oLy/n7bff5ocffuDbb78FwGAw0Lt371p5fHx8CA4OrvO+EEIIKxw8CJMmQXU1XH89/Oc/ald0TllZWuLjA0lPl8bVWqo3r7Y+ZV1cXEx0dDRms5kBAwbwzDPP0KtXrwavr6iooKKiouZro9EIQF5eHuXl5bWuraqqwmQyUVVVdc4Zr+rq6vPWeS72xDcUazabMZvN9c56KoqC2WyuiZ03bx533HEHnTt3pqKigsrKSsCyF+nJkyfrHePMvDNmzGDVqlVMnz693mttqTs2Nrbm9fbt21m1ahXR0dEcOHAAgJMnT7J///6a+I8//pjc3Fw++OADPvjgg5rYM2MiIiL4/PPPue+++1iyZAnh4eEsW7aMSy+9lKqqKjZu3MjLL7/Mhg0ban40/+677zJo0CCWLl3KnDlz6q158ODBrFixgscff5xHHnmELl26kJycTPfu3Wu+D1lZWaSnp9fElpWV8e9//5usrCy8vb3p06cPX3/9NSNGjGjwe3f279fZTv85zc/Pr3cNcW5ubr1x1nDFWDVzyz27RqyauV0xVs3c9sZqi4oImj4dt5Mnqerfn4JFi8DKMdWoOytLS1ycH5mZOqKjTSQnF6DXm60+Oasl/RmxZctNVZtXW5+y7t69O++++y59+/alsLCQxYsXM3ToUP788886M4CnLVy4kPkusJ+bvU7P9NXn9G4Ap5uhCy+8kO3bt9e57nQTez5ZWVkEBwcTFxfXiEptyzl9+nSmnLGR9Lx585g3b955xx05ciRbt26tuWc3N7dan5WedYZ1hw4dyMvLO++4CQkJtbYKO9vp34fTee+77z7uu+++8457pu+++87u/0ESQohWp7qaiPvuw+3AAUzt2lG4YgWc8ZxDc3N6xjUzU0dERCUpKUbCw81ql+USVGteG/OU9ZAhQ2qtLxw6dCg9e/Zk2bJltY4/PdPDDz9ca29Oo9FIZGQkISEhGAyGWicdlZeXYzQacXd3t+qpeHufnLcnXo3Y0tJSjh07xuLFi5kzZ47NuxnYk7s1xjYUbzKZ0Ol0BAcHn/PfnfpO8bKWK8aqmVvu2TVi1cztirFq5m5MrO8jj+D966/g7Y3uyy8J6dOnyXLbGpuRYTkrIT0doqNNpKQYiY0NcXpeR8c6MrctD+CrtttAQ09Zv/LKK7i5uVn1QJG7uzuxsbE1T27XR6/X4+fnV+uXaJzFixfTo0cP2rZty8MPP6x2OUIIIYTF66/jffonkCtXwhlL0pqbs3cVSEkpkBlXG6nWvJ5+yjotLa3m16BBg5g6dSppaWlWPWVtMpnYvXu3U7aEEnXNmzePqqoqvv/++1qHIQghhBCq+e47uPNOAIofeQSuuUblghpW33ZY0rjaTrVlA9Y8ZT19+nTCw8NrTj568sknueiii+jSpQunTp3i+eefJz09ndmzZzd5/UIIIYRQ2f79cO21YDJRnpBA6dy5NNeplYb2cbX24SzxP6rvNnAuR48eRXvG+cMFBQXccsstZGdnExgYyMCBA9m0aVOt05AcQVEUh44nhCPJn08hhAAKCuCqq+DUKRgyBOMLL9h8uE9TkQMIHKtZNa+pqann/Pqll17ipZdeclr+0w/HlJaW1jqJSYjm5PROCY48alcIIVxKVZVlxvXAAYiKgpQUaVxbkWbVvKpNp9MREBBAzn/n8L29ves9wev0/pyNPaXKnnhXjFUztyvGNhSvKAqlpaXk5OQQEBAgp28JIVonRYG5c+H77y1Hqa9dC23aNMufv0vj6hzSvJ7l9OldOef4l+B0Q9HY5sGeeFeMVTO3K8aeLz4gIEBOmRNCtF5JSfDGG5aZ1lWrwIqj5dUgjavzSPN6Fo1GQ7t27QgLC2vwBKT8/HwAgoODG5XDnnhXjFUztyvGnive3d1dZlyFEK3Xt9/CXXdZXj/7LDjgsBxnkMbVuaR5bYBOp2uwSTi91tCWDXUdFe+KsWrmdsVYR8QLIUSL8/ffcN11YDbDTTeBjacXNhVpXJ1PtX1ehRBCCCGskp8PV18NhYUwfPj/lg00M9K4Ng1pXoUQQgjRfFVWwqRJcPAgdOgAn30Ger3aVdWRlaWVxrWJyLIBIYQQQjRPigJ33AEbN4LBAOvWQWio2lXVkZWlJT4+kPR0aVybQqttXvPy8igvL29UbG5url257Yl3xVg1c7tirJq5XTFWzdxyz64Rq2ZuV4xVM/fZsV5vvIHhnXdQtFoKly2jMjS0wS2x1LrnrCwtcXF+ZGbqiI42kZxcgF5vtnrnrubyvVY7d1FRkdXxrWbZQFJSEjExMQwePFjtUoQQQghxHh4bNuA7fz4AxU88QeXo0SpXVNfpGdfMTA8iIipJSSkgPNysdlktXquZeU1MTCQxMRGj0Yi/vz8hISEYDAbCwsIaPaY9sfbGu2KsmrldMVbN3K4Yq2ZuuWfXiFUztyvGqpk7LCcHbr/dsrPALbdgeOwxDFY+oNVU95yRAQkJkJ4O0dEmUlKMxMaGOD1vc4p1ZG5bdtdpNTOvQgghhGj+NHl5lp0Fioosj+4vXdrsdhY4e1cBmXFtWq1m5lUIIYQQjmM8WcTGTzaTf7yAnhd2ZfC4/mi1ds6JVVTgP2sWHDkCnTtDcjJ4eDikXkepbzssvV4a16YkzasQQgghbLbxk81s+yYNLx9Pjh04TlDbALoO6NT4ARUFwwMP4LFlC/j7W3YWaOQphc7S0D6u1j6cJRxDlg0IIYQQwmb5xwvw8vGkbac2VJZXUXSy2L4BFy/Ga/VqFJ0OPvkEevRwTKEOIgcQNB/SvAohhBDCZj0v7IpZMXNkz1FCI4OJ7BHe+MG++AIefBCA4qeegssvd1CVjiGNa/MiywaEEEIIYbPB4/oT1DaAopPFRPYIJzSikT/i37ULpkwBRaH0ppsomzULg2NLtYs0rs2PNK9CCCGEsJlWq7VvjSvAiROWnQVKSmD0aIqffrpZ7SwgjWvzJMsGhBBCCNH0ysth4kQ4ehS6dYNPPwV3d7WrqiGNa/MlzasQQgghmpaiwOzZ8NtvEBgIa9da/tlMSOPavEnzKoQQQoimtXAhfPghuLlZ9nLt1k3timpI49r8SfMqhBBCiKbz2Wfw6KOW10uXwqWXqlvPGbKytNK4ugB5YEsIIYQQTWPHDrjxRsvruXNhzhx16zlDVpaW+PhA0tOlcW3uWm3zmpeXR3l5eaNic3Nz7cptT7wrxqqZ2xVj1cztirFq5pZ7do1YNXO7YqyzcmtPnCDwqqvQlZZSccklFD74YJ2jqdS656wsLXFxfmRm6oiONpGcXIBeb7b65CxX/H1ubn9GioqKrI5vNcsGkpKSiImJYfDgwWqXIoQQQrQuZWX4T5+O7vhxqrt1w/jmm5b1rs3A6RnXzEwPIiIqSUkpIDzcrHZZ4hyax5+cJpCYmEhiYiJGoxF/f39CQkIwGAyEhYU1ekx7Yu2Nd8VYNXO7YqyauV0xVs3ccs+uEatmbleMdVhuRYEbboC0NAgKwm39ekI7d3Z+3nOoLK9Eo9WQfcKdhARIT4foaBMpKUZiY0OcmrslxToyt6enp9VxraZ5FUIIIYQKnnoKPv7YMtP62WdwnsbV2XZ8t4tf1vxOUZmBZV/Hk3HMg06dIDlZZlxdhTSvQgghhHCOTz6Bxx+3vH7jDRg5UtVy8o8X8OPHv5J30pNl34yloMSDjh3MpKZq0eulcXUVrWbNqxBCCCGa0NatMGOG5fW998LNN6tbD1BVUUXeSU/e/m4SBSUBBBsKWbumRHYVcDEy8yqEEEIIh9IeOwYTJliOgL3ySnjuOYeMm5uZz4+rf8GYX0zspb0ZcFlfNBqN1fHlBLP8p8nkGb0J8i3klaf2EtP3AofUJpqONK9CCCGEcJySEvxnzIDjx6F3b/joI9DpHDL0hhWp7Nt6CC9fPd998BOhkSFE9Qi3KjYjA0aP1pGd501UZDWfrChj8IjBNjW/onmQZQNCCCGEcAyzGb+5c3HftQtCQ2HtWvDzc9DQZk6eKMQ3wJs20aGUFZdTfKrEqtizj3z95Vc3LhzVFq1W2iBXJL9rQgghhHCMxx/Hc906FA8Py84CHTo4bGitVkvfET2pLK8k/a9MIrq1J7J7+/PGnd24yslZrk+WDQghhBDCfqtWwdNPA1C0eDF+w4c7PMXw+Atp17ENZcXldOgViSHQ95zXS+PaMknzKoQQQgj7/PYbzJoFQMm//kX55Mk4ZrFAbVqtlq4DOll1rTSuLZcsGxBCCCFE4x09ChMnQkUFTJhA8SOPUFJiWYtaUlKCoihNXpI0ri2bzLwKIYQQVsjLyufnz7ZQVlRO7Og+9LywKwCFeUZ++WwLhXlGeg3rQd8RMWg0Gg7sOMSPa35C7+3JldPGEBoRrPIdOEFxMcTFwYkT0K8fysqVrPj6G9acyOGFoUN4aNs2boiK4taxlzfZU/31Na4REQo7vtvN3q3/ENI+kGHxF+Lj590k9QjHk+ZVCCGEOA+z2cw372zknx2HcdO7kX34BMHtAgiLCuW7D35i18a/8PD0IHP/cQLbBODj782Xb27gWNZxzCYzSinc+Pi16By0ZVSzYDbDtGnwxx8QFgZffEGpVsuaEzlsGjSYKw4e4lTf/rArjWmlpfj4+Di9pKwsLQkJdWdcD+w4zDfLf8RsUtj3+z+YTGaumDXa6fUI55BlA0IIIcR5VFeZOJldQECYP+Fd2lF8qgRjfjEAOUfz8A3wIbxrW0qNZRjzjBjziygqKKFtxzACwvwoOFFIZVmlynfhYI8+Cp9/Dno9rFkDUVH4+PjwaM/u+Kcf4VSXrgRkHGXRoEFN1rjGxwfWu1SgMK+I8tIKIrq1w9PHk9yMfKfXI5yn1c685uXlUV5e3qjY3Nxcu3LbE++KsWrmdsVYNXO7YqyaueWeXSPWEbkVRSGsaxBpP+7hWNYx2nVug84XcnJyaNMjhCNfppOTk0NoRDAeAW7gZca3rRcH/jyIRqPhojGRGEuMFJUWNVnN9jhfvOcnn+C3aBEAhS++SEXnzpCTQ0lJCY/v2kPhkKEY9u7lVMeO/HvTZj4IDLCqgW1s3VlZWuLi/MjM1BEdbSI5uQC93kxOjuVzfaAOD38de7b9hZuHjn6de5Jz+kM7c7fGWGfkLiqy/t+NVtO8JiUlkZSUhMlkUrsUIYQQLkaj0TDi2iG069yWyvIqOvaOxMff0owNuWogIeFBlBWVEdUznIAwfwCumjOGHb+E4e7uxgWjB7aYk5zct2zB8O9/A1By991UJCTUfObt7c1wk4acjz9n1N9GNvXby7ienfD2dt760tMzrpmZOiIiKklJMRIebq51TZvoMOJuH0vmgeP4BvrSJbaD0+oRztdqmtfExEQSExMxGo34+/sTEhKCwWAgLCys0WPaE2tvvCvGqpnbFWPVzO2KsWrmlnt2jVhH5A6PqP8o0nbt29V7vX+In0PyqhFbb/yRI5YtsSor4Zpr8HnhBXzOOqWqX3Uo5r+OE9NnEO3/OsqYi3vQpk0bp9SdkQEJCZCeDtHRJlJSjMTGhjQ4Zp8Lejsst8Q6Nrenp6fVcbLmVQghhBDnZzTC1VdDXh4MGAArVkA9x6u66XS469yprqxG7+6B1kkPqZ29q0BKSkGdGVfRMrWamVchhBBCNJLJBFOmwJ490K6d5UGtBtaw9r+0NzkZeZQWl9H9gq70GtrN4eXUtx2WXi+Na2shzasQQgghzu3BB+HLL8HT09K4RkQ0eGlYZAjX3ReHj94Xv2ADOjfHzrw2dADBWc9fiRZMmlchhBBCANR/GtY778ALL1hev/8+DB583nE8PD0IDAtwbHHIyVnCQppXIYQQQpB54Dg/rPqZ0qIyug6JpvfwnrBxI9x+u+WCJ56A665TrT5pXMVp0rwKIYQQrZzJZOLr934ga98xPLz0/Jz8GxHaMtrcciNUVcHkyTBvnmr1SeMqziS7DQghhBCtXHVlNSUFJRiCDIRGBKEUFhJ1TyLk51uWCbz3Hqi0T600ruJs0rwKIYQQrZzeS0+fi3tSVlzGsf1ZzNq7Fq/0wxAebjn61ctLlbqkcRX1kWUDQgghhGDk5KFExUQQuPAJgg//ieLlheaLL6B9e1XqkcZVNESaVyGEEEKg0+nosuVb+GQFAMalS/EfMECVWqRxFeciywaEEEIIAT/8AImJABQ/9BAVV12lShlZWVppXMU5ycyrEEII0drt3w8JCZaTtKZOpfTuu52eMi8rn5yjeYSEBxEWFQpYGtf4+EDS06VxFQ1rtc1rXl4e5eXljYrNzc21K7c98a4Yq2ZuV4xVM7crxqqZW+7ZNWLVzO0KsZpTpwi88krcCgqoGjiQgmeeITcvz6m5jx3M5ss3N3Aqx4hfiC/jZo3GzS+KuDg/MjN1REebSE4uQK83W31ylvwZabpYZ+QuKiqyOr7VLBtISkoiJiaGwVacDCKEEEK0ClVV+M+ejdvBg5jCwzm1fLnlCFgnO/hHOiezTxHVMxxjbjFbfjhOfHwgmZkeRERUkpJSQHi42el1CNfUamZeExMTSUxMxGg04u/vT0hICAaDgbCwsEaPaU+svfGuGKtmbleMVTO3K8aqmVvu2TVi1czdbGMTE+Hnn8HHB92XXxLau3eT5A6PaI+vl4HKUyaqTG1ZuGw0x05YZlxTUozExoY4Ja+z41tbrCNze9rwP02tpnkVQgghxBmSkuC11yyHD6xaBf36NVnqfpf0Iv/YSXZszmf1jjhO5HnSqRMkJ8uMqzg/aV6FEEKI1ubbb+GuuyyvFy2CuLgmTe/l40nfK8Yw91mFE3mamoez9HppXMX5tZo1r0IIIYQA9u6F666z7CwwYwbcf3+Tl/C/fVw1squAsJk0r0IIIURrkZ8PV10FhYUwbBgsW2ZZNtCE5AACYS9pXoUQQojWoLLSspfrwYPQoQOkpIBe36QlSOMqHEGaVyGEEKKlUxT4178s3aKvL6xdC6GhTVqCMxpXRVEwmUyOKE+4EHlgSwghhGjpliyBt96yLBFYvRrO2hLL2ZzRuJ5Iz+Wb5T9SmGuk78gYug3viE6nc0S5opmTmVchhBCiJVu/Hv79b8vrxYth/PgmTe+spQI/fPQLB9OOUFFWyS+fbSH9zwz7BxUuQWZehRBCWKW6qpqdP+7h5PGT9BnUi17DeqBp4od9bHH88Al2//Q3bh46Ivq0JSDMX+2Smt6ff8L114PZDLNnwz33NGl6Z65xLS4oxsvXk6C2gRzdm0lFWaVjBhbNXrOZeV20aBEajYa77777nNd9+umn9OjRA09PT/r06cP69eubpkAhhGjltn3zBz98+DM7Nuxh3bIN7Nv6j9olNaiksITPl37NLylbSF29iW/fT6W6qlrtspqUJi8Prr4aiopg5EjLoQRN+D8bzn44a+CYfmh1WjL2ZRHdM4LI7uGOG1w0a81i5nXr1q0sW7aMvn37nvO6TZs2ccMNN7Bw4UKuuuoqVq1axcSJE9mxYwe9m3j9jhBCtDbHDmaj0UB0TDh5B0+Rm3mSHheoXVX9Ck4UcvJ4AZHd2lNRVknesTzKisrVLqvpVFTgP2sWHD4MnTvD//0feHg0WfqsLC0JCc7dVSB2dB/CokIoKSwlols7SipKHJtANFuqz7wWFxczdepU3nrrLQIDA8957ZIlSxg3bhz3338/PXv25KmnnmLAgAEsXbq0iaoVQojWK6JbewDS/8zEy9eTsKjGnz/vbIFtAwiNDCZj/zFyMvIIiwrF289L7bKahqJgeOABPLZsAT8/y84CwcFNlj4rS0t8fKDTt8PSaDREdGtP98Fd8PH3cXwC0WypPvOamJjI+PHjueyyy3j66afPee3mzZu59957a703duxY1qxZ02BMRUUFFRUVNV8bjUYA8vLyKC9v3P+F5+bmNirOEfGuGKtmbleMVTO3K8aqmbu13XNkv7YMmtCXwtwiuvftRkCkLzk5OU7P29jYYTcMZv/Wg+jctLTpHszJgpPo3Gx/Gt2RdZvNZspKyvH01p/3yfjG5vV67TUMq1ejaLUUvvkmlcHBYMPvkz25s7K0xMX5kZmpIzraRHJyAXq92er0re3fKVeNdUbuoqIiq+NVbV5Xr17Njh072Lp1q1XXZ2dn06ZNm1rvtWnThuzs7AZjFi5cyPz58+2qUwghBOjcdPS8sBsAoU28R2hjhLQPImRCEGD/X9SOUFZSxvcf/kzGvmMEtw1kzIyRBIYFODSHxzff4PvkkwBkP/gguksucej453J6xjUzU0dERCUpKUbCw81Nll+0Hqo1rxkZGdx1111s2LABT09Pp+V5+OGHa83WGo1GIiMjCQkJwWAwEBYW1uix7Ym1N94VY9XM7YqxauZ2xVg1c8s9u0asmrnDwsLY+k0aR3ceJ6hNIDkHCji0JYMrbu7muLy7dsEdd4CiUDpjBrq77mqy71dGhuXwrvR0iI42kZJiJDa28ctKWuufEVeLdWRuW3pB1ZrX7du3k5OTw4ABA2reM5lM/PTTTyxdupSKioo6P1Jp27YtJ06cqPXeiRMnaNu2bYN59Ho9+iY+/k4IIYQ4W1VFFYpZwdvfG+2JU1SWVzlu8BMnLDsLFBfDpZdSvGBBk+0scPauAsnJBTLjKpxKtQe2Ro8eze7du0lLS6v5NWjQIKZOnUpaWlq9a4GGDBnC999/X+u9DRs2MGTIkKYqWwghhGiU7oO7ENGtHdmHTxDULpB+o3o5ZuDycoiPh6NHoWtX+PRTcHd3zNjnUd92WNK4CmdTbebVYDDU2d7Kx8eH4ODgmvenT59OeHg4CxcuBOCuu+5i5MiRvPDCC4wfP57Vq1ezbds23nzzzSavXwghhLBFcLtApjxyDbmZJ/EP9SPQEYcmKArccgts3gwBAZadBYKCbH5AqzEa2se1CVKLVk713QbO5ejRo2i1/5scHjp0KKtWreKxxx7jkUceoWvXrqxZs0b2eBVCiLOUFpXx4+pfOH7wBJ37dWD4pAtx92ia2bjmJmNfFl+u/BZTlYnLJ19K1wGdHDr+/u0H+W3ddtzcdQy/5iKiejS8Wb6Pv49jt3VatAg++AB0OsuMa/fujhv7HJx9AIEQ59KsmtfU1NRzfg1w7bXXcu211zZNQUII4aK2fLmd39fvxMffm2MHtxDQxp/YS/uoXVaTqyir4Mu3vuPg30fQ6rR89c73hEWF4B/i55DxC/OMfP3uDxTmFmEymTCeLGbmU9ej92qCZy0++wweecTy+tVX4bLLaj6qrKiipLCEoMAg3Nwd+1e9NK5Cbc2qeRVCCOEYhXlF6Nx0tIkO5dAf6RSfKlW7JFWUl1RQXFBCYJsA3D3dKSkspaSw1GHN6+nxwqJCqCyvorighPKSCuc3rzt3wo03Wl7feSfcfnvNR3nHTpL84loKjp+ia+8uxN0+Fr9gg0PSSuMqmgPVT9gSQgjheN0GdcbL4Mnh3UcJah9Ix96ts8MwBPnSuX8HTuUWknM0j+hekYREOO60qZCIYDr0iiT7SA4FJ07RdUBHDEG+Dhu/XsePQ1wclJbC5ZfDiy/W+njHhl1k7M3Cy+DFge2H2P3z3w5JK42raC5k5lUIIVqgnhd2xTfAh4LsU7TtGEab6OZ/qIAzaLVaxt9yGUEd/TGbzFx46SA89I5b++uhd2fCv67gYJplWULXAR1rPavhcGVlMHEiZGZCjx7w8cfgVvuvcrPZ8rS/zl2HooDZrNidVhpX0ZxI8yqEEC2QRqMhqkf4OR8eai08PD3oeUFXALwNXg4f39vgRZ+Lezp83DoUBWbNgt9/t+wosHatZYeBs/S/pDd7tv5FQW4hnXt3ovcw+x7iksZVNDfSvAohhBCu4OmnYfVqy0zr//0fdOlS72VtO4SRcN/VFOUX0bVXVzy9G7/+VhpX0RxJ8yqEEEI0d59+CvPmWV6//rqlozwHb18vvH297Gpcs7K0JCSo17gqisL+bQc5sifDslvG6D4OXfIhXJc0r0IIIcR/FeYZKS0qIzQi2OFbTDXatm0wY4bl9T33wOzZTk+ZlaUlPj6Q9HT1ZlyP7DnKF699Q0lhKRqthrLiMkZdN6xpixDNUjP5N7Pp5eXlUV5e3qjY3Nxcu3LbE++KsWrmdsVYNXO7YqyaueWeXSPW2vgDOw7x4+pfKC+poEOvSC6/6RI8vfWq3rPbiRMET52KrqyMissuo/D++606wsqevFlZWuLi/MjM1BEdbSI5uQC93mz1yVmO+n7t2/MPJ3JO0CEmkuOHc/hzx15iRnV1Sl5741tbrDNyFxUVWR3farbKSkpKIiYmhsGDB6tdihBCiGbo9692UnyqFL9gA/u3HyL9r0xV69GUlRF1553osrOp7t4d4xtvWE7ScqLTM66ZmR5ERFSSklJAeLjZqTkbEhIehK+/D0f+zKCqoorwrm1VqUM0P61m5jUxMZHExESMRiP+/v6EhIRgMBgICwtr9Jj2xNob74qxauZ2xVg1c7tirJq55Z5dI/Z88UEBQRQdK8XLzQeDVxWhISG1rm/Sus1m/GbPxvOvvyAkBLf16wntZPuxtrbkzciAhARIT4foaBMpKUZiY0NsztmY3PXFhoaG4u/rT/pfmfiH+tH/kl5WHXEs/041Xawjc3t6elod12qaVyGEEOJcRiRcxFfvfE9pUTn9L+lN5/4d1CvmiSfwXLsWxd0dzWefWRaeOtHZuwokJ6s343qaRqOh64BOdB3g3HsXrkeaVyGEEALo2CeamQumUF5SgX+IwbmHDZzLqlXw1FMAFC1ejN/FFzs1XX3bYen16jauQpxLq1nzKoQQQpyPl48ngWH+6jWuW7ZYDiIASv71L8qvv96p6WQfV+GKpHkVQgghmoOMDJgwASoqIC6OkkcecXo6aVyFK5LmVQghRIujKAolJSUAlJSUoCiKyhWdR3ExXH01nDgBffvCBx84dWcBaVyFK5PmVQghRIuiKApvfvMt4z9cxW87djL+w1Ws+Onn5tvAms1w443wxx8QFgZffAEGg9PSSeMqXJ00r0IIIVqU0tJSPjp6lI19+3PFwUNs7NufNSdyKC0tVbu0+j32GKxZAx4eln9GRzstlTSuoiWQ5lUIIUSL4uPjw6JBgwjIOMqpLl0JyDjKoz274+Pjo3Zpda1cCQsXWl6/8w4MGeK0VNK4ipZCmlchhBAtSklJCQ9t28apyCgC/jnAqcgoFvy9r2YNbLOxaRPMnm15/cgjMG2a01JJ4ypaEmlehRBCtCje3t7cEBXFyF1pfNW5EyN3pTGxTRje3t5ql/Y/R47AxIlQWQnx8TX7ujqDNK6ipZFDCoQQQrQoGo2GW8dezrTSUnx8fPiyezeKi4vRaDRql2ZRVGTZWSA3F/r3tywdcNK+stK4ipZIZl6FEEK0OBqNpmaNq4+PT/NpXE0mmDIF9uyBtm0tOws4aS1uVpZWGlfRIsnMqxBCCNFUHnoI1q0DT0/4/HOndZNZWVri4wNJT5fGVbQ8rbZ5zcvLo7y8vFGxubm5duW2J94VY9XM7YqxauZ2xVg1c8s9u0asmrnPjPVctQq/xYsBKFyyhIoOHSAnx+F5s7K0xMX5kZmpIzraRHJyAXq9+VypHJbbVWPVzO2Ksc7IXVRUZHV8q1k2kJSURExMDIMHD1a7FCGEEM2MoigUFRRTWV7plPHdN2/G8MADAJTcdx8VEyc6Jc/pGdfMTA8iIipJSSkgPNzslFxCqKXVzLwmJiaSmJiI0WjE39+fkJAQDAYDYWFhjR7Tnlh7410xVs3crhirZm5XjFUzt9yza8Q2FF9VWcXX7/7I/u0H8fX34YrZo4nqEe6w3NojRwi8+WaoqoLrrsPn2WfxseEBLWvzZmRAQgKkp0N0tImUFCOxsSGNqtnW3C0lVs3crhjryNyenp5Wx1nVvF5zzTU2F/TGG2/Y/Q0RQgghnO2fnUdI+2E3/iF+ZB/O4afkzUx7LMEhY2uMRgKmT4f8fBg0CN57zyk7C5y9q0Byssy4ipbLquZ1zZo1XHfddXh5eVk16KpVqyguLpbmVQghRLNnqjZhNivovfXo3HVUVVQ5ZuDqavzmzMFt3z5o397ygJYT9pqtbzssvV4aV9FyWb1s4JVXXrG6GU1OTm50QUIIIURT6twvmm4DO3F4z1F8A7y56KpBjhn4/vvR//ADipcXmi++sDSwDtbQPq62PJwlhKuxqnn98ccfCQoKsnrQr776ivDwuuuFhBBCiObGy9eLSfdcRc7RPHz8vQlsE2D/oG++CS+/DIDx1VfxHzjQ/jHPIgcQiNbKqoU3I0eOxM3NjerqalasWMGJEyfOef3w4cPR6/UOKVAIIYRwNg9PDyK6tXdM4/rjj5CYCEDxgw9ScfXV9o95FmlcRWtm06pxNzc3brvttkbvjyqEEEK0aAcOwKRJUF0NN9xA6T33ODyFNK6itbP5kccLLriAtLQ0J5QihBBCuLCCArjqKss/L7wQ3nkHHHwsrTSuQjRin9c77riDe++9l4yMDAYOHFhzdvRpffv2dVhxQgghhC1M1SZ0brqmT/zfPVzZv9/STa5ZA15eYMOpQecjjasQFjY3r9dffz0Ac+fOrXlPo9GgKAoajQaTyeS46oQQQggrlBWX8e37G0n/K4OI7u0Ze9Ml+Pg5fluqBt1zD3z3Hfj4wNq10LatQ4eXxlWI/7G5eT18+LAz6hBCCCEabecPe9j5/W78gg388eOfhIYHc/Gki5omeVKS5ZdGAx98AP36OXR4aVyFqM3m5jU6OtoZdQghhBCNVl5SgWJWCGoXwKncQkqLypom8YYNcNddltcLF8LEiQ4dPitLS0KCNK5CnKlRZ9StXLmSYcOG0b59e9LT0wF4+eWX+fzzzx1anBBCCGGNbgM7ERIRxJE9GYSEB9Hjwq7OT7p3L1x7LZhMMH06PPCAQ4fPytISHx8ojasQZ7F55vX1119n3rx53H333SxYsKBmjWtAQAAvv/wyEyZMcHiRzpCXl9foLb9yc3Ptym1PvCvGqpnbFWPVzO2KsWrmlntuPrEeAW6MmTOC/KyTBLULwCvYg5wzjplydG5NQQGBV16JW2EhlRdcwKmnn4Z6rmts3qwsLXFxfmRm6oiONpGcXIBeb7b65Cz58+U6uV0x1hm5i2x4uNHmmddXX32Vt956i0cffRSd7n9PdA4aNIjdu3fbOlyTSUpKIiYmhsGDB6tdihBCCCcIahNA1wGdCG5n/YmQjVJVhf/NN+N2+DCmyEgK330XHHgwz+kZ18xMDyIiKklJKSA83Oyw8YVwdY16YCs2NrbO+3q9npKSEocU5QyJiYkkJiZiNBrx9/cnJCQEg8FAWFhYo8e0J9beeFeMVTO3K8aqmdsVY9XMLffsGrEOya0ocNtt8Ouv4OuL7ssvCe3Vy2F5MzIgIQHS0yE62kRKipHY2BD7araDK/4+yz03Xawjc3t6elodZ/PMa8eOHes9pODrr7+mZ8+etg4nhBBCuI5XXoE337TsLPDRR9Cnj8OGPntXAZlxFaJ+Ns+83nvvvSQmJlJeXo6iKPz+++989NFHLFy4kLffftsZNQohhBBWM5stDZ9W26hnkhv21Vdw772W188/bzlNy0Hq2w5Lr5fGVYj62Ny8zp49Gy8vLx577DFKS0uZMmUK7du3Z8mSJTUHGAghhBBq2L/9IKkfb8JUbeLiSRfRe1gPh4yr27sXJk8GsxlmzfpfE+sADe3jau3DWUK0NjY3rwBTp05l6tSplJaWUlxcbPd6CSGEEMJepUVlfLM8lcKcQrQ6Ld+t3EhEt3YEhPrbNa4mP5+AG2+0HPU6YgS8/rpl2YADyAEEQtjO5p+pXHrppZw6dQoAb2/vmsbVaDRy6aWXOrQ4IYQQwloVZZVUlFbgF+JHQJg/FaWVlJdU2DdoZSX+s2ahO3rU0l3+3/+Bh4dD6pXGVYjGsbl5TU1NpbKyss775eXl/Pzzzw4pSgghhLBVQKgfPYd0o+hkEfnHC+g2uDOhEcGNH/C/Owt4/PYbZoMB1q6FkMY/+X8maVyFaDyrlw3s2rWr5vVff/1FdnZ2zdcmk4mvv/6a8PBwx1YnhBBCWEmj0TDupkvoMbgLilkhKiYCnZvu/IENefFFeO89FK0W45tvEhAT45A6pXEVwj5WN6/9+/dHo9Gg0WjqXR7g5eXFq6++6tDihBBCCFvo3HR07tfB/oHWrYP77weg+MknqXTQsjhpXIWwn9XN6+HDh1EUhU6dOvH7778TGhpa85mHhwdhYWG1TtwSQgghXNLu3XDDDZZlA3PmUDZ7tkOGlcZVCMewunmNjo4G/rd/nhBCCNHi5OTA1VdDcTFceim8+ioUFNg9rDSuQjhOo3ZwXrlyJcOGDaN9+/akp6cD8NJLL/H55587tDghhBCiyVRUQHy85WzWLl3g00/B3d3uYbOytNK4CuFANjevr7/+Ovfeey9XXnklp06dwmQyARAYGMjLL7/s6PqEEEII51MUuOUW2LQJ/P0ta16DguweNitLS3x8oDSuQjiQzYcUvPrqq7z11ltMnDiRRYsW1bw/aNAg7rvvPocW50x5eXmUl5c3KjY3N9eu3PbEu2KsmrldMVbN3K4Yq2ZuuWfXiLUm3vuVV/BduRJFp+PUW29RFRhYc8RVY3NnZWmJi/MjM1NHdLSJ5OQC9Hqz1SdnNefvV0uLVTO3K8Y6I3dRUZHV8TbPvB4+fJjY2Ng67+v1ekpKSmwdrskkJSURExPD4MGD1S5FCCFEM+Kxfj2+CxYAULxgAVUjR9o95ukZ18xMDyIiKklJKSA8XJ4ZEcIRbJ557dixI2lpaTUPcJ329ddf07NnT4cV5miJiYkkJiZiNBrx9/cnJCQEg8Fg19G29h6Lq1ZuuWfXiFUztyvGqplb7tk1YuuN37kTEhMtrxMTMTz4IAY7c2dkQEKCZelsdLSJlBQjsbGNP9ygWX2/WnismrldMdaRuT09Pa2Os7l5vffee0lMTKS8vBxFUfj999/56KOPWLhwIW+//batwwkhhBDqyM6GuDgoLYUxY8ABz22cvatAcrLMuArhaDY3r7Nnz8bLy4vHHnuM0tJSpkyZQvv27VmyZAnXX3+9M2oUQgghHKusDCZOhMxM6N4dPvkE3Gz+K7GW+rbD0uulcRXC0Rr1b+rUqVOZOnUqpaWlFBcX2z3lLIQQQjQZRYGbb4YtWyAw0LKzQECAXUM2tI+rtQ9nCSGsZ9f/Znp7e+Pt7e2oWoQQQgjnW7AAPvrIMtP6f/9n2dPVDnIAgRBNy+bmNT8/n3nz5vHjjz+Sk5NT58StkydPOqw4IYQQwqGSk+E//7G8fu01uOQSu4aTxlWIpmdz83rjjTfyzz//cPPNN9OmTRs0Go0z6hJCCNEKnMotZOMnmzmVW0if4T2JHd3HaX+vuP3xB0yfbvni7rsthxLYQRpXIdRhc/P6888/88svv9CvXz9n1COEEKIV+f7Dn9m18S88vfVkH8ohsG0AHXtHOWRsRVHIPpKDqdqMe1E2/tOnWx7UuuIKeP55u8aWxlUI9djcvPbo0YOysjJn1CKEEKKVycs6iY+fN2HRIRzZk0FxgeMOu/klZQubv9iGpryMWb+8gS47G2Ji/rfetZGkcRVCXTafsPXaa6/x6KOPsnHjRvLz8zEajbV+CSGEENbqNbQ7VZVVHNmTQduOYUR0a+eQcUsKS9j2zR/otBrit31McNYhqv0DYO1a8Pdv9LjSuAqhPpub14CAAIxGI5deeilhYWEEBgYSGBhIQEAAgYGBNo31+uuv07dvX/z8/PDz82PIkCF89dVXDV6/fPlyNBpNrV+2nMgghBCieRkSN4hJ91xF3B1jufa+OALbBDhkXK2bDjcPHRds/YIuB7dTrdWRsXiJpeNsJGlchWgebP65ydSpU3F3d2fVqlV2P7AVERHBokWL6Nq1K4qi8P777zNhwgR27txJr1696o3x8/Nj3759NV/LA2NCCOG6dDodPS7o6vBxvXw8mRhSSOSebwH486a5tL16bKPHy8rSkpAgjasQzYHNzeuePXvYuXMn3bt3tzv51VdfXevrBQsW8Prrr/Pbb7812LxqNBratm1rd24hhBAt2JYtRC58FICquXfT7tGHGj1UVpaW+PhA0tOlcRWiObC5eR00aBAZGRkOaV7PZDKZ+PTTTykpKWHIkCENXldcXEx0dDRms5kBAwbwzDPPNNjoAlRUVFBRUVHz9el1uXl5eZSXlzeq1tzc3EbFOSLeFWPVzO2KsWrmdsVYNXPLPTfPWG1WFoFxcegqKqi4/HIKH3qg0bmzsrTExfmRmakjOtpEcnIBer3Z6pOzXOH71Zxyyz27RqwzchcVFVkdb3Pzeuedd3LXXXdx//3306dPH9zd3Wt93rdvX5vG2717N0OGDKG8vBxfX19SUlKIiYmp99ru3bvz7rvv0rdvXwoLC1m8eDFDhw7lzz//JCIiot6YhQsXMn/+fJtqEkII4aJKSvCfPh1dTg7VPXtifP110OkaNdTpGdfMTB0REZWkpBgJDzefP1AI4VQ2N6+TJ08GYNasWTXvaTQaFEVBo9FgMplsGq979+6kpaVRWFhIcnIyM2bMYOPGjfU2sEOGDKk1Kzt06FB69uzJsmXLeOqpp+od/+GHH+bee++t+dpoNBIZGUlISAgGg4GwsDCb6j2TPbH2xrtirJq5XTFWzdyuGKtmbrnnZhJrNsNtt8GePRAWhttXXxEaHd2o3BkZkJAA6ekQHW0iJcVIbGyIc+puprFq5pZ7do1YR+a25QF8m5vXw4cP2xpyTh4eHnT577nSAwcOZOvWrSxZsoRly5adN9bd3Z3Y2Fj++eefBq/R6/Xo9XqH1SuEEKKZ+s9/ICUFPDws/zyrcbXW2bsKJCcXyIyrEM2Izc1rdCP/Y2Ats9lca43quZhMJnbv3s2VV17p1JqEEEI0cx98AM88Y3n99tswdGijhqlvOyy9XhpXIZoTq/Z5/eKLL6iqqrJ60PXr11t1CtfDDz/MTz/9xJEjR9i9ezcPP/wwqampTJ06FYDp06fz8MMP11z/5JNP8u2333Lo0CF27NjBtGnTSE9PZ/bs2VbXJoQQonlQFIUSYylVldb//VKvzZvh5pstrx9+GG68sVHDyD6uQrgGq2Ze4+Pjyc7OJjQ01KpBr7/+etLS0uh0ns2gc3JymD59OsePH8ff35++ffvyzTffMGbMGACOHj2KVvu//rqgoIBbbrmF7OxsAgMDGThwIJs2bWrwAS8hhBDNU3VVNd+t3MjfWw7gG+DDFTePJqJbe9sHSk+HiROhstLyz6efblQ90rgK4Tqsal4VReGmm26yeu2otVtQvfPOO+f8PDU1tdbXL730Ei+99JJVYwshhGi+DqYdYes3f2AI9CXrn2xSP/6Vaf+51rZBiorg6qshJwf694eVK0Fr88GR0rgK4WKsal5nzJhh06BTp07Fz8+vUQUJIYRo+aqrTJhNZnz8vCgpLKWirNK2AUwmmDIFdu+GNm3giy/A19fmOqRxFcL1WNW8vvfee86uQwghRCvSsU8UXWI7cmTPUbwMXlw4fqBtAzz8MKxbB3o9fP55ozpOaVyFcE027zYghBBC2Mvb4EXCvVeRfSQXHz8vQsKDrQ9+7z14/vn/vb7wQpvzS+MqhOuS5lUIIYQq9F56onvWfzpig37+GebMsbz+z3/ghhtsziuNqxCuTZpXIYQQzcrRvVn8/dt+PH08GTimL74BPgBojxyB+HioqoJrr4UnnrB5bGlchXB90rwKIYRoNvKPF7Bm6VfkZeaj0WjIy8zjmruvQlNURMD06ZCfDwMHwvLlNu8skJWlJSFBGlchXJ3Ne4qsWLGi3hOwKisrWbFihUOKEkII0TrlHztJQfYpOvWJJiDUn8wD2VSXV+A3Zw5u+/ZB+/aWB7S8vW0aNytLS3x8oDSuQrQANs+8zpw5k3HjxhEWFlbr/aKiImbOnMn06dMdVpwz5eXlWb0f7dlyc3Ptym1PvCvGqpnbFWPVzO2KsWrmlnt2QqzejEeAjt3b/gSNht7DulN5z934fP89Zk9PTr33HtXu7pa9Xa2UlaUlLs6PzEwd0dEmkpML0OvNVg/RrL9fTohVM7fcs2vEOiN3UVGR1fE2N6+KoqDRaOq8n5mZib+/v63DNZmkpCSSkpIwmUxqlyKEEKIBAWH+XHnLZfyz8wie3h5cmLkTn2XLAMhasAB9//42jXd6xjUzU0dERCUpKUbCw81OqFwI0VSsbl5jY2PRaDRoNBpGjx6Nm9v/Qk0mE4cPH2bcuHFOKdIREhMTSUxMxGg04u/vT0hICAaDoc4Msi3sibU33hVj1cztirFq5nbFWDVzyz07NjYsLIx+F/ax/Gz/5v8AUPzgg+inTbMpb0YGJCRYTpCNjjaRkmIkNjbEaXW3tFg1c8s9u0asI3N7enpaHWd18zpx4kQA0tLSGDt2LL5nnGTi4eFBhw4dmDRpktWJhRBCiAb98w9MmgTV1XD99ZTec895Q4oKijl5vIDAtgEUlhhq7SqQnFwgM65CtBBWN6+PP/44AB06dGDy5Mk2dchCCCGE1U6dgquugpMn4YIL4N134Tzr4U6k55Lyynrysk6iMYTz1rfXkH7UrebhLL1eGlchWgqb17zOmDEDsOwukJOTg9lc+z8IUVFRjqlMCCFE61NdDdddB/v2QUQErFkDXl7nbV7/2ryfYwdP4Nu+K4veH0VBqVutXQVseL5LCNHM2dy8HjhwgFmzZrFp06Za759+kEseiBJCCNFo99wDGzZYtsL64gto186qMHe9G8YyA699OJqCUj/ah5WRmuol22EJ0QLZ3LzedNNNuLm5sW7dOtq1a1fvzgNCCCGEzV57DZYutbz+4AOIjbU6NLhLbz7a1ot8oy9hQcVs2CD7uArRUtncvKalpbF9+3Z69OjhjHqEEEK0Rt99B3PnWl4vXGg5BtZKGRlw1UQfck5Cxw5mfvjRiw4ddE4qVAihNpub15iYGPLy8pxRixBCiNZo3z649lowmeDGG+HBB60Ozcig1q4CqalamXEVooWz6nhYo9FY8+vZZ5/lgQceIDU1lfz8/FqfGY1GZ9crhBCiJTl5Eq6+2rLDwNCh8NZbYOVytLqNqywVEKI1sGrmNSAgoNbaVkVRGD16dK1r5IEtIYQQNqmqssy4HjgAUVGQkgJ6vVWh0rgK0XpZ1bz++OOPzq5DCCFEa6IocOed8MMP4OsLa9eClSf1SOMqROtmVfM6cuRIZ9chhBCiNVm6FJYtsywRWLUK+va1KkwaVyGEzQ9s7dq1q973NRoNnp6eREVFobfyxz5CCNFSlBWXUVVRjSHI1+FbCBafKqFSKcPbzwtPnY9Dx1bF11/D3XdbXj/3nGXNqxWysrQkJEjjKkRrZ3Pz2r9//3P+h9nd3Z3JkyezbNkyOUJWCNEq7P39ABtW/kRleSV9R8Rw6ZTh6HT2b9WkKApbvtxB6s5vqOh8gradwri45+X09BvkgKrVodu3DyZPBrMZZs6Ef//bqrisLC3x8YGkp0vjKkRrZ3PzmpKSwoMPPsj999/PBRdcAMDvv//OCy+8wOOPP051dTUPPfQQjz32GIsXL3Z4wY6Sl5dHeXl5o2Jzc3Ptym1PvCvGqpnbFWPVzO2KsWrmzs3NxWwy89W7P3Iy+xQ+/t6kfv4zQR39iezW3u68BTmn+Cr5a0oGH8JsNFH8RzFmzdfoI/woP1VtV91qxJ7cv59OU6aA0UjlRRdxOPFeMpJT8fbzpmPfqAYb/qwsLXFxfmRm6oiONpGcXIBeb7bpyFdX/LPdWv+dUiNWzdyuGOuM3EXnOQL6TDY3rwsWLGDJkiWMHTu25r0+ffoQERHBf/7zH37//Xd8fHz497//3aya16SkJJKSkmQ3BCGEQ5nNZkzVJtzcdbh7uFNqLMVsMjtmbJMZM2Y0blq0ZsCkxWw2Y1YcM36Tqqwk8p578MjMxBQVRcazL/P52z+SezQPNw8dQ+MGc+H4gXXCTs+4ZmbqiIioJCXFSHi4C96/EMJhbG5ed+/eTXR0dJ33o6Oj2b17N2BZWnD8+HH7q3OgxMREEhMTMRqN+Pv7ExISgsFgIMzKp1vrY0+svfGuGKtmbleMVTO3K8aqmXvsDZfx4+pfqCqv4qLLBhM7tC9u7tb95/VceUNDQxlx2Qh+S/+eqk4nCYkI5MLuI+gc2J08jzy7626yWEWB2bNh2zbMBgO69espPaml9EQ5vQb2JOdoHsf/yiVsZu0xMzIgIQHS0yE62kRKipHY2JBG12xz3a08Vs3ccs+uEevI3LYsNbW5ee3RoweLFi3izTffxMPDA4CqqioWLVpUc2RsVlYWbdq0sXVoIYRwSQNG9yE6JoLKskrCokLQuTnmaFKNRsPoKRfT52hPijWnCGrrT4BHKFqNVefLNB8vvQTvvoui1WJctoyAXr3w3XMUL19Pjh88QXlpBZ37d6gVcvauAsnJBTLjKoQAGtG8JiUlERcXR0REBH3/u7XJ7t27MZlMrFu3DoBDhw5xxx13OLZSIYRoxoLbBTplXK1WS9sOYYB9syOqWbcO7rsPgOL586n87wE3HXpFMmb6SHb/8jcBof6MvG5ITUh922Hp9dK4CiEsbG5ehw4dyuHDh/nwww/Zv38/ANdeey1TpkzBYDAAcOONNzq2SiGEEK5nzx644QbLsoFbb6XslltqPtJoNAy4rC8DLqu9v2tD+7ja8nCWEKJls7l5BTAYDNx2222OrkUIIURLkZNj2b+1uNjSjS5dCgUF5wyRAwiEENawqnn94osvuOKKK3B3d+eLL74457VxcXEOKUwIIYSLqqiAa66BI0egSxdITgZ393OGSOMqhLCWVc3rxIkTyc7OJiwsjIkTJzZ4nUajka2ohBCiNfvvEgF+/RX8/WHtWggOPmeINK5CCFtY1byazeZ6XwshhBC1PPccrFgBOh18+in8dxeahkjjKoSwlV37rTT2hCohhBAt0Jo18PDDltdLlsCYMee8XBpXIURj2Ny8mkwmnnrqKcLDw/H19eXQoUMA/Oc//+Gdd95xeIFCCCFcQFoaTJtmWTZwxx2QmHjOy6VxFUI0ls3N64IFC1i+fDnPPfdczSEFAL179+btt992aHFCCCFcQHY2xMVBSQlcdhm8/PI5L5fGVQhhD5ub1xUrVvDmm28ydepUdLr/nSLTr18/9u7d69DihBBCNHPl5TBxoqUj7dYNPvnknDsLZGVppXEVQtjF5n1es7Ky6NKlS533zWYzVVVVDilKCCGEC1AUuPlm2LIFAgMtp2kFNnzSWFaWlvj4QNLTpXEVQjSezc1rTEwMP//8M9HR0bXeT05OJjY21mGFOVteXl6jHzjLzc21K7c98a4Yq2ZuV4xVM7crxqqZu7Xfs/dLL+G7ahWKmxun3n6bKn//Bo/CysrSEhfnR2amjuhoE8nJBej1ZqtPzmoJ3y9XiVUzt9yza8Q6I3dRUZHV8TY3r/PmzWPGjBlkZWVhNpv57LPP2LdvHytWrGDdunW2DtdkkpKSSEpKkn1ohRDCAfTr1uG7aBEARQsXUjV8eIPXnp5xzczUERFRSUqKkfDwxm27qCgKh3enU3CikLDoUCK7tW/UOEII12Vz8zphwgTWrl3Lk08+iY+PD/PmzWPAgAGsXbuWMefZFkVNiYmJJCYmYjQa8ff3JyQkBIPBQFhYWKPHtCfW3nhXjFUztyvGqpnbFWPVzN3a7tlt1y78//Uvyxd33YXffffh18C1GRmQkADp6RAdbSIlxUhsbEjjCgay9+bx4/u/UVFSgSHIl2vuupKOfaLPH/hfrvj73Nr+fKkZq2ZuV4x1ZG5PT0+r42xuXgEuvvhiNmzY0JhQIYQQLkybnY3/9OlQVgbjxsHixQ1ee/auAsnJBY2ecT3t0K50qiuq6dgnikO7jpK5/7hNzasQwvU1qnkFqKysJCcnp86JW1FRUXYXJYQQohkqLcV/xgx0x49Dz56wejW41f/XSH3bYen19p/QGBIehMlkIutANu4eOvxCDHaPKYRwLTY3rwcOHGDWrFls2rSp1vuKoqDRaGRNqRBCtERmM8yciXtaGuagILRr14K/f72XNrSPq7UPZ53L4HH9qaqoJvtIDtExEfQedu7jZ4UQLY/NzetNN92Em5sb69ato127dmg0GmfUJYQQojl58kn45BMUd3cK332XwM6d673M2QcQ6L30XHL9MMcNKIRwOTY3r2lpaWzfvp0ePeT/doUQolVYvRrmzweg6NlnqRoypN7L5OQsIURTsPmErZiYGPLy8pxRixBCiObm999h5kzL63//m/KpU+u9TBpXIURTsap5NRqNNb+effZZHnjgAVJTU8nPz6/1mdFodHa9QgghmkpmJkyYYDkCdvx4ePbZei+TxlUI0ZSsWjYQEBBQa22roiiMHj261jXywJYQQrQgJSUQFwfZ2dC7N6xaBTpdncukcRVCNDWrmtcff/zR2XUIIYRwELPZzLZv/mDf1n8IiQhixKSL8PH3sWUAmD4ddu6E0FBYuxb86h5DII2rEEINVjWvI0eOdHYdQgghHOTAjsN898FPaIB/dhwG4IpZo88ddKZ58+Czz8DDA1JSoEOHOpdI4yqEUIvND2wJIYRo3oz5RVSWVdK+S1s8ffTkZZ60PvjDD2HBAsvrt96CYXW3pcrK0krjKoRQjTSvQgjRwkT1CCe4fSCHdx9FAboP7mJd4ObNcPPNltcPPWRZOnCWrCwt8fGB0rgKIVTT6ONhXV1eXh7l5eWNis3NzbUrtz3xrhirZm5XjFUztyvGqpm7ud6zxgsumTmUrH+yMQT6EtW3HTlnHG9VX6w2I4OguDi0FRVUXHEFhXfdVedIrKwsLXFxfmRm6oiONpGcXIBeb7b65Kzm+v2S2OaTW+7ZNWKdkbuoqMjq+FbTvCYlJZGUlCS7IQghWoWwyBDCIkOsulZTUoL/9Olo8/Ko6tULY1ISaGv/YO70jGtmpo6IiEpSUoyEh5udUboQQpxTo5rX6upqUlNTOXjwIFOmTMFgMHDs2DH8/Pzw9fV1dI0OkZiYSGJiIkajEX9/f0JCQjAYDISFhTV6THti7Y13xVg1c7tirJq5XTFWzdzOjFUUhdLSUnx8fCgpKcHb27vW1oV25zaZ4JZb4K+/oE0b3NevJzQqqtZ1GRmQkADp6RAdbSIlxUhsrHWNcYN5VYhVM7crxqqZW+7ZNWIdmdvT09PqOJub1/T0dMaNG8fRo0epqKhgzJgxGAwGnn32WSoqKnjjjTdsHVIIIUQ9FEXhzW++5aOjR1k0aBAPbdvGDVFR3Dr2cscleeQR+OIL0OthzRqop3E98+Gs5OQCmXEVQqjK5ge27rrrLgYNGkRBQQFeXl4178fHx/P99987tDghhGjNSktL+ejoUTb27c8VBw+xsW9/Pjp6lNLSUsckWL4cnnvO8vrdd+Gii2p9XN92WNK4CiHUZvPM688//8ymTZvw8PCo9X6HDh3IyspyWGFCCNHa+fj4sGjQIK44eIhTXboS8M8BFg0aVLOEoKSwBKOuCEOQb62lBNZw37IFbr3V8sVjj8GUKbU+b2gfV2sfzhJCCGexuXk1m831PvSUmZmJwWBwSFFCCCGgpKSEh7Zt41Tf/gT8c4BTkVE8tG0bX3bvxq6Nf7J53TZ8PHwZOLY/IyZdZHUDq01Px3/mTKiqgkmTYP78Wp/LAQRCiObM5mUDl19+OS+//HLN1xqNhuLiYh5//HGuvPJKR9YmhBCtmre3NzdERTFyVxpfde7EyF1p3BAVhVINv325ncrSKhQFfv9yB7mZ+dYNajQScOONaPPzYcAAeP/9WjsLSOMqhGjubJ55feGFFxg7diwxMTGUl5czZcoUDhw4QEhICB999JEzahRCiFZJo9Fw69jLmfbf3Qa+7N4Nb29vSgpLMZsVdG46dG46TNUmFLNy/gFNJrjhBtz27cPUpg26L74AH5+aj6VxFUK4Apub14iICP744w9Wr17Nrl27KC4u5uabb2bq1Km1HuASQghhP41Gg89/G8zT//QN8GHg6L5s/SaNyopKYkf3ITQy+PyDPfAArF+P4ulJ4YoVBIWH13wkjasQwlXY3LyWl5fj6enJtGnTnFGPEEIIKwwa159OsR0IDgwmJDwIrfY8q8DefhtefBEA4yuvUN2/f81H0rgKIVyJzWtew8LCmDFjBhs2bMBsli1ThBBCDRqNhuC2gYRFhpy/cU1Nhdtvt7yeP5+KCRNqPpLGVQjhamxuXt9//31KS0uZMGEC4eHh3H333Wzbtq1RyV9//XX69u2Ln58ffn5+DBkyhK+++uqcMZ9++ik9evTA09OTPn36sH79+kblFkKIVuHgQcuOAtXVcP318J//1HwkjasQwhXZ3LzGx8fz6aefcuLECZ555hn++usvLrroIrp168aTTz5p01gREREsWrSI7du3s23bNi699FImTJjAn3/+We/1mzZt4oYbbuDmm29m586dTJw4kYkTJ7Jnzx5bb0MIIVq+U6fgqqvg5EkYPNhyEMF/t9PKytJK4yqEcEk2N6+nGQwGZs6cybfffsuuXbvw8fFh/ll7BZ7P1VdfzZVXXknXrl3p1q0bCxYswNfXl99++63e65csWcK4ceO4//776dmzJ0899RQDBgxg6dKljb0NIYRomaqrYfJk2LsXwsPh88/hvw/VZmVpiY8PlMZVCOGSbH5g67Ty8nK++OILVq1axddff02bNm24//77G12IyWTi008/paSkhCFDhtR7zebNm7n33ntrvTd27FjWrFnT4LgVFRVUVFTUfG00GgHIy8ujvLy8UbXm5uY2Ks4R8a4Yq2ZuV4xVM7crxqqZuznfs+8jj+D97bcoXl4UvP8+lRoN6T9s5egRhXv+05esYzqio00kJxeg15utPjmrpX6/JLZ55JZ7do1YZ+QuKiqyOt7m5vWbb75h1apVrFmzBjc3NxISEvj2228ZMWKErUMBsHv3boYMGUJ5eTm+vr6kpKQQExNT77XZ2dm0adOm1ntt2rQhOzu7wfEXLlxo84ywEEK4Mq/ly/F+5x0AjElJVPfpw9b12/nm4/188NONFJZ6Et6+nJSUYsLD5cFbIYRrsbl5jY+P56qrrmLFihVceeWVuLu721VA9+7dSUtLo7CwkOTkZGbMmMHGjRsbbGBt9fDDD9earTUajURGRhISEoLBYCAsLKzRY9sTa2+8K8aqmdsVY9XM7YqxauZuVvf83XfwyCOW1wsW4D9zJoqisOtnIx/9chOFpf74e5/k5QWHiI0d5Li8LhCrZm5XjFUzt9yza8Q6Mrenp6fVcTY3rydOnMBgMNga1iAPDw+6dOkCwMCBA9m6dStLlixh2bJlda5t27YtJ06cqFNP27ZtGxxfr9ej1+sdVq8QQjRb+/fDtddaTtKaNg0efhiAzEwNr6wZz8liX4J8C5k64gM6dLpY5WKFEKJxbH5g68zGtby8HKPRWOuXvcxmc601qmcaMmQI33//fa33NmzY0OAaWSGEaDUKCiw7C5w6BUOGwFtvgUZTsx1WzklfwoJKuH/qd1w5rReR3durXbEQQjSKzTOvJSUlPPjgg3zyySfk5+fX+dxkMlk91sMPP8wVV1xBVFQURUVFrFq1itTUVL755hsApk+fTnh4OAsXLgTgrrvuYuTIkbzwwguMHz+e1atXs23bNt58801bb0MIIVqOqirLjOuBAxAVBSkp4OlZzz6uPkRGTiLH2qezhBCiGbJ55vWBBx7ghx9+4PXXX0ev1/P2228zf/582rdvz4oVK2waKycnh+nTp9O9e3dGjx7N1q1b+eabbxgzZgwAR48e5fjx4zXXDx06lFWrVvHmm2/Sr18/kpOTWbNmDb1797b1NoQQomVQFJg7F77/Hnx8YO1aaNNGDiAQQrRYNs+8rl27lhUrVjBq1ChmzpzJxRdfTJcuXYiOjubDDz9k6tSpVo/1zn+fhm1IampqnfeuvfZarr32WlvLFkKIlikpCd54w3L4wKpV0LevNK5CiBbN5pnXkydP0qlTJwD8/Pw4efIkAMOHD+enn35ybHVCCCEa5JGaCnfdZfni2WchLk4aVyFEi2dz89qpUycOHz4MQI8ePfjkk08Ay4xsQECAQ4sTQghRP93+/fjNng1mM9x0E9x3nzSuQohWwebmdebMmfzxxx8APPTQQyQlJeHp6ck999xj1wlbQgghrJSfT8C0aWiLimD4cHjjDTIyNdK4CiFaBZvXvN5zzz01ry+77DL27t3L9u3b6dKlC3379nVocUIIIc5SWQmTJqFLT8cUGYnus8/IyNFL4yqEaDVsbl7Ly8trnYIQHR1NdHS0Q4sSQghRD0WBO+6AjRsx+/pyauVKSstDpXEVQrQqNjevAQEBXHDBBYwcOZJRo0YxdOhQvLy8nFGbEEKIM738MrzzDmi1GJct46hfLxJGSeMqhGhdbF7z+t133zFu3Di2bNnChAkTCAwMZPjw4Tz66KNs2LDBGTUKIYT48ku47z7L68WLOdzzcuLjA6VxFUK0OjbPvA4fPpzhw4fzyCOPUF1dzdatW1m2bBnPPfccixYtsumELTXl5eVRXl7eqNjc3Fy7ctsT74qxauZ2xVg1c7tirJq5mypW9/ffBF5/PVqzmbKpU9k7chpxcX5kZuqIjjaRnFyAXm/G2oOzXOGeHRmrZm5XjFUzt9yza8Q6I3dRUZHV8TY3rwD79+8nNTW15ldFRQVXXXUVo0aNasxwTSIpKYmkpCSXaa6FEAJAk5dHwI03oi0upnLoUPbOfZ74a4LIzNQREVFJSoqR8HCz2mUKIUSTsbl5DQ8Pp6ysjFGjRjFq1CgefPBB+vbti0ajcUZ9DpOYmEhiYiJGoxF/f39CQkIwGAyEhYU1ekx7Yu2Nd8VYNXO7YqyauV0xVs3cToutqIBJkyAjAzp35sTr60iIDyQ9HaKjTaSkGImNDXFO7hYYq2ZuV4xVM7fcs2vEOjL3mZsBnI/Na15DQ0MpLS0lOzub7OxsTpw4QVlZma3DCCGEOBdFgdtug19+AX9/Mt76mlFnrHFNSSmQGVchRKtkc/OalpZGdnY2Dz30EBUVFTzyyCOEhIQwdOhQHn30UWfUKIQQrc/ixbB8Oeh0ZCz9nFGzu9R6OEsaVyFEa9WoNa8BAQHExcUxbNgwhg4dyueff85HH33Eli1bWLBggaNrFEKI1uWLL+DBBwHIePxtRj0+ss6uAtY+nCWEEC2Nzc3rZ599VvOg1l9//UVQUBDDhw/nhRdeYOTIkc6oUQghWpyyknLKissJDgpG56b73wd//AFTpoCikHHjI4xaPkO2wxJCiDPY3LzedtttjBgxgltvvZWRI0fSp08fZ9QlhBAtVsa+LD5++XOKC4rpM7gXV912OV4+npCdDVdfDSUlZAy7nlG/Ps2hQxppXIUQ4gw2N6858rMqIYSwy+YvtpF7NI/g9kH8tXk/3QZ2pt9FnSE+HjIyyOg4glFZH3DoiDSuQghxtkateRVCCNF4ZrMCGg1anQYUBcVshtmz4bffyPDrxajqDRzK0EnjKoQQ9bB5twEhhBD2ueiqgQS3C6Aov5hug7sQs/Ez+PBDMrTRjPL5nUMZHtK4CiFEA2TmVQghmliHXpFMfnACpcYyuv+zB7fJT5BBBKOC/uDQcW9pXIUQ4hxk5lUIIVTg4+dDu5PHcJs509K4+u3kUJ6/NK5CCHEeNjevs2bNoqioqM77JSUlzJo1yyFFCSFES6c9cQL/6dPJKA1ilNcWDhlDpHEVQggr2Ny8vv/++/UeB1tWVsaKFSscUpQQQrRoZWX4T5/OseM6Rrn/yqGy9tK4CiGElaxe82o0GlEUBUVRKCoqwtPTs+Yzk8nE+vXrCQsLc0qRQgjRYigKzJxJdloeo7Q/cagqShpXIYSwgdXNa0BAABqNBo1GQ7du3ep8rtFomD9/vkOLc6a8vDzKy8sbFZubm2tXbnviXTFWzdyuGKtmbleMVTN3Y2K9Fy+m4ONfGUUqh8wdiY42kZxcgF5vtunIV1e6Z7Vj1cztirFq5pZ7do1YZ+Sub0lqQ6xuXn/88UcUReHSSy/l//7v/wgKCqr5zMPDg+joaNq3b2914qaWlJREUlISJpNJ7VKEEK2Ufs0aCp7/yNK40pmIiEpSUoyEh5vVLk0IIVyG1c3ryJEjATh8+DCRkZFota61UUFiYiKJiYkYjUb8/f0JCQnBYDDYtdTB3mUSauWWe3aNWDVzu2Ksmrmtit26lYy5z9c0rtHRJlJSjMTGhjQ6r9W5JVb13K4Yq2ZuuWfXiHVk7jOXo56Pzfu8RkdHc+rUKX7//XdycnIwm2vPGEyfPt3WIYUQomXLzCTjqtsZVfE1h+hMp04KyckFMuMqhBCNYHPzunbtWqZOnUpxcTF+fn5oNJqazzQajTSvQghxppISMq64lVE5H1sa1w5mUlO16PXSuAohRGPY/LP/f//738yaNYvi4mJOnTpFQUFBza+TJ086o0YhhHBNZjMZ197LqD2vWhrXqCpSf9LKrgJCCGEHm5vXrKws5s6di7e3tzPqEUKIFiPj7hcY9dUDlsa1fRmpv7hL4yqEEHayuXkdO3Ys27Ztc0YtQgjRYmS8uoZRr15jaVxDi0j9zUsaVyGEcACb17yOHz+e+++/n7/++os+ffrg7u5e6/O4uDiHFSeEEK4o4/MdjJrbl0N0olNAPqnbg6VxFUIIB7G5eb3lllsAePLJJ+t8ptFoZB9VIUSrlvFbFqMmBXGIDnTyziY1LUwaVyGEcCCbm9ezt8YSQghhkbG3hFEjzRwydaCTRwap24OIjHatPbGFEKK5k/+qCiGEA2Skmxk1sIhDlZF00h4hdaOWyB4+apclhBAtjs0zrwAlJSVs3LiRo0ePUllZWeuzuXPnOqQwIYRoSv/sPMxvX27HzU3H8GsuJKKb9cddZ2TAqP4FHCptSycOkfp/BUReNNCJ1QohROtlc/O6c+dOrrzySkpLSykpKSEoKIi8vDy8vb0JCwuT5lUI4XKM+UWsf/sHCnOLMJvNGPOLmPHkZPRe+vPGZmVpSRhbxKFTwXTiIKlLdhE5Mb4JqhZCiNbJ5mUD99xzD1dffTUFBQV4eXnx22+/kZ6ezsCBA1m8eLEzahRCCKcqLSqjpLCUsKgQgtsFYjxZTHlJxXnjsrK0XHOlF4dyDZbG9c7PiJwrjasQQjiTzTOvaWlpLFu2DK1Wi06no6Kigk6dOvHcc88xY8YMrrnmGmfU6XB5eXmUl5c3KjY3N9eu3PbEu2KsmrldMVbN3K4Y64jcZncTAVEG/tl1CI0Geg7pRll1KRU5Df83IitLy4Tx3mRke9OJg3x96VPoH1lETk6O02u2N761xaqZ2xVj1cwt9+wasc7IXVRUZHW8zc2ru7s7Wq1lwjYsLIyjR4/Ss2dP/P39ycjIsHW4JpOUlERSUpJs5SWEqMPdw40rZo/m8K50tDotnft1qPnvXH2ysrTET/An47g7nTjIhu634fv2m3COGCGEEI5hc/MaGxvL1q1b6dq1KyNHjmTevHnk5eWxcuVKevfu7YwaHSIxMZHExESMRiP+/v6EhIRgMBgICwtr9Jj2xNob74qxauZ2xVg1c7tirCNyd+gUfd7rMjIgIUEhPUNDJw7yfXACHb5bCxERjc5rD1f8vXLlPyOtKVbN3HLPrhHryNyenp5Wx9k8TfDMM8/Qrl07ABYsWEBgYCC33347ubm5LFu2zNbhhBDCZWRkwKhRcOiQpXH9UT8Ovw8XNbpxFUIIYTubZ14HDRpU8zosLIyvv/7aoQUJIURz9L/GFcvDWYzC79V5VMTGql2aEEK0KjbPvB4+fJgDBw7Uef/AgQMcOXLEETUJIUSzUl/jGvnEbComTFC7NCGEaHVsbl5vuukmNm3aVOf9LVu2cNNNNzmiJiGEaDZqNa7aw5bGdfIwmDdP7dKEEKJVsrl53blzJ8OGDavz/kUXXURaWpojahJCiGahVuPqfpRU8wgiB7eD994DjUbt8oQQolWyuXnVaDT17sVVWFgo21AJIVqMWo2r1zFSq4YRGa7AmjXg5aV2eUII0WrZ3LyOGDGChQsX1mpUTSYTCxcuZPjw4Q4tTggh1FCrcfXLI7XsQiK98uGLL6B9e7XLE0KIVs3m3QaeffZZRowYQffu3bn44osB+PnnnzEajfzwww8OL1AIIZpSrcY1pJDUvFgiyYSVyTBggNrlCSFEq2fzzGtMTAy7du3iuuuuIycnh6KiIqZPn87evXub9SEFQghxPrUa13ZlpJ7sZ2lcn34aJk1SuzwhhBA0YuYVoH379jzzzDOOrkUIIVRTq3GNrCTVeAGR5nSYMgUeeUTt8oQQQvyXVc3rrl276N27N1qtll27dp3z2r59+zqkMCGEaCpZWVoSEv7buHYwkaoZQ2ThHrjwQnjnHdlZQAghmhGrmtf+/fuTnZ1NWFgY/fv3R6PRoChKnes0Go3sOCCEcClZWVri4wNJT4dOnRRS200j8tefIDLSsrOADedtCyGEcD6rmtfDhw8TGhpa87olyMvLo7y8vFGxubm5duW2J94VY9XM7YqxauZ2xVh74rOytMTF+ZGZqSM62sRXAx8g8tPVmL29OfX++1RrtZCT4/C89saqmdsVY9XM7YqxauaWe3aNWGfkrm8b1oZY9cBWfHw8p06dAuD9998nNDSU6Ojoen81V0lJScTExDB48GC1SxFCNAOnZ1wzMz2IiKjkq+vfoNunL6JoNBhff53qXr3ULlEIIUQ9rJp5/fvvvykpKSEwMJD58+dz22234e3t7ezaHCoxMZHExESMRiP+/v6EhIRgMBgICwtr9Jj2xNob74qxauZ2xVg1c7tirC3xGRmQkADp6RAdbWLdA9/Qc+5dAGgWLSJg+nSn5HV0rJq5XTFWzdyuGKtmbrln14h1ZG5PG5ZoWb3mdebMmQwfPhxFUVi8eDG+vr71XjtPzvsWQjRjtXYV6AQpz+8gZuY0MJlgxgy4/367xq8oq2DPL3spL6mgS2xH2kSHOqZwIYQQgJXN6/Lly3n88cdZt24dGo2Gr776Cje3uqEajUaaVyFEs3V245qaUkC7CdehNRph2DBYtszunQW++/Bntn2dhqnaxB+pf3LDI9cQGObvmBsQQghhXfPavXt3Vq9eDYBWq+X777+3e5pZCCGaUp3G9dtKIm+OhyNHMEVGoktJAb3erhwmk4mDaUcw/H979x0eRbk9cPy7u0k2fdNDSKND6KEoRSnSBARBUUQvoIJXMXoB2xX1FuUq+rOAJVYU1CuCgsECSlNAmtJCJ0CANAIpJNkU0nbn98deoiGF3WSTyZLzeZ48ZnfnzDkzGeTwZuZ9fT3xC/Hh7JEULpzNkOZVCCHsyOZFCsxmc0PUIYQQDaZK4/qLQvh/HoEtWzB7eJD7+ef4B9b/1/s6nY6Q1kEc+vU4+TkFGAK88A32qfd+hRBC/MGq5vW7775j9OjRODs7891339W67fjx4+1SmBBC2EOVxnUzhK96Ez76CDQajB98gCkqym75Rt07FEOgN4V5RXQd2EnueRVCCDuzqnmdMGFCxSIFEyZMqHE7WaRACNGUVNu4HloLjz9u2eC11ygdMcKuOb39vRg5bYhd9ymEEOIPVjWvf75VQG4bEEI4gmobV+MRuOsuMJthxgyYOxfqOVG3EEKIxmXzPa9CCNHUVdu4umbC4HGQnw+DBsG779Z7ZgEhhBCNr07N66ZNm9i0aRMZGRlVRmI/+eQTuxQmhBB1UW3jGlQCw2+DM2csb65aBS4uapcqhBCiDqxaHvbPnn/+eUaOHMmmTZvIysoiJyen0pctFixYQN++fStWupowYQIJCQm1xixduhSNRlPpy5ZVGYQQ165qG9cwBWbNgm3bwNsbfvgBAgLULlUIIUQd2Tzy+v7777N06VKmTp1a7+RbtmwhJiaGvn37Ul5ezjPPPMPIkSM5evQoHh4eNcZ5e3tXanI18qs/IZq9tDQtkyZd0biGA6+9DkuWgFYLX30FdpxZQAghROOzuXktLS1lwIABdkn+008/VXq9dOlSgoKC2Lt3L4MGDaoxTqPR0KJFC7vUIIRwfGlpWiZO9CUp6YrG9fvv4amnLBstWgSjRqlYpRBCCHuwuXmdOXMmy5Yt4x//+Ifdi8nLywPAz8+v1u0KCgqIjIzEbDbTq1cvXnrpJbp06VLttiUlJZSUlFS8NhqNAGRlZVFcXFynOjPr+XRyfeIdMVbN3I4Yq2ZuR4xNS9Myfrw3qak6IiNNrFyZg15vJvuXI/hOmYJWUSiaPp2CO++EjIwmU7dcI40Xq2ZuR4xVM7ccs2PENkTu/Px8q+Ntbl6Li4v58MMP2bhxI927d8fZ2bnS52+88YatuwQsU3DNmTOHgQMH0rVr1xq369ixI5988gndu3cnLy+P1157jQEDBnDkyBHCwsKqbL9gwQKef/75OtUkhGjaLo+4pqbqCAsrJS7OSGioGU1GBj7TpqEtLKT0hhsoePFFmVlACCGuETY3rwcPHqRnz54AHD58uNJn9bn3NCYmhsOHD7Nt27Zat+vfvz/9+/eveD1gwACioqL44IMPmD9/fpXt582bx2OPPVbx2mg0Eh4eTkBAQMWDYnVVn9j6xjtirJq5HTFWzdyOEJuSApMmQVISREaaiIszEh0dAMXFMGECpKZC+/a4fPstQVf5bU5j1m3PWDVzO2KsmrkdMVbN3HLMjhFrz9y2PHxvc/P6yy+/2BpyVY888gg//PADW7durXb0tDbOzs5ER0dz6tSpaj/X6/Xo9Xp7lCmEaCKunFVg5cocQkPNoCjwwAOwcyf4+FjuebWicRVCCOE4bJ4qy54UReGRRx4hLi6On3/+mdatW9u8D5PJxKFDhwgJCWmACoUQTU1102GFhv5vvumXX4b//hd0Ovj6a+jYsVFqMplMnIo/w9GdCRTlX2qUnEII0VzZPPI6ceLEam8PuDzfart27bj77rvpaMVfGjExMSxbtoxvv/0WLy8vzp8/D4DBYMDNzQ2AadOmERoayoIFCwB44YUX6NevH+3atSM3N5dXX32VpKQkZs6caeuhCCEcTLXzuIZbnsPSr1kDzzxj2fDtt2H48Eara+vXO9nx7W7Ky0y06R7JpMfH4eYh808LIURDsHnk1WAw8PPPP7Nv376KRQL279/Pzz//THl5OStWrKBHjx5s3779qvt67733yMvLY8iQIYSEhFR8rVixomKb5ORk0tPTK17n5OTwwAMPEBUVxZgxYzAajezYsYPOnTvbeihCCAdSU+MK4HToEN4xMZYXjzxiWZSgkZSWlHFw61HcPN0IbR/C2cPJnDt1vtHyCyFEc2PzyGuLFi24++67eeedd9BqLb2v2Wxm9uzZeHl5sXz5ch566CH+/ve/X/XhK0VRrppv8+bNlV4vXLiQhQsX2lq2EMKB1da4kp6OYdo0NJcuwciR0Mj/f9A5afHy9ST5eBqll0px9XTF3cutUWsQQojmxOaR148//pg5c+ZUNK4AWq2WRx99lA8//BCNRsMjjzxSZSYCIYSoi1ob10uXYMIEdOfOUd6+PaxYAU42/5u8XnQ6HaPuG0rbHq3wC/Fh2D2DaNG6fk/vCiGEqJnN/5cvLy/n+PHjdOjQodL7x48fx2QyAZbpDmTJViFEfdXauCoK3H8//P47Zl9f8j7/HH8fH1XqDG0XwtR/3qFKbiGEaG5sbl6nTp3KjBkzeOaZZ+jbty8Au3fv5qWXXmLatGkAbNmypcYVr4QQwhq1Nq4A//kPLF8OTk7kffwxpjrMViKEEMLx2Ny8Lly4kODgYP7v//6PCxcuABAcHMzcuXP5+9//DsDIkSO5+eab7VupEKLZuGrj+tVX8M9/Wr5/7z3KBg5UoUohhBBqsLl51el0PPvsszz77LMYjUYAvL29K20TERFhn+qEEM3OVRvX3bth+nTL93PnwsyZlrmyhBBCNAv1erLhyqZVCCHq46qNa1oa3HqrZQnYMWPg1VdVqlQIIYRarGpee/XqxaZNm/D19SU6OrrWh7H27dtnt+KEEM1HWpqWSZNqaVyLimD8eEhPh86d4csvLStpCSGEaFasal5vvfVW9Ho9ABMmTGjIeoQQzVBampaJE31JSqqhcTWbLbcK7NsHAQHw/fcgv/kRQohmyarm9V//+le13zuyrKwsiouL6xSbmZlZr9z1iXfEWDVzO2KsmrnViE1L0zJ+vDepqToiI02sXJmDXm+udBurxyuv4LFyJYqzM7kff0yZp2el+1wd7ZjrG6tmbkeMVTO3I8aqmVuO2TFiGyJ3fn6+1fH1uue1uLiYFStWUFhYyIgRI2jfvn19dtegYmNjiY2NrZiLVgihvssjrqmpOsLCSomLMxIaaq60jX7VKjzeeAOA/Ndeo6xfPzVKFUII0URY3bw+9thjlJWV8fbbbwNQWlpKv379OHr0KO7u7jz11FOsX7+eAQMGNFix9RETE0NMTAxGoxGDwUBAQABeXl4EBdV9JZz6xNY33hFj1cztiLFq5m6M2JQUmDQJkpIgMtJEXJyR6OiAyhv99ptlRgGAJ5/E+29/o7abBZr6Mds7Vs3cjhirZm5HjFUztxyzY8TaM7erq6vVcVYvD7t+/XpGjBhR8fqLL74gOTmZkydPkpOTwx133MGLL75odWIhRPN15awCcXE5VUZcSUmxzCxQUmJ5UGvBAlVqFUII0bRY3bwmJyfTuXPnitfr169n0qRJREZGotFomD17Nvv372+QIoUQ147qpsOq0rgWFMC4cXDhAnTvDv/97zUxs0BuZh5pp9IpLSlTuxQhhHBYVt82oNVqURSl4vWuXbv4xz/+UfHax8eHnJwc+1YnhLim1DSPa6U1BsxmmDoVDhyAoCD47jvw8lKpYvtJ2JPITx9voij/Eq26hDPgrt64ebipXZYQQjgcq0deo6Ki+P777wE4cuQIycnJDB06tOLzpKQkgoOD7V+hEOKacNUFCC577jlYvRpcXCz/jYxs1Dobyq4f9mC8WIBfC19O7D3N2cMpapckhBAOyeqR16eeeoq77rqLNWvWcOTIEcaMGUPr1q0rPl+7di3XXXddgxQphHBsVjeun332x72tH38M/fs3YpUNy9nZCXO5mdLiUjRaDVqt1WMHQggh/sTq/3tOnDiRtWvX0r17d+bOncuKFSsqfe7u7s7DDz9s9wKFEI7N2sbV+fff4YEHLC+eeQb+8pfGLLPB3XB7P4JbB1JaXEqPIV1o3f3aGFEWQojGZtM8r8OGDWPYsGHVfnatLF4ghLAfaxtXbXIyhnvvhdJSmDgR5s9v5EobXkSnUO7/zxSKC0vw9PUgKytL7ZKEEMIh1WuRAiGEqInVtwrk5+MzdSra7Gzo2RM+/xyu0V+pu7i64OLqonYZQgjh0K7NvyGEEKqyunE1meDuu3E6fhzT5ZkFPDwauVohhBCORJpXIYRdWd24Ajz9NPzwA4qrK3mfflrLhkIIIYSFNK9CCLtJS9Na37h+8gm89hoAxkWLKO/Vq7HKFEII4cDknlchhF2kpWmZONGXpCQrGtetW+Ghhyzf//OflEyc2FhlCiGEcHB2bV5vuukmhg4dyuOPP467u7s9d213WVlZFBcX1yk2MzOzXrnrE++IsWrmdsRYNXPXNTYtTcv48d6kpuqIjDSxcmUOer258spZ/6M9exa/iRPRlpVRPH48xlmzmt35qm+smrkdMVbN3I4Yq2ZuOWbHiG2I3Pn5+VbH2/W2gYiICDZt2kSnTp3suVu7iI2NpXPnzvTt21ftUoS4plwecU1NdSEsrJS4uBxCQ83VbqsxGvGZNg3txYuU9eyJ8c03r9mZBYQQQjQMu468Ll26FACj0WjP3dpFTEwMMTExGI1GDAYDAQEBeHl5ERQUVOd91ie2vvGOGKtmbkeMVTO3tbEpKTBpEiQlQWSkibg4I9HRAdVvXF4O06dDQgK0bInzmjUEtWxZY16z2Uz8L0dISUgjOCKQ3iO74+zibJe6r5VYNXM7YqyauR0xVs3ccsyOEWvP3K6urlbHNcg9r97e3g2xWyFEE3LlrAIrV9Y84grAE0/ATz+Bm5tlSqwrGtfLko6lkpGUSW5GHr//uB+zyYyiWD7rd0tv+x+IEEIIh2JV8/rWW29ZvcO//e1vdS5GCOEYqpsOS6+vpXH94AN4803L9599Br2rb0JP7T/D6nd+pCCnkPycAhRFoeeQriQdTeFC8h/3SBXlXyIzJQsvP0/8Wvja78CEEEI0eVY1rwsXLrRqZxqNRppXIa5xNc3jWt3DWQD8/DM88ojl+/nzLfcZ1CDpaCr5Fwto26MVB7YcwVRu5vTBJFxcnQlrH0KhsYiSS6WsfvtHzp06j5efJ2MfGI53qCxsIIQQzYVVzeuZM2caug4hhAOwaQECgJMnLc1qeTlMmQLPPlvr/r0DvNA5aSsa0243diYwzA8PgztnDiez5eudlBSVYMy2NLjnEs+zb+NBhkzvb8/DFEII0YTV+Z7X0tJSzpw5Q9u2bXFykulihbjW2dy45uTALbdY/nv99fDxx6DR1Jqj59AuFBmLSDqSgpefJz2HdSOiUyj7Nx3m8Lbj+AX7kHQ2k9JLpRQaizCVm3B2rf0hLiGEENcWm+eoKSoqYsaMGbi7u9OlSxeSk5MBePTRR3n55ZftXqAQQn02N65lZXDnnXDihGXD1astD2pdhbOLM4Mm9Se8Yygn9p5m+curWb90M6XFpShmBXeDOz6B3oS0DcJUbqJ1twgGTrjOTkcphBDCEdjcvM6bN48DBw6wefPmStMaDB8+nBUrVti1OCGE+mxuXAHmzoWNG8Hd3TKzQIsWVuczZuez7+dDuOid8fB259CvxwgM9SO8Yyjnz2TgH+rHX/5xBw++No2p/7yDoPAapuYSQghxTbL59/2rV69mxYoV9OvXD82ffgXYpUsXEhMT7VqcEEJddWpcY2MtXxoNfPEF9OxpU04nZx1OTjqK8ovR6crROevwa+nHlGcmkpWajXeAN75BhjoekRBCCEdn88hrZmZmtRPSFhYWVmpmhRCOrS6Nq/OWLTB7tuXFggUwYYLNeT0MHgydcgMePu7oPVy48fZ++LXwwcPbncjO4dK4CiFEM2fzyGufPn1Ys2YNjz76KEBFw7p48WL695cnfoW4FtSlcdWdPIlh5kwwmWDaNHjqqTrn7z6oMx36tEVRFNw8rF91RQghxLXP5ub1pZdeYvTo0Rw9epTy8nLefPNNjh49yo4dO9iyZUtD1CiEaERpaVomTbKucVUUhUO/HuPUxj2MeO/vaI1GGDgQPvzwqjMLXI2ru75e8UIIIa5NNt82cMMNNxAfH095eTndunVj/fr1BAUFsXPnTnrXsGqOEMIxpKVpmTjR1+oR1+TjaaxfvIFeH8zHK+s8+T4B8M03oJfGUwghRMOo0wStbdu25aOPPrJ3LY0qKyuL4uLiOsVmZmZefaMGinfEWDVzO2KsWrnT0rSMH+9NaqqOyEgTK1fmoNeba145Czhz4gw3bP6MVhmnKNa58NmgKdwBtSy3Zd+a7RHviLFq5nbEWDVzO2KsmrnlmB0jtiFy5+fnWx1vVfNqNBqt3qG3t7fV2zam2NhYYmNjMZlMapciRJNzecQ1NVVHWFgpcXFGQkPNV42L2vETwSn7MANLu4/FfZDMuSqEEKJhWdW8+vj4WD2TQFNtDmNiYoiJicFoNGIwGAgICMDLy6vamROsVZ/Y+sY7YqyauR0xtrFyp6RYVnBNSoLISBNxcUaio62YO/XHH+E1y8IkKTPmEDVhEh16tbnmz1dTilUztyPGqpnbEWPVzC3H7Bix9sz957UDrsaq5vWXX36p+P7s2bM8/fTT3HvvvRWzC+zcuZNPP/2UBQsWWJ1YCKG+K2cVWLkyx6oRV44cgcmTwWyG++8n8qM3cLvi10DFRSWkJpzDxc2F8I4tZSo9IYQQdmFV8zp48OCK71944QXeeOMNpkyZUvHe+PHj6datGx9++CHTp0+3f5VCCLurbjosvd6KxjUrC8aNg/x8GDQI3nuvyswCxUUlfLPoB07tP4uLmzM33t6PgbfKLQVCCCHqz+bZBnbu3EmfPn2qvN+nTx9+//13uxQlhGhYdVo5C6C0FG67Dc6cgdatYdUqcHGpsllqwjlOxZ+lZdtgnJyc2LfhIOVl5fY+DCGEEM2Qzc1reHh4tTMNLF68mHCr/vYTQqipzo2rosBDD8Gvv4K3N/zwAwRUf2+s3t0FvasLORfyKMwrwt3bHa3O5v/dCCGEEFXYPFXWwoULuf322/nxxx+5/vrrAfj99985efIkq1atsnuBQgj7qXPjCvDGG7BkCWi1sGIFdO5c46ZhHVpy46R+7F1/AL8QX0ZMG4xWK82rEEKI+rO5eR0zZgwnT57k3Xff5fjx4wCMGzeOhx56SEZehWjC6tW4/vADPPmk5fuFC+Hmm2vdXKPRMGB8X64f0wuNViONqxBCCLup0yIFYWFhvPTSS/auRQjRQOrVuB46BFOmWG4bePBBePRRq/PqnHR1KVcIIYSoUZ2a19zcXD7++GOOHTsGQJcuXbj//vsxGAx2LU4IUX/1alwzMiwzCxQUwE03wdtvV5lZQAghhGhMNv8ub8+ePbRt25aFCxdy8eJFLl68yBtvvEHbtm3Zt29fQ9QohKijejWuxcUwcaJl9YJ27eDrr8HZuQGrFUIIIa7O5pHXuXPnMn78eD766COcnCzh5eXlzJw5kzlz5rB161a7FymEsF29GldFgb/+FXbsAIPBcs+rn18DViuEEEJYx+bmdc+ePZUaVwAnJyeeeuqpaud/FUI0vrQ0LZMm1bFxBXjlFfj8c9DpLCOuHTs2VKlCCCGETWy+bcDb25vk5OQq76ekpODl5WWXooQQdZeWpmXiRN86N64ua9fCvHmWF2+9BSNGNEidQgghRF3YPPI6efJkZsyYwWuvvcaAAQMA2L59O08++WSlJWObuqysLIqLi+sUm3nFGu6NGe+IsWrmdsTY+sSnpWkZP96b1FQdkZEmVq7MQa83k5FhXXz+1q20fvhhAIruv5+CSZOwNri6mhVFoaioCA8PDwoLC3F3d0dTzQNfcn05Tm5HjFUztyPGqplbjtkxYhsid35+vtXxNjevr732GhqNhmnTplFeblnu0dnZmVmzZvHyyy/burtGExsbS2xsLCaTSe1ShGgQl0dcU1N1hIWVEhdnJDTUbHW8NiODiEceQXvpEqWDBlEwf3696lEUhc+2/srqCxk8G9WRF48lMCE4iGmDbqy2gRVCCCGsYXPz6uLiwptvvsmCBQtITEwEoG3btri7u9u9OHuKiYkhJiYGo9GIwWAgICAALy8vgoKC6rzP+sTWN94RY9XM7YixtsSnpMCkSZaJASIjTcTFGYmOrn7p1mpdugTjx8OFC5S3a4fL6tUE+frWueai/Etkns9kzcWL7OjTl3tSksnt0xfng/E87OmJh4dHjbH14Yg/ZznmxotVM7cjxqqZW47ZMWLtmdvV1dXquDrN8wrg7u5Ot27d6houhLCTK2cVWLkyx6YRVxQFZsyA337D7OND3uef41/HxhXg7JEU1n60kYLcQkYEmDngm0xu+/b4nDrJy3361Ni4CiGEENawunm9//77rdruk08+qXMxQgjbVDcdll5vQ+MK8OKL8OWX4ORE3scfY2rTpl417fj2dzJTs/EO9uTd0nPkRvTH59RJcsMjeHrPHtZ07CANrBBCiDqzunldunQpkZGRREdHoyhKQ9YkhLBCTfO4WvtwFgArV8I//mH5/t13KbvhhvoXpoAGDXpnPd2SCgn8dQdvDxvE03v2MCUiosnfYiSEEKJps7p5nTVrFl9++SVnzpzhvvvu4y9/+Qt+Mmm5EKqo1wIEl+3ZA9OmWb6fMwceeMDGzrd6/W/tS05GHvk5BdzT/0aGT7+RgCB/1nTsUONsA0IIIYS1rJ7nNTY2lvT0dJ566im+//57wsPDufPOO1m3bp2MxArRiOzSuKalwa23Wh7UGj0aXn3VbvW17hrBvS9M5r7/TGHS3FsICPIHwMPDQxpXIYQQ9WbTIgV6vZ4pU6awYcMGjh49SpcuXXj44Ydp1aoVBQUFDVWjEOJ/7NK4FhVZGtdz56Bz54r7Xe3Jw+BBUHgATs723a8QQghh8wpbFYFaLRqNBkVRZO5UIRqBXRpXsxmmT4e9e8HfH77/HgyGBqhWCCGEaBg2Na8lJSV8+eWXjBgxgg4dOnDo0CHeeecdkpOT8fT0bKgahWj27NK4Ajz/vOUhLWdn+OYby86EEEIIB2L17/Qefvhhli9fTnh4OPfffz9ffvklAQE2TIIuhKgTuzWuX34JL7xg+f7992HQIDtWKYQQQjQOq0de33//fby9vWnTpg1btmzhr3/9K7fddluVL1ssWLCAvn37Vqx0NWHCBBISEq4a9/XXX9OpUydcXV3p1q0ba9eutSmvEI7Cbo3rb7/BffdZvn/iCbBy3mYhhBCiqbG6eZ02bRpDhw7Fx8cHg8FQ45cttmzZQkxMDLt27WLDhg2UlZUxcuRICgsLa4zZsWMHU6ZMYcaMGezfv58JEyYwYcIEDh8+bFNuIZq6tDStfRrXlBSYMAFKSuCWW+Dll+1bqBBCCNGIbFqkwN5++umnKjmCgoLYu3cvg2r4leabb77JzTffzJNPPgnA/Pnz2bBhA++88w7vv/++3WsUQg1paVomTvQlKamejWthIYwfD+fPQ7dusGwZ6HT2LlcIIYRoNE1qHpu8vDyAWhc/2LlzJ4899lil90aNGsXq1aur3b6kpISSkpKK10ajEYCsrCyKi4vrVGdmZmad4uwR74ixauZ2xNi0NC3jx3uTmqojMtLEypU56PXmGtcPyEjO5MyhZFw9XInq1568fMufI8xmvGfMwDU+HnNAABeXLMF86ZJlbtcGqFuur8aLVTO3I8aqmdsRY9XMLcfsGLENkTs/P9/q+CbTvJrNZubMmcPAgQPp2rVrjdudP3+e4ODgSu8FBwdz/vz5ardfsGABzz//vF1rFaKhXB5xTU3VERZWSlyckdBQc43b52bksebDjWSmZqPRaslMy6bHyCgAPF5+Gde1a1FcXMhduhRznYZua6coCmaTGZ2TjOYKIYRoHE2meY2JieHw4cNs27bNrvudN29epZFao9FIeHg4AQEBFQ+K1VV9Yusb74ixauZ2hNiUFJg0CZKSIDLSRFyckejo2mf0yD6Tx6WsUrr26UL2uYtkJ+bi7++P2zff4PHmmwBoFi/Gb+xYu9edfvoC65b+Qv7FAqKHdaNd/0i0Wq1cX40Yq2ZuR4xVM7cjxqqZW47ZMWLtmdvV1dXquCbRvD7yyCP88MMPbN26lbCwsFq3bdGiBRcuXKj03oULF2jRokW12+v1evR6vd1qFaIhXDmrwMqVObWOuF7m18IH7wAvko6mYCo30X1QZ1z27sV77lzLBvPmwdSpFdtnpmZzMT2HoIgAfIN96lyvoihs+HwLZw+n4Onjwa+rdqH3cyYyqvY/v0IIIUR9qdq8KorCo48+SlxcHJs3b6Z169ZXjenfvz+bNm1izpw5Fe9t2LCB/v37N2ClQjSc6qbD0uuv3rgCBEcGMu6hkRzZkYCnwZ3ruwfgMWwwmtJSywwD//lPxbanDybx3bs/kZtpJDDMn9vmjCWkdXDNO7+KgpxC3L3c8G3hQ+qJc5QUldZ5X0IIIYS1VG1eY2JiWLZsGd9++y1eXl4V960aDAbc3NwAyxRdoaGhLFiwAIDZs2czePBgXn/9dcaOHcvy5cvZs2cPH374oWrHIURd1TSPa00PZ1Wnfa82tO/VBvLzYeBAyM6mrGtXnD//HLR/zIZ3dGcCuRlGWnUN5/TBJE7tO1Pn5lWj0dB7ZA82r9hO6olztO4WQWiH6n/7IYQQQtiTqs3re++9B8CQIUMqvb9kyRLuvfdeAJKTk9H+6S/gAQMGsGzZMp577jmeeeYZ2rdvz+rVq2t9yEuIpshuCxAAmExw991w6BCmwEDyPvuMgCuWbHb3dsNsNnMxPRetVovevertNAW5hZhNZgIDA9FoNLWmvG50NCFtgrlUUEx4x5YUXLL+SVEhhBCirlS/beBqNm/eXOW9O+64gzvuuKMBKhKicdi1cQXLva0//AB6PXmffoo5NLTKJn1vjuZiei7nTl+g98gedB/cudLne9Yf4Mcv1mM2KQydeCM33tav1gZWo9EQ0emPPNK8CiGEaAxN4oEtIZoTuzeuS5bAq69WfF/eu3e1m3n5ejLpsXGYyk1VprYqyC1k2ze7KL1Ujs5Zx+9r9hF1fQcCw/zrUZgQQghhf1YvDyuEqD+7N66//ory4IMAmOY9A1OmXDWkujlZFUVBURR0Oi06Jy1ms4Jitu6hMSGEEKIxSfMqRCOxe+N6+jTKxIloyso40boXH5W048zh5Bo3L8q/xPfvr+f9xz9lw+dbKC0pq/jMy9eT68f0Bg0UFVyiXXRrfFv41KM4IYQQomFI8ypEI7B742o0wrhxaLKzSfcLY/3Q+8hIvsjPy7bVeC/57p/2s2ddPPkXC9jx7W4Objla6fP+4/swYMJ1ODs7cXLfab6L/YmSSyXV7ksIIYRQizSvQjQwuzeuJhPcdRccPUp5YDArBtyHs683znpnSotLa2xejdkFlhWwIgIwl5spMhZV+lyj0ZDw+0lKikrx8vXkyI4TJMafrUehQgghhP1J8ypEA7J74wrw5JPw44/g5ob5m28IGdSb7HMXcXF1pv+4PpWmlvuzjn3b4unrwZlDyfiH+tKme2TVjTSaivtfqX2mLCGEEEIVMtuAEFYwmUzkZhhx93LFzdPNqpi0NC2TJtm5cf3oI1i40PL9p5/icsMAJvQp5dT+M7h7udG6awQZNaxw0KF3W+56egIX03MJjgwgKCKwyjbXj4mmMKeAwrwiugzsSLvoq696J4QQQjQmaV6FuIriohLWfLCexINJePl4MuaBYUR2rr0LTUvTMnGiL0lJdmxcf/kFHn7Y8v0LL8Add6AoCru+38OedQfQ6jTccFs/IqNb1riL0HYhhLYLqfHzVl0imDxvIl5u3vgGG9Dpqs5MIIQQQqip2TavWVlZFBcX1yk2MzOzXrnrE++IsWrmtkfs0V0n+G3TXvxCfDh98ixrv9jI7bPH1hiXlqZl3Dgv0tJ0REaWs3JlLnq9+apLvhYVXEJRFDy83KvUrTt9Gt/bbkNbXk7xhAkY//pXyMggMy2bn1dtReukpbzUxE/LNjDUZQAJvydSXmimTddIug2KqvFWgpqO2cPLnezsbADMZjOFuUXoPfS46J2vGlsXzfn6crTcjhirZm5HjFUztxyzY8Q2RO78fOsXumk2zWtsbCyxsbGYTCa1SxEORlEUFECr06LRAOaaV4ZLS9NyyxhPzp3XY/C4yHMP76dly65c7QbSQ78eZef3e1AUhd4jehLRM6RidStNXh6GqVPR5uZSFh2NcdEiuLzy1f/uT9VqNWi1GhQFDmw+ypFtxzF4+5B8NBUPg3udf/1fcqmEjV/8StKRVLx8PRgxbTAtWgXVaV9CCCGEPTSb5jUmJoaYmBiMRiMGg4GAgAC8vLwICqr7X8T1ia1vvCPGqpm7PrFtItuQkZDN2cMpRLQOZ9SUYdXuLyUFbr9d4dx5DT4eF7l3+Aqyj5RjLuxKSJua8xfkFnJo4wmcTHp0TlqObT5J6+4R+LfwJcjPD/7yFzh1CsLCcF6zhqCQP37tHxAQwODx2ezbdBCti5YBt/YlfudBfAy+dOzWnjOHktGZnAkKCkJRFIqKivDw8KCwsBB3d/cal3+9fHwHtx4lZX86/sF+ZJ/LIeHX03S/rmut50uur8aLVTO3I8aqmdsRY9XMLcfsGLH2zO3q6mp1XLNpXoWoKzdPN26bM5ac87m4e7vj6eNRZZvLswqcOaPB39vIXwZ/SZB/KeYSLaby2kf7TeUmTOUmXFyd0TnpKLlUgtlkWd2q4L6/4rlhA2ZXN5S4OHQhle9X1Wq13HT3DfQY0hmtTotvsA95BXkkH0/jzKEkfIIMhLYPQVEU3vl+LYvjj3JLqok1Ec78NTqKWWNG19jAXq7NbDajd9Oj1WkpKym3/QQKIYQQdiTNqxBWcHZxrvbpfKg6HdYbz51l//p8Co0mrh/Wl5A2wbXu29vfi94juvP7j/spKy0j+qau+If4UvbaW3j+dwkAq3pPJjRNYUCfqvEajYaAUP+K1z2HdsHD4I6z2YWwDiGEtQ+hsLCQTw4d5+DIIZw4foLiTh34ZMt2pg8ZjIdH1Wb8sg6929CuZyuSj6fhE+TNdaOjr36yhBBCiAYkzasQ9VDdPK5hYd1o19MZU5mJLr2jrvrEvkajYfAdA4i6vgNms5ngyEDyVq3C8PoCAPbedBenQqIpPnCWAbf2vWpNWq2Wjn3aVvp1jIeHB3cXu3P82AmKe3bDNf4QM5z8am1cATwMHtzxxHgyUy/i6eOOT6DhqvmFEEKIhiTNqxB1VPMCBBoC/zcSau1UUxqNhuDI/43sJiRgeOABtGYzh1r35ceAvpQVlRAUEVDnWgsLC/naUEZxVAdc4w9RHNWBz3b+xrTCwqs2sHo3PWHta55eSwghhGhM0rwKUQcNsnIWwMWLMG4c2rw8Svv2xTz/fToeTsU/xJf+46u5Z8BK7u7u3N+1A7qdv/GgRzAf/Labe6Pa4+7uboeihRBCiMYjzasQNmqwxrWsDO64A06exBQWRt6SJfTo0oUeo3rVe9cajYYHR41i6o034uHhwR1XmW1ACCGEaKqkeRXCBg3WuCoKPPoo/PwzeHqS+9lnKIHVPyBWVxqNpuIWgavdKiCEEEI0VdK8CmGlujSuORdy2fTFr2Sfu0iXGzoxYHzf6le7evtt+OADy+IDy5Zh6tKlIQ5BdUX5l/h52a+knkinTfcIhkweiIuri9plCSGEcCDWrRkpRDNX1xHXzV/t4NCvx8jLymfLVzs5ue9M1Y1++gnmzrV8/3//B+PG1bi/i+dzOLX/DLmZeXU6jsagKAqpJ86ReOAsJZdKKn22e108u3+KJ/9iATu/38uBLUdVqlIIIYSjkpFXIWpQXlZOWWl5vW4VyM3Iw9XDlaDwAM4eSaHIWFR5g6NHYfJkMJvhvvvg8cdr3Ffy8TRWv/MjuRdyCQj1Z+LfxlTMIVuQW8iv3+ziYnouQe396D64c90O2g62f/s727/5ndKSMjr0bsPEv42pGF0tyClAq9USFBFA4oGzFOUVXWVvQgghRGUy8ipENc4eSWHZS9/w9pNrub7PpTrf49p9UGc0Wkg6mkKLNkG06vKn4Kwsyyir0Qg33gjvvWe5baAGR3cmkJ12kfCOoZw/m0HC7lMVn235ege7vt9L0pFUNn+1nbOHk+tw1PVXWlLGvg0H0TnpCI4M5MTe06SeSK/4vEPvtnj6eXDmUDL+Lf1o0yNSlTqFEEI4Lhl5FeIKiqKw6YtfOXW8lK9+v4ecAjciwsrYvNnZ5oezeg3vjl+ILwU5hYR1bIlv0P8m+S8thdtvtwzntm4Nq1aBXl/rvlw99CiKQl6mEY1Gg979j+0zU7Jx83QlpE0wh/dcxJhdYOth24VOp8XN05XcDCOKouDi6oyL2x/3tLbv1Ya7/j6B7HM5tGgVWOOqZUIIIURNmm3zmpWVRXFxcZ1iMzMz65W7PvGOGKtm7rrEmkwmTp0tYvmu6eQV+WJwv8ibLyej17ckI8P2vB5BrngEuVJGCRkZGaAoeM2di9vWrZg9PclZuhSTovDnnVdXd0TPloQfbcGFs5lE9m5JSJdAy/6AwPZ+JBw6QfaebJy9tej9nCo+s4U9znX02K4Yv9pBcVEJPYd1wdlbW6kWZ28dLbwDAKXi/eZ0fdkjVs3cjhirZm5HjFUztxyzY8Q2RO78/Hyr45tN8xobG0tsbCwmk0ntUkQTd/68M5/+fA95RW54u2Xz9xmb6DWwv9327/bBB7h9+SWKVovxww8xdepkVZynjwfjZ91MWUkZznrnSnO09h7RHUOAN4V5hbj6OeMf4me3em0V0SmUu5+9DbPJjLOLs2p1CCGEuDY1m+Y1JiaGmJgYjEYjBoOBgIAAvLy8Kq3/bqv6xNY33hFjGyr3xfM5HP/9FE7OTnS9oRPuXm51zpuSApMmQfoFCAst5b1F6Yy8ZUKdp3P6c97SkjIuvLOEwH//GwDN66/jM2VKlZiscxfJTMzB29+LwM6BVi8k0GJ0C4CK0cyrHXP66QtkpmYTFBFAi1aVt5XryzFi1cztiLFq5nbEWDVzyzE7Rqw9c7u6ulod12yaV3FtKjQW8c2itaQkpKHRaEg6lsrtc8ZWP5fqVVw5q8DKlUZCQ4PsMg+p2Wxm2/yPGfjKHDSKwunrRxLxcEyVP4AXkjJZ+fp3nE1Mxs3LFRfFha43RNU7/5VOH0xi9Ts/YszKxyfImwmPjqn8MJkQQgjRRMlsA8KhZaVd5EJSBuEdW+If4kvK8TQu5V+yeT/VTYcVGmq2W53GY6fp/eZz6MtLSAvrxMq2N5OZdrHKdmcOJZORkk1EVCilxWUc3XnCbjX82cl9pzFm5tO6WwQXz+eSGH+2QfIIIYQQ9ibNq3BoPoHeGAK9ST2RTmZaNv4tfXH1sP5XD9CAS75eVlKC1wPTMBRkk+0ZwPLed+Pq44mHt3uVTT0M7jg5O5GVcpGykjK8A7zsWMgfPH08QKOQkZyFVqvF06dqLUIIIURTJLcNCNUV5V+yNGr+Xlbf33mZIcCbcbNGcWDzYVz0zvQd3Qudk87q+AZvXBUF/vpXdDt3YvLyYuvUefj6hjBwwnV4+//RmJaXlaPRaIjq156scxfZs2UfrbqHYwjw5uvXv8M/xJd+43qjaBU8PDwoLCzE3d0djUaDqdyEoig4OVf946woCmWl5Ti7OFU6t71GdCcvO5+UY6l0GxRFj6Fd7XjQDa+m4xJCCHHtk+ZVqOr47yfZ8PkWSi+V0vWGKIZPHYROZ33zCRAZFUZkVJjNuRu8cQXLcq+ffQY6HbpVq5g4YkSVTQ5uPcqvq3ah1WoZPHkAQycPpMvQ9pw5lMQvS3dQXmaitLiU1Sf2c7ClGy/36cPTe/YwJSKCGwyt2Pr1ThSzmYETr6fH4C4V+y0tKWPD51s4te80/i39GD1jGP4hvgC4ebgyZsYwOx9sVacPJnFy32m8fD2JHt4NNxtHxatT6bhCfBk9czjYdskIIYRwYNK8CtWYyk38snw7xqx8PH082bvhAB37tmuUB4cao3F1WbsW5s2zvHjzTaimcc3NzGPTF79SXFCM2ayw8fMtREaFWj7Lyqe4sITW3SI4m5DMhtICjnfvz+jE0+R274l53z6MB05RaixDq9Py87JfifhTE39s1wn2rjuAl68nJ/ecxhDgxbiHRtn3IGuRfvqC5aGwzHzQKORmGe3SMFc6rr1n8PL/jf6TetmhYiGEEI5A7nkVqjKZzGh1OpxcdChmBcVsv4ekatIYjavT4cN4x8RYbht4+GGIial2u9JLpZQWl+Ll74WXrwelxWWUFpcBENI6CJ8gb07sTSQ76SI3ny3F++xZctu1xyclmec6dkZTrsHT1wNvP09Ki8soKy6ttG9TuQmfIG+cXHRcyq/bohx1lZmajTErn9bdI/AweJByLNUu+y29VIrJpN5xCSGEUJc0r0I1OicdN068Hr27CwU5hXS9oRNhHVs2aM5GuVXg/HkM06ahLSqC4cNh0aIaN/UP9aNz/47kZeZRkFdI14Ed8fnfErItWgVx+9xb8AkyYNKYiAswYWzVCsOJE+SGR/BS4nHa9YmgMK+Q3Mw8ovq1xz/0j8UJ2kW3JqxDCCkJaXj4eNBjSJeaymgQgeH++AR5k3jgLIV5RUTaaUS9XXRrwtr/cVzRNznW/bpCCCHqR24baOYuFVxi/8+HKcq/RPtebep072h99BjShYioUEoulRIY5m/Tw1a2apTGtbgYJkxAl5ZGedu2OH31FTjXvMqUTqdj9Iyb6HpDJzQaDeGdWlZ6ACmkTTB6NxfadmnNYFM2W5Z9xyvX9+W9g/FMiYjgluHD6DkoHcVsJrxTaKX7hX2Dfbjr6YlcOJuJd4AXQeEBdj7Y2oW0DmbCo2NIjD+Lp487Pe3UZFY6Ln9PgiIC67QUrhBCCMckzWszt/G/W9mz7gAocGR7Anc/cxuBYf6NWoNvsE+D52iUxlVRuHTXPbj99hul7p6cj/2ACF/fq4Y5OTvRumtEjZ+16hrOvg2HiDA587eWfowcPohbPJ0rZhuo7R5hL19PvHw963xI9dWqS3iD3MOs9nEJIYRQjzSvzZiiKCQdTcXb34uAUD/OHEomMyWr0ZvXhpaWpmXSpAZuXIHi5/6F27ffYNJo+bjLrWh+TeavI8x1Wu3rz0ZMG0JwZBAlRSW079WmUZp9IYQQoqmS5rUZ02g0RHYOY8+6A+RlGfFv6UvANdi4TpzoS1JSwzaurFqF60vzAdg5cjoXQ7pSnpTJpfxLeBg86rVrNw9Xrh8jT9MLIYQQ0Iyb16ysLIqL6/aUcmZmZr1y1yfe3rHdR3VC6waF+UW07dEK9OZq7x90xGNOS9Myfrw3qak6IiNNrFyZg15vJiPDMup89nAy589mYAg00LFv2yrzy1qb1+ngQXynTkUD7Ok6iDhNKEVJqbTuHomxyEhhSaHNtTela6Spx6qZW47ZMWLVzO2IsWrmlmN2jNiGyJ2fn291fLNpXmNjY4mNjcVkMqldSpPi5uFG39HRapdhd5dHXFNTdYSFlRIXZyQ09I9puJKOprB28SYK84pw0jtRUlRC9E3dbM6jPX8ew9SpaC5douSmm9DPf51+8UkUFhfQuV97mxdcAEtjXVxUgotrzQ96KYoJlBLQuNm0wpTZbKbkUgmu7q6yMpUQQgiH1Gya15iYGGJiYjAajRgMBgICAvDy8iIoKKjO+6xPbH3jHTG2sXKnpMCkSZCUBJGRJuLijERHV37S/sT2M1Cipft1XUk+nkbB+Us17r/GvEVFMGMGnD8PUVHov/mGbgYD3Qb0rBi9tuV4czLyOLH7FPG/HOb8hQv4t/Dlrrm3E9DSr9J2SnkK+eeWcik/HZy6EdB+Blqty1Xrzs3MY+0nG7mQlEVEp5aMnjkcdy83247ZCtf69dWUYtXM7YixauZ2xFg1c8sxO0asPXO7ulq/AqPM8yquKVfOKhAXl1NpxPUyvxBfXN31JB1NwVRuIrhVoG2JzGa4917Yswf8/eH778FgqHPdxov5rHz9O758OY5fVuzgQlImZw+nsPO7PVW2zU35ivOJO0k6mkL22e9I3LPGqhx7forn+O+n0Gq1HPr1OIe2Hq1zvUIIIYRams3Iq7j2VTcdll5f/Ypdna5rR+mMYSQdSyUwzJ8+o3raluyFF+Drry1zuH7zDbRtW6/az506T9qp8wSE+ZOZkk1RbhEe3u4UF5VU2TY/O4PiAhN6jxAglbSTSbS/7uo5SopL0WgsK3Jlp+dQWlJer5qFEEIINUjzKq4JNc3jWtPc9Vqtlp5Du9JzaB0mzl++HJ5/3vL9e+/BoEF1LbuCl58nngZ38nMKcXJxory8DG9/z2pXjypV+lFWdgxX53TOp/rg5BVlVY5uN3bmzMEkziWeJ7RdMB371q/hFkIIIdQgzatweA29AIHZbObMoWQu5V+i1aXzeN53n+WDxx+33PNqB6HtQhh1303Ebz5MVP8OBLb1IbRDS9p1a11l29bR49mb6cqphJN4+LWn7xjrmueITqHc8487yL2QS0CYv0zyL4QQwiFJ8yocWmOsnLXrh71sXrED14sZPPRrrGUJ2LFj4ZVX7Jqn241RdLvRMopa23KnOicd140ZDYy2OYdvkAHfoLrfmyuEEEKoTR7YEg6rUZZ8BQ5sPoKbUs70/ctwL8yjuE17WLYMqpkGS1EUCgst87oWFhaiKIr9CxJCCCGaMWlehUNqrMYVwCfAi1Gbl+J/4SyFek8y310C3t5VtlMUhQ/XrWfsF8vYc+gQf1nzIx+uWy8NrBBCCGFHctuAcDiN2bgC3HphB+7phzHpnDg7fxGdRw6odruioiK+TE5mS/eexCedJa9PX5wPxvOXoiI8POq3RKwQQgghLKR5vQbkZORx+NdjAHS9oRO+wT7qFtSAGrtx1a9ciftbbwCg++RjukybVuO2Hh4evNynD6MTT5PboSOGEwm83KePNK5CCCGEHcltAw6utLiU72J/YsPnW9j4+RZWv/MjJZeqzg16LWjsxtVp9268H3vM8uLpp6GWxhUs97g+vWcPueERGE4kkBfZiqf37Km4B1YIIYQQ9Scjrw4uLyuf82czCGkdjEajISM5i7ysfILC9WqXZldpaVomTbKucVUUhTOHkslKu4jOE8I7htqeMCkJn3vvRVNSAhMmwIsvXjXE3d2dKRERcDCep9q24cU9u5nSri3u7u625xdCCCFEtaR5dXDe/p4EhPqTdDQF0BARFYq3v5faZdlVWpqWiRN9SUqybsT12K4T/PDBBgqNRWjcFEbPuImgm2xYezk/H8aNQ5uVRVmXLjh//jlor/5LCo1Gw19HjeQvRUUUFhby3zZtaNWqFRqNxvrcQgghhKhVs21es7KyKC4urlNsZmZmvXLXJ7662AGTe+G9zR0F6DqwE8aCPIwFDZ+3MeLT0rSMH+9NaqqOyEgTK1fmoNeba1w5C2D/jgNkZmYR2TmUo3uPc3RvAq27RlqX0GTCcN996A8doszfnzOLFuFTVARFRTbVffl463rcav2sHDFWzdxyzI4Rq2ZuR4xVM7ccs2PENkTu/Px8q+ObTfMaGxtLbGwsJpNJ7VLszj/Ej8F3VP8EvCO7POKamqojLKyUuDgjoaHmq8b5BFom4U8/fQGNkxZPX+t/be/x0kvo161D0etJeestykJC6ly/EEIIIeyv2TSvMTExxMTEYDQaMRgMBAQE4OXlRVCQDb9OvkJ9Yusb74ixtsSnpMCkSZCUBJGRJuLijERHB1gVO+LOobi7eJJ2Kh2vlm70HRVtXd6lS+GddwDQfPIJnsOH42lDzdVxlGuktKSM39bs5fjBBMI6hNJpcid01SzCYO+89oxVM7ccs2PEqpnbEWPVzC3H7Bix9szt6upqdVyzaV6F47hyVoGVK3OsGnG9zMXVhaF3DQRqX2a1km3b4K9/tXz/3HNw993Uem/CNWbPT/H8vGwbxaZLJMYn0TI0hB6Du6hdlhBCCFGFTJUlmpTqpsOypXGtkzNnYOJEKCuD22+H559v2HxNUGZaNhqNhtB2LSgvLSc3w6h2SUIIIUS1pHkVTUZjz+MKgNEI48ZBVhb06gWffmrVzALXmlZdwnF2dSbpaCqePh6Etm+hdklCCCFEteS2AdEkqNK4mkwwZQocOQIhIfDtt9BMV8PqPqgzru56Th1LJCgigHY9W6tdkhBCCFEtaV6F6lRpXAHzE0+gXbsWk5MLRx5bQOfgFjX+gVAUhZJLpejdXNBoNJQWl7Lzh71kJGXSqmsEvUd0R1vDiK2iKBzccpST+07j18KH/uP74ObpZt9jMZspLS5D7+ZS5bOy0jI0Gg1OzjX/cddoNHTs2w7fSG+71iWEEELYmzSvQlUN2bimnjjHjg2/4+rmwrDbB+Nh+NOo6uLFaBctAuDb6+7i8O9ZlP5yhD4jewCWabZ+/XEnLi7O9B/Zl22rfyflWBotWgcxZuZwDmw5wi9fbsfJWceJvadx83Sl68BO1daReOAsP36yifKScspKLV+j7h161foVRSFhTyJnDyfjE+hN9LBuuLhWbU5zLuSy5qONZKVm07p7JNFjuuDqbllhbd/Gg2z/djc6nZahU24g6vr2Np5FIYQQommR5lWopqEb1//O/5oL5zPQOesozTVx+9xbLKtdbd4Ms2YB8EvUCApGjMV8MIns9IsAGC/mE/f2WhKPnwYgYdtpCo2X8Av24ejOkwSGB5CbkYeTk5aITqEkHjxLbkZejbXkXMjjUn4xbbpHkp54gQtJ1k3snJJwjs1Ld1CQW4RGq6Eov7hiFoU/2/XDXk7ssYzqxm86hFuAnp5DupCdnsMvK7ZTVlyOqbycjf/dQqsuYXYf9RVCCCEaU/N7MkU0CQ3ZuKafucDnL3xN/OYjXDiXQXFhMUd2H6O0pAxOnbLMKFBeTt6Isfze5xZOH0zCzcuV8A4tAcg5n8vF9FxC24Xg18KXrHMXMZWW4+3vhUYDJUUltO4WidZJy+mDZ/H28yS0Xc0POIW2a4FvsIEzh5IpKyunbc9WVz0Gk8lE9rmLFOQW0aZ7JHpXF1IS0gDLiKyp/I/FNoqLStDqNHj5e2I2K5QVlwJQWlxKWUkZXn4eeHi7U1pcRllJeT3OrBBCCKE+GXm1g/ycAg5tPYbJZKZz/w74h/iqXVKT1tD3uB7ccpS87HySWpZzvL03nX48TErnnrh8uoynF76M5uJF6NsX79Vfcdvx82SmZOPi5kx5mYnk42n4tvAhINSPk0dOgQY69epIWWkZqSfO4R/qR5eBnQjv2BJXDz25F/IIaRNE6241Lz/bsm0LJj02juRjaXj5edK5f4catzWbzez4dje/rtmBqdyEzknL6QNJaHQaIqJCyc3MY92SX7iQnEWHXq0ZeveNmM1m0k6mk3wsja4DO9Lmf81xUHgAUf06cHjbcbRaDX1H9cTLz9N+J1oIIYRQgTSv9WQqN/H9e+tI2J0IisKJPae4+5nb5FezNWiMh7N0zjrQQXLPYHLvu419QxMo7dKRNR9/wt8SEvAIDYVvv0Xj7k77Xm0wBHjx9evfk5mSjbvBjdH3D2PCo6PZ/tNvOOudGDrhRhSzQkZKFv4hvvgG+wDQuV/NTeiVwjq0JOx/I7u1STqSwq+rdlFiKqXQWERoeChdb+iIIcCbHkO7svG/WzmyIwGfQAO/r41Ho9FyYs9pIqLCMGbl4+nnid//6tM56Rj7wHB6DO6CVqclrEOI5bYJIYQQwoGpetvA1q1bGTduHC1btkSj0bB69epat9+8eTMajabK1/nz5xun4Grk5xRwLvECgeEBhLZvyYWkLC6ez1WtnqYsLU3bKLMK9B7enc59OzD4sBHnw8cp7dUdz8NHeO2zJXi4u8P331umxvqfM4dTyEjOolXXCEovlXFkx3FatArixtuup9/Y3nj5euLt70W7nq0rGteGUlxUSmlxGYYgb1w9XNG7uTDsnkH0vTkaF70zhbmFODk74dfCB5PJRH5uIaWXSmnZtgVB4QGUFpehKErF/pycnWjVJZyITqE1zoYghBBCOBJV/zYrLCykR48exMbG2hSXkJBAenp6xVd91+WtDw+DOwGhfmQkZ5J2Kh2/Fj74BMp0Q1dKS9MycaKvVY1ryaUSko6lknXuYp1y+Qb7cOvsUZyd3IWyrp3w3L+fgq5dePr22yn86COIjq60vYe3G04uTmSmZFFWUoZBxZ9fRFQorbqGcy7xAqDQa0T3SqOl3Qd1xtPHnbNHUwhpE8z1Y6Jp3S2C1BPnMJlN9BnRQ5pUIYQQ1zRVbxsYPXo0o0ePtjkuKCgIHx8fq7YtKSmhpKSk4rXRaFn2Misri+LiYptzA2RmVn5avN8dvXAP1GMqN9F1YCcKSwopzCi0Or4+uRsy1mw2Y8wuQO/uTEFRQZ3zpqVpGT/em9RUHZGRJlauzEGvN5ORUXXbooJLrPlwI6kJabh6ujL0rhvwb2WwOaeiKEwMCaJ87RrefPUV5k28jYne3hQMG0bhFYn92/jQZVgHEuPP0Kp9GO0HtOLUsURy83Nx83Ct0zHX5+c0eFo/Ajob0LvradU7lIw/1esb6c3IBwdhzC4gKCIAva8zg6ZeT7tTrdC7uxDWPsRhri97xaqZW47ZMWLVzO2IsWrmlmN2jNiGyJ2fn291vEPe89qzZ09KSkro2rUr//73vxk4sOr0QZctWLCA5xt4rXq/YB+GTK65BkdUVlrGz8u2kxh/BlcPPT1HdyG849Xv2bzS5RHX1FQdYWGlxMUZCQ0117h90pEUzh5OITgykOxz2ezbcIARDwyq0zH0OZ3HvQteJrC8hMVnzuEV93q193zqnHTcMOE6bphwHSaTiS1f7eD476coVYoZeOt1BA4NrFP+unL3dKNVF8uwdHX1BkUEEhQRWGn7dlbMYCCEEEJcCxyqeQ0JCeH999+nT58+lJSUsHjxYoYMGcJvv/1Gr169qo2ZN28ejz32WMVro9FIeHg4AQEBeHl51euWg/rerqBWbmtiE/YkcnZPKv5B/uRcyCPh10SiB3a3KW9KCkyaBElJEBlpIi7OSHR0QK0xF4Pz8PbwxtnsjKvWjcDAIAIDA62u+7LchLP0eOkZ/MpLSPEPZ03Ubdzn7IG3v1etcWePpHD6txR8ffxIP5fOkc2nuHnSSHQ6ndW5/+xavkaaWqyaueWYHSNWzdyOGKtmbjlmx4i1Z25XV+t/0+lQzWvHjh3p2LFjxesBAwaQmJjIwoUL+fzzz6uN0ev16PX6xirxmqGYzSiKgpOzE1qdFlN5zaOl1blyVoGVK3NqHXG9rF10a3qP6M7x30/Rsn0Ig+/ob3vxZWW4z5yOizGDXA8fVgyejkbrhMl09fyK2YzZrODkrKO0uJTcjDyKC0vw8Ha3vQ4hhBBC2J3DP9lx3XXXcerUKbXLuOa07hZB5/4dyMsy4unrwXVjelk9zdKVjesPqwspy00iN9N41VgnZydGzxjGg69O5d4XJls1vVQligJ/+xsu27ZSrnfjixumku/iQZ9RPax6kC6sY0u63tCJM4eTST2RTs75XL5950cuFdbt/mghhBBC2JdDjbxWJz4+npA/TXsk7EPvpmfCo6PJTM3G3cuNErN1zVuVEddlF9n66fecPnEGn0Bv7n7iTiKjwmrdh0ajwcPgUbfC33kH3n8fNBp0K75kSEQHNBoNUT06WtV8O7s4M+aBYZzYm4jOQ0NwZACn9p8l+VgaHfu0rVtNQgghhLAbVZvXgoKCSqOmZ86cIT4+Hj8/PyIiIpg3bx5paWl89tlnACxatIjWrVvTpUsXiouLWbx4MT///DPr169X6xCuaU7OToS0DgYgI+PqzWt1CxCc3X2StFMXCGkTTNrJ8xzeduyqzWud/fQTzJlj+f6VV9DceiuB/3tS35bJ+Z1dnAlo6UdmRhbG7ELLrSduLg1QsBBCCCFspWrzumfPHoYOHVrx+vKDVdOnT2fp0qWkp6eTnJxc8XlpaSmPP/44aWlpuLu70717dzZu3FhpH0IdNa2cde6gE1otFOQWYTab0bs2UBN47BhMngxmM9x7LzzxRJ13pdFoGDFtMLkFuVwyXmLgLdcRERVqv1qFEEIIUWeqNq9DhgyptBrQlZYuXVrp9VNPPcVTTz3VwFUJW9W25Gu3QZ1JPZnO0f3HaNerDX1u7mn/ArKz4ZZbwGiEG26ouG2gPsI7hnL3vNswlZsIDZPGVQghhGgqHP6eV6GumhrXnIw8slKz8W/py22zx9LnbHf0bi74BNq+4ECtSkvh9tstBbRqBd98A3aaXUKr1aJ1cfhnGoUQQohrijSvos5qvFUg8Txxb64h61wOfi18mPDoaNx867ZSVa0UBR5+GLZsAS8v+P57CGy8BQVKS8qI//kwxmwjrbpE0C66daPlFkIIIZqrZj+sVF5WzoHNR/h11S6SjqWqXY7DqO1WgeO/n+JCchYRUWFkpV7k2K6TDVPEokXw8ceg1cLy5dC1a8PkqcH2uN/58eNNbFv1O6vf+VGuHyGEEKIRNPuR110/7OWXL7dTXlqOT7A3dzxxK2HtZeqt2tTWuAK4uuvRaDTkZuRZXns0wCIRa9b88VDWa6/BmDH2z3EVycdS0bu50LJtC04fTCIzJbvhZlIQQgghBCAjr5zafwZFZ6JNj0gy07NJP31B7ZKatKs1rgA9hnah+5DOaHUaug6Kotfw7vYt4vBhlClTwGymbNq9f0yP1cgiOoVSUlTC6YNJePp6EBjur0odQgghRHPSrEdeFUVhvy6TbwONjNy9m40dPXFPPUofpYdN84I2F2lpWiZNqr1xBfDwdue2v42lrLQcZxcnNBoNRRmF9ikiMxPTmLHo8vNJCmrLTz4DGXf6Ai3btrDP/m0wcOJ1uBvcycsy0qpLuIy6CiGEEI2gWTevRUVF7A9yIWnUeJadSqSwXVs2HoxnblERHh51XOHpGpWWpmXiRF+SkmpvXC/TaDS46J3tW0RJCdx2G7qUZLI9/Nly52OcS77Igc1HVGleXVxduH5Mr0bPK4QQQjRnzbZ5zcrKwtPTk6c7tONg0lnyunTGcCKBp9q2obCwkMLCmkcKMzMz65W7PvFqxKalaRk/3pvUVB2RkSZWrsxBrzfzv8WrGjR3Rayi4PW3v+G2bRtl7h4s7nUn5qISCorzyS8yklFDMY52rtXO7YixauaWY3aMWDVzO2KsmrnlmB0jtiFy5+fnWx3fbO55jY2NpXPnzvTt27fivaKiIl48lkBeZCsMJyz/ffFYQq2Na3NzecQ1NdWFsLBS4uJyCA01N3od/kuW4LZiBYpOR9bb72K4sS8lxaW06hJO9yFdGr0eIYQQQqij2Yy8xsTEEBMTg9FoxGAwEBAQgKenJ9OyL+J8MJ6X+/Th6T17mNKuLa1atbLqntegoKB61VSf+MaITUmBSZMgKQkiI03ExRmJjg6oc15bcv+Zy48/Yli4EADNokWE3D+NB8pNFOQW4mFwx8n56pdxUz/XTS23I8aqmVuO2TFi1cztiLFq5pZjdoxYe+Z2dbV+Pvhm07xWR6PR8NdRI/nL/+5xXdOxA+7u7vKwFlVnFVi5Up0RVw4cwPvhh9EoCsyaBTExAOicdBgCvBu/HiGEEEKoqlk3r2BpYC8/nCUPaVlUNx2WXq9C43r+PIwbh7aoiNIbb8TlzTdB/mEhhBBCNGvN5p5XYR1r5nFtFMXFMHEipKRQ3rYteYsXg7OdZy8QQgghhMOR5lVUaDKNq6LAzJmwaxf4+JD3+ecoPj4qFCKEEEKIpkaaVwE0ocYVYMEC+OIL0Olg5UpMbduqVIgQQgghmhppXkXTaly/+Qaefdby/TvvwLBhKhUihBBCiKZImtdmrkk1rvv2wdSplu8ffRQeekilQoQQQgjRVEnz2ow1qcY1PR3Gj4eiIhg1Ct54Q6VChBBCCNGUSfPaTDWpxvXSJbj1VkhLg6goWLECnJr9LG5CCCGEqIY0r81Qk2pcFQXuvRd27wY/P/j+ezAYVCpGCCGEEE2dNK/NTFqatuk0rgAvvABffWUZaf3mG5CZBYQQQghRC/ndbDOSlqZl4kRfkpKaSOO6YgX8+9+W799/HwYPVrEYIYQQQjiCZtu8ZmVlUVxcXKfYzMzMeuWuT3xdY9PStIwf701qqo7ISBMrV+ag15vJyGjYvDXFO+3fj++996IBih56iIJx46ipGDXOl5qxauZ2xFg1c8sxO0asmrkdMVbN3HLMjhHbELnz8/Otjm82tw3ExsbSuXNn+vbtq3Ypje7yiGtqqgthYaXExeUQGmpWrR7tuXMYpk9HU1xMyfDhFPzzn6rVIoQQQgjH0mxGXmNiYoiJicFoNGIwGAgICMDLy4ugoKA677M+sfWNtzY2JQUmTYKkJIiMNBEXZyQ6OqDB89YY7+EBM2bAhQvQpQv6VasI8vZu8NyOGKtmbkeMVTO3HLNjxKqZ2xFj1cwtx+wYsfbM7erqanVcsxl5bY6unFVA7RFXzGaYPt2yGEFAgGVmASsbVyGEEEIIaEYjr81NddNh6fUqNq6Ax//9H6xaBc7OEBcHrVurWo8QQgghHI+MvF6DmtQ8rv+jX7UKj4ULLS8+/BBuuEHdgoQQQgjhkKR5vcY0xcaVXbvwnjvX8v1TT1kWJRBCCCGEqANpXq8hTbJxTU6GCRPQlJRQcvPNsGCBygUJIYQQwpFJ83qNaJKNa0EBjB8PFy5Q1qULxnffBa1cckIIIYSoO+kkrgFNsnE1m+Gee+DAAQgKIu+zz1A8PFQuSgghhBCOTppXB9ckG1eAZ56B774DvR5Wr8YcFqZ2RUIIIYS4Bkjz6sCabOP66afwyiuW7z/+GPr3V7ceIYQQQlwzpHl1UE22cd22DR54wPL9s89abh0QQgghhLATaV4dUFqatmk2rmfPwsSJUFYGt90GL7ygdkVCCCGEuMbIClsOJi1Ny8SJviQlNbHG1WiEceMgKwuio+Gzz2RmASGEEELYXbNtXrOysiguLq5TbGZmZr1y1zU+LU3L+PHepKbqiIw0sXJlDnq9mYyMhs171ViTCcO0aegPH8YUFETOJ59gLiyEwsKGz30NxqqZ2xFj1cwtx+wYsWrmdsRYNXPLMTtGbEPkzs/Ptzq+2QyNxcbG0rlzZ/r27at2KXVyecQ1NdWFsLBS4uJyCA01q10WAJ7z56PfuBHF1ZW8Tz/F3LKl2iUJIYQQ4hrVbEZeY2JiiImJwWg0YjAYCAgIwMvLi6CgoDrvsz6xtsSnpMCkSZCUBJGRJuLijERHBzR4XqtiP/4Y3nsPAM3SpfjdfHPj5b7GY9XM7YixauaWY3aMWDVzO2KsmrnlmB0j1p65XV1drY5rNiOvjurKWQWa0ogrW7bArFmW7//1L5g8Wd16hBBCCHHNazYjr46ouumw9Pom0rgmJlpmFCgrszSt//qX2hUJIYQQohmQkdcmqsnO4wqQlwe33AIXL0LfvrBkCWg0alclhBBCiGZAmtcmqEk3ruXllpHW48chNBRWrwY3N7WrEkIIIUQzIc1rE9OkG1eAxx+HdessDet334HMLCCEEEKIRiTNaxPS1BtX108/hbfesrz4/HPo1UvdgoQQQgjR7Ejz2kQ09cbV+ddf8Zo3z/LiP/+B229XtyAhhBBCNEvSvDYBTb1x5cQJDDNnojGZ4O674Zln1K5ICCGEEM2UNK8qa/KNa04OjBuHNjeXsl69LIsSyMwCQgghhFCJNK8qavKNa1kZ3HEHnDiBKTSUvE8/BRtWwBBCCCGEsDdpXlWSlqZt2o0rwJw5sGkTeHiQ9/nnmOu5hJwQQgghRH3JClsqSEvTMnGiL0lJTbhxjY2Fd9+13CLwxReUd+midkVCCCGEEM23ec3KyqK4uLhOsZmZmXXOm5amZfx4b1JTdURGmli5Mge93kxGRsPntjbWZfNmDLNnowEKnnuOov7965XXltwSq25uR4xVM7ccs2PEqpnbEWPVzC3H7BixDZE7Pz/f6vhmc9tAbGwsnTt3pm/fvqrVcHnENTXVhbCwUuLicggNNatWT3V0J07g/cADaEwmLk2eTFFMjNolCSGEEEJUaDYjrzExMcTExGA0GjEYDAQEBODl5UVQPe7jtCU2JQUmTYKkJIiMNBEXZyQ6OqBRclsdm50N994LRiMMHIjbp5/iptfbLW9945tbrJq5HTFWzdxyzI4Rq2ZuR4xVM7ccs2PE2jO3qw0PhDebkVc1XTmrQFMccaW01LLwQGIitGoFcXFwReMqhBBCCKG2ZjPyqpbqpsPS65tY46oo8MgjsGULeHrC999DYKDaVQkhhBBCVCEjrw2oyc/jetmbb8JHH1lmFli+HLp2VbsiIYQQQohqSfPaQBymcV27Fh5/3PL9a6/B2LHq1iOEEEIIUQtpXhuAwzSuR47AXXeB2QwzZsDcuWpXJIQQQghRK2le7cxhGtfMTBg3DvLzYdCgPxYkEEIIIYRowqR5tSOHaVxLSuC22+DMGUuhq1aBi4vaVQkhhBBCXJU0r3biMI2rosCsWbBtG3h7W2YWCKj7fLNCCCGEEI1Jmlc7cJjGFXB/911YsgS0WlixAjp3VrskIYQQQgirSfNaT47UuLr89BMe8+dbXixaBDffrGo9QgghhBC2UrV53bp1K+PGjaNly5ZoNBpWr1591ZjNmzfTq1cv9Ho97dq1Y+nSpQ1eZ00cqXHl4EG8Z81Coyjw0EOWRQmEEEIIIRyMqs1rYWEhPXr0IDY21qrtz5w5w9ixYxk6dCjx8fHMmTOHmTNnsm7dugautKq0NK3jNK4XLsC4cWiLiii94QZ46y2ZWUAIIYQQDknV5WFHjx7N6NGjrd7+/fffp3Xr1rz++usAREVFsW3bNhYuXMioUaMaqswq0tK0TJzoS1KSAzSuxcUwcSIkJ1Pepg15ixcT6OysdlVCCCGEEHWiavNqq507dzJ8+PBK740aNYo5c+bUGFNSUkJJSUnFa6PRCEBWVhbFxcU215CWpmX8eG9SU3VERppYuTIHvd5MRob1+8jMzLQ5b51iFQXvRx7BdedOzAYDZ958k9LychRbiq1LXjvHN7dYNXM7YqyaueWYHSNWzdyOGKtmbjlmx4htiNz5+flWxzvUA1vnz58nODi40nvBwcEYjUYuXbpUbcyCBQswGAwVX+H1GCK9POKamupCWFgpcXE5hIaa67y/hub+1lu4rlyJotOR99FHlLZurXZJQgghhBD14lAjr3Uxb948HnvssYrXRqOR8PBwAgIC8PLyIigoyKr9pKTApEmQlASRkSbi4oxER9dvflRrc9cp9ptv4KWXANC8/Ta+d9xB2f9GXBs0bwPGN7dYNXM7YqyaueWYHSNWzdyOGKtmbjlmx4i1Z25XV1er4xyqeW3RogUXLlyo9N6FCxfw9vbGzc2t2hi9Xo9er69X3itnFVi5smmPuLJ/P0ydavn+kUcsixIIIYQQQlwDHKp57d+/P2vXrq303oYNG+jfv3+D5axuOiy9vgk3runpMH48FBXByJGwcKHaFQkhhBBC2I2q97wWFBQQHx9PfHw8YJkKKz4+nuTkZMDyK/9p06ZVbP/QQw9x+vRpnnrqKY4fP867777LV199xdy5cxukPoeaxxXg0iWYMAFSU6FjR8sKWk4O9e8TIYQQQohaqdq87