From 9c0037b99a1a56a294e210ef7ea1820886671077 Mon Sep 17 00:00:00 2001 From: max Date: Tue, 28 Nov 2023 11:35:47 +1100 Subject: [PATCH 01/16] converting from cc to intake --- DocumentedExamples/SeaIce_Plot_Example.ipynb | 2782 ++++++++++++------ 1 file changed, 1842 insertions(+), 940 deletions(-) diff --git a/DocumentedExamples/SeaIce_Plot_Example.ipynb b/DocumentedExamples/SeaIce_Plot_Example.ipynb index f1591336..daf16a89 100644 --- a/DocumentedExamples/SeaIce_Plot_Example.ipynb +++ b/DocumentedExamples/SeaIce_Plot_Example.ipynb @@ -2,35 +2,25 @@ "cells": [ { "cell_type": "markdown", + "id": "75c50681", "metadata": {}, "source": [ - "# Sea ice plotting examples" + "# Simple example for how to load and plot ice data" ] }, { "cell_type": "markdown", + "id": "942abe85", "metadata": {}, "source": [ - "This script shows how to load and plot sea ice concentration from sea ice models (CICE5, and SIS2) output, while also indicating how to get around some of the pitfalls and foibles in CICE temporal and spatial gridding.\n", + "This script shows how to load and plot sea ice concentration from CICE output, while also indicating how to get around some of the pitfalls and foibles in CICE temporal and spatial gridding.\n", "\n", - "Requirements: The `conda/analysis3` module from `/g/data/hh5/public/modules`. " - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "#Choose which model we are working with\n", - "MODEL='cice5'\n", - "# MODEL='sis2'" + "Requirements: The conda/analysis3 module from /g/data/hh5/public/modules. " ] }, { "cell_type": "markdown", + "id": "0d39049f", "metadata": {}, "source": [ "Firstly, load modules:" @@ -38,28 +28,27 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, + "id": "02c16f6d", "metadata": { "tags": [] }, "outputs": [], "source": [ - "import cosima_cookbook as cc\n", + "import intake\n", + "catalog = intake.cat.access_nri\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", "from dask.distributed import Client\n", "from datetime import timedelta\n", "import cf_xarray as cfxr\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import cartopy.crs as ccrs\n", - "import cartopy.feature as cfeature\n", - "import numpy as np\n", - "import matplotlib.path as mpath\n", - "import cmocean.cm as cmo" + "import cartopy.crs as ccrs" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, + "id": "efb9e263", "metadata": { "tags": [] }, @@ -71,13 +60,13 @@ "
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+       "Dimensions without coordinates: nj, ni\n",
+       "Attributes:\n",
+       "    units:          1\n",
+       "    long_name:      ice area  (aggregate)\n",
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+       "    cell_methods:   time: mean\n",
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    long_name :
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    time_rep :
    averaged
  • " + ], + "text/plain": [ + "\n", + "dask.array\n", + "Coordinates:\n", + " * time (time) datetime64[ns] \n", + " TLON (nj, ni) float32 dask.array\n", + " TLAT (nj, ni) float32 dask.array\n", + " ULON (nj, ni) float32 dask.array\n", + " ULAT (nj, ni) float32 dask.array\n", + "Dimensions without coordinates: nj, ni\n", + "Attributes:\n", + " units: 1\n", + " long_name: ice area (aggregate)\n", + " cell_measures: area: tarea\n", + " cell_methods: time: mean\n", + " time_rep: averaged" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sic" + ] + }, + { + "cell_type": "markdown", + "id": "5a846cb5", + "metadata": {}, + "source": [ + "**Another messy thing about CICE is that it thinks that monthly data for, say, January occurs at midnight on Jan 31 -- while xarray interprets this as the first milllisecond of February.** \n", + " \n", + "To get around this, note that we loaded data from February above, and we now subtract 12 hours from the time dimension. This means that, at least data is sitting in the correct month, and really helps to compute monthly climatologies correctly." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "02403fef", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "sic['time'] = sic.time.to_pandas() - timedelta(hours = 12)" + ] + }, + { + "cell_type": "markdown", + "id": "d994a6ca", + "metadata": {}, + "source": [ + "Note that `aice_m` is the monthly average of fractional ice area in each grid cell aka the concentration. **To find the actual area of the ice we need to know the area of each cell. Unfortunately, CICE doesn't save this for us ... but the ocean model does.** So, let's load `area_t` from the ocean model, and rename the coordinates in our ice variable to match the ocean model. Then we can multiply the ice concentration with the cell area to get a total ice area." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "1d5e1a64", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/intake_esm/cat.py:270: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + " .applymap(type)\n", + "/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/intake_esm/cat.py:270: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + " .applymap(type)\n", + "/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/intake_esm/cat.py:270: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + " .applymap(type)\n", + "/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/intake_esm/cat.py:270: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + " .applymap(type)\n" + ] + }, + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
    <xarray.DataArray 'area_t' (yt_ocean: 300, xt_ocean: 360)>\n",
    +       "array([[           nan,            nan,            nan, ...,\n",
    +       "                   nan,            nan,            nan],\n",
    +       "       [           nan,            nan,            nan, ...,\n",
    +       "                   nan,            nan,            nan],\n",
    +       "       [           nan,            nan,            nan, ...,\n",
    +       "                   nan,            nan,            nan],\n",
    +       "       ...,\n",
    +       "       [3.85042360e+07, 1.11973360e+08, 1.80973936e+08, ...,\n",
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    +       "       [3.85466840e+07, 1.12088160e+08, 1.81145952e+08, ...,\n",
    +       "        1.81145952e+08, 1.12088160e+08, 3.85466840e+07],\n",
    +       "       [3.85679440e+07, 1.12145656e+08, 1.81232096e+08, ...,\n",
    +       "        1.81232096e+08, 1.12145656e+08, 3.85679440e+07]], dtype=float32)\n",
    +       "Coordinates:\n",
    +       "  * xt_ocean  (xt_ocean) float64 -279.5 -278.5 -277.5 -276.5 ... 77.5 78.5 79.5\n",
    +       "  * yt_ocean  (yt_ocean) float64 -77.88 -77.63 -77.38 ... 88.87 89.32 89.77\n",
    +       "    geolat_t  (yt_ocean, xt_ocean) float32 nan nan nan nan ... 66.04 65.63 65.21\n",
    +       "    geolon_t  (yt_ocean, xt_ocean) float32 nan nan nan nan ... 79.96 79.97 79.99\n",
    +       "Attributes:\n",
    +       "    long_name:     tracer cell area\n",
    +       "    units:         m^2\n",
    +       "    valid_range:   [0.e+00 1.e+15]\n",
    +       "    cell_methods:  time: point
    " ], "text/plain": [ - "" + "\n", + "array([[ nan, nan, nan, ...,\n", + " nan, nan, nan],\n", + " [ nan, nan, nan, ...,\n", + " nan, nan, nan],\n", + " [ nan, nan, nan, ...,\n", + " nan, nan, nan],\n", + " ...,\n", + " [3.85042360e+07, 1.11973360e+08, 1.80973936e+08, ...,\n", + " 1.80973936e+08, 1.11973360e+08, 3.85042360e+07],\n", + " [3.85466840e+07, 1.12088160e+08, 1.81145952e+08, ...,\n", + " 1.81145952e+08, 1.12088160e+08, 3.85466840e+07],\n", + " [3.85679440e+07, 1.12145656e+08, 1.81232096e+08, ...,\n", + " 1.81232096e+08, 1.12145656e+08, 3.85679440e+07]], dtype=float32)\n", + "Coordinates:\n", + " * xt_ocean (xt_ocean) float64 -279.5 -278.5 -277.5 -276.5 ... 77.5 78.5 79.5\n", + " * yt_ocean (yt_ocean) float64 -77.88 -77.63 -77.38 ... 88.87 89.32 89.77\n", + " geolat_t (yt_ocean, xt_ocean) float32 nan nan nan nan ... 66.04 65.63 65.21\n", + " geolon_t (yt_ocean, xt_ocean) float32 nan nan nan nan ... 79.96 79.97 79.99\n", + "Attributes:\n", + " long_name: tracer cell area\n", + " units: m^2\n", + " valid_range: [0.e+00 1.e+15]\n", + " cell_methods: time: point" ] }, - "execution_count": 3, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "client = Client()\n", - "client" + "cat_subset = catalog[sic_args['expt']]\n", + "var_search = cat_subset.search(variable='area_t')\n", + "var_search = var_search.search(path=var_search.df['path'][0])\n", + "darray = var_search.to_dask()\n", + "darray = darray['area_t']\n", + "area_t = darray.load()\n", + "area_t" ] }, { "cell_type": "markdown", - "metadata": { - "tags": [] - }, + "id": "a0c12a8f", + "metadata": {}, "source": [ - "Start a database session:" + "Our CICE data is missing x&y coordinate values, so we can also get them from area_t" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, + "id": "a10568fe", "metadata": { "tags": [] }, "outputs": [], "source": [ - "session = cc.database.create_session()" + "sic.coords['ni'] = area_t['xt_ocean'].values\n", + "sic.coords['nj'] = area_t['yt_ocean'].values" ] }, { "cell_type": "markdown", + "id": "948e780a", "metadata": {}, "source": [ - "The dictionary below specifies experiment, start and ending times for each model we can use (CICE5 with MOM5 or SIS2 with MOM6). This example will work with RYF forcing experiments and sea ice concentration variable, which is called `aice_m` in mom5 and `siconc` in mom6.\n", - "\n", - "If you want a different experiment, or a different time period, change the necessary values. A tutorial on how to explore the database for available experiments is available [here](https://github.com/COSIMA/cosima-recipes/blob/master/Tutorials/COSIMA_CookBook_Tutorial.ipynb). Note that we are just loading the last 10 years here.\n", - "\n", - "Note also the `decode_coords=False` flag. **This gets around some messy issues with the way xarray decides to load CICE grids**:" + "So that our new coordinates are recognised as cf standard, we also need to copy the attributes. This notebook is designed to use `cf-xarray`. This means the rest of the notebook is [Model Agnostic](https://cosima-recipes.readthedocs.io/en/latest/Tutorials/Model_Agnostic_Analysis.html)." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, + "id": "aece4c8a", "metadata": { "tags": [] }, "outputs": [], "source": [ - "sic_args = {\n", - " \"cice5\": { #cice5 is part of ACCESS-OM2\n", - " \"expt\": \"01deg_jra55v13_ryf9091\",\n", - " \"variable\": \"aice_m\",\n", - " \"start_time\": \"1981-02-01\",\n", - " \"end_time\": \"1991-01-01\",\n", - " \"decode_coords\": False\n", - " },\n", - " \"sis2\": { #sis2 is used for the testing MOM6\n", - " \"expt\": \"OM4_025.JRA_RYF\",\n", - " \"variable\": \"siconc\",\n", - " \"start_time\": \"1981-01-01\",\n", - " \"end_time\": \"1990-12-31\",\n", - " \"frequency\": \"1 monthly\"\n", - " },\n", - " #In the future, we will add a CICE6 option (i.e. the future ACCESS-OM3)\n", - "}\n", - "\n", - "area_variable = {\n", - " \"cice5\": \"area_t\" ,\n", - " \"sis2\": \"areacello\"\n", - "}\n", - "\n", - "geo_variables = {\n", - " \"cice5\":['geolon_t', 'geolat_t'] ,\n", - " \"sis2\": ['geolon', 'geolat']\n", - "}" + "sic.ni.attrs = area_t.xt_ocean.attrs\n", + "sic.nj.attrs = area_t.yt_ocean.attrs" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, + "id": "0913abef", "metadata": { "tags": [] }, "outputs": [], "source": [ - "sic = cc.querying.getvar(\n", - " session=session, \n", - " **sic_args[MODEL]\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Another messy thing about CICE is that it thinks that monthly data for, say, January occurs at midnight on Jan 31 -- while xarray interprets this as the first milllisecond of February.** \n", - " \n", - "To get around this, note that we loaded data from February above, and we now subtract 12 hours from the time dimension. This means that, at least data is sitting in the correct month, and really helps to compute monthly climatologies correctly." + "sic = sic.rename(({'ni': 'xt_ocean', 'nj': 'yt_ocean'}))" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, + "id": "aa5c1a09", "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Coordinates:\n", + " CF Axes: * X: ['xt_ocean']\n", + " * Y: ['yt_ocean']\n", + " Z, T: n/a\n", + "\n", + " CF Coordinates: longitude: ['TLON', 'xt_ocean']\n", + " latitude: ['TLAT', 'yt_ocean']\n", + " vertical, time: n/a\n", + "\n", + " Cell Measures: area, volume: n/a\n", + "\n", + " Standard Names: n/a\n", + "\n", + " Bounds: n/a\n", + "\n", + " Grid Mappings: n/a" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sic.cf" + ] + }, + { + "cell_type": "markdown", + "id": "0c28b05c", + "metadata": {}, "source": [ - "if MODEL =='cice5' :\n", - " sic['time'] = sic.time.to_pandas() - timedelta(hours = 12)" + "Now that we have axes with cf compliant coordinates, we can select using `latitude` keywords.\n", + "\n", + "Let's look at a timeseries of SH sea ice area. Area is defined (per convention) as the sum of sea ice concentration multiply by the area of each grid cell (and masked for sea ice concentration above 15%)" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, + "id": "1c8bba43", "metadata": { "tags": [] }, @@ -997,25 +2019,175 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'aice_m' (time: 120, nj: 2700, ni: 3600)>\n",
    -       "dask.array<rechunk-merge, shape=(120, 2700, 3600), dtype=float32, chunksize=(3, 2700, 3600), chunktype=numpy.ndarray>\n",
    +       "
    <xarray.DataArray 'aice_m' (time: 0, yt_ocean: 300, xt_ocean: 360)>\n",
    +       "dask.array<getitem, shape=(0, 300, 360), dtype=float32, chunksize=(0, 150, 180), chunktype=numpy.ndarray>\n",
            "Coordinates:\n",
    -       "  * time     (time) object 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n",
    -       "Dimensions without coordinates: nj, ni\n",
    -       "Attributes: (12/13)\n",
    +       "    TLON      (yt_ocean, xt_ocean) float32 dask.array<chunksize=(150, 180), meta=np.ndarray>\n",
    +       "    TLAT      (yt_ocean, xt_ocean) float32 dask.array<chunksize=(150, 180), meta=np.ndarray>\n",
    +       "    ULON      (yt_ocean, xt_ocean) float32 dask.array<chunksize=(150, 180), meta=np.ndarray>\n",
    +       "    ULAT      (yt_ocean, xt_ocean) float32 dask.array<chunksize=(150, 180), meta=np.ndarray>\n",
    +       "  * time      (time) datetime64[ns] \n",
    +       "  * xt_ocean  (xt_ocean) float64 -279.5 -278.5 -277.5 -276.5 ... 77.5 78.5 79.5\n",
    +       "  * yt_ocean  (yt_ocean) float64 -77.88 -77.63 -77.38 ... 88.87 89.32 89.77\n",
    +       "Attributes:\n",
            "    units:          1\n",
            "    long_name:      ice area  (aggregate)\n",
    -       "    coordinates:    TLON TLAT time\n",
            "    cell_measures:  area: tarea\n",
            "    cell_methods:   time: mean\n",
    -       "    time_rep:       averaged\n",
    -       "    ...             ...\n",
    -       "    contact:        Andy Hogg\n",
    -       "    email:          andy.hogg@anu.edu.au\n",
    -       "    created:        2020-06-11\n",
    -       "    description:    0.1 degree ACCESS-OM2 global model configuration with JRA...\n",
    -       "    notes:          Additional daily outputs saved from 1 Jan 1950 to 31 Dec ...\n",
    -       "    url:            https://github.com/COSIMA/01deg_jra55_ryf/tree/01deg_jra5...
    " + "
  • time
    (time)
    datetime64[ns]
    array([], dtype='datetime64[ns]')
  • xt_ocean
    (xt_ocean)
    float64
    -279.5 -278.5 -277.5 ... 78.5 79.5
    long_name :
    tcell longitude
    units :
    degrees_E
    cartesian_axis :
    X
    array([-279.5, -278.5, -277.5, ...,   77.5,   78.5,   79.5])
  • yt_ocean
    (yt_ocean)
    float64
    -77.88 -77.63 ... 89.32 89.77
    long_name :
    tcell latitude
    units :
    degrees_N
    cartesian_axis :
    Y
    array([-77.876623, -77.629713, -77.381707, ...,  88.872933,  89.324006,\n",
    +       "        89.774476])
    • time
      PandasIndex
      PandasIndex(DatetimeIndex([], dtype='datetime64[ns]', name='time', freq=None))
    • xt_ocean
      PandasIndex
      PandasIndex(Index([-279.5, -278.5, -277.5, -276.5, -275.5, -274.5, -273.5, -272.5, -271.5,\n",
      +       "       -270.5,\n",
      +       "       ...\n",
      +       "         70.5,   71.5,   72.5,   73.5,   74.5,   75.5,   76.5,   77.5,   78.5,\n",
      +       "         79.5],\n",
      +       "      dtype='float64', name='xt_ocean', length=360))
    • yt_ocean
      PandasIndex
      PandasIndex(Index([-77.87662337662337, -77.62971340045422, -77.38170670967813,\n",
      +       "       -77.13229193169715, -76.88053325031572, -76.62612553775392,\n",
      +       "       -76.36814128806307,  -76.1062857353073,  -75.8396437697329,\n",
      +       "        -75.5679350353177,\n",
      +       "       ...\n",
      +       "        85.71622733564506,  86.16718145415204,  86.61861799525872,\n",
      +       "        87.06938121176299,  87.52064932837074,  87.97126714724561,\n",
      +       "        88.42241336735029,  88.87293318844945,   89.3240056291542,\n",
      +       "        89.77447612988227],\n",
      +       "      dtype='float64', name='yt_ocean', length=300))
  • units :
    1
    long_name :
    ice area (aggregate)
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " ], "text/plain": [ - "\n", - "dask.array\n", + "\n", + "dask.array\n", "Coordinates:\n", - " * time (time) object 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n", - "Dimensions without coordinates: nj, ni\n", - "Attributes: (12/13)\n", + " TLON (yt_ocean, xt_ocean) float32 dask.array\n", + " TLAT (yt_ocean, xt_ocean) float32 dask.array\n", + " ULON (yt_ocean, xt_ocean) float32 dask.array\n", + " ULAT (yt_ocean, xt_ocean) float32 dask.array\n", + " * time (time) datetime64[ns] \n", + " * xt_ocean (xt_ocean) float64 -279.5 -278.5 -277.5 -276.5 ... 77.5 78.5 79.5\n", + " * yt_ocean (yt_ocean) float64 -77.88 -77.63 -77.38 ... 88.87 89.32 89.77\n", + "Attributes:\n", " units: 1\n", " long_name: ice area (aggregate)\n", - " coordinates: TLON TLAT time\n", " cell_measures: area: tarea\n", " cell_methods: time: mean\n", - " time_rep: averaged\n", - " ... ...\n", - " contact: Andy Hogg\n", - " email: andy.hogg@anu.edu.au\n", - " created: 2020-06-11\n", - " description: 0.1 degree ACCESS-OM2 global model configuration with JRA...\n", - " notes: Additional daily outputs saved from 1 Jan 1950 to 31 Dec ...\n", - " url: https://github.com/COSIMA/01deg_jra55_ryf/tree/01deg_jra5..." + " time_rep: averaged" ] }, - "execution_count": 8, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "sic = sic.chunk([3, 'auto', 'auto'])\n", "sic" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note that `aice_m` is the monthly average of fractional ice area in each grid cell aka the concentration. **To find the actual area of the ice we need to know the area of each cell. Unfortunately, CICE doesn't save this for us ... but the ocean model does.** So, let's load `area_t` from the ocean model, and rename the coordinates in our ice variable to match the ocean model. Then we can multiply the ice concentration with the cell area to get a total ice area." - ] - }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, + "id": "44796f8a", "metadata": { "tags": [] }, @@ -1672,146 +2720,122 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'area_t' (yt_ocean: 2700, xt_ocean: 3600)>\n",
    -       "array([[nan, nan, nan, ..., nan, nan, nan],\n",
    -       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    -       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    +       "
    <xarray.DataArray 'area_t' (yt_ocean: 300, xt_ocean: 360)>\n",
    +       "array([[           nan,            nan,            nan, ...,\n",
    +       "                   nan,            nan,            nan],\n",
    +       "       [           nan,            nan,            nan, ...,\n",
    +       "                   nan,            nan,            nan],\n",
    +       "       [           nan,            nan,            nan, ...,\n",
    +       "                   nan,            nan,            nan],\n",
            "       ...,\n",
    -       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    -       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    -       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n",
    +       "       [3.85042360e+07, 1.11973360e+08, 1.80973936e+08, ...,\n",
    +       "        1.80973936e+08, 1.11973360e+08, 3.85042360e+07],\n",
    +       "       [3.85466840e+07, 1.12088160e+08, 1.81145952e+08, ...,\n",
    +       "        1.81145952e+08, 1.12088160e+08, 3.85466840e+07],\n",
    +       "       [3.85679440e+07, 1.12145656e+08, 1.81232096e+08, ...,\n",
    +       "        1.81232096e+08, 1.12145656e+08, 3.85679440e+07]], dtype=float32)\n",
            "Coordinates:\n",
    -       "  * xt_ocean  (xt_ocean) float64 -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n",
    -       "  * yt_ocean  (yt_ocean) float64 -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n",
    -       "    geolon_t  (yt_ocean, xt_ocean) float32 nan nan nan nan ... nan nan nan nan\n",
    -       "    geolat_t  (yt_ocean, xt_ocean) float32 nan nan nan nan ... nan nan nan nan\n",
    +       "  * xt_ocean  (xt_ocean) float64 -279.5 -278.5 -277.5 -276.5 ... 77.5 78.5 79.5\n",
    +       "  * yt_ocean  (yt_ocean) float64 -77.88 -77.63 -77.38 ... 88.87 89.32 89.77\n",
    +       "    geolat_t  (yt_ocean, xt_ocean) float32 nan nan nan nan ... 66.04 65.63 65.21\n",
    +       "    geolon_t  (yt_ocean, xt_ocean) float32 nan nan nan nan ... 79.96 79.97 79.99\n",
            "Attributes:\n",
            "    long_name:     tracer cell area\n",
            "    units:         m^2\n",
            "    valid_range:   [0.e+00 1.e+15]\n",
    -       "    cell_methods:  time: point\n",
    -       "    ncfiles:       ['/g/data/ik11/outputs/access-om2-01/01deg_jra55v13_ryf909...\n",
    -       "    contact:       Andy Hogg\n",
    -       "    email:         andy.hogg@anu.edu.au\n",
    -       "    created:       2020-06-11\n",
    -       "    description:   0.1 degree ACCESS-OM2 global model configuration with JRA5...\n",
    -       "    notes:         Additional daily outputs saved from 1 Jan 1950 to 31 Dec 1...\n",
    -       "    url:           https://github.com/COSIMA/01deg_jra55_ryf/tree/01deg_jra55...
  • long_name :
    tracer cell area
    units :
    m^2
    valid_range :
    [0.e+00 1.e+15]
    cell_methods :
    time: point
  • " ], "text/plain": [ - "\n", - "array([[nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", + "\n", + "array([[ nan, nan, nan, ...,\n", + " nan, nan, nan],\n", + " [ nan, nan, nan, ...,\n", + " nan, nan, nan],\n", + " [ nan, nan, nan, ...,\n", + " nan, nan, nan],\n", " ...,\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n", + " [3.85042360e+07, 1.11973360e+08, 1.80973936e+08, ...,\n", + " 1.80973936e+08, 1.11973360e+08, 3.85042360e+07],\n", + " [3.85466840e+07, 1.12088160e+08, 1.81145952e+08, ...,\n", + " 1.81145952e+08, 1.12088160e+08, 3.85466840e+07],\n", + " [3.85679440e+07, 1.12145656e+08, 1.81232096e+08, ...,\n", + " 1.81232096e+08, 1.12145656e+08, 3.85679440e+07]], dtype=float32)\n", "Coordinates:\n", - " * xt_ocean (xt_ocean) float64 -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n", - " * yt_ocean (yt_ocean) float64 -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n", - " geolon_t (yt_ocean, xt_ocean) float32 nan nan nan nan ... nan nan nan nan\n", - " geolat_t (yt_ocean, xt_ocean) float32 nan nan nan nan ... nan nan nan nan\n", + " * xt_ocean (xt_ocean) float64 -279.5 -278.5 -277.5 -276.5 ... 77.5 78.5 79.5\n", + " * yt_ocean (yt_ocean) float64 -77.88 -77.63 -77.38 ... 88.87 89.32 89.77\n", + " geolat_t (yt_ocean, xt_ocean) float32 nan nan nan nan ... 66.04 65.63 65.21\n", + " geolon_t (yt_ocean, xt_ocean) float32 nan nan nan nan ... 79.96 79.97 79.99\n", "Attributes:\n", " long_name: tracer cell area\n", " units: m^2\n", " valid_range: [0.e+00 1.e+15]\n", - " cell_methods: time: point\n", - " ncfiles: ['/g/data/ik11/outputs/access-om2-01/01deg_jra55v13_ryf909...\n", - " contact: Andy Hogg\n", - " email: andy.hogg@anu.edu.au\n", - " created: 2020-06-11\n", - " description: 0.1 degree ACCESS-OM2 global model configuration with JRA5...\n", - " notes: Additional daily outputs saved from 1 Jan 1950 to 31 Dec 1...\n", - " url: https://github.com/COSIMA/01deg_jra55_ryf/tree/01deg_jra55..." + " cell_methods: time: point" ] }, - "execution_count": 9, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "area = cc.querying.getvar(sic_args[MODEL]['expt'], area_variable[MODEL], session, n = 1).load()\n", - "\n", - "if MODEL==\"sis2\":\n", - " area=area.rename({'xh': 'xT', 'yh': 'yT'})\n", - "\n", - "area" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Our CICE data is missing x&y coordinate values, so we can also get them from area_t" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "So that our new coordinates are recognised as cf standard, we also need to copy the attributes. This notebook is designed to use `cf-xarray`. This means the rest of the notebook is [Model Agnostic](https://cosima-recipes.readthedocs.io/en/latest/Tutorials/Model_Agnostic_Analysis.html)." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "if MODEL =='cice5' :\n", - " sic.coords['ni'] = area['xt_ocean'].values\n", - " sic.coords['nj'] = area['yt_ocean'].values\n", - "\n", - " sic.ni.attrs = area.xt_ocean.attrs\n", - " sic.nj.attrs = area.yt_ocean.attrs\n", - " \n", - " sic = sic.rename(({'ni': 'xt_ocean', 'nj': 'yt_ocean'}))" + "area_t" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, + "id": "fe42b87f", "metadata": { "tags": [] }, @@ -1824,8 +2848,8 @@ " * Y: ['yt_ocean']\n", " Z, T: n/a\n", "\n", - " CF Coordinates: * longitude: ['xt_ocean']\n", - " * latitude: ['yt_ocean']\n", + " CF Coordinates: longitude: ['TLON', 'ULON', 'geolon_t', 'xt_ocean']\n", + " latitude: ['TLAT', 'ULAT', 'geolat_t', 'yt_ocean']\n", " vertical, time: n/a\n", "\n", " Cell Measures: area, volume: n/a\n", @@ -1837,69 +2861,41 @@ " Grid Mappings: n/a" ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "sic.cf" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now that we have axes with cf compliant coordinates, we can select using `latitude` keywords." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "execution": { - "iopub.execute_input": "2023-10-02T04:31:53.852863Z", - "iopub.status.busy": "2023-10-02T04:31:53.851848Z", - "iopub.status.idle": "2023-10-02T04:31:53.862609Z", - "shell.execute_reply": "2023-10-02T04:31:53.861317Z", - "shell.execute_reply.started": "2023-10-02T04:31:53.852807Z" - } - }, - "source": [ - "# Sea Ice Area" + "(sic * area_t).cf" ] }, { "cell_type": "markdown", + "id": "af058d66", "metadata": {}, "source": [ - "Let's look at a timeseries of SH sea ice area. Area is defined (per convention) as the sum of sea ice concentration multiply by the area of each grid cell (and masked for sea ice concentration above 15%)\n", - "\n", "By convention, sea-ice area for a region or basin is the sum of the area's where concentration is greater than 15%. \n", "We also need to drop geolon and geolat so we have unique longitude and latitude to reference" ] }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "tags": [] - }, + "execution_count": 14, + "id": "0674f722", + "metadata": {}, "outputs": [], "source": [ - "sic = sic.where(sic >= 0.15)\n", - "\n", - "si_area = sic * area\n", + "sic=sic.where(sic >= 0.15)\n", "\n", - "if MODEL=='cice5':\n", - " si_area = si_area.drop({'geolon_t', 'geolat_t'})" + "si_area = (sic * area_t).drop({'geolon_t', 'geolat_t'})" ] }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "tags": [] - }, + "execution_count": 15, + "id": "49d6b81e", + "metadata": {}, "outputs": [ { "data": { @@ -1909,8 +2905,8 @@ " * Y: ['yt_ocean']\n", " Z, T: n/a\n", "\n", - " CF Coordinates: * longitude: ['xt_ocean']\n", - " * latitude: ['yt_ocean']\n", + " CF Coordinates: longitude: ['TLON', 'ULON', 'xt_ocean']\n", + " latitude: ['TLAT', 'ULAT', 'yt_ocean']\n", " vertical, time: n/a\n", "\n", " Cell Measures: area, volume: n/a\n", @@ -1922,7 +2918,7 @@ " Grid Mappings: n/a" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1933,11 +2929,27 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "tags": [] - }, - "outputs": [], + "execution_count": 16, + "id": "7013f05e", + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "\"no index found for coordinate 'ULAT'\"", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[16], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m SH_area \u001b[38;5;241m=\u001b[39m \u001b[43msi_area\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msel\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlatitude\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mslice\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[38;5;241;43m90\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[38;5;241;43m45\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mcf\u001b[38;5;241m.\u001b[39msum([\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlatitude\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlongitude\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[1;32m 2\u001b[0m NH_area \u001b[38;5;241m=\u001b[39m si_area\u001b[38;5;241m.\u001b[39mcf\u001b[38;5;241m.\u001b[39msel(latitude\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mslice\u001b[39m(\u001b[38;5;241m45\u001b[39m, \u001b[38;5;241m90\u001b[39m))\u001b[38;5;241m.\u001b[39mcf\u001b[38;5;241m.\u001b[39msum([\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlatitude\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlongitude\u001b[39m\u001b[38;5;124m'\u001b[39m])\n", + "File \u001b[0;32m/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/cf_xarray/accessor.py:695\u001b[0m, in \u001b[0;36m_getattr..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 691\u001b[0m posargs, arguments \u001b[38;5;241m=\u001b[39m accessor\u001b[38;5;241m.\u001b[39m_process_signature(\n\u001b[1;32m 692\u001b[0m func, args, kwargs, key_mappers\n\u001b[1;32m 693\u001b[0m )\n\u001b[1;32m 694\u001b[0m final_func \u001b[38;5;241m=\u001b[39m extra_decorator(func) \u001b[38;5;28;01mif\u001b[39;00m extra_decorator \u001b[38;5;28;01melse\u001b[39;00m func\n\u001b[0;32m--> 695\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mfinal_func\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mposargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43marguments\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 696\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m wrap_classes \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(result, _WRAPPED_CLASSES):\n\u001b[1;32m 697\u001b[0m result \u001b[38;5;241m=\u001b[39m _CFWrappedClass(result, accessor)\n", + "File \u001b[0;32m/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/xarray/core/dataarray.py:1590\u001b[0m, in \u001b[0;36mDataArray.sel\u001b[0;34m(self, indexers, method, tolerance, drop, **indexers_kwargs)\u001b[0m\n\u001b[1;32m 1480\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21msel\u001b[39m(\n\u001b[1;32m 1481\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 1482\u001b[0m indexers: Mapping[Any, Any] \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1486\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mindexers_kwargs: Any,\n\u001b[1;32m 1487\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Self:\n\u001b[1;32m 1488\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Return a new DataArray whose data is given by selecting index\u001b[39;00m\n\u001b[1;32m 1489\u001b[0m \u001b[38;5;124;03m labels along the specified dimension(s).\u001b[39;00m\n\u001b[1;32m 1490\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1588\u001b[0m \u001b[38;5;124;03m Dimensions without coordinates: points\u001b[39;00m\n\u001b[1;32m 1589\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 1590\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_to_temp_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msel\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1591\u001b[0m \u001b[43m \u001b[49m\u001b[43mindexers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindexers\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1592\u001b[0m \u001b[43m \u001b[49m\u001b[43mdrop\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdrop\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1593\u001b[0m \u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1594\u001b[0m \u001b[43m \u001b[49m\u001b[43mtolerance\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtolerance\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1595\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mindexers_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1596\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1597\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_from_temp_dataset(ds)\n", + "File \u001b[0;32m/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/xarray/core/dataset.py:3047\u001b[0m, in \u001b[0;36mDataset.sel\u001b[0;34m(self, indexers, method, tolerance, drop, **indexers_kwargs)\u001b[0m\n\u001b[1;32m 2986\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Returns a new dataset with each array indexed by tick labels\u001b[39;00m\n\u001b[1;32m 2987\u001b[0m \u001b[38;5;124;03malong the specified dimension(s).\u001b[39;00m\n\u001b[1;32m 2988\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 3044\u001b[0m \u001b[38;5;124;03mDataArray.sel\u001b[39;00m\n\u001b[1;32m 3045\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 3046\u001b[0m indexers \u001b[38;5;241m=\u001b[39m either_dict_or_kwargs(indexers, indexers_kwargs, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msel\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m-> 3047\u001b[0m query_results \u001b[38;5;241m=\u001b[39m \u001b[43mmap_index_queries\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 3048\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindexers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindexers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtolerance\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtolerance\u001b[49m\n\u001b[1;32m 3049\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3051\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m drop:\n\u001b[1;32m 3052\u001b[0m no_scalar_variables \u001b[38;5;241m=\u001b[39m {}\n", + "File \u001b[0;32m/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/xarray/core/indexing.py:185\u001b[0m, in \u001b[0;36mmap_index_queries\u001b[0;34m(obj, indexers, method, tolerance, **indexers_kwargs)\u001b[0m\n\u001b[1;32m 182\u001b[0m options \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmethod\u001b[39m\u001b[38;5;124m\"\u001b[39m: method, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtolerance\u001b[39m\u001b[38;5;124m\"\u001b[39m: tolerance}\n\u001b[1;32m 184\u001b[0m indexers \u001b[38;5;241m=\u001b[39m either_dict_or_kwargs(indexers, indexers_kwargs, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmap_index_queries\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 185\u001b[0m grouped_indexers \u001b[38;5;241m=\u001b[39m \u001b[43mgroup_indexers_by_index\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindexers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 187\u001b[0m results \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m 188\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m index, labels \u001b[38;5;129;01min\u001b[39;00m grouped_indexers:\n", + "File \u001b[0;32m/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/xarray/core/indexing.py:144\u001b[0m, in \u001b[0;36mgroup_indexers_by_index\u001b[0;34m(obj, indexers, options)\u001b[0m\n\u001b[1;32m 142\u001b[0m grouped_indexers[index_id][key] \u001b[38;5;241m=\u001b[39m label\n\u001b[1;32m 143\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m key \u001b[38;5;129;01min\u001b[39;00m obj\u001b[38;5;241m.\u001b[39mcoords:\n\u001b[0;32m--> 144\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mno index found for coordinate \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 145\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m key \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m obj\u001b[38;5;241m.\u001b[39mdims:\n\u001b[1;32m 146\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\n\u001b[1;32m 147\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m is not a valid dimension or coordinate for \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 148\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mobj\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m with dimensions \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mobj\u001b[38;5;241m.\u001b[39mdims\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 149\u001b[0m )\n", + "\u001b[0;31mKeyError\u001b[0m: \"no index found for coordinate 'ULAT'\"" + ] + } + ], "source": [ "SH_area = si_area.cf.sel(latitude=slice(-90, -45)).cf.sum(['latitude', 'longitude'])\n", "NH_area = si_area.cf.sel(latitude=slice(45, 90)).cf.sum(['latitude', 'longitude'])" @@ -1945,6 +2957,7 @@ }, { "cell_type": "markdown", + "id": "41d90fb1", "metadata": {}, "source": [ "As we are using a repeat year forcing experiemnt, the sea ice cycle is very regular:" @@ -1952,65 +2965,40 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "4f81af4d", + "metadata": {}, + "outputs": [], "source": [ - "SH_area.plot(label = 'Antarctic')\n", - "NH_area.plot(label = 'Arctic')\n", - "\n", - "plt.legend(loc='lower right')\n", + "SH_area.plot()\n", + "NH_area.plot()\n", "plt.ylabel('Sea Ice Area (km$^{2}$)');" ] }, { "cell_type": "markdown", + "id": "d6626985", "metadata": {}, "source": [ - "And the seasonal cycle of sea-ice area:" + "The seasonal cycle of sea-ice concentration is more interesting" ] }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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kJxXNe+kM6siMnQvYZv3vvx/Z+/57jDPYuarnuLQbzm2Cc5vhxrmc57d1Vkd/qrZXCyH3qiDX6EURWHM0mjGLDpFpUni8vjdf9m8oowClUGJqBgv3XuLH7RHEJaUB4OZow9AW/jzfJlC6PJspKXoKoMwVPbdvwZHFcGAuXDuZt9dYO+ShOHEB238XM/86xsaxaIuQW5fU4ufcJojYCrdv5nzexQ+qtlMLoMB24OBWdO8tyoyVh6/w2uIwjCaFXg19+PypBrKMRCmXmmHkj4OXmbXtHJE31K7arapV4MfBIVL4mCEpegqgzBQ9UaFqoXNsqTrPBsDaEYL6gEft+xQ0rurXBjNu524yQvRhOL9ZLYQu7QFTxr8O0IF3g7vzgXybgpV0aBUPtiz0Mq8vOYxJUe/Q+qRvfQwyybXMyDSaWHXkCm8vP0ZyupGOtT2YMbCRjPKZGSl6CqBUFz3pKWqRc2AOXDl0d79HHQgZBvX7qQVOaZKerF62O7dZLYRiw3M+b+0AVVqoRVBge7Xgk0th4l9+3x/Jm8uOoCjwdGNfpvSuJ3f1lFG7z11nyLx9pGWaeLy+N18/HSzFrxmRoqcASmXRE3sSDs6DsEWQpnYkxWADdXqpxY5fs7LzQZ8QDee33B0JSo7N+byTl3oJ7M58oHKyVlJZ9uveS/xv+VEABjbzY3LPICl4yrjNJ2N54ecDZBgV+oVU5uM+9eX/E2ZCip4CKDVFT2a6Oin5wDy4uOPu/vL+aqHT8FlwrKBZPLOgKOrIz50J0Rd3QebtnMd41L1bAFVpATayXk9ZsWD3Bd798zgAQ1r4816POtK0TgDw99FoXv41FJMi/98wJ1L0FIDFFz03L8LB+XDoZ0i+pu7T6aFmNwgZCoEdQC/XoXOVkQqRe9Ui6PxmiD4C/Os/C4ONOioW2F4thLwayM+ylJqzI4IPVquXQp9vHcD/utWWDzWRw7LQy4z7/TAAL7evyhuda2mcSEjRUwAWWfSYjHBmgzpX58wGsj+oy3nDI4PhkUHgUknTiBYp+TpEbMm6M2wzJFzO+by9GwS2vTsfyNVXk5iiaM3aeo6pf6t3Mr7UrirjO9eUgkfk6pc9F3l7xTEA3uhck5fbV9M4UdkmRU8BWFTRk3gVDi2Agz9BfOTd/YHt1UtYNbua951WlkRR4PrZuxOiI7bd27fIvdrdBon+raRLtAX6fvNZPlt3CoAxj1bntY7VpeARDzR723k+WnMCgPd61GFoywCNE5VdFl/0bNu2jc8++4yDBw8SHR3N8uXL6dWrV55eu3PnTtq2bUtQUBBhYWF5fk+zL3oUBS5sh/1z4OTqux2O7ctD8EBoNFRtxieKlzEDLh+4OyE66gAoprvP662h26dq8Skswtcbz/DlxtMAjHusBmMera5xImEpvtp4mq82ngHgk7716N/YT+NEZVN+Pr/Nsmd/cnIyDRo0YOjQofTt2zfPr4uPj2fQoEE8+uijXL169eEvsAS3b6p3Xx2YC9fP3N3v21T9YK3TC6ztNItX5hisoUpz9dH+f2qTxwvb7zZJvBkBq8eBkyfU6q51WvEAiqIwbcNpvt10FoDxXWoyqp1cphB59+qj1UlOy2T29ggmLDuKvY0VPRv4aB1LPIBZjvT8m06ny/NIz9NPP0316tUxGAysWLHCckd6FAWiDt5tIpiZqu63cYL6/dWJyV71tM0o7qUosHqsOqHcyh6GrFbXBhNmR1EUPl57kllbzwPwVrfaPN8mUONUwhIpisLbK46xcO8lrPQ6ZgxsxGN1pOVFScrP53epuQVl3rx5nDt3jvfee0/rKAWXlqR+YM5qAz8+CmEL1YLHMwi6T4P/OwmPT5OCx1zpdNDtC6j2mHoL/K/94cZ5rVOJ/1AUhQ//OpFd8LzXo44UPKLAdDodHzwRRJ/gSmSaFF5eGMqOM3FaxxL3YZaXt/LrzJkzTJgwge3bt2NllbdvKS0tjbS0tOyvExISiivew10NV0d1jixWF/gEMNiqS0OEDIPKjctOE0FLZ7CCp+bBvG4QcwR+eRJGbJR1v8yEoii8vyqc+bsuAPBBryCea1ZF21DC4un1Oj59sj4p6UbWHo/h+QUHWDC8CY395b97c2PxIz1Go5EBAwbw/vvvU6NGjTy/burUqbi4uGQ/fH1L+LbjzDQ4sgTmdoEZzWH/bLXgcQuETh+qozq9Z4JvEyl4LI1tORjwO7j4qivBL3pG7QUkNGUyqZch5u+6gE4HU/vUk4JHFBkrg55vngmmXc2K3M4wMmzefo5cvqV1LPEfFj+n59atW5QvXx6D4e7KtyaTCUVRMBgMrF+/ng4dOtzzutxGenx9fYt/Ts+N81lNBH+BlOvqPp1BnfQaMgwC2krju9Ii9gTM6awuAVKnFzw5T/5tNWIyKUxcdpTFByLR6eDTvvV5KkT6K4mil5phZMi8few5fwNXB2sWv9Ccml7ltI5Vqln83Vv54ezszNGjR3Psmz59Ops2beKPP/4gICD33gm2trbY2pbQKtvGTDi9Vr2Ede6fu/udK91tIujsXTJZRMnxqA1P/wI/94HwFbDRVx3FEyXKaFJ444/DLAuNQq+Daf0a0itYmnaK4mFnbeDHwY0Z+ONewiJv8eyPe1kysjkBFRy1jiYw06InKSmJs2fPZn8dERFBWFgYbm5u+Pn5MXHiRKKioliwYAF6vZ6goKAcr/fw8MDOzu6e/Zo4MBe2fQ4JUVk7dFDtUXVUp3pndQ6IKL0C2kCv6bDsedj1Lbj4QdMXtE5VZmQaTfzfksP8GXYFg17HV/0b0kNuKRbFzMnWip+GNuHp2Xs4EZ3As7P38PvI5lQuL2v4ac0sx9oPHDhAcHAwwcHBAIwbN47g4GDeffddAKKjo7l06ZKWEfMuNUEteBzcoeWrMOYQDFyqXs6SgqdsqN8POrytbq99E07+pW2eMiLDaOLVxWH8GXYFK72O754JloJHlBgXB2t+Ht6EwIqOXIlP5dkf9xKbIHP7tGb2c3pKSrH16UmOUxvX1ekJViV0OU2YH0WBVWMgdEFWD5+/oHIjrVOVWumZJkYvCmXd8atYG3R8P+AROtX10jqWKINi4lN5atYuIm/cpoanE7+90Bw3RxutY5UqZbJPj9lyrAD1n5KCp6zT6dReS9U6qj18FvWHGxFapyqV0jKNjFp4kHXHr2Jj0DPruUZS8AjNeLnY8euIZng523H6ahKD5u4lITVD61hllhQ9QpQUgzU8NV9tLpl8DRY+BSk3tE5VqqRmGBn580E2nojF1krP7MEhdKgl3XGFtnzdHPhlRFPcHW04FpXA0Hn7SUnP1DpWmSRFjxAlybYcDFgCzpXVtdR+GyA9fIrI7XQjzy84wOZT17Cz1jN3SGPa1qiodSwhAKjm4cTPw5vibGfFwYs3eX7BAVIzjFrHKnOk6BGipDl7w8A/wNYFLu2GFSPBZHr468R9paRnMmz+fraficPBxsD8oU1oWa2C1rGEyKGOjzM/DWuCo42BnWev8/LCUDKM8t9+SZKiRwgteNSG/j+D3hqOL4eNFrxmnMaS0jIZMm8/u89fx9HGwE/DmtAs0F3rWELkKtivPHOGNMbWSs8/J2MZuzgMo0nuJyopUvQIoZXAtvDEd+r2rm9g32xt81igxNQMBs/dx76IG5SzteLnEU1lvSNh9poFujPzuUZYG3T8dSSaN5cewSSFT4mQokcILTV4Gtpn9fD5ezyc+lvbPBYk/nYGz83Zx8GLN3G2s+KXEU15xK+81rGEyJP2NT349plgDHodfxy8zPurjiMdZIqfFD1CaK3N6xD8HCgm+GMYRB3UOpHZu5WSnt3m39XBml+fb0YDX1etYwmRL12CvPn8qfrodPDT7ot8tu6U1pFKPSl6hNCaTgePfwlVH4WMFPi1P9y8oHUqs3UjOZ0Bs/dyNCoeN0cbfh3RjKBKLlrHEqJAegdX5sNe6pJJ07ec4/vNZx/yClEYUvQIYQ4M1tDvp7s9fH55Unr45CIuKY0Bs/cQHp1ABScbFj3fjDo+RdhBXQgNPNu0Cm93rw3AZ+tOMXeHNC4tLlL0CGEupIfPA8UmpvLMD3s4GZNIxXK2/PZCM2p6ldM6lhBFYkTrQF7rWAOAyavD+W2fhawvaWGk6BHCnDh7w7NLwNY5q4fPS9LDB7iakMrTP+zhTGwSXs52LH6hGdU8pOARpcuYR6vxQptAACYuP8qfYVEaJyp9pOgRwtx41snq4WMFx5fBP+9rnUhTV27dpv+s3Zy/lkwlV3sWv9iMwIpOWscSosjpdDomdq3Fs039UBQY9/th1h+P0TpWqSJFjxDmKLAd9Mzq4bPzK9j/o5ZpNHP5Zgr9f9jNhespVC5vz28vNKOKu6PWsYQoNjqdjg+eCKJPcCWMJoVXfj3E9jPXtI5VakjRI4S5avgMtH9L3V7zBpxaq22eEnbpegr9Z+0h8sZtqrg7sPjF5vi6OWgdS4hip9fr+PTJ+nQN8iLdaOL5BQfYFyE3NhQFKXqEMGdt3oDggVk9fIZCVKjWiUpERFwy/X/YTdSt2wRWcGTxC82p5GqvdSwhSoyVQc/XTwfTrmZFUjNMDJu/nyOXb2kdy+JJ0SOEOdPp4PGvoGqHrB4+/Up9D58Lccn0n7Wb6PhUqnk48dsLzfBysdM6lhAlzsZKz8yBjWgW6EZSWiaD5u7jZEyC1rEKRlEgcp/WKaToEcLsGazhqZ/AM0jt4bPwKbh9U+tUxUJRFMYvPUJsYho1Pcux6PlmeDhLwSPKLjtrAz8Obkywnyu3UjIY+OM+zl9L0jpW/m35GOY8Bru+1TSGFD1CWAI7Z/VWdudKEHcafnsWMtO0TlXkVh6+wr6IG9hZ65kzJISK5Wy1jiSE5pxsrZg/pAl1vJ2JS0rj2R/3EnkjRetYebdnBmz9WN220vaPGCl6hLAUzj53e/hc3FnqevgkpWUyZc0JAF5pX43K5WXSshB3uDhYs2B4E6pWdCQ6PpWBc/ZyNcECmpeGLYK1E9Tt9m9Dk+c1jSNFjxCWxLMu9Fug9vA5thQ2TdY6UZH5dtMZriakUcXdgRGtA7WOI4TZqeBky8IRzfB1s+fi9RQG/riX60lmPOJ78i/482V1u9nL6uLKGpOiRwhLU7U99My6Lr7jS9g/R9s8ReBsbFL2ekPv9aiDnbVB40RCmCcvFzt+HdEML2c7zsQmMWjuPuJvZ2gd617nt8KSIaAYoeFA6PyRemOGxqToEcISNRwA7f6nbq953aJ7+CiKwvurjpNhVHi0lgcdanlqHUkIs+br5sDC55tSwcmG41cSGDZ/P8lpmVrHuivqoLp2oDEdaj0OPb42i4IHpOgRwnK1Ha/+BXWnh8+VQ1onKpB1x2PYfiYOGys97/aoo3UcISxC1YpO/Dy8KS721hy8eJPnFxwgNcOodSyIPQm/9IX0JAhoC33ngMFK61TZpOgRwlLpdNDjKwhsn9XDpz/cvKh1qny5nW7kg9Xq5OWRbQJliQkh8qG2tzM/DWuCo42BXeeuM2vreW0D3bwIP/dSW2pUCoGnfwVr82o5IUWPEJbMYK1ObPYMgqSrFtfDZ8aWs0Tduk0lV3tealdN6zhCWJyGvq68/0QQAEsORmIyKdoESbyqFjyJ0VCxdtadpua3MLAUPUJYOjtnGPA7lPOBuFPw20CL6OFz8XoyM7epf5m+83ht7G1k8rIQBdG9njeONgYu37zNgYsa/NFz+yb80gdunAfXKvDccnBwK/kceSBFjxClgUsl9S8rm3JwcQesGGX2PXw+WB1OeqaJ1tUr0Lmul9ZxhLBY9jYGutXzBmD5ocsl++bpyeql9avHwMkTBq0AZ++SzZAPUvQIUVp4BUH/Oz18/oBNH2id6L42nbzKxhOxWOl1vNejLjozubNDCEvV+5FKAKw+El1yE5oz02HxcxC5F+xc1REeN/PusSVFjxClSdUO0OMbdXvHNDgwT9s8uUjNMPL+qnAAhrcKoJqH+V33F8LSNAtwx8fFjsTUTDaeuFr8b2gywrLn4dw/YO0Az/6hNk81c1L0CFHaBD8LbbPavv/1f3B6vbZ5/uPH7ee5eD0FT2dbRj9aXes4QpQKer0ue7RneWhU8b6ZosDq1yB8Beit4emF4Nu4eN+ziEjRI0Rp1G4CNBigdkNdMgSuhGmdCICoW7f5bvNZAP7XrTZOtubTv0MIS9c7uDIAW05fI644l6fY+B6E/gQ6PTw5Rx1hthBS9AhRGul0ahfUwHaQkQy/9oNbl7ROxUd/hZOaYaJJgBs9G/hoHUeIUqWahxMNKrtgNCmsDLtSPG+y40vY+bW63eMbqPNE8bxPMTHLomfbtm306NEDHx8fdDodK1aseODxy5Yt47HHHqNixYo4OzvTvHlz1q1bVzJhhTBXVjZqDx+PumoPn1+e1LSHz44zcaw5GoNBr+P9njJ5WYji0OcRdbRn+aFiuMR1YB5snKRud/oQHnmu6N+jmJll0ZOcnEyDBg347rvv8nT8tm3beOyxx1izZg0HDx6kffv29OjRg0OHLLMtvxBFxs5FvZX9Tg+fxc9p0sMnPdPEeyuPAfBcsyrU9nYu8QxClAU9GvhgpddxNCqe01cTi+7Ex5aq83gAWv8ftBhddOcuQTpFUTRq35g3Op2O5cuX06tXr3y9rm7duvTv35933303T8cnJCTg4uJCfHw8zs7yC1mUMjFHYW5XSE+Eev2gzw8lugDg7G3n+WjNCdwdbdj0ejtc7K1L7L2FKGtG/HSAjSeuMrJtVSZ0rVX4E57ZCIv6gykTQoZD9y/MZgFRyN/nt1mO9BSWyWQiMTERNzfz7AgpRInzqgf9fgKdAY7+Dts+K7G3vpqQylcbTwPwZtdaUvAIUcz6Zt3F9WdYFMbCLktxaQ8sHqgWPEFPQrfPzargya9SWfR88cUXJCcn069fv/sek5aWRkJCQo6HEKVatUfh8S/V7S1TIWJ7ibzt1DUnSE430tDXlSez5hsIIYpPh9oeONtZER2fyp7z1wt+ougjsLAfZN6G6p2g90zQW3bZYNnpc7Fo0SImTZrE4sWL8fDwuO9xU6dOxcXFJfvh6+tbgimF0EijwdDwWVBMsHQEJF0r1rfbe/46K8KuoNPB5Cfqotdb7l+IQlgKWysDj2fdHbk0tIDLUlw/p66nlRYPfi3gqZ/UBY4tXKkqehYvXszw4cP5/fff6dix4wOPnThxIvHx8dmPyMjIEkophMa6fQYVa0FSDCx/odjW6Mo0mnhv5XEAnmniR/3KrsXyPkKIe925xLX2WAwp6Zn5e3F8FCx4ApKvqZfGB/wGNg7FkLLklZqiZ9GiRQwZMoRff/2V7t27P/R4W1tbnJ2dczyEKBNsHOGp+WBlD+c2qctVFIOFey9xMiYRVwdr3uhUs1jeQwiRu0f8ylPF3YGUdCPrjsfk/YXJ1+HnXhAfCe7VYOBy9S7QUsIsi56kpCTCwsIICwsDICIigrCwMC5dUpurTZw4kUGDBmUfv2jRIgYNGsQXX3xBs2bNiImJISYmhvj4eC3iC2H+PGqrIz4Amz+Ci7uK9PRxSWl8sf4UAK93qkl5R5siPb8Q4sF0Oh29g9XRnmV5XZYiNQEW9oW40+BcCZ5bAU4Viy+kBsyy6Dlw4ADBwcEEBwcDMG7cOIKDg7NvP4+Ojs4ugABmzZpFZmYmL7/8Mt7e3tmPV199VZP8QliE4IFQv786v+eP4epfeEXks7WnSEjNpK6PM8808Suy8woh8q5P1rIUO8/GEROf+uCDM27DbwPgyiFwcFcLHtfSN9fV7Pv0lBTp0yPKpLQk+KEdXD8D1R6DAb8X+u6MQ5du0nu6OnK09KXmNKoirSOE0MqTM3Zx4OJNJnatxYttq+Z+kDFDbVx6+m+wKQdDVoNPwxLNWRhlvk+PECKPbJ2y5vfYwdkNsOubQp3OaFJ490918nLfRypLwSOExu4sS7EsNIpcxzhMJvjzFbXgsbJTJy1bUMGTX1L0CFHWeQVBl4/V7X8mw6W9BT7V7wciORoVTzlbq6LpBCuEKJTu9byxsdJz6moi4dH/6UenKLB2Ahz5DfRW6m3p/q20CVpCpOgRQkCjIWq3VcUIfwyDlBv5PsWtlHQ+XXsSgNceq0HFcrZFHFIIkV8uDtZ0rK32rLtnQvOWj2HfLEAHvWZCzS4lH7CESdEjhFDbyvf4CtyqQsJlWDFK/SswH75Yf5qbKRnU9CzHoOZViienECLf7kxo/jPsCpnGrL5ce2bA1qwR3m6fQf2nNEpXsqToEUKobMup83sMtur1/d3f5/mlx6LiWbj3IgCTetbFyiC/WoQwF21rVsTN0Ya4pDS2n42DsF/Vy1oA7d+GJs9rG7AEyW8mIcRd3vWhyxR1e+N7cPnAQ1+iKArvrTyOSYEeDXxoXtW9mEMKIfLD2qCnZ9ayFGe3/qZOXAZo/gq0eV3DZCVPih4hRE4hw6FOL3VV5SVD4fbNBx6+LDSKgxdv4mBj4H/dZPKyEOaozyOVaK4/zuCo99W5ew0HQqcPLXrF9IKQokcIkZNOBz2/gfL+EH9J/avwPvN7ElIzmPq3Onl5dIfqeLvYl2BQIURe1eMsc22+wEaXyWWvjtDj6zJX8IAUPUKI3Ni5ZM3vsYGTq2HvrFwP+3rjGeKS0gis4MiwVv4lGlEIkUexJ9EtfBJ7UtlhrMubjAGDldapNCFFjxAidz7B6vA3wPq3IepgjqdPX01k/q4LALzXsy62VoYSDiiEeKibF9QFRG/fJN3rEV7M/D92Xkgi8kaK1sk0IUWPEOL+mrwAtXuAKSNrfs8tIGvy8p/HMZoUOtf1pG2N0rUooRClQuJVWNALEqOhYm1sBi2lQaC6COmfYXlchLSUkaJHCHF/Oh30/A5c/eDWRVg5GhSFv45Gs/v8dWyt9LzdvY7WKYUQ/3X7JvzSB25GgGsVeG45OLjlWHm9LC69WSRFT0ZGBpGRkZw6dYobN/LfyVUIYcbsXeHJ+aC3hhMrSds9i4/+OgHAqHbV8HVz0DSeEOI/0pNhYT+4egycPGHQCnD2BqBrPW/srPWcj0smLPKWpjG1UOCiJykpiVmzZtGuXTtcXFzw9/enTp06VKxYkSpVqvD888+zf//+oswqhNBK5Ubw2PsAGDa8jVvCCXzd7HmxbaDGwYQQOWSmweKBcHkf2LnCcyvA7e5/p062VnSp6wXA8kNl7xJXgYqeL7/8En9/f2bPnk2HDh1YtmwZYWFhnDp1it27d/Pee++RmZnJY489RpcuXThz5kxR5xZClLRmo0j274SVksH31t/wfucq2FnL5GUhzIbJCMtegHObwNoBnv0DPO+9/Nw7a+X1lYevkJ5pKumUmirQPWu7du1i8+bN1KtXL9fnmzRpwrBhw5g5cyZz5sxh69atVK9evVBBhRDaUoDXM17kLSUUf/1Vqpz+EOrPLZO9PoQwO4oCq8dC+Aq11cTTC8G3ca6Htqzqjkc5W2IT09h8KpbOWSM/ZUGBRnqWLFly34Ln32xtbRk1ahQjRowoyNsIIczIhvCr/H0ujdeMr6LordAdXwYH52kdSwgB6rIxoQtAp4e+c6Bqh/seamXQ0ytrQvPy/668XsrJ3VtCiIdKzTAyeXU4AE1ad0L36HvqE39PgJijGiYTQrBvNuz8Wt3u8Q3U6fnQl9y5i+ufk1e5lZJenOnMSr6Lntu3bxMVdW9lePz48SIJJIQwPzO3nuPyzdt4u9jxcvtq6kKF1TuDMQ2WDIG0RK0jClE23TgP699RtztOgkeey9PLans7U9vbmQyjwqoj0cWXz8zkq+j5448/qFGjBt26daN+/frs3bs3+7nnnsvbD1oIYVkib6QwY8s5AN7uXgcHGyvQ66H3THCuBNfPwupx912fSwhRTBQFVo6BzNvg3xpavJqvl/d95M4lrsvFkc4s5avo+fDDDwkNDeXw4cPMnTuXYcOG8euvvwKUySZHQpQFk1eHk5ZpokVVd7rV+9eERwc3eHIu6Axw9Hc49LN2IYUoiw7OhwvbwcpeXSRYn7+LNz0b+KDXQeilW0TEJRdPRjOTr59QRkYGFSuq7eZDQkLYtm0bs2bNYvLkyejkDg4hSp3Np2LZEH4VK72O93vWvfe/c79m0OFtdXvNeLgaXvIhhSiL4i/fvaz16Ls5evHklYezHa2rq5/pZWW0J19Fj4eHB0eOHMn+2t3dnQ0bNnDixIkc+4UQli8t08jkVWoRM6SFP9U9y+V+YMuxUK2jOsS+ZIjaDVYIUXwUBVa/BumJULkJNH2xwKfqk3WJa9mhKEym0n/FJl9Fz88//4yHh0eOfTY2NixatIitW7cWaTAhhLbm7IggIi6ZCk62vNrxAX229HroPQvKeUPcKfjr9ZILKURZdOR3OLNe7cfzxHegL3iT0E51vHCyteLyzdscuHizCEOap3w1J6xcuXKu+1NTU7G2tmb16tWYTDm7O/bs+fBb54QQ5iU6/jbf/nMWgP91q0U5O+sHv8Cxgtob5KfH4fCvENAaGg4ogaRClDFJsbD2TXW77ZtQsWahTmdvY6BrkBdLDl5mWehlmgS4FUFI81Wgjsz/tnbtWp577jmuX79+z3M6nQ6j0VjYtxBClLCP/jrB7Qwjjf3LZ/fzeCj/ltDuf7D5Q/jr/8DnEfCoVbxBhShr1ryurqDuVQ9a5u9urfvp80hllhy8zF9Ho5nUs26pXl6m0M0JX3nlFfr160d0dDQmkynHQwoeISzPrnNxrD4SjV4Hk3KbvPwgrcdBYDvISMma35NSXDGFKHvC/1Qfeit4YjoYHjICm0dNA9yo5GpPYmomG09cLZJzmqtCFz2xsbGMGzcOT0/PosgjhNBQhtHEe3+qjUYHNqtCXR+X/J1Ab4A+s8HJE66dgL/fKIaUQpRBKTfuzpdrORa86xfZqfV6Hb2CfQBYVsqXpSh00fPkk0+yZcuWIogihNDaT7sucCY2CTdHG8Y9VqNgJ3HygL4/qmsAHfoFDi8u2pBClEXr/gfJsVChJrQdX+Sn7x2sztndevoacUlpRX5+c1HoOT3fffcdTz31FNu3b6devXpYW+ccbhszZkxh30IIUQJiE1P5auMZAMZ3romrg03BTxbQRp1kuWWqemutTzBULGARJURZd3o9HF4E6OCJ78HKtsjfopqHEw0qu3D4cjwrw64wrFVAkb+HOSh00fPrr7+ybt067O3t2bJlS47r/zqdTooeISzEx3+fJCktkwaVXegX4lv4E7Z5Ay7uhIht6vye5/8Ba/vCn1eIsiQ1AVaPVbebjQLfxsX2Vn0eqczhy/EsO3S51BY9hb689fbbbzN58mTi4+O5cOECERER2Y/z588XRUYhRDE7cOFG9rX8958IQq8vgg7regP0+REcK0LscVg7ofDnFKKs2fgeJERB+YC73c+LSY8GPljpdRyLSuD01dK5iHChi5709HT69++PPp9rfgghzIPRpPBu1uTl/iG+NPR1LbqTl/NUJzajU9cJOvpH0Z1biNIuYjscmKtu9/wWbByK9e3cHG1oV1NtQFxaJzQXulIZPHgwixcX7UTFbdu20aNHD3x8fNDpdKxYseKhr9m6dSuNGjXCzs6OwMBAZs6cWaSZhCitft13ifDoBJztrBjfpXCNznJVtT20ybrrZNWrcP1c0b+HEKVNejKsfEXdbjRUbfhZAu6svL7iUBTGUrgsRaHn9BiNRj799FPWrVtH/fr175nIPG3atHyfMzk5mQYNGjB06FD69u370OMjIiLo1q0bzz//PL/88gs7d+5k1KhRVKxYMU+vF6KsupGczufrTgHweueauDsV/QRJANpOgIu71Dk+SwbD8I1gbVc87yVEabDpI7h5AZwrwWOTS+xtO9T2wNnOipiEVPacv07LahVK7L1LQqGLnqNHjxIcHAzAsWPHCh0IoGvXrnTt2jXPx8+cORM/Pz+++uorAGrXrs2BAwf4/PPPpegR4gE+W3eS+NsZ1PZ2ZkATv+J7I4OVehv7zFYQcxTWvwXdvyi+9xPCkkXuhz3T1e0eX4Odc4m9ta2Vgccb+PDr3kssDb0sRc9/bd68uShyFMru3bvp1KlTjn2dO3dmzpw5ZGRk3DP6JISAw5G3+G1/JACTn6iLlaGY5+U5+0DvH2BhX9j/I/i3hrq9ivc9hbA0mWnw58uAAvWfhuqPlXiEvo9U4te9l1h7LIYPe2XiYFPoUsFsFPq33C+//HLf5954o2S6scbExNzTEdrT05PMzEzi4uJyfU1aWhoJCQk5HkKUFSaTwrsrj6Mo0Du4Eo39S2iRweododVr6vbK0XBD7vAUIoetn0LcKXD0gC5TNYnwiF95qrg7kJJuZN3xGE0yFJciWXtr9erV9+x/7bXXHlgQFbX/rg+kKEqu+++YOnUqLi4u2Q9f3yLoSyKEhfjj4GUOR97C0cbAxK4lvCho+7fBtxmkJcCSoepftkIIiD4MO75Ut7t/Dg7arHiu0+myFxoubXdxFbro+e233xg4cCDbtm3L3jd69Gh+//33Erv05eXlRUxMzmo0NjYWKysr3N3dc33NxIkTiY+Pz35ERkaWRFQhNBefksEna08CMLZjDTycS3hCscEKnpwD9uUhOgw2vFuy7y+EOTJmqJe1FCPUeUJ9aKhP1rIUO87GEROfqmmWolTooqdLly7MnDmTXr16ceDAAUaNGsWyZcvYvHkztWqVzF+QzZs3Z8OGDTn2rV+/npCQkPvO57G1tcXZ2TnHQ4iy4MuNp7menE41DyeGtPTXJoRLZeg9S93eOxNOrNImhxDmYufX6iR/+/LQ7XOt0+Dn7kBj//IoCvwZVnpGe4pk5uLTTz/NRx99RKtWrVi1ahVbt26lRo2Cr7OTlJREWFgYYWFhgHpLelhYGJcuXQLUUZpBgwZlHz9y5EguXrzIuHHjOHHiBHPnzmXOnDm8/vrrhfq+hChtTkQnsGD3BQDe71kX6+KevPwgNTpDi9Hq9p8vw82L2mURQkvXTsHWT9TtLh+ri/aagTuLkC4LjcqeMmLpCjQle9y4cbnu9/DwIDg4mOnTp2fvK0ifngMHDtC+fft73m/w4MHMnz+f6Ojo7AIIICAggDVr1vDaa6/x/fff4+PjwzfffCO3qwvxH5+uPYlJgW71vMzjVtRH34NLe+DyfvhjKAxdC1aFWOhUCEtjMqpFvzEdqneC+v21TpStez1vJq06zqmriYRHJ1DXx0XrSIWmUwpQvv27IHngyXU6Nm3alO9QWkhISMDFxYX4+Hi51CVKpdBLN+kzfRcGvY5/xrXFv4Kj1pFUtyLV/j2pt6D5K9D5I60TCVFydk+HdRPBphy8vEe99GtGXl4Yyl9HoxneKoB3Hq+jdZxc5efzu0AjPebQm0cIkT9fbjgNqD04zKbgAXD1hV4z4LdnYPd3UKUl1OqmdSohit+N8/BPVrflTh+YXcEDakuLv45G82fYFSZ2rVX8/byKmWWnF0Lkyf4LN9h+Jg4rvY7RHaprHedetbpBs5fV7RUvwa1LDz5eCEunKLByDGTeVht1NhqidaJcta1ZETdHG+KS0th+Nve+d5akQEXPv+fT5EVUVOmZ+S2EJbozyvNUiC++bsW7UnOBdZwElRqpl7n+GKbewitEaXVwPlzYDlb20PMbuE9POa1ZG/T0bOADlI6ePQUqeho3bszzzz/Pvn377ntMfHw8s2fPJigoiGXLlhU4oBCicHafu86uc9exNuh4pUM1rePcn5UNPDkXbF3Uic3/vK91IiGKR/xlWP+Ouv3ou+AWqG2eh+iTtfL6+uMxJKRa9h8jBZrTc+LECaZMmUKXLl2wtrYmJCQEHx8f7OzsuHnzJuHh4Rw/fpyQkBA+++yzfC0eKoQoOoqi8OVGdZSnf2NfKrnaa5zoIcr7Q6/vYfFA2PUt+LWQ+T2idFEUWP0apCdC5SbQ9EWtEz1UvUouVPNw4mxsEmuPxtCvseWuYFCgkR43Nzc+//xzrly5wowZM6hRowZxcXGcOXMGgGeffZaDBw+yc+dOKXiE0NCuc9fZF3EDG4Oel9ub8SjPv9Xu8a/5PSPh5gVN4whRpI78DmfWg8EGnvgO9AatEz2UTqfLHu1ZGnpZ4zSFU6ilU+3s7OjTpw99+vQpqjxCiCKiKArTsubyDGjqh7eLmY/y/FvHSXB5n3qZa8kQGLYOrGy1TiVE4STFwto31e22b0LFmtrmyYdeDSvx2bpT7I24QeSNFPOdG/gQcveWEKXUtjNxHLx4E1srPS+1q6p1nPyxsoEn56kt+a8cgvVva51IiMJb8zrcvgle9aDlq1qnyRcfV3uaB6prWVryshRS9AhRCv17lGdgsyp4lvSiokXB1Rd6/6Bu7/sBjskNEcKChf+pPvRW8MR0MOS+LqQ56/OI5S9LIUWPEKXQ5lOxHI68hZ21npFtLWyU599qdIJWWcverBwDcWe1zSNEQaTcgL+y1oJsORa862sap6C6BHlhZ63nfFwyYZG3tI5TIFL0CFHK/HuUZ3BzfyqWs/C5MO3fgiqt1LtdlgyGjNtaJxIif9b9D5JjoUJNaDte6zQF5mRrRZe6XgAsP2SZl7ik6BGilNkQfpVjUQk42Bh4oY159//IE4MVPDkHHCvC1WOw5g2tEwmRd6fXw+FFgA6e+N7iJ+TfucS18vAV0jNNGqfJv0LdvfVv4eHhXLp0ifT09Bz7e/bsWVRvIYR4CJNJ4cuNauuIIS38cXey7F+w2cp5Qd85sOAJOPQzVGkBDQdonUqIB0tNgNVj1e1mo8C3saZxikLLahXwKGdLbGIam0/F0jlr5MdSFLroOX/+PL179+bo0aPodLrsyU26rJbaRqOxsG8hhMij9eExnIhOwMnWiudbl4JRnn8LbAvt/webP4LV48C7IXia56rPQgCw8T1IiILyAdChdNyBaNDr6BVciR+2nWd5aJTFFT2Fvrz16quvEhAQwNWrV3FwcOD48eNs27aNkJAQtmzZUgQRhRB5YTIpfLlBHeUZ1tKf8o42GicqBq1fh6od1EUalwyGtCStEwmRu4jtcGCuut3zW7CxzL42ubnTqPCfk1e5lZL+kKPNS6GLnt27dzN58mQqVqyIXq9Hr9fTqlUrpk6dypgxY4oioxAiD9Yci+bU1UTK2VkxvFUpG+W5Q6+HPrOhnA/EnVYvHVjorbOiFEtPhpWvqNuNhkJAa23zFLFaXs7U9nYmw6iw6ki01nHypdBFj9FoxMnJCYAKFSpw5coVAKpUqcKpU6cKe3ohRB4YTQpfZc3lGdEqEBcHy+sBkmeOFeCpeaAzwNElcHCe1omEyGnTR+ryKc6V4LHJWqcpFn2zRnuWW9iyFIUueoKCgjhy5AgATZs25dNPP2Xnzp1MnjyZwMBS+temEGZm9ZErnI1NwsXemqGt/LWOU/z8mqlLVQD8/SZcCdMyjRB3Re6HPdPV7R5fg52ztnmKSc+GPuh1EHrpFhFxyVrHybNCFz1vv/02JpN629oHH3zAxYsXad26NWvWrOGbb74pdEAhxINlGk18nTXK80KbQJztSvEoz7+1GA01uoIxXZ3fkxqvdSJR1mWmwZ8vAwo0eAaqP6Z1omLjUc6O1tUrApY12lPooqdz587ZC45WrVqV8PBw4uLiiI2NpUOHDoUOKIR4sD/DrnA+LpnyDtYMbuGvdZySo9NB7xng6qdeSvjzZZnfI7S19VOIOwWOHtB5itZpit2dCc3LDkVhMlnGf3tF0pxw+/btDBw4kObNmxMVFYWbmxu//PILO3bsKIrTCyHuI8No4ptN6ijPi22r4mRbZK23LIN9eXhqPuit4cQq2DND60SirIo+DDu+VLe7fw4ObtrmKQGd6njhZGvF5Zu3OXDxptZx8qTQRc/SpUvp3Lkz9vb2HDp0iLS0NAASExOZMqX0V7pCaGl5aBQXr6fg7mjDoOZVtI6jjUqN7v5VveEddU6FECXJmJE10miEOk+ojzLA3sZA1yC1T88yC7nEVeii58MPP2TmzJnMnj0ba+u7cwlatGhBaGhoYU8vhLiP9My7ozwvtauKg00ZG+X5tybPQ93eYMqEJUPUBR6FKCk7v4aYo+rIY7fPtU5Tou4sS/HX0WhSM8y/GXGhi55Tp07Rpk2be/Y7Oztz69atwp5eCHEffxy8zOWbt6lYzpZnm5bRUZ47dDro8Q24VYWEy7D8RTBZ3rpAwgJdOwVbP1G3u3wCTh7a5ilhTQPcqORqT2JqJhtPXNU6zkMVuujx9vbm7Nmz9+zfsWOH3LIuRDFJyzTyXdYoz6h2VbG3MWicyAzYOUO/n8DKDs6sh51faZ1IlHYmo3pZy5gO1TtB/X5aJypxer2OXsE+ACwLNf+V1wtd9Lz44ou8+uqr7N27F51Ox5UrV1i4cCGvv/46o0aNKoqMQoj/+H1/JFfiU/F0tuWZJn5axzEfXvWg22fq9qYP4ILcTCGK0d5ZcHk/2JSDx79URxzLoN7B6iWuraevEZeUpnGaByt00TN+/Hh69epF+/btSUpKok2bNowYMYIXX3yRV155pSgyCiH+JTXDyHeb1dHVV9pXw85aRnlyCH5O7ZGimOCPYZAUq3UiURrdOA//ZHVb7vQBuFTWNo+Gqnk40cDXFaNJYWXYFa3jPFCR3LL+0UcfERcXx759+9izZw/Xrl3jgw8+KIpTCyH+Y9G+S1xNSMPHxY5+jX21jmN+dDro/gVUrA1JV2HpcPUyhBBFRVFg5Rh14Vv/1tBoiNaJNNcn+E7PHvO+i6tQRU9GRgbt27fn9OnTODg4EBISQpMmTbLX4hJCFK3b6UambzkHwMsdqmFrJaM8ubJxVOf3WDtCxLa7E02FKAoH58OF7WDtAD2/KbOXtf6tRwMfrPQ6jkUlcPpqotZx7qtQRY+1tTXHjh1DJ//gQpSIhXsvci0xjUqu9jzVSEZ5HqhiTXXtI1A75Z79R9s8onSIvwzr31G3O7wDbnLDDoCbow3ta6l3rpnzhOZCX94aNGgQc+bMKYosQogHSEnPZEbWKM+YR6thY1UkV6dLt/pPQaOhgALLnod48/1lLCyAosDq1yA9ESo3gaYvap3IrNy5xLXiUBRGM12WotDdzNLT0/nxxx/ZsGEDISEhODo65nh+2rRphX0LIQSwYPdFrien4+fmkN0QTORBl48h6oDaPO6PYTBkNRjKyKKsomgd+V1th2CwgSe+A71cXv63DrU9cLazIiYhlT3nr9OyWgWtI92j0H8qHjt2jEceeQRnZ2dOnz7NoUOHsh9hYWFFEFEIkZSWyaytd0Z5qmNtkFGePLO2g34LwNYZIvfcveNGiPxIioW1b6rbbd9UL5+KHGytDPRooPbsWWqmy1IU+jfn5s2b7/vYtGlTgc87ffp0AgICsLOzo1GjRmzfvv2Bxy9cuJAGDRrg4OCAt7c3Q4cO5fr16wV+fyHMyU+7LnAzJYOACo70auijdRzL4xYIT3yvbu/6Bk6u0TaPsDxrXofbN8GrPrR8Ves0ZuvOyutrj8WQkp6pcZp7FeufiwUd6Vm8eDFjx47lrbfe4tChQ7Ru3ZquXbty6dKlXI/fsWMHgwYNYvjw4Rw/fpwlS5awf/9+RowYUYj0QpiHxNQMfth2HoBXH62OlYzyFEydntAsq2HqipFw86K2eYTlCP9Tfeit1OJZLo/e1yN+5ani7kBKupF1x2O0jnOPIv/tGR8fz/Tp03nkkUdo1KhRgc4xbdo0hg8fzogRI6hduzZfffUVvr6+zJgxI9fj9+zZg7+/P2PGjCEgIIBWrVrx4osvcuDAgcJ8K0KYhXk7LxB/O4OqFR2zh45FAXV8HyqFQGo8LBkMmebdPVaYgZQb8Nfr6nbLseBdX9M45k6n09Enq0OzOd7FVWRFz6ZNmxg4cCDe3t58++23dOvWrUBFR3p6OgcPHqRTp0459nfq1Ildu3bl+poWLVpw+fJl1qxZg6IoXL16lT/++IPu3bsX6HsRwlzE385g9nZ1lGdsxxoY9NIeolCsbOCp+epq2FcOwfq3tU4kzN2GdyA5FirUhLbjtU5jEXpn3cW142wcMfGpGqfJqVBFz+XLl/nwww8JDAzkmWeeoXz58mRkZLB06VI+/PBDgoOD833OuLg4jEYjnp6eOfZ7enoSE5P7UFmLFi1YuHAh/fv3x8bGBi8vL1xdXfn222/v+z5paWkkJCTkeAhhbubsiCAxNZMank50r+etdZzSwdUXes9St/f9AMeWaZtHmK/IfXDoF3W757dgZattHgvh5+5AY//yKAr8GWZeoz0FLnq6detGnTp1CA8P59tvv+XKlSsPLDLy678NDxVFuW8TxPDwcMaMGcO7777LwYMHWbt2LREREYwcOfK+5586dSouLi7ZD19fafQmzMutlHTm7ogA4LWONdDLKE/RqdEZWo1Tt1eOgbiz2uYR5seYCX9l/X8keCD4NdU2j4W501ZjaehlFMV8evYUuOhZv349I0aM4P3336d79+4YDEXTr6BChQoYDIZ7RnViY2PvGf25Y+rUqbRs2ZI33niD+vXr07lzZ6ZPn87cuXOJjo7O9TUTJ04kPj4++xEZGVkk+YUoKrO3nycpLZPa3s50ruuldZzSp/1bUKWl2mhuyWDIuK11ImFODsxVezvZuahzwUS+dKvnjY2VntNXkzh+xXyupBS46Nm+fTuJiYmEhITQtGlTvvvuO65du1boQDY2NjRq1IgNGzbk2L9hwwZatGiR62tSUlLQ63N+K3eKsPtVmLa2tjg7O+d4CGEubiSnM2/nBQBe61hdRnmKg8EK+s4Bx4pw9RiseUPrRMJcJMXCpg/V7UffBUfza7Jn7lzsrXmstjpQsfyQ+VziKnDR07x5c2bPnk10dDQvvvgiv/32G5UqVcJkMrFhwwYSEwu+4Ni4ceP48ccfmTt3LidOnOC1117j0qVL2ZerJk6cyKBBg7KP79GjB8uWLWPGjBmcP3+enTt3MmbMGJo0aYKPj9ztIizPrG3nSEk3ElTJmcfq5D7CKYqAszf0/RHQwaGfIexXrRMJc7DhXUiLB++GWcuYiIK407Pnz7AoMo0mjdOoCn33loODA8OGDWPHjh0cPXqU//u//+Pjjz/Gw8ODnj17Fuic/fv356uvvmLy5Mk0bNiQbdu2sWbNGqpUqQJAdHR0jp49Q4YMYdq0aXz33XcEBQXx1FNPUbNmTZYtkwmKwvJcS0xjwS61h8y4x2rIgr7FLbAdtJuobq8eB1fDNY0jNHZxFxxeBOig+zRZaqIQ2tSoiLujDXFJ6Ww/E6d1HAB0SjHMMDIajaxatYq5c+eycuXKoj59sUhISMDFxYX4+Hi51CU09eHqcH7cEUEDX1dWjGohRU9JMBnhl75wfjNUqAHPbwZbJ61TiZJmzIRZbSD2ODQaAj2+1jqRxZu08jjzd12gRwMfvn0m/3d050V+Pr+LpbWrwWCgV69eFlPwCGEuYhNS+XmPjPKUOL1BvcxVzgfiTsPqseqK2qJs2feDWvDYl4dH39M6TanQN+survXHY0hIzdA4TTEvQyGEyJ/pW86RlmmiUZXytKkukydLlGMFeHIu6AxwdAkcnKd1IlGSEmNg8xR1u+MkcHDTNE5pEVTJmWoeTqRlmvj7aO53U5ckKXqEMBPR8bf5dZ86V01GeTRSpTl0zPoL/+834UqYpnFECVr/ttq+oFIjCB708ONFnuh0uuwJzeawLIUUPUKYiembz5GeaaJJgBstqrprHafsaj4aanQFY7ravyc1XutEorhFbFdH99BB9y9ALx+NRalXw0rodLA34gaRN1I0zVIk/7Lbt29n4MCBNG/enKgotZL7+eef2bFjR1GcXohSL+rWbX7bL6M8ZkGvh17TwcUPbl6AP1+W+T2lmTED1mQtKBoyDHyKZ7JtWebjak/zQPUPuRUa9+wpdNGzdOlSOnfujL29PYcOHSItTV21ODExkSlTphQ6oBBlwXebzpJhVGhR1Z1mgTLKozkHN3VhUr01nFgFe2dqnUgUlz0z4NpJcHCHR9/ROk2p1eeRytTyKoePq72mOQpd9Hz44YfMnDmT2bNnY21tnb2/RYsWhIaGFvb0QpR6kTdSWHJAXQbltcdqaJxGZKvcCDpn/eG2/m2I3K9tHlH04qNgy8fq9mOT1bu2RLHoE1yJtWPb0LdRZU1zFLroOXXqFG3atLlnv7OzM7du3Srs6YUo9b7ddIZMk0Lr6hVo7C93jJiVJs9DnV5gyoQlQyDlhtaJRFFa/xZkJINvU2gwQOs0pZq5LKVT6KLH29ubs2fvXaF4x44dBAYGFvb0QpRqF68nszTrjoaxHWWUx+zodNDzW3ALhITLsPxFMJlHO31RSOc2w/HloNNDt89l8nIZUeh/5RdffJFXX32VvXv3otPpuHLlCgsXLuT1119n1KhRRZFRiFLrm3/OYjQptKtZkUZVZGjdLNk5Q78FYLCFM+th51daJxKFlZl+d4HZxs+Dd31t84gSY1XYE4wfP574+Hjat29Pamoqbdq0wdbWltdff51XXnmlKDIKUSqdv5bE8kOXAXhNRnnMm1c96PYZrBoDmz4A3ybg30rrVKKgdn8H18+Aowe0/5/WaUQJKrK1t1JSUggPD8dkMlGnTh2cnCxr3RpZe0uUtLG/HWJF2BU61vbgx8GNtY4jHkZRYMVL6mKUTl4wcjs4eWidSuTXrUj4vglkpEDvWdDgaa0TiULSZO0tBwcHQkJCaNKkicUVPEKUtLOxifx5+Aogc3kshi6rcV3FWpAUA0uHqwuVCsuybqJa8Pi1gPr9tU4jSlihi56pU6cyd+7ce/bPnTuXTz75pLCnF6JU+mrjGRQFOtf1JKiSi9ZxRF7ZOKrze6wdIGIbrH9HGhdakjMb1b5LOgN0/1wtZEWZUuiiZ9asWdSqVeue/XXr1mXmTGnoJcR/nYxJ4K+shfdklMcCVayp3tEFsOd72Pm1tnlE3mSmwd9Zk5ebjgTPutrmEZoodNETExODt7f3PfsrVqxIdLT2K6oKYW6+zhrl6V7Pm9reMn/MItV7Ejp9pG5vfA9Cf9Y2j3i4nd/AjfPqfKx2E7ROIzRS6KLH19eXnTt33rN/586d+Pj4FPb0QpQqx6/E8/exGHQ6eLVjda3jiMJo8Qq0HKturxoDJ9doGkc8wM2LsP1zdbvzR2obAlEmFfqW9REjRjB27FgyMjLo0KEDAP/88w/jx4/n//7v/wodUIjS5KuNZwDoUd+HGp7lNE4jCq3jJEiJg0O/wB9DYeAy8G+pdSrxX2snQmYq+LeGoL5apxEaKpI+PTdu3GDUqFGkp6cDYGdnx5tvvsnEiRMLHVCI0uLo5Xg2hF9Fr4Mxj8ooT6mg08HjX6vLU5xaA4uegaF/qX19hHk4vQ5O/QV6K7XzskxeLtMKfXlLp9PxySefcO3aNfbs2cPhw4e5ceMG7777blHkE6LU+HLjaQB6NaxENQ9p61BqGKzgybnqLdBp8fBLX7gRoXUqAZBx+27n5WajwOPem25E2VJkfXqcnJxo3LgxQUFB2NraFtVphSgVDl26yaaTsRj0OkbLKE/pY20PzywCzyBIugo/94akWK1TiR1fwa2LUM4H2r6pdRphBgp8eatPnz55Om7ZsmUFfQshSo0vs+by9AmuREAFR43TiGJh7woDl8KcTnAzAn7pA0P+Ajvpw6SJG+dhx5fqdpcpYCujq6IQRY+Li/yHLEReHLhwg22nr2Gl1zG6g4zylGrlvOC55TC3M8Qchd+ehWf/AGs7rZOVLYoCf78JxjQIbAd1emmdSJiJAhc98+bNK8ocQpRad+byPBVSGT93B43TiGLnXlUd8ZnXHS5sV5er6LcA9Aatk5Udp9bAmfWgt5bJyyKHIpvTI4S4157z19l59jrWBh0vt6+mdRxRUrwbqHN8DDZwcjWsfk2Wqygp6Snwd1bzwRajoYKMroq7pOgRopgoisK0DeooT//GvlQuL6M8ZUpAa+g7B3R6CP0JNn2odaKyYcc0iL8ELr7Q5nWt0wgzI0WPEMVk97nr7Iu4gY1BL6M8ZVWdnvB41mTa7Z/Dnhna5intrp+7uxZal6nqArFC/IsUPUIUA0VRsufyDGjqh7eLvcaJhGYaDYEO76jbayfAkd81jVNqKQqseR2M6VCtI9R6XOtEwgxJ0SNEMdhxNo79F25ia6XnpXZVtY4jtNb6/6DpS+r2ipfgzEZt85RGJ1bCuU3qPKqun8rkZZGrQi9DcUd4eDiXLl3KXorijp49exbVWwhhEf49l2dgsyp4OsvtymWeTgedp6jrdB1dAr8/B4P+BN8mWicrHdKT1fW1QF0E1l3+0BC5K3TRc/78eXr37s3Ro0fR6XQoWXco6LKqbKPRWNi3EMKibDl9jUOXbmFnrWdkW/nlK7Lo9fDEdLh9E85uhIVPwbC14FFb62SWb9tnkBAFrn7Q6jWt0wgzVujLW6+++ioBAQFcvXoVBwcHjh8/zrZt2wgJCWHLli1FEFEIy6EoCl9mjfIMau5PxXKyJIv4FysbtWdP5caQegt+7gO3IrVOZdmunYZd36nbXT8FG7lLUtxfoYue3bt3M3nyZCpWrIher0ev19OqVSumTp3KmDFjiiKjEBbjnxOxHLkcj4ONgRfbBGodR5gjG0cY8DtUrAWJV9R1upKva53KMt2ZvGzKgBpdoGZXrRMJM1foosdoNOLkpK5pUqFCBa5cuQJAlSpVOHXqVIHPO336dAICArCzs6NRo0Zs3779gcenpaXx1ltvUaVKFWxtbalatSpz584t8PsLkV//nsszuIU/7k4yyiPuw8ENBi4D58pw/QwsfBLSkrROZXmOL4OIrWBlB10+1jqNsACFntMTFBTEkSNHCAwMpGnTpnz66afY2Njwww8/EBhYsL90Fy9ezNixY5k+fTotW7Zk1qxZdO3alfDwcPz8/HJ9Tb9+/bh69Spz5syhWrVqxMbGkpmZWZhvTYh8WXf8KuHRCTjaGHihtYzyiIdwqXR3na4robB4oDoCZGWjdTLLkJYI695St1uNA7cAbfMIi6BTlML1Rl+3bh3Jycn06dOH8+fP8/jjj3Py5Enc3d1ZvHgxHTp0yPc5mzZtyiOPPMKMGXcbedWuXZtevXoxderUe45fu3YtTz/9NOfPn8fNza1A30dCQgIuLi7Ex8fj7OxcoHOIsq3P9J2EXrrFy+2r8kbnWlrHEZbi8kH4qQdkJEPdPmoXZ710E3mo9W/Drm+hvD+M2iuLupZh+fn8LvR/WZ07d6ZPnz4ABAYGEh4eTlxcHLGxsQUqeNLT0zl48CCdOnXKsb9Tp07s2rUr19esXLmSkJAQPv30UypVqkSNGjV4/fXXuX37dv6/ISEK4NClm4ReuoWNQc/gFv5axxGWpHIjePoXdXHM48tg7ZuyTtfDxJ64292662dS8Ig8K7I+Pf9W0NEWgLi4OIxGI56enjn2e3p6EhMTk+trzp8/z44dO7Czs2P58uXExcUxatQobty4cd95PWlpaaSlpWV/nZCQUODMQszdeQGAHg188Cgnv4BFPlXtAH1mwR/DYd8P4FgR2o7XOpV5UhT463UwZapdl2t0evhrhMhSJGOo27dvZ+DAgTRv3pyoqCgAfv75Z3bs2FHgc+r+001TUZR79t1hMpnQ6XQsXLiQJk2a0K1bN6ZNm8b8+fPvO9ozdepUXFxcsh++vr4FzirKtiu3brPmaDQAw1vJvAJRQEF91VuuATZ/BPvnaJvHXB39Ay7uACt7dX0tIfKh0EXP0qVL6dy5M/b29hw6dCh79CQxMZEpU6bk+3wVKlTAYDDcM6oTGxt7z+jPHd7e3lSqVAkXF5fsfbVr10ZRFC5fvpzrayZOnEh8fHz2IzJSemWIgvlp9wWMJoXmge7U8ZH5YKIQmr4Abd9Ut//6Pzi+QtM4Zic1HtZnTV5u87rajFCIfCh00fPhhx8yc+ZMZs+ejbW1dfb+Fi1aEBoamu/z2djY0KhRIzZs2JBj/4YNG2jRokWur2nZsiVXrlwhKenuLZ+nT59Gr9dTuXLlXF9ja2uLs7NzjocQ+ZWclsmivZcAGeURRaTdRAgZBiiw7Hk4v0XrROZjy8eQdBXcqkKL0VqnERao0EXPqVOnaNOmzT37nZ2duXXrVoHOOW7cOH788Ufmzp3LiRMneO2117h06RIjR44E1FGaQYMGZR8/YMAA3N3dGTp0KOHh4Wzbto033niDYcOGYW8vq1uL4rM09DIJqZn4uzvQoZaH1nFEaaDTQbfPoc4T6orhvz0LVw5pnUp7Mcdg7yx1u9tnYCV9sET+Fbro8fb25uzZs/fs37FjR4H79PTv35+vvvqKyZMn07BhQ7Zt28aaNWuoUqUKANHR0Vy6dCn7eCcnJzZs2MCtW7cICQnh2WefpUePHnzzzTcF+6aEyAOTSWFe1gTmoS0D0OtlVWdRRPQG6DMbAtpAehL88iTE3ft7tsxQFPVyn2JUi8Fqj2qdSFioQvfp+fTTT/npp5+YO3cujz32GGvWrOHixYu89tprvPvuu7zyyitFlbVYSZ8ekV//nLjK8J8O4Gxnxe6Jj+JoWyw3Q4qyLC0R5j8O0WHg4gfD14Ozt9apSl7YIlgxEqwd4ZV94JL7tAVRNuXn87vQv6XHjx9PfHw87du3JzU1lTZt2mBra8vrr79uMQWPEAUxZ0cEAM808ZOCRxQP23Lw7B9q1+Yb5+CXPjB0DdiX1zpZybl9Cza8o263HS8FjyiUQo/03JGSkkJ4eDgmk4m6devi6OhYFKctMTLSI/Ij/EoC3b7ZjkGvY9v49lRylbljohjdvAhzOkFSDPg2U5evKCuria95Q+1dVKEGjNwpy3SIe5RIR+a9e/fy999/Z3/t4OBAeHg4/fv3JyAggBdeeCFH8z8hSpO5O9VRni5BXlLwiOJXvgo8twzsXCByDywZAsYMrVMVv+jDsP9Hdbvb51LwiEIrcNEzadIkjhw5kv310aNHGT58OB07dmTChAmsWrUq13WyhLB0sYmprAy7Asht6qIEedbNWpDUDs6sgz9fAZNJ61TFx2TKmrxsUhs3BrbVOpEoBQpc9ISFhfHoo3dn0P/22280bdqU2bNnM27cOL755ht+//33IgkphDlZuOcS6UYTwX6uPOJXhuZWCO35NYOnfgKdAY78ps51Ka3rdIUthMv7wcYJOn2odRpRShS46Ll582aODslbt26lS5cu2V83btxYuhyLUic1w8gvey4CMsojNFKzCzzxvbq9+zvY+bW2eYpDyg3Y+J663W4COPtom0eUGgUuejw9PYmIUOc1pKenExoaSvPmzbOfT0xMzNGhWYjSYGXYFa4np+PjYkeXul5axxFlVcNnoNNH6vbG9yD0Z23zFLVNH0DKdahYG5qO1DqNKEUKXPR06dKFCRMmsH37diZOnIiDgwOtW7fOfv7IkSNUrVq1SEIKYQ4URcmewDy4hT9WhiJZr1eIgmnxCrQcq26vGgMn12gap8hEhcKBeep298/BIH88i6JT4N/aH374IQaDgbZt2zJ79mxmz56Njc3dmfVz586lU6dORRJSCHOw8+x1TsYk4mBj4OkmstChMAMdJ0HwQHWy7x9D4cJOrRMVjsmoTl5Ggfr9wb+V1olEKVPgjmoVK1Zk+/btxMfH4+TkhMFgyPH8kiVLcHJyKnRAIczFnVGepxpVxsVe/voUZkCng8e/VufAnFoDi56BoX+BVz2tkxVM6AK4Egq2zvDYB1qnEaVQocfnXVxc7il4ANzc3HKM/Ahhyc5dS2LTyVh0OnWdLSHMhsEKnpwLfi0gLR5+6Qs3IrROlX/J1+Gf99Xt9v+Dcp4PPl6IApBJCULkwbysUZ5Ha3niX8Gyuo2LMsDaHp5ZBJ5BkHQVfu4NSbFap8qffybB7Zvq99D4ea3TiFJKih4hHuJWSjpLD0YBcpu6MGP2rjBwKbhWgZsR6jpdqfFap8qbyP3qpS1QOy8bZC07UTyk6BHiIX7dd4nbGUZqezvTLNBN6zhC3F85L3VdLseKEHMUfnsWzm1Wi4qr4XDrkjr/J9OMlggyGWHN/6nbDQZAleYPPl6IQpByWogHyDCaWLDrbjNCnU6ncSIhHsK9qjriM687XNiuPnKjtwYbR7XjsY0j2Drl/Pq//2vr9J99d7b/9VxBbi8/MFddY8vWBR6bXLjvXYiHkKJHiAdYczSamIRUKjjZ0qOBt9ZxhMgb7wZq4bNlCiRdg/QkSE9WH5m31WNMGZB6S30UFYNNViFU7m5BZOMItv/++l8Fk7W92ogQ4NF3wKli0WURIhdS9AhxH4qiMHeHOoF5UPMq2Frde5eiEGbLrykM+vPe/cZMyMgqgNKSchZE6f/5Oi3xAc/962tj1uUyYzrcTlcnJOeHV30IGVb471mIh5CiR4j7OHjxJocvx2NjpefZptKMUJQSBiswuICdS9Gd05hxb/GU9u+vE+//nGKCR98FvfxRIYqfFD1C3MecrFGe3g0r4e5kq3EaIcyYwRrsy6sPIcyY3L0lRC4ib6Sw7ngMAMPkNnUhhCgVpOgRIhc/7bqASYHW1StQ06uc1nGEEEIUASl6hPiPpLRMFu+PBGSURwghShMpeoT4j9/3R5KYlknVio60rS630AohRGkhRY8Q/2I0KczbpU5gHtoyAL1emhEKIURpIUWPEP+yIfwqkTdu4+pgTd9HKmsdRwghRBGSokeIf5mbtZr6gCZ+2NtI3xAhhChNpOgRIsuxqHj2RdzASq9jUHN/reMIIYQoYlL0CJHlTjPCx+t74+Vip3EaIYQQRU2KHiGAqwmprDp8BYDhrQI1TiOEEKI4SNEjBLBg9wUyTQqN/ctTr3IRrkkkhBDCbEjRI8q82+lGft17CYDh0oxQCCFKLSl6RJm3/FAUN1My8HWz57E6XlrHEUIIUUyk6BFlmqIo2bepD2kRgEGaEQohRKlltkXP9OnTCQgIwM7OjkaNGrF9+/Y8vW7nzp1YWVnRsGHD4g0oSoWtp69xNjYJJ1sr+oVIM0IhhCjNzLLoWbx4MWPHjuWtt97i0KFDtG7dmq5du3Lp0qUHvi4+Pp5Bgwbx6KOPllBSYenu3KbeL8SXcnbWGqcRQghRnMyy6Jk2bRrDhw9nxIgR1K5dm6+++gpfX19mzJjxwNe9+OKLDBgwgObNm5dQUmHJTl9NZPuZOPQ6GNrSX+s4QgghipnZFT3p6ekcPHiQTp065djfqVMndu3add/XzZs3j3PnzvHee+8Vd0RRSszLmsvTqY4Xvm4OGqcRQghR3Ky0DvBfcXFxGI1GPD09c+z39PQkJiYm19ecOXOGCRMmsH37dqys8vYtpaWlkZaWlv11QkJCwUMLi3MjOZ1loVEADG8tt6kLIURZYHYjPXfodDnvolEU5Z59AEajkQEDBvD+++9To0aNPJ9/6tSpuLi4ZD98fX0LnVlYjoV7LpKWaaJ+ZRdCqpTXOo4QQogSYHZFT4UKFTAYDPeM6sTGxt4z+gOQmJjIgQMHeOWVV7CyssLKyorJkydz+PBhrKys2LRpU67vM3HiROLj47MfkZGRxfL9CPOTlmlkwZ6LAAxrGZBrMS2EEKL0MbvLWzY2NjRq1IgNGzbQu3fv7P0bNmzgiSeeuOd4Z2dnjh49mmPf9OnT2bRpE3/88QcBAblfurC1tcXW1rZowwuLsPpwNNcS0/B0tqVbPW+t4wghhCghZlf0AIwbN47nnnuOkJAQmjdvzg8//MClS5cYOXIkoI7SREVFsWDBAvR6PUFBQTle7+HhgZ2d3T37hfh3M8JBzf2xsTK7wU4hhBDFxCyLnv79+3P9+nUmT55MdHQ0QUFBrFmzhipVqgAQHR390J49QuRmb8QNjl9JwM5az7NN/bSOI4QQogTpFEVRtA5hDhISEnBxcSE+Ph5nZ2et44hi8vyCA2wIv8qzTf34qHc9reMIIYQopPx8fsvYvigzLsQls/HEVQCGtpTb1IUQoqyRokeUGfN3XUBRoF3NilTzcNI6jhBCiBImRY8oE+JvZ/D7AbUtwfBWMsojhBBlkRQ9okz4fX8kKelGanqWo1W1ClrHEUIIoQEpekSpl2k0MX/XBQCGtfKXZoRCCFFGSdEjSr11x68Sdes2bo42PNGwktZxhBBCaESKHlHqzdlxHoCBTf2wszZonEYIIYRWpOgRpdqhSzcJvXQLG4Oegc2raB1HCCGEhqToEaXa3J0XAOjRwAePcnbahhFCCKEpKXpEqXXl1m3WHI0G5DZ1IYQQUvSIUuyn3RcwmhSaB7pTx0eWFhFCiLJOih5RKiWnZbJor7oo7TAZ5RFCCIEUPaKUWhp6mYTUTPzdHXi0lofWcYQQQpgBKXpEqWMyKczLmsA8tGUAer00IxRCCCFFjyiFNp+KJSIuGWc7K55sVFnrOEIIIcyEFD2i1JmzIwKAZ5r44WhrpXEaIYQQ5kKKHlGqhF9JYNe56xj0Oga18Nc6jhBCCDMiRY8oVebuVEd5ugR5UcnVXuM0QgghzIkUPaLUuJaYxsqwK4A0IxRCCHEvKXpEqfHLnoukG00E+7nyiF95reMIIYQwM1L0iFIhNcPIL3suAjLKI4QQIndS9IhSYWXYFa4np+PjYkeXul5axxFCCGGGpOgRFk9RlOwJzINb+GNlkP9bCyGEuJd8OgiLt/PsdU7GJOJgY+DpJn5axxFCCGGmpOgRFu/OKM9TjSrjYm+tcRohhBDmSooeYdHOXUti08lYdDp1nS0hhBDifqToERZtXtYoz6O1PPGv4KhxGiGEEOZMih5hsW6lpLP0YBQAw1r5axtGCCGE2ZOiR1isX/dd4naGkdrezjQPdNc6jhBCCDMnRY+wSBlGEwt23W1GqNPpNE4khBDC3EnRIyzSmqPRxCSkUsHJlh4NvLWOI4QQwgJYaR1AiPxSFIW5O9QJzIOaV8HWyqBxIiGEpTCZTKSnp2sdQ+SDtbU1BkPR/J6XokdYnIMXb3L4cjw2VnoGNJVmhEKIvElPTyciIgKTyaR1FJFPrq6ueHl5FXoqg9kWPdOnT+ezzz4jOjqaunXr8tVXX9G6detcj122bBkzZswgLCyMtLQ06taty6RJk+jcuXMJpxYlYU7WKE/vhpWo4GSrcRohhCVQFIXo6GgMBgO+vr7o9TK7wxIoikJKSgqxsbEAeHsXbjqDWRY9ixcvZuzYsUyfPp2WLVsya9YsunbtSnh4OH5+9/5lv23bNh577DGmTJmCq6sr8+bNo0ePHuzdu5fg4GANvgNRXCJvpLDueAwAw2Q1dSFEHmVmZpKSkoKPjw8ODg5axxH5YG9vD0BsbCweHh6FutRllqXutGnTGD58OCNGjKB27dp89dVX+Pr6MmPGjFyP/+qrrxg/fjyNGzemevXqTJkyherVq7Nq1aoSTn6v9EwTP2w7R1qmUesopcJPuy5gUqB19QrU9CqndRwhhIUwGtXfwTY2NhonEQVxp1DNyMgo1HnMruhJT0/n4MGDdOrUKcf+Tp06sWvXrjydw2QykZiYiJubW3FEzJeP/z7JlDUn6TdzN5E3UrSOY9GS0jJZvD8SkFEeIUTBSHsLy1RU/25mV/TExcVhNBrx9PTMsd/T05OYmJg8neOLL74gOTmZfv363feYtLQ0EhIScjyKQ+saFXB1sObw5Xi6f7OdjeFXi+V9yoLf90eSmJZJ1YqOtK1eUes4Qggh8qhdu3aMHTtW6xjmV/Tc8d+qTlGUPFV6ixYtYtKkSSxevBgPD4/7Hjd16lRcXFyyH76+voXOnJv2NT34a0xrgv1cSUjNZMSCA0z9+wQZRrl7ID+MJoV5u9QJzENbBqDXy19rQoiyY9euXRgMBrp06ZLv106aNImGDRsWfahcbNmyBZ1Ox61bt3LsX7ZsGR988EGJZHgQsyt6KlSogMFguGdUJzY29p7Rn/9avHgxw4cP5/fff6djx44PPHbixInEx8dnPyIjIwud/X4qudqz+IXmDMtaBXzW1vMMmL2HmPjUYnvP0kRRFObsOE/kjdu4OljT95HKWkcSQogSNXfuXEaPHs2OHTu4dOmSJhmMRmOBb/d3c3OjXDnt52GaXdFjY2NDo0aN2LBhQ479GzZsoEWLFvd93aJFixgyZAi//vor3bt3f+j72Nra4uzsnONRnGys9Lzbow4zBz5COVsr9l+4SfdvtrP9zLVifV9LFxOfytD5+5my5iQAQ1sEYG8jzQiFEGVHcnIyv//+Oy+99BKPP/448+fPz37uzsjKP//8Q0hICA4ODrRo0YJTp04BMH/+fN5//30OHz6MTqdDp9Nlv37atGnUq1cPR0dHfH19GTVqFElJSdnnnj9/Pq6urqxevZo6depga2vLxYsXSUtLY/z48fj6+mJra0v16tWZM2cOFy5coH379gCUL18enU7HkCFDgHsvb93vHMXNLG9ZHzduHM899xwhISE0b96cH374gUuXLjFy5EhAHaWJiopiwYIFgFrwDBo0iK+//ppmzZpljxLZ29vj4uKi2feRmy5B3tTycmbUwlDCoxMYNHcfrz5andEdqmOQSzbZFEVh+aEoJq08TkJqJjZWet7oVFMmMAshioSiKNzO0OauWntrQ74m5i5evJiaNWtSs2ZNBg4cyOjRo3nnnXdynOOtt97iiy++oGLFiowcOZJhw4axc+dO+vfvz7Fjx1i7di0bN24EyP5c1Ov1fPPNN/j7+xMREcGoUaMYP34806dPzz5vSkoKU6dO5ccff8Td3R0PDw8GDRrE7t27+eabb2jQoAERERHExcXh6+vL0qVL6du3L6dOncLZ2Tn7dvP/ut85iptZFj39+/fn+vXrTJ48mejoaIKCglizZg1VqlQBIDo6Osfw3qxZs8jMzOTll1/m5Zdfzt4/ePDgHBWxufCv4MiyUS14f1U4i/Zd4quNZzh48SZf9m8ozfaAa4lp/G/5UTZkTfpuUNmFL/o1oJqH9kOjQojS4XaGkTrvrtPkvcMnd8bBJu8fv3PmzGHgwIEAdOnShaSkJP75558c0zg++ugj2rZtC8CECRPo3r07qamp2Nvb4+TkhJWVFV5eXjnO+++Rl4CAAD744ANeeumlHEVPRkYG06dPp0GDBgCcPn2a33//nQ0bNmS/f2BgYPbxd+6a9vDwwNXVNdfv52HnKE5mWfQAjBo1ilGjRuX63H8LmS1bthR/oCJmZ21gap96NAkoz/+WHWP7mTi6f7Od7wY8QmN/7W+118pfR6J5e8VRbqZkYG3QMbZjDV5sE4iVweyuxAohRLE7deoU+/btY9myZQBYWVnRv39/5s6dm6PoqV+/fvb2na7FsbGxuTb0vWPz5s1MmTKF8PBwEhISyMzMJDU1leTkZBwdHQF1ysm/zx0WFobBYMgusAqiKM5RUGZb9JQVvYMrE+TjwksLQzkbm8TTP+xhfOeavNAmsEz1k7iZnM67K4+z6vAVAGp7O/PFUw2o41O8c62EEGWTvbWB8MnaLFVkb533eYlz5swhMzOTSpUqZe9TFAVra2tu3ryZvc/a2jp7+85nx4MmHV+8eJFu3boxcuRIPvjgA9zc3NixYwfDhw/P0QDQ3t4+x2fR/S5X5UdRnKOgpOgxA9U9y/Hnyy15a/lRVoRdYerfJ9l/4QZfPNUQFwfrh5/Awm0Mv8rE5Ue5lpiGQa9jVLuqjO5QHRsrGd0RQhQPnU6Xr0tMWsjMzGTBggV88cUX9zTs7du3LwsXLiQoKOih57GxscnuSH3HgQMHyMzM5Isvvsheh+z3339/6Lnq1auHyWRi69atud4lfafj9X/fLz/nKE7yqWImHG2t+LJ/Q6b0roeNlZ6NJ2Lp/u12Dkfe0jpasUlIzeD1JYcZseAA1xLTqObhxLKXWvB/nWpKwSOEKPNWr17NzZs3GT58OEFBQTkeTz75ZJ7vdrozUTksLIy4uDjS0tKoWrUqmZmZfPvtt5w/f56ff/6ZmTNn5ulcgwcPZtiwYaxYsYKIiAi2bNmSXTBVqVIFnU7H6tWruXbtWo67wfJ6juIknyxmRKfTMaCpH8teakEVdwcu37zNUzN3s2D3BRRF0Tpekdp2+hqdv9zGHwcvo9PBC20CWT26FQ18XbWOJoQQZmHOnDl07Ngx17uQ+/btS1hYGKGhoQ89T9++fenSpQvt27enYsWKLFq0iIYNGzJt2jQ++eQTgoKCWLhwIVOnTs1TrhkzZvDkk08yatQoatWqxfPPP09ycjIAlSpV4v3332fChAl4enryyiuv5PscxUmnlLZP0wJKSEjAxcWF+Pj4Yu/Zk6c8qRm8seQw646rdzA9Xt+bj/vWx8nWvIdjHyYpLZMpa07w61717jt/dwc+f6oBIWV48rYQovilpqYSERFBQEAAdnZ2WscR+fSgf7/8fH7LSI+ZcrazZubARrzzeB2s9DpWH4mm57c7OBlTPGuElYQ956/T9ett2QXPkBb+rHm1tRQ8QgghSoQUPWZMp9MxvFUAi19sjreLHefjkun1/U6WHCi+JTOKw+10I++vOs7TP+wh8sZtKrna8+uIpkzqWdfsJxIKIYQoPaTosQCNqpTnrzGtaVezIqkZJt744whvLDnM7XRtuonmR+gldbmNeTsvAPBME1/Wjm1Ni2oVtA0mhBCizJGix0K4Odowd3Bj3uhcE70Olhy8TO/pOzl37d6Z8eYgLdPIx3+f5MkZuzgfl4ynsy3zhjZmap/6lLMr/bfhCyGEMD9S9FgQvV7Hy+2r8cuIplRwsuVkTCI9v92R3dDPXByLiqfntzuZufUcJgX6BFdi/di2tK/poXU0IYQQZZgUPRaoRdUKrBnTiqYBbiSnGxm96BDv/nmMtExtL3dlGE18ueE0vb7fyamriVRwsmHWc42Y1r9sNFkUQghh3qTosVAeznYsHNGUl9tXBWDB7ov0m7mbyBspmuQ5GZNAr+938vU/Z8g0KXSr58W6sW3oXNfr4S8WQgghSoAUPRbMyqDnjc61mDe0Ma4O1hy+HE/3b7azMWt18pKQaTQxfctZen67k+NXEnB1sOabZ4L5fsAjuMuK8UIIIcyIFD2lQPuaHvw1pjXBfq4kpGYyYsEBpv59ggzj/RebKwrnriXx5MzdfLr2FOlGEx1re7B+bBt6NvApU4ulCiGEsAxS9JQSlVztWfxCc4a1DABg1tbzDJi9h5j41CJ/L5NJYc6OCLp9vZ2wyFuUs7Xi86caMHtQCB7O0ulUCCEs0ZAhQ+jVq5fWMYqVFD2liI2Vnnd71GHGs49QztaK/RfUHjnbz1wrsve4dD2Fp2fv4YPV4aRlmmhdvQLrXmvDk40qy+iOEEIUk127dmEwGOjSpUuhz3XhwgV0Oh1hYWE59n/99dfMnz+/0Oc3Z1L0lEJd63mzanQr6ng7cz05nUFz9/HVxtMYTQVfZk1RFH7Zc5EuX29jX8QNHGwMfNQ7iAXDmuDjal+E6YUQQvzX3LlzGT16NDt27ODSpUv3PU5RFDIzMwv0Hi4uLri6uhYwoWWQoqeU8q/gyLJRLXimiR+KAl9tPMOQefuIS0rL97mu3LrNoLn7eHvFMVLSjTQJcGPtq214tmkVGd0RQohilpyczO+//85LL73E448/nmM0ZsuWLeh0OtatW0dISAi2trZs374dk8nEJ598QrVq1bC1tcXPz4+PPvoIgIAAdRpEcHAwOp2Odu3aAfde3nrQOSyVLHxUitlZG5japx5NAsrzv2XH2H4mju7fbOe7AY/QOA+LfCqKwh8HLzN5VTiJaZnYWukZ36UWQ1v4o9dLsSOEsGCKAhnatPjA2gHy8Qfj4sWLqVmzJjVr1mTgwIGMHj2ad955J8cfnePHj+fzzz8nMDAQV1dXJk6cyOzZs/nyyy9p1aoV0dHRnDx5EoB9+/bRpEkTNm7cSN26dbGxscn1fR90DkslRU8Z0Du4MkE+Lry0MJSzsUk8/cMexneuyQttAu87UhObkMrEZUf552QsAMF+rnz+VAOqVnQqyehCCFE8MlJgio827/2/K2DjmOfD58yZw8CBAwHo0qULSUlJ/PPPP3Ts2DH7mMmTJ/PYY48BkJiYyNdff813333H4MGDAahatSqtWrUCoGLFigC4u7vj5ZV7L7WHncNSyeWtMqK6Zzn+fLklvRr6YDQpTP37JM8vOEB8SkaO4xRFYeXhK3T6ahv/nIzFxqBnfJeaLHmxuRQ8QghRwk6dOsW+fft4+umnAbCysqJ///7MnTs3x3EhISHZ2ydOnCAtLY1HH320wO9bFOcwRzLSU4Y42lrxZf+GNAlwZ9Kq42w8EUv3b7fz/YBHaODryvWkNN758xhrjsYAUNfHmWn9GlLTq5zGyYUQoohZO6gjLlq9dx7NmTOHzMxMKlWqlL1PURSsra25efNm9j5Hx7sjR/b2hb+5pCjOYY6k6CljdDodA5r6Ub+yC6MWhnLpRgpPzdzN4BZVWH4oirikdKyyFjZ9pUM1rA0yGCiEKIV0unxdYtJCZmYmCxYs4IsvvqBTp045nuvbty8LFy4kKCjontdVr14de3t7/vnnH0aMGHHP83fm8BiN91+v8WHnsFRS9JRRQZVcWD2mFW8sOcy641eZvT0CgBqeTkzr15CgSi4aJxRCiLJt9erV3Lx5k+HDh+PikvN38pNPPsmcOXP48ssv73mdnZ0db775JuPHj8fGxoaWLVty7do1jh8/zvDhw/Hw8MDe3p61a9dSuXJl7Ozs7jn/w85hqeTP+DLM2c6amQMb8c7jdfBxseOldlVZNbqVFDxCCGEG5syZQ8eOHe8pSEAd6QkLCyM0NDTX177zzjv83//9H++++y61a9emf//+xMaqN6ZYWVnxzTffMGvWLHx8fHjiiSfyfQ5LpVMUpeAd60qRhIQEXFxciI+Px9nZWes4QgghilBqaioREREEBARgZyfL5ViaB/375efzW0Z6hBBCCFEmSNEjhBBCiDJBih4hhBBClAlS9AghhBCiTJCiRwghhBBlghQ9Qgghygy5YdkyFdW/mxQ9QgghSj2DwQBAenq6xklEQaSkpABgbW1dqPOYbUfm6dOn89lnnxEdHU3dunX56quvaN269X2P37p1K+PGjeP48eP4+Pgwfvx4Ro4cWYKJhRBCmCsrKyscHBy4du0a1tbW6PXyN78lUBSFlJQUYmNjcXV1zS5eC8osi57FixczduxYpk+fTsuWLZk1axZdu3YlPDwcPz+/e46PiIigW7duPP/88/zyyy/s3LmTUaNGUbFiRfr27avBdyCEEMKc6HQ6vL29iYiI4OLFi1rHEfnk6uqKl5dXoc9jlh2ZmzZtyiOPPMKMGTOy99WuXZtevXoxderUe45/8803WblyJSdOnMjeN3LkSA4fPszu3bvz9J7SkVkIIUo/k8kkl7gsjLW19QNHePLz+W12Iz3p6ekcPHiQCRMm5NjfqVMndu3aletrdu/efc8KtJ07d2bOnDlkZGQU+hqgEEKI0kGv18syFGWY2RU9cXFxGI1GPD09c+z39PQkJiYm19fExMTkenxmZiZxcXF4e3vf85q0tDTS0tKyv05ISCiC9EIIIYQwV2Y7k0un0+X4WlGUe/Y97Pjc9t8xdepUXFxcsh++vr6FTCyEEEIIc2Z2RU+FChUwGAz3jOrExsbeM5pzh5eXV67HW1lZ4e7unutrJk6cSHx8fPYjMjKyaL4BIYQQQpgls7u8ZWNjQ6NGjdiwYQO9e/fO3r9hwwaeeOKJXF/TvHlzVq1alWPf+vXrCQkJue98HltbW2xtbbO/vjMyJJe5hBBCCMtx53M7T/dlKWbot99+U6ytrZU5c+Yo4eHhytixYxVHR0flwoULiqIoyoQJE5Tnnnsu+/jz588rDg4OymuvvaaEh4crc+bMUaytrZU//vgjz+8ZGRmpAPKQhzzkIQ95yMMCH5GRkQ/9rDe7kR6A/v37c/36dSZPnkx0dDRBQUGsWbOGKlWqABAdHc2lS5eyjw8ICGDNmjW89tprfP/99/j4+PDNN9/kq0ePj48PkZGRlCtX7oFzh0qrhIQEfH19iYyMlFv2C0F+jkVDfo6FJz/DoiE/x6JRnD9HRVFITEzEx8fnoceaZZ8eUfKkT1HRkJ9j0ZCfY+HJz7BoyM+xaJjLz9HsJjILIYQQQhQHKXqEEEIIUSZI0SMA9W629957L8cdbSL/5OdYNOTnWHjyMywa8nMsGubyc5Q5PUIIIYQoE2SkRwghhBBlghQ9QgghhCgTpOgRQgghRJkgRU8ZNnXqVBo3bky5cuXw8PCgV69enDp1SutYFm/q1KnodDrGjh2rdRSLExUVxcCBA3F3d8fBwYGGDRty8OBBrWNZlMzMTN5++20CAgKwt7cnMDCQyZMnYzKZtI5m1rZt20aPHj3w8fFBp9OxYsWKHM8risKkSZPw8fHB3t6edu3acfz4cW3CmrEH/RwzMjJ48803qVevHo6Ojvj4+DBo0CCuXLlSYvmk6CnDtm7dyssvv8yePXvYsGEDmZmZdOrUieTkZK2jWaz9+/fzww8/UL9+fa2jWJybN2/SsmVLrK2t+fvvvwkPD+eLL77A1dVV62gW5ZNPPmHmzJl89913nDhxgk8//ZTPPvuMb7/9VutoZi05OZkGDRrw3Xff5fr8p59+yrRp0/juu+/Yv38/Xl5ePPbYYyQmJpZwUvP2oJ9jSkoKoaGhvPPOO4SGhrJs2TJOnz5Nz549Sy5gftbEEqVbbGysAihbt27VOopFSkxMVKpXr65s2LBBadu2rfLqq69qHcmivPnmm0qrVq20jmHxunfvrgwbNizHvj59+igDBw7UKJHlAZTly5dnf20ymRQvLy/l448/zt6XmpqquLi4KDNnztQgoWX4788xN/v27VMA5eLFiyWSSUZ6RLb4+HgA3NzcNE5imV5++WW6d+9Ox44dtY5ikVauXElISAhPPfUUHh4eBAcHM3v2bK1jWZxWrVrxzz//cPr0aQAOHz7Mjh076Natm8bJLFdERAQxMTF06tQpe5+trS1t27Zl165dGiazfPHx8eh0uhIb0TXLBUdFyVMUhXHjxtGqVSuCgoK0jmNxfvvtN0JDQ9m/f7/WUSzW+fPnmTFjBuPGjeN///sf+/btY8yYMdja2jJo0CCt41mMN998k/j4eGrVqoXBYMBoNPLRRx/xzDPPaB3NYsXExADg6emZY7+npycXL17UIlKpkJqayoQJExgwYECJrcclRY8A4JVXXuHIkSPs2LFD6ygWJzIykldffZX169djZ2endRyLZTKZCAkJYcqUKQAEBwdz/PhxZsyYIUVPPixevJhffvmFX3/9lbp16xIWFsbYsWPx8fFh8ODBWsezaDqdLsfXiqLcs0/kTUZGBk8//TQmk4np06eX2PtK0SMYPXo0K1euZNu2bVSuXFnrOBbn4MGDxMbG0qhRo+x9RqORbdu28d1335GWlobBYNAwoWXw9vamTp06OfbVrl2bpUuXapTIMr3xxhtMmDCBp59+GoB69epx8eJFpk6dKkVPAXl5eQHqiI+3t3f2/tjY2HtGf8TDZWRk0K9fPyIiIti0aVOJrrouc3rKMEVReOWVV1i2bBmbNm0iICBA60gW6dFHH+Xo0aOEhYVlP0JCQnj22WcJCwuTgiePWrZseU/LhNOnT1OlShWNElmmlJQU9Pqcv9oNBoPcsl4IAQEBeHl5sWHDhux96enpbN26lRYtWmiYzPLcKXjOnDnDxo0bcXd3L9H3l5GeMuzll1/m119/5c8//6RcuXLZ161dXFywt7fXOJ3lKFeu3D3zoBwdHXF3d5f5Ufnw2muv0aJFC6ZMmUK/fv3Yt28fP/zwAz/88IPW0SxKjx49+Oijj/Dz86Nu3bocOnSIadOmMWzYMK2jmbWkpCTOnj2b/XVERARhYWG4ubnh5+fH2LFjmTJlCtWrV6d69epMmTIFBwcHBgwYoGFq8/Ogn6OPjw9PPvkkoaGhrF69GqPRmP254+bmho2NTfEHLJF7xIRZAnJ9zJs3T+toFk9uWS+YVatWKUFBQYqtra1Sq1Yt5YcfftA6ksVJSEhQXn31VcXPz0+xs7NTAgMDlbfeektJS0vTOppZ27x5c66/DwcPHqwoinrb+nvvvad4eXkptra2Sps2bZSjR49qG9oMPejnGBERcd/Pnc2bN5dIPlllXQghhBBlgszpEUIIIUSZIEWPEEIIIcoEKXqEEEIIUSZI0SOEEEKIMkGKHiGEEEKUCVL0CCGEEKJMkKJHCCGEEGWCFD1CCCGEKBOk6BFCiAeYNGkSDRs21DqGEKIISNEjhBBZdDodK1as0DqGEKKYSNEjhBBCiDJBih4hhNlp164do0ePZuzYsZQvXx5PT09++OEHkpOTGTp0KOXKlaNq1ar8/fff2a/ZunUrTZo0wdbWFm9vbyZMmEBmZmaOc44ZM4bx48fj5uaGl5cXkyZNyn7e398fgN69e6PT6bK/vuPnn3/G398fFxcXnn76aRITE4vzRyCEKAZS9AghzNJPP/1EhQoV2LdvH6NHj+all17iqaeeokWLFoSGhtK5c2eee+45UlJSiIqKolu3bjRu3JjDhw8zY8YM5syZw4cffnjPOR0dHdm7dy+ffvopkydPZsOGDQDs378fgHnz5hEdHZ39NcC5c+dYsWIFq1evZvXq1WzdupWPP/645H4YQogiIausCyHMTrt27TAajWzfvh0Ao9GIi4sLffr0YcGCBQDExMTg7e3N7t27WbVqFUuXLuXEiRPodDoApk+fzptvvkl8fDx6vf6ecwI0adKEDh06ZBcwOp2O5cuX06tXr+xjJk2axGeffUZMTAzlypUDYPz48Wzbto09e/aUxI9DCFFEZKRHCGGW6tevn71tMBhwd3enXr162fs8PT0BiI2N5cSJEzRv3jy74AFo2bIlSUlJXL58OddzAnh7exMbG/vQLP7+/tkFT35eJ4QwL1L0CCHMkrW1dY6vdTpdjn13ChyTyYSiKDkKHoA7g9j/3p/bOU0mU4Gy5OV1QgjzIkWPEMLi1alTh127dvHvq/W7du2iXLlyVKpUKc/nsba2xmg0FkdEIYQZkKJHCGHxRo0aRWRkJKNHj+bkyZP8+eefvPfee4wbNw69Pu+/5vz9/fnnn3+IiYnh5s2bxZhYCKEFKXqEEBavUqVKrFmzhn379tGgQQNGjhzJ8OHDefvtt/N1ni+++IINGzbg6+tLcHBwMaUVQmhF7t4SQgghRJkgIz1CCCGEKBOk6BFCCCFEmSBFjxBCCCHKBCl6hBBCCFEmSNEjhBBCiDJBih4hhBBClAlS9AghhBCiTJCiRwghhBBlghQ9QgghhCgTpOgRQgghRJkgRY8QQgghygQpeoQQQghRJvw/e/9B8x80j9YAAAAASUVORK5CYII=", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "24c87f49", + "metadata": {}, + "outputs": [], "source": [ "SH_area.groupby('time.month').mean('time').plot(label='Antarctic')\n", "NH_area.groupby('time.month').mean('time').plot(label='Arctic')\n", - "\n", "plt.legend()\n", "plt.ylabel('Sea Ice Area (km$^{2}$)');" ] }, { "cell_type": "markdown", + "id": "3145b88f", "metadata": {}, "source": [ "# Making Maps" @@ -2018,6 +3006,7 @@ }, { "cell_type": "markdown", + "id": "8519bcfa", "metadata": {}, "source": [ "If we just plot a selected month now, you see that everything North of 65N is skewed. " @@ -2025,77 +3014,50 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "c5354123", + "metadata": {}, + "outputs": [], "source": [ - "ax = plt.subplot(projection = ccrs.PlateCarree())\n", - "\n", - "sic.sel(time='1985-08').plot(cmap = cmo.ice)\n", + "ax=plt.subplot(projection=ccrs.PlateCarree())\n", + "sic.sel(time='2095-08-31').plot(transform=ccrs.PlateCarree())\n", "ax.coastlines();" ] }, { "cell_type": "markdown", + "id": "e4805471", "metadata": {}, "source": [ - "Most of our work is in the Southern Ocean, so maybe we don't care. But if you are interested in the Arctic, then we need to account for the tri-polar ocean grid that out models use. The easiest way out of that is using contourf, and the passing the x and y coordinates.\n", + "Most of our work is in the Southern Ocean, so maybe we don't care. But if you are interested in the Arctic, then we need to account for the tri-polar ocean grid that ACCESS uses. The easiest way out of that is using contourf, and the passing the x and y coordinates.\n", "\n", "See [Making Maps with Cartopy](https://cosima-recipes.readthedocs.io/en/latest/Tutorials/Making_Maps_with_Cartopy.html) tutorial for more help with plotting!" ] }, { "cell_type": "markdown", + "id": "e1da7fb4", "metadata": {}, "source": [ - "We need the geolon and geolat fields from the model for the actual (two-pole) coordinates, instead of the model (three-pole) coordinates." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "geolon = cc.querying.getvar(sic_args[MODEL]['expt'], geo_variables[MODEL][0], session, n = 1).load()\n", - "geolat = cc.querying.getvar(sic_args[MODEL]['expt'], geo_variables[MODEL][1], session, n = 1).load()\n", - "\n", - "if MODEL=='sis2':\n", - " geolon = geolon.rename({'lath': 'yT','lonh': 'xT'})\n", - " geolat = geolat.rename({'lath': 'yT','lonh': 'xT'})" + "We need the geolon and geolat fields from area_t" ] }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "tags": [] - }, + "execution_count": null, + "id": "97ff87eb", + "metadata": {}, "outputs": [], "source": [ "sic=sic.assign_coords({\n", - " 'geolat': geolat,\n", - " 'geolon': geolon\n", + " 'geolat_t': area_t.geolat_t,\n", + " 'geolon_t': area_t.geolon_t\n", "})" ] }, { "cell_type": "markdown", + "id": "a868749d", "metadata": {}, "source": [ "Use contourf, and the geolon and geolat fields" @@ -2103,38 +3065,21 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "7d0f9576", + "metadata": {}, + "outputs": [], "source": [ "ax = plt.subplot(projection=ccrs.PlateCarree())\n", "\n", - "sic.sel(time='1985-08').squeeze('time').plot.contourf(\n", - " transform = ccrs.PlateCarree(),\n", - " x = 'geolon',\n", - " y = 'geolat',\n", - " levels = 33,\n", - " cmap = cmo.ice\n", - ")\n", - "\n", + "sic.sel(time='2095-08-31')[0].plot.contourf(transform=ccrs.PlateCarree(),\n", + " x='geolon_t', y='geolat_t', levels=33)\n", "ax.coastlines();" ] }, { "cell_type": "markdown", + "id": "11f7b5b7", "metadata": {}, "source": [ "Using cartopy, we can make Polar Stereographic plots of sea ice concentration for a selected month, as follows:" @@ -2142,41 +3087,30 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "tags": [] - }, + "execution_count": null, + "id": "43d84b10", + "metadata": {}, "outputs": [], "source": [ "def plot_si_conc(data):\n", " \"\"\" A function for plotting tri-polar data\"\"\"\n", - " ax = plt.gca()\n", - "\n", - " # Map the plot boundaries to a circle\n", - " theta = np.linspace(0, 2*np.pi, 100)\n", - " center, radius = [0.5, 0.5], 0.5\n", - " verts = np.vstack([np.sin(theta), np.cos(theta)]).T\n", - " circle = mpath.Path(verts * radius + center)\n", - " ax.set_boundary(circle, transform=ax.transAxes)\n", - "\n", - " # Add land features and gridlines\n", - " ax.add_feature(cfeature.NaturalEarthFeature('physical', 'land', '50m', edgecolor='black',\n", - " facecolor = 'gainsboro'), zorder = 2)\n", "\n", " data.plot.contourf(\n", - " transform = ccrs.PlateCarree(),\n", - " x = 'geolon', \n", - " y = 'geolat', \n", - " levels = np.arange(0.15, 1.05, 0.05),\n", - " cmap = cmo.ice,\n", + " transform=ccrs.PlateCarree(),\n", + " x = 'geolon_t', \n", + " y = 'geolat_t', \n", + " levels = 33 ,\n", " cbar_kwargs = {\n", " 'label':'Sea Ice Concentration'\n", " }\n", " )\n", "\n", + " ax = plt.gca()\n", + "\n", " gl = ax.gridlines(\n", " draw_labels=True, linewidth=1, color='gray', alpha=0.2, linestyle='--',\n", - " ylocs = np.arange(-80, 81, 10)\n", + " # xlocs=[-150, -120, -90, -60, -30, 0, 30, 60, 90, 120, 150, 180],\n", + " # ylocs=[-50, -60, -70, -80]\n", " )\n", "\n", " ax.coastlines()" @@ -2184,30 +3118,16 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "9ce16335", + "metadata": {}, + "outputs": [], "source": [ "def plot_sh_si_conc():\n", " ax = plt.subplot(projection=ccrs.SouthPolarStereo())\n", "\n", - " ax.set_extent([-180, 180, -90, -50], crs=ccrs.PlateCarree())\n", - "\n", " plot_si_conc(\n", - " sic.cf.sel(time='1985-08').squeeze('time')\n", + " sic.cf.sel(latitude=slice(-90,-45), time='2095-08')[0]\n", " )\n", "\n", "plot_sh_si_conc()" @@ -2215,30 +3135,16 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "c82cfa98", + "metadata": {}, + "outputs": [], "source": [ "def plot_nh_si_conc():\n", - " ax = plt.subplot(projection=ccrs.NorthPolarStereo(central_longitude=-45))\n", - " \n", - " ax.set_extent([-180, 180, 40, 90], crs=ccrs.PlateCarree())\n", + " ax = plt.subplot(projection=ccrs.NorthPolarStereo(central_longitude=-45, true_scale_latitude=70))\n", "\n", " plot_si_conc(\n", - " sic.cf.sel(time='1985-02').squeeze('time')\n", + " sic.cf.sel(latitude=slice(45, 90), time='2095-02')[0]\n", " )\n", "\n", "plot_nh_si_conc()" @@ -2246,6 +3152,7 @@ }, { "cell_type": "markdown", + "id": "23839c72", "metadata": {}, "source": [ "Once we are happy with your plot, we can save the plot to disk using `plt.savefig('filepath/filename')` function at the end of the cell containing the plot we want to save, as shown below. Note that your filename must contain the file (e.g., pdf, jpeg, png, etc.). \n", @@ -2253,27 +3160,22 @@ ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, + "id": "d866cbcd", "metadata": { - "execution": { - "iopub.status.busy": "2023-10-02T04:38:30.214407Z", - "iopub.status.idle": "2023-10-02T04:38:30.214614Z", - "shell.execute_reply": "2023-10-02T04:38:30.214511Z", - "shell.execute_reply.started": "2023-10-02T04:38:30.214502Z" - }, "tags": [] }, + "outputs": [], "source": [ - "```python\n", "plot_sh_si_conc()\n", - "plt.savefig('MyFirstSeaIcePlot.png', dpi = 300)\n", - "```" + "plt.savefig('MyFirstSeaIcePlot.png', dpi = 300)" ] } ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:analysis3-23.07]", + "display_name": "Python [conda env:analysis3-23.07] *", "language": "python", "name": "conda-env-analysis3-23.07-py" }, @@ -2287,9 +3189,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.10.13" } }, "nbformat": 4, - "nbformat_minor": 4 + "nbformat_minor": 5 } From 71ca5add24b92592a1f53d04aeed6a2df8865f18 Mon Sep 17 00:00:00 2001 From: anton-climate Date: Fri, 21 Jun 2024 15:47:25 +1000 Subject: [PATCH 02/16] Incremental tidyup --- DocumentedExamples/SeaIce_Plot_Example.ipynb | 3197 ++++++++++-------- 1 file changed, 1718 insertions(+), 1479 deletions(-) diff --git a/DocumentedExamples/SeaIce_Plot_Example.ipynb b/DocumentedExamples/SeaIce_Plot_Example.ipynb index daf16a89..fc218519 100644 --- a/DocumentedExamples/SeaIce_Plot_Example.ipynb +++ b/DocumentedExamples/SeaIce_Plot_Example.ipynb @@ -2,25 +2,42 @@ "cells": [ { "cell_type": "markdown", - "id": "75c50681", "metadata": {}, "source": [ - "# Simple example for how to load and plot ice data" + "# Sea ice plotting examples" ] }, { "cell_type": "markdown", - "id": "942abe85", "metadata": {}, "source": [ - "This script shows how to load and plot sea ice concentration from CICE output, while also indicating how to get around some of the pitfalls and foibles in CICE temporal and spatial gridding.\n", + "This script shows how to load and plot sea ice concentration from sea ice models (CICE5, and SIS2) output, while also indicating how to get around some of the pitfalls and foibles in CICE temporal and spatial gridding.\n", "\n", - "Requirements: The conda/analysis3 module from /g/data/hh5/public/modules. " + "Requirements: The `conda/analysis3` module from `/g/data/hh5/public/modules`. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T04:56:47.151492Z", + "iopub.status.busy": "2024-06-21T04:56:47.150351Z", + "iopub.status.idle": "2024-06-21T04:56:47.162798Z", + "shell.execute_reply": "2024-06-21T04:56:47.161821Z", + "shell.execute_reply.started": "2024-06-21T04:56:47.151437Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#Choose which model we are working with\n", + "MODEL='cice5'\n", + "# MODEL='sis2'" ] }, { "cell_type": "markdown", - "id": "0d39049f", "metadata": {}, "source": [ "Firstly, load modules:" @@ -28,28 +45,43 @@ }, { "cell_type": "code", - "execution_count": 1, - "id": "02c16f6d", + "execution_count": 2, "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T04:56:47.165346Z", + "iopub.status.busy": "2024-06-21T04:56:47.164799Z", + "iopub.status.idle": "2024-06-21T04:59:42.778798Z", + "shell.execute_reply": "2024-06-21T04:59:42.777541Z", + "shell.execute_reply.started": "2024-06-21T04:56:47.165307Z" + }, "tags": [] }, "outputs": [], "source": [ "import intake\n", - "catalog = intake.cat.access_nri\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", "from dask.distributed import Client\n", "from datetime import timedelta\n", "import cf_xarray as cfxr\n", - "import cartopy.crs as ccrs" + "\n", + "import matplotlib.pyplot as plt\n", + "import cartopy.crs as ccrs\n", + "import cartopy.feature as cfeature\n", + "import numpy as np\n", + "import matplotlib.path as mpath\n", + "import cmocean.cm as cmo" ] }, { "cell_type": "code", - "execution_count": 2, - "id": "efb9e263", + "execution_count": 3, "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T04:59:42.781435Z", + "iopub.status.busy": "2024-06-21T04:59:42.780561Z", + "iopub.status.idle": "2024-06-21T04:59:59.161665Z", + "shell.execute_reply": "2024-06-21T04:59:59.160405Z", + "shell.execute_reply.started": "2024-06-21T04:59:42.781384Z" + }, "tags": [] }, "outputs": [ @@ -60,13 +92,13 @@ "
    \n", "
    \n", "

    Client

    \n", - "

    Client-5df099a7-8904-11ee-ada9-00000082fe80

    \n", + "

    Client-126c7582-2f8b-11ef-8213-0000018dfe80

    \n", " \n", "\n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "\n", @@ -89,20 +121,57 @@ "\n", " \n", "
    \n", - "

    Scheduler Info

    \n", + "

    Cluster Info

    \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + "

    LocalCluster

    \n", + "

    eceecd88

    \n", + "
    Connection method: DirectConnection method: Cluster objectCluster type: distributed.LocalCluster
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + "
    \n", + " Dashboard: /proxy/8787/status\n", + " \n", + " Workers: 12\n", + "
    \n", + " Total threads: 12\n", + " \n", + " Total memory: 46.00 GiB\n", + "
    Status: runningUsing processes: True
    \n", + "\n", + "
    \n", + " \n", + "

    Scheduler Info

    \n", + "
    \n", + "\n", "
    \n", "
    \n", "
    \n", "
    \n", "

    Scheduler

    \n", - "

    Scheduler-83d5a821-129f-4c41-91f9-e6762458034b

    \n", + "

    Scheduler-a46a8f6a-d64c-4787-95a1-b7685718a1ca

    \n", " \n", " \n", " \n", " \n", " \n", " \n", @@ -110,7 +179,7 @@ " Dashboard:/proxy/8787/status\n", " \n", " \n", " \n", " \n", @@ -118,7 +187,7 @@ " Started: Just now\n", " \n", " \n", " \n", "
    \n", - " Comm: tcp://10.6.1.64:8786\n", + " Comm: tcp://127.0.0.1:41857\n", " \n", - " Workers: 1\n", + " Workers: 12\n", "
    \n", - " Total threads: 48\n", + " Total threads: 12\n", "
    \n", - " Total memory: 188.56 GiB\n", + " Total memory: 46.00 GiB\n", "
    \n", @@ -136,80 +205,129 @@ "
    \n", "
    \n", " \n", - "

    Worker: tcp://10.6.1.64:40277

    \n", + "

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    -       "    cell_measures:  area: tarea\n",
    -       "    cell_methods:   time: mean\n",
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  • " + " \n", + "\n", + "\n", + " \n", + " \n", + "\n", + " \n", + " \n", + "\n", + " \n", + "" ], "text/plain": [ - "\n", - "dask.array\n", - "Coordinates:\n", - " * time (time) datetime64[ns] \n", - " TLON (nj, ni) float32 dask.array\n", - " TLAT (nj, ni) float32 dask.array\n", - " ULON (nj, ni) float32 dask.array\n", - " ULAT (nj, ni) float32 dask.array\n", - "Dimensions without coordinates: nj, ni\n", - "Attributes:\n", - " units: 1\n", - " long_name: ice area (aggregate)\n", - " cell_measures: area: tarea\n", - " cell_methods: time: mean\n", - " time_rep: averaged" + "" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "sic" + "client = Client(threads_per_worker=1)\n", + "client" ] }, { "cell_type": "markdown", - "id": "5a846cb5", - "metadata": {}, + "metadata": { + "tags": [] + }, "source": [ - "**Another messy thing about CICE is that it thinks that monthly data for, say, January occurs at midnight on Jan 31 -- while xarray interprets this as the first milllisecond of February.** \n", - " \n", - "To get around this, note that we loaded data from February above, and we now subtract 12 hours from the time dimension. This means that, at least data is sitting in the correct month, and really helps to compute monthly climatologies correctly." + "Open the catalog" ] }, { "cell_type": "code", - "execution_count": 5, - "id": "02403fef", + "execution_count": 4, "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T04:59:59.164395Z", + "iopub.status.busy": "2024-06-21T04:59:59.163419Z", + "iopub.status.idle": "2024-06-21T05:00:01.955649Z", + "shell.execute_reply": "2024-06-21T05:00:01.954662Z", + "shell.execute_reply.started": "2024-06-21T04:59:59.164343Z" + }, "tags": [] }, "outputs": [], "source": [ - "sic['time'] = sic.time.to_pandas() - timedelta(hours = 12)" + "catalog = intake.cat.access_nri" ] }, { "cell_type": "markdown", - "id": "d994a6ca", "metadata": {}, "source": [ - "Note that `aice_m` is the monthly average of fractional ice area in each grid cell aka the concentration. **To find the actual area of the ice we need to know the area of each cell. Unfortunately, CICE doesn't save this for us ... but the ocean model does.** So, let's load `area_t` from the ocean model, and rename the coordinates in our ice variable to match the ocean model. Then we can multiply the ice concentration with the cell area to get a total ice area." + "The dictionary below specifies experiment, start and ending times for each model we can use (CICE5 with MOM5 or SIS2 with MOM6). This example will work with RYF forcing experiments and sea ice concentration variable, which is called `aice_m` in mom5 and `siconc` in mom6.\n", + "\n", + "If you want a different experiment, or a different time period, change the necessary values. Note that we are just loading the last 10 years here.\n", + "\n", + "Note also the `decode_coords=False` flag. **This gets around some messy issues with the way xarray decides to load CICE grids**:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:00:01.961394Z", + "iopub.status.busy": "2024-06-21T05:00:01.960239Z", + "iopub.status.idle": "2024-06-21T05:00:01.968482Z", + "shell.execute_reply": "2024-06-21T05:00:01.967357Z", + "shell.execute_reply.started": "2024-06-21T05:00:01.961344Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "sic_args = {\n", + " \"cice5\": { #cice5 is part of ACCESS-OM2\n", + " \"expt\": \"01deg_jra55v13_ryf9091\",\n", + " \"variable\": \"aice_m\",\n", + " \"decode_coords\": False\n", + " },\n", + " \"sis2\": { #sis2 is used for testing MOM6\n", + " \"expt\": \"OM4_025.JRA_RYF\",\n", + " \"variable\": \"siconc\",\n", + " \"decode_coords\": True\n", + " },\n", + " #In the future, we will add a CICE6 option (i.e. the future ACCESS-OM3)\n", + "}\n", + "\n", + "area_variable = {\n", + " \"cice5\": \"area_t\" ,\n", + " \"sis2\": \"areacello\"\n", + "}\n", + "\n", + "geo_variables = {\n", + " \"cice5\":['geolon_t', 'geolat_t'] ,\n", + " \"sis2\": ['geolon', 'geolat']\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:00:02.353556Z", + "iopub.status.busy": "2024-06-21T05:00:02.353373Z", + "iopub.status.idle": "2024-06-21T05:00:18.174771Z", + "shell.execute_reply": "2024-06-21T05:00:18.173915Z", + "shell.execute_reply.started": "2024-06-21T05:00:02.353539Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "cat_subset = catalog[sic_args[MODEL]['expt']]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:00:18.315444Z", + "iopub.status.busy": "2024-06-21T05:00:18.314389Z", + "iopub.status.idle": "2024-06-21T05:00:18.354428Z", + "shell.execute_reply": "2024-06-21T05:00:18.353381Z", + "shell.execute_reply.started": "2024-06-21T05:00:18.315393Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "var_search = cat_subset.search(variable=sic_args[MODEL]['variable'], frequency=\"1mon\")" ] }, { "cell_type": "code", - "execution_count": 6, - "id": "1d5e1a64", + "execution_count": 11, "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:00:23.419493Z", + "iopub.status.busy": "2024-06-21T05:00:23.418718Z", + "iopub.status.idle": "2024-06-21T05:04:20.863033Z", + "shell.execute_reply": "2024-06-21T05:04:20.861794Z", + "shell.execute_reply.started": "2024-06-21T05:00:23.419444Z" + }, "tags": [] }, "outputs": [ @@ -1049,16 +899,121 @@ "name": "stderr", "output_type": "stream", "text": [ - "/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/intake_esm/cat.py:270: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", - " .applymap(type)\n", - "/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/intake_esm/cat.py:270: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", - " .applymap(type)\n", - "/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/intake_esm/cat.py:270: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", - " .applymap(type)\n", - "/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/intake_esm/cat.py:270: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", - " .applymap(type)\n" + "/g/data/hh5/public/apps/miniconda3/envs/analysis3-24.04/lib/python3.10/site-packages/distributed/client.py:3164: UserWarning: Sending large graph of size 13.12 MiB.\n", + "This may cause some slowdown.\n", + "Consider scattering data ahead of time and using futures.\n", + " warnings.warn(\n" ] + } + ], + "source": [ + "darray = var_search.to_dask( \n", + " xarray_open_kwargs=dict(\n", + " decode_coords = sic_args[MODEL]['decode_coords']\n", + " ) , \n", + " xarray_combine_by_coords_kwargs=dict(\n", + " compat=\"override\",\n", + " data_vars=\"minimal\",\n", + " coords=\"minimal\"\n", + " )\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:20:22.081099Z", + "iopub.status.busy": "2024-06-21T05:20:22.079885Z", + "iopub.status.idle": "2024-06-21T05:20:22.086505Z", + "shell.execute_reply": "2024-06-21T05:20:22.085029Z", + "shell.execute_reply.started": "2024-06-21T05:20:22.081047Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "darray = darray[sic_args[MODEL]['variable']]\n", + "darray = darray" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:20:22.625512Z", + "iopub.status.busy": "2024-06-21T05:20:22.624505Z", + "iopub.status.idle": "2024-06-21T05:20:22.630794Z", + "shell.execute_reply": "2024-06-21T05:20:22.629690Z", + "shell.execute_reply.started": "2024-06-21T05:20:22.625462Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "sic = darray" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Another messy thing about CICE is that it thinks that monthly data for, say, January occurs at midnight on Jan 31 -- while xarray interprets this as the first milllisecond of February.** \n", + " \n", + "To get around this, note that we loaded data from February above, and we now subtract 12 hours from the time dimension. This means that, at least data is sitting in the correct month, and really helps to compute monthly climatologies correctly." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:20:25.968757Z", + "iopub.status.busy": "2024-06-21T05:20:25.967790Z", + "iopub.status.idle": "2024-06-21T05:20:26.004735Z", + "shell.execute_reply": "2024-06-21T05:20:26.003046Z", + "shell.execute_reply.started": "2024-06-21T05:20:25.968705Z" }, + "tags": [] + }, + "outputs": [], + "source": [ + "if MODEL =='cice5' :\n", + " sic['time'] = sic.time.to_pandas() - timedelta(hours = 12)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:20:27.452381Z", + "iopub.status.busy": "2024-06-21T05:20:27.451428Z", + "iopub.status.idle": "2024-06-21T05:20:27.491117Z", + "shell.execute_reply": "2024-06-21T05:20:27.489721Z", + "shell.execute_reply.started": "2024-06-21T05:20:27.452330Z" + } + }, + "outputs": [], + "source": [ + "sic = sic.sel(time=slice('1981','1990'))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:20:32.083763Z", + "iopub.status.busy": "2024-06-21T05:20:32.082712Z", + "iopub.status.idle": "2024-06-21T05:20:32.120406Z", + "shell.execute_reply": "2024-06-21T05:20:32.118615Z", + "shell.execute_reply.started": "2024-06-21T05:20:32.083710Z" + } + }, + "outputs": [ { "data": { "text/html": [ @@ -1382,277 +1337,363 @@ "}\n", "\n", "dl.xr-attrs {\n", - " padding: 0;\n", - " margin: 0;\n", - " display: grid;\n", - " grid-template-columns: 125px auto;\n", - "}\n", - "\n", - ".xr-attrs dt,\n", - ".xr-attrs dd {\n", - " padding: 0;\n", - " margin: 0;\n", - " float: left;\n", - " padding-right: 10px;\n", - " width: auto;\n", - "}\n", - "\n", - ".xr-attrs dt {\n", - " font-weight: normal;\n", - " grid-column: 1;\n", - "}\n", - "\n", - ".xr-attrs dt:hover span {\n", - " display: inline-block;\n", - " background: var(--xr-background-color);\n", - " padding-right: 10px;\n", - "}\n", - "\n", - ".xr-attrs dd {\n", - " grid-column: 2;\n", - " white-space: pre-wrap;\n", - " word-break: break-all;\n", - "}\n", - "\n", - ".xr-icon-database,\n", - ".xr-icon-file-text2,\n", - ".xr-no-icon {\n", - " display: inline-block;\n", - " vertical-align: middle;\n", - " width: 1em;\n", - " height: 1.5em !important;\n", - " stroke-width: 0;\n", - " stroke: currentColor;\n", - " fill: currentColor;\n", - "}\n", - "
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            "Coordinates:\n",
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    -       "                      * Y: ['yt_ocean']\n",
    -       "                        Z, T: n/a\n",
    +       "  * time     (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n",
    +       "Dimensions without coordinates: nj, ni\n",
    +       "Attributes:\n",
    +       "    units:          1\n",
    +       "    long_name:      ice area  (aggregate)\n",
    +       "    coordinates:    TLON TLAT time\n",
    +       "    cell_measures:  area: tarea\n",
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    " + ], + "text/plain": [ + " Size: 5GB\n", + "dask.array\n", + "Coordinates:\n", + " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n", + "Dimensions without coordinates: nj, ni\n", + "Attributes:\n", + " units: 1\n", + " long_name: ice area (aggregate)\n", + " coordinates: TLON TLAT time\n", + " cell_measures: area: tarea\n", + " cell_methods: time: mean\n", + " time_rep: averaged" ] }, - "execution_count": 10, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "sic.cf" - ] - }, - { - "cell_type": "markdown", - "id": "0c28b05c", - "metadata": {}, - "source": [ - "Now that we have axes with cf compliant coordinates, we can select using `latitude` keywords.\n", - "\n", - "Let's look at a timeseries of SH sea ice area. Area is defined (per convention) as the sum of sea ice concentration multiply by the area of each grid cell (and masked for sea ice concentration above 15%)" + "sic" ] }, { "cell_type": "code", - "execution_count": 11, - "id": "1c8bba43", + "execution_count": 18, "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:20:44.888333Z", + "iopub.status.busy": "2024-06-21T05:20:44.885884Z", + "iopub.status.idle": "2024-06-21T05:20:45.141663Z", + "shell.execute_reply": "2024-06-21T05:20:45.140859Z", + "shell.execute_reply.started": "2024-06-21T05:20:44.888271Z" + }, "tags": [] }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/jobfs/118791246.gadi-pbs/ipykernel_688659/1065503372.py:1: DeprecationWarning: Supplying chunks as dimension-order tuples is deprecated. It will raise an error in the future. Instead use a dict with dimension names as keys.\n", + " sic = sic.chunk([3, 'auto', 'auto'])\n" + ] + }, { "data": { "text/html": [ @@ -2016,178 +2057,21 @@ " width: 1em;\n", " height: 1.5em !important;\n", " stroke-width: 0;\n", - " stroke: currentColor;\n", - " fill: currentColor;\n", - "}\n", - "
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    -       "Coordinates:\n",
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    -       "  * time      (time) datetime64[ns] \n",
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    -       "Attributes:\n",
    -       "    units:          1\n",
    -       "    long_name:      ice area  (aggregate)\n",
    -       "    cell_measures:  area: tarea\n",
    -       "    cell_methods:   time: mean\n",
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      1981-01-31 12:00:00 ... 1990-12-...
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      +       "       cftime.DatetimeNoLeap(1981, 10, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1981, 11, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1981, 12, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1982, 1, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1982, 2, 28, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1982, 3, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1982, 4, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1982, 5, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1982, 6, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1982, 7, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1982, 8, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1982, 9, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1982, 10, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1982, 11, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1982, 12, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1983, 1, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1983, 2, 28, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1983, 3, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1983, 4, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1983, 5, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1983, 6, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1983, 7, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1983, 8, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1983, 9, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1983, 10, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1983, 11, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1983, 12, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1984, 1, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1984, 2, 28, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1984, 3, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1984, 4, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1984, 5, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1984, 6, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1984, 7, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1984, 8, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1984, 9, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1984, 10, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1984, 11, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1984, 12, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1985, 1, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1985, 2, 28, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1985, 3, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1985, 4, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1985, 5, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1985, 6, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1985, 7, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1985, 8, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1985, 9, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1985, 10, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1985, 11, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1985, 12, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1986, 1, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1986, 2, 28, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1986, 3, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1986, 4, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1986, 5, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1986, 6, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1986, 7, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1986, 8, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1986, 9, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1986, 10, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1986, 11, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1986, 12, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1987, 1, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1987, 2, 28, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1987, 3, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1987, 4, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1987, 5, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1987, 6, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1987, 7, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1987, 8, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1987, 9, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1987, 10, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1987, 11, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1987, 12, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1988, 1, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1988, 2, 28, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1988, 3, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1988, 4, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1988, 5, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1988, 6, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1988, 7, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1988, 8, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1988, 9, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1988, 10, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1988, 11, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1988, 12, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1989, 1, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1989, 2, 28, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1989, 3, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1989, 4, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1989, 5, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1989, 6, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1989, 7, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1989, 8, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1989, 9, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1989, 10, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1989, 11, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1989, 12, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1990, 1, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1990, 2, 28, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1990, 3, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1990, 4, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1990, 5, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1990, 6, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1990, 7, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1990, 8, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1990, 9, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1990, 10, 31, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1990, 11, 30, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "       cftime.DatetimeNoLeap(1990, 12, 31, 12, 0, 0, 0, has_year_zero=True)],\n",
      +       "      dtype=object)
    • time
      PandasIndex
      PandasIndex(CFTimeIndex([1981-01-31 12:00:00, 1981-02-28 12:00:00, 1981-03-31 12:00:00,\n",
      +       "             1981-04-30 12:00:00, 1981-05-31 12:00:00, 1981-06-30 12:00:00,\n",
      +       "             1981-07-31 12:00:00, 1981-08-31 12:00:00, 1981-09-30 12:00:00,\n",
      +       "             1981-10-31 12:00:00,\n",
      +       "             ...\n",
      +       "             1990-03-31 12:00:00, 1990-04-30 12:00:00, 1990-05-31 12:00:00,\n",
      +       "             1990-06-30 12:00:00, 1990-07-31 12:00:00, 1990-08-31 12:00:00,\n",
      +       "             1990-09-30 12:00:00, 1990-10-31 12:00:00, 1990-11-30 12:00:00,\n",
      +       "             1990-12-31 12:00:00],\n",
      +       "            dtype='object', length=120, calendar='noleap', freq='ME'))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " ], "text/plain": [ - "\n", - "dask.array\n", + " Size: 5GB\n", + "dask.array\n", "Coordinates:\n", - " TLON (yt_ocean, xt_ocean) float32 dask.array\n", - " TLAT (yt_ocean, xt_ocean) float32 dask.array\n", - " ULON (yt_ocean, xt_ocean) float32 dask.array\n", - " ULAT (yt_ocean, xt_ocean) float32 dask.array\n", - " * time (time) datetime64[ns] \n", - " * xt_ocean (xt_ocean) float64 -279.5 -278.5 -277.5 -276.5 ... 77.5 78.5 79.5\n", - " * yt_ocean (yt_ocean) float64 -77.88 -77.63 -77.38 ... 88.87 89.32 89.77\n", + " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n", + "Dimensions without coordinates: nj, ni\n", "Attributes:\n", " units: 1\n", " long_name: ice area (aggregate)\n", + " coordinates: TLON TLAT time\n", " cell_measures: area: tarea\n", " cell_methods: time: mean\n", " time_rep: averaged" ] }, - "execution_count": 11, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "sic = sic.chunk([3, 'auto', 'auto'])\n", "sic" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that `aice_m` is the monthly average of fractional ice area in each grid cell aka the concentration. **To find the actual area of the ice we need to know the area of each cell. Unfortunately, CICE doesn't save this for us ... but the ocean model does.** So, let's load `area_t` from the ocean model, and rename the coordinates in our ice variable to match the ocean model. Then we can multiply the ice concentration with the cell area to get a total ice area." + ] + }, { "cell_type": "code", - "execution_count": 12, - "id": "44796f8a", + "execution_count": 20, "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:35:14.143385Z", + "iopub.status.busy": "2024-06-21T05:35:14.142289Z", + "iopub.status.idle": "2024-06-21T05:35:14.851878Z", + "shell.execute_reply": "2024-06-21T05:35:14.851154Z", + "shell.execute_reply.started": "2024-06-21T05:35:14.143334Z" + }, "tags": [] }, "outputs": [ @@ -2720,102 +2728,76 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'area_t' (yt_ocean: 300, xt_ocean: 360)>\n",
    -       "array([[           nan,            nan,            nan, ...,\n",
    -       "                   nan,            nan,            nan],\n",
    -       "       [           nan,            nan,            nan, ...,\n",
    -       "                   nan,            nan,            nan],\n",
    -       "       [           nan,            nan,            nan, ...,\n",
    -       "                   nan,            nan,            nan],\n",
    +       "
    <xarray.DataArray 'area_t' (yt_ocean: 2700, xt_ocean: 3600)> Size: 39MB\n",
    +       "array([[nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan],\n",
            "       ...,\n",
    -       "       [3.85042360e+07, 1.11973360e+08, 1.80973936e+08, ...,\n",
    -       "        1.80973936e+08, 1.11973360e+08, 3.85042360e+07],\n",
    -       "       [3.85466840e+07, 1.12088160e+08, 1.81145952e+08, ...,\n",
    -       "        1.81145952e+08, 1.12088160e+08, 3.85466840e+07],\n",
    -       "       [3.85679440e+07, 1.12145656e+08, 1.81232096e+08, ...,\n",
    -       "        1.81232096e+08, 1.12145656e+08, 3.85679440e+07]], dtype=float32)\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n",
            "Coordinates:\n",
    -       "  * xt_ocean  (xt_ocean) float64 -279.5 -278.5 -277.5 -276.5 ... 77.5 78.5 79.5\n",
    -       "  * yt_ocean  (yt_ocean) float64 -77.88 -77.63 -77.38 ... 88.87 89.32 89.77\n",
    -       "    geolat_t  (yt_ocean, xt_ocean) float32 nan nan nan nan ... 66.04 65.63 65.21\n",
    -       "    geolon_t  (yt_ocean, xt_ocean) float32 nan nan nan nan ... 79.96 79.97 79.99\n",
    +       "  * xt_ocean  (xt_ocean) float64 29kB -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n",
    +       "  * yt_ocean  (yt_ocean) float64 22kB -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n",
    +       "    geolon_t  (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n",
    +       "    geolat_t  (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n",
            "Attributes:\n",
            "    long_name:     tracer cell area\n",
            "    units:         m^2\n",
            "    valid_range:   [0.e+00 1.e+15]\n",
    -       "    cell_methods:  time: point
  • long_name :
    tracer cell area
    units :
    m^2
    valid_range :
    [0.e+00 1.e+15]
    cell_methods :
    time: point
  • " ], "text/plain": [ - "\n", - "array([[ nan, nan, nan, ...,\n", - " nan, nan, nan],\n", - " [ nan, nan, nan, ...,\n", - " nan, nan, nan],\n", - " [ nan, nan, nan, ...,\n", - " nan, nan, nan],\n", + " Size: 39MB\n", + "array([[nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", " ...,\n", - " [3.85042360e+07, 1.11973360e+08, 1.80973936e+08, ...,\n", - " 1.80973936e+08, 1.11973360e+08, 3.85042360e+07],\n", - " [3.85466840e+07, 1.12088160e+08, 1.81145952e+08, ...,\n", - " 1.81145952e+08, 1.12088160e+08, 3.85466840e+07],\n", - " [3.85679440e+07, 1.12145656e+08, 1.81232096e+08, ...,\n", - " 1.81232096e+08, 1.12145656e+08, 3.85679440e+07]], dtype=float32)\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n", "Coordinates:\n", - " * xt_ocean (xt_ocean) float64 -279.5 -278.5 -277.5 -276.5 ... 77.5 78.5 79.5\n", - " * yt_ocean (yt_ocean) float64 -77.88 -77.63 -77.38 ... 88.87 89.32 89.77\n", - " geolat_t (yt_ocean, xt_ocean) float32 nan nan nan nan ... 66.04 65.63 65.21\n", - " geolon_t (yt_ocean, xt_ocean) float32 nan nan nan nan ... 79.96 79.97 79.99\n", + " * xt_ocean (xt_ocean) float64 29kB -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n", + " * yt_ocean (yt_ocean) float64 22kB -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n", + " geolon_t (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n", + " geolat_t (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n", "Attributes:\n", " long_name: tracer cell area\n", " units: m^2\n", @@ -2823,20 +2805,70 @@ " cell_methods: time: point" ] }, - "execution_count": 12, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "area_t" + "var_search = cat_subset.search(variable=area_variable[MODEL])\n", + "var_search = var_search.search(path=var_search.df['path'][0])\n", + "darray = var_search.to_dask()\n", + "darray = darray[area_variable[MODEL]]\n", + "area = darray.load()\n", + "area" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our CICE data is missing x&y coordinate values, so we can also get them from area_t" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So that our new coordinates are recognised as cf standard, we also need to copy the attributes. This notebook is designed to use `cf-xarray`. This means the rest of the notebook is [Model Agnostic](https://cosima-recipes.readthedocs.io/en/latest/Tutorials/Model_Agnostic_Analysis.html)." ] }, { "cell_type": "code", - "execution_count": 13, - "id": "fe42b87f", + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:35:34.720374Z", + "iopub.status.busy": "2024-06-21T05:35:34.719342Z", + "iopub.status.idle": "2024-06-21T05:35:34.732671Z", + "shell.execute_reply": "2024-06-21T05:35:34.731596Z", + "shell.execute_reply.started": "2024-06-21T05:35:34.720322Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "if MODEL =='cice5' :\n", + " sic.coords['ni'] = area['xt_ocean'].values\n", + " sic.coords['nj'] = area['yt_ocean'].values\n", + "\n", + " sic.ni.attrs = area.xt_ocean.attrs\n", + " sic.nj.attrs = area.yt_ocean.attrs\n", + " \n", + " sic = sic.rename(({'ni': 'xt_ocean', 'nj': 'yt_ocean'}))" + ] + }, + { + "cell_type": "code", + "execution_count": 22, "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:35:35.483681Z", + "iopub.status.busy": "2024-06-21T05:35:35.482464Z", + "iopub.status.idle": "2024-06-21T05:35:35.499283Z", + "shell.execute_reply": "2024-06-21T05:35:35.498283Z", + "shell.execute_reply.started": "2024-06-21T05:35:35.483630Z" + }, "tags": [] }, "outputs": [ @@ -2848,8 +2880,8 @@ " * Y: ['yt_ocean']\n", " Z, T: n/a\n", "\n", - " CF Coordinates: longitude: ['TLON', 'ULON', 'geolon_t', 'xt_ocean']\n", - " latitude: ['TLAT', 'ULAT', 'geolat_t', 'yt_ocean']\n", + " CF Coordinates: * longitude: ['xt_ocean']\n", + " * latitude: ['yt_ocean']\n", " vertical, time: n/a\n", "\n", " Cell Measures: area, volume: n/a\n", @@ -2861,41 +2893,83 @@ " Grid Mappings: n/a" ] }, - "execution_count": 13, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "(sic * area_t).cf" + "sic.cf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have axes with cf compliant coordinates, we can select using `latitude` keywords." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "execution": { + "iopub.execute_input": "2023-10-02T04:31:53.852863Z", + "iopub.status.busy": "2023-10-02T04:31:53.851848Z", + "iopub.status.idle": "2023-10-02T04:31:53.862609Z", + "shell.execute_reply": "2023-10-02T04:31:53.861317Z", + "shell.execute_reply.started": "2023-10-02T04:31:53.852807Z" + } + }, + "source": [ + "# Sea Ice Area" ] }, { "cell_type": "markdown", - "id": "af058d66", "metadata": {}, "source": [ + "Let's look at a timeseries of SH sea ice area. Area is defined (per convention) as the sum of sea ice concentration multiply by the area of each grid cell (and masked for sea ice concentration above 15%)\n", + "\n", "By convention, sea-ice area for a region or basin is the sum of the area's where concentration is greater than 15%. \n", "We also need to drop geolon and geolat so we have unique longitude and latitude to reference" ] }, { "cell_type": "code", - "execution_count": 14, - "id": "0674f722", - "metadata": {}, + "execution_count": 30, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:37:03.308340Z", + "iopub.status.busy": "2024-06-21T05:37:03.307631Z", + "iopub.status.idle": "2024-06-21T05:37:03.366146Z", + "shell.execute_reply": "2024-06-21T05:37:03.365305Z", + "shell.execute_reply.started": "2024-06-21T05:37:03.308288Z" + }, + "tags": [] + }, "outputs": [], "source": [ - "sic=sic.where(sic >= 0.15)\n", + "sic = sic.where(sic >= 0.15)\n", + "\n", + "si_area = sic * area\n", "\n", - "si_area = (sic * area_t).drop({'geolon_t', 'geolat_t'})" + "if MODEL=='cice5':\n", + " si_area = si_area.drop_vars({'geolon_t', 'geolat_t'})" ] }, { "cell_type": "code", - "execution_count": 15, - "id": "49d6b81e", - "metadata": {}, + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:35:40.130679Z", + "iopub.status.busy": "2024-06-21T05:35:40.130503Z", + "iopub.status.idle": "2024-06-21T05:35:40.137747Z", + "shell.execute_reply": "2024-06-21T05:35:40.136869Z", + "shell.execute_reply.started": "2024-06-21T05:35:40.130662Z" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -2905,8 +2979,8 @@ " * Y: ['yt_ocean']\n", " Z, T: n/a\n", "\n", - " CF Coordinates: longitude: ['TLON', 'ULON', 'xt_ocean']\n", - " latitude: ['TLAT', 'ULAT', 'yt_ocean']\n", + " CF Coordinates: * longitude: ['xt_ocean']\n", + " * latitude: ['yt_ocean']\n", " vertical, time: n/a\n", "\n", " Cell Measures: area, volume: n/a\n", @@ -2918,7 +2992,7 @@ " Grid Mappings: n/a" ] }, - "execution_count": 15, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -2929,27 +3003,18 @@ }, { "cell_type": "code", - "execution_count": 16, - "id": "7013f05e", - "metadata": {}, - "outputs": [ - { - "ename": "KeyError", - "evalue": "\"no index found for coordinate 'ULAT'\"", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[16], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m SH_area \u001b[38;5;241m=\u001b[39m \u001b[43msi_area\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msel\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlatitude\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mslice\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[38;5;241;43m90\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[38;5;241;43m45\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mcf\u001b[38;5;241m.\u001b[39msum([\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlatitude\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlongitude\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[1;32m 2\u001b[0m NH_area \u001b[38;5;241m=\u001b[39m si_area\u001b[38;5;241m.\u001b[39mcf\u001b[38;5;241m.\u001b[39msel(latitude\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mslice\u001b[39m(\u001b[38;5;241m45\u001b[39m, \u001b[38;5;241m90\u001b[39m))\u001b[38;5;241m.\u001b[39mcf\u001b[38;5;241m.\u001b[39msum([\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlatitude\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlongitude\u001b[39m\u001b[38;5;124m'\u001b[39m])\n", - "File \u001b[0;32m/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/cf_xarray/accessor.py:695\u001b[0m, in \u001b[0;36m_getattr..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 691\u001b[0m posargs, arguments \u001b[38;5;241m=\u001b[39m accessor\u001b[38;5;241m.\u001b[39m_process_signature(\n\u001b[1;32m 692\u001b[0m func, args, kwargs, key_mappers\n\u001b[1;32m 693\u001b[0m )\n\u001b[1;32m 694\u001b[0m final_func \u001b[38;5;241m=\u001b[39m extra_decorator(func) \u001b[38;5;28;01mif\u001b[39;00m extra_decorator \u001b[38;5;28;01melse\u001b[39;00m func\n\u001b[0;32m--> 695\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mfinal_func\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mposargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43marguments\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 696\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m wrap_classes \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(result, _WRAPPED_CLASSES):\n\u001b[1;32m 697\u001b[0m result \u001b[38;5;241m=\u001b[39m _CFWrappedClass(result, accessor)\n", - "File \u001b[0;32m/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/xarray/core/dataarray.py:1590\u001b[0m, in \u001b[0;36mDataArray.sel\u001b[0;34m(self, indexers, method, tolerance, drop, **indexers_kwargs)\u001b[0m\n\u001b[1;32m 1480\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21msel\u001b[39m(\n\u001b[1;32m 1481\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 1482\u001b[0m indexers: Mapping[Any, Any] \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1486\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mindexers_kwargs: Any,\n\u001b[1;32m 1487\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Self:\n\u001b[1;32m 1488\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Return a new DataArray whose data is given by selecting index\u001b[39;00m\n\u001b[1;32m 1489\u001b[0m \u001b[38;5;124;03m labels along the specified dimension(s).\u001b[39;00m\n\u001b[1;32m 1490\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1588\u001b[0m \u001b[38;5;124;03m Dimensions without coordinates: points\u001b[39;00m\n\u001b[1;32m 1589\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 1590\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_to_temp_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msel\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1591\u001b[0m \u001b[43m \u001b[49m\u001b[43mindexers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindexers\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1592\u001b[0m \u001b[43m \u001b[49m\u001b[43mdrop\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdrop\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1593\u001b[0m \u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1594\u001b[0m \u001b[43m \u001b[49m\u001b[43mtolerance\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtolerance\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1595\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mindexers_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1596\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1597\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_from_temp_dataset(ds)\n", - "File \u001b[0;32m/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/xarray/core/dataset.py:3047\u001b[0m, in \u001b[0;36mDataset.sel\u001b[0;34m(self, indexers, method, tolerance, drop, **indexers_kwargs)\u001b[0m\n\u001b[1;32m 2986\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Returns a new dataset with each array indexed by tick labels\u001b[39;00m\n\u001b[1;32m 2987\u001b[0m \u001b[38;5;124;03malong the specified dimension(s).\u001b[39;00m\n\u001b[1;32m 2988\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 3044\u001b[0m \u001b[38;5;124;03mDataArray.sel\u001b[39;00m\n\u001b[1;32m 3045\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 3046\u001b[0m indexers \u001b[38;5;241m=\u001b[39m either_dict_or_kwargs(indexers, indexers_kwargs, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msel\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m-> 3047\u001b[0m query_results \u001b[38;5;241m=\u001b[39m \u001b[43mmap_index_queries\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 3048\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindexers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindexers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtolerance\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtolerance\u001b[49m\n\u001b[1;32m 3049\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3051\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m drop:\n\u001b[1;32m 3052\u001b[0m no_scalar_variables \u001b[38;5;241m=\u001b[39m {}\n", - "File \u001b[0;32m/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/xarray/core/indexing.py:185\u001b[0m, in \u001b[0;36mmap_index_queries\u001b[0;34m(obj, indexers, method, tolerance, **indexers_kwargs)\u001b[0m\n\u001b[1;32m 182\u001b[0m options \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmethod\u001b[39m\u001b[38;5;124m\"\u001b[39m: method, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtolerance\u001b[39m\u001b[38;5;124m\"\u001b[39m: tolerance}\n\u001b[1;32m 184\u001b[0m indexers \u001b[38;5;241m=\u001b[39m either_dict_or_kwargs(indexers, indexers_kwargs, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmap_index_queries\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 185\u001b[0m grouped_indexers \u001b[38;5;241m=\u001b[39m \u001b[43mgroup_indexers_by_index\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindexers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 187\u001b[0m results \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m 188\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m index, labels \u001b[38;5;129;01min\u001b[39;00m grouped_indexers:\n", - "File \u001b[0;32m/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.07/lib/python3.10/site-packages/xarray/core/indexing.py:144\u001b[0m, in \u001b[0;36mgroup_indexers_by_index\u001b[0;34m(obj, indexers, options)\u001b[0m\n\u001b[1;32m 142\u001b[0m grouped_indexers[index_id][key] \u001b[38;5;241m=\u001b[39m label\n\u001b[1;32m 143\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m key \u001b[38;5;129;01min\u001b[39;00m obj\u001b[38;5;241m.\u001b[39mcoords:\n\u001b[0;32m--> 144\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mno index found for coordinate \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 145\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m key \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m obj\u001b[38;5;241m.\u001b[39mdims:\n\u001b[1;32m 146\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\n\u001b[1;32m 147\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m is not a valid dimension or coordinate for \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 148\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mobj\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m with dimensions \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mobj\u001b[38;5;241m.\u001b[39mdims\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 149\u001b[0m )\n", - "\u001b[0;31mKeyError\u001b[0m: \"no index found for coordinate 'ULAT'\"" - ] - } - ], + "execution_count": 25, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:35:40.139709Z", + "iopub.status.busy": "2024-06-21T05:35:40.139106Z", + "iopub.status.idle": "2024-06-21T05:35:40.208800Z", + "shell.execute_reply": "2024-06-21T05:35:40.208010Z", + "shell.execute_reply.started": "2024-06-21T05:35:40.139662Z" + }, + "tags": [] + }, + "outputs": [], "source": [ "SH_area = si_area.cf.sel(latitude=slice(-90, -45)).cf.sum(['latitude', 'longitude'])\n", "NH_area = si_area.cf.sel(latitude=slice(45, 90)).cf.sum(['latitude', 'longitude'])" @@ -2957,7 +3022,6 @@ }, { "cell_type": "markdown", - "id": "41d90fb1", "metadata": {}, "source": [ "As we are using a repeat year forcing experiemnt, the sea ice cycle is very regular:" @@ -2965,40 +3029,103 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "4f81af4d", - "metadata": {}, - "outputs": [], + "execution_count": 26, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:35:40.209780Z", + "iopub.status.busy": "2024-06-21T05:35:40.209611Z", + "iopub.status.idle": "2024-06-21T05:36:08.677245Z", + "shell.execute_reply": "2024-06-21T05:36:08.675703Z", + "shell.execute_reply.started": "2024-06-21T05:35:40.209764Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/hh5/public/apps/miniconda3/envs/analysis3-24.04/lib/python3.10/site-packages/distributed/client.py:3164: UserWarning: Sending large graph of size 37.51 MiB.\n", + "This may cause some slowdown.\n", + "Consider scattering data ahead of time and using futures.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "SH_area.plot()\n", - "NH_area.plot()\n", + "SH_area.plot(label = 'Antarctic')\n", + "NH_area.plot(label = 'Arctic')\n", + "\n", + "plt.legend(loc='lower right')\n", "plt.ylabel('Sea Ice Area (km$^{2}$)');" ] }, { "cell_type": "markdown", - "id": "d6626985", "metadata": {}, "source": [ - "The seasonal cycle of sea-ice concentration is more interesting" + "And the seasonal cycle of sea-ice area:" ] }, { "cell_type": "code", - "execution_count": null, - "id": "24c87f49", - "metadata": {}, - "outputs": [], + "execution_count": 27, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:36:08.681664Z", + "iopub.status.busy": "2024-06-21T05:36:08.681037Z", + "iopub.status.idle": "2024-06-21T05:36:28.215527Z", + "shell.execute_reply": "2024-06-21T05:36:28.214051Z", + "shell.execute_reply.started": "2024-06-21T05:36:08.681615Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/hh5/public/apps/miniconda3/envs/analysis3-24.04/lib/python3.10/site-packages/distributed/client.py:3164: UserWarning: Sending large graph of size 37.53 MiB.\n", + "This may cause some slowdown.\n", + "Consider scattering data ahead of time and using futures.\n", + " warnings.warn(\n", + "/g/data/hh5/public/apps/miniconda3/envs/analysis3-24.04/lib/python3.10/site-packages/distributed/client.py:3164: UserWarning: Sending large graph of size 37.53 MiB.\n", + "This may cause some slowdown.\n", + "Consider scattering data ahead of time and using futures.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "SH_area.groupby('time.month').mean('time').plot(label='Antarctic')\n", "NH_area.groupby('time.month').mean('time').plot(label='Arctic')\n", + "\n", "plt.legend()\n", "plt.ylabel('Sea Ice Area (km$^{2}$)');" ] }, { "cell_type": "markdown", - "id": "3145b88f", "metadata": {}, "source": [ "# Making Maps" @@ -3006,7 +3133,6 @@ }, { "cell_type": "markdown", - "id": "8519bcfa", "metadata": {}, "source": [ "If we just plot a selected month now, you see that everything North of 65N is skewed. " @@ -3014,50 +3140,75 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "c5354123", - "metadata": {}, - "outputs": [], + "execution_count": 28, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:36:28.218407Z", + "iopub.status.busy": "2024-06-21T05:36:28.217516Z", + "iopub.status.idle": "2024-06-21T05:36:46.977666Z", + "shell.execute_reply": "2024-06-21T05:36:46.976681Z", + "shell.execute_reply.started": "2024-06-21T05:36:28.218358Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "ax=plt.subplot(projection=ccrs.PlateCarree())\n", - "sic.sel(time='2095-08-31').plot(transform=ccrs.PlateCarree())\n", + "ax = plt.subplot(projection = ccrs.PlateCarree())\n", + "\n", + "sic.sel(time='1985-08').plot(cmap = cmo.ice)\n", "ax.coastlines();" ] }, { "cell_type": "markdown", - "id": "e4805471", "metadata": {}, "source": [ - "Most of our work is in the Southern Ocean, so maybe we don't care. But if you are interested in the Arctic, then we need to account for the tri-polar ocean grid that ACCESS uses. The easiest way out of that is using contourf, and the passing the x and y coordinates.\n", + "Most of our work is in the Southern Ocean, so maybe we don't care. But if you are interested in the Arctic, then we need to account for the tri-polar ocean grid that out models use. The easiest way out of that is using contourf, and the passing the x and y coordinates.\n", "\n", "See [Making Maps with Cartopy](https://cosima-recipes.readthedocs.io/en/latest/Tutorials/Making_Maps_with_Cartopy.html) tutorial for more help with plotting!" ] }, { "cell_type": "markdown", - "id": "e1da7fb4", "metadata": {}, "source": [ - "We need the geolon and geolat fields from area_t" + "We need the geolon and geolat fields from the model for the actual (two-pole) coordinates, instead of the model (three-pole) coordinates." ] }, { "cell_type": "code", - "execution_count": null, - "id": "97ff87eb", - "metadata": {}, + "execution_count": 33, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:39:39.357369Z", + "iopub.status.busy": "2024-06-21T05:39:39.356671Z", + "iopub.status.idle": "2024-06-21T05:39:39.368215Z", + "shell.execute_reply": "2024-06-21T05:39:39.366880Z", + "shell.execute_reply.started": "2024-06-21T05:39:39.357318Z" + }, + "tags": [] + }, "outputs": [], "source": [ "sic=sic.assign_coords({\n", - " 'geolat_t': area_t.geolat_t,\n", - " 'geolon_t': area_t.geolon_t\n", + " 'geolat': area.geolat_t,\n", + " 'geolon': area.geolon_t\n", "})" ] }, { "cell_type": "markdown", - "id": "a868749d", "metadata": {}, "source": [ "Use contourf, and the geolon and geolat fields" @@ -3065,21 +3216,45 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "7d0f9576", - "metadata": {}, - "outputs": [], + "execution_count": 34, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:39:46.017448Z", + "iopub.status.busy": "2024-06-21T05:39:46.016362Z", + "iopub.status.idle": "2024-06-21T05:40:00.958268Z", + "shell.execute_reply": "2024-06-21T05:40:00.957481Z", + "shell.execute_reply.started": "2024-06-21T05:39:46.017395Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "ax = plt.subplot(projection=ccrs.PlateCarree())\n", "\n", - "sic.sel(time='2095-08-31')[0].plot.contourf(transform=ccrs.PlateCarree(),\n", - " x='geolon_t', y='geolat_t', levels=33)\n", + "sic.sel(time='1985-08').squeeze('time').plot.contourf(\n", + " transform = ccrs.PlateCarree(),\n", + " x = 'geolon',\n", + " y = 'geolat',\n", + " levels = 33,\n", + " cmap = cmo.ice\n", + ")\n", + "\n", "ax.coastlines();" ] }, { "cell_type": "markdown", - "id": "11f7b5b7", "metadata": {}, "source": [ "Using cartopy, we can make Polar Stereographic plots of sea ice concentration for a selected month, as follows:" @@ -3087,30 +3262,48 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "43d84b10", - "metadata": {}, + "execution_count": 35, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:40:00.959667Z", + "iopub.status.busy": "2024-06-21T05:40:00.959478Z", + "iopub.status.idle": "2024-06-21T05:40:00.966020Z", + "shell.execute_reply": "2024-06-21T05:40:00.965074Z", + "shell.execute_reply.started": "2024-06-21T05:40:00.959649Z" + }, + "tags": [] + }, "outputs": [], "source": [ "def plot_si_conc(data):\n", " \"\"\" A function for plotting tri-polar data\"\"\"\n", + " ax = plt.gca()\n", + "\n", + " # Map the plot boundaries to a circle\n", + " theta = np.linspace(0, 2*np.pi, 100)\n", + " center, radius = [0.5, 0.5], 0.5\n", + " verts = np.vstack([np.sin(theta), np.cos(theta)]).T\n", + " circle = mpath.Path(verts * radius + center)\n", + " ax.set_boundary(circle, transform=ax.transAxes)\n", + "\n", + " # Add land features and gridlines\n", + " ax.add_feature(cfeature.NaturalEarthFeature('physical', 'land', '50m', edgecolor='black',\n", + " facecolor = 'gainsboro'), zorder = 2)\n", "\n", " data.plot.contourf(\n", - " transform=ccrs.PlateCarree(),\n", - " x = 'geolon_t', \n", - " y = 'geolat_t', \n", - " levels = 33 ,\n", + " transform = ccrs.PlateCarree(),\n", + " x = 'geolon', \n", + " y = 'geolat', \n", + " levels = np.arange(0.15, 1.05, 0.05),\n", + " cmap = cmo.ice,\n", " cbar_kwargs = {\n", " 'label':'Sea Ice Concentration'\n", " }\n", " )\n", "\n", - " ax = plt.gca()\n", - "\n", " gl = ax.gridlines(\n", " draw_labels=True, linewidth=1, color='gray', alpha=0.2, linestyle='--',\n", - " # xlocs=[-150, -120, -90, -60, -30, 0, 30, 60, 90, 120, 150, 180],\n", - " # ylocs=[-50, -60, -70, -80]\n", + " ylocs = np.arange(-80, 81, 10)\n", " )\n", "\n", " ax.coastlines()" @@ -3118,16 +3311,37 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "9ce16335", - "metadata": {}, - "outputs": [], + "execution_count": 36, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:40:00.966716Z", + "iopub.status.busy": "2024-06-21T05:40:00.966550Z", + "iopub.status.idle": "2024-06-21T05:41:48.248067Z", + "shell.execute_reply": "2024-06-21T05:41:48.247104Z", + "shell.execute_reply.started": "2024-06-21T05:40:00.966700Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "def plot_sh_si_conc():\n", " ax = plt.subplot(projection=ccrs.SouthPolarStereo())\n", "\n", + " ax.set_extent([-180, 180, -90, -50], crs=ccrs.PlateCarree())\n", + "\n", " plot_si_conc(\n", - " sic.cf.sel(latitude=slice(-90,-45), time='2095-08')[0]\n", + " sic.cf.sel(time='1985-08').squeeze('time')\n", " )\n", "\n", "plot_sh_si_conc()" @@ -3135,16 +3349,37 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "c82cfa98", - "metadata": {}, - "outputs": [], + "execution_count": 37, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:41:48.249306Z", + "iopub.status.busy": "2024-06-21T05:41:48.249117Z", + "iopub.status.idle": "2024-06-21T05:42:33.530009Z", + "shell.execute_reply": "2024-06-21T05:42:33.528746Z", + "shell.execute_reply.started": "2024-06-21T05:41:48.249288Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "def plot_nh_si_conc():\n", - " ax = plt.subplot(projection=ccrs.NorthPolarStereo(central_longitude=-45, true_scale_latitude=70))\n", + " ax = plt.subplot(projection=ccrs.NorthPolarStereo(central_longitude=-45))\n", + " \n", + " ax.set_extent([-180, 180, 40, 90], crs=ccrs.PlateCarree())\n", "\n", " plot_si_conc(\n", - " sic.cf.sel(latitude=slice(45, 90), time='2095-02')[0]\n", + " sic.cf.sel(time='1985-02').squeeze('time')\n", " )\n", "\n", "plot_nh_si_conc()" @@ -3152,7 +3387,6 @@ }, { "cell_type": "markdown", - "id": "23839c72", "metadata": {}, "source": [ "Once we are happy with your plot, we can save the plot to disk using `plt.savefig('filepath/filename')` function at the end of the cell containing the plot we want to save, as shown below. Note that your filename must contain the file (e.g., pdf, jpeg, png, etc.). \n", @@ -3160,24 +3394,29 @@ ] }, { - "cell_type": "code", - "execution_count": null, - "id": "d866cbcd", + "cell_type": "markdown", "metadata": { + "execution": { + "iopub.status.busy": "2023-10-02T04:38:30.214407Z", + "iopub.status.idle": "2023-10-02T04:38:30.214614Z", + "shell.execute_reply": "2023-10-02T04:38:30.214511Z", + "shell.execute_reply.started": "2023-10-02T04:38:30.214502Z" + }, "tags": [] }, - "outputs": [], "source": [ + "```python\n", "plot_sh_si_conc()\n", - "plt.savefig('MyFirstSeaIcePlot.png', dpi = 300)" + "plt.savefig('MyFirstSeaIcePlot.png', dpi = 300)\n", + "```" ] } ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:analysis3-23.07] *", + "display_name": "Python [conda env:analysis3-24.04] *", "language": "python", - "name": "conda-env-analysis3-23.07-py" + "name": "conda-env-analysis3-24.04-py" }, "language_info": { "codemirror_mode": { @@ -3189,9 +3428,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.10.14" } }, "nbformat": 4, - "nbformat_minor": 5 + "nbformat_minor": 4 } From 3f4d95c6f6f8b9393d7ef5b1333fd7a9987b3b87 Mon Sep 17 00:00:00 2001 From: Marc White Date: Mon, 17 Mar 2025 17:05:33 +1100 Subject: [PATCH 03/16] Shift SeaIce_Plot_Example before merging from main --- Recipes/SeaIce_Plot_Example.ipynb | 3436 +++++++++++++++++++++++++++++ 1 file changed, 3436 insertions(+) create mode 100644 Recipes/SeaIce_Plot_Example.ipynb diff --git a/Recipes/SeaIce_Plot_Example.ipynb b/Recipes/SeaIce_Plot_Example.ipynb new file mode 100644 index 00000000..fc218519 --- /dev/null +++ b/Recipes/SeaIce_Plot_Example.ipynb @@ -0,0 +1,3436 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sea ice plotting examples" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This script shows how to load and plot sea ice concentration from sea ice models (CICE5, and SIS2) output, while also indicating how to get around some of the pitfalls and foibles in CICE temporal and spatial gridding.\n", + "\n", + "Requirements: The `conda/analysis3` module from `/g/data/hh5/public/modules`. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T04:56:47.151492Z", + "iopub.status.busy": "2024-06-21T04:56:47.150351Z", + "iopub.status.idle": "2024-06-21T04:56:47.162798Z", + "shell.execute_reply": "2024-06-21T04:56:47.161821Z", + "shell.execute_reply.started": "2024-06-21T04:56:47.151437Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#Choose which model we are working with\n", + "MODEL='cice5'\n", + "# MODEL='sis2'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Firstly, load modules:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T04:56:47.165346Z", + "iopub.status.busy": "2024-06-21T04:56:47.164799Z", + "iopub.status.idle": "2024-06-21T04:59:42.778798Z", + "shell.execute_reply": "2024-06-21T04:59:42.777541Z", + "shell.execute_reply.started": "2024-06-21T04:56:47.165307Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import intake\n", + "from dask.distributed import Client\n", + "from datetime import timedelta\n", + "import cf_xarray as cfxr\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import cartopy.crs as ccrs\n", + "import cartopy.feature as cfeature\n", + "import numpy as np\n", + "import matplotlib.path as mpath\n", + "import cmocean.cm as cmo" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T04:59:42.781435Z", + "iopub.status.busy": "2024-06-21T04:59:42.780561Z", + "iopub.status.idle": "2024-06-21T04:59:59.161665Z", + "shell.execute_reply": "2024-06-21T04:59:59.160405Z", + "shell.execute_reply.started": "2024-06-21T04:59:42.781384Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "client = Client(threads_per_worker=1)\n", + "client" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "Open the catalog" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T04:59:59.164395Z", + "iopub.status.busy": "2024-06-21T04:59:59.163419Z", + "iopub.status.idle": "2024-06-21T05:00:01.955649Z", + "shell.execute_reply": "2024-06-21T05:00:01.954662Z", + "shell.execute_reply.started": "2024-06-21T04:59:59.164343Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "catalog = intake.cat.access_nri" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The dictionary below specifies experiment, start and ending times for each model we can use (CICE5 with MOM5 or SIS2 with MOM6). This example will work with RYF forcing experiments and sea ice concentration variable, which is called `aice_m` in mom5 and `siconc` in mom6.\n", + "\n", + "If you want a different experiment, or a different time period, change the necessary values. Note that we are just loading the last 10 years here.\n", + "\n", + "Note also the `decode_coords=False` flag. **This gets around some messy issues with the way xarray decides to load CICE grids**:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:00:01.961394Z", + "iopub.status.busy": "2024-06-21T05:00:01.960239Z", + "iopub.status.idle": "2024-06-21T05:00:01.968482Z", + "shell.execute_reply": "2024-06-21T05:00:01.967357Z", + "shell.execute_reply.started": "2024-06-21T05:00:01.961344Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "sic_args = {\n", + " \"cice5\": { #cice5 is part of ACCESS-OM2\n", + " \"expt\": \"01deg_jra55v13_ryf9091\",\n", + " \"variable\": \"aice_m\",\n", + " \"decode_coords\": False\n", + " },\n", + " \"sis2\": { #sis2 is used for testing MOM6\n", + " \"expt\": \"OM4_025.JRA_RYF\",\n", + " \"variable\": \"siconc\",\n", + " \"decode_coords\": True\n", + " },\n", + " #In the future, we will add a CICE6 option (i.e. the future ACCESS-OM3)\n", + "}\n", + "\n", + "area_variable = {\n", + " \"cice5\": \"area_t\" ,\n", + " \"sis2\": \"areacello\"\n", + "}\n", + "\n", + "geo_variables = {\n", + " \"cice5\":['geolon_t', 'geolat_t'] ,\n", + " \"sis2\": ['geolon', 'geolat']\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:00:02.353556Z", + "iopub.status.busy": "2024-06-21T05:00:02.353373Z", + "iopub.status.idle": "2024-06-21T05:00:18.174771Z", + "shell.execute_reply": "2024-06-21T05:00:18.173915Z", + "shell.execute_reply.started": "2024-06-21T05:00:02.353539Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "cat_subset = catalog[sic_args[MODEL]['expt']]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:00:18.315444Z", + "iopub.status.busy": "2024-06-21T05:00:18.314389Z", + "iopub.status.idle": "2024-06-21T05:00:18.354428Z", + "shell.execute_reply": "2024-06-21T05:00:18.353381Z", + "shell.execute_reply.started": "2024-06-21T05:00:18.315393Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "var_search = cat_subset.search(variable=sic_args[MODEL]['variable'], frequency=\"1mon\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:00:23.419493Z", + "iopub.status.busy": "2024-06-21T05:00:23.418718Z", + "iopub.status.idle": "2024-06-21T05:04:20.863033Z", + "shell.execute_reply": "2024-06-21T05:04:20.861794Z", + "shell.execute_reply.started": "2024-06-21T05:00:23.419444Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/hh5/public/apps/miniconda3/envs/analysis3-24.04/lib/python3.10/site-packages/distributed/client.py:3164: UserWarning: Sending large graph of size 13.12 MiB.\n", + "This may cause some slowdown.\n", + "Consider scattering data ahead of time and using futures.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "darray = var_search.to_dask( \n", + " xarray_open_kwargs=dict(\n", + " decode_coords = sic_args[MODEL]['decode_coords']\n", + " ) , \n", + " xarray_combine_by_coords_kwargs=dict(\n", + " compat=\"override\",\n", + " data_vars=\"minimal\",\n", + " coords=\"minimal\"\n", + " )\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:20:22.081099Z", + "iopub.status.busy": "2024-06-21T05:20:22.079885Z", + "iopub.status.idle": "2024-06-21T05:20:22.086505Z", + "shell.execute_reply": "2024-06-21T05:20:22.085029Z", + "shell.execute_reply.started": "2024-06-21T05:20:22.081047Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "darray = darray[sic_args[MODEL]['variable']]\n", + "darray = darray" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:20:22.625512Z", + "iopub.status.busy": "2024-06-21T05:20:22.624505Z", + "iopub.status.idle": "2024-06-21T05:20:22.630794Z", + "shell.execute_reply": "2024-06-21T05:20:22.629690Z", + "shell.execute_reply.started": "2024-06-21T05:20:22.625462Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "sic = darray" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Another messy thing about CICE is that it thinks that monthly data for, say, January occurs at midnight on Jan 31 -- while xarray interprets this as the first milllisecond of February.** \n", + " \n", + "To get around this, note that we loaded data from February above, and we now subtract 12 hours from the time dimension. This means that, at least data is sitting in the correct month, and really helps to compute monthly climatologies correctly." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:20:25.968757Z", + "iopub.status.busy": "2024-06-21T05:20:25.967790Z", + "iopub.status.idle": "2024-06-21T05:20:26.004735Z", + "shell.execute_reply": "2024-06-21T05:20:26.003046Z", + "shell.execute_reply.started": "2024-06-21T05:20:25.968705Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "if MODEL =='cice5' :\n", + " sic['time'] = sic.time.to_pandas() - timedelta(hours = 12)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:20:27.452381Z", + "iopub.status.busy": "2024-06-21T05:20:27.451428Z", + "iopub.status.idle": "2024-06-21T05:20:27.491117Z", + "shell.execute_reply": "2024-06-21T05:20:27.489721Z", + "shell.execute_reply.started": "2024-06-21T05:20:27.452330Z" + } + }, + "outputs": [], + "source": [ + "sic = sic.sel(time=slice('1981','1990'))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:20:32.083763Z", + "iopub.status.busy": "2024-06-21T05:20:32.082712Z", + "iopub.status.idle": "2024-06-21T05:20:32.120406Z", + "shell.execute_reply": "2024-06-21T05:20:32.118615Z", + "shell.execute_reply.started": "2024-06-21T05:20:32.083710Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    +       "    time_rep:       averaged
    " + ], + "text/plain": [ + " Size: 5GB\n", + "dask.array\n", + "Coordinates:\n", + " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n", + "Dimensions without coordinates: nj, ni\n", + "Attributes:\n", + " units: 1\n", + " long_name: ice area (aggregate)\n", + " coordinates: TLON TLAT time\n", + " cell_measures: area: tarea\n", + " cell_methods: time: mean\n", + " time_rep: averaged" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sic = sic.chunk([3, 'auto', 'auto'])\n", + "sic" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that `aice_m` is the monthly average of fractional ice area in each grid cell aka the concentration. **To find the actual area of the ice we need to know the area of each cell. Unfortunately, CICE doesn't save this for us ... but the ocean model does.** So, let's load `area_t` from the ocean model, and rename the coordinates in our ice variable to match the ocean model. Then we can multiply the ice concentration with the cell area to get a total ice area." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:35:14.143385Z", + "iopub.status.busy": "2024-06-21T05:35:14.142289Z", + "iopub.status.idle": "2024-06-21T05:35:14.851878Z", + "shell.execute_reply": "2024-06-21T05:35:14.851154Z", + "shell.execute_reply.started": "2024-06-21T05:35:14.143334Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
    <xarray.DataArray 'area_t' (yt_ocean: 2700, xt_ocean: 3600)> Size: 39MB\n",
    +       "array([[nan, nan, nan, ..., nan, nan, nan],\n",
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    +       "       ...,\n",
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    +       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n",
    +       "Coordinates:\n",
    +       "  * xt_ocean  (xt_ocean) float64 29kB -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n",
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    +       "    geolat_t  (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n",
    +       "Attributes:\n",
    +       "    long_name:     tracer cell area\n",
    +       "    units:         m^2\n",
    +       "    valid_range:   [0.e+00 1.e+15]\n",
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    " + ], + "text/plain": [ + " Size: 39MB\n", + "array([[nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " ...,\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n", + "Coordinates:\n", + " * xt_ocean (xt_ocean) float64 29kB -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n", + " * yt_ocean (yt_ocean) float64 22kB -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n", + " geolon_t (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n", + " geolat_t (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n", + "Attributes:\n", + " long_name: tracer cell area\n", + " units: m^2\n", + " valid_range: [0.e+00 1.e+15]\n", + " cell_methods: time: point" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "var_search = cat_subset.search(variable=area_variable[MODEL])\n", + "var_search = var_search.search(path=var_search.df['path'][0])\n", + "darray = var_search.to_dask()\n", + "darray = darray[area_variable[MODEL]]\n", + "area = darray.load()\n", + "area" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our CICE data is missing x&y coordinate values, so we can also get them from area_t" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So that our new coordinates are recognised as cf standard, we also need to copy the attributes. This notebook is designed to use `cf-xarray`. This means the rest of the notebook is [Model Agnostic](https://cosima-recipes.readthedocs.io/en/latest/Tutorials/Model_Agnostic_Analysis.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:35:34.720374Z", + "iopub.status.busy": "2024-06-21T05:35:34.719342Z", + "iopub.status.idle": "2024-06-21T05:35:34.732671Z", + "shell.execute_reply": "2024-06-21T05:35:34.731596Z", + "shell.execute_reply.started": "2024-06-21T05:35:34.720322Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "if MODEL =='cice5' :\n", + " sic.coords['ni'] = area['xt_ocean'].values\n", + " sic.coords['nj'] = area['yt_ocean'].values\n", + "\n", + " sic.ni.attrs = area.xt_ocean.attrs\n", + " sic.nj.attrs = area.yt_ocean.attrs\n", + " \n", + " sic = sic.rename(({'ni': 'xt_ocean', 'nj': 'yt_ocean'}))" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:35:35.483681Z", + "iopub.status.busy": "2024-06-21T05:35:35.482464Z", + "iopub.status.idle": "2024-06-21T05:35:35.499283Z", + "shell.execute_reply": "2024-06-21T05:35:35.498283Z", + "shell.execute_reply.started": "2024-06-21T05:35:35.483630Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Coordinates:\n", + " CF Axes: * X: ['xt_ocean']\n", + " * Y: ['yt_ocean']\n", + " Z, T: n/a\n", + "\n", + " CF Coordinates: * longitude: ['xt_ocean']\n", + " * latitude: ['yt_ocean']\n", + " vertical, time: n/a\n", + "\n", + " Cell Measures: area, volume: n/a\n", + "\n", + " Standard Names: n/a\n", + "\n", + " Bounds: n/a\n", + "\n", + " Grid Mappings: n/a" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sic.cf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have axes with cf compliant coordinates, we can select using `latitude` keywords." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "execution": { + "iopub.execute_input": "2023-10-02T04:31:53.852863Z", + "iopub.status.busy": "2023-10-02T04:31:53.851848Z", + "iopub.status.idle": "2023-10-02T04:31:53.862609Z", + "shell.execute_reply": "2023-10-02T04:31:53.861317Z", + "shell.execute_reply.started": "2023-10-02T04:31:53.852807Z" + } + }, + "source": [ + "# Sea Ice Area" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at a timeseries of SH sea ice area. Area is defined (per convention) as the sum of sea ice concentration multiply by the area of each grid cell (and masked for sea ice concentration above 15%)\n", + "\n", + "By convention, sea-ice area for a region or basin is the sum of the area's where concentration is greater than 15%. \n", + "We also need to drop geolon and geolat so we have unique longitude and latitude to reference" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:37:03.308340Z", + "iopub.status.busy": "2024-06-21T05:37:03.307631Z", + "iopub.status.idle": "2024-06-21T05:37:03.366146Z", + "shell.execute_reply": "2024-06-21T05:37:03.365305Z", + "shell.execute_reply.started": "2024-06-21T05:37:03.308288Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "sic = sic.where(sic >= 0.15)\n", + "\n", + "si_area = sic * area\n", + "\n", + "if MODEL=='cice5':\n", + " si_area = si_area.drop_vars({'geolon_t', 'geolat_t'})" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:35:40.130679Z", + "iopub.status.busy": "2024-06-21T05:35:40.130503Z", + "iopub.status.idle": "2024-06-21T05:35:40.137747Z", + "shell.execute_reply": "2024-06-21T05:35:40.136869Z", + "shell.execute_reply.started": "2024-06-21T05:35:40.130662Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Coordinates:\n", + " CF Axes: * X: ['xt_ocean']\n", + " * Y: ['yt_ocean']\n", + " Z, T: n/a\n", + "\n", + " CF Coordinates: * longitude: ['xt_ocean']\n", + " * latitude: ['yt_ocean']\n", + " vertical, time: n/a\n", + "\n", + " Cell Measures: area, volume: n/a\n", + "\n", + " Standard Names: n/a\n", + "\n", + " Bounds: n/a\n", + "\n", + " Grid Mappings: n/a" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "si_area.cf" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:35:40.139709Z", + "iopub.status.busy": "2024-06-21T05:35:40.139106Z", + "iopub.status.idle": "2024-06-21T05:35:40.208800Z", + "shell.execute_reply": "2024-06-21T05:35:40.208010Z", + "shell.execute_reply.started": "2024-06-21T05:35:40.139662Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "SH_area = si_area.cf.sel(latitude=slice(-90, -45)).cf.sum(['latitude', 'longitude'])\n", + "NH_area = si_area.cf.sel(latitude=slice(45, 90)).cf.sum(['latitude', 'longitude'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we are using a repeat year forcing experiemnt, the sea ice cycle is very regular:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:35:40.209780Z", + "iopub.status.busy": "2024-06-21T05:35:40.209611Z", + "iopub.status.idle": "2024-06-21T05:36:08.677245Z", + "shell.execute_reply": "2024-06-21T05:36:08.675703Z", + "shell.execute_reply.started": "2024-06-21T05:35:40.209764Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/hh5/public/apps/miniconda3/envs/analysis3-24.04/lib/python3.10/site-packages/distributed/client.py:3164: UserWarning: Sending large graph of size 37.51 MiB.\n", + "This may cause some slowdown.\n", + "Consider scattering data ahead of time and using futures.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "SH_area.plot(label = 'Antarctic')\n", + "NH_area.plot(label = 'Arctic')\n", + "\n", + "plt.legend(loc='lower right')\n", + "plt.ylabel('Sea Ice Area (km$^{2}$)');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And the seasonal cycle of sea-ice area:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:36:08.681664Z", + "iopub.status.busy": "2024-06-21T05:36:08.681037Z", + "iopub.status.idle": "2024-06-21T05:36:28.215527Z", + "shell.execute_reply": "2024-06-21T05:36:28.214051Z", + "shell.execute_reply.started": "2024-06-21T05:36:08.681615Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/hh5/public/apps/miniconda3/envs/analysis3-24.04/lib/python3.10/site-packages/distributed/client.py:3164: UserWarning: Sending large graph of size 37.53 MiB.\n", + "This may cause some slowdown.\n", + "Consider scattering data ahead of time and using futures.\n", + " warnings.warn(\n", + "/g/data/hh5/public/apps/miniconda3/envs/analysis3-24.04/lib/python3.10/site-packages/distributed/client.py:3164: UserWarning: Sending large graph of size 37.53 MiB.\n", + "This may cause some slowdown.\n", + "Consider scattering data ahead of time and using futures.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "SH_area.groupby('time.month').mean('time').plot(label='Antarctic')\n", + "NH_area.groupby('time.month').mean('time').plot(label='Arctic')\n", + "\n", + "plt.legend()\n", + "plt.ylabel('Sea Ice Area (km$^{2}$)');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Making Maps" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we just plot a selected month now, you see that everything North of 65N is skewed. " + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:36:28.218407Z", + "iopub.status.busy": "2024-06-21T05:36:28.217516Z", + "iopub.status.idle": "2024-06-21T05:36:46.977666Z", + "shell.execute_reply": "2024-06-21T05:36:46.976681Z", + "shell.execute_reply.started": "2024-06-21T05:36:28.218358Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.subplot(projection = ccrs.PlateCarree())\n", + "\n", + "sic.sel(time='1985-08').plot(cmap = cmo.ice)\n", + "ax.coastlines();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Most of our work is in the Southern Ocean, so maybe we don't care. But if you are interested in the Arctic, then we need to account for the tri-polar ocean grid that out models use. The easiest way out of that is using contourf, and the passing the x and y coordinates.\n", + "\n", + "See [Making Maps with Cartopy](https://cosima-recipes.readthedocs.io/en/latest/Tutorials/Making_Maps_with_Cartopy.html) tutorial for more help with plotting!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We need the geolon and geolat fields from the model for the actual (two-pole) coordinates, instead of the model (three-pole) coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:39:39.357369Z", + "iopub.status.busy": "2024-06-21T05:39:39.356671Z", + "iopub.status.idle": "2024-06-21T05:39:39.368215Z", + "shell.execute_reply": "2024-06-21T05:39:39.366880Z", + "shell.execute_reply.started": "2024-06-21T05:39:39.357318Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "sic=sic.assign_coords({\n", + " 'geolat': area.geolat_t,\n", + " 'geolon': area.geolon_t\n", + "})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use contourf, and the geolon and geolat fields" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:39:46.017448Z", + "iopub.status.busy": "2024-06-21T05:39:46.016362Z", + "iopub.status.idle": "2024-06-21T05:40:00.958268Z", + "shell.execute_reply": "2024-06-21T05:40:00.957481Z", + "shell.execute_reply.started": "2024-06-21T05:39:46.017395Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.subplot(projection=ccrs.PlateCarree())\n", + "\n", + "sic.sel(time='1985-08').squeeze('time').plot.contourf(\n", + " transform = ccrs.PlateCarree(),\n", + " x = 'geolon',\n", + " y = 'geolat',\n", + " levels = 33,\n", + " cmap = cmo.ice\n", + ")\n", + "\n", + "ax.coastlines();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using cartopy, we can make Polar Stereographic plots of sea ice concentration for a selected month, as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:40:00.959667Z", + "iopub.status.busy": "2024-06-21T05:40:00.959478Z", + "iopub.status.idle": "2024-06-21T05:40:00.966020Z", + "shell.execute_reply": "2024-06-21T05:40:00.965074Z", + "shell.execute_reply.started": "2024-06-21T05:40:00.959649Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def plot_si_conc(data):\n", + " \"\"\" A function for plotting tri-polar data\"\"\"\n", + " ax = plt.gca()\n", + "\n", + " # Map the plot boundaries to a circle\n", + " theta = np.linspace(0, 2*np.pi, 100)\n", + " center, radius = [0.5, 0.5], 0.5\n", + " verts = np.vstack([np.sin(theta), np.cos(theta)]).T\n", + " circle = mpath.Path(verts * radius + center)\n", + " ax.set_boundary(circle, transform=ax.transAxes)\n", + "\n", + " # Add land features and gridlines\n", + " ax.add_feature(cfeature.NaturalEarthFeature('physical', 'land', '50m', edgecolor='black',\n", + " facecolor = 'gainsboro'), zorder = 2)\n", + "\n", + " data.plot.contourf(\n", + " transform = ccrs.PlateCarree(),\n", + " x = 'geolon', \n", + " y = 'geolat', \n", + " levels = np.arange(0.15, 1.05, 0.05),\n", + " cmap = cmo.ice,\n", + " cbar_kwargs = {\n", + " 'label':'Sea Ice Concentration'\n", + " }\n", + " )\n", + "\n", + " gl = ax.gridlines(\n", + " draw_labels=True, linewidth=1, color='gray', alpha=0.2, linestyle='--',\n", + " ylocs = np.arange(-80, 81, 10)\n", + " )\n", + "\n", + " ax.coastlines()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:40:00.966716Z", + "iopub.status.busy": "2024-06-21T05:40:00.966550Z", + "iopub.status.idle": "2024-06-21T05:41:48.248067Z", + "shell.execute_reply": "2024-06-21T05:41:48.247104Z", + "shell.execute_reply.started": "2024-06-21T05:40:00.966700Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_sh_si_conc():\n", + " ax = plt.subplot(projection=ccrs.SouthPolarStereo())\n", + "\n", + " ax.set_extent([-180, 180, -90, -50], crs=ccrs.PlateCarree())\n", + "\n", + " plot_si_conc(\n", + " sic.cf.sel(time='1985-08').squeeze('time')\n", + " )\n", + "\n", + "plot_sh_si_conc()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "execution": { + "iopub.execute_input": "2024-06-21T05:41:48.249306Z", + "iopub.status.busy": "2024-06-21T05:41:48.249117Z", + "iopub.status.idle": "2024-06-21T05:42:33.530009Z", + "shell.execute_reply": "2024-06-21T05:42:33.528746Z", + "shell.execute_reply.started": "2024-06-21T05:41:48.249288Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_nh_si_conc():\n", + " ax = plt.subplot(projection=ccrs.NorthPolarStereo(central_longitude=-45))\n", + " \n", + " ax.set_extent([-180, 180, 40, 90], crs=ccrs.PlateCarree())\n", + "\n", + " plot_si_conc(\n", + " sic.cf.sel(time='1985-02').squeeze('time')\n", + " )\n", + "\n", + "plot_nh_si_conc()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once we are happy with your plot, we can save the plot to disk using `plt.savefig('filepath/filename')` function at the end of the cell containing the plot we want to save, as shown below. Note that your filename must contain the file (e.g., pdf, jpeg, png, etc.). \n", + "For more information on the options available to save figures refer to [Matplotlib documentation](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.savefig.html)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "execution": { + "iopub.status.busy": "2023-10-02T04:38:30.214407Z", + "iopub.status.idle": "2023-10-02T04:38:30.214614Z", + "shell.execute_reply": "2023-10-02T04:38:30.214511Z", + "shell.execute_reply.started": "2023-10-02T04:38:30.214502Z" + }, + "tags": [] + }, + "source": [ + "```python\n", + "plot_sh_si_conc()\n", + "plt.savefig('MyFirstSeaIcePlot.png', dpi = 300)\n", + "```" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:analysis3-24.04] *", + "language": "python", + "name": "conda-env-analysis3-24.04-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From fbd6467e00327e6f7d7466917f1f497245b59257 Mon Sep 17 00:00:00 2001 From: Marc White Date: Mon, 17 Mar 2025 17:13:46 +1100 Subject: [PATCH 04/16] Merge in updates from earlier portion of branch --- Recipes/SeaIce_Plot_Example.ipynb | 3436 ----------------------------- Recipes/Sea_Ice_Coordinates.ipynb | 4 +- 2 files changed, 2 insertions(+), 3438 deletions(-) delete mode 100644 Recipes/SeaIce_Plot_Example.ipynb diff --git a/Recipes/SeaIce_Plot_Example.ipynb b/Recipes/SeaIce_Plot_Example.ipynb deleted file mode 100644 index fc218519..00000000 --- a/Recipes/SeaIce_Plot_Example.ipynb +++ /dev/null @@ -1,3436 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Sea ice plotting examples" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This script shows how to load and plot sea ice concentration from sea ice models (CICE5, and SIS2) output, while also indicating how to get around some of the pitfalls and foibles in CICE temporal and spatial gridding.\n", - "\n", - "Requirements: The `conda/analysis3` module from `/g/data/hh5/public/modules`. " - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T04:56:47.151492Z", - "iopub.status.busy": "2024-06-21T04:56:47.150351Z", - "iopub.status.idle": "2024-06-21T04:56:47.162798Z", - "shell.execute_reply": "2024-06-21T04:56:47.161821Z", - "shell.execute_reply.started": "2024-06-21T04:56:47.151437Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "#Choose which model we are working with\n", - "MODEL='cice5'\n", - "# MODEL='sis2'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Firstly, load modules:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T04:56:47.165346Z", - "iopub.status.busy": "2024-06-21T04:56:47.164799Z", - "iopub.status.idle": "2024-06-21T04:59:42.778798Z", - "shell.execute_reply": "2024-06-21T04:59:42.777541Z", - "shell.execute_reply.started": "2024-06-21T04:56:47.165307Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "import intake\n", - "from dask.distributed import Client\n", - "from datetime import timedelta\n", - "import cf_xarray as cfxr\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import cartopy.crs as ccrs\n", - "import cartopy.feature as cfeature\n", - "import numpy as np\n", - "import matplotlib.path as mpath\n", - "import cmocean.cm as cmo" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T04:59:42.781435Z", - "iopub.status.busy": "2024-06-21T04:59:42.780561Z", - "iopub.status.idle": "2024-06-21T04:59:59.161665Z", - "shell.execute_reply": "2024-06-21T04:59:59.160405Z", - "shell.execute_reply.started": "2024-06-21T04:59:42.781384Z" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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    " - ], - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "client = Client(threads_per_worker=1)\n", - "client" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "tags": [] - }, - "source": [ - "Open the catalog" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T04:59:59.164395Z", - "iopub.status.busy": "2024-06-21T04:59:59.163419Z", - "iopub.status.idle": "2024-06-21T05:00:01.955649Z", - "shell.execute_reply": "2024-06-21T05:00:01.954662Z", - "shell.execute_reply.started": "2024-06-21T04:59:59.164343Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "catalog = intake.cat.access_nri" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The dictionary below specifies experiment, start and ending times for each model we can use (CICE5 with MOM5 or SIS2 with MOM6). This example will work with RYF forcing experiments and sea ice concentration variable, which is called `aice_m` in mom5 and `siconc` in mom6.\n", - "\n", - "If you want a different experiment, or a different time period, change the necessary values. Note that we are just loading the last 10 years here.\n", - "\n", - "Note also the `decode_coords=False` flag. **This gets around some messy issues with the way xarray decides to load CICE grids**:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:00:01.961394Z", - "iopub.status.busy": "2024-06-21T05:00:01.960239Z", - "iopub.status.idle": "2024-06-21T05:00:01.968482Z", - "shell.execute_reply": "2024-06-21T05:00:01.967357Z", - "shell.execute_reply.started": "2024-06-21T05:00:01.961344Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "sic_args = {\n", - " \"cice5\": { #cice5 is part of ACCESS-OM2\n", - " \"expt\": \"01deg_jra55v13_ryf9091\",\n", - " \"variable\": \"aice_m\",\n", - " \"decode_coords\": False\n", - " },\n", - " \"sis2\": { #sis2 is used for testing MOM6\n", - " \"expt\": \"OM4_025.JRA_RYF\",\n", - " \"variable\": \"siconc\",\n", - " \"decode_coords\": True\n", - " },\n", - " #In the future, we will add a CICE6 option (i.e. the future ACCESS-OM3)\n", - "}\n", - "\n", - "area_variable = {\n", - " \"cice5\": \"area_t\" ,\n", - " \"sis2\": \"areacello\"\n", - "}\n", - "\n", - "geo_variables = {\n", - " \"cice5\":['geolon_t', 'geolat_t'] ,\n", - " \"sis2\": ['geolon', 'geolat']\n", - "}" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:00:02.353556Z", - "iopub.status.busy": "2024-06-21T05:00:02.353373Z", - "iopub.status.idle": "2024-06-21T05:00:18.174771Z", - "shell.execute_reply": "2024-06-21T05:00:18.173915Z", - "shell.execute_reply.started": "2024-06-21T05:00:02.353539Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "cat_subset = catalog[sic_args[MODEL]['expt']]" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:00:18.315444Z", - "iopub.status.busy": "2024-06-21T05:00:18.314389Z", - "iopub.status.idle": "2024-06-21T05:00:18.354428Z", - "shell.execute_reply": "2024-06-21T05:00:18.353381Z", - "shell.execute_reply.started": "2024-06-21T05:00:18.315393Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "var_search = cat_subset.search(variable=sic_args[MODEL]['variable'], frequency=\"1mon\")" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:00:23.419493Z", - "iopub.status.busy": "2024-06-21T05:00:23.418718Z", - "iopub.status.idle": "2024-06-21T05:04:20.863033Z", - "shell.execute_reply": "2024-06-21T05:04:20.861794Z", - "shell.execute_reply.started": "2024-06-21T05:00:23.419444Z" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/g/data/hh5/public/apps/miniconda3/envs/analysis3-24.04/lib/python3.10/site-packages/distributed/client.py:3164: UserWarning: Sending large graph of size 13.12 MiB.\n", - "This may cause some slowdown.\n", - "Consider scattering data ahead of time and using futures.\n", - " warnings.warn(\n" - ] - } - ], - "source": [ - "darray = var_search.to_dask( \n", - " xarray_open_kwargs=dict(\n", - " decode_coords = sic_args[MODEL]['decode_coords']\n", - " ) , \n", - " xarray_combine_by_coords_kwargs=dict(\n", - " compat=\"override\",\n", - " data_vars=\"minimal\",\n", - " coords=\"minimal\"\n", - " )\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:20:22.081099Z", - "iopub.status.busy": "2024-06-21T05:20:22.079885Z", - "iopub.status.idle": "2024-06-21T05:20:22.086505Z", - "shell.execute_reply": "2024-06-21T05:20:22.085029Z", - "shell.execute_reply.started": "2024-06-21T05:20:22.081047Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "darray = darray[sic_args[MODEL]['variable']]\n", - "darray = darray" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:20:22.625512Z", - "iopub.status.busy": "2024-06-21T05:20:22.624505Z", - "iopub.status.idle": "2024-06-21T05:20:22.630794Z", - "shell.execute_reply": "2024-06-21T05:20:22.629690Z", - "shell.execute_reply.started": "2024-06-21T05:20:22.625462Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "sic = darray" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Another messy thing about CICE is that it thinks that monthly data for, say, January occurs at midnight on Jan 31 -- while xarray interprets this as the first milllisecond of February.** \n", - " \n", - "To get around this, note that we loaded data from February above, and we now subtract 12 hours from the time dimension. This means that, at least data is sitting in the correct month, and really helps to compute monthly climatologies correctly." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:20:25.968757Z", - "iopub.status.busy": "2024-06-21T05:20:25.967790Z", - "iopub.status.idle": "2024-06-21T05:20:26.004735Z", - "shell.execute_reply": "2024-06-21T05:20:26.003046Z", - "shell.execute_reply.started": "2024-06-21T05:20:25.968705Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "if MODEL =='cice5' :\n", - " sic['time'] = sic.time.to_pandas() - timedelta(hours = 12)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:20:27.452381Z", - "iopub.status.busy": "2024-06-21T05:20:27.451428Z", - "iopub.status.idle": "2024-06-21T05:20:27.491117Z", - "shell.execute_reply": "2024-06-21T05:20:27.489721Z", - "shell.execute_reply.started": "2024-06-21T05:20:27.452330Z" - } - }, - "outputs": [], - "source": [ - "sic = sic.sel(time=slice('1981','1990'))" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:20:32.083763Z", - "iopub.status.busy": "2024-06-21T05:20:32.082712Z", - "iopub.status.idle": "2024-06-21T05:20:32.120406Z", - "shell.execute_reply": "2024-06-21T05:20:32.118615Z", - "shell.execute_reply.started": "2024-06-21T05:20:32.083710Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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    " - ], - "text/plain": [ - " Size: 5GB\n", - "dask.array\n", - "Coordinates:\n", - " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n", - "Dimensions without coordinates: nj, ni\n", - "Attributes:\n", - " units: 1\n", - " long_name: ice area (aggregate)\n", - " coordinates: TLON TLAT time\n", - " cell_measures: area: tarea\n", - " cell_methods: time: mean\n", - " time_rep: averaged" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sic = sic.chunk([3, 'auto', 'auto'])\n", - "sic" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note that `aice_m` is the monthly average of fractional ice area in each grid cell aka the concentration. **To find the actual area of the ice we need to know the area of each cell. Unfortunately, CICE doesn't save this for us ... but the ocean model does.** So, let's load `area_t` from the ocean model, and rename the coordinates in our ice variable to match the ocean model. Then we can multiply the ice concentration with the cell area to get a total ice area." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:35:14.143385Z", - "iopub.status.busy": "2024-06-21T05:35:14.142289Z", - "iopub.status.idle": "2024-06-21T05:35:14.851878Z", - "shell.execute_reply": "2024-06-21T05:35:14.851154Z", - "shell.execute_reply.started": "2024-06-21T05:35:14.143334Z" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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    <xarray.DataArray 'area_t' (yt_ocean: 2700, xt_ocean: 3600)> Size: 39MB\n",
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    -       "Coordinates:\n",
    -       "  * xt_ocean  (xt_ocean) float64 29kB -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n",
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    -       "Attributes:\n",
    -       "    long_name:     tracer cell area\n",
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    " - ], - "text/plain": [ - " Size: 39MB\n", - "array([[nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " ...,\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n", - "Coordinates:\n", - " * xt_ocean (xt_ocean) float64 29kB -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n", - " * yt_ocean (yt_ocean) float64 22kB -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n", - " geolon_t (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n", - " geolat_t (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n", - "Attributes:\n", - " long_name: tracer cell area\n", - " units: m^2\n", - " valid_range: [0.e+00 1.e+15]\n", - " cell_methods: time: point" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "var_search = cat_subset.search(variable=area_variable[MODEL])\n", - "var_search = var_search.search(path=var_search.df['path'][0])\n", - "darray = var_search.to_dask()\n", - "darray = darray[area_variable[MODEL]]\n", - "area = darray.load()\n", - "area" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Our CICE data is missing x&y coordinate values, so we can also get them from area_t" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "So that our new coordinates are recognised as cf standard, we also need to copy the attributes. This notebook is designed to use `cf-xarray`. This means the rest of the notebook is [Model Agnostic](https://cosima-recipes.readthedocs.io/en/latest/Tutorials/Model_Agnostic_Analysis.html)." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:35:34.720374Z", - "iopub.status.busy": "2024-06-21T05:35:34.719342Z", - "iopub.status.idle": "2024-06-21T05:35:34.732671Z", - "shell.execute_reply": "2024-06-21T05:35:34.731596Z", - "shell.execute_reply.started": "2024-06-21T05:35:34.720322Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "if MODEL =='cice5' :\n", - " sic.coords['ni'] = area['xt_ocean'].values\n", - " sic.coords['nj'] = area['yt_ocean'].values\n", - "\n", - " sic.ni.attrs = area.xt_ocean.attrs\n", - " sic.nj.attrs = area.yt_ocean.attrs\n", - " \n", - " sic = sic.rename(({'ni': 'xt_ocean', 'nj': 'yt_ocean'}))" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:35:35.483681Z", - "iopub.status.busy": "2024-06-21T05:35:35.482464Z", - "iopub.status.idle": "2024-06-21T05:35:35.499283Z", - "shell.execute_reply": "2024-06-21T05:35:35.498283Z", - "shell.execute_reply.started": "2024-06-21T05:35:35.483630Z" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Coordinates:\n", - " CF Axes: * X: ['xt_ocean']\n", - " * Y: ['yt_ocean']\n", - " Z, T: n/a\n", - "\n", - " CF Coordinates: * longitude: ['xt_ocean']\n", - " * latitude: ['yt_ocean']\n", - " vertical, time: n/a\n", - "\n", - " Cell Measures: area, volume: n/a\n", - "\n", - " Standard Names: n/a\n", - "\n", - " Bounds: n/a\n", - "\n", - " Grid Mappings: n/a" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sic.cf" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now that we have axes with cf compliant coordinates, we can select using `latitude` keywords." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "execution": { - "iopub.execute_input": "2023-10-02T04:31:53.852863Z", - "iopub.status.busy": "2023-10-02T04:31:53.851848Z", - "iopub.status.idle": "2023-10-02T04:31:53.862609Z", - "shell.execute_reply": "2023-10-02T04:31:53.861317Z", - "shell.execute_reply.started": "2023-10-02T04:31:53.852807Z" - } - }, - "source": [ - "# Sea Ice Area" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's look at a timeseries of SH sea ice area. Area is defined (per convention) as the sum of sea ice concentration multiply by the area of each grid cell (and masked for sea ice concentration above 15%)\n", - "\n", - "By convention, sea-ice area for a region or basin is the sum of the area's where concentration is greater than 15%. \n", - "We also need to drop geolon and geolat so we have unique longitude and latitude to reference" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:37:03.308340Z", - "iopub.status.busy": "2024-06-21T05:37:03.307631Z", - "iopub.status.idle": "2024-06-21T05:37:03.366146Z", - "shell.execute_reply": "2024-06-21T05:37:03.365305Z", - "shell.execute_reply.started": "2024-06-21T05:37:03.308288Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "sic = sic.where(sic >= 0.15)\n", - "\n", - "si_area = sic * area\n", - "\n", - "if MODEL=='cice5':\n", - " si_area = si_area.drop_vars({'geolon_t', 'geolat_t'})" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:35:40.130679Z", - "iopub.status.busy": "2024-06-21T05:35:40.130503Z", - "iopub.status.idle": "2024-06-21T05:35:40.137747Z", - "shell.execute_reply": "2024-06-21T05:35:40.136869Z", - "shell.execute_reply.started": "2024-06-21T05:35:40.130662Z" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Coordinates:\n", - " CF Axes: * X: ['xt_ocean']\n", - " * Y: ['yt_ocean']\n", - " Z, T: n/a\n", - "\n", - " CF Coordinates: * longitude: ['xt_ocean']\n", - " * latitude: ['yt_ocean']\n", - " vertical, time: n/a\n", - "\n", - " Cell Measures: area, volume: n/a\n", - "\n", - " Standard Names: n/a\n", - "\n", - " Bounds: n/a\n", - "\n", - " Grid Mappings: n/a" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "si_area.cf" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:35:40.139709Z", - "iopub.status.busy": "2024-06-21T05:35:40.139106Z", - "iopub.status.idle": "2024-06-21T05:35:40.208800Z", - "shell.execute_reply": "2024-06-21T05:35:40.208010Z", - "shell.execute_reply.started": "2024-06-21T05:35:40.139662Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "SH_area = si_area.cf.sel(latitude=slice(-90, -45)).cf.sum(['latitude', 'longitude'])\n", - "NH_area = si_area.cf.sel(latitude=slice(45, 90)).cf.sum(['latitude', 'longitude'])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we are using a repeat year forcing experiemnt, the sea ice cycle is very regular:" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:35:40.209780Z", - "iopub.status.busy": "2024-06-21T05:35:40.209611Z", - "iopub.status.idle": "2024-06-21T05:36:08.677245Z", - "shell.execute_reply": "2024-06-21T05:36:08.675703Z", - "shell.execute_reply.started": "2024-06-21T05:35:40.209764Z" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/g/data/hh5/public/apps/miniconda3/envs/analysis3-24.04/lib/python3.10/site-packages/distributed/client.py:3164: UserWarning: Sending large graph of size 37.51 MiB.\n", - "This may cause some slowdown.\n", - "Consider scattering data ahead of time and using futures.\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "SH_area.plot(label = 'Antarctic')\n", - "NH_area.plot(label = 'Arctic')\n", - "\n", - "plt.legend(loc='lower right')\n", - "plt.ylabel('Sea Ice Area (km$^{2}$)');" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "And the seasonal cycle of sea-ice area:" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:36:08.681664Z", - "iopub.status.busy": "2024-06-21T05:36:08.681037Z", - "iopub.status.idle": "2024-06-21T05:36:28.215527Z", - "shell.execute_reply": "2024-06-21T05:36:28.214051Z", - "shell.execute_reply.started": "2024-06-21T05:36:08.681615Z" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/g/data/hh5/public/apps/miniconda3/envs/analysis3-24.04/lib/python3.10/site-packages/distributed/client.py:3164: UserWarning: Sending large graph of size 37.53 MiB.\n", - "This may cause some slowdown.\n", - "Consider scattering data ahead of time and using futures.\n", - " warnings.warn(\n", - "/g/data/hh5/public/apps/miniconda3/envs/analysis3-24.04/lib/python3.10/site-packages/distributed/client.py:3164: UserWarning: Sending large graph of size 37.53 MiB.\n", - "This may cause some slowdown.\n", - "Consider scattering data ahead of time and using futures.\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "image/png": 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kJxXNe+kM6siMnQvYZv3vvx/Z+/57jDPYuarnuLQbzm2Cc5vhxrmc57d1Vkd/qrZXCyH3qiDX6EURWHM0mjGLDpFpUni8vjdf9m8oowClUGJqBgv3XuLH7RHEJaUB4OZow9AW/jzfJlC6PJspKXoKoMwVPbdvwZHFcGAuXDuZt9dYO+ShOHEB238XM/86xsaxaIuQW5fU4ufcJojYCrdv5nzexQ+qtlMLoMB24OBWdO8tyoyVh6/w2uIwjCaFXg19+PypBrKMRCmXmmHkj4OXmbXtHJE31K7arapV4MfBIVL4mCEpegqgzBQ9UaFqoXNsqTrPBsDaEYL6gEft+xQ0rurXBjNu524yQvRhOL9ZLYQu7QFTxr8O0IF3g7vzgXybgpV0aBUPtiz0Mq8vOYxJUe/Q+qRvfQwyybXMyDSaWHXkCm8vP0ZyupGOtT2YMbCRjPKZGSl6CqBUFz3pKWqRc2AOXDl0d79HHQgZBvX7qQVOaZKerF62O7dZLYRiw3M+b+0AVVqoRVBge7Xgk0th4l9+3x/Jm8uOoCjwdGNfpvSuJ3f1lFG7z11nyLx9pGWaeLy+N18/HSzFrxmRoqcASmXRE3sSDs6DsEWQpnYkxWADdXqpxY5fs7LzQZ8QDee33B0JSo7N+byTl3oJ7M58oHKyVlJZ9uveS/xv+VEABjbzY3LPICl4yrjNJ2N54ecDZBgV+oVU5uM+9eX/E2ZCip4CKDVFT2a6Oin5wDy4uOPu/vL+aqHT8FlwrKBZPLOgKOrIz50J0Rd3QebtnMd41L1bAFVpATayXk9ZsWD3Bd798zgAQ1r4816POtK0TgDw99FoXv41FJMi/98wJ1L0FIDFFz03L8LB+XDoZ0i+pu7T6aFmNwgZCoEdQC/XoXOVkQqRe9Ui6PxmiD4C/Os/C4ONOioW2F4thLwayM+ylJqzI4IPVquXQp9vHcD/utWWDzWRw7LQy4z7/TAAL7evyhuda2mcSEjRUwAWWfSYjHBmgzpX58wGsj+oy3nDI4PhkUHgUknTiBYp+TpEbMm6M2wzJFzO+by9GwS2vTsfyNVXk5iiaM3aeo6pf6t3Mr7UrirjO9eUgkfk6pc9F3l7xTEA3uhck5fbV9M4UdkmRU8BWFTRk3gVDi2Agz9BfOTd/YHt1UtYNbua951WlkRR4PrZuxOiI7bd27fIvdrdBon+raRLtAX6fvNZPlt3CoAxj1bntY7VpeARDzR723k+WnMCgPd61GFoywCNE5VdFl/0bNu2jc8++4yDBw8SHR3N8uXL6dWrV55eu3PnTtq2bUtQUBBhYWF5fk+zL3oUBS5sh/1z4OTqux2O7ctD8EBoNFRtxieKlzEDLh+4OyE66gAoprvP662h26dq8Skswtcbz/DlxtMAjHusBmMera5xImEpvtp4mq82ngHgk7716N/YT+NEZVN+Pr/Nsmd/cnIyDRo0YOjQofTt2zfPr4uPj2fQoEE8+uijXL169eEvsAS3b6p3Xx2YC9fP3N3v21T9YK3TC6ztNItX5hisoUpz9dH+f2qTxwvb7zZJvBkBq8eBkyfU6q51WvEAiqIwbcNpvt10FoDxXWoyqp1cphB59+qj1UlOy2T29ggmLDuKvY0VPRv4aB1LPIBZjvT8m06ny/NIz9NPP0316tUxGAysWLHCckd6FAWiDt5tIpiZqu63cYL6/dWJyV71tM0o7qUosHqsOqHcyh6GrFbXBhNmR1EUPl57kllbzwPwVrfaPN8mUONUwhIpisLbK46xcO8lrPQ6ZgxsxGN1pOVFScrP53epuQVl3rx5nDt3jvfee0/rKAWXlqR+YM5qAz8+CmEL1YLHMwi6T4P/OwmPT5OCx1zpdNDtC6j2mHoL/K/94cZ5rVOJ/1AUhQ//OpFd8LzXo44UPKLAdDodHzwRRJ/gSmSaFF5eGMqOM3FaxxL3YZaXt/LrzJkzTJgwge3bt2NllbdvKS0tjbS0tOyvExISiivew10NV0d1jixWF/gEMNiqS0OEDIPKjctOE0FLZ7CCp+bBvG4QcwR+eRJGbJR1v8yEoii8vyqc+bsuAPBBryCea1ZF21DC4un1Oj59sj4p6UbWHo/h+QUHWDC8CY395b97c2PxIz1Go5EBAwbw/vvvU6NGjTy/burUqbi4uGQ/fH1L+LbjzDQ4sgTmdoEZzWH/bLXgcQuETh+qozq9Z4JvEyl4LI1tORjwO7j4qivBL3pG7QUkNGUyqZch5u+6gE4HU/vUk4JHFBkrg55vngmmXc2K3M4wMmzefo5cvqV1LPEfFj+n59atW5QvXx6D4e7KtyaTCUVRMBgMrF+/ng4dOtzzutxGenx9fYt/Ts+N81lNBH+BlOvqPp1BnfQaMgwC2krju9Ii9gTM6awuAVKnFzw5T/5tNWIyKUxcdpTFByLR6eDTvvV5KkT6K4mil5phZMi8few5fwNXB2sWv9Ccml7ltI5Vqln83Vv54ezszNGjR3Psmz59Ops2beKPP/4gICD33gm2trbY2pbQKtvGTDi9Vr2Ede6fu/udK91tIujsXTJZRMnxqA1P/wI/94HwFbDRVx3FEyXKaFJ444/DLAuNQq+Daf0a0itYmnaK4mFnbeDHwY0Z+ONewiJv8eyPe1kysjkBFRy1jiYw06InKSmJs2fPZn8dERFBWFgYbm5u+Pn5MXHiRKKioliwYAF6vZ6goKAcr/fw8MDOzu6e/Zo4MBe2fQ4JUVk7dFDtUXVUp3pndQ6IKL0C2kCv6bDsedj1Lbj4QdMXtE5VZmQaTfzfksP8GXYFg17HV/0b0kNuKRbFzMnWip+GNuHp2Xs4EZ3As7P38PvI5lQuL2v4ac0sx9oPHDhAcHAwwcHBAIwbN47g4GDeffddAKKjo7l06ZKWEfMuNUEteBzcoeWrMOYQDFyqXs6SgqdsqN8POrytbq99E07+pW2eMiLDaOLVxWH8GXYFK72O754JloJHlBgXB2t+Ht6EwIqOXIlP5dkf9xKbIHP7tGb2c3pKSrH16UmOUxvX1ekJViV0OU2YH0WBVWMgdEFWD5+/oHIjrVOVWumZJkYvCmXd8atYG3R8P+AROtX10jqWKINi4lN5atYuIm/cpoanE7+90Bw3RxutY5UqZbJPj9lyrAD1n5KCp6zT6dReS9U6qj18FvWHGxFapyqV0jKNjFp4kHXHr2Jj0DPruUZS8AjNeLnY8euIZng523H6ahKD5u4lITVD61hllhQ9QpQUgzU8NV9tLpl8DRY+BSk3tE5VqqRmGBn580E2nojF1krP7MEhdKgl3XGFtnzdHPhlRFPcHW04FpXA0Hn7SUnP1DpWmSRFjxAlybYcDFgCzpXVtdR+GyA9fIrI7XQjzy84wOZT17Cz1jN3SGPa1qiodSwhAKjm4cTPw5vibGfFwYs3eX7BAVIzjFrHKnOk6BGipDl7w8A/wNYFLu2GFSPBZHr468R9paRnMmz+fraficPBxsD8oU1oWa2C1rGEyKGOjzM/DWuCo42BnWev8/LCUDKM8t9+SZKiRwgteNSG/j+D3hqOL4eNFrxmnMaS0jIZMm8/u89fx9HGwE/DmtAs0F3rWELkKtivPHOGNMbWSs8/J2MZuzgMo0nuJyopUvQIoZXAtvDEd+r2rm9g32xt81igxNQMBs/dx76IG5SzteLnEU1lvSNh9poFujPzuUZYG3T8dSSaN5cewSSFT4mQokcILTV4Gtpn9fD5ezyc+lvbPBYk/nYGz83Zx8GLN3G2s+KXEU15xK+81rGEyJP2NT349plgDHodfxy8zPurjiMdZIqfFD1CaK3N6xD8HCgm+GMYRB3UOpHZu5WSnt3m39XBml+fb0YDX1etYwmRL12CvPn8qfrodPDT7ot8tu6U1pFKPSl6hNCaTgePfwlVH4WMFPi1P9y8oHUqs3UjOZ0Bs/dyNCoeN0cbfh3RjKBKLlrHEqJAegdX5sNe6pJJ07ec4/vNZx/yClEYUvQIYQ4M1tDvp7s9fH55Unr45CIuKY0Bs/cQHp1ABScbFj3fjDo+RdhBXQgNPNu0Cm93rw3AZ+tOMXeHNC4tLlL0CGEupIfPA8UmpvLMD3s4GZNIxXK2/PZCM2p6ldM6lhBFYkTrQF7rWAOAyavD+W2fhawvaWGk6BHCnDh7w7NLwNY5q4fPS9LDB7iakMrTP+zhTGwSXs52LH6hGdU8pOARpcuYR6vxQptAACYuP8qfYVEaJyp9pOgRwtx41snq4WMFx5fBP+9rnUhTV27dpv+s3Zy/lkwlV3sWv9iMwIpOWscSosjpdDomdq3Fs039UBQY9/th1h+P0TpWqSJFjxDmKLAd9Mzq4bPzK9j/o5ZpNHP5Zgr9f9jNhespVC5vz28vNKOKu6PWsYQoNjqdjg+eCKJPcCWMJoVXfj3E9jPXtI5VakjRI4S5avgMtH9L3V7zBpxaq22eEnbpegr9Z+0h8sZtqrg7sPjF5vi6OWgdS4hip9fr+PTJ+nQN8iLdaOL5BQfYFyE3NhQFKXqEMGdt3oDggVk9fIZCVKjWiUpERFwy/X/YTdSt2wRWcGTxC82p5GqvdSwhSoyVQc/XTwfTrmZFUjNMDJu/nyOXb2kdy+JJ0SOEOdPp4PGvoGqHrB4+/Up9D58Lccn0n7Wb6PhUqnk48dsLzfBysdM6lhAlzsZKz8yBjWgW6EZSWiaD5u7jZEyC1rEKRlEgcp/WKaToEcLsGazhqZ/AM0jt4bPwKbh9U+tUxUJRFMYvPUJsYho1Pcux6PlmeDhLwSPKLjtrAz8Obkywnyu3UjIY+OM+zl9L0jpW/m35GOY8Bru+1TSGFD1CWAI7Z/VWdudKEHcafnsWMtO0TlXkVh6+wr6IG9hZ65kzJISK5Wy1jiSE5pxsrZg/pAl1vJ2JS0rj2R/3EnkjRetYebdnBmz9WN220vaPGCl6hLAUzj53e/hc3FnqevgkpWUyZc0JAF5pX43K5WXSshB3uDhYs2B4E6pWdCQ6PpWBc/ZyNcECmpeGLYK1E9Tt9m9Dk+c1jSNFjxCWxLMu9Fug9vA5thQ2TdY6UZH5dtMZriakUcXdgRGtA7WOI4TZqeBky8IRzfB1s+fi9RQG/riX60lmPOJ78i/482V1u9nL6uLKGpOiRwhLU7U99My6Lr7jS9g/R9s8ReBsbFL2ekPv9aiDnbVB40RCmCcvFzt+HdEML2c7zsQmMWjuPuJvZ2gd617nt8KSIaAYoeFA6PyRemOGxqToEcISNRwA7f6nbq953aJ7+CiKwvurjpNhVHi0lgcdanlqHUkIs+br5sDC55tSwcmG41cSGDZ/P8lpmVrHuivqoLp2oDEdaj0OPb42i4IHpOgRwnK1Ha/+BXWnh8+VQ1onKpB1x2PYfiYOGys97/aoo3UcISxC1YpO/Dy8KS721hy8eJPnFxwgNcOodSyIPQm/9IX0JAhoC33ngMFK61TZpOgRwlLpdNDjKwhsn9XDpz/cvKh1qny5nW7kg9Xq5OWRbQJliQkh8qG2tzM/DWuCo42BXeeuM2vreW0D3bwIP/dSW2pUCoGnfwVr82o5IUWPEJbMYK1ObPYMgqSrFtfDZ8aWs0Tduk0lV3tealdN6zhCWJyGvq68/0QQAEsORmIyKdoESbyqFjyJ0VCxdtadpua3MLAUPUJYOjtnGPA7lPOBuFPw20CL6OFz8XoyM7epf5m+83ht7G1k8rIQBdG9njeONgYu37zNgYsa/NFz+yb80gdunAfXKvDccnBwK/kceSBFjxClgUsl9S8rm3JwcQesGGX2PXw+WB1OeqaJ1tUr0Lmul9ZxhLBY9jYGutXzBmD5ocsl++bpyeql9avHwMkTBq0AZ++SzZAPUvQIUVp4BUH/Oz18/oBNH2id6L42nbzKxhOxWOl1vNejLjozubNDCEvV+5FKAKw+El1yE5oz02HxcxC5F+xc1REeN/PusSVFjxClSdUO0OMbdXvHNDgwT9s8uUjNMPL+qnAAhrcKoJqH+V33F8LSNAtwx8fFjsTUTDaeuFr8b2gywrLn4dw/YO0Az/6hNk81c1L0CFHaBD8LbbPavv/1f3B6vbZ5/uPH7ee5eD0FT2dbRj9aXes4QpQKer0ue7RneWhU8b6ZosDq1yB8Beit4emF4Nu4eN+ziEjRI0Rp1G4CNBigdkNdMgSuhGmdCICoW7f5bvNZAP7XrTZOtubTv0MIS9c7uDIAW05fI644l6fY+B6E/gQ6PTw5Rx1hthBS9AhRGul0ahfUwHaQkQy/9oNbl7ROxUd/hZOaYaJJgBs9G/hoHUeIUqWahxMNKrtgNCmsDLtSPG+y40vY+bW63eMbqPNE8bxPMTHLomfbtm306NEDHx8fdDodK1aseODxy5Yt47HHHqNixYo4OzvTvHlz1q1bVzJhhTBXVjZqDx+PumoPn1+e1LSHz44zcaw5GoNBr+P9njJ5WYji0OcRdbRn+aFiuMR1YB5snKRud/oQHnmu6N+jmJll0ZOcnEyDBg347rvv8nT8tm3beOyxx1izZg0HDx6kffv29OjRg0OHLLMtvxBFxs5FvZX9Tg+fxc9p0sMnPdPEeyuPAfBcsyrU9nYu8QxClAU9GvhgpddxNCqe01cTi+7Ex5aq83gAWv8ftBhddOcuQTpFUTRq35g3Op2O5cuX06tXr3y9rm7duvTv35933303T8cnJCTg4uJCfHw8zs7yC1mUMjFHYW5XSE+Eev2gzw8lugDg7G3n+WjNCdwdbdj0ejtc7K1L7L2FKGtG/HSAjSeuMrJtVSZ0rVX4E57ZCIv6gykTQoZD9y/MZgFRyN/nt1mO9BSWyWQiMTERNzfz7AgpRInzqgf9fgKdAY7+Dts+K7G3vpqQylcbTwPwZtdaUvAIUcz6Zt3F9WdYFMbCLktxaQ8sHqgWPEFPQrfPzargya9SWfR88cUXJCcn069fv/sek5aWRkJCQo6HEKVatUfh8S/V7S1TIWJ7ibzt1DUnSE430tDXlSez5hsIIYpPh9oeONtZER2fyp7z1wt+ougjsLAfZN6G6p2g90zQW3bZYNnpc7Fo0SImTZrE4sWL8fDwuO9xU6dOxcXFJfvh6+tbgimF0EijwdDwWVBMsHQEJF0r1rfbe/46K8KuoNPB5Cfqotdb7l+IQlgKWysDj2fdHbk0tIDLUlw/p66nlRYPfi3gqZ/UBY4tXKkqehYvXszw4cP5/fff6dix4wOPnThxIvHx8dmPyMjIEkophMa6fQYVa0FSDCx/odjW6Mo0mnhv5XEAnmniR/3KrsXyPkKIe925xLX2WAwp6Zn5e3F8FCx4ApKvqZfGB/wGNg7FkLLklZqiZ9GiRQwZMoRff/2V7t27P/R4W1tbnJ2dczyEKBNsHOGp+WBlD+c2qctVFIOFey9xMiYRVwdr3uhUs1jeQwiRu0f8ylPF3YGUdCPrjsfk/YXJ1+HnXhAfCe7VYOBy9S7QUsIsi56kpCTCwsIICwsDICIigrCwMC5dUpurTZw4kUGDBmUfv2jRIgYNGsQXX3xBs2bNiImJISYmhvj4eC3iC2H+PGqrIz4Amz+Ci7uK9PRxSWl8sf4UAK93qkl5R5siPb8Q4sF0Oh29g9XRnmV5XZYiNQEW9oW40+BcCZ5bAU4Viy+kBsyy6Dlw4ADBwcEEBwcDMG7cOIKDg7NvP4+Ojs4ugABmzZpFZmYmL7/8Mt7e3tmPV199VZP8QliE4IFQv786v+eP4epfeEXks7WnSEjNpK6PM8808Suy8woh8q5P1rIUO8/GEROf+uCDM27DbwPgyiFwcFcLHtfSN9fV7Pv0lBTp0yPKpLQk+KEdXD8D1R6DAb8X+u6MQ5du0nu6OnK09KXmNKoirSOE0MqTM3Zx4OJNJnatxYttq+Z+kDFDbVx6+m+wKQdDVoNPwxLNWRhlvk+PECKPbJ2y5vfYwdkNsOubQp3OaFJ490918nLfRypLwSOExu4sS7EsNIpcxzhMJvjzFbXgsbJTJy1bUMGTX1L0CFHWeQVBl4/V7X8mw6W9BT7V7wciORoVTzlbq6LpBCuEKJTu9byxsdJz6moi4dH/6UenKLB2Ahz5DfRW6m3p/q20CVpCpOgRQkCjIWq3VcUIfwyDlBv5PsWtlHQ+XXsSgNceq0HFcrZFHFIIkV8uDtZ0rK32rLtnQvOWj2HfLEAHvWZCzS4lH7CESdEjhFDbyvf4CtyqQsJlWDFK/SswH75Yf5qbKRnU9CzHoOZViienECLf7kxo/jPsCpnGrL5ce2bA1qwR3m6fQf2nNEpXsqToEUKobMup83sMtur1/d3f5/mlx6LiWbj3IgCTetbFyiC/WoQwF21rVsTN0Ya4pDS2n42DsF/Vy1oA7d+GJs9rG7AEyW8mIcRd3vWhyxR1e+N7cPnAQ1+iKArvrTyOSYEeDXxoXtW9mEMKIfLD2qCnZ9ayFGe3/qZOXAZo/gq0eV3DZCVPih4hRE4hw6FOL3VV5SVD4fbNBx6+LDSKgxdv4mBj4H/dZPKyEOaozyOVaK4/zuCo99W5ew0HQqcPLXrF9IKQokcIkZNOBz2/gfL+EH9J/avwPvN7ElIzmPq3Onl5dIfqeLvYl2BQIURe1eMsc22+wEaXyWWvjtDj6zJX8IAUPUKI3Ni5ZM3vsYGTq2HvrFwP+3rjGeKS0gis4MiwVv4lGlEIkUexJ9EtfBJ7UtlhrMubjAGDldapNCFFjxAidz7B6vA3wPq3IepgjqdPX01k/q4LALzXsy62VoYSDiiEeKibF9QFRG/fJN3rEV7M/D92Xkgi8kaK1sk0IUWPEOL+mrwAtXuAKSNrfs8tIGvy8p/HMZoUOtf1pG2N0rUooRClQuJVWNALEqOhYm1sBi2lQaC6COmfYXlchLSUkaJHCHF/Oh30/A5c/eDWRVg5GhSFv45Gs/v8dWyt9LzdvY7WKYUQ/3X7JvzSB25GgGsVeG45OLjlWHm9LC69WSRFT0ZGBpGRkZw6dYobN/LfyVUIYcbsXeHJ+aC3hhMrSds9i4/+OgHAqHbV8HVz0DSeEOI/0pNhYT+4egycPGHQCnD2BqBrPW/srPWcj0smLPKWpjG1UOCiJykpiVmzZtGuXTtcXFzw9/enTp06VKxYkSpVqvD888+zf//+oswqhNBK5Ubw2PsAGDa8jVvCCXzd7HmxbaDGwYQQOWSmweKBcHkf2LnCcyvA7e5/p062VnSp6wXA8kNl7xJXgYqeL7/8En9/f2bPnk2HDh1YtmwZYWFhnDp1it27d/Pee++RmZnJY489RpcuXThz5kxR5xZClLRmo0j274SVksH31t/wfucq2FnL5GUhzIbJCMtegHObwNoBnv0DPO+9/Nw7a+X1lYevkJ5pKumUmirQPWu7du1i8+bN1KtXL9fnmzRpwrBhw5g5cyZz5sxh69atVK9evVBBhRDaUoDXM17kLSUUf/1Vqpz+EOrPLZO9PoQwO4oCq8dC+Aq11cTTC8G3ca6Htqzqjkc5W2IT09h8KpbOWSM/ZUGBRnqWLFly34Ln32xtbRk1ahQjRowoyNsIIczIhvCr/H0ujdeMr6LordAdXwYH52kdSwgB6rIxoQtAp4e+c6Bqh/seamXQ0ytrQvPy/668XsrJ3VtCiIdKzTAyeXU4AE1ad0L36HvqE39PgJijGiYTQrBvNuz8Wt3u8Q3U6fnQl9y5i+ufk1e5lZJenOnMSr6Lntu3bxMVdW9lePz48SIJJIQwPzO3nuPyzdt4u9jxcvtq6kKF1TuDMQ2WDIG0RK0jClE23TgP699RtztOgkeey9PLans7U9vbmQyjwqoj0cWXz8zkq+j5448/qFGjBt26daN+/frs3bs3+7nnnsvbD1oIYVkib6QwY8s5AN7uXgcHGyvQ66H3THCuBNfPwupx912fSwhRTBQFVo6BzNvg3xpavJqvl/d95M4lrsvFkc4s5avo+fDDDwkNDeXw4cPMnTuXYcOG8euvvwKUySZHQpQFk1eHk5ZpokVVd7rV+9eERwc3eHIu6Axw9Hc49LN2IYUoiw7OhwvbwcpeXSRYn7+LNz0b+KDXQeilW0TEJRdPRjOTr59QRkYGFSuq7eZDQkLYtm0bs2bNYvLkyejkDg4hSp3Np2LZEH4VK72O93vWvfe/c79m0OFtdXvNeLgaXvIhhSiL4i/fvaz16Ls5evHklYezHa2rq5/pZWW0J19Fj4eHB0eOHMn+2t3dnQ0bNnDixIkc+4UQli8t08jkVWoRM6SFP9U9y+V+YMuxUK2jOsS+ZIjaDVYIUXwUBVa/BumJULkJNH2xwKfqk3WJa9mhKEym0n/FJl9Fz88//4yHh0eOfTY2NixatIitW7cWaTAhhLbm7IggIi6ZCk62vNrxAX229HroPQvKeUPcKfjr9ZILKURZdOR3OLNe7cfzxHegL3iT0E51vHCyteLyzdscuHizCEOap3w1J6xcuXKu+1NTU7G2tmb16tWYTDm7O/bs+fBb54QQ5iU6/jbf/nMWgP91q0U5O+sHv8Cxgtob5KfH4fCvENAaGg4ogaRClDFJsbD2TXW77ZtQsWahTmdvY6BrkBdLDl5mWehlmgS4FUFI81Wgjsz/tnbtWp577jmuX79+z3M6nQ6j0VjYtxBClLCP/jrB7Qwjjf3LZ/fzeCj/ltDuf7D5Q/jr/8DnEfCoVbxBhShr1ryurqDuVQ9a5u9urfvp80hllhy8zF9Ho5nUs26pXl6m0M0JX3nlFfr160d0dDQmkynHQwoeISzPrnNxrD4SjV4Hk3KbvPwgrcdBYDvISMma35NSXDGFKHvC/1Qfeit4YjoYHjICm0dNA9yo5GpPYmomG09cLZJzmqtCFz2xsbGMGzcOT0/PosgjhNBQhtHEe3+qjUYHNqtCXR+X/J1Ab4A+s8HJE66dgL/fKIaUQpRBKTfuzpdrORa86xfZqfV6Hb2CfQBYVsqXpSh00fPkk0+yZcuWIogihNDaT7sucCY2CTdHG8Y9VqNgJ3HygL4/qmsAHfoFDi8u2pBClEXr/gfJsVChJrQdX+Sn7x2sztndevoacUlpRX5+c1HoOT3fffcdTz31FNu3b6devXpYW+ccbhszZkxh30IIUQJiE1P5auMZAMZ3romrg03BTxbQRp1kuWWqemutTzBULGARJURZd3o9HF4E6OCJ78HKtsjfopqHEw0qu3D4cjwrw64wrFVAkb+HOSh00fPrr7+ybt067O3t2bJlS47r/zqdTooeISzEx3+fJCktkwaVXegX4lv4E7Z5Ay7uhIht6vye5/8Ba/vCn1eIsiQ1AVaPVbebjQLfxsX2Vn0eqczhy/EsO3S51BY9hb689fbbbzN58mTi4+O5cOECERER2Y/z588XRUYhRDE7cOFG9rX8958IQq8vgg7regP0+REcK0LscVg7ofDnFKKs2fgeJERB+YC73c+LSY8GPljpdRyLSuD01dK5iHChi5709HT69++PPp9rfgghzIPRpPBu1uTl/iG+NPR1LbqTl/NUJzajU9cJOvpH0Z1biNIuYjscmKtu9/wWbByK9e3cHG1oV1NtQFxaJzQXulIZPHgwixcX7UTFbdu20aNHD3x8fNDpdKxYseKhr9m6dSuNGjXCzs6OwMBAZs6cWaSZhCitft13ifDoBJztrBjfpXCNznJVtT20ybrrZNWrcP1c0b+HEKVNejKsfEXdbjRUbfhZAu6svL7iUBTGUrgsRaHn9BiNRj799FPWrVtH/fr175nIPG3atHyfMzk5mQYNGjB06FD69u370OMjIiLo1q0bzz//PL/88gs7d+5k1KhRVKxYMU+vF6KsupGczufrTgHweueauDsV/QRJANpOgIu71Dk+SwbD8I1gbVc87yVEabDpI7h5AZwrwWOTS+xtO9T2wNnOipiEVPacv07LahVK7L1LQqGLnqNHjxIcHAzAsWPHCh0IoGvXrnTt2jXPx8+cORM/Pz+++uorAGrXrs2BAwf4/PPPpegR4gE+W3eS+NsZ1PZ2ZkATv+J7I4OVehv7zFYQcxTWvwXdvyi+9xPCkkXuhz3T1e0eX4Odc4m9ta2Vgccb+PDr3kssDb0sRc9/bd68uShyFMru3bvp1KlTjn2dO3dmzpw5ZGRk3DP6JISAw5G3+G1/JACTn6iLlaGY5+U5+0DvH2BhX9j/I/i3hrq9ivc9hbA0mWnw58uAAvWfhuqPlXiEvo9U4te9l1h7LIYPe2XiYFPoUsFsFPq33C+//HLf5954o2S6scbExNzTEdrT05PMzEzi4uJyfU1aWhoJCQk5HkKUFSaTwrsrj6Mo0Du4Eo39S2iRweododVr6vbK0XBD7vAUIoetn0LcKXD0gC5TNYnwiF95qrg7kJJuZN3xGE0yFJciWXtr9erV9+x/7bXXHlgQFbX/rg+kKEqu+++YOnUqLi4u2Q9f3yLoSyKEhfjj4GUOR97C0cbAxK4lvCho+7fBtxmkJcCSoepftkIIiD4MO75Ut7t/Dg7arHiu0+myFxoubXdxFbro+e233xg4cCDbtm3L3jd69Gh+//33Erv05eXlRUxMzmo0NjYWKysr3N3dc33NxIkTiY+Pz35ERkaWRFQhNBefksEna08CMLZjDTycS3hCscEKnpwD9uUhOgw2vFuy7y+EOTJmqJe1FCPUeUJ9aKhP1rIUO87GEROfqmmWolTooqdLly7MnDmTXr16ceDAAUaNGsWyZcvYvHkztWqVzF+QzZs3Z8OGDTn2rV+/npCQkPvO57G1tcXZ2TnHQ4iy4MuNp7menE41DyeGtPTXJoRLZeg9S93eOxNOrNImhxDmYufX6iR/+/LQ7XOt0+Dn7kBj//IoCvwZVnpGe4pk5uLTTz/NRx99RKtWrVi1ahVbt26lRo2Cr7OTlJREWFgYYWFhgHpLelhYGJcuXQLUUZpBgwZlHz9y5EguXrzIuHHjOHHiBHPnzmXOnDm8/vrrhfq+hChtTkQnsGD3BQDe71kX6+KevPwgNTpDi9Hq9p8vw82L2mURQkvXTsHWT9TtLh+ri/aagTuLkC4LjcqeMmLpCjQle9y4cbnu9/DwIDg4mOnTp2fvK0ifngMHDtC+fft73m/w4MHMnz+f6Ojo7AIIICAggDVr1vDaa6/x/fff4+PjwzfffCO3qwvxH5+uPYlJgW71vMzjVtRH34NLe+DyfvhjKAxdC1aFWOhUCEtjMqpFvzEdqneC+v21TpStez1vJq06zqmriYRHJ1DXx0XrSIWmUwpQvv27IHngyXU6Nm3alO9QWkhISMDFxYX4+Hi51CVKpdBLN+kzfRcGvY5/xrXFv4Kj1pFUtyLV/j2pt6D5K9D5I60TCVFydk+HdRPBphy8vEe99GtGXl4Yyl9HoxneKoB3Hq+jdZxc5efzu0AjPebQm0cIkT9fbjgNqD04zKbgAXD1hV4z4LdnYPd3UKUl1OqmdSohit+N8/BPVrflTh+YXcEDakuLv45G82fYFSZ2rVX8/byKmWWnF0Lkyf4LN9h+Jg4rvY7RHaprHedetbpBs5fV7RUvwa1LDz5eCEunKLByDGTeVht1NhqidaJcta1ZETdHG+KS0th+Nve+d5akQEXPv+fT5EVUVOmZ+S2EJbozyvNUiC++bsW7UnOBdZwElRqpl7n+GKbewitEaXVwPlzYDlb20PMbuE9POa1ZG/T0bOADlI6ePQUqeho3bszzzz/Pvn377ntMfHw8s2fPJigoiGXLlhU4oBCicHafu86uc9exNuh4pUM1rePcn5UNPDkXbF3Uic3/vK91IiGKR/xlWP+Ouv3ou+AWqG2eh+iTtfL6+uMxJKRa9h8jBZrTc+LECaZMmUKXLl2wtrYmJCQEHx8f7OzsuHnzJuHh4Rw/fpyQkBA+++yzfC0eKoQoOoqi8OVGdZSnf2NfKrnaa5zoIcr7Q6/vYfFA2PUt+LWQ+T2idFEUWP0apCdC5SbQ9EWtEz1UvUouVPNw4mxsEmuPxtCvseWuYFCgkR43Nzc+//xzrly5wowZM6hRowZxcXGcOXMGgGeffZaDBw+yc+dOKXiE0NCuc9fZF3EDG4Oel9ub8SjPv9Xu8a/5PSPh5gVN4whRpI78DmfWg8EGnvgO9AatEz2UTqfLHu1ZGnpZ4zSFU6ilU+3s7OjTpw99+vQpqjxCiCKiKArTsubyDGjqh7eLmY/y/FvHSXB5n3qZa8kQGLYOrGy1TiVE4STFwto31e22b0LFmtrmyYdeDSvx2bpT7I24QeSNFPOdG/gQcveWEKXUtjNxHLx4E1srPS+1q6p1nPyxsoEn56kt+a8cgvVva51IiMJb8zrcvgle9aDlq1qnyRcfV3uaB6prWVryshRS9AhRCv17lGdgsyp4lvSiokXB1Rd6/6Bu7/sBjskNEcKChf+pPvRW8MR0MOS+LqQ56/OI5S9LIUWPEKXQ5lOxHI68hZ21npFtLWyU599qdIJWWcverBwDcWe1zSNEQaTcgL+y1oJsORa862sap6C6BHlhZ63nfFwyYZG3tI5TIFL0CFHK/HuUZ3BzfyqWs/C5MO3fgiqt1LtdlgyGjNtaJxIif9b9D5JjoUJNaDte6zQF5mRrRZe6XgAsP2SZl7ik6BGilNkQfpVjUQk42Bh4oY159//IE4MVPDkHHCvC1WOw5g2tEwmRd6fXw+FFgA6e+N7iJ+TfucS18vAV0jNNGqfJv0LdvfVv4eHhXLp0ifT09Bz7e/bsWVRvIYR4CJNJ4cuNauuIIS38cXey7F+w2cp5Qd85sOAJOPQzVGkBDQdonUqIB0tNgNVj1e1mo8C3saZxikLLahXwKGdLbGIam0/F0jlr5MdSFLroOX/+PL179+bo0aPodLrsyU26rJbaRqOxsG8hhMij9eExnIhOwMnWiudbl4JRnn8LbAvt/webP4LV48C7IXia56rPQgCw8T1IiILyAdChdNyBaNDr6BVciR+2nWd5aJTFFT2Fvrz16quvEhAQwNWrV3FwcOD48eNs27aNkJAQtmzZUgQRhRB5YTIpfLlBHeUZ1tKf8o42GicqBq1fh6od1EUalwyGtCStEwmRu4jtcGCuut3zW7CxzL42ubnTqPCfk1e5lZL+kKPNS6GLnt27dzN58mQqVqyIXq9Hr9fTqlUrpk6dypgxY4oioxAiD9Yci+bU1UTK2VkxvFUpG+W5Q6+HPrOhnA/EnVYvHVjorbOiFEtPhpWvqNuNhkJAa23zFLFaXs7U9nYmw6iw6ki01nHypdBFj9FoxMnJCYAKFSpw5coVAKpUqcKpU6cKe3ohRB4YTQpfZc3lGdEqEBcHy+sBkmeOFeCpeaAzwNElcHCe1omEyGnTR+ryKc6V4LHJWqcpFn2zRnuWW9iyFIUueoKCgjhy5AgATZs25dNPP2Xnzp1MnjyZwMBS+temEGZm9ZErnI1NwsXemqGt/LWOU/z8mqlLVQD8/SZcCdMyjRB3Re6HPdPV7R5fg52ztnmKSc+GPuh1EHrpFhFxyVrHybNCFz1vv/02JpN629oHH3zAxYsXad26NWvWrOGbb74pdEAhxINlGk18nTXK80KbQJztSvEoz7+1GA01uoIxXZ3fkxqvdSJR1mWmwZ8vAwo0eAaqP6Z1omLjUc6O1tUrApY12lPooqdz587ZC45WrVqV8PBw4uLiiI2NpUOHDoUOKIR4sD/DrnA+LpnyDtYMbuGvdZySo9NB7xng6qdeSvjzZZnfI7S19VOIOwWOHtB5itZpit2dCc3LDkVhMlnGf3tF0pxw+/btDBw4kObNmxMVFYWbmxu//PILO3bsKIrTCyHuI8No4ptN6ijPi22r4mRbZK23LIN9eXhqPuit4cQq2DND60SirIo+DDu+VLe7fw4ObtrmKQGd6njhZGvF5Zu3OXDxptZx8qTQRc/SpUvp3Lkz9vb2HDp0iLS0NAASExOZMqX0V7pCaGl5aBQXr6fg7mjDoOZVtI6jjUqN7v5VveEddU6FECXJmJE10miEOk+ojzLA3sZA1yC1T88yC7nEVeii58MPP2TmzJnMnj0ba+u7cwlatGhBaGhoYU8vhLiP9My7ozwvtauKg00ZG+X5tybPQ93eYMqEJUPUBR6FKCk7v4aYo+rIY7fPtU5Tou4sS/HX0WhSM8y/GXGhi55Tp07Rpk2be/Y7Oztz69atwp5eCHEffxy8zOWbt6lYzpZnm5bRUZ47dDro8Q24VYWEy7D8RTBZ3rpAwgJdOwVbP1G3u3wCTh7a5ilhTQPcqORqT2JqJhtPXNU6zkMVuujx9vbm7Nmz9+zfsWOH3LIuRDFJyzTyXdYoz6h2VbG3MWicyAzYOUO/n8DKDs6sh51faZ1IlHYmo3pZy5gO1TtB/X5aJypxer2OXsE+ACwLNf+V1wtd9Lz44ou8+uqr7N27F51Ox5UrV1i4cCGvv/46o0aNKoqMQoj/+H1/JFfiU/F0tuWZJn5axzEfXvWg22fq9qYP4ILcTCGK0d5ZcHk/2JSDx79URxzLoN7B6iWuraevEZeUpnGaByt00TN+/Hh69epF+/btSUpKok2bNowYMYIXX3yRV155pSgyCiH+JTXDyHeb1dHVV9pXw85aRnlyCH5O7ZGimOCPYZAUq3UiURrdOA//ZHVb7vQBuFTWNo+Gqnk40cDXFaNJYWXYFa3jPFCR3LL+0UcfERcXx759+9izZw/Xrl3jgw8+KIpTCyH+Y9G+S1xNSMPHxY5+jX21jmN+dDro/gVUrA1JV2HpcPUyhBBFRVFg5Rh14Vv/1tBoiNaJNNcn+E7PHvO+i6tQRU9GRgbt27fn9OnTODg4EBISQpMmTbLX4hJCFK3b6UambzkHwMsdqmFrJaM8ubJxVOf3WDtCxLa7E02FKAoH58OF7WDtAD2/KbOXtf6tRwMfrPQ6jkUlcPpqotZx7qtQRY+1tTXHjh1DJ//gQpSIhXsvci0xjUqu9jzVSEZ5HqhiTXXtI1A75Z79R9s8onSIvwzr31G3O7wDbnLDDoCbow3ta6l3rpnzhOZCX94aNGgQc+bMKYosQogHSEnPZEbWKM+YR6thY1UkV6dLt/pPQaOhgALLnod48/1lLCyAosDq1yA9ESo3gaYvap3IrNy5xLXiUBRGM12WotDdzNLT0/nxxx/ZsGEDISEhODo65nh+2rRphX0LIQSwYPdFrien4+fmkN0QTORBl48h6oDaPO6PYTBkNRjKyKKsomgd+V1th2CwgSe+A71cXv63DrU9cLazIiYhlT3nr9OyWgWtI92j0H8qHjt2jEceeQRnZ2dOnz7NoUOHsh9hYWFFEFEIkZSWyaytd0Z5qmNtkFGePLO2g34LwNYZIvfcveNGiPxIioW1b6rbbd9UL5+KHGytDPRooPbsWWqmy1IU+jfn5s2b7/vYtGlTgc87ffp0AgICsLOzo1GjRmzfvv2Bxy9cuJAGDRrg4OCAt7c3Q4cO5fr16wV+fyHMyU+7LnAzJYOACo70auijdRzL4xYIT3yvbu/6Bk6u0TaPsDxrXofbN8GrPrR8Ves0ZuvOyutrj8WQkp6pcZp7FeufiwUd6Vm8eDFjx47lrbfe4tChQ7Ru3ZquXbty6dKlXI/fsWMHgwYNYvjw4Rw/fpwlS5awf/9+RowYUYj0QpiHxNQMfth2HoBXH62OlYzyFEydntAsq2HqipFw86K2eYTlCP9Tfeit1OJZLo/e1yN+5ani7kBKupF1x2O0jnOPIv/tGR8fz/Tp03nkkUdo1KhRgc4xbdo0hg8fzogRI6hduzZfffUVvr6+zJgxI9fj9+zZg7+/P2PGjCEgIIBWrVrx4osvcuDAgcJ8K0KYhXk7LxB/O4OqFR2zh45FAXV8HyqFQGo8LBkMmebdPVaYgZQb8Nfr6nbLseBdX9M45k6n09Enq0OzOd7FVWRFz6ZNmxg4cCDe3t58++23dOvWrUBFR3p6OgcPHqRTp0459nfq1Ildu3bl+poWLVpw+fJl1qxZg6IoXL16lT/++IPu3bsX6HsRwlzE385g9nZ1lGdsxxoY9NIeolCsbOCp+epq2FcOwfq3tU4kzN2GdyA5FirUhLbjtU5jEXpn3cW142wcMfGpGqfJqVBFz+XLl/nwww8JDAzkmWeeoXz58mRkZLB06VI+/PBDgoOD833OuLg4jEYjnp6eOfZ7enoSE5P7UFmLFi1YuHAh/fv3x8bGBi8vL1xdXfn222/v+z5paWkkJCTkeAhhbubsiCAxNZMank50r+etdZzSwdUXes9St/f9AMeWaZtHmK/IfXDoF3W757dgZattHgvh5+5AY//yKAr8GWZeoz0FLnq6detGnTp1CA8P59tvv+XKlSsPLDLy678NDxVFuW8TxPDwcMaMGcO7777LwYMHWbt2LREREYwcOfK+5586dSouLi7ZD19fafQmzMutlHTm7ogA4LWONdDLKE/RqdEZWo1Tt1eOgbiz2uYR5seYCX9l/X8keCD4NdU2j4W501ZjaehlFMV8evYUuOhZv349I0aM4P3336d79+4YDEXTr6BChQoYDIZ7RnViY2PvGf25Y+rUqbRs2ZI33niD+vXr07lzZ6ZPn87cuXOJjo7O9TUTJ04kPj4++xEZGVkk+YUoKrO3nycpLZPa3s50ruuldZzSp/1bUKWl2mhuyWDIuK11ImFODsxVezvZuahzwUS+dKvnjY2VntNXkzh+xXyupBS46Nm+fTuJiYmEhITQtGlTvvvuO65du1boQDY2NjRq1IgNGzbk2L9hwwZatGiR62tSUlLQ63N+K3eKsPtVmLa2tjg7O+d4CGEubiSnM2/nBQBe61hdRnmKg8EK+s4Bx4pw9RiseUPrRMJcJMXCpg/V7UffBUfza7Jn7lzsrXmstjpQsfyQ+VziKnDR07x5c2bPnk10dDQvvvgiv/32G5UqVcJkMrFhwwYSEwu+4Ni4ceP48ccfmTt3LidOnOC1117j0qVL2ZerJk6cyKBBg7KP79GjB8uWLWPGjBmcP3+enTt3MmbMGJo0aYKPj9ztIizPrG3nSEk3ElTJmcfq5D7CKYqAszf0/RHQwaGfIexXrRMJc7DhXUiLB++GWcuYiIK407Pnz7AoMo0mjdOoCn33loODA8OGDWPHjh0cPXqU//u//+Pjjz/Gw8ODnj17Fuic/fv356uvvmLy5Mk0bNiQbdu2sWbNGqpUqQJAdHR0jp49Q4YMYdq0aXz33XcEBQXx1FNPUbNmTZYtkwmKwvJcS0xjwS61h8y4x2rIgr7FLbAdtJuobq8eB1fDNY0jNHZxFxxeBOig+zRZaqIQ2tSoiLujDXFJ6Ww/E6d1HAB0SjHMMDIajaxatYq5c+eycuXKoj59sUhISMDFxYX4+Hi51CU09eHqcH7cEUEDX1dWjGohRU9JMBnhl75wfjNUqAHPbwZbJ61TiZJmzIRZbSD2ODQaAj2+1jqRxZu08jjzd12gRwMfvn0m/3d050V+Pr+LpbWrwWCgV69eFlPwCGEuYhNS+XmPjPKUOL1BvcxVzgfiTsPqseqK2qJs2feDWvDYl4dH39M6TanQN+survXHY0hIzdA4TTEvQyGEyJ/pW86RlmmiUZXytKkukydLlGMFeHIu6AxwdAkcnKd1IlGSEmNg8xR1u+MkcHDTNE5pEVTJmWoeTqRlmvj7aO53U5ckKXqEMBPR8bf5dZ86V01GeTRSpTl0zPoL/+834UqYpnFECVr/ttq+oFIjCB708ONFnuh0uuwJzeawLIUUPUKYiembz5GeaaJJgBstqrprHafsaj4aanQFY7ravyc1XutEorhFbFdH99BB9y9ALx+NRalXw0rodLA34gaRN1I0zVIk/7Lbt29n4MCBNG/enKgotZL7+eef2bFjR1GcXohSL+rWbX7bL6M8ZkGvh17TwcUPbl6AP1+W+T2lmTED1mQtKBoyDHyKZ7JtWebjak/zQPUPuRUa9+wpdNGzdOlSOnfujL29PYcOHSItTV21ODExkSlTphQ6oBBlwXebzpJhVGhR1Z1mgTLKozkHN3VhUr01nFgFe2dqnUgUlz0z4NpJcHCHR9/ROk2p1eeRytTyKoePq72mOQpd9Hz44YfMnDmT2bNnY21tnb2/RYsWhIaGFvb0QpR6kTdSWHJAXQbltcdqaJxGZKvcCDpn/eG2/m2I3K9tHlH04qNgy8fq9mOT1bu2RLHoE1yJtWPb0LdRZU1zFLroOXXqFG3atLlnv7OzM7du3Srs6YUo9b7ddIZMk0Lr6hVo7C93jJiVJs9DnV5gyoQlQyDlhtaJRFFa/xZkJINvU2gwQOs0pZq5LKVT6KLH29ubs2fvXaF4x44dBAYGFvb0QpRqF68nszTrjoaxHWWUx+zodNDzW3ALhITLsPxFMJlHO31RSOc2w/HloNNDt89l8nIZUeh/5RdffJFXX32VvXv3otPpuHLlCgsXLuT1119n1KhRRZFRiFLrm3/OYjQptKtZkUZVZGjdLNk5Q78FYLCFM+th51daJxKFlZl+d4HZxs+Dd31t84gSY1XYE4wfP574+Hjat29Pamoqbdq0wdbWltdff51XXnmlKDIKUSqdv5bE8kOXAXhNRnnMm1c96PYZrBoDmz4A3ybg30rrVKKgdn8H18+Aowe0/5/WaUQJKrK1t1JSUggPD8dkMlGnTh2cnCxr3RpZe0uUtLG/HWJF2BU61vbgx8GNtY4jHkZRYMVL6mKUTl4wcjs4eWidSuTXrUj4vglkpEDvWdDgaa0TiULSZO0tBwcHQkJCaNKkicUVPEKUtLOxifx5+Aogc3kshi6rcV3FWpAUA0uHqwuVCsuybqJa8Pi1gPr9tU4jSlihi56pU6cyd+7ce/bPnTuXTz75pLCnF6JU+mrjGRQFOtf1JKiSi9ZxRF7ZOKrze6wdIGIbrH9HGhdakjMb1b5LOgN0/1wtZEWZUuiiZ9asWdSqVeue/XXr1mXmTGnoJcR/nYxJ4K+shfdklMcCVayp3tEFsOd72Pm1tnlE3mSmwd9Zk5ebjgTPutrmEZoodNETExODt7f3PfsrVqxIdLT2K6oKYW6+zhrl6V7Pm9reMn/MItV7Ejp9pG5vfA9Cf9Y2j3i4nd/AjfPqfKx2E7ROIzRS6KLH19eXnTt33rN/586d+Pj4FPb0QpQqx6/E8/exGHQ6eLVjda3jiMJo8Qq0HKturxoDJ9doGkc8wM2LsP1zdbvzR2obAlEmFfqW9REjRjB27FgyMjLo0KEDAP/88w/jx4/n//7v/wodUIjS5KuNZwDoUd+HGp7lNE4jCq3jJEiJg0O/wB9DYeAy8G+pdSrxX2snQmYq+LeGoL5apxEaKpI+PTdu3GDUqFGkp6cDYGdnx5tvvsnEiRMLHVCI0uLo5Xg2hF9Fr4Mxj8ooT6mg08HjX6vLU5xaA4uegaF/qX19hHk4vQ5O/QV6K7XzskxeLtMKfXlLp9PxySefcO3aNfbs2cPhw4e5ceMG7777blHkE6LU+HLjaQB6NaxENQ9p61BqGKzgybnqLdBp8fBLX7gRoXUqAZBx+27n5WajwOPem25E2VJkfXqcnJxo3LgxQUFB2NraFtVphSgVDl26yaaTsRj0OkbLKE/pY20PzywCzyBIugo/94akWK1TiR1fwa2LUM4H2r6pdRphBgp8eatPnz55Om7ZsmUFfQshSo0vs+by9AmuREAFR43TiGJh7woDl8KcTnAzAn7pA0P+Ajvpw6SJG+dhx5fqdpcpYCujq6IQRY+Li/yHLEReHLhwg22nr2Gl1zG6g4zylGrlvOC55TC3M8Qchd+ehWf/AGs7rZOVLYoCf78JxjQIbAd1emmdSJiJAhc98+bNK8ocQpRad+byPBVSGT93B43TiGLnXlUd8ZnXHS5sV5er6LcA9Aatk5Udp9bAmfWgt5bJyyKHIpvTI4S4157z19l59jrWBh0vt6+mdRxRUrwbqHN8DDZwcjWsfk2Wqygp6Snwd1bzwRajoYKMroq7pOgRopgoisK0DeooT//GvlQuL6M8ZUpAa+g7B3R6CP0JNn2odaKyYcc0iL8ELr7Q5nWt0wgzI0WPEMVk97nr7Iu4gY1BL6M8ZVWdnvB41mTa7Z/Dnhna5intrp+7uxZal6nqArFC/IsUPUIUA0VRsufyDGjqh7eLvcaJhGYaDYEO76jbayfAkd81jVNqKQqseR2M6VCtI9R6XOtEwgxJ0SNEMdhxNo79F25ia6XnpXZVtY4jtNb6/6DpS+r2ipfgzEZt85RGJ1bCuU3qPKqun8rkZZGrQi9DcUd4eDiXLl3KXorijp49exbVWwhhEf49l2dgsyp4OsvtymWeTgedp6jrdB1dAr8/B4P+BN8mWicrHdKT1fW1QF0E1l3+0BC5K3TRc/78eXr37s3Ro0fR6XQoWXco6LKqbKPRWNi3EMKibDl9jUOXbmFnrWdkW/nlK7Lo9fDEdLh9E85uhIVPwbC14FFb62SWb9tnkBAFrn7Q6jWt0wgzVujLW6+++ioBAQFcvXoVBwcHjh8/zrZt2wgJCWHLli1FEFEIy6EoCl9mjfIMau5PxXKyJIv4FysbtWdP5caQegt+7gO3IrVOZdmunYZd36nbXT8FG7lLUtxfoYue3bt3M3nyZCpWrIher0ev19OqVSumTp3KmDFjiiKjEBbjnxOxHLkcj4ONgRfbBGodR5gjG0cY8DtUrAWJV9R1upKva53KMt2ZvGzKgBpdoGZXrRMJM1foosdoNOLkpK5pUqFCBa5cuQJAlSpVOHXqVIHPO336dAICArCzs6NRo0Zs3779gcenpaXx1ltvUaVKFWxtbalatSpz584t8PsLkV//nsszuIU/7k4yyiPuw8ENBi4D58pw/QwsfBLSkrROZXmOL4OIrWBlB10+1jqNsACFntMTFBTEkSNHCAwMpGnTpnz66afY2Njwww8/EBhYsL90Fy9ezNixY5k+fTotW7Zk1qxZdO3alfDwcPz8/HJ9Tb9+/bh69Spz5syhWrVqxMbGkpmZWZhvTYh8WXf8KuHRCTjaGHihtYzyiIdwqXR3na4robB4oDoCZGWjdTLLkJYI695St1uNA7cAbfMIi6BTlML1Rl+3bh3Jycn06dOH8+fP8/jjj3Py5Enc3d1ZvHgxHTp0yPc5mzZtyiOPPMKMGXcbedWuXZtevXoxderUe45fu3YtTz/9NOfPn8fNza1A30dCQgIuLi7Ex8fj7OxcoHOIsq3P9J2EXrrFy+2r8kbnWlrHEZbi8kH4qQdkJEPdPmoXZ710E3mo9W/Drm+hvD+M2iuLupZh+fn8LvR/WZ07d6ZPnz4ABAYGEh4eTlxcHLGxsQUqeNLT0zl48CCdOnXKsb9Tp07s2rUr19esXLmSkJAQPv30UypVqkSNGjV4/fXXuX37dv6/ISEK4NClm4ReuoWNQc/gFv5axxGWpHIjePoXdXHM48tg7ZuyTtfDxJ64292662dS8Ig8K7I+Pf9W0NEWgLi4OIxGI56enjn2e3p6EhMTk+trzp8/z44dO7Czs2P58uXExcUxatQobty4cd95PWlpaaSlpWV/nZCQUODMQszdeQGAHg188Cgnv4BFPlXtAH1mwR/DYd8P4FgR2o7XOpV5UhT463UwZapdl2t0evhrhMhSJGOo27dvZ+DAgTRv3pyoqCgAfv75Z3bs2FHgc+r+001TUZR79t1hMpnQ6XQsXLiQJk2a0K1bN6ZNm8b8+fPvO9ozdepUXFxcsh++vr4FzirKtiu3brPmaDQAw1vJvAJRQEF91VuuATZ/BPvnaJvHXB39Ay7uACt7dX0tIfKh0EXP0qVL6dy5M/b29hw6dCh79CQxMZEpU6bk+3wVKlTAYDDcM6oTGxt7z+jPHd7e3lSqVAkXF5fsfbVr10ZRFC5fvpzrayZOnEh8fHz2IzJSemWIgvlp9wWMJoXmge7U8ZH5YKIQmr4Abd9Ut//6Pzi+QtM4Zic1HtZnTV5u87rajFCIfCh00fPhhx8yc+ZMZs+ejbW1dfb+Fi1aEBoamu/z2djY0KhRIzZs2JBj/4YNG2jRokWur2nZsiVXrlwhKenuLZ+nT59Gr9dTuXLlXF9ja2uLs7NzjocQ+ZWclsmivZcAGeURRaTdRAgZBiiw7Hk4v0XrROZjy8eQdBXcqkKL0VqnERao0EXPqVOnaNOmzT37nZ2duXXrVoHOOW7cOH788Ufmzp3LiRMneO2117h06RIjR44E1FGaQYMGZR8/YMAA3N3dGTp0KOHh4Wzbto033niDYcOGYW8vq1uL4rM09DIJqZn4uzvQoZaH1nFEaaDTQbfPoc4T6orhvz0LVw5pnUp7Mcdg7yx1u9tnYCV9sET+Fbro8fb25uzZs/fs37FjR4H79PTv35+vvvqKyZMn07BhQ7Zt28aaNWuoUqUKANHR0Vy6dCn7eCcnJzZs2MCtW7cICQnh2WefpUePHnzzzTcF+6aEyAOTSWFe1gTmoS0D0OtlVWdRRPQG6DMbAtpAehL88iTE3ft7tsxQFPVyn2JUi8Fqj2qdSFioQvfp+fTTT/npp5+YO3cujz32GGvWrOHixYu89tprvPvuu7zyyitFlbVYSZ8ekV//nLjK8J8O4Gxnxe6Jj+JoWyw3Q4qyLC0R5j8O0WHg4gfD14Ozt9apSl7YIlgxEqwd4ZV94JL7tAVRNuXn87vQv6XHjx9PfHw87du3JzU1lTZt2mBra8vrr79uMQWPEAUxZ0cEAM808ZOCRxQP23Lw7B9q1+Yb5+CXPjB0DdiX1zpZybl9Cza8o263HS8FjyiUQo/03JGSkkJ4eDgmk4m6devi6OhYFKctMTLSI/Ij/EoC3b7ZjkGvY9v49lRylbljohjdvAhzOkFSDPg2U5evKCuria95Q+1dVKEGjNwpy3SIe5RIR+a9e/fy999/Z3/t4OBAeHg4/fv3JyAggBdeeCFH8z8hSpO5O9VRni5BXlLwiOJXvgo8twzsXCByDywZAsYMrVMVv+jDsP9Hdbvb51LwiEIrcNEzadIkjhw5kv310aNHGT58OB07dmTChAmsWrUq13WyhLB0sYmprAy7Asht6qIEedbNWpDUDs6sgz9fAZNJ61TFx2TKmrxsUhs3BrbVOpEoBQpc9ISFhfHoo3dn0P/22280bdqU2bNnM27cOL755ht+//33IgkphDlZuOcS6UYTwX6uPOJXhuZWCO35NYOnfgKdAY78ps51Ka3rdIUthMv7wcYJOn2odRpRShS46Ll582aODslbt26lS5cu2V83btxYuhyLUic1w8gvey4CMsojNFKzCzzxvbq9+zvY+bW2eYpDyg3Y+J663W4COPtom0eUGgUuejw9PYmIUOc1pKenExoaSvPmzbOfT0xMzNGhWYjSYGXYFa4np+PjYkeXul5axxFlVcNnoNNH6vbG9yD0Z23zFLVNH0DKdahYG5qO1DqNKEUKXPR06dKFCRMmsH37diZOnIiDgwOtW7fOfv7IkSNUrVq1SEIKYQ4URcmewDy4hT9WhiJZr1eIgmnxCrQcq26vGgMn12gap8hEhcKBeep298/BIH88i6JT4N/aH374IQaDgbZt2zJ79mxmz56Njc3dmfVz586lU6dORRJSCHOw8+x1TsYk4mBj4OkmstChMAMdJ0HwQHWy7x9D4cJOrRMVjsmoTl5Ggfr9wb+V1olEKVPgjmoVK1Zk+/btxMfH4+TkhMFgyPH8kiVLcHJyKnRAIczFnVGepxpVxsVe/voUZkCng8e/VufAnFoDi56BoX+BVz2tkxVM6AK4Egq2zvDYB1qnEaVQocfnXVxc7il4ANzc3HKM/Ahhyc5dS2LTyVh0OnWdLSHMhsEKnpwLfi0gLR5+6Qs3IrROlX/J1+Gf99Xt9v+Dcp4PPl6IApBJCULkwbysUZ5Ha3niX8Gyuo2LMsDaHp5ZBJ5BkHQVfu4NSbFap8qffybB7Zvq99D4ea3TiFJKih4hHuJWSjpLD0YBcpu6MGP2rjBwKbhWgZsR6jpdqfFap8qbyP3qpS1QOy8bZC07UTyk6BHiIX7dd4nbGUZqezvTLNBN6zhC3F85L3VdLseKEHMUfnsWzm1Wi4qr4XDrkjr/J9OMlggyGWHN/6nbDQZAleYPPl6IQpByWogHyDCaWLDrbjNCnU6ncSIhHsK9qjriM687XNiuPnKjtwYbR7XjsY0j2Drl/Pq//2vr9J99d7b/9VxBbi8/MFddY8vWBR6bXLjvXYiHkKJHiAdYczSamIRUKjjZ0qOBt9ZxhMgb7wZq4bNlCiRdg/QkSE9WH5m31WNMGZB6S30UFYNNViFU7m5BZOMItv/++l8Fk7W92ogQ4NF3wKli0WURIhdS9AhxH4qiMHeHOoF5UPMq2Frde5eiEGbLrykM+vPe/cZMyMgqgNKSchZE6f/5Oi3xAc/962tj1uUyYzrcTlcnJOeHV30IGVb471mIh5CiR4j7OHjxJocvx2NjpefZptKMUJQSBiswuICdS9Gd05hxb/GU9u+vE+//nGKCR98FvfxRIYqfFD1C3MecrFGe3g0r4e5kq3EaIcyYwRrsy6sPIcyY3L0lRC4ib6Sw7ngMAMPkNnUhhCgVpOgRIhc/7bqASYHW1StQ06uc1nGEEEIUASl6hPiPpLRMFu+PBGSURwghShMpeoT4j9/3R5KYlknVio60rS630AohRGkhRY8Q/2I0KczbpU5gHtoyAL1emhEKIURpIUWPEP+yIfwqkTdu4+pgTd9HKmsdRwghRBGSokeIf5mbtZr6gCZ+2NtI3xAhhChNpOgRIsuxqHj2RdzASq9jUHN/reMIIYQoYlL0CJHlTjPCx+t74+Vip3EaIYQQRU2KHiGAqwmprDp8BYDhrQI1TiOEEKI4SNEjBLBg9wUyTQqN/ctTr3IRrkkkhBDCbEjRI8q82+lGft17CYDh0oxQCCFKLSl6RJm3/FAUN1My8HWz57E6XlrHEUIIUUyk6BFlmqIo2bepD2kRgEGaEQohRKlltkXP9OnTCQgIwM7OjkaNGrF9+/Y8vW7nzp1YWVnRsGHD4g0oSoWtp69xNjYJJ1sr+oVIM0IhhCjNzLLoWbx4MWPHjuWtt97i0KFDtG7dmq5du3Lp0qUHvi4+Pp5Bgwbx6KOPllBSYenu3KbeL8SXcnbWGqcRQghRnMyy6Jk2bRrDhw9nxIgR1K5dm6+++gpfX19mzJjxwNe9+OKLDBgwgObNm5dQUmHJTl9NZPuZOPQ6GNrSX+s4QgghipnZFT3p6ekcPHiQTp065djfqVMndu3add/XzZs3j3PnzvHee+8Vd0RRSszLmsvTqY4Xvm4OGqcRQghR3Ky0DvBfcXFxGI1GPD09c+z39PQkJiYm19ecOXOGCRMmsH37dqys8vYtpaWlkZaWlv11QkJCwUMLi3MjOZ1loVEADG8tt6kLIURZYHYjPXfodDnvolEU5Z59AEajkQEDBvD+++9To0aNPJ9/6tSpuLi4ZD98fX0LnVlYjoV7LpKWaaJ+ZRdCqpTXOo4QQogSYHZFT4UKFTAYDPeM6sTGxt4z+gOQmJjIgQMHeOWVV7CyssLKyorJkydz+PBhrKys2LRpU67vM3HiROLj47MfkZGRxfL9CPOTlmlkwZ6LAAxrGZBrMS2EEKL0MbvLWzY2NjRq1IgNGzbQu3fv7P0bNmzgiSeeuOd4Z2dnjh49mmPf9OnT2bRpE3/88QcBAblfurC1tcXW1rZowwuLsPpwNNcS0/B0tqVbPW+t4wghhCghZlf0AIwbN47nnnuOkJAQmjdvzg8//MClS5cYOXIkoI7SREVFsWDBAvR6PUFBQTle7+HhgZ2d3T37hfh3M8JBzf2xsTK7wU4hhBDFxCyLnv79+3P9+nUmT55MdHQ0QUFBrFmzhipVqgAQHR390J49QuRmb8QNjl9JwM5az7NN/bSOI4QQogTpFEVRtA5hDhISEnBxcSE+Ph5nZ2et44hi8vyCA2wIv8qzTf34qHc9reMIIYQopPx8fsvYvigzLsQls/HEVQCGtpTb1IUQoqyRokeUGfN3XUBRoF3NilTzcNI6jhBCiBImRY8oE+JvZ/D7AbUtwfBWMsojhBBlkRQ9okz4fX8kKelGanqWo1W1ClrHEUIIoQEpekSpl2k0MX/XBQCGtfKXZoRCCFFGSdEjSr11x68Sdes2bo42PNGwktZxhBBCaESKHlHqzdlxHoCBTf2wszZonEYIIYRWpOgRpdqhSzcJvXQLG4Oegc2raB1HCCGEhqToEaXa3J0XAOjRwAePcnbahhFCCKEpKXpEqXXl1m3WHI0G5DZ1IYQQUvSIUuyn3RcwmhSaB7pTx0eWFhFCiLJOih5RKiWnZbJor7oo7TAZ5RFCCIEUPaKUWhp6mYTUTPzdHXi0lofWcYQQQpgBKXpEqWMyKczLmsA8tGUAer00IxRCCCFFjyiFNp+KJSIuGWc7K55sVFnrOEIIIcyEFD2i1JmzIwKAZ5r44WhrpXEaIYQQ5kKKHlGqhF9JYNe56xj0Oga18Nc6jhBCCDMiRY8oVebuVEd5ugR5UcnVXuM0QgghzIkUPaLUuJaYxsqwK4A0IxRCCHEvKXpEqfHLnoukG00E+7nyiF95reMIIYQwM1L0iFIhNcPIL3suAjLKI4QQIndS9IhSYWXYFa4np+PjYkeXul5axxFCCGGGpOgRFk9RlOwJzINb+GNlkP9bCyGEuJd8OgiLt/PsdU7GJOJgY+DpJn5axxFCCGGmpOgRFu/OKM9TjSrjYm+tcRohhBDmSooeYdHOXUti08lYdDp1nS0hhBDifqToERZtXtYoz6O1PPGv4KhxGiGEEOZMih5hsW6lpLP0YBQAw1r5axtGCCGE2ZOiR1isX/dd4naGkdrezjQPdNc6jhBCCDMnRY+wSBlGEwt23W1GqNPpNE4khBDC3EnRIyzSmqPRxCSkUsHJlh4NvLWOI4QQwgJYaR1AiPxSFIW5O9QJzIOaV8HWyqBxIiGEpTCZTKSnp2sdQ+SDtbU1BkPR/J6XokdYnIMXb3L4cjw2VnoGNJVmhEKIvElPTyciIgKTyaR1FJFPrq6ueHl5FXoqg9kWPdOnT+ezzz4jOjqaunXr8tVXX9G6detcj122bBkzZswgLCyMtLQ06taty6RJk+jcuXMJpxYlYU7WKE/vhpWo4GSrcRohhCVQFIXo6GgMBgO+vr7o9TK7wxIoikJKSgqxsbEAeHsXbjqDWRY9ixcvZuzYsUyfPp2WLVsya9YsunbtSnh4OH5+9/5lv23bNh577DGmTJmCq6sr8+bNo0ePHuzdu5fg4GANvgNRXCJvpLDueAwAw2Q1dSFEHmVmZpKSkoKPjw8ODg5axxH5YG9vD0BsbCweHh6FutRllqXutGnTGD58OCNGjKB27dp89dVX+Pr6MmPGjFyP/+qrrxg/fjyNGzemevXqTJkyherVq7Nq1aoSTn6v9EwTP2w7R1qmUesopcJPuy5gUqB19QrU9CqndRwhhIUwGtXfwTY2NhonEQVxp1DNyMgo1HnMruhJT0/n4MGDdOrUKcf+Tp06sWvXrjydw2QykZiYiJubW3FEzJeP/z7JlDUn6TdzN5E3UrSOY9GS0jJZvD8SkFEeIUTBSHsLy1RU/25mV/TExcVhNBrx9PTMsd/T05OYmJg8neOLL74gOTmZfv363feYtLQ0EhIScjyKQ+saFXB1sObw5Xi6f7OdjeFXi+V9yoLf90eSmJZJ1YqOtK1eUes4Qggh8qhdu3aMHTtW6xjmV/Tc8d+qTlGUPFV6ixYtYtKkSSxevBgPD4/7Hjd16lRcXFyyH76+voXOnJv2NT34a0xrgv1cSUjNZMSCA0z9+wQZRrl7ID+MJoV5u9QJzENbBqDXy19rQoiyY9euXRgMBrp06ZLv106aNImGDRsWfahcbNmyBZ1Ox61bt3LsX7ZsGR988EGJZHgQsyt6KlSogMFguGdUJzY29p7Rn/9avHgxw4cP5/fff6djx44PPHbixInEx8dnPyIjIwud/X4qudqz+IXmDMtaBXzW1vMMmL2HmPjUYnvP0kRRFObsOE/kjdu4OljT95HKWkcSQogSNXfuXEaPHs2OHTu4dOmSJhmMRmOBb/d3c3OjXDnt52GaXdFjY2NDo0aN2LBhQ479GzZsoEWLFvd93aJFixgyZAi//vor3bt3f+j72Nra4uzsnONRnGys9Lzbow4zBz5COVsr9l+4SfdvtrP9zLVifV9LFxOfytD5+5my5iQAQ1sEYG8jzQiFEGVHcnIyv//+Oy+99BKPP/448+fPz37uzsjKP//8Q0hICA4ODrRo0YJTp04BMH/+fN5//30OHz6MTqdDp9Nlv37atGnUq1cPR0dHfH19GTVqFElJSdnnnj9/Pq6urqxevZo6depga2vLxYsXSUtLY/z48fj6+mJra0v16tWZM2cOFy5coH379gCUL18enU7HkCFDgHsvb93vHMXNLG9ZHzduHM899xwhISE0b96cH374gUuXLjFy5EhAHaWJiopiwYIFgFrwDBo0iK+//ppmzZpljxLZ29vj4uKi2feRmy5B3tTycmbUwlDCoxMYNHcfrz5andEdqmOQSzbZFEVh+aEoJq08TkJqJjZWet7oVFMmMAshioSiKNzO0OauWntrQ74m5i5evJiaNWtSs2ZNBg4cyOjRo3nnnXdynOOtt97iiy++oGLFiowcOZJhw4axc+dO+vfvz7Fjx1i7di0bN24EyP5c1Ov1fPPNN/j7+xMREcGoUaMYP34806dPzz5vSkoKU6dO5ccff8Td3R0PDw8GDRrE7t27+eabb2jQoAERERHExcXh6+vL0qVL6du3L6dOncLZ2Tn7dvP/ut85iptZFj39+/fn+vXrTJ48mejoaIKCglizZg1VqlQBIDo6Osfw3qxZs8jMzOTll1/m5Zdfzt4/ePDgHBWxufCv4MiyUS14f1U4i/Zd4quNZzh48SZf9m8ozfaAa4lp/G/5UTZkTfpuUNmFL/o1oJqH9kOjQojS4XaGkTrvrtPkvcMnd8bBJu8fv3PmzGHgwIEAdOnShaSkJP75558c0zg++ugj2rZtC8CECRPo3r07qamp2Nvb4+TkhJWVFV5eXjnO+++Rl4CAAD744ANeeumlHEVPRkYG06dPp0GDBgCcPn2a33//nQ0bNmS/f2BgYPbxd+6a9vDwwNXVNdfv52HnKE5mWfQAjBo1ilGjRuX63H8LmS1bthR/oCJmZ21gap96NAkoz/+WHWP7mTi6f7Od7wY8QmN/7W+118pfR6J5e8VRbqZkYG3QMbZjDV5sE4iVweyuxAohRLE7deoU+/btY9myZQBYWVnRv39/5s6dm6PoqV+/fvb2na7FsbGxuTb0vWPz5s1MmTKF8PBwEhISyMzMJDU1leTkZBwdHQF1ysm/zx0WFobBYMgusAqiKM5RUGZb9JQVvYMrE+TjwksLQzkbm8TTP+xhfOeavNAmsEz1k7iZnM67K4+z6vAVAGp7O/PFUw2o41O8c62EEGWTvbWB8MnaLFVkb533eYlz5swhMzOTSpUqZe9TFAVra2tu3ryZvc/a2jp7+85nx4MmHV+8eJFu3boxcuRIPvjgA9zc3NixYwfDhw/P0QDQ3t4+x2fR/S5X5UdRnKOgpOgxA9U9y/Hnyy15a/lRVoRdYerfJ9l/4QZfPNUQFwfrh5/Awm0Mv8rE5Ue5lpiGQa9jVLuqjO5QHRsrGd0RQhQPnU6Xr0tMWsjMzGTBggV88cUX9zTs7du3LwsXLiQoKOih57GxscnuSH3HgQMHyMzM5Isvvsheh+z3339/6Lnq1auHyWRi69atud4lfafj9X/fLz/nKE7yqWImHG2t+LJ/Q6b0roeNlZ6NJ2Lp/u12Dkfe0jpasUlIzeD1JYcZseAA1xLTqObhxLKXWvB/nWpKwSOEKPNWr17NzZs3GT58OEFBQTkeTz75ZJ7vdrozUTksLIy4uDjS0tKoWrUqmZmZfPvtt5w/f56ff/6ZmTNn5ulcgwcPZtiwYaxYsYKIiAi2bNmSXTBVqVIFnU7H6tWruXbtWo67wfJ6juIknyxmRKfTMaCpH8teakEVdwcu37zNUzN3s2D3BRRF0Tpekdp2+hqdv9zGHwcvo9PBC20CWT26FQ18XbWOJoQQZmHOnDl07Ngx17uQ+/btS1hYGKGhoQ89T9++fenSpQvt27enYsWKLFq0iIYNGzJt2jQ++eQTgoKCWLhwIVOnTs1TrhkzZvDkk08yatQoatWqxfPPP09ycjIAlSpV4v3332fChAl4enryyiuv5PscxUmnlLZP0wJKSEjAxcWF+Pj4Yu/Zk6c8qRm8seQw646rdzA9Xt+bj/vWx8nWvIdjHyYpLZMpa07w61717jt/dwc+f6oBIWV48rYQovilpqYSERFBQEAAdnZ2WscR+fSgf7/8fH7LSI+ZcrazZubARrzzeB2s9DpWH4mm57c7OBlTPGuElYQ956/T9ett2QXPkBb+rHm1tRQ8QgghSoQUPWZMp9MxvFUAi19sjreLHefjkun1/U6WHCi+JTOKw+10I++vOs7TP+wh8sZtKrna8+uIpkzqWdfsJxIKIYQoPaTosQCNqpTnrzGtaVezIqkZJt744whvLDnM7XRtuonmR+gldbmNeTsvAPBME1/Wjm1Ni2oVtA0mhBCizJGix0K4Odowd3Bj3uhcE70Olhy8TO/pOzl37d6Z8eYgLdPIx3+f5MkZuzgfl4ynsy3zhjZmap/6lLMr/bfhCyGEMD9S9FgQvV7Hy+2r8cuIplRwsuVkTCI9v92R3dDPXByLiqfntzuZufUcJgX6BFdi/di2tK/poXU0IYQQZZgUPRaoRdUKrBnTiqYBbiSnGxm96BDv/nmMtExtL3dlGE18ueE0vb7fyamriVRwsmHWc42Y1r9sNFkUQghh3qTosVAeznYsHNGUl9tXBWDB7ov0m7mbyBspmuQ5GZNAr+938vU/Z8g0KXSr58W6sW3oXNfr4S8WQgghSoAUPRbMyqDnjc61mDe0Ma4O1hy+HE/3b7azMWt18pKQaTQxfctZen67k+NXEnB1sOabZ4L5fsAjuMuK8UIIIcyIFD2lQPuaHvw1pjXBfq4kpGYyYsEBpv59ggzj/RebKwrnriXx5MzdfLr2FOlGEx1re7B+bBt6NvApU4ulCiGEsAxS9JQSlVztWfxCc4a1DABg1tbzDJi9h5j41CJ/L5NJYc6OCLp9vZ2wyFuUs7Xi86caMHtQCB7O0ulUCCEs0ZAhQ+jVq5fWMYqVFD2liI2Vnnd71GHGs49QztaK/RfUHjnbz1wrsve4dD2Fp2fv4YPV4aRlmmhdvQLrXmvDk40qy+iOEEIUk127dmEwGOjSpUuhz3XhwgV0Oh1hYWE59n/99dfMnz+/0Oc3Z1L0lEJd63mzanQr6ng7cz05nUFz9/HVxtMYTQVfZk1RFH7Zc5EuX29jX8QNHGwMfNQ7iAXDmuDjal+E6YUQQvzX3LlzGT16NDt27ODSpUv3PU5RFDIzMwv0Hi4uLri6uhYwoWWQoqeU8q/gyLJRLXimiR+KAl9tPMOQefuIS0rL97mu3LrNoLn7eHvFMVLSjTQJcGPtq214tmkVGd0RQohilpyczO+//85LL73E448/nmM0ZsuWLeh0OtatW0dISAi2trZs374dk8nEJ598QrVq1bC1tcXPz4+PPvoIgIAAdRpEcHAwOp2Odu3aAfde3nrQOSyVLHxUitlZG5japx5NAsrzv2XH2H4mju7fbOe7AY/QOA+LfCqKwh8HLzN5VTiJaZnYWukZ36UWQ1v4o9dLsSOEsGCKAhnatPjA2gHy8Qfj4sWLqVmzJjVr1mTgwIGMHj2ad955J8cfnePHj+fzzz8nMDAQV1dXJk6cyOzZs/nyyy9p1aoV0dHRnDx5EoB9+/bRpEkTNm7cSN26dbGxscn1fR90DkslRU8Z0Du4MkE+Lry0MJSzsUk8/cMexneuyQttAu87UhObkMrEZUf552QsAMF+rnz+VAOqVnQqyehCCFE8MlJgio827/2/K2DjmOfD58yZw8CBAwHo0qULSUlJ/PPPP3Ts2DH7mMmTJ/PYY48BkJiYyNdff813333H4MGDAahatSqtWrUCoGLFigC4u7vj5ZV7L7WHncNSyeWtMqK6Zzn+fLklvRr6YDQpTP37JM8vOEB8SkaO4xRFYeXhK3T6ahv/nIzFxqBnfJeaLHmxuRQ8QghRwk6dOsW+fft4+umnAbCysqJ///7MnTs3x3EhISHZ2ydOnCAtLY1HH320wO9bFOcwRzLSU4Y42lrxZf+GNAlwZ9Kq42w8EUv3b7fz/YBHaODryvWkNN758xhrjsYAUNfHmWn9GlLTq5zGyYUQoohZO6gjLlq9dx7NmTOHzMxMKlWqlL1PURSsra25efNm9j5Hx7sjR/b2hb+5pCjOYY6k6CljdDodA5r6Ub+yC6MWhnLpRgpPzdzN4BZVWH4oirikdKyyFjZ9pUM1rA0yGCiEKIV0unxdYtJCZmYmCxYs4IsvvqBTp045nuvbty8LFy4kKCjontdVr14de3t7/vnnH0aMGHHP83fm8BiN91+v8WHnsFRS9JRRQZVcWD2mFW8sOcy641eZvT0CgBqeTkzr15CgSi4aJxRCiLJt9erV3Lx5k+HDh+PikvN38pNPPsmcOXP48ssv73mdnZ0db775JuPHj8fGxoaWLVty7do1jh8/zvDhw/Hw8MDe3p61a9dSuXJl7Ozs7jn/w85hqeTP+DLM2c6amQMb8c7jdfBxseOldlVZNbqVFDxCCGEG5syZQ8eOHe8pSEAd6QkLCyM0NDTX177zzjv83//9H++++y61a9emf//+xMaqN6ZYWVnxzTffMGvWLHx8fHjiiSfyfQ5LpVMUpeAd60qRhIQEXFxciI+Px9nZWes4QgghilBqaioREREEBARgZyfL5ViaB/375efzW0Z6hBBCCFEmSNEjhBBCiDJBih4hhBBClAlS9AghhBCiTJCiRwghhBBlghQ9Qgghygy5YdkyFdW/mxQ9QgghSj2DwQBAenq6xklEQaSkpABgbW1dqPOYbUfm6dOn89lnnxEdHU3dunX56quvaN269X2P37p1K+PGjeP48eP4+Pgwfvx4Ro4cWYKJhRBCmCsrKyscHBy4du0a1tbW6PXyN78lUBSFlJQUYmNjcXV1zS5eC8osi57FixczduxYpk+fTsuWLZk1axZdu3YlPDwcPz+/e46PiIigW7duPP/88/zyyy/s3LmTUaNGUbFiRfr27avBdyCEEMKc6HQ6vL29iYiI4OLFi1rHEfnk6uqKl5dXoc9jlh2ZmzZtyiOPPMKMGTOy99WuXZtevXoxderUe45/8803WblyJSdOnMjeN3LkSA4fPszu3bvz9J7SkVkIIUo/k8kkl7gsjLW19QNHePLz+W12Iz3p6ekcPHiQCRMm5NjfqVMndu3aletrdu/efc8KtJ07d2bOnDlkZGQU+hqgEEKI0kGv18syFGWY2RU9cXFxGI1GPD09c+z39PQkJiYm19fExMTkenxmZiZxcXF4e3vf85q0tDTS0tKyv05ISCiC9EIIIYQwV2Y7k0un0+X4WlGUe/Y97Pjc9t8xdepUXFxcsh++vr6FTCyEEEIIc2Z2RU+FChUwGAz3jOrExsbeM5pzh5eXV67HW1lZ4e7unutrJk6cSHx8fPYjMjKyaL4BIYQQQpgls7u8ZWNjQ6NGjdiwYQO9e/fO3r9hwwaeeOKJXF/TvHlzVq1alWPf+vXrCQkJue98HltbW2xtbbO/vjMyJJe5hBBCCMtx53M7T/dlKWbot99+U6ytrZU5c+Yo4eHhytixYxVHR0flwoULiqIoyoQJE5Tnnnsu+/jz588rDg4OymuvvaaEh4crc+bMUaytrZU//vgjz+8ZGRmpAPKQhzzkIQ95yMMCH5GRkQ/9rDe7kR6A/v37c/36dSZPnkx0dDRBQUGsWbOGKlWqABAdHc2lS5eyjw8ICGDNmjW89tprfP/99/j4+PDNN9/kq0ePj48PkZGRlCtX7oFzh0qrhIQEfH19iYyMlFv2C0F+jkVDfo6FJz/DoiE/x6JRnD9HRVFITEzEx8fnoceaZZ8eUfKkT1HRkJ9j0ZCfY+HJz7BoyM+xaJjLz9HsJjILIYQQQhQHKXqEEEIIUSZI0SMA9W629957L8cdbSL/5OdYNOTnWHjyMywa8nMsGubyc5Q5PUIIIYQoE2SkRwghhBBlghQ9QgghhCgTpOgRQgghRJkgRU8ZNnXqVBo3bky5cuXw8PCgV69enDp1SutYFm/q1KnodDrGjh2rdRSLExUVxcCBA3F3d8fBwYGGDRty8OBBrWNZlMzMTN5++20CAgKwt7cnMDCQyZMnYzKZtI5m1rZt20aPHj3w8fFBp9OxYsWKHM8risKkSZPw8fHB3t6edu3acfz4cW3CmrEH/RwzMjJ48803qVevHo6Ojvj4+DBo0CCuXLlSYvmk6CnDtm7dyssvv8yePXvYsGEDmZmZdOrUieTkZK2jWaz9+/fzww8/UL9+fa2jWJybN2/SsmVLrK2t+fvvvwkPD+eLL77A1dVV62gW5ZNPPmHmzJl89913nDhxgk8//ZTPPvuMb7/9VutoZi05OZkGDRrw3Xff5fr8p59+yrRp0/juu+/Yv38/Xl5ePPbYYyQmJpZwUvP2oJ9jSkoKoaGhvPPOO4SGhrJs2TJOnz5Nz549Sy5gftbEEqVbbGysAihbt27VOopFSkxMVKpXr65s2LBBadu2rfLqq69qHcmivPnmm0qrVq20jmHxunfvrgwbNizHvj59+igDBw7UKJHlAZTly5dnf20ymRQvLy/l448/zt6XmpqquLi4KDNnztQgoWX4788xN/v27VMA5eLFiyWSSUZ6RLb4+HgA3NzcNE5imV5++WW6d+9Ox44dtY5ikVauXElISAhPPfUUHh4eBAcHM3v2bK1jWZxWrVrxzz//cPr0aQAOHz7Mjh076Natm8bJLFdERAQxMTF06tQpe5+trS1t27Zl165dGiazfPHx8eh0uhIb0TXLBUdFyVMUhXHjxtGqVSuCgoK0jmNxfvvtN0JDQ9m/f7/WUSzW+fPnmTFjBuPGjeN///sf+/btY8yYMdja2jJo0CCt41mMN998k/j4eGrVqoXBYMBoNPLRRx/xzDPPaB3NYsXExADg6emZY7+npycXL17UIlKpkJqayoQJExgwYECJrcclRY8A4JVXXuHIkSPs2LFD6ygWJzIykldffZX169djZ2endRyLZTKZCAkJYcqUKQAEBwdz/PhxZsyYIUVPPixevJhffvmFX3/9lbp16xIWFsbYsWPx8fFh8ODBWsezaDqdLsfXiqLcs0/kTUZGBk8//TQmk4np06eX2PtK0SMYPXo0K1euZNu2bVSuXFnrOBbn4MGDxMbG0qhRo+x9RqORbdu28d1335GWlobBYNAwoWXw9vamTp06OfbVrl2bpUuXapTIMr3xxhtMmDCBp59+GoB69epx8eJFpk6dKkVPAXl5eQHqiI+3t3f2/tjY2HtGf8TDZWRk0K9fPyIiIti0aVOJrrouc3rKMEVReOWVV1i2bBmbNm0iICBA60gW6dFHH+Xo0aOEhYVlP0JCQnj22WcJCwuTgiePWrZseU/LhNOnT1OlShWNElmmlJQU9Pqcv9oNBoPcsl4IAQEBeHl5sWHDhux96enpbN26lRYtWmiYzPLcKXjOnDnDxo0bcXd3L9H3l5GeMuzll1/m119/5c8//6RcuXLZ161dXFywt7fXOJ3lKFeu3D3zoBwdHXF3d5f5Ufnw2muv0aJFC6ZMmUK/fv3Yt28fP/zwAz/88IPW0SxKjx49+Oijj/Dz86Nu3bocOnSIadOmMWzYMK2jmbWkpCTOnj2b/XVERARhYWG4ubnh5+fH2LFjmTJlCtWrV6d69epMmTIFBwcHBgwYoGFq8/Ogn6OPjw9PPvkkoaGhrF69GqPRmP254+bmho2NTfEHLJF7xIRZAnJ9zJs3T+toFk9uWS+YVatWKUFBQYqtra1Sq1Yt5YcfftA6ksVJSEhQXn31VcXPz0+xs7NTAgMDlbfeektJS0vTOppZ27x5c66/DwcPHqwoinrb+nvvvad4eXkptra2Sps2bZSjR49qG9oMPejnGBERcd/Pnc2bN5dIPlllXQghhBBlgszpEUIIIUSZIEWPEEIIIcoEKXqEEEIIUSZI0SOEEEKIMkGKHiGEEEKUCVL0CCGEEKJMkKJHCCGEEGWCFD1CCCGEKBOk6BFCiAeYNGkSDRs21DqGEKIISNEjhBBZdDodK1as0DqGEKKYSNEjhBBCiDJBih4hhNlp164do0ePZuzYsZQvXx5PT09++OEHkpOTGTp0KOXKlaNq1ar8/fff2a/ZunUrTZo0wdbWFm9vbyZMmEBmZmaOc44ZM4bx48fj5uaGl5cXkyZNyn7e398fgN69e6PT6bK/vuPnn3/G398fFxcXnn76aRITE4vzRyCEKAZS9AghzNJPP/1EhQoV2LdvH6NHj+all17iqaeeokWLFoSGhtK5c2eee+45UlJSiIqKolu3bjRu3JjDhw8zY8YM5syZw4cffnjPOR0dHdm7dy+ffvopkydPZsOGDQDs378fgHnz5hEdHZ39NcC5c+dYsWIFq1evZvXq1WzdupWPP/645H4YQogiIausCyHMTrt27TAajWzfvh0Ao9GIi4sLffr0YcGCBQDExMTg7e3N7t27WbVqFUuXLuXEiRPodDoApk+fzptvvkl8fDx6vf6ecwI0adKEDh06ZBcwOp2O5cuX06tXr+xjJk2axGeffUZMTAzlypUDYPz48Wzbto09e/aUxI9DCFFEZKRHCGGW6tevn71tMBhwd3enXr162fs8PT0BiI2N5cSJEzRv3jy74AFo2bIlSUlJXL58OddzAnh7exMbG/vQLP7+/tkFT35eJ4QwL1L0CCHMkrW1dY6vdTpdjn13ChyTyYSiKDkKHoA7g9j/3p/bOU0mU4Gy5OV1QgjzIkWPEMLi1alTh127dvHvq/W7du2iXLlyVKpUKc/nsba2xmg0FkdEIYQZkKJHCGHxRo0aRWRkJKNHj+bkyZP8+eefvPfee4wbNw69Pu+/5vz9/fnnn3+IiYnh5s2bxZhYCKEFKXqEEBavUqVKrFmzhn379tGgQQNGjhzJ8OHDefvtt/N1ni+++IINGzbg6+tLcHBwMaUVQmhF7t4SQgghRJkgIz1CCCGEKBOk6BFCCCFEmSBFjxBCCCHKBCl6hBBCCFEmSNEjhBBCiDJBih4hhBBClAlS9AghhBCiTJCiRwghhBBlghQ9QgghhCgTpOgRQgghRJkgRY8QQgghygQpeoQQQghRJvw/e/9B8x80j9YAAAAASUVORK5CYII=", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "SH_area.groupby('time.month').mean('time').plot(label='Antarctic')\n", - "NH_area.groupby('time.month').mean('time').plot(label='Arctic')\n", - "\n", - "plt.legend()\n", - "plt.ylabel('Sea Ice Area (km$^{2}$)');" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Making Maps" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If we just plot a selected month now, you see that everything North of 65N is skewed. " - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:36:28.218407Z", - "iopub.status.busy": "2024-06-21T05:36:28.217516Z", - "iopub.status.idle": "2024-06-21T05:36:46.977666Z", - "shell.execute_reply": "2024-06-21T05:36:46.976681Z", - "shell.execute_reply.started": "2024-06-21T05:36:28.218358Z" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = plt.subplot(projection = ccrs.PlateCarree())\n", - "\n", - "sic.sel(time='1985-08').plot(cmap = cmo.ice)\n", - "ax.coastlines();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Most of our work is in the Southern Ocean, so maybe we don't care. But if you are interested in the Arctic, then we need to account for the tri-polar ocean grid that out models use. The easiest way out of that is using contourf, and the passing the x and y coordinates.\n", - "\n", - "See [Making Maps with Cartopy](https://cosima-recipes.readthedocs.io/en/latest/Tutorials/Making_Maps_with_Cartopy.html) tutorial for more help with plotting!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We need the geolon and geolat fields from the model for the actual (two-pole) coordinates, instead of the model (three-pole) coordinates." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:39:39.357369Z", - "iopub.status.busy": "2024-06-21T05:39:39.356671Z", - "iopub.status.idle": "2024-06-21T05:39:39.368215Z", - "shell.execute_reply": "2024-06-21T05:39:39.366880Z", - "shell.execute_reply.started": "2024-06-21T05:39:39.357318Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "sic=sic.assign_coords({\n", - " 'geolat': area.geolat_t,\n", - " 'geolon': area.geolon_t\n", - "})" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Use contourf, and the geolon and geolat fields" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:39:46.017448Z", - "iopub.status.busy": "2024-06-21T05:39:46.016362Z", - "iopub.status.idle": "2024-06-21T05:40:00.958268Z", - "shell.execute_reply": "2024-06-21T05:40:00.957481Z", - "shell.execute_reply.started": "2024-06-21T05:39:46.017395Z" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = plt.subplot(projection=ccrs.PlateCarree())\n", - "\n", - "sic.sel(time='1985-08').squeeze('time').plot.contourf(\n", - " transform = ccrs.PlateCarree(),\n", - " x = 'geolon',\n", - " y = 'geolat',\n", - " levels = 33,\n", - " cmap = cmo.ice\n", - ")\n", - "\n", - "ax.coastlines();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Using cartopy, we can make Polar Stereographic plots of sea ice concentration for a selected month, as follows:" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:40:00.959667Z", - "iopub.status.busy": "2024-06-21T05:40:00.959478Z", - "iopub.status.idle": "2024-06-21T05:40:00.966020Z", - "shell.execute_reply": "2024-06-21T05:40:00.965074Z", - "shell.execute_reply.started": "2024-06-21T05:40:00.959649Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "def plot_si_conc(data):\n", - " \"\"\" A function for plotting tri-polar data\"\"\"\n", - " ax = plt.gca()\n", - "\n", - " # Map the plot boundaries to a circle\n", - " theta = np.linspace(0, 2*np.pi, 100)\n", - " center, radius = [0.5, 0.5], 0.5\n", - " verts = np.vstack([np.sin(theta), np.cos(theta)]).T\n", - " circle = mpath.Path(verts * radius + center)\n", - " ax.set_boundary(circle, transform=ax.transAxes)\n", - "\n", - " # Add land features and gridlines\n", - " ax.add_feature(cfeature.NaturalEarthFeature('physical', 'land', '50m', edgecolor='black',\n", - " facecolor = 'gainsboro'), zorder = 2)\n", - "\n", - " data.plot.contourf(\n", - " transform = ccrs.PlateCarree(),\n", - " x = 'geolon', \n", - " y = 'geolat', \n", - " levels = np.arange(0.15, 1.05, 0.05),\n", - " cmap = cmo.ice,\n", - " cbar_kwargs = {\n", - " 'label':'Sea Ice Concentration'\n", - " }\n", - " )\n", - "\n", - " gl = ax.gridlines(\n", - " draw_labels=True, linewidth=1, color='gray', alpha=0.2, linestyle='--',\n", - " ylocs = np.arange(-80, 81, 10)\n", - " )\n", - "\n", - " ax.coastlines()" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:40:00.966716Z", - "iopub.status.busy": "2024-06-21T05:40:00.966550Z", - "iopub.status.idle": "2024-06-21T05:41:48.248067Z", - "shell.execute_reply": "2024-06-21T05:41:48.247104Z", - "shell.execute_reply.started": "2024-06-21T05:40:00.966700Z" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def plot_sh_si_conc():\n", - " ax = plt.subplot(projection=ccrs.SouthPolarStereo())\n", - "\n", - " ax.set_extent([-180, 180, -90, -50], crs=ccrs.PlateCarree())\n", - "\n", - " plot_si_conc(\n", - " sic.cf.sel(time='1985-08').squeeze('time')\n", - " )\n", - "\n", - "plot_sh_si_conc()" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:41:48.249306Z", - "iopub.status.busy": "2024-06-21T05:41:48.249117Z", - "iopub.status.idle": "2024-06-21T05:42:33.530009Z", - "shell.execute_reply": "2024-06-21T05:42:33.528746Z", - "shell.execute_reply.started": "2024-06-21T05:41:48.249288Z" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def plot_nh_si_conc():\n", - " ax = plt.subplot(projection=ccrs.NorthPolarStereo(central_longitude=-45))\n", - " \n", - " ax.set_extent([-180, 180, 40, 90], crs=ccrs.PlateCarree())\n", - "\n", - " plot_si_conc(\n", - " sic.cf.sel(time='1985-02').squeeze('time')\n", - " )\n", - "\n", - "plot_nh_si_conc()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Once we are happy with your plot, we can save the plot to disk using `plt.savefig('filepath/filename')` function at the end of the cell containing the plot we want to save, as shown below. Note that your filename must contain the file (e.g., pdf, jpeg, png, etc.). \n", - "For more information on the options available to save figures refer to [Matplotlib documentation](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.savefig.html)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "execution": { - "iopub.status.busy": "2023-10-02T04:38:30.214407Z", - "iopub.status.idle": "2023-10-02T04:38:30.214614Z", - "shell.execute_reply": "2023-10-02T04:38:30.214511Z", - "shell.execute_reply.started": "2023-10-02T04:38:30.214502Z" - }, - "tags": [] - }, - "source": [ - "```python\n", - "plot_sh_si_conc()\n", - "plt.savefig('MyFirstSeaIcePlot.png', dpi = 300)\n", - "```" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python [conda env:analysis3-24.04] *", - "language": "python", - "name": "conda-env-analysis3-24.04-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.14" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/Recipes/Sea_Ice_Coordinates.ipynb b/Recipes/Sea_Ice_Coordinates.ipynb index b2214fe4..fc218519 100644 --- a/Recipes/Sea_Ice_Coordinates.ipynb +++ b/Recipes/Sea_Ice_Coordinates.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Sea ice coordinates" + "# Sea ice plotting examples" ] }, { @@ -763,7 +763,7 @@ } ], "source": [ - "client = Client(threads_per_worker = 1)\n", + "client = Client(threads_per_worker=1)\n", "client" ] }, From 307d056da8cf766ccc17f04237ed71ff9705fd8d Mon Sep 17 00:00:00 2001 From: Marc White Date: Mon, 17 Mar 2025 17:26:02 +1100 Subject: [PATCH 05/16] Further work on SeaIceCoordinates --- Recipes/Sea_Ice_Coordinates.ipynb | 893 +++++++++++++++++------------- 1 file changed, 519 insertions(+), 374 deletions(-) diff --git a/Recipes/Sea_Ice_Coordinates.ipynb b/Recipes/Sea_Ice_Coordinates.ipynb index fc218519..7b8fffe4 100644 --- a/Recipes/Sea_Ice_Coordinates.ipynb +++ b/Recipes/Sea_Ice_Coordinates.ipynb @@ -20,13 +20,6 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T04:56:47.151492Z", - "iopub.status.busy": "2024-06-21T04:56:47.150351Z", - "iopub.status.idle": "2024-06-21T04:56:47.162798Z", - "shell.execute_reply": "2024-06-21T04:56:47.161821Z", - "shell.execute_reply.started": "2024-06-21T04:56:47.151437Z" - }, "tags": [] }, "outputs": [], @@ -47,13 +40,6 @@ "cell_type": "code", "execution_count": 2, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T04:56:47.165346Z", - "iopub.status.busy": "2024-06-21T04:56:47.164799Z", - "iopub.status.idle": "2024-06-21T04:59:42.778798Z", - "shell.execute_reply": "2024-06-21T04:59:42.777541Z", - "shell.execute_reply.started": "2024-06-21T04:56:47.165307Z" - }, "tags": [] }, "outputs": [], @@ -75,16 +61,19 @@ "cell_type": "code", "execution_count": 3, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T04:59:42.781435Z", - "iopub.status.busy": "2024-06-21T04:59:42.780561Z", - "iopub.status.idle": "2024-06-21T04:59:59.161665Z", - "shell.execute_reply": "2024-06-21T04:59:59.160405Z", - "shell.execute_reply.started": "2024-06-21T04:59:42.781384Z" - }, "tags": [] }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/node.py:187: UserWarning: Port 8787 is already in use.\n", + "Perhaps you already have a cluster running?\n", + "Hosting the HTTP server on port 33217 instead\n", + " warnings.warn(\n" + ] + }, { "data": { "text/html": [ @@ -92,7 +81,7 @@ "
    \n", "
    \n", "