tmzh+joaKKjowF47LHHiI6O5p///CcA6enpFY0sQOvWrVmzZg0bNmygR48evP766yxevLhBpslyuMZVUeD+++H338HPD374AXx81K5KCCGEEMKuVB2WGzJkCIqi1Ph5datnDRkyhP379zdgVQ7YuALMnw/Ll1tGWletgnbt1K5ICCGEEMLuHGqqrMbgkI3rV1/Bv/5l+f699ywHIIQQQghxDZLm9U8csnHdvRumT7d8P3cuzJypbj1CCCGEEA1Imtf/ccjGNS0Nbr3VsgTsmDHw6qtqVySEEEII0aCkecVBG9eiIsuUWOnp0LkzfPkl6HRqVyWEEEII0aCaffPqkI2r2Wy5VWDfPggIgO+/B29vtasSQgghhGhwzbp5TUvTOl7jCni8+iqsXAnOzpZlYNu0UbskIYQQQohG0Wyb13PndEyc6Otwjat+1So83njD8uLDD+HGG9UtSAghhBCiETXT5ZfCmDKlBWlpOiIjTaxcmYNebyYjw7rozMzMemWva7zT3r34zJkDQGFMDIVjxmB10fXIW99YNXM7YqyauR0xVs3ccsyOEatmbkeMVTO3HLNjxDZE7vz8fKvjm83Ia2xsLJ07d6Zv377AZtLSXAkLKyUuLofQULPa5V2VNi0Nw/TpaEtLMQ4ZQuGzz6pdkhBCCCFEo2s2I68xMTHExMSQl5eHj4+BsLASli1Lp21bP5v35erqWum/DR5fUADTplGYmUl5hw7kLlpEgIdHw+e1U6yauR0xVs3cjhirZm45ZseIVTO3I8aqmVuO2TFiGyJ3aWkpQK0rr16mUazZ6hqSmppKuCPc3CqEEEII0cykpKQQFhZW6zbNrnk1m82cO3cOLy8vrrvuOnbv3m3zPoxGI+Hh4aSkpOBdxymq+vbtW6fcjhpb33PmiMcs56vxYpvj+apPvJwv28j5so2jni+1csv5slAUhfz8fFq2bIlWW/tdrc3mtoHLtFptRUev0+nq3HwCeHt71zm+PrkdMfayup4zRzxmOV+NF3tZczpf9oiX82UbOV+2cbTzpXZuOV9gMBisim02D2xVJyYmxiFzO2JsfTniMcv5arzY+nLUY1brnMn5ary8cr4aL1bt3GrkddTz1exuG7AHo9GIwWAgLy+v3iNFzYWcM9vI+bKNnC/byPmyjZwv28j5so2cL9s165HXutLr9fzrX/9Cr9erXYrDkHNmGzlftpHzZRs5X7aR82UbOV+2kfNlOxl5FUIIIYQQDkNGXoUQQgghhMOQ5lUIIYQQQjgMaV6FEEIIIYTDkOZVCCGEEEI4DGleq7F161bGjRtHy5Yt0Wg0rF69+qoxmzdvplevXuj1etq1a8fSpUsbvM6mwtbztXnzZjQaTZWv8+fPN07BKluwYAF9+/bFy8uLoKAgJkyYQEJCwlXjvv76azp16oSrqyvdunVj7dq1jVCt+upyvpYuXVrl+qrr+t2O5r333qN79+4VE57379+fH3/8sdaY5nptge3nqzlfW9V5+eWX0Wg0zJkzp9btmvM19mfWnC+5xq5OmtdqFBYW0qNHD2JjY63a/syZM4wdO5ahQ4cSHx/PnDlzmDlzJuvWrWvgSpsGW8/XZQkJCaSnp1d8BQUFNVCFTcuWLVuIiYlh165dbNiwgbKyMkaOHElhYWGNMTt27GDKlCnMmDGD/fv3M2HCBCZMmMDhw4cbsXJ11OV8gWW1mj9fX0lJSY1UsbrCwsJ4+eWX2bt3L3v27OGmm27i1ltv5ciRI9Vu35yvLbD9fEHzvbautHv3bj744AO6d+9e63bN/Rq7zNrzBXKNXZUiagUocXFxtW7z1FNPKV26dKn03uTJk5VRo0Y1YGVNkzXn65dfflEAJScnp1FqauoyMjIUQNmyZUuN29x5553K2LFjK713/fXXKw8++GBDl9fkWHO+lixZohgMhsYrqonz9fVVFi9eXO1ncm1VVdv5kmvLIj8/X2nfvr2yYcMGZfDgwcrs2bNr3FauMdvOl1xjVycjr3awc+dOhg8fXum9UaNGsXPnTpUqcgw9e/YkJCSEESNGsH37drXLUU1eXh4Afn5+NW4j19gfrDlfAAUFBURGRhIeHn7VkbRrlclkYvny5RQWFtK/f/9qt5Fr6w/WnC+QawssS3uOHTu2yrVTHbnGbDtfINfY1TipXcC14Pz58wQHB1d6Lzg4GKPRyKVLl3Bzc1OpsqYpJCSE999/nz59+lBSUsLixYsZMmQIv/32G7169VK7vEZlNpuZM2cOAwcOpGvXrjVuV9M11lzuE77M2vPVsWNHPvnkE7p3705eXh6vvfYaAwYM4MiRI4SFhTVixeo4dOgQ/fv3p7i4GE9PT+Li4ujcuXO128q1Zdv5au7XFsDy5cvZt28fu3fvtmr75n6N2Xq+5Bq7OmleRaPr2LEjHTt2rHg9YMAAEhMTWbhwIZ9//rmKlTW+mJgYDh8+zLZt29QuxSFYe7769+9faeRswIABREVF8cEHHzB//vyGLlN1HTt2JD4+nry8PFauXMn06dPZsmVLjQ1Zc2fL+Wru11ZKSgqzZ89mw4YN8hCRFepyvpr7NWYNaV7toEWLFly4cKHSexcuXMDb21tGXa103XXXNbsG7pFHHuGHH35g69atV/3XdE3XWIsWLRqyxCbFlvN1JWdnZ6Kjozl16lQDVde0uLi40K5dOwB69+7N7t27efPNN/nggw+qbCvXlm3n60rN7drau3cvGRkZlX5LZjKZ2Lp1K++88w4lJSXodLpKMc35GqvL+bpSc7vGrCH3vNpB//792bRpU6X3NmzYUOs9U6Ky+Ph4QkJC1C6jUSiKwiOPPEJcXBw///wzrVu3vmpMc77G6nK+rmQymTh06FCzucauZDabKSkpqfaz5nxt1aS283Wl5nZtDRs2jEOHDhEfH1/x1adPH+655x7i4+OrbcSa8zVWl/N1peZ2jVlF7SfGmqL8/Hxl//79yv79+xVAeeONN5T9+/crSUlJiqIoytNPP61MnTq1YvvTp08r7u7uypNPPqkcO3ZMiY2NVXQ6nfLTTz+pdQiNytbztXDhQmX16tXKyZMnlUOHDimzZ89WtFqtsnHjRrUOoVHNmjVLMRgMyubNm5X09PSKr6Kiooptpk6dqjz99NMVr7dv3644OTkpr732mnLs2DHlX//6l+Ls7KwcOnRIjUNoVHU5X88//7yybt06JTExUdm7d69y1113Ka6ursqRI0fUOIRG9fTTTytbtmxRzpw5oxw8eFB5+umnFY1Go6xfv15RFLm2rmTr+WrO11ZNrnx6Xq6x2l3tfMk1dnXSvFbj8lROV35Nnz5dURRFmT59ujJ48OAqMT179lRcXFyUNm3aKEuWLGn0utVi6/l65ZVXlLZt2yqurq6Kn5+fMmTIEOXnn39Wp3gVVHeugErXzODBgyvO32VfffWV0qFDB8XFxUXp0qWLsmbNmsYtXCV1OV9z5sxRIiIiFBcXFyU4OFgZM2aMsm/fvsYvXgX333+/EhkZqbi4uCiBgYHKsGHDKhoxRZFr60q2nq/mfG3V5MpmTK6x2l3tfMk1dnUaRVGUxhvnFUIIIYQQou7knlchhBBCCOEwpHkVQgghhBAOQ5pXIYQQQgjhMKR5FUIIIYQQDkOaVyGEEEII4TCkeRVCCCGEEA5DmlchhBBCCOEwpHkVQgghhBAOQ5pXIVTUqlUrFi1apHYZdrN582Y0Gg25ublql1LFvffey4QJE+y6z7Nnz6LRaIiPj694b/v27XTr1g1nZ2cmTJjQpM+JI1i6dCk+Pj712kd1P6fGyHvZkCFD0Gg0NtfQFCxdurSi9jlz5qhdjhCANK9CNIiUlBTuv/9+WrZsiYuLC5GRkcyePZvs7Gy1S7ObIUOGVPnLbMCAAaSnp2MwGBq9no8++ogePXrg6emJj48P0dHRLFiwoOLzN998k6VLl9o1Z3h4OOnp6XTt2rXivccee4yePXty5swZli5dqso5sWfjdS2o7udkD7b8g+iBBx5okBquZO9/LE2ePJn09HT69+9vl/0JYQ9OahcgxLXm9OnT9O/fnw4dOvDll1/SunVrjhw5wpNPPsmPP/7Irl278PPzU6U2k8mERqNBq22Yf7e6uLjQokWLBtl3bT755BPmzJnDW2+9xeDBgykpKeHgwYMcPny4YpuGaB51Ol2V401MTOShhx4iLCys4j01zon4Q3U/p8bm7u6ueg22UBQFk8mEm5sbbm5uuLi4qF2SEBVk5FUIO4uJicHFxYX169czePBgIiIiGD16NBs3biQtLY1nn3220vb5+flMmTIFDw8PQkNDiY2NrfhMURT+/e9/ExERgV6vp2XLlvztb3+r+LykpIQnnniC0NBQPDw8uP7669m8eXPF55dH4L777js6d+6MXq9n8eLFuLq6VhmZmT17NjfddBMA2dnZTJkyhdDQUNzd3enWrRtffvllxbb33nsvW7Zs4c0336z4leLZs2erHfVZtWoVXbp0Qa/X06pVK15//fVKeVu1asVLL73E/fffj5eXFxEREXz44Yc2nfPvvvuOO++8kxkzZtCuXTu6dOnClClTePHFFyvV/OdRsvz8fO655x48PDwICQlh4cKFVUaTr1bbn38dffn77Oxs7r//fjQaDUuXLq32nGzfvp0hQ4bg7u6Or68vo0aNIicnB4CffvqJG264AR8fH/z9/bnllltITEyskvObb75h6NChuLu706NHD3bu3AlYRt7uu+8+8vLyKn42//73v6ucs7y8PHQ6HXv27AHAbDbj5+dHv379Krb573//S3h4eMXrv//973To0AF3d3fatGnDP/7xD8rKygA4ceIEGo2G48ePV8qzcOFC2rZtW/H68OHDjB49Gk9PT4KDg5k6dSpZWVk1/mwvW7duHVFRUXh6enLzzTeTnp5e6fPFixcTFRWFq6srnTp14t13363253TZd999R/v27XF1dWXo0KF8+umn1Y5Y1pT33//+N59++inffvttxXn+85+9q7l8Xaxbt47o6Gjc3Ny46aabyMjI4McffyQqKgpvb2/uvvtuioqKKuLMZjMLFiygdevWuLm50aNHD1auXFlxnEOHDgXA19cXjUbDvffee9W4P9fz448/0rt3b/R6Pdu2bbP6eIRoVIoQwm6ys7MVjUajvPTSS9V+/sADDyi+vr6K2WxWFEVRIiMjFS8vL2XBggVKQkKC8tZbbyk6nU5Zv369oiiK8vXXXyve3t7K2rVrlaSkJOW3335TPvzww4r9zZw5UxkwYICydetW5dSpU8qrr76q6PV65cSJE4qiKMqSJUsUZ2dnZcCAAcr27duV48ePKwUFBUpwcLCyePHiiv2Ul5dXei81NVV59dVXlf379yuJiYkVdf3222+KoihKbm6u0r9/f+WBBx5Q0tPTlfT0dKW8vFz55ZdfFEDJyclRFEVR9uzZo2i1WuWFF15QEhISlCVLlihubm7KkiVLKnJHRkYqfn5+SmxsrHLy5EllwYIFilarVY4fP271eX/wwQeVTp06KWfPnq1xm+nTpyu33nprpXMXGRmpbNy4UTl06JAyceJExcvLS5k9e7bVtZ05c0YBlP379yvl5eVKenq64u3trSxatEhJT09XioqKqpyT/fv3K3q9Xpk1a5YSHx+vHD58WHn77beVzMxMRVEUZeXKlcqqVauUkydPKvv371fGjRundOvWTTGZTJVydurUSfnhhx+UhIQEZdKkSUpkZKRSVlamlJSUKIsWLVK8vb0rfjb5+fnVnpNevXopr776qqIoihIfH6/4+fkpLi4uFdvPnDlTueeeeyq2nz9/vrJ9+3blzJkzynfffacEBwcrr7zySsXnffr0UZ577rlKOXr37l3xXk5OjhIYGKjMmzdPOXbsmLJv3z5lxIgRytChQ2v8uV2+hocPH67s3r1b2bt3rxIVFaXcfffdFdv897//VUJCQpRVq1Ypp0+fVlatWqX4+fkpS5curfJzUhRFOX36tOLs7Kw88cQTyvHjx5Uvv/xSCQ0NrfRzulre/Px85c4771RuvvnmivNcUlJS7TEMHjy40nWlKErFddGvXz9l27Ztyr59+5R27dopgwcPVkaOHKns27dP2bp1q+Lv76+8/PLLFXH/+c9/lE6dOik//fSTkpiYqCxZskTR6/XK5s2blfLycmXVqlUKoCQkJCjp6elKbm7uVeP+XE/37t2V9evXK6dOnVKys7NrPQYh1CLNqxB2tGvXLgVQ4uLiqv38jTfeUADlwoULiqJYmqObb7650jaTJ09WRo8erSiKorz++utKhw4dlNLS0ir7SkpKUnQ6nZKWllbp/WHDhinz5s1TFMXyFzCgxMfHV9pm9uzZyk033VTxet26dYper6/4i7s6Y8eOVR5//PGK17X9hXx5P3fffbcyYsSISts8+eSTSufOnSteR0ZGKn/5y18qXpvNZiUoKEh57733aqzlSufOnVP69eunAEqHDh2U6dOnKytWrKho+BSlcvNqNBoVZ2dn5euvv674PDc3V3F3d6/SvNZW25VNkaIoisFgqNScX3lOpkyZogwcONDqY8vMzFQA5dChQ5Vy/vkfH0eOHFEA5dixY4qiWH7uBoPhqvt+7LHHlLFjxyqKoiiLFi1SJk+erPTo0UP58ccfFUVRlHbt2lX6x9KVXn31VaV3794VrxcuXKi0bdu24nVCQkKluubPn6+MHDmy0j5SUlIqmq3qXL6GT506VfFebGysEhwcXPG6bdu2yrJlyyrFzZ8/X+nfv7+iKFV/Tn//+9+Vrl27Vtr+2WefrdK8Xi3vlf8gqkltf1Y2btxY8d6CBQsUQElMTKx478EHH1RGjRqlKIqiFBcXK+7u7sqOHTsq7WvGjBnKlClTKu33z3+WbYlbvXq11ccghFrktgEhGoCiKFZve+WDEP379+fYsWMA3HHHHVy6dIk2bdrwwAMPEBcXR3l5OQCHDh3CZDLRoUMHPD09K762bNlS6dfMLi4udO/evVKOe+65h82bN3Pu3DkAvvjiC8aOHVvxkI/JZGL+/Pl069YNPz8/PD09WbduHcnJyTadh2PHjjFw4MBK7w0cOJCTJ09iMpkq3vtzfRqNhhYtWpCRkWF1npCQEHbu3MmhQ4eYPXs25eXlTJ8+nZtvvhmz2Vxl+9OnT1NWVsZ1111X8Z7BYKBjx45Vtq1vbVeKj49n2LBhNX5+8uRJpkyZQps2bfD29qZVq1YAVc79n+sKCQkBsLmuwYMHs23bNkwmE1u2bGHIkCEMGTKk4to4deoUQ4YMqdh+xYoVDBw4kBYtWuDp6clzzz1Xqa677rqLs2fPsmvXLsByXfXq1YtOnToBcODAAX755ZdK1+vlz/58zV7J3d290q0HISEhFcdaWFhIYmIiM2bMqLTf//znPzXuMyEhgb59+1Z678/XgjV57eXPP8fg4OCKWzL+/N7lnKdOnaKoqIgRI0ZUOtbPPvus1vNnS1yfPn3senxCNAR5YEsIO2rXrh0ajYZjx44xceLEKp8fO3YMX19fAgMDrdpfeHg4CQkJbNy4kQ0bNvDwww/z6quvsmXLFgoKCtDpdOzduxedTlcpztPTs+J7Nzc3NBpNpc/79u1L27ZtWb58ObNmzSIuLq7Sk/ivvvoqb775JosWLaJbt254eHgwZ84cSktLbTgb1nN2dq70WqPRVNt0Xk3Xrl3p2rUrDz/8MA899BA33ngjW7ZsqbgPUM3aLnNzc6v183HjxhEZGclHH31Ey5YtMZvNdO3atcq5/3Ndl3++ttY1aNAg8vPz2bdvH1u3buWll16iRYsWvPzyy/To0YOWLVvSvn17AHbu3Mk999zD888/z6hRozAYDCxfvrzSPcwtWrTgpptuYtmyZfTr149ly5Yxa9asis8LCgoYN24cr7zySpVaLjfg1anuZ3D5H4gFBQWAZbaJ66+/vtJ2V/65sFVtee3lyp9jbdfb5WNds2YNoaGhlbbT6/U15rAlzsPDw8YjEKLxSfMqhB35+/szYsQI3n33XebOnVupUTl//jxffPEF06ZNq9RMXh6l+vPrqKioitdubm6MGzeOcePGERMTQ6dOnTh06BDR0dGYTCYyMjK48cYbba71nnvu4YsvviAsLAytVsvYsWMrPtu+fTu33norf/nLXwBLU3TixAk6d+5csY2Li0ul0dPqREVFsX379krvbd++nQ4dOtS7sbiay7UWFhZW+axNmzY4Ozuze/duIiIiAMsDTCdOnGDQoEENWlf37t3ZtGkTzz//fJXPsrOzSUhI4KOPPqr4mdbloRlrfjYAPj4+dO/enXfeeQdnZ2c6depEUFAQkydP5ocffmDw4MEV2+7YsYPIyMhKDxwmJSVV2ec999zDU089xZQpUzh9+jR33XVXxWe9evVi1apVtGrVCicn+/z1ExwcTMuWLTl9+jT33HOPVTEdO3Zk7dq1ld7bvXu3zbmtPc/2cvmhy+Tk5Eo/mytrAirVZU2cEI5EbhsQws7eeecdSkp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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "cc.scatter(model=\"SW_2\", area=polygon) # , backend='plotly'" + "cc.sel(model=\"SW_2\", area=polygon).plot.scatter();" ] }, { @@ -924,7 +945,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -933,225 +954,225 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", - "\n", + "
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  nbiasrmseurmsemaeccsir2nbiasrmseurmsemaeccsir2
model
ERA5EPL66-0.2080.2900.2020.2240.9720.0780.887
HKNA386-0.4370.5450.3260.4410.9750.1050.773
c299-0.3860.4630.2560.3930.9780.0940.809
SW_1EPL66-0.0660.2250.2150.1900.9700.0830.932
HKNA386-0.1940.3520.2930.2520.9710.0940.905
c299-0.0320.3570.3560.3000.9720.1310.887
SW_2EPL660.0010.2340.2340.2000.9700.0900.927
HKNA386-0.1000.2930.2750.2140.9710.0890.934
c2990.0460.4270.4250.3570.9720.1570.838ERA5EPL66-0.2080.2900.2020.2240.9720.0780.887
HKNA386-0.4370.5450.3260.4410.9750.1050.773
c299-0.3860.4630.2560.3930.9780.0940.809
SW_1EPL66-0.0660.2250.2150.1900.9700.0830.932
HKNA386-0.1940.3520.2930.2520.9710.0940.905
c299-0.0320.3570.3560.3000.9720.1310.887
SW_2EPL660.0010.2340.2340.2000.9700.0900.927
HKNA386-0.1000.2930.2750.2140.9710.0890.934
c2990.0460.4270.4250.3570.9720.1570.838
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 25, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -1287,71 +1308,225 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", - "\n", + "
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  nbiasrmseurmsemaeccsir2nbiasrmseurmsemaeccsir2
model
ERA5EPL66-0.2080.2900.2020.2240.9720.0780.887
HKNA386-0.4370.5450.3260.4410.9750.1050.773
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\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 26, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1487,19 +1662,9 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 31, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/skill.py:516: FutureWarning: plot_bar() is deprecated, use plot.bar() instead\n", - " warnings.warn(\"plot_bar() is deprecated, use plot.bar() instead\", FutureWarning)\n", - "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/skill.py:520: FutureWarning: plot_barh() is deprecated, use plot.barh() instead\n", - " warnings.warn(\n" - ] - }, { "data": { "image/png": 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@@ -1522,13 +1687,13 @@ } ], "source": [ - "s.plot_bar('rmse');\n", - "s.plot_barh('rmse'); # horizontal version" + "s['rmse'].plot.bar();\n", + "s['rmse'].plot.barh(); # horizontal version" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -1537,221 +1702,221 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", - "\n", + "
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  nbiasrmsesinbiasrmsesi
model
ERA52017-10-27 00:00:0084-0.1610.2050.062ERA52017-10-27 00:00:0084-0.1610.2050.062
2017-10-27 12:00:00150-0.3060.3350.0682017-10-27 12:00:00150-0.3060.3350.068
2017-10-28 00:00:0076-0.2000.2640.0692017-10-28 00:00:0076-0.2000.2640.069
2017-10-28 12:00:0084-0.6370.6790.0682017-10-28 12:00:0084-0.6370.6790.068
2017-10-29 00:00:0082-0.6990.8000.0822017-10-29 00:00:0082-0.6990.8000.082
2017-10-29 12:00:0075-0.4720.5750.0832017-10-29 12:00:0075-0.4720.5750.083
SW_12017-10-27 00:00:0084-0.0960.2570.117SW_12017-10-27 00:00:0084-0.0960.2570.117
2017-10-27 12:00:00150-0.1750.2550.0922017-10-27 12:00:00150-0.1750.2550.092
2017-10-28 00:00:0076-0.1110.1790.0572017-10-28 00:00:0076-0.1110.1790.057
2017-10-28 12:00:0084-0.0370.2040.0582017-10-28 12:00:0084-0.0370.2040.058
2017-10-29 00:00:0082-0.4210.5960.0892017-10-29 00:00:0082-0.4210.5960.089
2017-10-29 12:00:0075-0.0290.4220.1062017-10-29 12:00:0075-0.0290.4220.106
SW_22017-10-27 00:00:0084-0.0700.2360.110SW_22017-10-27 00:00:0084-0.0700.2360.110
2017-10-27 12:00:00150-0.1570.2480.0962017-10-27 12:00:00150-0.1570.2480.096
2017-10-28 00:00:0076-0.0550.1500.0562017-10-28 00:00:0076-0.0550.1500.056
2017-10-28 12:00:00840.0910.2340.0632017-10-28 12:00:00840.0910.2340.063
2017-10-29 00:00:0082-0.2260.4770.0882017-10-29 00:00:0082-0.2260.4770.088
2017-10-29 12:00:00750.1380.4610.1112017-10-29 12:00:00750.1380.4610.111
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 29, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1910,7 +2075,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -1925,14 +2090,22 @@ } ], "source": [ - "s.plot.line('rmse', title='Hm0 rmse [m]');" + "s['rmse'].plot.line(title='Hm0 rmse [m]');" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 35, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/skill.py:257: FutureWarning: Selecting metric in plot functions like modelskill.skill().plot.grid(si) is deprecated and will be removed in a future version. Use modelskill.skill()['si'].plot.grid() instead.\n", + " warnings.warn(\n" + ] + }, { "data": { "image/png": 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s7BAKJJGc+/d/UN4y1y80dggF0h8zdhg7hAIlFcAw4J2+6fY/UVS8vORhBcDauKEUOHZm/4kholf29vyKaV0IydbYIRQ4mZZmb9+JcuDngG7eZfkAF2oSERGRXrCoICIiIr1gUUFERER6waKCiIiI9IJFBREREekFiwoiIiLSCxYVREREpBcsKoiIiEgvWFQQERGRXrCoICIiIr1gUUFERER6waKCiIiI9IJFBREREekFiwoiIiLSCxYVREREpBcsKoiIiEgvWFQQERGRXrCoICIiIr1gUUFERER6waKCiIiI9IJFBREREekFiwoiIiLSCxYVREREpBcsKoiIiEgvWFQQERGRXrCoICIiIr1gUUFERER6waKCiIiI9IJFBREREekFiwoiIiLSCxYVWirRqBEa7tqFdtHR6CIESnfooNHu0rEjGu/fjw5xcegiBByqV3+n45b56CMEXr+OTqmpaHXpEpxat9Zor/TFF2gfG4v2sbHwHD1ao61YnTpoERICSS7/dydnYJKlFWx7DUfxxVtRcsMBFJ2+DIpyXm/upDCDTZcB2X02HkTxxVtg6d9G3WzmUwvFFmxCiTV/wv7TLwG54tX7Wdmg2IJNkJUolV+nlK+mzZwDyaqExo9X9ffe2OfZswQMGzUOzh6VYVGkNDx96uDPfQfV7Zt//hWuFaqhqHN5jB43WaNvxL1IePrUQWJiUr6cjyFFP3yEnkO/RIlKTWHtVg/VmnRByIVree5//HQoGr7fV72/d/0PsXDlJo19Nm/7E241WqNYxSYYPWW+RltE5ANUeu8DJCYl58v55DtJgrxxF5h9ugRmY3+E2dBFkDX48K3dZFUaQtF/LszGboTZZyshf38IYGX76rBlfWA2eCHMvlgHebthgOy131kWVjAbvBCwL5EfZ5QvSr74PGgfHY2uQsAll8+DJvv344O4OHR9x88D+8qVUX/bNrQND0dXIeA5cmSOfdx79EC7yEh0fPoUNeZrjj1rd3e0uXEDCju7f3dyOtK6qHj8+DGGDh0KNzc3WFhYwMnJCQEBAThx4gS6deuGwMBAjf337dsHSZIwbdo0je3Tpk2Dm5vbW9/v4sWL6N69O1xdXWFlZQVvb28sWrRI27D1RmFjg2cXL+L8sGF5tscdP45L48e/8zGL16uH937+GeFr1uBAzZp4sHMnGuzcCfsqVQAARXx8UOXrr3G6Wzec7t4dVWfORJGqVQEAklwOv5UrcW7IEAil8t+foAHZDRoHc59aSFz+DZ6O64uMS2fh8OV8yIrm/UulyMhpMK/qi8Tv5+LJ6J5IWDIDygeR2Y2ShCLDpyD1r12In/opFOUqwap5O3Vfm+6DkfrXLqjiYvP71PJNlcpeeBh+Vf1z/NCePPfNyMhAy/c7IeJeJLZtXocbl07jh+UL4VLaGQAQF/cEAz79HN/Nmo4Df/yKTVu2Yfef+9X9Px05DrNnfAV7e+P8ctKX+GeJaNi2L8zMFPjz5yW4emwbvpv2OYoWyfu8bGysMKx/Vxz5fTWuHd+OLz/vjymzl+P7jdsBAHFP4jFw9AzMmzYK+39Zjs3b/8TuA0fV/YeNn4VZk0fA3s42r7cwabJ6HSDzbYms/WuR+f1oZB3+CfL32kNWKzDPPlKZSpC3GwbVxb+R+f0XyPptIaTSFaBoM/jlHlB88BmUoX8ha8MUyJzLQ1azhbq/vGkPKEP/AhLj8vns9Ef+4vPg3Bs+Dx5r+XmgsLZGyt27uDhhAlIfPszRbl68OGqtXo0LY8bgSKtWcP/kEzi//7663W/5clycMAFZScb5Y0Dx9l00derUCRkZGdiwYQPKlSuH2NhYHDp0CE+ePEHTpk0xZswYZGVlQaHIPvThw4fh6uqKoKAgjeMcPnwYTZs2fev7nTt3Do6Ojti0aRNcXV1x8uRJDBo0CHK5HMOHD9c2/H8tZt8+xOzbl2f7vU3Zf81Yu7u/8zErjhyJmH37cOO77wAAV776CqVatkTF4cNxbuhQ2Hl5IeHSJTw6fBgAkHDpUva2K1dQaexYPD56FPEhIf/irIzAzBwWdRojYf6XyAy7BABI2b4e5r71YdWyA1J+WZOji3n1OjDzro4nI7tDpGT/g1HFxajbJbsikNk7IPXgTiAzA+nnTkDukv3/QVGxCszKV0Lyuv/l+6nlJ4VCASend5tpWbthM57GP8PJoL0wMzMDAJR1f1XI3w2/hyJF7NG1c0cAQNPGDXA97CbatgnAz1u3w8xMgQ8/aKv/kzCwOUvWw7V0KaxdPF29zcPd5Y19avp4oabPq1mzsm6lsWPP3zh+OhSDenXC3XvRKGJni64fBAAAmjaohes3w9G2VWP8/Nu+7Ny1bZ4/J2QAMhdPqG6GQNwJBQCIhMcQlRtAKl0hzz6SS0Ug4RFUIfvUfVShf0H+XvvsHaztIFnbQ3XuAKDMhOpWCKQSLi/6ekJyLg/l/rX5e2J6lh+fB09DQvD0xe/z6rNn52i3LVcOmQkJiPrlFwDAo8OHYe/tjYd79sCtWzeIzExE79ihzWnolVYzFc+ePcOxY8cwZ84cNG3aFO7u7qhTpw4mTpyI9u3bo2nTpkhOTkbIax9wQUFBmDBhAoKDg5GWlgYASEtLQ3Bw8DsVFf369cOiRYvQpEkTlCtXDp988gn69u2L3377TctTNV3F69VD7F9/aWyL2b8fxevVAwAkXL4MW09PWLu6wtrNDXaenki4cgU25crBo29fXJk8ObfDmjRJLockV0BkZGhsFxnpMKvkk2sfc78GyLp7A9btuqP4sm0otmATbD8eCpiZZ/dNfAZlfBzMq9UCzC1g7lUNWZF3ALkcdv1HI2n1fECo8v3c8tOt23dR2qMKynn74eM+gxEZeT/PfXft2Y96dWth2KhxKOXujap+DfHt3IVQvpjRqlihHJ4/f47QC5fw9Gk8zp67gGo+VRAf/wxTvp6NpQvmGOq08tUf+4/Ar0ZldOk/DqUqN4dvs+744Uftfn+EXg7DybOX0Li+HwCgYjk3PE9NQ+jlMDyNT8DZ0GuoVrki4p8l4qvZy7Fk1rv/ZWqKVNE3IStbFSiWPaslObpDcq0EcedCnn1E9C3AvgSk8jWyN9gUgcyrLlQvChM8T4RIegqpXDVAYQ7J1QviUSQgk0MeOADKvT8AQuTviRUCSbduQWFtDYcaNWBetCiK1a6NhEuXYObggKozZuCcEf7Yfp1WMxW2trawtbXFzp078d5778HCwkKj3dPTE6VLl8bhw4fx3nvvISkpCefPn8fu3buxZMkSnDp1Ck2bNsXJkyeRnp7+TkVFbhISElCsWLE829PT05Genq5+nZiYqNP7GIqlkxPSYjWn5NNiY2Hp5AQASAoLw5VJk9D4YPa18MsTJyIpLAxNDh7ExXHj4BQQgCrTpkGVmYnQkSMRd+yYwc9BWyItFZk3r8Dmw15IfHAPqmfxsGjQHGaeVaCMic61j9zRGWaVfCAyM5CwYDJkdkVg1+9zSLZFkLQqu6JPXDQNtj2Hw67XZ0i/cBppQX/Cuv3HyLwWCpGZAYdpSyGzK4LU/b8h9YDxqnld1K3th/XfL0Elzwp4GBOL6d/MQ6MWbXHl3DHY5XL99G54BP4OisLH3T7Cnzt+xu074fh01DhkZmZi6pfjULSoAzb8sAy9BgxDamoaen3cBQEtm6H/kJEYPqQ/wu/dQ/vOnyAzMxPTvhyHjz5sb4Sz/vfu3ovGyvXb8PmQjzFxVD+cDb2KkV/Og7mZGXp3a/fGvq7VA/H4STyyspSYOnYwBnySPatT1MEe65dMR+/hXyE1NQ09u7yPgGb10X/UdAzr3xXhkdHo0PNzZGZlYerYwfioXYs3vo+pUZ38HZK5FcwGLwBUKkAmgzJoK1RXj+fZR9y/gazfl0DxwShAYQZJroDqZojG7EPWjv9B3qI3pJZ9oLoTCtXFw5DV6wBx7yqQlQlFz68hWdtBGbIPqnP783yv/7LMZ88Q3Ls36m7cCLmVFSI2bkTMgQOovXo1bi9dClsPDzTatQsyMzNcmTYN97dvN2h8WhUVCoUC69evx8CBA7Fy5Ur4+vqiSZMm6NatG6pVqwYAaNq0KYKCgjBx4kQcO3YMnp6eKFmyJBo3boygoCB1u4eHB9y1mBJ66eTJk9i6dSv27Mn7WvKsWbMwffr0PNsLojurVuHOqlXq1+69eiEzKQlPTp1C6xs38Fft2rAqUwb1tmzBHg8PqP4xA2CKEpd9A7sh41Fi+W8Qyixkhd9C+slDUHhUynV/ScqeWEtcOhMiNQUAkPzjMtiP+hpJaxcAmRnIvHEZ8ZMHq/vIncrAslEA4icOgMPUxUjdtw3pF4JRfO56ZIRdhDLybv6fqJ60Dnj1wVTNpwrq1vaDe6Ua+GX77+jf55Mc+6tUKjiWLIHvly2AXC6Hn28NRD94iHn/W4qpX44DAHTs8D46dnh1PfbIsRO4dPkqliyYhQpVauPnjd/DqZQj6jRqhcYN68HRsWT+n6ieqVQq1KpeGd9+OQJA9qWNK2F3sGrDtrcWFUd3rUFyynOcPncZE2cuQQUPV3T/MHtdQcf3m6Hj+83U+x45eQ6Xr93Ckm/HoWLdDvhp1Sw4ORZH3YBeaPyeLxxL5v2HkKmRVa4HWdWGUP6+BOJxFKRSZSFv0RtIfgrV5aO5dyrhAkXL3lAe3w5x9yJgWxTy5h9nz0L8mf27S9y/gaz1k171KeYMuU9jZK4ZD0XP6VCd/ROqOxdgNvA7iMjrEI8jDXC2BU/0zp2I3rlT/bpk48ZwqFYN50eMwPu3b+NU9+5Ii4lBizNn8PjoUaQ/fmyw2LReqNmpUyc8ePAAu3btQmBgIIKCguDr64v169cDAPz9/XHixAlkZmYiKCgI/v7+AIAmTZqo11W8LC60deXKFXTo0AFTp05Fq1at8txv4sSJSEhIUP9ERUVp/V6GlBYTA8tSmtfJLUuVQlpMTK77mxcvjipTpyJ0xAgUr1sXSTdvIvn2bTwOCoJkZgY7T09DhP2vKR89wLOvR+JRnwA8Gd4Z8VOGAHIFlI8e5L7/sydQPn2sLigAICs6EpJMBnnx3D/s7AaMQfLmZYBMgpmHJ9JOB0EkPkPG9Ysw966RH6dlMA4OReBZoTxu3wnPtd3ZqRQ8K5aH/LW7gry9PBET8wgZuRSd6enp+HTkOKxaOh+374QjS6lEk0YNUMmzIjwrlEfw2XP5di75yblUCXhXKqexzbuiByKjc//39ToPdxf4VK6IgT0/xKjBH2P6vFW57peenoFh42dh5Xdf4nZ4VHbu6vuhUoWy8CzvhuDzl/VyLoYib/YxlKd+h+raSYjHUVBdOQbl2T8hr/9B3n3qfQBx/yZUwX9API6ECL8I5b41kNdoBtg45NpH0Xogsg79CEgyyJw8oLp+OvsySeR1SO6V8+fkChmZuTn8li9HyODBsK1QAZJCgcdHj2Z/Lty8ieJ16xo2Hl06WVpaomXLlpgyZQpOnjyJPn36YOrUqQCyZypSUlJw9uxZHD58GE2aNAGQXVQEBwfj6dOnCA4ORrNmzd70Fjlcu3YNzZs3x6BBgzD5LWsILCwsYG9vr/Fjyp6cOoVSzTUXdZVq2RJPTp3Kdf8aCxfi5sKFSI2OhiSXQ/ZiER4AyBSKAndrKdLToHr2FJKNLcyr1UZ6yIlcd8u8cQXyoiUgWVipt8mdy0ColFA+yVmJW/q3gSo5ERnnTgKy7KEuvbjFVJLL1dsKquTkZNwJj4BzHgs3G9Sri9t3wqFSvVpHcvPWHTg7lYK5uXmO/WfOXoDAls3gW7M6lEolsrKy1G2ZWVlQKgvmepQGdWrg5u0IjW03796DexlnrY6jUqmQnscM4MyFqxHQtD58q3lDqVIhK+vVnViZmQUwdwqLnOsbVCoAUp5dJDMLiH+uWXr5WsrZT1a9KZCaDHHr3Kt/iy9/d8nkgFSw/30aSuXJkxGzbx/iQ0Oz16opXruN3szM4J8HWt/9kZvKlStj54upmPLly8PV1RW7du3ChQsX1EWFi4sLXFxcMH/+fGRkZGg1U3H16lU0a9YMvXv3xjfffKOPkHWmsLGBbYVXK6BtPTzgUL06Mp4+xfOoKJgXLQprNzdYli4NALCrlD2VnxYTo143UWfDBqRGR+PypOxpwFuLFqHpkSPwHD1avYK3aK1aCBk0KMf7l2rRAnaenjjTuzcA4OnZs7Dz8oJTYCCsXV0hlEok3biRrznQF/NqtQFJQtaDSMidysC2xxAoH0Qi7cifAACbbgMhK1oSSSu+BQCkn/gLNh/2gt2QCUjZthYyuyKw/Xgo0oL2Apmav+wlewfYdOyF+GnZt3qJlGRk3Y+AVZuPkHEpBGZV/ZCyU/O5A6ZuzISv0O79ALi7ueLBgxhMnTkHcrkc3btkPz+gV/9P4VLaGbNmTAEADB3YF0tXrsbILyZhxKcDcOv2XXw773/47NOBOY597foNbN22A6Gns+8w8qpUETKZDGvWb4JTKUeE3biF2n41DXeyejRq8Mdo8H5ffPu/NejSviXOhF7FDz/+hlXfvfrjZOLMJXjw8BE2LJsBAFi2ZivcyjjBq6IHAODoqfOYv/xHjBjYLcfxr924i192HsD5Qz8DALwqlM3O3eadcHIsjrDbEahds4oBzlR/VLfPQV6/I0RCHETc/ezLH3Xfh+riYfU+cv/ugF0xKP9Ylt3n1jnI2wyC8G0J1d2LkGyLQt6iN1TRt4DkeM03sLaHvMGHyNz4VfbrtBSIuPuQ1X4fIvwipLJVIU6a/pqnf34e2OTxeWD1hs+Duhs24PlrnwcyMzPYV86epZGZm8PKxQUO1asjKzkZyXfuaLy/vbc33Lp2xf6a2f82k8LCAJUKHv36IS0mBvZeXnh69