    Client

    \n", - "

    Client-126c7582-2f8b-11ef-8213-0000018dfe80

    \n", + "

    Client-806fcd77-02f7-11f0-bae4-000007d8fe80

    \n", " \n", "\n", " \n", @@ -105,7 +94,7 @@ " \n", " \n", " \n", " \n", " \n", @@ -114,7 +103,7 @@ "
    \n", - " Dashboard: /proxy/8787/status\n", + " Dashboard: /proxy/33217/status\n", "
    \n", "\n", " \n", - " \n", " \n", @@ -127,22 +116,22 @@ "
    \n", "
    \n", "

    LocalCluster

    \n", - "

    eceecd88

    \n", + "

    fcae878e

    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", @@ -164,22 +153,22 @@ "
    \n", "
    \n", "

    Scheduler

    \n", - "

    Scheduler-a46a8f6a-d64c-4787-95a1-b7685718a1ca

    \n", + "

    Scheduler-6340be1e-ed5f-433c-92eb-011782142900

    \n", "
    \n", - " Dashboard: /proxy/8787/status\n", + " Dashboard: /proxy/33217/status\n", " \n", - " Workers: 12\n", + " Workers: 14\n", "
    \n", - " Total threads: 12\n", + " Total threads: 14\n", " \n", - " Total memory: 46.00 GiB\n", + " Total memory: 63.00 GiB\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", @@ -187,7 +176,7 @@ " Started: Just now\n", " \n", " \n", " \n", "
    \n", - " Comm: tcp://127.0.0.1:41857\n", + " Comm: tcp://127.0.0.1:42533\n", " \n", - " Workers: 12\n", + " Workers: 14\n", "
    \n", - " Dashboard: /proxy/8787/status\n", + " Dashboard: /proxy/33217/status\n", " \n", - " Total threads: 12\n", + " Total threads: 14\n", "
    \n", - " Total memory: 46.00 GiB\n", + " Total memory: 63.00 GiB\n", "
    \n", @@ -210,7 +199,7 @@ " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -255,7 +244,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:36321\n", + " Comm: tcp://127.0.0.1:32809\n", " \n", " Total threads: 1\n", @@ -218,21 +207,21 @@ "
    \n", - " Dashboard: /proxy/43009/status\n", + " Dashboard: /proxy/44543/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:35009\n", + " Nanny: tcp://127.0.0.1:36485\n", "
    \n", - " Local directory: /jobfs/118791246.gadi-pbs/dask-scratch-space/worker-cexmf9f1\n", + " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-7e38p1kz\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -300,7 +289,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:32845\n", + " Comm: tcp://127.0.0.1:43147\n", " \n", " Total threads: 1\n", @@ -263,21 +252,21 @@ "
    \n", - " Dashboard: /proxy/35147/status\n", + " Dashboard: /proxy/39847/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:46731\n", + " Nanny: tcp://127.0.0.1:36105\n", "
    \n", - " Local directory: /jobfs/118791246.gadi-pbs/dask-scratch-space/worker-cnuiwxag\n", + " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-jggf4k79\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -345,7 +334,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:43923\n", + " Comm: tcp://127.0.0.1:40653\n", " \n", " Total threads: 1\n", @@ -308,21 +297,21 @@ "
    \n", - " Dashboard: /proxy/39563/status\n", + " Dashboard: /proxy/44075/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:33925\n", + " Nanny: tcp://127.0.0.1:44779\n", "
    \n", - " Local directory: /jobfs/118791246.gadi-pbs/dask-scratch-space/worker-445n08k8\n", + " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-_ra57bvr\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -390,7 +379,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:43315\n", + " Comm: tcp://127.0.0.1:45165\n", " \n", " Total threads: 1\n", @@ -353,21 +342,21 @@ "
    \n", - " Dashboard: /proxy/44285/status\n", + " Dashboard: /proxy/41055/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:34179\n", + " Nanny: tcp://127.0.0.1:40565\n", "
    \n", - " Local directory: /jobfs/118791246.gadi-pbs/dask-scratch-space/worker-o7g2u4un\n", + " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-ld36d8sh\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -435,7 +424,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:44667\n", + " Comm: tcp://127.0.0.1:34041\n", " \n", " Total threads: 1\n", @@ -398,21 +387,21 @@ "
    \n", - " Dashboard: /proxy/41963/status\n", + " Dashboard: /proxy/36401/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:36223\n", + " Nanny: tcp://127.0.0.1:45487\n", "
    \n", - " Local directory: /jobfs/118791246.gadi-pbs/dask-scratch-space/worker-lejgtr70\n", + " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-fp_6cgyr\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -480,7 +469,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:33579\n", + " Comm: tcp://127.0.0.1:44597\n", " \n", " Total threads: 1\n", @@ -443,21 +432,21 @@ "
    \n", - " Dashboard: /proxy/38961/status\n", + " Dashboard: /proxy/42217/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:44865\n", + " Nanny: tcp://127.0.0.1:41599\n", "
    \n", - " Local directory: /jobfs/118791246.gadi-pbs/dask-scratch-space/worker-dr3yfefp\n", + " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-8ic5qy59\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -525,7 +514,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:43113\n", + " Comm: tcp://127.0.0.1:32803\n", " \n", " Total threads: 1\n", @@ -488,21 +477,21 @@ "
    \n", - " Dashboard: /proxy/46561/status\n", + " Dashboard: /proxy/34637/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:35763\n", + " Nanny: tcp://127.0.0.1:43047\n", "
    \n", - " Local directory: /jobfs/118791246.gadi-pbs/dask-scratch-space/worker-sy2e9l8h\n", + " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-owmg1xjc\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -570,7 +559,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:43831\n", + " Comm: tcp://127.0.0.1:43575\n", " \n", " Total threads: 1\n", @@ -533,21 +522,21 @@ "
    \n", - " Dashboard: /proxy/43451/status\n", + " Dashboard: /proxy/34875/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:43959\n", + " Nanny: tcp://127.0.0.1:33293\n", "
    \n", - " Local directory: /jobfs/118791246.gadi-pbs/dask-scratch-space/worker-j4hb39hy\n", + " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-_dap9agl\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -615,7 +604,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:36547\n", + " Comm: tcp://127.0.0.1:44327\n", " \n", " Total threads: 1\n", @@ -578,21 +567,21 @@ "
    \n", - " Dashboard: /proxy/41733/status\n", + " Dashboard: /proxy/40531/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:43013\n", + " Nanny: tcp://127.0.0.1:41533\n", "
    \n", - " Local directory: /jobfs/118791246.gadi-pbs/dask-scratch-space/worker-1y1sjuq6\n", + " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-exn0rlj3\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -660,7 +649,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:43969\n", + " Comm: tcp://127.0.0.1:38689\n", " \n", " Total threads: 1\n", @@ -623,21 +612,21 @@ "
    \n", - " Dashboard: /proxy/34667/status\n", + " Dashboard: /proxy/46755/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:32923\n", + " Nanny: tcp://127.0.0.1:36889\n", "
    \n", - " Local directory: /jobfs/118791246.gadi-pbs/dask-scratch-space/worker-djbam8fo\n", + " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-h3k2l17b\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -705,7 +694,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:34755\n", + " Comm: tcp://127.0.0.1:39775\n", " \n", " Total threads: 1\n", @@ -668,21 +657,21 @@ "
    \n", - " Dashboard: /proxy/33857/status\n", + " Dashboard: /proxy/35055/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:35077\n", + " Nanny: tcp://127.0.0.1:45781\n", "
    \n", - " Local directory: /jobfs/118791246.gadi-pbs/dask-scratch-space/worker-4uqn9tbr\n", + " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-eqyhm2oy\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", - " Comm: tcp://127.0.0.1:34059\n", + " Comm: tcp://127.0.0.1:42343\n", " \n", " Total threads: 1\n", @@ -713,21 +702,111 @@ "
    \n", - " Dashboard: /proxy/35073/status\n", + " Dashboard: /proxy/33181/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:35423\n", + " Nanny: tcp://127.0.0.1:46765\n", "
    \n", - " Local directory: /jobfs/118791246.gadi-pbs/dask-scratch-space/worker-oe36mbyl\n", + " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-_mz4abs9\n", + "
    \n", + " \n", + "
    \n", + " \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 12

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:34495\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/44547/status\n", + " \n", + " Memory: 4.50 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:44477\n", + "
    \n", + " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-99jvbhpp\n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "
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    \n", + "
    \n", + " \n", + "

    Worker: 13

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", "\n", @@ -754,7 +833,7 @@ "" ], "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -780,13 +859,6 @@ "cell_type": "code", "execution_count": 4, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T04:59:59.164395Z", - "iopub.status.busy": "2024-06-21T04:59:59.163419Z", - "iopub.status.idle": "2024-06-21T05:00:01.955649Z", - "shell.execute_reply": "2024-06-21T05:00:01.954662Z", - "shell.execute_reply.started": "2024-06-21T04:59:59.164343Z" - }, "tags": [] }, "outputs": [], @@ -809,13 +881,6 @@ "cell_type": "code", "execution_count": 5, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:00:01.961394Z", - "iopub.status.busy": "2024-06-21T05:00:01.960239Z", - "iopub.status.idle": "2024-06-21T05:00:01.968482Z", - "shell.execute_reply": "2024-06-21T05:00:01.967357Z", - "shell.execute_reply.started": "2024-06-21T05:00:01.961344Z" - }, "tags": [] }, "outputs": [], @@ -849,49 +914,216 @@ "cell_type": "code", "execution_count": 7, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:00:02.353556Z", - "iopub.status.busy": "2024-06-21T05:00:02.353373Z", - "iopub.status.idle": "2024-06-21T05:00:18.174771Z", - "shell.execute_reply": "2024-06-21T05:00:18.173915Z", - "shell.execute_reply.started": "2024-06-21T05:00:02.353539Z" - }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "

    01deg_jra55v13_ryf9091 catalog with 34 dataset(s) from 11947 asset(s):

    \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:37913\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/43533/status\n", + " \n", + " Memory: 4.50 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:33623\n", + "
    \n", + " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-t_g016km\n", "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    unique
    filename3469
    file_id33
    path11947
    filename_timestamp3372
    frequency5
    start_date3361
    end_date3360
    variable205
    variable_long_name197
    variable_standard_name36
    variable_cell_methods3
    variable_units52
    realm2
    derived_variable0
    \n", + "
    " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "cat_subset = catalog[sic_args[MODEL]['expt']]" + "cat_subset = catalog[sic_args[MODEL]['expt']]\n", + "cat_subset" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:00:18.315444Z", - "iopub.status.busy": "2024-06-21T05:00:18.314389Z", - "iopub.status.idle": "2024-06-21T05:00:18.354428Z", - "shell.execute_reply": "2024-06-21T05:00:18.353381Z", - "shell.execute_reply.started": "2024-06-21T05:00:18.315393Z" - }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "

    01deg_jra55v13_ryf9091 catalog with 1 dataset(s) from 3360 asset(s):

    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    unique
    filename3360
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    path3360
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    frequency1
    start_date3360
    end_date3360
    variable55
    variable_long_name55
    variable_standard_name1
    variable_cell_methods2
    variable_units19
    realm1
    derived_variable0
    \n", + "
    " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "var_search = cat_subset.search(variable=sic_args[MODEL]['variable'], frequency=\"1mon\")" + "var_search = cat_subset.search(variable=sic_args[MODEL]['variable'], frequency=\"1mon\")\n", + "var_search" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:00:23.419493Z", - "iopub.status.busy": "2024-06-21T05:00:23.418718Z", - "iopub.status.idle": "2024-06-21T05:04:20.863033Z", - "shell.execute_reply": "2024-06-21T05:04:20.861794Z", - "shell.execute_reply.started": "2024-06-21T05:00:23.419444Z" - }, "tags": [] }, "outputs": [ @@ -899,9 +1131,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "/g/data/hh5/public/apps/miniconda3/envs/analysis3-24.04/lib/python3.10/site-packages/distributed/client.py:3164: UserWarning: Sending large graph of size 13.12 MiB.\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 13.40 MiB.\n", "This may cause some slowdown.\n", - "Consider scattering data ahead of time and using futures.\n", + "Consider loading the data with Dask directly\n", + " or using futures or delayed objects to embed the data into the graph without repetition.\n", + "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", " warnings.warn(\n" ] } @@ -921,15 +1155,8 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:20:22.081099Z", - "iopub.status.busy": "2024-06-21T05:20:22.079885Z", - "iopub.status.idle": "2024-06-21T05:20:22.086505Z", - "shell.execute_reply": "2024-06-21T05:20:22.085029Z", - "shell.execute_reply.started": "2024-06-21T05:20:22.081047Z" - }, "tags": [] }, "outputs": [], @@ -940,15 +1167,8 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:20:22.625512Z", - "iopub.status.busy": "2024-06-21T05:20:22.624505Z", - "iopub.status.idle": "2024-06-21T05:20:22.630794Z", - "shell.execute_reply": "2024-06-21T05:20:22.629690Z", - "shell.execute_reply.started": "2024-06-21T05:20:22.625462Z" - }, "tags": [] }, "outputs": [], @@ -967,15 +1187,8 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:20:25.968757Z", - "iopub.status.busy": "2024-06-21T05:20:25.967790Z", - "iopub.status.idle": "2024-06-21T05:20:26.004735Z", - "shell.execute_reply": "2024-06-21T05:20:26.003046Z", - "shell.execute_reply.started": "2024-06-21T05:20:25.968705Z" - }, "tags": [] }, "outputs": [], @@ -986,16 +1199,8 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:20:27.452381Z", - "iopub.status.busy": "2024-06-21T05:20:27.451428Z", - "iopub.status.idle": "2024-06-21T05:20:27.491117Z", - "shell.execute_reply": "2024-06-21T05:20:27.489721Z", - "shell.execute_reply.started": "2024-06-21T05:20:27.452330Z" - } - }, + "execution_count": 13, + "metadata": {}, "outputs": [], "source": [ "sic = sic.sel(time=slice('1981','1990'))" @@ -1003,16 +1208,8 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:20:32.083763Z", - "iopub.status.busy": "2024-06-21T05:20:32.082712Z", - "iopub.status.idle": "2024-06-21T05:20:32.120406Z", - "shell.execute_reply": "2024-06-21T05:20:32.118615Z", - "shell.execute_reply.started": "2024-06-21T05:20:32.083710Z" - } - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "data": { @@ -1047,13 +1244,14 @@ " --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n", "}\n", "\n", - "html[theme=dark],\n", - "body[data-theme=dark],\n", + "html[theme=\"dark\"],\n", + "html[data-theme=\"dark\"],\n", + "body[data-theme=\"dark\"],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", " --xr-font-color3: rgba(255, 255, 255, 0.38);\n", - " --xr-border-color: #1F1F1F;\n", + " --xr-border-color: #1f1f1f;\n", " --xr-disabled-color: #515151;\n", " --xr-background-color: #111111;\n", " --xr-background-color-row-even: #111111;\n", @@ -1098,7 +1296,7 @@ ".xr-sections {\n", " padding-left: 0 !important;\n", " display: grid;\n", - " grid-template-columns: 150px auto auto 1fr 20px 20px;\n", + " grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n", "}\n", "\n", ".xr-section-item {\n", @@ -1106,7 +1304,9 @@ "}\n", "\n", ".xr-section-item input {\n", - " display: none;\n", + " display: inline-block;\n", + " opacity: 0;\n", + " height: 0;\n", "}\n", "\n", ".xr-section-item input + label {\n", @@ -1118,6 +1318,10 @@ " color: var(--xr-font-color2);\n", "}\n", "\n", + ".xr-section-item input:focus + label {\n", + " border: 2px solid var(--xr-font-color0);\n", + "}\n", + "\n", ".xr-section-item input:enabled + label:hover {\n", " color: var(--xr-font-color0);\n", "}\n", @@ -1139,7 +1343,7 @@ "\n", ".xr-section-summary-in + label:before {\n", " display: inline-block;\n", - " content: '►';\n", + " content: \"►\";\n", " font-size: 11px;\n", " width: 15px;\n", " text-align: center;\n", @@ -1150,7 +1354,7 @@ "}\n", "\n", ".xr-section-summary-in:checked + label:before {\n", - " content: '▼';\n", + " content: \"▼\";\n", "}\n", "\n", ".xr-section-summary-in:checked + label > span {\n", @@ -1222,15 +1426,15 @@ "}\n", "\n", ".xr-dim-list:before {\n", - " content: '(';\n", + " content: \"(\";\n", "}\n", "\n", ".xr-dim-list:after {\n", - " content: ')';\n", + " content: \")\";\n", "}\n", "\n", ".xr-dim-list li:not(:last-child):after {\n", - " content: ',';\n", + " content: \",\";\n", " padding-right: 5px;\n", "}\n", "\n", @@ -1391,7 +1595,7 @@ " coordinates: TLON TLAT time\n", " cell_measures: area: tarea\n", " cell_methods: time: mean\n", - " time_rep: averaged
    " + " dtype='object', length=120, calendar='noleap', freq='ME'))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " ], "text/plain": [ " Size: 5GB\n", @@ -1663,7 +1867,7 @@ " time_rep: averaged" ] }, - "execution_count": 17, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -1674,15 +1878,8 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 15, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:20:44.888333Z", - "iopub.status.busy": "2024-06-21T05:20:44.885884Z", - "iopub.status.idle": "2024-06-21T05:20:45.141663Z", - "shell.execute_reply": "2024-06-21T05:20:45.140859Z", - "shell.execute_reply.started": "2024-06-21T05:20:44.888271Z" - }, "tags": [] }, "outputs": [ @@ -1690,7 +1887,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/jobfs/118791246.gadi-pbs/ipykernel_688659/1065503372.py:1: DeprecationWarning: Supplying chunks as dimension-order tuples is deprecated. It will raise an error in the future. Instead use a dict with dimension names as keys.\n", + "/jobfs/137134251.gadi-pbs/ipykernel_2407140/1065503372.py:1: DeprecationWarning: Supplying chunks as dimension-order tuples is deprecated. It will raise an error in the future. Instead use a dict with dimension names as keys.\n", " sic = sic.chunk([3, 'auto', 'auto'])\n" ] }, @@ -1727,13 +1924,14 @@ " --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n", "}\n", "\n", - "html[theme=dark],\n", - "body[data-theme=dark],\n", + "html[theme=\"dark\"],\n", + "html[data-theme=\"dark\"],\n", + "body[data-theme=\"dark\"],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", " --xr-font-color3: rgba(255, 255, 255, 0.38);\n", - " --xr-border-color: #1F1F1F;\n", + " --xr-border-color: #1f1f1f;\n", " --xr-disabled-color: #515151;\n", " --xr-background-color: #111111;\n", " --xr-background-color-row-even: #111111;\n", @@ -1778,7 +1976,7 @@ ".xr-sections {\n", " padding-left: 0 !important;\n", " display: grid;\n", - " grid-template-columns: 150px auto auto 1fr 20px 20px;\n", + " grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n", "}\n", "\n", ".xr-section-item {\n", @@ -1786,7 +1984,9 @@ "}\n", "\n", ".xr-section-item input {\n", - " display: none;\n", + " display: inline-block;\n", + " opacity: 0;\n", + " height: 0;\n", "}\n", "\n", ".xr-section-item input + label {\n", @@ -1798,6 +1998,10 @@ " color: var(--xr-font-color2);\n", "}\n", "\n", + ".xr-section-item input:focus + label {\n", + " border: 2px solid var(--xr-font-color0);\n", + "}\n", + "\n", ".xr-section-item input:enabled + label:hover {\n", " color: var(--xr-font-color0);\n", "}\n", @@ -1819,7 +2023,7 @@ "\n", ".xr-section-summary-in + label:before {\n", " display: inline-block;\n", - " content: '►';\n", + " content: \"►\";\n", " font-size: 11px;\n", " width: 15px;\n", " text-align: center;\n", @@ -1830,7 +2034,7 @@ "}\n", "\n", ".xr-section-summary-in:checked + label:before {\n", - " content: '▼';\n", + " content: \"▼\";\n", "}\n", "\n", ".xr-section-summary-in:checked + label > span {\n", @@ -1902,15 +2106,15 @@ "}\n", "\n", ".xr-dim-list:before {\n", - " content: '(';\n", + " content: \"(\";\n", "}\n", "\n", ".xr-dim-list:after {\n", - " content: ')';\n", + " content: \")\";\n", "}\n", "\n", ".xr-dim-list li:not(:last-child):after {\n", - " content: ',';\n", + " content: \",\";\n", " padding-right: 5px;\n", "}\n", "\n", @@ -2071,7 +2275,7 @@ " coordinates: TLON TLAT time\n", " cell_measures: area: tarea\n", " cell_methods: time: mean\n", - " time_rep: averaged" + " dtype='object', length=120, calendar='noleap', freq='ME'))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " ], "text/plain": [ " Size: 5GB\n", @@ -2331,7 +2535,7 @@ " time_rep: averaged" ] }, - "execution_count": 18, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -2350,15 +2554,8 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 16, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:35:14.143385Z", - "iopub.status.busy": "2024-06-21T05:35:14.142289Z", - "iopub.status.idle": "2024-06-21T05:35:14.851878Z", - "shell.execute_reply": "2024-06-21T05:35:14.851154Z", - "shell.execute_reply.started": "2024-06-21T05:35:14.143334Z" - }, "tags": [] }, "outputs": [ @@ -2395,13 +2592,14 @@ " --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n", "}\n", "\n", - "html[theme=dark],\n", - "body[data-theme=dark],\n", + "html[theme=\"dark\"],\n", + "html[data-theme=\"dark\"],\n", + "body[data-theme=\"dark\"],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", " --xr-font-color3: rgba(255, 255, 255, 0.38);\n", - " --xr-border-color: #1F1F1F;\n", + " --xr-border-color: #1f1f1f;\n", " --xr-disabled-color: #515151;\n", " --xr-background-color: #111111;\n", " --xr-background-color-row-even: #111111;\n", @@ -2446,7 +2644,7 @@ ".xr-sections {\n", " padding-left: 0 !important;\n", " display: grid;\n", - " grid-template-columns: 150px auto auto 1fr 20px 20px;\n", + " grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n", "}\n", "\n", ".xr-section-item {\n", @@ -2454,7 +2652,9 @@ "}\n", "\n", ".xr-section-item input {\n", - " display: none;\n", + " display: inline-block;\n", + " opacity: 0;\n", + " height: 0;\n", "}\n", "\n", ".xr-section-item input + label {\n", @@ -2466,6 +2666,10 @@ " color: var(--xr-font-color2);\n", "}\n", "\n", + ".xr-section-item input:focus + label {\n", + " border: 2px solid var(--xr-font-color0);\n", + "}\n", + "\n", ".xr-section-item input:enabled + label:hover {\n", " color: var(--xr-font-color0);\n", "}\n", @@ -2487,7 +2691,7 @@ "\n", ".xr-section-summary-in + label:before {\n", " display: inline-block;\n", - " content: '►';\n", + " content: \"►\";\n", " font-size: 11px;\n", " width: 15px;\n", " text-align: center;\n", @@ -2498,7 +2702,7 @@ "}\n", "\n", ".xr-section-summary-in:checked + label:before {\n", - " content: '▼';\n", + " content: \"▼\";\n", "}\n", "\n", ".xr-section-summary-in:checked + label > span {\n", @@ -2570,15 +2774,15 @@ "}\n", "\n", ".xr-dim-list:before {\n", - " content: '(';\n", + " content: \"(\";\n", "}\n", "\n", ".xr-dim-list:after {\n", - " content: ')';\n", + " content: \")\";\n", "}\n", "\n", ".xr-dim-list li:not(:last-child):after {\n", - " content: ',';\n", + " content: \",\";\n", " padding-right: 5px;\n", "}\n", "\n", @@ -2745,26 +2949,26 @@ " long_name: tracer cell area\n", " units: m^2\n", " valid_range: [0.e+00 1.e+15]\n", - " cell_methods: time: point
  • long_name :
    tracer cell area
    units :
    m^2
    valid_range :
    [0.e+00 1.e+15]
    cell_methods :
    time: point
  • " ], "text/plain": [ " Size: 39MB\n", @@ -2805,7 +3009,7 @@ " cell_methods: time: point" ] }, - "execution_count": 20, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -2835,15 +3039,8 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 17, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:35:34.720374Z", - "iopub.status.busy": "2024-06-21T05:35:34.719342Z", - "iopub.status.idle": "2024-06-21T05:35:34.732671Z", - "shell.execute_reply": "2024-06-21T05:35:34.731596Z", - "shell.execute_reply.started": "2024-06-21T05:35:34.720322Z" - }, "tags": [] }, "outputs": [], @@ -2860,15 +3057,8 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 18, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:35:35.483681Z", - "iopub.status.busy": "2024-06-21T05:35:35.482464Z", - "iopub.status.idle": "2024-06-21T05:35:35.499283Z", - "shell.execute_reply": "2024-06-21T05:35:35.498283Z", - "shell.execute_reply.started": "2024-06-21T05:35:35.483630Z" - }, "tags": [] }, "outputs": [ @@ -2893,7 +3083,7 @@ " Grid Mappings: n/a" ] }, - "execution_count": 22, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -2936,15 +3126,8 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 19, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:37:03.308340Z", - "iopub.status.busy": "2024-06-21T05:37:03.307631Z", - "iopub.status.idle": "2024-06-21T05:37:03.366146Z", - "shell.execute_reply": "2024-06-21T05:37:03.365305Z", - "shell.execute_reply.started": "2024-06-21T05:37:03.308288Z" - }, "tags": [] }, "outputs": [], @@ -2959,15 +3142,8 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 20, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:35:40.130679Z", - "iopub.status.busy": "2024-06-21T05:35:40.130503Z", - "iopub.status.idle": "2024-06-21T05:35:40.137747Z", - "shell.execute_reply": "2024-06-21T05:35:40.136869Z", - "shell.execute_reply.started": "2024-06-21T05:35:40.130662Z" - }, "tags": [] }, "outputs": [ @@ -2992,7 +3168,7 @@ " Grid Mappings: n/a" ] }, - "execution_count": 24, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -3003,15 +3179,8 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 21, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:35:40.139709Z", - "iopub.status.busy": "2024-06-21T05:35:40.139106Z", - "iopub.status.idle": "2024-06-21T05:35:40.208800Z", - "shell.execute_reply": "2024-06-21T05:35:40.208010Z", - "shell.execute_reply.started": "2024-06-21T05:35:40.139662Z" - }, "tags": [] }, "outputs": [], @@ -3029,15 +3198,8 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 22, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:35:40.209780Z", - "iopub.status.busy": "2024-06-21T05:35:40.209611Z", - "iopub.status.idle": "2024-06-21T05:36:08.677245Z", - "shell.execute_reply": "2024-06-21T05:36:08.675703Z", - "shell.execute_reply.started": "2024-06-21T05:35:40.209764Z" - }, "tags": [] }, "outputs": [ @@ -3045,15 +3207,17 @@ "name": "stderr", "output_type": "stream", "text": [ - "/g/data/hh5/public/apps/miniconda3/envs/analysis3-24.04/lib/python3.10/site-packages/distributed/client.py:3164: UserWarning: Sending large graph of size 37.51 MiB.\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 38.30 MiB.\n", "This may cause some slowdown.\n", - "Consider scattering data ahead of time and using futures.\n", + "Consider loading the data with Dask directly\n", + " or using futures or delayed objects to embed the data into the graph without repetition.\n", + "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", " warnings.warn(\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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    " ] @@ -3079,15 +3243,8 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 23, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:36:08.681664Z", - "iopub.status.busy": "2024-06-21T05:36:08.681037Z", - "iopub.status.idle": "2024-06-21T05:36:28.215527Z", - "shell.execute_reply": "2024-06-21T05:36:28.214051Z", - "shell.execute_reply.started": "2024-06-21T05:36:08.681615Z" - }, "tags": [] }, "outputs": [ @@ -3095,19 +3252,33 @@ "name": "stderr", "output_type": "stream", "text": [ - "/g/data/hh5/public/apps/miniconda3/envs/analysis3-24.04/lib/python3.10/site-packages/distributed/client.py:3164: UserWarning: Sending large graph of size 37.53 MiB.\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 38.35 MiB.\n", "This may cause some slowdown.\n", - "Consider scattering data ahead of time and using futures.\n", + "Consider loading the data with Dask directly\n", + " or using futures or delayed objects to embed the data into the graph without repetition.\n", + "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", " warnings.warn(\n", - "/g/data/hh5/public/apps/miniconda3/envs/analysis3-24.04/lib/python3.10/site-packages/distributed/client.py:3164: UserWarning: Sending large graph of size 37.53 MiB.\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 38.35 MiB.\n", "This may cause some slowdown.\n", - "Consider scattering data ahead of time and using futures.\n", + "Consider loading the data with Dask directly\n", + " or using futures or delayed objects to embed the data into the graph without repetition.\n", + "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", " warnings.warn(\n" ] }, { "data": { - 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", + "text/plain": [ + "Text(0, 0.5, 'Sea Ice Area (km$^{2}$)')" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", "text/plain": [ "
    " ] @@ -3121,7 +3292,7 @@ "NH_area.groupby('time.month').mean('time').plot(label='Arctic')\n", "\n", "plt.legend()\n", - "plt.ylabel('Sea Ice Area (km$^{2}$)');" + "plt.ylabel('Sea Ice Area (km$^{2}$)')" ] }, { @@ -3140,21 +3311,24 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 26, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:36:28.218407Z", - "iopub.status.busy": "2024-06-21T05:36:28.217516Z", - "iopub.status.idle": "2024-06-21T05:36:46.977666Z", - "shell.execute_reply": "2024-06-21T05:36:46.976681Z", - "shell.execute_reply.started": "2024-06-21T05:36:28.218358Z" - }, "tags": [] }, "outputs": [ { "data": { - "image/png": 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M6NGj0ev1Yh07X331Fd988w2TJ0+madOmJCcn88MPP9C2bVv+/vtvatasCUCxYsWyCM0+ffpQv359PvjgA4YMGYJSqUQQhCye6w+b2B9eivgvD3+W23E9/L2ATYg93E/79u05fvw4KSkpHD58mOnTpxMXF8eGDRsKbO4vKKdOnaJv3740aNCAqVOnZvn8v+dmJ7fX8FF1/1temMeSeH6RgvzkD0n4P6f8VyNRq9WPLM/IyAAgJiYGgLp162bb7+OEh1qtpkaNGrka48NaV0H57LPPSE1N5csvv+Szzz4DbBOdN954g0WLFlG8eHEALl26xGeffcaMGTMYP3682L5jx45UrlyZsWPHPnKCo1Kp6NevHx988AGhoaEEBQWxfPnyLGu/dlOgp6dnJu3eTnx8PPDg+8jLuP67hr506VKGDBkivnd3d6dOnToAtGzZkrJly9K/f382bdpEjx49HnEVny6nT58WLUjbtm3Ldpnmv7i7uyOTyXJ1De1WhLi4OHx9fbPUzU5Lf1bHknh+ECjgPn9eTukvCf8XDC8vLwDWrl2byekptzwLsz/YNO1Zs2YxZcoUwsLC8PLyolixYrRv357SpUsTEBAAwNmzZxEEIcvkRqVSUb169Szb77LD/qCwT4S6du2ao7WjatWqnDt3Lku5vSw4ODjP4/rvsR53ve3OdVevXn1kvafJ6dOnadOmDYGBgfz9999ZHBtzQqfTUa5cuRyvoU6no0yZMoDtWtvLK1euLNYzm81cvnw501LIsz6WhERRRxL+hYBdQ0pPT3/qx2rfvj1KpZLr16/Tq1evPLd/Fmb/h3FychIfzKdOnWL37t18++23mcYHNm/t5s2bi+UGg4FTp06Jk4ScMJlMrF69Gi8vL3Ed3tPTM8vatZ0ePXrwzjvvcPToUerXrw/YBMSvv/5K/fr1xfHkZVx2rT632C0GefEbeJKcOXOGNm3aEBAQwM6dO3F3d89T+x49ejBnzhwiIiIoUaIEACkpKaxfv55u3bqJSyz169enWLFiLFu2jH79+ont165dS2pqaq723xfmsSSeDySzf/6QhH8hYBdmc+fOZfDgwahUKjGK25OmVKlSTJkyhY8//pgbN27QoUMH3N3diYmJ4dixYzg6OvL555/n2F6tVudZOD2KEydOiM5TycnJCILA2rVrAdvShN06sXfvXo4fP061atUQBIFjx44xffp0OnTowLvvviv216RJE+rWrcvkyZPR6/U0a9aMpKQkvv/+e8LCwlixYoVYd+zYsZhMJho3boyfnx8RERF8//33nDlzhqVLl+Zq2eLNN99k3rx59OnTh2nTpuHj48P8+fO5cuUKu3btyte4cuKnn37iwIEDtGvXjhIlSpCWlsaBAwf4/vvvadSoUZZAP/braPdgP3HiBE5OTgD07t37kcfS6/Vs27YNsE1YAPbt20dsbCyOjo507NgRgCtXrtCmTRvA5tMQGhpKaGio2E/ZsmUzBW9SKpU0b948UwTE8ePHs2LFCjp37syUKVPQaDRMmzaNjIwMJk+eLNZTKBTMmDGDQYMG8fbbbzNgwABCQ0OZMGECbdu2pUOHDpnOoTCPJfH8UlCP/ZfV218K8lNIfPjhh4K/v78gl8szBVRp3rx5psA3OQWm2bNnjwAIf/zxR6bypUuXCoBw/PjxTOUbN24UWrZsKbi4uAgajUYIDAwUevfuLezateupnF9ODB48WACyfT0clObQoUNC/fr1xfEGBwcL33zzTbYBZhITE4WPP/5YCAoKEhwcHAQfHx+hRYsWWQKzLF68WKhXr57g4eEhKJVKwd3dXWjfvr2wY8eOPJ1DdHS08PrrrwseHh6CVqsVGjRoIOzcuTPf48qJQ4cOCV26dBH8/f0FtVotODg4CNWrVxe++OILIS0tLUv9nK5rbn7W9vssu1dgYKBYz35/5eY7tI8pu0BO165dE7p37y64uLgIDg4OQuvWrYWTJ09mO7bffvtNqFatmqBWqwU/Pz9h1KhRQkpKSrbnX1jHknj+sAf5+XTnYeGrkHP5fn268/BLGeRHJggv67RHQkJCQqKokpycjKurKx//fRito1O++8lIS+Wrdg1JSkrCxcUl1+3mz5/PzJkziYqKokqVKsyZM4emTZvmWH/lypXMmDGD0NBQXF1d6dChA998802OS45PGynIj4SEhIREkUUQCv7KK6tXr2b06NF8/PHHnD59mqZNm9KxY0fCw8OzrX/w4EFef/11hg4dyoULF/jjjz84fvx4rmKNPC0k4S8hISEhIZEHZs2axdChQxk2bBhBQUHMmTOHEiVKsGDBgmzrHzlyhFKlSjFq1ChKly5NkyZNePvttzlx4kQhj/wBkvCXkJCQkCiyWAWhwC+wLSM8/DIYDNkez2g0cvLkSdq1a5epvF27djmm727UqBG3b99m27ZtCIJATEwMa9euzRK0rTCRhL+EhISERNGloCb/+2b/EiVK4OrqKr6yi2AJtlDrFoslS3AoX19foqOjs23TqFEjVq5cSb9+/VCr1fj5+eHm5sb333//JK9EnpC2+klISEhIFFke1t7z2x4gIiIik8Pf4yJY/jcEtCAIOYaFvnjxIqNGjeKzzz6jffv2REVF8f777zNixAgWL16c77EXBEn4S0hISEi89Li4uOTK29/LywuFQpFFy797924Wa4CdqVOn0rhxYzG9e7Vq1XB0dKRp06Z8+eWXFCtWrOAnkEdyLfwzMjLE1KsSEhISEhI5cScljVKe7mi12qd+rPx67D/cPi+o1Wpq167Nzp07M+Xa2LlzZ5ZAXHb0en2mZGHwIDfKs9ptnyvhn5GRQbGSJUm8d+9pj0dCQkJC4gXAz8+PsLCwpz4BEJ5BhL+xY8cyaNAg6tSpQ8OGDVm4cCHh4eGMGDECgA8//JDIyEh++eUXwJY/ZPjw4SxYsEA0+48ePZp69eqJocELm1wJf6PRSOK9e3y/9xBynQ6VXI7BYsVgtmKx2tY5lHLZ/bUXMJgspBksqFVyVHIZMpkM+f2lkIfjKAuCgEUQkCFDQMDy0IcWWzp0ZDKwWAX0GbaUqxHhaSTHZmAxWtG5qfH01RG25hyCvw9KNzVN2xentIcDjiolcpmMDoG2bHB778TgoFRSz8eTLWERdCldgo7/20y1ziVoWt6TiKR0ynk64ahSoZTL0ZvN4jklphvoVqYkv16+Tjl3V9RKBcr7azsZZtu4jFYLTfx8xPH/ExmN8v5JNyuWvSkoP/wdHkm7ksX5Nz7Rdj15sOZltlhJzDCw9mAEi15rkKXtxuvhaJUKUowm0s0W9EYLCWkmdny4mL37ZjFs5RFeb1Wa7eej0GoUTGpWVWy74MxVSrs70iGwOFvCIkg2mvB11GEVBNqW8Gf37SgcVSoa+HrlOPa9d2Iwms20K2n7Ttq0nYzKyQtkcpApwN0DXB1QeWhw9dMhV8jQOapwclSg09lS76qUcpQKGSqlzVdVIZehVshRKx/4rtrX3swWKyaLIN5biakmvFw0uDmocFYrsAq29nJkWBFQ30/0Y7+PLYJVvF/lMjDff2O5/7Cwin8f1LEKD/7a/7e/t9cV7vdvP47ZYkV+/36ylz3cRimXIZPZNBSrYDsX+2fpRgtpGWYsFgGFQobJLJCaaibqRgoWoxWr2YolzQIWKzKdEq27GmSQHp2BTCHDmm5CFh0LFgsolVhT4jClJ2C1ZBAREYKDzhbHPy4hnMjb/z7y3nyRCCxVG0GwolE7o1ZpkctVOOg8USjUqNSOgAy5XInWLRCZkzuCkyMydwfkKjlKBwU6NxU6RyU6RxUWk5W0VBMpdzMwp1uxxOlBIUPmoEamkmNNMeJR2Q2VRoFaI8fZWYVOp6C4hw6lQiY+R6wPff/2e8B+LwnY/tqftwBGi1V87sqwPYNVCrl4jwn/uX9TM8y4OqhQK+UPHVNALpOJf81WAbXiwbq2RinHSaVEfV+LtT8P01NTGdGsIUajsVC0/8KmX79+xMXFMWXKFKKioggODmbbtm1iuPKoqKhMe/6HDBlCSkoKP/zwA+PGjcPNzY1WrVoxffr0Z3UK5CrCnz2S0sLjZ3B3cxMfeoIgYLYK6M0W8X/7TWm2PpiNKeSy+w8wmVhmf5DabzyLVRAfeIIgoJDLUMhlZJis4rEsVtCp5eLD0Wi2km60cjtKT2BxRyY3rcqI9ceoXcEdV40KpVyGUm67keUyGQq5HIvVipeDA3W8Micn2XMnGrVcgUapRCmXcTA8hndrVOSD3WeoE+iOu06Dk0qFo1plE7RWgXSTiQyLBQelkob3hd7rK0L4ZVAjsd9tt27TKfDRyWbywtG7cdT3eRAR6mJSCqlGE/L7E7Akg4F0kxm9yUy6yYJOpSDNaGZQUNksfb0ydy/6eCM7P3+wZeWHM1eIjM9g+5hZnDm7XDwH+4MHEM+/d7nAXI35z7AIupUu8cg6uyOjuR6fzO+/XMOabECWlIayvDcqRyWu3hpUKjlGoxXF/QePIAioVHIcHJWo1QrUajlqlRxBAJXS9n1rVHKctUo0ygf3gNlqRatQoFMpHrr3rPfvWStWIN1kwVGlwAriJM8qCJgFAZPFKt7f8vsT0/8KcoX8wcPRPjGG+xMNGeL7h38PYOvTZLFN5Ox1DGYrGqUcD52a0HtplPd2xCwI/BueTFqaCScnFWazgFIpIz3dgkYt5/rVZFJjMlBobQ9kS4YF5GDNsIBMhkKrQKFVYIjNQEjMgJgoBEMaMo0jVn0iFmMqMqUGq0lP7N1z3Lp9Cp3OhaTE6+JYgyq+wqUrm3L1/RdlSpZoTNTdK/h4lcHJ0Rud1gOzOQO5XIUgmJHJbPqTRuuG1qkYCjc/BF8vFB5alFoFyGQIFgHj7RT2Le5FndojOHHyR0qWaEx4xCFKlGhIRMRhAFr0W4FT3eJ4BzhQwt8BVwfbM0yjlIvPVnhocnr/GWsvt1hBIQeTRcBktoqTW0EQMJoFrFYBpUJmu2etYDbb7lW5QoaTTinet0qFLNMEwP6sBttzV6OUo1LI79/LcuTYlBCz1Xq/jgxrup5hdarnOWpeXrDLpbGbD6IpQIQ/Q1oqs7o2eapjfR7Jk/Cfd/QUJqWO5HQzJosVb2e1OJNU3hfWYLspM9+sZKrz8EzWjv2GBrK96TJMFlQKOQq5DNN9TUkhl2EwW4m4m05pPwf+V6sSh6Lv0djvQaKRjTfCUSvkKOVyNEoFze9r4X9H3KFdiQfmlsMxsaQYjbhqNJitVuLSMx4rsP57rP/yZ1gEZquVnmVzJyTzw+7IaFoX98tX2w5Td9G+XXFuxaQzp1OtLJ/vi4phx+Voqvq7MKBiaf4Mi8AqCOL1zDBbsr1GW27epkupBxMee7vuZUrmaXz9Fx8k+t8E25NFEJDplKicVSg1ctLjDCCA2kWF1kWFzkmJWi1HLpehc1Di5KQUH2hymU3QqhS2e8b+4LJYBVQKOaqHNBn7xPLhe9he3y70TRYrGSYrxvuWL7nMppk/LPRFQX+/rf2BqZTLUMpsExH5fyxi9smHXcsCSDOa2X/iHkaDhVKlnZnV8cH3NOyPo4TuiSagnhdms4CPrxZBgPg4A7ERekwpJoQMC0K6CdQKZAo5QpIeHDXIndQodAp8SjsRcy3l/nYpAevlSCyJMVhNegCSE0IJjzyZSfC/rHh5VUGpVOHk6I2zc3Gc3Mpi1MdiMCSSnh6LTueFztEXjXc5BDc35D5OCBYB4V4KaRf3cOLkT5n6a9J8Mgf3Tab5O5uQxcQjuLsic1ShctPgFehAiZJO+Liq0Txk1bLfgwaT5f5k84GCZbEKGM1WBAFMZivm+wJfrZZjtTx4FpvNVqz3LbYKhQyVSo5GbbtP0w1W8X+jWcBBo0CttP1utCoFKsWD+/bh57p9Imu02CbFJn0aoxvVLhThP+bPggv/2d1ePuGfJ2//g2fjcPJwwcNNjaNWSbrJitEioFPJkclsN59CLkOntGkcZiHzTPWhZ6P4cLOblOz1Htak7OYl+ww2zWAWZ7xgM4OaLVbUajm790Xh46hh/8VYaAgpRqPYb6fAAPbcicZRpRaP/7Dg77/4IANbl8JZo0Ihl2O2WnHVqjkcEytq9NnxKMH/4NxydWlzjVrrgzHjrvj+4t3EHIX/vqgYlDI5ZsFKeGJqFu3/rw/bsPbaLW7HZmRpuyb0JgazhVu3Uvm6ZXWAx06G7Dws+PPS7r+sGtqEv8IjOR6RQFKaCbVKzrVryaQmGLGmmlB5apEpZFjMVuIj01Fq5WgdlSQnGYk0WDEZrKh1ChxdVKhUciwW28PQZLSi0SrQ6BQ46GxLChqVXBTgFquA9v49DaCQ2zUam1Yll4HBZBXvL5nM9l3bJxf2CYZSLhMflnaBb5sAy8UlJbh/f/NAS7P/luQySAPKl3Nh7+TNrN/zsXhtxm4/xaI+9Wm+9HsuhmzApVEPoq0CMq0SQW9ElpACRgOo1MisVgRHB0jPgOQ4ZGoHBAdH5FX8+O2NxgBodH7Ua/AeimKlkRtcsBhTMWYkkKaPxWDU5+v7e9GIjb0g/u/sUopSJTNIT49DoVBjMKaSmHQbB50H/go1KgdHZEoZ1lQjxN3LIvgBlL5laDFgJYqSHpRsXAk3dw0WixWNRoFaJcdBo0DxkBnfZLFNOE0WAfN9C5FwfwJg0+YFUcjbn8XIZRiNVtvEzgoWixWTWcBisk0OTCYrSqUMR2cVzk4qHHW2Z7dKIcfdSSFOXO3PXdv9L4jC3irYrFMZJisJqSYyMizcu5tOQkR8IXwjEgUhT8LfwVGBVqPAYhXQqeV4OqpxVCnRKhVYBQGD2TYbtWtKD68VPYx9MmB9yFFDNCsrHpiX4YE5SaWwDdW+3pVhspmsNColjkDFYDdWbLrBa91KZxHKr8zZy6bRLbKcz/rrt+hZNpBVQ5uw50407uLalBLMZiKSU7MI/7/CI+lwf836UYzcdIJXavlnEYQFpcPU1QD0+ekA8bfS2P119qlHD0TdxVWjIclgwGC24OukY+nFa9yKS2fv+lvoD+1AJlNS4o0e3Dt+D9rXzNR+3tQTXNryOXfvngNswsGQnn0Ai0fRctxW9nybuyhWLd/fxulF/yMx4UHK2A4li/Pd75exGK0otQoUShkI4FTamdIVXUhMMKJPM2ExCTi52dazjekWkm+konBRYUwxkZFqxnD6NiiVCB7OuJZ3ISk6HaVWgVqnQOOgRKORo9YqcHFS4eigFO8vgKQUEwAKpQylQo5KKUMQQK18MGFQKWwPabXCZqZVyB/S7kEU/A8vA9geqFYU930NbEsKNsuKvb2zWsnBG7EcuC/4e/+4n7UjmrGwXw8WAqnJt8Rrpdb6IJcr0Kgd8HQPxMWlBHK5EplMjkbnhcWcgdViQKl2wnrPhJAcCNiWfAzp0VQJ6oVXYAVkGh0KtRNOPmVRaVy4HXU+z9/7i05K8k3x/4aNJnA74gAASoWasOs7UIfvxzs0mOMn5mdpW7ZMGzQaF6wWE36Vu+HgUwxnFxUKhQyLBVJTTajVCkxmm7DXqW3PXIPJium+tclivr/2f39CK9wXzvb/ZTKb+V6hkCMIAgajFX2qCbNJID3VhNlgBRko1XKUKjmpiSbitXI0WgVaByUOOgVWq80a5OaqRqe2WQDsipjFKpButKBWyknLsKBSysRlBV8/B7SqwtsZ9iwc/l4E8iT87eutFrPNvGQX6ukmM4r7ZnV7mdlqf5ApRI3f/jAEskwK7OvItr/WTMe1a8/OahVymUx8SNotC2arFU9HFf6ttWw/Gs3tpHQm1q8itjff9xv45vhFxtetDEC/RQd5rXUge+5E46BU4anToVOpMJjNWAWBqFQ9aoWcU3GJ1PJ0E/vKjeBv0Wc57cbWznIeTwI3Lw2TD5yjdUNf/rZEZVtnX1QMFn06F2/c4Pbdu6xcdJbZ4xpT3GymjEZD14HFSOrag6SkJIzGKCYdWk2J4jNISbvL9u2/odVqWTC+MtpPNnH37l1cXV2zFfxrr93ig/bDuHZ9J55eQTg5eJKYHJXJRJyT4DebzVy9epXLly9jsVhQKpWMaaogufok3njjDaKiojAYDBgMBoxGI3K5HKVSiVKpRKFQoFQqCdliQqVS4e/shKtGQ0BAAKVKlaJ02dKUal2GUqVK4ejoKB6z47Td3F7xE+knfNEFN8fs7UhaqhGlqwaVkxKVVkGsUobWUYmDkxInR9tEQKtVYLbYHmyCAInJJpwclaQbLZjMVpQKOSaz7bt20CpsTlOKB8sLivu+J2aLzanQLHvwsHFUq8T/lXLZA6dCq5U0s4UD52M5+NkE3MbeJU2fgMkQC2QW+nYetgj9F1e3snh7lkGtdiYp6jaRkcey1MkwJEFUBCjvT4KNRkyGJBx0rjn2KwGHQ2Zkeu/nV4Obt47j5BKIWuNNpfJtcfWugiEt2uY46OCFg2Mx1DoPlNVK4uKhwWKxaeFqtQKZTEaa3oxcrkKvN2IwWlApbfePQm57HqpVctIzLJgMFqxWkMvBYhEwZFgwGawIVgGD3gJWAaVWgdloxWKwYEm3gCAgVytQaOSglmNMt2DOsJAWJyBTyHBwV5McqccaqwedCqW7BrWTioByzrg4q5DLwWq1TTCSTCYEAWKi01Gp5Hh6aWyTAGX2wW6eBnbn2oK0fxnJ05r/m7/+g6uHKy5OKjydVLhpVThrbN7xdk3faLGiVSpEbeZh7HXs5BSVyW4FMFks//GetjtD2fo2Wiw2xzuz5f5kw2aCuhyewg/d6gDQtMUXZKRGoXH0RdusAR26lcDXSYMV8NRpUMpluGo0OGvUzNpxkSX9GnA9LZ2yjrr8XE8Aes7fx/p3mue7/aNY9u8lDCkptPHzJDY2loiICA4cOEBYWJhtvcrLm79+/524uzFP5fiTJ0/m008/JSUlRXzp9Xpx9i2TyahUqRIqlYp///2XkydPolarqVSpEhUqVODSpUsMGTKEyMjIHGNnV61alfLly6PRaMSXIAiYzWYMBgN79+5Fr9eTkJCQqzE7OzsTFxeHSvVA0JYu1ZIS5Toi17lgjAtD5RYAnt6gUaPw1KFyUiJXyXFyV9u0e6UMrYMSk8GKxWLF2VWNXAYuLmqMRis6rQJ9uhkPVzVpGRacdUpcdEq8HNToVArR8VQpl6OQyzFZLCjkctSKB78Tw31P6QyzhaQMI+lmCwl6E5euJXPnWgoWgxVzTBqyVD2YTAj6ZJArEEwZpMZe5k7USeIT7+Q4CXBwCsBsMmA0ZL9l18urCharCQ+3knh6VsLBvxp3r/5FVMx5EuKv5upaS2SlfNn26DMSCAhojNViQOPoi1ztgKxkGRwruOHkrkahtGnpAKlJRqwWmyVLpbKV2Xd72P8qVDJSEk2kJRqxmB9IP8t9IS+YBQS9CYxmUCmQ6VQI8WnI9OmgUCA46pC5aJGp5QhmwdavwYKQnG7zr7FYEVwdUPs6oHVRoXFQ4ONneyaazAJqlZx7d9MJCHBEqZKTnGxEpZLftzCYkQkZ/PpG60JZ8x+18UCB1/y/6970pVvzz5PwH7XxAK7uLqiVcnRqBW46Ja4aNQ73H24Pr2Wq5QpRu1cpFA+Z9zP/zbzFKfNQrNgTLzyYDNjrGy1WlHLbZMP+Pt1sIc1oxmIVuJdiZN+qMIxnDqHxKI2yZhmqNPBCIZdR2s8Bo0VgXJ2gTMerVKErl69uLsj1fKKYTCZu376NyWRCJpMxdOhQDhw4kKVe6dKlURcrgcKg5/qF8zTr0JGgZi3oUbMa7u7u6HQ6UWtee+EqV+7EMaFFHVxdXVGr1aKGbTAYyMjI4LfffuPrr7/OdkwKhQK5XI7JZMpx3HYhazKZUCqVWCyWbE1rcrmcqKgo1Go1FosFs9mMSqXCw8Mjx77XrFlDv379HnfpsjBu3Dji4+PZeSaUlHtxGPVJaLVySvv5cPbsBZtG5uiLo4MHxfxsSyBOftVR1iqLb1knEu5moL+TjlOAAw4uKhycbX4EOq0CuVyGg06BPt2Cl5san/uOsL6OWlKNZuQyGRarFb3Zdv+6alSYrQLuOg3pJjNJGUZC76WxbsQXtP3mAxqU8yDNZMZgtlm44lJN3LmbTlxsBolRGZiSjKCQIVfLUagVmNPMWA0WhPg04k9tICkpgoSkyEym6bzg5l4eH6/yeBerQ1piGPEJNwiPOJSvvp41FouFmJgYFApFjtHXnhY+PlWp3GQMsZe3I5PJSM9IwNHBB52jLwq1E0pHT2TlyqD20iBT2lR6i8mKKToNTFbQKpFplcgUMuTqhwLCWMGaYbY5chrMyExm21ZNsxmMBgRTBoLFhEwmRxBsz0eZQmWbKBrT779XIlM7gFpjm1EYMjAnRwMylE7e4OKK4OqIwlWDS3Edap0CBwclcTEZCFYBv0BHlAoZTk4qUlNNmMwCTo5KTCYrDg5KjPpUvu/RrFCE/3sb9hdY+D/tsT6P5En4f/HPUYr5uOOqUaNVKtCplKjlclHw29c1H9buH2zpszuoCOKSgBUBreLBykOmtf779a0ImfrKvM3QKk4MjBYrJosVvdkM2Na/4tJMRMVmkJxkxMVVzd2YdFYNbZLjeZYv257Q6ztye+2eGnq9ngULFjB+/Pgc63h7e9O8eXOqVasm3rDXk1Nxc3YiIjKSD4YNpWLFipnazD97hXeqV8yuOzaF3iDlaAgHDx7kp58yOycpFAosFptW6unpyeeff46XlxcuLi44Ozvj4OCAXG5zkDObzRw5cgRBEKhbty7Vq1dHEARCQ0MJDQ3l33//Zfny5dy6dYt69epx9OjRPF0bi8XCggULuHv3Lk5OTjg7O6PT6UhMTOTOnTvcuXMHjUbDkiVLxDYODg74+fmh0+nQaDSkW6xcu3ghywRmwoQJ/LxoE/Fxl3H3qICPV3mK1X5V3APvWNMPJ3ebNlaypCM6tQKj2Yrm/hZDd0cVfk5a0kxmYlIMxKcYuXQuEbPJytb3W2V7Pk1bfoWydg2adC2BgzER/d1o9AlxxN+LRefoiIevH5f/PYtMqUTp4oGDhw8OfoFY5Q64OKtsa8EGC4kJRuLvZpAanY75xBlu39hJ2M09ubqmFy5coFmzZsTHx+Pj40NsXDIyBCwWm2XG2TkAg8mUL5+PwiYpKYkVK1Zw5swZjhw5wqVLl7DeX34LCgqiffv2DB8+nMqVKxf62NQab2pU74/OrRQo1WC1INM5IXh7IFMrETLMyBKTMd+7hcLRA5mLO4JWAxol6A3IDMb7Qt6EYDKA2YjVlIHFmIrFnIHFnI7ZlIbFakKwWlAqtVisJlRKB1QaV6z3v0/r/c8B5AoVIEMmk2PISETAikKuwsHJH5WTj62eYEXu6Y/gfH8JTaNE7qhCMFmR6xS4FNNRsowzjg5KlAqZbQeCUc+0jo0KRfi/u77gwv+HnpLwzxb7RZ57+BS+Hm64atXoVEp0SpUtwIpCcT+QjyyL9m43Bf/3MA9bAB7e5md/b7FaMVutYp9WhExb/yxWK8b7a//2OkaL9X47AaPVSrrJFsjmangql+bt4sTReaSnRRb0muWKnPZBPyr5g52OHTvy119/4eTkhJOTE7Nnz8bJyYnly5cTEhJCVFTUY51U/MuUJfL6tUxlBoOB1NRU0tPT0ev1nDlzhvDwcI5eu86RrVu4ffs2FStW5MqVK5naKVWuqFQ6jh3dSeXKlZFns6TzvHHlyhUuXLhAgwYNuHXrFo0aNcr0uVarJTg4mKpVq1K1alWCg4Np0qQJOp3NtOnjU5WyZdujrlgf38Z+GPQWBKtA8VJOeLqryTBaSU+3IJNBYoKR2sHu+DtrUcjl9C4XyIxjF3HTKVm7/iZ/T7I51Z0/f55Vq1Zx584dli3/FblcjUatQ67QYlWCPuF2rs9PJpPxVcg50o0Wou9lEHNbT1JYKsQkEXduM+fOr8p1X5s2baJ79+45fu7hUYFKQb2Ju/sv8Yk3RSfQ55HevXuzbt06ACpVqsTo0aMpXrw4qamp7Nmzh02bNhETE0PLli35/vvvKV++PGAL2fq08fKqQjG/qnj410Xm7oOQHI9gNiJ3ssUcETLSEMxGzGmxZKTHYjalYzSmkJRyhzR9AslJN7LtV63xtsVvUNgsbkqFCqVSjcGoR6lQo1SqUau0mM0mrIIFg1GP9b7wT0+LRK3xRqNxRK3WodU4I5cr0GndUSq1yGUKHJz8UCodULsHglJpsxZkpCO4uIKTFm2AEy4+WsqVd0GrtlmFTfo0PmlZr1CE/8h1BRf+83o9X8L/33/zHlCrcuXKWUIIP4o8Cf+lp/7Fw80NZ40KR5VN+7evv9uF/8Nk5+X/8F8hO1O/YHf6y2opMAtWcQJgL7e1ydwu3WTT/lOMZlINFvQGCzdvpxG2/Rbntk4iPu5yri9QXhAEgV27drF//340Gg3VqlWjW7du4ufXr1+nXLlyAFSsWJEyZcpQtmxZateuzcCBA1m8eDHh4eFER0dn0lwBNm/eTJcuXQCbs9zZs2fp0aMHERERYp0+b4/A28ubgNKl8alei6F1qmfqI7tJh6OjI87OzpQsWZIqVaoQExPDtm3bMtVxc69AQvyVLG2LCqmpqTg7O4vvly5dSq9evTKV2XFyCcTXqzzu7mVx8q+JonopBJNAmToeqJRy3N3UONzf8ZKiN5OQaORepB6z0Yr+xG2uHvqB9IykbNfIBw8eLIb77NKlCwcOHCA1NRVkavwCGpCccZuUmGu5Cjbu7FKCcqXbkJwSQdTdK6SlhD+2zePYvXs3GzZswN3dnW++XUipwMZ4lmiIqnoVrEkZcPsOyXdOEH77KHGxlwp8vKfB3bt3Wb9+PStXruTgwYMEBARQs2ZNihcvjr+/v2gVunLlCkFBQVy+fBm1Wk2pUqVo0KABrVu3ZuDAgY+doOcWV7eyuLsF4KjzQufghdmkJzUtGqvVgrt7WQwZiRhNaRhNaWQYUkhNi8No0Ofol1GYuLmXR6d1wd21BGq1M1oHb+LjLuPmXhaNox8yuQJZhUqofRxwcFej1MjxD3DA31uHzKDnwxaS8M8vdktqbnciyOVyrl69SpkyZXJ9jDwH+fHx8MDTQYODUoVKoUCtkN8PcvJA85dnMxGArGZ9IFtfgIfX+bNbKrALebtDoPG+Sdrm8GfBKticAAHSTVZSMswkppq4E6kn8vcjXLuwOltv59wgCALp6enIZDLRiczX1xeDwcDAgQNZu3ZtpvoREREEBNi2+y1fvpwhQ4bk+lhBQUFcumR7yDo4OODj44ODgwPp6elERERgvr/EYWfLtTDcHB0xC1YMZgvLd4exckhjMjIymD9/PuPGjRPr7tq1i4EDB2bKTKXT6ahZsyaVK1embNmyfDZpBlqtKyqV9rl92OcGWzRAFYMHD+ann36iePHaxMSczbaum3t5ivtVw7tKVxSV/FA5KlFpFHj56/D00BARnkZKnAH90VsI+mTMabEY9PdITo4gMvr8I4VwfHw8PXr0YP/+/VSsWJEePXpQrVo1+vfvj0wmIzo6mq+//jrbHN+enp506NCBTz75hJIlS+Lg4PDErk926ByLU6JYVXxLNkNRpSoKVxXmu3pkd2LQ373IsWPPLg95bjAYDGzfvp1Dhw5x8eJFcUkoNTUVnU5HXFxcjm1v3rwphml9mXFyCcRo0OPo6I67awCOjj4oFBrSUqNRKrXodJ44eQchd3BF26AMAeWccXdT4+GsJj4ukW+6PN3AOXa59M7afWgcCiD89anM7938uRP+x44dw9v70bFkwPZ8Cw4O5t9//82T8M/TVj+5TIa7ToNS9iAAit00r5TLbXH6szH9P44HAv+B0LeXZ/qczEsEtjHZQkwaLVbSTGYS002oFDLSTVbMFitG84NALK5uauKaV6dYXN48lwVBICQkhDVr1rBx48ZMMZt1Oh1paWls3749i+D39PQkNTVVNPW/9tprxMXFERsbS7Fixbhx4wanT59m3759AMydO5eFCxeK29/sgr9evXrUqlULo9GIk5MTt27d4tatrFu9Lh45TKPWbQBbEKOGvZxp1aoVe/bY1n7r169PgwYNGDZsGJUrV6ZOnTps2bJFbJ+enk5ISAghISEAaLReJCeFZXtN1Brv50I7eRyxsbGcOnUKi8XCkiVLePPNN3MU/IAYY8DRuSRuh/1w0LpTvOYAkn3cCYtPwXT7EnKVAwpHDyzpSVjNGchkCszmDNSqR8cw9/DwYO/evYSEhDBz5kymTZsG2Ex8bdq0oX///sTGxvLll1/i4uLCqFGjxLZxcXGsXLmSX3/99QlclcdjXx4rWaIxPknhOHpXwph8h5TEMOISbqBzLJ6rJbSoqCjOnTtHXFwcRqORHj16FMoDVqPR0L1792yXM2bMmMHEiRPx8/PDbDaTnJycKWNpqVKlWL9+PdWqVRMn+nK5nBIlSuDklH8hU5RwcArA1dkXlasWRweb1ULr4INgNaFW2yxmagdbDBTB3weto5L4uxmkp5lJcjZhzWEnz9PgRdzq17x5c8qVK4ebm1uu6jdr1kxcsswtedL8V545j6+XJw5KJSqFQnTwg8xR/B7W/B/25n9Q72ELAFk+FzJNBjILfbsvgB3j/VC/5vtr/FZBION+0qGM+wmGUtPNZGRYSE0zE3YklvBNs7gR9k+uLtDt27cpUSLnCHWOjo74+PhQokQJXFxcUCqV1KxZk2XLlhEWZhOcnTt3pm/fvmg0Grp06YKjoyPXr19n5MiR6PV6zp49S3JyMgABAQHcvp37tV9vb29cXV25du0a/oGBWMwWdE6OVAgMxNnZWVz/BKjdZQYnNr+fqb0gCDmu4Q8cOJA1f2zBarXwzv+9gUajQafTUaZMGRo0aED58uWf6/X/mJgY/PwyRz/86KOP+Oqrr3LVXq31wdO9BG4uAURGn8NoSsfPuzy+frWRK1T3Haz0xMeHcvPW/jyNzWq18sEHHzB79mxxN4S3tzfHjx8nMDAQQRA4cuQIERERZGRkULVqVYKCgp5pkpTSpVoSWONV9m4cTqnAZty8tR+9Xs+5c+c4deoUp0+fJjo6muTkZJKSkrh8+TIZGZmjR9aqVYuTJ08+tTGazWZSUlK4ceMGBw4cQK/Xk56ejre3N4IgcPDgQc6ePYvJZOLmzZtUrVqVPn36ULVqVb766itOnDiRY99yuZzg4GCaNWvG6NGjKVs2a76MJ8nNmzf566+/iIuLIyMjA6VSiaOjI2XLlqVChQqULVv2qd0Pvr7VcdDZdt2oVDrUKkeMxhSM5nSM930JtFpXHBy8cfasiKJyMNriDngW0+HsosLD0cLUDoXj8Dfij4Jr/j/2eb40/8IgT8J/wbHTeLm746RW3vf0V9zf3pdVADyc5OFhstvi9yDZj1Usswv8B/0JmTz8zfcd/uyhfo0POQgazFbSjBZSM8xcD0sh6noqpn9vc+/SVi5cWkdeSExMxN39QRIgX19fGjZsyM2bNzlz5gxgS135sPn8UUybNo2JEyeyefPmTP4An3zyCTdv3uTXX3+lb9++HDx4kLi4ONGT3dvbm27durF48WLA5qCkUqlQKBSkGYxYjYYs60NKpZKqVasyfPhwmjVrRpUqVWjR9xcu759FdPQZsZ7VaiUkJITff/+dHTt2kJCQIO6vV6lUKJVK5HI5Fy5cwt/fjzt37gDg4uLCRx99xPvvv/9cTgIEQWDevHm89957AKxatSrP2wR1jsVxdvTAwcEDtVJHuiGJ+MTIJ7LGbicuLo74+Hj8/Pyy9UN4HnBxLYMgWElJvsm+fftYt26dKEituQhm5eDggL+/P9OmTaNXr15PZEwpKSmsW7eO+Ph4Tpw4wd69e4mKehD4SqFQ4OHhgU6nIyYmBkEQqFevHnXq1EGj0eDp6cmoUaPQaDSZ+rVarSxZsoTixYvj5uZmS55jsRASEsJ3333HnTt3qFmzJqdOnXoi55EdsbGxosnXfg537tzJ8huvW7cuVquVkydP0qZNG8qXL49WqyUwMJB3331XzBmfH5xdSmEyG5DLFZjNRowZd3FwCsDFyQu1yhGzxYjBmIpSocbdtSQ+gc1Q1a1K6ZrueDtbmNaxcaEI/7fX7C2w8P+pbwtJ+GeH/SI3GbmGck1KUD7QieJuOrQKOc4aFTqVEq1CmUng/zean708uwh+ZuGB457h/jq22Spkap9xP3Og0WLFfH/N/+FMgob7WawS00ycOx1PSlgqwrUbZMTdIDXlNglJ4dy5czzXF2blypVs2LABPz8/UlJSsFqt+Pv7ExAQgFKpZNq0aZnM/7lBq9Xy119/0bx5c3E73y+//JLJszMgIACTyURMzIMgPU2aNOHgwYPI5XK8vb0zfZYdcrlcfCDL5XL0en2WB1xBSExM5NixY3Tv3p309HSCgoL4888/RWfG54n58+czcuRIAN5//31mzJjxyPourmVwcfZBqdSgUmhJNySRlBxNhiFVjK73sqLX69m4cSOvvfYaAIMGDeLq1atcvHiRlJQUAKpVq0ZwcDCVKlWiYsWKooZa0EmN/TFlX248ceIEdevWBWxLb1WrVqVly5ZUrFgRZ2dnXFxcaNy4sRjh0W6ByKumfOXKFVq2bJlpUuHj48OsWbPE6/A0uHHjBhUrVsRsNuPu7k5qamq2sTX69u3LmjVrsu3jYX+jh1FpvJ7avaxzLI6vdzk8ilfldMi8whH+q/eiLoDwN+pT+alf0RP+ERERTJo0KYtzeG7Jk/C3XxytQzEcdK6YTBmYLSZ8vcsRWKEblC+H2luHo4caq0VArpChUMnx9rX94EwPrb+rlHIcHJSYzVaMRiuuLiqMRpsAV6vlxCcYCL+YhMZZRWqkHmuSAeSARbAFv5DLEcwWEECWmIo1LgpTagypKbdRq51JT48jNTWGxOSoHLfIPPLCPGSxaNy4Menp6dy9e5fY2FhMJpO47x1g+PDhuLm5MXPmTMqWLUujRo0IDg4mKCgIjUbDlStX2LhxI4cPH6ZEiRJMnjyZAQMGYLVaGTNmDD/99BOurq54eXlx8eJFunfvTnh4eI6aRZMmTbh9+zaJiYkkJydjtVrx8S+Om5MjaWlpJCUl4eHhQUxMDI6Ojvj5+eHj40PHjh3p378/JUvmLbteTpjNZg4cOMCIESOIj49n8+bNNGjQ4In0XRCMRiM//PADZrOZiRMniuWffvopU6ZMeWRbnWNxAvyCkclkGE169OkJJCbHPDJ07svAwxawevXq8eabb7Jy5UoOHDhA+/bt6d69O127dqV48UeHvxYEgdjYWDHA1OPYsmULH3zwAeHh4aSkpIjhne3RIevWrcuxY/lz3s0NY8aMYc6cOVnK69evT0xMDDKZTJxslClThrFjx+Lk5IROp+Pw4cNMnDgRLy8vvLy8UCgUODk50bFjR7p16/ZYQWO3yO3atYvjx49n2oVTvnx5vv32W7p06YIgCFy5coUzZ86QkJCAWq2mS5cuWZa87BSGv06dOs05eXK/JPyfImfPnqVWrVqZZFFeyJfwzw/2h2psQhhqlQ6VSoejgyc6nRdqtbMYiUqu0CBYTSQm3iAxKQJHBy+MpjT06YlkGNKydTJSa31QqbRoNY64OPmRkHQ7U3KYvHLjxg3q1q1LfHw8ly9fFoPlWK1Wfv/9d2bPnp3juqVaraZDhw4kJCRw7tw5EhMTs9Tp3r07c+bMoWLFiuJDbOLEiWzatInLlx9sQxwyZAh9+/Zl7NixYnm9evW4dOkSSqWSFi1asGHDBrF+mTJlCA4OxsvLi2XLluVojr1x4walS5fO17XJjri4OF555RUOHTrE0qVL87Sj4UkTGRlJ06ZNRX8LAFdXV0JCQnId2MXBKQC5XJFt/PyXkRUrVjB8+HAMBgPFihVj6NChzJgxg4CAABYtWkTLli1z1U9sbCytWrXi3DlbnAAvLy9q1qzJunXr6NWrF+Hh4ezZs4e7d+8SFRWF0Whk1qxZ7N+/n6lTp+Lp6YnJZMJsNuPo6IhWq6Vx48ZP1TPfPlkJCwvjwoULpKamMnfuXBo0aCD6AqWkpBAREcGff/6ZbR9vvvkmsbGxWK1WoqOjOXHiBH5+fly+fBlX18fnTdi+fTsDBgwgKSkpU3mXLl0IDg7Gw8MDT09P8W/58uVzFPyFxZOQGbk9xlur9hRY+C/s3/K5E/453U92bty4wbhx4/It/PPk7b948WKaNWtG7dq183ygx3kGC4LAxYsXEQSBMmXK5Gkr05PUyqxWK1WqVCEjI4NJkyaJ5vI7d+7Qtm1bLl68CNgsAy1atGDgwIHI5XI++ugjhg0bhqOjIxs2bECr1TJs2DC++eYbwBYT/+LFi6xZs4ZOnTphtVozxbZPT0/np59+4oMPPuDw4cO4urqybNkyli1bhre3N5MnT6Z3797MmDGDmzdvsnfvXipVqkRcXBzvvPMONWrU4MMPPxQtFi1atOD1119/6Mzk+Ph4cffuXcqUKSP6AlgsFtq0aUNwcHC+r5mnp6co/EeNGoWfnx9t27Yt0HpjfkhNTWXo0KGZBP+QIUNYunRpnvrRp+be4fJZIQgCGRkZefbwzSs//PCD6DNx9epVrFYrlSpVomfPnvz666+5Or4gCOzevZuJEydy584dVq1ahV6v580332Tnzp3UrFmT69dtyaD8/f2z7eO3337j7Nmcd2k8LWQyGd7e3nh7e1OvXj0A8Xr8l4iICCIjI0Unw/T0dMqUKUOtWrUy1evRowcbN25k69atvPrqq6xcuZI//viD5s2b4+zszNWrV3FyciIoKIjQ0FA+/tiW0fF///sfKSkpxMfHk5SURFRUFBcuXBDf29FqtXz44Yf07t2boKCgJxazILckJCQQGpp/5SuvCEKuQmM8sv3zSPfu3R+7178g322eNH87e/fupXnz/CeuSU1N5fLly5w5c4aDBw8SHR1NWFgYV6/atuCp1Wrq1KmDg4MDFouFHj16ULFiRVJTUylTpgzly5fPlK3tSZCYmMi///5LjRo1mD17NkuWLCEyMhKLxYKXlxexsbY1surVq2d5CH333Xeo1Wrc3d2pUKECNWrUED9bsmQJe/fuZd68eTg7O9OnTx/27dvHsGHDaNeuHYIgsHXrVpYsWSImqrHPmOvXr49MJuPcuXM4ODiwYcMGTp06JW4Be/vtt/n222+zvRZGo5Fdu3bh6+tL+/aDSEq5i8kQS1JSElu2bGHIkCGYzWaUSiWCINChQweCg4MJDg7OlUnyv3z88cdZ8gEEBARw4cKFQptNPzyGWrVqcerUKdRqNenp6c+lQ+LjsOc7MJvNzJ07l0WLFmG1WpHJZGLWw4oVK1KvXj1Kly7N+PHjn7jD4B9//EHfvn0B286WQYMG8eOPP4qfX7x4kaCgoJyaA7b7dOHChdSpU4fvvvuOhg0bYjKZcHd3Jy0tLUv9n376iU6dOqFWqwkPD+eTTz6hcePGfPrpp0/03J4Vx48fp3379iQkJBAcHMyFCxcIDg7m6tWrmEwmAgMDSUlJITY2FicnJ1sgKCA0NDRHvxqTyURiYiJxcXEsWLCAhQsXkpGRQalSpahYsSJpaWmkpqaSmpqKwWDA3d0dX19fXn31VQYPHvzEJgiXL18mKCgIpVKH2ZxeKJr/8N8Lrvn/POD50/yLFy/OvHnzcoy+eebMGWrXrl04Zv9evXpRu3Ztxo8fnylDWl749ttvmTJlCsnJycjlcqpXr06pUqVwd3end+/eODs7s2PHDvbv34+DgwN//fVXtv1otVqcnZ0JCAgQ171r1qxJUFAQpUuXpnTp0lStWlX0mLVarZw7d47Q0FA8PDw4f/48u3bt4uLFixgMBhwcHLh69SpeXl68//77nDlzhrNnzxIUFMStW7coUaIEnTp1ol+/fsydO/eRD6J79+7h5eWV7WcRERF89NFH/Pnnn+L2vs8//5y2bdvy1VdfERoailKp5Pbt23z77be8/vrrJCYmiklJNm7cyJtvvkl8fLzYp7u7OyqVCicnJ1xdXfHz8xNj6s/8Zq4tFoJSx9y50xgyZAhqtZrY2FjkcjmOjo788MMP4rUIDw/Hzc2NNWvW0LZt2zx9t//3f//Hjz/+iFKpFAMQPe01WTsPO4D9F4PBUCjhW58Ely5dYtGiRRw5coQzZ86g1+sBxCBFvr6+WK1WihUrhpOTExs3bsxkHpw5cyavvvpqjhp0fkhJSeH06dNMmzaNiIgIkpKSxMiSf/31F+3bt2fjxo3s2bMHf39/ihcvTsmSJalVqxZOTk7079+f1atXZwmeExISQuPGjQHbhHfPnj1ERkbSsWPHQrcaFTbp6emsXbuW3bt3ExAQwJQpU8RYA3anxNjYWBwdHfNl3UlPT2fPnj1s27aNO3fu4OzsLIYLV6vVJCQksHfvXi5cuMCsWbOoVq0at2/fFpNrFStWDA8PD9LS0pDL5TRq1IiVK1cyefJk/Pz88PX1xcfHB7lcjsFgwMnJicqVKxMYGMiXX35JtWrVWLBgQaEI/2G/FVz4L3r1+RP+3bp1o0aNGjn6KZ09e5aaNWvmardNduRJ+C9ZsoTBgwfnSYs6f/48v/76K0ajkbNnz/LPP/8wZMgQRo4cSYUKFR57sQVBID4+npSUFBwcHLhx4wahoaEkJCSQnJxMeHg4rq6uWK1WTp8+TWhoKJGRkWJgnQYNGhAcHMzOnTu5efOm2K9araZp06bUqFGDe/fuERYWRv/+/Tl16hRLly7NdEFLlCiBxWIRt7iVKFECd3f3LPGXy5cvz5tvvkm9erawlomJiVy/fp39+/dz+/Zt0tPTKVeuHNWrV2fdunXi9sBu3bplu74jk8moWLEi27dvz7RG7+zsTIUKFRgwYAC+vr589913nD59Gq1WS0ZGhih45XIlapUTcoUKozEFs9nm8bx7927q1q2bRUsUBIEpU6YwefJkNBoNoaGhj4xx8F++/PLLbCdFuQ1RmV+Sk5PZvn07/fv3z1Tu5OTE1atXKVas2FM9fkERBIEDBw4wc+ZMtmzZgq+vLy1btqR27dr4+vpiNBpp2bJlttG7LBYL/fv3Z+3atfj5+ZGQkIDBYMDT0xNfX198fX1p0qQJXbt2pXbt2pl+u1arlRs3buDj4/PI32FaWhpHjhxhx44dlCxZkmHDhmEwGEhJSWHv3r3cu3ePsWPHZmknl8tp0KABV69eFS1nM2bMYNy4ccjlcg4cOECzZs3E+lu3bqVTp04FuZQSeeD69evUqFFDtCw8iqpVq4q+Gi1btkSj0XD37l2sVisajYbExESuXbuGxWJBLpfz1ltv8eOPPxaK8B+68p8CC//Fr7V67oT/gQMHSEtLo0OHDtl+npaWxokTJ/Jthc+z2V+n0zF69GiGDBlChQoVHtnOPou0U716dUaPHs3rr7/+VM2wRqORW7ducejQIbZs2cKNGzcICgpi6NChVKtWjYSEhEfuqY6NjcXBwYFTp07h6+srmtpCQ0M5fPgwV65c4dKlS1y+fJmwsLAc89LnhIuLC3q9HrPZzKeffkqDBg1Yu3ZtlrVpHx8fkpKSiIyMxMPDg1u3bmVx1Ltw4QItW7akRYsWrF69GrBZV8aPH4+nRwX8i9UmJTWK9IwkYmJOi+3UajXt27fn22+/FZObpKWlZYpgNmjQIKpWrUrXrl2pVKnSY89LEATOnDmTaY1z7ty5mSLVFYS0tDSWL1/Orl27yMjIICoqivDwcNEKUr58eTp16kS3bt1o1qxZnpJcPAsEQWD9+vVMmzaNEydOEBwczPjx4xkwYECeLRV6vR6dTicu64SHh3P37l0iIiL4559/SExMxM/Pj86dOzNy5Ehq1qzJtm3b6Ny5M2CbaHp5eXH06FFcXV05ePAgBw4c4MCBA5w8eTJLKOmHeTjr4+nTp6lQoQI3btwgJCSEbdu2sXXr1kztjxw5Qv369QkPD89kCejSpQubNz8/KbVfBsxmM+fPn8fR0ZHAwEBUKhUGg4GoqCgSEhJwcnIiKiqKKVOm8M8//+Dp6cnJkyezdbI0GAyEhoYSEhKC2Wxm5MiRhSL83/y14MJ/ycDnT/g/bfIk/CdNmsTRo0c5cuQIiYmJKBQKhg8fTvny5XFxcaFevXpUq1YtU9tffvmFVatWsXfvXtRqNR9//DF9+vShVKlST+ucCpUjR47QsGHDLOUP77UH2zpfUFAQS5cuZeXKlSgUCs6cOZNlzbNdu3bUq1ePL7/8ErVazddff50pJv+5c+eoUKECU6dO5fPPP0er1VKyZEkOHjyIt7c3pQJbEBF5AqsljeL+9XF3L0Va2l1u3zmDyZgg9vPWW2+xcOFCKleuzIULF8TyxMREdu/ezY4dOzh27BjXrl3DaDQybtw4atasSbVq1R45EZg8eTKff/4533//Pb17935iXsfnz5+nd+/eXLt2jaZNm+Lq6kqxYsUoWbIkJUuWpF69euIkpihgMBgYOXIkixcvpnXr1owbN44OHToUeO3VYrFw48YN3NzcxCUvs9ksToTXrVtHWFgYhw8fpkqVKlkedjKZDLVajcFgoHjx4jRr1oymTZtSoUIFJk+eTEZGBr1796ZMmTJoNBrq1atHeno6W7ZsoU+fPtl+32lpaezYsYOtW7dSvXp13nvvPWQyGTt37qR///7i5K1r166P9XCWeHbYfYRyQ2F6+0vCP3/kSTXy8PBg69atGI1GZs6cyWeffcaPP/6Is7OzGOSjbt26/PTTT9SsWZNr166RmJiIi4sLCoWCpKQkJkyYwIQJE5g9ezajR49+GudUqDRo0ACr1cq9e/fENTpHR0dcXFwIDw9nx44d9OzZUzQ9v/vuu7z77ruAzUnn4sWLuLi44OHhgdVqxc3NjdTUVBQKBePHj88SS7xq1aoAfPbZZ3h5eYnWiDZt2lCyZEki7xzFaslAqXTAw7M8KqUWvT4WlcqRenUrYzabGThwoBhCuHbt2pnSDJvNZjZt2kRERASvvPIKY8aMYdasWUybNg2TyURQUJC44yE77DkHKlWqlG/BLwiC6Ml86dIl1q9fz4EDB6hSpQoXLlwQt17mxL///svUqVO5ffs2JUuW5K233uL69escPnyYoKAgzp07x99//82dO3eYPHkykyZNytc488udO3fo1asXp0+fZtmyZQwePDjHuiaTiatXr3L16lWqVKnyWGvbqFGjmD9/PgBubm7UrFlTDLrj5OSEp6cnYWFhNGzYMNvrKAgCAQEB7NixgzJlymSajLRu3TrH4+bkAQ82R8GePXvSs2dPsezhXQQAnTp1Yvny5Y88N4lny/NqSRMeihKb3/bPGz179mTZsmW5noy89tprzJ49Gx8fn1wfI89m/+DgYFxdXenUqRMqlQqtVkv9+vUZN24cBw8eBGw/5Hbt2onCvX79+jRu3Jh58+aJJvK+ffuyatWqQt+G8iKh1+t55ZVX2LVrF2ALPWyW+eHhXAK/Ui0wpcaQkhiGPj2W5OQ79OzVHLPZTGhoKAcPHqRJkybs378/03ewatUqBgwYIL4vXbo0I0aMYPPmzRw8ePCxZvy//vqLjh07Uq9ePTZu3Jin9fbjx48zceJEzp49K2qDKpWK1q1b06tXL1577bXHOj/ltP1NJpNRuXJlQkNDKV26NN26dWPevHno9Xq+++67RwqvJ8k///zDgAEDUKlUbNiwIUcnRYB9+/ZlmqiBTQDv3Lkzx99NaGgo7dq14+bNm7i4uFCzZk0xcdTDdO7cmdKlS/PXX3/Rq1cvPv/8c0JCQsRlrqftIPnrr78yaNAgOnXqxKhRo2jZsmWRccqUeDyRkZEEBAQUiuY/+JfdBdb8l7/e+rnS/BUKBVevXs11Vr8SJUpw5syZp5fSt0uXLri7u3P79m327NmDi4sL3bp14/Lly5w/f55hw4ZRrVo1XnvtNe7du0enTp24ePEiZcqUETNkCYLAuXPniIqKIiAgIFM+eonHY1+ju3v3Ll9++SVHjx4Vs/25uLhw584d5EoN7oHVKeXTjFuh20lKDsdkTMnS18CBA5k1a1amGyw5OZkJEyawaNEicR1XLpcTGBjIokWLaNWq1WPHuH//frp168a7777Ll19+mavzSkhIwN/fn9KlS/Pqq69SpUoVqlatSvHixfPk7SwIAhqNJlMo1P3791OmTBmKFy+OxWLBYrFw4sQJ/vzzT6ZPn46Pjw+RkZFPVbNJTExk2rRpzJw5k5YtW/Lbb789cpaempqKs7MzHh4efPzxx6xdu5bDhw/j5uZGdHT0Y8M1BwcH4+3tzd69e7N89tprrxVadkCJl4eZM2cyYcIEvLy8aNGiBWvXrpWEfz6Ry+V5VoxDQ0OfXkrflStXihfn4MGD7NmzhxUrVhAdHU3fvn354YcfAFuu+L59+3L+/Hn++ecf1q9fz9mzZ7l48aK4lx3IU/Y6CdsWwubNm4upfgMDA8XtQaNHj+b8+fNs3LgRq9lA3PVjxF0/hoODF7O+/Zr//e9/4nKExWIhOjqa33//nV9//ZWmTZuyb98+TCYTpUuXJj4+noULFxIXF8cnn3zChx9+yKRJk3ItHJs1a0aHDh34+eef6dGjx2ODQmVkZDBnzhwyMjL45ZdfqFOnTr6vkUwm486dOzRv3lxcnhg0aBClSpWiePHi3L59m2PHjpGRkYGjoyODBw/m66+/fiqCXxAELl26xJo1a5g7dy4Gg4HJkyfz0Ucf5biVLS4ujp9++kkMKRsfH8+4ceMoW7YsCxcupH///rnK09C3b19mz54tvt+yZQt79uzBYDAwZsyYJ3J+EhIPY/fjio2NFXegFAYvYpAfexr2vPC40Nr/5YmF950+fToffPBBlnbOzs5ERUXRvn17cauIv78/JUuW5H//+1+W7VkSWYmPj2f8+PHiboA///yTChUqkJycTP369cU1q8DAQHHN3c64ceN4//33+fPPP4mKiqJSpUqULl2a6OhoUlJSxOQkgYGBtGvXjp9//jnL8Xv06MH69evzNOZ79+7RoUMHzp07x9SpUxk7dmy2M9mjR4/Svn17UlJS+OCDD3KdbvdxmEwm1qxZQ3x8PBEREURERHD79m18fX1p1KiRuM0zv/EqHoXZbGbOnDksWrSIK1eu4OTkxODBg/n4448fuQyyePFi3nvvPaxWK4MGDWLr1q2kpKTwww8/8Nprr+V5gmK1Wjl+/DgWi4VGjRoV9LQkXnASExNZtGgRcXFxjB07NlcmZ7BNci9cuMDu3bs5cuQIq1atYtiwYSxatKhQNP9By3ajdsh/0DejPo0VQ54vzb8weGLqzsSJE5k4cSJRUVEcOXKE2rVr4+zszN27dyldujQuLi5s374dDw8PqlWrlqfsWoIgEBcXl2PgnBeZ69ev06JFC1JSUvjkk0+oV68eXbt2FT+3Wq0kJiZy+/Zt1q9fLzqvzZkzh/379/Ptt99y6tQp9uzZg0ajybIt0d/fX3TEsvsOPMwrr7zCRx99lOdxe3t7c/jwYT7++GPGjx+Pt7f3f8IN24iKiiIpKYnVq1eLkeSeBCqV6qlmXXsUI0eOZNGiRQwaNIhvvvmGNm3aPPZ+j4+PZ+zYsXTt2pXvv/8ed3d3AgICaNq06SMdAh+FXC6nfv36+Wor8WISHR3NX3/9xY0bN7h58yadOnWif//+hIeHM3ToUPEZ0L1790cK//j4eBYvXszx48c5ePAgUVFRaDQa0W/jaUyqJZ4sT9zWWaxYMXr06AHYhHZISAgGgwE/Pz/at2+f53WM1atXi9aBU6dOYbVaWbRoEWlpafTo0YNWrVrlKjlGUSQ+Pp5WrVrh4OBASEhIjgF33NzccHNzIzAwkKZNm1KtWjU8PT1xdXXl7NmzDB06VIz2Vb16dcLDw3FyckKv1zN79mx++OEHZDIZrq6u/Pnnn7i5uXH58mUMBgMjRox45B7vR6FWq5k5cybR0dEMGTKEFStWiL4JY8aMoUaNGpw7dw61Wp3tdsmiSmRkJO3bt2fZsmW5bvP333+TnJxMq1atRF+AJk2acOnSJVJTU8VdH0lJSVy5coWUlBR0Oh0NGjQokqGLJQoXQRBYsWIF//vf/0hMTMTf3x9nZ2dWrVrF77//nmmLZceOHTNNGqOjozl27BjNmzcnKiqKefPmsXTpUsxmMw0aNGDgwIG0bduWJk2aiLEmBEFgwYIFhXRuL57ZvzB4qns3XnnlFTFox7lz56hbty7BwcEIgsCkSZMe6Zxw9+5dvvnmG2bOnAnYMoBt2LCBL774ArBteVuxYgUymYzg4GC0Wi0ymYyaNWtSp04dmjZt+tgtYc878+fPJzY2lsuXL+cq0p6zs3OmDGtDhgxhyJAhWK1W3nz7fyxfvpzly5fj6ekp1lm2bBkDBw7k7NmzjB8/nrt379K1a1eaNm1KfHw8rVu35tKlSxw6dCjf++iXLl1K48aN2bp1KyaTiUOHDrFixQqqVq3KlStXeOedd/IUSfB5p2zZsvz9999ZyhMTE3F2ds52vb9Xr17079+fESNGcOXKFWbNmkVgYCDr16+nRo0aVKpUie3bt2cJ5ens7ExERMQLOwGWeDQPb9MF2z32zz//4OLiQtWqVfH19UWv19OpUydx98icOXPw9PTEYDBQt27dLLEVAgIC6N27Nzdv3kQul3P8+PFMn/v4+DB27FjefffdbJ1WXV1dxdDlhcGLuNWvMHiqwv+dd94Rhf/nn3/Ovn37uHz5MkePHmXz5s3UqlWLYsWK0bNnT65du4a7uzvDhg3DarVSsmTJTCbq2NhYvvnmG2rVqkW3bt2YNGkS165dY//+/Rw5cgRBEDAajRw6dIiff/4Zq9VKjx49mDRpEtWrV3+ap/nUuHr1Kh4eHmzfvp3XX389T0slD7N+/XpM6Uk5JoBo06YNbdq0YeHChaxYsYLg4GACAwPp27cvx44dw2Aw0K5dO/bs2ZOv4ExKpZIRI0YwYsQIwLYev3TpUk6fPk337t2zDQ37vHHv3j1u376NxWKhZMmSj/TUr1y5MvPnzychIQF3d3f0ej0zZsxg+vTp1K9fn61bt2ZJxhQWFkbZsmUBxDwOs2bN4q233iIoKEjMevdfgoKCJBPrS4LZbGbhwoVs2rSJmJgYYmJiuHfvHgqFAldXV1xdXYmMjCQ9PV1s8/nnn7Nnzx5xu+eKFSvEz+yJ1ORyOf/3f/+Ho6MjM2bMYPXq1RQrVgy1Wk3FihV59913qVOnDkuXLiU9PZ1vv/02V06nEs83T8zhLy80btyYkJCQbD+Lj49nzZo1oqCYPn06ycnJ1KxZk44dO+Yq1W9aWhp//PEHX3zxhZi7vnjx4qhUKnx9fZk+fTolS5Ys8Hk8bRYuXMi0adO4desWEydOzJI1L7f4BDXl3uWDfPLJJ0yZMiXHpZcffviBr7/+mrt3bSmStVotf//9NyVKlKBly5YYjUb279//wkRnzC1nzpyhZcuWJCYmAjav5mPHjuW4Jnrnzh1Kly6Nh4cHtWrV4sSJEyQmJtKlSxfWr1+fbWChevXqcfHiRYYMGcL3338vfkfx8fFMnTpVTA19/fp1UlNTiY+PJyAgIMcsbxIvFocPH+add97h7NmzdOjQgVKlSonJdSwWC0lJSSQnJ+Pp6Um/fv2YN28eM2fOxNfXF39/f1JSUnjrrbd46623WLNmDefOnWPhwoWUK1eOFStW8Ndff4lpybNz+s0rhRnh79XFuwrs8Pfb0DYvncPfMxH+6ekPUj3+/fffjB07lrCwMKpWrcrFixexWq2ZTDG7du16ZHSxnDCZTGzdupV9+/YRHx+P0Whk9+7dYmKdovJFf/DBB3z//fd07doVg8FAgwYNaNmyJXXr1s2VD0VAQH2qd67NtoULWLp0KUOGDMmxrtlsZv78+SiVSgYMGIC7uztgW8du1qwZcrmcw4cPv1TOl02aNCElJYW7d++KyZgqVKjAlStXcmxz7tw5Fi1aRGhoKEePHsXPz0/ceujk5MS5c+fESVRaWhqurq788MMP4qQXbJOxsWPHZopZ8LKaKF9WYmNjmThxIkuWLKF27drMmzcv306cJpOJ1157jT/++IMyZcrQs2dPvvjiC7RaLe+++y7z5s2jRIkShIeHF3jchSn8BywquPD/fdjzKfyvXLnC77//zoEDB7h58yZ6vR5vb29q1qxJ+/bt6dWrV76tMM/EUygjI4MLFy4wevRoevbsSVhYGGB7YL711luiGdjZ2ZkJEybQpEmTfB1HpVLRvXt3Zs+ezfLly/n9999Zvny5GOY1NDT0iZ3T0+Tjjz+mTp06xMTEkJKSwpdffkn9+vWpWrUqGzduFDXSnLh9+yiJl7xx9Cr+2NjpSqWSUaNG8c4774iCH2x7SKdNm8a1a9f44osvXhohZM8W6evry969e8WgRY9LmVu1alXmzp3L2LFjiY+Pz7TOr1KpePXVVzEYDMycOZOhQ4ciCAJt2rQR6+j1esaMGcPAgQMZOnQoLi4ufPjhh0/nJCWeO6xWK4sXL6ZixYqsX7+e+fPnc/To0QLt3pg9ezbr16/nu+++4/r168ycOVNcShwzZgwNGjQomr9rq1DwVz6YP38+pUuXRqvVUrt2bQ4cOJBj3SFDhiCTybK8qlSpkm3906dP07ZtW6pXr87+/fupW7cuo0eP5osvvmDgwIEIgsDHH3+Mv78/06dPz3NyOQCEXJCUlCQAQlJSUm6q58ipU6eEsWPHCkCW1xtvvCHcuHFDEARBsFqtwqVLlwS9Xl+g4+XErVu3BC8vL6Fly5bCmTNnnsoxniYmk0nYvXu30KRJEwEQ5HK50LlzZ+H9998XJk+eLCxYsED8riwWi3DkyBGhc+fOAiCsXr0638e9fPmyULx4cQEQWrduLfz+++/ChQsXntRpPXdcvHhR+Omnn4RevXoJgNC/f3/hzTffFABBq9UKUVFRj+1jxYoVAiB8/vnnWe75WrVqCQqFQvD19RW+/PJLwWAwCBaLRRAEQTh9+rQACEuWLHnapynxnPHvv/8KjRs3FgBh0KBBQnR09BPpt2rVqsKrr76apdxqtQrVqlUTAOGtt956Isd6UjIjN8cYsHCnMPjXkHy/Bizcmeexrlq1SlCpVMLPP/8sXLx4Ufjf//4nODo6Crdu3cq2fmJiohAVFSW+IiIiBA8PD2HSpEnZ1i9ZsqTw/fffC3FxcY8cR0hIiNCnTx/hq6++yvXY7RSK2d9sNtOiRQsOHTqUqfztt9/G39+fjh07UqdOnUKL83/8+HG2bNnCzz//zL179zh16pSYMKcoIQgCV69eZffu3fz222+iA1BSUhK//fYbzZo1IyAgAIASJUrw/fff88orrxT4mNu2bWPs2LGiw1DPnj1Zu3btC5OnITExkSlTpvDdd99lcZJs1KgRH3zwAW+99Raurq7MnTuX9u3b59hXREQE5cuXR6vVkpSUhKOjo5jJ0cnJiYkTJ+Lg4MC2bds4ePAgCoUCZ2dnYmJiAFi+fHm28REkXkxOnTolRsSsW7cuu3btYsOGDTg5OdG5c2dSUlJYsmQJw4YNy7RrJzeUKlWKnj17MmvWLLHsxo0bfPLJJ/z++++0bds2210q+aEwzf79F+5ErSuA2T89jVVvtc3TWOvXr0+tWrUybWcMCgqie/fuTJ069bHtN27cKFq9s0uPbDQa85TrIq/14Sl7+9tRKBSiB/PYsWPp06cP9evXfybCIjo6mnr16gG2+Ofp6ek0a9aMDRs20KJFi0IfT0GQyWRUrFiRihUr8s477wAQExODn58fgiDg4eGBp6cncXFxXLlyJU8x8h91zM6dO9O5c2fi4+NZu3Ytb7/9Nm3atOHHH38sUml1c6Jx48bcvHmTKVOmMGrUKJydnWnYsCGHDx8mJCSEuXPnsnXrVkaMGMHrr7/OtWvXcHZ2FtvfvHmTjRs3curUKc6dO4fBYKBKlSpotVrR0dXFxYXk5GQ+/fRTNBoNrVq1YurUqZw5c4bLly/z+uuv89FHH+Hm5vaMroLEs6Bs2bKMHTuWuLg4cVuuPc5GrVq1MJlMnDt3jvPnz2fy3M8NzZs3z5TkKTk5mTFjxnDkyBE++OADhg4d+kTPpbAQntBWv/9uT9RoNNmupxuNRk6ePJklom27du1ydGT/L4sXL6ZNmzbZCn4gR0GekZGR7a6v/CTFKhThL5PJWLduXWEc6rF4eXmJYXDPnz/PrVu36NKlC++++y7Tpk2jS5cuz3qIBcLX15e6desyd+5c+vXrx65du8TMbh06dHiix/Lw8GD48OFYLBY++ugjvvzyyxciLWu5cuXQ6/V89NFH4o/ZbkFxdXWlQYMG1KpVi7Vr11KpUiUCAwN5/fXXmTNnDqdOnRID75QvX57ixYvzyiuvMG3aNCpWrMi///5LQEAA7u7u/Pnnn6Snp9OtW7csW/8kXk5cXV359ttvARg6dCiHDx+mR48epKSk0KNHD9EZLz8aeosWLVixYgVxcXEsWbKECRMmALww6dULyn9jjUyaNInJkydnqRcbG4vFYhEVWju+vr6iQ/CjiIqKYvv27fz222+5GpfVauWrr77ixx9/JCYmhqtXr1KmTBk+/fRTSpUqle9J2/OZoPkpolQquXDhghgxbceOHcydO5c2bdrQtWtXbt26VSS2AT6KOXPm0KRJE7p168bAgQMBMu39fZJERUWh1+sxmUyiN3tRJjo6mt27d6NUKmnYsCFHjhyhXr16/PHHHwC0bNmSKVOmAFCyZEm2bNlC69atWbRoERMnTuTtt9+mQoUKHD58OJM1wM7DMSe6d+9eKOckUTRp2rQpTZs2BWzaaZkyZQgPD+f111/n119/zRLg53F06NABQRCYOXMmv/32Gx07duTLL7+kZs2aT+sUCoUnFeEvIiIik9n/cV70/732uf0+li1bhpubW65//3alasaMGQwfPlwsr1q1KrNnz5aEf15wdHTEaDRy+PBh6tSpg4ODAzNnzmTcuHGMGDGCgQMH0q1bN3GCUNRo1KgRmzZtYsSIEWzbto169erRrVu3PPdjtVrR6/UA6HS6TB7rmzdvZuzYsVy7dk0se/j/oopKpeKVV17h2rVr+Pr68uuvv9K9e3fxXti4cSOjRo2icuXKXLt2Tbw+ZrMZf39/HB0d+euvv7IV/BIS+WX37t3s3bsXNzc3MdLj0aNHadCgQa77KFasGE2aNGH69OkEBQUxa9YsKlWq9BRHXUgUUPhzv62Li0uu1vy9vLxQKBRZtPy7d+9msQZkOZQgsGTJEgYNGpRrU/0vv/zCwoULad26daatwNWqVePy5cu56iM7XkrhD7aHfLNmzcT3a9asAWD79u1s374dBwcHZs+ezRtvvFEkI6h17dqV5s2b8++//9KgQYMcU8hmh9Fo5P3332fevHmZHN7c3d3x9fXl3r17xMXF0a5dOzIyMsTUzCVLluTy5ctUqFChyMab9/T0ZOXKlZnK7AF27MybNw+FQkGJEiXE1MAlSpRg0qRJtGnT5qWKgSBROISFhSGTyejZsydnz57F3d2dTz/9lL///jtP2v/ixYv5+++/GT58uBSlL5+o1Wpq167Nzp07xTw2ADt37nysQ/W+ffu4du1anrT1yMjIbIN5Wa3WTDFA8krRfEI/Bb7//nvRxAa2fdZvv/02JUuWZMOGDc9wZPnHxcWFJk2a5DoVrMVi4eOPP0aj0WTr6Z6QkEBCQgJjx45l/fr1BAYGEh0dLXon//vvvwQFBaFQKIiMjHzi5/OsaNOmDS1btuSdd95hwIAB9OzZE4vFws2bN8XkS2vWrKF///6S4Jd4Khw7doyKFSsSHR3NyZMnuXr1Krt27eKvv/7KUz8VKlTg3XfffaEEv93hryCvvDJ27FgWLVrEkiVLuHTpEmPGjCE8PFzUzD/88MNsd+ksXryY+vXrExwcnOtjValSJdsYAn/88UeBlmxeWs3/v9StW5f9+/dz6tQp3nvvPdHRKzo6mp49e2I0GoukBSC3GAwGmjdvztGjR8WyoUOHsnjxYsCWsvnQoUO0adOGjz76iF69erF+/XrGjBnDZ599RmJiIidOnGDEiBHExcXx0UcfvRDOfwA1atRg9OjRWWb1H374IRMnTpSS6kg8VUJDQ9mwYQOvv/66GKSrVq1aJCcnZ0n09DLyLLL69evXj7i4OKZMmUJUVBTBwcFs27ZN9N6PiorKEikxKSmJdevWMXfu3Dwda9KkSQwaNIjIyEisVivr16/nypUr/PLLL2zZsiXvg7/PMwnv+7wjCAKjRo3ihx9+EMvOnTuXp9laUeL27duZPF03b95Mx44dEQQBV1dXevXqxc8//yxqC9u2bWPKlCmZJgr/RafTievhLwKhoaFUq1aNjIwMihUrxnfffUfv3r2f9bBELBYLJpMp0zYgq9VKQkICGzdu5Pfff0etVvP777/nerKSnJzMpk2bcHV1xcvLi6pVq0q+DIXMpUuXaNWqFe7u7vzzzz80aNCAW7du0bt3b1atWpWn5bzCpDD3+feetwNVAfb5m9LTWDuy/XMt33bs2MHXX3/NyZMnsVqt1KpVi88++4x27drlu09J+OfAnTt3KF68OG+88QaRkZGsW7euyDoAPo5x48Yxa9YsnJ2dCQsLyxQ8pF27duzcuVN837lzZ7Zu3crIkSNp1aoVZrMZmUxG3759M/XZrFmzTHuKXwTMZjMnTpxgwoQJnDx5ku3bt2fyG8kL9p/dk4h1sXLlSnFXx4cffkiHDh2IiIjg/fffJyoqKlNde6KrR3H79m2GDBnCwYMHM4UNHTFiRKHlaJew7elu0aIFSUlJ7Nu3Dx8fn0z3y549e57b2CSFKfx7/fBXgYX/unc7vFTyDaQ1/xzx9/fH09OTsmXLsmPHjhdW8AN89dVXREVFiVnBzGYzq1at4uuvv+bcuXOZ6m7duhWwOb21adOGvn370qdPH/R6PSkpKYSGhrJs2TLWrl37LE7lqaJUKmnQoAE7duygYsWKfPHFF/nq548//sDV1RW5XM7gwYNJSkrKVz9Wq5U1a9bwxhtvUKVKFeRyOVOnTqV58+YsWrQoi+CPiIh4pOA3GAz07t2bwMBALl26xPTp01m1apUYwfDOnTv5GqdE3rl37x6tW7fm7Nmz/PTTT2IK6eDgYJRKJVWqVMkxQMzLht3sX5DX80yZMmWIi4vLUp6YmEiZMmXy3a8k/HNAEIQXfp3fjlarFaMCnjp1ilatWjFgwAA+/vjjbINWNGnShD179mSaJet0OpycnChXrhyDBw/OMd3ti4BOp8PLyytXWoIgCGzZsoUff/yRe/fuAbaQvSkpKYBtG8+rr76ar3HMnDmTfv36UblyZU6dOpXJ+Wvv3r2Z6rq6urJ58+ZH9rdo0SLWrVvH7NmzOXr0KAkJCfTv358dO3ZQuXJlKS5BIXH58mUaNGjAtWvX2Lt3r2hdio6O5vz585jNZoKDg7lx4wY//PDDU4vhUVR40YX/zZs3szhfg22yXhDHasnhLwfsGfQKMrMqSixevJhJkyYRGRmJt7e3aN6306NHD3r37k3r1q0fu5e1qGOxWFi9ejULFizAxcUFT09PVCoVpUqVwmq1olAoOH36tGhqt6PX6zly5AhXrlyhePHiqFQqpk6dKnrqjhw5kt27d1OjRg22bt1KxYoVxVwJkydPZvjw4RQvXjxXY0xLS+OXX37B0dGRffv2oVaradu2LXv27OH//u//qFevHkOHDqVy5cp8+umnLF68mHfeeYdly5axc+fObCcu9olu2bJlCQgI4MyZMwC8//77zJgxowBXVOJR3Lt3jzt37lCtWjW2b9/OwIEDKVasGLt37xbTPt++fVuMyT9z5ky++eYbVq9eDdgibeZ3Ainx/PJwBtYdO3Zk8tWxWCyZ7o98kZvsP4WRoel5Y/78+YJSqRTu3LnzrIfy1Dl+/LgACH379hV27twpmEwmISUlRejdu7fQuXNn4eTJk896iIXK5MmTBUBo0aKF0LlzZ6Fp06ZCvXr1BG9vb6FYsWKCr6+vUKtWLSEyMjJTu6pVqwqAIJPJxMx9NWvWFGbOnCl4eHgIbm5uQtOmTYWEhARh3rx5AiB88sknwtixYwWtVivodDrh3XffFa5cufLYMU6YMEHQaDTC3r17c3VOJpNJ6NWrl6BWqwWtViv89NNPWepYrVbB0dFR6N27t9imevXqglKpFPr16yeYzeZcHUsid+j1euH9998XnJycBEAICAgQAKFVq1ZCQkKCWC8jI0MoX768eE/t2LFDGD16tPh+3rx5z+4kcqAws/p1n7td6LNwf75f3edufy7lm0wmE2QymSCXy8X/7S+1Wi1UqFBB2Lx5c777lzT/HNBqtVgslqKZ3zqXCIJAbGysqEGsWbOG3377DYVCgZOTkxjS9mWjcuXKgM2vwf7/47h16xbnzp1jzJgxzJw5k5iYGKKjo6levToNGjQgPj6erl27snfvXurUqcPPP//Mp59+KvoNdO7cmZo1a/Lzzz+zcOFCNm7cSMeOHXM83p07d5DJZAQEBCAIAmazmaVLl7Jq1SrOnTuH0WikWLFivPnmm7z++uv4+fmxdu1abty4wZtvvsn48eMZOnRoJm9xmUzGpEmTmDBhArNnz2bMmDHs2rWL3r17s3r1alavXs2ff/5J165dC3B1JcAWH75Ro0aEhoYyfPhwMWJkz549admyZSbHvtu3bxMaGkq5cuW4du2a6IMxefJkevfunet79IXFPg0qSPvnEPs2ztKlS3P8+PEnHkNEEv45UK1aNQRBIDIyEn9//2c9nCfO4MGD+eWXX7KUvyhpeQuCPXDGhQsXHvtg3b9/P0OHDuX69euULFmSd999F4VCgb+/P/7+/kRFRXHjxg3AFqxj1qxZDB48mFatWuHi4kKXLl3YsmULW7du5cSJE8yZM4cBAwZw4MABUfjfunWLtWvXsnPnTtzd3alTpw4bNmwgIyODcuXKoVAo0Gq16PV6OnbsyKhRo9DpdJw9e5bPPvuMiRMnUrlyZQwGgxicqGbNmtlGYRw/fjxxcXGMHTsWi8XC6NGjmTBhgrhzo1u3bpw9e5Zq1ao9yUv+wmA0Glm+fDm7du1i2rRpOTpYfvLJJ4SGhrJp0ya6du36yN9diRIlcHZ25tq1a+h0OjZu3EhiYmKWHTYSLyZhYWFPpV9J+OfAzZs3AcR0mi8KFouF2NjYTIJ/5MiRTJs27YXe0ZAX7Nrw46w+d+7coVevXsjlchYtWkSvXr2y7KFPS0sjPj4egHXr1ok+AP/88w8LFy7kjz/+oG7duhw/fpyYmBgGDBgA2Bz2rFYrJ0+eFFNQ21m1alWm99999x3Jycl07NgxU+IgsCV52r59OwcOHMDFxQWZTEaVKlXo379/tgJHJpMxdepUpk+fzvvvv09aWlqmUKR+fn7SfZID58+fp3///ly4cAGAixcvMnjwYO7du0e/fv2oVasWx44dY9y4cRw8eJBOnTrRpUuXx0647Ttphg8fzs8//0xMTAyDBg0qjFMqEjyLID+FTVpaGvv27SM8PByj0Zjps1GjRuWrT0n450CbNm0oVaoUP/74Iw0bNnzWw3kiHDp0iCZNmojvd+zYUaAgES8qn3/+OY6OjrRp0+aR9ZYuXUpsbCwxMTHiVqz/8vB2LAcHBwDkcjlt2rShTZs2bNmyJZMZvUaNGrRu3Zpvv/2W6dOn89prr4mfzZkzBxcXF958803q1KnDggULKFu2LO7u7jmO0dPTk4EDB2ZxTnwUSUlJFC9eHC8vL1599VXc3NzEz/bt2/fSOMHmllOnTjFy5EjOnz+fSdM/f/48kyZNQq/XM2PGDE6dOsWYMWMICQlh4cKFDBs2LFeWNqVSiUwmo0KFCgBZtnC+7Aj5DNH7cPvnmdOnT9OpUyf0ej1paWl4eHgQGxuLg4MDPj4++Rb+0la/HHB1dWXQoEGsXLlSXBMvyhgMhkyCv3nz5pLgz4Ho6GjMZvNj97XbrScPB8L5LyqViv/97380atSIzz//HLBphG+99RZjx47lxx9/FOu2atWK06dP88033zBmzBg++eQTMWkSQPny5cWJaIcOHahTp84jBX9+Wb16NZGRkSxfvpzy5cvj5OTErl27AFviK4nMfPPNNxw5coQSJUqwa9cu0QN73rx5JCUl0bx5cwCuX7/Om2++CcCmTZty1bfZbObDDz9EqVSyfv16HB0ds40ZL/HiMmbMGLp27Up8fDw6nY4jR45w69YtateunSXpWF6QhP8jmDRpEi1btmTQoEFFfrb9Xw1j3bp1z2gkzz9z5szBYDAwZMgQZs+ezb///gvYHsQmk4nExETatm3L1atX+fbbbylRogQmk4nw8HDOnj3L4cOH+fvvv/nss8/48ssvqV27NsWLF2fq1Kl88sknLFu2jJ9//pnZs2eL2ykbNmyYKZLizJkzCQgI4LvvvhPL9uzZg7u7O2XLlmXRokXcu3dP1FpMJlMmDSYxMTHfGb/q1KkDIIZ1DgsLE52NcpuG9GXiiy++wMvLi0uXLlG7dm1xyXDx4sXI5XIxbW6fPn0AW3jsrVu3smjRohz7XLduHWPHjqVRo0bMnz+fadOmcfXqVcaOHYufn99TP6eixIu+z//MmTOMGzcOhUKBQqHAYDBQokQJZsyYwUcffZTvfiWz/yNQKBT8/vvvVKhQgY8++oilS5c+6yHlG7VazY4dO2jfvj19+/bNFMJXIjN2U/3Jkyc5efIkWq2WAQMG8Pvvv5ORkQHYMibOmzcPg8FA1apVuXDhQhbzobe3N2lpaej1eipVqsTly5c5evQo69ev55NPPuH333/n+vXrFCtWTEwkZUehUDBy5EgmTpwovv/kk09wdXVl3759VKpUCR8fH0qXLk1QUBDbtm3D09OT9957j8TERH744QfMZjNly5bl2rVreTr/2rVrs337dpYuXcpbb72V6TPpvslK2bJlCQ8P5+OPP+aff/4RrTWnTp0iJSWFH3/8kaZNmzJw4EA++eQToqKi6NatG7/++ivDhw/P0t/du3fp378/ZrOZChUqEBISgqenJ+PHj6ds2bKFfXrPPS+62V+lUonKm6+vL+Hh4QQFBeHq6poleVBekIT/Y/Dy8uKbb75h6NChVKpUSXwYF0Xatm1LQEDACx+kp6DodDoSExNJSUlBrVbj6+srTvx0Oh1BQUFERUUxcuRI5HI5/fv3Z9SoUQQEBODp6YlarSY9PZ369etjMBjQ6/V4enrSrFkzDhw4QNu2benRowdffPEFR44cEX0B/su4cePw8fFhzZo1bN++HTc3N8qVK8e3337L4cOHOXnyJBs2bODUqVOMGDGCu3fvMnXq1EzLENevX8/XNejQoQMdOnTg66+/5vr162JIWeneyR6dTkfLli358ccf8fT0ZPHixTRp0kR0ALXnfe/fvz+pqamYTCYxMt+9e/eYMGECp0+f5tq1ayiVSpydnTl06BBlypRBrVYza9YsBEHI4tAp8eJTs2ZNTpw4QYUKFWjZsiWfffYZsbGxrFixgqpVq+a7XymxTy4ZP3483377LR999BG9e/cuUB7lZ8GaNWuYPn06p06dYtOmTXTr1u1ZD6lI8OOPP/J///d/dOzYUfQFuHjxIkFBQYwbN45GjRqJjliPQhAEXnvtNVatWkVycnKePOZPnz5NrVq1MpVZrdYsSzn/3b7Zrl070tPT2b9/f66PJZF/ypcvL4bkta/zP4xSqcRisaDT6UhPT2fmzJmUKlWKCRMmZNnOtWDBAnbt2kVERAT37t0jLCyMdu3asW3btuc2k9/DFGZiny4ztxY4sc+W9zs/t/LtxIkTpKSk0LJlS+7du8fgwYM5ePAg5cqVY+nSpfmeEErCP5ckJibSr18/Dh8+TEpKCu3atWPlypVPPPDCkyYsLIzevXtz6tQpOnbsyDvvvEOXLl2e9bCee0JDQ5k2bRrLli1j2LBh/PTTT+JndsGbl5gIaWlposCPiorK87qtIAgcPXoUg8FApUqVstXAQ0NDmTx5MvXq1aNJkybUr1+fTz/9lEmTJuXpWBL5Y//+/bz11lu4ublx5MiRLJ+/9tprnD9/nm7duok7PXJy2PL29kan09G2bVucnZ3p0KEDrVu3RqksGsbawhT+nacXXPhvnfj8Cv+nhST880haWhrfffcd33zzDcHBwc912trNmzczYsQIwObE1rt3bymITy44ffo0zZs3x8nJiQkTJvDOO+88EUe3BQsW8N5774nbtooXL06HDh0YMGAAxYoVy1Q3JCSEGTNmEB8fL1oZcmNhsPP666+zc+dObt68iUajKfDYJXLH5s2b6datG+vWraNnz5451hs7diyzZ8/O9rMWLVrg7OzMkiVLnnvlIicKU/h3mr4FlbYAwj8jjW0Tu7x08k0S/vlkzZo19OvXj9OnT3PixAnu3r3LK6+8QpUqVZ710ACbp/GwYcPo2LEjP/zwg7Q3Ow/06dOHM2fOcPr06Sce0ObOnTts3LiRM2fOEBkZye7du3F1deXChQvig/706dPUqVOHqlWris58ycnJVKtWjTZt2lC+fHnq1KlDrVq1kMlk7N27l9u3b1OjRg2qVKlCcnIyxYoV44MPPpC0/kJGEAR69erF7t27OXbsGBUrVsy23vXr1ylXrpz4vkePHrRr146ePXvmGDOiKCEJ/ydHzZo1cwzIpdVqKVeuHEOGDKFly5Z56lcS/vnEbDZTsWJFKlSowN9//y3GYQ4JCXnqQYEEQSApKQm1Wi0e92EhZTKZ8PDwoE+fPixevFjS9vNASkoKHh4eTJ06lfHjxz/144WHh1O5cmXRQbBHjx7ExsYyY8YMMbR0TEwMf/zxB3/99Zd4r1ksFnx9ffH09OTixYtifw4ODuj1esA2iahRo0a+xiUIgnTf5JMTJ05Qt25dZs6c+ch7qGPHjvz1119UrFiRixcvZhtuuahSmMK/47SCC//tHzy/wv/DDz9kwYIFVK1alXr16iEIAidOnODff/9lyJAhXLx4kd27d7N+/XpeeeWVXPdbNBaQnkOUSiXffPONaNpr2LAhZ86cYdGiRU9M+BuNRg4ePEhoaCjly5dHpVLRpEkTGjZsyNGjR8V6Go2GQYMGER8fT7NmzXjjjTdITU2lSZMm0gM8j+h0OhQKRaE9iEuWLMmFCxfYuXMn27dv59NPP8VgMFClShW8vb0B2/aed999l3fffRewTe5CQkLYsmULt27d4ptvvqFBgwb83//9HwkJCfj7+9OvX798eQKHhYUxbNgwTp48Sbly5ViwYAF169Z9ouf8omNPiPU4q9HChQtZvHgxb7/99gsl+AudFzSxj53Y2FjGjRvHp59+mqn8yy+/5NatW/z9999MmjSJL774Ik/CX9L8C4AgCLRt25bdu3dnKt+/fz9NmzYtUN9Xrlyhd+/enD9/PlN5jRo1xDzry5cvR6FQ8O+//zJjxgxKly5NWFgYc+bMYc2aNWg0Gnbv3i1NAHJJamoq48aNY+HChaxfv17cnlWYREdHc+DAATp16oSjY960mZYtW7J3716uX79O2bJlGT16dI7ryjmxYcMGevbsibOzMykpKdSrV48jR45I91AeiIyMJCAggKFDhz4ykM+LTKFq/lOfgOb/4fOr+bu6uoqT8Ye5du0atWvXJikpicuXL1O3bl1SUlJy3a803SwAMpmM9evXZ9GMBg4cyN9//52vPg0GA2+++SZBQUFkZGRw+PBhDAYD586dY8OGDVSoUIFu3bqxc+dOXn/9dV577TWmT59OcnIyN27cYMCAAXz11VeMGzeOPXv2cPDgwSdxqi80CQkJTJkyhUaNGvHrr7+yYMGCZyL4wZY4p0+fPnkW/GCLCwCIgWB+/vnnPPfRrFkzNBoNEydOZO/evRw7dozp06dnSSYikTP2qI2SxaRwsAf5KcjreUar1WYJAga2JWatVgvYdiDl1bFXMvsXELVazenTpwFwdHQkLS2N8PBw2rdvzz///JNnJ4xZs2bx66+/8t133/Hmm2+KAWCCg4MJDg6me/fu2bZzdnYGwN/fH5PJRLt27XBxcWH79u34+fmRnJyMv79/Fq/ylx2z2UybNm24evUq9erVY8WKFUU2kMp/t3CmpaWxZ8+ePN2Dnp6eDBkyhM8++4xffvmFMWPG8OGHH/L999/zyy+/0KpVK0JCQjhw4ABt2rQRQwFL2AgJCWHEiBG0bduW/v37P+vhvBS86Fn93nvvPUaMGMHJkyepW7cuMpmMY8eOsWjRIjG8744dO/Ice0Yy+z8BZsyYkSnyn5OTE15eXkRGRrJs2TJeffXVXPc1ZMgQLl++nO0+4dxw6dIlqlWrxqeffsrNmzcJCQnhypUr4ucREREEBATkq+8XjbS0NAYPHsyGDRs4cuTIC6GpXbhwgeDgYGbMmMGOHTs4f/48V65cyZJq+FGkpaUxYMAANm/ezGeffUZwcDA//vgj//zzDx4eHmKKYrClm9XpdE/jVIocRqORGjVq4OLi8v/tnWd4FFUXgN/tu+mNFAgJHQKh996kiYCggqggCoKISLWgfDZUFLCgAiKgSJOiIkWkI70JSMdQkwCBEEhPts/3Y7NDlmYaCSH39dkHMztz58zs7px76mXnzp3FohnP/aIw3f6dPl6Vb7f/une6PdD6beHChXz77bfys7xq1aoMHz5c1i2ZmZly9n9OEcq/gIiNjWXUqFHygjnvv/8+77//PtWqVePPP/+UV/r6L4YOHcrixYtJTEzMsyzjxo1j0qRJqNVqIiMjKVWqFMeOHePSpUskJCSI/uxZfPTRR3z00Uf8+OOP9O3bt6jFKTD69OnD1q1b2bhxIw0bNqRXr14sXLgwV2NYLBa5t0FISAixsbGsW7eOxYsXM3/+fHm/kJAQIiMjqVevHhEREQQEBHD16lWMRiNms5mrV6+Snp7O2LFjCQsLK9DrfNAYP348n376KWvXriUmJobnnnuuxC6EVJjKv+NHK/Ot/NeP717i9JtQ/gWMn5+frLg/+OADvvvuOwwGA1u2bMnRw69BgwaEhoby+++/51kGi8VCjx49+PPPP/n222+5dOkSEydOZMqUKXJcuKSTkpJCs2bNCA0NZe3atUUtToFy+fJlqlatymOPPUaDBg0YO3Yse/fupVGjRrkap3z58vIKdVu3buXGjRu8+uqrXLp0CYDHH3+cGjVqcOTIEQ4fPuyyyIhGo0Gj0RAUFERqaiqenp4cPnxYDk89TEiSxE8//cQLL7zAG2+8weLFi4mJieGrr75ixIgRRS1ekVCoyn9CASj//z3Yyj8pKYlffvmFc+fOMXbsWPz8/Dh48CBBQUGUKVMmT2OKhL8CZsKECfL/v/feeyxevBibzUa9evU4ePDgPY+12+0cOnSIjh075kuGzMxMZs6cydmzZxk2bJhcMrZly5Z8jfuwIEkSffr0ISYmhrfeequoxSlwSpcuzddff83ixYvx8/MjNDSUli1byoloOeXIkSNyc6jWrVvTs2dPvL29uXz5Mj179mTVqlVs3LiRbt26ER0dTWpqKrGxsZjNZsxmM+np6Zw7d47du3cTExNDu3btXEpUHwYuXrzIE088wQsvvMCAAQOIjY2VJ0H169cvYukEDwNHjhyhSpUqfPbZZ0yePJmkpCTAUZkzbty4PI9b5Mo/JSWlqEUoUIYNG8a5c+fkzMsjR45w4MABKlSoQNeuXWWr6U6kpqZit9vx8/PL9XltNhvvvPMOCoUCb29vwsLCqFixIs2bN0ehUPDcc88VStOa4sC+fftYu3Ytc+bMoU2bNkUtzn2hXbt2gCMR6Pjx47Rq1YrXXnsNi8WS4zE8PT05c+YMW7du5cSJE/J3OSQkhMWLFzNt2jQCAgIYPHgwX331FR4eHoSGhqLRaFzGqVSpEqtXrwagSZMmLosPFSTOBNsPP/zwvmZw//HHH4wcOZI+ffpQrVo1du3axbJly/jxxx/Zv38/4FgWulmzZvdNBsFNnAl/+Xk9yIwePZoBAwZw+vRpl5h+ly5d8rVoV5G6/deuXcubb77JuHHjqFChgpzJ+DCwdetW1q5dy//+9z/c3NyIj4+nVq1aPProo/zwww93PCYmJobw8HAWLlx4zyTB9PR0Dh48SHp6OkqlkkceeYSePXuycuXKe8o0evRoJk6cWGLjkOCw+jt16sTevXuJjY19YN18BcGUKVN48803GTJkCJ07d6ZHjx6cPXu2QFs9S5JEYGAgqampZGRk3LNZjclkkh9ezhIr57MlL2RmZrJixQr27NnDggULuH79uvzeypUr6datW57Gdco6b948UlNTeeSRR9Bqtezdu5dly5bJHpQ2bdrQuHFjxo0bJ1/DiBEj+Prrr5k4ceJD6VXKKYXp9n/kgxX5dvtvfK/HA+v29/b25uDBg1SsWFEOn1WoUIHo6GiqVq2K0WjM07hFavnXr1+f1q1bM2fOHBo3boy3tzeffvppUYpUYLRu3ZqJEyfKpXqBgYE8+uijzJ07V26/eitly5alefPmTJ8+/a7jvv322/j5+dGqVSu6dOlCp06d+P3336lbty56vZ558+Zx9epV5s+fz/Dhw11Wj/viiy/Q6XTUq1fPpQKgJJGSksKGDRt47rnnHsgfekEyduxYBg4cyLx58+S44N9//11g40uSxMyZM7lx4wajR4/+zy51Op2O0aNHA46FhypXroyPj89ty9nmlEWLFtG3b18WL16MxWIhMjKSX3/9lapVq8qJt3nhwIED1KtXj5dffpkxY8ZQu3ZtIiIiGDBgANevX2fatGmcOHGCLVu28Omnn7pMXj7++GO++eabEhvrLxKkAng9wOj1+jt6yP/99185pJsnpByQnJwsAVJycnJOds81ycnJ0hdffCF5e3tLKpVK6tevn2Q0Gu/LuYqSMmXKSIBkt9vvus+8efMkQFq8ePFt75lMJkmhUEj9+/eXjhw5IvXr108CpL///vuu49ntdunLL7+841d++PDh0muvvSb17dtXmjhxonT06NECuc4HGbvdLrVp00by9vaW0tLSilqc+877778vAZLVapW6desm6XQ6afbs2QUy9ueffy4BUqdOnSSLxZKjY+x2uzRp0iSpatWqUvPmzSVAWrJkSa7Oa7PZpOXLl0sRERFS6dKlb/s9ffbZZ5JCoZA+/fRTyWQy5Wrs48ePS97e3lL9+vWlw4cPS0OHDpUASa1WSydPnszVWCWZ+60zsp/jkfdXSF0+3Zjn1yPvr7jvsuaHl156SXr88ccls9kseXh4SOfOnZOio6OlunXrSiNGjMjzuA+E8neybt06WTEtXLjwvp6rKJg2bZoESCNGjJCuX79+x33sdrvUq1cvKSQkRNq/f79kt9slu90unTlzRho3bpwESHv27JEkSZJKly4tNWnSJEfnbty4sQRINWrUkMLDw6VGjRrJ97pKlSqSQqGQACksLEyKi4uTrFarZLPZCuzaHyR+/fVXSalUSrGxsUUtyn1n6dKlEiDFxMRISUlJ0gsvvCAB0v79+/M17tWrVyW9Xi9VqFBBSkpKytMYmZmZEiDNmzcvx8dYLBapV69eEiC1bNlSOnbs2G372Gw26dFHH8312JIkST179pSqVKkiJScnS19//bXLZDmnzyTnb7YkU6jK/70VUueJG/P8euS9B1v5JycnS82bN5d8fHwklUollS1bVtJoNFKrVq3yZcAUecJfdho3biy72/ITr3tQGTp0KBMnTpTDHFOmTHFZkQ0cLYOnTJmCzWajYcOGBAQE4O3tTaVKlZg0aRJjx46lUaNGvPfee1y+fDlHCzn8+OOPcpZ106ZNmTt3Lvv27ZPfj4qKknMtYmJi6NOnD2q1GpVKxYcffliAd+DBoGLFimi1WqKjo4talPtOhw4d0Ol09OnTh8zMTGbNmkWZMmWYNGlSnpPi9u3bR7169TAajTz33HN5jtnrdDpKlSpFVFRUjvZ3nm/lypX89ttvbNu27Y5LaCuVSlasWEHdunX57LPPsNlsOZbJy8uL69evk5qa6pKc26xZsxx17Pvnn38wGAwolUpefPHFHJ9XkHekh7y9r5eXFzt27ODXX3/l008/5dVXX2XNmjVs3bo1T23AnTxQyt+5gMGMGTMeynpghULBW2+9xd69e6lSpQpvvfUW9erV4+233+by5cvyfs766p9//pnWrVszbtw4Vq9ezfXr15k8eTIKhULu2T9o0KD/PG/2L8jcuXOpWLHibU2H7HY7AwYM4JlnnqFPnz4uMj9s6HQ6uQnNw46Pjw9r1qzhzJkzvP7666hUKj777DOWLVvGu+++m6uxTp8+zWuvvUbjxo25evUqW7Zs4YMPPsizbAqFgubNm7Nz587/3PfEiRM0adKEFStWsGTJkv9ce8G56ubx48c5duwYkiRx6tSp/zzP559/jk6no3///rz66quMHz+eGTNm8Pvvv+do5b2FCxdiMpkAx6Q7NxMPQfFi+vTplC9fHr1eT/369dm+ffs99zeZTLzzzjuEh4ej0+moWLHiXZO/nVitVtRqNceOHaNdu3aMHTuWN954g0ceeSTf8j9Qyr+kUL16df744w9SUlIYNWoUU6dOJTQ0lFq1ajFr1iyuXr1KRkYGaWlp9O7dm+HDh9O1a1fZwrLb7aSlpVGuXDm8vLw4deoUhw8flus/b6V3795cu3aNQ4cOkZKSQtmyZTl//jySJGG321m3bh2pqan8+OOPLFy4kFdeeUWeEd+6jOTDwJ9//olSqczTkrfFkXbt2vHuu++yaNEiLl++zLPPPssrr7zCp59+es/SUyd//fUXERERVKlShW+++YZmzZqRlJRUIGWSjRs35u+//76rkjQajaxfv562bdsSExPD7t275WW0/wvnxPXSpUs89thjREREsHz58nse4+/vz/z589myZQuvv/46Y8eO5eWXX85RYpXZbGbKlClUrVqV9957D4VCQXp6eo5kFeSDIkj4W7JkCSNHjuSdd97h0KFDtGzZki5durg0urqV3r17s2nTJubMmcO///7Lzz//TLVq1e55HrVaTXh4+P2ZROY05sADHBMp7iQlJUk//fST1KNHDwmQFAqFpNFo5Dh8mTJlpAMHDsj779q1645fYa1WK7377ruS2Wwuwqt58OnTp49Uvnz5ohajUElISJA0Go3Uq1cvKSkpSfr7778lQPrzzz/vekxmZqb0xx9/SN7e3lKVKlWkn3/+WUpISCjQePb27dslQPrtt9/u+H7btm0lQKpevbq0Y8eOXI39ww8/yL+NoKAgCZC6deuWo2MXLVokeXl5SV27ds3x9Z4+fVoCJKVSKQFSr169ciXvw0Rhxvzbjf9d6vjRhjy/2o3/PdeyNmrUSHr55ZddtlWrVk1666237rj/n3/+KXl7e9811+te/PDDD1KXLl3ydOy9EKv6PQB4e3vTv39/+vfvz9WrV1m1ahUZGRn07duXlJQU+vbtS7t27fjtt99o164djRs3ZurUqRiNRvz8/PDy8sLPz49Vq1bx4YcfUqlSJfr161fUl/VAMmnSJJYsWcK3335b1KIUKv7+/ixZsoTnn3+e2rVr8/LLLwMOV37nzp1d9jUajYwbN47vv/+ejIwMatasyQ8//HBfVvBr3rw5jz32GK+88godOnTAw8NDfi8tLY0tW7bw9ttv89FHH+U6BPX8889Trlw5oqKi6N27N++//z5r1qzJ0bF9+/ZFo9Hw1FNPceTIkRyt9Ogsq7Xb7YAjvyY2NpayZcvmSm5B0XBrOZ1Op7vjMrlms5kDBw7c1sehY8eOd1x6Fxx9Jxo0aMCkSZOYP38+7u7udO/enQkTJvznwlhff/01Z86coXTp0oSHh98W5/+vzrF3Qyj/B4ygoCCXOH6pUqXYuHEjvXr1on379vj5+dG9e3d69+6N1WqladOmBAQEAI51Bb7++mt8fHyKSPoHn8jISMARSytp9OzZk7p16/L000/L/TQOHDgAwOHDhzl69Ci//PILK1asQKvVMm7cOJ588klq1Khx33I/FAoFX375JZUrV2bTpk0uCazu7u74+fnh5uaWp/MrlUratm0rL2ncrFkzvv76a6Kjozl37hwxMTH06tXrrvlFXbt2RavVsnXr1hwpfw8PD7p168aqVasAeP3113n99deZPHmy6K55P7FLjld+jofbJmnvvfce77///m27JyQkYLPZCAoKctkeFBTElStX7niKc+fOsWPHDvR6PcuXLychIYFXXnmFGzdu/Gfc/27LuOcXofyLAV5eXqxbt47ff/+dAwcOMH/+fObOnSu/b7fbUSgUHD58GLjZ2jUnZGZmsm/fPpo1a3ZbW9aHkUcffZQqVapw5MiRohalSChXrhzr16+nffv2/P333/z000/ExcWxfv16wFEJ8fHHH9OjR487ZtLfDypVqkRwcDB79uxxUf4KhQJfX1+uXbtWIOfp1KkT3t7eTJw4kZkzZwIOT9CqVavu2PXQYDBQpUqVHCUKOqlUqdJt215//XXKlClDnz59cpQ0KMgd+W3R6zz21o6fd7L6s3PrhFSSpLtOUp3P6IULF8q5W1988QVPPvkk06ZNu6f1/9577+XkMnKN+CYWE1QqFU888QSffPIJMTExHDp0SHYzvv/++0iSxLlz59BoNDl6wBiNRk6cOEHz5s1p06YNWq2WsLCwHGVeF3ciIyNZu3Ytp0+fLmpRigQvLy+51z44FqcZP348KSkpnDlzhkGDBpGSksJ7771H9erV+euvv+67TF27dmXOnDkuSavHjh3j7NmztGzZskDO4ePjQ0REhEt57enTp6levTrHjx+/bX9JkkhKSsrxWhtWq5VRo0YBoNVqGThwoDyBeuaZZx661SMfNry8vFxed1P+AQEBqFSq26z8+Pj427wBTkJCQihTpoxLWWxERASSJHHx4sWCu4hcIJR/MUShUFCnTh3i4uKYMGECH374IYMHD+bo0aOUKlXqnrPIGzdu0KtXLwwGAzVq1ODQoUPye7GxsbRo0YI+ffqwceNGNm7ciN1uZ/Xq1cyZM4fnn3+et99+m6+++qoQrvL+MW7cONLS0qhduzYLFiwoanGKhOwPtu+//56KFSvy2Wef0aBBA0JCQmjWrBmffPIJJ0+ezJXlm1fef/99TCaTS/mhs/y1YcOGBXae0qVLs337dvR6PUlJSSQlJRESEsJrr73GuXPn5P0uXLhAr169uHjxYo7P37FjRxo0aEB8fDxms5k5c+a4TCpmzZpVYNchyEYhr+yj1WqpX78+GzZscNm+YcOGuy7m1Lx5cy5fvkxaWpq8LSoqCqVSSWho6D3P5+vri5+f320vf39/ypQpQ+vWrfnxxx9zdQ0glH+x55133gFg9uzZmM1mLl++zOLFi+X3L126REJCgvz35MmT2bBhA4MGDWLWrFl89NFH8nvHjh1jxIgRLF26lA4dOtChQweCg4Pp1q0bgwYNYt68eUycOFG2boorDRo04MKFC3Tq1ImXXnpJXomtJOHj40N0dDTBwcG0aNGCF198kR9++IEKFSrw3XffceDAAXnFsLCwsPsuT2hoKMOGDWP+/PmYTCasVquc+5J9wZ78kpycDDjiqN7e3ri5uTF16lS2bdtGxYoVmTRpEhs3bqR69ers3buXX3/9NUeNtFavXs2WLVuIj48nICCAiIiI2/bp1KlTgV2H4CYS+dT9eTjn6NGjmT17Nj/88AMnT55k1KhRxMTEyIm048aNo3///vL+zzzzDP7+/rzwwgucOHGCbdu28frrr/Piiy/+Z8Lfu+++i1KppGvXrnzwwQe8//77dO3aFaVSybBhw6hSpQpDhw7N/eQyJyUBotTvwcbZ9tf5atmypdS+fXupf//+8rYmTZpIs2fPlgCpe/fu8rEvvfSSyzabzSZFRUVJZ8+elVauXCm98MIL0jfffCNdu3ZNqlixoqRQKCQ3NzcpJSWlqC63wLhy5YpUv359ydPTUzp9+nRRi1MkxMfHS5s2bZISExNve+/DDz+UvLy8cty3P78cPXpUAqSVK1e6fHcB6ezZswVyjtq1a0uA5OXlJSUkJMjbExIS5HJAnU4ndenSRUpNTc3RmAsWLJDl3LRpkyRJkvTjjz/K255++mn5/+Pi4grkOh50CrPUr82bv0mPvLsuz682b/6WJ1mnTZsmhYeHS1qtVqpXr560detW+b3nn39eat26tcv+J0+elB555BHJYDBIoaGh0ujRo6WMjIz/PE+vXr2kGTNm3Lb9u+++k8tJv/76aykyMjJX8hfpkr6CguPEiRO88cYb/PHHHyiVSux2O25ubvIKgl5eXnh6elKhQgVmz55NlSpVADh+/DivvfYab7zxRo4skz179tC0aVN0Oh3ff/+9y+y2OJKamkqlSpXo378/kydPLmpxHhhsNhuVK1emefPmzJ8/v1DOKUkSjRs3lj0x5cuX5/z58yiVSrp06eKSp5AXbl0+eMKECYwfP17++/XXX2fKlCkMHTqUL774wmXt9LthNBply23Dhg1y57Xo6Gjat2/P2bNnXfZfsmQJvXv3ztd1FAcKc0nfNm/+hlqX9za3VlM6f33W64HVbx4eHvzzzz+3JZOeOXOGOnXqkJaWxtmzZ6lVq1aumkoJt/9DQvXq1Zk7dy7PPfec3KvaqfgDAwNRqVT89NNPbNy4UVb8ADVq1GDTpk05dkk2btyYtWvX0rNnT55//nm+/vrrgr+YQsTT05NHH32UOXPmsHbt2ge+z3dh8csvv3D+/PlCXZpWoVCwYsUK6tSpwxNPPMHYsWNRKpVMnTqVP/74gxs3buRr/Fvdq7/88oscBgDHcryHDh1i+vTpOVL84GjZOmrUKI4dO+bScrVv374uiv/nn38G4OTJk/m5BMEdkB7y3v7OHi63smrVKjkZNT09Pdct8UWp30NEQEAA8+fPZ/78+Xz44YfMmjWLyZMnU7t2bfr378+iRYto3759vs6hUCjo1KkTHTt25NKlS4wYMQIPDw+6du3KuXPnqFixIoGBgQV0RYXDl19+yYULF+jSpQu9e/dm7ty5/xmHy87p06fZtm0bsbGx2O12IiIi6Nu3732U+P5isVj44IMP5AS2wiQkJEROQl2/fj12u132BCQkJOQ48/5OaDQarl+/zpQpU5g4cSKHDx+mdOnSLFiwgJ49e6LVaqlTp06Ox7NarXTs2JF9+/bh7e3tUhqp0+lkDxwgfx8edEVTLMlji16X4x9g/ve//zF06FC2bNlCo0aNUCgU7Nu3jzVr1vDdd98BDq9T69atczWucPuXEJ588kmioqIKtL796tWrjB49mkWLFrlsr1u3LoMHD2bIkCHFZmEgSZJYtGgRAwcOJCwsjF9//VXu/Z+ZmcmJEye4dOkSpUuXpnLlynh4ePDTTz8xY8YM/v77b5RKJUFBQahUKi5evFisG7t89dVXjBkzhgMHDuRKGRY0ZrOZunXrcuLECZ544gmWLl2a6zr5pKQkxo0bh1arpXz58jz11FP4+/tTpUoVKlSogKenJ6tXr2bRokW5mrBdu3aNAQMGsH79eqpVq8axY8do1qwZc+fOpXLlyqSlpaFSqdi4cSPdu3eXj7t48SJlypTJ1TUURwrT7d/69V/z7fbfOvmJB1q/7dy5k2+//ZZ///0XSZKoVq0aw4cPv2t1QU4Qyr+E8Oyzz3L48GGOHTtWoONKksT+/fs5efIkFSpUICYmhuXLl/Prr7/Ss2dPfvnll2LV2OTUqVP07duX06dPM3jwYIxGI4sWLXJxDyuVSry9vUlMTKRbt248//zzdOrUSW5NO3z4cObNm8fUqVM5efIkmzdvZuTIkTz77LNFdVk55siRIzRu3JiBAwc+EC2Qk5KSMJvNefYmHT16lFq1agGg1+sJDg5m165d9O/fnytXrnDkyBGeffZZ1q5dy9WrV3PU6OrMmTO0atUKk8nEzz//TMuWLXFzcwMcK/kNGDDAZf9jx47x008/MXLkyBKh+KFwlX+rsb/kW/lvm/JkidNvQvmXEBo1asT+/fuxWCyo1fc/2vPDDz8wcOBAhg4dyvTp0+/7+QqStLQ0JkyYwOzZszEYDPTr14+ePXsSFhbGuXPnOHbsGLGxsfTq1Yu6devedvyNGzdo0aIFJ0+elH83er2e9evXF1jDmvtBfHw8TZo0wcvLi927d+cq9PGgIkkSr776KjNmzGDUqFEsWbIErVbLkCFDeOutt+Qlf/v06cO1a9fkVtl3Iz4+nmbNmsnLagcFBfHpp58ybtw4IiMjOXjwYInolPlfFKryH1MAyv/zB1f537rmgBOFQoFOp0Or1eZpXKH8SwBbtmyhXbt2tGrVir/++qvQXPEjR45kzpw5XLt2LccJVA8LFouF69evExgYSHx8PB07dkSn0z2wPQXi4+N57LHHiI2NZe/evYVS219Y2O12Xn/9db744gsmTJjA4sWLiY6OJiAgAB8fH8aNG0efPn3Yv3//XXMcDh8+zGuvvcaBAwfw8PBg9+7dlC9fHnD0dK9ZsyYbN24szMt6oBHKv+BQKpX3fGaHhoYyYMAA3nvvvVx5WYuPP1aQJ5KTk2nXrh0hISHMnTu3UGPwQ4YMIS0tjTfffLPQzvmgoNFoCA4ORqlUEhwcTMWKFW9bjetBYdOmTTRo0ICYmBj++OOPh0rxg+Ph+fnnn9O3b18++OADnn/+eapWrcrFixc5fPgwQ4YMARyJVbeyfPlyOnbsyIsvvsixY8d4//33XRQ/wIABA9i0aRNRUVHA7Ul9ly5dYtOmTQDMmTOHvn37PrCTwGLJHRc4z+XrAWbu3LmULl2at99+m99//53ly5fz9ttvU6ZMGWbMmMHgwYP5+uuv5cW6coqw/B9ioqKi6NixI9HR0UVWX1y/fn0OHjyIyWTKs3uquCNJEm5ubvTt2/c/V/AqTCwWC2PGjOGbb76hTZs2zJs376FeftZsNjN06FAWLVrEoUOH+OOPP1i2bBl79+4FHBM2s9ks75+SkkJQUBClSpVCq9UyefJkevbsedu4mzdvlqtoli5dypAhQwgKCiIsLIzw8HC581pycjJVq1blypUrhIWFER0dXQhXXTQUpuXfctQvqHVueR7Haspg+5cPruXfvn17hgwZctvze+nSpcycOZNNmzYxf/58Pv7441y14haW/0PMZ599RnR0NAsXLiwSxZ+UlCTXOi9atCjfddrFlczMTIxGo5x49iBgNpvp1q0b3333HV9//TWbNm16qBU/OHqyf/bZZ1gsFn7++WfGjBnD9u3bqV+/Pjqdjk8++cRl/+joaIxGIz///DNnzpy5o+IH5AldYGAgvXv3JjExkVOnTrF+/XpZ8b/wwgt4eXnh7+8P4NJy22q1cuHCBbksUCDIzu7du++YW1S3bl12794NQIsWLYiJicnVuEL5P6RER0czb948xowZwzPPPFMkMnh4eNC2bVu0Wi0vvPAC/v7+tGjRgsmTJ8uLtpQEnA1eunXrVsSS3GTgwIFs2bKFP//8k+HDhxerioz8EBAQwBtvvMGHH37ITz/9hEaj4bvvvsNkMnH+/HmXfUuXLg0gL5V9J5xLYr/44ou8/vrr8vbsFuTixYvlSYCzfLRRo0ZcvHiRxx9/nKpVq1K+fHmCg4OZNGlSgV1ricFeAK8HmNDQUObMmXPb9jlz5sgT9uvXr+Pr65urcUvGL74E8ssvv2C1WnnhhReKTAa1Ws3y5csxmUxUr14dd3d3SpUqxbvvvkvZsmV5++23i0y2wiQ6OhqtVvtAuBTtdjuTJ09mwYIFfPfdd/lu+lQc+fjjj+nbty9vvvkmaWlpVKpUiRo1ajB9+nT+/vtveT9/f3+eeeYZRo4cya5du+441nPPPUdMTAy9evVi5cqV8nZnhrZer6d3796oVCoAZsyYQZs2bXjvvfeIiYlhxYoVnDt3js6dO+Pm5sY777yD1WolOjqaoUOH0qFDB9566y1iY2Pv4x0p3jzsHf6mTJnCl19+Se3atRk0aBAvvfQSderU4auvvuLzzz8HYP/+/fTp0ydX4wrl/5BisVgAx9r1mZmZRSwN7N27l+TkZJYvX86VK1fo27cvEydORKPR0LZtWz766COmTZvGvHnzMJlMRS1ugTJ8+HDc3d0ZNGhQkbt2+/TpwxtvvMFrr73G888/X6SyFBUKhYJPPvmEpKQk/ve//+Hj48PBgwcJDw+nYcOG8gMVHMsdK5VKZs2axY4dOzAajSQmJsrvHz16lFdeeYWaNWuyb98+XnrpJfm92rVrk5mZKSfZXrp0CYvFwrPPPsvWrVs5f/68vALn2rVriY6Oxmq1Mnv2bKpXr85vv/2Gl5cXM2fOpEKFCjRv3pzx48e7LD18J5whptatW7v0p3hoecgT/rp3705UVBSPPvooN27cICEhgS5dunDq1Ckee+wxAHk9itwgEv4eUs6ePSsvBGE0Gl3Wb38QOHr0KG+//Tb16tXj0KFDbN26FZPJhNlsply5ckyfPp3OnTsXtZgFxh9//CE3BJo9e7ZsCRYm//77L9WqVWPw4MHMnDmz0M//oPHVV18xatQoZsyYwcsvv8z58+d54403WLlyJZmZmXIopHv37i691TUaDc2aNaNp06Z8+umnzJo1i4oVK9KuXbvbzmE2m9FoNKxevfquYZ/evXuzdOlSl20NGjRgy5YteHh4kJaWxqJFi9iwYQPr168nJSWFJk2a0KNHDwYNGnRbb4Lr16+7bDt58iTVqlXL833KC4WZ8Ndi+LJ8J/zt+OapEqffhPJ/SOnYsSOHDh3i999/p3nz5kUtTo45efIkI0aMYNOmTXz55Ze88sorhdKUqDBYtGgR/fr144033mDixImFem5JknjiiSfYvXs3Z86ceWDLDgsTZwOg2bNnM3nyZIYNG8bYsWNZvXo1p0+flvez2+3ExcXx22+/kZqaitlsZs6cOVy8eBFwTLTLlStH5cqVb7PKX331Vb755huuXr1KtWrVqFevHrVr10ar1bJv3z62bNnCoUOH6Ny5M1evXpWPe/755xk/fvxtK7llZGTw66+/snz5ctatW4ePjw8rV66kfv368j4mk4lTp065tGZ2epwKq9S3UJX/q0vzr/y/7f3A67eMjAxiYmJcKlKAPCcSC+X/kOLv78/TTz/NtGnTilqUXGOz2RgzZgxTp05Fq9XSoEED/vjjD3x8fIpatHwzadIk3nzzzXs2lLkf7Ny5kxYtWvDdd9/Jde0Ch6IcPXo006dP57HHHkOpVHLt2jU2bNhwzwnSxYsXSUtLw8vLS04MfPnll+/oUclJTDk6OprExES+/fZbzp07x5EjR7hx4wY9e/Zk/vz5cvvg7Fy+fJmuXbsSExPDpk2buHDhAhs3bmT69Oku53zppZfYvn07Pj4+7Nq1q1AmAIWq/IcVgPKf9uAq/2vXrvHCCy/w559/3vF9m82Wp3FFzP8hJTQ0lOnTp9+1NeSDjEql4quvvuLgwYNMmDCBXbt28dtvvxW1WAXCmDFj8PHxkVfjKix+//13NBoNAwcOLNTzPujodDqmTZvGmjVr2LhxIytXrmT37t14eHjw6KOPEh0dzZUrV5g2bRrbtm2Tra7Q0FCqVasmK35w5NeAo5Ji5cqV+Pj4MHny5BzJER4ezqlTp5gzZw4VKlQgNjaW77//ntWrV/Pll1/e8ZjSpUvzww8/oFarqVu3Li+++CLTpk1zUfwzZszg+++/59SpU+zZs4cxY8bIHgtB8WDkyJEkJiayZ88eDAYDa9eu5aeffqJy5couSaa5RVj+Dyk//vgjgwcPplq1auzYsQNvb++iFinPNGrUiIoVK8olc8Wdl19+mVmzZnH58mWCgoIK5ZwLFy7kueee45NPPmHcuHGFcs7ixvHjx2UFHhERwcmTJ2/bx8fHhyVLltC0adM7rp8uSVKeLev58+fTv39/fvvtN7mnQM2aNdFqtRw4cOC2/ePj49FoNJw8eVIO7X3yySds3ryZqlWr8uabb8qlYOvXr6dTp07ysR988AEVK1akb9++96XMszAt/+av5N/y3zn9wbX8Q0JCWLFiBY0aNcLLy4u///6bKlWqsHLlSiZNmsSOHTvyNK6w/B9SXnjhBf755x/+/fffYl87HBISwpUrV4pajALj448/BmDFihWFds4ePXoAlLg1FnJDjRo1WLduHTVr1rxN8ZctW5ann36apKQkOnXqhJeXF5GRkZw7d47ffvuNxx57jKlTp7Ju3TomTZrE4sWLGT58uNw9MCoqilWrVvH555/ftfqmX79+WK1WWfFv2bKFY8eOcfDgQcaMGcPx48cBh9Lv3r07wcHBBAYG8uGHH6JQKHBzc6NHjx5s2LCBb7/91qVpU8eOHTl48KDcb2DmzJk899xzqFQqpk2bRlxcXIHfz0JDkvL/eoBJT0+XV7X08/Pj2rVrgGNiePDgwTyP+3BkUgnuSI0aNXjrrbf4+OOPGTBgAJUrVy5qkXKNyWRi9+7dDB48uKhFKTB8fHzQ6XR3tObuF06L9GEroyxoOnbsyJEjR7h27Rp///03KpWK7du3s27dOv744w+XfY8fP86YMWP4/fffAW57HxyNrj799FN5H4Bq1arRtWvXO54/exWI88GuUCj48ccfmT17NoMHD2bPnj3s2LGDCRMm4O3tzZgxY3j22WfZv38/bdu2Zd68eS5WvpO6detSt25dBg0axLVr16hcuTLJycm8+uqrfPDBB8THx+f2dgkKgapVq/Lvv/9Srlw56tSpw8yZMylXrhzfffcdISEheR5XuP0fcoxGI+XKlaNbt27yrL+4YLPZeP7551m2bBl///233B2tuJOZmYmvry9jx47lo48+KrTz9uvXj7/++osTJ07c0WUt+G/sdjtJSUmsXbuWiIgILl++zLBhw2jWrJkcllKpVPTo0YNOnToxevRo0tPTAcdk/MMPP6Rnz545Dg2kp6ej0+nIzMzkpZdeYv/+/Zw/f54OHTqwfPly3Nzc+OKLLxgzZgzVq1fnxIkTADz99NMsXLjwni79TZs28cgjj7ic606JhXmhUN3+Ly/Jv9v/uz4PrH5buHAhFouFAQMGcOjQITp16sT169fRarXMnTs31819nAjlXwKYNGkS48ePJyoqinLlyhW1ODnCbrfTr18/lixZwqJFi4pkbYL7yaBBg/j99985ffp0rtty5pUjR47QoEEDhgwZwjfffFMo5yxJfPbZZ7z11luAo6EPQJkyZQCHV+DRRx+943Hnz58nKipKboV9Lw4cOMBbb73FnDlzXFZfnD17NqNHjyY1NVXetmPHjnuW+RqNRsaMGcOhQ4fYvXs3FSpUICoqqkB6UBSq8h+yOP/Kf+bTxUa/ZWRkcOrUKcLCwm7r8ZAbhPIvAaSnp1OxYkU6duzIvHnzilqcHDFv3jyef/75IluN8H6zd+9emjRpwp49e2jcuHGhnbdr165oNBoXN/Sd2L9/v1yPLsg5kiSRnp6Oh4cHAFeuXMHHx+euuRbZ9y1dujSvv/46QUFBnDt3jkcfffS2BV169OjBypUreeWVV24r47Xb7Vy6dEkuCRs4cGCOFLnRaCQ8PJwOHTowd+7cAumrIZT/g49I+CsBuLu7895777FgwQI5AelBxpng9NRTTz2Uih8crjy1Wu2yLnxh4ObmRlpa2j33Wbt2LY0aNWL48OGFJNXDg0KhkJU5QHBw8F0V/759+1w8cRaLhVGjRvHMM88wfvx4WrRo4dIOOiMjQy7tWrx4sYuVD6BUKilbtiyDBw9m8ODBObbg9Xo9V69eZcGCBcWzoZZE/hb1eQDz/T799FMyMjJytO/evXvvmG/yXwjlX0J46aWXiIiIYOjQoUUtyj3JyMigffv26PV6ZsyYUdTi3Bd+//13vvnmG7788ks5i7ewCAoKcllO9lZOnz4tK/3vv//+oV5zvrA5f/48q1evxmw2YzQaady4MSaTiWXLlhEVFUV8fDwmk0nuDdCqVSuXmL2zAmHKlCncuHGD9evXF8l1PHA8hNn+J06cICwsjKFDh/Lnn3/KGf7gWAL6yJEjTJ8+nWbNmvH000/nyWMhlH8JQa1W069fPw4dOvRAl/UcPXqUpKQkFi1aJK99/rAxbdo0WrVqxauvvlro59br9fds/PT5559z5swZeeJVHDxFDzppaWlUrlyZChUq0K1bNxo1asRTTz0FOJZ7fvLJJ+VKHK1Wy6FDhwBYsGCByzhJSUmAoyIB4Mknn7yvZbynTp1i3bp19238guJhXNVv3rx5bN68GbvdzrPPPktwcDBarRZPT090Oh1169blhx9+YMCAAZw6dYqWLVvm+hxC+ZcgBg0aRFBQEE2aNHlgrQbnAkQGg6GIJbk/pKens3PnTrp3714k57fb7Xe0/BMSEhg+fDgzZ85k9OjRcinaxo0bC1vEhwqr1Urfvn05c+YMVatW5a+//uLKlSusXr0aT0/PO5b8/fHHH5QpU8al1z/c7NGQmprK1KlTAeRW0feDcePG0blzZ/7666/7Mr7g3tSqVYuZM2dy/fp1Dh48yLJly5g1axbr1q3j6tWr/P333wwePDjPi7YJ5V+CCAgIYN++fVSoUIFOnTrx1FNPuSxg8iBgtVqBnPVDL45s2LCBzMxMHn/88UI/9/Hjx5kzZw4vvviivO3ChQt06NCB0NBQvv32W7788kumTJnC9OnTAccKcYK8sW3bNnlFv19//ZVTp07RunVr/v33Xw4cOHDXPg+LFy9GkiRq1KjhUiq4b98+9Ho9kZGRvPbaa3LjqzNnztwX+Z977jmAXOV+mEwmvvnmm0ItYX3Yl/RVKBTUrl2bHj168PTTT/PII4/kK8vfiVD+JYywsDA2b97MggUL2LVrFxEREbzwwgvyA6aocXYxK+wlSAuLCxcuoNVqqVChQqGdc+/evfTp04c6depQrlw53nvvPfm9H374gY0bN/Lhhx9y7tw5Ro4ciUKhkLvQff/994Um58PEwYMHad26tfx3dk+Pt7c39erVu2vTrc6dO3P+/Hk+//xzvv76a0qXLs2cOXOYPXs27dq1k+O7QUFB1KxZk08++eS+TJafeOIJABITE+VJ+b2IjY2lR48evPbaa4XrWXwIY/6FgVD+JRCFQsGzzz7L2bNn+fzzz5k7dy6PPvrobW7GomDLli2UL1/+oW1CExISgtlsdknguZ9Mnz6dJk2acOjQIaZMmcKOHTtc+gqsXr2a3r1788Ybb7hUHuzcuZNevXo9tHkX95tFixYBjq5627Zty3UWvVarZfTo0Rw+fJjGjRszaNAgoqKiGDNmjMt+b775JseOHbttKeGCwmq1Eh0dnSP5+/btK+cIFMfVREsaQvmXYPR6PSNGjGD58uUcPny4yNcAsNvtLFmyhL59+xapHPeTZs2a4e3tzcCBA+9raMNqtTJo0CCGDRvGyJEjOXXqFCNGjLhtUlWmTJnbJiLXr1/n0KFDLt3fBDnn0KFDfP311zz77LMcPHgwT8lYTpzrDRw9epRz587Rrl07l/edHrKffvrprmsG5AeVSpXjksHWrVtTqlQpXnnllcLtxvmQu/3vF0L5C3j88cdp1arVHVcxK0z279+P0WikWbNmRSrH/aRs2bLMnDmT1atX888//9y38zzxxBPMnTuX7777ji+++OKubV47duzIli1bXCoAli1bJo8hyBmxsbGMHz+evn370r59eypVqsScOXMKZGyFQkFkZKTLQj1O6tWrx6uvvsonn3xCZGRkvpPzrly5wvTp07l8+XKuj/3444+Jj48vfKtfuP3zhFD+AgACAwOLNLkrJSWFp59+mvr169O+ffsik6Mw6NWrF2XKlOHrr7++L+PbbDZWrVrFkCFDGDJkyF37yEuSxMqVKylTpoxLY5pFixbRoUOHQu9BUNy4fPkygwcPpnz58oSHh/PZZ58RHR3N4MGD2bp1a56zsHODQqHgm2++4cSJE1y7do22bdvKeTN5Yc2aNQwbNowyZcqwatWqApRU8KAhlL8AcJTW5bSj1P1g7dq1XLhwgQULFjz0y85qNBrGjh3LvHnz2LlzZ4GPr1KpePLJJ5k+ffo9E7UWLlzIxo0bGTt2rOwZiIuLY8eOHXleLKQkcPjwYapWrUrdunVZsWIFjzzyCNOmTePSpUvs2rWLTz/9lFKlShWqTFWqVOHEiROUKlWKgQMHYjQa8zRO3759qV27NuBIUnzvvfce/MobYfnnCaH8BYDDisnP8pB5wWq18vfffzNhwgSeeeYZatasSdWqVQtVhqLi1VdfpWHDhgwZMuS+jP/ss88CsHnz5rvus2vXLsLDw3nttdfkbb///jsqlarI+hAUB+rUqUNUVBSdOnXi8OHDzJo1i6FDhxa5pyQ0NJS3336bvXv3YjAYiImJyfUYBoOB3bt388ILLwDw4YcfcuzYsYIWtWDJT2tf5ysPTJ8+nfLly6PX66lfvz7bt2+/675//fUXCoXittepU6fydvICQCh/AeCoFa5UqdJ9P48kSZw4cYKRI0fi6+tLw4YNeffdd6latSp79uzJ8VKnxR21Wk3fvn05f/78fRk/PDwc4J4WoHNJ2uzruP/555+0aNECPz+/+yJXccfZa1+hUPDTTz8RHBxcxBK5MnToUEaMGAHAr7/+mqcxDAYDP/zwA3v27GH58uVERkYWpIgPBUuWLGHkyJG88847HDp0iJYtW9KlS5f/nHD9+++/xMXFya+7lXsWBkL5C7Db7YWi/KOjo+nQoQM1atRg1qxZjBw5kl27dnH58mUOHDhQYGuJFxc8PDzIzMws8HDLtWvX+OKLL4B7d0p8/PHHsVgs7Nu3D4Dk5GQ2btxIly5dClSeh4k9e/YADsX6IE5UdTodX331Ff369WPMmDFyJ8C80LhxYx5//PEH8jpdKAK3/xdffMHAgQMZNGgQERERfPXVV5QtW/Y/1yMJDAwkODhYfhXE8sl5pRgu4SQoaC5evEhGRsZ9bawTHR1N48aN0el0/Prrr3Tu3LnEKftbqV+/PpIkceDAgXyVgzkxm8288cYbzJw5E4DXX3/9nsmTpUuXpmzZsgwdOpTly5ezdu1arFar3NlNcDvOjPsDBw7Qs2fPIpbm7sydO5egoCBGjhyJn58f/fr1K2qR7h/5jdtnHXvrmhc6ne6OSZtms5kDBw7w1ltvuWzv2LEju3btuuep6tati9FopHr16owfP562bdvmWMwTJ04QExOD2Wx22Z7XEJ2w/AVye9D76YIaNmwYBoOB/fv306tXrxKv+AEiIyPx9/eX11/PL2vXrmXq1Kk88cQTXLx4kUmTJt21xA8ciYHr16+nTZs2rF69ml69erFnzx5Kly5dIPI8jDgf7h9//HERS3JvlEolkyZNolu3bvmy/osFBVTnX7ZsWby9veXXxIkT73i6hIQEbDYbQUFBLtuDgoLklsu3EhISwvfff8+vv/7Kb7/9RtWqVWnfvj3btm37z8s7d+4ctWvXJjIykq5du/L444/z+OOP07Nnz3xNQIXlL5BX+bufD/1Tp07RtWvXIk+KepBQq9V07NiRjRs38sknn+R7vDJlygCOjO2cduarVq0aCxcuzPe5SwrZuyBKkvRAu8QVCgV169a9bwv/PGzExsa6LI37X6Wat3729/o+VK1a1SWZuWnTpsTGxjJlyhRatWp1z/OMGDGC8uXLs3HjRipUqMC+ffu4fv06Y8aMYcqUKf91WXdFWP4Cjh07ho+PD+7u7vftHHq9HpvNdt/GL6488cQT7N+/n59//jnfY+3btw+1Wk2bNm3yL5jgjjRq1IgBAwZQpkyZHPW7L2qCg4O5evUqUVFRRS3K/aOAYv5eXl4ur7sp/4CAAFQq1W1Wfnx8/G3egHvRpEmTHC2stnv3bj788ENKlSqFUqlEqVTSokULJk6c6FKpk1uE8i/hmEwmZs6cSf/+/e/bOWbPns3x48cLJK79sNGrVy/69etHv3798lVSFR0dzfTp06ldu/Z9ncQJYMCAAVy6dOk/k7seBJ566ikkSeLw4cNFLcr9o5AT/rRaLfXr12fDhg0u2zds2JCr7qSHDh3KUXm1zWaTm3AFBATI3RfDw8P5999/cyG5K8LtX8KxWq0kJibSsGHD+zL+nj17GDx4MIMGDRKNY+6AQqFgzpw57N69m7Fjx/Lnn3/m2pV87do1WrRogUqlYt68efdJUoGT1q1b06NHD7777rt8WV6Fwd69ewFHWaeg4Bg9ejT9+vWjQYMGNG3alO+//56YmBhefvllAMaNG8elS5fk3+NXX31FuXLlqFGjBmazmQULFvDrr7/mqBwzMjKSI0eOUKFCBRo3bsykSZPQarV8//33+VodVCj/Ek5ycjJwe/yqIDAajQwePJh69erx3XffFWlZy4OMRqNh0qRJ9OrVixUrVvD444/n+FhJkhg5ciSpqakcP35cjvsL7i9NmjRh06ZNpKenP9Celi1bthAWFkaNGjWKWpT7RwFl++eGPn36cP36dT788EPi4uKIjIxkzZo1cn+NuLg4l5p/s9nM2LFjuXTpEgaDgRo1avDHH3/w6KOP/ue5xo8fLy+5/tFHH/HYY4/RsmVL/P39WbJkSa5ld6KQctC7MSUlBW9vb5KTk10SIgTFn+3bt9OqVSuOHj1aoM08rl69Sp8+fdi7dy+7du2ibt26BTb2w4gkSXTv3p19+/Zx+vTpHP3ObDYbw4YNY+bMmSxatOihXg3xQSM6OprKlSvz8ccf8/rrr+fomPT0dNLS0ti8eTNr167l6NGjpKSkEBwczIsvvkjz5s0LvMNlz549uX79eo6yyguSwtAZznM06z0HtTbv1UNWcwa7lg4sVvrtxo0b+Pr65stoEzH/Eo7TbVSQ64GbzWaaNWvGiRMn2Lhxo1D8OUChUPD4448THx+fo88iISGBXr16MWvWLObMmSMUfyETHh5OmzZt7tnSFRwTtJ9//plOnToREhJCcHAwzzzzDP/88w8NGzbkiSeeQKlUMnDgQKpVq0b37t3lxNi0tDS5AVNe2LRpE6tWreLJJ5/M8xiCB4czZ86wbt06MjMzC6QDp3D7l3CcvaXDwsJyfWxKSgoKhcJljXhJkhg7diznzp3j2LFjD7e7sYBxhkWyWx+JiYkcOnSIpKQk/P392bNnD1FRUfzyyy8oFApWrVqVI9ehoGCJiopi9+7dPPXUUy7bY2JiOHfuHHa7HR8fH3744QemTZtG/fr1GTduHJUqVaJZs2a3hWdSU1Pp1asXq1at4oMPPmDEiBGEhoZiNBoxm81oNJpcyXfy5Ek6depEq1ateOmll/J9vQ80kgT2wnX7FybXr1+nd+/ebNmyBYVCwenTp6lQoQKDBg3Cx8eHzz//PE/jCuVfwvnll18oXbq0vJJXbujbty9r1qzhxRdf5LHHHqN06dIsXbqUb775hm+++UYo/lzirIZo06YNr732Gn/++Sc7d+7EZDK57Ofj48Pw4cMZPnx4rkqLBAXHkiVLSEtLQ6lUYrfbOXfuHP/73/9YvHjxbfuOGjVKbrd8Nzw9PVm/fj1vvfUWEyZMYMKECfJ7J06cyPXv86233qJ06dL8+eef92Vp4a+//hqVSsUrr7xS5L0OFJKEIh8KPD/HFgajRo1Co9EQExPjkrjZp08fRo0alWflL2L+JZikpCTKlCnD66+/zvvvv5/r4998800mTZrksk2n0/G///2Pd955p4CkLFm89NJLLF26lJSUFDp27EinTp3o2LEjAQEBXLp0CU9PT8LDwwtlrXjB3Tl37hxvvfUWy5Ytk7f5+/szYsQIubwuNTWVUqVKUa5cuRwryNjYWGrVqkVSUpK8rVSpUly+fBm1Ome22r///ktERASzZs1i4MCBubqunOLt7U1KSgqNGjVi1apVtzXvKsyYf/MnZ6HW5CPmb8lg5y8vPbD6LTg4mHXr1lG7dm08PT05fPgwFSpU4Pz589SsWZO0tLQ8jSss/xLMggULMJlMeV5W9rPPPuPy5cssWLCAVatW4e/vT7ly5Qp9aeCHiVmzZvHNN99w7do1uY+8kwdtBbmSTIUKFVi6dCn79u3j8OHDqFQq+vTpk+/M/7JlyxIXF8fGjRuZMWMGa9as4dq1azz22GM5LgMdP3485cqVu6+ltUuXLqVz587s27ePYcOGMWvWLHx8fO7b+e5JEWT7Fybp6el3bIeekJCQLyNAJPyVUM6cOcMbb7zBY489li9l7VzcYv/+/TRt2lQo/gJAr9ffpvgFDyaNGjXipZde4sUXXyywkj+9Xs9jjz3GH3/8gdFo5KeffmLdunU5Sv6TJIkVK1bw4osvyo1h7gedOnWS1wz45Zdf8PX1BeDy5cu3hanuOxL5bPJTuOLmllatWrn071AoFNjtdiZPnpyrhYFuRSj/EsqOHTvIzMzkjTfeyPMY0dHRfPDBB7i5ufH0008XoHQCgQAcYbS+ffsSEhLCCy+8wLfffsuePXtITEzkqaeekkMMP//8M7Vr18bDwwOLxUL16tXvu2zDhw+nSpUq8t8VKlSgTJkyhZ+AWgRL+hYmkydPZubMmXTp0kVeuTMyMpJt27bx2Wef5Xlc4fYvoTgty9zEuPr378/Ro0dxd3fn0qVLXLhwATc3N2bPni06iAkE9wmNRsPGjRsZPnw4o0aNwmq1olKp5JLAKlWqcObMGbp168YLL7xArVq1aNeu3X2X6+jRo6SlpTFw4EB69uwpVxWIJNSCpXr16hw5coQZM2agUqlIT0+nV69eDBs2LF+eVqH8SyjOpV5jYmJy3Nxn/vz5APTr14+WLVsSGRlJjx497qt7USAQOBTApk2bMJlMHDhwgO3bt9O1a1fOnTvHjz/+yDvvvMOAAQMKVaZPPvmEy5cvo1AoCAwMJC4uDpVKxejRowtVjoc55m+xWOjYsSMzZ87kgw8+KNCxhfIvoSxdupRKlSrRuXPne+63aNEizpw5Q506dQB4++23H/i1zAWChxWdTkezZs1o1qwZ06dPZ8uWLTzyyCNcunSJd999l6eeeoqaNWveVxmOHj1K//798fX1pUKFCsyePZv9+/fj5eXFhQsX8PX1JSUl5b7K4MJDrPw1Gg3Hjh27L+WUQvmXUA4fPkx4ePg9v1QWi4XnnnsOZzVoqVKleOSRRwpLRIFAcA9++eUXtmzZwi+//IKXlxcpKSmkpKTw1Vdf3bdzpqen8/TTT3PixAmX7YcPH2bJkiVy4p+g4Ojfvz9z5szh008/LdBxhfIvgVitVnbv3g1AixYt2Llz5x3302g0lC1bVl6gIjo6GoPBUGhyCgSCuzN+/Hi2bNnCsmXLiIyMJCIiIse9APKC3W5nzJgxnD17lrVr19KtWzfc3Nzo1KkTffr0oVevXvft3PfkIbb8wdEuffbs2WzYsIEGDRrcVlXyXw2k7oZQ/iWQM2fOyP+fkZFx1/1MJpPsGWjevHmRd/ISCAQ3adOmDVWqVGHEiBHyGu/PP/98gZ9HkiR2797N6NGj2bdvH59//jlPPfUUFouFFStW0Lp16wI/Zy4FfKiV/7Fjx6hXrx7gaCudnfw8k4XyL4GYzWb5/zt27HjX/Q4dOkR0dDRr1qyhS5cuhSGaQCDIIUqlksWLFzN8+HDCw8N5+eWXCzzef/78eZ566ikOHDhA7dq1mTp1Kh988AGpqalERkYWveIvAWzZsuW+jCuUfwlk69ataLVaOnTowLPPPnvb+/Hx8QwcOJDVq1fj6elJmzZtCl9IgUDwn9StW5cdO3bcl7FPnTpFs2bN8PX1Zc2aNXTs2JGnnnoKLy8vtmzZQqVKle7LeXPNQ2753y+E8i9hxMXF8dFHH9GgQQNWr159x33effddtm/fzqRJk2jSpImI8wsEJZAJEyaQmJhI37598fT0ZNSoUSxfvpz58+ff94qCXCHZHa/8HP+As3//fpYtW0ZMTIyL5xbgt99+y9OYosNfCWPq1KnEx8eza9euu7YLNRgMJCcns3XrVjIzMwtZQoFA8CDQr18/WrVqxaJFi2jZsiVz585l0qRJPPPMM0UtWoli8eLFNG/enBMnTrB8+XIsFgsnTpxg8+bNeHt753lcYfmXMPr06SO3hAwLC7vjPl988QXe3t588MEHBAQE3DMvQCAQPJx07tyZzp07k5aWxrlz5wgNDcXPz6+oxbqdh9zt/8knn/Dll18ybNgwPD09mTp1KuXLl2fIkCH56vAnLP8SxsKFCwkMDCQjI+Ouq8Rt2bKFTz/9FG9vb4YNG1bIEgoeVg4fPkyLFi3o169fnl2VgsLHw8ODWrVqPZiKHx763v5nz56la9eugKPJU3p6OgqFglGjRvH999/neVxh+ZcwjEYjwcHBd43jHzx4kFdeeYUGDRqwZs2aB3J9a0HxZPHixezcuZOdO3cSFRVVdHXhgocLu93xys/xDzB+fn6kpqYCUKZMGY4dO0bNmjVJSkq6Z6n2fyGUfwkjKCiI8+fPc/Xq1dsW4NixYwctW7akXLlyzJgx466K3263k5GRQWJiIm5ubvj7+xeG6IJiTq9evYiLi8NgMDB48OCiFkcgKBa0bNmSDRs2ULNmTXr37s2IESPYvHkzGzZsoH379nkeVyj/Ekb37t1599132bhx421lfmfPngVg8+bNlC9f/o7HnzlzhqpVq2LPNlves2cPjRs3vn9CCx4KGjZsyNy5c4taDMHDxkMe8//2228xGo0AjBs3Do1Gw44dO+jVqxf/+9//8jyuUP4ljJCQEKpXr86ECRPw8vKiW7duWK1WPvroIzkRMCIiQv6y3crZs2ddFD/kbllggUAgKFAecuWfPddCqVTyxhtv8MYbb+R7XKH8SxiBgYFMnjyZrl270r17d6pUqUKpUqXYuXMnWq0WT09P9Ho9SUlJ+Pj43HZ8mzZtWLhwIdWqVcNms1G7dm20Wm3hX4hAIBAI8oxQ/iWQjh070q1bN1atWkVUVBRRUVEoFAp2796Nn58ftWvXpmzZsgwcOJAGDRrw9NNPywuG6HQ6UecrEAgeGCTJjpSPRj35ObY4I0r9SiBqtZqVK1eydu1aatSoATgW73j33XdZv349zzzzDGlpaUydOpV+/fqxdevWIpZYIBAI7oZUAK+Sh7D8SzCdOnWiY8eObN26lfXr17N161Zefvll1Go1ZcuWpXHjxtSrV4927doVtah3xc0jlBrVuuPepDNcSyYl6i9iL+7l2rVjhSZDmTKNsNttpKRdw2Ix4mbwJjSkDm4ewRgCqpIRfwKFQsmVK4eIib3z8skCgUBQmAjlX8JRKBS0adNGXrzHZDJhs9lwc3MrWsH+g9KlGxIa2oRGnSZgaBiG1WijfNtgggJqExefySPvrsNyMRVFciqoVCQcW0XMpQOkJJ/L97m9fSoS6F+J0h2HUrZJID2mTUOhUJB4w0Ryggmr0Ya7nxZ3Tw2ZGVYSospj2r0FoymlAK5cIBC4IuWzP3/xsPzPnDnD2bNnadWqFQaDAUmSxJK+goJDp9MVtQj/iYdXOMGlqqBAiSayDD6BOprVDcBHr0GrUhLkrSM02I0Mkw1Jkrh+w0Rgh9co9W8KbXrOJuncdv45/NNdx3fzCEWlVONm8MbTIxCbzYrNZsbbqwx+4a2o0/Mz/BuUIiTUHTc3FRaLhNVqR2dQERBiwNdPh1IBSpWCM6eSwWxD4x5IxYqdaP3KCkgzgkaNIv4aaZf/IeH6SfRaL9RqPf5tnyNz/0bUajcy0q8Qf+0EmcZk0tMTMZuuFeJdFgiKCQ95tv/169fp06cPmzdvRqFQcPr0aSpUqMCgQYPw8fHh888/z9O4QvkLHlh0hmC0Gj21aj+HOfMGSqUGfYN2NBn5PX5l3ShX3pMyfnoq+3tg0KhpWzqYCTuPUdpHh6+7htI+OlRKBepQLzItNi5X9eZGUhCXYyvT5tWVEHsFyZQBkh2FbyCU8kYfYqD9h/MxeKrx8NIQGKDHYpXw99Jgl8BotlHaV49dAoNGSabFjs0uoVEpsEugUyvx0Kgx2+2oFQpqhHpiby9hs1dDoVBgstq5nGgkJdXC5dgA/IigS6QvOo1SHif1iXJkZFpJTrFw8WQyccu+5/jJX4v64yh06tYZgIdvZa5d2kP89dNo1Dr8fcvjX7oRZ07+SlzcgaIWUSC474waNQq1Wk1MTAwRERHy9j59+jBq1Cih/AUPB8HBdQgOqo3BPYg6tfoCEPR0B4LLuOHmpqaMv54ANy1alRJfgw6DWo1SoeDU9SSSjWaqBnqgV6tQKx3LXupVSnRqFd46DaFebijDwVpTIrODFas9EqPNRobZRprJhs0ukZZpxV2vRq1S4G1Q465Vo1YoUCsVqJRKbHY7dgk0KkeurHeWo0StdLjflAoFWpUSuyShVChQZnPLKRQKJEmiir8niZkmjJV9UQIGjRq7JKFXqwBIN1tJs1i5nGTEbLRhrdGNCuXbkZF5Ay/P0phMKUTH3J813IsKX78qJN6IQu8WgrubD2qVlmpd/4ciPZMAuxWrzYiHezB6t1KY0uKoUqc/nl7lSE25UNSiC4qah3xJ3/Xr17Nu3TpCQ0NdtleuXJno6Og8jyuUv6BA8PGtTJngWrh7lsZQtx2aIDesKRakxAy4chHJakah1mJJvYrVmoEhoAoEBoNeg9JLi3H7ZqyWDKpEPoMysjqB1b0xZdrwDdAREuJG60oBeGq1ZFit2Ox2jFabHO+ySnYq+HqiVCgw2+zY7HbcNWqUCnDTqPHUalErlVjtduxZLj5vvRarXZL/lrL+tdrtKBUK7JKEXQLlLSE1tVIj76NUKFBkU/BapdJF4TvGkOTxtCoV1qwGSd5Z4RWr3U66xYJKqZRlAcfk4jJG4k4mIxn0hNXvj6pqMNaETK5u+QGtrhQSEmFl6uDhHkR8winZEvb2qYjRlI4p8wpwM0xit9s4d35zgX/2BUHijSgqVniEsiG1KF21G5QuDSYzkl5H+YEdCMlshzHdimSXSItNx7+aN/UUY6ke0YtLcYfx9S6DJNnJyEzi2rVj8sQgKKg2iclxmI3xAAQE1CAh4TgA5cJbcSF6m4scpUs35PLl/bfJ5+YRirvBp1ATSfOLVlcKhVIlfw8eWh5yt396evodc7ASEhLyFaZVSNJ/X3lKSgre3t4kJyeLbm4lFL1bCP6+ZQkKrInVkolCoUChVOPmHow2sBL+nary69BWjF1/iLjLGTSq5Y+HTkVZL3dKe3rgrtWiVCg4cPkK5xMzuJZs4vD+6wSVdSOsrDs1gj3x1mu5lm7E383xhdaoVHjrdJisVvzdDOjUalJNJsw2u2xhOxW4XZJkBe7826l4AXRqNWqlwzXvVLIWm81F4YJjIqFEgR0JJQ5Fbs2yDJx/Z7fmdWq1rNCdSt4pm3MyolSAyWpzkcs5pl0Cm935/xIqpZJMixWzzTFRSTKaSTXZiLthpFKwOydiUok6mohKrcQ7QIfVYsfNXU1qioWEv6/BxWgUvoGoq5TCEp+JIv4GGRcPoUCJISgCKSQQ05EdpCSdI7ByZ3Bzx349jmuxOzkXsxc3g+P3nXgj6o7fg7JlmyJJEjqtB2G9RuFbwQNjmpWMPdGY4k4Q+PRjxP44D6+WPTn281uyos2Ot09F6g36mtY9wrgcn0nUouNIPl54R/qRvOE49oxElOFVKd+xLDWr+mC12dFrVGhUDg9MutlGYroFL4OamKuZKJUKLpxJIel0KgqdEnumFc7HYkm+hGS3oKvfCslsBaMFrl5CEVEFJAnrPwdJTjjO9cTzKBQKvL1CKdXyObwjfHHz0lAqUI/FYsdosmPQq7DaJE7/dQXpXAzH981wubby5dqiUqnx9a2MRuvJ/gNzsJgScvMTK1ACAmoQHFgdrdaT9IyrZGTeIDZ2t8s+Ti+LxWKiYvlWHPpnLlUqdSbqzNp8n78wdIbzHE3bfIharc/zOFarkd1/vZtrWadPn87kyZOJi4ujRo0afPXVV7Rs2fI/j9u5cyetW7cmMjKSf/755z/379q1K/Xq1WPChAl4enpy5MgRwsPDefrpp7Hb7fzyyy85ljk7D7zyL1OmEWXLtkDjFoC6Xm2kmOuQkY7p+lmuxB0guHRDdL7lwMOT5H834eZRhsSE42Qak/H3r0pS0lluJMWSkZmMQqGkTHB1/PyqYrdbUal0GBo/graUHpvJhvVqBorEZK6f+pN/z/4lWwvgmEWr1Fq5IYSnu3+xsgJuxc+/Gjeun7ptu0YXQNWKbQGIiz9GoH8V/IJqk3L9FD5BdVBWjsCrqg8NGgXQrmIQ09ZEUau6D90jwmSlqFAo0GcpRYcCtGGx2fAxGLDYbCRmGrHYbMBNReznZnBRgkarDbVSiV6tki18rUp1R6taqVBgtFqRJAmr3Y7VLrlY7GqlUnbZZ8dsu7u7L/ukwDmxcFr5aqUi6xw3ZVErXS3+m8c6QgLOczknHFbJftt+SgVolQ7Xv0alItNqITHThK9BR7rZgtXuuL74dBM30s2kZtpITbMgSeDtpUGrVqJWKbgcnynfM7PFzqWzqWRczkAy2VBoVCg91CjVStz9dejcVHj5arlxzdHO2WaRSP7rDLakq2SmxGAyJuJf4zGqPV0Nd3cNSiWkplrw9dFhtdkxmex4eaix2hzXYrNLqFVKdBql/LfJYic11YKHh5rwUm5oVQrcs0IdjsmV41h3jRqLzU6q2YJGpcRis1OjlC/pFos8wUozW9GqHN8Lq93xPUk1W7BLEtfTLSgV4G3QYLLaSTVaKefrJudf2CUJQ9Y5HPdYyZU0Izq1I9/CZL35mdjsjs/bOfFQKiDD7PjOphltxF5Mx26XuBFvzPI6S2TGG1FolUhmO7oAHTajHbvVji3TBufjkIzpXDi+LFchG4N7GTLTL+HmEYqvd2nM5ow7Pnd8fCuTlHgacCj+kOCaqNV6vKu2hzJ+SDcyUPi5QXQ8qFRISdewpCegVOtRewVhz0xB6RuEW4NQ3Lw1JESlkrH9TzLSr2I0JXHm7AYCAmqgUqm5evXwf8r9sCv/JUuW0K9fP6ZPn07z5s2ZOXMms2fP5sSJE4SFhd31uOTkZOrVq0elSpW4evVqjpT/iRMnaNOmDfXr12fz5s10796d48ePc+PGDXbu3EnFihVzeqkuPJDKv1qVbnh6lcU9KBIpvAxuYR5UjvRBq1US4qfHx6DGQ6PGLsH1TDNJGRauJBixWu0oFArMFjs2i53EBBOZSWbMSWakGxkoA9yR7BIaby0hFT2wWOzY7aBWK5AksJjtmI02zJk2TIlmbMkmFBfjMN04jykjAZ3BD11QVYxXTmLMuEZa+hVuJMWSln7DZaLwIKEzBMtuPz//alQo1xr3mo+g9HdDupSIKeYImelX8fSvilKjR6HWY0m+hCasBvh7AqDQKfEq607zpoFEBnkRfSMFrxvxLJ39PetW/M4zL79Cz+Ej8NBpCPXywqDVkG4yuyg3KcuqVWZT5ADmrEmAUqGQH/AABo1DmZmtrgpakiRUKtfeVE6LGyDTbHFRwg5lrcyaFNizYvaSy/vOv+/mrncqZnWWa94uSbL3IbsMSsXNMZwTEOcxTsXtvAaFQoEta3LknCSplErUSse1WWw2VEqnArVjttkwZ8lustrksS6nZpJmsqFUgEqpINNsw2ixo1EpyTTbkCTQa5WkpFtRKECtUhDgpSUl04rVJuGhV2GzQ2kfHTa7hEqpICnTSmKamVA/AwFujsoFi82Ou1YDQGKmCbVSiVKBPMlQKxVoVSqMVhvpFisGtQq1UoHFZpdDGhabHYNGhcXmkM85MXLeP7XS8VkZ1DejkTq1mlSzGZvdcYzTg+J8zxlqsUp2l/uiVirlvIxbP9ub37ebHiPnpBHAaLWhV6tkr43jOOTrTDdbMdvtmKx2UoxWLicYibucQXK8EbtVwmayodKpUOuVKJUKUIBKpcS3lI6MdCtpiWZUGiUppxIxH9uD3WbBEFgVe2YKaQmn0LsHoWvSAvPeXaQlX0BvCMBsTkaj9USp1BAbuwOFQole54nB4I9KpUOl0qL3CMGSeQMUCtzCG0BmBlJQIAoPLWovRwturaca/2ADNpvjujUaJRqd47eoVDpyUmw2CTeDGr1exdUrmZhNNjJSLSgUCjITzVjTrRh3bSI1OfquiaiFqvxbf5B/5b/1vVzJ6uyBMmPGDHlbREQEjz/+OBMnTrzrcU8//TSVK1dGpVLx+++/50j5A1y5coUZM2Zw4MAB7HY79erVY9iwYYSEhOTo+DtRaMo/KKg2fj7lcPcIQalU41apKZKvh+PNM2e4cXk/Xr6VcGvXCp2nGp9SepRK8PXT4emuxstNg7+7hgq+ngS5u5OYaSTDaiXVZCbZ5HjgKwGjzY7FZifDbEOT5Rb20qu5kW6mtJeeUu56VEol8WmZJJssWGyOGb/VZicuwUhKsoWURDManRK/AB3u7hrMWTP+TKMNU6aNlBtmkk4lQYYJe+wZFEoVSr0Xks2MJSWO5MQzpGdcw2ROx2hKRalU4e0ZQnDpxqj13iRdPYLFko7NbuHqtX/JyEzGoPfCw90flUqNt2coWq0nNxLPyDHJKpU6E1S2JUqNnpT4o8Re3I/B4OVw5xp80Go90el8AAmbzYS7dzlU4REgSShSUwl6LAJzpg2b1U7qpQwkq4T9+EnU9SJRqBSo3dXYjDbc/LTo3NRcO5mMXxVPfPx1NI7wxXg+ir07d/Hz5E9v+2yDq9Zgzc7tBHk5JguWrIew2eYotdOoVJis1izr1Y5GpUKvVmW54pXoNGpZCTiT4pwK136Hb6dKqZAVlc0uYbXZXVz+TpwKH8gaU5Lj9M79s9fJOpWxk+z7W2w22Y1/63mc/+9U3E65s08ysp//1vh+9nCBU+krb5FLpVRisdkw2qxkWqxY7Q4rNtNiJdVkQa10yOlUuMkmC5kWOz4GDXZJ4kaGBbPVTqCnFje1mkAPAwB6lUqWW6dWkZ5lRauVSsx2GyarDWM2hZv9Wp3hjewTGXu2z9tql2SFbpckdFkJjY5xsiZUCiValcpFKdsliTSLBbes74dzwgW4hGDUSiU6tRqT1eoS4skehnH+q8uaUDhCRXZ5XGd4xXnvNSqVI6fEZsVdo5UnXs4wkPNeOe+F2W7DLkGqyUymxUaG1YrJaudGugWrzSF3htGGJsu74GlQE+Sllb933joNbhq17NlxXKOEQa1CkiRSzFZsWdszLbas74NEmtGG2WrnxNFEzEYbnn46LGYbNouEm6catVqJQgEZ6VYsJjs6NxUGgxpfPx2BvlosNgmDViX/ngwaJRabY4JmttpRKRUYLXaMZjsZmVZsNgm7XcJssWPPkketVnI1NoPkmHSSNy/j0D9z5Xuj1vphsyQWjvJv9V7+lf+2D4iNjXWRVafT3TGmbjabcXNzY9myZfTs2VPePmLECP7555+7dkT98ccfmT59Ort37+ajjz7KlfK/H+Qq4a90mUgsVjMe7r5cTzh52/uhoU3Q6zyJTziL0ZiKr09pQoLr4BPamIimr0JoEFKmBdRK0KrBbsetrAe+DZtQJ7ANvl5a/D00aFRK3DUqdGqHkgj2cJctDbPN8UDXqdV463WUcjNgsjp+tBabQ+k4k8Kyx4NDPAyOH6LFil0Cd60afzed/HemxYqnXo21tERZbzcSjWaSMy1cT7Wg1SiJjXW4+SRJQu+hJrRJKSwWO2k3AlBplJhSLdgsdtRUw9PQAaVKgSrLo6BzV4EEpgwblgwrvperQoYJRVISpYIvonYPQOHhg+TlgcJbj5RkhMsx6N1K0bLdJ6h8ggnpNBTP8p6gAHdrHbwPd0RSKMDHDYVSib60AZXaIYe7v46Qsm5oNEpsNscP1mKyo9MpSUk041/JE41Wia5xS7y9NBj0KvRaFd5uauKTzWjUClo1KkXb8qVJuRbPqBdfYN8OV1dl2QoVqFW3Lo/37kPrTp3wdHckpGSarS5WtirL6s6u+N00ajx1uqyHrw272YJOrUapdFrPNxPtsrvvHUpGkh+Gzn/VWRZeZpbiyh6Xz650ZSVLNgswa+zsyiP75OD2eL5TqShkaz77+Zzuf6dScWzLUn7Zcg60KoeV79xPq1Ji0GjksIBzkuGwQBVymESpUOCt02G0Oax9f4Mef4NeVoJmu2M/d62j54FO7VCs5XyyrGuFUh5HpVS65CY4J2NOy9dqt4PuZnjEarORnJaKl7sHyjtMYJz/KrJktNntGDRqUk1m+XzOSYIiyyPj/E1rlDcrJDRZ+zo9JJpsCtddmd2zctNr4vydOycEHloNmqwES3WWR8VN5/BcmCw20kwmVEolCuDYgb9xc3OjRq3a2CQJm92OJ1rH9auUuGs18udkszu8i877Zpckx7NDmzVRsNsczx1/CYvNEbqS98fhHXGGj5yTJ3etFk2WpyTm/HnmzZ5DnxcHEhYWhtlmkyfO2fNFMi1WdGoVzcr7k2w0U8pdT4rJInuGdGrH7+xahpE0kxWdWsnFRCNatRJ3nZpAd50jATbrN+D8LOyS4ztvzrpvmRZbVs6KXb7vdulmgmyVMA9sTSW8B7zNwKV7ObsngZQtv+HlUYrExMTbdMSDTNmyZV3+fu+993j//fdv2y8hIQGbzUZQUJDL9qCgIK5cuXNy5enTp3nrrbfYvn27vE5KTvnxxx/x8PDgqaeectm+bNkyMjIyeP7553M1npNcSdHmf99hTFVRu0Ugr60+QOz5NG6cSsI93AOr0U7F7uPAaKGMQgEqBSiVYLYi2eyOpiZaFW6h7nj6a9FqVegMKoJK6fE0qOWyKoNahYdWLbv0PHVaMi1WLDYbOrUafzcDBq1GtvY0ahWqLGsn02wh3WxGp1a7ZHEbbVaXhx7cfNh7arVy/DXY0znDtuKrd5ST+bs7ssKrBLuTaXGUg3no1KSZrKQarahVSrz0ahIzLMQlGLHbJUqX0mPQqjh3OZ2MTBuKLPeoXqdEr1dhsQTIEwkP96ZkZFqJjU4jI9mCNdOGwluLqkotggJ0ePvqcDOoSLxholFNf85fzcBNr0LVLJB6oT6kmizcyDRz6YYRhUKBTqOUa8bTjTYCvLT4GNTEp5px06rwMWi4lJTJ9RQLlUPcUSkVuKlVpFusBHsYKO8r4W/Qk3z5EuNeGsSfy3/DZrPh7+/P9evXGfjeh0x8953bXObOh4HTarVLEmQ97DUqFSqlUn4YG602zLZM+cHnfKja7MgWrkalQq1Sulj1TmtJqVTIngIAs9Wxj1MZOB/41qzJh4qb1reTm2V7rhanU+molEo02SxJKdt7ZptNVoi3upMdz0gJk9Uqu+1vWpq4KA2nQnE8sO1yKMGpFIxWR36ENuv+KSQJvUKBQaMmUKOR5XIqV41KhbtWg9Uu4a7RunQAc/6/8zpuJks6ZHeWGdolyZFcqVGjUSnZsn49K5Yt48CevVw4ewaTyYRSqSSodGke792bNyZ8TIrJ5FL94LCW7dhwKHaDRiN/Xla7Up4g3UyOVLlMopzyOJWkXq2Ww0O3elkuxcSwaM5sBr02AncfH1n5a9VKeYIQn5pGHT8fYoxmtGolYXot17RqzuzdyzsffMCWdesAqFS1Kq+NG8ejvZ5Eo9HIExVzZjo71q1j1bJlJFyL5+TRo5SvUoWXx7xOrXp18fXzR2cwuHgFEpOTOfD3fuw2GxHVqqDTGzh77jwatYqwsqHo3Nw5cewYF6OjSUlORqWAGzcSWbfid04dP872jRtYsW07nnotStNNz4Vdkkg2mjCoNZisVkp7euCpM6FVqvDM+i0BGLMmkZV8veRJZb0Qx2dsslox2mxy7orzc8iec+MMd2FArpKx2OyyQZZisgC4lLX2aVqWa7VKYR40jmOHY/jimfZ3VyYFSEEt7HMny/9e3Npd724d92w2G8888wwffPABVapUybV8n376Kd99991t2wMDAxk8eHCelX+u3P6rTkWh1Bu4mJJBitFKWW8DAe4GUk1mTFbHA9Ga9SWxZlloZpsku3HB4WLSqR2zTI3K8RBSKxQYNDddwXrVzaQn58PKmamtVirw1uvRa9VZrjpHXM5stctWk1OZ2KWbcVbnD9MZf3WN6bomb2W/Jc4x7EhZ12SX44O3Wj5alZJko1l267pp1JT29MAuSVxJS+diSgYJaWaHu1OlRKVUyPkLRpsjZhnsYcBXr0OpUHAuMQWjzY5WpSTEw4AxywXrlNtp+Tpn7KpsD1VnUlOgh0G+d859TVbHgzQjy33s76ZHr3Lce0+dlmnffMOM9/5HqVKl0Gg0xMTEyNe5YsUKunfvzpVsyi37fTNZbGjUKtkKz251Z5+YOVzXDuWlU6tkNzKQzSpUyBYjOJQ+gN0uoVQq5H9ttpvu/exKxWi1uiiU7LI4z+1UiM5zZs87uPkdupOLXyFvvzVnIHuCn5PscX5Nlpvb6RkB5LCC07LLXllwp7wEh0Xvem61UoFBo0GnVpNmMrnkU2Tfz/m7UigUuGk0mLMm1jZTJkqVivWrVrF29WquXb3K9k2bqFy5Mu3btyciIoKAgABSU1PZuXMn8+fPp2qNGjzz4ouUKVeepm3a4m4wkGGxEHvuHBnJyVSJjESj093mLrfa7XICp/EWt71TTk+91jEZtFjYvnkzh/bvR6fXc/riZbQpSQBs3bqVCxcuEFa+PG07deKq0UKIwo5Fb6CUXse+CzF0qlsbX19fkpKSSEpKIi0tjfj4eJYvX06lSpX45JNP8PX1ZerUqaxevZqQkBACAwOx2WxcjovjxvXrgCPOW6lSJSpXrsxff/3FX3/9BYDBzY0mLVtSqVoEnt7eXLp4kT9+/ZW05CRygk6nQ6VS4e3tTUhICI0aNeKHH37A09OTgIAAMjMzMVkspKWmItnt2LLCaXqDAQ9vb9p36cLw9z7AiEJW6s7vRvbnWrrZgptG7eKJcIYzjDYbF1PSOXctg0qB7hjUKkq562WvUPbKmlsTZwGXZwFASnIyT0ZGFIrbv0mL8fl2++/Z8VGOZc2t2z8pKQlfX19UqmxhL6dBoVKxfv36e66fotfrOXXqFOXKlXPZfuHCBSIiIsjMzMzhlbqSK+X/x7+n0bk74vROV6Vdkijl5obR6nBPWSVXxZj9oZed7A96Z7KUVulQAp66mzNYZwzOOYbTssyuHLJbhBbrTQvh1ge5cwabPZErO07r42Z8N+tfuw21QulSnnXzOlzLtZzndk5YnOdyxk5vtRjlJCeNWh7PkqXMNCqV/CM1Z7nRs2ecK1GQbrHgqdVi0GjItFjIsFqzJlRK2eUIjtn+rXFLZ4KZVqWU72tVT3fKli+Pj4cH3bt355NPPmH48OGMGzeO4OBgFAoFV7PuS/Z767wnDtergkyzlUyLRf4cPbPNop2fg9Pis9rtctzWiTNDP3uWvXP87J6A7HI47+utbv5blf6tNf/Zj8keP86uNLPjdC87JwbZv2fOz8aczWMByHFjq13CQ6ORPRxOmVy+h9msGK1SJZ8vuxWf/ffhtJQ9dToMWjWZmZkoVWrMWb9D56TY8T3TyL+3+MuX+PfECfbt3Mnmdes4euiQfN769esTEBBA165defXVV+9o0axatYpvv/2WzZs3Y7Va8fX1pXGLFqSkpLB72zb5+gODgykdGoqXtzehYWF88vXXct1ydgWVaXZUbOg0KhTAXxs28NeGDaxfvZpzp0/j5+eHxWLBy8uL0NBQlEolYWFhPPPMMyxdupTDhw9jNBrx9/cnJSUFm82Gj48P//77L5mZmfj6+uLh4YGnpyc2m42xY8fy3HPPocymuA4dOsTPP/9Menq6w8MRFES5cuVo0qQJlSpVcrn+gwcPcu3aNQ4dOsT27duJiooiJSUFHx8funfvzosvvoibmxsXLlwgPT2d8PBwJEni0qVLpKamUr16dSpWrHhHC/Off/7ht99+k2u81Wo1np6eqNVqlFm/i8zMTObNm8fx48epXqs2jz7xBHUaNiK0QgU03j5YJLtssIBjwqhVOn5zmVYr4JxoO8JBzmfdol0xxEWn0aplME3LBsi/U3lieou3y5nA6ci7cjyrjGmpPFatykOp/MExEaxfvz7Tp0+Xt1WvXp0ePXrclvBnt9s5ceKEy7bp06ezefNmfvnlF8qXL4+7u/tdzxUWFsa3335L9+7dXbavWLGCYcOGcfHixRzJfCu5Uv4rTkbh6eWJxWa/qXAVCrTKmy51ZwLMzZitsyzq5njOL8mtM32nstOp1S4xTsieVayUrQansnZuB8dD1pmkc2tC0E157LIXIbv15lQszgeS1W7HKtnRKh1uV1PWD0YeJ9tD2jnhcc6Q5Sxmbt4nb72OVJNZVkDO2vN0s8OFZsiqYHCEOFQuEwWn5exMjsrunr7VKnTidDE7r885kXLu63D/qtjy5xrWr1pJZO3adO7Rg85NmhDRqDEDej7OoEGDqFu3Ln379mXo0KF4eHjwb2o6fu4G+TxOT4PTEndee6rRLCs2k9WKt16PRq3CYrW5fK6SJGHMytNwXsutStc5WciOU/lnn9Bl/zf7533r3+BaX5/9uOxWu1KBHKcF5Mxw5/3LroiNVpuLBe8MLZjtNvn77vwMdGq1PHHMnh/hvAfOMZzJkVa7hKdOi8lqdZQBWizyhEutVBDo6Y7Zamfh7Fl8+MbrWC0WevXtS4fHHkOhVNG+SxfUKiULZs9m119/sWXdOtLS0gAICAigY8eOPPLII9jtdpo1a+bSRvS/sNvtnDp1ioULF3Lo0CEMBgNdu3alRo0anDhxgujoaC5dukRKSgqrV6/m6aef5pPvv8/6DKSb98FmR6dRkZmRQb/HH2fH5s2EhobSpk0bhg8fTsOGDfO0kInTUs5trLU4YLFYmDZtGqtXr2bv3r3yZ6rT6QgND6dyhQrY7Xa2bdtGrYYN6fXsc9Ro1AS9jw92tfqW3JSbz2BnmDR7mMX5/2a76+T/Ns+XQklSclLhKf/mb+df+e/8JE+lft999x1Nmzbl+++/Z9asWRw/fpzw8HDGjRvHpUuXmDdv3h2Pf//993Oc8PfGG2+wdOlSfvzxR1q1agU4PF4vvvgiTz75JFOmTMnxtWYnV8p/XdRZdB7u6FVq+UeY/YENyAlHd8vWzq4U7UholSrZevc16LOOlVysfedD02KzuZw3e3w5e0Z0dssNkB/S1mwP++y139nd+LZsM1xAVuS3uvhv/XFk/zFkDzE438s+WXLeB+Ut27L/0G61Bu2SJMf9Mi03JyHOH6ztDtd2631w/r9GrcJud1hYu7ZupVf79lSsWJGzZ89Stlx5TMZMdm7fTqVKlVizZg1z585lxYoVNGzYkK1bt3ItS7FlJ7v1r1I6PyPJ5R7Ik6pbrOLs1rnTwnB+/tkngbd6Au6k7LOP6eRulQDZ3epmm80lNOL0LmU/l9NFnm42k2mxunhOsnsZ5NJCk4l1v/1KWnoGWp2WWvUbEFm7NteTkti8bh2x58/h6+NLSEgwJ44fJyM5GZPJiA0Fnn5++Pj707BxUyJq1cSgcSSrpZst+LsZsNvtXLl8iUNHjxGzbw9HjhzhzJkznD59mhdeeIFy5crxzTffkJDgaDQTGByM3mAg5vx5mjZtyqOPPkr9+vWJiIggLCzMxfq9H1itVpYuXcqQIUMIDAzk7Nmzjs/Ebmfq1Kn8uXkL6WmpXLt6lQtnzqDValm2bBmdO3fO18plJQmbzcapU6c4c+YM0dHRXLhwgXPnzmGxWKhXrx47d+5ky5Yt8v7uXl50fLwXnXo9QbX69SGrlNKalajp9AY4n2fOZ9JND6iEWqHETta/2Z5fGampPFK5QqEo/8bN3sq38t+769M8NfmZNGkScXFxREZG8uWXX8rKecCAAVy4cEEODd1KbpS/2WymX79+LFu2TJ7A2u12+vfvz3fffYdWq82xzNnJlfLfcPocGnc3+YOWH3hZ7mRH4pzjGLdsCSrOf7PHdTVZVlz2OCU4rF5nrBJuujidL7jdtevEOUHIrkic72evy85u5d8sLbsZ25fHvsU7kd1dfieyy3Rrkxmj1SaHSZwTCq1KJXsoblVemqwSLJVSSbrZLI/jvAc+bnosNrsc73aW1Tm5GR7IFjvPUlLJmUa8dBpiz59n1fz5fPLJJxiNRj7++GMmTJhAaGgox48fd/kh7Nixg9atW9O7d28+/+knNNk+X0mSyDQ7JiQGrdrFSnYtpcuaYGXzHN06Kct+Lx3HOCdhdpf7q8mKF2cvBXNkz9vuGJO03jJJhewTMaU8AVQrQLJa8fbwINNqZcfmTVy+dJmuj3ZB7+uH2WolIzmZUlYzXl5ehISEkJKSwsmTJ+UH7sGDB2VlbLVaUSqV2Gw2VCoV3bp14+DBg8TExODj40NSUhIAfn5+BAcHo9VqsVgsXL16lYSEBJRKJY0bN+bKlSukpqdDVsw3LS0Ni8XhMQoODqZhw4aEhYXRuXNnunbtikKhwG63c/36da5evcoPP/xARkYGffr0oW3btnf6+t5XpkyZwuuvvw7AggULePbZZ0lISGDs2LH89NNPtG/fHn9/f4KDg6lYsSJdunShcuXKhS7nw86VK1f4559/iI+P59ixY8yYMYO0tDTCwsKoWLMmWq0OvU6HwWDAbLWgd/fALzCQilWrUb5WLbz8/LDY7CRmmuSQgZvGkX/lDCvYJYnMtDQ6FKryz3ubW6vVlCflX9hERUVx+PBhDAYDNWvWJDw8PF/j5Ur5bzpzHl1WbCK7y9tpxWdXmk63NrhaUs4YJdxs9GLMcqc7rfDsSu5Wqy57rPjWGHH2/bJbjU6Fmz0PIftkwjkRya6sXK1l1/uR3auR3btxa6jD6TG4Nf7sa3C4zHdu28aGlSuoWKkiPn5+ePv4EBgcTFpqKnUaNcZgMMhj2iUwWawuEyFnfoLTA2K12+WqCPmzyTYJAJi55xTRv8/lz0ULSUxwLBFbu3Zt/vnnH8eiM1WqcOHCBTp37syqVatcrnvhwoU899xzrF69mgadO2fzumRVSZgtcs2+XXLU+2vUNz9vZ4WDSqWUa4WduEzAJEm+ruz143dS3tknYrdmKzv3cU4KnN+/W8dwsmv9WsaPGMHFixfx8/PD19dXtlABypcvT1xcHEajUd7mrIJw4unpSWRkJA0aNKBatWo88sgjlC5dGoVCwTfffMPSpUupWrUqb7/9NjVr1uTMmTPExcXRokWL2yxcq9XKzJkz2bZtG+XKlcPLywtVVgjCw8OD8uXLU65cOapVq3bfLff8sn37dtkqiouL48yZM/Ts2ROj0cjnn3/O4MGDi1jCkonNZuPvv/9m4cKFREVFYbFYsFgsGI2O6qHk5GQuXbokhxPKlCtHv1FjaPxYdxKNZkxWO55aNb4GLZ5ZLbwB0lNT6VSlolD+DzC5dvu7ezoaudwa93HijKGrlQrcNVr5we2u1chlUlb7zdi4s6zr9nFuxqazJ7opFQq5BlmnVssTiEyLRXbdOjO5s2dVg0MpGDS3Nw5xThyyTzSyW6bOY53/3qrQs+cbyFZ2VgjCOb6zllepgNMnT/L7kiX8NGsW1+Pv3BnQ09OTM4mJcujDeV+VCgVLFi4k/tIleg94AXcvL1IzM3HTO9xe2WuL9Wq1bIlnzw+oV74Cl2NjXM7XuHFjTp48SUpKCpUrV+b06dNkZmai1990p0mSRGBgII8++ihTfvzxNpmdXgCr3WHd35pnkX2Sdeu9vi18lGXB3ylmf+tn4Dz3TQ/CzfCS8144PyO1UolGrXLIZzVz/MgRzuzfz4oVK/jrr7/o1q0bTz31FNu2bePIkSNUrVqVTz75hHnz5pGSkkJISAhhYWH4+flx6NAhDhw4QNu2balTpw7ly5fHx8dHuKnvwK5du2jevDkAKpUKm81Go0aNWLly5W310oIHC0mSuHDhAt9++y1ffPEF7R7tyvhZs7mWbiTTakOtUOCp02DQOCq1lAoFqSkpdKlaqVCUf6Omb+Rb+e/bPemBUv6jR49mwoQJuLu7M3r06Hvu+8UXX+TpHLlS/n/+e0ZW/re6TJ3u/+zWv3M/5yu7VZ9d2d5qbd+a1e48h/N9ZwJh9uSsm5mnttvKim66iW9agk4F4ix70qkdTYcqeTmqGeo0bESf55+nbadOPNa8GTXq1qNazZrEXYzFbDQxeeb3eHp6Ypck0jIy2LtzB+UqViKwTBl5cqPK5nIHRzvS2KRkti5ZxDsjR97xXms0GnQ6HRUrVqR+/fqcPXuW6OhokpOTqV69OpIksWvXLlmh63Q6TCYTbTt1IqxcObx8fCgdGkpwSAgfTfgIrd1GkwYNyMjIIDIykl69ehEdHc3cuXOJvnyZv3fvlktOnG5kjUbD+PHjeffdd2+T78033+SLL77gcGwspQID/+urQ/ZkQHVW2CN7ad6tEzGXcNIt1r7JanXxKDlDRI6mTRqXCYJGpZKTD51loBWzkhSNRiN9+/Zl1apV2Gw2tFotrVu3ZuDAgTz11FMPvBVdXDl//jw7duwgPT2dChUq0KZNmzzHKwWFgyRJ7Nmzh4MHDzLu7bepGBHBR7PmoPfzlxOVvfVaue2yTq1CrXDE/DsXlvJvMjb/yn/PlAdK+bdt25bly5fj4+NzzzCdQqFg8+a8rdSZa7e/R9bNyZ7VfKsH4NZkqjslvjk7St0pOS57tnT2TmtORX+rJ8BhfbvWoyoVCjIzM7l49jRRR49y6uhR4i5exMfPF7VKRfKNG/gHlMLH3w+7zca1q1exWiysXLbM5Vqee+45FixYcNs90RsMuLm5ERgcTPS5c2RmZqLRaHj17XdIz8ggJDSU5q1aExQSguctE6bM9DRa1YwkLTmZgIAAXnzxRV566SUOHz7MZ599xpkzZwAoXbo0FSpUoHz58nh6enL8+HGUSiUtWrSgS5cu7Nq1i4SEBOx2O7///jvJycncuHGDS5cuYbVaqVixIpUrV+bGjRvo9Xr++ecfUlJS5GuoUKGCHCsOCgoiKCiI8PBw6tati4eHh7yf3W5n6dKlnDx5kh9//JH0jAz+PnfOZZ87YZGrFVxDI9mrQcxWu1yi6fwuqZTKrG5/jpBL9o572XH2NrgVZwa50wMRbnB9MMyfP5/+/fsDjhW26tevn6+lMQWCh43Y2FheHz+eQ/v/Juqko0ytdceOTP1pPiq9nsRMo2zsBbm7467VcjHZ8WwxaDSkp6bQqny4UP4PMLm2/H19fG5T+E53cvYEOidO6/qmS/im+/dWV64zVuycFGS3BsF1Fba4mBiWzZnF9bg46jZsSFpqKiePHuX86SgsFitpqSkk3biBPWuiULlyZSpUqMCNGzeQJImAgACuXLlCYmIiGo2GwMBAtFotiYmJ3Lhxg/T0dFQqFVqtFpPJJMfAPDw86NChA7Vr1yYtLY0rV65QsWJF2rRpw6xZs5g5cya+vr4kJibK96FytWoYvLwxpacRc/48FrMZa7ayQYDBgwczc+bMPH2It2I2m7l48SLlypVzsWLT09PZvn07Hh4eVKlShcC7WO6SJBEfH8/58+fZs2cPS5cuZffu3YSEhFCnUSPenzyZ8nlcSQock4KbIZebvfZvDbXAzeRK5/fHLjmaQyVlGGUL31mCeSMjk9iUNJ6s5JoIk5KSwsGDB9m7dy+7du1iw4YNZGZm0rZt2zzPmgWCh5G0tDTe+egj5kybhpu7Ox0fe4wuPXpQq0kzFBpNVrdGJclGo0vLYQBfgx5DVufJy9eu0a5i+cJR/o3H5F/57/1cKP874bzJW85dwM/HB51aLfdqz27Zg2uZWnYFfvP9W0uyXN+7tfzN2W88u2fgzL//0rt9W27cuEHjxo3Zv38/wcHBREREUKtWLXQ6HZ6engQGBlK9enVq1ar1n1ZqQZGUlISXlxcJCQkcPXqUixcvsm/fPtLT0/Hy8qJcuXLo9XoyMjK4cuUKMTExxMXFMX36dGrWrHlfZUtPT8dut2M2m0lLS8ta1UuD3W7n4sWL/PTTTxw9epQTJ07IWeg6nY5mzZrxv//9767up2t3yK6/E87cizs158ktmWZHX4CUxBts2LuPshYTly9f5urVqxiNRpKTk4mLiyMqKorz588D4O7uTpMmTWjfvj19+/a9rWOWQFDSadelC3u3bWPA0KGMeOstfP38slXeSFisNlJNJjKyyo0tNtsdk78zU9MKLebfsNGofCv//fu+FMr/Tjhv8olrCXh6eWG3S6QYjS5NSZwd5pzlac5kN6crXqlQ4K7VYrbZSDWZ0atVcq/3yePfYe/2bTz2xJPYbDZSEhO5nnCNiMia1G3UiOTERE6dOsWlE8fZvn07sbGxAHh7e5OQkIBCoXBpnSi4nZUrV9KjR4977lOuXDmaN29OREQE1atXp1y5ckRERLgk/eWEi1nrsd8tLJQfbDYbJ48dY8/27Wxeu5ZNa9fKngKDwUBwcDAGgwFPT09CQkKoVKkSkZGR1KtXj+rVq4vviUBwFxISEihVqhSjx4/nrQ8+cHnPsTSzo526xWpDp1GTajSRbDRhslrl9Rucxpo5M4PIwFJC+T/A5KrlVWJ6Bno3dznTPnsrVLVSSYi3o/ufyWKVF5MI8tLJFp/ZYmXjqpWo1Sq8fP0pX706Sq2Ok//8w4msl7+/P35+fvj5+bFyyRLZPe7u7k7NmjV56qmn6NixI5UqVSI4OPih7Np1PzAYDLdtq1y5MlOnTkWlUuHm5kaTJk0K5H6GY8LuFQAADa5JREFUZq377uRcSgobVq3irw0bOHfmDCqVioqVK9Ouc2c6dO16z3h73KVLzJs1i6OHD3Pp7FnOnj2L0WhEq9XSqFEjZs6cSePGjQkLC8Pb21tk2gsEecTHx4emTZvy3Zdf4uHtg+TlzZCuXShTpgwolRxJTOZ6ZiamrA6d4T7eBHm4O4w/raM7qZx4nbd283lDsjte+Tm+BJIry/9OM6Of/z1PRClf1p2+RLdqYWRYHIupOPvzO+vy7ZLEwf37eLrdTdexm5sbzz77LF26dGHAgAGkpKQQHh7OwIEDCQoKIiMjA5VKRfny5QkPD8fd3Z3w8HBhveWSY8eOySGFgIAAuevbxx9/zNtvv31fz71t2zb69etHTEwM9erVo1q1atjtdo4ePcrx48dp2bIlW7Zsuetn2qFDBzZu3EjLli2pUKECPj4+hIeHU6dOHQwGAw0aNBATQIEgH0iSxKZNm7h06RLXrl2TmzE5MZlMua7KuJfOKCic52jQ8LV8W/5/7/9aWP65pW/V8gDUaezzn/vqK1UkNDRUXoggIyODWbNmER4ezsWLF/nrr79YvHgxkydPlmPSt+Lm5kbdunVp2rQpb775JgEBAfm9hIcek8kk//+QIUN49tlnCQkJwdvb+57HORvaaDQaDAYD7u7ubN26lUmTJtGgQQPeeeed234sSUlJ7N+/n/Pnz7Nt2zZ+/vlnWrZsyebNm6mYLUnQYrEwadIkxo8fz+7du2nRosUdZTBndTfcvn0727dvv+390aNHM2nSJDEhFAjyyPPPP8/8+fPlv4ODgylXrhxms1m0V36Iybfln1vsdju7d+9m8+bNWCwWfH19efLJJylbtiwHDhwgIyMDPz8/bDYbsbGxnDt3Dh8fH8LCwjh8+DALFixg//79AAwdOtRlVSXB3YmNjeXdd99lwYIFcihFrVbLHeLq169Pw4YNqVmzJmXLlkWRrSzzbvzyyy888cQTLtsiIyM5fvy4/Hfbtm159tlnuXbtGhcvXiQ6OpozZ87IrW8B9uzZQ+PGjV3GsdlsxMfHc/DgQebMmcPFixdJTU1FqVRit9tJS0uTJ5Hvv/8+7733Xr7vkUBQkpAkiRdffJG5c+fyzTffMGTIENRqdYEo+0K1/Bu8mn/L/+9vS5zlnyvlHxsbe99ujtFozPHqRL6+vpQrV45mzZrh6+t7X+R5WDEajcTFxZGZmUlGRgaJiYkkJCRw+fJleV1olUqFwWAgKiqKa9euodfr0WX1+3Z6AMLCwujfv/9tFvfGjRvZvXs3ZrMZk8lERkYGJpMJtVqNwWDAw8MDHx8fAgICKF26NOXLlychIYGoqCji4+PlFdhsNhv2bFUETpn0ej1ubm5yUp+7uzt16tSReykIBIKckZ6ezpdffglAmTJleOSRRwgNDS0w5V+2bNlCUf7167+Sb+V/4MD0Eqf8c+T212q1BAcHU7Zs2fstj6AYMfIuXQoFAoHAuVDV/Ue6Y4g4N8eXRHKk/PV6PefPn5fjrwKBQCAQ3AutVpvrMmFB4ZHjhD+9Xi8+SIFAIBA8WIhSvzwhaqQEAoFAUGyRkJDIuwKXSqjbXyxfJhAIBAJBCUNY/gKBQCAovkiS45Wf40sgQvkLBAKBoNgiSXakfMTt83NscUa4/QUCgUAgKGEIy18gEAgExRZh+ecNofwFAoFAUIyRyF+jnpIZ8xduf4FAIBAIShjC8hcIBAJBsUW4/fOGUP4CgUAgKLYI5Z83hPIXCAQCQfFF1PnnCRHzFwgEAoGghCEsf4FAIBAUWyTs+eztL9z+AoFAIBAUKyRJQsqH6z4/xxZnhNtfIBAIBIIShrD8BQKBQFB8keyOV36OL4EI5S8QCASCYovD7Z+fUj/h9hcIBAKBQFACEMpfIBAIBMUWZ8Jffl55Yfr06ZQvXx69Xk/9+vXZvn37XffdsWMHzZs3x9/fH4PBQLVq1fjyyy/zeskFgnD7CwQCgaDYUhSlfkuWLGHkyJFMnz6d5s2bM3PmTLp06cKJEycICwu7bX93d3deffVVatWqhbu7Ozt27GDIkCG4u7szePDgPMueHxRSSQ14CAQCgaDYkpKSgre3NxHVeqFSafI8js1m4eSp30hOTsbLyytHxzRu3Jh69eoxY8YMeVtERASPP/44EydOzNEYvXr1wt3dnfnz5+dJ7vwi3P4CgUAgKL44s/3z88Ixmcj+MplMdzyd2WzmwIEDdOzY0WV7x44d2bVrV45EPnToELt27aJ169b5u/Z8IJS/QCAQCIotBRXzL1u2LN7e3vLrbhZ8QkICNpuNoKAgl+1BQUFcuXLlnrKGhoai0+lo0KABw4YNY9CgQQVzE/KAiPkLBAKBoNhSUKv6xcbGurj9dTrdPY9TKBS3jCPdtu1Wtm/fTlpaGnv27OGtt96iUqVK9O3bN4+S5w+h/AUCgUBQ4vHy8spRzD8gIACVSnWblR8fH3+bN+BWypcvD0DNmjW5evUq77//fpEpf+H2FwgEAkGxRSqA/3KDVqulfv36bNiwwWX7hg0baNasWc7llqS75hUUBsLyFwgEAkHxpQja+44ePZp+/frRoEEDmjZtyvfff09MTAwvv/wyAOPGjePSpUvMmzcPgGnTphEWFka1atUAR93/lClTGD58eN7lzidC+QsEAoFAkAv69OnD9evX+fDDD4mLiyMyMpI1a9YQHh4OQFxcHDExMfL+drudcePGcf78edRqNRUrVuTTTz9lyJAhRXUJos5fIBAIBMUPZ51/5Ypd8l3nf/rsn7mq838YEJa/QCAQCIotBZXtX9IQCX8CgUAgEJQwhOUvEAgEgmJLUfT2fxgQyl8gEAgExRaJvK/M5zy+JCLc/gKBQCAQlDCE5S8QCASC4osk5bPOv2Ra/kL5CwQCgaD4IuXP7S+Uv0AgEAgExQyR8Jc3RMxfIBAIBIIShrD8BQKBQFBskfLp9i+pTW6F8hcIBAJBsUV0+Msbwu0vEAgEAkEJQ1j+AoFAICi2CLd/3hDKXyAQCATFFpHtnzeE218gEAgEghKGsPwFAoFAUHyRpPw16hFuf4FAIBAIihci2z9vCLe/QCAQCAQlDGH5CwQCgaDYIrL984ZQ/gKBQCAotohs/7whlL9AIBAIii3C8s8bIuYvEAgEAkEJQ1j+AoFAICi2OCz//GT7l0zLXyh/gUAgEBRbhNs/bwi3v0AgEAgEJQxh+QsEAoGg2OJo8qPI1/ElEaH8BQKBQFBskbL+y8/xJRHh9hcIBAKBoIQhLH+BQCAQFF8kO+TD7Y9w+wsEAoFAULwQ2f55Q7j9BQKBQCAoYQjLXyAQCATFFpHtnzeE5S8QCASCYovT7Z+fV16YPn065cuXR6/XU79+fbZv337XfX/77Tc6dOhAqVKl8PLyomnTpqxbty6vl1wgCOUvEAgEgmJLUSj/JUuWMHLkSN555x0OHTpEy5Yt6dKlCzExMXfcf9u2bXTo0IE1a9Zw4MAB2rZtS7du3Th06FB+Lz/PKKSSmu0gEAgEgmJLSkoK3t7e+PpWRalU5Xkcu91GYuK/JCcn4+XllaNjGjduTL169ZgxY4a8LSIigscff5yJEyfmaIwaNWrQp08f3n333TzJnV+E5S8QCASCYowdKR8vcMT8U1JSXF4mk+mOZzObzRw4cICOHTu6bO/YsSO7du3KmcR2O6mpqfj5+eXryvODUP4CgUAgKLZI5NPtn9Xhr2zZsnh7e8uvu1nwCQkJ2Gw2goKCXLYHBQVx5cqVHMn8+eefk56eTu/evfN38flAZPsLBAKBoMQTGxvr4vbX6XT33F+hcK0wkCTptm134ueff+b9999nxYoVBAYG5k3YAkAof4FAIBAUWxylevkv9fPy8spRzD8gIACVSnWblR8fH3+bN+BWlixZwsCBA1m2bBmPPPJInmUuCITbXyAQCATFFknKb8Z/7s6n1WqpX78+GzZscNm+YcMGmjVrdtfjfv75ZwYMGMCiRYvo2rVrXi61QBGWv0AgEAgEuWD06NH069ePBg0a0LRpU77//ntiYmJ4+eWXARg3bhyXLl1i3rx5gEPx9+/fn6lTp9KkSRPZa2AwGPD29i6SaxDKXyAQCATFlvx26MvL8X369OH69et8+OGHxMXFERkZyZo1awgPDwcgLi7OpeZ/5syZWK1Whg0bxrBhw+Ttzz//PHPnzs2X/HlF1PkLBAKBoNjhrPP38AxHoch7BFuS7KSlRueqzv9hQMT8BQKBQCAoYQi3v0AgEAiKLUXh9n8YEMpfIBAIBMUWR5OevEevpXwcW5wRyl8gEAgExRZH2lo+lH8JTXsTMX+BQCAQCEoYwvIXCAQCQbFFxPzzhlD+AoFAICi2CLd/3hBuf4FAIBAIShjC8hcIBAJBsUW4/fOGUP4CgUAgKLYIt3/eEG5/gUAgEAhKGMLyFwgEAkGxRbj984ZQ/gKBQCAovuTT7Y9w+wsEAoFAICgJCMtfIBAIBMUWCXs+k/ZKpuUvlL9AIBAIih1arZbg4GCuXLmS77GCg4PRarUFIFXxQSGV1DoHgUAgEBRrjEYjZrM53+NotVr0en0BSFR8EMpfIBAIBIIShkj4EwgEAoGghCGUv0AgEAgEJQyh/AUCgUAgKGEI5S8QCAQCQQlDKH+BQCAQCEoYQvkLBAKBQFDCEMpfIBAIBIISxv8B5X0mWV99J4MAAAAASUVORK5CYII=", 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", 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    " ] @@ -3167,7 +3341,7 @@ "ax = plt.subplot(projection = ccrs.PlateCarree())\n", "\n", "sic.sel(time='1985-08').plot(cmap = cmo.ice)\n", - "ax.coastlines();" + "ax.coastlines()" ] }, { @@ -3188,15 +3362,8 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 25, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:39:39.357369Z", - "iopub.status.busy": "2024-06-21T05:39:39.356671Z", - "iopub.status.idle": "2024-06-21T05:39:39.368215Z", - "shell.execute_reply": "2024-06-21T05:39:39.366880Z", - "shell.execute_reply.started": "2024-06-21T05:39:39.357318Z" - }, "tags": [] }, "outputs": [], @@ -3216,21 +3383,24 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 27, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:39:46.017448Z", - "iopub.status.busy": "2024-06-21T05:39:46.016362Z", - "iopub.status.idle": "2024-06-21T05:40:00.958268Z", - "shell.execute_reply": "2024-06-21T05:40:00.957481Z", - "shell.execute_reply.started": "2024-06-21T05:39:46.017395Z" - }, "tags": [] }, "outputs": [ { "data": { - "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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    " ] @@ -3250,7 +3420,7 @@ " cmap = cmo.ice\n", ")\n", "\n", - "ax.coastlines();" + "ax.coastlines()" ] }, { @@ -3262,15 +3432,8 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 28, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:40:00.959667Z", - "iopub.status.busy": "2024-06-21T05:40:00.959478Z", - "iopub.status.idle": "2024-06-21T05:40:00.966020Z", - "shell.execute_reply": "2024-06-21T05:40:00.965074Z", - "shell.execute_reply.started": "2024-06-21T05:40:00.959649Z" - }, "tags": [] }, "outputs": [], @@ -3311,29 +3474,11 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:40:00.966716Z", - "iopub.status.busy": "2024-06-21T05:40:00.966550Z", - "iopub.status.idle": "2024-06-21T05:41:48.248067Z", - "shell.execute_reply": "2024-06-21T05:41:48.247104Z", - "shell.execute_reply.started": "2024-06-21T05:40:00.966700Z" - }, "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "def plot_sh_si_conc():\n", " ax = plt.subplot(projection=ccrs.SouthPolarStereo())\n", @@ -3414,9 +3559,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:analysis3-24.04] *", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "conda-env-analysis3-24.04-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -3428,7 +3573,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.11" } }, "nbformat": 4, From ae154623ec428be72b24256a7adbf9a5d69b2536 Mon Sep 17 00:00:00 2001 From: Marc White Date: Mon, 17 Mar 2025 17:26:48 +1100 Subject: [PATCH 06/16] Further work on SeaIceCoordinates --- Recipes/Sea_Ice_Coordinates.ipynb | 23 +++++++++++++++++++++-- 1 file changed, 21 insertions(+), 2 deletions(-) diff --git a/Recipes/Sea_Ice_Coordinates.ipynb b/Recipes/Sea_Ice_Coordinates.ipynb index 7b8fffe4..d10a342d 100644 --- a/Recipes/Sea_Ice_Coordinates.ipynb +++ b/Recipes/Sea_Ice_Coordinates.ipynb @@ -3474,11 +3474,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/cartopy/io/__init__.py:241: DownloadWarning: Downloading: https://naturalearth.s3.amazonaws.com/50m_physical/ne_50m_land.zip\n", + " warnings.warn(f'Downloading: {url}', DownloadWarning)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "def plot_sh_si_conc():\n", " ax = plt.subplot(projection=ccrs.SouthPolarStereo())\n", From 84b59e34330cf5df6b8535613bc3dbdec0b94f6f Mon Sep 17 00:00:00 2001 From: Marc White Date: Thu, 20 Mar 2025 17:20:10 +1100 Subject: [PATCH 07/16] Temporarily split example by model for better development/debugging --- ....ipynb => Sea_Ice_Coordinates_CICE5.ipynb} | 4702 ++++++++---- Recipes/Sea_Ice_Coordinates_SIS2.ipynb | 6290 +++++++++++++++++ 2 files changed, 9760 insertions(+), 1232 deletions(-) rename Recipes/{Sea_Ice_Coordinates.ipynb => Sea_Ice_Coordinates_CICE5.ipynb} (68%) create mode 100644 Recipes/Sea_Ice_Coordinates_SIS2.ipynb diff --git a/Recipes/Sea_Ice_Coordinates.ipynb b/Recipes/Sea_Ice_Coordinates_CICE5.ipynb similarity index 68% rename from Recipes/Sea_Ice_Coordinates.ipynb rename to Recipes/Sea_Ice_Coordinates_CICE5.ipynb index d10a342d..4f08f70d 100644 --- a/Recipes/Sea_Ice_Coordinates.ipynb +++ b/Recipes/Sea_Ice_Coordinates_CICE5.ipynb @@ -13,20 +13,7 @@ "source": [ "This script shows how to load and plot sea ice concentration from sea ice models (CICE5, and SIS2) output, while also indicating how to get around some of the pitfalls and foibles in CICE temporal and spatial gridding.\n", "\n", - "Requirements: The `conda/analysis3` module from `/g/data/hh5/public/modules`. " - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "#Choose which model we are working with\n", - "MODEL='cice5'\n", - "# MODEL='sis2'" + "Requirements: The `conda/analysis3` module from `/g/data/xp65/public/modules`. " ] }, { @@ -38,7 +25,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": { "tags": [] }, @@ -59,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "tags": [] }, @@ -70,7 +57,7 @@ "text": [ "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/node.py:187: UserWarning: Port 8787 is already in use.\n", "Perhaps you already have a cluster running?\n", - "Hosting the HTTP server on port 33217 instead\n", + "Hosting the HTTP server on port 34847 instead\n", " warnings.warn(\n" ] }, @@ -81,7 +68,7 @@ "
    \n", "
    \n", "

    Client

    \n", - "

    Client-806fcd77-02f7-11f0-bae4-000007d8fe80

    \n", + "

    Client-c83d1a50-053d-11f0-a32b-000007d9fe80

    \n", " \n", "\n", " \n", @@ -94,7 +81,7 @@ " \n", " \n", " \n", " \n", " \n", @@ -103,7 +90,7 @@ "
    \n", - " Dashboard: /proxy/33217/status\n", + " Dashboard: /proxy/34847/status\n", "
    \n", "\n", " \n", - " \n", " \n", @@ -116,22 +103,22 @@ "
    \n", "
    \n", "

    LocalCluster

    \n", - "

    fcae878e

    \n", + "

    d20df0b4

    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", @@ -153,22 +140,22 @@ "
    \n", "
    \n", "

    Scheduler

    \n", - "