mz+JuEftCoqnjx5gs6dO6Nfv36oVq0a7OzsEBISgrlz56LDaw/9aNq0KZYvX44KFSqg1GvT+k2aNMGSJUvUCzrfxZUrV9CsWTMEBARg9OjRiHlxSUAul6NkScNf3y1aqxaavnZ7bI2FCwEA4evX42zfvijdvj3qvLgUBAD1tm4FAFydNg1XX6zzsHZzg3jtr8cnp07hdI8eqDpzJny+/RbJt27hxAcfIPHqVY33lltaoubSpTjdtav6r4jU6GiEjhiB2uvWQZWejjO9e0P54i4bUydZ28K220DIipWEKjkJ6WeOIGXrauDF3Qkyh+KQl3BU7y/SU/Hs2y9g12ckin3zPVTJiUg/fRjJW1fnOLZd78/wfM9WqOKfqLclrpwF+6GTYB3QCc93b0HW3bD8P0k9uh/9AN17DcKTp/EoWaI4Gtavi9NH9qFkyeznekRG3YfstdkXV1cX7N/1Kz4fNxnVajeBS2lnjBw2COO/+EzjuEIIDBo2GgvmzICNjQ0AwMrKCuu/X4Jho8YjPSMDSxfOhouLdn/Zm4raNavgt/XfYdI3SzFj/g/wcCuNhTPG4OOPXj00LSY2TuNyiEoITPpmKcIjo6GQK1C+bBnMnvIZBvfupHFsIQQGfzET878eDRub7Bk0KytLrFs8DcMnzEZ6eiaWzBoPF2dHFCTKA+uAxl2hCOwPWBfJXksR+heUx7a92snWAZJ9cfVL1eUjgIUVZH4BkDfvCaSlQHXvKpR/b85xfHnLPlAG79YoNrL+WA5Fu2FArUAog/+AeHgnRz9TU7RWLTR77fOg5mufB2defB7Ufe3zoP6Lz4Mrb/g8sCxdGgEXLqhfe40dC6+xY/EoKAiH//HHeK3vv0fo6NFQPn8OAFCmpSG4Tx/4LVsGmYUFzg8fjtQHuV9Ozi+SEO9+D096ejqmTZuGAwcO4M6dO8jMzISrqys6d+6MSZMmwcoq+x/V+vXr0bdvXwwZMgQrVqxQ99+wYQP69OmDwYMHY+XKle/0ntOmTct10aW7uzsiIiLe6RiJiYkoUqQI1gGwfqce9JJ/t8bGDqHAcVxXeG53NiSRxEV52sr8IedzDOjtdnz5i7FDKFCeA+iH7Dsv37acQKuioqBiUaE7FhXaY1GhGxYV2mNRoRsWFdrRpqjgShgiIiLSC6MXFUOGDFE/VOufP0OGDDF2eERERPSO9HL3x7/x9ddfY8yYMbm2mfqtoERERPSK0YsKR0dHODoWrJXRRERElJPRL38QERFR4cCigoiIiPSCRQURERHpBYsKIiIi0gsWFURERKQXLCqIiIhIL1hUEBERkV6wqCAiIiK9YFFBREREesGigoiIiPSCRQURERHpBYsKIiIi0gsWFURERKQXLCqIiIhIL1hUEBERkV6wqCAiIiK9YFFBREREesGigoiIiPSCRQURERHpBYsKIiIi0gsWFURERKQXLCqIiIhIL1hUEBERkV6wqCAiIiK9YFFBREREesGigoiIiPSCRQURERHpBYsKIiIi0guFsQMwpBsALIwdRAHTuqSdsUOg/wjJqqSxQyh4lCpjR1AglS7B32vaSFEJ4GnyO+3LmQoiIiLSCxYVREREpBcsKoiIiEgvWFQQERGRXrCoICIiIr1gUUFERER6waKCiIiI9IJFBREREekFiwoiIiLSCxYVREREpBcsKoiIiEgvWFQQERGRXrCoICIiIr1gUUFERER6waKCiIiI9IJFBREREekFiwoiIiLSCxYVREREpBcsKoiIiEgvWFQQERGRXrCoICIiIr1gUUFERER6waKCiIiI9IJFBREREekFiwoiIiLSCxYVREREpBcsKoiIiEgvWFQQERGRXrCoICIiIr1gUUFERER6waKCiIiI9IJFBREREekFiwotuTdqhO67duGL6GhMEwJeHTpotHt37Iie+/djXFwcpgkBp+rV33rMPocPY5oQOX567N6t3qf+F19gbGwsxsbGot7o0Rr9XerUwaCQEMjkcv2cpKFYWMHiw4GwmbYWtt9th/Xn8yBzq5jn7opq9WD16QzYfLsZtnN/gfXn30Hu5au5Ty1/2ExfB9vZW2DRcYBGm1TMETaTVwGWVvlyOvlt2sw5kKxKaPx4VX8vz/39W7XPsb9kVQLvd+ym3ue7hUvh6OYFRzcvzP/fMo3+wWfOwa9+M2RlZeXbORnCtG8XQLJz1fjx8vV/Y5//LVuNSjWbwKpkBbh61cHnE6YhLS1N3b556w64etVBUdeqGD1hukbfiHtR8KzRGImJSflxOoYhySD37wqz4ctgNmEzzIYtgaxRp7d2k9UKgNnQhdl9Pl0EWbXGmof1qAazTxfBbNwGyDuMAGSKV40W1jD7dBFQpIS+zybf2Nerj8qbtqLO5Rto9DgRxVu/n2Mf9/Ffou6Vm6gfGYuq236HZbnybz2uuZMzKi3/Ae/diED9yFj4HjkF2+o11e0un45A3Wt3UPfaHbgMHa7R1863Fmr8dQQw0ueB1kXF48ePMXToULi5ucHCwgJOTk4ICAjAiRMn0K1bNwQGBmrsv2/fPkiShGnTpmlsnzZtGtzc3N7pPT/77DP4+fnBwsICNWrU0DZkvTKzsUHsxYvYM2xYnu2Rx4/jr/Hj3/mYWz/8EN85Oal/llWpAlVWFq79+isAoJSPD5p+/TW2deuGbd27o9nMmXCsWhUAIJPL0XblSuweMgQqpfLfn6ABWXYfAXmlGkj7cT5SZg9HVlgorIfNhFSkeK77yytUhfLGBaSunIaUeaOQdesSrAZNgaxMOQCAZGMPy24jkL5zLZ4vnwJFLX/Iq9R+9X6dP0X6rvVAWqohTi9fVKnshYfhV9U/xw/tyXPf37Zs0Nj3yrnjkMvl6PxhdiF86fJVfDVjDrZs/B4/b/gek6fPwuUr1wAAWVlZGPLZGKxc/B0UCkWe71FQVPH2xMPb59Q/xw/8lue+P/2yAxOmzsbUiaNwPeQw1iybh63b/8CkaXMAAHFxTzFg+Fh8981kHNi5CZu27sDuvX+p+386+kvMnj4R9vZ2+X5e+UVWvwNkfq2QtW8NMleMQtbfmyGv1wGy2q3z7uPXCvJmPaA88isyV34O5ZGtkAcOgFTR78UeEhQdR0J57iCy1n0JWelykPm2UPeXN/sYynMHgYS4fD47/ZFb2yDl6hXcGf9Fru1lRoxC6YGDcWvMKFwIbAbV8+eouvU3SBYWeR5TUcQB1fccgCorE1e6dcK5hnVwd+qXyEp4BgCwrlwF7uO/RNigvrgxuB/cJ06BtXflFwHJUeG7hbg95nPASJ8HWv+26NSpEzIyMrBhwwaUK1cOsbGxOHToEJ48eYKmTZtizJgxyMrKUv8iOnz4MFxdXREUFKRxnMOHD6Np06bv/L79+vVDcHAwLl26pG3IenV73z7c3rcvz/ZLmzYBABzc3d/5mKnx8Rqvq3brhsznz3H1RVFRwssLsZcuIfzwYQBA7KVLKOHlhUdXrqD+2LG4d/QoHoSEaHsqxmVmDkX1Bkj9YQaUd64CADL2/gRF1Towa9gaGXs25eiS/tsPGq8zdm+EwqcuFFXrIOP+XUjFnSDSniMr9BgAQHnrEmSlXKG8ehYK38YQqixkXTqV/+eWjxQKBZycSr3TvsWKFdV4veXXHbC2tkLnD9sDAMJu3EK1qpXRzD/7r8lqVSsj7MYt+FStjHkLl6Jxg3qoXcs3x3ELIoVCAadSju+078ngc2jwXi306NIRAFDW3RXdP+qA4JALAIC7EfdQxN4eXTtl57Fp43q4fuM22rZugZ9/3QkzhQIfdsj7w7cgkJWpBNWNEIjb5wEAIuExRJUGkFwqAGfz6OPTGKpzf0F17SQAQPXsESTnCpDX/wBZt84B1naQbOyhCtkPKDOhuhkCqYQLAEAq4wmpdHko960xyPnpS/yhg4g/dDDPdpfBnyJywTw83fcnAODGsMF479ptlGjdFo93bs+1T5nPRiH9QTRuffapelt65D31f1tX9ETKtatIOH4UAJBy7SqsK3ri+fVrKDN8JBJOnUTyhfP6OD2daDVT8ezZMxw7dgxz5sxB06ZN4e7ujjp16mDixIlo3749mjZtiuTkZIS89gEXFBSECRMmIDg4WD19mJaWhuDg4HcuKhYvXoxhw4ahXLly2oRbYNXs3x9XtmxB5vPnAIDYy5dR3NMTRVxdUcTNDcU9PfHoyhUULVcONfv2xd+TJxs5Yh3I5JDkciArU2OzyEiHvFyVdzuGJEGysIJISQYAqB5HQzK3yJ65sLaF3M0TqgcRgJUNLN7/BOm/rtTzSRjerdt3UdqjCsp5++HjPoMRGXn/nfuu2bAZ3Tp3hI2NDQDAp2pl3Lx9B5GR93HvXhRu3r6DqlW8ceduONZt/Akzp03Mr9MwuFt3wlG6oh/K+TTAx/1HIDIqOs9969f1w7kLl3EmJBQAcDf8Hv48cBhtWmX/vqpY3gPPU1MRevEKnj6Nx9nzl1Ctqhfi459hyszvsHT+TIOcU35S3b8BmUdVoJgzAEAq5Q7J1QvidmjenRRmgDJDc1tWRnYhIpMDzxMhkp5CKl8dUJhDcvWGeHQPkMkhbzMQyj3fA0KVj2dlWJbuZWFeygnPjgaptymTEpF0PgR2tevk2a94QBskXwiF15oNqHvtDmr+fQxOn/RWt6dcuwqr8hVg4VIGFmVcYVW+PFKuX4NlWQ+U6v4J7n07Iz9P6620mqmwtbWFra0tdu7ciffeew8W/5jC8fT0ROnSpXH48GG89957SEpKwvnz57F7924sWbIEp06dQtOmTXHy5Emkp6drNVOhjfT0dKSnp6tfJyYm5sv75AeX2rVRyscHu/r3V2+LCwvDoUmT0PNgdkV8aOJExIWFodfBgzg4bhwqBATAf9o0KDMzsW/kSNw7dsxY4b+79FQow6/DPKAb0mKiIJKeQeHXGHIPL4jHD9/pEObNPoRkYaWemUBqCtI2LYTlJ6MhmZkj8+zfUIadh0X3z5BxbDdkxUvBYtAUQKZAxr6fkHXhRD6eoP7Vre2H9d8vQSXPCngYE4vp38xDoxZtceXcMdjZvXmq/czZ87hy9TrWrFik3ubt5Ylvp3+Jlm2zr5XP+noyvL080aLNh5j7zTTsP3gY076ZCzMzMyz67hs0blg/X88vv9StVRPrVy5ApYrls/M2639oFNAJV4L/gp2dbY79e3TpiLgn8WjYqhOEENmXgvp/gkljRwAAihZ1wIaVC9Br0CikpqWhV/dOCGjhj/6fjsHwQX0QHhGJ9l37ITMzE9MmjcZHH+S8zm7qVCd2QrKwhtmn/wNUKkAmg/Lwz1BdOZ5nH3HnAmQ1mkMVdhYi5i4k53KQ1WwOSa4ArO2A5GfI2r4Q8la9IbXqC9Xt81BdOAxZgw8gIq4Cygwo+syAZG0P5Zm9UIXkPSNcEJg5Zs+MZTx+pLE94/EjmDvmPWtm6V4Wzn364/7KpYj633zY1fBFuW/nQpWZiUdbf0LqrZuI+GY6qm77HQAQMXM6Um/dRNVtvyNi+hQUbdYcbmMnQmRl4s6X45F46mT+nWQutCoqFAoF1q9fj4EDB2LlypXw9fVFkyZN0K1bN1SrVg0A0LRpUwQFBWHixIk4duwYPD09UbJkSTRu3BhBQUHqdg8PD7hrcYlAG7NmzcL06dPfvqMJqtm/P2IvXUL0Wc05xpBVqxCyapX6dfVevZCelISoU6cw4sYNfF+7NuzLlMFHW7bgfx4eUGZk/PPQJif1x/mw7DEStjM3QiiVUN2/g6xzRyFzrfDWvgq/JjAP7I7UH2ZAJCeot2ddOqVxiUNeoSrkpcsifdsq2Hz1PdI2zIMqMR42XyxAyu0rGn1NXeuAV9efq/lUQd3afnCvVAO/bP8d/ft88sa+azZsgk/VyqhTW/NyxpCBfTFkYF/16w2btsDO1hb16tZCperv4ezxg7gf/QDdeg5EeNj5HH9IFAStW73646VaVW/UrVUT7lXq4ZffdqN/72459g86dgrffrcUyxd8g7q1a+D2nQiMHD8NM+b8D1PGjwIAdGzfGh3bv7rEceT4KVy6eh1LvpuBCtUb4ud1S+Hk6Ig6TduhcYO6cCxZcBYfAoCsSj3IqjaEcsciiMf3IZUqC3mrPkBSPFSXjuTaR3lsO2DrAEW/bwBJApIToLoUBHn9DwAhAAAiKgxZa16bASvmDLlPE2T+MA6K3tOhOvMnVLdDYTZkAUTkNYhHkfl/sqZGJkPyhVDc++ZrAEDK5Uuw9q4M59798GjrTwCAmA1rEbNhrbqLY9ceUCYnIzHkDGqdOofQVk1h4VwaXt+vw1k/HwgDfh5ovVCzU6dOePDgAXbt2oXAwEAEBQXB19cX69evBwD4+/vjxIkTyMzMRFBQEPz9/QEATZo0Ua+reFlc5JeJEyciISFB/RMVFZVv76VPZtbWqNqtG86vefN1RevixeE/dSr2jhiBMnXr4snNm3h6+zYigoIgMzNDcU9PA0X874i4GKQunoikMZ2QMrUPns8fDcjlEE9i3thP4dsYlt1HIHXdbChvXnzDjgpYdB6KtK3LICvpDMjkUN6+AvEoGqpH0ZCVraTnMzIsB4ci8KxQHrfvhL9xv5SUFGz5dQf69/74jfvFxT3B9G/mYcmC2Qg+ew6eFcqjYoXyaNqkETKzsnDz1h19hm802XnzwO27Ebm2T5kxDz27fYgBfbrDp4o3OrZvjW+njses+cugUuWcnk9PT8enn0/GqkWzcftuBLKylGjSsB4qeZaHZwUPBJ99wyUDEyVv3hPKkzuhunoS4lEkVJePQhm8G/IGHfPulJUB5R8rkDn7E2Qu/hSZi4dCPHsMkf4cSMl9tljx/iBk/bURkCTInMtBde1U9mWSe9cguVfOp7MzjMxH2TMU5iU1ZyXMSzoi49Gj3LoAADJiY/D8ZpjGttSbN2BRpkyu+yuKFYPbmPG4M3Es7HxrIfXOHaTdvYOEE8cgU5jBqvzb/0jTJ51uKbW0tETLli0xZcoUnDx5En369MHUqVMBZM9UpKSk4OzZszh8+DCaNGkCILuoCA4OxtOnTxEcHIxmzZrp7yz+wcLCAvb29ho/BUGVzp2hsLBQL/bMS8DChTi1cCESo6MhyeWQmZmp22QKRcG7tTQjHSIxHrCygcLLF1mXT+e5q8K3MSx7jETahnlQXnvz4lTzVt2gvH4eqvt3AJkMkuy1vMgVkKSCfUd1cnIy7oRHwPktCzd//W0X0tMz8En3zm/c7/Nxk/H5iCEoU6Y0lEoVMl+7lTQrKwvKAnZ3UV6Sk1NwJ/wenJ1yn4J+npoGmUxzbMjl2a/Fi7+4Xzdz7mIEtmgC3xo+UCqVyFK+yltmZgHNm5mFenZBTaiyZyDeRqUEkp4CQgVZlQZQ3ToPIGfeZDWaAanJEDdDgJf5lr+YPJfLgQL+7zPtXgQyYmPg0KiJepvc1g52vrWQdPZMnv0SzwTDqoLmrfVW5SsgPY8/jsvNmI0Hq5Yj4+EDSHI5JLPXLkAoXqxdMyC93CtWuXJl7Ny5EwBQvnx5uLq6YteuXbhw4YK6qHBxcYGLiwvmz5+PjIyMfJ2pyE/mNjYoVuFV5efg4QGn6tWR+vQpEqKiYFW0KIq4ucGudGkAQPFK2X8NJ8fEIDk2FgDQccMGJEZH49CkSRrHrtm/P8J27kTq06d5vn+5Fi1Q3NMTO3tnL9x5cPYsSnh5oUJgIIq4ukIolYi7cUOv55xf5F6+gASoYqMhK+kMiw79oHp0H5mns2/PM2/XG7IixZG2aQGA7Eselp98jvTt30MZcQOSnQMAQGRmAGnPNY4tc3KFmW8jpMz9DACgir0PIVQwe68lVInxkJUqA2XkLcOdrB6MmfAV2r0fAHc3Vzx4EIOpM+dALpeje5cPAQC9+n8Kl9LOmDVjika/Nes344N2rVG8eLE8j33wUBBu3rqDDauzn1VR268mwm7cwt79fyHqfjTkcjkqeRr2Lx59GTNpBtq1aQF31zJ48DAWU79dALlMju4fZd9a22vQKLg4O2HW9AkAgHatW2DB0h9Qs3oV1K1VE7fvRmDKzO/QrnULyP/xC/pa2E1s3f4HQk9kX//38iwPmSTDmg1b4FSqJMJu3kFtv7c/q8bUqG6dg7zhhxAJcRCPoyA5eUBetx1UF/9W7yNv1gOwKwbl70uzNxRzhsylAlTRtyBZ2kL2XltIJV2R9bL9ddb2kDfshMz1LxaZp6VAPL4PWd02EHcuQSrrA3Es79t+TYXMxgZWHq9uILBwKwubqj7Iio9HevR9RK9aDtfRY5F69w7SIu/BfcJkpMc8RNzeV88g8tm+C3F/7sbDNd8DAKJXLkP1Pw/CddQXePz7DtjV9INTzz649cXIHO/v0KQprMpXwM3hgwEASaHnYVXBE0Wbt4RFaRdAqULqbcP+ntOqqHjy5Ak6d+6Mfv36oVq1arCzs0NISAjmzp2LDq89BKpp06ZYvnw5KlSogFKlXv0V1aRJEyxZskS9oPNd3b59G8nJyYiJiUFqaiouXLgAILuYMTc31+YU/rXStWqhz2u3xwYuXAgAuLB+PXb27YtK7dvjgxeXggCg89atAICgadMQ9GKdRxE3N4h/TKMW9/SEe6NG2NiyZZ7vrbC0RJulS7Gta1f1X0yJ0dHYO2IEPli3Dlnp6djRuzeyXntIjymTrKxh0a43JIcSEClJyLp4Eum7N2b/pQNAZl8UUtGS6v3N6gdCkitg2eVToMur260yg/9C2ub/aRzboutwpO1YDWS8WLCbmYG0zf+DZeehgMIM6dtWQiQ8yfdz1Kf70Q/QvdcgPHkaj5IliqNh/bo4fWQfSr64Xh8ZdT/HX9g3bt7C8ZOncWD3tjyPm5qaiuGfj8fWH1er+5cpUxpLFsxC38GfwcLcHBt+WAorq4L50LD7Dx6ie9/hePL0GUqWKIaG9Wrj9N+/o2TJ7OehREZFQ/baX+CTx30GSZIwecY8RD+IQckSxdGudQt889U4jeMKITBoxAQsmPUVbGysAQBWVlZYv3IBhn0xGenpGVj63Qy4lHY23MnqiXLfGsC/GxStBwA2RYCkp1CdPwjl0dfGkW1RSPavrRWRySB7rx3kxUsDSiXEvSvZRUPC4xzHlwf0hfL0H0Dyq9vps3Ytg6LDMKB2GyhP7YJ4aPqX2+yq10S13/9Uvy4/cxYAIHbLZtwcMRT3l/wPcmsbVFywGAr7IkgIPoWrXTtBvHYjgWVZD5gVe/VsnuQL53G998coO3kq3L4Yj7TIe7g7eQIeb/9F471llpYoP/s7hA3so55Vynj4AHcmjYXn4uVQpafjxoghUBn480ASuc3n5SE9PR3Tpk3DgQMHcOfOHWRmZsLV1RWdO3fGpEmT1L901q9fj759+2LIkCFYsWKFuv+GDRvQp08fDB48GCtXvvvtff7+/jhyJOfioPDwcJQtW/at/RMTE1GkSBFMAFDwlpkZ1xcjCt7KdWOzm7vB2CEUTFkF96FkxpKx8HNjh1AgBS/eb+wQCpQUlUDrp8lISEh463ICrYqKgopFhe5YVGiPRYWOWFRojUWFblhUaEeboqJgr4QhIiIik2H0omLIkCHqh2r982fIkCHGDo+IiIjekdG/Kejrr7/GmDFjcm0rKLeCEhERkQkUFY6OjnB8wyNLiYiIqGAw+uUPIiIiKhxYVBAREZFesKggIiIivWBRQURERHrBooKIiIj0gkUFERER6QWLCiIiItILFhVERESkFywqiIiISC9YVBAREZFesKggIiIivWBRQURERHrBooKIiIj0gkUFERER6QWLCiIiItILFhVERESkFywqiIiISC9YVBAREZFesKggIiIivWBRQURERHrBooKIiIj0gkUFERER6QWLCiIiItILFhVERESkFywqiIiISC9YVBAREZFesKggIiIivWBRQURERHohCSGEsYPIb4mJiShSpAiehZ+EvZ2tscMpUETiPWOHUPBkpho7goJJYWHsCAqe88eNHUHBlJFh7AgKlMTn6Sg6cCUSEhJgb2//xn05U0FERER6waKCiIiI9IJFBREREekFiwoiIiLSCxYVREREpBcsKoiIiEgvWFQQERGRXrCoICIiIr1gUUFERER6waKCiIiI9IJFBREREekFiwoiIiLSCxYVREREpBcsKoiIiEgvWFQQERGRXrCoICIiIr1gUUFERER6waKCiIiI9IJFBREREekFiwoiIiLSCxYVREREpBcsKoiIiEgvWFQQERGRXrCoICIiIr1gUUFERER6waKCiIiI9IJFBREREekFiwoiIiLSCxYVREREpBcsKoiIiEgvWFQQERGRXrCoICIiIr1gUaEH0Q9j0XPIRJSo2AjWZWqjWqMPERJ6Nc/9f9v9F1p1GgTHSk1QpGw91A/8BPv/PqGxz+Zf98CtWksUK98AoyfP02iLiIxGpTrtkJiUnC/nYyjRMU/Q8/P5KOnbAzbenVA9cDhCLt16Y5/NO4NQs80I2FbuBJe6vdB/3CI8iU9Utx88FgqvZoPhUK0Leo2ej4yMTHVbQmIKvJoNxr3oR/l2TvktOvYpeo5ZjJJ1+8Gm2seo3u4LhFy+88Y+yzfvQ5XWn8Om2sfwDhiJjTuPaLQfPHEJXgEj4eDbG73GLkFGRpa6LSHpObwCRuJe9ON8OR9DiY55gp6jF6Ck3yewqdwZ1Vt/9vax9nsQar4/ErZVOsPlvT7oP36x5lg7fgFezYfCoXo39PpioeZYS0qBV/OhBXisSZCqtILUegKkjt9AChwPeDd/c5fSVSE1GgCp3VeQOnwNqekwoJSn5j6uNSG1mQSp/TRI1dpqtlkXhRQwFlBY6PdUDEmSIFVrDan9FEhd5kJqNxmo2urNfUp6QGr5GaRO32T3eX8iUKmJ5j5l/SB1mArpo28h+X6g2WZTDFLbSSaTN52Lij59+kCSpBw/gYGBAICyZcuqt1lbW8PHxwerV6/O9Vg///wz5HI5hg0blqMtIiIi1/c5ffq0rqHrVfyzRDRs0xtmZgr8uXU5rp7Yge++HoOiDvZ59jl66hxaNHkPe35ehpBDW+DfsDbafzwCoZeuAwDinsRj4OfTMG/6F9j/6yps3rYbu/e/+iAYNu4bzPpqJOztbPP9/PJLfEIyGnUeBzOFHHvWTcOVA8sw78t+KFok73M6EXINfcYsRL8uLXF5/zJsXToeZy/dxKCJSwEAKpUKn3z+HQb3aI0T2+bh3OXb+GHLfnX/iXM3YHCP1nB3ccz388sP8QnJaNR9CszMFNjzwyRc2bMQ88b3QtEiNnn2WfHTAUya/zO+GtEZl/cswNTPumDE9DX44+8QAC9y9sUiDO7WEie2zsS5K3fxwy9/qftP/G4zBndrCXeXkvl+fvklPiEZjbpMyB5ra7/Clf1LMW9S37eMtevoM2YR+nVugcv7lmLr0nE4e/EWBk1aBuDlWJuPwT0CceLXuS/G2gF1/4lzN2Jwj8ACO9bg5Q+UqwcRuhNi/3cQl/+E5OkPVGiQZxeppAdE7C2I42shDi0GHt+B1KAP4FA6ewdza0i1PoK4tAfi2GrAzRdw9n7Vv2ZHiMt7gaz0fD21fOXdHKjQACJkO8Se2RAX/oDk3QzwbJx3n6wMiJvHIf5akt3n6gFI1dsA5etlt1vYQKrTFSJ0F8TfK4CyfkDpyuruUu2PIC7sNpm8Kf5N58DAQKxbt05jm4XFq2rp66+/xsCBA/H8+XP8+uuvGDhwIFxcXNC6dWuNPmvWrMG4ceOwatUqzJ8/H5aWljne66+//kKVKlXUr4sXL/5vQtebOYvXwtWlFNYumaHe5uFe5o19/vfNeI3X304eiV17g/DH/iOoWc0bd+/dRxF7W3TtmF2gNW1QB9dv3kXbgCb4efufMFMo8GHbFvo/GQOau3IbXJ1LYO28UeptHq5Ob+xzOjQMZcs4YkSf9ur9B3UPxNxV2wEAcU8TEfc0EUN7toGlhTnaNa+L67ejAAAnz11HyKVbWDJ9cP6ckAHM/eF3uDoVx9pZn6q3ebi++UNr866jGNS1Bbq2qQ8AKOdaCiGX72DeD7+jXbNaiItPQlx8Eob2aJWds2Z+uH7nPgDg5PkbCLl8B0u+6p9/J2UAc1dtzx5rc0eqt3m4lnpjn1djrZ16/0HdAzD3+98AvDbWPmn9YqzVwfU7/xhr0wbl0xnlP6l4WeDBVSAmLHvD83jAtQakoq4QefQRF//QfH1lHyTnyoBzZeDZA8CmOJCZBty/mL3D4zuAnSPw8DrgWgMQSuDBlfw6JYOQSnoA0VeAB9eyN6Q8Bdx9IRV3yzNviI/O/nkp5SngWg2SYzmIO6cA2xd5iwzNbo+9DRQplf0e7r6ASgncv5Sfp6WVf3X5w8LCAk5OTho/RYsWVbfb2dnByckJ5cqVw/jx41GsWDEcPHhQ4xjh4eE4efIkJkyYAE9PT/z222+5vlfx4sU13sfMzOzfhK43f+wLgl/1KujS7wuU8moC36Zd8MPGbVodQ6VSISk5BcWKFgEAVCznjufP0xB66Tqexifg7IUrqFbFE/HPEvHV7GVYMmdSfpyKQf1x6Az8fCqgy7DZcKr9CfzajtSYVcjNezW9EPUwDn8eDoEQArGP47F97wm09q8FAChZvAicHYvhwLFQPE9Nw/GQq/DxKovMzCwMm7IcK74ZBrlcbojTyxd//B0Cv6rl0OWzBXCqNwB+H4zTmFXITXpGJiwtNP+tWFmY48zl28jMzELJYvZwLlkUB45fwvPUdBw/FwafSu7ZOZu2Giu+HgS5vGBfJc0ea+XRZfgcONXuBb92ozRmFXKTY6zFPcP2fSfRuokfgJdjreiLsZaO42evwqfSi7H21UqsmPlpgR5r4kkE4FgBsC2RvaGIM1CiLETMDS2OIgFmFkDG8+yXyXGA3Cx75sLMCihaBkh4CJhZQarSCiJ0p57PwvDE4/DsSz52L2b2HEoDJctBPLz+7gcp6gKU8IB49OKyZuJjQGGevd3cGijuCjx7kbdqrSFCtuv/RP4Fg/y2UKlU2L59O+Lj42Fubq7Rtm7dOrz//vsoUqQIPvnkE6xZsybXY7Rv3x6Ojo5o2LAhdu3a9cb3S09PR2JiosZPfrl77z5Wrv8FFcq5Yd8vKzGkTxeMnDQHG7b8/s7H+G7peiSnPEeXDtnX3oo62GP9spnoPexL1G3VAz27tENAswYYM3U+hvXvhvB79+HbtAt8GnbEtl1v/uVoqu5GxmDl5r2oWLY09q6fjsEft8ao6d9jw/ZDefZpUKsyflz4Bbp/NheWlTqidN1esLezwdLpQwAAkiRhy5Jx+GbJFvgEDEONyuXQr3NLzFm5Df7vVYOlhRkadR4H7+ZDsGzjbkOdqt7cjXqElT8fRMWyTti75ksM7t4Ko2auw4YdQXn2adWwOtZs+xvnrtyFEAIhl+9gzbZDyMxUIi4+KTtn//sc3yzfDp/3R6OGd1n069QUc77fCf+6VbJz1m0KvANGYtmmfYY7WT26GxmLlZv3vRhr0zC4R2uM+voHbNj+d559GtTyxo8LRqP7yHmw9OqE0nV7w97OGktfzHSpx9rSX+ATOBw1qpRDv84tMGfldvi/5wNLC3M06jwe3i2GYtnGPYY6Vf0JCwKiLkIKGAPpw1mQWoyEuHUciAp992N4Ns6+zv9yZiIzFeLsVki1u0JqPgKIPA/E3oRU7X2I2yez1wY0Hwmp5WjAxSdfTivfXTsE3DsPqe1ESN3mQ2o9BuLGESDi3Fu7Sh9Mg9T1O0gBX2Tn+s6LS/yZqRCnNkOq9zGkgM+B8BDgYRgk3w4QN49n5y1wDKQ24wHX6vl8gm8nCSHynJV5kz59+mDTpk05LlVMmjQJkyZNQtmyZfHw4UOYmZkhPT0dWVlZKFasGIKDg1GhQgUA2cVG2bJlsWTJEnTo0AFxcXFwcXFBWFgYPDw8AABxcXHYuHEjGjRoAJlMhu3bt2Pu3LnYuXMn2rdvn2ts06ZNw/Tp03NsfxZ+Uu/rECycfVGrRhWc2PujettnE2cjJPQKTu7b9Nb+P23bg0Gjp2Pnj4vRosl7ee535EQIxk6dj6Bda1Gxdlv89P0cODkWR91WH+PmmT/gWDJ/LgeJxHv5clzLSh1Ry6cCjm97tQh15PRVCLl0Cye2f5drn2u3ItGq5xSM6tcBrRrVxMPH8Rg/ax1qVauI1XM+y7XPzbvRaNd/Os7tXgT/bhMwok97tG7ih2qth+PAxhmo5u2h/5PLTNX/MQFYVu2OWlXL4/iWmeptI2euRcjlOzix9Ztc+6SmZWD49NXYtOsYhBAoVbwIPm7fCPNW78KDE9+jVAmHHH1uhj9Au8GzcW7HXPh/MhUjerVG68Y1Ua3tFziwbgqqebnny/nl10IzS69O2XnbNle9beT07xFy+TZOvLbtddduRaJVr68wqm97tGrsi4ePnmL87PXZY232iFz73AyPRrv+M3Duj4Xw7z4JI3q3Q+smvqjW+jMc+PFrVPMqq/+TO39c/8cEgDLVsz/sL+0BEmMBh9KQqreDuLQbuPf2D0i41oDk9xHEyfXAo9t571eiXPb7HFkJKXA8RPBPQFoSpObDIfbNBdJT9HZKGjIy8ue47jUh1WgPcWEX8CwGKOoCya8jxPmdQPjZN/e1KZb9b6CEO6Qa7bJnIO6dz31fx/KQanaA+GsJpHaTIU5uBFKTIAV8DvHHN0C6fhfxJz5PR9GBK5GQkAB7+7zXCwL/cqaiadOmuHDhgsbPkCFD1O1jx47FhQsX8Pfff6Nu3bpYuHChuqAAgIMHDyIlJQVt2rQBAJQoUQItW7bE2rVr1fuUKFECo0ePRt26dVG7dm3Mnj0bn3zyCebN07wj4nUTJ05EQkKC+icqKurfnOYbOZcqCW/PchrbvCt6IPJ+zFv7bvltLwZ+Ph1bV3/3xoIiPT0Dw8Z9g5Xzp+B2eBSylFlo0qAWKlX0gGd5dwSfu/yvz8PQnEsWhXcFV41tXuVdEfkg77sMZq/4FfX9vDFm0Ieo5u2BgMa+WPr1EKz79SAePnqaa5+hk5dh3pf9oVIJhF69i85tGsCxhAMa16mKo2cK1vVb55JF4V1ec72OV7kyiHwQl2cfK0tzrJn1KZIv/Ii7fy9DRNAKuLs4ws7GCiWL5f7LYehXP2De+F5QCRVCr4Wjc2A9OBYvgsa1K+Po2Wt6PSdDcC5ZFN4V/zHWKrxlrK3c/mqseZV9baz9lfdY+3I55k3qm3Os1a2Co8EFa6xJ1d6HuHE4e5YhMQaIPA9x6xikSk3f3rlM9eyC4vSmNxcUMjmkmh9AnP8te92AJAPi7gLJj4GkOKCYm/5OyECkGu0hrh0C7oVmX9qJCIEIC4JU+R3WwKU8ze5z53R2H5/A3PeTybMXvJ75BbArAchkwKM7QNIjIOkxUCKfiv539K8WatrY2GgUCf9UokQJVKhQARUqVMCvv/4KHx8f1KpVC5UrZ69cXbNmDZ4+fQorKyt1H5VKhUuXLmH69OmQyXKveerWrZtjbcbrLCwsNBaM5qcGdWrg5p0IjW0379yDu6vzG/v9vP1P9B85FT9/Pxfvt3rDymAAMxd8j4BmDeBbvTJCL11HVpZS3ZaZlQWlSqVz/MZS388bN+9Ga2y7FR79xtXyz1PToVBoXqd+ed06twm3NVsPoGgRW7RvURfxCdmVe2amErB6kTdlwcpbfd9KuBn+QGPbrYgH73RnhpmZAmWcsmezfvnzBN5v6pvrv681v/6Nog42aN+81qucvRhvBTFnwMux9o+8hUfDvXTeeXuemg7FP9aSyF/kK9ex9stBFHWw0xxrWVkALJCZqSx4/0blZsA/z1MIQJLe3M+1BqRanSFOb361yDMPkndzIPYm8Cw6e+3B6+NRJs8uMgoahbluefsnSQbIcv94lqq2Ah6GAfH3s9dZSKaVN4O9u6urK7p27YqJEycCAJ48eYLff/8dW7Zs0ZjpCA0NRXx8PA4cyHutwIULF+Ds/OYPbUMZNaQnTodcxrcLf8Dtu5H4adse/PDjNnzar5t6n4kzFqH3p68WV/60bQ96D5uM777+AnX9fBATG4eY2DgkJCblOP61G3fwy479+HpC9op/r4oekMlkWLPpN+w5cBRht8JRu2aVHP1M3ah+HXD6wg3MWvYLbkc8wE+/B+GHLfsx9JP31ftMmrsBvb9YoH7dtnkd7Nh/Cis2/Ym7kTE4EXINo6avQp3qnihdSvPyz6O4Z/h22VYsnpZ9DbxoEVt4V3DFonW7cOp8GP4+eQn1/bxRkIzq/T5OX7yFWSt/w+17Mfjpj+P44ZdDGNojQL3PpPk/ofe4perXN8MfYNPvR3Er4iHOXLqN7p//D1duReGbz7vnOP6jJwn4dsV2LJ7cD8CLnJV3waINe3Aq9Cb+PnUF9X0r5f+J6tmofu2zx9ryX3E74iF+2nUEP2w5gKE926j3mTRvI3p/sVD9um2z2thx4DRWbN77Yqxdx6ivf0Cd6hXzGGu/YPHUgQBejrUyWLTuj+yxdupigRtreHgdklczwMkLsC4KlK4CybORxt0ZUtVASLW7vurjWgNS7a4QF3cDTyMBC9vsH0XOu/lg5wiUqQ5x9cXi7MRH2R++ZWtnv6ddSeBp/s0w55voq5Cqtsy+5dOmGFDGB5KXP3D/1WyyVL0tpHofv+pTsSHgUiV71sGuBFCuLiTvpkBESM7j25cC3GpCXNqb/fpl3srVzX5Pe0fgSWT+nuNb/KuZivT0dMTEaE7zKxQKlChRItf9R44ciapVqyIkJATHjx9H8eLF0aVLF0j/qOLatGmDNWvWIDAwEBs2bIC5uTlq1qwJAPjtt9+wdu3aPJ95YWi1favitw0LMWnmIsz4bhU83FywcOY4fNz51YdjTOxjjcshP2zcjqysLAwf9y2Gj/tWvb13t/ZYt/TV9XIhBAaP/hrzZ4yBjY01AMDKyhLrlszA8PHfIj0jA0tmT4SL85tvjzNFtat7YvuKSfhy3kbMWLIFHq6lsGDKQHz8gb96n4ePnyLqtSnqPh+1QHJKKpb/uBtjv10DB3tbNK1XDbPH98lx/FFf/4DRAzpqfACsnTcKfccsxJINf2DMwI6oXd0zRz9TVrtaBWxfOgZfLvgJM5Zth0cZRyyY1Bsft2+k3ufh43hEPXx1OUSpUmHhut24Ef4AZgo5/OtWwfGfZ6JsmZwzQqO+WYfR/dqhdKli6m1rZw9D3/HLsOTHvRjTvz1qV8t7ZtJU1a5WEdtXTMSX837EjCVbs8fa5AH4uIO/ep+HjzTz1uej5i/G2h6M/XYtHOxtssfauN45jj9qxmqM7v+B5libOxJ9xy7Ckg27s8datYr5eo76Ji78nv3wq5odAUtbIDURuBsMce21u40s7QFrB/VLqVxdSDI5JN+OgG/HV8eKCIEI+UXj+JJfp+z1GcoXDwxTZUGE/AKpxgeAXAER+juQln8L7POLCNkOqVobSLU/yi6oUhOB2ychrrx2Z5uVfXah9pIkQareFrAtBqhUQHIcROgfwO2TOY4v1emavT5D+WJNiDIT4vRP2e8nU2Svw0hNyN+TfIt/tVBzw4YNObZXqlQJYWFhKFu2LEaNGoVRo0ZptAcGBkImk+H+/fto1KgRli1bluMYv/zyC3r27Ino6Gjs2bMHc+bMwb1796BQKODl5YWxY8fio48+eudYExMTUaRIkXxZqFnY5ddCzUItnxZqFnom8kTAAiW/FmoWdvm1ULOQ0mahps5FRUHCokJ3LCp0wKJCNywqtMeiQjcsKrRisLs/iIiIiF5iUUFERER6waKCiIiI9IJFBREREekFiwoiIiLSCxYVREREpBcsKoiIiEgvWFQQERGRXrCoICIiIr1gUUFERER6waKCiIiI9IJFBREREekFiwoiIiLSCxYVREREpBcsKoiIiEgvWFQQERGRXrCoICIiIr1gUUFERER6waKCiIiI9IJFBREREekFiwoiIiLSCxYVREREpBcsKoiIiEgvWFQQERGRXrCoICIiIr1gUUFERER6waKCiIiI9IJFBREREekFiwoiIiLSCxYVREREpBcsKoiIiEgvFMYOwBCEEACAxKQUI0dS8Iik58YOoeDJSjV2BAWTXGnsCAqe5+nGjqBgysgwdgQFSmJqdr5efpa+yX+iqEhKSgIAuFVraeRIiIiICqakpCQUKVLkjftI4l1KjwJOpVLhwYMHsLOzgyRJxg5HQ2JiIlxdXREVFQV7e3tjh1MgMGe6Yd60x5zphnnTninnTAiBpKQklC5dGjLZm1dN/CdmKmQyGcqUKWPsMN7I3t7e5AaSqWPOdMO8aY850w3zpj1TzdnbZihe4kJNIiIi0gsWFURERKQXLCqMzMLCAlOnToWFhYWxQykwmDPdMG/aY850w7xpr7Dk7D+xUJOIiIjyH2cqiIiISC9YVBAREZFesKggIiIivWBRQURERHrxn3j4lalJSEhATEwMAMDJyemdHyryX5WVlYWrV69q5Kxy5cowMzMzcmSmjXnTXkxMDIKDgzVyVrduXTg5ORk5MtPGsaa9QjvWBBnMDz/8ILy9vYVMJtP48fb2FqtXrzZ2eCZHqVSKL7/8Ujg4OAhJkjR+HBwcxOTJk4VSqTR2mCaHedNecnKy+Pjjj4VcLhcKhUI4OjoKR0dHoVAohFwuF5988olISUkxdpgmh2NNe4V9rLGoMJC5c+cKa2trMWHCBHH48GFx7do1ce3aNXH48GExceJEYWNjI+bNm2fsME3K2LFjRcmSJcXKlStFeHi4eP78uXj+/LkIDw8Xq1atEo6OjmLcuHHGDtPkMG/a69+/v6hYsaLYt2+fyMrKUm/PysoS+/fvF56enmLAgAFGjNA0caxpr7CPNRYVBuLm5ia2bt2aZ/uWLVuEq6urASMyfaVKlRL79u3Ls33fvn3C0dHRgBEVDMyb9hwcHMSJEyfybD9+/LhwcHAwYEQFA8ea9gr7WONCTQN59OgRfHx88mz38fFBXFycASMyfS+/FS8vzs7OSElJMWBEBQPzpj2VSgVzc/M8283NzaFSqQwYUcHAsaa9wj7WWFQYSO3atTF79mxkZWXlaFMqlZgzZw5q165thMhMl7+/P8aMGZNrsRUXF4fx48fD39/f8IGZOOZNe23btsWgQYMQGhqaoy00NBRDhw5Fu3btjBCZaeNY015hH2t8TLeBXLp0CQEBAcjMzETjxo1RqlQpAEBsbCyOHj0Kc3NzHDhwAFWrVjVypKYjKioKbdq0QVhYGHx8fDRydvnyZVSuXBm7d++Gq6urkSM1Lcyb9uLj49GjRw/s378fRYsWhaOjI4DsGcZnz54hICAAP/30ExwcHIwbqInhWNNeYR9rLCoMKCkpCZs2bcLp06c1biOqV68eevToAXt7eyNHaHpUKhX279+fa85atWoFmYyTbblh3nRz/fr1XHPm5eVl5MhMF8eabgrrWGNRQURERHrBh18Z2D8feOLs7Iw6deoU/Aee5KMzZ87g1KlTGhV9/fr1uQblLZg37WRkZGDnzp255qxDhw5vXFz3X8expp3CPNY4U2EgKSkpGDx4MLZs2QJJklCsWDEAwNOnTyGEQPfu3bFq1SpYW1sbOVLT8ejRI3Tq1AknTpyAm5ubxvXayMhINGjQANu3b1dfk6RszJv2bt++jYCAADx48AB169bVyFlwcDDKlCmDvXv3okKFCkaO1LRwrGmv0I81o93M+h9T2B94kh86deok6tWrJ8LCwnK0hYWFifr164uPPvrICJGZNuZNey1atBAdOnQQCQkJOdoSEhJEhw4dRKtWrYwQmWnjWNNeYR9rLCoMpLA/8CQ/2NraivPnz+fZHhISImxtbQ0YUcHAvGnPyspKXL58Oc/2S5cuCSsrKwNGVDBwrGmvsI81Lss1kML+wJP8YGFhgcTExDzbk5KSYGFhYcCICgbmTXsODg6IiIjIsz0iIqLA3uKXnzjWtFfYxxqLCgMp7A88yQ9du3ZF7969sWPHDo1fXImJidixYwf69u2L7t27GzFC08S8aW/AgAHo1asXFi5ciEuXLiE2NhaxsbG4dOkSFi5ciD59+mDQoEHGDtPkcKxpr9CPNWNPlfxXPH36VAQGBgpJkkSxYsWEl5eX8PLyEsWKFRMymUy0bt1axMfHGztMk5KWliaGDBkizM3NhUwmE5aWlsLS0lLIZDJhbm4uhg4dKtLS0owdpslh3nQze/Zs4ezsLCRJUn+DsCRJwtnZWcyZM8fY4ZkkjjXdFOaxxrs/DCwsLCzHbUSF4YEn+SkxMRHnzp3TyJmfnx8fFvYWzJtuwsPDNXLm4eFh5IhMH8eabgrjWGNRQURERHrBNRVUIERGRuLhw4ca2x4+fIjIyEgjRVQwMG/aO3r0KEJCQjS2hYSE4OjRo0aKqGDgWNNeYRxrnKkwAplMBm9vb1y9elW9zdvbGzdv3oRSqTRiZKZLJpPBy8sL165dU29jzt6OedMec6Yb5k17hTFnfEy3EaxduzbHLUOzZs1CQkKCcQIqAA4fPpzjaaMbN27E8+fPjRRRwcC8aS88PBxmZmYa2w4dOoTMzEwjRVQwcKxprzCONc5UEBERkV5wpsJI0tPTAYAPhnlHCQkJGqukixQpYuSICgbmTTtZWVm4evWqRs4qV66c469JyoljTTuFdqwZ727W/54DBw6I1q1bCwcHB/W9yQ4ODqJ169bi4MGDxg7PJP3www/C29tbna+XP97e3mL16tXGDs9kMW/aUSqV4ssvvxQODg5CkiSNHwcHBzF58mShVCqNHaZJ4ljTTmEfaywqDGT9+vVCoVCIbt26iXXr1ok///xT/Pnnn2LdunWie/fuwszMTGzcuNHYYZqUuXPnCmtrazFhwgRx+PBhce3aNXHt2jVx+PBhMXHiRGFjYyPmzZtn7DBNDvOmvbFjx4qSJUuKlStXivDwcPH8+XPx/PlzER4eLlatWiUcHR3FuHHjjB2myeFY015hH2ssKgykYsWKYunSpXm2L1u2TFSoUMGAEZk+Nzc3sXXr1jzbt2zZIlxdXQ0YUcHAvGmvVKlSYt++fXm279u3Tzg6OhowooKBY017hX2s8TkVBhIZGYkWLVrk2d68eXPcv3/fgBGZvkePHsHHxyfPdh8fH8TFxRkwooKBedNeUlISSpcunWe7s7MzUlJSDBhRwcCxpr3CPtZYVBhIlSpVsGbNmjzb165di8qVKxswItNXu3ZtzJ49G1lZWTnalEol5syZg9q1axshMtPGvGnP398fY8aMyfUDMC4uDuPHj4e/v7/hAzNxHGvaK+xjjbeUGkhQUBDatm2LcuXKoUWLFihVqhQAIDY2FocOHcLdu3exZ88eNG7c2MiRmo5Lly4hICAAmZmZaNy4sUbOjh49CnNzcxw4cABVq1Y1cqSmhXnTXlRUFNq0aYOwsDD4+Pho5Ozy5cuoXLkydu/eDVdXVyNHalo41rRX2McaiwoDioiIwIoVK3D69OkcXyg2ZMgQlC1b1rgBmqCkpCRs2rQp15z16NGDX1iUB+ZNeyqVCvv37881Z61atYJMxond3HCsaa8wjzUWFURERKQXfPiVgf3zgSfOzs7w9vYu+A88yUcxMTEIDg7WyFmdOnXg5ORk5MhMG/OmvTNnzuDUqVMafz3Wr1+f6wLegmNNe4V2rBnz1pP/ksL+wJP8kJycLD7++GMhl8uFQqEQjo6OwtHRUSgUCiGXy8Unn3wiUlJSjB2myWHetBcbGysaNmwoJEkS7u7uok6dOqJOnTrC3d1dSJIkGjZsKGJjY40dpsnhWNNeYR9rLCoMpLA/8CQ/9O/fX1SsWFHs27dPZGVlqbdnZWWJ/fv3C09PTzFgwAAjRmiamDftderUSdSrV0+EhYXlaAsLCxP169cXH330kREiM20ca9or7GONRYWBFPYHnuQHBwcHceLEiTzbjx8/LhwcHAwYUcHAvGnP1tZWnD9/Ps/2kJAQYWtra8CICgaONe0V9rFWcJeYFjCF/YEn+UGlUsHc3DzPdnNzc6hUKgNGVDAwb9qzsLBAYmJinu1JSUn88r9ccKxpr7CPNRYVBlLYH3iSH9q2bYtBgwYhNDQ0R1toaCiGDh2Kdu3aGSEy08a8aa9r167o3bs3duzYofELPzExETt27EDfvn3RvXt3I0ZomjjWtFfox5qxp0r+KyIjI0XVqlWFQqEQNWvWFIGBgSIwMFDUrFlTKBQKUa1aNREZGWnsME3K06dPRWBgoJAkSRQrVkx4eXkJLy8vUaxYMSGTyUTr1q1FfHy8scM0Ocyb9tLS0sSQIUOEubm5kMlkwtLSUlhaWgqZTCbMzc3F0KFDRVpamrHDNDkca9or7GONz6kwoML8wJP8FBYWluPWq3r16sHLy8vIkZk25k17iYmJOHfunEbO/Pz8+ACnt+BY015hHWssKoiIiEgv+KcxEdFrIiMj8fDhQ41tDx8+RGRkpJEiosKqMI41FhVG4OHhgZYtW2psa9GiBcqVK2ekiEyfTCZDlSpVNLZ5e3tDLpcbKaKCgXnTXtmyZdG8eXONbc2aNYOHh4eRIioYONa0VxjHGh/TbQS9e/dGyZIlNbZ17Ngx1ztDKNvatWvh4OCgsW3WrFlISEgwTkAFBPOmvcOHD8Pa2lpj28aNG/H8+XMjRVQwcKxprzCONa6pICIiIr3g5Q+iQi49PR3p6enGDoP+AzjWiEWFAV27dg2ffvopatasCWdnZzg7O6NmzZr49NNPce3aNWOHZ5IuXryImTNnYvny5TkuDyUmJqJfv35Gisy0HTx4EG3atEHRokVhbW0Na2trFC1aFG3atMFff/1l7PBM0p9//okBAwZg3LhxCAsL02iLj49Hs2bNjBSZaeNY015hHmu8/GEge/fuxQcffABfX18EBASgVKlSAIDY2FgcPHgQ586dw++//46AgAAjR2o6Dhw4gHbt2qFixYpISkpCSkoKfv31VzRt2hRAdu5Kly4NpVJp5EhNy4YNGzBgwAB89NFHOcbagQMHsG3bNqxZswY9e/Y0cqSm46effkKvXr0QGBiIhIQEhISEYPXq1fj4448BcKzlhWNNe4V+rBnvuVv/LdWqVRNTpkzJs33q1KnCx8fHgBGZvnr16olJkyYJIYRQqVRizpw5wtbWVuzdu1cIIURMTIyQyWTGDNEkVaxYUSxdujTP9mXLlokKFSoYMCLTV6NGDbFo0SL1661btwobGxuxevVqIQTHWl441rRX2McaiwoDsbS0zPWrbl8KCwsTlpaWBozI9Nnb24vbt29rbNu8ebOwsbERf/zxR4H/x5dfLCwsONa0ZGNjI+7evaux7e+//xa2trZixYoVHGt54FjTXmEfa1xTYSBly5bFnj178mzfs2cP3N3dDRiR6bOwsMCzZ880tvXo0QOrV69G165dsWPHDuMEZuKqVKmCNWvW5Nm+du1aVK5c2YARmT57e3vExsZqbGvatCl2796NsWPHYsmSJUaKzLRxrGmvsI81PqfCQL7++mv06NEDQUFBaNGihca1x0OHDmHfvn346aefjBylaalRowYOHz4MPz8/je3dunWDEAK9e/c2UmSmbf78+Wjbti327duX61i7e/fuGwvc/6I6depg7969eO+99zS2N2nSBH/88Qfatm1rpMhMG8ea9gr7WGNRYSCdO3eGi4sLFi9ejPnz5+f44p2goCDUq1fPyFGalqFDh+Lo0aO5tnXv3h1CCPzwww8Gjsr0+fv748qVK1ixYkWOL69r3bo1hgwZgrJlyxo3SBPz+eef4+TJk7m2+fv7448//sDGjRsNHJXp41jTXmEfa7z7g4iIiPSCMxVGkJCQoFHRFylSxMgRUWGUlZWFq1evqseas7MzvL29YWZmZuTICp6srCw8ePAAbm5uxg7FJHGs6U9BH2tcqGlAq1evRuXKlVGsWDFUrlwZ3t7e6v9+02Inyt3Fixf5ZUW5UKlUmDx5MkqWLImaNWuidevWaN26NWrUqAFHR0dMmTIFKpXK2GEWKFevXi3QX/KUXzjW9K+gjzXOVBjIvHnzMG3aNHz22We5PiRm5MiRiI+Px5gxY4wcacHCq3c5TZgwAevXr8fs2bNzHWtTpkxBRkYG5syZY+RIqaDjWKN/4poKA3F3d8e8efPQpUuXXNu3bt2KsWPHIjIy0sCRma4PP/zwje0JCQkICgoquE+eyydOTk7YsGFDnk9n3b9/P3r16pXjtrb/Ml9f3ze2p6am4ubNmxxr/8Cxpr3CPtY4U2Egjx49go+PT57tPj4+/Orzf/jjjz/QsmVL9V8//1RQ/9Hlt6SkJJQuXTrPdmdnZ6SkpBgwItN37do1dOvWLc9p54cPH+LmzZsGjsr0caxpr7CPNc5UGEjjxo3h4eGBNWvWQKHQrOWUSiX69euHiIgIHDlyxEgRmp5q1aph5MiR6N+/f67tFy5cgJ+fH4uLf3j//feRlZWFzZs3o0SJEhptcXFx6NmzJ+RyOXbv3m2kCE1PrVq10L9/fwwdOjTXdo613HGsaa+wjzXOVBjI0qVLERAQACcnJzRu3Fjj2uPRo0dhbm6OAwcOGDlK0+Ln54fz58/nWVRYWFgU2BXS+WnlypVo06YNnJ2d4ePjozHWLl++jMqVK/OX/D80aNAAN27cyLPdzs4OjRs3NmBEBQPHmvYK+1jjTIUBJSUlYdOmTTkeElOvXj306NED9vb2Ro7QtKSnp0OpVMLa2trYoRQ4KpUK+/fvz3WstWrVCjIZb/wi/eBYo9exqCAiIiK9YAlJREREesGigoiIiPSCRQURERHpBYsKIiIi0gsWFUT/EbGxserV+fRumLN3p1QqERsbi8ePHxs7lAKjMOaMRYWB+Pj4YMaMGYiKijJ2KAUGc6abp0+f4qOPPoKbmxuGDh0KpVKJAQMGwNnZGS4uLqhfvz4ePnxo7DBNCnOmuz179qBx48awsbFB6dKl4eTkBAcHB/Ts2ZNfO5CHwpwzFhUGcvXqVSxatAgeHh4IDAzE9u3bkZWVZeywTBpzppuxY8fixo0bGDduHK5fv45OnTrh7NmzOHbsGI4fP46srCxMmDDB2GGaFOZMNz/++CO6d++OOnXqYMyYMXB0dMS4ceMwe/ZsREVFwc/PD7du3TJ2mCal0OdMkEFIkiSio6PFjh07RLt27YRCoRAlS5YUX3zxhbh27ZqxwzNJzJlunJ2dxYkTJ4QQQsTExAhJksSBAwfU7cePHxcuLi7GCs8kMWe68fLyElu2bFG/Pnv2rChTpoxQqVRCCCG6du0qOnbsaKzwTFJhzxmLCgORJEnExsaqXz948EB8++23omLFikImk4l69eqJNWvWGDFC08Oc6cba2lpERESoX5uZmYnLly+rX9+9e1fY2NgYIzSTxZzpxsrKSoSHh2tsUygUIjo6WgghRHBwsHBwcDBCZKarsOeMlz8MRJIkjdfOzs6YOHEibt68iUOHDqF8+fL47LPPjBSdaWLOdFOxYkX19y3s3bsXlpaWGt8rs3///jy/IfG/ijnTTdmyZRESEqJ+ff78echkMvV3gBQrVgyZmZnGCs8kFfac8QvFDES84Wno/v7+8Pf3R2JiogEjMn3MmW7Gjh2L3r1743//+x+ioqKwadMmjBw5EsHBwZDJZPjtt9+wYMECY4dpUpgz3QwbNgwDBgzA2bNnYWlpidWrV6u/mRQAgoOD4enpaeQoTUthzxm/+8NA+vbti8WLF8POzs7YoRQYzJnuTpw4gdOnT6NevXqoX78+rl27htmzZ+P58+do164devfubewQTQ5zppsVK1Zg06ZNSE9PR0BAAKZMmQJLS0sAwK1bt6BUKuHl5WXkKE1LYc4ZiwoiIiLSC66pICIiIr1gUWFAy5cvR4sWLdClSxccOnRIoy0uLg7lypUzUmSmiznTDfOmPeZMN8yb9gpzzlhUGMjixYsxduxYeHl5wcLCAm3atMGsWbPU7UqlEvfu3TNihKaHOdMN86Y95kw3zJv2Cn3OjHk/639J5cqVxebNm9WvT5w4IUqWLCmmTJkihMh+4I5MJjNWeCaJOdMN86Y95kw3zJv2CnvOWFQYSG4PPLl8+bIoVaqUmDBhQoEfSPmBOdMN86Y95kw3zJv2CnvO+JwKAylRogSioqJQtmxZ9baqVavi77//RrNmzfDgwQPjBWeimDPdMG/aY850w7xpr7DnjGsqDKRhw4b47bffcmyvXLkyDh06hL179xohKtPGnOmGedMec6Yb5k17hT1nnKkwkAkTJuDcuXO5tlWpUgV///03tm/fbuCoTBtzphvmTXvMmW6YN+0V9pzx4VdERESkF7z8YUQ+Pj6IiooydhgFCnOmG+ZNe8yZbpg37RWmnLGoMKKIiIgC/W10xsCc6YZ50x5zphvmTXuFKWcsKoiIiEgvWFQYUaNGjWBlZWXsMAoU5kw3zJv2mDPdMG/aK0w540JNIiIi0gveUmpAGRkZ2LlzJ06dOoWYmBgAgJOTE+rXr48OHTrA3NzcyBGaHuZMN8yb9pgz3TBv2ivMOeNMhYHcvn0bAQEBePDgAerWrYtSpUoBAGJjYxEcHIwyZcpg7969qFChgpEjNR3MmW6YN+0xZ7ph3rRX2HPGosJAWrZsCRsbG2zcuBH29vYabYmJiejVqxdSU1Oxf/9+I0Voepgz3TBv2mPOdMO8aa+w54xFhYFYW1vjzJkzqFq1aq7tly9fRt26dfH8+XMDR2a6mDPdMG/aY850w7xpr7DnjHd/GIiDgwMiIiLybI+IiICDg4PB4ikImDPdMG/aY850w7xpr7DnjAs1DWTAgAHo1asXpkyZgubNm2tcRzt06BBmzpyJESNGGDlK08Kc6YZ50x5zphvmTXuFPmfG+s71/6LZs2cLZ2dnIUmSkMlkQiaTCUmShLOzs5gzZ46xwzNJzJlumDftMWe6Yd60V5hzxjUVRhAeHq5xG5GHh4eRIzJ9zJlumDftMWe6Yd60VxhzxqKCiIiI9IILNU1EVFQU+vXrZ+wwChTmTDfMm/aYM90wb9or6DnjTIWJuHjxInx9faFUKo0dSoHBnOmGedMec6Yb5k17BT1nvPvDQHbt2vXG9rt37xookoKDOdMN86Y95kw3zJv2CnvOOFNhIDKZDJIk4U3pliSpwFan+YE50w3zpj3mTDfMm/YKe864psJAnJ2d8dtvv0GlUuX6c/78eWOHaHKYM90wb9pjznTDvGmvsOeMRYWB+Pn54dy5c3m2v61y/S9iznTDvGmPOdMN86a9wp4zrqkwkLFjxyIlJSXP9goVKuDw4cMGjMj0MWe6Yd60x5zphnnTXmHPGddUEBERkV7w8ocR/fzzz2+sWCkn5kw3zJv2mDPdMG/aK0w540yFEdnb2+PChQsoV66csUMpMJgz3TBv2mPOdMO8aa8w5YwzFUbEek57zJlumDftMWe6Yd60V5hyxqKCiIiI9IJFhRHt3bsXLi4uxg6jQGHOdMO8aY850w3zpr3ClDOuqSAiIiK94EyFgdjZ2aF///44efKksUMpMJgz3TBv2mPOdMO8aa+w54xFhYGkpKQgODgYDRs2hLe3N+bPn4/Hjx8bOyyTxpzphnnTHnOmG+ZNe4U+Z4IMQpIkERsbKy5cuCCGDx8uihUrJszNzcWHH34o/vzzT6FSqYwdoslhznTDvGmPOdMN86a9wp4zFhUG8nIgvZSWliZ++ukn0bx5cyGTyUSZMmXElClTjBih6WHOdMO8aY850w3zpr3CnjMu1DQQuVyOhw8fwtHRMUdbREQE1qxZgw0bNiAyMtII0Zkm5kw3zJv2mDPdMG/aK+w5Y1FhIDKZDDExMbkOpJeEEJAkyYBRmTbmTDfMm/aYM90wb9or7DnjQk0DmTp1Kmxtbd+4T0EdRPmFOdMN86Y95kw3zJv2CnvOOFNBREREesGZChORlZVVYK+hGQtzphvmTXvMmW6YN+0V9JyxqDARV69ehYeHh7HDKFCYM90wb9pjznTDvGmvoOeMRQURERHphcLYAfxX+Pr6vrE9NTXVQJEUHMyZbpg37TFnumHetFfYc8aiwkCuXbuGbt265Tmt9fDhQ9y8edPAUZk25kw3zJv2mDPdMG/aK/Q5M84zt/57/Pz8xPLly/NsDw0NFTKZzIARmT7mTDfMm/aYM90wb9or7DnjmgoDadCgAW7cuJFnu52dHRo3bmzAiEwfc6Yb5k17zJlumDftFfac8TkVREREpBecqSAiIiK94EJNAztz5gxOnTqFmJgYAICTkxPq1auHOnXqGDky08Wc6YZ50x5zphvmTXuFNWe8/GEgjx49QqdOnXDixAm4ubmhVKlSAIDY2FhERkaiQYMG2L59+xu/ZOa/hjnTDfOmPeZMN8yb9gp7znj5w0A+/fRTKJVKXL9+HREREQgODkZwcDAiIiJw/fp1qFQqDBs2zNhhmhTmTDfMm/aYM90wb9or9Dkz7s0n/x22trbi/PnzebaHhIQIW1tbA0Zk+pgz3TBv2mPOdMO8aa+w54wzFQZiYWGBxMTEPNuTkpJgYWFhwIhMH3OmG+ZNe8yZbpg37RX2nLGoMJCuXbuid+/e2LFjh8aASkxMxI4dO9C3b190797diBGaHuZMN8yb9pgz3TBv2iv0OTP2VMl/RVpamhgyZIgwNzcXMplMWFpaCktLSyGTyYS5ubkYOnSoSEtLM3aYJoU50w3zpj3mTDfMm/YKe85494eBJSYm4ty5cxq3Efn5+cHe3t7IkZku5kw3zJv2mDPdMG/aK6w5Y1FBREREesE1FQaUmpqK48eP49q1azna0tLSsHHjRiNEZdqYM90wb9pjznTDvGmvUOfMuFdf/jtu3Lgh3N3dhSRJQiaTicaNG4vo6Gh1e0xMTIH+Zrr8wJzphnnTHnOmG+ZNe4U9Z5ypMJDx48ejatWqePToEW7cuAE7Ozs0bNgQkZGRxg7NZDFnumHetMec6YZ5016hz5mxq5r/CkdHR3Hp0iX1a5VKJYYMGSLc3NzEnTt3Cnx1mh+YM90wb9pjznTDvGmvsOeMMxUGkpqaCoXi1fe3SZKEFStWoF27dmjSpAlu3rxpxOhME3OmG+ZNe8yZbpg37RX2nPFbSg3Ey8sLISEh8Pb21ti+dOlSAED79u2NEZZJY850w7xpjznTDfOmvcKeM85UGEjHjh3x888/59q2dOlSdO/eHYJ392pgznTDvGmPOdMN86a9wp4zPqeCiIiI9IIzFURERKQXLCqIiIhIL1hUEBERkV6wqCAiIiK9YFFBREREesGigoiIiPSCRQURERHpBYsKIiIi0gsWFURERKQX/wcGqLIXH4qOUQAAAABJRU5ErkJggg==", @@ -1959,225 +2132,225 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", - "\n", + "
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  nbiasrmseurmsemaeccsir2nbiasrmseurmsemaeccsir2
model
ERA5EPL66-0.2080.2900.2020.2240.9720.0780.887
HKNA386-0.4370.5450.3260.4410.9750.1050.773
c299-0.3860.4630.2560.3930.9780.0940.809
SW_1EPL66-0.0660.2250.2150.1900.9700.0830.932
HKNA386-0.1940.3520.2930.2520.9710.0940.905
c299-0.0320.3570.3560.3000.9720.1310.887
SW_2EPL660.0010.2340.2340.2000.9700.0900.927
HKNA386-0.1000.2930.2750.2140.9710.0890.934
c2990.0460.4270.4250.3570.9720.1570.838ERA5EPL66-0.2080.2900.2020.2240.9720.0780.887
HKNA386-0.4370.5450.3260.4410.9750.1050.773
c299-0.3860.4630.2560.3930.9780.0940.809
SW_1EPL66-0.0660.2250.2150.1900.9700.0830.932
HKNA386-0.1940.3520.2930.2520.9710.0940.905
c299-0.0320.3570.3560.3000.9720.1310.887
SW_2EPL660.0010.2340.2340.2000.9700.0900.927
HKNA386-0.1000.2930.2750.2140.9710.0890.934
c2990.0460.4270.4250.3570.9720.1570.838
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 34, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -2314,53 +2487,53 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2397,49 +2570,49 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
 modelnbiasrmseurmsemaeccsir2modelnbiasrmseurmsemaeccsir2
observation
EPLSW_166-0.0660.2250.2150.1900.9700.0830.932
HKNASW_1386-0.1940.3520.2930.2520.9710.0940.905
c2SW_199-0.0320.3570.3560.3000.9720.1310.887EPLSW_166-0.0660.2250.2150.1900.9700.0830.932
HKNASW_1386-0.1940.3520.2930.2520.9710.0940.905
c2SW_199-0.0320.3570.3560.3000.9720.1310.887
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 35, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -2582,181 +2755,181 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2773,212 +2946,100 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
  nbiasrmseurmsemaeccsir2nbiasrmseurmsemaeccsir2
model
ERA5EPL66-0.2080.2900.2020.2240.9720.0780.887
HKNA386-0.4370.5450.3260.4410.9750.1050.773
c299-0.3860.4630.2560.3930.9780.0940.809
SW_1HKNA386-0.1940.3520.2930.2520.9710.0940.905
c299-0.0320.3570.3560.3000.9720.1310.887
SW_2HKNA386-0.1000.2930.2750.2140.9710.0890.934
c2990.0460.4270.4250.3570.9720.1570.838ERA5EPL66-0.2080.2900.2020.2240.9720.0780.887
HKNA386-0.4370.5450.3260.4410.9750.1050.773
c299-0.3860.4630.2560.3930.9780.0940.809
SW_1HKNA386-0.1940.3520.2930.2520.9710.0940.905
c299-0.0320.3570.3560.3000.9720.1310.887
SW_2HKNA386-0.1000.2930.2750.2140.9710.0890.934
c2990.0460.4270.4250.3570.9720.1570.838
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 37, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "s.sel('rmse>0.25').style()" + "s.query('rmse>0.25').style()" ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
  rmsemae
modelobservation  
ERA5HKNA0.5450.441
c20.4630.393
SW_1HKNA0.3520.252
c20.3570.300
SW_2c20.4270.357
\n" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "s.sel('rmse>0.3', columns=['rmse','mae']).style()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/mini_book/point_observations.ipynb b/mini_book/point_observations.ipynb index 0a6571e..b29b125 100644 --- a/mini_book/point_observations.ipynb +++ b/mini_book/point_observations.ipynb @@ -22,17 +22,16 @@ "* unit (e.g. meter)\n", "* position (coordinates + coordinate reference system)\n", "\n", - "FMskill is agnostic to the coordinate reference system (CRS) and it is therefore the responsibility of the user to make sure that all data (observations and model) use the same CRS." + "ModelSkill ll ll is agnostic to the coordinate reference system (CRS) and it is therefore the responsibility of the user to make sure that all data (observations and model) use the same CRS." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ - "from modelskill import PointObservation\n", - "from mikeio import eum" + "import modelskill as ms" ] }, { @@ -46,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -74,64 +73,121 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "PointObservation: HKNA_from_dfs0, x=4.242, y=52.6887" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "o1 = PointObservation(fn, item=0, x=pos[0], y=pos[1], name=\"HKNA_from_dfs0\")\n", + "o1 = ms.PointObservation(fn, item=0, x=pos[0], y=pos[1], name=\"HKNA_from_dfs0\")\n", "o1" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(Timestamp('2017-10-26 00:10:00'), Timestamp('2017-10-29 23:50:00'))" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "o1.start_time, o1.end_time" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "564" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "o1.n_points" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "o1.df.head()" - ] - }, - { - "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Quantity(name='Significant wave height', unit='meter')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "o1.itemInfo" + "o1.quantity" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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", 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Hm0
time
2017-10-26 00:10:000.76172
2017-10-26 00:20:000.74219
2017-10-26 00:30:000.76172
2017-10-26 00:40:000.74219
2017-10-26 00:50:000.72266
\n", + "
" + ], + "text/plain": [ + " Hm0\n", + "time \n", + "2017-10-26 00:10:00 0.76172\n", + "2017-10-26 00:20:00 0.74219\n", + "2017-10-26 00:30:00 0.76172\n", + "2017-10-26 00:40:00 0.74219\n", + "2017-10-26 00:50:00 0.72266" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import pandas as pd\n", "df = pd.read_csv('data/SW/HKNA_Hm0.csv', index_col=0, parse_dates=True) # make sure index is DateTimeIndex!\n", - "#df = pd.read_excel('data/SW/HKNA_Hm0.xlsx', index_col=0, parse_dates=True)\n", "df.head()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "df.plot();" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "o2 = PointObservation(df, item=\"Hm0\", x=pos[0], y=pos[1], name='Hm0_from_csv')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "set the itemInfo for nicer plotting, and EUM validation when matching with a model result" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "o2.itemInfo" - ] - }, - { - "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ - "o2.itemInfo = eum.ItemInfo(eum.EUMType.Significant_wave_height)" + "o2 = ms.PointObservation(df, item=\"Hm0\", x=pos[0], y=pos[1], name='Hm0_from_csv', quantity=ms.Quantity('Significant wave height', 'm'))" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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FVovy4yfgF9faJKCp0GpxePAQi2mf9lmZHFHxEHvv3xxRISIiVZBbehycmIjy4ydQeTHfaiItAxVlY6BCRERewdpoif4xi6XH02dU113R118xr8HCRFqvwGRaIiJSvIKMDBwePAS5Eybg8OAhKMjIMHlcdumxEJb1V5hI63U4okJERIpmrVBbcGKiIdCQXXpsTgi0SE9Ho4iIOiXlUv3iiAoRESmaPYXaLJYx66d6jGk0CEro4fCyZvIsjqgQEZGiyY6WSJJFfon5Mubi7GyL5FoGKN6Hy5OJiEjxCjIyqpNj9bcsSULMnNm11kGp0GrrXH+F3IPLk4mIyOvpV/r4d+xkumpHCJyZMRP+HTtBV1IiuxIIqJ4SYoDi3RioEBGRIpnURZGj0+F4cnJ18FIztcNKs+rDZFoiIlIci5U+1uhHWGpWAlVote5vHNUrBipERKQ4sit9jJmv6AEsVgI5okKrRfGOnQx0FIiBChERKY5fXGv5YARA1HPPIW7t2qtLkfWcrDRbWzE58iwGKkREpDi+0dGISku1fECS0Kh5FBpFNTOtm+Lk8mNrpfcLv/6aoysKwWRaIiJSpNDhw1F2IheF69dX56LUjLCc/neKITBpn5Vp1/Jja/sEWSu9b/waTND1LI6oEBGR4uinYwrXrQMAhCcnmy5PrkmeBWC10qw+7+TC++9bndoxFJOTwwRdRWCgQkREimIxHSMECtatq7WMvjHjvJO8hYss9gnSBx+G0vtW8mHqkqBLrsFAhYiIFMXqTsgye/fIJc/WurTZLPgITky0Hqg4maBLrsNAhYiIFEV2OkajqU6utSN5ttalzQCuHMip/XzuD6QITKYlIiJF0U/HmG8oGJ6UhNDhw2tNnpXdxNBM3uJ0hA4fDt/oaKubHsatWYPA7vGu7h45iCMqRESkOOFJSWiflYlWq1ahfVamYeWNb3S01eRZPUPeiX70xUpxuKJNm1Gh1Vqer9EgZs5sBikK4fHdk1988UXMmjXL5FinTp1w8OBBu57P3ZOJiEiOfudkTWAgjo8da3N6JzwpCRVaLUr27gMgEJSQwCkfN/Oq3ZO7du2Kb7/91vB1o0aKaBYREXkx452TTaaSjNWsAgpOTERxdrbsdBN5liKmfho1aoTo6GjDv6ZNm3q6SUREpCL6qaSo556zfFCnQ8nefZYVallDRRHsHrqIiIhw6MKSJGHPnj1o3bp1ref+9ddfaNGiBQICAtC3b1/MmzcPrVrJLwcrKytDWVmZ4euioiKH2kVEROplrQItUD3CEjr0VuS98orpyIpGA0BYrdPCKSDPsjtQKSgowJIlSxAWFlbruUIITJkyBVVVVbWe26dPH6xcuRKdOnXCmTNnMGvWLNx44404cOAAQkJCLM6fN2+eRU4LERFRQUZGrVM31lYU+V3T0rTyLcAaKgphdzKtRqOBVqtFVFSUXRcOCQnBr7/+irZt2zrUoIKCArRu3Rrp6emYPHmyxeNyIyqxsbFMpiUiasAqtFocHjzEYqSkfVamYUTEeLQFgGGZs0luitFzo1JTENC1m+zoDNWdy5NpdbUUzzF36dIlh87XCw8PR8eOHXH48GHZx/39/eHv7+/UtYmISJ1ki7YZVaDNX/Uh8letshhtka1iK0mIfOgh5C1OZ2KtAigimdbY5cuXceTIEcTExHi6KURE5CVkq9lKEgq/+h8ODxqM/BUrZBNlrZXrv7Bsmen502cwsdZDnF4HfPr0aWRnZyMvL89itGXq1Kl2XyctLQ0jR45E69atcfr0acycORM+Pj645557nG0aERE1MBa5JzX5JoVr18k/oWa0xWoVW/OsCCGQ/+FHaP7M0+7pAFnlVMG3lStX4uGHH4afnx8iIyMhGVX9kyQJR48etftaY8eOxXfffYcLFy6gWbNmSExMxEsvvYR27drZ9XwWfCMiIj190bbTqam29/sxyl8xScI1T6i18hyqO7cWfJs+fTpmzJiBadOmQWM+1OagNWvW1On5REREetVBhMxSY2M1OScAULxjJ4ITE9E+KxPlJ3JRmX8Bp/+dIv88Llf2CKcClZKSEowdO7bOQQoREZErFWRk4Mz0GfIPShIiJk5ExPhxKM7OvrpKyCy51uqoCpcre4RTkcbkyZOxfv16V7eFiIjIaYYVPOZBhiQhYtIktN+aZcgxcbgKrSQhYsL9drWheMdOJt66kFMjKvPmzcOIESOwadMmxMfHw9fX1+Tx9PR0lzSOiIjIXrIreAC0SE9H2LChts/TL2UWwmqOSv4HK5C/cpXVpcr2FJwjxzkdqGzevBmdOnUCAItkWiIiInuZl723VQbfFtkVPBoNghJ62HWeYVrH1iogo00MjdtmUY/FynnkOKcClcWLF+ODDz7AhAkTXNwcIiJqSMxHIcJGjULhxo1OjUpYK48vt+ePrfPkljmbkEmqtTVKw0ClbpxanhwdHY3vv/8eHTp0cEebHMLlyURE3km27L05SUL7rVkO3ewrtFpDeXxbz9OfpwkMhK6kxGQEx/ix42PH2izNb7UvXM5sk733b6eSaZ988km8/vrrTjeOiIgatgqtFkVfb7IdpACGQmuO8I2ORnCf3rUGCL7R0ag4mYvjY8cid8IEHB48BAUZGSbXCOweX72UWb/KtZZRmtrOI8c5NaJyxx13ICsrC5GRkejatatFMu2GDRtc1sDacESFiMi7mEz32MNNIxOOjII4Okojd56zuTdq5daCb+Hh4RgzZozTjSMiooZJdhNAIz7NmqHq3DnTg27K9XAkr8Q3Otpiqkcu6DA/T48rgpznVKCyYsUKV7eDiIgaAGtLiPUsghTAbYXWal39Y4WjQQdXBNUNS8sSEVG9kd3luBYREya45YbuTF6JtaDDVoE3m3VbqFZ2f1p69uyJixcv2n3hxMREnDp1yqlGERGROlkEB7WRJESMH+e29oQnJaF9ViZarVqF9lmZtU7HOBN0yAZnLMdvN7unfvbt24dff/0VERERdp9fVlbmdMOIiEidwpOSEJyYiPITubhyIAd5i9Nt1lFxZjTFkcRVa3klcuyZLjJ/bXvru5A8u1f9aDQaSJIEexcJSZKEv/76C23btq1TA2vDVT9ERMpTW6Bg/DgAk5Uy9q6wscYdiavG7S3OzjYpCBeVlorIyZNrfe269ktt7L1/2x2onDhxwuFGtGzZEj4+Pg4/zxEMVIiIlKW2QMGdK2DcUXhNrr1VhYXIW7S4umptzbHgxEQWfXOAywMVpWKgQkSkHLUFCu6u4Fq8YydyZbZ3abVqFYL79Hb4erLtlaTqf2Z9aLF4EU7/O8Vlr612bq1MS0REJKe2ZFN3r4BxdeKqbHuFkO1DVUFhdQDjotemagxUiIioziq0WhTv2AlNUJBsoKAJDLT5uKtu5q4uZS8b+EiS7LGzc+aYbmDIpFmXcKrgGxERkV5tOyCHjRp1dWO/Wlb2uKLMvPGqIrtK3tt4veLsbNPgoyZ5tvL8BeSvWnV1h2XAYnoobs0aBHaPd6oPdBVzVIiIyGnWck7i1qyBrrQUupIS/D1lisVIg/5x40CivsvM1/Z6Vnd31i9PliRETJyIgPhuduemcL+fq9yao9K2bVtcuHDB4nhBQYHblyMTEZFyWMs50ZWW4sqBHPz96KOmQYrR48Y7HDtT8bUu7Hk9q+X+9ceEQP7KlfC7pqXsVJAmMNDkUEFGBg4PHmKxUzPZ5lSgcvz4cVRVVVkcLysrYzVaIqIGxFryavFPPyJv4SL5J8nkpNR3mXl7Xs+ucv81QZdFtV0hcHzsWEMwUt+BmJo4lKOyceNGw/9v3rwZYWFhhq+rqqqQmZmJuLg4lzWOiIiUTa7qalRqSnWNESuiUlMspj00QUHVuR5mU0TuWjFjT4VZQ9+mz7AcFTJ7TnCf3vDv2AnHk5Ovnmu0+aAjOzWTKYcCldGjRwOorjp7//33mzzm6+uLuLg4LF5s/cNJRETqY568Wn78hPUbO4C8RYvhExZmyAcx5IrU44oZe8vahyclQQoOls1BMX+OrqREdpqrZO8+BCX0cGqnZnIymbZNmzbYtWsXmjZt6o42OYTJtEREymI1CdWYJCFu7Vo0imomW1Atbu3aelkxY09Ze2tF38zbaLXfNSuFfMLC6jVZWOncmkx77NgxRQQpRESkPL7R0YhKTbGd3yEEjicnI//DD2ULqulKS93byBq+0dEmSb3WzrGozTJntkUgZTjPvOibEMhbuAhVhYUO7dRM1ZxenpyZmYnMzEzk5eVBZ/Yh++CDD1zSOHtwRIWISFlMlv3Wxko5+vrYH8fRpcJyoy9y1yj8+murU0Xc9+cqt46ozJo1C7fccgsyMzNx/vx5XLx40eQfERE1TBarW2ojBCImTHBZJVl7ObNU2Hz0xdo1ghISLEdVAEO+CjnGqRGVmJgYvPLKKxg3bpw72uQQjqgQESmHtU0BraoZZQBgVyVZV3DFxojW8lbab82Cb3Q08pYswYV3llk+kbkpBvbev50qoV9eXo5+/fo53TgiIlIn2WW/xoynesxGT+prSsQVS4WtbVaY/+FH8G/bBheWvyv/RKMly5wCso9TUz8PPPAAVq9e7eq2EBGRF9Pna5gk0uoDE8CQhGotoVS/saG7i6C5Yodlv7jWstM7+StW1D715cZCdmpk94hKSsrVxCCdTofly5fj22+/Rffu3eHr62tybnp6uutaSEREime+b05UagoCusUbbv7m0zrmown1uc+PvTVUartGxMQJyP9ghekDQtisIQOA9VMcZHeOyqBBg+y7oCQhKyurTo1yBHNUiIg8q645H67IGXGGPTVUanu+XJ6KxSommeku5qi4IUdl69atLmkYERGpi7Wcj5K9+xA2bKjTz3d3eXnf6GiHr2++HNlkZMZGYTfjyr3MTXGMU8m0REREetYSaE+npkIUX6519MCefXeUwGR6qiYoiZw8GVWFhdV7GwmBvMXpiJk9C+2zMmud7iL7OLU8+Y477oAkk0QkSRICAgLQvn173HvvvejUqZNLGmkLp36IiDyvICNDfvM+O6dw6jNHxRnWyuNHPvJw9QofDxSs83ZuLfgWFhaGrKws7NmzB5IkQZIk7N27F1lZWaisrMTatWtx3XXX4YcffnC6A0RE5D3Ck5LQIl1mU1o7V7iEJyUpury87PQUgAvLlludtiLXcGrqJzo6Gvfeey/eeOMNaGqWeOl0Ojz55JMICQnBmjVr8Mgjj+DZZ59Fdna2SxtMRET1o0KrRcmevYBUXW21thGCytOnLQ86MIXjTM5IfTEsRzYfMRLC8rgCp628mVNTP82aNcMPP/yAjh07mhw/dOgQ+vXrh/PnzyMnJwc33ngjCgoKXNVWWZz6ISJyPYupHElCzJzZVkc6rE2NRD2dhsjJk93d3Hpx4f33kbdwkenBmqXYeYvT7Zq2cjT4UzO3VqatrKzEwYMHLQKVgwcPoqqqCgAQEBAgm8dCRETKVqHVWuabCGGzoqq1qZGAbvEWx7yVPuAyD0qCExPRKKYFIEkISuhhNfhwNPijak4FKuPGjcPkyZPx/PPPo1evXgCAXbt24eWXX8b48eMBANu3b0fXrl1d11IiIqoX5cdPyBcts7Fk2FtW7tRV5OTJCB0+3LCipzg7++pIksxoin45syYoSD74mz4DUnBwgx9dscWpqZ+qqirMnz8fb7zxBs6ePQsAaN68OZ544gk8++yz8PHxQW5uLjQaDVq2bOnyRhvj1A8RkWtVaLU4PGiwwyt4lL5yx9VqK1RnvpzZZsXaBvD9Mmfv/dupQMX8hQB4LEhgoEJE5HrOTlPUtdqrN7G2U3SrVavg17qVbM6OTQ1sWbNbc1SMMTggIlKf8KQkBCcmomTvPgCwmXthrLaVO+aVXb2Zrekuazk7NkdW6qEarzeyO1Dp2bMnMjMz0aRJEyQkJNhMlN2zZ49LGkdERJ7jGx1tVwl8e6ltaqjWzQ1lqvVGPvwQ/Dt1RlVBAc7OmaP6nB5XsDtQuf322+Hv7w8AGD16tFsaM3/+fEybNg1PPvkklixZ4pbXICIi5xgnhpb//bdDS2wrtNqrN3QA0OlsriLyFvqRJ7ly+VGpKRbLmS8sf9cwvaPxbXR1ek2SHN7BuaGwO1CZOXOm7P+7yq5du7Bs2TJ0797d5dcmIqK6MRkNMWZn7oqnNh6sD9amuwK6drM82bzP+qkglvOwyqkS+gBQUFCA9957D9OmTUN+fj6A6imfU6dOOXyty5cv47777sO7776LJk2aONskIiJyA4vREGM19VUqtFqb1zDkcxhT+VSHrT5bG2Gq7fvYEDkVqOzfvx8dO3bEggULsGjRIkP12Q0bNmDatGkOX++xxx7D8OHDcdNNN9V6bllZGYqKikz+ERGRe1RotSj6epPt1St27G2jz+cw3LjN8zlUyFafbY0wkSmnVv2kpKRgwoQJeOWVVxASEmI4ftttt+Hee+916Fpr1qzBnj17sGvXLrvOnzdvHmbNmuXQaxARkX2MV+UUZ2dbH0kxc+VAjmG1i7UVPdbyOdTMWp8bSoE8V3CqjkpYWBj27NmDdu3aISQkBL/++ivatm2LEydOoFOnTrhy5Ypd1zl58iSuv/56bNmyxZCbMnDgQPTo0cNqMm1ZWRnKysoMXxcVFSE2NpZ1VIiI6siiQBlgu0iZMUmq/qeSFT31QW2roBzl1joq/v7+slMuhw4dQrNmzey+zu7du5GXl4eePXsajlVVVeG7777DG2+8gbKyMvj4+Fi8tn71ERERuYZFzoSjf8MKcfU5KlnR424NcYTJGU4FKqNGjcLs2bOxbt06AIAkScjNzcWzzz6LO++80+7rDBkyBDk5OSbHJk6ciM6dOxtK8RMRkftZLVDmLJWs6HG32grkkZOByuLFi5GUlISoqCiUlpZiwIAB0Gq16Nu3L1566SW7rxMSEoJu3UyXbwUHByMyMtLiOBERuY9szoSt6Z/apoaYb0Eu4lSgEhYWhi1btiA7Oxv79+/H5cuX0bNnT7tW7RARkfJYq7IanJiI/A8/Qv7KlYbclYiJExExfhwq887heHKy7OaFal/RQ/WnzpsSeho3JSQich1rmwrKHbe2KV+LV191ael9Uie3b0qYmZmJzMxM5OXlQWc2r/nBBx84e1kiIvIgfc5EhVaL4h07DUuN5XIprC2xDUroUb+NJlVzquDbrFmzcMsttyAzMxPnz5/HxYsXTf4REZH3KsjIwOHBQ5A7YQIODx6CgowM2fP0+9k0pCJuVP+cmvqJiYnBK6+8gnHjxrmjTQ7h1A8RketUaLU4PHiIxSiJfiM9Y+Z1V6LSUhE5eXI9t1h9jIvuqTnos/f+7dSISnl5Ofr16+d044iIyLMqtFoUfvU1Cr/+2mR/GWul3Ys2bTY5T67uSt7idO5VU0f2jmY1JE4FKg888ABWr17t6rYQEVE9KMjIwOFBg3E6JQWn/52Cw4MGG26IshvpAcibP9/kxsm9alyPGxXKszuZNiUlxfD/Op0Oy5cvx7fffovu3bvD19fX5Nz09HTXtZCIiFymQqvFmekzTJcU1+yArK8ka7JM2ZhRxVnuVeNaFVotzs5fYDX4U/MUUG3sDlT27t1r8nWPHj0AAAcOHDA5LumLABERkeKUHz8hX6TN6IaoL+1etGkz8ubPlz2v4mSu6XUkiYm0TirIyLAMHvUY/NkfqGzdutWd7SAionpw5bcD8g+Y3RB9o6MROvRW5L3yisWoiSYwsHrExezGGpyY6I4mq5phusfKupaICRMafPDnVI4KERF5D31NlNL9OchbLD81HzHhfotj+mkg8+XHupISyykKIZif4gSbeyxJEiLGe351rac5XfCNiIiUz3wJsbV9e/I/WIH8FSstlhjL7fBbodUyP6WO9EuQNUFBlt9LgDVpjDBQISJSKbklxLL0x4VA3sJFqLp0CcE39LValdbavkC8qdrHJHjUaBBy8824tGWLyV5KoUOHQldSggqttsF/X7nXDxGRSlnbi8fwF7y1ERaj82Jmz0J4UpLsw9b2BSLrZAvq6dUUzfMJC7MIAq29B97M3vs3AxUiIpWyVmU2bs0a6EpLoQkMlN/92JiVqrTkHKvBo54kVf8zfs8kCe23ZqnuPXBrZVoA+Oijj9C/f3+0aNECJ06cAAAsWbIEn3/+ubOXJCIiF7KWDBvYPR7BfXojsHs8otJSbV+ERdxcylpBPQMhZBOV8z/8yKnX0ydSe3PROKcClbfffhspKSm47bbbUFBQgKqqKgBAeHg4lixZ4sr2ERFRHYQnJaF9ViZavPoqWixeZLGEOHLyZEQ9nWb95skkWZeyCB7tlL9ihcPBhlrK8Ts19dOlSxe8/PLLGD16NEJCQvDrr7+ibdu2OHDgAAYOHIjz58+7o62yOPVDRGSbefKmXM6DPt/kyoGaJcwqz4/wNNnvdy0iJk1C82eetvv69m4u6Sn23r+dWvVz7NgxJCQkWBz39/dHcXGxM5ckIiI3sLZ/jL5cvp5+ZU9wn94IHT6cSbJuZvz9DurVu/ZcIQD5K1caVgP5xbUGAKu7LNvai8nb3lOnApU2bdpg3759aN26tcnxTZs24dprr3VJw4iIqO6cuWGZL0cm99KVlNQapFSfqLsa0Oi3q6n5f/P6N2rai8mpQCUlJQWPPfYYrly5AiEEfv75Z3zyySeYN28e3nvvPVe3kYiInOToDUtfiEzur3RyD9n3yDgQMWZU88b4WN7CRQBgCFbUVOvG6eXJH3/8MV588UUcOXIEANCiRQvMmjULk40iuvrAHBUiItts5agYBybF2dkNon6HEsm9RwBw5oXp9l9EJgdFybVu6q2OSklJCS5fvoyoqKi6XMZpDFSIiGond8OyKK8PmP6lrrDkS7Uzf48qtFocHjTYvmmhGi1efRVhw4a6sZWu49Y6KnPnzsWxY8cAAEFBQR4LUoiIyD76xE190CFbXt/8hsgaKvXK/D0qP37CoSAFAE6npHjtMmRrnApU1q9fj/bt26Nfv35466236nU5MhER1Z3NXXv1vDT5Ui1qLQ4nRwicmTHTqwu8mXMqUPn111+xf/9+DBw4EIsWLUKLFi0wfPhwrF69GiUlJa5uIxERwbVVRu25CUalpnDax8Mi7r/f8SfVjITZ83nxhsq1TpfQ79q1K15++WUcPXoUW7duRVxcHJ566ilE80NNRORyrq4y6hsdjbBRo2yeE9Atvk6vQc7Tv9/5K1Y4/mSNBlcO5NT6efGWyrVOByrGgoODERgYCD8/P1RUVLjikkREVMNa0TZH/wo2/uu5QqtF4caN1k/mtI/HWLzfQHWys34ETL9xof7/jUkSolJTTKvdynxeXPWZqg9O1VEBqqvTrl69GqtXr8aff/6JAQMGYNasWUjiUjYiIpeyt2ibrRoo5stfIybcbz1HxYtrbqiB7PstBFqkp6NRRAT8WrdCZd45lOzejaB//AONopqhZO8+AEBQQg+U7N0r+3kp2rQZoUNvhW90tFdVrnUqULnhhhuwa9cudO/eHRMnTsQ999yDa665xtVtIyIi2Fe0rbZaKeZ/PeevWClbZKxFejqCEnoo7mbVkFh7v/Xvi633uiAjA2emz5C9bt78+ch75RXEzJ5VvTmll1SudWrqZ8iQIcjJycHevXuRlpbGIIWIyI0sdtw1G/Eo3Z9TfXOyMoxv7S/0iAkTTK85ZzbChg1lkOJhtt5vW1M2hsdsLWmuOR+A6WvUTBkp8b13akTlpZdecnU7iIjIhvCkJAQnJsoXbZs+w2oNFN/oaKsl2kOHDkXE+HGKrVzakFl7v/M//FB2yqZk7z5c2rzZrl2Y9Z+N8KQkVBUWIm/R4uoy/IvT4RMWprhqxE5Xpv3777+xceNG5Obmory83OSx9PR0lzTOHqxMS0QNVYVWi8ODh8jfnMyqyppMFxidwzL53sNqpVpr+wJZU/PZqMw7Z7lrcz1WI7b3/u3UiEpmZiZGjRqFtm3b4uDBg+jWrRuOHz8OIQR69uzpdKOJiMh+toq2RaWmAACKd+yEX1xrhCclwb9jJ9MbU800QHBiIkdTvIDNSrXWjkuSxWNRqSnV+zrVMhKnFE4FKtOmTUNaWhpmzZqFkJAQfPrpp4iKisJ9992HoUO9Y48BIiJvYGslj19ca9kbEQBUXsi/OtoiSYiYOAEB8fFecWMiebJTeIDtkRSZxxq1uAanU1Pln6fAhFqnkmn/+OMPjB8/HgDQqFEjlJaWonHjxpg9ezYWLFjg0gYSEXkjV1T8rK0gl290NKLSUmWfm79ypck+PvkfrMDplFTLuhsKvDGRPLkk26in0+QrDEsSwpPvlq2zAgj5kThJUuSydKcCleDgYENeSkxMDI4cOWJ4jPv+EFFD54qKn/YW5AodPtzyZlRzvgX9X9BWVg+R8oUnJaF9ViZarVqF9lmZiJw82WL1TnBiIiBJKFi7TnbUxO+alo7vIeRBTtdRyc7OxrXXXovbbrsNqampyMnJwYYNG3DDDTe4uo1ERF7DWoDhaB6IvQW5rOYtWJkSghCIfPRR+HfowHopXso3OtrkfTNeIaQJDMTxsWOtr/4RArrSUsTMnmWZoyIEzkyfASk4GEEJCYr5bDgVUqWnp6NPnz4AgFmzZmHIkCFYu3Yt4uLi8P7777u0gURE3sRWgOEIa5sGXjmQU/t5koTIhx+2eu0Lb72F06mpKM7OdqhNpFy+0dHwa90KJbt3216iXDPVF56UhBbpiy0fFwKn/52iqL1/nF6erBRcnkxESiK7ZNjJJZ8X3n8feQsXmR7UaBC3Zg3K//4bkICghITqFRzmS4/tUY9LUcm9ZJefm6tJqo4YP95QPM7q8nbA7Z8Pe+/fTo2ozJgxA1u3bsWVK1ecbiARkRrVVkXWEQFdu1ke1Olw/O67cTolpfov34GDUJqTg5Zvvimfq2KLEyM9pDyymxjq1STcRkyaBEgS8j9YYRgtsfismtPpcHHdeo9vVOjUiMrNN9+Mn376CZWVlejVqxcGDBiAgQMHon///ggMDHRHO63iiAoRKVGFVltrxVdbS48rtFqU7NmL02lpjo+U2IsjKqpQvGMncidMsDgefs89CL/jDjSKamZzlK9Cq8WlrdtwdtYs+ReQJMTMme3ywoBuHVHZsmULCgoKkJmZidtuuw2//PILxowZg/DwcCQmJjrdaCIitfCNjkZwn95WgwBbK4P0j51OSbG/2mhtNBqEjR7NFT8qZC2fqeCTT3B87FirZff1o2nF2dk4O3u29RcQQnbFWX2pc47KoUOHsHXrVnz77bf473//i7CwsHpdoswRFSJSKmsjJrbyWADYzhuojdxqH0lC3Nq1COweb9dID3kfmzkqklT9z+yxqKfTEDp8uN2ft1arViG4T29XNdm9IyrLly/Hvffei2uuuQb9+vXDpk2bkJiYiF9++QXnzp1zutFERGpha8TE1sogW2Xxa6XRWK72qRm2D+weD6D2kR7yTvr6KlHPPWf5oBAIv+sui8N5i9NRsnevfZ83SfJYYUCnApVHHnkEmZmZePLJJ3H8+HF89tlnePLJJ3HddddBcjSZi4hIZWor1iY7VF+zbNRQFt8WSULjm2+2OBaVmoILy5dbnB7MKfkGwTc6GqFDb5X9bAXd0MfyCTodAMnu4m+eWs7uVKCyYcMG3HfffVizZg2aNWuGfv364fnnn8c333yDkpISV7eRiMir1FZLxWK1hSQh/K6k6r9uAYTfbfnXr4EkIbh/P1zOzDQcCk++G+23ZlWvEpLZB4YrexoOa6vOghIS5AOYhB7V59cWHHswT8WpQGX06NFIT0/Hnj17oNVq8fzzz+PUqVMYMWIEIiIiHLrW22+/je7duyM0NBShoaHo27cvvv76a2eaRUSkCLZGTPT0Q/URkyYBAArWrqtebjxosNXrBvToAQiB4uwfTAKSgvUZdr8uqZ95mf3wpCSby+b1Jfdr5aHl7E6V0AeACxcuYPv27di2bRu2bduG3377DU2aNMGNN97o0HVatmyJ+fPno0OHDhBCYNWqVbj99tuxd+9edO3a1dnmERF5jP6mYJj+sbHCJn/FCosy5gXr1ssmxV7Zt0/+BWtuIMF9eiNs1CgU/ve/hofCRo1iPkoDZF5mHzAttW+cTG13XpSHgl6nVv3Ex8fjjz/+QJMmTfDPf/4TAwcOxIABA9C9e3eXNCoiIgILFy7E5MmTaz2Xq36ISKlqW2Fjrf4FAERMmmS6A7IttlYMsVYKmdHX6NFXNgbsWGlWE2y7spaKvfdvp0ZUHnnkEQwYMADduslUTayDqqoqrF+/HsXFxejbt6/sOWVlZSgrKzN8XVRU5NI2EBG5itxftcZLlg2Js+Z/L2o0iBg/DhHjx6Fo02bkzZ9v/UWMRmuKd+y0ayNDargKMjJMNyOsWRVmMgKop9EgKjUFAd3iPbqcXRF7/eTk5KBv3764cuUKGjdujNWrV+O2226TPffFF1/ELJnqeRxRISKlM6l1IUmIfPghiLLy6pETo1/FUU+nIbJmRNnqfiyShIiJExExfpzhBuLKfYZIfSq02uocKJnAWD8ip9+BWVda6vbgxN4RFUUEKuXl5cjNzUVhYSEyMjLw3nvvYfv27ejSpYvFuXIjKrGxsQxUiEiR9CMoutJS/D1linylWUlC4PXXo/SXX6ofNxtmNw9wzAMUYybnumG4nryXralGVxdzs4dXBSrmbrrpJrRr1w7Lli2r9VzmqJC3s7XfC3k3u3a0tcZsJMSRirKsPktySvfn4Pjdd1s+4KFRN7fmqLibTqczGTUhUiv+9atO+mRFp4MUANDpULJ3H8KGDQUgn+9ijSPnUsOhs1LnLGLCBEV/XpwKVHJzcxEbG2tRhVYIgZMnT6JVK/uXL02bNg3Dhg1Dq1atcOnSJaxevRrbtm3D5s2bnWkakdewVr00ODFR0b80yLY6jaKYOZ2aClF8mcEruYShzo7xZ1OSEDF+nOcaZQenCr61adNGdk+f/Px8tGnTxqFr5eXlYfz48ejUqROGDBmCXbt2YfPmzbjZvDw0kcrUVr2UvI9F8OmAkFtvtSy6ZVZ6n6guZIu+zZmt+D+MnBpREULI7ulz+fJlBAQEOHSt999/35kmEHk92b9uWEXUa1VotSj6epPTIykhQ4fCJzwMBWvXmT7A5cXkQtaKvlmjhBw6hwKVlJQUAIAkSZg+fTqCgoIMj1VVVWHnzp3o0aOHSxtIpFaOVC8lZTH/5e2K6Z7TKSnyK4IYvJKL2ZvDpJQcOocClb01G2YJIZCTkwM/Pz/DY35+frjuuuuQlpbm2hYSqZijf92Q55n/8o5KTUHe4vS656RYWYCp9ERHUicl5dA5FKhs3boVADBx4kQsXbqUy4GJXIArNLyH3C/vvEWLrQYZkY88ggvLlzsfxHhBoiOpk60cuvr+feVUMu2KFSsYpBBRgyP7y9tGKSpRXo72WZmIeu45+RNq2bE2YuJEBrHkEUraidupQKW4uBjTp09Hv3790L59e7Rt29bkHxGRGhn25jET/q9/yZ6fv3IlACB06K2yv/Sj0lItj+txNIU8SHaFkIdy6Jxa9fPAAw9g+/btGDduHGJiYmRXABEReTPzhFnDjrMyCj7+GH6dOqL8z0OmD9QMlQf36S2bOB2elITQ4cNRfiIXVw7kXM11YWI1KYBScuicKqEfHh6O//3vf+jfv7872uQQltAnIlczT5gNuflmXPrmG5vTPLIcLIPP0vfUkLi1hH6TJk0QERHhdOOIiJRKLmH2kjOVsmVGRWpLnGZiNZElp3JU5syZgxkzZqDEyr4BRGSfCq0WxTt2svKogsgmzDoo6rnn0D4rk6XviVzAqRGVxYsX48iRI2jevDni4uLg6+tr8viePXtc0jgiNVNKMSUyZUiYdXZjeY0GoUNv5cgIkYs4FaiMHj3axc0gUidr5adliylNnwH/jp0Q2D3eQ60lV4hKTWGQQuRCTgUqM2fOdHU7iFTH1oiJtXocx5OTETNnNkdWPKj8+AmnR1MiH3kYkZMnu7hFRA2bUzkqRGSbtfLT+lwU2WJKACAEd8v1MNn3RpIQlpxsvUBbzfELy99FQUaGm1tI1LA4FahUVVVh0aJF6N27N6KjoxEREWHyj6ihs1V+GjAqpiR34zM6j+qfXKGrqLRUFK5fbzHS0nzmzOrz9MfNAlIiqjunApVZs2YhPT0dycnJKCwsREpKCsaMGQONRoMXX3zRxU0k8j7W/iqvzL+A0v05KN6xE8GJiYhbu9YyWOFuufXG2qqr8KQktM/KRKtVq9A+KxMBXbvJrgQSZWWyAWnRps0MVohcxKmCb+3atcNrr72G4cOHIyQkBPv27TMc27FjB1avXu2OtspiwTdSKpMcFcByJUlN3goAi914A7p2s0jAJdeyZ9WVPhlaExSE42PHmgYlGg3i1qyxPG70OFdyEVln7/3bqUAlODgYf/zxB1q1aoWYmBj873//Q8+ePXH06FEkJCSgsLCwTo13BAMVUrK/n3zKdrEwSUL7rVkAYLWMenBiouzKIXJe6f4cHE9OtggcjavImgcyYaNGoXDjRovAxiIgNWZ2TSK6yq2VaVu2bIkzZ86gVatWaNeuHb755hv07NkTu3btgr+/v9ONJlKT0v05tVc0FQIX161Hk7vvgl/rVsidONE0AfeF6VdHYvgXuksUZGTgzPQZlit7jLawl0uGLty4EXFr1kBXWmpS4l6/H0rRps3Imz/f6jWJyDlO5ajccccdyMzMBAA88cQTmD59Ojp06IDx48dj0qRJLm0gkbcq2b3brvMuvPUWDg8egvwPP5T/q9w4UXP6DOY+1IEhAJEbSDbKDbKWDK0rLUVwn94WgYdvdLTVHZKZb0RUN06NqMw3+qshOTkZrVu3xo8//ogOHTpg5MiRLmsckTfzi4uz/2SdDvkrVtZeEVUI5H/4EZo/87ThkLWicmTJajBoti+PIRna7Nzin35EcJ/estfWrxYyz3vhe0JUN07lqCgJc1RIiWzmLdgQMmwYLn39da3ntd+2Fb7R0aavI0mISktlwTErKrRaHB40WDYQbD5jBkIGDzIJKi68/z7yFi6yODfq6TSb32PugExkH3vv305N/cybNw8ffPCBxfEPPvgACxYscOaSRKphkd9gTpKq62+YL0uWJAT17mW9qJiRMy9Mt3wdIZC3cBEuvP9+HXugTlYrzkoSzs6ejcODhxiKtVVotYDGR/Y6eYvTbU6/+UZHy04PEZFznApUli1bhs6dO1sc79q1K9555506N4rIm9ncfVejQcyc2dD4ys+6np01u/p/aglWirOzcSlrq+zr1HYjbahsVQMGYCjWduH993F48BDkWfujiwX5iOqVU4GKVqtFTEyMxfFmzZrhzJkzdW4UkTfTBAXJjpa0ePVVxK1ZAykoWD6hU/91zX9DR460GbBUnj/PyrYOsKg4a+V7l7dose0pOybIEtUrp5JpY2Nj8cMPP6BNmzYmx3/44Qe0aNHCJQ0j8kaGnBGZwm6i+LL14mDmhEDRF1/YPCVk4ED4BAdZ5lHwRmqVfilx+YlcFP/0Iy68s8zyJCvTQ8ZLxDmtQ1R/nApUHnzwQTz11FOoqKjA4MGDAQCZmZl45plnkJqa6tIGEnkL2dwUSULcmjVoFNUMhwcPcTi51prg/v3RKKqZIanTvEgcABR+9TUgAUEJCbyxGtF/L3InTrTvCTUVaM3rpxBR/XAqUHn66adx4cIFTJkyBeXl5QCAgIAAPPvss5g2bZpLG0jkLWRzU4SArrS01ryVsFGjUPj557aXJgMI7NcPpT/9hOIffsDhwUMQM3sWIidPRujw4YaVJsXZ2aarWyQJMXNms1CcEZvvB3B1aXJN4BfYPb7+GkdEJuq0PPny5cv4448/EBgYiA4dOnikKi2XJ5NSlO7PwfG777Y4HrdundURleYzZyJk0EAAqHXEJXjAABRv32560KxEu9UluCzlDuBqzZniHT/JT/vUCOjeHRETJyIooUeD/54RuYtblyfrNW7cGL169UK3bt1YOp8aPF1Jiezxok2bLBM5a5ydMwfF2dm2/8KXJEQ+8jCKv/tO5kVNE2etLsFlgi0KMjJwePAQ5E6YYDNIAYAr+/fjdEoKirOz66l1RGSN3VM/Y8aMwcqVKxEaGooxY8bYPHfDhg11bhiRt/GLay1bWTZ/5UpEjB+H8KQk+HfsZLoZXs2S2JZvvil7Tf2IS/nxE1ZvrlcO5BiqpWqCguQb18ATbGutbSNHCJyZMRPBiYkcVSHyILtHVMLCwiDVLOcLDQ1FWFiY1X9EDY1+SiH87rssHzQazdCVlFjZDO+E7HX927aFb3S09RoguFo35cL771cHQeYkqcGvVKk1J8UajkQReZzdIyp33HEHAgICAAArV650V3uIvI55GXuLURWj0QzZPWQ0GgT17Cl7XP88wz4yVnb9Pf/2OyhYu9ZqG4MTE02+bij7A+n7qQkKkt27BwCg0SCwe3eU7tsn+1hDHokiUgK7R1TuuOMOFBQUAAB8fHyQl5fnrjYReY0KrbY6eDAqY6+vtwHAou6GRa6K0aoSuePGQUR4UhLi1q6VLVRmK0iBECjZuw/FO3aiQqs1ydUwLhuvNsb9PD52LMJGjTL5/kY9nYZWq1ahfVYm4tZ8grh16xAybJjN94CI6p/dq36io6Px7rvvYuTIkdBoNDh79iyaNWvm7vbViqt+yJMKv/4ap/+dYnG8+cyZ8G/b1mrdDWsb19mzoZ3DGx7qR3n0Iz6AxYiPmlYEVWi1KNmzF6fT0ixq2gCo7ruNJdvcVJCofth7/7Z76ueRRx7B7bffDkmSIEkSom38AFdVVTnWWiJvZSXM9wkPNyS4yvGNjpa9CVo7biw8KQnlf/9d68qVq20UFuX5Teh0KNq0GaFDbzVZ5uyNU0M2gzjjvttIlLXnPSCi+uNQHZWDBw/i8OHDGDVqFFasWIHw8HDZ826//XZXta9WHFEhT5KtWyJJaL81y203O6u1UurKqKqt4WZfc8wbisU5831ptWqVzYCSiNzH5SMqANC5c2d07twZM2fOxF133YUga0shiRoI3+hoxMyZfTXJtWZKwZ1/kVutlSJJCLv7bhSuX297Wsh4KsiYTlfdD+PHapZPe8MS3ZK9e60HKVamvJgoS6R8TpXQnzlzpqvbQeS1jDe6q4+8BtmVQwCi0lIROXkymj36CEr27sPplBTZG3fExImIGD8ORZs2I2/+fNMHjaeJ9GqW6Co9UKmqSfaX0/Ktt1B14bzFSJHS+0REDgQqPXv2RGZmJpo0aYKEhARDTRU5e/bscUnjiLyFPq+hQqtF8Y6dbs3tMCxVNloSrQ9S9I83atLE6uiC5OcL3+hohA69FXmvvGKZcGo+2uIFIw8FGRk4O3uO1cf/fvRRRD2dhvZZmTYDSm/NzSFSM7sDldtvv91QJn/06NHuag+R1zJJ5HRzbkdtozjWRl0A4MI7y+ATEoLIyZNNAx4rOSpRqSnV002AIm/ehqqzteSm5C1chCsHDyIqNVW2H/X5/hGR/eq0KaESMJmWlKBCq7XcVNDDy34LMjLkC8TVaD5jBkIGD0Jl3jmU7N6NoH/8w7BLcIVWW1N75ScUrs9Q9M27eMdO5E6YYP8TZJYmK/H9I1I7tyTTmisvL0deXh50Zn+1tWql7GFiIleq0Gpxdv4C2eRUT+Z2GPYWktnRGQDOzp6Ns7NnX62kaxSIFGdnWwY5tSTW1ue0ib5WCiSg7M8/HXuyzNJk2RL7XpKbQ6R2TgUqhw4dwuTJk/Hjjz+aHBdCQJIk1lGhBsPmqIWbczvsCQwCu8cj6uk05C1cZP1CZhsk+kQ2td4nKzdv820EjHNmXK22kSK7mPXD2tYGSs/NIWoInApUJk6ciEaNGuHLL79ETEyMzcRaIjXS/0VvKzciYsIEt/01LpdPEZyYKBu46AMGm8GKnk6Hvx991PrjkmRx8y7dn2MaOAhheK3Q4cNdOspi2LKgrjPWZkGIRYIyVwURKYZTOSrBwcHYvXs3Onfu7I42OYQ5KlTf7Cph78aib7L5FMardWRySVxZJK79tq2Gftkc3ailTc6wKx9FkhD58MO4sHy5/HvE8vlEiuDWHJUuXbrg/PnzTjdOb968ediwYQMOHjyIwMBA9OvXDwsWLECnTp3qfG0idzCsMLEVpLj5r3HZfArj+icyuSRWi8Q54cyLsxB2+yj4XdPS9mqbWtrkjCu/HbB9glFA1GRssiHoAICSvfsAAEEJPay2geXziZTHqUBlwYIFeOaZZ/Dyyy8jPj4evr6+Jo/bO7Kxfft2PPbYY+jVqxcqKyvx/PPP45ZbbsHvv/+O4OBgZ5pG5FayQYKeJBmKqbnzZmdr6bGBPTkYTiretg3F27Y5/sQ6JqdWaLXIW5xu85yQm282jJSYBx1hw4Y69bpE5FlOTf1oarZBN89NqWsy7blz5xAVFYXt27fjn//8p13P4dQP1SfZaRfA7Qmk5syTVwHUuiOyeV5LyM0349KWLS4JXuxSx+W+9i5Djlu3zrDMmoiUy61TP1u3bnW6YbYUFhYCACIiIqyeU1ZWhrKyMsPXRUVFbmkLkRxD0qV5XoYQyFucjtDhw+tl6sC84FtxdnatiaByReJK9+dYXb7sEvpRHBdMh9k7KlSyZw8DFSIVcSpQGTBggKvbAZ1Oh6eeegr9+/dHt27drJ43b948zJo1y+WvT2SL8VJgAA4t3XUX46kNe/cbMp8O0ZWUuK+BkoTm01+AT3gTm3kh9rJYmWNFUM+edXodIlIWp6Z+9u/fL38xSUJAQABatWplKLdvr0cffRRff/01srOz0bJlS6vnyY2oxMbGcuqH3KbWaRY9L6xkanU1kPnKGUlCcP/+KP7hB9tJufoRD+PvkyQhYuIERIwf77IlyuUncnHlQI7Fkuuw0aPRYv68Or8GEbmfvVM/Tueo2Kqd4uvri+TkZCxbtgwBAQG1Xu/xxx/H559/ju+++w5t2rRxqC3MUSF3sntZr0LLy9vDYomx0fJd8+W6pftzcDw5WTawiZkzG8GJidU7N6emWo56uOF7VKHV4tLWbag8fx4hAwZwyofIi7g1R+Wzzz7Ds88+i6effhq9e/cGAPz8889YvHgxZs6cicrKSjz33HN44YUXsGiR9SJTQgg88cQT+Oyzz7Bt2zaHgxQidyvZu7f2IEWSELdmjdfeJPXTRnLLd2WnimS+Hy3S0w2raho1aSI/NeOiJcrGfKOjEXHPWJdci4iUyalA5aWXXsLSpUtx6623Go7Fx8ejZcuWmD59On7++WcEBwcjNTXVZqDy2GOPYfXq1fj8888REhICrVYLAAgLC0NgYKAzTSNyLTvGG8PvvttrgxQ93+joWpfvVmi1qMzPl01orTx9yvD/mqCgq/sHmdPpcGnrNkTcMxal+3NwaetWNGrWDCGDB3nVlBkR1R+npn4CAwOxd+9ei8q0Bw8eREJCAkpLS3H8+HF06dIFJTaS9axNH61YsQIT7NwNlVM/5E52Tf148bSPvWqtxluTn2Oy+sgG39hYVJw8aXIs6um0elveTUSeZ+/9W+PMxTt37oz58+ejvLzccKyiogLz5883BC+nTp1C8+bNbV5HCCH7z94ghcjdfKOjETNntu2TaqY0KmpGBNXGrmq8Oh1K9u6zK0gBYBGkANV7EeUtWYIKrRbFO3aq9vtJRI5xaurnzTffxKhRo9CyZUt0794dAJCTk4Oqqip8+eWXAICjR49iypQprmspUT0x35XYv2Mn61MZevW8NLk+2azGq6fRABB1Lh534Z1luPDOMsPX4cl3o+mjj6ry+0pE9nFq6gcALl26hI8//hiHDh0CAHTq1An33nsvQkJCXNrA2nDqh1zJvHpr2KhRKPz8c7tW/Xjb0mR71Tr9ZbR7s6s2PjRhYxNBIvJebl2erCQMVMhVrJbHr00DyFE5+8oryP9ghcXxqOeeQ+jQWw0BmrXz6kzFgSBRQ+Xy5ckbN27EsGHD4Ovri40bN9o8d9SoUfa3lEgh8j/80OEgxfxGrVYR48cjf+Uq0++PRmPRd9nzJAkt33oLf0+Z4vxoi4qn1ojINrsDldGjR0Or1SIqKgqjR4+2el5dNiUk8pQKrRb5K1Y69iSZG7VaWZSvt7J3j7XzNIGBdZsSkiT4tW5Vx14QkTeyO1DRGf2FpKtjwhyR0pQfP2FXYTcA1ee5YJM9b2PvfkJy51VotfIbCurzgP77X5uvHZWW2qC+10R0lVOrfojU5spvB2o9J27tWjSKalbrjVrNzCvV2nuetV2no1JTEDp8OAo3brQ67cb6KkQNm0N1VH766SfD8mO9Dz/8EG3atEFUVBQeeughkw0DibxBhVaLvMXptZ5XtGkTfKOjEdynd4MMUuoqODHx6qhUjbzF6dXbFMgEKVHPPYf227YySCFq4BwKVGbPno3ffvvN8HVOTg4mT56Mm266Cc899xy++OILzJvHnUvJu9hVJwRA/sqVLEJWB7LfZ50OgFRTh8VIA8r/ISLbHApU9u3bhyFDhhi+XrNmDfr06YN3330XKSkpeO2117Bu3TqXN5LIXSq0WpQdPWrxl76smpUn5By/uNayAUlQQg/EzJ519bEGmP9DRNY5lKNy8eJFk7L427dvx7Bhwwxf9+rVCydlSmMTKVFBRoZFzoRNGg1XntSBrZVD9ibqElHD41Cg0rx5cxw7dgyxsbEoLy/Hnj17MGvWLMPjly5dgq+vr8sbSeRqFVqt1SAlbt06lOz6GXmLFl99XJL4V74L2ApI7E3UJaKGxaFA5bbbbsNzzz2HBQsW4L///S+CgoJw4403Gh7fv38/2rVr5/JGErmareXIRZs2ofkzTyN0+HCU7N0HAAhK6MGbqIswICEiRzgUqMyZMwdjxozBgAED0LhxY6xatQp+fn6Gxz/44APccsstLm8kkav5xbW2utFg/sqViBg/Dr7R0QgbNtQDrSMiIj2HApWmTZviu+++Q2FhIRo3bgwfHx+Tx9evX4/GjRu7tIFE7lCcnW39QZZrJyJSDKcKvoWFhckej4iIqFNjiOpDhVZbndBpLYmW5dqJiBTDoeXJRN6uQqtF0debaq2bYnPEhYiI6g1L6FODceH9901X8lgjBM7MmIngxERO/xAReRgDFVK1Cq0W5cdPoHjHT7jwzjL7n8g8FSIiRWCgQqpVkJFxtbiYo1jcjYhIEZijQqpkSJi1M0gJTkxkCXciIgXiiAqpkr0bDQKorjo7d07181jCnYhIURiokCppgoLsPjcqLdUQmDBAISJSFk79kCrpSkrsPjegW7wbW0JERHXBQIVUyVAivzZMmiUiUjQGKqRKRf/7X+31Upg0S0SkeMxRIdW58P77yFu4SP5BSUJUWioCusUzaZaIyAswUCGvpy/q5hfXGgCqq8/KiHzsMTS5K4nBCRGRF2GgQl7NpKibRoOICffLT/loNAxSiIi8EHNUyGtZFHXT6ZC/YqVsEm1UagqDFCIiL8QRFfJaskXdZEZTop5OQ+TkyfXUKiIiciWOqJDX8otrfbXsvTWShNDhw+unQURE5HIMVMhr+UZHI2b2LNvBihAoP5Fbf40iIiKXYqBC3s/Wnj6SxIJuRERejIEKea0KrRZnps+weU7kww8ziZaIyIsxmZa8jr5uSuXFfJvVZ4MHDEDUU0/WY8uIiMjVGKiQVynIyKgeRamlPH74v+5DzAsv1FOriIjIXRiokNcwTPXUEqRwOTIRkXowUCGvUbJnb61BSty6dQjsHl9PLSIiIndjMi15D8uCsxZ0paXubwcREdUbjqiQIlRotdUjJhIQlJBgslJH/1hVYUF1eXxroyoaDZciExGpDAMV8jiLBFlJQsyc2QhPSrI7eRaShJjZs7gUmYhIZRiokEfJJsgKgTMzZsK/Yyf7ghQALdLTETZsqBtbSkREnsBAhTxCXwul6Ouv5AMRnQ4Fn31mV5ACjQZBCT1c3kYiIvI8BirkNvpgxC+uNQAYclAqT59G3uJ026XvARR88kntL6LRcMqHiEjFPB6ofPfdd1i4cCF2796NM2fO4LPPPsPo0aM93Syqo4KMDJyZMbPWYKQuwpPvRtNHH2WQQkSkYh5fnlxcXIzrrrsOb775pqebQi5SodW6N0iRJEQ9nYaYWRxJISJSO4+PqAwbNgzDhg3zdDPIhcqPn3BbkMJRFCKihsXjgYqjysrKUFZWZvi6qKjIg60hOfqcFFcLT05GzKwX3XJtIiJSJo9P/Thq3rx5CAsLM/yLjY31dJPIRUJuvbW6oJscSULTRx+p3wYREZHHed2IyrRp05CSkmL4uqioiMGKCxmv1HFkeqVCq8WlrK0oO34MuuISx15UkhCVlorIyZOrq9Du3YfLWVko+vLL6uXJXNlDRNRgeV2g4u/vD39/f083Q5VMVurUBAfhSUn2Pe+F6Y6/oCQhYuJERIwfZwhCfKOjETZsKMKGDUVUagrKT+TCr3UrBilERA2U1wUq5FrG++icnT3naoE1nQ5nZsxEcGKiRZBgvC+P3zUt7QpSIiZNQujQodCVlkITGAhdaWmtAYhvdDQDFCKiBs7jgcrly5dx+PBhw9fHjh3Dvn37EBERgVatuMGcO114/33kLVxk/QSdDpe2boN/mzbQBAWh/O+/UbxzBwrXrbevYqyeJJmMmhAREdlLEsKRO47rbdu2DYMGDbI4fv/992PlypW1Pr+oqAhhYWEoLCxEaGioG1qoTrUGKS7WatUqBPfpXW+vR0REymbv/dvjIyoDBw6Eh2MlVbKWFKuftqnPIAUaDfxac3SMiIgc5/FARY2cXTnjKuZJsVGpKWgU0wKXt269upLGjQL/8Q+U7tnDFTtERFRnHp/6qSulTf04u3LGUcYJrUEJCYZAoEKrxeFBg90ejFil0aB9ViYAcMUOERFZ5TVTP2qgH0HRBAWZ7nFTs3LGv2Mn6EpKZEdYzHcYvpS1FZXnzyFk4CAEdo+Xfb2CjAycmT7jajAiSYiZMxvhSUm4lLXVc0EKqou2GS81JiIiqguOqFhhHHxYCzIAO3cJlqTq4EGSEH73XfDv3Bk+4eEo+/MQLrzzjtWnBQ8YgLDbbzeMmlTmnUPBF1+g4KOPZM9vfNNNuPzttw73FQCaz5wJn/BwBCX0QGXeOZx76y0Ub9vm8HXi1q2zGmARERHp2Xv/ZqAiQzb4kJnGqdBqcXjwEPftElxPwpKT0UJmDx19ldiqggKTIKZkzx5UFRRYBFlho0ejxfx59dRqIiLyZgxUnGQz+JAktN+aBd/oaJTuz0H+//0fijZurPNrelr7bVudmqap0Gpxaes2VJ4/j5ABAziSQkREdmOOipPKj5+wPkIiBE5Pex4+oaG4tHlz/TbMHeq4Isc3OhoR94x1caOIiIiuYqBixi+u9dWcEhklP/1Uzy2qm9CRIy2XJEsSWqSnIyihBxNeiYhI0TSeboDS+EZHI2LiBE83o86CBw1C+21bcc3CVxAzZzagqXmrNRrEzJmNsGFDGaQQEZHiMUdFRl2TZJvPnImzc+Z4LsnWKJdGr0KrZV0TIiJSDHvv3xxRkeEbHY2Y2bOujkI4QqOBT3iYc0GKRoOYuXMQM3dO9fSTM2pGTMyDEd/oaAT36c0ghYiIvApzVKwIT0pCcGIiyk/k4sIHH6B4+3brJ+tzWmqSU4MSEqqDHLNgpfnMmQjs2hVFmzYhf+VKkxL3Ad3iTUY7ghMTUbJ3H4p37EDhunUmxd2i0lIR0C0emsBAlJ86BQDwu+Ya6EpLOWJCRESqwqkfO5Xuz7EsglZTEVYf0BgHCbWV0ndkKkZfzwQAE2CJiEgVWEfFTRwJGpgXQkREJI91VNzENzoaYcOG2n0uAxQiIiLnMZmWiIiIFIuBChERESkWAxUiIiJSLAYqREREpFgMVIiIiEixGKgQERGRYjFQISIiIsVioEJERESKxUCFiIiIFMvrK9PqdwAoKirycEuIiIjIXvr7dm07+Xh9oHLp0iUAQGxsrIdbQkRERI66dOkSwsLCrD7u9ZsS6nQ6nD59GiEhIZAkyWXXLSoqQmxsLE6ePFkvmx3WN7X3D1B/H9XeP0D9fVR7/wD2UQ3c1T8hBC5duoQWLVpAo7GeieL1IyoajQYtW7Z02/VDQ0NV+cHTU3v/APX3Ue39A9TfR7X3D2Af1cAd/bM1kqLHZFoiIiJSLAYqREREpFgMVKzw9/fHzJkz4e/v7+mmuIXa+weov49q7x+g/j6qvX8A+6gGnu6f1yfTEhERkXpxRIWIiIgUi4EKERERKRYDFSIiIlIsBipERESkWA0uUNHpdKiqqvJ0M9xKp9NBp9N5uhlupfYccLX3D1D/z2JD+Dnke+j9vOF3jddXpnVEeno6Nm7ciObNm2Ps2LEYPHgwwsLCoNPpbJbv9SavvfYavvnmG4SEhOCOO+7ArbfealflP2+yZMkSZGZmIjY2Fvfffz8SEhLg5+fn6Wa5zJtvvonvv/8eTZs2RXJyMvr06aOq/gHq/1lsCD+HfA+9n7f8LvX+T5MdKioqMGHCBCxduhSjR4/G5cuX8Z///AdPPPEEAKjihyonJwf9+vXDm2++iUGDBqGgoABz587F66+/7ummuUxxcTHuvPNOLF26FAkJCfjll18wbtw4zJkzx9NNc4m9e/eiV69eeP3119GhQwfs3LkTDz/8MNavX+/pprmM2n8WG8LPId9D7+d1v0tFA/Dnn3+Kzp07i82bNxuOrVq1SoSHh4u33npLCCFEVVWVp5pXZwUFBeKpp54S//rXv8T58+cNxydPnizuvfdeUVJS4sHWuc7PP/8sOnToIPbs2WM4NmPGDNGuXTvxySefeLBldXfmzBkxceJE8eCDD4qCggLD8RtvvFE8+eSTQgghdDqdh1rnOmr+WWwoP4d8D72ft/0u9e7Qtxb6ucWKigocPXoUbdu2NTw2ZswYTJkyBc899xxKSkq88q8AUTO3KEkSIiIiMGXKFERGRqKiogIA0KFDB/zyyy8IDAz0ZDPrTP8+FhQU4MKFC2jWrJnhsQceeAADBw7E9OnTPdW8OtG/h35+fmjcuDEeeeQRhIWFoaysDABw/fXXY9euXQDg0t3B65uafxYb2s8h30Pv5