    Scheduler-6340be1e-ed5f-433c-92eb-011782142900

    \n", + "

    Scheduler-a2f0cd9c-87e3-4fd7-b5b5-f70d71b385cb

    \n", "
    \n", - " Dashboard: /proxy/33217/status\n", + " Dashboard: /proxy/34847/status\n", " \n", - " Workers: 14\n", + " Workers: 28\n", "
    \n", - " Total threads: 14\n", + " Total threads: 28\n", " \n", - " Total memory: 63.00 GiB\n", + " Total memory: 125.19 GiB\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", @@ -176,7 +163,7 @@ " Started: Just now\n", " \n", " \n", " \n", "
    \n", - " Comm: tcp://127.0.0.1:42533\n", + " Comm: tcp://127.0.0.1:43917\n", " \n", - " Workers: 14\n", + " Workers: 28\n", "
    \n", - " Dashboard: /proxy/33217/status\n", + " Dashboard: /proxy/34847/status\n", " \n", - " Total threads: 14\n", + " Total threads: 28\n", "
    \n", - " Total memory: 63.00 GiB\n", + " Total memory: 125.19 GiB\n", "
    \n", @@ -199,7 +186,7 @@ " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -244,7 +231,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:32809\n", + " Comm: tcp://127.0.0.1:39675\n", " \n", " Total threads: 1\n", @@ -207,21 +194,21 @@ "
    \n", - " Dashboard: /proxy/44543/status\n", + " Dashboard: /proxy/37737/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.47 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:36485\n", + " Nanny: tcp://127.0.0.1:33139\n", "
    \n", - " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-7e38p1kz\n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-pdrg0r9i\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -289,7 +276,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:43147\n", + " Comm: tcp://127.0.0.1:34245\n", " \n", " Total threads: 1\n", @@ -252,21 +239,21 @@ "
    \n", - " Dashboard: /proxy/39847/status\n", + " Dashboard: /proxy/39495/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.47 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:36105\n", + " Nanny: tcp://127.0.0.1:36855\n", "
    \n", - " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-jggf4k79\n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-clxyzn16\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -334,7 +321,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:40653\n", + " Comm: tcp://127.0.0.1:33737\n", " \n", " Total threads: 1\n", @@ -297,21 +284,21 @@ "
    \n", - " Dashboard: /proxy/44075/status\n", + " Dashboard: /proxy/44295/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.47 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:44779\n", + " Nanny: tcp://127.0.0.1:46727\n", "
    \n", - " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-_ra57bvr\n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-2xd1bj7r\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -379,7 +366,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:45165\n", + " Comm: tcp://127.0.0.1:41621\n", " \n", " Total threads: 1\n", @@ -342,21 +329,21 @@ "
    \n", - " Dashboard: /proxy/41055/status\n", + " Dashboard: /proxy/45633/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.47 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:40565\n", + " Nanny: tcp://127.0.0.1:36935\n", "
    \n", - " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-ld36d8sh\n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-i2x3wz21\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -424,7 +411,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:34041\n", + " Comm: tcp://127.0.0.1:36899\n", " \n", " Total threads: 1\n", @@ -387,21 +374,21 @@ "
    \n", - " Dashboard: /proxy/36401/status\n", + " Dashboard: /proxy/35153/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.47 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:45487\n", + " Nanny: tcp://127.0.0.1:39813\n", "
    \n", - " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-fp_6cgyr\n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-ymeeivf2\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -469,7 +456,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:44597\n", + " Comm: tcp://127.0.0.1:46299\n", " \n", " Total threads: 1\n", @@ -432,21 +419,21 @@ "
    \n", - " Dashboard: /proxy/42217/status\n", + " Dashboard: /proxy/45453/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.47 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:41599\n", + " Nanny: tcp://127.0.0.1:43837\n", "
    \n", - " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-8ic5qy59\n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-csu6brmr\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -514,7 +501,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:32803\n", + " Comm: tcp://127.0.0.1:46233\n", " \n", " Total threads: 1\n", @@ -477,21 +464,21 @@ "
    \n", - " Dashboard: /proxy/34637/status\n", + " Dashboard: /proxy/33845/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.47 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:43047\n", + " Nanny: tcp://127.0.0.1:38069\n", "
    \n", - " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-owmg1xjc\n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-00kd86kz\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -559,7 +546,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:43575\n", + " Comm: tcp://127.0.0.1:45361\n", " \n", " Total threads: 1\n", @@ -522,21 +509,21 @@ "
    \n", - " Dashboard: /proxy/34875/status\n", + " Dashboard: /proxy/35269/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.47 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:33293\n", + " Nanny: tcp://127.0.0.1:44669\n", "
    \n", - " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-_dap9agl\n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-w17inzfe\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -604,7 +591,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:44327\n", + " Comm: tcp://127.0.0.1:33577\n", " \n", " Total threads: 1\n", @@ -567,21 +554,21 @@ "
    \n", - " Dashboard: /proxy/40531/status\n", + " Dashboard: /proxy/35105/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.47 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:41533\n", + " Nanny: tcp://127.0.0.1:33891\n", "
    \n", - " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-exn0rlj3\n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-ya7kcykp\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -649,7 +636,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:38689\n", + " Comm: tcp://127.0.0.1:38265\n", " \n", " Total threads: 1\n", @@ -612,21 +599,21 @@ "
    \n", - " Dashboard: /proxy/46755/status\n", + " Dashboard: /proxy/36103/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.47 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:36889\n", + " Nanny: tcp://127.0.0.1:41579\n", "
    \n", - " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-h3k2l17b\n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-vyx10h_r\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -694,7 +681,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:39775\n", + " Comm: tcp://127.0.0.1:45475\n", " \n", " Total threads: 1\n", @@ -657,21 +644,21 @@ "
    \n", - " Dashboard: /proxy/35055/status\n", + " Dashboard: /proxy/42075/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.47 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:45781\n", + " Nanny: tcp://127.0.0.1:36289\n", "
    \n", - " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-eqyhm2oy\n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-405mljrm\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -739,7 +726,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:42343\n", + " Comm: tcp://127.0.0.1:35143\n", " \n", " Total threads: 1\n", @@ -702,21 +689,21 @@ "
    \n", - " Dashboard: /proxy/33181/status\n", + " Dashboard: /proxy/33711/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.47 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:46765\n", + " Nanny: tcp://127.0.0.1:39957\n", "
    \n", - " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-_mz4abs9\n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-sbd0k72x\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -784,7 +771,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:34495\n", + " Comm: tcp://127.0.0.1:37699\n", " \n", " Total threads: 1\n", @@ -747,21 +734,21 @@ "
    \n", - " Dashboard: /proxy/44547/status\n", + " Dashboard: /proxy/35531/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.47 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:44477\n", + " Nanny: tcp://127.0.0.1:44155\n", "
    \n", - " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-99jvbhpp\n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-o_nrw2kr\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -819,205 +806,2265 @@ " \n", " \n", " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 14

    \n", + "
    \n", + "
    \n", - " Comm: tcp://127.0.0.1:37913\n", + " Comm: tcp://127.0.0.1:45325\n", " \n", " Total threads: 1\n", @@ -792,21 +779,21 @@ "
    \n", - " Dashboard: /proxy/43533/status\n", + " Dashboard: /proxy/39185/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.47 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:33623\n", + " Nanny: tcp://127.0.0.1:44353\n", "
    \n", - " Local directory: /jobfs/137134251.gadi-pbs/dask-scratch-space/worker-t_g016km\n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-vtxjsorz\n", "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", "\n", - " \n", - "\n", + " \n", "\n", - " \n", - " \n", - "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:41137\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/34813/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:44275\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-n2ixcblm\n", + "
    \n", " \n", + "
    \n", + " \n", " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 15

    \n", + "
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    01deg_jra55v13_ryf9091 catalog with 34 dataset(s) from 11947 asset(s):

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    01deg_jra55v13_ryf9091 catalog with 34 dataset(s) from 11947 asset(s):

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    \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
    <xarray.DataArray 'aice_m' (time: 3360, nj: 2700, ni: 3600)> Size: 131GB\n",
    +       "dask.array<concatenate, shape=(3360, 2700, 3600), dtype=float32, chunksize=(1, 675, 900), chunktype=numpy.ndarray>\n",
    +       "Coordinates:\n",
    +       "  * time     (time) object 27kB 1900-02-01 00:00:00 ... 2180-01-01 00:00:00\n",
    +       "Dimensions without coordinates: nj, ni\n",
    +       "Attributes:\n",
    +       "    units:          1\n",
    +       "    long_name:      ice area  (aggregate)\n",
    +       "    coordinates:    TLON TLAT time\n",
    +       "    cell_measures:  area: tarea\n",
    +       "    cell_methods:   time: mean\n",
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    " + ], + "text/plain": [ + " Size: 131GB\n", + "dask.array\n", + "Coordinates:\n", + " * time (time) object 27kB 1900-02-01 00:00:00 ... 2180-01-01 00:00:00\n", + "Dimensions without coordinates: nj, ni\n", + "Attributes:\n", + " units: 1\n", + " long_name: ice area (aggregate)\n", + " coordinates: TLON TLAT time\n", + " cell_measures: area: tarea\n", + " cell_methods: time: mean\n", + " time_rep: averaged" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "darray = darray[sic_args[MODEL]['variable']]\n", + "sic = darray\n", + "sic" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Another messy thing about CICE is that it thinks that monthly data for, say, January occurs at midnight on Jan 31 -- while xarray interprets this as the first milllisecond of February.** \n", + " \n", + "To get around this, note that we loaded data from February above, and we now subtract 12 hours from the time dimension. This means that, at least data is sitting in the correct month, and really helps to compute monthly climatologies correctly." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "if MODEL =='cice5' :\n", + " sic['time'] = sic.time.to_pandas() - timedelta(hours = 12)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    +       "dask.array<getitem, shape=(120, 2700, 3600), dtype=float32, chunksize=(1, 675, 900), chunktype=numpy.ndarray>\n",
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    +       "  * time     (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n",
    +       "Dimensions without coordinates: nj, ni\n",
    +       "Attributes:\n",
    +       "    units:          1\n",
    +       "    long_name:      ice area  (aggregate)\n",
    +       "    coordinates:    TLON TLAT time\n",
    +       "    cell_measures:  area: tarea\n",
    +       "    cell_methods:   time: mean\n",
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    " ], "text/plain": [ - "" + " Size: 5GB\n", + "dask.array\n", + "Coordinates:\n", + " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n", + "Dimensions without coordinates: nj, ni\n", + "Attributes:\n", + " units: 1\n", + " long_name: ice area (aggregate)\n", + " coordinates: TLON TLAT time\n", + " cell_measures: area: tarea\n", + " cell_methods: time: mean\n", + " time_rep: averaged" ] }, + "execution_count": 12, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "cat_subset = catalog[sic_args[MODEL]['expt']]\n", - "cat_subset" + "sic = sic.sel(time=slice('1981','1990'))\n", + "sic" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 13, "metadata": { "tags": [] }, @@ -1025,191 +3072,680 @@ { "data": { "text/html": [ - "

    01deg_jra55v13_ryf9091 catalog with 1 dataset(s) from 3360 asset(s):

    \n", - "
    <xarray.DataArray 'aice_m' (time: 120, nj: 2700, ni: 3600)> Size: 5GB\n",
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    +       "Coordinates:\n",
    +       "  * time     (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n",
    +       "Dimensions without coordinates: nj, ni\n",
    +       "Attributes:\n",
    +       "    units:          1\n",
    +       "    long_name:      ice area  (aggregate)\n",
    +       "    coordinates:    TLON TLAT time\n",
    +       "    cell_measures:  area: tarea\n",
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    " ], "text/plain": [ - "" + " Size: 5GB\n", + "dask.array\n", + "Coordinates:\n", + " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n", + "Dimensions without coordinates: nj, ni\n", + "Attributes:\n", + " units: 1\n", + " long_name: ice area (aggregate)\n", + " coordinates: TLON TLAT time\n", + " cell_measures: area: tarea\n", + " cell_methods: time: mean\n", + " time_rep: averaged" ] }, + "execution_count": 13, "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "var_search = cat_subset.search(variable=sic_args[MODEL]['variable'], frequency=\"1mon\")\n", - "var_search" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 13.40 MiB.\n", - "This may cause some slowdown.\n", - "Consider loading the data with Dask directly\n", - " or using futures or delayed objects to embed the data into the graph without repetition.\n", - "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", - " warnings.warn(\n" - ] + "output_type": "execute_result" } ], "source": [ - "darray = var_search.to_dask( \n", - " xarray_open_kwargs=dict(\n", - " decode_coords = sic_args[MODEL]['decode_coords']\n", - " ) , \n", - " xarray_combine_by_coords_kwargs=dict(\n", - " compat=\"override\",\n", - " data_vars=\"minimal\",\n", - " coords=\"minimal\"\n", - " )\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "darray = darray[sic_args[MODEL]['variable']]\n", - "darray = darray" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "sic = darray" + "if MODEL == \"cice5\":\n", + " time_chunk = 3\n", + " coords = [\"nj\", \"ni\"]\n", + "elif MODEL == \"sis2\":\n", + " time_chunk = 3\n", + " coords = [\"yT\", \"xT\"]\n", + "\n", + "chunk_dict = {k: -1 for k in coords}\n", + "chunk_dict[\"time\"] = time_chunk\n", + "\n", + "sic = sic.chunk(chunk_dict)\n", + "sic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "**Another messy thing about CICE is that it thinks that monthly data for, say, January occurs at midnight on Jan 31 -- while xarray interprets this as the first milllisecond of February.** \n", - " \n", - "To get around this, note that we loaded data from February above, and we now subtract 12 hours from the time dimension. This means that, at least data is sitting in the correct month, and really helps to compute monthly climatologies correctly." + "Note that `aice_m` is the monthly average of fractional ice area in each grid cell aka the concentration. **To find the actual area of the ice we need to know the area of each cell. Unfortunately, CICE doesn't save this for us ... but the ocean model does.** So, let's load `area_t` from the ocean model, and rename the coordinates in our ice variable to match the ocean model. Then we can multiply the ice concentration with the cell area to get a total ice area." ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": { "tags": [] }, - "outputs": [], - "source": [ - "if MODEL =='cice5' :\n", - " sic['time'] = sic.time.to_pandas() - timedelta(hours = 12)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "sic = sic.sel(time=slice('1981','1990'))" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, "outputs": [ { "data": { @@ -1584,313 +4120,249 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'aice_m' (time: 120, nj: 2700, ni: 3600)> Size: 5GB\n",
    -       "dask.array<getitem, shape=(120, 2700, 3600), dtype=float32, chunksize=(1, 675, 900), chunktype=numpy.ndarray>\n",
    +       "
    <xarray.DataArray 'area_t' (yt_ocean: 2700, xt_ocean: 3600)> Size: 39MB\n",
    +       "array([[nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       ...,\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n",
            "Coordinates:\n",
    -       "  * time     (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n",
    -       "Dimensions without coordinates: nj, ni\n",
    +       "  * xt_ocean  (xt_ocean) float64 29kB -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n",
    +       "  * yt_ocean  (yt_ocean) float64 22kB -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n",
    +       "    geolon_t  (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n",
    +       "    geolat_t  (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n",
            "Attributes:\n",
    -       "    units:          1\n",
    -       "    long_name:      ice area  (aggregate)\n",
    -       "    coordinates:    TLON TLAT time\n",
    -       "    cell_measures:  area: tarea\n",
    -       "    cell_methods:   time: mean\n",
    -       "    time_rep:       averaged
    " - ], + " Grid Mappings: n/a" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sic.cf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have axes with cf compliant coordinates, we can select using `latitude` keywords." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "execution": { + "iopub.execute_input": "2023-10-02T04:31:53.852863Z", + "iopub.status.busy": "2023-10-02T04:31:53.851848Z", + "iopub.status.idle": "2023-10-02T04:31:53.862609Z", + "shell.execute_reply": "2023-10-02T04:31:53.861317Z", + "shell.execute_reply.started": "2023-10-02T04:31:53.852807Z" + } + }, + "source": [ + "# Sea Ice Area" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at a timeseries of SH sea ice area. Area is defined (per convention) as the sum of sea ice concentration multiply by the area of each grid cell (and masked for sea ice concentration above 15%)\n", + "\n", + "By convention, sea-ice area for a region or basin is the sum of the area's where concentration is greater than 15%. \n", + "We also need to drop geolon and geolat so we have unique longitude and latitude to reference" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { "text/plain": [ - " Size: 5GB\n", - "dask.array\n", "Coordinates:\n", - " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n", - "Dimensions without coordinates: nj, ni\n", - "Attributes:\n", - " units: 1\n", - " long_name: ice area (aggregate)\n", - " coordinates: TLON TLAT time\n", - " cell_measures: area: tarea\n", - " cell_methods: time: mean\n", - " time_rep: averaged" + " CF Axes: * X: ['xt_ocean']\n", + " * Y: ['yt_ocean']\n", + " Z, T: n/a\n", + "\n", + " CF Coordinates: * longitude: ['xt_ocean']\n", + " * latitude: ['yt_ocean']\n", + " vertical, time: n/a\n", + "\n", + " Cell Measures: area, volume: n/a\n", + "\n", + " Standard Names: n/a\n", + "\n", + " Bounds: n/a\n", + "\n", + " Grid Mappings: n/a" ] }, - "execution_count": 14, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "sic" + "sic = sic.where(sic >= 0.15)\n", + "\n", + "si_area = sic * area\n", + "\n", + "if MODEL=='cice5':\n", + " si_area = si_area.drop_vars({'geolon_t', 'geolat_t'})\n", + "\n", + "si_area.cf" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 18, "metadata": { "tags": [] }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/jobfs/137134251.gadi-pbs/ipykernel_2407140/1065503372.py:1: DeprecationWarning: Supplying chunks as dimension-order tuples is deprecated. It will raise an error in the future. Instead use a dict with dimension names as keys.\n", - " sic = sic.chunk([3, 'auto', 'auto'])\n" - ] - }, { "data": { "text/html": [ @@ -2264,18 +4736,10 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'aice_m' (time: 120, nj: 2700, ni: 3600)> Size: 5GB\n",
    -       "dask.array<rechunk-merge, shape=(120, 2700, 3600), dtype=float32, chunksize=(3, 2700, 3600), chunktype=numpy.ndarray>\n",
    +       "
    <xarray.DataArray (time: 120)> Size: 480B\n",
    +       "dask.array<sum-aggregate, shape=(120,), dtype=float32, chunksize=(3,), chunktype=numpy.ndarray>\n",
            "Coordinates:\n",
    -       "  * time     (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n",
    -       "Dimensions without coordinates: nj, ni\n",
    -       "Attributes:\n",
    -       "    units:          1\n",
    -       "    long_name:      ice area  (aggregate)\n",
    -       "    coordinates:    TLON TLAT time\n",
    -       "    cell_measures:  area: tarea\n",
    -       "    cell_methods:   time: mean\n",
    -       "    time_rep:       averaged
    " + " dtype='object', length=120, calendar='noleap', freq='ME'))
  • " ], "text/plain": [ - " Size: 5GB\n", - "dask.array\n", + " Size: 480B\n", + "dask.array\n", "Coordinates:\n", - " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n", - "Dimensions without coordinates: nj, ni\n", - "Attributes:\n", - " units: 1\n", - " long_name: ice area (aggregate)\n", - " coordinates: TLON TLAT time\n", - " cell_measures: area: tarea\n", - " cell_methods: time: mean\n", - " time_rep: averaged" + " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "SH_area = si_area.cf.sel(latitude=slice(-90, -45)).cf.sum(['latitude', 'longitude'])\n", + "NH_area = si_area.cf.sel(latitude=slice(45, 90)).cf.sum(['latitude', 'longitude'])\n", + "\n", + "SH_area" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we are using a repeat year forcing experiemnt, the sea ice cycle is very regular:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 38.30 MiB.\n", + "This may cause some slowdown.\n", + "Consider loading the data with Dask directly\n", + " or using futures or delayed objects to embed the data into the graph without repetition.\n", + "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "SH_area.plot(label = 'Antarctic')\n", + "NH_area.plot(label = 'Arctic')\n", + "\n", + "plt.legend(loc='lower right')\n", + "plt.ylabel('Sea Ice Area (km$^{2}$)');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And the seasonal cycle of sea-ice area:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 38.35 MiB.\n", + "This may cause some slowdown.\n", + "Consider loading the data with Dask directly\n", + " or using futures or delayed objects to embed the data into the graph without repetition.\n", + "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", + " warnings.warn(\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 38.35 MiB.\n", + "This may cause some slowdown.\n", + "Consider loading the data with Dask directly\n", + " or using futures or delayed objects to embed the data into the graph without repetition.\n", + "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Sea Ice Area (km$^{2}$)')" ] }, - "execution_count": 15, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "sic = sic.chunk([3, 'auto', 'auto'])\n", - "sic" + "SH_area.groupby('time.month').mean('time').plot(label='Antarctic')\n", + "NH_area.groupby('time.month').mean('time').plot(label='Arctic')\n", + "\n", + "plt.legend()\n", + "plt.ylabel('Sea Ice Area (km$^{2}$)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Note that `aice_m` is the monthly average of fractional ice area in each grid cell aka the concentration. **To find the actual area of the ice we need to know the area of each cell. Unfortunately, CICE doesn't save this for us ... but the ocean model does.** So, let's load `area_t` from the ocean model, and rename the coordinates in our ice variable to match the ocean model. Then we can multiply the ice concentration with the cell area to get a total ice area." + "# Making Maps" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we just plot a selected month now, you see that everything North of 65N is skewed. " ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 21, "metadata": { "tags": [] }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.subplot(projection = ccrs.PlateCarree())\n", + "\n", + "sic.sel(time='1985-08').plot(cmap = cmo.ice)\n", + "ax.coastlines()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Most of our work is in the Southern Ocean, so maybe we don't care. But if you are interested in the Arctic, then we need to account for the tri-polar ocean grid that out models use. The easiest way out of that is using contourf, and the passing the x and y coordinates.\n", + "\n", + "See [Making Maps with Cartopy](https://cosima-recipes.readthedocs.io/en/latest/Tutorials/Making_Maps_with_Cartopy.html) tutorial for more help with plotting!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We need the geolon and geolat fields from the model for the actual (two-pole) coordinates, instead of the model (three-pole) coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, "outputs": [ { "data": { @@ -2949,415 +5528,73 @@ " long_name: tracer cell area\n", " units: m^2\n", " valid_range: [0.e+00 1.e+15]\n", - " cell_methods: time: point
  • long_name :
    tracer cell area
    units :
    m^2
    valid_range :
    [0.e+00 1.e+15]
    cell_methods :
    time: point
  • " + ], "text/plain": [ + " Size: 39MB\n", + "array([[nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " ...,\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n", "Coordinates:\n", - " CF Axes: * X: ['xt_ocean']\n", - " * Y: ['yt_ocean']\n", - " Z, T: n/a\n", - "\n", - " CF Coordinates: * longitude: ['xt_ocean']\n", - " * latitude: ['yt_ocean']\n", - " vertical, time: n/a\n", - "\n", - " Cell Measures: area, volume: n/a\n", - "\n", - " Standard Names: n/a\n", - "\n", - " Bounds: n/a\n", - "\n", - " Grid Mappings: n/a" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "si_area.cf" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "SH_area = si_area.cf.sel(latitude=slice(-90, -45)).cf.sum(['latitude', 'longitude'])\n", - "NH_area = si_area.cf.sel(latitude=slice(45, 90)).cf.sum(['latitude', 'longitude'])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we are using a repeat year forcing experiemnt, the sea ice cycle is very regular:" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 38.30 MiB.\n", - "This may cause some slowdown.\n", - "Consider loading the data with Dask directly\n", - " or using futures or delayed objects to embed the data into the graph without repetition.\n", - "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "SH_area.plot(label = 'Antarctic')\n", - "NH_area.plot(label = 'Arctic')\n", - "\n", - "plt.legend(loc='lower right')\n", - "plt.ylabel('Sea Ice Area (km$^{2}$)');" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "And the seasonal cycle of sea-ice area:" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 38.35 MiB.\n", - "This may cause some slowdown.\n", - "Consider loading the data with Dask directly\n", - " or using futures or delayed objects to embed the data into the graph without repetition.\n", - "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", - " warnings.warn(\n", - "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 38.35 MiB.\n", - "This may cause some slowdown.\n", - "Consider loading the data with Dask directly\n", - " or using futures or delayed objects to embed the data into the graph without repetition.\n", - "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Sea Ice Area (km$^{2}$)')" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "SH_area.groupby('time.month').mean('time').plot(label='Antarctic')\n", - "NH_area.groupby('time.month').mean('time').plot(label='Arctic')\n", - "\n", - "plt.legend()\n", - "plt.ylabel('Sea Ice Area (km$^{2}$)')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Making Maps" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If we just plot a selected month now, you see that everything North of 65N is skewed. " - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" + " * xt_ocean (xt_ocean) float64 29kB -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n", + " * yt_ocean (yt_ocean) float64 22kB -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n", + " geolon_t (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n", + " geolat_t (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n", + "Attributes:\n", + " long_name: tracer cell area\n", + " units: m^2\n", + " valid_range: [0.e+00 1.e+15]\n", + " cell_methods: time: point" ] }, - "execution_count": 26, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "ax = plt.subplot(projection = ccrs.PlateCarree())\n", - "\n", - "sic.sel(time='1985-08').plot(cmap = cmo.ice)\n", - "ax.coastlines()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Most of our work is in the Southern Ocean, so maybe we don't care. But if you are interested in the Arctic, then we need to account for the tri-polar ocean grid that out models use. The easiest way out of that is using contourf, and the passing the x and y coordinates.\n", - "\n", - "See [Making Maps with Cartopy](https://cosima-recipes.readthedocs.io/en/latest/Tutorials/Making_Maps_with_Cartopy.html) tutorial for more help with plotting!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We need the geolon and geolat fields from the model for the actual (two-pole) coordinates, instead of the model (three-pole) coordinates." + "area" ] }, { @@ -3383,7 +5620,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": { "tags": [] }, @@ -3391,10 +5628,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 27, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, @@ -3432,7 +5669,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": { "tags": [] }, @@ -3474,19 +5711,11 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": { "tags": [] }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/cartopy/io/__init__.py:241: DownloadWarning: Downloading: https://naturalearth.s3.amazonaws.com/50m_physical/ne_50m_land.zip\n", - " warnings.warn(f'Downloading: {url}', DownloadWarning)\n" - ] - }, { "data": { "image/png": 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", @@ -3513,21 +5742,14 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 29, "metadata": { - "execution": { - "iopub.execute_input": "2024-06-21T05:41:48.249306Z", - "iopub.status.busy": "2024-06-21T05:41:48.249117Z", - "iopub.status.idle": "2024-06-21T05:42:33.530009Z", - "shell.execute_reply": "2024-06-21T05:42:33.528746Z", - "shell.execute_reply.started": "2024-06-21T05:41:48.249288Z" - }, "tags": [] }, "outputs": [ { "data": { - "image/png": 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", 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    " ] @@ -3574,6 +5796,22 @@ "plt.savefig('MyFirstSeaIcePlot.png', dpi = 300)\n", "```" ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "client.close()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/Recipes/Sea_Ice_Coordinates_SIS2.ipynb b/Recipes/Sea_Ice_Coordinates_SIS2.ipynb new file mode 100644 index 00000000..64751ee1 --- /dev/null +++ b/Recipes/Sea_Ice_Coordinates_SIS2.ipynb @@ -0,0 +1,6290 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sea ice plotting examples" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This script shows how to load and plot sea ice concentration from sea ice models (CICE5, and SIS2) output, while also indicating how to get around some of the pitfalls and foibles in CICE temporal and spatial gridding.\n", + "\n", + "Requirements: The `conda/analysis3` module from `/g/data/xp65/public/modules`. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Firstly, load modules:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import intake\n", + "from dask.distributed import Client\n", + "from datetime import timedelta\n", + "import cf_xarray as cfxr\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import cartopy.crs as ccrs\n", + "import cartopy.feature as cfeature\n", + "import numpy as np\n", + "import matplotlib.path as mpath\n", + "import cmocean.cm as cmo" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    Worker: 4

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    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:40065\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/37529/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:34553\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-9r9gnem1\n", + "
    \n", + "
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    \n", + "
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    Worker: 5

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:46501\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/45613/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:36821\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-emnr4wvz\n", + "
    \n", + "
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    Worker: 6

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:33979\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/32921/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:40295\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-ylbjicrs\n", + "
    \n", + "
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    Worker: 7

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:40701\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/35623/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:45689\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-tq4gvaqx\n", + "
    \n", + "
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    Worker: 8

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:44165\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/44733/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:35795\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-zv40x79j\n", + "
    \n", + "
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    Worker: 9

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:33949\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/36739/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:37877\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-omcrss_a\n", + "
    \n", + "
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    Worker: 10

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:41991\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/36503/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:39239\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-fmtelh66\n", + "
    \n", + "
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    \n", + "
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    \n", + "
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    Worker: 11

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:35007\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/42341/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:37851\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-t6o1ygt3\n", + "
    \n", + "
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    \n", + "
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    \n", + "
    \n", + "
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    Worker: 12

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:35943\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/35403/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:45121\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-bn9spccc\n", + "
    \n", + "
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    \n", + "
    \n", + "
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    Worker: 13

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:42485\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/37247/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:43001\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-8k87svjx\n", + "
    \n", + "
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    \n", + "
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    \n", + "
    \n", + "
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    Worker: 14

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:42517\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/37503/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:36839\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-z75_4s_d\n", + "
    \n", + "
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    \n", + "
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    \n", + "
    \n", + "
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    Worker: 15

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:41907\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/43181/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:33153\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-26k0ktzr\n", + "
    \n", + "
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    \n", + "
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    \n", + "
    \n", + "
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    Worker: 16

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:41427\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/34823/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:41503\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-nw931788\n", + "
    \n", + "
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    \n", + "
    \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 17

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:36445\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/37333/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:36563\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-wvnrppv_\n", + "
    \n", + "
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    \n", + "
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    \n", + "
    \n", + "
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    Worker: 18

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:41291\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/39487/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:40911\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-dzn_nstx\n", + "
    \n", + "
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    \n", + "
    \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 19

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:44019\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/37011/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:40355\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-bt_7afz0\n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 20

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:42315\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/42123/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:38293\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-6qklhr0u\n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 21

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:42125\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/40147/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:33025\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-6mwgrsut\n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 22

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:39319\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/44493/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:36979\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-31gwkkr9\n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 23

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:41715\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/41657/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:42463\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-38qtgucp\n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 24

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:34035\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/38359/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:39815\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-dn31bakf\n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 25

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:44945\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/39841/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:41285\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-y8p8qojl\n", + "
    \n", + "
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    \n", + "
    \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 26

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:37601\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/43191/status\n", + " \n", + " Memory: 4.47 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:46225\n", + "
    \n", + " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-e2142l6w\n", + "
    \n", + "
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    \n", + "
    \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 27

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    " + ], + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "client = Client(threads_per_worker=1)\n", + "client" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'/proxy/8787/status'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "client.dashboard_link" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Choose a model to use. Note that the `sis2` model is smaller than the `cice5` model, so may be easier to use if you have limited computing power." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#Choose which model we are working with\n", + "# MODEL='cice5'\n", + "MODEL='sis2'" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "Open the catalog" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "catalog = intake.cat.access_nri" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The dictionary below specifies experiment, start and ending times for each model we can use (CICE5 with MOM5 or SIS2 with MOM6). This example will work with RYF forcing experiments and sea ice concentration variable, which is called `aice_m` in mom5 and `siconc` in mom6.\n", + "\n", + "If you want a different experiment, or a different time period, change the necessary values. Note that we are just loading the last 10 years here.\n", + "\n", + "Note also the `decode_coords=False` flag. **This gets around some messy issues with the way xarray decides to load CICE grids**:" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "sic_args = {\n", + " \"cice5\": { #cice5 is part of ACCESS-OM2\n", + " \"expt\": \"01deg_jra55v13_ryf9091\",\n", + " \"variable\": \"aice_m\",\n", + " \"decode_coords\": False\n", + " },\n", + " \"sis2\": { #sis2 is used for testing MOM6\n", + " \"expt\": \"OM4_025.JRA_RYF\",\n", + " \"variable\": \"siconc\",\n", + " \"decode_coords\": False\n", + " },\n", + " #In the future, we will add a CICE6 option (i.e. the future ACCESS-OM3)\n", + "}\n", + "\n", + "area_variable = {\n", + " \"cice5\": \"area_t\" ,\n", + " \"sis2\": \"areacello\"\n", + "}\n", + "\n", + "geo_variables = {\n", + " \"cice5\":['geolon_t', 'geolat_t'] ,\n", + " \"sis2\": ['geolon', 'geolat']\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "

    OM4_025.JRA_RYF catalog with 12 dataset(s) from 1140 asset(s):

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    unique
    filename1140
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    variable119
    variable_long_name109
    variable_standard_name50
    variable_cell_methods30
    variable_units30
    realm2
    derived_variable0
    \n", + "
    " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cat_subset = catalog[sic_args[MODEL]['expt']]\n", + "cat_subset" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "

    OM4_025.JRA_RYF catalog with 1 dataset(s) from 95 asset(s):

    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    unique
    filename95
    file_id1
    path95
    filename_timestamp95
    frequency1
    start_date95
    end_date95
    variable12
    variable_long_name12
    variable_standard_name1
    variable_cell_methods2
    variable_units7
    realm1
    derived_variable0
    \n", + "
    " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "var_search = cat_subset.search(variable=sic_args[MODEL]['variable'], frequency=\"1mon\")\n", + "var_search" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:82: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " ds = xr.open_dataset(url, **xarray_open_kwargs)\n" + ] + } + ], + "source": [ + "darray = var_search.to_dask( \n", + " xarray_open_kwargs=dict(\n", + " decode_coords = sic_args[MODEL]['decode_coords']\n", + " ) , \n", + " xarray_combine_by_coords_kwargs=dict(\n", + " compat=\"override\",\n", + " data_vars=\"minimal\",\n", + " coords=\"minimal\"\n", + " )\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    <xarray.DataArray 'siconc' (time: 1140, yT: 1080, xT: 1440)> Size: 7GB\n",
    +       "dask.array<concatenate, shape=(1140, 1080, 1440), dtype=float32, chunksize=(1, 540, 720), chunktype=numpy.ndarray>\n",
    +       "Coordinates:\n",
    +       "  * xT       (xT) float64 12kB -299.7 -299.5 -299.2 -299.0 ... 59.53 59.78 60.03\n",
    +       "  * yT       (yT) float64 9kB -80.39 -80.31 -80.23 -80.15 ... 89.73 89.84 89.95\n",
    +       "  * time     (time) object 9kB 1900-01-16 12:00:00 ... 1994-12-16 12:00:00\n",
    +       "Attributes:\n",
    +       "    units:          0-1\n",
    +       "    long_name:      ice concentration\n",
    +       "    cell_methods:   time: mean\n",
    +       "    time_avg_info:  average_T1,average_T2,average_DT
    " + ], + "text/plain": [ + " Size: 7GB\n", + "dask.array\n", + "Coordinates:\n", + " * xT (xT) float64 12kB -299.7 -299.5 -299.2 -299.0 ... 59.53 59.78 60.03\n", + " * yT (yT) float64 9kB -80.39 -80.31 -80.23 -80.15 ... 89.73 89.84 89.95\n", + " * time (time) object 9kB 1900-01-16 12:00:00 ... 1994-12-16 12:00:00\n", + "Attributes:\n", + " units: 0-1\n", + " long_name: ice concentration\n", + " cell_methods: time: mean\n", + " time_avg_info: average_T1,average_T2,average_DT" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "darray = darray[sic_args[MODEL]['variable']]\n", + "sic = darray\n", + "sic" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Another messy thing about CICE is that it thinks that monthly data for, say, January occurs at midnight on Jan 31 -- while xarray interprets this as the first milllisecond of February.** \n", + " \n", + "To get around this, note that we loaded data from February above, and we now subtract 12 hours from the time dimension. This means that, at least data is sitting in the correct month, and really helps to compute monthly climatologies correctly." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "if MODEL =='cice5' :\n", + " sic['time'] = sic.time.to_pandas() - timedelta(hours = 12)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    <xarray.DataArray 'siconc' (time: 120, yT: 1080, xT: 1440)> Size: 746MB\n",
    +       "dask.array<getitem, shape=(120, 1080, 1440), dtype=float32, chunksize=(1, 540, 720), chunktype=numpy.ndarray>\n",
    +       "Coordinates:\n",
    +       "  * xT       (xT) float64 12kB -299.7 -299.5 -299.2 -299.0 ... 59.53 59.78 60.03\n",
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    +       "  * time     (time) object 960B 1981-01-16 12:00:00 ... 1990-12-16 12:00:00\n",
    +       "Attributes:\n",
    +       "    units:          0-1\n",
    +       "    long_name:      ice concentration\n",
    +       "    cell_methods:   time: mean\n",
    +       "    time_avg_info:  average_T1,average_T2,average_DT
    " + ], + "text/plain": [ + " Size: 746MB\n", + "dask.array\n", + "Coordinates:\n", + " * xT (xT) float64 12kB -299.7 -299.5 -299.2 -299.0 ... 59.53 59.78 60.03\n", + " * yT (yT) float64 9kB -80.39 -80.31 -80.23 -80.15 ... 89.73 89.84 89.95\n", + " * time (time) object 960B 1981-01-16 12:00:00 ... 1990-12-16 12:00:00\n", + "Attributes:\n", + " units: 0-1\n", + " long_name: ice concentration\n", + " cell_methods: time: mean\n", + " time_avg_info: average_T1,average_T2,average_DT" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sic = sic.sel(time=slice('1981','1990'))\n", + "sic" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    <xarray.DataArray 'siconc' (time: 120, yT: 1080, xT: 1440)> Size: 746MB\n",
    +       "dask.array<rechunk-merge, shape=(120, 1080, 1440), dtype=float32, chunksize=(3, 1080, 1440), chunktype=numpy.ndarray>\n",
    +       "Coordinates:\n",
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    +       "  * time     (time) object 960B 1981-01-16 12:00:00 ... 1990-12-16 12:00:00\n",
    +       "Attributes:\n",
    +       "    units:          0-1\n",
    +       "    long_name:      ice concentration\n",
    +       "    cell_methods:   time: mean\n",
    +       "    time_avg_info:  average_T1,average_T2,average_DT
    " + ], + "text/plain": [ + " Size: 746MB\n", + "dask.array\n", + "Coordinates:\n", + " * xT (xT) float64 12kB -299.7 -299.5 -299.2 -299.0 ... 59.53 59.78 60.03\n", + " * yT (yT) float64 9kB -80.39 -80.31 -80.23 -80.15 ... 89.73 89.84 89.95\n", + " * time (time) object 960B 1981-01-16 12:00:00 ... 1990-12-16 12:00:00\n", + "Attributes:\n", + " units: 0-1\n", + " long_name: ice concentration\n", + " cell_methods: time: mean\n", + " time_avg_info: average_T1,average_T2,average_DT" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "if MODEL == \"cice5\":\n", + " time_chunk = 3\n", + " coords = [\"nj\", \"ni\"]\n", + "elif MODEL == \"sis2\":\n", + " time_chunk = 3\n", + " coords = [\"yT\", \"xT\"]\n", + "\n", + "chunk_dict = {k: -1 for k in coords}\n", + "chunk_dict[\"time\"] = time_chunk\n", + "\n", + "sic = sic.chunk(chunk_dict)\n", + "sic" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that `aice_m` is the monthly average of fractional ice area in each grid cell aka the concentration. **To find the actual area of the ice we need to know the area of each cell. Unfortunately, CICE doesn't save this for us ... but the ocean model does.** So, let's load `area_t` from the ocean model, and rename the coordinates in our ice variable to match the ocean model. Then we can multiply the ice concentration with the cell area to get a total ice area." + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    <xarray.Dataset> Size: 19MB\n",
    +       "Dimensions:    (yh: 1080, xh: 1440)\n",
    +       "Coordinates:\n",
    +       "  * xh         (xh) float64 12kB -299.7 -299.5 -299.2 ... 59.53 59.78 60.03\n",
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    +       "    title:                                    #\n",
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    +       "    intake_esm_vars:                          ['xh', 'yh', 'time', 'xq', 'yq'...\n",
    +       "    intake_esm_attrs:filename:                19000101.ocean_static.nc\n",
    +       "    ...                                       ...\n",
    +       "    intake_esm_attrs:variable_standard_name:  ,,,,,cell_area,sea_floor_depth_...\n",
    +       "    intake_esm_attrs:variable_cell_methods:   ,,,,,area:sum yh:sum xh:sum tim...\n",
    +       "    intake_esm_attrs:variable_units:          degrees_east,degrees_north,days...\n",
    +       "    intake_esm_attrs:realm:                   ocean\n",
    +       "    intake_esm_attrs:_data_format_:           netcdf\n",
    +       "    intake_esm_dataset_key:                   XXXXXXXX_ocean_static.fx
    " + ], + "text/plain": [ + " Size: 19MB\n", + "Dimensions: (yh: 1080, xh: 1440)\n", + "Coordinates:\n", + " * xh (xh) float64 12kB -299.7 -299.5 -299.2 ... 59.53 59.78 60.03\n", + " * yh (yh) float64 9kB -80.39 -80.31 -80.23 ... 89.73 89.84 89.95\n", + "Data variables:\n", + " areacello (yh, xh) float32 6MB nan nan nan ... 3.27e+06 2.097e+06 9.053e+05\n", + " geolon (yh, xh) float32 6MB nan nan nan nan nan ... 60.0 60.0 60.0 60.0\n", + " geolat (yh, xh) float32 6MB nan nan nan nan ... 64.44 64.33 64.22 64.11\n", + "Attributes: (12/20)\n", + " NumFilesInSet: 1\n", + " title: #\n", + " grid_type: regular\n", + " grid_tile: N/A\n", + " intake_esm_vars: ['xh', 'yh', 'time', 'xq', 'yq'...\n", + " intake_esm_attrs:filename: 19000101.ocean_static.nc\n", + " ... ...\n", + " intake_esm_attrs:variable_standard_name: ,,,,,cell_area,sea_floor_depth_...\n", + " intake_esm_attrs:variable_cell_methods: ,,,,,area:sum yh:sum xh:sum tim...\n", + " intake_esm_attrs:variable_units: degrees_east,degrees_north,days...\n", + " intake_esm_attrs:realm: ocean\n", + " intake_esm_attrs:_data_format_: netcdf\n", + " intake_esm_dataset_key: XXXXXXXX_ocean_static.fx" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "var_search = cat_subset.search(variable=[area_variable[MODEL], ] + geo_variables[MODEL])\n", + "var_search = var_search.search(path=var_search.df['path'][0])\n", + "var_search\n", + "darray = var_search.to_dask()\n", + "# darray\n", + "darray = darray[[area_variable[MODEL], ] + geo_variables[MODEL]]\n", + "# darray\n", + "area = darray.load()\n", + "area" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our CICE data is missing x&y coordinate values, so we can also get them from area_t" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So that our new coordinates are recognised as cf standard, we also need to copy the attributes. This notebook is designed to use `cf-xarray`. This means the rest of the notebook is [Model Agnostic](https://cosima-recipes.readthedocs.io/en/latest/Tutorials/Model_Agnostic_Analysis.html).\n", + "\n", + "We now need to match the incoming area data to the sea ice data through coordinate names:" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "if MODEL =='cice5' :\n", + " # Bring the latitude, longitude values into the main data (replace the indices)\n", + " sic.coords['ni'] = area['xt_ocean'].values\n", + " sic.coords['nj'] = area['yt_ocean'].values\n", + "\n", + " sic.ni.attrs = area.xt_ocean.attrs\n", + " sic.nj.attrs = area.yt_ocean.attrs\n", + " \n", + " sic = sic.rename(({'ni': 'xt_ocean', 'nj': 'yt_ocean'}))\n", + "\n", + "elif MODEL == \"sis2\":\n", + "\n", + " # The SIS2 main data already has the real latitude, longitude values - just need to rename\n", + " # them so they match the names in the area data\n", + " sic = sic.rename(({\"xT\": \"xh\", \"yT\": \"yh\"}))" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Coordinates:\n", + " CF Axes: * X: ['xh']\n", + " * Y: ['yh']\n", + " * T: ['time']\n", + " Z: n/a\n", + "\n", + " CF Coordinates: * longitude: ['xh']\n", + " * latitude: ['yh']\n", + " * time: ['time']\n", + " vertical: n/a\n", + "\n", + " Cell Measures: area, volume: n/a\n", + "\n", + " Standard Names: n/a\n", + "\n", + " Bounds: n/a\n", + "\n", + " Grid Mappings: n/a" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sic.cf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have axes with cf compliant coordinates, we can select using `latitude` keywords." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "execution": { + "iopub.execute_input": "2023-10-02T04:31:53.852863Z", + "iopub.status.busy": "2023-10-02T04:31:53.851848Z", + "iopub.status.idle": "2023-10-02T04:31:53.862609Z", + "shell.execute_reply": "2023-10-02T04:31:53.861317Z", + "shell.execute_reply.started": "2023-10-02T04:31:53.852807Z" + } + }, + "source": [ + "# Sea Ice Area" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at a timeseries of SH sea ice area. Area is defined (per convention) as the sum of sea ice concentration multiply by the area of each grid cell (and masked for sea ice concentration above 15%)\n", + "\n", + "By convention, sea-ice area for a region or basin is the sum of the area's where concentration is greater than 15%. \n", + "We also need to drop geolon and geolat so we have unique longitude and latitude to reference" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Coordinates:\n", + " CF Axes: * X: ['xh']\n", + " * Y: ['yh']\n", + " * T: ['time']\n", + " Z: n/a\n", + "\n", + " CF Coordinates: * longitude: ['xh']\n", + " * latitude: ['yh']\n", + " * time: ['time']\n", + " vertical: n/a\n", + "\n", + " Cell Measures: area, volume: n/a\n", + "\n", + " Standard Names: n/a\n", + "\n", + " Bounds: n/a\n", + "\n", + " Grid Mappings: n/a\n", + "\n", + "Data Variables:\n", + " Cell Measures: area, volume: n/a\n", + "\n", + " Standard Names: n/a\n", + "\n", + " Bounds: n/a\n", + "\n", + " Grid Mappings: n/a" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sic = sic.where(sic >= 0.15)\n", + "\n", + "si_area = sic * area\n", + "\n", + "if MODEL=='cice5':\n", + " si_area = si_area.drop_vars({'geolon_t', 'geolat_t'})\n", + "\n", + "si_area.cf" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    <xarray.Dataset> Size: 2kB\n",
    +       "Dimensions:    (time: 120)\n",
    +       "Coordinates:\n",
    +       "  * time       (time) object 960B 1981-01-16 12:00:00 ... 1990-12-16 12:00:00\n",
    +       "Data variables:\n",
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    +       "    geolon     (time) float32 480B dask.array<chunksize=(3,), meta=np.ndarray>\n",
    +       "    geolat     (time) float32 480B dask.array<chunksize=(3,), meta=np.ndarray>
    " + ], + "text/plain": [ + " Size: 2kB\n", + "Dimensions: (time: 120)\n", + "Coordinates:\n", + " * time (time) object 960B 1981-01-16 12:00:00 ... 1990-12-16 12:00:00\n", + "Data variables:\n", + " areacello (time) float32 480B dask.array\n", + " geolon (time) float32 480B dask.array\n", + " geolat (time) float32 480B dask.array" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "SH_area = si_area.cf.sel(latitude=slice(-90, -45)).cf.sum(['latitude', 'longitude'])\n", + "NH_area = si_area.cf.sel(latitude=slice(45, 90)).cf.sum(['latitude', 'longitude'])\n", + "\n", + "SH_area" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we are using a repeat year forcing experiemnt, the sea ice cycle is very regular:" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "SH_area[\"areacello\"].plot(label = 'Antarctic')\n", + "NH_area[\"areacello\"].plot(label = 'Arctic')\n", + "\n", + "plt.legend(loc='lower right')\n", + "plt.ylabel('Sea Ice Area (km$^{2}$)');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And the seasonal cycle of sea-ice area:" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Sea Ice Area (km$^{2}$)')" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "SH_area[\"areacello\"].groupby('time.month').mean('time').plot(label='Antarctic')\n", + "NH_area[\"areacello\"].groupby('time.month').mean('time').plot(label='Arctic')\n", + "\n", + "plt.legend()\n", + "plt.ylabel('Sea Ice Area (km$^{2}$)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Making Maps" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we just plot a selected month now, you see that everything North of 65N is skewed. " + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.subplot(projection = ccrs.PlateCarree())\n", + "\n", + "sic.sel(time='1985-08').plot(cmap = cmo.ice)\n", + "ax.coastlines()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Most of our work is in the Southern Ocean, so maybe we don't care. But if you are interested in the Arctic, then we need to account for the tri-polar ocean grid that out models use. The easiest way out of that is using contourf, and the passing the x and y coordinates.\n", + "\n", + "See [Making Maps with Cartopy](https://cosima-recipes.readthedocs.io/en/latest/Tutorials/Making_Maps_with_Cartopy.html) tutorial for more help with plotting!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We need the geolon and geolat fields from the model for the actual (two-pole) coordinates, instead of the model (three-pole) coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    +       "Dimensions:    (yh: 1080, xh: 1440)\n",
    +       "Coordinates:\n",
    +       "  * xh         (xh) float64 12kB -299.7 -299.5 -299.2 ... 59.53 59.78 60.03\n",
    +       "  * yh         (yh) float64 9kB -80.39 -80.31 -80.23 ... 89.73 89.84 89.95\n",
    +       "Data variables:\n",
    +       "    areacello  (yh, xh) float32 6MB nan nan nan ... 3.27e+06 2.097e+06 9.053e+05\n",
    +       "    geolon     (yh, xh) float32 6MB nan nan nan nan nan ... 60.0 60.0 60.0 60.0\n",
    +       "    geolat     (yh, xh) float32 6MB nan nan nan nan ... 64.44 64.33 64.22 64.11\n",
    +       "Attributes: (12/20)\n",
    +       "    NumFilesInSet:                            1\n",
    +       "    title:                                    #\n",
    +       "    grid_type:                                regular\n",
    +       "    grid_tile:                                N/A\n",
    +       "    intake_esm_vars:                          ['xh', 'yh', 'time', 'xq', 'yq'...\n",
    +       "    intake_esm_attrs:filename:                19000101.ocean_static.nc\n",
    +       "    ...                                       ...\n",
    +       "    intake_esm_attrs:variable_standard_name:  ,,,,,cell_area,sea_floor_depth_...\n",
    +       "    intake_esm_attrs:variable_cell_methods:   ,,,,,area:sum yh:sum xh:sum tim...\n",
    +       "    intake_esm_attrs:variable_units:          degrees_east,degrees_north,days...\n",
    +       "    intake_esm_attrs:realm:                   ocean\n",
    +       "    intake_esm_attrs:_data_format_:           netcdf\n",
    +       "    intake_esm_dataset_key:                   XXXXXXXX_ocean_static.fx
    " + ], + "text/plain": [ + " Size: 19MB\n", + "Dimensions: (yh: 1080, xh: 1440)\n", + "Coordinates:\n", + " * xh (xh) float64 12kB -299.7 -299.5 -299.2 ... 59.53 59.78 60.03\n", + " * yh (yh) float64 9kB -80.39 -80.31 -80.23 ... 89.73 89.84 89.95\n", + "Data variables:\n", + " areacello (yh, xh) float32 6MB nan nan nan ... 3.27e+06 2.097e+06 9.053e+05\n", + " geolon (yh, xh) float32 6MB nan nan nan nan nan ... 60.0 60.0 60.0 60.0\n", + " geolat (yh, xh) float32 6MB nan nan nan nan ... 64.44 64.33 64.22 64.11\n", + "Attributes: (12/20)\n", + " NumFilesInSet: 1\n", + " title: #\n", + " grid_type: regular\n", + " grid_tile: N/A\n", + " intake_esm_vars: ['xh', 'yh', 'time', 'xq', 'yq'...\n", + " intake_esm_attrs:filename: 19000101.ocean_static.nc\n", + " ... ...\n", + " intake_esm_attrs:variable_standard_name: ,,,,,cell_area,sea_floor_depth_...\n", + " intake_esm_attrs:variable_cell_methods: ,,,,,area:sum yh:sum xh:sum tim...\n", + " intake_esm_attrs:variable_units: degrees_east,degrees_north,days...\n", + " intake_esm_attrs:realm: ocean\n", + " intake_esm_attrs:_data_format_: netcdf\n", + " intake_esm_dataset_key: XXXXXXXX_ocean_static.fx" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "area" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "sic=sic.assign_coords({\n", + " 'geolat': area.geolat,\n", + " 'geolon': area.geolon\n", + "})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use contourf, and the geolon and geolat fields" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.subplot(projection=ccrs.PlateCarree())\n", + "\n", + "sic.sel(time='1985-08').squeeze('time').plot.contourf(\n", + " transform = ccrs.PlateCarree(),\n", + " x = 'geolon',\n", + " y = 'geolat',\n", + " levels = 33,\n", + " cmap = cmo.ice\n", + ")\n", + "\n", + "ax.coastlines()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using cartopy, we can make Polar Stereographic plots of sea ice concentration for a selected month, as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def plot_si_conc(data):\n", + " \"\"\" A function for plotting tri-polar data\"\"\"\n", + " ax = plt.gca()\n", + "\n", + " # Map the plot boundaries to a circle\n", + " theta = np.linspace(0, 2*np.pi, 100)\n", + " center, radius = [0.5, 0.5], 0.5\n", + " verts = np.vstack([np.sin(theta), np.cos(theta)]).T\n", + " circle = mpath.Path(verts * radius + center)\n", + " ax.set_boundary(circle, transform=ax.transAxes)\n", + "\n", + " # Add land features and gridlines\n", + " ax.add_feature(cfeature.NaturalEarthFeature('physical', 'land', '50m', edgecolor='black',\n", + " facecolor = 'gainsboro'), zorder = 2)\n", + "\n", + " data.plot.contourf(\n", + " transform = ccrs.PlateCarree(),\n", + " x = 'geolon', \n", + " y = 'geolat', \n", + " levels = np.arange(0.15, 1.05, 0.05),\n", + " cmap = cmo.ice,\n", + " cbar_kwargs = {\n", + " 'label':'Sea Ice Concentration'\n", + " }\n", + " )\n", + "\n", + " gl = ax.gridlines(\n", + " draw_labels=True, linewidth=1, color='gray', alpha=0.2, linestyle='--',\n", + " ylocs = np.arange(-80, 81, 10)\n", + " )\n", + "\n", + " ax.coastlines()" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_sh_si_conc():\n", + " ax = plt.subplot(projection=ccrs.SouthPolarStereo())\n", + "\n", + " ax.set_extent([-180, 180, -90, -50], crs=ccrs.PlateCarree())\n", + "\n", + " plot_si_conc(\n", + " sic.cf.sel(time='1985-08').squeeze('time')\n", + " )\n", + "\n", + "plot_sh_si_conc()" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_nh_si_conc():\n", + " ax = plt.subplot(projection=ccrs.NorthPolarStereo(central_longitude=-45))\n", + " \n", + " ax.set_extent([-180, 180, 40, 90], crs=ccrs.PlateCarree())\n", + "\n", + " plot_si_conc(\n", + " sic.cf.sel(time='1985-02').squeeze('time')\n", + " )\n", + "\n", + "plot_nh_si_conc()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once we are happy with your plot, we can save the plot to disk using `plt.savefig('filepath/filename')` function at the end of the cell containing the plot we want to save, as shown below. Note that your filename must contain the file (e.g., pdf, jpeg, png, etc.). \n", + "For more information on the options available to save figures refer to [Matplotlib documentation](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.savefig.html)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "execution": { + "iopub.status.busy": "2023-10-02T04:38:30.214407Z", + "iopub.status.idle": "2023-10-02T04:38:30.214614Z", + "shell.execute_reply": "2023-10-02T04:38:30.214511Z", + "shell.execute_reply.started": "2023-10-02T04:38:30.214502Z" + }, + "tags": [] + }, + "source": [ + "```python\n", + "plot_sh_si_conc()\n", + "plt.savefig('MyFirstSeaIcePlot.png', dpi = 300)\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "ename": "TimeoutError", + "evalue": "timed out after 60 s.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTimeoutError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[100], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mclose\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:1997\u001b[0m, in \u001b[0;36mClient.close\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 1994\u001b[0m coro \u001b[38;5;241m=\u001b[39m wait_for(coro, timeout)\n\u001b[1;32m 1995\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m coro\n\u001b[0;32m-> 1997\u001b[0m \u001b[43msync\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mloop\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_close\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfast\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcallback_timeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1998\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstatus \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mclosed\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 2000\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_is_finalizing():\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/utils.py:433\u001b[0m, in \u001b[0;36msync\u001b[0;34m(loop, func, callback_timeout, *args, **kwargs)\u001b[0m\n\u001b[1;32m 431\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m timeout \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 432\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m wait(timeout):\n\u001b[0;32m--> 433\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTimeoutError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimed out after \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtimeout\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m s.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 434\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 435\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m e\u001b[38;5;241m.\u001b[39mis_set():\n", + "\u001b[0;31mTimeoutError\u001b[0m: timed out after 60 s." + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-03-20 14:43:05,277 - distributed.client - ERROR - \n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/utils.py\", line 805, in wrapper\n", + " return await func(*args, **kwargs)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py\", line 1944, in _close\n", + " await self.cluster.close()\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/deploy/spec.py\", line 448, in _close\n", + " await self._correct_state()\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/deploy/spec.py\", line 359, in _correct_state_internal\n", + " await asyncio.gather(*tasks)\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/nanny.py\", line 619, in close\n", + " await self.kill(timeout=timeout, reason=reason)\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/nanny.py\", line 400, in kill\n", + " await self.process.kill(reason=reason, timeout=timeout)\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/nanny.py\", line 843, in kill\n", + " await self.running.wait()\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/asyncio/locks.py\", line 213, in wait\n", + " await fut\n", + "asyncio.exceptions.CancelledError\n" + ] + } + ], + "source": [ + "client.close()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.11" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From e1f5121d6445e5990767809603eb1908f13c0a13 Mon Sep 17 00:00:00 2001 From: Marc White Date: Mon, 24 Mar 2025 13:13:58 +1100 Subject: [PATCH 08/16] Working versions for both models, with coord addition for SIS2 --- Recipes/Sea_Ice_Coordinates_CICE5.ipynb | 1083 ++++--------------- Recipes/Sea_Ice_Coordinates_SIS2.ipynb | 1290 ++++------------------- 2 files changed, 451 insertions(+), 1922 deletions(-) diff --git a/Recipes/Sea_Ice_Coordinates_CICE5.ipynb b/Recipes/Sea_Ice_Coordinates_CICE5.ipynb index 4f08f70d..5bc4903a 100644 --- a/Recipes/Sea_Ice_Coordinates_CICE5.ipynb +++ b/Recipes/Sea_Ice_Coordinates_CICE5.ipynb @@ -51,772 +51,132 @@ "tags": [] }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/node.py:187: UserWarning: Port 8787 is already in use.\n", - "Perhaps you already have a cluster running?\n", - "Hosting the HTTP server on port 34847 instead\n", - " warnings.warn(\n" - ] - }, { "data": { "text/html": [ "
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    \n", - " Comm: tcp://127.0.0.1:45475\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/42075/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:36289\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-405mljrm\n", - "
    Connection method: Cluster objectCluster type: distributed.LocalCluster
    \n", - "
    \n", - "
    \n", - "
    \n", " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 11

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", "\n", - " \n", + "
    \n", - " Comm: tcp://127.0.0.1:35143\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/33711/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:39957\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-sbd0k72x\n", - "
    \n", + " Dashboard: /proxy/8787/status\n", + "
    \n", "\n", - " \n", + " \n", + " \n", + " \n", "\n", - " \n", - "
    \n", - "
    \n", - "
    \n", " \n", - "
    \n", - "
    \n", - "
    \n", "
    \n", - " \n", - "

    Worker: 12

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + "

    Cluster Info

    \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + "

    LocalCluster

    \n", + "

    bb1135ec

    \n", + "
    \n", - " Comm: tcp://127.0.0.1:37699\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/35531/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:44155\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-o_nrw2kr\n", - "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", "\n", - " \n", + " \n", + "
    \n", + " Dashboard: /proxy/8787/status\n", + " \n", + " Workers: 14\n", + "
    \n", + " Total threads: 14\n", + " \n", + " Total memory: 63.00 GiB\n", + "
    Status: runningUsing processes: True
    \n", "\n", - " \n", + "
    \n", + " \n", + "

    Scheduler Info

    \n", + "
    \n", "\n", - " \n", - "
    \n", - "
    \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + "

    Scheduler

    \n", + "

    Scheduler-f175b401-0f6c-4d4c-b8c2-abcc0789e7a2

    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    \n", + " Comm: tcp://127.0.0.1:44621\n", + " \n", + " Workers: 14\n", + "
    \n", + " Dashboard: /proxy/8787/status\n", + " \n", + " Total threads: 14\n", + "
    \n", + " Started: Just now\n", + " \n", + " Total memory: 63.00 GiB\n", + "
    \n", "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 13

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", + " \n", "\n", - " \n", + "
    \n", + " \n", + "

    Workers

    \n", + "
    \n", "\n", - "
    \n", - " Comm: tcp://127.0.0.1:45325\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/39185/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:44353\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-vtxjsorz\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", " \n", "
    \n", "
    \n", "
    \n", "
    \n", " \n", - "

    Worker: 14

    \n", + "

    Worker: 0

    \n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -856,12 +216,12 @@ "
    \n", "
    \n", " \n", - "

    Worker: 15

    \n", + "

    Worker: 1

    \n", "
    \n", "
    \n", - " Comm: tcp://127.0.0.1:41137\n", + " Comm: tcp://127.0.0.1:40771\n", " \n", " Total threads: 1\n", @@ -824,21 +184,21 @@ "
    \n", - " Dashboard: /proxy/34813/status\n", + " Dashboard: /proxy/44379/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:44275\n", + " Nanny: tcp://127.0.0.1:41831\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-n2ixcblm\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-a5n3ln5r\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -901,12 +261,12 @@ "
    \n", "
    \n", " \n", - "

    Worker: 16

    \n", + "

    Worker: 2

    \n", "
    \n", "
    \n", - " Comm: tcp://127.0.0.1:36017\n", + " Comm: tcp://127.0.0.1:35101\n", " \n", " Total threads: 1\n", @@ -869,21 +229,21 @@ "
    \n", - " Dashboard: /proxy/35583/status\n", + " Dashboard: /proxy/46541/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:40895\n", + " Nanny: tcp://127.0.0.1:40427\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-0grbvs92\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-9octlj_v\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -946,12 +306,12 @@ "
    \n", "
    \n", " \n", - "

    Worker: 17

    \n", + "

    Worker: 3

    \n", "
    \n", "
    \n", - " Comm: tcp://127.0.0.1:42525\n", + " Comm: tcp://127.0.0.1:42815\n", " \n", " Total threads: 1\n", @@ -914,21 +274,21 @@ "
    \n", - " Dashboard: /proxy/38179/status\n", + " Dashboard: /proxy/42529/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:35529\n", + " Nanny: tcp://127.0.0.1:43031\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-7yignsvb\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-7o145er2\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -991,12 +351,12 @@ "
    \n", "
    \n", " \n", - "

    Worker: 18

    \n", + "

    Worker: 4

    \n", "
    \n", "
    \n", - " Comm: tcp://127.0.0.1:37095\n", + " Comm: tcp://127.0.0.1:41549\n", " \n", " Total threads: 1\n", @@ -959,21 +319,21 @@ "
    \n", - " Dashboard: /proxy/42265/status\n", + " Dashboard: /proxy/45435/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:38911\n", + " Nanny: tcp://127.0.0.1:37501\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-t0mj1l2o\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-lu280x7o\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -1036,12 +396,12 @@ "
    \n", "
    \n", " \n", - "

    Worker: 19

    \n", + "

    Worker: 5

    \n", "
    \n", "
    \n", - " Comm: tcp://127.0.0.1:45621\n", + " Comm: tcp://127.0.0.1:44331\n", " \n", " Total threads: 1\n", @@ -1004,21 +364,21 @@ "
    \n", - " Dashboard: /proxy/33319/status\n", + " Dashboard: /proxy/43331/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:44161\n", + " Nanny: tcp://127.0.0.1:44475\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-uz1bl26r\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-mlj5jw05\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -1081,12 +441,12 @@ "
    \n", "
    \n", " \n", - "

    Worker: 20

    \n", + "

    Worker: 6

    \n", "
    \n", "
    \n", - " Comm: tcp://127.0.0.1:40561\n", + " Comm: tcp://127.0.0.1:37087\n", " \n", " Total threads: 1\n", @@ -1049,21 +409,21 @@ "
    \n", - " Dashboard: /proxy/42951/status\n", + " Dashboard: /proxy/34449/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:41699\n", + " Nanny: tcp://127.0.0.1:43761\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-xwm2e4jd\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-awqbq_wg\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -1126,12 +486,12 @@ "
    \n", "
    \n", " \n", - "

    Worker: 21

    \n", + "

    Worker: 7

    \n", "
    \n", "
    \n", - " Comm: tcp://127.0.0.1:40305\n", + " Comm: tcp://127.0.0.1:44997\n", " \n", " Total threads: 1\n", @@ -1094,21 +454,21 @@ "
    \n", - " Dashboard: /proxy/45979/status\n", + " Dashboard: /proxy/35749/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:44955\n", + " Nanny: tcp://127.0.0.1:42797\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-5i2z0qfi\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-jf4qtwcb\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -1171,12 +531,12 @@ "
    \n", "
    \n", " \n", - "

    Worker: 22

    \n", + "

    Worker: 8

    \n", "
    \n", "
    \n", - " Comm: tcp://127.0.0.1:36413\n", + " Comm: tcp://127.0.0.1:41535\n", " \n", " Total threads: 1\n", @@ -1139,21 +499,21 @@ "
    \n", - " Dashboard: /proxy/39029/status\n", + " Dashboard: /proxy/42637/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:41781\n", + " Nanny: tcp://127.0.0.1:46363\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-4rvg534a\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-3n9zrmq2\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -1216,12 +576,12 @@ "
    \n", "
    \n", " \n", - "

    Worker: 23

    \n", + "

    Worker: 9

    \n", "
    \n", "
    \n", - " Comm: tcp://127.0.0.1:45249\n", + " Comm: tcp://127.0.0.1:42323\n", " \n", " Total threads: 1\n", @@ -1184,21 +544,21 @@ "
    \n", - " Dashboard: /proxy/46567/status\n", + " Dashboard: /proxy/39973/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:45727\n", + " Nanny: tcp://127.0.0.1:43715\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-70p0xcj1\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-m4fce1td\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -1261,12 +621,12 @@ "
    \n", "
    \n", " \n", - "

    Worker: 24

    \n", + "

    Worker: 10

    \n", "
    \n", "
    \n", - " Comm: tcp://127.0.0.1:39241\n", + " Comm: tcp://127.0.0.1:42081\n", " \n", " Total threads: 1\n", @@ -1229,21 +589,21 @@ "
    \n", - " Dashboard: /proxy/39799/status\n", + " Dashboard: /proxy/34351/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:44605\n", + " Nanny: tcp://127.0.0.1:34123\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-l4ruj9dn\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-amfqnt5v\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -1306,12 +666,12 @@ "
    \n", "
    \n", " \n", - "

    Worker: 25

    \n", + "

    Worker: 11

    \n", "
    \n", "
    \n", - " Comm: tcp://127.0.0.1:39435\n", + " Comm: tcp://127.0.0.1:34019\n", " \n", " Total threads: 1\n", @@ -1274,21 +634,21 @@ "
    \n", - " Dashboard: /proxy/46131/status\n", + " Dashboard: /proxy/45355/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:35095\n", + " Nanny: tcp://127.0.0.1:45963\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-yehtr_dy\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-hi5702d8\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -1351,12 +711,12 @@ "
    \n", "
    \n", " \n", - "

    Worker: 26

    \n", + "

    Worker: 12

    \n", "
    \n", "
    \n", - " Comm: tcp://127.0.0.1:35305\n", + " Comm: tcp://127.0.0.1:45613\n", " \n", " Total threads: 1\n", @@ -1319,21 +679,21 @@ "
    \n", - " Dashboard: /proxy/45729/status\n", + " Dashboard: /proxy/37235/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:39009\n", + " Nanny: tcp://127.0.0.1:41603\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-payofb9l\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-g33t0rx6\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -1396,12 +756,12 @@ "
    \n", "
    \n", " \n", - "

    Worker: 27

    \n", + "

    Worker: 13

    \n", "
    \n", "
    \n", - " Comm: tcp://127.0.0.1:38051\n", + " Comm: tcp://127.0.0.1:38635\n", " \n", " Total threads: 1\n", @@ -1364,21 +724,21 @@ "
    \n", - " Dashboard: /proxy/36495/status\n", + " Dashboard: /proxy/38173/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:34111\n", + " Nanny: tcp://127.0.0.1:35103\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-mca47600\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-ofkpzdvg\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -1450,7 +810,7 @@ "" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -1471,7 +831,7 @@ { "data": { "text/plain": [ - "'/proxy/34847/status'" + "'/proxy/8787/status'" ] }, "execution_count": 3, @@ -2201,7 +1561,7 @@ " coordinates: TLON TLAT time\n", " cell_measures: area: tarea\n", " cell_methods: time: mean\n", - " time_rep: averaged
    \n", - " Comm: tcp://127.0.0.1:35931\n", + " Comm: tcp://127.0.0.1:41467\n", " \n", " Total threads: 1\n", @@ -1409,21 +769,21 @@ "
    \n", - " Dashboard: /proxy/35661/status\n", + " Dashboard: /proxy/46069/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:37229\n", + " Nanny: tcp://127.0.0.1:38897\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-ce7q180j\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-hjvy8a0w\n", "
    \n", + " time_rep: averaged
    \n", " \n", "
    \n", " \n", @@ -2327,13 +1687,13 @@ "\n", " \n", " \n", - "
    • time
      (time)
      object
      1900-02-01 00:00:00 ... 2180-01-...
      long_name :
      model time
      bounds :
      time_bounds
      array([cftime.DatetimeNoLeap(1900, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
      +       "
    • time
      (time)
      object
      1900-02-01 00:00:00 ... 2180-01-...
      long_name :
      model time
      bounds :
      time_bounds
      array([cftime.DatetimeNoLeap(1900, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(1900, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(1900, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
              "       cftime.DatetimeNoLeap(2179, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(2179, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(2180, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
      -       "      dtype=object)
    • time
      PandasIndex
      PandasIndex(CFTimeIndex([1900-02-01 00:00:00, 1900-03-01 00:00:00, 1900-04-01 00:00:00,\n",
      +       "      dtype=object)
    • time
      PandasIndex
      PandasIndex(CFTimeIndex([1900-02-01 00:00:00, 1900-03-01 00:00:00, 1900-04-01 00:00:00,\n",
              "             1900-05-01 00:00:00, 1900-06-01 00:00:00, 1900-07-01 00:00:00,\n",
              "             1900-08-01 00:00:00, 1900-09-01 00:00:00, 1900-10-01 00:00:00,\n",
              "             1900-11-01 00:00:00,\n",
      @@ -2342,7 +1702,7 @@
              "             2179-07-01 00:00:00, 2179-08-01 00:00:00, 2179-09-01 00:00:00,\n",
              "             2179-10-01 00:00:00, 2179-11-01 00:00:00, 2179-12-01 00:00:00,\n",
              "             2180-01-01 00:00:00],\n",
      -       "            dtype='object', length=3360, calendar='noleap', freq='MS'))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " + " dtype='object', length=3360, calendar='noleap', freq='MS'))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " ], "text/plain": [ " Size: 131GB\n", @@ -2780,7 +2140,7 @@ " coordinates: TLON TLAT time\n", " cell_measures: area: tarea\n", " cell_methods: time: mean\n", - " time_rep: averaged
    " + " dtype='object', length=120, calendar='noleap', freq='ME'))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " ], "text/plain": [ " Size: 5GB\n", @@ -3453,7 +2813,7 @@ " coordinates: TLON TLAT time\n", " cell_measures: area: tarea\n", " cell_methods: time: mean\n", - " time_rep: averaged" + " dtype='object', length=120, calendar='noleap', freq='ME'))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " ], "text/plain": [ " Size: 5GB\n", @@ -4137,26 +3497,26 @@ " long_name: tracer cell area\n", " units: m^2\n", " valid_range: [0.e+00 1.e+15]\n", - " cell_methods: time: point
  • long_name :
    tracer cell area
    units :
    m^2
    valid_range :
    [0.e+00 1.e+15]
    cell_methods :
    time: point
  • " ], "text/plain": [ " Size: 39MB\n", @@ -4206,6 +3566,7 @@ "var_search = cat_subset.search(variable=area_variable[MODEL])\n", "var_search = var_search.search(path=var_search.df['path'][0])\n", "darray = var_search.to_dask()\n", + "darray\n", "darray = darray[area_variable[MODEL]]\n", "area = darray.load()\n", "area" @@ -4739,7 +4100,7 @@ "
    <xarray.DataArray (time: 120)> Size: 480B\n",
            "dask.array<sum-aggregate, shape=(120,), dtype=float32, chunksize=(3,), chunktype=numpy.ndarray>\n",
            "Coordinates:\n",
    -       "  * time     (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00
    " + " dtype='object', length=120, calendar='noleap', freq='ME'))
  • " ], "text/plain": [ " Size: 480B\n", @@ -5092,7 +4453,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 21, @@ -5135,7 +4496,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -5528,26 +4889,26 @@ " long_name: tracer cell area\n", " units: m^2\n", " valid_range: [0.e+00 1.e+15]\n", - " cell_methods: time: point
  • long_name :
    tracer cell area
    units :
    m^2
    valid_range :
    [0.e+00 1.e+15]
    cell_methods :
    time: point
  • " ], "text/plain": [ " Size: 39MB\n", @@ -5588,7 +4949,7 @@ " cell_methods: time: point" ] }, - "execution_count": 24, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -5599,7 +4960,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 23, "metadata": { "tags": [] }, @@ -5620,7 +4981,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 24, "metadata": { "tags": [] }, @@ -5628,10 +4989,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 26, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, @@ -5669,7 +5030,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 25, "metadata": { "tags": [] }, @@ -5711,7 +5072,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 26, "metadata": { "tags": [] }, @@ -5742,7 +5103,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 27, "metadata": { "tags": [] }, @@ -5799,7 +5160,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ diff --git a/Recipes/Sea_Ice_Coordinates_SIS2.ipynb b/Recipes/Sea_Ice_Coordinates_SIS2.ipynb index 64751ee1..8a42768a 100644 --- a/Recipes/Sea_Ice_Coordinates_SIS2.ipynb +++ b/Recipes/Sea_Ice_Coordinates_SIS2.ipynb @@ -58,7 +58,7 @@ "
    \n", "
    \n", "

    Client

    \n", - "

    Client-b625f14d-053d-11f0-a315-000007d9fe80

    \n", + "

    Client-a2497bab-0853-11f0-b464-000007acfe80

    \n", " \n", "\n", " \n", @@ -93,22 +93,22 @@ " \n", "
    \n", "

    LocalCluster

    \n", - "

    e8c0b080

    \n", + "

    fa69c47f

    \n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", @@ -130,14 +130,14 @@ "
    \n", "
    \n", "

    Scheduler

    \n", - "

    Scheduler-7c32b123-1681-4c48-ae51-6c0a856050cb

    \n", + "

    Scheduler-94a52cb1-c1e7-45e6-a652-d31db411803b

    \n", "
    \n", " Dashboard: /proxy/8787/status\n", " \n", - " Workers: 28\n", + " Workers: 14\n", "
    \n", - " Total threads: 28\n", + " Total threads: 14\n", " \n", - " Total memory: 125.19 GiB\n", + " Total memory: 63.00 GiB\n", "
    \n", " \n", " \n", " \n", " \n", " \n", @@ -145,7 +145,7 @@ " Dashboard:/proxy/8787/status\n", " \n", " \n", " \n", " \n", @@ -153,7 +153,7 @@ " Started: Just now\n", " \n", " \n", " \n", "
    \n", - " Comm: tcp://127.0.0.1:46461\n", + " Comm: tcp://127.0.0.1:33869\n", " \n", - " Workers: 28\n", + " Workers: 14\n", "
    \n", - " Total threads: 28\n", + " Total threads: 14\n", "
    \n", - " Total memory: 125.19 GiB\n", + " Total memory: 63.00 GiB\n", "
    \n", @@ -176,7 +176,7 @@ " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -221,7 +221,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:46403\n", + " Comm: tcp://127.0.0.1:33627\n", " \n", " Total threads: 1\n", @@ -184,21 +184,21 @@ "
    \n", - " Dashboard: /proxy/34399/status\n", + " Dashboard: /proxy/34341/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:33575\n", + " Nanny: tcp://127.0.0.1:40629\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-6lfl_roj\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-qh7hsyve\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -266,7 +266,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:46223\n", + " Comm: tcp://127.0.0.1:36673\n", " \n", " Total threads: 1\n", @@ -229,21 +229,21 @@ "
    \n", - " Dashboard: /proxy/41607/status\n", + " Dashboard: /proxy/43209/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:40361\n", + " Nanny: tcp://127.0.0.1:39243\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-n0pt76qb\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-qj8j1yhi\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -311,7 +311,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:46477\n", + " Comm: tcp://127.0.0.1:35949\n", " \n", " Total threads: 1\n", @@ -274,21 +274,21 @@ "
    \n", - " Dashboard: /proxy/44759/status\n", + " Dashboard: /proxy/44709/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:37721\n", + " Nanny: tcp://127.0.0.1:40143\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-blb8e61o\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-fhab_3x7\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -356,7 +356,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:33183\n", + " Comm: tcp://127.0.0.1:32893\n", " \n", " Total threads: 1\n", @@ -319,21 +319,21 @@ "
    \n", - " Dashboard: /proxy/41613/status\n", + " Dashboard: /proxy/34229/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:44871\n", + " Nanny: tcp://127.0.0.1:39915\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-7sdn0c0d\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-3ajsensy\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -401,7 +401,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:40065\n", + " Comm: tcp://127.0.0.1:44199\n", " \n", " Total threads: 1\n", @@ -364,21 +364,21 @@ "
    \n", - " Dashboard: /proxy/37529/status\n", + " Dashboard: /proxy/38407/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:34553\n", + " Nanny: tcp://127.0.0.1:35231\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-9r9gnem1\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-ixlqy8ln\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -446,7 +446,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:46501\n", + " Comm: tcp://127.0.0.1:43327\n", " \n", " Total threads: 1\n", @@ -409,21 +409,21 @@ "
    \n", - " Dashboard: /proxy/45613/status\n", + " Dashboard: /proxy/41989/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:36821\n", + " Nanny: tcp://127.0.0.1:42203\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-emnr4wvz\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-23v3cu8u\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -491,7 +491,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:33979\n", + " Comm: tcp://127.0.0.1:35139\n", " \n", " Total threads: 1\n", @@ -454,21 +454,21 @@ "
    \n", - " Dashboard: /proxy/32921/status\n", + " Dashboard: /proxy/44695/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:40295\n", + " Nanny: tcp://127.0.0.1:45847\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-ylbjicrs\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-jzrwt970\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -536,7 +536,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:40701\n", + " Comm: tcp://127.0.0.1:42827\n", " \n", " Total threads: 1\n", @@ -499,21 +499,21 @@ "
    \n", - " Dashboard: /proxy/35623/status\n", + " Dashboard: /proxy/42989/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:45689\n", + " Nanny: tcp://127.0.0.1:33243\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-tq4gvaqx\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-p8edg6ny\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -581,7 +581,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:44165\n", + " Comm: tcp://127.0.0.1:39497\n", " \n", " Total threads: 1\n", @@ -544,21 +544,21 @@ "
    \n", - " Dashboard: /proxy/44733/status\n", + " Dashboard: /proxy/42971/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:35795\n", + " Nanny: tcp://127.0.0.1:46309\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-zv40x79j\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-bx9l7u4w\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -626,7 +626,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:33949\n", + " Comm: tcp://127.0.0.1:45127\n", " \n", " Total threads: 1\n", @@ -589,21 +589,21 @@ "
    \n", - " Dashboard: /proxy/36739/status\n", + " Dashboard: /proxy/34275/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:37877\n", + " Nanny: tcp://127.0.0.1:41307\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-omcrss_a\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-zf28iij8\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -671,7 +671,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:41991\n", + " Comm: tcp://127.0.0.1:41575\n", " \n", " Total threads: 1\n", @@ -634,21 +634,21 @@ "
    \n", - " Dashboard: /proxy/36503/status\n", + " Dashboard: /proxy/44809/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:39239\n", + " Nanny: tcp://127.0.0.1:33073\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-fmtelh66\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-e2e0f2i2\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -716,7 +716,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:35007\n", + " Comm: tcp://127.0.0.1:36919\n", " \n", " Total threads: 1\n", @@ -679,21 +679,21 @@ "
    \n", - " Dashboard: /proxy/42341/status\n", + " Dashboard: /proxy/33777/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:37851\n", + " Nanny: tcp://127.0.0.1:38137\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-t6o1ygt3\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-8huuyl13\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -761,7 +761,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:35943\n", + " Comm: tcp://127.0.0.1:39765\n", " \n", " Total threads: 1\n", @@ -724,21 +724,21 @@ "
    \n", - " Dashboard: /proxy/35403/status\n", + " Dashboard: /proxy/46579/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:45121\n", + " Nanny: tcp://127.0.0.1:35611\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-bn9spccc\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-a9bwbf_j\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:42485\n", + " Comm: tcp://127.0.0.1:38435\n", " \n", " Total threads: 1\n", @@ -769,651 +769,21 @@ "
    \n", - " Dashboard: /proxy/37247/status\n", + " Dashboard: /proxy/44205/status\n", " \n", - " Memory: 4.47 GiB\n", + " Memory: 4.50 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:43001\n", + " Nanny: tcp://127.0.0.1:36653\n", "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-8k87svjx\n", - "
    \n", - " \n", - "
    \n", - " \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 14

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:42517\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/37503/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:36839\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-z75_4s_d\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 15

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:41907\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/43181/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:33153\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-26k0ktzr\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 16

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:41427\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/34823/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:41503\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-nw931788\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 17

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:36445\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/37333/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:36563\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-wvnrppv_\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 18

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:41291\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/39487/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:40911\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-dzn_nstx\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 19

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:44019\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/37011/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:40355\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-bt_7afz0\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 20

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:42315\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/42123/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:38293\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-6qklhr0u\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 21

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:42125\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/40147/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:33025\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-6mwgrsut\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 22

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:39319\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/44493/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:36979\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-31gwkkr9\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 23

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:41715\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/41657/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:42463\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-38qtgucp\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 24

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:34035\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/38359/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:39815\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-dn31bakf\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 25

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:44945\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/39841/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:41285\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-y8p8qojl\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 26

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:37601\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/43191/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:46225\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-e2142l6w\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 27

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", "\n", @@ -1440,7 +810,7 @@ "" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -1526,7 +896,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 6, "metadata": { "tags": [] }, @@ -1541,7 +911,7 @@ " \"sis2\": { #sis2 is used for testing MOM6\n", " \"expt\": \"OM4_025.JRA_RYF\",\n", " \"variable\": \"siconc\",\n", - " \"decode_coords\": False\n", + " \"decode_coords\": True\n", " },\n", " #In the future, we will add a CICE6 option (i.e. the future ACCESS-OM3)\n", "}\n", @@ -1559,7 +929,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 7, "metadata": { "tags": [] }, @@ -1664,7 +1034,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 8, "metadata": { "tags": [] }, @@ -1769,7 +1139,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 9, "metadata": { "tags": [] }, @@ -1986,7 +1356,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 10, "metadata": { "tags": [] }, @@ -2374,7 +1744,7 @@ " units: 0-1\n", " long_name: ice concentration\n", " cell_methods: time: mean\n", - " time_avg_info: average_T1,average_T2,average_DT
    \n", - " Comm: tcp://127.0.0.1:35235\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/46129/status\n", - " \n", - " Memory: 4.47 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:34139\n", - "
    \n", - " Local directory: /jobfs/137282472.gadi-pbs/dask-scratch-space/worker-g3cuftpz\n", + " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-pab4aadb\n", "
    \n", + " time_avg_info: average_T1,average_T2,average_DT
    \n", " \n", "
    \n", " \n", @@ -2492,16 +1862,16 @@ "\n", " \n", " \n", - "
    • xT
      (xT)
      float64
      -299.7 -299.5 ... 59.78 60.03
      domain_decomposition :
      [ 1 1440 1 1440]
      units :
      degrees_E
      long_name :
      T point nominal longitude
      axis :
      X
      edges :
      xTe
      array([-299.724244, -299.476198, -299.22815 , ...,   59.531631,   59.77967 ,\n",
      -       "         60.027712])
    • yT
      (yT)
      float64
      -80.39 -80.31 ... 89.84 89.95
      domain_decomposition :
      [ 1 1080 1 1080]
      units :
      degrees_N
      long_name :
      T point nominal latitude
      axis :
      Y
      edges :
      yTe
      array([-80.389238, -80.308075, -80.226911, ...,  89.729781,  89.837868,\n",
      -       "        89.945956])
    • time
      (time)
      object
      1900-01-16 12:00:00 ... 1994-12-...
      long_name :
      time
      axis :
      T
      calendar_type :
      NOLEAP
      bounds :
      time_bnds
      array([cftime.DatetimeNoLeap(1900, 1, 16, 12, 0, 0, 0, has_year_zero=True),\n",
      +       "
    • xT
      (xT)
      float64
      -299.7 -299.5 ... 59.78 60.03
      domain_decomposition :
      [ 1 1440 1 1440]
      units :
      degrees_E
      long_name :
      T point nominal longitude
      axis :
      X
      edges :
      xTe
      array([-299.724244, -299.476198, -299.22815 , ...,   59.531631,   59.77967 ,\n",
      +       "         60.027712])
    • yT
      (yT)
      float64
      -80.39 -80.31 ... 89.84 89.95
      domain_decomposition :
      [ 1 1080 1 1080]
      units :
      degrees_N
      long_name :
      T point nominal latitude
      axis :
      Y
      edges :
      yTe
      array([-80.389238, -80.308075, -80.226911, ...,  89.729781,  89.837868,\n",
      +       "        89.945956])
    • time
      (time)
      object
      1900-01-16 12:00:00 ... 1994-12-...
      long_name :
      time
      axis :
      T
      calendar_type :
      NOLEAP
      bounds :
      time_bnds
      array([cftime.DatetimeNoLeap(1900, 1, 16, 12, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(1900, 2, 15, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(1900, 3, 16, 12, 0, 0, 0, has_year_zero=True),\n",
              "       ...,\n",
              "       cftime.DatetimeNoLeap(1994, 10, 16, 12, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(1994, 11, 16, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(1994, 12, 16, 12, 0, 0, 0, has_year_zero=True)],\n",
      -       "      dtype=object)
    • xT
      PandasIndex
      PandasIndex(Index([-299.72424385142534, -299.47619795417893, -299.22815003129284,\n",
      +       "      dtype=object)
    • xT
      PandasIndex
      PandasIndex(Index([-299.72424385142534, -299.47619795417893, -299.22815003129284,\n",
              "        -298.9801000979502, -298.73204816972844, -298.48399426259493,\n",
              "        -298.2359383929031, -297.98788057738807,  -297.7398208331622,\n",
              "       -297.49175917771095,\n",
      @@ -2510,7 +1880,7 @@
              "         58.53949277642749,   58.78752410305645,    59.0355575502213,\n",
              "        59.283593105613505,   59.53163075650182,   59.77967048973631,\n",
              "         60.02771229175239],\n",
      -       "      dtype='float64', name='xT', length=1440))
    • yT
      PandasIndex
      PandasIndex(Index([-80.38923793857394, -80.30807479101273, -80.22691082925455,\n",
      +       "      dtype='float64', name='xT', length=1440))
    • yT
      PandasIndex
      PandasIndex(Index([-80.38923793857394, -80.30807479101273, -80.22691082925455,\n",
              "       -80.14574767486899, -80.06458691047965,  -79.9834300812582,\n",
              "       -79.90227869634805, -79.82113423022128, -79.73999812397257,\n",
              "       -79.65887178655316,\n",
      @@ -2519,7 +1889,7 @@
              "        89.29743015934592,  89.40551782713882,  89.51360549493178,\n",
              "        89.62169316272471,  89.72978083051767,  89.83786849831056,\n",
              "         89.9459561661037],\n",
      -       "      dtype='float64', name='yT', length=1080))
    • time
      PandasIndex
      PandasIndex(CFTimeIndex([1900-01-16 12:00:00, 1900-02-15 00:00:00, 1900-03-16 12:00:00,\n",
      +       "      dtype='float64', name='yT', length=1080))
    • time
      PandasIndex
      PandasIndex(CFTimeIndex([1900-01-16 12:00:00, 1900-02-15 00:00:00, 1900-03-16 12:00:00,\n",
              "             1900-04-16 00:00:00, 1900-05-16 12:00:00, 1900-06-16 00:00:00,\n",
              "             1900-07-16 12:00:00, 1900-08-16 12:00:00, 1900-09-16 00:00:00,\n",
              "             1900-10-16 12:00:00,\n",
      @@ -2528,7 +1898,7 @@
              "             1994-06-16 00:00:00, 1994-07-16 12:00:00, 1994-08-16 12:00:00,\n",
              "             1994-09-16 00:00:00, 1994-10-16 12:00:00, 1994-11-16 00:00:00,\n",
              "             1994-12-16 12:00:00],\n",
      -       "            dtype='object', length=1140, calendar='noleap', freq=None))
  • units :
    0-1
    long_name :
    ice concentration
    cell_methods :
    time: mean
    time_avg_info :
    average_T1,average_T2,average_DT
  • " + " dtype='object', length=1140, calendar='noleap', freq=None))
  • units :
    0-1
    long_name :
    ice concentration
    cell_methods :
    time: mean
    time_avg_info :
    average_T1,average_T2,average_DT
  • " ], "text/plain": [ " Size: 7GB\n", @@ -2544,7 +1914,7 @@ " time_avg_info: average_T1,average_T2,average_DT" ] }, - "execution_count": 69, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -2566,7 +1936,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 11, "metadata": { "tags": [] }, @@ -2578,7 +1948,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -2964,7 +2334,7 @@ " units: 0-1\n", " long_name: ice concentration\n", " cell_methods: time: mean\n", - " time_avg_info: average_T1,average_T2,average_DT" + " dtype='object', length=120, calendar='noleap', freq=None))
  • units :
    0-1
    long_name :
    ice concentration
    cell_methods :
    time: mean
    time_avg_info :
    average_T1,average_T2,average_DT
  • " ], "text/plain": [ " Size: 746MB\n", @@ -3247,7 +2617,7 @@ " time_avg_info: average_T1,average_T2,average_DT" ] }, - "execution_count": 71, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -3259,7 +2629,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 13, "metadata": { "tags": [] }, @@ -3638,7 +3008,7 @@ " fill: currentColor;\n", "}\n", "
    <xarray.DataArray 'siconc' (time: 120, yT: 1080, xT: 1440)> Size: 746MB\n",
    -       "dask.array<rechunk-merge, shape=(120, 1080, 1440), dtype=float32, chunksize=(3, 1080, 1440), chunktype=numpy.ndarray>\n",
    +       "dask.array<rechunk-merge, shape=(120, 1080, 1440), dtype=float32, chunksize=(10, 1080, 1440), chunktype=numpy.ndarray>\n",
            "Coordinates:\n",
            "  * xT       (xT) float64 12kB -299.7 -299.5 -299.2 -299.0 ... 59.53 59.78 60.03\n",
            "  * yT       (yT) float64 9kB -80.39 -80.31 -80.23 -80.15 ... 89.73 89.84 89.95\n",
    @@ -3647,7 +3017,7 @@
            "    units:          0-1\n",
            "    long_name:      ice concentration\n",
            "    cell_methods:   time: mean\n",
    -       "    time_avg_info:  average_T1,average_T2,average_DT
    " + " dtype='object', length=120, calendar='noleap', freq=None))
  • units :
    0-1
    long_name :
    ice concentration
    cell_methods :
    time: mean
    time_avg_info :
    average_T1,average_T2,average_DT
  • " ], "text/plain": [ " Size: 746MB\n", - "dask.array\n", + "dask.array\n", "Coordinates:\n", " * xT (xT) float64 12kB -299.7 -299.5 -299.2 -299.0 ... 59.53 59.78 60.03\n", " * yT (yT) float64 9kB -80.39 -80.31 -80.23 -80.15 ... 89.73 89.84 89.95\n", @@ -3926,7 +3282,7 @@ " time_avg_info: average_T1,average_T2,average_DT" ] }, - "execution_count": 72, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -3936,7 +3292,7 @@ " time_chunk = 3\n", " coords = [\"nj\", \"ni\"]\n", "elif MODEL == \"sis2\":\n", - " time_chunk = 3\n", + " time_chunk = 10\n", " coords = [\"yT\", \"xT\"]\n", "\n", "chunk_dict = {k: -1 for k in coords}\n", @@ -3955,7 +3311,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 14, "metadata": { "tags": [] }, @@ -4338,10 +3694,10 @@ "Coordinates:\n", " * xh (xh) float64 12kB -299.7 -299.5 -299.2 ... 59.53 59.78 60.03\n", " * yh (yh) float64 9kB -80.39 -80.31 -80.23 ... 89.73 89.84 89.95\n", - "Data variables:\n", - " areacello (yh, xh) float32 6MB nan nan nan ... 3.27e+06 2.097e+06 9.053e+05\n", " geolon (yh, xh) float32 6MB nan nan nan nan nan ... 60.0 60.0 60.0 60.0\n", " geolat (yh, xh) float32 6MB nan nan nan nan ... 64.44 64.33 64.22 64.11\n", + "Data variables:\n", + " areacello (yh, xh) float32 6MB nan nan nan ... 3.27e+06 2.097e+06 9.053e+05\n", "Attributes: (12/20)\n", " NumFilesInSet: 1\n", " title: #\n", @@ -4355,21 +3711,9 @@ " intake_esm_attrs:variable_units: degrees_east,degrees_north,days...\n", " intake_esm_attrs:realm: ocean\n", " intake_esm_attrs:_data_format_: netcdf\n", - " intake_esm_dataset_key: XXXXXXXX_ocean_static.fx
  • NumFilesInSet :
    1
    title :
    #
    grid_type :
    regular
    grid_tile :
    N/A
    intake_esm_vars :
    ['xh', 'yh', 'time', 'xq', 'yq', 'areacello', 'deptho', 'hfgeou', 'sftof', 'Coriolis', 'geolon', 'geolat', 'geolon_c', 'geolat_c', 'geolon_u', 'geolat_u', 'geolon_v', 'geolat_v', 'wet', 'wet_c', 'wet_u', 'wet_v', 'dxt', 'dyt', 'dxCu', 'dyCu', 'dxCv', 'dyCv', 'areacello_cu', 'areacello_cv', 'areacello_bu']
    intake_esm_attrs:filename :
    19000101.ocean_static.nc
    intake_esm_attrs:file_id :
    XXXXXXXX_ocean_static
    intake_esm_attrs:path :
    /g/data/ik11/outputs/mom6-om4-025/OM4_025.JRA_RYF/output000/19000101.ocean_static.nc
    intake_esm_attrs:filename_timestamp :
    19000101
    intake_esm_attrs:frequency :
    fx
    intake_esm_attrs:start_date :
    1900-01-01, 00:00:00
    intake_esm_attrs:end_date :
    1900-01-01, 00:00:00
    intake_esm_attrs:variable :
    xh,yh,time,xq,yq,areacello,deptho,hfgeou,sftof,Coriolis,geolon,geolat,geolon_c,geolat_c,geolon_u,geolat_u,geolon_v,geolat_v,wet,wet_c,wet_u,wet_v,dxt,dyt,dxCu,dyCu,dxCv,dyCv,areacello_cu,areacello_cv,areacello_bu
    intake_esm_attrs:variable_long_name :
    h point nominal longitude,h point nominal latitude,time,q point nominal longitude,q point nominal latitude,Ocean Grid-Cell Area,Sea Floor Depth,Upward geothermal heat flux at sea floor,Sea Area Fraction,Coriolis parameter at corner (Bu) points,Longitude of tracer (T) points,Latitude of tracer (T) points,Longitude of corner (Bu) points,Latitude of corner (Bu) points,Longitude of zonal velocity (Cu) points,Latitude of zonal velocity (Cu) points,Longitude of meridional velocity (Cv) points,Latitude of meridional velocity (Cv) points,0 if land, 1 if ocean at tracer points,0 if land, 1 if ocean at corner (Bu) points,0 if land, 1 if ocean at zonal velocity (Cu) points,0 if land, 1 if ocean at meridional velocity (Cv) points,Delta(x) at thickness/tracer points (meter),Delta(y) at thickness/tracer points (meter),Delta(x) at u points (meter),Delta(y) at u points (meter),Delta(x) at v points (meter),Delta(y) at v points (meter),Ocean Grid-Cell Area,Ocean Grid-Cell Area,Ocean Grid-Cell Area
    intake_esm_attrs:variable_standard_name :
    ,,,,,cell_area,sea_floor_depth_below_geoid,upward_geothermal_heat_flux_at_sea_floor,SeaAreaFraction,,,,,,,,,,,,,,,,,,,,cell_area,cell_area,cell_area
    intake_esm_attrs:variable_cell_methods :
    ,,,,,area:sum yh:sum xh:sum time: point,area:mean yh:mean xh:mean time: point,area:mean yh:mean xh:mean time: point,area:mean yh:mean xh:mean time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,area:sum yh:sum xq:sum time: point,area:sum yq:sum xh:sum time: point,area:sum yq:sum xq:sum time: point
    intake_esm_attrs:variable_units :
    degrees_east,degrees_north,days since 1900-01-01 00:00:00,degrees_east,degrees_north,m2,m,W m-2,%,s-1,degrees_east,degrees_north,degrees_east,degrees_north,degrees_east,degrees_north,degrees_east,degrees_north,,,,,m,m,m,m,m,m,m2,m2,m2
    intake_esm_attrs:realm :
    ocean
    intake_esm_attrs:_data_format_ :
    netcdf
    intake_esm_dataset_key :
    XXXXXXXX_ocean_static.fx
  • " ], "text/plain": [ " Size: 19MB\n", @@ -4414,10 +3770,10 @@ "Coordinates:\n", " * xh (xh) float64 12kB -299.7 -299.5 -299.2 ... 59.53 59.78 60.03\n", " * yh (yh) float64 9kB -80.39 -80.31 -80.23 ... 89.73 89.84 89.95\n", - "Data variables:\n", - " areacello (yh, xh) float32 6MB nan nan nan ... 3.27e+06 2.097e+06 9.053e+05\n", " geolon (yh, xh) float32 6MB nan nan nan nan nan ... 60.0 60.0 60.0 60.0\n", " geolat (yh, xh) float32 6MB nan nan nan nan ... 64.44 64.33 64.22 64.11\n", + "Data variables:\n", + " areacello (yh, xh) float32 6MB nan nan nan ... 3.27e+06 2.097e+06 9.053e+05\n", "Attributes: (12/20)\n", " NumFilesInSet: 1\n", " title: #\n", @@ -4434,23 +3790,32 @@ " intake_esm_dataset_key: XXXXXXXX_ocean_static.fx" ] }, - "execution_count": 74, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "var_search = cat_subset.search(variable=[area_variable[MODEL], ] + geo_variables[MODEL])\n", + "var_search = cat_subset.search(variable=[area_variable[MODEL]])\n", "var_search = var_search.search(path=var_search.df['path'][0])\n", "var_search\n", "darray = var_search.to_dask()\n", + "darray = darray.assign_coords(geolat=((\"yh\", \"xh\"), darray[\"geolat\"].data), geolon=((\"yh\", \"xh\"), darray[\"geolon\"].data))\n", "# darray\n", - "darray = darray[[area_variable[MODEL], ] + geo_variables[MODEL]]\n", + "darray = darray[[area_variable[MODEL], ]]# + geo_variables[MODEL]]\n", "# darray\n", "area = darray.load()\n", "area" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "cfr = darray.cf\n", + "cfr" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -4469,7 +3834,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 15, "metadata": { "tags": [] }, @@ -4494,7 +3859,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 16, "metadata": { "tags": [] }, @@ -4522,7 +3887,7 @@ " Grid Mappings: n/a" ] }, - "execution_count": 76, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -4565,7 +3930,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 17, "metadata": { "tags": [] }, @@ -4602,7 +3967,7 @@ " Grid Mappings: n/a" ] }, - "execution_count": 77, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -4620,7 +3985,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 18, "metadata": { "tags": [] }, @@ -4998,14 +4363,12 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.Dataset> Size: 2kB\n",
    +       "
    <xarray.Dataset> Size: 1kB\n",
            "Dimensions:    (time: 120)\n",
            "Coordinates:\n",
            "  * time       (time) object 960B 1981-01-16 12:00:00 ... 1990-12-16 12:00:00\n",
            "Data variables:\n",
    -       "    areacello  (time) float32 480B dask.array<chunksize=(3,), meta=np.ndarray>\n",
    -       "    geolon     (time) float32 480B dask.array<chunksize=(3,), meta=np.ndarray>\n",
    -       "    geolat     (time) float32 480B dask.array<chunksize=(3,), meta=np.ndarray>
  • " ], "text/plain": [ - " Size: 2kB\n", + " Size: 1kB\n", "Dimensions: (time: 120)\n", "Coordinates:\n", " * time (time) object 960B 1981-01-16 12:00:00 ... 1990-12-16 12:00:00\n", "Data variables:\n", - " areacello (time) float32 480B dask.array\n", - " geolon (time) float32 480B dask.array\n", - " geolat (time) float32 480B dask.array" + " areacello (time) float32 480B dask.array" ] }, - "execution_count": 78, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -5387,7 +4595,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 19, "metadata": { "tags": [] }, @@ -5420,7 +4628,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 20, "metadata": { "tags": [] }, @@ -5431,7 +4639,7 @@ "Text(0, 0.5, 'Sea Ice Area (km$^{2}$)')" ] }, - "execution_count": 81, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, @@ -5470,7 +4678,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 21, "metadata": { "tags": [] }, @@ -5478,10 +4686,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 82, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, @@ -5521,7 +4729,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 22, "metadata": { "scrolled": true }, @@ -5904,10 +5112,10 @@ "Coordinates:\n", " * xh (xh) float64 12kB -299.7 -299.5 -299.2 ... 59.53 59.78 60.03\n", " * yh (yh) float64 9kB -80.39 -80.31 -80.23 ... 89.73 89.84 89.95\n", - "Data variables:\n", - " areacello (yh, xh) float32 6MB nan nan nan ... 3.27e+06 2.097e+06 9.053e+05\n", " geolon (yh, xh) float32 6MB nan nan nan nan nan ... 60.0 60.0 60.0 60.0\n", " geolat (yh, xh) float32 6MB nan nan nan nan ... 64.44 64.33 64.22 64.11\n", + "Data variables:\n", + " areacello (yh, xh) float32 6MB nan nan nan ... 3.27e+06 2.097e+06 9.053e+05\n", "Attributes: (12/20)\n", " NumFilesInSet: 1\n", " title: #\n", @@ -5921,21 +5129,9 @@ " intake_esm_attrs:variable_units: degrees_east,degrees_north,days...\n", " intake_esm_attrs:realm: ocean\n", " intake_esm_attrs:_data_format_: netcdf\n", - " intake_esm_dataset_key: XXXXXXXX_ocean_static.fx
  • NumFilesInSet :
    1
    title :
    #
    grid_type :
    regular
    grid_tile :
    N/A
    intake_esm_vars :
    ['xh', 'yh', 'time', 'xq', 'yq', 'areacello', 'deptho', 'hfgeou', 'sftof', 'Coriolis', 'geolon', 'geolat', 'geolon_c', 'geolat_c', 'geolon_u', 'geolat_u', 'geolon_v', 'geolat_v', 'wet', 'wet_c', 'wet_u', 'wet_v', 'dxt', 'dyt', 'dxCu', 'dyCu', 'dxCv', 'dyCv', 'areacello_cu', 'areacello_cv', 'areacello_bu']
    intake_esm_attrs:filename :
    19000101.ocean_static.nc
    intake_esm_attrs:file_id :
    XXXXXXXX_ocean_static
    intake_esm_attrs:path :
    /g/data/ik11/outputs/mom6-om4-025/OM4_025.JRA_RYF/output000/19000101.ocean_static.nc
    intake_esm_attrs:filename_timestamp :
    19000101
    intake_esm_attrs:frequency :
    fx
    intake_esm_attrs:start_date :
    1900-01-01, 00:00:00
    intake_esm_attrs:end_date :
    1900-01-01, 00:00:00
    intake_esm_attrs:variable :
    xh,yh,time,xq,yq,areacello,deptho,hfgeou,sftof,Coriolis,geolon,geolat,geolon_c,geolat_c,geolon_u,geolat_u,geolon_v,geolat_v,wet,wet_c,wet_u,wet_v,dxt,dyt,dxCu,dyCu,dxCv,dyCv,areacello_cu,areacello_cv,areacello_bu
    intake_esm_attrs:variable_long_name :
    h point nominal longitude,h point nominal latitude,time,q point nominal longitude,q point nominal latitude,Ocean Grid-Cell Area,Sea Floor Depth,Upward geothermal heat flux at sea floor,Sea Area Fraction,Coriolis parameter at corner (Bu) points,Longitude of tracer (T) points,Latitude of tracer (T) points,Longitude of corner (Bu) points,Latitude of corner (Bu) points,Longitude of zonal velocity (Cu) points,Latitude of zonal velocity (Cu) points,Longitude of meridional velocity (Cv) points,Latitude of meridional velocity (Cv) points,0 if land, 1 if ocean at tracer points,0 if land, 1 if ocean at corner (Bu) points,0 if land, 1 if ocean at zonal velocity (Cu) points,0 if land, 1 if ocean at meridional velocity (Cv) points,Delta(x) at thickness/tracer points (meter),Delta(y) at thickness/tracer points (meter),Delta(x) at u points (meter),Delta(y) at u points (meter),Delta(x) at v points (meter),Delta(y) at v points (meter),Ocean Grid-Cell Area,Ocean Grid-Cell Area,Ocean Grid-Cell Area
    intake_esm_attrs:variable_standard_name :
    ,,,,,cell_area,sea_floor_depth_below_geoid,upward_geothermal_heat_flux_at_sea_floor,SeaAreaFraction,,,,,,,,,,,,,,,,,,,,cell_area,cell_area,cell_area
    intake_esm_attrs:variable_cell_methods :
    ,,,,,area:sum yh:sum xh:sum time: point,area:mean yh:mean xh:mean time: point,area:mean yh:mean xh:mean time: point,area:mean yh:mean xh:mean time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,time: point,area:sum yh:sum xq:sum time: point,area:sum yq:sum xh:sum time: point,area:sum yq:sum xq:sum time: point
    intake_esm_attrs:variable_units :
    degrees_east,degrees_north,days since 1900-01-01 00:00:00,degrees_east,degrees_north,m2,m,W m-2,%,s-1,degrees_east,degrees_north,degrees_east,degrees_north,degrees_east,degrees_north,degrees_east,degrees_north,,,,,m,m,m,m,m,m,m2,m2,m2
    intake_esm_attrs:realm :
    ocean
    intake_esm_attrs:_data_format_ :
    netcdf
    intake_esm_dataset_key :
    XXXXXXXX_ocean_static.fx
  • " ], "text/plain": [ " Size: 19MB\n", @@ -5980,10 +5188,10 @@ "Coordinates:\n", " * xh (xh) float64 12kB -299.7 -299.5 -299.2 ... 59.53 59.78 60.03\n", " * yh (yh) float64 9kB -80.39 -80.31 -80.23 ... 89.73 89.84 89.95\n", - "Data variables:\n", - " areacello (yh, xh) float32 6MB nan nan nan ... 3.27e+06 2.097e+06 9.053e+05\n", " geolon (yh, xh) float32 6MB nan nan nan nan nan ... 60.0 60.0 60.0 60.0\n", " geolat (yh, xh) float32 6MB nan nan nan nan ... 64.44 64.33 64.22 64.11\n", + "Data variables:\n", + " areacello (yh, xh) float32 6MB nan nan nan ... 3.27e+06 2.097e+06 9.053e+05\n", "Attributes: (12/20)\n", " NumFilesInSet: 1\n", " title: #\n", @@ -6000,7 +5208,7 @@ " intake_esm_dataset_key: XXXXXXXX_ocean_static.fx" ] }, - "execution_count": 83, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -6011,7 +5219,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 23, "metadata": { "tags": [] }, @@ -6032,7 +5240,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 24, "metadata": { "tags": [] }, @@ -6040,10 +5248,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 85, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, @@ -6081,7 +5289,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 25, "metadata": { "tags": [] }, @@ -6123,7 +5331,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 26, "metadata": { "tags": [] }, @@ -6154,7 +5362,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 27, "metadata": { "tags": [] }, @@ -6211,49 +5419,9 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 28, "metadata": {}, - "outputs": [ - { - "ename": "TimeoutError", - "evalue": "timed out after 60 s.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTimeoutError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[100], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mclose\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:1997\u001b[0m, in \u001b[0;36mClient.close\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 1994\u001b[0m coro \u001b[38;5;241m=\u001b[39m wait_for(coro, timeout)\n\u001b[1;32m 1995\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m coro\n\u001b[0;32m-> 1997\u001b[0m \u001b[43msync\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mloop\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_close\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfast\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcallback_timeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1998\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstatus \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mclosed\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 2000\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_is_finalizing():\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/utils.py:433\u001b[0m, in \u001b[0;36msync\u001b[0;34m(loop, func, callback_timeout, *args, **kwargs)\u001b[0m\n\u001b[1;32m 431\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m timeout \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 432\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m wait(timeout):\n\u001b[0;32m--> 433\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTimeoutError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimed out after \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtimeout\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m s.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 434\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 435\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m e\u001b[38;5;241m.\u001b[39mis_set():\n", - "\u001b[0;31mTimeoutError\u001b[0m: timed out after 60 s." - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2025-03-20 14:43:05,277 - distributed.client - ERROR - \n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/utils.py\", line 805, in wrapper\n", - " return await func(*args, **kwargs)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py\", line 1944, in _close\n", - " await self.cluster.close()\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/deploy/spec.py\", line 448, in _close\n", - " await self._correct_state()\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/deploy/spec.py\", line 359, in _correct_state_internal\n", - " await asyncio.gather(*tasks)\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/nanny.py\", line 619, in close\n", - " await self.kill(timeout=timeout, reason=reason)\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/nanny.py\", line 400, in kill\n", - " await self.process.kill(reason=reason, timeout=timeout)\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/nanny.py\", line 843, in kill\n", - " await self.running.wait()\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/asyncio/locks.py\", line 213, in wait\n", - " await fut\n", - "asyncio.exceptions.CancelledError\n" - ] - } - ], + "outputs": [], "source": [ "client.close()" ] From d02e6433b4a60fdefc77604087c6028a6dbbda54 Mon Sep 17 00:00:00 2001 From: Marc White Date: Mon, 24 Mar 2025 14:35:39 +1100 Subject: [PATCH 09/16] Return combined Sea_Ice_Coordinates notebook --- Recipes/Sea_Ice_Coordinates.ipynb | 4622 +++++++++++++++++++++++++++++ 1 file changed, 4622 insertions(+) create mode 100644 Recipes/Sea_Ice_Coordinates.ipynb diff --git a/Recipes/Sea_Ice_Coordinates.ipynb b/Recipes/Sea_Ice_Coordinates.ipynb new file mode 100644 index 00000000..fa77f190 --- /dev/null +++ b/Recipes/Sea_Ice_Coordinates.ipynb @@ -0,0 +1,4622 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sea ice plotting examples" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This script shows how to load and plot sea ice concentration from sea ice models (CICE5, and SIS2) output, while also indicating how to get around some of the pitfalls and foibles in CICE temporal and spatial gridding.\n", + "\n", + "Requirements: The `conda/analysis3` module from `/g/data/xp65/public/modules`. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup\n", + "\n", + "Firstly, load modules:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import intake\n", + "from dask.distributed import Client\n", + "from datetime import timedelta\n", + "import cf_xarray as cfxr\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import cartopy.crs as ccrs\n", + "import cartopy.feature as cfeature\n", + "import numpy as np\n", + "import matplotlib.path as mpath\n", + "import cmocean.cm as cmo" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "client = Client(threads_per_worker=1)\n", + "client" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Choose a model to use. Note that the `sis2` model is smaller than the `cice5` model, so may be easier to use if you have limited computing power." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# Choose which model we are working with\n", + "MODEL='cice5'\n", + "# MODEL='sis2'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The dictionary below specifies experiment, start and ending times for each model we can use (CICE5 with MOM5/ACCESS-OM2 or SIS2 with MOM6). This example will work with RYF forcing experiments and sea ice concentration variable, which is called `aice_m` in mom5 and `siconc` in mom6.\n", + "\n", + "If you want a different experiment, or a different time period, change the necessary values. Note that we are just loading the last 10 years here.\n", + "\n", + "Note also the `decode_coords=False` flag. **This gets around some messy issues with the way xarray decides to load CICE grids**:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "sic_args = {\n", + " \"cice5\": { # cice5 is part of ACCESS-OM2\n", + " \"expt\": \"01deg_jra55v13_ryf9091\",\n", + " \"variable\": \"aice_m\",\n", + " \"decode_coords\": False\n", + " },\n", + " \"sis2\": { # sis2 is used for testing MOM6\n", + " \"expt\": \"OM4_025.JRA_RYF\",\n", + " \"variable\": \"siconc\",\n", + " \"decode_coords\": True\n", + " },\n", + " #In the future, we will add a CICE6 option (i.e. the future ACCESS-OM3)\n", + "}\n", + "\n", + "area_variable = {\n", + " \"cice5\": \"area_t\" ,\n", + " \"sis2\": \"areacello\"\n", + "}\n", + "\n", + "geo_variables = {\n", + " \"cice5\":{'longitude': 'geolon_t', 'latitude': 'geolat_t'} ,\n", + " \"sis2\": {'longitude': 'geolon', 'latitude': 'geolat'}\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Find, load and prepare data" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "Open the catalog:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "catalog = intake.cat.access_nri" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "

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    01deg_jra55v13_ryf9091 catalog with 1 dataset(s) from 3360 asset(s):

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    " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "var_search = cat_subset.search(variable=sic_args[MODEL]['variable'], frequency=\"1mon\")\n", + "var_search" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 13.40 MiB.\n", + "This may cause some slowdown.\n", + "Consider loading the data with Dask directly\n", + " or using futures or delayed objects to embed the data into the graph without repetition.\n", + "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "darray = var_search.to_dask( \n", + " xarray_open_kwargs=dict(\n", + " decode_coords = sic_args[MODEL]['decode_coords']\n", + " ) , \n", + " xarray_combine_by_coords_kwargs=dict(\n", + " compat=\"override\",\n", + " data_vars=\"minimal\",\n", + " coords=\"minimal\"\n", + " )\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Size: 131GB\n", + "dask.array\n", + "Coordinates:\n", + " * time (time) object 27kB 1900-02-01 00:00:00 ... 2180-01-01 00:00:00\n", + "Dimensions without coordinates: nj, ni\n", + "Attributes:\n", + " units: 1\n", + " long_name: ice area (aggregate)\n", + " coordinates: TLON TLAT time\n", + " cell_measures: area: tarea\n", + " cell_methods: time: mean\n", + " time_rep: averaged" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "darray = darray[sic_args[MODEL]['variable']]\n", + "sic = darray\n", + "sic" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Another messy thing about CICE is that it thinks that monthly data for, say, January occurs at midnight on Jan 31 -- while xarray interprets this as the first milllisecond of February.** \n", + " \n", + "To get around this, note that we loaded data from February above, and we now subtract 12 hours from the time dimension. This means that, at least data is sitting in the correct month, and really helps to compute monthly climatologies correctly." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "if MODEL =='cice5' :\n", + " sic['time'] = sic.time.to_pandas() - timedelta(hours = 12)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Select data from the 1980s only:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Size: 5GB\n", + "dask.array\n", + "Coordinates:\n", + " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n", + "Dimensions without coordinates: nj, ni\n", + "Attributes:\n", + " units: 1\n", + " long_name: ice area (aggregate)\n", + " coordinates: TLON TLAT time\n", + " cell_measures: area: tarea\n", + " cell_methods: time: mean\n", + " time_rep: averaged" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sic = sic.sel(time=slice('1981','1990'))\n", + "sic" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now need to *chunk* the data into blocks that one Gadi node can handle on its own. Chunking can be something of a black art, but there are three basic rules to think of:\n", + "\n", + "1. Chunk size should ideally be about 10-20% of the memory size of a single node *(this is the driver for the CICE5 chunk size)*:\n", + "2. If rule 1 permits, there's no point in making fewer chunks that you have nodes; this will only leave idle workers. You may as well make as many chunks as there are workers *(this is the driver for the SIS2 chunk size)*:\n", + "3. It helps to keep data used for a calculation in the same chunk, to avoid workers having to share information (which causes performance bottlenecks). We're going to make calculations over latitude and longitude, and surface plots, later in this notebook, so it makes sense to keep data chunked such that every time 'slice' has its complete latitude/longitude space in the same chunk *(this is why the coordinates are chunked by `-1`, which means, \"Do not split along this axis\")*.\n", + "\n", + "Feel free to play with the `time_chunk` size, depending on the size of ARE instance you are using." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Size: 5GB\n", + "dask.array\n", + "Coordinates:\n", + " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n", + "Dimensions without coordinates: nj, ni\n", + "Attributes:\n", + " units: 1\n", + " long_name: ice area (aggregate)\n", + " coordinates: TLON TLAT time\n", + " cell_measures: area: tarea\n", + " cell_methods: time: mean\n", + " time_rep: averaged" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "if MODEL == \"cice5\":\n", + " time_chunk = 3\n", + " coords = [\"nj\", \"ni\"]\n", + "elif MODEL == \"sis2\":\n", + " time_chunk = 10\n", + " coords = [\"yT\", \"xT\"]\n", + "\n", + "chunk_dict = {k: -1 for k in coords}\n", + "chunk_dict[\"time\"] = time_chunk\n", + "\n", + "sic = sic.chunk(chunk_dict)\n", + "sic" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that `aice_m`/`siconc` is the monthly average of fractional ice area in each grid cell aka the concentration. **To find the actual area of the ice we need to know the area of each cell. Unfortunately, CICE/SIS doesn't save this for us ... but the ocean model does.** So, let's load `area_t` from the ocean model, and rename the coordinates in our ice variable to match the ocean model. Then we can multiply the ice concentration with the cell area to get a total ice area.\n", + "\n", + "(Due to a quirk with the SIS2 model, the longitude/latitude grids are not natively recognized as being data coordinates, but we can use `assign_coords` to fix that.)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Size: 39MB\n", + "array([[nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " ...,\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n", + "Coordinates:\n", + " * xt_ocean (xt_ocean) float64 29kB -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n", + " * yt_ocean (yt_ocean) float64 22kB -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n", + " geolon_t (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n", + " geolat_t (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n", + "Attributes:\n", + " long_name: tracer cell area\n", + " units: m^2\n", + " valid_range: [0.e+00 1.e+15]\n", + " cell_methods: time: point" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "var_search = cat_subset.search(variable=[area_variable[MODEL]])\n", + "var_search = var_search.search(path=var_search.df['path'][0])\n", + "var_search\n", + "darray = var_search.to_dask()\n", + "\n", + "if MODEL == \"sis2\":\n", + " darray = darray.assign_coords(\n", + " geolat=((\"yh\", \"xh\"), darray[\"geolat\"].data), \n", + " geolon=((\"yh\", \"xh\"), darray[\"geolon\"].data)\n", + " )\n", + " \n", + "darray = darray[area_variable[MODEL]]\n", + "area = darray.load()\n", + "area" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our CICE data is missing x & y coordinate values; we can also get them from `area_t`.\n", + "\n", + "So that our new coordinates are recognised as cf-standard, we also need to copy the attributes. This rest of this notebook is designed to use cf-xarray, so the rest of the notebook is Model Agnostic.\n", + "\n", + "We now need to match the incoming area data to the sea ice data through coordinate names:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Coordinates:\n", + " CF Axes: * X: ['xt_ocean']\n", + " * Y: ['yt_ocean']\n", + " Z, T: n/a\n", + "\n", + " CF Coordinates: * longitude: ['xt_ocean']\n", + " * latitude: ['yt_ocean']\n", + " vertical, time: n/a\n", + "\n", + " Cell Measures: area, volume: n/a\n", + "\n", + " Standard Names: n/a\n", + "\n", + " Bounds: n/a\n", + "\n", + " Grid Mappings: n/a" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "if MODEL =='cice5' :\n", + " # Bring the latitude, longitude values into the main data (replace the indices)\n", + " sic.coords['ni'] = area['xt_ocean'].values\n", + " sic.coords['nj'] = area['yt_ocean'].values\n", + "\n", + " sic.ni.attrs = area.xt_ocean.attrs\n", + " sic.nj.attrs = area.yt_ocean.attrs\n", + " \n", + " sic = sic.rename(({'ni': 'xt_ocean', 'nj': 'yt_ocean'}))\n", + "\n", + "elif MODEL == \"sis2\":\n", + "\n", + " # The SIS2 main data already has the real latitude, longitude values - just need to rename\n", + " # them so they match the names in the area data\n", + " sic = sic.rename(({\"xT\": \"xh\", \"yT\": \"yh\"}))\n", + "\n", + "sic.cf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have axes with cf-compliant coordinates, we can select data using `latitude` keywords." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "execution": { + "iopub.execute_input": "2023-10-02T04:31:53.852863Z", + "iopub.status.busy": "2023-10-02T04:31:53.851848Z", + "iopub.status.idle": "2023-10-02T04:31:53.862609Z", + "shell.execute_reply": "2023-10-02T04:31:53.861317Z", + "shell.execute_reply.started": "2023-10-02T04:31:53.852807Z" + } + }, + "source": [ + "## Sea Ice Area" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at a timeseries of SH sea ice area. Area is defined (per convention) as the sum of sea ice concentration multiply by the area of each grid cell (and masked for sea ice concentration above 15%)\n", + "\n", + "By convention, sea-ice area for a region or basin is the sum of the area's where concentration is greater than 15%. \n", + "We also need to drop geolon and geolat so we have unique longitude and latitude to reference" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Coordinates:\n", + " CF Axes: * X: ['xt_ocean']\n", + " * Y: ['yt_ocean']\n", + " Z, T: n/a\n", + "\n", + " CF Coordinates: * longitude: ['xt_ocean']\n", + " * latitude: ['yt_ocean']\n", + " vertical, time: n/a\n", + "\n", + " Cell Measures: area, volume: n/a\n", + "\n", + " Standard Names: n/a\n", + "\n", + " Bounds: n/a\n", + "\n", + " Grid Mappings: n/a" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sic = sic.where(sic >= 0.15)\n", + "\n", + "si_area = sic * area\n", + "\n", + "if MODEL=='cice5':\n", + " si_area = si_area.drop_vars({'geolon_t', 'geolat_t'})\n", + "\n", + "si_area.cf" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "SH_area = si_area.cf.sel(latitude=slice(-90, -45)).cf.sum(['latitude', 'longitude'])\n", + "NH_area = si_area.cf.sel(latitude=slice(45, 90)).cf.sum(['latitude', 'longitude'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we are using a repeat year forcing experiemnt, the sea ice cycle is very regular:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 38.30 MiB.\n", + "This may cause some slowdown.\n", + "Consider loading the data with Dask directly\n", + " or using futures or delayed objects to embed the data into the graph without repetition.\n", + "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "SH_area.plot(label = 'Antarctic')\n", + "NH_area.plot(label = 'Arctic')\n", + "\n", + "plt.legend(loc='lower right')\n", + "plt.ylabel('Sea Ice Area (km$^{2}$)');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And the seasonal cycle of sea-ice area:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 38.35 MiB.\n", + "This may cause some slowdown.\n", + "Consider loading the data with Dask directly\n", + " or using futures or delayed objects to embed the data into the graph without repetition.\n", + "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", + " warnings.warn(\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 38.35 MiB.\n", + "This may cause some slowdown.\n", + "Consider loading the data with Dask directly\n", + " or using futures or delayed objects to embed the data into the graph without repetition.\n", + "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Sea Ice Area (km$^{2}$)')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "SH_area.groupby('time.month').mean('time').plot(label='Antarctic')\n", + "NH_area.groupby('time.month').mean('time').plot(label='Arctic')\n", + "\n", + "plt.legend()\n", + "plt.ylabel('Sea Ice Area (km$^{2}$)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Making Maps" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we just plot a selected month now, you see that everything North of 65N is skewed. " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.subplot(projection = ccrs.PlateCarree())\n", + "\n", + "sic.sel(time='1985-08').plot(cmap = cmo.ice)\n", + "ax.coastlines()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Most of our work is in the Southern Ocean, so maybe we don't care. But if you are interested in the Arctic, then we need to account for the tri-polar ocean grid that our models use. The easiest way out of that is using contourf, and the passing the x and y coordinates.\n", + "\n", + "See [Making Maps with Cartopy](https://cosima-recipes.readthedocs.io/en/latest/Tutorials/Making_Maps_with_Cartopy.html) tutorial for more help with plotting!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We need the geolon and geolat fields from the model for the actual (two-pole) coordinates, instead of the model (three-pole) coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
    <xarray.DataArray 'area_t' (yt_ocean: 2700, xt_ocean: 3600)> Size: 39MB\n",
    +       "array([[nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       ...,\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n",
    +       "Coordinates:\n",
    +       "  * xt_ocean  (xt_ocean) float64 29kB -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n",
    +       "  * yt_ocean  (yt_ocean) float64 22kB -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n",
    +       "    geolon_t  (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n",
    +       "    geolat_t  (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n",
    +       "Attributes:\n",
    +       "    long_name:     tracer cell area\n",
    +       "    units:         m^2\n",
    +       "    valid_range:   [0.e+00 1.e+15]\n",
    +       "    cell_methods:  time: point
    " + ], + "text/plain": [ + " Size: 39MB\n", + "array([[nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " ...,\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n", + "Coordinates:\n", + " * xt_ocean (xt_ocean) float64 29kB -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n", + " * yt_ocean (yt_ocean) float64 22kB -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n", + " geolon_t (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n", + " geolat_t (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n", + "Attributes:\n", + " long_name: tracer cell area\n", + " units: m^2\n", + " valid_range: [0.e+00 1.e+15]\n", + " cell_methods: time: point" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "area" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "sic = sic.assign_coords({\n", + " 'geolat': getattr(area, geo_variables[MODEL][\"latitude\"]),\n", + " 'geolon': getattr(area, geo_variables[MODEL][\"longitude\"]) \n", + "})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use contourf, and the geolon and geolat fields" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.subplot(projection=ccrs.PlateCarree())\n", + "\n", + "sic.sel(time='1985-08').squeeze('time').plot.contourf(\n", + " transform = ccrs.PlateCarree(),\n", + " x = 'geolon',\n", + " y = 'geolat',\n", + " levels = 33,\n", + " cmap = cmo.ice\n", + ")\n", + "\n", + "ax.coastlines()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using cartopy, we can make Polar Stereographic plots of sea ice concentration for a selected month, as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def plot_si_conc(data):\n", + " \"\"\" A function for plotting tri-polar data\"\"\"\n", + " ax = plt.gca()\n", + "\n", + " # Map the plot boundaries to a circle\n", + " theta = np.linspace(0, 2*np.pi, 100)\n", + " center, radius = [0.5, 0.5], 0.5\n", + " verts = np.vstack([np.sin(theta), np.cos(theta)]).T\n", + " circle = mpath.Path(verts * radius + center)\n", + " ax.set_boundary(circle, transform=ax.transAxes)\n", + "\n", + " # Add land features and gridlines\n", + " ax.add_feature(cfeature.NaturalEarthFeature('physical', 'land', '50m', edgecolor='black',\n", + " facecolor = 'gainsboro'), zorder = 2)\n", + "\n", + " data.plot.contourf(\n", + " transform = ccrs.PlateCarree(),\n", + " x = 'geolon', \n", + " y = 'geolat', \n", + " levels = np.arange(0.15, 1.05, 0.05),\n", + " cmap = cmo.ice,\n", + " cbar_kwargs = {\n", + " 'label':'Sea Ice Concentration'\n", + " }\n", + " )\n", + "\n", + " gl = ax.gridlines(\n", + " draw_labels=True, linewidth=1, color='gray', alpha=0.2, linestyle='--',\n", + " ylocs = np.arange(-80, 81, 10)\n", + " )\n", + "\n", + " ax.coastlines()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_sh_si_conc():\n", + " ax = plt.subplot(projection=ccrs.SouthPolarStereo())\n", + "\n", + " ax.set_extent([-180, 180, -90, -50], crs=ccrs.PlateCarree())\n", + "\n", + " plot_si_conc(\n", + " sic.cf.sel(time='1985-08').squeeze('time')\n", + " )\n", + "\n", + "plot_sh_si_conc()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_nh_si_conc():\n", + " ax = plt.subplot(projection=ccrs.NorthPolarStereo(central_longitude=-45))\n", + " \n", + " ax.set_extent([-180, 180, 40, 90], crs=ccrs.PlateCarree())\n", + "\n", + " plot_si_conc(\n", + " sic.cf.sel(time='1985-02').squeeze('time')\n", + " )\n", + "\n", + "plot_nh_si_conc()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once we are happy with your plot, we can save the plot to disk using `plt.savefig('filepath/filename')` function at the end of the cell containing the plot we want to save, as shown below. Note that your filename must contain the file (e.g., pdf, jpeg, png, etc.). \n", + "For more information on the options available to save figures refer to [Matplotlib documentation](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.savefig.html).\n", + "\n", + "(The next cell is text only - copy it into a 'code' cell to execute.)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "execution": { + "iopub.status.busy": "2023-10-02T04:38:30.214407Z", + "iopub.status.idle": "2023-10-02T04:38:30.214614Z", + "shell.execute_reply": "2023-10-02T04:38:30.214511Z", + "shell.execute_reply.started": "2023-10-02T04:38:30.214502Z" + }, + "tags": [] + }, + "source": [ + "```python\n", + "plot_sh_si_conc()\n", + "plt.savefig('MyFirstSeaIcePlot.png', dpi = 300)\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Tidy up" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "client.close()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.11" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From c6c45f0de2893abea0ad688d2c46ef7b7a751fae Mon Sep 17 00:00:00 2001 From: Charles Turner Date: Thu, 29 May 2025 09:42:13 +1000 Subject: [PATCH 10/16] Updated recipe, should address all @anton-seaice's comments --- Recipes/Sea_Ice_Coordinates_CICE5.ipynb | 526 ++++++------------------ 1 file changed, 115 insertions(+), 411 deletions(-) diff --git a/Recipes/Sea_Ice_Coordinates_CICE5.ipynb b/Recipes/Sea_Ice_Coordinates_CICE5.ipynb index 5bc4903a..c4834c99 100644 --- a/Recipes/Sea_Ice_Coordinates_CICE5.ipynb +++ b/Recipes/Sea_Ice_Coordinates_CICE5.ipynb @@ -58,7 +58,7 @@ "
    \n", "
    \n", "

    Client

    \n", - "

    Client-e0aad4cd-0854-11f0-b6a0-000007acfe80

    \n", + "

    Client-f484644f-3c1b-11f0-bf6a-000003b0fe80

    \n", " \n", "\n", " \n", @@ -93,22 +93,22 @@ " \n", "
    \n", "

    LocalCluster

    \n", - "

    bb1135ec

    \n", + "

    0a016657

    \n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", @@ -130,14 +130,14 @@ "
    \n", "
    \n", "

    Scheduler

    \n", - "

    Scheduler-f175b401-0f6c-4d4c-b8c2-abcc0789e7a2

    \n", + "

    Scheduler-3eaf138f-ab51-4358-90c6-cab0c7582edb

    \n", "
    \n", " Dashboard: /proxy/8787/status\n", " \n", - " Workers: 14\n", + " Workers: 7\n", "
    \n", - " Total threads: 14\n", + " Total threads: 7\n", " \n", - " Total memory: 63.00 GiB\n", + " Total memory: 32.00 GiB\n", "
    \n", " \n", " \n", " \n", " \n", " \n", @@ -145,7 +145,7 @@ " Dashboard:/proxy/8787/status\n", " \n", " \n", " \n", " \n", @@ -153,7 +153,7 @@ " Started: Just now\n", " \n", " \n", " \n", "
    \n", - " Comm: tcp://127.0.0.1:44621\n", + " Comm: tcp://127.0.0.1:34337\n", " \n", - " Workers: 14\n", + " Workers: 7\n", "
    \n", - " Total threads: 14\n", + " Total threads: 7\n", "
    \n", - " Total memory: 63.00 GiB\n", + " Total memory: 32.00 GiB\n", "
    \n", @@ -176,7 +176,7 @@ " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -221,7 +221,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:40771\n", + " Comm: tcp://127.0.0.1:42763\n", " \n", " Total threads: 1\n", @@ -184,21 +184,21 @@ "
    \n", - " Dashboard: /proxy/44379/status\n", + " Dashboard: /proxy/33345/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:41831\n", + " Nanny: tcp://127.0.0.1:32855\n", "
    \n", - " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-a5n3ln5r\n", + " Local directory: /jobfs/141925038.gadi-pbs/dask-scratch-space/worker-g8ym7gth\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -266,7 +266,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:35101\n", + " Comm: tcp://127.0.0.1:45589\n", " \n", " Total threads: 1\n", @@ -229,21 +229,21 @@ "
    \n", - " Dashboard: /proxy/46541/status\n", + " Dashboard: /proxy/43497/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:40427\n", + " Nanny: tcp://127.0.0.1:38177\n", "
    \n", - " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-9octlj_v\n", + " Local directory: /jobfs/141925038.gadi-pbs/dask-scratch-space/worker-0qh707zk\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -311,7 +311,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:42815\n", + " Comm: tcp://127.0.0.1:34565\n", " \n", " Total threads: 1\n", @@ -274,21 +274,21 @@ "
    \n", - " Dashboard: /proxy/42529/status\n", + " Dashboard: /proxy/38887/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:43031\n", + " Nanny: tcp://127.0.0.1:35975\n", "
    \n", - " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-7o145er2\n", + " Local directory: /jobfs/141925038.gadi-pbs/dask-scratch-space/worker-4so0fmk8\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -356,7 +356,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:41549\n", + " Comm: tcp://127.0.0.1:40093\n", " \n", " Total threads: 1\n", @@ -319,21 +319,21 @@ "
    \n", - " Dashboard: /proxy/45435/status\n", + " Dashboard: /proxy/34349/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:37501\n", + " Nanny: tcp://127.0.0.1:35951\n", "
    \n", - " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-lu280x7o\n", + " Local directory: /jobfs/141925038.gadi-pbs/dask-scratch-space/worker-tv9wtf1f\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -401,7 +401,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:44331\n", + " Comm: tcp://127.0.0.1:36513\n", " \n", " Total threads: 1\n", @@ -364,21 +364,21 @@ "
    \n", - " Dashboard: /proxy/43331/status\n", + " Dashboard: /proxy/32997/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:44475\n", + " Nanny: tcp://127.0.0.1:33063\n", "
    \n", - " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-mlj5jw05\n", + " Local directory: /jobfs/141925038.gadi-pbs/dask-scratch-space/worker-yfkz928a\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -446,7 +446,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:37087\n", + " Comm: tcp://127.0.0.1:35171\n", " \n", " Total threads: 1\n", @@ -409,21 +409,21 @@ "
    \n", - " Dashboard: /proxy/34449/status\n", + " Dashboard: /proxy/44995/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:43761\n", + " Nanny: tcp://127.0.0.1:35297\n", "
    \n", - " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-awqbq_wg\n", + " Local directory: /jobfs/141925038.gadi-pbs/dask-scratch-space/worker-5svm29gq\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:44997\n", + " Comm: tcp://127.0.0.1:32813\n", " \n", " Total threads: 1\n", @@ -454,336 +454,21 @@ "
    \n", - " Dashboard: /proxy/35749/status\n", + " Dashboard: /proxy/41049/status\n", " \n", - " Memory: 4.50 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:42797\n", + " Nanny: tcp://127.0.0.1:35521\n", "
    \n", - " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-jf4qtwcb\n", - "
    \n", - " \n", - "
    \n", - " \n", - " \n", - "
    \n", - "
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    Worker: 7

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:41535\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/42637/status\n", - " \n", - " Memory: 4.50 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:46363\n", - "
    \n", - " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-3n9zrmq2\n", - "
    \n", - "
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    Worker: 8

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:42323\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/39973/status\n", - " \n", - " Memory: 4.50 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:43715\n", - "
    \n", - " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-m4fce1td\n", - "
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    Worker: 9

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:42081\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/34351/status\n", - " \n", - " Memory: 4.50 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:34123\n", - "
    \n", - " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-amfqnt5v\n", - "
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    Worker: 10

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:34019\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/45355/status\n", - " \n", - " Memory: 4.50 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:45963\n", - "
    \n", - " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-hi5702d8\n", - "
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    Worker: 11

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:45613\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/37235/status\n", - " \n", - " Memory: 4.50 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:41603\n", - "
    \n", - " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-g33t0rx6\n", - "
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    Worker: 12

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:38635\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/38173/status\n", - " \n", - " Memory: 4.50 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:35103\n", - "
    \n", - " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-ofkpzdvg\n", - "
    \n", - "
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    Worker: 13

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", "\n", @@ -810,7 +495,7 @@ "" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -1148,7 +833,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 13.40 MiB.\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/client.py:3383: UserWarning: Sending large graph of size 13.45 MiB.\n", "This may cause some slowdown.\n", "Consider loading the data with Dask directly\n", " or using futures or delayed objects to embed the data into the graph without repetition.\n", @@ -1158,7 +843,7 @@ } ], "source": [ - "darray = var_search.to_dask( \n", + "dset = var_search.to_dask( \n", " xarray_open_kwargs=dict(\n", " decode_coords = sic_args[MODEL]['decode_coords']\n", " ) , \n", @@ -1561,7 +1246,7 @@ " coordinates: TLON TLAT time\n", " cell_measures: area: tarea\n", " cell_methods: time: mean\n", - " time_rep: averaged
    \n", - " Comm: tcp://127.0.0.1:41467\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/46069/status\n", - " \n", - " Memory: 4.50 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:38897\n", - "
    \n", - " Local directory: /jobfs/137473884.gadi-pbs/dask-scratch-space/worker-hjvy8a0w\n", + " Local directory: /jobfs/141925038.gadi-pbs/dask-scratch-space/worker-06didjyo\n", "
    \n", + " time_rep: averaged
    \n", " \n", "
    \n", " \n", @@ -1687,13 +1372,13 @@ "\n", " \n", " \n", - "
    • time
      (time)
      object
      1900-02-01 00:00:00 ... 2180-01-...
      long_name :
      model time
      bounds :
      time_bounds
      array([cftime.DatetimeNoLeap(1900, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
      +       "
    • time
      (time)
      object
      1900-02-01 00:00:00 ... 2180-01-...
      long_name :
      model time
      bounds :
      time_bounds
      array([cftime.DatetimeNoLeap(1900, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(1900, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(1900, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
              "       cftime.DatetimeNoLeap(2179, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(2179, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(2180, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
      -       "      dtype=object)
    • time
      PandasIndex
      PandasIndex(CFTimeIndex([1900-02-01 00:00:00, 1900-03-01 00:00:00, 1900-04-01 00:00:00,\n",
      +       "      dtype=object)
    • time
      PandasIndex
      PandasIndex(CFTimeIndex([1900-02-01 00:00:00, 1900-03-01 00:00:00, 1900-04-01 00:00:00,\n",
              "             1900-05-01 00:00:00, 1900-06-01 00:00:00, 1900-07-01 00:00:00,\n",
              "             1900-08-01 00:00:00, 1900-09-01 00:00:00, 1900-10-01 00:00:00,\n",
              "             1900-11-01 00:00:00,\n",
      @@ -1702,7 +1387,7 @@
              "             2179-07-01 00:00:00, 2179-08-01 00:00:00, 2179-09-01 00:00:00,\n",
              "             2179-10-01 00:00:00, 2179-11-01 00:00:00, 2179-12-01 00:00:00,\n",
              "             2180-01-01 00:00:00],\n",
      -       "            dtype='object', length=3360, calendar='noleap', freq='MS'))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " + " dtype='object', length=3360, calendar='noleap', freq='MS'))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " ], "text/plain": [ " Size: 131GB\n", @@ -1725,7 +1410,7 @@ } ], "source": [ - "darray = darray[sic_args[MODEL]['variable']]\n", + "darray = dset[sic_args[MODEL]['variable']]\n", "sic = darray\n", "sic" ] @@ -2140,7 +1825,7 @@ " coordinates: TLON TLAT time\n", " cell_measures: area: tarea\n", " cell_methods: time: mean\n", - " time_rep: averaged" + " dtype='object', length=120, calendar='noleap', freq='ME'))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " ], "text/plain": [ " Size: 5GB\n", @@ -2813,7 +2498,7 @@ " coordinates: TLON TLAT time\n", " cell_measures: area: tarea\n", " cell_methods: time: mean\n", - " time_rep: averaged" + " dtype='object', length=120, calendar='noleap', freq='ME'))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " ], "text/plain": [ " Size: 5GB\n", @@ -3107,6 +2792,14 @@ "tags": [] }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/intake_esm/source.py:280: ConcatenationWarning: Attempting to concatenate datasets without valid dimension coordinates: retaining only first dataset. Request valid dimension coordinate to silence this warning.\n", + " warnings.warn(\n" + ] + }, { "data": { "text/html": [ @@ -3497,26 +3190,26 @@ " long_name: tracer cell area\n", " units: m^2\n", " valid_range: [0.e+00 1.e+15]\n", - " cell_methods: time: point
  • long_name :
    tracer cell area
    units :
    m^2
    valid_range :
    [0.e+00 1.e+15]
    cell_methods :
    time: point
  • " ], "text/plain": [ " Size: 39MB\n", @@ -3564,7 +3257,7 @@ ], "source": [ "var_search = cat_subset.search(variable=area_variable[MODEL])\n", - "var_search = var_search.search(path=var_search.df['path'][0])\n", + "\n", "darray = var_search.to_dask()\n", "darray\n", "darray = darray[area_variable[MODEL]]\n", @@ -3604,6 +3297,17 @@ " sic = sic.rename(({'ni': 'xt_ocean', 'nj': 'yt_ocean'}))" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Note\n", + "\n", + "What we did above isn't strictly speaking correct due to the tripolar grid. However, because we will sum by hemisphere, it doesn't matter in practice.\n", + "\n", + "The real longitude and latitudes are `geolon_t` and `geolat_t`, respectively." + ] + }, { "cell_type": "code", "execution_count": 16, @@ -4100,7 +3804,7 @@ "
    <xarray.DataArray (time: 120)> Size: 480B\n",
            "dask.array<sum-aggregate, shape=(120,), dtype=float32, chunksize=(3,), chunktype=numpy.ndarray>\n",
            "Coordinates:\n",
    -       "  * time     (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00
    " + " dtype='object', length=120, calendar='noleap', freq='ME'))
  • " ], "text/plain": [ " Size: 480B\n", @@ -4341,7 +4045,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 38.30 MiB.\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/client.py:3383: UserWarning: Sending large graph of size 37.97 MiB.\n", "This may cause some slowdown.\n", "Consider loading the data with Dask directly\n", " or using futures or delayed objects to embed the data into the graph without repetition.\n", @@ -4351,7 +4055,7 @@ }, { "data": { - "image/png": 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", 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", 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    " ] @@ -4365,7 +4069,7 @@ "NH_area.plot(label = 'Arctic')\n", "\n", "plt.legend(loc='lower right')\n", - "plt.ylabel('Sea Ice Area (km$^{2}$)');" + "plt.ylabel('Sea Ice Area (m$^{2}$)');" ] }, { @@ -4386,13 +4090,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 38.35 MiB.\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/client.py:3383: UserWarning: Sending large graph of size 38.02 MiB.\n", "This may cause some slowdown.\n", "Consider loading the data with Dask directly\n", " or using futures or delayed objects to embed the data into the graph without repetition.\n", "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", " warnings.warn(\n", - "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 38.35 MiB.\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/client.py:3383: UserWarning: Sending large graph of size 38.02 MiB.\n", "This may cause some slowdown.\n", "Consider loading the data with Dask directly\n", " or using futures or delayed objects to embed the data into the graph without repetition.\n", @@ -4403,7 +4107,7 @@ { "data": { "text/plain": [ - "Text(0, 0.5, 'Sea Ice Area (km$^{2}$)')" + "Text(0, 0.5, 'Sea Ice Area (m$^{2}$)')" ] }, "execution_count": 20, @@ -4412,7 +4116,7 @@ }, { "data": { - "image/png": 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", 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", 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    " ] @@ -4426,7 +4130,7 @@ "NH_area.groupby('time.month').mean('time').plot(label='Arctic')\n", "\n", "plt.legend()\n", - "plt.ylabel('Sea Ice Area (km$^{2}$)')" + "plt.ylabel('Sea Ice Area (m$^{2}$)')" ] }, { @@ -4453,7 +4157,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 21, @@ -4462,7 +4166,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
    " ] @@ -4889,26 +4593,26 @@ " long_name: tracer cell area\n", " units: m^2\n", " valid_range: [0.e+00 1.e+15]\n", - " cell_methods: time: point
  • long_name :
    tracer cell area
    units :
    m^2
    valid_range :
    [0.e+00 1.e+15]
    cell_methods :
    time: point
  • " ], "text/plain": [ " Size: 39MB\n", @@ -4989,7 +4693,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 24, @@ -4998,7 +4702,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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    " ] @@ -5079,7 +4783,7 @@ "outputs": [ { "data": { - "image/png": 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kJCSKIAkECYkq5NNPP2XhwoXk5eXVtCkSEhIS5ULqxSAhUUVMnjyZY8eOkZCQwJ49e/jtt99q2iQJCQmJMiMJBAmJKiIuLo4ffviBVq1aodFoOHXqFJGRkTVtloSEhESZUNa0ARISlypXXHEFn3/+OQcOHCA8PByTyVTTJklISEiUGSkGQUKiili8eDGnT5/ms88+Y/Xq1cjl0p+bhIRE3UGaYpCQkJCQkJAogjTFICFRhZw6dYq3336bLVu2cPbsWWQyGVFRUXTv3p177rmH+Pj4mjZRQkJCIiCSB0FCoor47bffGDBgAPHx8fTr14+oqCgEQSA1NZV169Zx8uRJvv/+e3r06FHTpkpISEgUQRIIEhJVRKdOnejZsydvvPFGwPUPPvggv/32Gzt27KhmyyQkJCRKRxIIEhJVhFarZc+ePTRr1izg+gMHDtCuXTvy8/Or2TIJCQmJ0pHCqiUkqoiYmBi2bNlS7PqtW7cSExNTjRZJSEhIlB0pSFFCoop45JFHuOeee9i1axd9+/YlKioKmUzG2bNnWbduHYsWLWLOnDk1baaEhIREQKQpBgmJKmTFihW88cYb7Nq1C5fLBYBCoaBDhw489NBDjBw5soYtlJCQkAiMJBAkJKoBh8NBWloaACaTCZVKVcMWSUhISJSMJBAkJCQkJCQkiiAFKUpISEhISEgUQRIIEhISEhISEkWQBIKEhISEhIREESSBICEhISEhIVEEqQ6ChEQFsVgsnD17lrNnz5KTk4PVahU/+fn5fv/3XW6329FoNAQFBRX5aLXaIsv0ej3R0dFER0cTEhJS05ctIVErsFqt2O32SjmWWq0mKCioUo51KSFlMUhIFCIzM5Pjx49z9uxZUlJS/P71/Tk3Nxe1Wk1UVBQGg6HEQd770Wg0yOVy3G43NpstoIAovMxsNnPu3DnsdjvBwcHExMQQHR0t/uv7c0xMDI0aNcJoNNb01yghUWVYrVYaJiSQevZspRzPYDAQExODXC5n0qRJTJo0qVKOW9eRBILEZYkgCJw5c4b9+/cX+Zw7d47w8PCAA3DhwdhoNCKTycp8XofDwfnz56lXr165aiEIgkBmZmapoiUlJYXMzEyio6Np0aJFkU9MTEy57JWQqI2YzWZCQ0PZ899/6A2GizqWxWymbcOGZGdnY7jIY11qSAJB4pLn3LlzbN++nX/++UcUAQcOHMBisZCYmEjz5s39BtHmzZsTFhZWJbZUVCCUh8zMzIDC5/jx4+j1er9rbdmyJZ07dyYyMrJKbJGQqAq8AuFIZmalCISksDBJIARAEggSlxROp5O9e/eyZcsWtm7dypYtWzh27BgtWrSgVatWfoNj06ZNq33esToEQnHk5+dz8OBBP9Gwd+9eDhw4QFJSEt26daN79+50796d5ORkFApFtdonIVFWJIFQPUgCQaJOk5mZye+//y4Kgm3btiGTyejatas42HXp0oXQ0NCaNhWoWYFQHJmZmWzbto0tW7awZcsW8Tvs0qWL33coxTVI1BYkgVA9SAJBok6Rn5/Phg0bWL16NRs3bmT//v00btzY7+23ZcuWtfbt1+l0kpGRQXh4OEpl7UwicrlcRbwwR48epWXLllx99dUMGjSIq666Sor6lqgxJIFQPUgCQaLWc+LECVavXs3q1atZv349UVFRDBo0iL59+9K9e3fq1atX0yZe8pw7d46tW7eybt06Vq9ezfnz57n22msZNGgQAwcOJD4+vqZNlLiMkARC9SAJBIlah9PpZOvWraIoOHDgAD169GDQoEEMGjSIFi1aSJH4NYggCOzbt0/8/WzZsoXk5GTx99O1a9da68GRuDSQBEL1IAkEiVpBXl4e33zzDV9//TVr165FoVAwcOBABg0aRL9+/S6Z+W+Hw0F6ejoRERG1JgbhYsnMzGTt2rWsXr2a77//HkEQuO6667jhhhu4/vrr0Wq1NW2ixCWGJBCqB0kgSNQYLpeLjRs3snTpUj7//HPi4+O58cYbGTRoEJ06dbok30JrY5BiZeJyudi2bRurV69m1apVpKSkcNNNN3H77bfTu3dv5HKpurvExSMJhOpBEggS1c7evXtZunQpn3zyCQ6Hg9GjR3P77bfTvn37S37q4FIXCL4IgsDOnTtZunQpn376KTqdjltvvZXbb7+dFi1a1LR5EnUYSSBUD5Kcl6gWzp49y+uvv067du3o1KkTJ06c4N133+X06dPMmTOHDh06XPLi4HJDJpPRqVMn5s2bx5kzZ1iwYAFHjhyhffv2dOzYkblz55KamlrTZkpISBSDJBAkqgy73c7y5csZMGAA8fHxfPfdd9x///2cO3eOTz/9lIEDB9baVD+JykWlUjF48GBWrFjB2bNnuffee/nyyy+pX78+gwYNYuXKlTgcjpo2U0JCwgdpikGi0klLS+Pdd99lwYIFaLVa7rzzTm699VYpFQ6P293pdKJUKiWPCfDff//xySefsGjRIhwOB5MnT2bixImEh4fXtGkStRhpiqF6kDwIEpXGvn37uOuuu2jQoAHr16/nnXfe4eDBg0ydOlUSBwXIZDJUKpUkDgpo2LAh06dP59ChQ8yfP58ffviB+Ph47r33Xvbv31/T5klIXNZIAkHionC73axZs4Z+/frRsWNH3G4327Zt46effmLw4MFS1HohXC4X2dnZuFyumjalVqFQKBg6dCgbNmxg8+bNWK1W2rVrx4ABA1i7di2So1NCovqRnt4SFSInJ4cFCxbQokULJkyYwJVXXsmJEydYtGgRrVu3rmnzai1ut5vc3FzcbndNm1Jradu2LYsXL+a///6ja9eujBkzhpYtW7Jw4UJyc3Nr2jwJicsGSSBIlIuMjAymT59O/fr1Wbx4MU899RT//fcfTz75pFTyWKJSiYqK4plnnuHEiRNMnTqVd955h/j4eJ566imysrJq2jyJy5i33nqLhIQEgoKC6NChA7/++muJ23tfprRaLc2aNeOjjz7yW79kyRJkMlmRj9VqrcrLKBVJIEiUCbPZzMyZM0lISGDnzp18++237Nixg9tuuw21Wl3T5klcwmg0GsaOHcsff/zBl19+yZYtW0hISOD555/HYrHUtHkSlxkrVqxgypQpPPHEE+zevZtevXoxYMAATpw4EXD7t99+m2nTpjFjxgz27dvHzJkzmTRpEt9++63fdgaDgZSUFL9PTTdEkwSCRInk5uby8ssvk5CQwM8//8y3337Ljz/+SK9evaRAO4lqRSaT0bt3b37++Wc+//xz1qxZQ2JiIq+99hp5eXk1bZ7EZcLrr7/OhAkTuPPOO2nRogVz5swhPj6et99+O+D2S5cu5e6772bUqFEkJiZy8803M2HCBF5++WW/7WQyGdHR0X6fmkYSCBIBsVqtzJ07l8TERL744guWL1/OL7/8wpVXXlnTptVp5HI5ISEhUvDmRXLNNdfw22+/8dFHH7Fs2TKSkpJ48803sdlsNW2axCWM3W5n165d9OvXz295v3792LJlS8B9bDZbEU+AVqtl+/btfrU/cnJyaNiwIfXr12fw4MHs3r278i+gnEhPKQk/7HY7CxcupHHjxixevJhFixbx+++/07dvX8ljUAkoFAoMBsMl2WeiupHJZAwYMICdO3fy9ttv884779CkSROxpoKERHkwm81+n0BiMy0tDZfLRVRUlN/yqKgozp49G/C4/fv3Z9GiRezatUssP/7BBx/gcDhIS0sDoHnz5ixZsoRvvvmGTz/9lKCgIHr06MGhQ4cq/0LLgVTGTgLwRNcvXbqUGTNmEBQUxBtvvMGNN94ovelWMoIg4HA4pFoIlYhMJmPo0KEMGTKEzz77jGeeeYaXXnqJGTNmcMstt0j38CXMmSwzIReZEJRjNgMUqdXyzDPPMGPGjID7FP7bFQSh2L/np556irNnz9K1a1cEQSAqKopx48Yxe/Zs8UWha9eudO3aVdynR48etG/fnvnz5zNv3ryKXtpFI/3lSLBjxw66du3KM888w6xZs9i7dy8jRoyQHqxVgNPpJC0tDafTWdOmXHLI5XJuvvlm9u3bx5NPPsn06dPp0aMHf/zxR02bJlEHOHnyJNnZ2eJn2rRpRbYxmUwoFIoi3oLU1NQiXgUvWq2WDz74gLy8PI4fP86JEydo1KgRer0ek8kUcB+5XE6nTp1q3IMgjQCXMWlpadx111307t2bAQMGsH//fm6//XbJ/V0NGIzxmEzJ4kelMaHSBH5YePGuV2lMfvv64nu8yxWlUsm4cePYv38/11xzDT179uS+++4jIyOjpk2TqMUYDAa/j0ajKbKNWq2mQ4cOrFu3zm/5unXr6N69e4nHV6lU1K9fH4VCwfLly0ssJCcIAnv27CEmJqbiF1QJSL0YLkNcLhfvvfceTzzxBD169OCNN94gKSmpps265DGZkgkzxhBq1JGdlYdOG4VOH4faEAuA3XyGPMtpLDkp4j5myzkMes+biT7E/2Gh08eJPxfez7tvtuUcDltaVV1SneDQoUPcf//97Ny5kxdffJE77rhD8o7Vcby9GH499h8hF9k/IcdspldCwzL3YlixYgW33347CxcupFu3brz77ru899577Nu3j4YNGzJt2jROnz4t1jo4ePAg27dvp0uXLmRmZvL666+zbt06du3aRaNGjQCYOXMmXbt2pUmTJpjNZubNm8fSpUvZvHkznTt3vqjruxikGITLjG3btjFp0iQyMzP56KOPGDRoUE2bdMljMiUTF9OWJk0HIZdDSIgcfWQUgsFTWEoI1wOgJgE1EJZhQchKw24+Q1SBJvCKCC8yo0ncD0CTYcFYsA94BAOAQR+FSmO6rEVCkyZNWLNmDd988w0PPPAA7733HgsWLKBjx441bZpEHWTUqFGkp6cza9YsUlJSaNWqFWvWrKFhw4YApKSk+NVEcLlcvPbaa/z777+oVCquvvpqtmzZIooDgKysLO666y7Onj1LaGgo7dq1Y9OmTTUqDkDyIFw2nD9/nmnTpvHpp5/y+OOP89hjj9V4EY5LHZXGRKg+iiZNB6E2xCIzmpDL3GjrqbEbDGjCgtCHXSgyZcm0ow9TY8m0k59px5lhQ5Zh8RMCAMpwDVqf/fIz7QC4DntEgOAjFM6l7JQ8CT7k5eXx0ksv8eqrrzJmzBief/55IiIiatosiXJSkx6EywnJz3aJ43a7eeutt2jatClpaWns3buXp59+WhIHVYg3niBUH0VcTFtRHAjhenQd62NoWx9TooH4RD3GMI34iU/0CAF9mJrIxBBiO0YQ0ikWfZIeZbgGZbgGfZKeyMQQ9GFq8ROZGII2TI2iseccMqNJ9DjoQ2LEKQoJ0Ol0zJo1i7///ptTp07RtGlT3n33Xak3hoREAKQphkuY48ePM27cOE6ePMmyZcsYMGBATZt0yeMNDgzVR2HQe2IMZEYTisYmtAUDujGsaPCTF2OYhqzMC/nXXo+C12Pg63HwRR+mFj0JEqWTlJTEd999x7fffsv//vc/PvvsMxYvXiy1JZeQ8EHyIFyCCILABx98QJs2bWjevDl//vmnJA6qGF+vQXxsG+Ji2hIV0xFNgzaEdIq9IA5ClSitFnCX3O7ZkmkXP77eAl+PQ2G0YWqU4f7LLTkpmC3nKvVaLyWuv/56/vrrLxo1akTr1q1ZunSp1FpaQqIAyYNwiXHu3DkmTpzIzp07WbFihSQMqgmvx0AfEoMxrpM4paAI14hv/cYwjUcYFLizI8LUpJfy1l+cx8DXy2ApOIY3boGCGIQ8y2lJHJQBg8HAokWLGDJkCBMnTuSrr75i4cKFUndSicseyYNwCfHFF1/QqlUrdDodf//9tyQOqgFvTQKvOPCmHgrher9gQu8bf4RRRahBRYRRVaI48HoMvBTnNfAGNFqOWDxBikePkXV6B+dSdnI6ZQ/ZUoBimRkyZAh79+4FoFWrVnzzzTc1bJGERM0ieRAuAbKysrj//vv57rvveOutt7j55ptr2qRLjkCFh0L1UWIgoreegczo2U5RIA680wIR3sHedaGCYoSPAPAVC944BFFUlOJFELMdstLIOr0DS04KJ8/8BSAJg3JSr149Vq1axSeffMKYMWO48cYbeeONN6TodonLEkkg1HF++uknxo8fT3JyMn///TdxcXGl7yRRJrwxBQDxsW2KrPd6DHyzFBQFMQABxQEQFRqES2FHERKETKnkbJYV8J9uiAhTFysKvHjXWzLtKMM1OAEZoDPHYclJIVQfRbblnJ+w8V5LWtq+in0hlwkymYzbbruN3r17M378eNq0acOHH35I7969a9o0CYlqRRIIdRS73c7jjz/Oe++9x6uvvsrdd98tNf+5SApnIMTHthGrF/pWLfQtWuQVBiFJer8MBe8AHm30TycVBDfyYD0o5H7rz2ZZSxQFvtv54p2KSAWcgIY2RAH6kNPExfjbDZ4CSokJ1wAXKi2C5GkIRHx8PD/++CMLFixg4MCBTJo0ieeffx6VSlXTpklIVAtSoaQ6yJkzZxgxYgS5ubmsXLmSJk2a1LRJlYJ3gK7uwUqlMYlioCQhAPgVLfLNGIhMDCniLfAO6g1CdQCcyM6rNJt9hUJ6pp2sTFvAAku+NvpORYB/aWdvMKPkXQjMgQMHGDFiBBEREaxYsaLYxjwS1YNUKKl6kARCHePXX39l5MiR9O3bl4ULF6LT6WrapIvG68ovXNDHtwKgr6u8MgWEtwyyb+ZBYQqnDmp9Agi9ouDIUQtJifoiHgO4IBAA/svMQbDZkGk0yErpB+C7X0ni4myWVZye8BUKXtHiuxzwFxE+GQ9eoSAFNQYmNzeXO++8k02bNvH555/7teeVqF4kgVA9SFMMdQRBEJg/fz7Tpk1j9uzZ3HfffbVuSqG4QTxQgJ930A8twZXv7UNwRetb/WIATKbki3rT9RUkTZoOQtOgDYrG/jYWV5jI10vgJwYSL/zoO7AXJl4fxHFzFgqVCuTyErf1pbjtTmTnEW0MItoYJE5T+AY8RhTKhMjKtHmKL4WpseCJWwg0sWEyJUtCoRDBwcEsW7aMuXPncu211/Lqq69yzz331Lq/QwmJykLyINQBcnNzueuuu9iwYQOrVq0qta1odeNtOexN9fPFkpNSZJl3ORDQre/7Ji/LsAD+/QWK61xYnGgoLFC84iAqpiPqtj2K9DYonF5YODag8NRBeXA7nVizswgKNSJXVr4+93oavFMQXuEABPQyODNscPSYZ3lBBoT39+XrUfD18EheBti0aRMjR47kuuuu4+2330ar1da0SZcVkgehepAEQi3n8OHDDB8+HKPRyGeffUZ0dHRNm+SHb88B39bFhfHO4XvxzoMXWV5o3tyL1yXuuy8QUDQULg5UeOrCW8yIxIRixUGxnoICKiIOoOoFgi++0xKFRcLJo5YLAqEAWYYF24m/0DTweGt8RZl3mXf5yX+/4eSZvy5rkXD69GlGjBiB1Wrl888/JyEhoaZNumyQBEL1IE0x1GJWr17Nbbfdxrhx45g9e3atjZ729hwo/Pbvi0DhuXwTzgybmBbozLAVGaz9CFNDkr5gUPNtc2xCyEpDbYjFiEcw6ENOBzxEYRsDiYOSshAqKgoqkwahF679RLalxG0ahOr9tvGdgvAKoXzfHcM16Bpf4/OdxGI54i+iLEcsyPCIrPjYC94jL5dTkGNcXBwbN27koYceomPHjnz66af069evps2SkKg0JIFQC3G73Tz77LO8+uqrvPvuu4wePbqmTQqIb50AQGxKBP6BfMWSGCIGzlEo8M+Lb0lhQJw/FxsThWtwZuhF74LGaEKdFSu++Xo9GoVFgfdcFp/B0kuVigOZDIVaA2WYt/YVA2VdfyLbwolsSxFx4LW/uHTKQN89AIkXzpGVaSM/XIMrw4JOH4dOHyfGieRZTnM6ZQ8qjemy8iqo1WrefPNNOnfuzPDhw5k+fTrTpk2T4hIkLgkkgVDLsNvtTJgwgd9++40tW7bQunXrmjapwvgONoEGJa+7u/CgVFqRIN+Oh5ZMu+ct2McTIcMjFHw9GV5PRWRiiN+xAnkNqhK5QoFGH3jgL00QlAXfY5QkEuDC9+6dTvEVRIXrLXixhNnJb2xCHd5DXCbLsMAJMOSkiHUVLjfGjBlDmzZtGDJkCEeOHOGdd95BWcVTSBJwypyDTrg4MZZnyQGgU6dOKBQKJk2axKRJkyrDvDqPdAfXIiwWCzfddBPnz59n69attS7eoKw4M2yeKYECSprLL1xBMND6QHj3KywWCFOT7+MSL+7NuLjjFraxsjwH3oFbEATcbhdyuaJa3jKLEwm+WQ+FPSXezIiAJOo9QY4FXhhLpp38cA3qrFj0Fv9ph8stkLFt27Zs3bqVgQMHcsMNN/DZZ58RHBxc02ZJlJEdO3ZIMQiFkARCLeHs2bMMGjSIiIgIfvnlF/TFvGXWJhy2NL85aCFcT7c+MWLhHm8/gfRMe8ABufAgVOygFIBArvLiREB5jltWQSAIgjjAu51O3C4XCAKC4CY2JJizVjsJpnCcDgfW3BxysjIBcDmc5OdYMNWPR6lSkZudhSB4yvvK5DJkMjkarRa5QoHL6cTtdiGTyZHL5cgVijJfh/81ee4lr1DwioDODcOL/Q6Kq7sQ4SO4vCmTAJbEBIyAriAG5HTKHkL1UZfdlENcXBybNm1i6NChXHPNNXz33XdSV0iJOoskEGoBBw8e5LrrrqNHjx68//77qNVV7+quDHxjELxz/UeOWjCGaejRvh6b/zjvt/3ZLGuFUgQDVSL0HfR9U/kKr/PufyI7r9zeAMHtRiaXIwgCzvx8BLcbt9uF4HIhuN0EGcOQKxQ48vNx2W1Eh+iQyeU4bFZigy+cSya7UBBJJpd5ig9cWIJMJiC43bhcbnALqIM89tvy8rBb8/22DQoOJig4GJfLicNqQ65QXPiUUnip8HdS1vXe793X6+BFFAlJeiwkoD7qiUfw5XITCaGhofzwww+MHTuWHj168MMPP5CYmFj6jhIStQxJINQw27ZtY/DgwUyYMIEXXnihXA/52oC3noDMaEIRrsFS4PYHSErU07lhON/vOUu0MajIoOP9f3FvrIUHsZIGtfIMeIEQ3G5cDkeBN8CJ2+lEJpejNYYhk8lw2mzI5DLiQg0FA7IctSYImVyOWx+MDAJWRlSqVChDQ8X/Ox0Oj7ehgGCfdYXRhoSgCdYhuD0Cwu1yoSiY13a7XNjy8hAEt7i9QqlCH+7xCjhsNuRKBQrFhT/xotMN+mIzIXzxFWiFe0L4em3ywzU4j3p+NuijxHTTy0kceNFoNCxbtoxHHnmEbt26sWbNGjp06FDTZklIlAtJINQg3333HaNHj+aFF17gf//7X02bU25CvcWGDLFFUht93+gHtC0aS3GxA/qF7fzd52XZ3uVy4rQ7cDkdKJQqNFotToeDwydPIZMrqB9mQKFUoVApUakLBsASAgirStTJ5HIUyCHAzIJKrSG0Xr0Cz4PLT3QIbje52VmeY8jkyJVKlEolQcHBRQIhC/+/pO/RV8h5hYJv1UYJf+RyOa+//jpxcXFcffXVrFy5kv79+9e0WRISZUYSCDXEokWLeOCBB/jwww+56aabquw8VquVlStX8tdffxEVFcVtt91GvXr1UFRwPtuLyZTsV4BIlmERMwm8QYMRYepyu/bLt60+4M/FYbdaMael4XZ7BlO5UinO6yuUSpo1alhqf4TahkwuRymXg0+NDJlcjsFUD5fTgcvhxOV04rDbCQrxZHDkmc0g84gMhUrlJ3C8XoXivAuBvD3eyozeoktSTwd/Hn74YWJiYhg+fDhvv/02Y8aMqWmTJCTKhCQQaoDnn3+eV199lTVr1lRZj/nc3FzGjRvHqlWr/JY/+uij9OjRg88//7zCHel8ux/64jqchiVcD0mewToiTO0zjaDntxPnihUAJQXGBd6+eEEguN04HQ6cdjsOux2NTotGq0Mul6PSaFCq1ShVKj8xIJPJylSb4GJRqlQYIy+uE2Cc0T/S+nSWudh1hdeD51oddhv2fE98g0KpQmcwiNMXJaVKepYV/V3lZ9o9lRgL6k9I4sCfW265haioKIYPH865c+d49NFHa9okCYlSkQRCNfPss88yf/58Nm3aVGU1DnJzcwkJCSl2/ebNm/niiy+49957L/pc3oA0NYili31rC8CFAadnA8/AWHwFwPJNKwTCmpuLNTcXEJArFChVanEeXqlWo6wjAaCFCTTwQ2Bx4F1W3D6N4z29L06mZ4oiyutFyLOYEQoCJeMNnnuouGkcb5OofZhJJUdcrg+JwWFbX+5rvNS59tpr2bhxI3379kUQBB577LGaNklCokQkgVCNvPjii8ybN48NGzbQqlWrKjtPfn4+jRs35vDhw8yYMYNmzZrhcrnQaDSsWLGC06dPc8MNN1TJub31Bwrn1wM4nU4+efstWl59LVHxDcp97MLCwO1247TZsNtsaLRaVBoNCpWSoJBgz8+K2nd7u5xO8sxmvzf2QMQZDSUO9KezzCV6EgL9v/ByuUKBWqtF7dNoSK5QYHdYPTEMMhkqtYag4OAitpbm8bncMhfKSrt27Vi3bh3XXnstSqWShx56qKZNkpAoltr3BL1EmT17Nq+99ho///xzlYoDAJPJxKFDhwKuq8x4h8IdFXXhzUvcfv+ePXyy8G2a7/+XkVOfBirmNXDYbNjy83DaHYCAQqUWUwdVas2FwMJaiCAIuJwOytIjrTgPQOFtihMCFSFIF0yQLtgTt2Cz4bDZxHoP0Wolp3JyUajU4rJAFRcL3xcS/nhFQp8+fVAoFDzwwAM1bZKEREAkgVANvP7667z00kv8/PPPXHHFFTVtTqVgtpzzC1L07fbnpfDg37pjR974eBkNEhPRF6T3lTX7wOV0IpPJkCsUBUWJQKsPQaXWVLiAUHVQ2O3vJdZoIDU3P+C2hSkuxqAyhUFhFEolioLMB+/vyGYx47LbPdkVGg2C25NiGRGmRhumxhKuR50VCymIRZJ8kTwKF+jQoQM//vgjffv2RalUSqV9JWolkkCoYubNm8ezzz7LTz/9RLt27WranErBYUtDpTGJAkGnj0MI14tNkALFH3hJLsd3IAgCLpsNp82GxZaHRqdDG6JHo9Oh0dV8Z8WyEGgqAOBMlhmlSiV6AMo6jVCTaPQG3E4nTquVU2lZpJltpNs1IPcXaN7g1cJtthMTrsFsOXdZdXwsiU6dOvHDDz/Qv39/FAoF99xzT02bJCHhhyQQqpAFCxbw9NNPs27dukuqSIrJlCxmMej0cWgatEHhE5yYnGCgQaiuxGDCwgV7Ci932m3Yc3JAEJCrVOgMoag0tXfqoCR8B3qHw8HBzAzggjegOBFQ0vriPBOVTWEPj1yp5KxLTpo7iGPn8nHLnVgy8xAyzWjMWdhlgtjp0YtvZUXzZdrMqTi6du3K999/z3XXXYdCoWDixIk1bZKEhIgkEKqIhQsXMn36dNauXUunTp1q2pxKwzfFUaePE4skaQvEQVk7IgYSD06HgxitmpR8uycDISgIpSbIE0wXVPZ+CjVNSXEBZy256AyhxEeEVejYtcWrkJ7lIDtbID8zB2eGlSBzJmqFG1WTaDTuOBzpVlyZGdjNZ0SxkGc5fdl2eyyJ7t27s2bNGgYOHIhCoeCOO+6oaZMkJABJIFQJixYt4rHHHuOHH36ga9euNW1OleAVByQmoE/Si017vCWVAwmA4t56HXY7ttxcnA67Jw1RpkSuUKLWFc3LL4my1AAoyzFK2qdwdkFxA3bhaxUzB+Ry1EFBFa6+WF0xCCXRIFQHCZ6fszJtnMmwYXOqsBpC0BoUKMy5KOupyRUiwHwGtSEWu/mMFLxYAj179uTbb79l8ODBKJVKqZiSRK1AEgiVzJdffsmDDz7ImjVr6N69e02bU+mE6qPQh8SgNsSK/Rf05fQeeHG7XORmZ4slj73TCCEFEfLein4XQ3G1AQINroFc+oFSDYv7uSy43W4cNisn3W7kcnmJIqM2UFK/Bu/v25KkJ7+giqYD0Daohxw3CoMLTXYMQRoXrlzP9IIUqFg8vXv35uuvv2bIkCFEREQwaNCgmjZJ4jJHEgiVyLZt27j99tv55JNP6NWrV02bU+moNCZaNu2PTh/nEQeNTUQmhojioHBDpsJ4B1unwyFWMlQoC+oWBEhNvBjPQWnblXVgruw0QrfLRb7FgkLpKXHs62Eor0iobNuKI1CMiN/vOVEvltf2JTcrB5kMclL3YrWno1DZsNlsaOpoLEl1cM0117B48WJGjx7Nxo0bad++fU2bJHEZU7cKz9dijh49yvXXX88LL7xQZUWIagKVxiR+fFs7Kxqb/OIOfMVBcQO7027HkpFBTmYGLpcnbVFnMFS4bkGc0VAhcVDSsrLuWxUD8+ksc5mLHdUU/mWYdUQbg4gouA+MYRqSEvUkJeoxhmnQhqkRDPWwWOycOXOCfX//Tnp6OhZL2VJbL1dGjBjBU089xeDBgzlx4kRNmyMRgLfeeouEhASCgoLo0KEDv/76a4nbf/LJJ1xxxRXodDpiYmIYP3486enp4volS5Ygk8mKfKzWonVGqhNJIFQCGRkZDBw4kFtuuYX777+/ps2pVEL1UeLHoI/yBJwlJqANUxOfqA/oOSjskna5nORmZ5OTlQlAsDHsoqoclkcYVBVVef5AIqE2iwevSEhOMIjVMyMKUl6FcD06fRx2u4OYuOY0a9GJoIKAU4fDgcunC6XEBR555BFuuOEGBg0aRHZ2dk2bI+HDihUrmDJlCk888QS7d++mV69eDBgwoFgx99tvvzFmzBgmTJjAvn37WLlyJTt27ODOO+/0285gMJCSkuL3Carh4OxqnWIQBEGswHapYLPZGD58OM2bN+e1116raXMqFW/HRm/GAngKIoX4BCWWBXtePk6HHZ3e4FfWt6LU5jl7qJyBu7QyydVFaemU3pLLnRuGi8sCVVeMi2lLXIynymKzpv0xW85hNOqx2rPYv28HISEhl9yz4WKQyWTMnz+fIUOGcNNNN7FmzRpUPh07JWqO119/nQkTJogD/Jw5c1i7di1vv/02L774YpHtf//9dxo1aiS+PCYkJHD33Xcze/Zsv+1kMhnR0dFVfwHloFo9CDKZDKfTyb///ludp60yBEFgwoQJ5OXl8cknn1x0C+XaiD4kBmNcJzQN2njqHTQ2+QUlBoo7EASBI2dTsRV0CwwKDsYQYaoUcQBV+/Ze1cjkMpRqNTJ57RwMS/tuvYGj3g8ELpednmnHkmlHGa5B06ANxl4jCUseQHyzIcQ3G0Jyx4nUbzyK+tFduPqqW4mLb05eXtm7eV4OKJVKVqxYQVpaGvfcc0+ZynNLVByz2ez3sdmKxtXY7XZ27dpFv379/Jb369ePLVu2BDxu9+7dOXXqFGvWrEEQBM6dO8eqVauKBKHm5OTQsGFD6tevz+DBg9m9e3flXVwFqTYPwuHDh3nhhRfYuXMnarUal8vF66+/ztVXX11dJlQ6zzzzDJs3b+b3338nODi4ps2pErxTCopwjV+lxOIyFlwOB/bcHASXi5OCm8ZarV9b5YpSV0RBaW/4CoWSEGPRGgilNV6qTny9Bl5vjTcgsnB8SaBOj9HGINIz7eL/QzrFen5I0pOf6Sm/7MywIQBBxnrYT/6FKcxJ46btOHVif4VTQC9F9Ho93333HV27duWFF17giSeeqGmTahUnzflo3Rf3Ypaf43mRiY+P91v+zDPPMGPGDL9laWlpuFwuoqL8q4RGRUVx9uzZgMfv3r07n3zyCaNGjcJqteJ0OhkyZAjz588Xt2nevDlLliyhdevWmM1m5s6dS48ePfjzzz9p0qTJRV3fxVAtAiE7O5vbbrsNk8nEu+++i06nY+XKlQwfPpxnn32WSZMm1Tn34uLFi5k/fz5btmwpcrNcyviWUfb1HgiCgCMvD6c1nzhjKFq9HqXkEi2CIAggCFAQhATFB1DW1HRCoP+X15aIMLVfdoMxTCP+rA9TQ2IIlkw7+eEa1LQh+ASknD2BXC7H5XKRn59PcHBwnXsuVAVxcXGsXr2aXr160ahRI2699daaNqlCpKamEhQUhMFQO8X+yZMn/WwrKdum8H1Z0vT5P//8w/3338/TTz9N//79SUlJ4dFHH+Wee+7h/fffBzwVNX1r5vTo0YP27dszf/585s2bdzGXdVFUi0CYNGkSZ8+e5corr+TMmTMMGzaMNm3acNVVVyEIQp2LTfjpp5+YPHky3333HS1atKhpcyod3yY7eZbTaDIsaH3iDgp7D7y58tE6DcpQT6+E0n6fZfEI1JYgvLJSFntdTic5mRmEhIWLAqo2xFRUZQEmr6j0FZfen/VhalIBdVYs+pBIVBoT2ZknMJvN5OfnYzQapbl3oE2bNqxcuZJhw4ZRv359evfuXdMmlRm73c7YsWPZs2cPy5Ytq7U9aQwGQ6nixWQyoVAoingLUlNTi31RfPHFF+nRowePPvoo4PldBgcH06tXL5577jliYmKK7COXy+nUqVOxXXmriyr35R04cIBly5YhCAI5OTnMnj2b9u3bc/DgQa655ho6derk51JMS6vdhVROnDjBqFGjeOutt+r09EhZseSkYDvxF/kFLmNv3EHnhuHE64MwyQScdjsNQvWEGMMIKuatz+umLm9qYm3IWCgrha+xPPbXtBgqLlPCl5Kup6T0x6xMm/gBf8HgTYcET7xLqD4KnU6HyeQRqWlpaZjNZmn+Hc889xtvvMGIESM4ffp06TvUAl599VWMRiOnT59mxYoVtVYclBW1Wk2HDh1Yt26d3/J169YVWxgvLy+vyLSZN16tuPtaEAT27NkTUDxUJ1UuECZPnkz37t354YcfeOutt1i7di3169fn008/RSaTEVrQ9nf16tWMHTuWoUOH0rNnT7Zv317VppUbu93OyJEjGTFiBGPHjq1pc6qcUH0UZss58iyncR32F25Ou438rEwcNhvugra/EhdHZYqEQAKlsoRW8RkNxYuE0pAZTej0cRgK2kQH62Np0eIqunQZTF5enpQOWcBdd93FoEGDuPnmm3E4HDVtTrHs2LGD5s2bM2fOHFasWMGmTZto06ZoS/i6yEMPPcSiRYv44IMP2L9/Pw8++CAnTpwQu3FOmzbNr1T29ddfzxdffMHbb7/N0aNH2bx5M/fffz+dO3cmNtYTnzNz5kzWrl3L0aNH2bNnDxMmTGDPnj013uGzSgVCWloaaWlp3HjjjaIrPjQ0FIPBwI4dO8Qb/Oeff+a2227j9OnTjB07li5dujB48GDWr19fleaVm0cffRSHw8GcOXNq2pQqw1sQKT62TUFqWlsxxdGSaSc9w4YrLxe7xYJCpUIfHl5qI6W64gG4lKkMkVCahwGKFskqq0gQwvWoDbGiF8F7/4WFNqdH91tQKpUIgkBubu5l701YsGAB2dnZtTpgcfXq1Rw5coQPPviA66+/Xlz+33//8e6772I2163pQ19GjRrFnDlzmDVrFm3btmXTpk2sWbOGhg0bApCSkuJXE2HcuHG8/vrrvPnmm7Rq1YoRI0bQrFkzvvjiC3GbrKws7rrrLlq0aEG/fv04ffo0mzZtonPnztV+fb7IhCr8azt79iwJCQl8+OGHjBw5EoBz584xdepUMjIy+Prrrzlx4gQ9e/akb9++vP7664SGhuJyuRg6dCjNmzfnlVdeqSrzysXKlSu566672LVrF4mJiTVtTpUQqO6B2uBRuGJp5QQdSdEyIk0GGkWG0yBUX2KlQUkcePAtM104BsGXymrjXNz3Xh1TGb4ZDSeyPamLZ7OspGfaycq0FRELJ49asByxIMuwYDvxF3DhvgOwm89w6OBqTp3aRUZGBhqNBqPReEmmFZeVf//9l06dOvHxxx8zZMiQmjYH8BSMCw/31MOw2+107tyZLl26sHDhQmQyGY888ghz585lzJgxLFiw4KKKAJnNZkJDQ5n96060ISEXZXd+Tg6P9epIdnZ2rQ2grCmqNEgxIiKCESNGsGHDBoYNG0Zubi6ff/45P/30Ey+//DIAs2fPxu1288Ybb2AwGBAEAYVCQUhICHv37q1K88rMwYMHufPOO/nwww8vG3HgbcYEnrc7hcyJzqjEGK4FnQq5RvIaVASFUonBVK9Sg3Ir0sMhEFUhHgrXSAiUHpsVpiY/XIMrw4KmQVE3tMZoIs5yGn1ofXLMp8nKyuL8+fOEhYVdtn0dmjVrxqJFixg7dix//PEHCQkJNWbLqlWrmDVrFk2bNuXWW2/l2muvxWAwMGXKFGbNmsU999zDN998Q6NGjVi3bh1XXXVVjdkqUT6qVCCoVCruuecebrnlFjp06IBWq+X8+fOMGDGCW265hfPnz/PBBx/w5ptvYjAYcLlcYoTo8ePHufrqq7Hb7ajVatauXcvevXv5/fffef7552natGlVmi6Sn5/PiBEjmDhxIkOHDq2Wc1Y3vn0WAFEcCOF6lOFqgrARbFBSr0EQYQVBihJlo/CgK/NJb6wMamMAZHEdIL33TeFKi0mJnmmJVDz1EQojy7BgjOtEfE4KIYY4bPmpZGZmkp6eTr169S7bLIeRI0fy66+/MmLECH777bcaKcvrcrlYtWoVEyZMwGAw8P7779OiRQsMBgPjxo1j1apVfPDBB8yYMcNvSqSuZa5drlR5mmP37t05fvw4H3/8MUqlklatWpGUlAR4aglERUUxdOhQ0XMAnvkrQRBo3rw5arWalJQU7rvvPiZNmkRoaCgPPvggixcvJjIysqrNZ/Lkyej1+oAlNC9lhHA96nAlRoOTYIMGhyIIt0ojPuQbhOouuhXz5YjL5STfkoNWH1KkH0VVeF0Ki4OSzlFdtRcKC8yzWVaxwVNWpg2LT5Gl/Ew7TkAGRMV0BECj9fzdq9UqtJpw0tL24S5on3258eqrr9KrVy8eeugh3nrrrWo//9GjR/nvv/948803AXj33Xf91j/11FPs3r2b8PBw8WUPPEJ5//79/Pnnn9x8883VbrdE2ai2v6jbbruNm2++mVatWhEUFIQgCFitVqKjo1GpVKKa/Oeff/j2228xmUzceOONgCeAo0OHDjz00EPMmDGDzMxMMVBp165dVWbzkiVL+Oabb1i+fPll8ZaiD/Gk1NjNZwABo8GFLlSNXRWMwRQiuoclcVA6xQX0CW4Bp92G4C4a+lOWVMNA+1TWusoSB4G8ByURbQwi2hhEcoKBpEQ98QUffZhaTIH0xds8LMrUAoM+ihbN+9GyZU/sdnuAo1/aaDQaVq5cyfLly1m2bFmVn++PP/7wax7VpEkTGjRowL333ktkZCTJyck0b94c8HgJunTpwnXXXcdHH30klg7OzMxk4sSJJCcnc/To0Sq3WaLiVGuzJi9eMdCqVSs++eQTbDYber1nwHnppZdIT0/nkUceITg4GLfbTYMGDTh+/Dj169enZ8+edO7cGY1GQ0pKCvfeey/XXnstL7zwQqW6rP7++28mT57Ml19+Sf369SvtuLUdb3CiLCMHW2IUpnqhIJMVW1pZ4gKVNcBWRqBiSc2eylrWubx2lFcYBMLXuxARpiY9087BAi+COisWveVCXrhX0MpkgExFeno6oaGh6HRFe0NcyjRs2JClS5dy8803065duyop3vb5558zZcoUNBoNDoeDcePGMXHiROrXr8/777/P0aNHmTlzJi1bthT38U4jPPfcc/Tq1Ytvv/2Wn376idmzZ5OcnMy+ffsuyUJzlxI1IhC8dOrUifDwcPr27cuAAQP46aefOHXqFM8++yw33HAD4BETwcHBbN++nffffx+LxcL48eMJDQ0lNzeX48ePk5iYWKniwGq1MmrUKB555BH69u1bacetrXhbOQNog2QoQ6KwhesJDteK4sC3rHJxmQuXM6UVGCptm4s998X8PipraqGwV6k4weC9j7wZDhC4AyR4REJkYgipgCvDhM5ckHKbkwJcELQQR79+d7B27fs4nc7LLhp90KBBTJ48mVGjRon9biqLnTt38uSTT/LII49w9dVXs3nzZp555hnOnz/Pc889R3h4OK1bt0Ymk/lN9cjlctxuNzExMYwfP56nnnqK+Ph4PvjgA9E7LFG7qVGBEB8fz9atW3nyySf5888/6dmzJ+PGjRMLangVqPemmzBhgt/+69atw2azMWrUKHHZqVOnWL9+PbfffnuFRcMzzzyDXq/nySefrPjF1TFkMggJUaFSyXC6QRmu8evY6EUSB0XxHaB9B9qKDrwV3acsQqSwTWU5V0UFTnHBir7CAIoXB4HwTX/0Ztt4CcFTLtdms12WQXCzZs3ihx9+4LnnnmPWrFmVdtydO3eSk5PD+PHjMRgMtGnTBrfbzccff8xbb73Fk08+KX7XheNAvMufeOIJmjdvLgmDOkaNCgQvzz33HE6nE6XSY473j7vwTVf4j37lypX0798fp9MJeOIX5s6dy3vvvcfBgweZMWOGeMyy8vvvv/Pmm2+yY8eOcu9bV1EoFISGBiNXyLAronA3SCQ2MUTyHJSR4potFV4XZzRwMj2ToJCQKgmoK20AL25qobg+DIU9E+UVPL7iwDfdsbBAKIxvtkN6ph1jmAZLmJ38xiZchz1pj5wIvG9ISIjY5MnhcCCXyy+begkqlYolS5bQrVs3hg4dSvv27St0nO+//57WrVuLU6vHjh2jadOmfs/DcePGsX//fr7//nuGDRtGcnJyQFEmk8nE5ZI4qHvUmrBf35uvOOXvu/zgwYOYzWYaN24sFue466670Gg0xMXF0aBBg3IP8FarlfHjx/P000/7zaVdaphMyX6feqY4wk0tUejb4G6USGzHCDH1zBuQKAUllo3SBJRcoSBIF4y8hEGrqkRYaQGQZQlcLI9tZb1nikubLW65kOUp++3rPQBPYzG48JzIzs4mLS2tVpckrmyuuOIKpk6dyrhx48odtPn999+TlJTE1KlTOXjwIDk5OQD06tWLLVu2iA2KXC4XwcHB3HDDDchkMn788UegbM9tibpFrREI5cVsNrN9+3aGDx9Obm4ud9xxBzKZjNGjR5Oens5NN90kbrtz505mz55NVlZWicd85plnMBgMPPzww1Vsfc1i0EfRpOkgmjYbRJOmg4iI74ejSTcUHVqI4sAbWV4Y30j7mm4wVFspaRCNMYRgt1oRSuhfUd3fa3X/Lj2i0z+Q0Pd+8045nM2y+gXH+tZIEAt5JSZAYgIyo0mMS/ASFhaGXC4nPT39shIJ06ZNQ6FQ8Nxzz5V5nzVr1jB58mQmTJjA5s2bufLKKwkpqFB47bXX0rBhQ7G4nXfA79u3L3K5nMOHDwNIPVkuQeqcD91bTOmzzz6jTZs2xMbGMn36dE6ePMmKFSv49NNPGTZsmOhVOH/+PNOnT2fnzp306tWLbt26BTzutm3bLpuphaiYjujCYghKisZuCEUTFoQ+TC0KA8BvWqE4pOmG8uNyucgzZ3tKLdeRvP2LEQ+B7h/v1EOgYMVoYxBns6xF4hL0BdUWvTURAqEPiUGlMeGweTwMCoWCiIgIMjIySE9PJzw8vFKD92orFZlq+Oyzzxg6dCjTp0/H4XCwbds26tWrR0JCAlqtlmnTpnHHHXcwduxYv66FDRo0YP/+/UDR+AOJuk+d+40qFAry8vL45ZdfGDRoEGPGjCEzM5OnnnqK2NhYjhw5Qtu2bQFP/YQRI0aQlpbGRx99RLdu3QI2erFarYwbN46nnnrqkp5aAE/VRJUKtEnRYNBiSvDknPdoX4/ODcPFtzvvtEJF2xdfDlT0zbue/uJqx9cGfGMsCscplJdA3oTCGMM0RCaGoAzXIITrEcKLCg9jXCfiY/1LNcvl8stGGPhyxRVX8PjjjzN+/PgyTTXs2rWLzp0789tvv5GQkMDDDz9M586dmTx5Mv/99x9jx45l0KBB3Hnnnfzyyy8IgsDZs2c5dOgQt956azVckURNUOcEAsDevXvJysri7bff5uTJk7z00kv06tULq9XKzp07adeuHadPn+Z///sff/31F4sWLWLgwIFA4PmwGTNmoNfreeSRR6r7Uqqdtq0GYjBF4XArMSREkJRkIDnBUOQhXRqXq0iorOmV2DoqtkpqH+0bxFjSdRUX0+J7D/pOOXinGYxhGr/CSb4iwfuzPiSGxIRrPEJYY8JkSiYysjVRMU1Rq9UIgnDZFFSaPn06crmc559/vsTtbDYbsbGx7N27l1mzZjF16lQ+//xzXn75Zf79918mT54MeLwMkZGRjBw5kuuuu44OHTogl8vp169fdVyORA1QJ33per2e8+fPYzKZWLZsmdhTe82aNaSkpNCnTx+GDh3K0aNHWbx4cYkutm3btjFv3rzLYmqhXr1WdOo1HntMA9QJERjDi6/dfiLbIgUmloHaNMBXV6nk4s59MTZcmNIqOu1QGGW4p0FT4b4NMqOJMOMAdCf+Iiqmoxi0CGDQp2AyJfPff9sxm80YjUa0Wm257axLFJ5qaNeuXcDtNBoNXbp04fXXX6d9+/ZMmDABrVbL3XffjV6vZ/r06WzcuJGrrrqK5cuX8/fff7Njxw7Gjh3LLbfcUs1XJVGd1MkRsUWLFqSkpHDw4EFat24tLv/2228ZPHgwY8aMYffu3bzyyitiwaVAeLMWnnrqKZKTk6vD9BojMeEaGjcZSL46Erdbjaug9S5Aeqads2HWIvEHtWnwq62Ut0iRTCZDqVT6ebIqo5BSbftdleVaylInwRuTEBGm5shRiycWoaBXQ2Gh4PUiaGgj/itkpRWUDgez5Rw6nQ6Hw0FmZibAJS8SvFMN48aNY8eOHcVOtUyfPp3nn39ezFzwkpycjFKpFFPJo6OjiY6OviwKyEnU0SkG8KheX3Fw+vRpTp06xRdffMFXX33Fxx9/LGYyBIo7AE+jE61Wy6OPPgrAf//9x/DhwwkKCrqkGoi0aN6fmOgGqA0xCMgQ3C5ee6grqUdzOLgrXRQKAD0bRElpjaVwMbEYSqWS8Hr1AnqrKqttc01SkWJKhe+1wlkO3ukGb+ptZGKI+NGGqdEn6UWxAP5TDzKjSUyHNOijkMlkGI1GdDodWVlZWK1lL9JUV5k+fToAc+bMKXaboKAgPvroI06dOuXX08FmsyGXy4mPj69qMytEarZVDGqt6Cc123MPdOrUiZYtW7JgwYIavqraQ530IAQiKCiI7OxsLBYLixYtolevXqIwCBR3cOrUKV566SXWrVuHUqnk6quvZuPGjeL6FStWXBL1EOLi2tE4sR0yZT1sNgu/r3gIgLf1j+LM7YE+ydNFzxOgKImC0gg0715ZBBpcy1LcqLh9q4KSPCYXm+1QWi+HaGMQJPovS8+0c/KoZ7/iph7AU3XRNw0yNDQUt9uNzWarkTbJ1YlKpWLevHlcf/31jBkzhujo6IDb3XLLLXz11VfMnDmTPXv20KxZM+bNm8fVV19Nw4YNq9nq6mfHjh2XXYnu0rhkBEJERATbt2/njz/+KFNaz9SpUxk6dKiY9rhv374i2yxdurROt3kOMcTS4YrrUKjq4VLHoIv8S1y37XQoLfp4ah5I4qBsVLTnge+g7nA4yEpLw2gyFekQWpZj16TXoLRzF44/uBgRU1wMQqAMh6wwNfqC4EVLpp188KRDZljEokpevGmQMpmMsLAw8eXhUi/N3Lt3b6677jqmT5/OBx98EHAbmUzGkiVLeO+999i4cSNbt27lnnvu4aGHHqpmayVqC5eMQPDiKw6K+4PfsmULX331FQcOHBCXeV2+Tz75JOfOneO9997j3LlzVWtsFaLRRtK6ZVe04clYtZEoG9fjik5tUYbWo8PQkcRGhJSp1oHExb+dFx4oA094Vc6xoWqbQpXVhpKWFXccXy9CWYIVvRjDNGRl2rBk2tEXiIVUEGsmFBYJXrzPB5vNRlZWFhEREZd0oLK3i+K9995Lp06dAm4THBzMlClTmDx5MjKZ7LIpUy0RmEv3r6EY3G43DzzwAFOmTCE0NBRBENiwYQMpKSnIZDIWLVpEUlISSqWSM2fO1LS5FSYuuhWh0VeTH5eAPslAfKIeXaia6yfcAVwooVzs/rVwfrs2UJY0vpL2jQyu+qC44norlHXf4rwAZW0hfTGeA+89WR6hEBGmFltDezF20HDyqIWcDM9xfDMaCqNSqZDJZKSnp2MymS65QdHtdmOxWIiIiODhhx/mgQceYPPmzSV6TC5loSRRdmRCcRF8lyhLlixhxowZbN++HZfLxfr167nvvvswm4s+xP75558616/c6XTSqFEnklqNRdmxOU07RJCc4P/A7tkgqsRjSOLgAoUFQSCB4HK5cDmduFwu3C4XbrcbtUaDJigIh8OBJSsLBIEwuRyn08mhs2d5Z/58mjRvzu0TJlxoTiaXI5fLCdLpUCqVuFwuDuzbxz9//cWI226rlOsIRGXGFJR275T3mL5xCeXtAnnkqIXUozk4dx7Abj7DuZSdmC3nSEsrOp3ocrlIS0tDLpcTERFxSVQFFASBvLw8LBbPd6jXe8RXs2bNmD17dp1OUTSbzYSGhvLId7+hCb64wmO23BxeHdyT7OxsKQahEJeVTDSbzUydOpU333yTyMhIXC6X2Nq5TZs27NixA5vtQoBTVFTJA2ltw+1207JlL1q07Ic9sRFNO0QwoG20+FZWlhx1SRz44/3OBEHA5XJht1qppwsiKz2dEIMBpUpFXk4O+XmewUsulyMvcM0ePXSIn77/niE33kiIXk+QXI7D4SD9+HFWffIJgiAw7u67cbtcZGVl8cWnn9Lz6qu5okMHAE4cO8b/xo4l/fx5Tv/3Hzarld79+tG1IAC3qufMy5t+WRX3jq+Xq7RAxsKCwdsF0pKYgPooRNER2InJlEy25ZxYkhkulGVOS0sjOzubsLCwSr+W6sTtdpOWlobT6SQ4OBi9Xi+KnpdffpnHHnuMG264geDg4Bq2VKI2c1kJhBdeeMGvJ7nb7ebkyZPI5XKysrIwmUykpKSgUCj82k3XBVQaE/FxidSPbYWzcVdiO5qICFMXadFcGTn3lyq+rvJTGVlEBmtRazTEGQ1kpKaSkpVNPX0INqvVzwWrCwnB7nDw5fLlDB4+nOjYWJxOJwO6dyczI4NgYMqUKYDnre6qq67C6XRyxx138O/vv3PnnXfSuXNnvvzyS3pdcw3r167lu2++4bHHHiMrO5sWrVvz5quvolar2bZlC1/8/DMOu53sjAw2/vQTh/bvp3XTpowYMQKtVsvMV17h2OHDTJg8mVZXXAGULA5LC74sTVhWp6j0nYIoPP3grZngJSJMDYl6TgIW/EUCeP5mAFEoKJVKwsPD6/QUg7dXjVwuR6vVEhQUVCQY9pZbbmHBggW8/PLLzJo1q4YslagLXDYC4fDhw8ybN48tW7aIA79cLqdnz56sX78egNzcXPR6Pbfccgvjx4/HaDTWoMVlR6Ux0TSpI/UbtMWR1JmoDvXo0b4ePRtEFfvwljwF/pzKzCZSF0SO2YzDbkftcJBly8cUFYVcLifYYKBJaChKlaqI+1mhUDB/9mzeeu01Dv/7L+8vWMC5zEzycnMByM/PvzCNIJMRHh7O/v37qV+/PkOGDOH06dMYjUaCg4M5cuAAer0eq9WK0WgkKyuL8z//LJ5ry6ZNyDIyiDIa+e6773hy2jTUajUr5HJmzZrFrbfeygsvvIBKpeLPXbv48Msvqd+gATKZrNiB/mLuhfLsW5mitLj4mcIlw08Y8zxFlsLUnAHUR0FvifHbxrfBk7eQkNvtxuFwoNFoqAu43W5ycnLIzc0lLCyMoKAgcUqhMDKZjLlz59K7d2/uuOMOGjVqVL3GStQZLpsYhKFDhxIdHc3ChQv9lh84cMAvzkAul3P+/HlsNhsKhQKDwVBr86RVGhOh+igM+iiaXTEIZ/2GmNpHi+IAJCFQEoIg4HQ6UalUnMrMJjvtPFH6ENQaDSqNBrVajaKUYC2Hw8En779PyuHDLFiwAKPRyOHDh8nPzyc6OlqsxbF06VJuu+02XC4XFosFvV7PoUOHeP755/nll184f/48VqsVnU5HvXr1MBgMJCQk0KZNG3JycggODiYyMpIHHniAG2+8kZdffpkWLVqIbYxbtmzJuXPnsNvt5OfnU69ePdxut0dohIfTd9hwHnjoQZza4DL3TChM4QH+YlI+q4LiqjKezbKSnmnnn3Vn4Ogxsk7vwJKTgtniyVIqPN0AnunI3NxcIiIianWjJ0EQyM/Px2z2TIPp9XqCg4PL5P0cP348ubm5fPbZZ9VgaeUixSBUD5eFB2HTpk1s2LBB7FvuS1JSUpFlubm5xMTEYDabycjIICIiota+SRj0UcQ3G0JebCP0CQaMYZpyN166nBAEAbvNhi0/H7vNhiAImKKjqR8WSowhpEzu5X/+/pvY+vVpEhHBS2+8wbRp05DL5bjdblJTU0lNTSUpKYkRI0aID9+dO3ei1Wq5+uqrxQZjK1asIDQ0lF69epGUlESPHj1o3bp1iRHkx44dY86cOXz11VfIZDI+++wzzGYzq1atwu12i6m76enprF27lnPnzvHB19+xdtVKPv3gfV5651169ul70cKxNgpP3xgF77RDSYGMgYSBF71ej91uJzMzs1ZnNuTl5ZGdnY1Op0Ov15fLzhdeeIGmTZvy+++/07Vr1yq0UqKucll4EK699lp69uzJzJkzA67/4osvWLRoEXFxcQwdOpSBAweKCtxut4tvEHl5eQQFBdWKCGeVxkSDuDY0aTMIW2wiwUmhxCfqiQhT+xU+qo0P8ppCEAQyUlNxud0oFQo0Wi2aoCCUheZoS+LMqVO0Lagqt2TJEsLCwrjhhhv46KOPePvtt9m6dSsPP/wwMpmMhQsXkpub6xdQ2LVrV1JTU8nKyuKuu+7i9ttvL9cbqiAIrFq1ii+++II77rijSE38ffv2cfjwYR5++GH69OlDdHQ0K1asoF+/fgiCwA8//MCIW27hsVmziIuPr7F7+WIyJLwxEyUd40S2xU8keD0IsgwLthN/lZjR4MWb2eANYKwtMUkulwu73Y5Wq0UQBBwOR4W9HFOnTuXPP//k+++/r2QrqxbJg1A9XPIehN9++42dO3eyatWqYrcZPnw4w4cPD7jO+4fncrkwm82YzWb0ej06na7GHhgqjYn42DY0SuyEulUjVEY99QvEgW+luYsVBxWtHFibsNtsWPPz0YeGIpPJ0IaEoFKpUBX8Xj3XWDaBcD41FUNoqPj/cePGiVXpjh8/Lj5c5s2bh9FoxOFw0LRpU7Kzszl79izg8SS0bduWjz/+mHr16pX7emQyGSNGjGDEiBEB1ycnJ5OcnExwcDBPPfUUP/30EwDZ2dn88ssvfPjhh0x/4gl0wcE88tRTaIKC0AYHi99HdXExnScLt5suvvCSx5PmbfakT9JjAdRZsZAScBc/FAoF4eHhpKWlYbfba9yLKAgCOTk55OTkeNJhg4KQyWQXNQXy8MMPk5CQwPbt2+ncuXMlWitxKVDzr8JVzMyZM7n//vsvOm1JoVAQGRkp9nzwxilUN15x0KBhJ7Qt24JRT/2kUE/ENkWDtCpKXRYHgiBgzc8n4/x5sjIycDocuN1uAHQ+g2F5BqiFc+aQHBND04JB/dNPP6V9+/bceeedgKf+xJw5c9i2bRv//PMPW7duZd++faxevZoNGzawa9cuEhISAM9DuarT6Pr06cMPP/wglsl9/PHHkcvlaDQazqaksOLjj8l2ed4+vcGU1Y3vQB+ox0XhplglVXIs7V5N91ZZTNJDYgLxzYaQbSm9UqpKpSIqKqrGxUF+fj6pqank5OQQEhJCZGRkpbyg1KtXj/vuu69Y76rE5c0l7UHYsmUL27ZtY8WKFZVyPLlcLkabm81mbDZbtT84QvVRGENjCY6IxGUIRh/u3/VOAsyZmdhsNtRqNcbwcNTF/I7KI4AO//svAM6CoMDWrVvz6KOPMnr0aBISEujTpw8qlYqIiIgi+6pUKkJDQ1m2bBlnz54lKSmpWlz7oaGhJCZ6uhtt2rSJgwcPMnXqVADycnPRZabz9W+/cU2/foSGhXHsbConDh/GaDJhio4u0/dz5tQpjh85QlyDBrhcLhIbNy6XjSVVYCy8na9AKC3IsnDNBN9qi960x/h/24iCG+DosfUBjyWXy8W3d51OVyPxCFarFbVajV6vr/Qqh4888ggJCQns2LGj2BLMEpcnl7RAmDlzJv/73/8IDw+v1ON6BwJv+EZOTg5ut5uQkJBqefDr9LG4nOBAhTGs8gVKXauR4PUYeLMOtMHB6PT6IvnfF8MDU6eyZeNGDh88KC7r1KkTO3bswGg0lultrl69ehWaVrgYevXqxfDhw3n77bfJycmhZcuWxMXFsW7dOtq2bQuA3mDgtYULOXLwIIvmzyexcWOWfvUVNqsajU8GTz25nPMFnhiADT/+yG033IDDbkepVKJSq9nyzz/EVWJrYF8hUF6PllckFBHOBbUR4psNQR/iSXk0xnXiita38uffnwQ8lrcqoc1mq5Z4BG+2i0ajQavVlvkeqwiRkZHce++9zJo1i2+//bZKziFRN7lkgxS3bt1Kv379OH78eMC3usokJycHi8WCTCbDYDCg1Wqr7I85MeEa9CExGOM6iaWUATH+wLcBU2WkodX2aQa7zUaO2YzT6STEYEBXQmW4i5k2+eDttwlXq7nvvvtwOp389ddf6HTln85xu91+xWyqC7fbzfnz5wkPD+fgwYPcfvvtWK1W7HY7BoMBs9mMVqslPz+f+Ph4/vjjD87ZbCSGh5Oj0RDmdosFxADOu920T0igfmwsHTt25M0330QTFESfAQNYXEK8z8VS2u8wkLgNVK75bJaVXz87DkePITOaEML1yDIsnNj2QbGeBLvdTlpaGnq9vtgaAxeLIAjk5uaKz5PQ0FC02qrv33Hu3DkSExPZtGkTHQoqedZmpCDF6uGSjUGYOXMmkydPrnJxAIhzghqNhqysLNLS0sQ578pCpTERF9cWvd7/YZGVWTQOoqLiAAI32qmNHgWX00lWejpZGRme1r0REaWKA99/y8ubr7zCtGnTcDqdYpBqRXC73ZjN5kq/P0pDLpcTFRWFSqUiOTmZTZs2sX37dnr37k3r1q3ZsWMHHTp0QKFQcPLkSRo2bMi4oUO59dZb6da0KQaDAbVaTePGjZk4cSIjrrmGUydO0K9fP958800AuvXqxZlTp6r0OipyXzcI1YtZPZ4mZTo6NwynZd9Y9H3boGhsQp+kR9HYRHyzISQmXCNWWfTF6+LPycnBbrcXWX+xOJ1Ozp8/j8ViQafTERkZWS3iADxl5e+++26psmIZeeutt0hISCAoKIgOHTrw66+/FrvtuHHjxCJpvp/k5GRxmyVLlgTcxmotud9IVXNJTjFs27aN3377jY8//rjazqlQKAgLCyM4OBir1Sq+HXrfFi8WuVxOdHQ8DrsLr28iMjEEY5iG4zt+5Zsv3ufOV+bQILT5RZ8rEKW1+i2L56FSAx9lMtxuNwajkaAqfojWk8tZ8+23DB8+HLPZHLB2Rl0jJMTz1nXzzTdz77338swzz/DCCy9w+vRpNm3a5GkqdegQO3fuxGQyceONNxIbG8uhQ4fYuHEj+fn5KBQK+vXrR1paGm+99Rb//vMP/a+/vsauqTTxVzguITnBUKQL5D8ZCcQzhKiYjiQmXFPEmxASEoLNZhNjAioD7zNCoVCg0WgIDg6ukW6Kjz32GImJiezevZt27dpV+/nrCitWrGDKlCm89dZb9OjRg3feeYcBAwbwzz//0KBBgyLbz507l5deekn8v9Pp5IorriiSiWQwGPi3INbJS00X6bskBcLMmTOZNGkSJlPRt4CqRq1Wiw8Oq9VKZmYmISEhhISEXNS0g9FoQHCDXBaGNiQOZcfmGMM0HPt9A4d/+ZYz//5D9r9/06BH9QYZlad078WKA7vNRl5ODqEF9fLDyzGfX94eFD9//z0du3WjcUH8yj///MOxY8do1KgR8+bNK7/xtZS+ffvy9ttv8+ijj7JmzZoi6xMSEjh79iyvvPIKTZs2pUOHDiQkJLB27VoeeeQRoqOj6d27t+eNKimJfX/9VS2NpAJR3tTJQBk/sR0jSA3XIDtsIt4QS2LCNZw885dYUMlbKrsypoe8bZjz8vIwmUxiMGtNER0dzV133cWsWbP48ssva8yO2s7rr7/OhAkTxAymOXPmsHbtWt5++21efPHFItuHhob6/V6/+uorMjMzGT9+vN92MpmM6OjoqjW+nFxyAmHnzp1ivndNo1arCQ4OJicnh7y8PDE+obzk5eWxe9cmOnQYQKSpFQDaMDX6vP9YO/txAFbsPUDTmMopr1zRHPWqildwu93kmM1iIKK7YD68IpTFxpTTpxk9eDADBw5k9erVdO7cmR07dqBWq1m8eDGxsbEVOndtpW/fvmzZsoX//vsPhUJBfHw8mZmZ6HQ6jEYjgiCwe/duvvjiC06dOkVQUBBPP/00o0ePBjwZEgD3TpzI7bffzrUdOzJ7wQI61kB1vtLu3cJeBF+RcDbLSlKiHmOYhpNhaixH9ESZO4olmb14xUF+fr6YOloeArVhrgmPQSAee+wxkpKS+PPPP7mioNGXxAXsdju7du0Ss4G89OvXjy1btpTpGO+//z59+vShYUHBNS85OTk0bNgQl8tF27ZtefbZZ2vck1M77spKZM6cOUyYMKHao8UDIZfLMRgM6HQ6zGYzmZmZCIJQ7vlrQRAIDg4mLeM02qAIdPo48jPtuJWe4jtXDrmBpjHFN2aqCFXR2Kci2G02zFlZIAjoQ0PRVnDuvzxERkeTnJxMZmam6GYH+PjjjytFHNSGSpyF0el0fj1JfIWsTCajffv2tG/fHvDcj97YZrvdLk5XvLdkCW9//DFPPPAAny9bViMCoSwEEgne4EUv+jA1+eEaMMRi0Ef5NXTykpubi9vtpl69euXymFgsFjFl0mAw1Kr7ITY2lrFjxzJv3jzef//9mjanWjGb/Z93Go2miPhLS0vD5XIRFRXltzwqKkoshlYSKSkpfP/99yxbtsxvefPmzVmyZAmtW7fGbDYzd+5cevTowZ9//kmTJk0qeEUXzyUlEM6dO8fKlSv566+/atoUP7xtZL25+eCZflCpVGV6E/bt2W62nEMfchodcFrfltm/7qRxVOWmcXopLBJqKqNBqVSiNxqrJf+8nlwOcjl79+7lr7/+Ijk5GUEQiIiIoHXr1hd9fKVSWeVFkqoa31boVquV4cOH07BhQx599FFyc3MxGI1+Qm7VJ5/wxfLl6A0GEpKSCDeZ6Dd4MFExMWRnZhJdDR4ZT3voC5kHJXkSvDEJ2jA1OUYT+pAYQvXnMJmS/fo3GI1Gzp8/T05OTqlZDU6nE5fLJcYYaLXaSk3DrUwmTZpE586dmT17drUEeV8MGVl21BcZMGrP8+wfXyg995lnnmHGjBkB9yksCMs6rbZkyRKMRiNDhw71W961a1e/fhg9evSgffv2zJ8/v0anNGuPdK0EFi1aRO/evWnWrFmlH3vPnj2kpqZe1DE0Gg0ymQxBEMjOzhYroxWXaWqz2cQubeDpW59tOYclx1MnNilRjzYkhISIqhtwylLJrrJxuVzkFKh5tUaDMSLiosVBRWyfO3cuwcHBfP/99/z444+19oFek+j1ejGS+7rrrmP39u1kpKVhs1oRBIHJ48Zx35gxWNLT2f7rr3zw1lvMfOwxOjdpQpPwcNrExzNm2DCOHz1aaTYVJ2QLd3v0zW7w/P+CSDCGaYhP1BPSKRZjXCeSO04kueNEOna4gyta34rJlIxSqSQkJIScnBycTmfAc3qzVrzZCeAJaK7N91Lr1q3p3LkzixcvrmlTqpWTJ0+SnZ0tfqZNm1ZkG2/jrsLegtTU1CJehcIIgsAHH3xQpv4rcrmcTp06cejQoTLZfu7cOW6//XZiY2NRKpVi0Kv3U1EuGQ+C0+lk4cKFYspVZXLu3DnatWtHnz59WLdu3UUfTyaTUa9ePSwWixikVLittFdEyOVyUZl62zvrQ2LQhl24wU5kW+jWMO6i7SqJ6vIe2KxWLFlZnr4JwcGV4jUoa/ZEvUKu3h9//JEuXbpUqovP6XSK7Z5ry7zzxSCTyQgODkalUvHwww+j1+tZvnw5H7//Pp8tXUp2VhZTp07lzjvvFIVufn4+P/74I2azGY1GwxtvvEGPli258tpriYyJ4akXX0QQBLZs3Mg1112HvgK56b7er0BtoL14PQuFqy56yQpTk9/RJzMoIwE1EJYxgMSEazhy9Gfy8/PJycnBaDT6HTsvL08U+N5A5brCpEmTmDZtGg8++GCt7WRZ2RgMhlLrIKjVajp06MC6desYNmyYuHzdunXccMMNJe77yy+/cPjwYSZMmFCqLYIgsGfPnjJ7LceNG8eJEyd46qmniImJqbQg4br/hCrgm2++QS6XM3jw4Eo/9mOPPQbAlVdeWWnHlMvlhIaGEhwcTHZ2ttgp0ktOTg4ul8uvCmSoPoq4mLYY4zqhL3iIedvZdgtwjtNZZtzZmWQ5XLRunFhptlcVeTk55BRUj9MbjZU2N1tRcRMaGsratWsZN24c2dnZvPzyyzRt2vSi7anuGgjVgVqtJiIiglOnTmG1WpHJZDSIj+elF18UO056H1o6nc7PxTpkyBA+/PBDtm3bxrcrV7Jy6VLxjXzQsGEsXrUKp9PJI/feS9cePbh53Lgy2eQVCf5toC9MNRSedvDirbx4NsuKMUyDJcwu/r1ZwtTkZ9ohXEMD7kAdVI/83LNFBlFvwSONRoPBYKhzg+ywYcOYMmUKP/zwA4MGDappc2oVDz30ELfffjsdO3akW7duvPvuu5w4cYJ77rkHgGnTpnH69Gk++ugjv/3ef/99unTpQqtWrYocc+bMmXTt2pUmTZpgNpuZN28ee/bsYcGCBWWy6bfffuPXX38Vq6NWFpfMFMOCBQu49957K/0P0Wq1iulfvXr1qtRjg2dOOiIiQpyXzs/PJz09HbPZTEhIiN9bpkEfhU5/IcXRl8IudIfDweoPF9MhMZGbe/fiRHpmpdtemdisVnIsFnTBwYRWUhpZeVj95ZdFWt7ed999gOeP7++//2b//v3ValNdQ6FQ0L59e7HV9WeffVakHXUgtFot99xzD4sXL2bNmjWMHDlSFMarv/wSQRD4fNkyfvj6a+6fMKHYKbmy4mkFHVgc+BJtDPJ0gQxTYwzTiNMOXu+dEK6nZdP+KJVKsahNeno6drsdmUyGyWQiLCyszokD8JSTv/vuu8s8QF1OjBo1ijlz5jBr1izatm3Lpk2bWLNmjZiVkJKSwokTJ/z2yc7O5vPPPy/We+Bt/96iRQv69esn1iMpa4fN+Pj4i/67CMQlUWp5//79tGvXjpMnT1Zq9kJ6ejpJSUnk5OQwatQo3nnnnSp3E+bl5XH27FmsVisNGjQgODgYmUwmNpWJbzYEfd82tO0QQYLKyj1X96L9DSN55503xTfl1HPnuLJ1a7KzsnC5XDRt1Yrf/vyzSu2uKL7BPXabrdjGSlVNZMFD3G63i/PDbrebadOmMXfuXGw2G9u3b7/ovh5Op5Ps7GxCQ0MviSmGwrhcLvGTl5eHWq2uUA2QL7/8kkcffZTo2FhatmrF+h9/BODKa69lxfff887cufyxbRvDbr6ZPgMHlphqWNxUg68nIRAnsvM4m2X1K6Tk5Z91Z5BlWLCd+Istm1/GYrFw4sQJgoKCqF+/fo0XuKkMUlJSaNSoEfv27aNxOZtwVTXeUst3fLwete7insn2vBw+uO2aOl1q+ccff+S1117jnXfeoVGjRpV23EvCgzB//nxGjRpVqeLA7XYzYMAAsrOzcblcbNq0qVpcwzqdjoYNGxIdHY3ZbCa2fjOCdJFi7AEguju3LPsIp8PB3nXf+R3jz507yUhPx+VyAXC0UHWu2oLL6STj/HlsBeVEK0McVCQYMT8/X/zZNwNm2rRpzJ49G5vNRsuWLSu96deliEKhQK1Wo9Vq0ev1OByOCpWW9ubgnz1zhp3btonLD+zdyyszZzLzscfYt3s342+6icTQUIZecw1/79kT8Fhe4VzYY+D1JBRHg1Cd6EUojD7Jcyxb3hlSU1PJzc0lIiICrVZ7yQi/mJgYhg0bxttvv13TpkiUwqhRo9i4cSNJSUno9XrCw8P9PhWlzt/JFouFDz74gJ9++qnSjikIAsOGDWPXrl3ispSUFN56660iBTIqG6vVSlBQEOHh4WiDo4mOjCc2qj4AxriOkJgAeNyfH672TH3odMF+8+ydunend9++7N2zB6fDwZ2PPFqlNlcEZ0EvBZlMVqkP1IrEG7z8zDPizyNHjuTw4cPIZDLRRT527Fi/GgEXg7c2Rm3Kfa8q1Go1BoMBi8WC0+ksV2li34C/Zk2b0qRJE44cOcK2bdt4/fnn6devHwsWLGDfvn388ccffPrppwzo1o1lq1dz5TXXFHtc33iEwsGJxeGNSfDzJBQ4XrPNZ8QeDQqFgtTUVCwWS51PZfUyadIkhgwZwrPPPlvh/iMSVc+cOXOq5Lh1XiB8+OGHuFwuxowZw9SpU+natSvNmzcXH0aCILB//342btzIVVddRcuWLUs83oIFC3jyySfJysqiT58+GAwGdu3axX///VcpAWolkZ+fT2ZmJiaTiWB9LKH6KGR43lRi4jqijzJgk9vFh5PT4Xlgdb/qKr/jvDJzJr/4ZFtcN/zGKrW7vDgdDrLS05ErFGLZ5Jpk1JgxJDZuzCP33svRo0c5cOAALVq0ICsri7Zt2/rlJ18scrn8shAHXpRKpV+rYrfbXabrV6lUDBkyhPj4eO6//34UCgVnzpxhwIABxMTEMHv2bGQyGa1ataJVq1aMHDmS8ePHM7J/fyY/+ihPvvBCsccubWrBf1tPESVRJGRYkTtsmELs5GSdRxDwEwN6vZ6srCxCQkJqdSpjWenZsyfx8fF8+umnZYq+l6gZxo4dWyXHrdMCQRAE3nrrLa699lrWrl3L3XffjVKpxO12YzKZCA0N5dSpU9hsNmQyGY899hgvBHhwWK1WvvrqK6ZPn86xY8fo3r07d955Jz169OCmm24iPT0drVbLgAEDqvRavP3f1Wo18bFtxHX6kBjcbrC7FKjlTjSOHGI10dz9wAPMnDqVmPr1/Y61vFCZ6TlPTOPF+fNxOhzUD9BMpLqxZGcjVygwRkTU6GDpTWus16YNV7ZpQ++OHdmwYYM436pUKiu9a5/b7Ra9RJeLUPCKg/z8fKxWa5mi+vV6Pa+//rrfstjYWNatW1ckJRg8TW2WLFnCM888w7yXXybCZOLehx4S1weqDBpoyiEQDUJ1/JeVC3YrSmsOAE6FBiExAf3pGEymZNLS9gGegEun03nJ/G5lMhmTJ09mwYIFkkCo5bhcLr766iv279+PTCajZcuWDBky5KJewOr0Xfznn3/y33//8eqrr/LKK68AMGDAANxuN6mpqRw6dIjIyEjcbjcul4t169ZhMpmQyWTodDpCQ0MxGo0YDAZGjx6N0+nktdde48MPP+TKK69k+vTp/P3337hcLtq3b1+lrVfz8/NxOp0YDAZMpmSiYjoSFdNRjDsAsKVlkesMwi1XcuJcGhRU+IvxGfTPp6ZiKVQydPWXX9Kmfn3aJyRw4vjxKruGsmIIC6txcRCIjh078uijj6JSqTh16hRpaWkkJCRU6jncbjf5+fmXZKpjaajVamQyGWazWYyPKS+RkZHFBgBqNBpmzZpFfHw8s6ZO5UgZi8yUBXdeLia1m9BwHaEx4ehNepThQRh7jSR55At06/4YiQnXIJPJ6mRaY0ncfPPN7N+/X8riqcUcPnyYFi1aMGbMGL744gtWrVrFbbfdRnJyMkeOHKnwcWvXE7qcLFu2jD59+qDVahk2bBiHDh3ijTfeoH7BG/WePXtE10tMTAw7d+6kR48egGdAdjgctGjRgrvuuovvvvuO9evXc8MNNyCTyfjjjz/46quvAM+bi/fnqsDrPSiu/KpO71MEKSMXh1LL9sM2WnbrQXpaGp++/774wC2tctaeHTsq3f6y4J1W8La2rQ3i4HwJg7Q3mnnp0qWX5WBeFSgUCgwGAzKZDIvFUiXfq1qt5vHHH8flcjHr8cf91pUWn1LYo+B2OXEX1GOQBwWh0IdCkA5knnu3aYcIWvaNRZ+kR23wLxdttVrJyMi42MupFRgMBgYNGsSnn35a06ZIFMP9999PUlISJ0+e5I8//mD37t2cOHGChIQE7r///goft+af0hVEEASWL1/uVxjJ68r89NNP2b59OyEhIezbtw+ZTMbZs55iJi+++CJbt27lgQce4JtvvuHjjz/mwQcfpHnz5uL+giAwbdo0cdA9duwYb7zxBrNmzarwm09phISEiPXc09L2cejgas6l7BTXqw2xyIye9tWWTDsKIYdRvT11GQSblfTUVHItFsLCwzFFRtKwYUPRW+Jl2rPPck0VTpMUh8vlIisjA7fbXSNtgEsikEhYt24dffr0AbjoNt0S/sjlcvR6PYIg+GWPVCZXFcTk/Pz99+Tk5JRr3wahegS3G3tuDtasLBz5niZODcMNyHyEd0SYWvwA2M1n/I7jrYtQVddY3YwePZrly5dXSa69xMXzyy+/MHv2bL+MhYiICF566SV++eWXCh+3zgqErVu3YrFY6NmzZ5F1MTEx4hc1duxYVCoVgiAwc+ZMNBoNJpOJwYMHF2m36eXLL7/k2LFj4v/dbjcvvPACzzzzDH/88UelX4u3XK1vNH9a2j6/NrMyowkhXI8QXpBelXNhGiH13DlmPv44eTk5ZKSm0rptWzIzM7njjjvEP+iPv/6aB6dPr/Zyry6XS8xWqIkCSOXBG9D6wAMP8M8//zBt2jTee+89SSBUMl5PQlVFxf/999+Ap6bF+kLFr0pCEARs+XkYnXacNhsqXTDqEH+vgjdY0RfLEQt5ltOcPHMhRdbbCbC8AqW2MnDgQM6ePVslzz+Ji0ej0Yi9PnzJyckpV/ZQYWrv07oUli1bRr9+/Uq9+JYtW4oPoo0bNwLw3HPP0bdvX9577z1xO4fDwT///APA8uXLRTe919UcHR1NfHw8mZmVW5EwLy+P7OzsgOsMek/zjzzLaYQsTwc5ZbinVkBCi0RGjL+D/730Cshk3PPgg4SZTPy9Zw8yhZLg4GBxOgWokdgDQRDIzshAEASMtSBboSTMZjO33HILLVu2JCUlRYzarmxBI5PJxKZdlzMKhQKZTIbT6SyxYVl52bRpE/Pnz0dTEKdQru9ZELDm5qLSaNAaw1BptX77+zZz8pKeaSe2YwSmG26nY4c7UGlM4rqQkBAcDgc2m63iF1RL0Gq1DB06VJpmqKUMHjyYu+66i23btont2H///XfuuecehgwZUuHj1sksBqfTyWeffVYkyrk4wsPDycrK4qeffuL48eOsXLkSQKxzYDabGTRoECkpKSxatIi9e/ficDjEdQCNGjXilltuKVPp2LIiCAI5OTkB4w68lRO9ZJ3egREgvDnxiXp6NItm9KuvAXDHxDuJMxrYtW0bIwcORKlUMnDgQE6fPk1oaCgWi4UJkyZVmt1lRSaToSsoF62opcVj6snlnDx5kt69e5Oamspzzz3H4MGDq8zTolAo6lTTnqrG7XaLWUa+bc3Lg8Vi4d133yUmJoann37ab12DUoJMXS4n1pxctCEhyBUKDOERyORyZCWkQEYbg8QeKF60YWqcbXvQ0nJaXKbRaFCpVOTn55dY6bGuMHr0aO666y5mz55dqz2BlyPz5s1j7NixdOvWTRxPnE4nQ4YMYe7cuRU+bu18apfCxo0bkclkZa5T7XszP/fcc+TleeYVDx8+zI4dO5gwYYK4bOHChUVat4aHh7N+/fpKz2KwWq04nc5ii6p4pxjMlnMY9FEYAWeGjYgwNedPn2bilSN46Z13adfV06qpdbt2gEd4HD16FIfDQVBQEOP+dz/5ubloC8o2VwcOhwOVSkVQFWZ+VAZZWVkMGDAAh8PBd999V6QnfGUjCIIYqHm5exHAE1QYHBxMbm4uSqWyQgPpoUOHilT7k8vljBwzhjbt2wfcR3C7seblYcvLQy6Xe+ozKBTICp4VpRVR8hUJlkw7liMWOOqZllRpTDhsHo9feC33nJWHPn36kJ+fz+bNm6ukL41ExTEajXz99dccOnSIAwcOIAgCLVu2vOgS2XVSBi5btowBAwaU+Q+veXNPu1aj0cjmzZtRKBQEBwdz4sQJRo8eLYqD8ePHs3PnziLR1cuWLauSFEdvt7dAHgTvA8YrErzpjrIMC3t2peN2u0g9dYr3Xn1VjM5WKpVMf/U1uvTowd69e8nMzOT8+fNERYSTa7GQcf686BmpSmxWK5lpaWIJ5drMlKlTOXXqFO+//36ViwPwxGR4y3dLeAgKChLn6wuL87LQtm1bJk2aRExMDGEREWh1OoaOHMm8998PKMIcdhvmjHRs+XlodDr0EREoy1jUqEGoTvz4NnPi6DFO/vsNlpwU8W8XEJ9Rl8LvW6VScdNNN0nTDLWYJk2acP311zNkyJBK6Z9R5zwINpuNL774gkWLFpW6rdPp5PPPP2fr1q2A521RqVQSFBREbm5uke2PHDkivk14GTp0KP3796+8C/CxzW63l1gnO9tyjvjYNkTFdBTTqIRwPZYjFmzXxrFg5SpCjRe8D2t+XMcLjzxM45YtUSqV/PTTT/Tv35+5r7zCrXfeid1qFR9Yvk2SKvW6HA7MmZlogoLEeeDayrEjR/h08WL+97//kZSUVNPmXNYEBwdXOA5BLpfz4IMPcuuttzJ48GDy8/IYcdttRbYTBIE4owGnw8HRfKs4rXCxGMM0nMEj5rN9Aou9WK1WMjMziYyMrPPehNGjR3PTTTcxd+7cS6JSZF3moYce4tlnnyU4OJiHfIqCBaKs0/GFqXMC4YcffsBgMJSp7/Xrr7/Ou+++K/6/RYsWJCcns379+oACYdOmTYSEhGCz2dBqtXz33XdV5kpTKpVERkaW2IfAYUvjita3iuJAZjQh4AlU3HfMTHLjVuhDdWKFuF9++AGAwwXBlr///jv33Xcf33//Pbm5uZgKmlmZs7Ox5uWh1ekI1usrbT5REATMmZkolEoMPrX0ayM2m42xw4YRFRXFmDFjatqcyx6ZTCam+VZUvEZGRtK2bVs2bNhAO5/pR5fLRa7ZjNPhIKxePZQqFcGhoaUeryy9GqKNQaRn2rGbz5BtOefnPfDiDUrNyckhtAznrc307NkTtVrNzz//zHXXXVfT5lzW7N69W/QI7969u0rOUecEwvLlyxk4cKDfA8ThcHDnnXeyefNm+vfvz7333kvDhg39xAF42kIPGDCAlStXcu211yKTyRAEQfQaeP+IwTOtUFXiwHuusjYpspvPFCnEcnBXOiePWohP1DOgredhNnjUKP747Vf+3r1bjBD35sAuW7yYSQ8/jDk7m2b16nHlNdfw9kcfYcvPJ1ivJ0inu2iPQn5uLi6Xi7B69Wr9/PqKDz/k0IEDfP311xUOjpOofARBwGw2ix0hy0toaKinm11EBIIgkJeTQ15OjicIsqBIU3F4p+p8SzL7Fk8q2i7a06chIkyNpkEbQg9GBTyuNwAzJycHfSUK8ppAoVAwatQoli9fLgmEGmbDhg0Bf65M6tSd6nK5WLNmjV9woiAItGjRgs2bNwOwdu1ahg4dSruCgD2Aq6++Wvz59ddfp1+/figUCtGlWfjfDh06cOONVdfgyGKxkJ6eXqZtT6fsKXZdfqadrMwLKVTHDh7k7wIl6b2WJ554AoDnpk1j2DXX8MPXXwOwaf16fvvlF9RBQVjMZizFpFqWB21wMMaIiDrR7van77+nbdu2YnyKRO3AK5zz8vLKHY/gdrvZsGEDLrcbQRDISk8nLycHbXAw4ZGRaH3qLhRXVbEi7cIBQjrFEhfTttj13lTrS6Fw0tChQ/n+++9rRYXR7CzPM/BiPtlZnn4rnTp1omXLlixYsKCGr6r83HHHHQHrIOTm5nLHHXdU+Lh1SiDs2LEDq9XKhAkTxJoF3reNVq1aFbtfoOAzb9CQUqlEEARxUOvRowdbt26tsjdgbwW5shSvUGlMxMW09XgPEhNQNL6QY60NU6Mt1Kc+RFl0fvOrr75i3rx5APz+229sW79eXJd58iRJ4eE0jYxEV/AW7XQ4cJXzwexyuXDY7chkMlQXUZSjOvn911/p3r17tZ9XqVQSUUdEVE2h0+lQKpXlro8gk8mIjo7Gmp/PT2vWEKzXE16vHiHFtNf2ioQ4o8Hv5+IoXIrZs8wz8LftEIGx10iuaH1rwH0VCgVarfaSqETYrVs38vPz+fPPP2valEplx44d/PPPP0yqgZTwi+XDDz8MKD7z8/P56KOPKnzcOiUQvvepijZkyBB+//139uzZw6ZNm5gzZw5NmjQBYMSIEX77Ff6CvGlmjRs3pkFBo6Pw8HDmz5/Ppk2bqjT4xmq14na7i60ip9KYMJmSMZmSxToIMqNJLJDk/deLMczz/zijgaGjRhU53pkzZxg4cCD79u2jQ4cOLFu2TFzXokULzzlVKjGK25vtkGM2l/kNwZKVhTkzs848/M6cOkVWZibNmjWraVMkAiCTyQgJCcHtdosZRqXhdrvJzc1l3rx5NGvWjLdeew21RuNXf+N0lrlED0Fx67xTC8XFI3irK+qT9BjjOmEyJQfczmg0XhI1MFQqFddccw1r166taVMue8xmM9nZ2WI/H7PZLH4yMzNZs2YNkZGRFT5+nRIIX375pdh+NzIyknvvvZcJEybQtWtX+vTpw6GC7m3ega8w3i6O4BEJcrmcY8eOMXHiRI4ePcrkyZOrfH7Q6z0o6Q3SoI8iLqatXydHX5wZNvIz/dsQn84yo1QqeePdd2nZujXNWrb0HMtg4KOPPkKj0bB8+XIxIC8yMtKvU6G39bEhLAxdSAj5ublknD+PtZQHtDUvD7vdjt5orPVxB16++uwzwNO9sbqR0hzLhjcVubSof69HLisrC7vdTmxsLO3atSMrQMXTQDEGhT0GgURCIM9BIPRhakhMILnjRL+Kir643e5KbyFeUQRB4K677uK2ABkfpdG/f39JINQCjEYj4eHhyGQymjZtSlhYmPgxmUzccccdF+URqTMCITMzk7179wKwZs0aunXrhs1mY8aMGeI2V1xxBeDxNAQarARB8Hsj0Wg0/P7777z77rvVEqgmCAJOp7PcNehtJ/7CmWETP7IMC86MC7EHJ7IvXNOtEyawcc8eFi1fjlqt5ptvvmHWrFkAZGdni96U1NRUsdOll3pyOZEKhcc1GxmJSq0u0ZPgdrvJMZsJCgpCXUcqxblcLua++CJR0dFERERU+/m990Bd8bbUJBqNptjWzl687bM1Gg1Go5GgoCDi4+M5cugQ2VlZRbb3TicUFgIVjT3wxRimIbZjBMqOzWnZNHBqdE5ODhkF5cdrmp9++on33nuPTz75pNz79u/fn82bN18yvSbqKhs2bODnn39GEARWrVrF+vXrxc9vv/3GiRMnxDi0ilBnBMLPP/8sztvff//9fP3119jtdvbs2SOmDnn7Xu/YsQNBEEqsyvbAAw+wZ8+eMldjrAxkMhmRkZGlRmf7NmkyxnXyxCAcPea3jSzjgruzcNlXgGbJyXzx88+ip2LSpEmiwAKYOnVqsQ+GenI50SoVoWFhLPvwQz56911cLheWrCy/N9/cgqCYYEPJbXRrE9s3byYzI4M358+vMx6Py53c3Fy/+VWXyyXGJygUCoxGI8HBwaL3b8iQITgdDr5asaLUYxeedvCNRyhMcZ4E36JJxjANkYkhGOM6BdxWp9Phdrux1oIiYt4A3SuvvLLc+yYmJtKwYcMqi56XKBu9e/fmqquu4tixY9xwww307t1b/HTr1o3Y2NjSD1ICdUYgrFq1CpvNhkKhEIUAeLIWvM2OcnJyxDiExMREvyYpCoWCuLg43nvvPaxWK3PmzKn2dCNvVHZJA5M3j9qSk4JOH+e3TpZhEYWBt6ujN4sh0PxoiF7PkIJ4jLVr1xISEsK4ceMAytQGNFwQ+GrFCn5cvRq3y4XNaiWjoK20IAgE6/UYwsLqVPGX4wX3jpS9ULfIz8/H4XCQm5tLVlYWTqdT9GwV/juOjIykcZMmvPnqq5w+eTLg8Qp7EUoSBr6UJhKSEwwkJerR920TMGBRqVSiVqvLHFtRlcTHx3P8+HFWlEFIBaJ///78+OOPlWyVREVo2LAhcrmcvLw8Dhw4wF9//eX3qSh1QiAIgsDPP/8MeG7q1NRUJkyYABRNGzp+/DhPPfUUR48eBTwV2t544w3OnDnDqVOnuPPOO2ukcYrdbic1NbVM84/eVs/nUnb6Lfd2dFQ0NqFP0qMveGMBzzSD7wMvKzOTq9q25YtPPxUFSXBwME888YTYoXL//v0l2qFQKPhh9Wq+/fxzVGq1J1UsOJhci4W0s2dxOhx1ZmrBS/suXQBPEamqxtt3wet1EQQBm82G3W4XP9J0Q+nodDqcTifnzp3DZrOh0+kIDQ0tUZjOmjkTa24uQ6++uliRUBylTTeUJBK8QiE+UY+x10gSE64JeD02m61WxKE0bNiQ6OjoCu0rxSHUHs6fP8/gwYPR6/UkJyfTrl07v09FqRMC4d9//yUnJ4e8vDyOHTuGyWRi0aJFfPfdd3Tu3JnRo0dz66238uCDD/Lvv/8yc+ZMvv76a9avX09OTg5Tpky5qEjOyiA/Px+FQlGu3txmyzmyTu/wW6ZobCIyMcRPHHg5kW0RXabBPtHS3kF83rx5pKSk0LVrVwA+//zzgK2mhw4dyl133QVATEwMK1eu5IUnn2Tzxo04nE5279yJxXzhIVqXBrhwkyd47Pz585V6XO93YLfbxQjijIwMsrKyxLdFb0CdTCYjLy8Pi8Xi9/3n5ORgNpvJy8urNQNITeOtquiN2wkODkZbqA1zINq3b8/06dP579gxnnjggYDbeL0GvsGLZY1FKC1wMSJMTWzHCBp0uYMrWt/qF7QYFBSEVqutFXUELoarr76a48ePc+zYsdI3lqhSpkyZQmZmJr///jtarZYffviBDz/8kCZNmvDNN99U+Lh1Ihl77dq1XHnllUXm7gcNGsSgQYMC7nMxPbCrAqvVWmrAlReVxkSoPgqDPkqcZpAZ/aOiC4uDIsdQqTiYlsYzjzzCX7t3s//vv/n+++/5+++/Wbt2LTfeeCMHDhxgypQpLF68WNwvIyODrwuKKfXo0QODwSBmPsx58UUG3HADITod148cyfmC40+bOZP2nTsTXEy+eW0iPCICjUZDamrqRR1HEATsdjsOhwOHw4FWqxV/vzKZDI1Gg0KhQC6Xi9+JXC4XAyO9Pdt9ywp7i3fZbDZx8NDr9ajVarH65uUSN+FyuURhpdfrCQkJweVylWtQ9dY/qYx+C4EorRSzMUyDpVMsisa30z1jJN26P8bWLZ5WycV1cK1LhISE0L17d9auXcs999xT0+Zc1qxfv56vv/6aTp06IZfLadiwIX379sVgMPDiiy8WO06WRu1+mhewdu1a+vXrV9NmVBi73Y7L5SqzQPCKA2+TJpnRhKKxSYw7APwqKHo5kZ0nPrBOZ5kxhoXRu08f9v35J0FaLSq1moyMDDIyMpg/fz7gqRGxePFili5dyuOPP+5X4XHcuHHcfPPN4v9lMhkH/vqLk8eOYUtL4+Xp0/lz1y5mz5zJrGnTOH/2LHnlLG5T3SgUCpq1bMmaNWuKrPv999/5+OOPi7y5//vvv/z6669ixHZeXh6ZmZli90HftFW1Wo1er0en04mdOn1d4YIgiAFqCoXCL91Vq9Wi1+vFNCW9Xi+u9z1ndXTkrCm8mUbeOANfj5vBYChX+eXGjRsjk8n8vF2VSXHioHCnx259YmjZNxZNgzaiJ8F7H9R1L4I0zVA7yM3NFb3k4eHhooe0devW/PHHHxU+bq33ILhcLn777TdeeOGFmjalwrjdbjE4qTRUGpNYIAkQxQF4iiQ5M2xYwtTEJ+qJCCv9eMNuvpncnBxOHDvG3JdfxmG306tXL5KSkpg1axbLli3zK8XpFQ4As2fP5vTp0xiNRlq3bs2ff/7Jzp072bx5MxMnThS3+2v3bg4eOEC3K6+k51VXYbfZMNZACmFZueuBB5g8bhwbNmygV69eKJVKNm3axIQJExAEgczMTLp27cqGDRtYv349R44cITg4mNGjR/P444+jVCrRarWo1epyB2h6i/+oVKoSvS1yudzvfgkKCkIul2O328Vg3eDg4Euqo54gCGRnZ+N2u9FqtUWmEry9U+x2O2q1ulRvik6no0nTphw7fLhM5w+U/lhRvBUWSbxQSMlX4AuCQEZGBkajsdxpz7WJa6+9lldffbXKusNKlI1mzZrx77//0qhRI9q2bcs777xDo0aNWLhwITExgevplIVaLxD+/fdfnE5niaWUaztBQUFl9h548RZJ8gQmXphe8AYnevE+fAJxOstMnNHA7RMn8uLTTxOk1WItCOo8cuQIy5cvZ+7cufzyyy+8/vrrWK1WMVZizpw5DBgwwO94rVu3ZtiwYezdu5cPPviAtLQ09u7di06nQ6/Xc89tt9F/8GDue/hhul15JS6Xy6+MdW2gnlzOvbffzsJXXxVFjlqtxm63I5fLiY+PZ+7cucydO5eoqCj69u1LSEgI586dIzExUdy+ulEqlSiVSnQ6nZ9IAE92jEKhqLMPaF/7tVotSqWyWOHlTXEMDg4u099U927dWPHZZ1UygJWl26OXaGMQynCNmKXkFYBWq9VPIHg9DIG6QtZGrrjiCiwWC0ePHpVaptcgU6ZMISUlBYBnnnmG/v3788knn6BWq1myZEmFj1t7ntzFsGPHDtq3b1+rBpnyUFwqVnF4Wzz74syw+ZVYNoZp/LwH4ttKASeyLUWCqBa/9RY2q1V8CwP4559/uOeee3j66af54IMPSE5OJi8vD4fDETB/VqFQYDAY6N69O927d8flcrFjxw5atGhBamoqAwYMYO1337H2u+9QKpXcescd3DtlCpExMehCQmo0PqGez7nlcjnbtm2jc+fO7Nu3D7vdjkKhQK/Xi39karWafv36cejQIU6dOsWECROqtIFXeVCr1aJI8ZZYBcRpjbqC15tis9nEAb80+5VKJRqNRiyOVNqgf+2117JkyRJ+//VXupUj3z9Q1cVAlEckAJhMyaSl7QM8Lw6WgpRhmUyGyZRMqD6KbMu5OiMUNBoNbdu2Zfv27ZJAqEFuvfXCmNGuXTuOHz/OgQMHaNCgASZT4KqeZaHWxyBs3769WosZVTZ5eXmcO3euXPPylhzPIJVnOY3dfAYo2pzJ6zkIVCTJF+8DbuL994tBcXBBsJw+fZrx48dzyy23sGjRInQ6XUBxYLPZisx9KxQKunbtSmhoKE2aNKF//wvV45xOJx+99x59OnemZ3IyV9Svz/sLFlR5fILFbGbW1Kn069KFPh078uy0aWgD5JzrdDquv/56wPNdNG/enDFjxojxBw6Hg6+//prc3FyWLl3KxIkTa2UApkwmw2AwiM2NsrOzy90FsbrxLY/scDgIDg4ul7AJCgoqc8nirl27EhwczK9lLOhT1noIZcEbi1AcQUFBYlBq4f4NDltarRcHXjp16sSOHTtK31CiSnA4HCQmJooNDMHzfPs/e+cd3lT5vvH7ZCfNapu20FJK2VA2lD0EFGSjKCqKICoCiiCIoiIbVFSmoAIioPJlOBiCMmTvWfZuaUt3m93s5Pz+SM8hSdM2q23Cj8919VLSk5O3aXPO8z7jvtu0aeNXcACESICQnOxelSwUMBgMHu10XBGI4koJJTlCBQbuLkDuRrAmTZ+OPgMH0v+22WyIi49H244dIRSJwGKzsWLFCrRp0wZLlizBmTNn6GOpxjFH4Sl3rFy5EmPHjgWXy8WOHTsQFxcHrVaL3NxcGI1GLP/iC1yvRAc4kiTRq00brF62DJKwMNSqWROrly1DixYt3DqdzZo1C8eOHcPmzZtx8eJFzJkzB9evX8exY8cQHR2Nxo0bY9u2bbT4ViAgCMKj+rk3UNkPsVgMkiRRXFwcsHNXBhaLBTqdDlwuFxKJBDwez6v3g8Vigc1me6RGSBAE6tevj7MldvDVRa7SAIvcCLEohn6M6mWRRdd1OjZUAgOK9u3b4+zZs9W9jP+3sNlsGI3GSikxBnWAYDQacfny5ZDNIFC7HG/6D2SyJHp6gSOOhU6TBaSmQa8w0QZNrhMM9ukFnZMngyscDgfr//gDfQYOpOu7TZo1w45Dh3DpwQO8XlKPt1qtWLlyJV5//XVagYsau/Okg3zq1KlISUlBUlIS/v33X5w6dQp//fUXlEol8vLyMPntt3Hz+nVoKsGwKPXuXaSnpWH58uX46aefsHz5cgwaNAhpaWmIjY0tpfrG4/HQtWtXDB06FEqlEnq9HvHx8bhx4wby8vLw4osvBry0Rd3MK0N9ks1mQyKR0I6BjiJN1Y3FYqEDFzabjfDwcCd5ZG9xHCutiKSkJJw7dQoKudzr16koo1BRecGx/MeK4JYyYAsPD0d0ZGOnwCHUaN++PS5evBj0mavHmYkTJ+Krr74K+O8gqAOEy5cvQyQS0c1hoQaVAvU0fSqTJaFBwwHg1m4BQioDIZVBGpeMzNs7Yb1XCH7J2JSjBgKVSaBU3NxBlRlYLBZ++PVXTJg6FS++9hqmzJgBAJBIpfhyxQosW7sWTCYT/YYMgdVqxdYS10ODweBxxz6TyaQ763k8HqKiorB8+XIA9oDpysWL6N2mDa5euoSHDx7Qss2+EMVgOPUWPMzIAAAnl8rMEhU9k8mEfv36YdasWU6vp9frUVhYCIIgEBUVhYKCAkyePBldunTBQIeMS6AgSRI2m63SSi0EQdC/J51OB5VKVa3ugZQNs0qlgtls9ronpyzYbLbHn6sxY8ZAr9NhYNeuAX/fKxJMcgza3Xk01E3sBakkFmKRPXBQOfiwhAqNGjUCi8XC9evXq3sp/285c+YM/vzzT9SuXRt9+/bF888/7/TlK0EdIJw7dw7Jyckh251ttVrL7cimYHNlkMmSEFezFbi1W4CMEIFZv2S8sW4i4hsNhjHjSimLZ18QikT4/IsvsHLDBrQrUVSkeOWNN7B60yb8W6K8lZycDLVa7ZWGgzsWLlyI5cuXY+LEiRgxYgQsFguee/pp9GrbFvdu30ZRfj6M5aSLqUDA9cv1+63r1QODwXAykPn8888xf/58nD17Fi+++CLmzp2L4cOH0zcKNpuNsLAwyGQysFgsjBw5EjweD998802ljBBarVYoFIoq2dlTY5AajcZtiaWyMRgMUCqVdBOiRCIJWB/H5s2b0apVK4wdOxYbN26E1Wp1kq02GAwoKipCamoqLeJTp359n17LV+ll+/ceBe3ScG4pjwaRsCaiYmqBzfYsoySTJUEmSyrTTro6YDAYaNeu3f+rMsOqVauQmJgIHo+Htm3b4tixY+UebzQa8dlnnyEhIQFcLhf16tXDunXr6O+vX7+eFkJz/PLU1EsqlWLYsGHo27cvYmNjIZFInL58JahHA0K9QTEsLMxjG2lH1URWBJfOFqCuEJp6ImjuJzodX6QwOU0yZKh0ZWYQvGHA889j3Acf4PvFizF16lQIBAK0bNkSOp0OAoEAdevWRatWrdCjRw9ERER4dM7IyEj0798fAHDnzh1s2rSJ7r4/dugQRr71Fn0s1dEd5cONpF69enj++eexbt06vP766+BwOGjcuDFtzLRgwQK0aNECM2bMwIwZMzB//nywWCzamwIAUlNT0b9/f0RFRXn9+sEGg8GASCSCTqeDTqeDzWarMltzalqGy+WCz+cHvMHzxIkTKC4uxq1bt2j31qVLlyIxMRGtWrXCtm3baFnr+g0bYu/p02jVrp1Pmw1/9REcP5fKcE6pLILVSoLFZkDsMMHgrg/BtZExmEhOTsbZs2ed9FEeV7Zs2YLJkydj1apV6NKlC3788Uf069cPN27cQO3atd0+Z/jw4cjLy8NPP/2E+vXrIz8/v1Q5QCwW4/bt206Peboxc1TDDSRBHyC8WOJGGGpQOxlPLkhmYyFksiSIhFngKGNhkYugB2i9A1E4B3qHMUelwkiXGdw1KVJ10YrSnxQGgwH9OnfG/du3nVT+qOaXU6dO0ceeO3cOv/32G9hsNvr160er1dWqVQvPPPNMhX/QDRs2xK1bt5CUlASr1Yq506eja8+eaNWuHbKUatSGDQwGA1Yf6/Rz5sxB8+bN8emnn2LhwoWlNAuGDx+On376CevWrcOkSZNo9TGtVotff/0V2dnZITUq6AkCgcBJ8rmyoOSRGQwG7ZlQWQgEAoSFhaFjx444fvw45s2bB4IgcOXKFVy7dg1RUVEY/8ln4BIk3hg/HlI/pY0rChIcP2vu+hKoIKEo3IRsPNI7iI9tAR6PBQ7X/ruhxhzdQfUpZGZfCbpGxvbt22PevHnVvYwqYfHixXjzzTfxVsnGZunSpdi7dy++//57fPHFF6WO//fff3HkyBGkpqbSm6o6deqUOo4gCJ+Ns3r16oU///wTUqnU6XG1Wo2hQ4fi4MGDPp03aAMElUqF27dvh+wEg8lkglwuR3R0tEc3usLC65DJkiAQxYED52yBpqS0YJEbgbpCd093mz1w1EOgRJPckXL+PK5fvow+ffpg3759aNWqFfr374+MjAxkZmbi5MmTCA8PB4fDwcOHDwHYA6B9+/bhn3/+gc1mg9VqRePGjbFy5UokJCSU+7OyWCz88ccfGDp0KABg3apV+N/69YiKkKK4uJhOiYtEIoSFhXm162vatClWrVqFcePGgcfjYe7cufSNkcpavPLKK/j6669x9epV9O7dGwCwdetWjB8/HkwmE929mJcPFajAjVIiDGQQZLPZoNfrYTAY6ODAH4qKinDy5EmcO3cO6enpUCgUKCoqQv369dGzZ08wmUxotVpotVrEx8fj+++/x88//wyCINC5c2f069cPLVu2xM60THRKKHsSqLKgtBFcNRJylQYoFUaY1NmIj20BdUkgwOHHQCBgQCI2lzQxppSZRQhWkpOTce3aNRQXF1dJlqoyULtIcnO53FKfE5PJhAsXLmD69OlOj/fp0wcnT550e96dO3eiXbt2WLRoEX755ReEhYVh8ODBmDdvnlMQrdVqkZCQAKvVilatWmHevHkeOzEePnzYba+RwWCosPxRHkEbIFy6dAm1atVCTExodvcajUYwGAyvdsEqTR50mixwACfNA1E4p1T/ATXJQJUa3AUIrhmEsoKEgjz7hWrBggVYtWrVo+OzsjBx4kSYzWb07t0bEydOhE6nQ3p6Onbs2IF///0XFosFw4YNg1qtxn///YfnnnsOGzdurFD5MtJBilmVnw+9Xg8+n0/vPDUaDR0oyGQyr4KEd955Bw8fPsT8+fNx4MAB/PXXX6hZsybtnaDRaGCxWNCqVSv6OWlpaZBKpTh//nzZJ34MsFgs9PsQiAu5zWaDSqUCSZJu5ZE9ITc3F9OmTYPFYkF+fj7S09MBAA0aNEBaWhqdii0sLKQvwmFhYRgzZgymTp0KLpeLnj17ljJAGpwYj4Jq8jqgPntUkEA1K2oUJnDEsYhBO9TuYJdUJ5UFsFpzESaOhdUK2EOalFLnpCYg4kvLlFQ78fHxiIyMREpKCrp06VJlr6tRmsA2+NcrZDbYr62UuRfFrFmzMHv2bKfHCgsLYbVaS92XYmJikJub6/b8qampOH78OHg8Hv766y8UFhZiwoQJkMvldB9C48aNsX79ejRv3hxqtRrLli1Dly5dcPny5XLHrKlJM8AufOe4BqvVin///Rdxcb4HyUEbINy+fRtNmjSp7mX4DKUX7w1mYyHqJvZCuFwD1HO+uVvkRhByDfJTuYguySI4lhrOpstRQ8qjAwVPywsA6Cj2t99+w8OHD9GqVSsMGTIEBw8exJ07dwAAPXr0QOfOnQEAM2fOxOLFizFnzhxs2LABy5cvR5s2bfD9999j3LhxGDNmDP777z+IRGWvoWbNmpg1axbmzJmDf/75BwkJCbh79y7dyCaRSBAWFgaz2UzXsy0Wi8eNg/PmzYNCocAPP/yApUuX4quvvqJV+P79999SY5tpaWn0eGBlwmQyER4eXm2Nt1RTZnFxMRgMhs9lAIvFAhaLRZ+Dw+H4XMK4deuWUxkLAF566SVs27YNPB4PV69eRXh4OF3CqF27ttNni1LCdMeWK3fxUgv/dSwC4dFQ5BDkC3r1QnRdITQKEzT3RbDIo2DNuGIfa4a9nODaiBgf24IOEhwVGYMBgiDQpEkT3Llzp0oDhECSmZnp1I9UXpbN9fNbnpQ35cT622+/0Q2DixcvxgsvvICVK1eCz+ejY8eO6OjQNN6lSxe0adMGK1asoKfA3NGqVSu6obFXr16lvs/n8538dbwlaKcY7t69G1CBmqqEJEmYzeaAavY7Si1TOI47tk+I8LlJsUvPnnh28GAsW7YMO3bswMyZM9GvXz+sX78eRqMRLBYL77//Pn08VT8TiUR47733sGbNGpw/fx65ubl4+eWXIZfLsX///gpf97XXXsOsWbMAAAUFBU7iTMAjIRnA7lZWUFBAm/l4wooVK1C3bl3s2rULeXl54PP5yMrKooMexwtA586dkZ2djQcPHnh0bl8hCAIMBqNaJ3N4PB74fD50Op3XI5BWqxUajcZpfJIykvKVmjVr0n4EPB4PrVu3xpYtW2Cz2SCVSjFjxgzYbDbExsaifv36Tp+rffv24dtvvy1z/jsQwQEAn9UV3fUjEFIZ+CXjyvF1RWBFcEFGiMCV1IRAFAeNNocuP0hEMZCIYpwM3Fy1FIKFBg0a4O7du9W9DJ8Ri8VOX+4CBJlMBiaTWSpbkJ+fX2a2u2bNmoiLi3OaJmjSpAlIkqRLtq4wGAwkJydX+H6mpaXh/v37IEkSZ8+eRVpaGv2VlZUFtVrtZMbnLU8ChEqAGrfyJUBQl9GgxA/nQJgc61R6AIDIcA7aJ9gbX2pLRPSXN/D5fGz86y+8MX48Pasen5AANptNz+1Tkp0vv/wyXaO/c+cOzp07h8OHD6Nz586YPXs2XnrpJbBYLFy4cKHC1yUIAq+99houXbqEyMjIchtpwsLCIBaLodfrkZ+fj+Li4gpn2gmCwOzZsxEZGYnNmzcDAA4cOAAOh4OIiAinXecbb7wBJpNJaz9UFlarlR4drU4EAgE4HI7H1tGUmiYl5SwUCgMWADdq1Ahnz57Fli1bcOrUKWzbtg0ffvghACA7OxuHDh3CzJkzcf78eWzcuBEfffQR3nrrLfTo0QN9+/bFp59+itOnT0OpVAZkPWXhrwQzZf/s6OoI2PURWIQFwhgxeLWbo3aHMUhq9zaaNuwLcYn1u0hYM2gDA4pQDxA8gcPhoG3btqU2QPv376czrK506dIF2dnZtF08YL92MhgM1KpVy+1zSJJESkpKhU6MCQkJqFOnDmw2G9q1a4eEhAT6q2bNmn4LsgVtieHu3bt45513qnsZPsFms1GjRg2fdokqTV6Jg6NzoZGaaHDMGkSGc+gpBm+DAncMGzECmenpGPT883ihxPwjIz0dx3ftwrfffguCIHD8+HGYzWbcvn2bbjIE7LtxkiQRFRVFz/p7AkEQEIlEaNasGVJSUso9TigUQiAQQK1WQ6VS0SWDsrDZbFAoFDCZTPj7778xadIkpKamwmq1or7LTPzNmzdRs2ZNbN68Ge+//75fug/lQWWXKtuTwhOEQqHHf6NGo5HuE/E3Y+AOap6cYty4cRg4cCAuXLiA7du3Y8OGDVi7di0IgkBsbCwiIiKQlZUFBoMBmUyGgQMHomHDhnjppZfw0UcfAUC19R9UBCuCW6qnyEba38/Yp+NhY7CQnyqDtG4iwuUaGDMe1ZmpEkQw0qBBA2zatKm6l1HpTJkyBSNHjkS7du3QqVMnrF69GhkZGbTexieffIKsrCxs3LgRADBixAjMmzcPb7zxBubMmYPCwkJMmzYNY8aMoTOkc+bMQceOHdGgQQOo1WosX74cKSkpWLlypcfrunPnDg4fPoz8/PxSWdaZM2f69LMGZYBgtVpx//79kM0gAL4rxVFujixFYydbZ8fAAICTBkJZuLo6VrQDSu7UCb+ViCRRJCQmovaIEWjUqBEGDRqEhw8f4tVXX8XFixedjjMajejcuTNdb/P2BtumTRusXbu2QlteBoMBqVQKoVBIyyBrNBraJtgRlUqFxo0bQ6lUQiaTIScnB//88w84HA7doKjRaDB8+HD8+++/4PF4MBgM2LhxI8aOHevV+kMR6n02Go2wWq1OtsOAPRNmNpvB5/PB5XLBZrMrRSK6LGrVqoVatWphyJAhUKlUuH//PhISEugGV7VajR07diA1NRUNGjTAxYsXMXPmTBiZTIz74IOArqW8KaDycJ1kqFdXBGk4F5mpGqceIhsIkGIBCLJ0UMMRx9KmbQJRXNAGCQ0aNMC9e/cqxVo7mHjppZdQVFSEuXPnIicnB82aNcOePXvo6a2cnBxklKi6AvZAfP/+/Zg4cSLatWuHyMhIDB8+HPPnz6ePUSqVGDt2LHJzcyGRSNC6dWscPXrUYx2gNWvWYPz48ZDJZKU2pwRB+BwgEGQwbGVcePDgAerXrw+9Xl8panaVjUKhAJvN9rnpjc2VoV3bMYgc9iwtrUwFBFSjE/Xv8hoT3dk+l3eRs1qtWLJwIY799x/GTJiA3v37o3FUFEwmE96Z9jF+/Porp+PbtGnjFCisX78eMpkMgwYNwsSJE536Firi119/xfz582Eymby6uFitVhQWFtIiQMISW2m9Xg+FQoHw8HAsWrSI7kZmMplo2LAhDh48iBo1amD48OHYsWOHUy2+Tp06OHDggMdr8AaLxQKVSgWJRBI0FuZ6vR46nY5ek6MNMyUkFQoXfMpyvFZCAg5dulRpr+Ntw6KrLgk11XDiYgGk4VwoFUbkp2pRK56AUMpH+kMLNPc1IOT259kzinZM6mzoNFnIykkJqiZFwP53JBAIkJWV5dYRNpCo1WpIJBL0mb8TbJ5/0zhmQzH2zRgMlUrl1KQYSiQkJGDChAn4+OOPA3reoOxBuHv3LhITE0MyOADsOzJ/4i6zsRB37+yGZv8VZJ8vAmAPDFyDAwpqhMq1IcrbssOZ48exaPZsPLh3D1PfeQeH9u6lb5z3rl4udUO7n5rq9O8GycmQl9S0vf3dUV3x3sJkMhEdHQ2hUAilUonvvvsO7733Hm7cuAGpVAo+n49Zs2Zh6dKlqFWrFsaOHYuTJ0+iRo0asFgs2LZtG0wmE3r27EmXHRxT3f8f4PF4YLFYKC4uhk6nc7JhDpXgAADdW3Lz2jUUFQaXhoDrZ7G2RIB6dR89xg/nQCTlgSDL7k1xDA6C0bOBz+cjPj7+se9DCEYUCkWliAoGZYBw7969kC0vWK1W2Gw2n4IbNlfm5MtAcedCEZQKYykXx0f9B96PNrojqWVLejRRGhEBi0MD241r11CvUSOn41UlTWFtO3TAV999h3oNGyKsZAfv6aQBRVxcHAwGQ5mzxOVB9TFQab8NGzagXbt2aNWqFd0YNGnSJGRmZmLVqlW02hiLxUJYWBhq1KiBVatWYd26dXj11Vfx5ptver0GT6GEhCpb1dAbCIJAWFgYLBYLbU/uiw1zdSMSiVC/fn3YbDY0i43F6nLGw6oK1yyeaxBPfabj64pgZfNRpHO+blDZAyo40GhzoNLkBa2IElVmeELV8uKLL5Zyqw0EwZHjdCHUJxgA+LQblohiEFezlV1NURwLQioDiUeiSY59CIEODgC7q+O3P/6InVu34s2JE9GxWzesWrwYly9cgNFgwIKff8YLzzyDmJgYsFgsZGXZa6G/7NiBvJwcDHv6ady+cQMkSXrdUU7t3g8cOICRI0eWeRxVdnL3/rZu3ZoW1zGZTMjLy0OjRo2wfPlyDBs2zO35GAwGkpKSwGazERsbizlz5ni1bm9hMBiV1gDpCxaLBTqdDhwOB1wut8r8GioDJpOJRYsW4cCBA9ixYwdmfPABrl+5gi9XrAiY7LO35YXyPpc1pDygrj076NiPAACEm+ZEx/HHYOX/wyRDMFK/fn18/vnnOH36NJo3b15qg+pNudeRoA0Q+vbtW93L8AlK2Mef+jJHbK/fkREiWv/AtUkRcC+v7C9PPf00ej7zDCQlmuHRJdrgJEmiY9euaNKsGW5euwY2h4OOXbvi0wULoCgqwjPJyXRwxOVysX37dnz66ace70ATExPRu3dvvPnmm3Q3rysmkwkJCQkQCoW4ePFiKd1xAPjrr78wYMAA5Ofn45lnnkFRUREmTZoEAHj++eed1kPN9FNmTlWBzWaD2WwGm82u1iyCozwyk8kEg8GAQCAIqYyBOyiPkCFDhmDr1q2YPXs2CvLy8Nqbb6LHM88EdfCjlBvAsRSDST76u6ACA6DsEehgokGDBmVKDj+h8li9ejWEQiGOHDmCI0eOOH2PIIjHL0B49913q3sZPuGum95bTOpsOkgAHo04uus98CZIoAxnymtUFLg0Vr49cSIy0tLQ+9lnweFwcOTyZaTevYuY2Fj6Yjt13DgnoRqj0ejTjPznn3+Op556ClevXnUbIDCZTBQUFKCgoABjxozB77//jmvXrqFOnTr4/fffQRAEunfvTne0Z2VlgcPhQK1W48aNG+jatSuioqLoGzOTyURCQgIuVWJDmys2mw1arTag1sfeYrVaoVKpANj1EFxLCRaLpUrMnSoDi8UCi8UCHo+Hl19+GTweDwsXLsSBPXvAYrMhEonQsm1bfP3990hITKz4hC746+xYLgQBgiTBKJlkKC84cFVZDJaSQ/369bFhw4bqXsb/O9LS0irlvEEXIJAkifT0dCT68OENBphMps+jYIWF11E3sRdt+0zINYCLgqKreyMVJLibWHDFk1EtjouuwFPPPINjV686PVbX5ebdqVs3/LJmDf1vJpOJAQMGeL0bpYSSymoSZDKZGD16NNavX4+//voLb731Fn7++WdIpVIolUpIJBK0bdsWhw4dAgBaV2HMmDH45JNPaHlhAPQu/vnnn8eSJUtQWFhIi0E9rlCNoEwmEzwez62eAeWtIBAIKtWNsbKgHEhtNrsr6NChQzF06FCkp6dj586dMBgM2LlzJwZ1744T169DFOCuderz5UkQUVsiQK7S4PSYVmOFUWVvVJTGJQNZ56DR5tBOjmpNHiSiR4p9wdaPULduXdpL4wlVj8lkQlpaGurVqxeQKamg2yIUFxfDYDDQNryhhlar9Vq+1pHMbLseOzX3bJEbaTfHIoWp1AUFKHuKwVvMJhN0DmpfnjJ+5EjaqGno0KFgMple9yAYDAZ8++236NKlS7lukFR/QkREBH777TcAj1zYGAwGUlJSnKy2w8LCsGrVKuzbtw9SqRSTJ0/Ghx9+iC5duqBfv37g8/lgMpm0acrjiKM8MpXpoSygXWEwGOByuTAYDEEh5uQt1EXRVakyISEBEydOxLRp07Bp0yYo5XJMLrHrrU5qSHmILBllBgASBAiQICNEIKT2gJVSUFRr8mhlReor2IiKioJarYbRaKz44CcEDJ1OhzfffBMCgQBJSUm0DsP777+PL7/80ufzBl2AUFhYCCaT6aRbHUpoNBqP5WvdYTYWIisnBTpNltP8M4W7IMGxzOBPkGDQ66HX6bx6TlTJTab5U0+he//+2L59O0wmEzQa79Zx4MABFBcX03/MDx8+RNOmTTFq1Cinc/Xs2RONGjVC48aNkZSUBAaDgYEDByI/Px8PHjzApEmTIBQK8eKLL+Lbb7/FoUOHcPHiRQwYMAAAsGzZMvzwww+4fv06cnNzsXnzZvD5fKxdu/axc3K02WwoLi6GUqmk5ZE92VXweDy6VyLUoIKe8qSs4+PjMX36dOz64w/sCLC0dpZS7XUJwjErSIIBBh5NAFHZRABBGRC4QolYFRUVVfNK/n/xySef4PLlyzh8+LBTE/TTTz+NLVu2+HzeoAwQIiMjQ7L+abPZQJJkwNZuUmeDkGugL+lydrR4poKEQDYqWn3QItiZlklL2q4pGSsbO3YsRo0a5fE5DAYD5syZA5FIhC5dukCv12PgwIG4efMm/ve//6FTp0702CRBEJg/fz5OnjyJmjVrol69eti1axfCwsIgEokwc+ZMaDQarF+/HpGRkZg3b14pjfRXX30VOp0ON27cQEJCAtq0aQM+n4/x48fTtfnKgmpgrYpmQIPBAKPRCD6fD6lUWq4stSMsFgssFiskd4FU1qiiv+NXXnkFjRs3xrjXXsOYF19EXk6Ox68RJxX77ctQFmaCDQNKsgkuGwTKj8HRlyGYyguAvcQjkUhQGGQ6FI8727dvx3fffYeuXbs6XVuaNm2K+/fv+3zeoLsLFxQUICoqqrqX4RPUrsVfOVrHnQKpLHQqM3iCr1kEi9kMlpf6DZ0S4nDz2jWMHjYMN65ehUAgwPvvv+/WerQsrl69CoVCgcTERNy/fx/x8fG4fPkyFixYgLVr1+L69etOmuQvvPACveO/e/cuRowYAaVSCaPRiMLCQnz77bcYMGAARo0ahXPnzmHu3LnYvn07/fzVq1dDJBKhZ8+eOHToEE6ePIni4mIoFApcu3atTGfAQEBlxypLsthsNtM3dh6PB4lE4tN0QmX4LVQVlPBTeTCZTMydOxc2mw1H/vsPA7p1Q252tsev4UujorvPpWuATxIM2FD6byOmZjsIRHGQxiXbexMQvFMNUVFRKCgoqO5l/L+ioKDAbVm+uLjYr81I0DUphnKzWCACBJksyW0qUa8wQRTOobMIkeEcn7IHZTUqWq1W2EgSTC8zCNkPH6J/585gs9l477338PTTT3s955+fnw/APr3SpEkTWCwWtGnTBgMGDMDVkgbJ48ePY+LEifRz3nzzTYwcORLp6emIjo6GXq8Hk8nEW2+9hR07doAgCEyYMAGTJk2ifx9Hjx7FgQMHkJKSgvHjx6NBgwYgSRJyuRyLFy9GQkICkpKSoFKpaEvkULlJWq1W6PV6GI1GsNlscLlcv9bO5XI9zjgEG1arFWazucK/wzZt2qBv3764cuUKTHo9xr32Gv767z+PLqjeTjN4ErRrFCYYFAYwlMVgyA10oYEKCChM6mxotDlBJ7VMIZPJnmQQqpjk5GTs3r2bvkZSf8Nr1qxBp06dfD5v0AUIBQUFIRsgULPk/t5URMKapcSSAPsFROTQ0EThqPHu+G9v4QsEYHs5nrj1l19QXFwMANixYwcmT57s9et27doV/fr1g9lsRosWLdCmTRt06NAB+fn5ePfdd8FkMrF06dJSz+NwOGjQoAEKCgpgNpvRsWNH2hti0aJFeO6555yOj42Nxeuvv47XX3+dfowgCERGRmLBggUA7FM0BoOBvtlSY4CBItBeDCRJ0noGlONloG7sNpsNFoslYLbOVYXVakVxcbFH5lJvv/02hg0bhjfeeAM///wzNGo1xJXQ/+Rq2gQ8ai4G7AG/MpwDg8IALsMCq6YQAOE07gw8UlQM1uwBYA8QnmQQqpYvvvgCzz77LG7cuAGLxYJly5bh+vXrOHXqVCldBG8Iuu1RYWFhyJYYOBwOpFKpXykdlSaPnn12hF/iJQ/ASXLZ3YXHF5hMJkQ+pL7HTpqEQSUqhZmZmRg/frzXDYoSiQQrVqzADz/8gAkTJqBjx44gCAILFiwAi8WC1WpFr169sLykxyE9PR1t27ZF06ZNsXDhQpw8eRJjxozB3bt3saZk3NJXNTeCIOiaPYfDqdRyQyAgCIKe+5dIJAHd9RsMBmi12pCbZqACdE/WnZSUhLi4OPz888/gcrkBH3t0pazgvYaUh3p1RYhKFIEp5oDduj5Y7RrTkwwUlDZCsGYPAHuJ4UkGoWrp3LkzTpw4AZ1Oh3r16mHfvn2IiYnBqVOn/PKWCboMQmFhIWJigr9b1x3+yCxTmI2FqJvYi7Z05VKjTuVYPwciSLBaLCDh/doFAgF+3LQJ3X/6CSeOHMGOrVvx559/etWk6I4HDx7gn3/+QfPmzSGXy5Gfn49JkyZhxYoVIAgC9+7dQ//+/TF79mxIJBLI5XLYbDa8/fbbAIDhw4f79foMBsPJjdNgMMBsNkMgEFSp5bE7LBYLiouLwefzweFwKs2Bjs1mQ6/Xw2q1Bo3zpCc4TjJUtG4Wi4U9e/Zg+fLl+Omnn7D8q68wafp0j17H2zKDJ5m9evXEUPFNeJhlhrqkX5bKGgAIShdHV56UGKqH5s2bB1ykKugyCKFcYqBmzf3FMX3obtTRU7zptNYVF0OtUPj0OiwWC6+PHYub166BIAjo9XqfzuPIwoULQZIkrly5gtGjR9NNii1btkRRURF69uyJZcuWYdCgQXRQuX79eixZsgS//fYb6tSp4/caHGEwGLBYLFAqldDpdF6bUQUCSoVRpVKBJMlKn4Sgbq7BnkVxhcFggCAIj39HYWFh+Pjjj9GvXz98M3cubj7IwHujR2OPQ2NrlUIQMKhMsN4rhDHjCvJyziMrJwU37uwN+uAAeFJiqA727NmDvXv3lnp87969+Oeff3w+b9AFCKFcYqjMi3Z+qhYahYnOHtSQ8srdkVDBgadBgs1q9WtnvH/3bty+fh11EhMxZswYn89DQakqDh06FJ9++ikyMzMBAG+99RbUajV4PB5IkqSnE+bNm4euXbti0KBB6NChg9+v7wpVPuLz+TAYDFCpVOXO2gcas9nsZMMskUgq3Q6dGskMtQABsP++vOkFYjAYtBNkj3qJ2P/337hS0s9SFv5OMjg2GVNjyykXinBrUwq0R49Dcf0f5OWcR2b2FRQWXg+6kcayqMoSg0Fpgl7h35dBaZ8QS05ORtOmTZ0mpkKF6dOnu70ekSSJ6R5mxNwRdHlDSgchFLHZbJWaihWFcxAZzikJDsoXR6IuXu4CBHeTDFar1esGRUdWfvstAOCtN98MSFPbBx98gNu3b2P+/Pn44YcfsGTJEnTq1Ak//PADLBYL9uzZg0mTJmHUqFGIjo7GU0895fdrVgRBEBAIBOByuTAajXRAZfUiuGIymZBKpR7fvKhzs1isMuWRKxM2mx1yPQgAnMpDnuIYDCUkJGDarFmBXla53E/VQHsuG4oHF0LCubEsQjWDcO7cuUor11U2d+/eRdOmTUs93rhxY7/st4MuQCguLoZI5L91cXUQyAyCRpsDgSgOJnU2uHJZKU8Giop6Dzzd5ZAl2vW+8NPKlThfYjPqb+2fYsyYMXj77bfRrFkzAHZp5Zs3b+LevXsYMWIEGjZsiNq1a2PcuHFV/vfCZDIhENgDNGoqgcvl0rLN5UEQhEfBBNWJb7FY6ICCes2qpDpeMxCQJOm1aNmoUaPw/fffQywW4+HDh0hPS0PdEhtyV1w/V954MFBkqHR05qBIYUJ+qhakshDFulxoiwugKgkQQiVzQCEUCqHzUpH1Cf4hkUiQmppaqrR67949vxxMg67EYPFBzS+YCFSAIBLWhE6TVUpy2TV74K7M4EvDIkEQIHwIEN4bPRqfvP8+omQyt6OIvnLp0iWcPn2a/rdcLkeXLl2we/duzJ07F6+99hr9vepsGmSxWAgLC4PZbIZKpYJOpyt3x221WqHVasssTzjKI9tsNgiFwmrXYqAUQkOJ4uJir6dphEIhWrRoAb1ej5dfftkrt0d/HB6LFCZkpmpgvVcIkzobNlIDMHQwGwtDLjgAELJlqVBm8ODBmDx5spNq4r179zB16lQMHjzY5/MG3Z04lAOEquidyFUaUFsiKKV94Ign3dKuZYYIH82xFHI5mEwmWrRoUa7Jkrd07twZ169fB0EQuH79OuLi4kophVFNaNV9A+XxeOBwONDr9XSDZlk7b5IkYTQay9RW0Ol0MJlMbm2Yq4NA6zZUFQRB+BTUzJ8/H88++yx++uknpD58iHadOmHU2LEejT9WFCQ4flYdsweAXQgNsI8xqrUF1T4p4w9PAoSq5+uvv8azzz6Lxo0bo1atWgDsfjbdunXDN9984/N5g+4TH8oBQiDRaHNovXVv8FUkyVcYDAasVmulpKKpmf7WrVu7/b7NZrNnPqr5JgrY34ewsDCnmzrVp1DR3zNlisRms8Hn8wMithUovBkZDCZ8DRDq1q2Lrl274ubNm9izfTv2bN8OsViM18eOrYRVPsIiNwLKQmi0ORAKZDh3bk+lvl5l8iRAqHokEglOnjyJ/fv34/Lly+Dz+WjRogW6d+/u13mD7hMfygFCfn4+xGJxQJX3HN3cAHs6MkP6qL6XodL5bNhEZRFsNhsUBQUQSaXgeCi0s/P33/HhuHFQloxGTpo0yac1+AOfzw/oex0IHHd+BoMBFosFXC7X7U3farXSGQMul+uR8l9VQwU7oVZi8DVAAOxNdnK5HDXj4jBt5kyMCMBUTnnZA6XCCEKuoRVThWGR6NJlMO7cOeX361YHTwKE6oEgCPTp0wd9+vQJ2DmD7k4cqgECSZKwWCx+z8c7ejE4yi3zHSSWXe2e/YUkSVi9WHdOVhamvvMOVEolBAIBmjRp4tYopCoIhuxBWYjFYhiNRjoI4PP5YLFYIEkSOp0OZrOZFmQKVt+DYMnQeIs/AQKXy0Wt2rVx8ubNMkdJvRVJckdRSVmBak5UZp0DAIRYLFaKJwFC9fDff//hv//+Q35+fqn70Lp163w6Z9DdiUM1QPD3IsrmyiARxSCuZisA9uCAW7sFmPVlTjLLFZGh0nhVZshSqlFD5F2Xa1FhId1kl5ycjFWrVlX6TL479Ho9bDabX126lQlBEE79CWazGRcvXgSfz0diYiL4fD74fH7Q34D9udlWF1wu1+dxW7Vajbj4+HL/pv0JDhwD/MxUjb284IBeb4JaowabK3vSpPgEj5gzZw7mzp2Ldu3aoWbNmgG7pgTVnZgkSZjN5pAMEAD/LqRUcECVFDjiWJARIvDdBAbUzqOG1Pf0umODInWz93TtjZo2xdxvv8XCTz/FkSNH0KVLF+zYsQNxcXEVPzmAWK3WKhUr8hUGg0H7OowaNQphYWE4deoUuFxu0AcHgL2+GQrrdMSfzEf9+vWxfsMGmM3mgAS+ruUFVxzLC48DTwKEqueHH37A+vXrMXLkyICeNzg6oUqg0iLVsRsNJqiygitKhRGRDmJJuUoDcpUG+qLjSeYgTir2SoLZHTu3bcOUsWNptTSlUon9+/f7dU5fCIWbFjXWqFarYTLZAzu9Xg+TyQSlUoni4uJqkW32Bkq6OJQwmUxejzlS9O3bF1qNBqtKxL/c4e9nCLB/nqnpBQq1Jg8WqwpxsQmQuLF9DwXYbPaTAKGKMZlM6Ny5c8DPG1QBQiDMjqqT8PDwgNeSqQsIJbNcQ8qjMwfuMggVBQnuUqMMBgPSiAiPlRTr1KsHBoMBkUhE9x5UhryxJwRz6lun00GlUtHyyGKxGCwWC9HR0QgLC4NAIIDRaIRKpYLBENi+kkCi0Wjo4CZUsFqt9HSItzRs2BADBgzA33/+GeBVOUP1FJERIpjU2cjKSQFg/zzmF92lhZJCDcqBNZg/m48bb731FjZt2hTw8wbVnTjUAwR/OupVmjzElUw1mtTZ4AAgAFpBkZJZdoUSTvJnvJEgCI+nFwCgbYcOuJ6TgwaRkXj22Wdx8eJFNGnSxOfX9xUGgxHUFyGbzUYrLFITDGw2G1FRUbBareDz+eByudVm/uQJNpsNJpMpIPLZVY0/WY+kpCTs2bMHOp0OAoEACrkcbA7HJwlnR2pLBKWajAm5BjpNFlSaPJiNhVCpVDCZTCHrSUNdv0NtNDaUMRgMWL16NQ4cOIAWLVqUysIvXrzYp/MG1W+PqicHywy4txQXF4PNZvt0MTUbC8HmyhAf2wIiYU17D4KyEBa5CGV5I+YqDV71IZSVFiVJEjqtFhwu1+MsQqRMhosXLiA2NhYHDx5EQUFBlV/Q2Gx2UP2tUDbMPB4PXC7Xo5uJq620TqejdSWCYeSRCsCC6X32BH8Dx6tXryI8MhIsFgsGgwEv9u2LmBo18NuuXfQx/kwyFClMUCrszYlkhAgCURwkohiwuTIU5N0LuZKOI9Tfbag2nIciV65cQatWrQAA165dc/qeP39LQfXbo3bgBoMBEomkmlfjPVqtFgKBwOfdFtWxXDexFwTqbHDEsUBqGixIhB52M5ei8Eep3shwDq2s6O30giMEQUCn1YJgMDwKEDRqNXZu24YzJY6LNpsNP/30k1+uYb7AYrGC4gJks9mg0+loYSR/bqZMJhNGoxFKpTIophyozEao3bD89UXJyMhAp27dwOFwYDKZQBAEEurVC8jaakh5tPeCRW7XQOCIY0smmFIC8hrViV6vB0EQQTu6+zhy6NChSjlvUG0LOBwOOBwOtFptdS+lWsnMtnvAm9TZ9gdS02CRG6Fx2HW4KzdURHm7HQaDAdLDNPf6H3/EB2PH4uHDh/j888/BYDAgk5VuqqxsSJKEwWCo1kkGi8UCpVIJk8kUEBtmLpfrZCtNeTJUF9R7GwzZDG/gcDjg8/k+Pdf+O1VBUDI+y+FwsP/sWSz00WvEMXB3FUki5I8aKQWiOIhFMagZ1zhkXQUB+0ZJKBSGXFD5uPDw4UNkZWUF5FxBFSAAdsMUX7uPqxsGgxGQi7nZWAi1Jg86TRYdJBByDd2wqFQY6VFHRzwxacpSqt0GCoQHa9eo1fjg7bexZcMGCIVCREdHo3HjxoiIiPDLUtQfiouLfW5G8weqX4bJZILH40EqlXrknWC1WqFSqcrNMlC20hKJxMneuTo6w9lsNsLCwkLuYs9ms33ewZ49exYZGel44dVXKzzW12kGpcJYSv+AQl+cG5I9HxQajcbvXo0neIfNZsPcuXMhkUiQkJCA2rVrQyqVYt68eX7dk4IyQAjVDEKgAgTA3rSo0eY4BQmAfZrBFXez1d5S0dotFguG9OyJ39atw52bN6HValG7dm0wGAwMHjwYFy9e9HsN3kJZJ1dlBsFqtUKj0UClUsFqtdI3c0/LCiaTCRkZGR7dAJhMJr0LNplMUKlU0Gq1VZpRoAKgUMNkMvkcUDVq1AgSiQTbfv01wKtyxjF74EhxcTGMRvfBQyhAZRAeZ1atWoXExETweDy0bdsWx44dK/PYw4cP07ocjl+3bt2ij1m/fr3bYzydbvrss8/w3Xff4csvv8SlS5dw8eJFLFy4ECtWrMDnn3/u889Z/QVcF0I5QPC35sbmOqfp1Q5jThxlrFPDIjUi5Yi3CoqOux9OBTeBrMxMXEtJcXosNzcXer0e27Ztw7Bhw8p9/vHjx3Hq1CmMGzcOIlHgDKWqSpTFZrNBr9fDYDCAyWRCJBL5lHYnCAJsNhs2m82rXgVqJ6/X66FUKsHj8aqkP0Gv14PD4YRciaG4uBhcLtenHhWJRIKYmBhkZWYGfF2Ub0pRuAnZESKYUk7Q39Np7Glhx0bXUORxDxC2bNmCyZMnY9WqVejSpQt+/PFH9OvXDzdu3EDt2rXLfN7t27edSkeuTd1isRi3b992eszT4HzDhg1Yu3atk7Vzy5YtERcXhwkTJmDBggUenceVJwFCAAnEh4ISRxG7iKSY1NngymWwANADPvcilJUSFVQgVxzvYuUcHx+PnJwcbN++HRqNBn379qVnn10vyhqNBh988AEUCgViYmLw+uuve7Xm8mCxWDAajX43pVWEXq+H0Wj024aZx+Ohfv36MJlMXu3MXWWb9Xo9GAxGpe7uKTMpJpMZUgECSZJeB2COnDt3Dnfu3MEPP/zg0fG+TjOI6omgSY2FMuscNNoc+vE27brj1o3zXp8vWHjcA4TFixfjzTffxFtvvQUAWLp0Kfbu3Yvvv/8eX3zxRZnPi46OhlQqLfP7BEGgRo0aPq1JLpejcePGpR5v3Lgx5HK5T+cEgrDEIBKJQrYHgTJs8hcqOBAJa0IkrEmbNgH2tCTVsOhIbYmoXJXEihQUSZKE2WQqczzM9YbYqFEjZGRkYN++fWAymWjXrh3efvttDBgwgD6H2WzGH3/8gV69ekGhUEAoFGLHjh2evQkeQtWaK0MPwWw20wJBfD6fbh6szno8ZSstlUrpHSblGhloqN6OYJgU8QaqBONrgKDT2Ut2bDYbiz/7DMbsbEQxGIgK4KhnZDgH8XVFIKQySOOSnazdRWGykBsrdUSj0QQ0SxhMmEwmXLhwoZRjYp8+fXDy5Mlyn9u6dWvUrFkTvXv3djt1oNVqkZCQgFq1amHgwIG4dOmSx+tq2bIlvvvuu1KPf/fdd2jZsqXH53El6D75oZxB0Ol0UKvVqFmzZsUHl4FjcOBq9UxByDXQR/iWfnQtLVCYTSYo5XJERkWB6eaGUFxcTNf7t27dikmTJqFmzZrYu3cvrFYrUlJScPToUQDAP//8g/79++P333+n619cLhdarRaXL19GWloaEhMTfVq/K0wmM+C7FUcbZmqyJtgu2NSO3nGSgyo7BGqtlC9KsP3sFeHv5EVkZCQA4Pvvv8emTZtQWFiINWvWAACiGAwU+NADUlsicttEzKwvg/UeIFDHQaPNAUEQ+O+/rSH3njsSqhkEtdo5C8TlckuVeQpLjOpiYpwzvDExMcjNzXV73po1a2L16tVo27YtjEYjfvnlF/Tu3RuHDx9G9+7dAdh3+uvXr0fz5s2hVquxbNkydOnSBZcvX0aDBg0qXPuiRYswYMAAHDhwAJ06dQJBEDh58iQyMzOxZ88eb94GJ54ECAGEUvbzNb1pNhY62T0DpX0ZyAh7ZG6RG2lvBsCzCQag7BIDFRRYLBa3AYJQKMT4Dz7Ad998g2nTpiEnJwcymQw5OfbU6Pz58yESiVCvXj3s3LkTbdu2xf/+9z8AwMRp09Cxe3e8NngwYmNjA24NbbPZYLFY/O78JknSKX0fzDbMFARBQCKR0LbSjmUQf6CM00KxQRGAX4GNQqEAADod3KVLF5+CgopwFErSXbf3HzzMuUrbgocqVRkgWBQmgOPfe2UpyRLGx8c7PT5r1izMnj3b7XNcs4jllTgbNWqERo0a0f/u1KkTMjMz8c0339ABQseOHdGxY0f6mC5duqBNmzZYsWIFli9fXuHP0KNHD9y5cwcrV67ErVu3QJIknn/+eUyYMAGxsbEVPr8sgu6vMNQDBAB+1T9VmrxS/QdkhAiieiLoFSan0SiNwoQihckjNUWqRlpmgMBkggDKnwgo+QCkp6cDgFMXbl5eHvh8PgRiMdLT0/HMM8/AZDJhwocfYsYXX2Dj6tUgSRIzZswIuD2zxWKBRqOBRCLx68JKEATMZnNQCBR5g2t/QiDKDSRJut1BhQJU1sdXTp8+DR6Ph2XLlmHevHmwllM3doT6bHnSj1CkMDmVCQWiONy4szck7Z1dCdUMQmZmplMTobu/fZlMBiaTWSpbkJ+fXyqrUB4dO3bEr+VMyTAYDCQnJ+Pu3bsenzM2NtbnZsQy1xHQswWAUNdBAODXGBqlgUCNODrizvoZAO3o6GkWoSyYTCas5dxcatepA4IgaFOqsLAwtGvXDkKhELm5ucjPz8ftmzdx9+5dGAwGtGjbFrO/+goEQUBTkr5LTU31a43uoCSXfTEUslgsUKlU9E1VIpFAIBBUWnCg1+tx9erVStmZU/0J1MXZaDRCo9H4NAZKnSuUmhMp/Pn8kSQJNpsNg8GA3bt3IyIiwqPnVaSHQH02XUeSKSVFwP7Zt9lsIWFhXh6hqoMgFoudvtwFCBwOB23bti3lXrt//36v3BQvXbpUbimaJEmkpKRUWK6+e/cuXnnllVLlEQBQqVQYMWKEX9fcoAsQJBIJlEpldS/DJ1gsFgiC8PsDrtLk0SOOJnU2LZLkaA3LKulBoNKUFBUFCeXtblhsdrnNfmqVCoA9BWsymfDaa6+BJEmnjI+uuBgAwOXx8PnChfTjESV13a1bt5a7Pl8gCAIcDoeeZvAEm80GrVYLlUoV1IZP/kAQBK306I2ttM1mg8FgCNn3RaVS0Y2G3nLjxg388MMP4PF4OH78eIBXZodSUqQ+z8z6MnBadYFMloTi4mLaRj1UUSqVIa0EWRFTpkzB2rVrsW7dOty8eRMffPABMjIyMG7cOADAJ5984jSptXTpUmzfvh13797F9evX8cknn+CPP/7Ae++9Rx8zZ84c7N27F6mpqUhJScGbb76JlJQU+pxl8fXXXyM+Pt7t+y2RSBAfH4+vv/7a55816AKEuLi4gMlEVjXUmIqvEq+uUFkEUundBSNDpfEpmyAOD4e4nHRqz759weVyQRAEZFFReOWj6cjNz6e/T+02h770Es7cuYMuTz1Ff69RUhIAe3li9+7dXq+tIrhcLu08WBEmkwlKpZK2Yfa3NOENXC6XHnOsbDgcDqRSqZOttCflB6PRiOLi4pAMEKxWK2w2m8+/T0qgaPLkyQHzFnH9LNaQ8qBUGGG95/y5jqvZyt4DFIJZG0eysrJQq1at6l5GpfHSSy9h6dKlmDt3Llq1aoWjR49iz549SCgZBc/JyUFGRgZ9vMlkwocffogWLVqgW7duOH78OHbv3o3nn3+ePkapVGLs2LFo0qQJ+vTpg6ysLBw9ehTt27cvdy1Hjx7Fiy++WOb3hw8fjoMlnjm+EHQ9CPHx8cisBIGSqiIQqWmqWdERi9wIVgQXhFwDZn0Z+OEciHzwY/CEshpumrdqhVsFBVDK5ZBFR4PD4UAhl9sDo9hYdOzSBXO+/RY13DTFtGnfHq+PHYtf1qzBhx9+iDp16iApKanUcb7CYrGcZIndYbVawWQy6WMrOr4yYDAY4PP5VaaGSBAEbStNiTwBj94LV6ipCC6XG5Kd9FT2ztcAoXnz5pBKpcjLy8NXX31lr+l6ccP2VA8h+3wRoCwElIWwymX2/wfQJKk9bt0459Pag4XMzMxSDX+PGxMmTMCECRPcfm/9+vVO//7oo4/w0UcflXu+JUuWYMmSJV6vIz09vdymb5lM5tf9NOiuALVq1UJmZmZI7l4Ae4OOP8IUFFSZQaPNocsMjjsOUTgH0nAu6tUte97YXRbBtVbqeEEjSRKFeXkw6MsymAYEAgFia9Wim8A2796NA+fPo2GTJvhr61bsdbDDdYQgCCxauRKtkpNhs9mwbdu2Ml/DV8LCwtwaJVksFqjVaqhUKrqB1Bt5ZE+5c+cO3nvvPeTl5VV8cBVD/cxUCUypVLrtTzCZTLDZbCE7vWCxWMBgMHz+3bLZbLRt2xZHjhzByZMncebMGbzxwguYPW1ahZ4fngQHlJKiqJ4IqJsIQiqDMeMKMm/vhEabA1ZJABuqWK3Wxz6DEExIJBLcv3+/zO/fu3fPr3JP0AUI8fHxMBgMAbnJVheBSB+bjYVQlfQh6DRZMGZcoUsNriYvNaQ8+sLjSnmlBldNBIIgwGAw6LEfTy54Hbt1Q7OWLcEXCFC3QQMMLEdymcFgoEfv3iBJ0ikFF0gsFgtdf7bZbCguLqYDA6FQWKm74lmzZuHff//F+++/Xy3GSp5CaUdQ/Qk6nQ4kSdJjnhwOJ2RvUlar1e+1d+rUCQ8ePMDgwYNRWFiI3X/9hVWLF2Prxo0BWiUQX1dE9xFRPMy5ivPnDod0iSEvLw9WqxVxce41XJ4QWLp3744VK1aU+f3ly5ejW7duPp8/6AIEoVAIqVQasmUGFosFm80WsBSyugLTJk9GHKkggZKEdXR0dA0C2Gw2zGZzmd93B0EQ2PjXXzh96xYiy7F9tlgs2PTzz4iuUaNcyVF/oDwTTCYTbXpDOSNWtkMeZVh14cIFjBkzBmlpaZX6ev7gaCut1+uh0+lo46lA9dBUByKRyO8O+tdeew19+/bFxx9/7FS/9SS4dFUsdReg5yoNbnsQTIYC1KhRI2SzN4C9vBATExOS47GhyCeffIJ//vkHL7zwAs6ePQuVSgWVSoUzZ85g2LBh2Lt3Lz755BOfzx90AQJgLzM8fPiwupfhE1T0H4gdJJVFcDf2qFeYSk0wULiOUlEmTmXd7B0fZ3O5sFgsqCEKc/t9fyjWapGfm4smzZrh9OnTlWrTrNPpqlweedu2bXTgc/r0aTzzzDOl9PxNJhMePnwYFDt0KiCgrKpDHaos6e/vmsViYenSpfaAQCDAsrVrMffbb/HiyJEePd/181JbInIyUitSmJCfqgWzvgxkhAjc2i2cjNlCRX/DHQ8fPnxSXqhCWrdujd9//x1Hjx5Fp06dEBERgYiICHTu3BnHjh3D1q1b0aZNG5/PX/1XKTeEcqMiy0GR0Ncdq6uroyOkshCIeHSxyVUaUEPKK9PymbowZag05bo9Uhc1m80GtUaLYoKJxBqBUzzUarVYU5IKI00m5Ofn4+jRo+jdu3dAzu8oj0w5PFKiR1VFixYtsH79egwdOpQW/Fq2bBk4HA5effVVcLlcWK1WKBSKoAgQKJhMJj0GSSkocrncSunTqEz0ej3MZjMkEklAzmWz2bBj61YcvnQJQh+9BVw/cxkqnVNgz4rgwgL7BINWq4XRaKSlnkOR/w8NisHGwIEDkZ6ejn///Rf37t0DSZJo2LAh+vTpA4HAfenZU4LnKuVAKGcQCIJAREREQNLZElGMkzeDK5SSIuBZqcETGAwGxJEyMAJcB33hmWdw5eJFxMfH4/DhwwCAI0eO+B0gkCQJnU4Hg8HgJI9cXFwMg8Hgl/OiLzRr1gzAI133/v37Y+HChVi8eDFq1KgBJpMJqVQKi8USNEGC2WyGwWCgJZqNRiNtK83n86v8PfQVs9kcsPp9UVERACDn4UOMf+01NGvdGu06dEDvfv2cjnNVKHWXbXMUSbqepobGQRGV6kOQxiWjbr0WuBniEwxPMgjVA5/Px3PPPRfw8wbl9iCUMwgAAjI+J3GQW6aMm1zNmxzHHCnxFVd80UQIdHCg0+lw8exZEASB4hIhpbFjx1Y4+uMJ1I6XKidQtU+q76Cqb2xarRYCgQCtWrVCdHQ0WrZsiYEDB8JgMODBgwfgcDiIjY2l34fqhiRJFBcX06OflGyzRCIBl8utEr2GQED5cbibYvGFzz//HBERETCbzdj799/4dt48rC5HE9+TMhz1GdXc18CUcoJWUKSCBDabHbD1VxdPMgiPF0EZIIRyBgGw72SUSmXARzUpy+dAUJ79s81qhbqoCGaHaQZ/+hA4HA4iZDKYzWbI5XJwuVz8+eefPivGmc1mqFQqWK1WMBgMt/LI1ESGzWajxW8qC4VCgV27diEvL4+eCmCz2WjcuDGWLVuGv//+u9Rzhg8fXkqutTqgSgtCodDp/aOklsViMa3IqFarg3Y6g+pnCcQN9uLFizh16hTkcjneGD8evZ59Fn0HDsTStWudjvPkM+EqsZyZqqEDA8A+kWSRG0EQJM6dPVTpjbSVzZMMwuNFUAYIoZ5BoNLelXExdXR2dDR7cS0xlNWT4NFrMBiICuPDaLDveMoLJijKlXBmsbD7+HG0ad8eLBYL9erVQ2FhoZPUqCdYrVZoNJpSuuPlZQmMRiO0Wm2l7YSPHTuGjh074oMPPkC3bt2wePFitGjRAufOnUN2djY6deqEn3/+GWq1Gnl5ecjMzMS8efNQs2ZNjB8/Hq+//jqys7MrfqFKgslkluu5QL23lEupSqXySra5qgiUNXVRURFGjx4NQVgYNu/Zg6+++w6bd+/GLzt2oKaXo3uumbuiErl0R2VUQq4BUtOgzbNPwDzJIDwhmAiOIqgL9erVw4MHD2AymUIyoqY+5Gaz2acPvNlYCDZX5lRmoCYYuNKyGxiBR02L7nBsVCzvhk4QBLh8Pox6PYQeimyUF0BoNRo837s3ckoktG/cuIGePXuif//+Hp0beCT/SxCEVzbMPB4PZrMZxcXFYDKZAatRZ2RkYObMmbRe/9mzZ/HSSy9h586daNiwIWbMmIFFixbhzJkztOGPSCSCTqdDnTp1sGPHDixcuBCrVq1C9+7d8e6776J3795o0aJFQNZXEZRglKdNnGw2GxKJBAaDAXq9HkajESKRKGhuaGFhYX4HLWazGe+//z5YbDZO374NWVRUmcf6klGjmhOVWeeg0eYgBvbPdVZOCgoKrgW0h6I6KC4uxsOHD1GvXr3qXsoTAkRQZhASEhLA4/Gc7IRDCYIgwGazA7prFYjiwBHH0rsPV6nlXKXBqQ+BEk6iRqxcR60qoshoRq5KjfSCIq/W6e7CueCzz+jgoEmTJmjTpg3Gjx/vUVMNddGnauSOfQaeQAUUBEFAo9EEZOf77bffonfv3rh58ybmz5+PI0eO4OzZs0hLS0NERATu3LmDr776CiaTCS+++KLTa1KNlAKBAN988w3Onz8PAFi5ciWef/75Si+HAPZMjEql8vq1KNlm6ndA3cyqO5tASYP7e3OdP38+Lly4gI1//VVucOALuUoDpOFcWO8VQqPNgVqTh7yc89Boc1BYeJ02HAtlbty4gfDw8AodCJ9QOdy/fx8zZszAK6+8gvwSj5x///0X169f9/mcQRkgMBgMNG/eHFevXq3upfgMJTjkL1SDIkccay8v1E0spcBWpHAfiHgTELjCYrMRIxEjkmvfIXrah+Auk9CyTRuIS0bPKLey1atXl3seyoZZrVaDJEkwmUyfbZgZDAZEIhFIkvS77JOdnY3vv/8eb7zxBjIyMvDZZ5+he/fu9MW9SZMm+PHHHxEeHg4AOHjwIObNm0c/n8fjoV69erTuQNOmTUGSJJ555hkAwI4dO/xaX0VQZRoqiPUFqj+B6vEoS7a5qtBqtX43fZ4+fRq//fYbFi5bhs49elR4vKf2zvb/dy73qTV5UGnykJl9BZnZVwA8ckgNZa5evYoWLVqExMTL48aRI0fQvHlznDlzBn/++SftsHvlyhXMmjXL5/MGZYAAIOQDBD6f7/cMqitkhF2ele/GpMkxSKgtEfgVHAD23aKOxUaYj/Pfjrw8ejTuFBbi4zlzwBMIwOFwcOjQIVy7dq3Usa42zGFhYQG54DCZTCc1RV8bSCkr8nfeecfp9zt69GjMmTMHU6ZMwdixY3Hv3j20bt0aADB79mwcO3YMwKNue9dd97JlywDY5ZrPnz+PzZs3Y9asWbhz545P63SHzWaDRqMBSZIQiUQB0TigggVfbKUDAeXg6U/24OHDh5g7dy5atm2LUe+849FzygqWXfsOKuoFMhsLYbFYoNfrQ9Z/huLq1ato3rx5dS/j/yXTp0/H/PnzsX//fqdMVM+ePXHq1CmfzxvUAcKVK1eqexk+w+VyERYWVvGBFaDR5nh1vGP/gSfNheXBZLKQrdLgoUJFP+brNAODwcDff/wBlUJBz9wfPXq01HFqtdrJhjmQNW7qhqjX66FWq326kV26dAmA/cY0duxYOn3HZrMxc+ZM2sJVJBJh586deOWVVwA88ucwGAy4fv06DAbnsdQmTZogKysL7dq1w8svv4wZM2bgt99+czsB4SuU54JYLA5ordtRtpnqFakqqPfV1/T8tWvX8NRTTyE3Lw/L163zKBgt7zNQXmCuVBhhzHh0TTMb7eVC6mcIln4OX7ly5cqTAKGauHr1qtuSbVRUFK3p4QtBHSCEcgYBsDfWud4IPMVRZpnyYXAcj6JQKox081NZpQZ/0Gs0KFapnB7zNUjYvGcPOvfoAQaDgaioKKxfvx6zZs3CgwcP6PS0UCiERCKpVHEeNpttV4xUq71KixcXF2PevHmIjIwEj8fDmjVryjVKqVWrFjZt2gSSJD0ShIqNjcXu3btRu3Zt+rEdO3ZgxYoVTsEMSZJYtmwZOnfujKSkJIwYMaJUpiE1NRXDhw9Hly5dsLxkfl8gEEAsFuPWrVt4++230b59ezRt2hQ9evTA+++/75dBGiXbTI2cAqDVLCsTg8EADofjUzbk5s2bGD58OARhYdi2dy+alIhc+Up52YMihQkahQnc2i3QoOEApwZko9EINpsdUqqV7niSQag+pFIpcnJKbyYvXbrkl3FW0P5FNm/eHA8fPoRCoajupfiMTqeDRuOdSJEjVJCQlZNCOzpa5Ebo3QQCVJCQqzT4NeLoCoPFgsVkhNXqXLv3JUiIqVkTazZvRpennkJqairUajUOHjyIqVOn0qN+gRhVqwgWi0VboFIZC1cuXbqE559/Hl9++SVSUlJAkiRYLBaYTCZkMhkSExMBAA0bNgzo2latWoXi4mI6oOjfvz/Wrl2LjQ5OgqtXr8a6deswa9Ys/PXXX4iKisLo0aPpuiNgL2sMHToUK1aswIEDB3D27FkwGAwolUqMGjUK4eHh+Pnnn7F37158+eWXiI6O9jmYdcRxUsRgMECtVldaf4LVavXZmpokSXw4bRoYTCauPnyI1snJFT7Hkz4cSpjM8TNImTNp7j+6FohFMaib2At1E3uhWYtOIW9ulJeXh4KCAiQlJVXp6xIKLQi5xr8vhf1zk5ycjKZNm2LlypVV+jMEghEjRuDjjz9Gbm4uCIKAzWbDiRMn8OGHH+L111/3+bxBOeYIABEREYiLi8O1a9f8squsTrhcLq3p7utNjxp5BFIgLhmNQqsugJs+BEe8VU8sCw6PB4NWC5NeD77Qv36Eca+9hj//9z9a3Oipp57ChQsXkJGRgffeew+bN2+uMu8EJpMJsVgMrVYLg8FQKr17/fp1XLlyBVeuXMHatWsRGRmJ3r17IykpCRcvXsS1a9ewYcMGTJkyBUKhEG+//XZAMh6nTp3CkCFDsHr1anTu3Bnr169Hw4YN6WwaSZJYv349JkyYgL59+wIAFi1ahI4dO2LXrl10SUOtViMxMRFxcXGIjo6m0/4XL16EVqvFwoULaann+Ph4dOrUye+1uyIUCsFms6HT6aBSqcDj8QJqnEXJVvvy2bLZbLh39y5kMTEQeTjK6ytUZk9UTwR9BBeciC6IF8dCmXUOWTkp4HJ5Ae9XqmquXr2KunXrQhSAnqXq4ty5c/TGIdRYsGABRo8ejbi4OJAkiaZNm8JqtWLEiBGYMWOGz+cN2gwCEPplBmpX4O/ommu5Aalp0JekLF0pUpjoLIIvMsuuEAQBDp8Hk95QqonKG4VFkiRRkGd3rGMwGODxeDh48CCdJbp37x6+/PJLv9bqLdR0A9UrYjab6Z0uNcu9detW/PDDD6hTpw727dtHWzqz2WzUr18fRUVFeOedd/DGG28EZE1du3bFf//9h/v37+Pw4cOIiYnB9evX6fc+MzMTBQUF6Nq1K/0cLpeL9u3b02uzWq1466238M4776BHjx5gs9no3r07AEAmk8FisWDfvn1V0hTH5XLpkpHRaAzYa1LGUr4G3kwmEx06dECxhxk+f5REI0uCeVE4B/xwDj2FRPUX5RcGh7unPzwpL1QvbDYbv/32G+7evYutW7fi119/xa1bt/DLL7/41W8U9AFCKDcqMplMsNnsgMy2U0GCRpsDkzqbNnvRuAQKkeEculGRSnP6GyRwSnb1Vj9GBM0mE37avBnvTJ4MBoOB/Px8jBgxgu70l0ql+O2333DkyBG/1uotlCQzYC8J5eXl4csvv0R6ejqYTCYyMzPxzjvv4Pz581AoFNi+fTuWLl2K9u3bo3PnzpgyZQoA4NChQx69Ho/HQ1JSUplp8Y8//hivvPIKGjduDLFYjKysLDAYDGRkZAAALU8tkzkLZslkMhQUFACwB2PdunXD6dOnceLECXz//ff0RaJ169YYP348pkyZguTkZIwZMwZr1qzxWfbaExgMBm0rTY1G+ivbbDAY/JYzHzlyJLQaDZ5p3x5p9+/7fB7A+8+YSW0vqQkEPGjVWRUcHfw8aVAMDurWrYsXXngBw4cPR4MGDfw+X9AHCKGcQQDsjWGB7E6msgiEXOPUiyAN5zoFB8AjsSTAN9MmCiaTBbFMBlYZP0d5uyurxQKVXA6lXA6SJNGsZUuYTCaQJInIyEi6pJCXl4fGjRvj66+/rrZxL5FIhJkzZ2L37t1YunQpZDIZhg0b5nTMkCFDMGnSJPrf33zzDc6cOYPTp0979BoMBqPcPostW7bg119/xaZNm3Dx4kVs2LABPB4PKSkp+Pfff+njXNP0VD2e6pWgmgXdWQdPnToVp06dwty5c1G/fn1s2rQJffr0we3btz36GXyFWrPNZqNlm7VardfTJDabjW5O9Kdc8fTTT2PJkiWQ5+fjtcGDK0UanRIvk4Y79xjoNFm4d/8Azpz5O2j9LbzhSQahennhhRfcZmC//vprvPjiiz6fN6gDhBYtWuDq1avVJsASCMLCwgIy7ugKqSykswje4GuQQBAESJvNbRahrFFKXXEx5AUFsJjNEEulCJfJEFOissZkMrFw4UKcPHkS0dHRSEhIwIMHD3Dr1i38+eefPq3RXxgMBq5evQqJRILdu3fj2LFjkMlkOHr0aJlBC0EQaN++vcfqcQaDAampqWU2BE6bNg3Tp0/Hyy+/jObNm2PkyJF0QPLll1/in3/+AQA6W0AZV+Xl5SEiIsLj4Co8PBz9+/fHp59+ir179yI6OhprXcyIKgsqgAkLC6ONzbzJslHvnb/9KgRBYNCgQfj8889x99YtWu3TFW/KC/bS3qMGRSpgj3ToGbLIjfZMYEmgHOoNimazGdevX68ymfAnlObIkSMYMGBAqcefffZZt+PknhLUAUKzkrGjUC4zAPYPUGWopDlmEagphspEp9GgWFU6ret6AXWURxYIhYiIjgav5GKeULcuCIJArYQEAPaUe35+PtLT01GvXj2IxWJ8/vnnbkWUqoIPPvgAt27dQm5uLurWrYs//vgDTz/9NL755puAlIoosaKyds06na5UdkEkEoHL5eLhw4f4+eefIRQKceLECWi1WnoKIyUlBR06dPCpJs/hcFC7dm3odIGbfqkIV1tpT2WbqewBl8sN2LRLeTVabxwbAeesXVkQcg3UmjwYjUawWKyQ7z+4cOECwsLCAj7R8wTP0Wq1brVA2Gx2KXM7bwjqAIHJZKJr165+RUDBgDsHQr/OV9KH4OgKBzxqUKTSmo47GW+9GNzBFQhgs1phdrP7zVKqYTaZIC8ogLpkNJXD5SJMJHJKAyfWq4f7CgXO3b2Li2lpTjvpkSNHQq1WQyAQYMGCBQEZu/OWl156Ce3atcMXX3wBJpOJIUOGgCAIfP311ygqKkJ+fj60Wm2lZbUGDRqEBQsWYPfu3Xjw4AH++usvLF68GM888wxYLBbCw8Pxyiuv4Pvvv8fRo0eRm5uLBQsWgM/nY9CgQRWe/+DBg5gyZQoOHjyItLQ0pKamYu3atThy5AiefvrpSvmZyoNSYmSxWCBJEmq1utz+BKqE4k324MyZM+jSpQtWrVrl9vtpaWng8niIqwQXQkd/FAC0m2NBwTU60Al1jh49im7duoW8jkMo06xZM2zZsqXU45s3b0bTpk19Pm/Qh67du3fH0aNHneq+oQafz4dCoYDFYvFrt0CNPIodRFYsciP05TzHdUfjrz8Dm8uFQVcMdomQUZxUDKvVimK1GncepKNmuLRCeWZhyfdVJbLFFAMHDsSSJUuQl5eHixcvYsCAAfjqq6/Qrl07n9fsLQRBoEWLFli3bh3u3LmDhg0bYs2aNTCbzWAwGJgwYQIkEgkmT56M5s2b07X/QPWZrFixAp9//jkmTJiA/Px8xMbGYvTo0Rg1ahQuXboEq9WKF154ATweD/PmzYNKpULLli2xfv16CIXCCs9fv3598Pl8fPHFF8jJyQGHw0GdOnWwcOFCj8yzKhNKbMl1LNLxxkONp3rD4cOHkZeXh5UrV2LChAmlvp+Wlob42rWdXsefqQUKx+CgSGFCfqoWuoMHcffObgCTIBQKQ96gCbAHCJ4IgT2h8vj8888xbNgw3L9/H7169QIA/Pfff/jf//6Hbdu2+XzeoA8QevTogW+//ZZ2bAtFKFVAg8Hg0UXcE3SaLLuBk1wDRHDdiidFVqCV4Au8MCE08iKY9HpwBQKQJAlFQQFAEBCIxIjwwgXvr82bnf6tFIrRoVs37Pz9d3Tq1AkWiwUvv/wy5s6dixEjRgT6RykTqVQKAGjTpg1OnDhBC41s3LgRf/zxB/h8Pvbu3YuLFy9CIBBArVaDwWCAw+GAzWaDy+V6feGnjKRYLBbmzZuHb775BiwWC2q1GjqdDlwuFzweD6mpqdi3bx8mTZrkU9Bcu3ZtLFiwwOvnVRXUe0jZSlssFkhKjL4MBgM9GeQNqampTv+2WCw4c+YM8vPzce/ePWzZsgWvvfUW/X3veg7KVk+sIeXRQUJmqgaW87eg02RBpckDQRCV0ptU1VitVhw/fhxz5syp7qX8v2bw4MHYvn07Fi5ciN9//x18Ph8tWrTAgQMH0MMD87GyCPoAoW3btiguLsatW7fQpEmT6l6OT1D1Vr1eH7AAwR1UkCByExg410l9zyIwWSzwhEJYrVaQNhuyVRqYGfY6KofBQJZS7bH/Q3pqKj32BgBWlQKLVq1C9sOHOH78OPr374/hw4fju+++w+DBgyv1vXNk3LhxiI+Px0cffYQOHTqgsLAQQqEQW7duBQBs2LABY8eOxRtvvIFdu3bR1t4mk4k2K+JwODCbzZDL5WAwGGAwGCAIAmazGXw+ny6lAEBRUZFTfwODwQCbzQaLxYJQKISopEzTqlUr3L9/v0q9DqoDylaay+XSfxtGoxEqlQpisdjrAIEK1sRiMXQ6HSZMmIDjx48DsGckaicmYt7ixV6v01NjpiKFCZr7GpjU2cjKSYHJUED//kO9/+Dq1auw2Wxo2bJldS/l/z0DBgxw26joD0FfNOJwOOjUqVOVz8cHGkGJi2GgRvgEoor1tZ1HHh/1IPgz8mgxm2E2mmDS62AuuamxORwQPtQfh7z4Ip0V6tm3LxonJSEiMhJ7TpzAbzt3Yt++fdi1axc0Gg1mzpwZkPeOJMkKz8NgMDBo0CCMGzcOZrOZljC+c+cOCILA/fv3sWjRIuzZswd//PEHuFwuRCIRIiMjUaNGDToFTs3/O3oFsNlsREZGOv0tUBoBMpkMNWrUQI0aNWidBCqwAEAbIt33c2Y/VKBGQgFApVJBr9c7iVl5ysOHD9GwYUPI5XK0aNECx48fhyAsDG06dMBX332H07du0b0AgSgtuJKZqgFS0+jsgdFohFarDXn3RsDePd+1a9eQD3Se4J6gDxCAR30IoQylKOdvmcTR5IXC3bhjZDinVIOUP9isVujUamgVcpCkDXyRCEaDwS/xpIHDhuHolSv4aetW/Lpjh9N788yAAWjaogX0ej3Cw8Oxc+dOjBs3DioX4yhvmTt3Ltq0aUNPSZhMplJ+HxaLBbt27UJ6ejpsNhvS0tIAAA8ePEBiYiL279+Pnj17IiYmBidPniz1GtTPwWQyIRKJIJFIEB4ejoiICIjFYjAYDIjFYvo4yhq8LNMho9GIkSNH4ueff4Zer/fL3yMUoeycIyMjYbVaoVQqodPpPNJPMJvNSE9Px+DBg9GkSRMkJCbip61bkaZS4d+TJ/H62LFOf3eeZr/Kyx5QjcK5SoNbAzW9Xg82mx3y7o2Avf+AUul8QtVDXVcq+vKVkAj7unfvjjVr1oR0HwLwaESrKnTXixQmRIZzkKHSobZEgAyVplRpwd1jZWG1WmE2GsEXimhlRaNOD51GA1F4uNOx1C7Mk4ttg8aN0aBxY7ffe2P8eEwZOxYqtRrvv/8+NmzYgBUrVvisLf7333/jl19+AQAMHToUCQkJkMvlMBqN2LVrFy2vvGrVKtoBkclk0kZSAoEAjRs3xn///YdZs2YhLy+P9kPwFJPJhIyMDDRo0MCjXRdJkpg4cSK2bNlC3xBr1arl1WuGOtQNVSQSgSRJ6PV6jycAli5dCrVajeNnzuDatWtY87//YZCL+JW/eGuOFshepOqEJEkcPXoUU6dOre6l/L9l6dKllXr+kAgQOnbsiPz8fKSlpaFu3brVvRyfoURhqmv34G1ZwWw0wmw0QiAWg83hQCyTOQVofJEIxUoFjHoduPzSQY83/QjueHXMGCjlcnw9dy5+Xr8evfr2xb59+5CcnIw1a9aAy+Vi3bp1Ht0o9Ho93UhVr1493L9/H+np6WjWrBmuXbuGQ4cO0QFC7969sWHDBuh0OhAEgRs3bmDYsGGoW7cuxGIxOBwONm3ahLFjx3odIHiDTqfDK6+8gp07dzpl0fbs2VPlvhXVCRUYAI8mHSjTJ5IkodVqwePxSn2mVCoV1qxZAwAoKijAzK++wsAABwfuoIJzKnvg2EBcr04bkCRZZaZklcmtW7eg1WqrdMroCc6MGjWqUs8fEiUGPp+P9u3bh3yZgcPhgMlk+iVI42jaRGkhEHJNqTKDUmF0Mm7yBqvFAq1SgWKVEraSZkSgtLwvm8MBh8+HXqstZQcdKN798EOcuX0bBr0eDCYTBqMR7777LnLz83HmzBnMmjULarUaJEkiPz8fEyZMcNu1fvDgQbqU4Og4d/PmTTAYDGzduhWXL18GACQlJeHw4cOYOHEiTCYTzp8/D8Ceydr9zz/o3a8fAGDSnDm4rPCv5FEeixYtws6dOwHYU7kzZ87EV199hXHjxlXaawYTFouFdkJ1FTNylW1Wq9W0PoXRaMSHH36Itm3bgiAIfDx7No5fu4b3PvzQL+MaT6DKekUOAmYWuREmdTakccmIkLWCRCJ5LGr2R48eRadOnR6LUc0nuCckAgTAfnEO9UZFxzlvb/XnXdFoc+zOji64ujxSQQLg2fSCXquFRi6HzWpFmEQKYXh4uQ2I/DAhGEwmbGU0jnnj+FgWMTVr4r1p0/DX5s2QFxWBw+GAy+OhXoMG2LlzJ7p27Yrk5GR07twZ+/btw4YNG5yev3PnTnokkCAIJ5VGkiRhs9nw8OFDDBs2jA4GRCIRJkyYgMTERGTm5yNFrsTQ995HUosW2L51K157801ERUcjTipGgc2GApsNKXKlXz+nKz179nT697Fjx9CnTx+3s/yPG1RmgGoQLQtKF4GSbVapVDh8+DC2b98OAPhixQpM/fzzgJYmHTNxrr0HRQoTlAojMlM1yEzVID9VSzcoZt7eiTu3dz8W442AvUHxSf/B403IhLHPPPMMXnnlFXpHEaoIBAJotVro9Xq/LhRqjd06WaDOBgcAlIWwIJG2kgXsuxfKJMZVVdGx/8AxfctgMsELCwNXIPDookowGBBHlDYEcsXfcsP0uXMx6p13cPXSJaSnpSH74UOk3bsHlUqFwvx8JNavjw8++wyzpk3D/v370bBhQ1q22FHF0tUiODIqCjsPH8Y/O3Zg7vTpOHPmDJ0yvX79OtLT0/HymDGIk4oRJxVj29692LF1KwY8/3ypNVLBguPP3CpC6nQMZXXtyd+wyEVw6tChQ8jOzkajRo08es9CGZ1OB6vVWuo9cAc1RszhcKDX63Hu3Dn68WZejN95K6tcVnCQn6q1Z/RS02BSZ0OnyUJWTgosNg2yMm96vJ5gxmKxYO/evf8vgtX/z4RMgNCtWzeYTCacOXMGnTp1qu7l+AzV2e5rD4LZWAiZLIn+N5VF4IhjwYrggh/OcauD4AoVHJhNJui1GrDYbAhEYnB9rI2SNhv0Wi24AgGYZaRPvWledIUgCMTWqoVYlwY9k8mEzevXY/ZHH+GrWbPA4XCgVCoxa9Ys8Hg8WCyWUrK9JpMJQ196CblZWegzaBDqNWyI+BJviCVLluD06dNgsVi4du0a+AIB3v3wQ/q5XC4Xw0eO9GjNjgEDFSzweDyPb/A5OTlOr2s0GrF8+XJ89913Id2sWxFms5lu5vWmJEDJNlMBQnh4OGJq1IDZbK7w8+ZNcOBasstVGnA/VWO3Xr+vsYuXKQudgoOCgmvIy8sLaeM5R06cOAEWixXS12J/WLVqFb7++mvk5OQgKSkJS5cuRbdu3Sp83okTJ9CjRw80a9YMKSkp9OPr16/HG2+8Uep4vV5fpjV8VRAyW3EWi4WBAwdix44d1b0Uv/FXYlWlyXOSW+aIY0FIZW6PdexFcMRqtaBYpUSxUgGCYIDD87NpiiBgMZtRrFZVON8diLIDBYfDwetjx+LgxYuYOnMmZn/9NabMmIEwoRB1GzSgg4N3P/wQLVq3BofDQf2GDdFv8GDsPHIE75Xc/IcMH44HGg2mz52LrNxcHDt2DAqFAn0GDgxIjdWXoKhBgwbo0KEDAGDB0qWo26AB9u7diwMHDvi9nmCFKi2w2WyfLowWi8UunRwfjy+WL0eYQABFYSE0SqXbsp4/f4vUKOP9klKC9lw2kJoGY8YVp+CgsPA6XVZ8XMoL27dvx6BBgyq9pyMY2bJlCyZPnozPPvsMly5dQrdu3dCvXz9kZGSU+zyVSoXXX3+9TFlqsViMnJwcp6/qDA4AgCBDSK3jzz//xKeffopbt25V91L8xmg0wmQyeZRCdYXNlSE+tgVEQrvFsDQuGYRUBmZ9mdsMgjSci8hwDmpIeagtEYC02SCxGMEgGOAJheAE6I/QarFAo5CDw+VBUIZefkU3SsdShK9lCZIkUUckopvcOnXvjm1794LBYMBkMnk09RDH48FsNuPC/fuIr1PH6zWUhV6nQ+b9+4ivVw98gQBRZZQa8vLykJiYCL3e7rRRq3ZtfPvjjxgxcCDat2+PjRs3PrZZBIvFQqtPesvt27cxYMAAtGvXDnvOnLGPRep00Gk0AEEgMjqaft98kVTOUOlKeSxkpmqgPZcNY8YV5OWcp7+n1uRBpcmD2ViIgoICMJlMv2bSgwWSJFG3bl2sWLECAwcOrJY1qNVqSCQSdHl+NVhs/zY3FrMeJ/4cSyt1VkSHDh3Qpk0bfP/99/RjTZo0wdChQ/HFF1+U+byXX34ZDRo0AJPJxPbt20tlECZPngyliz+NNzx8+BA7d+5ERkZGKffgxT4ohQIhVGIAgL59++LVV1/FrVu30LiM2flQwWKxQKPReJ1GdcVRUdEiNwLhHGgUJrdlBpvZhHQliQRpGORgIDEyMqA3GSaLBYFQBJ1GDSab7bZc4XhRdnfzd33MsSxR0XMpCILA/3bvxtWUFLDYbIwaO5Z+jz11z/vn5EmcOnYsoMEBhWNEXuCyq6WCov2nT9PBAQA8zMhAl6eeQruOHXHqxAkMGzYMa9eufSxuOBQmk4mWmPaVuDj75+Hy5cvQarUQCoUQhIWBx+fDbDKBIAjYbDZkFBSB7cHfgmtZwVX8SKkwQnPfXlLIyzmPzGxna3qzsRAmkwlms9lrk6lg5erVqygoKHjsDJpcHXe5XG6p64XJZMKFCxcwffp0p8f79OnjVjSN4ueff8b9+/fx66+/Yv78+W6P0Wq1SEhIgNVqRatWrTBv3jy0bt3ao7X/999/GDx4MBITE3H79m00a9YMDx48AEmSaNOmjUfncEdIBQhhYWF4+umnsWPHjpAPEAQCATQaDYqLi72+cLiqKZpKGhVZ9e1lBtfggLBZoMzRAkIGYmrYGwpZHC4y1Vq/LaBd4fD5sJjNZU41eIK7nR114/R019e5Rw909sOkpEWbNmjhxwfLV6jAp++gQdhx6BDyc3Px/ZIl0BUXgyAI/LhpE1olJODKlSs4depUwLXXqwuTyQSNRoOwsDC/0qqUyqTZbMahvXtpUSQGgwFuyXkf5BVAr1GDxeGALxS57ZlxbUZ0HV8EQDckEnINFFnnkJl9BWZjYalzcTgcREZGPhbWzoC9vPDss88GhZYDqSoCyfIvA0pa7L/beBe771mzZmH27NlOjxUWFsJqtSImxvkaHBMTg9zcXLfnv3v3LqZPn45jx46VGfw2btwY69evR/PmzaFWq7Fs2TJ06dIFly9fRoMGDSr8GT755BNMnToVc+fOhUgkwh9//IHo6Gi8+uqrePbZZyt8flmEVIAA2BXw1q5di48//ri6l+IXlCGNTqeDUCj0KJ3K5toDAHdyy1QPgiicQ08ugLShuFANXYEZQgkfEAhBuDRreaOm6CmO5YXy1C+9rf06Hu9aiqDwZ1Ii2OhUMkI2ZPhw+n2MrVULrdq1w7XLl3Hv3r1qXmFgsFgs0Gq14HA4ftdc9+/fDxabDYvZXObfHbfEQlqv1UAjl4PL54MXFgaCwXA7peBOMlmpMEKjMNk1DjKuQKPNcRscUL+3xyU4AOwBwpQpU6p7GQEnMzPTabNW3u/M9W+rrOuc1WrFiBEjMGfOHDRs2LDM83Xs2BEdO3ak/92lSxe0adMGK1asoFVdy+PmzZv43//+B8Der0cZA86dOxdDhgzB+PHjKzyHO0KmSZFi0KBBOHfunFOHd6giFApBkqRXwkkSUYxTg2J5EFYLGDYLLEwerNwwFKltpYSTAh0cOGLS66FVKGihpUDj2mDmGBxQ36sM853qwPHi0713b7CYTPz9998wm83VuCr/sdls0Gg0YDKZAZEfPnPmDMLCwiAND8fT/fuX+j7198DmciGKiAQvLAxGgx4P5Eq3WQPH8UUKKjjQ3H9kwkSNHbuiUqlKeX2EMhkZGbh69Sr6u3lvQx2xWOz05S5AkMlkYDKZpbIF+fn5pbIKgD2jdf78ebz33ntgseyut3PnzsXly5fBYrFw8OBBt2thMBhITk7G3bt3PVp7WFgY7QgbGxvrZOhWWFg6cPWUkAsQoqOj0bFjR1phLpShmpZ86WymGhQB+xQDGSECP5wDhs0MhtmeMiOZbBjZQliZHKCM3ZSvro6ewGSzYbNaUVyidFhdBFOgwOXxkFCvHp3upvBmfe07d4bBYEBaWhr++eefQC+xSqGaqShLa3/YvXs3Dh8+DLPZjA1//lkqG+H6HhMEgXyLDSoWF8ySzJpJq0V6oYoODO6XCB5ROAYKFWGxWGgficeFHTt2oHv37o9V74s3cDgctG3bFvv373d6fP/+/ejcuXOp48ViMa5evYqUlBT6a9y4cWjUqBFSUlLoKSVXSJJESkoKatas6fb7rnTs2BEnTpwAYLd9njp1KhYsWIAxY8Y4ZSa8JeRKDIC9zLBjxw6888471b0Uv6GiVH+MqAipDARs4Np0YFsYIGwCgCQBgoA0omrHZFxT/CZRGO6mZ0Kv1UAg8i79766E4AlVEQz4qunAYDDAczHr8na9dR1qkpmZmV49N9igBI78FT8zm82YNm0aeHw+/j52DI2Tkip+UgmUUihpsyFLqUWBUgdlMaAqJqBRPtLQoIIDx+yBSW038iosvF7qvFqtltZmeFzYsWMHhg4dWt3LqFamTJmCkSNHol27dujUqRNWr16NjIwMWgL9k08+QVZWFjZu3AgGg4FmzZo5PT86Oho8Hs/p8Tlz5qBjx45o0KAB1Go1li9fjpSUFKxcudKjNS1evJhWHZ09eza0Wi22bNmC+vXrY8mSJT7/rCEZIAwZMgSfffYZ1Gr1Y9EZrNfroVarEe0wguUOs7GQ7kMAHmURuCwz2CwDTCoSckIIfoz9ghTpZpKhhrR0wFAZfQgUHC4XfJEIeo0aTBbLralTWQQqMPDkJu7uuWVNVLg+5k2QYDKZUJSbi8gaNVCg882Ou0ZsLP3fJUuWQCQSoX79+m53MMEISZIoLi4Gm80Gl8sNmDIqh8PB86+84jY4cPe7c9dvUGDlADyA0KhhKSqGRQ2wwh+VPhzFkKicmEZbutxptVqh1+sDkhkJFhQKBY4cOYJ169ZV91KqlZdeeglFRUWYO3cucnJy0KxZM+zZswcJJWJrOTk5FWoiuKJUKjF27Fjk5uZCIpGgdevWOHr0KNq3b+/R8x1NDAUCAVatWuXV65dFSOkgONKyZUtMmTKl0t2sqgKr1Yr8/HyIRCKP6rBsrozuRRAJayJcVgussBhYhFFg1o9CdF0hrX3gDipIqC15dLMOVIDg7maZpVTDpNeDVcbNwLV3oDIo6yYeqNdz/RnKej29TofLV64iunYCuC6ZBE8DDYvFglguF0/364fzp07Rs9PHjx9HjRo1fPsBqhCtVguj0QihUOhX815GRgZyc3MhEAhQs2ZNvPzyy0hs2BCb9+wpdWx5AYJjMyJQom1wXw2rshgkCLDCw+iMnL6kMRGAPUhQFiLz9k6kpjnXkg0GA9RqNaKioh6bAGHNmjVYs2YNzp49W91LoXUQOvf+Aiw/pxgsFgNO/veJxzoIwYpSqcTvv/+O+/fvY9q0aYiIiMDFixcRExNDj/96S0hmEADgjTfewLp16x6LAIHJZNIeDWFhYRVeULhcDiIixNDrldCUeNkIjCQ4Fgas9wjkA5C29ezCSwUGgcgilHWDi5OKgZLvZRYpYDYZ6UyC63PKCjAcv19eY6Kna6oMPAk2cso5xtNsRG62Pa396ptvgiRJ/Pfvvxg+fLjbJqlgIxDBAUmS2LZtGz799FOnx8PCwvCVg3hNeZQXHCgVRuiVZvAdMgcc0gQGaYURzp9NkzrbbYMij8cDl8t9bIIDAFi3bp1bOeAnVD9XrlzB008/DYlEggcPHuDtt99GREQE/vrrL6Snp2Pjxo0+nTfkmhQpXn31VZw+fdrjLs9gh5poKC4uLvMYi8UCuVyOO7fOQ6UpgMlkgVqTh6ycFOTlnKftny1yo1NjFUUNKa9UiYG6UFYUHFBmRdSXu++74u6GaTYaoddoYCjn5yzvtd39292xZa2psnD9WX1tjPTkOccPHgRBEOjcowfi69RBbGwsFi5cGPQ3I51OF5DMwWdAVsUAAGJUSURBVOLFi/Hpp5+iV9++6FSifz/guedw7v59PPXMMxU+37Ux1zU40ChMToqkeoUJGpUNRpUJAhjAYxhBgARZIo7k2n9gMBhgs9mC/vfhDTdu3EBKSgpeeeWV6l7KE9wwZcoUjB49Gnfv3nVqzu3Xrx+OHj3q83lDNkCIiorCoEGDsH79+upeSkCgsgiuxkIUZrMZBQUFsFgsiIiIQF7OPciV2U7HUMZNhFwDfUkHtiu1JQL6y/5v37IGFdXny9oN142tgTo1a0DEAKTMwF5AHV/P0+AgFHUTLp0/j/qNGmHCyJFIu3kT2dnZITHuyOPx/A4OlEol1q5di2cHD8aNq1dx+8YN/O/vv/Hz779DFhXl1bkcx30dgwMK6v/54Rxww/kgpRIYwAGLYYOwuAhmTXZp5USzGQqFwqvR5VDg559/xvPPPw+pVFrdS3mCG86dO+e2aT8uLq5MASdPCNkAAQDGjBmDDRs2PDYOaWKx2OkDSJIkPdvKZrMhkUgQFRXlFCGqXNKbVFe1RW6/2N1P1dAiL9ROiQoKHIODQIw7OmoPlHfjDROJIBSJUKzVQqNS+f26/lJWNqIyYLJYEIZH0Op9nmZeHLlZ4jL537//4siRI4iMjAzaUTrKfImyafdXMIjH40EsFuPSuXMQSyQ4ePEievfrV+5zHN/PiqSTy4UgwA4Pg9bCg8HMAknaG4epzyhgr40zmczHanLBbDZj48aNGDNmTHUv5QllwOPxSklFA3ZvkigvA2dHQjpA6NOnD0iSLDWTGqpQKUm9Xg+tVovCwkIUFRXRWQWBQOCUtnSn3AYApNL+uN7hwkddBKkLo7vMQXlBgrsMQVl4crMVCIUQSyTgBJHCXGUECY6lhiylXd43PCYGCdGy8ns2yiEvJwdXLl6k/+2pfXRVY7PZoFarYTKZAhbE83g8fPTRR8jLyUHr9u1L2X97g6Ppkif6Bnp6gkGL4gfXkZdzHkajEUVFRSgqKoJGo4HRaIRYLH6sygt79uwBn89Hz549q3spTyiDIUOGYO7cuXQmkSAIZGRkYPr06RhWIjfuCyHbpAjYJSVHjRqFdevW+aU3HUxYLBZkZWXBZDIhOjoaMpmsXPMa19FHR/Mm4FGaVBrOfRQkSHzLFnhSH/fmJuuoB6DTasETCAIy8uaPDLM3fg/ergkAbBYLwjksWCwWn0yJjhw4gIfp6ahbvz7UKhU2/fZbUKZ9rVYrNBoNSJKEWCz2y4DJleeffx6bNm3CrWvXKjy2vOwBACeVRE0ZmQR6csFB94BST+RyuYiIiIBKpUJOTo7fVu7ByLp16zB69OiAjaM+IfB888036N+/P6Kjo6HX69GjRw/k5uaiU6dOWLBggc/nDekAAbBPMzRr1gyFhYWQyWQVPyHI0el04HK5dJrSk4sNFSSIRTHQabLAEceWOoa6CFL/dW1WdBx59BZ/d95WqxU6rRb64mKIIyJ8Spd7kuHwVdwokMgEPGTcv4/a9eo53TQ9CUweZmRg5JAh6N67N2Z+9RV6tGyJgwcP4q233qrsZXsFSZJQq9UgCAJisdgvt1J3EASBpKQknK5g3M79aKOuVFMiANoB1TVIoIIDQq6BUZ1NOzY6Zu+oiQUOh4Pi4mLo9frHpsSQm5uLf/75B8uWLavupTyhHMRiMY4fP46DBw/i4sWLsNlsaNOmDZ5++mm/zhvyIWGDBg3QoUMHbNq0qbqX4jN6vZ6eXhCJRKhVqxYkEgnUXkgUm42FUGvyoNHmwKTOBiF/lCWgLnrUf4sUJqf0qiPe9iIE4mbLZDIRHhUFgsGAsrAQBh8avLxZR3kTBlUtyexNhuP4wYMwGo1Y/vPPeL7kg//HH39U6vq8hVIEDQsLq5TgAAAtMd2lnJS36+/R9e/ate+grODAEZ0mC6lpB0uV9qifOTw8HLGxsRCUZMaokkMo88svv6B79+6oUwm2508IPL169cKHH36Ijz76yO/gAHgMAgTA3qz4008/Vavevy+YTCYUFhZCoVA41Y6onZfNZvOqG5pqWNRpsuhxR0fcXQQpHNOu1QGTyUS4TAYenw+1SgWjwTeVQW9wbKqsDr8GbzIaxw8dwlezZ6N569a4lpKCooICAHYr2aKiokpdpydQpkvU32sg5JPdkZqaihdeeAERUVH4aNYsj57jrrQAOPcdlPW5oLMHGVeQlZPi9hiVSgW5XA7ALqVNEARIkrSrZhYVQS6XlzmdFMyQJIl169Y9aU4MYs6cOVPKj2Xjxo1ITExEdHQ0xo4d61eQ+lgECC+88AJSU1Nx0aFxK5ghSRJKpRKFhYUgSRKRkZGl6sgsFgsRERH0bsQTHLMIjogcFBVF4RwoFcZyswjVBUEQEEmlkISH082LNhcnyGAyXqosXH/G+Z9+iuHPPov4OnUwaNgwvFTStU+VKCjDo+rCYrFArVbDbDZX6jSFzWbDokWLIBSLsfv4ccR4aGQDuA+ApeFc2hrdUfOA+qICbGPGFeg0WW79FkwmE10WdIQgCERGRiI8PJweUXbXZR7MnD59Gjk5OXjuueeqeylPKIPZs2fjypVHo7ZXr17Fm2++iaeffhrTp0/Hrl278MUXX/h8/sciQBAKhXj11Vfx3XffVfdSyoXKcFA7DIlEAplMVuboF6XE5s3ug8oiUM1UeoXJqVGR+ooM56CGlFdKFyEY4PJ4IAgCZrMZ8vx86N1kUdwFCp4IKVU3uWotmEwmrcfnyRo3/PgjLBYLRo8bh+1btgAAatSogdOnT+PAgQMeOb716NED9evXL/U1q2QXTpIkli1bhs6dOyMpKQkjRozAnTt3nM6RmpqK4cOHo0uXLlixYgUAe8+MSqXC7du38dFHH6Fr165o2rQpevTogffff5/eWQeCX3/9FQcOHMDML79ERGSkR895JARW9t+3Y6AA2LMG1nuF9qbElBPIyzmPG3f2lnoeFehzOJwyA3k+n4/o6GiIRCKn54VCtnPFihUYOXIk+Hx+dS/lCWWQkpKC3r170//evHkzOnTogDVr1mDKlClYvnw5tm7d6vP5Q75JkeKDDz5Ay5YtMX/+fJ91pysTSptdIpGAy+UiPDzco+dZrVYUFBRALBZ71fhUXqMi8MjIKUOlK3Xx9FR2ubJvwCwWC1weDxqVCiaDAUKJpMLX9NbXobKmFsqCw+MBsbVQZCod9JW1jrHvv4+v587FuFdfpR/Lzc3F+vXrMXnyZI9e988//3TKxty5cwejRo1Cv5JsxOrVq7Fu3TosWrQIiYmJWLlyJUaPHo19+/bR/iCzZ8/G0KFD0aJFC3z++efo3LkzGjVqBJ1Oh3fffRe9evXCzz//DLFYjIcPH+K///6Dwc9S0a5du7Bw4UI888wz2LdvH7r16oXnXn653Of48/ukphUUWeeg0eZArclzmzkA7D0GVqsVERER5Y41EgTh5LGi0+mg0+kgkUiCduLhwYMH+OOPP3Dz5s3qXsoTykGhUDhJrB85csRpoi85Odkvx9fHIoMA2GfBn3322aDrtjWbzXQdksVied20RSksqtVqjzMJImFNEFL7RAffjWETNfIYbCUGVxxLDmazGYqCApi9SKd7I9Fc3ZQ3dSEQCulywujRo7Fnzx6MHTvWK/fGyMhIREVF0V+HDh1C7dq10aFDB5AkifXr12PChAno27cvGjZsiEWLFkGv12PXrl30OdRqNZo0aYKEhATIZDJoNBoIhULcunULWq0WCxcuRFJSEuLj49GpUyfMmDEDsbGlA1VvOHLkCAoKCrB9+3a079oV3/74Y7nHuxtrtP+/szCSUmGXI3ec7tErTEBqGq6fX4Mbd/YiNe1gmcEBYP9s+jLCyWazQRAE3X8UjEJvS5YswZAhQ5xcAp8QfMTExCAtLQ2Avdx18eJFdOrUif6+RqPxq+z32AQIADBt2jT8+OOPQVPrMxgMKCgooHcZERERPs2Di0QiMBgMqDxQHZSI7NEkJZbkCb42KFbVzpvL4yEiKgpcHo9WIPQ2RVuRm2NVBQ4mgwFZd+/AVLKzdlcqcbyxZSnVeHD/PiwWC5o3b47+/fujYcOG+Oijjzy2gi21BpMJO3bswAsvvACCIJCZmYmCggJ07dqVPobL5aJ9+/ZOfT3vvfceRo8ejXbt2oEgCHQr8UGQyWSwWCzYt29fQFPnOp0O//77L1gsFgYOG4b1f/yBOhXcsMr6HVJZsiKFCZmpGmhK+gzyU7W4c6EI2eeLoDt4EJm3d6Kw8HqZImSOhIWF+TTOyOFwIJPJIJVKYTKZkJ+fH1RS2XK5HD/99BOmTZtW3Ut5QgU8++yzmD59Oo4dO4ZPPvkEAoGA/lwCdhOnevXq+Xz+xypA6NKlC5KSkrB69epqWwPVvQzYL7Lu5JG9hcFgQCqVwmg0lmvm5A7XUS13+NN/UFUTAAwGAyKpFAwGAzabDUV5edCq1aWaGD3FE/OpyggYSJsNNqsVZBnrdgwOqDVcvnABgL0Bafjw4X6ZrwDA/v37oVaraYW1wkL7zdBVR0Qmk6GgoICWS27dujUOHDiAY8eOYfXq1XQ2rHXr1hg/fjymTJmC5ORkjBkzBmvWrKHP6y23b99G586d0bZtWxgMBjRr1Qpbf/kFJw4f9vlnpvQPqIwB1YRokRthOX8Lmf8sw907u0vZNrtDrVZ7FKxXhEAgQHR0NMRiMb3Lq+6GUwD4/vvvkZycjOTk5OpeyhMqYP78+WAymejRowdtx+1Ytlq3bh369Onj8/kfmx4EimnTpmHixIl4//33q7y+ZzQaoVKpYLVaERMTAwaDETDBFC6XC6lUWqGWvUqTB7EoBwJ1NrhyGRBRsZSxuz4E5++X35PgzripMnfjBEFAIBSiWKOBQa+HUCQCl88PiLxtWfbTlRkAlac9QZIkHmZk0P+Oj4/3K9gEgG3btqF79+6l7KFd3z9qvp9qqg0LCyvTwnjq1KkYM2YMTp06hZSUFGzatAnff/89/ve//3ksBZ2eno709HSsWLEC+fn56DdkCE4dPYqskhrqc71749ClS0hq0aLMc1C/J9fyAlVa0DhMKBByDRTX/8GNO3s9yhgA9hu4VquFWByYv29KMwKwT4MUFhaCw+FALBZXS3+CwWDAihUrsG7duip/bV8wqXNgY/kn126x2IPG5ORkMJlMvPvuu3j33XcDsbxKJyoqCseOHYNKpYJQKCxVwt62bZtT/4u3PFYZBAAYPHgwBAIBNm/eXGWvSdkwFxUVgcFgQCaTVcoMuEAgAJPJhM1mKzOVazYWIjP7ilstBMdubWrU8XqaGrlKAzJUOp99Glyp7FQ9FSBEREeDzeFArVJVuulTZZYgygu+0u7fR2F+PgBg1KhROHTokM+lBQDIysrCyZMnMXz4cPoxKnNQUKKtQJIkDAYDcnNzERERAcBe5uKVTJeURXh4OPr3749PP/0Ue/fuRXR0NNauXevRunbv3o1+/ftjzJgxyM7Jwa87dmDDn3/i2LVraJyURB/3WTlNmeUpJ95P1eDG/mxo7mvoCQXF9X9w+epvHgcHjlMLlaGUyGKxEBkZCZIkUVhYCKVSWeX9Cb/88gtkMhndvPr/iXPnzuHGjRshExw4IpFI3Pa3RURE+BVoPnYZBCaTialTp+Kbb77ByJEjq8Q0hZoBDw8Pr/SRIJIkUVBQAIFA4DQ65YjZWAiZLAkCUZw9i1Cv4omEXKWBll+mMgaPRsTKf351SRgzmUx7A6PJRP+ezSYTbDYbuH7usqsax/fbEblDmj4xMdGrc1IZAEd+//13REZGOhnvxMfHIyoqCsePH0f9+vWh1+thMBhw8eJFn+vQLBYLPB6v3DKDTqfD0qVLcfjwYaSmpmLwCy/gw5kzUa9hQzrlHlOjBrb++y8uX7gAjVqNBA+a5qj38Wy6HEUKE+5cKILl/C0nHwWNNsejcoIj1A27oqkFf+ByuZDJZNDpdNBoNGAwGAHLVlSEzWbDt99+i+nTpz9WZlNP8J3HLkAAgNdffx2ff/459u7dWykmTiRJQq/Xg8FggMfjQSqV0qnYyoZKSarVanA4nDJLDoWF19Gy+avgKGOhuS9yGyQoFUZ6oiHSYdqhrIDA0/HHqobtECEb9HrodTqwWCwIhEJaUyFYYHM4kNWKd1qzO6ibnJH5qAN5//79aNGiBVqUk2Kn+O6777Bq1SqMHDkSU6dOBYfDgc1mwx9//IHnnnvOqVmWIAiMHj0aP/zwA2QyGerWrYv169dDIBBgyJAhFb7W77//jp07d+LVV19Fw4YNQZIkfvnlF1y7ds1tEGuz2bBmzRr89ttvKCwsxPCRIzFn8WL0GTjQ7e+KyWSiTQVZE9fSwtl0Oe6napCfqoX1XiGUWeeQlZMClSbP44yBIyRJ0r1AgTSecgf1GXfcbOh0Ovp6U1ns2rULGo0GI0aMqLTXeEJo8VgGCHw+HxMnTsTXX38d8ADBZDJBpVLBbDZDKBSCx+NVucuZUCiEyWSCQqFAVFRUmaOTWTkpdBZB79CLQKnGOYrDOGrTU0EAtastq7zgGjCUJVxUlYgkEnB5POi0WqiVSjAYDEh8NICqDBgsFvhe1AQT6tdH5169cfLgfzhx4gROnDiBQYMGYdCgQejZs2eZwQ+DwYDJZMJPP/0EPp+PyZMn48SJE8jOzsaLL74IwK6xYTAYwGAwMHbsWOj1enzzzTdQqVRo2bIl1q9fX2798uTJk9iyZQv2798Pk8mE69evw2g0gsPh0H+TGo0G+fn5iI6OxqFDh/Dz+vVQyOW4efMmGjdrhj8PHkTdBg28eAdLk6VUl+o5uJ+qQfb5ItqBMSsnpdyRxfKgMjESicSvdXqL43XFaDRCr9eDy+U6NTUGkq+//hqTJk0KWm2GJ1Q9BBkKkl4+UFRUhNq1a+Pw4cMB6ca12WxQqVTQ6/XV2kTkuJ6CggK6blkWdRN7IaZmO3BrtwAZIQKrJFDgh3MgCuc4BQkU/VrVKJUpKK8HoaysQnXrDVjMZuh1OoSVjIka9HowmcwKd++OuJZP/G1WtJhM0CgUEIWHg+WyDnfvcW2JCBaLBTPeGoNjBw9CV1yMsLAwFBcX47PPPsMbb7zhdPyNGzfwyy+/oFatWti6dSuysrLAZDLx119/oWnTpiBJEmazGUajEaaS0gyfz6+wNHbt2jUoFAp069YNJpMJq1atwsqVK+2lLokEep0OKqUSTZo0QVJSEnbs2IHRo0djzZo1ePnll1GnTh0sX74cVpsNpM2GSdOnY5qHXgpl4a4h0TVzQCoLkXl7p9flBAqbzYbCwkKIxeJK3b17AiW2ZrFYaDOsQGXHTpw4gX79+iEzM7PKAyFfoETn2iW/D1YAmhTPn1sOlUpVZeWcUOGxDRAA4OOPP8bFixexf/9+n89B7R5IkkRRUREEAoFX/giVCXWBr2g3IZMlIa5mKwhEcbTCIiGVgVlfRgspUVkFjcKEVm0j0T4hwuN1BGuA4AhJklAUFMBitYLJZEJhsoDD54HJrNokmlGnQ35GOqJrJ4ArKK1g6YrjexvBZWPX77/jh6VLcS0lBQDQpk0bNGzYEOnp6SAIAidPnoRQJIJBr4fFYkFcfDwUcjm4HA6mTJmCoUOHQqfTgclk0jbFZd1kTCYTMjMzkZubi1GjRgEAJkyYgO3btyMnNxeNk5LQpn17MBgMcDgcpKem4sbVqyjIy0NSy5Y4ffw4GjVpgvQSIReCIFC3QQP8b/fuCvUMPMExQHCcVMhM1UB7LpvWArl+fo3P2QO5XA6TyQSZTFbppQVPIEkSxcXFMJlMdAOpu14Tb8/Zo0cPPPXUU5g7d26gllqpPAkQqobHOkBQKBSoW7cutm3b5pP1pV6vh0aj8VngqKogSRIWi8WjQEEsioFIWBPSuORSQQKlmcAP5yC+rghJic4fFrtng8ijscfKHnX0FupmYjaZYDYYYDYaQZI2iCNlYJRMhlRFqai8AAEoHSQ4vs/U+0mSJLIyM7Hym29w5eJFFBYUoE7duuDyeJCGh+Oj2bORnpqKpV98gfEffIC4WrXw6fvv49iRI5g8eTLGjRtH/z1bLBYwmUw8fPiQLpdRGakpU6Zg586dAICIyEjIS1wjO/fogYXLlqFp8+Zuf8aP33sP27dswbgPPkBWZia2/forTEYjRo4di7nffBOQnbhjWcExOFAqjE6lBQA4f2GdT30HWq0WarUaERER1Z49KAtqtJqScPeF3bt3Y/To0bh//37I3CCfBAhVQ/De9QJAeHg4pk+fjunTp+Ps2bMe3wDMZjNUKhVMJlOFo13BgFarRXFxMSIjI8sNEgoLr4PNlSE+FkDWOUiRDItcBLjIMetLdmHAI88GasLBE6ibcbAFCYC9SZDN4diDKrMJjJJauVYuBwiAzeGCxeWAxeYE3e+dej8JgkCt2rXxxfLlbo+zWCzgcblYuX49GAQBDpeLTXv2YPbHH2P58uW4desWGjRogMjISHz33Xe0NwBFcnIy3nrrLezcuRNPP/005s2bh7rJycjLycGuP/7Aq2++WW4WbfInnyA3OxsrFi2CyWjE8JEj8d5HH6Fu/fp+/eyOuAZSjpkDU4n7IgWlLuoNRqORlpIO1uAAsPcpMBgMFBUVgcfjeS39bLVa8cknn+Czzz57cnN8Qike6wwCYM8CNGjQAN9++y1eeumlCo/X6XRQKpVgs9kQi8U+R+VVic1mQ1FREWw2G2QyWYV+D/YgoQViarazlxzqJoIVwYVFbqR7FKj/p7IJkeGcUmWHYDB0qghPewbMRiPMJiMsRhNsNisAAuLISDCYTFgtFhAEQQcT/uBJBsF15NH1fabe08wiBSxmM2R8Lswmk33sMyLCnobWaFBoMIFVovsfJxXDYrHgs48+xuVTJ5H54AEKSvQVBg0bhqHDh0OlVGLnH3/g1NGjMJZIQfcdNAi/bN/u089qsVhgMBj8EmoB3PcaOEL1HeTsewBjxhXcvbPb6fu+lBesVistiBRsgaI79Ho91CXKohERER5ftzZu3IiZM2fi9u3bIXGto3iSQagaHusMAmCfaJg9ezZmzJiB559/3u0O2zFFT8kjCwSCkLgwAPZdREREBAoLCyGXyyGTycpdO6WTIBJmQafJghSAJdX+PatcBjLCfkOyyI3Qwz4OGRnOKdezIRjHH71pKGRzuWBzuYAIsFossJgeZRd0ajWsFjMYTCaYLDYYTCY4Dr4Q3sBksSAQS8p8rrv3kbTZYLVaYbNYwGAykaVUw2w0olilBAA8LGYiLvKRIApBEFDZnMc/qffi/Zmz6ABDpVTCZrMhPOJR4PfaW2/BZrPhu6+/xvIvv/TrpsFisZyCA2+mXCoKCigyVDpaIZGMEIGjtPfY+NpzYLVaQRCEPdgKgWY9Cj6fDx6Ph+LiYvrvwGw2l5tRNBqNmDlzJubNmxdSwcETqo7HPoMAgDa6ef/99zF+/Hin71GdwSRJIjo6OmSCAneYzWYUFhbSAU5FUD0JjoiENRGe1M/txEO9uiKnUoOrPLO7m1t1ZRACKY1ss1phMZthNZthtVhgtVogEEvA5nBgKC6GSa8HwWSCwSBAMBhgc+zBBmmzwWIxAyCcdTII0M2RFpMJJEiAtGeCSJsNHB4PDCYTBl0xjDqdk28DVxAGvlAIm80Gq9kMJpsdkN4JT35Pnr6njhMfZdlv+xocOAapjn0H+alaWORGmFJO4O6d3T4FCJSCIUEQpXwpQg2bzYa8vDywWKwybaWXLl2KdevW4dKlS167zFY3TzIIVcNjn0EA7DuZBQsWYMKECRg5ciSEQiHMZjPUajWMRiOdNQjl4ACw28hGR0d7/GGnehIA5zqtVFkIRJS+2VNaCY8UF8v3cPCXYOlhYDCZ4DCZgJtaNJPNBpsk7SZMNiusZjMIggE2lwur1YpipdLpeJuNhM1qRUTNmmAwGNCp1SUlDTsEgwEW256lYDJZ4PD4YLJYJdkLFv03ymAwwAjgrq+899qfYMvToMD1+IoyB9fT1E4NiRQ6TZbPwYFCoYDFYgn54AAA3WyqUqlQWFgIPp8PsVhMXxtUKhXmz5+PDRs2hFxw8ISq4/9FgAAAzz33HBYtWoSlS5dixowZUCqVIEkyqDuUfYH6sOt0Otpgpzwcu7upYMFUYvRkKXlc7+Z57oKEylRaDJZgwRWq6dEdTBYL4kgZnSEgSRJGnQ4FDzMgCg8HVyCAMDzcfjDhkmWAQ9kjQJTX1wC4f499CQ7cPceTjIHrGh895lzaup6mdpJPzss5D5GwJjTaHKg1eV6vFwC9WQgPDw8aUS1/4XA4iIqKomWbVSoVPRr5zTffICkpCf3796/wPBaLJainuJ5QeTw2v3VqTK2scTWCIPDVV19h0KBBGDduHMLDw8FkMkM+a1AWFosFWq2Wnnf3BLOxEGyuDHk55xEDgIsWdD+CK47eDY44BgnUuCP1/77g+HxPgoTKtp32BoIgQLjszqxstpP2QiAaH73BkwAu0O+hu99ZRVMJ9sdK97ycuFiA/FQtdAcP0p4KAOjgQOVDgGA2m6HT6YJCDKkyEAgE4PF4tMFbeno6lixZggMHDlR4/SNJEv/88w/+/vtvdO/eHa+++mpVLPkJQcJj4eb4yy+/YOLEiQBQbj22R48e6NKlCxYsWACWQ7r2cUQsFoPP50OhUMBoNFb8hBLMxkKoNXnIyzlPC81Y5EZaI8EdZTUvOt4EfLnpeHJj8fR7TwiO4CBLqfYoOHAlV2nAiYsFyD5vzxy4QmUOfNE7YLPZiIqKqhSHxmCBwWDQ2cV58+bhmWeeQceOHSt8HrXR4PP5eOedd9CrVy8oFIrKXu4TgoSQzyDYbDbs2LEDSqUSBQUFiIqKKvf4RYsWoUOHDnjzzTfRrFmzKlpl9SCVSqFQKCCXyxEZGemxNHRh4XXIZEl0qYHKImjcBAmVUWpwd5NyF2wESv74CZVDWQ2KFK7+Ce76WSirZko6GUq78ZI7vM0e6HQ6WCwWr7UDQplLly5h06ZNuHjxokfHs9lsvPLKK3jllVewa9cuREREwGQqe7PwhMeLkMwgqFQqWCz2CjmDwcCAAQNw+fJlJ7GXsmjevDneffddjBs3DjaH7vDHEYIgEB4eDoFA4NMFMC/nPIwZV4DUNLdZhCKFCblKA/1vx0yCJ7tCf3G3Gw0NHt/MFYVj8ObaY1CWAViGSkd/nU2X43qa2ik4MGZcQebtndBoc+gvwJ49KCy87lX2QK/XQ1ky5vn/BavVinfeeQdTpkxB48aNPXoOFQysWbMGeXl5mDp1KmJiHjU0Z2ZmVspag51Vq1YhMTERPB4Pbdu2xbFjx8o89vjx4+jSpQsiIyPB5/PRuHFjLFmyxOmY9evX0z1Ijl8Gg6GMs1YNIRUgkCSJBQsWIDk5GdsdxFuee+45mEwmHDhwAAAq/NDPnj0bmZmZWLduXWUuNyigXOgYDAasVqvH0X9h4XWoNXnQabLskrUlQYKmZKzME1xvAtTNoqKbejA2IwYKrkCA+MaN3YokPQ7EScV0v0hFEwmOAQFFrtKA62lqp/FFKjhwVEekoIIDb9Dr9VAoFBAIBJBKpV49N5T54YcfIJfL8dlnn3l0vM1mo23Cp02bhnfffRetWrWiv3/hwgWMHj0avXr1wi+//FJJqw4+tmzZgsmTJ+Ozzz7DpUuX0K1bN/Tr1w8ZGRlujw8LC8N7772Ho0eP4ubNm5gxYwZmzJiB1atXOx0nFouRk5Pj9FXdPTEhlVczGo3IysqCSqXCV199BR6Ph4EDBwIA+vTpg507d+LNN9+scC48LCwM3333HUaNGoXBgwcjOjq6KpZf7Wg0Guj1eo/LDY+kmVsAOUCMuh208hbQ15cBdR/ZRVNZhBpSXqlUsb/lBn/KCJU5VfF/7d15WJRV+8Dx77AM67AIiki4oykqgiIaWi7Jq6Zp/lza3M1KfUutt1JzqWy1Tcss014r08zd0lJ7scTUXNGSXBJQQkBZhhm2GWb5/YHP4wyLAgLDcj7XxVUOs5wBnXM/97nPfWo7s9lM9A8/0Ll7d5r4+9t6OCWCBOn8BCj6e2O5lGDILApAFZlazOp0+UyF5JRYq74dSVfPVLjmQKfToVarcXV1rVONkO7U1atXmTdvHps2bbrtyZ0SqeD7mWeewdvbm0mTJlk9VqVS8eCDD2IymZg3bx4bN25k9erVNG3atLreRq3w/vvvM2XKFKZOnQoU9ZPYs2cPK1eu5M033yxx/9DQUEJDQ+U/t2zZkq1btxITE8O0adPk2xUKRa372dX6ACExMZEWLVqgUChwdnamY8eOxMXFMXbsWCZMmEB0dDQhISEEBQXx66+/cunSJdq0aXPb5x02bBh9+/bl+eef56uvvqqBd2J7np6eGI1GMjMzadSoUbmCBGlnQ2CzLuRpk290qvOV6xHUWTq8vJ3w8VaWurOhvIVxxbMGljsgyqv0tHXpV6+2Chz0BQVkpqTQyN8fZTVdHVzJ1pL2TxLPTxxPcI8I1v34U5U8b3n6JJSnj4Hl4UoXThQdAGXI1MkBASBvX5SKD7O1aVa9OjTatEoVJEpHtdelTqlVYfbs2QwZMoSoqKhy3d9kMuHg4EB8fLx8tHfbYmdptGvXjnbt2gHw8MMPM2LECH788ccSR5DXJ3q9nhMnTvDSSy9Z3R4VFcWhQ4fK9RynTp3i0KFDLFmyxOr2nJwcWrRogdFopGvXrrz22mtWgYUt1Oolhvfff5+oqCg+/fRT+bbHHnuMY8eOMWrUKJ544glee+01oqOjGT9+PMeOHUN9ozFNeRpELl++nO3btxMdXbmz4usahUIhn0yZkZFR7t0Nhbp0kq6eQZuTgl5zFePf6eRn6bkWnyMvOWSUUsBYVmfFiuxOsExVl/VYqHjNw63WwquT2WSiUFdg1R2xOnjfKNZNuZzIwStpXFZr0FdgN4vlz9ny5165TE5RTYH0JS0hJMVrMf6dXlR8GJ+A7soZ1MnHUCcfIy3lOElXz5CefrbEEkJllhXy8vLk49Hd3NwaVHDw008/sWfPnhLr3mU5c+YMf//9NwDTpk0jMjKS4cOHl6hjkj5jzWYz/v7+tGzZknXr1pX4fl2h0Wisvkr7fExPT8doNFrVYQD4+fmRmpp6y+e/6667cHJyonv37syYMUPOQADcfffdrF27lp07d7JhwwacnZ2JjIzk4sWLVfPmKqnWZRBMJhMFBQW4uroybNgwLl26xNy5cwkODqZPnz54e3vz4IMPsnr1ahYvXsz777/P888/z6effkpoaCjffvst3bp1K9cZ6XfddRevvvoqTz/9NGfOnGkQ/cgVCgU+Pj5kZWVVqEBLOr8BinokSD3v87tbFztV5NTHirpdJbz17eXv8ni7BkK3U5lsR3Uqeg8qDsQnos3OxuDpyvoP3mPzyhXsPfsXjSrYKVDK8Fie0lmW4jsTpGUEywBSnVVUy5J/4/wERab177C0hkfS37/KBAfSsc3u7u7l3slTX+Tl5TF9+nTefPPNcqWvTSYT69at491332X06NHExMSwc+dOmjVrZnUfuLmlXKFQkJGRQWxsLIMGDZLvJ33+JicnExAQUJVvS5afk4K9/Z01tjIaCwEIDAy0un3RokUsXry41McUn1vKM9/ExMSQk5PDkSNHeOmll2jbti2PPPIIAD179rTadhoZGUlYWBgfffQRy8s4tbUm1KoAYdWqVXz++eeEhITw9NNP061bNxYvXoxarebhhx9m5cqVDB8+nJCQELl6dvbs2eTk5PDQQw/RpUsXfv/9d7RaLSpV+T7oZ86cyVdffcVbb73FokWLqvPt1RpSJkEitZu+HemDuXWr/qi0/riqAiCzldVx0dKEUNbkbDnZFJ9YD19OLnWCLh4E3GoSt95JcavDpUofX0WChdpeTKny9ETl6cmVbC2qlm0xGgzMmTQRVyclH23cdMsWu8WDgFv1LpB+TtJt0s/dMjgorbDVxVtJPmDM1KLXXLVqfJRdyhJCRQMDs9mMRqMhNzcXlUpV7s+E+mTJkiU0adKEJ598slz3t7Oz45133iE8PJyFCxdSWFjIpUuXMBqN8t8Xyxqv2NhYdu3axZYtWzAYDFZp8+XLl/Pjjz9y9epVPDw8+Oyzz+jYsWPVvsEqlJSUZHUWQ2mfidJpucWzBdeuXSuRVSiuVatWQNFOurS0NBYvXiwHCMXZ2dkRHh5u8wxCrVliuH79Olu2bOGZZ56hUaNGLFiwAJ1OR+PGjfnmm28IDg5myZIl7Nu3j969e3Pw4EEMBgMuLi688cYbREVFsWfPHuLi4rh8+XK5X9fBwYFVq1bx9ttvc+HChWp8h7WTTqcjIyMDjab8V8DxCdEkp8QCRYVk2ktFxWXqLB2X4rWcTdDcqE4v/eq++JWoZarfMvVf9na4srfJFZeqLpC/it+3tCr68rxO8fdSm7IHlizHP+yh4Wz7O5FChT2H9+8nZu+eO3o+y+DpSraWg1fSrH6WUo2BZXBwLT5H/tJeKvp7Y/w7HbM63So4qCpScODp6dkgg4OzZ8/y4Ycf8tlnn1X4QK/Ro0fz119/8corrzB79mx558P58+f57rvvmDx5MiEhIQwbNoxt27YxZcoUdu3ahUqlIj8/n2XLlvH888/TrFkzXnvtNTp16sSwYcOIi4urjrdaJTw8PKy+SgsQlEol3bp1Y9++fVa379u3j3vuuafcr2U2m2+5xGs2m4mNjcXfxgXGNs8gSKmZuLg4/vnnH8aNG8e5c+eYOXMmOTk58i9p+fLlvP322zz22GPExMRw/fp1oqOjefDBBwF4/fXXadGiBR07dqxwA6Tu3bszdepUnn766XK1H61PpIOqsrOzMRqNeHl5lev9Z9/otii1ZDYAV29Un2vb3PgwbmV9dVn8irz4Fael8iwPlMwsuJa4erVU2m1wc/dFWa9dVlahMoGBo1JJI/9mZZ7fUJVKy4B8uXULW79cS5fu4RV6rpK7ELSlnqzo4239viwzBy7eSrSXtCgytSgAszodnUXmoLLnKJTF1dUVJycnm28VswWTycRTTz3FjBkzCAkJqfTzLFiwgGeffZY///yTvXv3MmjQIFq0aMGwYcN4+eWX6dKlC+3bt7d6zK+//srLL7/M22+/zezZswG45557OHToEL/99lutziKUx5w5cxg3bhzdu3enV69erFq1iitXrvDUU08BMHfuXJKTk+Xi9xUrVtC8eXO598TBgwd599135e6/AK+88go9e/YkKCgIjUbD8uXLiY2NZcWKFTX/Bi3YLEA4f/48bdq0kQtf7rvvPjw8PBg+fDjff/898+fPx8fHRw4gOnTowFtvvUVSUhJjx44lICCA3bt3ywFCs2bNylwvKo8lS5bQuXNnPv74Y6tfXEPg5uaGvb293HWxUaNGtw0SpPRv0XJDMq6qAJQeReuUOZm+JNEMH28lByn60C+avEtudSvLrSZsy/uU1X1PUlrx5K2UJ1ioaJ2CZYGfnYMDbjbcXufg4MCYKVNvf0cLxQO5WwVhxWsNJFLNgUR35QxAiWUFSWV2KEBRM6CcnBw8PDxwdHSsNwcvVdT777/P1atXq2TZ1MPDg3vuuYeLFy8SGhpKXFwc/fr146GHHgKKLvLMZjN2dnakpqaybNkyOnXqJAcHZrMZX19fHBwc+Ouvv6yeuzxr97XN2LFjycjI4NVXXyUlJYVOnTqxe/duWrRoAUBKSopVTwSTycTcuXNJSEjAwcGBNm3a8NZbb1kt+6jVaqZNm0Zqaiqenp6EhoZy4MABevToUePvz5LCXMOlpl988QULFy5EpVLh5OTEnDlzGDNmDM7OzqSlpfHHH38QEBBAhw4dSn18Tk4Ow4cPZ//+/fTu3ZvNmzdXWR+DmJgYBg0axO+//17v2zCXRq/Xk5ubW+4sAoCvbzAeKj9U7jdTYa6qAJRdI1G1UdG1mw9QNPFa90fIK/OK3lJlih6lq1mgzKZO2iw9Ku+SV/HSls3ir11WkFI81V7W9yQGvZ5cbTZuKk8cannBXPGCQyg7CwOU+JlLW2Hzs/RW2xilvgaWwUFlig+L0+l0ZGVloVAo5LXihujUqVNERkYSHR1drvMWKuqLL75gzpw5tG7dmvfff5++ffvK34uOjiYqKorDhw8THh4u1zfFxcUxYMAAli1bxpgxY4Ci7oFnz57l77//5uOPP65QIaNGo8HT05PgDqOrpEjx7F+byM7OtqpBEGo4g7Bt2zZee+01Xn/9dQIDA/npp5+YPn062dnZPPnkk/j5+cmFHqWdymg0GnF3d+fdd99l3bp1jB49ukqbHPXp04fZs2fzyCOPcOzYsQaXmlQqlXKVt06nw2Qy3bapitRMCc7c3KeeEksQkN+oP5fiiyaZDG89qd4FJQIFqNhVvtRUpzS3unotLr/YFa18X289am+l3ARKes2ysgqWGYXmnqpik2rJbIPRYEBzPR1nF7daFyBUZstn8aDAy9vJKlsgBQao0zED6uRjVrUGln0OHJ18K505yMnJQavVolQq8fb2rvCae32Rl5fHo48+yty5c6slOACYPHkykydPZubMmQwbNoyYmBhCQkJQKBSsW7eOiIgIwsPDMRgM8hLx6tWradeunbxT4I8//uCZZ57h008/JTk5mTfeeIMPPvigwe0yqe1qJECQ0kgxMTHcddddTJgwAYD+/fuTn5/Phg0b8Pf3Z9SoUfJ9S/sHLl0RFO9MVZUWLVrEvn37eOmll/jwww+r5TXqgoKCAnJzcyksLESlUt0yo1Dah7qvbzCdmnfhqjRBRLUEbk62xSf5sq70LSceQF7nLi2okLbPFVdaICB16ytOm6kjv5GTHChAUXBTfG29vKq6m6Pl891ux0VFXvt2wYFU39HUy5mzCTdrLyyzBflZeq6RA5T+85WCAylbUBRYYtUAqTJ0Op28jfF2f1fru+eeew5fX1/mzZtX7a/18ccf8/rrr+Po6IhCoUCv15OdnS03qpN+Dz///DMxMTH069dPDlqSk5MZPHgwjz76KL6+vrzyyisN+vdWW9VIgCD94uPi4uQClcLCQhwdHZk7dy4TJkxg+/bt3HvvvTRp0sSm61KOjo588803hIWFMWjQIKt9vQ2Jp6cnDg4OaDQaCgsL8fLyqlDKNj39LK1b9Sew/YOYgWvxvnh1c5IDg0vxWnnSL2ut2sViUpYmfpW38pbLBoDV1atDIyd5snJoZF2VXHz/vcTAzUAB4Bo5uHgrUd3ILFgW45XWXtpS8ToLP8fy/QwtdwuUZ6IvbYIvntG4E5bvo3iAprX4fUnLCbL4BPDyReHlixfhuGquknS16AwUKbCUAoWKZg+kLKOTkxO+vr4N/upzx44dbNiwgdjY2BpbXrFsV61UKunVqxdbtmzBZDJhb2+PwWBg7ty5BAYG8uijj8qf6127duX333+nTZs2tG7dmhEjRsj1Ivv372fmzJmsXLmSe++9t0beh1C6agkQfvjhB37//XfatWvHvffeKxdv3HfffSxfvpzPPvsMR0dHjEYjzZo1Y+TIkaxatYrTp08zcOBAm0eSbdu2Zfny5UycOJEzZ840mLMainNzc8PR0ZGsrCyysrLwrWCDnaSrRYVofv7dIbOVPLFLV/qWafxr8TevPKWJOwfko6ahaILXXir6niJTi7mRCodGTlaBhESapCwnq+IBgyVpbVzp0Uw+a9EQn4DCq+i4aylgkIIFWltP2JbnCtw89jqv6Gq7aPszzT1dSdbmoskvoFCbi0Oh8cbtt+rroLX6b022iL5VESncDOzys/Sl/g4UmVrMILdPlhTPGFRmWaGgoAC1Wo2XlxfOzs4NPjhISUlhypQprFy5kpYtW9psHFFRUXz22Wf07t2b4OBgoqOjcXFx4fnnn7c66Klp06YkJiby5ZdfolKpGDFihPy96dOnc/36dQYPHkyfPn3473//a/Ptfg1VlRYpXrp0icmTJxMfH0/37t05fvw4KpWKY8eO4ebmRmxsLAMGDGDBggXMmjVLLmAxGo0EBASwcOFCpk+fXmr9QU0zm82MHTuW/Px8du7cafOgxZaMRiMmkwlHR0dMJpN8FGl5SEWMge0fxKFY10VpUsnP0sv74QEUXkWBSPGJBW726AdQuRc1a3Jq3gX7tr5Wz1c8CJACiuK3Sa8jNeqBoiJLibQzQ37MjYDBMhthyNShaqMisLXKKrOQqi4g9kSGnHkIbuWBSa/HoM6kZYu7rGoQblXsaCvFtzEWdyleW2J3gmWAZ1ano04+ZvXzzNMmk5wSW+mCRLPZjFarJScnB2dnZ7y8vGz+WWFrJpOJQYMG4efnVytOVZSq9tPS0ggODmb8+PFybZmUHS7rM37ZsmUsWLCAgwcP4uPjw6xZs9ixY4cc/EhEkWLNqLIMQkJCAjNmzCAoKIjvvvsOHx8frl27RkhICKtWrWL27Nm0bNmSKVOmsHjxYiZNmoSnp6ecimrVqpW8BaY2/INXKBR89tlndOnShZUrVzJ9+nRbD8lm7O3t5ZRlZmYmAF5eXiV6s5cmW5uGh8qvqHK9aF5Hr7mKU/MuaG9M2IpMrdW2N26c6uuqCrA64lebk0J8ws1zM3x9gwlSBWBWp2PIVJF/x++0iGUAIrEKFOITMMTffC952mT0sQHkNO+Ce3gzAm9kFy7Fa+ViSK130STq460EpRfKfAPkG4CbW0Bry8mTpWUOpICneO1HafUdUiCmALwIR518TP7enTRDMhqNZGRkYDQa8fDwwN3dvdLPVZ8sW7aMv//+m82bN9t6KEDR5/fbb79t1X1RCgikCwvLz3jpe4WFhSxatIgXX3yRLl26ALBp0yZiYmJ44YUX+Pbbbxk7dmyDvliraVUWIHh5eWE2m+XdCNIBHn379pUnfi8vL6ZMmcLevXsZM2YMn3/+Oc2bN+fcuXOo1Wp5X21t4e3tzddff80DDzzAfffdR3BwsK2HZHMeHh6o1WquX7+Op6cnrq63bmhkeYYDKUVV6wH+XeEKRV83lNZJT/qzyt2/RHAAls2auuOU6YvB4nvF6wvM6nRQp0PrVlZXuKW9nkabduP0wDQ8clLw8+8ub83jRkAgdZK03LsfmNIFvyvdye/fX85mSJmRHC9f4i6pcGhUdLXj4qlE5eNMm9bSDojynhtR/qZSFW1AdbslBUnxbYyS0pZuFF6+kGwdGGRXsiGSnZ0djo6OeHt7N9j+BsXFxsby8ssvs2/fvlp39WtZB3Griz4pif3cc8+h0WjYunUrgwcPJiwsDCjaXXb48GFyc3NFcFDDKh0gHDhwgPz8fAYMGICDgwPe3t5s3LgRLy8v+T4KhYKkpCSrFpTt27dn48aNREVF0adPHyIiIti/fz8RERFWa1S1Rd++fXnmmWd4+OGHOXz4cIO/alEqlfj6+qLRaFCr1eh0Ory9vW/5mOLpZF/fYDxyUlC5+8sTLVj335cK1wAKdaWftikdRZ109UzR5OzfvaiGwOvmYy333Ss9mkF8ApZravpinfxKGyscl7MJySmxpZ4TYHn/IMDYvEvRlfSNNLuUFfHwDsC/uS8ZHm3Azu6WWzzLO2GX937F72tZK1Hc7ZogSaTCRABdTgYJR74i88pJTEYdLu5NaR8+VV5i0GivolYnYizMxsXFhYiICFasWGEVeJ8/f57Jkydz+fJlpk2bxrx581Cr1Xh6evLnn3+yYMECjh49ikajoWnTpvJzVLQ+pj7QaDQ88sgj/Oc//6lQm9/aRMoyXLhwgY8//pilS5dy5coV+vbty4gRI1i+fLk8p7i5udl2sA1QhWsQ0tPTee655/j666/p0qUL27Ztkw+hAOvOWJmZmURERLB27VoiIyOtOm799ddfnDx5khMnTtCrVy9Gjx5dte+sChUWFvKvf/2LRo0asWnTJhHF3lBQUIDZbMbFxaXCO0+KJt6KH8BzK45OvgQ26yLXJkjLAlKK23ItHG6uh0tXtGVN+tbByu0L6nx9gwlq94DVa8jf8wmgbZvWZOd4YNepqJmUyltJm9aqEgWOtnSrbpSlbSfVXM3g2JqZeDbthH/wIJQunuRrUnFW63FxLfr5XYj9krRrf+Dm5s/hwz+yZMkSDhw4wPnz5+WzEu6//35GjRpFeHg406ZNY+HChfTq1YvCwkK6dOnCsGHDePbZZ/Hy8iIhIYGdO3cyZ84cmjdvXs0/kdrFZDIxYsQIdDodu3btKtdyX23Wt29fzGYz3333HX5+fpw+fZr58+fz448/cubMmRLZW1GDUDMq9LfKYDCwadMm0tLS2LBhA5MnT2bjxo3MmTNHriK2nCROnjyJXq+nbdu28veMRiN2dnZ06NCBDh068Nhjj1Xh26kejo6OfPfdd4SHh7NkyRIWLFhg6yHVCpaNpLKzszGZTHh6epZri1VVBgYSyyOBPXJSUGlvXvUDYDFRQ+knBpb1vBVR2nuTmgCpPO/C2S2H9Gv5+GQlo8gcDOHNihpKta7QywC37mwIt+9Eafn44k2oSutGWdY21MuHN+Hk0Zj2/Z+Rb3MxuMKNFQ2z2Ux6xjm8vFpgZ+dMp06d+PLLL/Hz82P9+vVy21m1Wk3nzp1p1qwZvr6+6PV6GjduzI4dO9BoNKxevVqeDFu1akX//v1v+f7qq4ULF/LXX39x9OjROhscSLUHO3bs4MiRI+zZs4fGjRsDEBISwg8//MCRI0cICgqy8Ugbrgr9zXJwcCAsLIzAwECGDh3K+fPnef/99xk0aJDV8oCUNoqOjqZdu3b4+fmh1+uZN28eTZs25dlnn61za4i+vr7s2LGDyMhIunTpwvDhw209pFrFyckJjUbDtWvXcHd3x93d3SaZFmlyLpqQS1+asAUpyEhLucCYUXNwVOSSkZmM643izPy2vmiz9CV2QsDtgwC4OZkXb+iUqi4oM0go/rxlBQeW2QLLHSL53Nw6mn7uMN6BocTteYfsq2dxcvaiWdsBNPXpXHTfvHQMhgJcnBuh0xdlR5ycnLjvvvs4dOiQHCC8+uqrDB48mPz8fIYMGcLIkSNRKBQ0bdoUg8HAtm3bGDVqVIPO4n333Xd89NFHHD58+LbLe7WZVJewatUq9Ho9Go1Gvk3KSFZXN0ihfCq8xFA8lRwQEMDQoUN59913SxypOmjQIEaNGkWTJk14+umnMZvNbNu2jYiIiKoZvQ1s2bKFSZMmcfjwYVG0WIzJZCInJ4fc3Fzs7e1p3Lhxg/4gL01eXh6Pj3uN69eN/BW360YxpB8eKr+iGoqukTTr7mPVI6L4pG+Z8q9sh8fibnfIkhQUyAWe0pbRG70iDmyaDJi5q/1gGgf2QPPPGeLPbSeo42i8VQFcTvgfKaknCbzrHvLy1XIgN23aNC5fvsy2bdvIzc3Fx8eHwsJCNBqNfDUpmT9/Pu+88w4eHh706NGD/v37W22hawhiY2Pp06cP69evZ9iwYbYeTpVZvHgxS5YsYciQISxfvvy2vRzEEkPNqHQfBL1ej1KpZNOmTTz66KPs3r2bgQMHAkVBxMWLF+nSpYu8f/6dd95hxowZVTp4W1m4cCHr16/n6NGjNGrUyNbDqXUMBgM6nQ43NzfMZrO8lVUoCqLaBd2PyVTUSMpy+cLRyZfu3SbjarELQlXsXIiySIFCeYOHslpVQ8mOlMa/b45R2vlheeBS3IU9GPSZODmpaB80FCha1inUZ2MwFODn14WMzAQ0mkS8vYOws3OU6z7GPz6cdes20KRpC87EHsLT0/OWFe8ZGRlER0dz5MgRtm/fTmZmJgcOHKBz5863+QnVfdevXyc8PJwnnniC+fPn23o4VS4jI4OpU6eyY8cO5s2bxyuvvFLm54YIEGpGlTRKuueee3Bzc+Obb76hSZMmpKenYzab6dy5M5MmTeLNN9+sirHWGiaTiZEjR5KXl8fu3bvr7BpgTcjLyyM7Oxt3d3fc3NxqRY+L2qx1q/40j5gMFF2lN+tedBqml7cTSTcOviotaFBn6axuszzDorRAobSMQfHTF4FST2AEiLuwR358oS6dFi1akPRPGo2829x8EbMBdXYizQMjuZJ8CmOhGk/PVuTmF53l4Orqgl6nBhTY2buRq61YjwS9Xk9oaCjdu3fnyy+/rNBj65rCwkIGDhxIkyZN2LhxY73OzMXExLBhwwZmzpwpt+YvTgQINeOOZjaDwYCDgwOff/45ISEhfPvtt1y6dInffvuNNWvWcOnSpXq5NcXOzo6vv/6aXr168eKLL/Lee+/Zeki1louLCwaDQV56kAKF+vwBdysFBQUkJycTEBBQ4rRQaReG7soZnJoXNYq5ejwDRaaWa22LdgIYMnXQpvSGSpZBgpe3U4kzKyzPkCjtPAXtJa28hCD9diy7TEq9DIpnPgAiIyNJSkoiJiZGvs3FxQeFwv7GiY12gAJtThqOSnfcXX1xcLBDm52Cq2sTdPryn+gpUSqVtGnThtzc3Ao/tq6ZPXs2arWaXbt21ft/O3369KFPnz62HobAHQYI0pVzcHAwYWFhzJo1i8DAQFatWkVISEiVDLC2UqlU7Nixg/DwcEJCQhg/fryth1QrKRQKPDw8cHNzk4/ktbe3v+0x0vWVVKdhMplK/X7S1TNFzaQsOki6qgJQqov6OyhAPkRKorox6Wuz9Giz9PKfoShosMwm3CpIkLIFlooHB5oymhzNnj2be+65hzfeeIMxY8Zw9OhR7OwKMJntydam4e3pT2GhM1ptGs5OKgyGArTadECBk5MHusJb7xT54Ycf+Pbbb3n44Ydp164dZrOZ77//nt27d/Pf//73lo+t6z7//HM2btwot6wXbsrJTcXO7s4yuCZTUYu18PBw7O3tmTFjRr1ZDr9Td5wbv3TpEiNGjCA+Pp7PP/+cKVOmVMW46oQ2bdqwceNGRowYQevWrendu7eth1Rr2dvb4+npiZubm7yumJ2djaOjIy4uLvX+qqg8ytpO2bpVf/zoDlLDJ3UztK1bWZ0HobI4h8Ky/XHxEzFVxZYbyjoiu/iSAtwMDkobZ3h4ONu2bWPu3Lm8+uqrtGrVig8//JCpU6eSm5tL+w7d8fFpgU6fQ7b6OpAGCgfs7d3IyDh3y58LQMeOHXF1deW5554jKSkJJycngoKCWL16NePGjbvt4+uq/fv3M2vWLHbv3m3TQ5gagmPHjoklhmLuuAYhMTGRtWvX8uKLLzbYq8JVq1bxwgsv8Ouvv9b7zElVMZvNqNVq8vPzcXBwwN3dvUEECnl5eVy8eJGgoKDbtqm25OjkK+92kLo6egWEo/Dyxb7tzUZOlu2OSzugSgoqmrQu6ghqVXdw/OZEXTxA0OakyKdzlqcvhOWhPNevX8fZ2Rl3d3fs7e3lnhDCrR0/fpz+/fvLJ8sKN0k1CC2a96mSDMLlKzGiBqEUd5xBaNmyJYsXL66CodRd06ZNIyMjg3/9618cPHhQbgwllE2hUODt7Y27uztarRa1Wo1Wq6VJkyb1PkiojOITqqOTLx0BV02A1ZkWUDSpy10jb3wvLeV40bHbN7pLXs1shepGLYNUlKhOPob2xtkTEqkFdWljKI3BYCA3N5f8/HyaNGmCnZ1did+pCA5u79y5cwwePJjFixeL4ECwGVF+X0VeeuklMjIyGDhwIL/99hvNmjW7/YMEHB0dadSoEQaDgcLCQhQKBWazmezsbNzc3OpcQ63bUSqVNGvWTO48WlnSORRSVkEiHTQF4Glxe7Y2zap+ICC5K4rMwVb9DKS209KBWlLWoDwTuk6nIzc3l4KCAuzs7KzWykXAVzFXrlwhKiqKadOmMWfOHFsPR2jARIBQRRQKBUuXLiUzM5OoqCgOHDggeiRUgIODg1z0KvVRyMvLQ6lU4u7ujpOTU72YaBwcHEo0AKosaeKWzrUob+toiXRmhNKjmbykUPywrFs9n7Q6qVAoyM3NxWg04uXl1SCWiqrL9evXiYqKYsiQISxZssTWwxEauCrpgyDcZDAYGD16NKmpqfz888+i6riSzGYzBQUF5ObmotfrcXFxqdNtZSUGgwGNRoOHh0et6Z/h6xtcoeBCr9eTn59Pfn4+np6euLi4yH31hcrTarX069ePNm3asH79etFc7BZEDULNEP+iq5iDgwMbNmzAxcWFkSNHoq/E/m6h6KrUxcUFX19fGjduLAdaOp2O69evk5OTg9FotPEoK06v15OUlFSr/l6kp58tV3CQl5fHtWvXSE9Pp6CgAFdXV3kJSAQHd6agoIDhw4fj4+PD119/LYIDoVYQ/6qrgbOzM9u3bycjI4Nx48bVyYmsNnF0dJTX7O3s7HBwcECr1ZKWlkZGRgYFBbc/zEioOJPJRG5uLoWFhfJtSqUSHx8f/Pz8alUWpC4zGAw88sgj5Ofns3Xr1juuTxGEqiIChGri4eHBjz/+yOnTp5kxYwZiJadqODo64u3tjZ+fH15eXpjNZnkCkyroRUBWeVLXy/T0dNLS0tBoNHK2w9XVFS8vL5ycbn82hFA+ZrOZadOm8ffff7Nr1y6xJCnUKiJAqEaNGzdm3759/Pjjj8ycObPM7nlCxdnZ2eHq6oqvr698iqh0ZGxaWhrXrl2zmtyE0km1HlJQlZeXh1arxc7ODg8PD5o0aSImrWpiNBqZNm0av/zyC3v27BFFzUKtI/KD1SwwMJADBw4wYMAAJk+ezOrVq0Vatpq4urri7OyMTqdDp9ORn5+P2WxGqVRiNBopKChAqVTi4OBgsyp7KbCx5Zp9YWEhOp0OvV6PTqfDbDbLXS7d3d1RqVRiF0I1KywsZOLEiZw4cYIDBw6IbdFCrSR2MdSQlJQU7r//foKDg1m3bp1YZ6whUke/goICsrKy5D8rlUqcnJxwd3e39RCrldFoRK/XU1hYKLe5zs7OlreQOjk54ezsLILWGqTT6Rg7diwJCQns27ePJk2a2HpIdY7YxVAzRIBQg9LT0/nXv/6Fv78/mzZtarCtqW1FqlfQ6/Xo9Xr5fAiTyUR6ejqOjo5yPwbp/+sKs9mMwWCQdxVkZ2dbLR3Y29vj7e2NUqnEZDKhUChElsAG8vLyeOihh1Cr1fz4449iWaGSRIBQM+rOJ2A94OvrS3R0NEOGDOGBBx5g586d9f4KtjaRMgfFszdmsxknJyc59S5NoE2bNkWhUKDRaICiLaz29vbyV2Um2MqexQBFuwrMZjP29vbyqZAGg0H+AvD395cnfxcXF3kHiOW2ObEl0TY0Gg1Dhw5FoVDw888/y7UzglBbiQChhnl6erJnzx6GDx9OVFQUu3fvxsvLy9bDatCkTILEZDJhMBjkAEBK01vujvDx8cHJyYmcnBy5vbC9vT12dnY4Ojri7OyMyWSioKDA6mpdp9NRWFgo72rR6XQYjUbMZrP85ezsjKOjIwUFBWi1WkwmkxwcODk54ePjIy+bODg4yEsElhkPcSVUu2RkZDBo0CB8fX3ZsmVLhYNDQbAFESDYgLu7O7t27WL06NH069ePvXv3Vln7XeHO2dnZWWUZpA6OZrMZo9GIyWSSJ2NpYjaZTOj1ekwmEy4uLjg7O2MwGFCr1VbPLXWHlAKEnJwcdDqdHEQoFIqiEw8dHeVgQwo8pMwFFGVDxNp13ZCamsrAgQMJCgpiw4YNYpuoUGeIAMFGnJ2d2bp1K48//jj33XcfP//8s6hkruUUCkWJugRnZ2ecnZ1Lvb9SqcTfv+hoZik7kJubi1qtljMKjRo1KnOporTlEKFuSUpKYsCAAURERPDf//63TtW1CIJYjLQhR0dH1q9fT8+ePenVqxd//PGHrYckVDEpKyBlAKQ6BikoEIWC9depU6fo1asX/fv358svvxTBQT3yySef0KpVK5ydnenWrRsxMTFl3nfr1q0MHDiQxo0b4+HhQa9evdizZ4/VfdauXWuVRZS+bN0lVgQINmZvb8+aNWuYOnUqkZGR/PDDD7YeklCNnJ2dad++fZlZB6F+2LZtG/feey///ve/WblypSgMrUc2btzIrFmzmD9/PqdOnaJPnz4MHjyYK1eulHr/AwcOMHDgQHbv3s2JEyfo168fw4YN49SpU1b38/DwICUlxerL1p8TYptjLbJp0yYmTZrEK6+8wpw5c8TVpSDUMWazmbfffpvXX3+dr7/+mhEjRth6SPWSLbc5RkREEBYWxsqVK+XbOnTowIgRI3jzzTfL9ZrBwcGMHTuWhQsXAkUZhFmzZpWoWbI1EdbWIqNHj+aXX37hvffe44knnhBtguuhgoICEhMTbZ46FKqeTqdj4sSJrFixgpiYGBEc1DEajcbqS6fTlbiPXq/nxIkTREVFWd0eFRXFoUOHyvU6JpMJrVZbogdGTk4OLVq04K677mLo0KElMgy2IBbFapnu3btz7NgxHnzwQaKiotiyZQs+Pj62HpZQRUwmE9nZ2WIHQj1z7do1Ro4cSWFhIUePHpWLU4XqpdFew87uzo7GNpmKti8HBgZa3b5o0SIWL15sdVt6ejpGoxE/Pz+r2/38/EhNTS3X67333nvk5uYyZswY+ba7776btWvX0rlzZzQaDcuWLSMyMpLTp08TFBRUiXdVNUQGoRYKCAjgwIED+Pj4EBERwV9//WXrIQmCUIY///yTiIgIAgMD+eWXX0RwUEclJSWRnZ0tf82dO7fM+xZf/pVauN/Ohg0bWLx4MRs3brS6SOjZsyePP/44ISEh9OnTh++++4527drx0UcfVf4NVQERINRSbm5ubNq0iYcffphevXqxd+9eWw9JEIRidu/eTWRkJJMmTWL9+vWifXod5uHhYfVVWr8KX19f7O3tS2QLrl27ViKrUNzGjRuZMmUK3333Hffff/8t72tnZ0d4eDgXL16s+BupQiJAqMXs7OxYsmQJK1asYOTIkXz44YeImlJBsD2z2cy7777LmDFj+Pzzz1m4cKEoKm4AlEol3bp1Y9++fVa379u3j3vuuafMx23YsIGJEyeyfv16Hnjggdu+jtlsJjY21ubZKFGDUAc89thjtGnThjFjxvDLL7/wxRdfiENe6igHBweaNGki9sTXYenp6UycOJE///yT/fv3Ex4ebushCTVozpw5jBs3ju7du9OrVy9WrVrFlStXeOqppwCYO3cuycnJfPXVV0BRcDB+/HiWLVtGz5495eyDi4uL3OL9lVdeoWfPngQFBaHRaFi+fDmxsbGsWLHCNm/yBpFBqCN69uxJbGwsZrOZrl27cvDgQVsPSagEqbui6JBYN/3666+EhITg7OxMbGysCA4aoLFjx/Lhhx/y6quv0rVrVw4cOMDu3btp0aIFACkpKVY9ET777DMMBgMzZszA399f/nr22Wfl+6jVaqZNm0aHDh2IiooiOTmZAwcO0KNHjxp/f5ZEH4Q6xmw28/HHH/PSSy8xd+5c5s6da3VSn1C7GQwG8vLycHV1FVmEOsRgMLBkyRKWLl3Ke++9x5NPPimWFGxI6oPg7d2+SnYxZGWdF8c9l0JkEOoYhULBv//9b2JiYvjqq6+IiooiJSXF1sMSykmv15OQkCB6XNQh//zzDwMGDGDjxo0cPnyYp556SgQHQoMgAoQ6KiwsjBMnTtCsWTNCQkL46aefbD0kQZCZTCYmTZpU588X+f777wkJCaFt27YcP36cLl262HpIglBjRIBQh6lUKr7++muWLl3K6NGjeeGFF8SVqVAr6PV61q5dy8CBA209lErR6XTMnj2bxx57jI8++og1a9bg5uZm62EJQo0SAUI9MGHCBI4fP87evXvp06cP586ds/WQhAbO2dmZHj16MH36dFsPpcLOnj3LPffcw4EDBzh58iSPPvqorYckCDYhAoR6on379hw5coTevXsTFhbGkiVLRDahlmooOxh+//13+TCaukCn07Fo0SLCw8O5//77OXToEG3btrX1sATBZsQuhnro6NGjTJ06FbPZzOrVq4mIiLD1kAShVjt06BBTp07FycmJNWvWEBYWZushCbcgdjHUDJFBqId69OjB8ePHefjhh+nXrx+zZ88mJyfH1sMShFpHq9Uyc+ZMBg4cyMSJEzl69KgIDgThBhEg1FNKpZL58+dz8uRJTpw4QadOndizZ4+th9Xg5eXlcfbsWfLy8mw9lAZv165ddOzYkbNnzxIbG8sLL7yAo6OjrYclCLWGCBDqubvvvptffvmFl156iTFjxjB+/HjS09NtPawGzWAw2HoIDdq1a9d45JFHePzxx1m8eDHR0dE2PVJXEGorESA0AHZ2djz11FPExcWRnZ1Nhw4d+Oabb8TBT0KDYjab+fLLL+nQoQOFhYXExcUxZcoU0fRIEMogAoQGJCAggO3bt/PJJ5/w/PPPExkZyeHDh209LEGodjExMfTs2ZP58+ezevVqNm/ebPOT8gShthMBQgOjUCgYPXo0Fy9eJCoqioEDBzJmzBguXbpk66EJQpW7cOECI0eOZMiQIQwbNowLFy7w0EMP2XpYglAniAChgXJ3d2fx4sVcuHABDw8POnXqxJw5c8jMzLT10Oo1Z2dn2rRpg7Ozs62HUq+lp6fzzDPPEBISQpMmTbh48SIvv/wyrq6uth6aINQZIkBo4Jo1a8bq1av5/fffOXv2LG3btuWDDz5Ap9PZemj1kp2dHe7u7tjZiX961aGgoIClS5fStm1bLl26xPHjx/n0009p2rSprYcmCHWO+JQSAOjSpQt79uxhw4YNfPHFF3Ts2JFNmzaJQsYqptfrSU5OFl0uq5jZbObbb7+VC3A3b97Mrl27CA4OtvXQBKHOEp0UhRKMRiNr165lwYIFtGzZktdee43+/fuLau8qkJeXx8WLFwkKChLp7ipgNpvZu3cvCxcuJDk5mddff53HH38ce/s7664n1G5SJ0V7R28Uiju7zjWbTRgLs2jXrh329vbMmDGDGTNmVNFI6zaRQRBKsLe3Z8qUKVy4cIHBgwczZswYevbsyfbt2zGZTLYeniBgMpnYsmUL3bt35/HHH2f48OFcuHCBCRMmiOBAqJRjx44RFxcnggMLIkAQyuTu7s6CBQu4fPkyY8eOZfr06XTu3Jl169aJZj+CTRQWFvLll18SHBzMs88+y/jx40lMTGTevHkiIyMIVUwsMQjlptPp+Oqrr3jrrbcwm8288MILTJw4UVTkV4BYYqic/Px81qxZw9KlS3FycuLFF19k3LhxDeZkTMFadSwxiMOaShIBglBhBoOBTZs28cYbb5Cens6cOXN46qmnUKlUth5arafX60lLS8PPz89mk1tWVhaenp51YidFdnY2K1eu5IMPPsDf35958+bxf//3f2IZoYETAULNqP2fEEKt4+DgwCOPPMLp06dZtWoVW7dupUWLFrz88sskJSXZeni1mlKpJDAw0GbBwenTp2nUqBHPPfecTV6/vKRlgxYtWvDDDz+wdu1aTp06xZgxY0RwIAg1RAQIQqXZ2dkxbNgwDh06xNatWzl9+jRt2rRh6NCh7Ny5U9QplMJkMpGXl2ezYs+2bdvywgsvMHToUJu8/q0UFhayfft2Bg8eTLt27YiLi+P777/n4MGDDB48WOyiEYQaJpYYhCqVlJTEF198werVqzGbzUyZMoUpU6bQvHlzWw+tVhA1CCUlJiayevVqvvjiCxwdHXniiSeYNGkSAQEBth6aUEuJJYaaITIIQpUKDAxk0aJFJCYm8umnn3Lq1Cnatm0rsgqClcLCQrZt2yZnC86ePcuaNWuIj4/n5ZdfFsGBINQCDrYegFA/2dvbM3ToUIYOHco///zDmjVrmDFjBiaTiSlTpjB58mRatmxp62EKNSw+Pp4vvvjCKluwevVqERAIQi0kMghCtbvrrrvkrMKqVauIjY0lKCiIiIgIli5dSnx8vK2HKFSjv//+m7fffpvw8HDat28vsgWCUEeIAEGoMfb29jzwwAPs3LmTlJQUpk2bRnR0NHfffTfdunXjzTff5OLFi7YeZrWrK1X4cXFxNG/enFGjRlX4TI7z58/z+uuvExoaSnBwMDExMUyfPp3U1FR5aaGu/BwEoaESRYqCzWVlZbFz5042b97M3r17ufvuuxk1ahSjRo2iQ4cOth5eg7Vu3TrGjRsHFNUMODiUvSJpNpuJi4tj8+bNbN68mYsXLzJo0CBGjRrF0KFD8fLyqqFRCw2BKFKsGSJAEGqV7OxsfvjhBzZv3sxPP/1E69atGTlyJPfffz89e/bEycnJ1kNsMC5dukTbtm3p27cv+/fvL/H9goICjhw5wr59+9i6dSuXL19myJAhjBo1igceeEA0zhKqjQgQaoYIEIRaKycnh927d7Njxw6io6PJzs6md+/eDBgwgP79+xMWFlbn0tQFBQUkJibSsmXLOtGi+uzZs7Rs2RI3NzcMBgMnTpwgOjqa6OhoDh48iLe3NwMGDGD48OEMHjwYNzc3Ww9ZaABEgFAzRIAg1Alms5m//vqL6Oho/ve///HLL79gNpvp27cv/fv3p3///gQHB9f6Zjp1qQ+CyWTi7Nmz/O9//yM6Oppff/0Ve3t7+vXrJwdp7du3r/U/c6H+EQFCzRABglAnGY1GYmNj5ckrJiYGd3d3+vfvT0REBKGhoXTt2hVPT09bD9VKbQ4Q1Go1sbGxnDp1it9//53o6Gjy8vK499576d+/PwMGDCAkJKROnOEg1G8iQKgZIkAQ6gW9Xs/Ro0eJjo7m+PHjnDp1in/++Yc2bdoQGhpKaGgoYWFhhIaG4ufnZ7Nx1pYAITU1lZMnT3Lq1Cn5Kz4+nsDAQEJDQ+nevTv9+/enR48eODo62mycglAaWwcIn3zyCUuXLiUlJYXg4GA+/PBD+vTpU+p9U1JSeO655zhx4gQXL17kmWee4cMPP7S6z9q1a5k0aVKJx+bn59t0KVI0ShLqBaVSSe/evendu7d82/Xr1+XJ7+TJk6xdu5aLFy/i7+8vBwydO3emdevWtGrVikaNGtWrdLnZbCYjI4OEhATi4+M5c+aM/PNIS0sjKCiIsLAwevTowZNPPkloaCi+vr62HrYg1GobN25k1qxZfPLJJ0RGRvLZZ58xePBgeVtwcTqdjsaNGzN//nw++OCDMp/Xw8OD8+fPW91m6zolkUEQGhStVsvp06flq+c///yTxMRE0tPTUalUtGzZklatWsn/tfz/qkg/GgwGcnJycHd3v+W2wfLKzs4mISGBxMREEhISrP4/MTGRnJwcGjduTMuWLenUqZOcRQkJCcHd3f2OX18QbMGWGYSIiAjCwsJYuXKlfFuHDh0YMWIEb7755i0f27dvX7p27VpqBmHWrFmo1erKvIVqIzIIQoOiUqlKZBqgKHBITEy0mlx//fVX1q5dS0JCAhqNBm9vb5o2bYq3tzdeXl7yV1l/9vT0LDMIKO2DwGAwkJ2dTVZWFmq1GrVabfX/xf+cmppKVlYWXl5eVoHNwIED5f9v2bKlCAQEoYro9XpOnDjBSy+9ZHV7VFQUhw4duqPnzsnJoUWLFhiNRrp27cprr71GaGjoHT3nnRIBgiBQFDh07tyZzp07l/r9rKwsEhISuH79eomJOj09nYsXL5aYyLOzszEajeUeg729vVWgUTz4CAwMtPpzkyZNaNWqlWhCJDRgZszmOz06vSiJrtForG51cnIq0XclPT0do9FYoo7Jz8+P1NTUSo/g7rvvZu3atXTu3BmNRsOyZcuIjIzk9OnTBAUFVfp575QIEAShHLy9vfH29rb1MARBoKjmqGnTpnc0KVtyd3cnMDDQ6rZFixaxePHiUu9fvFbJbDbfUf1Sz5496dmzp/znyMhIwsLC+Oijj1i+fHmln/dOiQBBEARBqFOcnZ1JSEhAr9dXyfOVNsGX1rXV19cXe3v7EoHJtWvXqnR3lJ2dHeHh4TY/m0YECIIgCEKd4+zsXONV/kqlkm7durFv3z4eeugh+fZ9+/YxfPjwKnsds9lMbGxsmUueNUUECIIgCIJQTnPmzGHcuHF0796dXr16sWrVKq5cucJTTz0FwNy5c0lOTuarr76SHxMbGwsUFSJev36d2NhYlEolHTt2BOCVV16hZ8+eBAUFodFoWL58ObGxsaxYsaLG358lESAIgiAIQjmNHTuWjIwMXn31VVJSUujUqRO7d++mRYsWQFFjpCtXrlg9xnI3wokTJ1i/fj0tWrQgMTERKNrVNG3aNFJTU/H09CQ0NJQDBw7Qo0ePGntfpRF9EARBEARBKEE0VRcEQRAEoQQRIAiCIAiCUIIIEARBEARBKEEECIIgCIIglCACBEGoRv/88w/nzp2z9TAEQRAqTAQIglBN1qxZQ79+/ZgwYQKzZs2y9XAEQRAqRGxzFIRq0qpVKzZs2EDnzp3x9vbm+vXreHp62npYgiAI5SIyCIJQTby8vEhNTSU9PR17e3uUSqWthyQIglBuopOiIFSTlStXMnnyZPLz81mxYgUuLi62HpIgCEK5iSUGQRAEQRBKEEsMgiAIgiCUIJYYBKEamc1mfv75Zw4dOkRqaioKhQI/Pz8iIyMZMGBAiTPoBUEQaguxxCAI1SQ5OZmhQ4fyxx9/0KlTJ/z8/DCbzVy7do0///yTkJAQdu7cSUBAgK2HKgiCUIIIEAShmgwfPpycnBzWrVuHv7+/1fdSUlJ4/PHHUalUbN++3TYDFARBuAURIAhCNXF3d+e3334jJCSk1O+fOnWKPn36kJOTU8MjEwRBuD1RpCgI1cTFxYXMzMwyv5+VlSW2PgqCUGuJAEEQqsnDDz/MhAkT2Lx5M9nZ2fLt2dnZbN68mUmTJvHoo4/acISCIAhlE7sYBKGavPfeexgMBh577DEMBoPcSVGv1+Pg4MCUKVNYunSpjUcpCIJQOlGDIAjVTKPRcOLECVJTUwFo2rQp3bp1w8PDw8YjEwRBKJsIEARBEARBKEHUIAhCNfr+++9ZtGgRhw8fBiA6OpohQ4YwaNAgVq1aZePRCYIglE0ECIJQTT799FNGjhzJrl27GDRoEN988w0jRowgICCAli1bMmvWLJYtW2brYQqCIJRKLDEIQjXp2LEjs2fP5oknnmD//v0MGTKE9957j+nTpwOwdu1a3nnnHeLi4mw8UkEQhJJEgCAI1cTV1ZVz587RvHlzAJRKJSdPnqRTp04AJCYmEhwcTG5uri2HKQiCUCqxxCAI1cTHx4fLly8DcPXqVQwGA1euXJG/f/nyZRo1amSr4QmCINyS6IMgCNVk+PDhTJkyhQkTJrBz507Gjx/Pc889h52dHQqFgv/85z9ERUXZepiCIAilEksMglBNcnNzmTVrFkeOHKF3794sX76cZcuWMX/+fAoLC7nvvvvYuHEjTZo0sfVQBUEQShABgiDUsIKCAgoLC1GpVLYeiiAIQplEDYIg1DBnZ2dUKhVJSUlMnjzZ1sMRBEEolcggCIKNnD59mrCwMIxGo62HIgiCUIIoUhSEarJz585bfj8+Pr6GRiIIglBxIoMgCNVE2q1wq39iCoVCZBAEQaiVRA2CIFQTf39/tmzZgslkKvXr5MmTth6iIAhCmUSAIAjVpFu3brcMAm6XXRAEQbAlUYMgCNXkP//5zy3bKLdt25b9+/fX4IgEQRDKT9QgCIIgCIJQglhiEARBEAShBBEgCIIgCIJQgggQBEEQBEEoQQQIgiAIgiCUIAIEQRAEQRBKEAGCIAiCIAgliABBEARBEIQSRIAgCIIgCEIJ/w+qcHIIZfEf5wAAAABJRU5ErkJggg==", + "image/png": 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", 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    " ] @@ -5110,7 +4814,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
    " ] @@ -5164,7 +4868,7 @@ "metadata": {}, "outputs": [], "source": [ - "client.close()" + "client.close()f" ] }, { @@ -5191,7 +4895,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.11" + "version": "3.11.12" } }, "nbformat": 4, From 41ba14aa9ebb47664116b1e20bea72676868c826 Mon Sep 17 00:00:00 2001 From: Charles Turner Date: Fri, 30 May 2025 19:31:10 +1000 Subject: [PATCH 11/16] WIP (think notebook is done) --- Recipes/Sea_Ice_Seasonality_Statistics.ipynb | 263 +++++++++---------- 1 file changed, 129 insertions(+), 134 deletions(-) diff --git a/Recipes/Sea_Ice_Seasonality_Statistics.ipynb b/Recipes/Sea_Ice_Seasonality_Statistics.ipynb index 76d66f4b..27d67c29 100644 --- a/Recipes/Sea_Ice_Seasonality_Statistics.ipynb +++ b/Recipes/Sea_Ice_Seasonality_Statistics.ipynb @@ -18,11 +18,12 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "import cosima_cookbook as cc\n", + "import intake\n", + "# import cosima_cookbook as cc\n", "import matplotlib.pyplot as plt\n", "import xarray as xr\n", "import numpy as np\n", @@ -45,6 +46,16 @@ "execution_count": 2, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/node.py:187: UserWarning: Port 8787 is already in use.\n", + "Perhaps you already have a cluster running?\n", + "Hosting the HTTP server on port 37601 instead\n", + " warnings.warn(\n" + ] + }, { "data": { "text/html": [ @@ -52,7 +63,7 @@ "
    \n", "
    \n", "

    Client

    \n", - "

    Client-928943ca-684a-11ef-aa70-0000018bfe80

    \n", + "

    Client-9b23a76b-3d36-11f0-8d41-0000039bfe80

    \n", " \n", "\n", " \n", @@ -65,7 +76,7 @@ " \n", " \n", " \n", " \n", " \n", @@ -74,7 +85,7 @@ "
    \n", - " Dashboard: /proxy/44999/status\n", + " Dashboard: /proxy/37601/status\n", "
    \n", "\n", " \n", - " \n", " \n", @@ -87,22 +98,22 @@ "
    \n", "
    \n", "

    LocalCluster

    \n", - "

    a4c8a2a3

    \n", + "

    c1409abf

    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", @@ -124,22 +135,22 @@ "
    \n", "
    \n", "

    Scheduler

    \n", - "

    Scheduler-de7192c5-38b2-49f3-a0ca-e932847d769a

    \n", + "

    Scheduler-f804a3e7-5045-4e4f-bb00-bb92469100e5

    \n", "
    \n", - " Dashboard: /proxy/44999/status\n", + " Dashboard: /proxy/37601/status\n", " \n", - " Workers: 8\n", + " Workers: 7\n", "
    \n", - " Total threads: 48\n", + " Total threads: 7\n", " \n", - " Total memory: 188.56 GiB\n", + " Total memory: 32.00 GiB\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", @@ -147,7 +158,7 @@ " Started: Just now\n", " \n", " \n", " \n", "
    \n", - " Comm: tcp://127.0.0.1:41893\n", + " Comm: tcp://127.0.0.1:43319\n", " \n", - " Workers: 8\n", + " Workers: 7\n", "
    \n", - " Dashboard: /proxy/44999/status\n", + " Dashboard: /proxy/37601/status\n", " \n", - " Total threads: 48\n", + " Total threads: 7\n", "
    \n", - " Total memory: 188.56 GiB\n", + " Total memory: 32.00 GiB\n", "
    \n", @@ -170,29 +181,29 @@ " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -215,29 +226,29 @@ "
    \n", - " Comm: tcp://127.0.0.1:43959\n", + " Comm: tcp://127.0.0.1:40191\n", " \n", - " Total threads: 6\n", + " Total threads: 1\n", "
    \n", - " Dashboard: /proxy/38247/status\n", + " Dashboard: /proxy/39103/status\n", " \n", - " Memory: 23.57 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:33945\n", + " Nanny: tcp://127.0.0.1:45481\n", "
    \n", - " Local directory: /jobfs/123997726.gadi-pbs/dask-scratch-space/worker-7dzxwmej\n", + " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-0btq0f2h\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -260,29 +271,29 @@ "
    \n", - " Comm: tcp://127.0.0.1:36143\n", + " Comm: tcp://127.0.0.1:38577\n", " \n", - " Total threads: 6\n", + " Total threads: 1\n", "
    \n", - " Dashboard: /proxy/34805/status\n", + " Dashboard: /proxy/40811/status\n", " \n", - " Memory: 23.57 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:38051\n", + " Nanny: tcp://127.0.0.1:39401\n", "
    \n", - " Local directory: /jobfs/123997726.gadi-pbs/dask-scratch-space/worker-wayst3xd\n", + " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-xm49ukvs\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -305,29 +316,29 @@ "
    \n", - " Comm: tcp://127.0.0.1:35457\n", + " Comm: tcp://127.0.0.1:37431\n", " \n", - " Total threads: 6\n", + " Total threads: 1\n", "
    \n", - " Dashboard: /proxy/33195/status\n", + " Dashboard: /proxy/36269/status\n", " \n", - " Memory: 23.57 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:40743\n", + " Nanny: tcp://127.0.0.1:36753\n", "
    \n", - " Local directory: /jobfs/123997726.gadi-pbs/dask-scratch-space/worker-7dx45hi1\n", + " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-t3wn47ru\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -350,29 +361,29 @@ "
    \n", - " Comm: tcp://127.0.0.1:33525\n", + " Comm: tcp://127.0.0.1:33127\n", " \n", - " Total threads: 6\n", + " Total threads: 1\n", "
    \n", - " Dashboard: /proxy/46447/status\n", + " Dashboard: /proxy/39199/status\n", " \n", - " Memory: 23.57 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:36551\n", + " Nanny: tcp://127.0.0.1:43003\n", "
    \n", - " Local directory: /jobfs/123997726.gadi-pbs/dask-scratch-space/worker-se2ic48h\n", + " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-e0j9pn0x\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -395,29 +406,29 @@ "
    \n", - " Comm: tcp://127.0.0.1:42159\n", + " Comm: tcp://127.0.0.1:34437\n", " \n", - " Total threads: 6\n", + " Total threads: 1\n", "
    \n", - " Dashboard: /proxy/36251/status\n", + " Dashboard: /proxy/37241/status\n", " \n", - " Memory: 23.57 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:39119\n", + " Nanny: tcp://127.0.0.1:36873\n", "
    \n", - " Local directory: /jobfs/123997726.gadi-pbs/dask-scratch-space/worker-egmmm0ly\n", + " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-f7icbi2n\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -440,74 +451,29 @@ "
    \n", - " Comm: tcp://127.0.0.1:33313\n", + " Comm: tcp://127.0.0.1:43609\n", " \n", - " Total threads: 6\n", + " Total threads: 1\n", "
    \n", - " Dashboard: /proxy/39307/status\n", + " Dashboard: /proxy/38559/status\n", " \n", - " Memory: 23.57 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:39605\n", + " Nanny: tcp://127.0.0.1:45741\n", "
    \n", - " Local directory: /jobfs/123997726.gadi-pbs/dask-scratch-space/worker-xgnkc7e7\n", + " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-4wn0_g54\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:33637\n", + " Comm: tcp://127.0.0.1:42347\n", " \n", - " Total threads: 6\n", + " Total threads: 1\n", "
    \n", - " Dashboard: /proxy/42077/status\n", + " Dashboard: /proxy/43085/status\n", " \n", - " Memory: 23.57 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:42045\n", + " Nanny: tcp://127.0.0.1:44425\n", "
    \n", - " Local directory: /jobfs/123997726.gadi-pbs/dask-scratch-space/worker-il59vyrz\n", - "
    \n", - " \n", - "
    \n", - " \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 7