a2/S73r02SHTz/9FMuWLcP+/ftx5coVANVvSteuXbF161bDeY0bN8bkyZPRtGlTvPjiiwDgNUlTO3fuBFD9Q6XT6RAaGopnn30Wffv2BQA0alSdenT27FnDMW/zxRdf4NNPP0Vubq4hWa+wsBDXXHMN/vjjD8N5sbGxuO+++6DRaLB48WJPNddhOTk5AK6+hxEREVi4cCF69uwJAIZS1SdPnsSNN97osXbWhdp/FhvCzyHfQ+9/D1Xxu9SzAzquc+TIEXH99deLli1bioSEBNGyZUsxbtw4IYQQZWVlYuDAgWLixIni1KlThueUlpaK6dOni549e4rCwkJPNd1u+/fvF/369ROSJIl169YJIYSorKw0PG4+NTBs2DCxdOlS2ceU6uDBg6JHjx6iZcuWonPnzqJ9+/bi+eefF0IIUVJSIlq1aiWee+45UVxcbHjO+fPnxYQJE8SYMWMUPzS7b98+0adPH9GiRQvx7bffCiGsv4c6nU7069fP8F57C7X/LDaEn0O+h97/Hqrpd6lqRlQyMjLg7++PP/74A9988w2WLl2KTz/9FNOnT4efnx8eeOABZGVlYcuWLYbnBAQEoEmTJl6xBO2XX37B448/jsjISIwcORJvvfUWKisr4ePjYzJsqXf+/Hn8+OOP+Mc//mF4LC8vzyNtd8SKFSsQFRWF3377DZs3b8YjjzyCJUuWYPny5QgMDMTUqVPx9ttv45dffjE8JzIyEhEREcjLy1P00Oz333+PBx98EGFhYejYsSP+7//+D1VVVVbfw8OHDyMnJwfdunUzHLt48WK9t9tRav5ZbCg/h3wPvf89VNXvUs/GSa5RWVkpevbsKZ599lmT48uWLRN+fn7iu+++E0IIcfvtt4shQ4aILVu2GM6ZO3euSExMFFeuXKnXNjvq4sWL4vHHHxe//fabWL9+vbjuuuvEggULhBDyiWtr1qwR7dq1E0JUR8mTJk0S3bp1M/kLSGlKSkpEy5Ytxauvvmo4VlZWJl544QURFhYmTpw4IYQQIj4+XowePVr8+uuvhvOmTp0qRo4cKSoqKuq72XbLzc0VDz30kDh8+LBYuHCh6NOnj/jwww+FEJYjKUII8dprr4kePXoIIYS4cOGCmDhxohg+fLg4d+5c/TfeTmr/WWwIP4d8D01543uott+lXh+o6D9YQ4cOFXfddZfJMSGEuP7668WIESOEEEL8+uuvYsyYMSIiIkI8//zzYtq0aaJJkybizTffrP+GO0B/49IP0V28eFE89dRTIj4+XuTm5gohTIcthRBi1qxZYvLkySI9PV2EhISIG264QRw6dKh+G+4A/XvWr18/8dRTTwkhrva7sLBQdOjQQTz44INCCCG2b98u+vbtKzp37iyWLl0qXnzxRRERESE+/vhjzzTeAZcuXRJCCHH69GmRlJQkRowYIc6ePSuEsPwl+dhjj4kXXnhBLFmyRISEhIhevXqJw4cP13ub7aX2n8WG9HPI9/Aqb30P1fS71OsDFSGq35hFixaJ6667TuTk5AghqqNHIYTYsmWL0Gg04tixY0KI6r9MZ86cKe655x7Rr18/sXHjRk812yn6D+HWrVtF//79xaOPPmpxTnl5uUhISBCSJInWrVuLDRs21Hcz7WJ+Y75y5YqYMmWKuO2228TRo0dNznnvvfdEQECAyM/PF0II8fvvv4tHH31UDBs2TCQkJIgvvviifhtvB2tLNPW/CP/v//5P3HDDDWLevHkW51y8eFFcc801QpIk0bJlS/HZZ5+5s6ku01B+FtX0c2iO7+FV3voequ13qVcEKkVFReK9994z/NAY00eKW7duFTfeeKOYOnWqyeMFBQWiU6dO4o033jA5bh41e5qtPsopKysTL7/8sujUqZPIzs4WQgjDUN2lS5fExIkTxfLly93WXmdcunRJTJkyRcyfP9/iMf37uGbNGtGzZ0+Rnp5u8nhOTo7o3LmzxS8K/QiFEtjqnzF9X0tKSsSDDz4oBg4cKPbv3y+EuPq5PHfunBgyZIhYtmyZexvtoNLSUnH69GnD13JTVt78s2irf3K88eewoqLCahCthvfQVv/kqPU99ObfpeYUH6gsWLBABAUFiREjRoisrCyb82b/+c9/REJCgsjIyDAcO3z4sIiKihKff/65EEKZGduO9FGIq33Yv3+/GDlypLjjjjvEiRMnxNixY8WXX34phFBewaUZM2YIPz8/IUmSeOyxx2y275577hE33XST2Lp1q+HY7t27RXBwsPjxxx+FEMp7Hx3pnxBX35/MzEwxYMAAkZKSIo4fPy6Sk5MN88VKmiMWojr/oHPnzqJXr17ijjvuMExDyd2kvPFn0ZH+CeGdP4cvvfSSGDx4sBg7dqzYsGGDobigWt5DR/onhHe+h3PnzhUDBw4Ud999t/jyyy8NAYZcH73xd6kcRQcq77//voiPj7cY9jb/xuo/SIcOHRKTJk0SkZGR4quvvhJHjx4VixcvFvHx8YqdU7S3j9a89tprIiAgQDRq1Ei0bdtWcf1cv369aN68uejQoYP45ZdfxOTJk8XNN98shLD+Pu7cuVMMHz5cdOnSRezevVtotVoxd+5c0a9fP5O/dpXAkf5Zk5aWJsLDw4W/v7+Ii4sThw8fVtQvj/z8fDFy5Ehx7bXXis8//1y89tprol+/fiI5OdniXG/8WXSkf9Yo/edQq9WKm2++WVx77bVixYoVYuzYsaJPnz6qeQ8d6Z81Sn8PS0tLRVJSkmjXrp1YunSpGDJkiOjatat44IEHLM71xt+ltigyUKmsrBSVlZVixIgRYvbs2UIIIY4ePSo+/vhjsXv3bpGXl2c4z9y5c+dEcnKyaNu2rYiLixMxMTGG6F9J6tJHIar/2v7yyy9FTEyMiIuLU2QfV69eLdq2bSsWLVpkOLZkyRLRpk0bodVqbT533759YsiQISI2NtbwPn711VfubrJD6tI/Iarnvz/77DMRExMj2rRpo9g8lC1btohrr73W5Bf3o48+KqZMmWL4Wi6w8pafRWf7J4R3/BwKIcSGDRvE9ddfb0jcFqI6V0GSJPHRRx9ZfZ63vIfO9k8I73kPf/31V9GxY0fx/fffG469++67onHjxoY+yt0vvOF3aW0UF6jofyEUFRWJmJgYsWfPHrFs2TIRGRkp+vbtK6Kjo0X//v1rHY47e/as2LZtW3002WGu6GNpaakYOnSomDZtWn0122H5+fni8uXLJseWL18u2rVrJ/766y/Z5xjfEMrKysRff/2l2B8qZ/pnrLi4WHTu3Fk888wz7mpineg/f59++qlo3LixOHnypOGxwYMHi5deekkcOHCg1uso9WfRFf1T+s9hVVWV0Ol04sUXXxS9e/c2+bxu2LDBkKytnyKxFpAp+T2sa/+U/h7q27xjxw7h7+8vzpw5Y3issLBQTJ06VTRr1sxwnvl/hVD+79LaKCJQ+fLLL8UXX3whjh07ZogIL1y4IG6++WYxfvx4cdttt4lvv/1W5Ofni+3bt4s2bdqI+++/XwghP3+opGFzPVf2Uf91eXl5vfahNsZ9NM6v0Ol0hvfk6NGjQpIksWvXLsNj3sKV/dN/BpRWb0Kujz/88IO44YYbRMeOHcXUqVNFaGio6Natm7jhhhtEbGysRcKlMaW9v67snzf8HOrbNnfuXNG3b1+TjQTT0tLEE088IVq0aCFefPFFIYR3/D51Zf+U+h5+8skn4tVXXxVZWVmG4Ovbb78VPXr0sBgh+uOPP0SLFi3EnDlzhBDKy6lxBY8GKtu3bxedOnUSnTt3Fh06dBDXXnutoUBNcXGxmDBhgmjevLm46aabTL75n3/+uZAkyTA9omQNtY9LliwRQlj+kjty5Ijo2rWrSSEipVN7/4SQ76N+tUBVVZU4duyY+PTTT0WPHj3EggULRFVVlbh48aL48ssvhSRJ4s8//xRCKO+mpqf2/gkh38fFixcLIaoLlQ0ePFjExsaKCRMmiGuuuUa0a9dO7Nq1Szz00EPi5ptvNixBViq1908IIbZt2yY6dOggOnXqJP75z3+K2NhYQ82TgoICccMNN4gpU6aY3BcuX74sUlJSRN++fUVpaamnmu5WHiuhv3HjRkyZMgV33303du7ciS+++ALDhw/HJ598giNHjiAoKAh33HEHysrKUFBQYLIbZ+vWrdGyZUvs27fPU823S0Pu4+rVq3H8+HGLHX9btWqFK1euoLy8HIDyNy5Te/8A631cs2YNjh07Bo1Gg7i4ODRv3hznzp3DpEmToNFoEB4ejh49eqBZs2aGDeqUuMOz2vsHWO/j2rVrcfjwYURGRuLNN9/EjBkzUFlZieeeew6///47rr/+egghEBISAj8/P0MJeaVRe/8AYM2aNZgwYQLuu+8+7Nu3D59++ilSU1Oxbds25ObmIiwsDPfddx+++eYbZGZmGp4XHByMsLAwCCFQWVnpwR64j0cClYqKCpw8eRK33HIL0tLSEBISgk6dOuHGG29EQUGB4bxRo0Zh3LhxOH78OD788EPD8T///BPNmzdHr169PNB6+7CPBRa/FKqqqtCoUSP84x//wLfffgsAit4OXu39A+z/nALVe560adMGZ8+eNRz75Zdf0KxZMwwZMqSeW24ftfcPqL2P+uCqc+fOeOCBB/DRRx/h8ccfR6NGjVBYWIi//voL7dq1A6DMQEzt/dPr1q0bnn32WTzzzDMICAhA06ZNAQCDBw9Gq1atAACPP/442rRpg1WrVuGHH34wPLekpAShoaHK2p/HlTw1lJOTkyOKiopMjv3xxx8iJibGsA+BENVD6Q899JDQaDRi3Lhx4vHHHxdNmzYVs2fPFpWVlYoeimUfT8g+Z9q0aaJfv36K3rNGT+39E8L+Pu7YsUP0799f3HDDDWLFihXiP//5j2jWrJl4+umnRVlZmWI/p2rvnxCOf07z8vLE+fPnxfPPPy86deok9u3bV19NdYra+6dnnPv27rvvitDQUBEfHy/+9a9/ibVr1wohqpccjxw5UkRGRoqZM2eK1NRUER4eLlasWOGhVrtfI08FSPodYYXRbpWbN2/GNddcg1atWhl2lW3bti2WLVuG7t2749ChQzh27Bg++eQT3HTTTZ5qut3Yx1bQ6XSGUQUhBCRJQmBgIAICArwi+ld7/wD7P6d9+vTBf/7zH7z11lv44IMPUFVVhdWrVyv+c6r2/gGOfU4LCwuxYcMGzJ07F8HBwVi+fDmuu+46j7XdHmrvn16jRtW35Ndffx3Lli3Diy++iKZNm+Lnn3/G2LFj0b17d/Tu3RsffPABFi9ejIMHD+LUqVNYv369V3xOnSUJ4f5JO+MPEQDDLwb9cf0v+LvuugtxcXFYuHChu5vkcuxj7X3Un68/T2nU3j/AdZ/Ts2fPonnz5vXVbLupvX+Aaz6nv//+O/766y+MGTOmvptfK7X3D7DeR/1/L1y4AF9fX4SGhhrO6dKlC0aOHIkFCxYYjlVWVhqCGzVzywT6ggUL8OSTT+Kdd97BlStXDG9IRUUFAMDHx6f6xY3+EhVC4M8//0T//v0BABcvXsQzzzyD06dPu6OJdcY+Ot5H/flKuYmrvX+A+z6nSrmJq71/gGv7eOrUKfj4+CA+Pl4xN3G19w+wv4/6/zZp0gShoaGGZPy//voLZWVlaNGiBYCrI0sNIUgB4NoclUOHDon4+HjRtWtXkZycLCIiIkRiYqL46aefTM5bs2aNaNWqlUkFwP3794v27duLU6dOiddff12EhISInj17Cq1Wq6i5YfbxKm/to9r7J4T6+6j2/gmh/j6qvX9C1K2PeuXl5WLWrFliwIABhl2rGxqXBiqvv/666N27t6GI1dmzZ0VCQoJISkoSf/zxh6isrBQ33XSTiIqKEq+++qpJkZ2XXnpJ+Pv7i9jYWNGsWTOTjbCUhH30/j6qvX9CqL+Pau+fEOrvo9r7J4TzfSwtLRXbt28Xr776qujatato166dycaCDY3Lpn6qqqqwf/9+REVFGYajoqKiMH36dJw6dQoff/wxNBoN7rzzTuzbtw9PPfUUfH19Dc8vKiqCn58fpk6diry8PNx5552uaprLsI/e30e19w9Qfx/V3j9A/X1Ue/+AuvWxrKwMR44cweeff44JEybg8OHDGDhwoAd742HORjj6vROMTZgwQQwZMkRUVFSYbI40depU8c9//lPs3bvX6vX27dsnSkpKnG2OW7CP3t9HtfdPCPX3Ue39E0L9fVR7/4RwfR+LiooUV9rfUxwOVLZs2SK6dOki5s6dayjXq1/7/f333wuNRmPY50R/PDs7W7Rv316sXr3aVe12K/bR+/uo9v4Jof4+qr1/Qqi/j2rvnxANo4+eZnegUlFRId59911x7bXXio4dO4rY2FiLIjqlpaVi8ODBYtCgQUII030xOnXqJF544QWL40rCPlbz5j6qvX9CqL+Pau+fEOrvo9r7J0TD6KNS2J2jUlZWhrKyMvzrX//C7t27UVVVhbfeeguXLl0ynBMQEIDZs2fjhx9+wBtvvGFYQlVYWIigoCBERkYCUNbyTWPsYzVv7qPa+weov49q7x+g/j6qvX9Aw+ijYjgS1eTm5opLly4JIYTIyMgQjRo1Elu2bLE4b/78+aJp06Zi8uTJYtu2bSItLU20bt1aHDhwoE5RVX1gH6/y1j6qvX9CqL+Pau+fEOrvo9r7J0TD6KMSOJVMW1VVJYQQom/fvuLmm28WWq3W4pw33nhDDBgwQHTv3l3Ex8eLH3/8sW4trWfsYzVv7qPa+yeE+vuo9v4Jof4+qr1/QjSMPnqSU4GKPns5JydHSJIkVq5caXij9FnKOp1O6HQ6cfToURc1tX6xj97fR7X3Twj191Ht/RNC/X1Ue/+EaBh99CSnlyfr35hJkyaJjh07iqNHj4rff/9dvPbaa+Ly5csua6AnsY/e30e1908I9fdR7f0TQv19VHv/hGgYffQUpwMV42ixcePGIiEhQUiSJO69917VvCnso/f3Ue39E0L9fVR7/4RQfx/V3j8hGkYfPcXpHY00Gg0uX76ML774AuXl5QCAr7/+GrfeeqvLEn09jX30fmrvH6D+Pqq9f4D6+6j2/gENo48eU5co5/PPPxc+Pj5iwYIFrgqcFId99H5q758Q6u+j2vsnhPr7qPb+CdEw+ugJkhA1C7udoF8LbrwHg9qwj95P7f0D1N9HtfcPUH8f1d4/oGH00RPqFKgQERERuZPLdk8mIiIicjUGKkRERKRYDFSIiIhIsRioEBERkWIxUCEiIiLFYqBCREREisVAhYiIiBSLgQoRecS2bdsgSRIKCgo83RQiUjAWfCOiejFw4ED06NEDS5YsAQCUl5cjPz8fzZs3hyRJnm0cESmW05sSEhHVhZ+fH6Kjoz3dDCJSOE79EJHbTZgwAdu3b8fSpUshSRIkScLKlStNpn5WrlyJ8PBwfPnll+jUqROCgoKQlJSEkpISrFq1CnFxcWjSpAmmTp2Kqqoqw7XLysqQlpaGa665BsHBwejTpw+2bdvmmY4SkctxRIWI3G7p0qU4dOgQunXrhtmzZwMAfvvtN4vzSkpK8Nprr2HNmjW4dOkSxowZgzvuuAPh4eH46quvcPToUdx5553o378/kpOTAQCPP/44fv/9d6xZswYtWrTAZ599hqFDhyInJwcdOnSo134SkesxUCEitwsLC4Ofnx+CgoIM0z0HDx60OK+iogJvv/022rVrBwBISkrCRx99hLNnz6Jx48bo0qULBg0ahK1btyI5ORm5ublYsWIFcnNz0aJFCwBAWloaNm3ahBUrVuDll1+uv04SkVswUCEixQgKCjIEKQDQvHlzxMXFoXHjxibH8vLyAAA5OTmoqqpCx44dTa5TVlaGyMjI+mk0EbkVAxUiUgxfX1+TryVJkj2m0+kAAJcvX4aPjw92794NHx8fk/OMgxsi8l4MVIioXvj5+ZkkwbpCQkICqqqqkJeXhxtvvNGl1yYiZeCqHyKqF3Fxcdi5cyeOHz+O8+fPG0ZF6qJjx4647777MH78eGzYsAHHjh3Dzz//jHnz5uF///ufC1pNRJ7GQIWI6kVaWhp8fHzQpUsXNGvWDLm5uS657ooVKzB+/HikpqaiU6dOGD16NHbt2oVWrVq55PpE5FmsTEtERESKxREVIiIiUiwGKkRERKRYDFSIiIhIsRioEBERkWIxUCEiIiLFYqBCREREisVAhYiIiBSLgQoREREpFgMVIiIiUiwGKkRERKRYDFSIiIhIsRioEBERkWL9P/L353N1ZcTRAAAAAElFTkSuQmCC", + "text/plain": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:      (TIME: 1008, DEPTH: 2, LATITUDE: 4464, LONGITUDE: 4464,\n",
+       "                  POSITION: 4464)\n",
+       "Coordinates:\n",
+       "  * TIME         (TIME) datetime64[ns] 2017-10-25 ... 2017-10-31T23:50:00\n",
+       "  * LATITUDE     (LATITUDE) float32 52.0 52.0 52.0 52.0 ... 52.0 52.0 52.0 52.0\n",
+       "  * LONGITUDE    (LONGITUDE) float32 3.276 3.276 3.276 ... 3.276 3.276 3.276\n",
+       "Dimensions without coordinates: DEPTH, POSITION\n",
+       "Data variables: (12/18)\n",
+       "    TIME_QC      (TIME) float32 ...\n",
+       "    DEPH         (TIME, DEPTH) float32 ...\n",
+       "    DEPH_QC      (TIME, DEPTH) float32 ...\n",
+       "    POSITION_QC  (POSITION) float32 ...\n",
+       "    VAVH         (TIME, DEPTH) float64 ...\n",
+       "    VAVH_QC      (TIME, DEPTH) float32 ...\n",
+       "    ...           ...\n",
+       "    VTZA         (TIME, DEPTH) float64 ...\n",
+       "    VTZA_QC      (TIME, DEPTH) float32 ...\n",
+       "    TEMP         (TIME, DEPTH) float64 ...\n",
+       "    TEMP_QC      (TIME, DEPTH) float32 ...\n",
+       "    SWHT         (TIME, DEPTH) float64 ...\n",
+       "    SWHT_QC      (TIME, DEPTH) float32 ...\n",
+       "Attributes: (12/51)\n",
+       "    data_type:                      OceanSITES time-series data\n",
+       "    platform_code:                  Europlatform2\n",
+       "    platform_name:                  \n",
+       "    institution:                    Rijkswaterstaat Water Traffic and Environ...\n",
+       "    institution_edmo_code:          1526\n",
+       "    wmo_platform_code:              \n",
+       "    ...                             ...\n",
+       "    data_assembly_center:           BSH\n",
+       "    wmo_inst_type:                  \n",
+       "    id:                             NO_TS_MO_Europlatform2_201710\n",
+       "    title:                          NWS - NRT in situ Observations\n",
+       "    history:                        2020-01-22T12:14:28Z : Creation; 2020-11-...\n",
+       "    date_update:                    2021-02-26T13:39:19Z
" + ], + "text/plain": [ + "\n", + "Dimensions: (TIME: 1008, DEPTH: 2, LATITUDE: 4464, LONGITUDE: 4464,\n", + " POSITION: 4464)\n", + "Coordinates:\n", + " * TIME (TIME) datetime64[ns] 2017-10-25 ... 2017-10-31T23:50:00\n", + " * LATITUDE (LATITUDE) float32 52.0 52.0 52.0 52.0 ... 52.0 52.0 52.0 52.0\n", + " * LONGITUDE (LONGITUDE) float32 3.276 3.276 3.276 ... 3.276 3.276 3.276\n", + "Dimensions without coordinates: DEPTH, POSITION\n", + "Data variables: (12/18)\n", + " TIME_QC (TIME) float32 ...\n", + " DEPH (TIME, DEPTH) float32 ...\n", + " DEPH_QC (TIME, DEPTH) float32 ...\n", + " POSITION_QC (POSITION) float32 ...\n", + " VAVH (TIME, DEPTH) float64 ...\n", + " VAVH_QC (TIME, DEPTH) float32 ...\n", + " ... ...\n", + " VTZA (TIME, DEPTH) float64 ...\n", + " VTZA_QC (TIME, DEPTH) float32 ...\n", + " TEMP (TIME, DEPTH) float64 ...\n", + " TEMP_QC (TIME, DEPTH) float32 ...\n", + " SWHT (TIME, DEPTH) float64 ...\n", + " SWHT_QC (TIME, DEPTH) float32 ...\n", + "Attributes: (12/51)\n", + " data_type: OceanSITES time-series data\n", + " platform_code: Europlatform2\n", + " platform_name: \n", + " institution: Rijkswaterstaat Water Traffic and Environ...\n", + " institution_edmo_code: 1526\n", + " wmo_platform_code: \n", + " ... ...\n", + " data_assembly_center: BSH\n", + " wmo_inst_type: \n", + " id: NO_TS_MO_Europlatform2_201710\n", + " title: NWS - NRT in situ Observations\n", + " history: 2020-01-22T12:14:28Z : Creation; 2020-11-...\n", + " date_update: 2021-02-26T13:39:19Z" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import xarray as xr\n", "ds = xr.open_dataset('data/SW/Europlatform2.nc')\n", @@ -233,9 +844,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(3.276389, 51.99861)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pos = ds.LONGITUDE.values[0], ds.LATITUDE.values[0]\n", "pos" @@ -243,75 +865,575 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray 'VHM0' (TIME: 1008)>\n",
+       "[1008 values with dtype=float64]\n",
+       "Coordinates:\n",
+       "  * TIME     (TIME) datetime64[ns] 2017-10-25 ... 2017-10-31T23:50:00\n",
+       "Attributes: (12/16)\n",
+       "    long_name:           Spectral significant wave height (Hm0)\n",
+       "    standard_name:       sea_surface_wave_significant_height\n",
+       "    units:               m\n",
+       "    valid_min:           1\n",
+       "    valid_max:           30000\n",
+       "    type_of_analysis:    spectral analysis\n",
+       "    ...                  ...\n",
+       "    resolution:           \n",
+       "    cell_methods:         \n",
+       "    sensor_depth:        0.0\n",
+       "    sensor_mount:         \n",
+       "    sensor_orientation:   \n",
+       "    data_mode:           R
" + ], + "text/plain": [ + "\n", + "[1008 values with dtype=float64]\n", + "Coordinates:\n", + " * TIME (TIME) datetime64[ns] 2017-10-25 ... 2017-10-31T23:50:00\n", + "Attributes: (12/16)\n", + " long_name: Spectral significant wave height (Hm0)\n", + " standard_name: sea_surface_wave_significant_height\n", + " units: m\n", + " valid_min: 1\n", + " valid_max: 30000\n", + " type_of_analysis: spectral analysis\n", + " ... ...\n", + " resolution: \n", + " cell_methods: \n", + " sensor_depth: 0.0\n", + " sensor_mount: \n", + " sensor_orientation: \n", + " data_mode: R" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ds.VHM0.isel(DEPTH=0)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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VHM0
TIME
2017-10-25 00:00:001.68
2017-10-25 00:10:001.79
2017-10-25 00:20:001.84
2017-10-25 00:30:001.84
2017-10-25 00:40:001.76
\n", + "
" + ], + "text/plain": [ + " VHM0\n", + "TIME \n", + "2017-10-25 00:00:00 1.68\n", + "2017-10-25 00:10:00 1.79\n", + "2017-10-25 00:20:00 1.84\n", + "2017-10-25 00:30:00 1.84\n", + "2017-10-25 00:40:00 1.76" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df = ds.VHM0.isel(DEPTH=0).to_dataframe()\n", - "df.index = df.index.round('s')\n", + "df.index = df.index.strftime('%Y-%m-%d %H:%M:%S')\n", "df.head()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ - "o3 = PointObservation(df, item=\"VHM0\", x=pos[0], y=pos[1], name='Hm0_from_nc')" + "o3 = ms.PointObservation(ds.VHM0.isel(DEPTH=0), x=pos[0], y=pos[1], name='Hm0_from_nc')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": {}, - "outputs": [], - "source": [ - "o3.itemInfo = eum.ItemInfo(eum.EUMType.Significant_wave_height)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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lonlatsurface_elevationsignificant_wave_heightwind_speed
date
2017-10-26 04:37:378.75727253.9261361.64490.4266.100000
2017-10-26 04:37:548.22163154.9484591.12001.6349.030000
2017-10-26 04:37:558.18939055.0085471.08821.7179.370000
2017-10-26 04:37:568.15706555.0686271.03091.8699.559999
2017-10-26 04:37:588.12465655.1287001.03691.9399.980000
\n", + "
" + ], + "text/plain": [ + " lon lat surface_elevation \\\n", + "date \n", + "2017-10-26 04:37:37 8.757272 53.926136 1.6449 \n", + "2017-10-26 04:37:54 8.221631 54.948459 1.1200 \n", + "2017-10-26 04:37:55 8.189390 55.008547 1.0882 \n", + "2017-10-26 04:37:56 8.157065 55.068627 1.0309 \n", + "2017-10-26 04:37:58 8.124656 55.128700 1.0369 \n", + "\n", + " significant_wave_height wind_speed \n", + "date \n", + "2017-10-26 04:37:37 0.426 6.100000 \n", + "2017-10-26 04:37:54 1.634 9.030000 \n", + "2017-10-26 04:37:55 1.717 9.370000 \n", + "2017-10-26 04:37:56 1.869 9.559999 \n", + "2017-10-26 04:37:58 1.939 9.980000 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fn = \"data/SW/altimetry_NorthSea_20171027.csv\"\n", "df = pd.read_csv(fn, index_col=0, parse_dates=True) # step 1: create DataFrame\n", @@ -62,11 +165,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jan/src/book-learn-mikeio-fmskill/.venv/lib/python3.10/site-packages/modelskill/timeseries/_track.py:135: UserWarning: Removed 22 duplicate timestamps with keep=first\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "TrackObservation: surface_elevation, n=1093" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "o1 = TrackObservation(df, item=\"surface_elevation\") # step 2: create TrackObservation\n", + "o1 = ms.TrackObservation(df, item=\"surface_elevation\") # step 2: create TrackObservation\n", "o1" ] }, @@ -83,7 +205,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -93,9 +215,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "KeyError", + "evalue": "'DHI_ALTIMETRY_API_KEY'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[7], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m api_key \u001b[38;5;241m=\u001b[39m \u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43menviron\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mDHI_ALTIMETRY_API_KEY\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[1;32m 2\u001b[0m repo \u001b[38;5;241m=\u001b[39m DHIAltimetryRepository(api_key)\n", + "File \u001b[0;32m/usr/lib/python3.10/os.py:680\u001b[0m, in \u001b[0;36m_Environ.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 677\u001b[0m value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_data[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mencodekey(key)]\n\u001b[1;32m 678\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n\u001b[1;32m 679\u001b[0m \u001b[38;5;66;03m# raise KeyError with the original key value\u001b[39;00m\n\u001b[0;32m--> 680\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 681\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdecodevalue(value)\n", + "\u001b[0;31mKeyError\u001b[0m: 'DHI_ALTIMETRY_API_KEY'" + ] + } + ], "source": [ "api_key = os.environ[\"DHI_ALTIMETRY_API_KEY\"]\n", "repo = DHIAltimetryRepository(api_key)" @@ -132,12 +267,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'data' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[8], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m o1 \u001b[38;5;241m=\u001b[39m ms\u001b[38;5;241m.\u001b[39mTrackObservation(\u001b[43mdata\u001b[49m\u001b[38;5;241m.\u001b[39mdf, item\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msignificant_wave_height\u001b[39m\u001b[38;5;124m\"\u001b[39m, name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAlti_from_df\u001b[39m\u001b[38;5;124m'\u001b[39m, quantity\u001b[38;5;241m=\u001b[39mms\u001b[38;5;241m.\u001b[39mQuantity(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSignificant wave height\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mm\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m 2\u001b[0m o1\n", + "\u001b[0;31mNameError\u001b[0m: name 'data' is not defined" + ] + } + ], "source": [ - "o1 = TrackObservation(data.df, item=\"significant_wave_height\", name='Alti_from_df')\n", - "o1.itemInfo = eum.ItemInfo(eum.EUMType.Significant_wave_height)\n", + "o1 = ms.TrackObservation(data.df, item=\"significant_wave_height\", name='Alti_from_df', quantity=ms.Quantity(\"Significant wave height\", \"m\"))\n", "o1" ] }, @@ -163,20 +309,9 @@ "metadata": {}, "outputs": [], "source": [ - "o2 = TrackObservation('alti_NS_20191001.dfs0', item=\"Significant Wave Height\")\n", - "o2.itemInfo = eum.ItemInfo(eum.EUMType.Significant_wave_height)\n", + "o2 = ms.TrackObservation('alti_NS_20191001.dfs0', item=\"Significant Wave Height\", quantity=ms.Quantity(\"Significant wave height\", \"m\")\n", "o2" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "o1.df[\"significant_wave_height\"].plot(marker='.')\n", - "o2.df[\"Significant Wave Height\"].plot();" - ] } ], "metadata": { @@ -197,7 +332,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.10.12" }, "orig_nbformat": 4 }, diff --git a/requirements.txt b/requirements.txt index 5652c88..f65aef4 100644 --- a/requirements.txt +++ b/requirements.txt @@ -6,7 +6,7 @@ netcdf4 xarray mikeio shapely -modelskill +modelskill>=1.0.b.* watobs geopandas openpyxl \ No newline at end of file