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", "\n", @@ -534,7 +500,7 @@ "" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -563,14 +529,16 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "session = cc.database.create_session()\n", + "catalog = intake.cat.access_nri\n", "\n", "exp = \"01deg_jra55v140_iaf_cycle2\"\n", "\n", + "expt_datastore = catalog[exp]\n", + "\n", "# Southern Ocean domain only:\n", "lat_slice = slice(-80, -50)" ] @@ -584,14 +552,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Sea ice year is between Feb 15 to Feb 14 (sea ice year), but we need to open until March until we do time corrections below:\n", "year = 2000\n", - "start_time = str(year) + '-02'\n", - "end_time = str(year + 1) + '-03'" + "start_time = f\"{year}-02\"\n", + "end_time = f\"{year+1}-03\"" ] }, { @@ -606,21 +574,26 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ - "concentration = cc.querying.getvar(exp, \"aice\" , session, frequency = '1 daily',\n", - " start_time = start_time, \n", - " end_time = end_time,\n", - " use_cftime = True, decode_coords = False)\n", + "concentration = expt_datastore.search(\n", + " variable=\"aice\",start_date=\"200[0,1].*\"\n", + ").to_dask(xarray_open_kwargs = {\n", + " # \"chunks\": \"auto\", \n", + " \"use_cftime\" : True,\n", + " \"decode_coords\": False,\n", + " \"decode_timedelta\" : False,\n", + "})['aice'].sel(time=slice(start_time,end_time))\n", + "\n", "\n", "# Applying time correction \n", "concentration['time'] = concentration.time - dt.timedelta(hours = 12)\n", "\n", "# Overwrite coordinates used by CICE output:\n", "# Loading geographical coordinates in a more useful format:\n", - "geolon_t = cc.querying.getvar(exp, 'geolon_t', session, n = -1)\n", + "geolon_t = expt_datastore.search(variable=\"geolon_t\").to_dask()\n", "# overwrite coords:\n", "concentration.coords['ni'] = geolon_t['xt_ocean'].values\n", "concentration.coords['nj'] = geolon_t['yt_ocean'].values\n", @@ -653,7 +626,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -680,9 +653,18 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/intake_esm/source.py:280: ConcatenationWarning: Attempting to concatenate datasets without valid dimension coordinates: retaining only first dataset. Request valid dimension coordinate to silence this warning.\n", + " warnings.warn(\n" + ] + } + ], "source": [ "# Create a circular path to clip plots:\n", "theta = np.linspace(0, 2*np.pi, 100)\n", @@ -691,7 +673,7 @@ "circle = mpath.Path(verts * radius + center)\n", "\n", "# get land:\n", - "ht = cc.querying.getvar(exp, 'ht', session, n=1).sel(yt_ocean=lat_slice).load()\n", + "ht = expt_datastore.search(variable=\"ht\").to_dask()['ht'].sel(yt_ocean=lat_slice).load()\n", "land = xr.where(np.isnan(ht.rename('land')), 1, np.nan)\n", "# Adjust latitude on land, so it goes to south pole. Needed for prettier plotting:\n", "land_lat = land.yt_ocean.values\n", @@ -708,12 +690,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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    " ] @@ -756,7 +738,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -786,9 +768,22 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/client.py:3383: UserWarning: Sending large graph of size 810.49 MiB.\n", + "This may cause some slowdown.\n", + "Consider loading the data with Dask directly\n", + " or using futures or delayed objects to embed the data into the graph without repetition.\n", + "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", + " warnings.warn(\n" + ] + } + ], "source": [ "# Use cumulative sums based on time. If grid cell has sea ice cover below min_threshold, then cumulative sum is reset to zero:\n", "advance = conc_above_threshold.cumsum(dim = 'time') - conc_above_threshold.cumsum(dim = 'time').where(conc_above_threshold.values == 0).ffill(dim = 'time').fillna(0)\n", @@ -814,12 +809,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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t4O0dYO0dYG3tQHsHeHsHyrMWWFsn2puakO3sgGEYGDVqFMaNG4ctt9zSt5SXl6+3eUeIEGHTQkRSIkToA1atWqUIiL4sXLgQlZWVeQ/uMWPGoKGhYcC4U6ru/AuaT7sAMy4uwxkjpgEASEhIGgdDsdMgjnMKThj2XroL0p0rkeuaD7trDhYu/hqscx6WLvoGzU0rUF9fn3f9W265Jerq6kAIWa/XGSFChI0LEUmJECGAzs5OvPfee3jrrbfw1ltv4YMPPsDKlSsxZMiQ0IdxbW3tgHgYz7i4DADwdXYxAGBcYqg6dsaIaSCgWHXauRh+2z+Rpit8fZOsRq0TUBywYi8AgEP8Pw8G964zbdggnR1Y2fw1WHouMq1z0LryWyxf8i2WL1uI8vJy7Ljjjpg4cSImTJiAXXfdFVVVVWv3oiNEiLBRIyIpETZpcM4xb948vP3224qUfPrppxg6dKh6uO68887YaqutUFZW1t/TDcXw2/4JADhxziQAAHX/R1sGx22b3wNAEA/CKVae/huMuHUGuo1GJFlNnjVlUuPeAABGOQZ1JwuesymZBSBIi05kmHty2+pG66rv0Nz2MVbO+witjR9i6eK5GDtuHH40caK6t2PHjo1iXSJEiFAQEUmJsEkhk8ngww8/9JGS5uZm7LjjjpgwYYJ6eA4dOrT3wQYAht/2TxBOccLcA0C539JhUQ7HJQ33j3oehPvJwMGNe6l1STQGpZNgGumg3G8hYoSrfYxwtCZyvv5BSNICAC2Z5Vi++APkOj5E88KPMe+rT1BcnMJE7b7vvPPOKCkpWe37ECFChI0TEUmJsNFjzpw5eO655/Dcc8/h9ddfR3l5OSa6b/MTJ07E+PHjkUql+nuaqw1JUAwex3Hz9kGM+QmFQzgYARzKFbmYPvIVAMAhy/Zw2zDVviqTWO05MMLREbd948hz+9pRDodwtMcy6rzdrAvty2ajacn7SLV+hXlffoDO5pWYOHEiJk2ahEmTJmHrrbceEK60CBEi9A8ikhJho4NlWXjzzTcVMZkzZw523313TJo0CQceeCC22GKLDf7B1xtBkdCJikRbwlLr5dmYWjfcMfS2+v6wYwCU5cUhQEc85zu3hGUwtMcyisw4hIG56zniqHZdrYuRW/g2vv3qOXR8+SnqBg/GIQcdhEmTJmGvvfbaIMlkhAgR1hwRSYmwUWDFihV44YUX8O9//xsvv/wyioqKcOCBB2LSpEnYd999UVpa2t9T/N4YcesMtU5AYfI4ps7bCzFGQDUiobtYJEnRUYiEyN3B9kFeIo/LcXSSAgiiYnAKhzBxfsrREk+724Kc5IiDNrMTALA4+S0YbFCYYLDBpVUmayPz3ZeIffMVMp//D90tLdh9zz1xxKGHYtKkSRg+fHjvNy1ChAgbNCKSEmGDBOccn376KZ5++mk899xz+PDDD7Hjjjti0qRJOOigg7DDDjtsVAGZw2/7Jwweh8njvv2/mrOnj6AAfpICeESlEAkBvGPBQFiD57uQ1Hk0ssIIVySFUY6M4fhIyrJUmyImK+PLAADdRjOGZbbEouRXefNhEBYZSVgYd2A3LkXu8y9hff4FrDlzsfnQShw46QAcPfUM7Lrrrhu8dSxChAj5iGTxI2xQWLJkCf7xj39g+vTpmDt3Lg488ECcfvrpOOCAAzB48OD+nt5ah7SeUJgweVwFvx4/d3exnxEYGidxiNinExWD+9sYHD0SkeB24WOuBUXb4z8vBcDAwJGhwsW0Kr5cb41FyS9843MwsRCm1gHg1kV/AACc/NPz8Pexr+GkQRfgwP93M1o6CSZNmoTKykocc8wxmDp1KjbffPOC848QIcKGhciSEmHAo7OzE0888QSmT5+O119/HXvttReOPfZY/OxnP9toM0F01460oEyd92N323PvSPKhW0kckm9NWVfojjk+CwoA5ChTLqAcdTCndCUAwCI2uo0MmmKCqDAwZIxmRUQAqHVGbADALQsvxlFXt/vOKfVg5P5sNovnn38e06dPx3PPPYcdd9wRxx57LCZPnozq6up1cdkRIkRYT4hISoQBCcdx8Oqrr+LBBx/Ek08+ic033xxTp07FlClT0NDQ0N/TWyeQxMTgcVBQpWFy7Nw9fBaMoPUkLGZkbRCVQnEuEjpB0dtkDGFbke6eeSVNYISpGBQ/SWkFNIuJTlLCCEpvaGpqwqOPPorp06fjww8/xIEHHoipU6di0qRJSCRWP3spQoQI/YuIpEQYUPjf//6H6dOn4+GHHwYATJkyBVOnTsV2223XzzNb99j8lqcVMZFunanzfpznfpEkpVBAKwAfeQB6JixB95Dc11v/MJIiCYqYA8PCkhbkiANGmLKkNMdWgoOBchNpoxUOyfhIinT1rDj9zIJz7gu+++47PPTQQ5g+fTpaWlpw1FFHYerUqZgwYUIUvxIhwgaCiKRE6Hd0d3fjoYcewm233YbvvvsOhx9+OKZOnYp99tlnvRbd60+MvuVJGDB95ATIjw/RCUqh1OCeyEpfIeJW8jOFAKFkK87jz+qRWigW9dKMV6S60G6mfSSlxWxCuVOBNqMVBkw4EK6djCGsJhnaDADfm6RIcM7x1ltvYfr06ZgxYwaqq6tx2mmn4aSTTkJFRcVaOUeECBHWDSKSEqHfsHjxYtx+++246667MGzYMJx99tmYPHnyRhtnEoaRtz6GGE/mqcHKwFgd0roRYx5BKe8Wx9qKxN9genFe+nEIaZGERN+WbRnlyJgMFuWIMeIjRpbBVDsgnKQ4hGNhcQssaiuSwogjXD00gziPwyY2LJITIbZuNs+VS3+52q6eviCbzeKZZ57BLbfcgo8++gjHH388zj77bGyxxRZr/VwRIkT4/ohISoT1jvfeew833XQTHn/8cRxwwAE455xzsMcee2wSJngZdyLdOiaPg3J/kl2QoOiuF92KIgmKjraiQoJrqz9XSVK6Yw5iDs1zL2VNlhc0W4ikOIQhS3M+ksIIU39tYiuLyromKhIffvghbr75Zjz66KP4yU9+gnPOOQf77LPPJvE9jBBhQ8HGIyQRYUDDtm08+uijmDhxIvbZZx/U1tbiyy+/xFNPPYU999xzk3owqLgTUEVQjp+7O6bO+7EvtVgugCAnRh9eJ0rTQEWXsHgYPTATGhLTEtwviUfMocKKwr1FEhRGuS+rRxIUHfWZ8tA5SIIShLQqnT7iUpXJsy4wfvx4PPjgg5g3bx522GEH/OIXv8A222yDe+65B+l0ep2dN0KECH1HZEmJsE7R3NyMu+++G7fddhtM08TZZ5+NX/3qVygvD39wbWwYeetj+POSEwGIlNkRt85QJIVyEyfN+Ulen2B6se+YrneikRDdqsII0KGpx4dZVnoCI17cSRgcwn0kRe4LEhRdzK3TzGFpsllZUnIk557LzeYBg0NsMBlA6wbPdhkrcNOi89apRUUinU7j4Ycfxk033YRly5bhtNNOwxlnnLHRZpNFiLAhICIpEdYJ5s+fj2uvvRYPPPAAdtppJ5xzzjk4+OCDN5lAWImRtz6GOBMBI1naiVO/OxB/2/xFEFCc+s1PVTv5sO8tvbiQdSRIUgBBVIqzQHuKw2AEDuUF6/MAQFUnUX2XlzM1H31+gEtIDA5LyuJT7tNGEW2YCrSVfdOGjUWpVeg0u5AjOZ8VpSeSAoisn8YzTg299rUNzjlee+013HTTTXj55Zdx5JFH4qKLLsIPfvCD9XL+CBEieIjcPRHWKpYsWYIzzjgD48aNQ1tbG9544w28/vrr+NnPfrZJEhTAi7GQFpTTvjnALQ7ouXGka0cXZ1NS9ayw+6a8G6GxKYBw/XQlgLK06FeSIUjlgFTOT3YqugiqOvOziIJpyBIGJ2CEq7nHHOIjKBLVblVlOU6cGdisazC26BwWSlCCIIGfp7rb71qn7h91XkKwzz774Nlnn8Vnn32GsrIy7LTTTpgyZQq++eabdX7+CBEieIgsKRHWClasWIFrrrkGd955JyZNmoQ//vGP2Gqrrfp7Wv2CGReX4cIhd4O4gmyEU5zy7b7qeFAlFoCqraPX2OkppgQoTE50MBXY6u3TvTJhniBGgJWl3JflI8bIt6YUPq+XntyayPrcQgCQNoRM/qdl3+ZZUQCP2AWtKQDWm0VFx4IFC3DllVdi+vTpmDJlCi677DKMHDlyvc8jQoRNDZElJcL3QnNzM37/+99j9OjR+Pbbb/Hf//4Xjz322AZDUGZcXOZbVhdb/PW5vH0XDbkPMZ5UtXZ+NXcfv9VEy9CRS8wRf/tKUHRQBpgOh+nkkwY5HmWynXf+QqEqzSUc1V3+jCJp7fH2ESRtiqRNEXO8+XsVlQloQCWXasG3JXYcBqfYtn0Mtm8fi/FtW2Ontm2wU9s2AJCXkg14lpW1aU0Zdts/MOy2f/Q65ogRI3D33Xfj888/h2VZGDduHM444wwsWbJkrc0lQoQI+YgsKRHWCO3t7bjppptw/fXXY+edd8YVV1yBXXfddb3OoeRvF6n1zlOu6bWt3mbGxWW4pOEfMNzsGgKKxYk3cc/8m3HU1e2YcXGZCtYs9AC7tP6fap2C4o/LjsIfGqaDgcFwa3ceO3cPJG1aMOB1TaBbUOIW19YZcjHxIJeWE9sofK6Sbk8dllOCbIwgZxLVtz3lF4gLs6joCKuQnDE960h3zEaOeufUx0kbNhzXevJ++WdiTu52l7Eir77PzYsuAIA1Dqgddts/AIjPnYPhusWnr9ZYX375JaZNm4bnnnsOp512Gi666CLU1tau0VwiRIhQGBFJibBa6Orqwq233oprr70WW221Fa688krsscce630egqBQEG6AE0s7QgF48Q2dp1zrIzMAw73z7gQATKuXtXJMLEy+CYC5YzFtLIp7592KS+v/CQoKm+R80vU0YIzUXRYynThh95wOLBEUZpMoTedbPXSCEQSnBJZBQomKdPUUZZy8PowSdCX0ej2CbHQmpcKs2N9bXSCdrHTH/CRFEhEfoQm4gnLUwTsV/1MkJU1bwUguj6hwwmCRTtyx4AoAq0dYht32D+WKk265a5b8arXH+eSTT3DZZZfhtddew9lnn43zzz8fVVVVfe4fIUKEnhGRlAh9gmVZuPPOO/GnP/0Jw4cPx5VXXol99913tfRNtrn5VVzSeFjeQ6Dkb79H5ylXhfbRrRgnjjpDrROuF4sTD6+RmT0BAPNSM0NGolpbhvrsj5FkRWBgWJR8CwDAYWNIdiIMbmJB6lV1jiFZv4Xo2Lm7AQAeHP0mfrJiPF6t/RgAMGXeBBRZ1FfgL+aQPAl7HZWd2lX04nwt6XbQWWT0SFB0SKtK3HIzdQrU+uFUZvAQWG5sc86U+9aMqIg2IlVZR0e8b0RlWbIN3xbNUUTFJjkllw948SkyC8gmguH1hbBIggKINHACCoOb+NPSqarN6lpo3n33XVx66aV49913cd555+H8889HUVFR7x0jRIjQIyKSEqFXzJo1C2eddRZs28af//xnHHzwwX0mJzMuLsM1g58F4BfvuqTxMADASSN/o9p2nCoeMKV3XQoAmoWEYlR6H1BOQ8W/JKgbx8AIw7zUqxCERFhbJCSRkZCWj6BFJAgGhqlzJnjb7kPVohzNqRyGticBiEwXiYzJQ+vs6MREoqLD8m0zSkAZB3MtHL2hN0MN5YBpMzUWoySPpGRjRFldggG3QaISJq8fJC3B4FpGuI+kyDaF+i5LtsEhDHOK5gAQRMUmGUVI9mzeF0G8WflftX7d4tMB+AmHTlCkFYVyE1najhsW/zqv/epi1qxZuPDCC7F8+XLceOON+NnPfrZJCRVGiLC2EZGUCAWxdOlSXHDBBXjmmWdw2WWX4Te/+Q3i8fhqjbHDTbMUebCJ7bpMbLVvXur/AQBGZHbDvNRMzULCsHn6J+5aPjFhhOWRFp2k6OgwmlHsVICCqjb6OH3BL+fsUjDbhTLiq6dTCOXd/swaQJATpfDqZvbYhkdQxHnEX9PW0nZDyIs8vT6ehLSmBPsy4rl6LC1D3DZIQeLTWswLFjEMWkR87SgHIxwOQd69bE1kff3lGDILqDfo34f/Vr4Ng8eVtcUmGV86s05SDB6HARNXLv2lOv59heMYY7jvvvtw0UUXYfz48bjlllswZsyY7zVmhAibKqLsngh5sCwL119/PcaNGwfGGL7++mtccMEFq0VQZLYMdeM2hmRrFUkwuSnWQTEqvTtGpV0peJ4CAcXIzO7YPP0TRShkW72fXDe5Kdbd88R53OvHxflKnSp17qDFRLaR6/r+X8zbGcd+twuO/3YXxJiXERNj7uJmtfSFoFR2egSFcg7KOaraPYKSSudQ2pVFImvDdLiwfLjZOqbNYNpM7QvL4vHm7V/vKYtHh2HnkzW9vz6O1FVRmUghkv0yiyemZSxJiH1+Vd2KbAIV2USgFMBqZDhpn+GPm38EACrWxORJGDyutik3QbkJh+RUgPO5w24G8P0JCgBQSnHiiSdi9uzZ2GyzzbDddtvhD3/4A7q6ur732BEibGqILCkRfHj99ddx5plngnOO2267DXvttdcajSNjSa4Z/CxMN4NGWkTCrBe6K4hyQTYAYX0xAwX4ekKZXYp2s8M3nu0KhUkyo87pFrgDgF/M3QmMciwvzuL1QZ+BguKoueOVWNnqQAbAhpSxAQCMXNyWt49RMS8rZir3i21QZfGgjCNmOeCUwDaosLa4uiphVhXdEkMZFwv3gmh1d49EJuHdG9lOXkMwXkbXdZFYWVrYdSP7SKVbqYCr66kAnkVFH8ch3JcVFAYn5DtlUQddRhZflnyhrCrSisLBQLmpSIrUYrlx0blrXYL/448/xplnnonFixfjpptuwmGHHRa5gCJE6CMikhIBgHDtnH/++Xj22Wdx+eWX4+yzz0YsFlvtcaSQGQBU2XUY3T0UC1ONvjaSGFRblYgxj4AsTC1RlpEw1GdrAAAOesosYbCojXazI+98YZk4ct/kudupYNDlxVk4hGFUqwh87GvKcFisCQBstqAZc0aIjI/RC1v7FGPiuybT88NYMRO24brPtKwd26SIW0yLJSH5RCVAavpyWWHEJYhg/EpTcT5ZcQhXlpEgafHL6Yu/Ye4fHU6Iwm0YZFxLt5HJO9YYX6bWO81GRWSWnXFyn8ZeHTDG8MADD+B3v/sddthhB9xyyy3YYost1vp5IkTY2BC5ezZxWJaF6667DuPGjQMAzJ49G+edd94aERQJAooquw6UUxgholzS/ZNkMRggajG5iYbMYNRnaxQhATxyIl0zeh8D/genwSmSThwldjGoGzArXUQAUJutRm22Wu0HBEGhmmDZ4K4ERrUWFZSir+wMX4IYM68JY+Y1ARBEZbMFzSCcKcuG4Th5S+j9ZFwtMctGImshkbWU68d0eF4GD2Vc/ZXr8rhuWVHtQ9w6AJDMMrXIc0nxuCCCliPpthFuMe97IMkKda1UCZv6hN8AIaFvcK8SdFCmX7qTdBhcnEev1lyfKUelVYQhmSoUOUkUOUnVvi5XrxYd60J6n1KKX/3qV5g9eza22GILbL/99vj9738fuYAiROgFkSVlE8a7776LE044AYQQ3Hrrrdhzzz373LenH/LfDbkXADA4Nwwj0oMBABkjp47/eMkQAMAbQ5bkuV8kggGuABB3rS6ieB3z9XPA8wiLxK6NDXinbqnoq1lhfrx0aF72je6OAApbR8Kw2QIvRVYnBgBW23oiwYlrNTEN5QbSoVtWVuccPVlRerK0SMtKUYahO0nzsoFEf/FXWlQGdRA0l7jZUCFS+g7hbuVlpiwp4nORY3Mlr++dwz+OJEGF0podwpAxLLSbGd93R7ewfFv0IQBPLG5dVl7+5JNPcOaZZ2LRokW48847ceCBB66zc0WIsCEjIimbIHK5HK644grccMMNuOyyy/Db3/52tS0n4/76AmLcC6S9pPEwXFn3JBgYuoxWVFt1IjC22ytzr5OLHy2tB+XAG0OWob67DCtSnTA4RY6K+JFiW2T5ZAwLcWa4/b2v6vYra/DJoFVumxx2bfTOo0N/+36nfpkiNHsvHgqgb/oleWNyDkaIWh+1sCWPlBDm6njQgItJIxKrQ2Qs9/ORRIUwrtYlUQmObToMMcsGIwSOaSgyA0DFtIQheEuk3goAJHPMt58RoLPICO3HqJDhD44rKyzHHKJIi05UAI+gJG1x7u6Y48sKkpCkpiOe0/b53U2SpHSZOXQZWXefFx+VoTm1DgBzUh8rTZaW036Xf4PWEmQW0G9/+1scffTRuP7661FSUrLOzhchwoaIiKRsYvjiiy8wdepUMMYwffp0bLPNNms0zoyLy3Bl3ZO+NGC53kXbUepUIM7jPpIiscuyQb5tRoC5FZ7ZW7xRM/VwEW0YtltRg9WFtJRIbY/365Zj4tLBeeQkjJTQwH+NUQtbvGNuvIdONAwnv5KvmDvNIyuAR2QkwtroxMMxDBVg21fo1hdJVgB/UG7cyncz5WJeHEzccpCLGb523UnTZ22RRMU7l/hb1W6jtdTMi1tpLfLum2XwvDiVmOO5cySZkURGYmWRsILo8S5ym1GeF7fSHssgR21YxHHbsVCS8l3qQ2Rpq7h/YGg97eK8+7M2sWDBAhx//PFYuHAhHnzwQfzoRz9ap+eLEGFDQhSTsonAcRxVZ2f//ffHu+++u0YEZeStj+W5eoJpvMWsDIww2MTGgtRy1a6+uxT13aUA/MX1RDyI91AS62K87VdUYfsVVdhuRY2vSJ++qJTgkEW6cmIOQdIm+PHiujxhNUlQZGqwWphXmG+z+c1eLIcW70EYg+HYBQmKBGFMLbI95UwtwTaSwATPRxnLW8Ig98tYFgnDFg9o02GIWw6Ku7OIWXbeUtydVYvcjlk2DNuBYTso7cy69wzueGKlptVCTauF2hbxFwDKuvJJUFUnUcvgNoq6djcGxY1TUXErjGguIKJiZmRNoGJbWJgEoeWKoATRHhNuniBB8d0zzcWotFTWw0/kiBEj8Oqrr+LXv/419ttvP1x00UXIZrO9d4wQYRNAZEnZBDB//nwcd9xxWLJkCR588EFMnDhxjcYZeetjAMQPN4ONMqcmNBNHirVJbZLNuoVrZfuVNUjYLhEJWDIcyjGvQuTuCqVShs2bS5V5vyetj9Up2Be0mAStJcHgz+FL2nwBrbr1Q5KLMBDGQi0jfQUjXl85DqMEnNDViz1x+4bFs0jywinxrevHdCj5fNfV1VUURy5Gkcwxn9AcILKNbMNLjW4tcV1C1CV+IYJz+XMXcS3BLCFZD0i3lnSZltpXCFLFFgAsamv7GSxi+2JSACBLW3Hngj+t09iUIL788ktMnToVlmVh+vTp2G677dbbuSNEGIiISMpGDM457rvvPpxzzjk45phjcO211662z3vErTPUuv52WWaLlFo9rVd/E7WJjcG5QWiKtYCC4pCF27jZF8SnOyKyTYBsjOc9sIKVgx3K17iCsE5OJDGJ9SC9MXxRsy99lzDWIymR6IsLZ3Uh3UU6OZEBtYQztR6mlQKIoNu1hSDZ6SpKuEJzHIbtgFEKx6CwTRGvIv8CQHuxm23VR4ICACtLGao7KVaUOmDEs6AElW2FK0gnMywvNmVxqhWAR1AcwtBpaCWlASxMfgYOptw96zImpRAsy8KVV16Jv/zlL7jssstwwQUXwDDW3mcYIcKGhIikbKRYvnw5Tj75ZHzwwQf4+9//jv3333+Nxhlx64w8kzflJsqdKm1bWE103RHdmlKdq8SPGof2SFJs9zdY6GZ4D7K+kBI5ho7SdFg776veG0HR0ReCopMTw7HBCYVjFhahC5IZNUfG8vpJq0qQqATBif9zkgTGk9cPfI4F5tATgmMErSs6SRH7RbtcjIJyQVRkoUQ1ZkjArb6/qYSpeJSMyfIsK/KvJwxXuDbQvOJVsIiNDM3luXskQQGgSIpDcmg/9dI+3Jm1j/feew9Tp05FTU0NHnzwQWy22Wb9Mo8IEfoTUUzKRognnngCP/jBD1BUVITPP/98jQlKGAioj6DoGJKtVesNGZF6LDVJPhm0EoA/BVWSC/nMKe+GX249hKAIaXj/Ut4lSIm++PvwggRFKLkyxCyGVNpWBMUXFxJCUILxI9SNNTGtnNhXIM5EHxeAik9RfTmDaeV8i4xbIYzBsB1fbIweuEs48y36NYq/4bEsQU2VnhbTdmDa3g1khCiCIiEJivy8AC9mpaTbAeUiTqWsy0FJt4PStLSOeFWX9Y++ulPXWPH2F7Ki9IQMzcGitiIojDhqkcjRdnfcHO6e/5c+jbsusPPOO+Pjjz/G+PHjsf322+Ouu+5C9E4ZYVND3/XGIwx4WJaF888/Hw8++CDuuOMOHH300d97zAVnHQXAb1FpM5pRaXuZNmEVhA0Q1GVFFo/BKbZfKdZlTErQ+pHKaX0D5ERvKx96xfkCou7xnn/EgwTFcB+eUgwtaOEIBsR6Aa3ywUrFQz+knWnlfNu66ycstoURqqw2ekxKLJuBlUh6ZMnx2gPe/Q+mIDNKlDVFJzO6G8u7TgecUJ/7CEDetoRpO8gm+pa2TjlAHQ4WUjTR1465MSsh7qDaDgPZGLCsVFx7T4qzBqehMvliTBF/ItbFl2FJ4mtwMGVFifESpOkqIKSw5fpGUVER/vrXv+KQQw7B8ccfj//85z+45557olTlCJsMIpKykaCxsRGTJ09GW1sbPvjgg7VmGpYxKXrNE7kuXTwSUuJ+SMa1qLgPip5k7EX2DVCU9bRHyruBtiLvuG5tSeV0wtK3t0rK8vU1pAUF8N7yK1q73HHDLSein0tm3DaG47e4xDNtyCXLAQBMzZMpAlJo/OB+fZ0RCtPKwY7FQ9vL8xhMuITUeUAVUQE8d1CepgtnoX8rmpahtboehDO1LsEJ9enFqP2U9Fqt2bsuz11UnOXoShBfraBgbaBESEHkvsrjA8AXZYsVQfHN2SUo3P2+CoIysPCTn/wEH330EY466ijsuuuueOKJJyJZ/QibBKKYlI0Ab731Fo444gjsvffe+Nvf/oaioiI8+uijAIDJkyev8bhh8SiAiElJ8CKUOCUq9mRkukGlDeeojTgzlXibRRwYIPjxkiEqJVgnH65+F4qyUiuDgFGgIyVcOWHoC0EJIydiv7CgCMEzjorWLiVXXyiVWLp0dDeOfz6CoIQhlyxHLNsJK1GiSEywLSfhgZFWoiQv00daPCSC5AXoexyLODdF1cpFal0nNYUsKa3V9cgl4nkkRc07ZqqgWZ1s6KRFJykdKYq4zZEzNV2XQGwKADgUWFCV87l6RBt/0Ky3LvZ/VDnPNz/dvbMw+SkcIkxzhFNkaTt0K8rd868HsHYqJH9f2LaNiy++GHfffTcefPBBHHLIIf09pQgR1ikikrIBg3OO22+/HRdeeCGuueYanHXWWXjsscdC264JWRl562OivL1LPmTFWMIpEtyrgSIDZMd0Dff1lw8LqSS78/I6FOW8B17cFgQlmcsnHfrDr68Wk5jjKZCq1GXNpSMhslGAypaOPKuCTlLCglvDXDvSolGIpHwfSPISJCtBl5B0JRHGkMi0I1NUgVw86TsWJCuVq5asxjz8RKW1uh5WLAZO82NSJCRRCYIREUhblHF8RRCby4X7qDeiMrcm12NWj45vylagzfTnnesEhYHh26LX9aN58yWkGX+bdx+AgUFUAODRRx/FiSeeiHPOOQeXX355lP0TYaNFRFI2UHR3d+O0007DzJkz8dhjj2Hp0qW99lldoiJJCiCIidA9MX0xKDEeD9VECcMWrZWo6YqpN2vKhQlfWlCCYISstksnWPlXunR0mA5HdVP+w0Z3x8j1MMtKMJ5EJyeE56cNBa0kptMFTgxwX/q2pdpyFWMS95GUWLZTrQMouE1ZDumiGnBKFVEBBFkpb87/nlCW882TcEfMgxhq3bsWMbeWGlF/yTYNOEY+EZGwYiE6OibN01WR+1tLzbx6QDKYFgi3pBTK6tGtJzoxAbzK2IwwzEn9P/QUf8JhAyQNAjHG3fPuHRBk5YsvvsDhhx+OUaNG4eGHH0ZVVXhAe4QIGzKimJQNEHPnzsXhhx+OkpISfPTRR6ivF7ECjz76aCgRka6f1cX8s45URIUTBsYBRnIweb57QUd9dymWFXVgp0YRLDu7ugOluThqurxAS9MRD59sDCjKAt0JgqIsD8QkrD5BEduuDorF1LokLkGCEua28cYNd+3obYMERT7Ug2TFdNoB92HPYYByN6iWOwAxwOERBBCAg4KyHAgYOChIxhtXkhGJWLbTd17CHcTdNol0O3KJEiQy7e415UKJlDy3TlT0v4XcUZKgFLKExaww95np62PYDqyYCco4KjpsrKqI5cnoe+P2ntWjE5QgOQEEQfHq9Lweel0SPEBe7p53b4/t1ye23nprvPfeezjuuOMwfvx4PPHEE9hhhx36e1oR+oC33noLd1yyN6a/ViADIIJCZEnZwPDiiy9iypQpOOaYY3DdddchHu+ZMKwNBC0qOkqdCgBQlpT9lm2Dmm7xENL1TgAva0ePR8mZQMOezyH7rKgCKwmHXkzOcp+PksCExZmI4+5Dz+F5hEXOo68ERbekFCIpyXSLe080RdogOWHifJKEhEIjL/JtXbaXlhVG4+71eMTFMVIwnHxBGAIG2yj27Qu2Iz1aDgJaKMRQ5xfbVFlSrPjqvecUcg1JfRVvm6CxOu6zokh8O0gWCQy3orxb/W3h82sEpdNox/L4R3ltgsQEYOAu2akkC2G4n9H8k/9Z8DzrE4wxXHPNNbjqqqtw++2349hjj+3vKUXoAbZtY2RdAkuaGF555RXss88+/T2lAY3IkrKBgDGGq666Ctdccw3uvPNOHHPMMevt3H9eciIA4HdD7gW0B4a0qOjun9Kc9zDuTe/EYEB1h6abogW66jElCdZz9WAdOkExtViUvpIT3/6AVgojFMl0i7JWSEgrg8Fk8GVOkQ11ToRbLzgMYU3R2xBBVnRiQ1lOuYRkW2r7013kPCjPIWbnny84JuE5H0HytVP7KQh3QFlOuYBE30Cqcg8y+jqk9SRIVihjPpJCGUdZl4PWUiMvy0eiLwRFJyUSc1NvutfGIKSimLbt9QSgyIlJxPfHQhxADgYcjL57MuaevGZWyrUJSil+//vfY/z48ZgyZQreffdd3HjjjevlBSbC6uP0g0vgMI6jdo/jpF/uhzlLLdC1oEy9sSKypGwAyGazOO644/Dee+/hySef7Jd6HrKo4O+GCHM35SZMHkeKFSkryrBMHXZdVi+K/jnhb8zSiqLrlehuHj2uhGrF8YIPvGAwLOAnL2bguCQpvdXe8R2XBMWNS0mmW2A6+elGlKd9VpC848Qvvc65AY6EWJduHp1AaMQh6Doi0k2kx4koV5EmNlMIxCNFefsD4+lERcIxUuCEoqO8Fo5pgBMK2zRg2o4iktUrFgMAmmqH5hFKaXkpZFGRaCtLquyftmIaak2xqNRMEX8/qVwIAMjSrC81XpKUxvg3AIAuoxGUy3l490yQFJ2ciM/dQBbEJStJdCOGHK6b+8yAiEsJYv78+Tj88MNRXl6Op556CuXl5f09pQgaOjs7MbSuDCfsm8AOm5v47d+6MHn3BG57NkQiOwKAiKQMeLS1teGwww5DZ2cn/v3vf6O2trb3TmsZOkGRbh+Dm6DcRDETQZuUU+y2aksMbReBmr2RFF0fxTYI4pYbR6KRizAiAvRsSQH8BKWitQuG4/SZnOhpxnJ/qnuVO65mjSlASPTjhGQB1U4jARpJCYLD8BMJ3RXUFxKypgjEnASJioRllqp1qZvCCe1TppB0EQEeWaldusDXpnHISABAOhVHJk7BKUFHiuZl+Xxdm8mzpDiE44vyJUgbaZ8FRScsK+PzATB0GovBwVDsNKDbaFQERZATsU5hgYApggIAg7AMV86dCWDgZPoE0dXVhcmTJ2PRokV44YUXMGTIkN47RVgvOPLHCfxvno3/O6YIhBC88bmFR/5fFosau5BKpfp7egMSkY1pAGPp0qXYfffdkUql8J///KdfCIrElXVPotSpQolTgRKnwvfDLwsLDm9LghawolDuV441NJ4QtHqoPgWk2Qu1NR2uxqpuakd1U7uvgrGYRzhBkdL0hPvl61PdqxBzWhBzWgTxcBc1HukOXfwEBe6669Yhjr8tsv4J6ZYO7gDc8RGU3giS79pC5hwK9zzBfpTnfO4t0/YsSRVNy1DRtAxVKxflSfKTkPtcuWoJKpobAQhyEiQoOlLpHJI53arlP15IBn/rtiFIOeLHflznCPU9tYmNLM2AcAoOBoMnwUkW3caKAjOgYIgpgkLBMAjLAACXjN4Xl4zet+Dc+xvFxcV4+umnsdNOO2HixIn46quv+ntKESAEN599N4dj9kqCuJbEH21toixFcOKBFf07uQGMiKQMUHz11VeYMGECxo8fj6eeegrFxcW9d1qHmJ/8f74qx6VOhbKiAMDuK7cCEAiO5X5yokvbO+5Q+n49IDYsdVi09wfFymXQqnZFTHTXTk81eKR0vQyO1dumulcpghI6D5dgeOQjSAJ6IxJhffpOQILkI2xdupB0l1KfyYpGWtS43BGWBc5g2l0+MkJZTqUyS1ITRlYIc1C5akkooeFUKzpIKXKx3n+egrooC4tbUOQkMa5zBCin2KpzFGxio81sRKexCg7JIEObYVGRlcVIBxjpAidpcJKFdPGYpBNx0gkKBhMWTHgk0YADA46yMA5EmKaJe+65B8ceeyx22203vPXWW/09pU0exxwwHNuNMjF2qBZrRgh+uVcCT7+dw6pVA0/peCAgIikDEG+99RZ22203TJ06Fffeey9isb7VSFmX2Dy9NwBXuM3VRZHbOkExHT8pCZITL5hW/O1MCVITJChh1hPd4mI6XI03aFU+KektOFY/Hpa9E3dWIe40gpIOfz847r5CxCScfOS30cYkDgiyyqISRiTCAnHD2uvrOjnx9+sDWVGD5LeTcTmGk4bhpH3kxHDSGknJJyseMXEQDEAWY3puN+984VML6qIwylFhFaE2WwaDUxicothO+AJnwxSUAYDCAoUFA1mYLjmhcNRSjhZFTiSmjd674G0bCCCE4IorrsCf/vQn7Lfffnj66af7e0qbLL788kv8v88t/GLPfDfvD0YK4nLsAQ39MLOBj4ikDDA8/fTT2G+//XDllVfiyiuvVGbB/sZ3qddAtX8AVLCswQkM7lUvVkQlsACCnOiunqIsR2eKKDJiuC4bPXVZVD72UolpiKW/Jy2TYGpxofRiaT0RMSi2Z+onHZobxx8E2xsIcdQSDs8FBCCPePRkIdHdRoI8+efmtc9qbiXbN16fr0OzpohtphbKLVBuqbRmST5kRpAagzP/GEqDJfxniBGRNcR0q5v72YdJ3wNAyhGE3uAEcWbkWVoMVyk5xryAUjVvLf6EgSqCkkAGBhwU8TTKeCf+OPc1fH3yU/j65Kd6vW8DAaeddhoeeugh/PKXv8Rdd93V39PZJDH1kG2x97Yx1FeFf9en7JnAK59YmDNnznqe2cBHlII8gHDXXXfhvPPOw/Tp03HYYYf193R82KL7J2qdEYYRacH6Zb2ekc3iDSFoKQmDbEOZkEAvSefrm+jtekJ1U3uvhfvyzu8Gx3JC1QNKBscCwooCiABXj1zkWz8KgXPDayPbuWNx7a8HSVTcsdEBwADjRcLCQoLWFwNQ/eV+G1BWHvjbBubMOUBgI+y/f6ieiys4p0gND7fYiLk7eVlBQYE73XrCqGclJMyBaTu+VGQhuy/beoGz2zQW47M616LDCRzCFVmJMwPvV3yNnVrHIc7EXEqdWnTkxZ/Iopkyu4qKa9PiUCQc9xrfO+WV/PuzAeBnP/sZXnrpJRx88MFYvHgx/u///m/AvABt7Hj99dfx1SIHp01KFmwzbJCB3baK4ZiDxuHtr0IqaW7CiLJ7BgA455g2bRpuvfVWPPPMM9htt936e0oAvKyetiRwV9lzAIQmypBMLeLMxJAucXxUSzKvWKCOMHO9Z3XhbkqysKLEC8SiAPlZPZUtHX0mKKZVODOmqFM8vAh3EGMyBkXEJhCS389HPtYELsEIJyxQ+7irQ0NIzjun6is1MBx1jLMUwrKJepxKb5lGvon1PmZQhE6uByGJimOk3DYeMZEZPlbMVKJuQHgdn8/qurwig1QQlXcrv1THgzop27ePBQD8p+oldBuNYCQNKKuQo6wpSXhWqRhyKEYningaH53yUq/3YCDjyy+/xP777499990Xd911F0wzek9dl2CMYcyQGHbawsRhE8P/n0k0dzCc+7cuvP7/3sauu+66nmY48BG5e/oZtm3j5JNPxv33348333xzQBCUGReX4c7/K0OLmxF3R/mzAARBGZ6u8xEUg/f+NhZ0+5iOP1YFyBdrCxKSsGDZvkAGxxaCJCgxpwUma9cezN6Pd9Bqwrluyejp5Dn/osTaBKkgNKf+EprLcwvlnZfFFTkSxCXnI0xy27O8eItsL6Dv97uMAPiCbb3JGPlBtYGMoB5VdeUwgTgUGdNiOJ48uBR8i1k2KOOobRFvlsEMHwBIOvkP2STTil+6Gj40oJS8V/NPXddP4Z9A6e6RcSjmarjHBiq22morvP3223j//fdx6KGHoqurQJnxCGsFM2bMQGsXx4E79S6sV1VKMWmnOI4/cjdEtgMPkSWlH+E4Do499lh88sknePnllweMnsGMi8vQVATcXfqs2qcXD9QJyvBW181TwJKSDOEHwTovUmk2ZjHEtaDZQiqz5W2iLk2YFSUYmxJGUDilipxIyBRjHTKN2HOTaG4Nqj/wtT6xgLuFGQB18vcB+fsB8Jh7bdlyQYSIAydXD2q0ATwOYraC2xUgRgc4Nz2ypNdT0iwuvnXfRD03FNf6ims0wRDPk+j3dQ+o1waVa31FCTUiICX9AYByy+cask1/Bpu0qGQTMZ81RS82OHuQEMHKufeSUY6PKuYgQwXpkSnIW3duDgBu7JRbwJEwtMS68WblgyBurA4Bg0EsxJFRBMWAgxLXknLevPcGrD7K6qC1tRWHHnooDMPAv//9bxQVFfX3lDY6ZLNZDBucws9/lMCe2/Yt+SGd5Tjnri7c99DjA87l31+ILCn9BMdx8Ktf/Qoff/wxXnvttQFDUACgSfu9opzC5CZGujEoOkEZ2tY7QaGc5y1hcAjgGERVwBXj5ltNyts6C6YV64JsUveEh8hNF3Wu8GWXxJ1VKqgUEOSEqPRi+CwfcvGgERdJUIgjyIaZDiUiiHf697vtebxNnEeSCiMHUAdGcjFIrAPEbBXNzVbRjthqbtDdUjImpmgxiCH66YvPqgPp0vIsK1APbBFwS5EDRQ7BAF59nxpLBuvq2T1akC0AGDwDg8sSAl4grp7WTDhD3ZL57ufJ0bAyi7qmwhYxFbzNCEzmfyBs3bm5Oq5DkpUYq/SujThgoLARA9M+2zjPwYaB60ftjIPu3H5Apx/3BRUVFXjuuedg2zYOPfRQpNOR4unaxskHliMVJ9j9B313qaUSBD/fLY4zT/o5LCuKTQEiS0q/gDGGk046CW+99RZef/111NXV9feUFKQV5c+Vd6PGalCZPLutHKfayB/7oW0J5b4Ji0Upyvb81dLN91IOv7jb1ooCciWfHrSeqDEKFAXUoavGij6WejgaXFYUFoGkYdk7flIShPtwi7cCcC0hfXEF+U4QeNCzODhxQKwSQXRcqH3SEsMNYU0BhCVFnrdYiKQRfR45T9PGG1C3hLiWCCtfMNAfQOxZWySp02NawqT9Q5VyC1hegnEsjiFcN5waIMzBgtFjsHRQXFlTvh2URcYQ8xjclcTSkjR+uLgEN23/jrKibNsxRp1WEhNDc/+sSLTj3fJnwehSX9AshQMTFpJIg8JBBW+DCQe1bBVM7uAXCxds8FaVjo4O7L///igrK8OTTz6JZLJwcGeEvqOlpQXDGqpw9qEpbDdq9eJ+bIfjwnu7sf8PY7j3pahKchQ1tZ7BGMOpp56KN998s98JStjbYFMR0BYnSk9it5XjsLCkFYBHToa3JnwVjhnJD9MsRFCCcQWSnADC3SNr9qj2nKO0vavPuic9VS0m3IHBukSmSlgRwD6lF4domLgERUzMEarqrqsmD2EEhhvCagIATlwVtZOuHx8kacmVCGsKAM5cklDsV3CV4xBuCOuN7Kcm7rqCEm2C+Ngp0NgKNSdmV4dct4FgthFBt+YKc2sScaj7LNoExOVCMobchv5tuZuJdiPmfosRc4G3d9kajABjVibwWZ2NzZuLUZoGtp+XAGDhnE92xSubrVT9gzEpEsLCQmHyJDgbCdvwUkCFJcVSmT1BPDZ8KHBx2QZNVEpLS/HCCy9gv/32wxFHHIHHH38ciUTPAZ4ReseMGTPQUE1Xm6AAgGkQHP6jOJ56ex2WwdiAEJGU9QjOOc4880y89tprmDVrFhoa+k+85+o/l2M0ROYOIAhHaRboiBHcVXwPjljilQ8f1VGp1iVRkVoofUVQVVYnIoR5uijC3UMRtxyUtne5x3uuu6PmFrCgSKS6V4FwByZzHyZcao947YNBqmq7hyweEusofDy4nzqCCPSWFSSJgxYzooPr7iC3PYm3gmsWl2Aciq9PvFPMgxuAExcERUKOYacA4oCaTQAAZleD8zgoTQNwfDEsgqxo6dXIQv6s6DZaud+XuqyIiZ+scGL4Ylc4NUAdy70WsW/Cu18AAP6769Y44NMY4CrCyu9VXVMOxzSV4+GdginZnhVFpifXZ8oxnuyLr4o/A+wGWLQTY7vGg4KiLlMBRhjeHnwxWkk5angzmmglBjurYMPAY8OH4qi8M2xYKCsrw0svvYR9990XkydPxmOPPRZVUP6eyOVyqChe82iK8mKCVOVma3FGGy4ikrKewDnH2WefjRdffBGzZs3C0KFD+3U+o1s5vqskYIRgcDcDI0BHArij5B4AwL/r38VBy3bpNXunJz0UiWCFYwCqujEQXrsnaD0pRE5k3R25rkOSEwAeQfGhgHunIEFxY1OCwbFwrR4yziQsDkXfz4z8/cSzVKh1aZVRJ9H6xTsFmQAEQQnONUBy8siNkQOMnLdfn5uZVkQF3FBkhbMiofdC0x6R4gY8q4p4sAkdFu3yiLS0+LVZVPCta1VR+6WuihRZY56+ijwmycrE977G4uGjELPEd4BR6lOrnfJ+KWb80J/BIq0nQRBQ5Gg7mEte6zIVSrl292V/gcEJliUFqcsAMMunABw44o6tYHAHM86YnTfmhoLy8nK89NJL+MlPfoKjjz4aM2bMGBBK1xs6gtW7+4o+JE1uMohIynoA5xznnnsunnnmGcyaNQvDhw/v1/nobh6HAE1J738EAYXhxjmEERW6hv/rJEEhKt5EjucnKKYr6FbIZeMb07Y9FdMCBIWAwWB+t4kXJBko7Af0qoESJCjKJUMDxCYk3kPtD5IY4oBTTY1VJzE6eXBJgSQW6tzEKZxBpGuraISEa3PyuYUkdKIip2l0gNsVgqgY4j5wp1SdhyCnWVlsVzAOkNYWNY6WNZSXJRSAaXfBNovzhOAId5QQHKMEVswE5RyG7SCRtdT+mGXjqA+K8eSOft++FIBT8VXpSrSZIzCucwgyhoWkE1MZQ3Fm4N9D/oAYcjC0tOQaXoly1o4Snsbhi5YVvIYNBZWVlZg5cyb22WcfTJkyBf/85z8jHZXvAY41Jyl9k6XcNBBl96xjcM5xwQUX4PHHH8d//vMfjBw5sr+nBADImkB1RhCEtCFTMr3jLOS/yeoSlKAWik5Qglk7kpxUN7WjsqXDbcfyZO0BQU5MK+erWBwE4Q4ot2Cwzh7k33tyvTh5x/XYE55oA0+0CXIgLSEu2eCUaVk33j7ffsB3XG5zwwq3xOjngUcsFEHRzqfaq4n7CYmvb6HzBGGmATPtZQjFOoFYp7ftWlYITXsS/8RxXUQ6NBebLs8fqOGja6notX4AgLKcR1aYICUxy4Zhe31s00A2IQhTSWdaZffEHAqDEzR0FKGuK4WqdBIxh2JYezH2XL4FDE6RdGKYWfMaDE7x0qBn8ezgp7Bl69nYvPV8DG+7AIBQoF1FqjDHGIkMieOx4UM3+IwfAKiqqsLMmTMxe/ZsTJ06FbYd7kKN0Ds4Eb+pa7JElhQPEU1eh+Cc4+KLL8Y///lPzJo1C6NHj+7vKQFwA12Z34LCCHB30T0gcAkKsQHufT0kQSnN+d96ZTXjYD0eHbqbR4zlX69d0Zo3xzD3Tk+WE71PsnslTNaukRMbfVVg1c6GQsUCeaIt7wHPfWzMgfQmEEZBGFUEhRvCskEYfORE7wvECruMdJAAcaEMhFHPeuIbw/FiUQpYinwWFep4wbaAp/cS3OdaXGR6tHAHdQsLS6hGi/edUpk9QVn9wGdlOGmV7RMmrQ8Ag5ctAicU1LHAqYH5ozdz74n43v5wcRJdCaAt6cBxzXiO1FtxFWtfH/wNRqZr8UblG5jY6okqcpewyxiVIZlr1bEPBp+H2cZmaLX3xKzh2OADaQGgpqYGr776Kvbaay8cf/zxeOCBB2AYq/v/JwKw5mQjIikeIpKyDnHVVVfhgQcewKxZs7D55pv393QAuK4e4qm/xhhHlhJkKcXJ3Sfh7qJ7RECBStUkiqAYgdARmeETjEvpTmj1eDQ3D9XISl2jkJ9fNajCR0gYoXkEJSjIFharkkg3i2N6gCw8l04w0V6PRVEpxj2InpFYhyAngLB29ARNwl6FPgSICKeBffLcrgpt3lyCAm2AIig6QZJz8/EQNbYW46IIjOZe0txC6rRaXx4gN4TCIyo67JTPHcR5XJP/F3Epeaq2JJ+oEO4ARKQlS9edLgwnXUGDly1yp+heO3OQi4l2uRhFa4mBhpXiM15cG8eiSgs7zRVfiI9GUzRYKTS0Gti2dDi+KWlEiVODWCBu6IuS/+KUub/EnPJW3/4fLr8eDuGYVfUiHCJcSkGLyoZIWgYNGoRXX30Ve+65J04//XTcddddUa2f1cT3cfdEJMVDRFLWEf7xj3/g2muvxRtvvIEtttiiv6cTCkYAy33TbI4lcH/qBIxKV6HTaPWsKRocAnTHHMQc4pITIjRSAuMWyvoJk7KvWdnqIyaFCEpPlhNJUKR7BxAPOo+IiBnmF9+DP6ungIWhIEEpFLsirRUaWdHb5sqXgTADmrkFxE6AKEbTAbNzkH9IymCVLUa8SbPGEQfcDNdR4AZciw31z1N38CqyA1/Mi2+cHuJzOHFAwixUMp7FjV0hPA4hFAeVqlyoQKGaWoFYFV/Wj7SuqMBapgJqTZspolLbYin14pHLMthskWifTcTww+8cMEqwotLADxeXYvnmHRiUGwdGGAxOcfDyn+GZwU9g/5WHiv7tFVhS0qmqK8u6QHs07492M417K/cFIKo0K5epS1o2NLIyePBgzJw5E7vssgv+/Oc/46KLLurvKW1YIFFMytpARFLWAWbNmoVTTjkFTz75JLbddtv+no4PR13djhkXl4ERIEspqCtI8UDyZEjXRolTgS7aHhqXAgBtSRs1XSJoMUhIKAeKMvlWFJnBIy0oom2+1olUiA0jJz2lH8ccMa4XFOvP2gkjKKJhuEtHB082e64U1Qf566pDvhXESXaAxdJgkuRQAHBAmAFOHcDMik+CU1A7kec+ssqWAZzCqliEWHuDj6BwKsaR6yBMTEtabHQ5fxnXS5mw2rA4iGPkp0iHWXLC9st+QfeURlSo2QRmV8ALoHWzseTtkhk+AIIib6IdU1k9QVBmgdGYL26F0RgoB5I5hvqlK5SLMIilQ+owcu4cLK8fhjq3DMMkNOC1UUJfxSEMOQocsvxw1SfGCMY1l+OLavF9o5zCKUDkGjJVsKiDx0v+h5Xxtg2SrAwdOhTPPfccdt99d4wcORJHH310f09pg0FkSVk7iEjKWsbXX3+Nww47DDfffDP222+//p5Or7i+9DeAkisvBuUUjDCUOhVKbVaHQ4DBneIhkAh4PSgH4pbfLUQC7p1CRMNwA/RISDpxbxWOPWl1B4AdUrk44KboTaskOH6mCrxolRf42hdwA3ZRM7jpupuoA65V4+WEgXAqSIV7HAAIA5iZBStf7LXVjokVJ++Yk+xQhIcwQ1h8OAW1kp6FhBseOfFdoBbDomcFhd4MP1nhxAGM/LaEwotfsVOgpElkBiG/6jOAvHRkRTZ54ewfLz7FCBQujGHUd9+AUwO5RLEoMmlnwQlVmiuEM4z67hsAQN2S+eDUEGSlCSgeJsTMZHZPjjpwCAPlRcKKyAi2bqpER9zBkpJOWNr3S4rGDcqWweBUHUuwOG6peQ2/XrU3ZmxgcSvbb789ZsyYgSOPPBJDhw4dEEVQI2w6iLJ71iJWrFiBAw88EKeffjpOOumk/p6OwoyLy3wLIAjFTaXnuC0oErwKMV4EClGrR1aPfWXw52ABc0mQoJiOqNMTd/dZhiAzlHFwSjB0SXNolg4gyIkMiA0GxRbqI5FIN+cFyeYTFD+I7oYJWlG0/STeKhatHk8wKyf4IM+VLxNLxWLkKhaDxbvBqQNmWHkERf5l1PYWMwfHzMKJpQWpcRdGbdHHfQA6Rc3gZgacOnASnWBxYTXSCQ+nIlPISWoWJOLkExSaE2OZGS8Qt69Bu724glQmkYzrMVtBzSbfZyTTkAEoVdpghWVVK4jnVGxK3nR4+Fzi2S7ErLTbhoEwR/319WcOBi9bBMo4dlpchp0WlyHODMSZodKUDe21WMZpSUG4LiOrtFeqcyWIMwOZkNils4b/CUC42vNAxgEHHIAbbrgBhx56KL755pv+ns4GAWlJWdNldXDHHXdg2223RVlZGcrKyjBhwgS88MIL3lw4x+WXX46GhgakUinsueee+OKLL3xjZLNZ/PrXv0ZNTQ2Ki4txyCGHYPHixcFTrXdEJGUtobu7G4cccgh22WUXXHHFFf09HYUr/lKBL6oNfFFt4Ktq7+P+olrGBlCkWC0IN7WYCKiqx3ut2BqAsJ5ImNrve9yW6rP5BQQtt1hgWAqxXAD4yElY4UAJwhy1JLtXqiDZQi6ewhYTx/9Xf5DGOlQMCk+0gRWtAitalddOR658GbIVS8AJC110KIJi2OCG7eVpS/eOu64TF1B3HMLADUsQl3i3tx0gQXlXm+zIi1/hQSIiA3DlNa4uWQnemyCp08aiZiuo2QxZyDBvSH1fMDVZERpPVyboCjIct3hhkIhwBsr8cVacGmrJJkuRyFpoWCXIxU6Ly3DYR0kc8WERjv6wrGCsla4jVJ0rUQJwxbZIgc4YORicIsHiGNs9IXyQDQCnnHIKTjrpJBx44IFYuXJl7x02dazHFOShQ4fimmuuwQcffIAPPvgAe++9Nw499FBFRK699lrccMMNuPXWW/H++++jrq4O++67Lzo6vJeYc845B08++SQeeeQRvPnmm+js7MRBBx0Ex1k9y/PaRuTuWQtwHAfHHHMMYrEY7rvvPtCQyrv9hS2axY/5F9UGWmMJvFFHUGVlsTKeUm0oN2HyInddzH2z7qGYuCS/2FwQYWqxEjGHY9iiJgCCgEgl0LAYgZ7IiTjums0zzd4+MBBkQ60nulaHt1Ouayqp+vGSxV7MSLBPgJw4yQ4YmVJkK5aEzleHIhDBwkWBNjpJDLbVjzEzm7+fOuDM304Hi3cLS4x7nARVbwtBF5MLIy2sj24iNWEvOFdk/HixKRI9ibt5bbzg2bB4FRlES5jjl9Wn+WPLYFsAKGtrB1CGzRblwNz/x1bM32frhTa+GO79dBbbCSSdmEplltYVg1N0GeKzyhg5MDDEmInHS/6HRcmVKkZFx0B3A1199dWYN28eDj30ULz66qtIpVK9d9pEsT7F3A4++GDf9p/+9CfccccdeOedd7DVVlvhpptuwh/+8AccfriIr3rggQcwePBgPPzwwzj11FPR1taGe++9F9OnT8dPfvITAMBDDz2EYcOG4ZVXXsFPf/rTNbuQtYCB8zTdgHHhhRfi888/x1NPPTVgq4hu3eTAdh8HjYli/CNxujpGQGGTbgyyhBIuBcXwznKVpkw5YBleMKyErocijQExR/w1uIhHaazz6v4A+QRFWk8KuXak5SSRaUYi0+wSE4YYa4HJ2vLaAwiXtVfrmosnQFBU5o6yJuTyLAROsgNOsgN2sj2PoBS0pARV7ULayn2FwAkTBMq1qEDr45Gg3t94iBP3B9nqx1gPPwe9Sf33ZnnpsZK0DV3kDdCsKRr54DDAiL+mjLSkBImKJB6yerJqz/LnmEmVIpcoFtNkDBUtrahoac1rV9thIGlTRVAY5UjahpLZlxk/g7rFg9vgBGV2EsWOiHEZlCvHoFw5FqSWY1FyNs4beptafjv0FgAD3w1EKcUDDzwAQgiOPfZYsD4oQ2+q+D7uHk6Ei6a9vd23ZLP5KtlBOI6DRx55BF1dXZgwYQLmzZuHxsZGX4xkIpHAHnvsgbfeegsA8OGHH8KyLF+bhoYG/OAHP1Bt+guRJeV74tZbb8WDDz6It99+G9XV1f09nVB8V0mwOCl+hB3trbHYaUCXsRTdxgoMz+wKyin2WrE1Yq5Cm4w7SceBmEOQtCkq0+JBIHVQdMhsHsMNlo1bLNRE3ltQbPBBIskJlRV1efgDr6B7x0dQwsENK9RqIgNR7ZQgRE7CL7HvIxY9WEqCbXsiJKHWEMrAtXwr6sQUUSHMVJYMblgAM/LGENcBsEQHiB1e5ZYbFojjuvWC91LXaAnTk1HzdPxWF2fNRMBWJy3Z14/IIFr33jiSzGmuTMfyyeoXsvBVr1ql1pcOqcP4TwUp/XDbIQCAyu44Pquz4BCOHHVgcIohnaLKtJTdp5yCcqA6V6rGGpEejCLHe5lx3HTn26pfx3dF/xvwWUCpVApPP/00JkyYgIsuugjXXntt7502UawphWMAmpubUV5e7ts/bdo0XH755aF9PvvsM0yYMAGZTAYlJSV48sknsdVWWymSMXjwYF/7wYMHY8GCBQCAxsZGxONxVFZW5rVpbGxcw6tYO4hIyvfAs88+i4suuggzZ84cMGJtOmZcXOYjKBIv0D8DmIsuoxFl9mhU2g0qqwcQb4hD2vxvrA7lSNiuwJv2P8/gIkhWEpSYxfJcQD1pnPjbeQ9G6daR5CScmHiZPL1XLe7heOmCgm4dALBTbd+LnOjt5V/H9K6HcCoWRvPISx7ZMNxCerIfM4SriALEifXo8lFjmFlw6oDmisDi3aC5IqXlIiwPnkKue1L4phUmQqejJ6sLk64eG9ynneJWToZfR4Vz+KwplOfASDxP2C2IQoG0OlmRSGQ6kEsUw7SyeTErEiPmzVPrE97/Bm/vJLSPtlpRjPeHtMLgBCPbBBFxKEdDRxEWlXUh5ZK+ODPQ5X7mXUYWCRZX/9+kFclwvwcSg++4A8tP9yyeAwk1NTV4/vnnMWHCBIwaNQqnD9B59iekLP6a9q2qqsI87XsHCAtIIYwdOxaffPIJWltb8fjjj+O4447DrFmz1PGgGB/nvFeBvr60WdeISMoa4osvvsCUKVNw3333YcKEgRsMd2/qflBQdBvN6geQAii3R6PNnCu2OVXpxrrCrA7mEhE9aFa6fmKO0EJJ5ty4EldzgjKOQSua3H3+zB2xHv4gkZYTAAWLAwLIj0UJIyBhcShBdIwAKr7L6y+zZ3z7ghaQXuJMgttOTBNf0x5InDAQFWfBeicahi10VRiFYScATsHMrOjnhPf1Upldq4sW26KTNG7m31dOAbC425/mHdcmVnjSNAewQjEMfu0UwMv8CRKVYJVkDgrKLYBbirhIkhKmrRJGYBLpcKuFjGGRVhZJcnSiYnCKhs4i1UfPAvIKGeoWzARaY15l5hg3lfgbAcV5Q28DIzb+uvA3qL2DKVl+AFh5+q9D59kfGDNmDJ5++mnst99+GDt2LPbee+/+ntJGBUIIysr67v6Lx+PqZfmHP/wh3n//fdx888343e9+B0BYS+rr61X7FStWKOtKXV0dcrkcWlpafNaUFStWYOLEiWvjctYYUUzKGqCzsxNHHHEEfvOb3+DII4/s7+n4sMNNgjnPuLgMVw1+GqVOBYqdMlS78SaACJQFBFFRcSicYr9GT3hOunqSOaCyU8SllKUJDCZcPcq1YzMl1iaLBlLGYdpMKcwGzemFgmMTmWYkM6tU5WJdPdb3l2T9svah7hwHvvgTeFYBHSTWAd4LQZF/86wn1B8XUiirhxMGO97tIyjCUhHoL4sQaucqlCXkm0dgbjLjpyf4FG99BwpYIKgbo0NzvnnKrKDQOkRyOySTyIMTcNOJ+JSe3Dq+dGS3kKTcptzypSjrMSu6lopeoFBXrNWX4HHZRs2cCvI+rL3YR0wA8f9lWHuxCqYNosIqRoXlWTgN90VhWGas2nfusBvd6/U+p0F33FzwvvQHfvSjH+Gmm27CL37xCyxdurS/pzPgsL5SkMPAOUc2m8WoUaNQV1eHmTNnqmO5XA6zZs1SBGT8+PGIxWK+NsuWLcPnn3/e7yQlsqSsJjjnOPXUU1FfX48//vGP/T2dPHx8zh7Y4aZZYIOfhumSEUYYXGFZGBBvw5SbYMQW2TwEKtWYMoLBnTGUd3M4BJAvzbVtnqy9riQLiAwf0+GoWSUE25qrKlDR0g7KhYIsg0dUOKWAk//ATWZW5bl19AKBBIKcCNeAbk0JTwv2wx9Ay8vneevuXx0yxTeUnIib5LXtQ9BrHjnR1gmDIguMutYE4pr9A66bMAuLkSucXSHnFB6fIuv19Gx1AWS8DgOXljhLjh/I6GFJb5vrQayOV+dHAzE6wZ0SBCXzAdMXf6KsKf7O/urJ7rbXx7OyiHvgJyeASFVmND8QV1/nxPBlCUnkEsXY+ZMlaK2sAKMU747zjwN4RGVRmbCaFNtx5fKRGJQtAyMMTfFOGJxiUXK2PgIMHgcjts+aMtBw0kkn4Y033sAvfvELvPrqqzDN6LECfL/snsI5k+H4/e9/jwMOOADDhg1DR0cHHnnkEbz++ut48cUXQQjBOeecg6uuugpjxozBmDFjcNVVV6GoqAhTpkwBAJSXl+PEE0/Eeeedh+rqalRVVeH888/HNttso7J9+gvRt2k1cdddd+G1117Dxx9/PGArg0riAUCJstnERq01UsWeMDAMzdSjMbESDZnBWFjShlEdFW5/0TfmcDBOVLVY6d7Rpe4bljXlnb+quTVvH6MUlIk30WARweLu+b62fu0M233TDsSeIEhQCgTH9uQCClFuBUS6rp0U5v9CsSdh5IQHXD8+185aQiHiAU3sDUAeIdD7y77csDxZ/mA7059FIANv5bo8pb8Ny3cFuUUNOXFAWMqTy4eMSwHyqz+JIoRhGioA/DL6AHQp/bxU5AKxK8Gqyr4+WqaQWPf3t+Ipn0WFMoZdvs4hmzDxySjRNuZQWG7wVpjLRwflFBVWsc8FpD4jItYpMcFg49aFlwL4Teg4/QVCCO644w7ssssuuPTSS3H11Vf395QGBDgBnDWM52Cr2W/58uWYOnUqli1bhvLycmy77bZ48cUXse++opbUhRdeiHQ6jTPOOAMtLS3YZZdd8PLLL6O01AvovvHGG2GaJiZPnox0Oo199tkH999/f78/5wjnee8oEQrgww8/xO67747nn38ee+yxR39PJxTb3fQfpRirQ6/DU5f1F6+LcQNj22pAGcHIZhHoV9kp3Diy1D0AZTkBoAiKHmPCQ/RhlP6J5vKRKcfiuKNIij/exC/MljdumGJsXqMCD7lK7201SE44YYXdO7KPDDA2bDBDezPm1PfkDpKW8CmGvycQTkHdY4T7A2rlA0z+1a0pKtNHEgnHE+Hzja9J6OfPKQYWIFh61pB0FQXHJk5cWVAIo541RQbLsng+ebJK3Lo+muXF55Lz7o/uAlLrJGSf3PYdo6HHZDZQoWPir5fOzAlV21KLJesGpi+vqwEAlaK89UIbH40WbaU1xSEMGUNkBMWY4Qq/EWVhaYp3gIHh26LPRDYXyYFDuPv+uvB3AzbjBwC++uor7LLLLnj44Ydx0EEH9fd0+hV//etfcdffzsMxU4t6bxyC776z8casIZG6L6KYlD6jpaUFRx55JC699NIBS1AkWIjrgYJiZLoBI9MNSLIYYtxAjBtIsph6w6vpNtGZDGbmiIwdmbVjOhxxi2HIkpVKoI1qQm2iD/Orx/ZAUEq653hy6ACE5SScoBDiqKXnIFkUJCg6dILiJDoVQcmLAQkQFBljIgmKisnQ4kr6QlDEPBnyTBLueZhhi7HccfVtiaC7p6DCbXB/D5omwXgWZmZdvRdH05JhIkvIjX8hjuvuCLvvroYKN9P58SmxTtDkMgiXTw6FYlQA+L4n6vuiu2fc42rxHesp5Ts8XsV3TzRXjy9mhTMk00K1M5G1kcja2GFOFlsvFHOOhdj7k07Mk9p3NVaCGNO9DQioIigcTEnqD1RsueWWuPPOO3Hsscdi/vz5/T2dAYH1pTi7MSMiKX0A5xy/+tWvsOWWW+LCCy/s7+n0CgavTDzlBqj2Ziolu+PMRJyZMDjFqA4Rzb2qyMaQZqC8m8MyCHIx6rOkAF5cilj3/1gHiQkNUZmlbt2U0s5vUNI9xx1JEBOx+H32PmKSB81ts5oEBYCyIsjaN5KgBC5YrUriYCe6Q8lIn4mJBi/gNJ+syNo+jplT9XsUeQkLpg2ksOrjIFDg0Ovi5BU5VH8JE+q2UpJfnl+3srjHWLzL+xzc4Nqwz4HTXL7wG3FcoiIR9pnbaskjKgCC9X7U0Dr5cIUA5X4AoMwlmsRzFYWJwunrYQG2kqiIW+L9HxmzlCPGCIa1C2uLTkgYYajrKoZDmJLQlwG0GyqmTJmCo446CpMnT0Yu13MdrY0dIgWZrNmSp8O86WLD/d+wHnHDDTfg448/xoMPPjigJO8B4d7Z7qb/qO3fLz8Uy+PfoDE+19eOckP9QA7vLPctErI+D2Uie0eqxlI3/sR0OCgH6petyiMool8+MVELYzAcO5B2bPdMTHTF10KFAcOySQqA0KzI5AmBnWzvU/aOE8vkZe6EZfP0VL9Hh7SS+CfaS3vtuJ3w4hgkkfBJ2UuECLz5xnWtJJw6nux+XlaOd9688gEAWCzjEZhCujP6mAGiQpLLQM1Wd4f4jAsVjPQRFe7kExYgz6oiF4NnYLAuxJwWGKwLBs+IrCDu9GhFIZwJIbhAxo/E4GVLfBZF2yCYU0dVhk9DZxEcwpTIGwD3/5n3uegZP6PTW2OL7p0wpnsntW/QHbeE3o+BhBtvvBGO4+D888/v76n0KziEhtSaLGsju2djwcB64g5A/Pe//8Vll12Gxx57bMApym53039EYCwoxt/4hpLUvnnRBQCkFYViRHowRqT9aoMGJ4g5FEPbEhjemkB9exx1rVwFxRp2/oOydkUzalc0+/b5dE+4n5zobaQFBYBrQbELkhOx0QdrSB/aEJoFL58HXj4PrGxRaB8ZJKtQIEDWSnb6tsNcK4UISU9pyr70Y9lfWlYKuIOcoJaJuuCATL6MTQlm+Mg5uO4a6dJhsbSonpzo9KwoIdcCWd1ZEg1tnmLMnLCuAH22bAEQ7p/U4kCAdC7EqqJdMsJISS7cFeRmkFHkQJAFhWgn05cBz7qi+mqFLXtDWVs7sgkTjAiyX5IlSsHZYATDOkqUi2dkewWocvt4BQmrc6UYlCtXVk/KKcZ1eVpMA106P5lM4rHHHsP06dPx2GOP9fd0ImzgiLJ7esDKlStx1FFH4ZprrsHOO+/c39PJw++XH4prBj+r3squq/VKc9daNhhx1DFAEJPhneVKrG1IW0zU2uGCuTsEACUw3IBZSVR0aXsSiD8BAMOx4RgyyNNPTgzH/8btEZSAWb5gnZ1gYKf+xmwUfAASmgUrXQreg9Q9pw5yZY19CpC14915+0PPqwW59irIprXzqiNr2TdaJg4pINAWPgmR6aPmabCeUxrlufW0Y20+zMyp7VhGZANwAIQCXA92ZoYblwPIz8lJtYLmikHs1csQIGYruKW/FDhuQUIv1bc3mfzeZfRNJRgHnoNIYzbAQQsq1gLC7SOtK2EKtoD3f4pyoCxDkDMNtCXFmMM6Snxtk7YhrC2GP015UK4cK+Ntqi7Q2O4JmF30NgBBVAZyEO3o0aNx//3349hjj8V2222HLbbYor+ntN7BseZumyibxUNkSSkAxhiOOeYYTJw4EWeddVZ/T6cgLlp+MADk+bElORmWEZk8QYICAEvKLcyvspRpcW4tQ3MJ8cWhFGXED2vtiuZQeXvDNX8LV45w6QA9ExQB9+03aD0JTSnWF4S0BVC6AMQURCLPahIgKCzeDSfZgWz50j6lGEuCErSUZFJeHEKwn94+TJhNLNxdem7XE8ys5x6Q8SXKZRO0xoQs0sUTRlCYmctzb1lJ95r1ORqW7/x51h/igGvptZzmPPIorT16oUIAMNOgrvunYE0m+INpw/YRTXuH8JxPEJDSDlFFW7bnQiROuIMybp8CJFhaV0KECWUALeXAsBXi3sTdr73BSN5SbMfAtDeBpJY1NSgn3LHSJTQ67bl+BjoOPfRQnHLKKTjyyCORTqf7ezrrHcLdQ9Z4iSAQkZQCuOOOO/DNN9/gnnvu6ffaBUHM0AqQ/XboLXnxJ4AgLSYTP3YxZvgsKkHMrxJkpciiYASwDIKR85djxMIVGLSiCYMbVxXM1AlC/Hh7BEW6frwgWeQ/dPLIyWq4B+QQXXVgxcuFUFte/IqAJCgAYKVa/QP04OLR90lkUh0BQiIIRyGEtVWBqNRRfQuRE27YoYG1dqILTjwNJ+49BJiZEwTD3S8XncSEERP9vJKcSDeUY+ZUdpGV7PCREZ2oyPsMwOf+YbEMWMJ986fic+FhlZGDKcrEATE6FJmlVF6njbDMH1XzJ2hBKUA25Hg6UZHQiUqheJUgEpku1C5vRFVTMxJZMbdhKywMW2FhUGe+VUdyE6Gj4mX86KiySuEQBosI6+iGhKuuugqpVArTpk3r76msf5A1JylR4KyHiKSEYO7cubjooovw97//fbVqJ6wPjL/xDQCCqAy57QEAAAFVGTyUGzBZDAmWwMh0rfrBq+8uwbzSVrw++Bt8Vbmyx3MY2rNWD4YNZuroREScW/w17WzoG2aYFcWPHoJgCxAPb6K9HIfI4rFSrX6CogXIAn4Xj4xBCRKGbLITjmFrfbhvPUhWPFLiJyLquJte3BOUSJrWz3HdMDLzR5IT/VoYtdVix7uVPL++hO2T5ET21efNqbAuWckOsaTakCtqEVaZMIIls4UMC05Rk7CqyLRknaiEyeebLokwOkCMDnBuqBgV7/vjkZVgvIoaSndL6QG5NO3rowfiEu6AspxaVJugbH4ggJwwB6adQ+3yRkVUAEFWtp/HsP08UR2ccqAz4SBH5QuA0EsJqtKq2xNw6w702BQAiMViuO+++3DbbbfhnXfe6e/prFdwrLkVZXXF3DZmRDEpATDGcOKJJ+LYY4/FXnvt1d/TARD4Map9DtfVvoClcZGlQkAxJDtG/YDFuImGTDVi2htpfbfwgY/qqMARY97HjO+qMae8BZu1eYWkarpNGIygstOfYiwhhauC5EP/YU5kmpFLVIi+jqXEr4rT8xAMlO3JhL/aeicV3wkBMG6I+jIanKTnkvECSpnQ+6f5lgkAeYSBUQdUFuUjHLZpaYSD+x7KXjyJTlz080hhMHnfvPcEx7RAHRPEJZa++Bb5PhGwiOkBtIYd98e3uCTDmxzz9TfcQE05F9U26GIKSPMDADNtr2ClY4JThkzpSiVAF++sAXVioYG3LJYBoQ5otswlKmkQu7C8P2KdgCW+w9RsBbMrQEjOJSz69yOnYlZ0UhK0qhAis5f8LohgDIuoEQQw4rlf8oXfhGQ+KNT/D7UPQO3yRthmHMsaan39frBQFOH8fJiBprIMuswsYHrqtBKOe/8G5cqxNNEEADh/xQGF79UAxJZbbolp06bh+OOPx8cff4xUqofPeiOCkMVfw5iUiKMoRJaUAO644w7Mnz8ff/7zn/t7Kj2iIbc5GnKbY1hmLCinMEAVQQEAy30r7TKz2HmHV7DzDq9gYUkb7pm/FTLUgsEJFpb6A+8GtXmFA3UE3xQBEXOib8vCgABg2Fm3jeMSFImQIMZgDMpqmrN55ey8PvLNvSBB0f8Gjsu/tqs+K5p6BKW7uFURk0SmpMcMn0IZQL621B9/QjjxuYMALQCXa9aUkKwfx8zBjmXgmDnXPZPTYk9soZBr5oTryG0vNViCBMWnA+P2R+AeqbRsTceFuefJlDfmabAE6wEpqwoAbqY9DZUwxLxq1JKY6Bo6hbV0wuNWdBixFQizpgRl9oPaKmJfYYuKhGnnMLhxlegb8Ag6lKOuK4WkEwt1yerpyTG3Fte1tc8pYbcNwZoCAL/97W9RXl6+Sbl9OCFwCF3jJYJAdCc0SDfPvffei5KSkt47rGPMuLgMDbffp7b1+BMp0mZAEJQiJ4kSW0gwt5tptJtpNMU7sXm7lyHRFO9EjHnGM2lhqek2EXM86i60UQIWE01FljAG0/Zqu6QyjXlvmIQzpHKL3a0Cbp7Q6sV9B4l1gHY2eGNpVhRJUHSiYCfbvYqJGoKpwDpB8dpw319GHbRUCgGylTULC48Zoj6rrCgBuXs5PuFEWVPEuQIuDE7DCUtwKXB+wqgiHtwlLmosbX48uE2ZIji+cweuWy7piqXuPe0hU8awwBLtygXEzTS4ESL4BgiiEusUFhCaBvEJwAnQoPvGVS+mtANm0VcgEN9bxlLgTrlb4DAwJxjgRM8ikp+XEyAoq/e9Hdy4CoMbV6FueTMaljVh6JJVqGs3QblITd6srRxjWitduXzv85dEZVCuHCaL5QXJbwhExTRN3H///ZuU24dDSA+uybJhRR6tW0TuHhfSzTN16lTsvffe6/388ofmvKG34frFZwIAzh12M25cJIqJXTX4adRa1Pe2RTlFgsUV8SizU2g30763r3mlLfhq7rYAAGm0TjJ/zRWDEVS3e1aUEQtXqGPBt8Jgxk4qvcRtKFI3YzlBDuLOKvgfFoECgWEEZTWsKCQms0zyLTBMy8aR0LVQ9NTevgTJSuQSXSrQ1XEfoM1Vojx9Y+08DF41QkyF+V06wfXQ65GVkA0bhFFlvZFwzBwMOw7qxIV7JRDT4mXayOwq6j+/fs1B0sKpn3xo90C/FjkmN2xRc0gVKrTz2rqTRqa8EcmOQarOj16oEJy6BEYE4XLaLtKYY11Atky47wyZpaNZNJJNqj4RKVos1q0ScEekR4uYFeHK4dwANVqB0rngThxGybdgXSMgrHp6iYXCP4VhBQolWWE0DqVEG+L2KQTDtpFLiKrRhpZx51COzdpERg8jHN9UiMriMg251ClCNzIYmt0Wvx16C25Y/OsBnYqsY8stt8Rll12GX/3qV/j444+RTCb7e0oRNgBEJMXFnXfeiXnz5uGZZ57ptzmcP/QOAAznDb0NgDAN/3aoUJgkWIxB1nAAbrFAIsy/UvAJALqMbF4dkAz1kwpJUIZ0CVI0uDMGyr1g2ZHzl+cFyEoYjqX2FaWF9SDP36/eLt0HV49xKKtPUEi8FQDAUi2hlpMw+MTaArVvgtaCIKTlRASpcjDqwHYzWRxXat6hDhh1sGTwdxiyfHMsGPIVhi8bm3cOx7CUG4dRBsooYlYSzH1QGwWKAQIuiXGLDhJO8cUvp6hjWz7yoNfOMYWFJGANkesyfkTfV0joTd8vCgZSj2Bo8S2KvATOSdz1TKkI1E50VgfG1M5puOPJzyPVAsIMEKsYcOLCFaQXHjT0QFgDiHV6+RAuWVExK2Xfit1lS2C0DwEtXgDWNUIco2k4ufr8+61qA7mxKoHqypK4COsKwKgetyIIitRSYQGyQhgDc5Wrh62wwEgMLUUOGAFiDhGaRZQrobcgEiyOLqMLBBTnDrsZGOCaKTrOO+88PP7445g2bdqAd6l/X4gU5DVzVrDIyaEQkRQA8+bNw+9+9zs89dRTvtLV6xqD7rjZLb0O/G7Ivbhu8Yk4f+gd4GAYnBsJAFgRF2SgxhqqrCjS3FvkJH3umyBi3AAjDA44YtxQhEZK4dd3uAqX7eJBbNj5GTwyzVgnKDLORK9EG/wR7xHB6sWrSVAAKIKipxXr8Ll4VJ98ciLRs4tHPNztZJciKJJsSILC3Af7wvrZiqDo4zmqn/8cjMo4B0OdR2yb7nFbVUQ27DgMK4lPjz/cN8ZXRx+LHzz0COwQyX4JUb04pEp1ICg2PzOHgdpx1yWkWVd0YsOpOibHDM6DuAQkjAB5cDzmItvTdvecBoid/+bNKQOHiGuhAHiuwp1EDgRxQVBccmN0DYJdsRBGdzUoFoBn8hWkw4JnxYkC5yUeSRGVlD3LSdCCYsfioBoxUVdriPMMWWWjc4ihtFIMLkhKGErtFJYmmsDAUGk3oNlcjLOH/xnQZAkGMqTbZ6eddsLhhx+OXXbZpb+ntM4gsnvWkKRE2T0KmzxJkW6eY445Bvvss896PffK03+DGRdfivOH3gGDC0tKkpWBcIoV8YWozQ1HnUtWZMHAuqwQZ3O0h0DM/RH+8ZL8N0JAKF++X7cSwzvLUdMVR0uRhZou8eYng2V1GfwgQaFaymVxWryVciRUew7D/bEOvDH6pM11t8zqERTl2gHAipd75w0hKAXFzwKuF/2BrcvdBxG2nxMOh9p5BIW5pGZh/WwMaxwDK5ZBzEpqBIWDqXRT+ZATrh3CqMoqiuVSwhVi2OqBzwwbyY7SvOweic+POVqtj33072Ls8Duh1GuDLh7dBSZJEnFdS8mOGmSLWuHEMiCEgtpxX1+PyGjWKekGcsfIFrcg0VXpkZVgrA2gro/a7veLWO69sEBcpWB/e2+bFS8HVcURA6nozADcqtVOURNotkx8r5w4jPgy15oS+DmUVkFi5GULUS4sIEFyrrt8AGFFCcZ3BUEZx7AmoKWEojPBYRkMBiMFiQoAtJmrwN3fBJMVeRWSNwCrylZbbYVLL71UZftsrG4fBgJ7dV7eNDhr2G9jxCZPUu666y7MmTMHTz/9dL+c/6ir29VbECBdPkCV1QBGmM96Upv13vwMTmGAIMZMTFwq6vIYhapSUY6dGgcpqe6aLuHiqWuBL5tHj0WRkAGyMo24JxAwmKwNBdON19CCAicOmGkh1iZr0TCjV4KirCgBCwonrMeQcd2CAvhdQY7m7gkjKBLZRDcoo8rFIwNh5bokK7l4GqluQUxNKwFGHeSSXShqHwSzsxhWsgPx7koxF8LwvxMP7vV2zZ58gm97u3ufBYC8vtv9/Wn874RDMfbRv8Ow43DMXB6xkSQpU7oK3/z8FN+xzZ+8HYaV9N+rwGegk0FJVAAgni7LJxyiAwCAxdJALA1iJ1wrkKHqDBEn5vUNZnbp3zU98NbIwSlqzj8f4Hcj+eZS+EGhpyUDCCXpEtSxwSmF/qXLJlNorRBqwZQDJd022opjKMkSUG6gsSz8/1qHmYYBivrsCDDCsDy+CBbpRpyVwabdgqxsAFaV888/H48//jguv/xyXHPNNf09nXUDEllS1gY2aZIyf/58XHjhhXjyySfXq5unJ1y3+HT8bsi9apuBgYKiOlfpVhnxHobS1VOQnLgwZBEReCmQBiMwOPfV5/HpomjrpdlP1e8r5wY4L/KNT3gOnMRBeQ6SoBSuxYM+kxM9OFYSFMKM0PiTvhAUCcOOw0p2gtrxkKrGhQkKJ0xz97CCBEWHdOc4hnSjEQTF3phhu24eKh7IDkUu1Y50SRNKm4ajceTHaPzJJQXP0RsKEZv/nXAogHxSI7HF438DHLPg8aAuC2FUxJa4EIG83jZ1TPXtzaXE5xNP95yZwuPdipBIwgIgj6yoVOeiVf4BZHYRYapys8/VFCAoDH4LkWjjKMLCYeTppvAQd6dy/VCqAmn1/1+p7i6kUwlkE95P8JCVXvyYwWJwKPC1J2UEAChyErCIDUeLxyKg4GAweBIGGM4a/ifcuvAPA7q+T9DtMxBro31fMBDYPdaOKgwniklR2KRJynnnnYcjjzwSP/nJT/ptDsH0wfOG3gYKG+1mMyrsGgCCqLTE2lGfrQa0GBMA+PHiOtV3UBv3ZdgyQtR2W5GfyNS1egTFdDiGLVqeFyhb2fW+WNFJRYG3TgIHBppAaA/kZDVAYh2qv25BCRKUMHdMIYISfNvvjaAEwaiDhJVEJt6tgmbDCEptyxC3fWEzvzxHPJf0XD6c4tvDTwtpfWjBcdYlgpaTIGYfeZJaH/vo31VgLzPsfIsK99xZhFPADQC2490uMTPzU7KD9y+ehpFLgWhE0cgVgdie61GREgBOotPXXWYYGekKuQMgji9wliInUpCDH6tLVIICbwQMlOXAqCuM5wq5EUIBJnKIGKGuJUXeC3FdtcsbQZgDTg0sGDFUnJ8DtiH+rzIi6vhktJIDBqeoskqVsNvg3DAw4ihxxyAGMlHZeuutcdFFF+HMM8/Eu+++C0o3rgcz/z7unjUkNxsjNq5vxWrgP//5D1555RVcffXV/ToP/Qfk7OF/hsmTGJQbCot0g0G8rQMAI44q255kMRUEW9fK0dDMMGSVg5jDkbDEQhlAOVe/86VpsdS1cgxZ5SiCMmp+I4YvXKZq8chFQbloAjoouo+exGGgyd8nrF8PkvW+sU3PjaMTlL7En/SVoBRCUN9E1/2w9fo0BQjKoNYG97hfKl9HzIojmSlBaXsNFh1wIUwrge8OO6MAQdkwMHvyCcLi4hIVykwV1wIUiu1xv9uGDSeegZ3ohhPPqFIF+r2Xi5XsgB3vEvEshMFJdMIublKLVbIKdlELbFemXxVaBPzuH2YECLf/fU2vBVRIvZZy7/ug66cAelyXA8pF4U3TzoG467FcGlRL569ftgr1y1aBEaA7aSAbA2xDKNAmnZhaZPZeQ7ZauYIZ9HtLEeNajMoAxwUXXIAVK1Zg+vTp/T2VtQ4ROGus0RLMCNuUsUneCdu2cc455+CSSy7B4MGD+3s6AIQFJeXUKPlzkyfRZq5CQ2Yw6rKDVDyK/JGauHQwdltcC8o4iBtTkso4SGUcGA5HzOGIOR5RidscxVmu4k9Mh2PU/EZfkCzl3mLaWYDkoJMMzuIADPGm6S55fvsCpKavAbIk3ioydzQXD7DmBCWoAAvARz68dtx3PAhGHRjMgG1YSiNFR3X7YAxqbUA23p0Xg+KNLxbTTiCeLcJ3h50BABs0OQlCEhXDSrp6L8JCEswiUkG2IWREKuEG96tyBZTBiafBDAuOmQWnjldAkXg1jJiZE9L8gCIqZneVOwlDxDoFLIOShPiqIwfAiQGD51dJ9q0zB4adBWW2ksgHANPKqm3dckkZw6JhtbBNGXAr9td1FWNIZwkMThB3XVs6UZEodTzZfQ4GCnODICqpVAp/+ctfcNFFF6Gjo7CMQIRNF5skSbnnnnvQ3d2Ns88+u7+notw91y8+EwQUVZb3Y7N15zahfSYuHQyDEdS2eQTFdDwC4hgEiazjIyQxGQ7i7gtaT0w7C+pYoI6F8vTbKM194HaQKZghvnoX8oc8VJa8F+sJibeqRbZzSpfCKV3qxRmY2YL9e0JPeiirQ1Bk+1S6NJSgeNYThpjreuCEwzFsZOPdsM2sW+mYIZkphmklNipiEsTsySfgq6OPxewjTyroMqIh7p0wMqmOaWJySobfsAEqSIkkJ8GMJb06tJEpBc1UgnbXuIO6hIQ40KspU9KB3jzhkszkB9AGU/gd9ZcGhBD1QFvq2O547rabhqwX+3QId60pRBGV+mw1KChSrAiDciP9OjSgOHnkBQNekfbII4/EmDFjcNVVV/X3VNYquBuTsiZLFJPiYZO7Ey0tLbjkkktwww03IJFI9N5hPcJyJbwZYRhkNWBFwnOhSBePJCimAzSXeHEmyazU2+Ao7rZhOty1qHgZPNLFM3qeUEnVU4xLMl+gNPexn5wocuG9bXLuBRBKUK6/AWnBsb1YT3RhNpZqUeQEEMSEm1mweHeerLo/bsGBnWwXVpRARWPZVn/oWYlOWFqsQrBAYKHzNFU0YlXlUrU/6OqRMSWGq3OSjXfDcsmVQx1YZhZF3eWgjrlRE5QwyOuV+ihKXde1doTps+jQZfklenMlyf2cMEVUnHg3WFJ81/wWFMcN9u4GId2qSCFD3LMYapAWkzBtIMpyfs0UaviqJov+zNdGuoRGzhffL4MDpgO0JR1QThBjBEM6i5VUvnTzKN2jdB2STgpJlkJdbrRKTYZ7FaeOuBgVd/avW7snEEJw88034+abb8acOXP6ezprDYyImJQ1WaLaPR42uTvxxz/+EePHj8dBBx3Ub3OYcXEZdrhpVt7++txoUFAwMNRna1CfrYEBIhb5w8SIytCp0ioWM+oRFso4bEMoV0pyQhjH6HlLMXreUmU9ka4dALBIPYSYVmFywXmR0kehyLnl7ANy90Cf406UxcRMu0vWWwIF6QA/4ZC1Xex4l7zovLZqPaR+Tej1FRB7cwwLVW2DUd1aj+rWutBYFNvMIhfLIBtPIxfL5B0v6aoAAMw99Ne9zmNjBNUygYRGiiYM1wtB0V0+hAlROkZtZVExs8VCtyWQ7qxbZpy4+H7ZJSvBEu1Cb8dMFzqtmJsu7EYMldkjLYdKdRZS+yYHwh0YTjrPkuK7F67FkjIblNmqneHY2GyOqHdV3sVRlDNU5h7lHlGJMwPJgDqxAa9khsmLwMHAYSPBKhDjRbhrwdWYcXGZsqoMNOvKDjvsgGOOOQbnn39+f09lrUHU7oksKd8Xm1R2z1dffYW77roLH374IcgAyEMff+MbWO5K4NfnRgMAarPVKHbCLTy7LBNaJ7Vt3BeLUtLtmoopEQTFpKAciFvMR14AL/YEED+WiWwzCHdgYgWAOEACP9xc1DjJVwaz3V22W9QNfQ+M1ZVjAUVKVhe9EZSwN+xYtgTZVJt6YAbr2QTVUB3Db6JfOmg+6t0aPctqFqC6fbBqQzkBZaYKsCWcwnRiMBwTpp3AvIN/s9rXuLEg2VmNXFEbmJFTxCNcdRZ58SsAlBKv/jlxwpDqHOz/HBHmznNJTqILZrZY6K3EusCKHdC2kSBGp/ieEwfcKQEhOXBuqpgUle3jxqLI6siSnHBQj6i4pN2wM7CMMjAaUynI4toYTLtLWWGyyTK3n24l4gAlqG8lmF8DJey2pKRLtZEZP7KmT02uHKvibep4nJUhSz1dmLOGX6HWz7zzRtyGgZf5c+WVV2LMmDF49dVX17uw5roAB4VN1uwRK8Tcen+x2hSwydA1zjnOPfdcnHLKKdhqq636ezoKBBQUJhrj8wEAqwIPcACuD5oIKwqDsowArr4J56CcI5XJIWbZKhYFED94lHERg6Jl7Rh2Vmg3cNci4tYxKQwH1Ghy5+yA0jQo7QA1Ol1y4g+yLXi98Vaw4uV5yrE9Ic8dQB2RtSEuMK+t72/geDbVFtpOrmeSXb59ulthebUoUbCiSrzt1rTVgXACygwYTky1lf1jriprMlOySRMUQGiyyDiVopYhMKyksH64NYl0N5BuOZHglKnUZmbkkOwYhGTHINWGuO424pKZvAKSbn870QU72S5S2YkDVjEHvOK7PHItXT+EdHsxVzwHwnOgPA2DdcJgnaA8B8otYUFhnaoN4TnEnHaRzWNn1RLPtqpzZJNlYEb+Q4y4/2cTNsegTgNFFoWhXD7hP9kdZhoxZiLFUmpfglUhzioQ436rCeHUR1oGCmprazFt2jScc845sO2ehSM3BHBXmGFNFhalICtsMpaU559/Hu+//z4efvjhfpuDbmIdkW7AomSjkr3XMa9oKUZ1i2BMgxPsslRI4Zt9MDZYMe8jlW6hhiWN2j7xo5nMrgD0UvOFiAJxfP57w5CqtK6FJdg22D1AumTMiRLh6iUoNkhOAITLqQf6BMmJHMdwYrBjhc+ZzBSjq7gVqXQpKDPAqNT2IKhbNQKNNQu8B6MssMeJEm2T7Q1mwDGsgtaCTRmfnDTJtz1uxv0+a0hR8zDQrBBXZPEufHTGXgCAH970Hj44Z2fscNfL4jMwmNJF8anXMiqOudC/C8yt4GwnO2BkxDmIA/DK2WK9RSsM6ZSIfaQbBtx4Me4XfaQ8rQTgOPzy+YTnELdbkDMrQbiDmNOu2jnEUASFU/HGzSjFguEicJ641pTyLg7mKpdaBsOg7hQai7sQRKmdQoeZRoLFMSwzFouT34KAwkEOhFPEUAaLdEK+ncuaYQMNZ511Fu666y787W9/wxlnnNHf0/le+H46KdHvhsQmQVJyuRzOPfdcXHHFFaiqqlrv59fJyeX1j2Gbji0QZ8Bm3ULAaV6ReHBTnQxwAodwOMSvFAsAjkl9tXZqVogqs6peiCuKtLyuBg1LGn0BsoadRTKzTIlWASLdkrM4iCHjS8SDlnP36xHmwtHDMgq4eEi8VVUr1q0lMp2YMEOljfYVnNqiZo9GVMIyRGQmiA4p3mbYMTimJwgWJBK2YaGjRJjKCaco7i5z23oXvaxmAQCR2RMUgYvZCRBOkItlELM3if9i3wtfH3W8b3vcjPvx9VHHY6uHH8KXU45R+z84R6iSfnzqftjpsjQ4N/DBFV7W2XZ/f1op3OYp4WrVr514BoYdR6ZysWpnZothdlUDlbMBFgdpG6XirLiWBWTQJjcVXxAWDgMUOTCS8pN+uMHl3EHcblHbksRQbsG0c3AMaflhoEyUppg9Rgg0yow8WaXcMjhoQF3aIcxXx6s6V4psMoeG7GawiYWV8cVgsAEOmEjCJhnk6MBx8QQRj8dxww034Nhjj8XRRx/dL7/XEQYWNgm6dssttyCRSOCUU3pW0FxX0P2+ly87Mu/4qO4G1GdrwAIPexnN/9aQFXi3oUnFBTpEEBUAKiNAQspvU8ZCLSjF2W9g0iZlxibIBgoB2qHreZDxJz0QFACgaU/Xm5tZOAmvmB8zrL4RFDdINo+gBPROgkJs6rwh56Bu0btC4ISjpKsCxd1lSt8EAAY3DUdNa4NKO/aNyQyYdsKtaOwRmq7i1t6vMYKCJC06QQni/f9L+QgK4Mn8S9ACFcJlfAsgLF9KJK64CVbpCrBEO5za/8Gpewe86jOg+hMRt0LTAByg6jMQmoNhNIGSDpERBAMOLVbjKo2VoFy+G8/CQZHsXgnTysJwbBiODcKZIig6yrs4EjZBTVcMjHLUpovy2gDCmgIADZlqDM0M8h0joCAwQWEizkpw6uhjAQy8AFoAOPDAA7Hzzjvj8ssv7++pfC8IWXxzjZZIcdbDRv+a19raiiuuuAL/+te/YJoD43J/3rkdHi39GIAnzOSAozZbDQMEpZb4sWHaQ9Tg1FWRFdt63Im0lHCDiswdLeBKD8grzn4D6aIhxAEhInWYcz3F2MwjKsqisjqwUy65yIXGnIQShKAiqLbNXbO+l91TIBYlZH9vaa6hwnCGhZbyFahoH+RrxyhTBETK3wvxNo/vM+ogF8uAMgMr9p4Wes4I6w6Ei1o2nIhqzjILyJddFIh3ATxNFcfMCsVcOwEug6Dj/wO1koBrRUGZqAZOAJBsOWK5TkXMea4CAMDsWoC7MvskrsiJf67Ms2gypkpZmA6H4xpNupPEdfUSZUnZrK0SjHJ8V+YFxzLC0BTvQJbm4IDB5DHUZ0dhWWKesKYoUHBWj5NHXoC75/9lwAXQEkJw4403Yvvtt8fZZ5+NzTffvL+ntEaQMSlrArZp2A/6hI3+Ttx8883YYYcd+rU+TxCX1v/Tt70gtRwrEk0odhJIOt7bIeVUWVN2XVyJmg6OmnaGmFO4oB2n1KccSx0LxV2LUNb1mddGkhLXEkKoWxBQC7rTQYidt/QEQmyR3klzKkC21wye4DEt/oSZWZGRIR8uhQTXelGa9Y4JbRTHsOAYFmwzpxUCFFWLGRElCZoqluU91AgneYqycluOk8qUoHmPKwtfb4R1Amon8mOGGFXFEAn3BOF0ixujNqx4t/p+MTMHO9kBK9WqiAo3LHD3ey0rMnPDEi7N0gVqDsqK6FpaDNIKRmJIFw1GpmgQODGQKRqETNEgn34KM0xkApqJBgdK0xy2IYTeDNf1AwCUEWzeXqVedGQKcoyZSLI4YtwE1QKS5fUTUMRZCQgobho1HsDAs6iMGzcORx999AYt8BaJua0dbNR3oq2tDTfddBOmTev/t1n9TeWKZb/A5I4d8FnJ15hTtBg5mlWBsoDfggK42T3MtZ4c/gKIln6sQyrI6nUfUuklAbE1V9PEJ19fwHWjl73X9xk5RVQIsUHMbo/AJJvAKuaAFS9XqrHczOa7dlwXjlqQTyykewfwzPKFJO91+DROXM0Sb1zuW5ekIhfPKIKSzBaDE6Yk8JsqGuEYjs+KIvvrYNQBZQYS2RSW7fuHvHlFWPdwEl2hJFZK6tvxbtjxboAIYT9GbZEWLY/HMuq7Jr9vdrJDEBK3mjKnDriRAzcz4GZGkBYzA1a0CjwhssdIvBUk0QRidMJGLXKJCjWXbMqLs3BMITfA3DTl8Z8uydMklBYVy+AizZ0TH1kpthMwOMXYthqU2imU28WgoIgxEwYoGrKjlMSBB0FUvnN+hjfqhPtooBGVP/zhD3j44Ycxd+7c/p7KGoGTNa/dE4m5edio78Rf//pXbLPNNthjjz36eyoKZ474I84c8UecNfwKtMTmYkniSzAwzC6erwXQ+j+WHy8cBIcCq8rctMojXgQAJcwm+ojCZbLuDnUslHTOAYVe8yaEdMhtLYWYc1ORESTagHin+CvXzTSQaANJNgExb5tVzIFTvFy8Xca7weLdcBKdYAGtEQDCnRMCrpEZnaAEf7nzrCMhcvc9wXuDZrBNS6UfyzGka8ChDixVdZe7Dy+eR1AAEZMSs+JYdMCFfZpDhLWPz485WqUhA/7vg1QaltYUykxww1ZBtcF6QoCXrWUVNyv1Y25YHlmR24DQWTEsQVS4v4BhPNsqqiO7SxDSLfvd5g1I2Nw9N2C5Q1guIynKGW574uryEAzpLMHm7YL4bN5ejRGdlcI9rP28U26gLjdaiLuxEsSZR0hmxC9erXu8vjBmzBgceeSRG6w1JUpBXjsYGEEa6wDt7e248cYb8dhjjw0I4bYZF5fh9BGXgsIvVuWQDFrNFaiwa1U1U4s6iDH5Y0TxztAWVGaT2Gp5CuypA914FI65oxp8RAUASju/BAAh800LBLaSXP4+QLUlxM77kQUAbqZBbM8lxBLtoFnxY8dSq7x2huURkz5ooOj9AAj3ToHYk0J9w6AeOgErik5obDdeRSKT7EQiW5Q39sqKpb4aPcGMIFlUMCIo/Q/qxOAYMnWcKn0Vw0oCxCtU6CMw8QxiuSS4YYMBIMR1jbjqtoRTWKk2kGQHYl2uJYQwEDsBJ9UGI10u0qCJA2464MXLQZwYCIAY5iLLxiKRaYZjpMCMmE+mi1O3cKBjY4vZC/HN2OEwuCflZXAglSPoSnAwypG0KTImU8ccAhWr4hgcMUYxJF2Jlng3mMng0ECFZpe8xHgZLCIsvEo3xbWmDJQYlUsuuQTbbbcdLrnkEowcObK/p7NakO6eNUHk7vGw0d6JW265BVtttRX23nvv/p4KAOCawc/ijgVXqIA+Ae9hSUFVSrJeQMzgFNWZFH603Wso7+a+gFkAmD/ScxN5BMXxXDokB5AcCO2GcOuEE5TQeJOAtYMblqh9kmwRpITmwFKrhPUkRMY+zI2jxnLdOVISXREUrXBcmGunpwDYIHrO3mGIWUm17VBHLd2pDlUoMAji8/ETNZbhGJGLZ4BAZvnon79pJWFaSRBmwrCSQkyOmSoDqLitFonuCpjZIrHfMdFRsQxt1YtCKjhnhZggp+CGBZorEv83YhnlFpKuIFa0CiTeimTiA7c/VRWS5RKEQzwXj/wvUN7FUdFNUN3pasloFhXp+mGUK+HHLjOHODNRbhf7xpbikYD4LgeF3k4b8Qe8Xl+C0//aMCDcP2PHjsXPf/7zDdKa8v0sKRvto3m1sVHeiY6ODtxwww2YNm3agLCiSFxb+xwYbDjIwSYZJaik/wjOKVoMh3BY1FZEhRGOpa9PUlL4ejzKiAVemrGXSuyI4NiAJYTQrNa2j4GwruVEkpIea/u4BQF19w4nQnALOslwyYluLheZM3avlpOesjMK9fFt99iWw5aBs9SB6dZHGdTagJq2OhW/orfnhGH5PpdhyU8Hpsl8U8QOd72Morl7IJYuB6M2DDuORPtgxDtrUNQ8DIYdF1WY3cVwyWqyZSiKVm6GeFclEh21qFm4HQYt2haJtnqYmVL1/9RJdMEuavVUjzXI7/OKzd7x5PeLVgHEQYLOVsUF9YBZM+e5ZClnGPfNYmz91Xx0J4hejsg9DiRsghjzExVAWFPkMqqjAoB4yRmcq/TJG4xMj8Xo9NYYldnaJSol3lx4Elkag0Mo3q4LD6Rf37jkkkvw4IMPYsGCBb03jrDRYaMkKbfddhvGjh07oDJ6Llp+MBhhuHPBn3Dngj+h5bTf4YwR03DrwkvRZS4F5RT/qXoGq2JL8W75e6pfxrCwrKgDda2BqrtcLO0V5eCUqmBZUc1VZOxImftgSnFBUkIcEXfiyoWz8vlgpYt8rhwJaTVR1pOgPDmnoZYY9abp6p2oSriG3aPlJIxshGmhFFJ49QfMeu6fhPvmDAAOtcEJR87M+oKXJTmhwetxCUqEgYWPT90PHx9wJdJly0GZCbO7Qn1PPzp9H3zxyylINY1E6ZLtULpkO2Fh4VRUSY5lYLquGyGzHxPWEjuBeMcgJNoHw+yuAHFMkbHmfqehk3HDQs3C7dE45r8gTgyZmrngcZGiXBx7HUX8ExDugDILlLkpzlqciuGI/5+7fDQPTaXeS1ZRRvwGZE2OrOm5fgDkBdNSRnwib5QboKAYlR6jqifHmIlRma0xIr2N7/49kTgYK8xKTGhMDwhrypZbbonDDjsM11xzTX9PZbUQWVLWDja6O9HZ2YnrrrtuwFlRjrq6HbZLDqS/9/YFf8Q1g5/FsMyOYITh1oWXghEbtdZQfFe8BACQdGIwOMGzWzb76vUAItunpTyFhcPrYcfiaC4fD8AQ5IT41WPFRoEMHp2UpFbBqZzjWTlCFsCTtXc3Cl638OubHqkhWpBiiFUjL8MnxGriIycFsn2kuqxvbNqzq4gTDofaYNQBc10/lBP/+bVzRJL3AxfWTrehqGUokivHwOwahFjj9vj41P3U8Q9/vRs+OHc8Pjh3PL745RR88csp+OSU/YUEP6egmQolm0+tJKRODyBiXsxMmfheB4i3amMlUfftj7Bs3OtItAwVAnGlS1VKfgqeJABllqilxeT/Le//6O7vetYD3aqiW02KcgaSNvVl/gDAqI5Kd6nCj1dugT1WbJl3n2IuQR+d3sW3/3VzD5w5+herd9PXIS655BLcf//9WLRoUX9Ppc/gIGBuEOzqL6v323L11Vdjp512QmlpKWpra/Gzn/0Ms2fP9rU5/vjjQQjxLbvuuquvTTabxa9//WvU1NSguLgYhxxyCBYvXvy978X3wUb3K3v77bdjs802w3777dd74/WMz36zjyIoMy4uw1WDn1bBsosTn+Ks4X9StXw27xJCYQ5hoJziR4uq1ThSGVtWOLYNqdFBXaIioAiKzNRxZe/zyIqRy/uRFe2Yf12+Kept3TdHFst4+919ekyKTmpC41OCZCQstbhABk9vacheVo5/n0prhqi1E3fN/lIjxaEOmJK853kBs4YTReAPZHRXLkZnw2f44NzxeG9abZ/7SQKDVeNhdFeDUwdGtkR8pzlVtYKIExOWFi1ORZIWJ9kBO9WGwXN2BTcs2MVN6v8KShYDJYtRFH8DKf4lUnw2ip3/wbTSiGfcFGaXqHy4/QgVnwIA8ZBEOUCQlqRN1fdVWFWIu+4NsG3rUGzbOjR0jJGZHwIAGBssxnSz/QaCNWXrrbfGwQcfvEFZU9Znds+sWbNw5pln4p133sHMmTNh2zb2228/dHX56zztv//+WLZsmVqef/553/FzzjkHTz75JB555BG8+eab6OzsxEEHHQTHWf0q9WsLG1V2T1dXF6677jrcf//9oVaURx99FJMnT+6HmYWDEYbG+JeuZDVVUfeUG5hb1Ii9G8dhYWk7GGF4fcQK7IlaDGp1lCWFEa+Oz4LhtRixcIVQsHTKQQy3bDtxdUgkUZHbzFDxJk7ZIo+QcJpPToLIs1D4lWGDSrGK2BAm3DrMq1Cr11gJQ1gMSTCQMQjbrQ3kc/Fo40g9lLwxiYOYnYCd6FQ/9gDQXLoSNW11vvPFc8m8GJUIAwuzJ5/wvfoL2X1B+ne8/T8wO+rwwbnjseMdr2Lx2Dcx5NsJACDIilSzDcSpOIlOLzjc/b5013+OomU/EC4gGTdmp1DEP0E32R6xXCeseAkYESrTugVFir0xylGUo3AoByNeirKMT7GoJCuiBpgkKg4nWFLcjiqrFA5hWB5vcfvp76sMjA0C6CL8ZvQRGMO/BQaAKu2ll16KnXfeGRdffDGGDg0nWgMJ61Nx9sUXX/Rt33fffaitrcWHH36I3XffXe1PJBKoq8svvQAIXbF7770X06dPV6ESDz30EIYNG4ZXXnkFP/3pT1fzKtYONipLyh133IERI0bggAMO6O+p9Iqjrm7HZ7/ZB7cu/IMiKMMz2wrfMaegnGJJSad4o3cfmO8MbckbRy80KCuotpZsB+6U57UVwa8OOHHA453CvVM+39+ol8wZ5YOXY2pulTy3iBYg60MvdXWAfLdOaJtAXyeWgR3v9umY5MeucJ9lJRfP5LmYwtw4LaWiiGNz2XIkskVg1IFtFnitjbDR4aMz9hLWFYi4lqGzd8OCcf8PC8b9P3xyyv74+NT9hGszmBXmfq++3OZlOMl2OMl2JNrq0V3/uaepAigrJ+Ey1ssA5QxxmyPmeMUGJRK2az3VCIoOg3tpybolxeAEQ7rKVFB+jAvBNwlpTQEA6lp5vyVj8M/hI3DEHVv1/YatA2yzzTaYNGkS/vznP/frPFYH38fdwzlHe3u7b8lme64aL9HWJr5XwQKNr7/+Ompra7HFFlvg5JNPxooVK9SxDz/8EJZl+bwQDQ0N+MEPfoC33nprLdyNNcNGQ1Isy8KNN96ISy65pKAVZSDiqKvb8deFvwPhVBEUAxSjuwXbdQJv/MsrDbACoTb8iBcx54JP8d3vPgcAMLtCHCAOWIlQf3WKl4MVrQJLtOe5d/RgWJV1ox/Xg15jGTBXzRXQLCiBQFpfLIqmT+FT9YRHJgoFxPYWSCtjUPSKxPmxJByOYcGKZZGLZ9BW2gSHOkpZNoxsqfGpg65UO0rS5VpMysCJeYqwfpEpXwaDGRj+7QRsd++zqJp1ifo/QJgJwkzM28L7Yd/yi33w5TYvAwCcZDvsWAbp2tme65U4IGY3TEeY56XbZ5sv5mPc1/MBaFWRGUHW5OiOM6WXIgmJDKQFPKKiL0FUWaVKRh/wV2LvZiOQRBpJpLHcqAGAficql1xyCe655x40Nzf36zz6AhGTQtdo4aBobm5GeXm5b7n66qv/P3tnHidHVa7/7zlVvUzPmslkZrInkIQtCTuyyaoosspVQK/XBUQvAr+LuF1EBb1eUa+KXFDccEEFES+IiMoqO8i+b0ECWSeTzGTWnl6qzvn9caqqq5dJMpNZekg9fIrurvVUZ6r6qfd93ufd+nG15oILLuDQQw9l6dKlwfxjjz2W3/72t9x9991897vf5bHHHuOoo44KiE9HRwfxeJxp06YV7a+trY2Ojg4mC2+ZdM/NN99MPB7n+OOPL1tWbWmeMPx879zs0iDkOj9dyJ+7QmFpyfsWP8afXz6YR2dv5oTNhRzxQMrCsaDxXbcG8/b7sosQuSLdybB9c0rJRMj621+sJUXzKkY/wstC6R3wHD4tpyIJ2Fq0ZNjjhVAqkvXNuiptq4Xp2aOERiqLdLLQMsB2Y7hy+HLslCekNGTHKUsZRdhxUNO1gFYtefrjx3lzTmDeiluLGmPu9PJh/HO3e7CUzbx/7s+uLx7Ji8tuR2jJwjf2NkSl7RVqNuyCyJrIZ8x6nZi2yLALNekNDKWMPmTJK6vQUqKF5O9vmxUyejPpHP9xsyktAUlHg4MSmtIgS56wVkUWVQAlVJxn6v+KwEbj0CJfCFQSm0UjtuVw7spnJrUh4V577cX+++/PL37xCz7zmc9Myhi2HWLUzrEaSXNzMytXriyan0hU9m8K49xzz+XZZ5/lgQceKJp/2mmnBe+XLl3Kfvvtx/z587n11ls55ZRThh+L1pNahPKWiaT84Ac/4Oyzz8ayiv8o/AhKtUZSAM6d99/B+7mZGVhaMq+/gYyVx9KSo1ca0pKXDvutL2a5ObuYoAA8/l/FFT5oC6tvrnkfEsCGUzvhUsqyPjuheWWEwYuelJmz+a+WU0QifMfX0aRzKqF437oselIJQktysQxKuggtTEWPUAx5qSI1DPnoatiAVBa5eCbSo+zgeOK8Q3FCkUQg8E15+uPHBVP/If/DglcORSiL13Z5gF1eOpwlL7892CYfTzPU9opJ+wgXEesH4WK7fWgkqUG/VYZP+BVHPbKGmGsiIxlbYelCpMRSJgXkV/uk8hYJ7z0QmL3NTNcHY6h3a7xlkn36jgu6SPsEBcDGxcHmRwsKT+aThXPOOYcf/vCHKLX1+8NUhhCChoaGomlrJOW8887jT3/6E3//+9+3qtuZOXMm8+fPZ8UK09G7vb2dXC7H5s3FsoLOzk7a2tq272S2A28JkvL888/zyCOPcMYZ2yeUqwaYJ6Pii2/aMYaELOhr8lq2G2QS3j/fjcdi3fDuYP5+Xw6VH2sL3Dhoy1TYlNq5l6R8VCxT3PTPX1ahISDDRFaCiIvlFKV1htWfbKU6p3R+aZlxWGdSun1hmZ/qMTb4ftTEJyWuN+a8NbzOpCHdhBta3vGOLw27boS3PkqFufZQI06qp2y9pz9+HM+ccRJLXjwy0Dsl0k1FJocq0V9oThjrx7bXkBCvYekBagdXUzu4Gst1Ag+Vmpwos8ifljZExGhYRJD6sXThfcwrFZKhVKXUMiAqAHv3H0tcN9DtHsxG9+1sdN+OhUta1PDvbzw/6QLa9773vaTT6TKxaLVhIkuQtdace+653Hjjjdx9990sXLhwq9t0dXWxevVqZs6cCcC+++5LLBbjjjvuCNZZv349zz//PAcffPDITn4M8ZZI9/zwhz/k9NNPp6WlpWh+NUdPAFqv+gHMuxRL20EueHXNJnYabCdvKWYPNrC2tnBDmN0bw7FgY5PFjB7vCccFTvkr4ed6Y4tfkrZQFrJ/Lqp+NdoqTvGoeMHxUvvpDq/KR2hpiEsojA2UE5RQ2sjXn6hQ6sSPmogSC80t6UCK1vP25XudDFeGXCk6ozwy4q+jPGdZ837bnsZqcik2H1aw5p523xe3absIOw6ePPvoLS5/5oyTWP7LG1m5+BEWvHZAMN/xGhcC6EQvItuIiPWjc01Iqwdc0FjUDrzBYN0CLNchEbq8LSXI2gpKUgtSGSLjv5daeGlOgSUE8waagnVX1nfT6NTSaxtNzB4DRxrRPooVtQ+S0LkgqjLZiMfjfPKTn+QHP/gB73nPeyZ7OMPC16SMdtuR4JxzzuHaa6/l5ptvpr6+PtCQNDY2UlNTw8DAAJdccgn/8i//wsyZM3njjTf44he/SEtLC+9973uDdc8880w+85nPMH36dJqbm/nsZz/LsmXLJtUYdcpHUvr6+vj1r3/NOeecE8z7/e9/X0ZQqk2T0nrVD0wfDW0zO2vEaL7KPi8d1qcGytIOUhf7nykhqB+qpA8ZKu5k7E/2EHKwrTiaUpSGcXDjQ7he2DqocvEJSgXH1TLvFI+gDKc7CXudbEs6x2zjFFJEQgVma5WqeIordXRQbuzPc6y8Z9S2ZU2JFTrXhnQTAwd/p2h5mLBEiLCtePajpzBw8Hd4afd7SHiNCpXlkG1cX7hO/Eaf8R4QOaTVhcBFkqN+4FVSg+s4/IEHPf0JxJRA6kLH5Gws3PvH91DSQQoobxVfd5YWLOxvDnr9NDq1pouyd/3vnD4IPfjVYP1q8E35xCc+wZ133snrr78+2UMZHlqgtTXqaSS46qqr6O3t5YgjjmDmzJnBdP311wNgWRbPPfccJ510EkuWLOEjH/kIS5Ys4eGHH6a+vpD6u+yyyzj55JM59dRTOeSQQ0ilUtxyyy1lMoqJxJQnKddccw277747++23X0VyUo24/sIGpLbRqMAbxRF5XE8Ot7pmE5aWbEqaCMefXzahNv/eYinQUpDKuEV9fHz0Jg9Fu41o5eUvZcjIzTOigoJrrBsbMlOJx4PfUyec3qnsAlveSHBLkY2yih3pmKlS2scnKKGKIGWZeX5320pdbSsdLxc3GoJsbMgzalNBmqcU4fkDNb0V14kQYbRw9/shLyy9s8gFWccGyxyhRawfEe9BWl1Iqwch0kht2l28415DVFI5SX3WCOjzlnmQSeVD6ZxQdU/SkUVpoLDh2+zBBuKqOLgeLk92Br/OJxZ8AZh8ojJr1ixOOukkrrrqqkkdx9agvUqdkU8ji6RorStOH/3oRwGoqanhtttuo7Ozk1wux5tvvskvf/lL5s6dW7SfZDLJFVdcQVdXF+l0mltuuaVsnYnGlCYpWmuuvPLKgKBsCdVEXs6d91/Mzu6OpvhH1U89zB1qYWa6lrz3Q3nC84UbQsyFxnShyeB+z19btv9X//NFHv8vC9eZaaIfJay8qJJHy6B3jrJzQRdiZWcDc6pSEW34fVnFjx/NGEYYGyYoQd8ef90wYfH6+lSKjpSWLpcfo6BB8eHY+RDBKpQpD4dAaKgm7wkiwo4DHb6WPBFtUXlyvAcwPbkELkKb13feex+2SzAlHDPV5KAuK0g6glTevAKkY26gYYFiDxWAmel65g9MC7onuyhSbpIaT7OyJH1EQFQmG+eccw4///nPGRoamuyhVIRGoLFGOU3pn+YxxZT+Jv7+97/T2dnJQQcdtNV1JzPdE37quP7CBhZk9kMimZU1SvmwLsKPpkglSHpdeJ9c4AlFJYFwNpOQaCnoTR467HGf/HqWR79iRFHae0JTNZuKiMaaXe9j48wVdLW9jpNI49q5Ik8T8Lq+JvtN+W58qKgySChri7qSSt4mlbxPlAxFR0IEJ0wslHTLyovL920IiOOTLKHIx3JB2bHQEumNebgqHiBkh6+oG2qMNCgRxhzufj8svLdzHkn3/o7jA2Xrh9M/khxSDyF0jnf9/e8kHGjtVTQOmql+SNPaq4oak/rlyH4EpdQ23/+bX58yZflNTi1JFSdtZRiyionADfPmcNoPdxmbL2KUOOyww5g1axa/+93vJnUcw0OMOpIyxX+axxRT+pu48sorOfLII4nH45M9lGHhExT/NayMX5d4Hksn2Rhb5fWL8ZqTlVTgZDxm0vKOW4Pcs2MJemslljO8A+H+l3RzwFeNo6BObkbVbCqOooSgpEs2OcBQXTeuF1Fxkv248SFDTuwcmfqN5D2RX5Hxm+UEXYy3VsXjR1ByNf1BGa+/ft47lpJOMPkalCA6U0JGKkFJp8w1Vio7iI6MpHzYr/wZLi0UIcL2IFyqn6vfiI4NelHFCo1ACad/zGR5hOWwBx8BwHJ9oWzx9eHKwudSUzepBDFXMhjL01lTTI5SbjK4L/lYlD7M7FNYvO+q3Tn/8jauv7BhwlNAQgjOOeccrrzySrSuRs8iAQHhGOkUGUX6mLIkZfXq1dx6660cddRR27yNr1mZ7NSPX8mzILNPMG9TrNBp0ir5gT1or7uC9znbpHxqM4qmfpeXdl9StO7+Fxf0E0I45Te7EFbvdk8Rqcgm0mihGKrrJp8cwPFKfP3ohdASO5/EjWVQds6IbGOZIlLhR0KgxLStrGzYkA4nlsW18zixrEeG8rie3bwWGtfOD5s6cj0RbLjMGAhITSWEK3x8xLyIFUDcKSe80uvL0vDAF2h4oDpC3RHeOgiT5iKH5/hAcbl/qDGoiHd5PkiuEdZql72eetgsU/51ULDOt5TAFQRdkqUSJBxJzBVeM0Koz8VpD/mnAGyK91Qc88rMj9lgFZqevjDd4oXpE58a/dCHPsRrr73GP/7xjwk/doSJwZQtQf7xj3/Mvvvuy4wZM7Zp/ckmJp+dcxX4TxozbkdqK3hC8Xv3dMTfYE5mceCTsmdnE/+YaXrG/PjNXTlg4zwWAL0pQWMaYq5GKU34GeKxrzYaoiJcj8i7uA2rTVomFP1YufQOwog5CRNNSZiwbiZpShG1V4aczJgcdTybIj7UUBTZ2NYqHbM/bULbVC4/1kIhXduQEz+lNEwTQkNMXAiVRobXc+y86aeiRUBg/M9gyIlUphVB2OI+7sTJeWMEcKVDNpbBlS41udQ2n2uECCOGMFEU0+/SQttDCK8RqLaHAn2ZcOMI2wjr89ndELhoLKQyyQIH8wSqpKC9R5O1Bb21ArAYSDik8jJI82Rsk/pMOlZgfQDw7LS1RUNTIQ2dEorn1HvA+gvEYff8eiQTH82oq6vjIx/5CD/4wQ848MADJ/z4W8do4wBTNn4w5piS34Trulx99dUcccQRo9p+ovUpvqPs5+b82JAVD1JbzM4uDip8wlhbN0BnXUH42Z5pYkG3eeJPZc3NIJ2UBUO3EB77amMhiiL9XHehp85ry/9G3s6RjWWCH9+gAiYU6cjbWRwrz1BigExykJ6GjVj5JK6dC1JCZX4lXurHF+KGPzvxoSAq093UQXdTB46dC0qKhZZI10ZWKnUu+uwTDlFR6wIEzf/CQlkfQkviThypLCxl4XrpIX/y1487cWpyKSxlBwSltBQ5QoTRwnr8U4UIoy/y1hJte062wn+oyBkyHu5mDubaBmKJl0AbMa1U2kzaRFT8z1CwL0h5tcp+X7BUzioqTfbJy9KeWSRUPIj8SiSbYutwhENXbB0N7gJeUCdyt/gYL9bOZLeuyXGA/dSnPsUNN9xAT0/PpBx/eAiEtkY1TdGf5nHBlPwm7r33XvL5PMuXLx/RdqeeeuqEE5TTLu3jylUXkZU9ALTnFqCEG3Q6lloyM7uQmdmFzMruzBEbljBnsJ6ZaRO5iJX8YDemNYm8xnIUiRP+UtYdFeCA/34T7CGID+A2mDSSCO3HiEaLoxeZeJqhxEAQNfCb7vmmZ0OJgUBPEiYh62a/FFTplKZ+SvUlYfIxmOwPUis+SQFDIPzUTyUYAa2/TzfQnoQ7EofflxIU/3wsZWN7aZ6abB3JXIpkLoWlrCCqkrNzURPBCOMGXzirpUIqy9jsB1VyuUKKU7rmegZDUISLTvSi4wPoZDc62Y3woom7v/AAu7/wALajAqICUJNTtPYqFmwyqZ6wcNb3UPHnlTY1lUHzU3P99tidwXVX585BYnOn+DdumDdnUkqTd911V5YuXcpNN9004cfeMiJNylhgSqZ7rr32Wg444ACk3HaONZnVPadd2gcXNvDtVmNvLysY9fzrimUAXLfoBY7YsISYMu6Q8/obeOXhd2NN60NqY9KUjUtSGU9ke/Jfyg9omScvldpUtkh7Gg4fPkHw0x7eXBzflVboIkLT0fbPov250mV9+2tAcVfg6ZtnBe/96IgTy9I1bV0wf3NdF+1Zkz6J5ZPmyFblBn/hMYfN2fxXy7W8MuNClKXyfhRSS2w3hu2aP3/l7c+PovjkxU/5KKGiKEqEcYETyw6bzgQMIQmiLKrYsVm4QfrHanoM+uej3OloLHZ/0ehTnl1+CEr5hofmmqjLCgYSkHQEeUvTm3SMXsXvpKwsMraL1IJ9u+fz9LTVuEKRFw7tufmAIS7rEivRQpFy20lbHXTJJm6YBzdctTt/OPvFsf6qtojTTz+d3/3ud3zsYx+b0ONuCQIqRsm3bdspGT8YF0w5kpLL5fjDH/4wBTpgFiNMVGSJffW/rliGVPDbJS+QUsmiZUpqdjnob0y76zga33Ur+ZvfQ01OkYtJYjcei1Aa/b7iHhZa5lA1m3niPFOevO8Vxd0wlzxzLC/vdashKN7NUWKF3hcukDBBqVQVo6SLCmlChBZYymZT81pSmXoS2RqElrgh/YpfKeNX2wgtca08UtkVyUW4rBhgMNVHbboBx84HYXJ/W19/UhpB8S36E/kk2ViGmBMvKkM2vXxc4vkkee84cSfu7UcFxCVChLGG9Mhy2CsFACsPTrIgfhcumoKwWyhZWKYthJU2OhR3Olqb+cuffZCn9zzEW1+DFLT0a6YNAGg2NgrqsjYDIZ/9sI8KwPKeQqO6R5sLDq+zsqY/TEzbKLGY51OSpfJ6pqse3nfV7ljaZUa+l7d3pOlNQmOGcev7c9ppp3HhhRfS2dlJa2vr1jeYEPiRlNFuGwGmYLrnjjvuIJlMsmTJkq2vXIVYlXyalTVPFP34X7foBQD+9dU9aM02sLZugLzUZGxFzBVkb3lPWVonmVMV3WYBhFNTIChX3mc0KSFjs1z9xmG8StwgFaRKUkI+ofF1Ko6VJ29nyVv5oiln5xiKpxmKp+lq2EBPw0YcO4tr5elu6iCdGCTrdY+d3juzaNxh87XSxoA+QTFiWEFfXTf5kLjV156EyYlPWqBQzaOEJuYkgnC11AIr5PUitTBVTB4p8b8DJRRN918Y+aVE2G4svvFHWI9/igV/vgwojvplGjvK7AF8aOka8WzwuaTqzdOs+Db6Ahe0y7Jnnyjbl6WL36fyVqBVMfPCDQgL7w/o3okDuncipZIkVZykMqQpLxx2Gnob6cHv8Wbmp9wp/o3b5EfpiDdzw7w53N46h/vbU5x7efs2fksjw9y5cznooIP4wx/+MC77Hx1EUBQxmimCwZT7Jn7961/ztre9DSG2nWlWS98eX5/S6MwrW/bbJS+Y3jyh8uOu5BBzN8fIxAV1Q5r8ze8Jbi5KeL18KvCUR7+4E+ARFA/Gz8SQgHhfm/nxl07w4+3bxPumaeEeOUq65D2NStg3ZEtmaD7SiUE2N3ayuXFDoAcBaO+ai9AC13IJi1sdOxeQFdfKe713PB+VWI5sfCgYr08oTBTFfG8mbSO89+XdkX1SAn6lT/El4Ed5tGf8VthOBumhCBG2BytO+Xfmr90NgM7pqwEvreqR7nxtd6j5p1dlZ+ULepWwG20IOtltKn6Ei2V1Bh4qAhUQlbB/Spio+KkeqUVF23xZEuFMuoacuAG5D18rFrukj2Tx0GHcI87iTvFvAGyMNY7sixohTj/9dK677rpxPUaEiceUIinpdJo//elPHHLIIdu8zWQTlBlXXREYHc246grOnfdf9NqrguVWyT/BYW9ODy78nHRxpVHl+14G/k1Gv+9vuO83U+K6Yyoeu8i4zYumaCtPrm4jec+BNVg3SMU4uNLxhLPmfT5ELkaDoXi6KIKSytbi2PmADIUrccyrDoS3fXXd9Nf2kE2kA/GtK12ysUzgIBtG6Wdfa2K7sVD1TqG02V+/QHJ0cMOVJcuU0FFjwQhjAmU5rG5fgWPl6W5eFzwUOPF0UKKvvOtFxTLF/imeeLaSB5JOdof8kbzrP3SPKY2+hh1pw4i5hW0qEZVF/S3eMo/QICk1oQRYOHQAi4cOo0s2AWCjx01c+773vY9HHnmEVatWbX3lCUK4anBkU5Tu8TGlSMott9xCc3Mz8+fP36b1J5ugAFy56iLOm3cp/2/et5DYlH7lLoqYtsvIyqr6PvbZ0EzOBsfCE7aZnj1Caawb3h2sm/3A7WXH3feKBxBurIioqNiQmewcS14reAooobc4jTW00KST/aST/QwlBhlKDAZkxEdvfVfwWQtFNpYhZ+eCLsaWskyEx84WlUIXpa28+eEy5TAxkRUiKv48qYxGJ6jCUhaJXM2YfxcRdlzM7VhMIp+kuduIzIOGmdIh17ABIHiwgMLDxhahrCINi48Ns3YJoq7hsuRS+FEU2DpR8bUqfsfk0ntYGAPp/8EV42v21traylFHHTXpnlg+xHake6bYT/O4Ykp9E7/61a846KCDtinVUw0EBUyKp/Psc1AYLw5LxxGhp46YNimE5nw94Q7q+6+fjuWFYIfikE6KwEHSx5Jv7r7lg/tpktounvrkMTxzxkk8c8ZJFd1bJxJ+ZCXcLNCf+uq66avrNhEWL9VTSMEU9CHhtIzv8xIW5oZTPKWW9uH+PT5M1Y8wpCesxfHSR7YbY/07Lxq37yTCjgU/velHFwsuzYWeUWEdWVG6x58n3eJSZTCdylMbEbLQLkPqPFJpWroGkNpY54cjKrO6i8fmu9JCMVEJL/exvGdOEPkNI2yl/0rqbupSn6NLNrEmPr1s3bHEBz7wgSpK+WyPJiWKpPiYMiSlt7eXu+66a5tSPdVCUMLYePZ5XL76cx5BsXk99QQWkvbsNJrz9Ugt8e8H+6+fXqQ1kdoQld6UCMoIwXQ7Hg5PnHcoT5x7GE9+6kie+8j7ipa9dPqHeen0Dxc1OJsM+GTFDVnb+xoYn1j4aSJDWDS9tV3k7SypbG2Qjgrf2MMC2fCr5aV7gCK/FhGqMJKed4ofifGjKBEijDUsJxYi6ZpNzWsKJDuWIZvqMU09w0TF75nlE5jSaqBhIHBpW/8CSkqaNxuX2tZNA0E0xQoiLF4JsiMrEpVSMe1gLM9gzIxPeSXKk42TTz6ZF154gVdffXWyhwKwHSQluu/4mDLfxA033MDs2bOZNWvWFterRoLi47RL+3BFrmx+XNnElR1EUmpykMib1zBcSVk0ZXsx2UQFzNOkXxHkSoeheDpww/WR9ozmbDdOzs7iSpe+1OZAAAwFv5NClZLntOk500KxsNaPqAAhAzodlDH7EZXwehEijAVeP+k8wPzNrp71skdU1qIsx2sJYdpHlBEVL/0TFsID5SLalGmnIa0e40aLS3Iog1SKli7TRDAcTUk6XjpnGKLiI0xUBu0sfaFrNEzqw15Qu6SPwvFSPQ7jex01NTVx7LHHVkVn5O1J90SRlAKmDEm55pprOOigg4ZdPhlustuDuGog64VkA6dHWajYCfLHwVMONA8UTJnUW/RvONwzZ0vLBpPGbyEbG0ILjePl8/0IjBtysZXKLuq4bJxqRZE4zXi5+PMLl4UxfYthuRFJiTD2mNuxGNuN0dzTjhKKzumr8Zt6+iJaLZ2yiAqAKPXuKRXS1q0BXGyrE7RLy6aXyo7v61PaezQLNvnzyolKJX2K70w7I9dITNnEdGGCYqKSGfwmGZGgVxY3MBwP+FU+k94Z2buXjGYiiuAGmBLfxKZNm3jooYc4+OCDKy6fSuSk8+xzgIKj4OrkRlyhWZs0iWGffEgFtmuiKX7KuTclCtU9YxhRcff7YVVEVIaDY22JuBii5+tUfA8Xn4hYoQiIb+gGJvdvuTZSSSzXHt7xE0Ns1r7rwjE4kwgRCgi6j8cydLS8yfQe4yGyqXmt0WTFjCjcjQ+ZiEolTQp4DQlLypN91L+JcpsC2/wwfH0KFMjKTp1mkkogldgiUclYOablapg30OTNq6RfKVx/zuDXAbhh3pyy9cYSJ5xwAqtXr+bZZ58d1+NsGyJb/O3FlCApt9xyC3Pnzi3reDzVoic+vr/auOUqFI7Mszq5ESUUG+tMyXHeMhU9ECIq3kNBNiaKKnysG97NAV/tHJNx+WSl2giL7XkyOFaujLD4y8AYzvmpI795oJ+qqeiJYjm4lotrOUX+Lz787shW5DYbYRyw6j2fRQvN3I7FAQFp7m0L/Ip8fUo+bnQkOuQZVOabQjgVpIqIihVfjRT9CJ1j1tpngvnhtE849WO5mp07TJ+f+RsF7X02dVkTHQkTlSW9M0jly6+NsI5LlUR3BtL/M8JvaeRIpVK8853v5C9/qdAyJMKUw5QgKX/+85/Zc889g89TlZyEIbWNEoqPvbQXjszjovjb7JeDSIrRnxiyIjWBXiVnC3Ix37fDTI/t8WF2/9oCDvhqJwd84/VhjjgyVBtR2RoGk/0MxdNYyiKVrQ0iKFJZ2E6MWD5eVBEEYDsmjRPLx4nnk8SdeFGzQ//HouMdX5qck4rwlodPOmZuXBgQk+betkAf5dp5nPiQISyJQVO94xMVX0Trd0cOEYLSCj4Z68Ly0j5h+BU/Ld1pZmwaZMamQab1DpGLSVxh7kFKmH4/9TlzTVWq+Alb5/soJShgHsxWZn487o0I3/Wud3HbbbeN6zG2jshxdixQ9d+E1pp77723iKRMVZRemD32Jq7e7Uk+9tJefPSlPfjoS3sQcw0hsZS5OSRzuqK7rGvLMrdZ5UwHFWesMBWIimMZG37HymF50RO/Wqg0cuIbukmv07FPVvIx43Lru+6GWwI422lkFyHClhC0Ywh139ahSIqvT8nUbkZJByfZX0RUApR4o4QbEfoiWoSLJMfsNY8VbdrSNYBUhf11ttQG79MJQcw1ZAXYYmmyD1Uhdaq8//zl32y7ZdjtxwLvete7ePDBB+nv7x/X42wJfoPBSDi7fah6n+/nnnuOTCbDRRddRDw+dj/AE4kwOfHfD1mbSLmtKKG4ercnsXWMmLb5t5eMXbbUUD+k6a8RJHMaxzJi2bijgxtFPiaJ5RU7/9M4LKZjO5PKMqbwiYr1+KfGdscjhO3Gh9Wm+PPNTV0C5TdJoSWJrDFjM9GSwo+D5drkvSqF2kw9QksGanq940apngjjB6nsUAl9sQO0TwyE1gglyaZ6SQ5OQ9lZpJMAV6JiGWQ+iZYgfP2VcM3nsNhbugiy3r4r30elUnS21AGGjLgCUllNp+dmn3CEJ0LX9MfLoyTLe+bw1LSC26vUVlE0xREOX9xwEtfNm4+NC4xfp+SFCxeycOFC7rnnHk444YRxO86WIcoelLYZkXA2QNWTlNtuu40jjzxyyhKUGVddAfP+GyDwSNFCob0f0l6rm2mOsZh2Udy1sJN3vm66ePamBFKDYwmkMmaSYG4evkW+awlWLJrHri+vQCiXvtplHPCNPwf9e8YK7n4/rAqi4qOUsMSdBFbQCbnYVloLFehKtFCBRsU8jRYs702VUB5LWSRzKTLxNDFnav7dRZgaePO4C5j3l+8AeNG9wjKfqAitEJZAunZgmS/cGHgtH8wMFfyuiQqVaDrei8g0ex9cZq59nvWzl251fEqIItfpmAKlTepnY8pPi4b7AXkmldhlvikra0w39g+senOrxx0LHHPMMdx2222TS1JGmayIIikFVD1du+2223jXu9412cMYNa5cdRFXrroo+GNVwuF/V30BjUNW9jFgr+PznceV5W/9lHLjoML2FPhxp3AzcL2/YV/w9uoui3nxK2/w6n++iM4Udxd+K8J240WkJWdnA/IBxQ0ClSx4pwABifFf/SiKPy9n54J1B5OTFy6OsGNg1Xs+C5T3nYLi7t5ahtyZrbzpekyxyduw8Na1YuuwrU4Ehqj4VT3+1LppAMsp3k9Lv8AV5p5TqD4s7i7uY8lAO5aWxJRNQsWD6h7ppTHOWvC5kX9Bo0Q16FIiTcr2o6q/icHBQe6///4pTVJOu7Sv6LNA8h9z/4crV32ZvOjD1ikA1scLgtemfpdkTjNtQCGUJpHX1OT89IRZx9Llxm5BPx85xHigGjUqYbLi60cqdSwu+KMUmgb6PwB+A8K81xsosN/fBjfPCBHGAlqooPs3+MQ61NrBK6tXdg5lOcE2QLn7bKjapzJcbLmemFhP2/oXaFv/AvFcFjtv1m/dNFC0ti+cVVKTt3TwgFQJuZJrxvdMAViSPoJd0kdNGFE58sgjefPNN3n99bEpJhg5BFEJ8vajqknKfffdx+zZs1m0aNFkD2W74Pfv8dmxFiogKgCfmfODsm3ieRVESfzXZNbclMIukGG/FCUMUelNHsr+l3SPWaVPGOEy5WoqWY47ieD9ljqIFiItBQdaNzB9swL7/dJ+PxEijDeGK3UP/60WvZYavBVV/bjlZm+6oFkBs05MrEfg0rzpRaQukKK2zgJRURJioctBSU3a06RILYJePutT/QzaOdqzTeZ8PAfahCpcmwCL00ds5ZsYG9TV1XHIIYdw++3lDVgnAoLRm7lFkZQCqvqb8FM929JQcCpgw9ln87+rvhD8UH52zlVI70lDUOgi2ldbnlP2iUo870dUdNAVGQphWDA9fR67pHnczqMSJpuoKKGxlGW6sSrvO61AVsIdk8FU9thuLNCiWF7341wsE2zffufXJ+YkIuywkN7frFQWSiqkkkYjZXsdkL00jxMz4tdcTV8w34dvle8LaEsjKVrbaB2OMHpkRucMUel6JfBR2dRsIrwJRwf3llQu7H+iy3r5rEytY2VqHa/VriXvGSf6RMXHK6m7UUJxw7w5416GDNWR8omwfah6knLMMcdM9jDGFKdd2sflq024U4ZuGL6QtiOx2XwuSeWUlhtXgtTFZGXAOWo7RzsyTHZkJRwRUUWVEholjcgw7IOSj+WI5ePeOub7T+STxJ2EscJXNumDvhf5pEQYd7x53AVBShJMusdPR/rwy5J935R8cqDI4A0YtumgSM9AVGoAqC2kSHvvC9u1dKeDiO20gcL+fS1KOOXjk5VDN+4azBuSQwzYgwzYgwxZQ2RkhldT9wDwz5p7eP+qNWWp8PHAMcccw1133UU+PzlWAqPXo7w1HszHAlVLUlatWsVrr73GUUdN7A/tRMAnKlqoIKwnvUIrS0scCwaTcljr+1JhG5gIi1Qa29XErn8XTb84Ciee4oCvrxm/E9kCJoOs+D4nmXi6SE/i3+xdq3CTVtIllo8zlBz01vGrexxs12bg4O8wcPB3JnT8EXZslLoilza1LP2sSnr6lO+wxCIfTMpHW4AFOo7WFtpLA/nW+bPWPoNUCstRQRuO5j6XGb2+hX7hvuQTFEubKqCDN+3Cft2L2K9nMfv07IwjHHIix4DVw7T8Eu9+N3E/O3vttRfJZJJ//OMfE3bMAqIGg2OBqiUpt99+OwceeCCNjY2TPZRxgf8UMSu7M19+6hRmZ3YGwA09FQ0mJZlE6KZV0nQwDMeWwQ1FKk3rhg5e/c8XefRL49snY2uYaLLid052pUMuqNoxVTxSFf+55+Jm+UBNb9BwsOftl7LpiP+asPFGiOBDKgstFIlsKpinhSIfM2XH4SaZxRtuwdwtBK3t8m7JOk6RE4V2WTfbGGf6AtoZmwbL9lXaywcg5l1flhZB758DNu/CgZt3Y8HQzghkQFTOWvC5CUn3SCmDUuSJxvZ1Qa7an+YJR9V+E3fddRfvfOc7J3sY44r/WfPJonwtGDfGuxZ2krONJX7YBt+PlEilsdzifhs+pNJIDZtmtE7IOWwrJioV5Fg5lHTJ27ktil/TNf04Vp5cLIPyevZEYtkIk4k3jv80sXyyUHIccp0NQ0uF9qKCuZq+Ml1K8cqF6EtpukepGkqtshyrgXg2RyzvaUpczabmFNN7TMVgXdY84afyBYt8v4u7pQVJz6PF0oKGfJymbIL6XJwlA+0cs/EQFg4tZlp+CQD3t6cmhKgcc8wx3HnnneN+nDJoRi+c3YL4f0dD1Zq5/eMf/+DMM8+c7GGMCypdmFaILx62qhXXM06VQC4mjPdAvqQfh6dBKY2wyArkpZow3i62Q/FB6oeakF6ZsbHCN99vNpFGCU02lsF2Y4GFt6UsNh/2jXEZT4QII4HQgnguSSY56AlUwbHzxPIJT6OiyMeHiA/VA0YgK7Q0Db+2uGMXPB2cDhEUjUXObqGrdQGWW0xyWjf2k48XfiamDWgGvGIdv5cPUORAW+vEilJCEkF9Lk5/PMeSgfZg/jXJc3hm4e3cduV83rV287hpVA466CA+8YlPkMvlJtgUdPRmblUcP5hwVCVJ2bhxIytXrmS//fab7KGMKSqRk5zM8uvdXgo+n/7qbkG5n9Sm/M9/OAoTEh++0ZsfYQFIZE2euvFXR9P7kbvKjrn71xYgtKKm4SYe//S+23tao8Z4uNj69vk5O0sqY27iQguUVGQ9wSEYL5W+Q78VbJcZ01FEiDA6KOkGaR/jQKtwZbkepRJ8Qh6u8CleoVCCLOQAgiFcdzpaxLFUhhkdrwKwsX0JQiss1/XaTBRj9mZYPb14nm+jD8WaFYCMXUx8dh5sA2B6vp1VsSW8IRxWLPwRP/rxweyRMbYJb+9IjxlpWbRoETU1NTz33HPsu+/E3e/83j2j2zaKpPioSpLy2GOPsWTJEpqamiZ7KGOGH398EFiPK2H69Jl8eu7lzM4uARRDcohPvLAPYB6GpC6YtvldSKXSaGmkbcJL6YThE5RY3kVJz7BMaZqvPoLuM+8pWjdd10zL5seQ/bPY/1svo1KbAHjivEPH5+QnGLYbp26okbydLVT8aGkaB3o/ApEoNkI1w3JjaFEwZbSd2BaJihHh+yQkXO3jFqV8Km6LL5w127V2vExnu6nUUVKgKlhASGXM3XxsyeDNRyofIx0zD1A7D7bxz1pocHZhwB4knfsGG+NrIHkFC/NruW12gvsvb+fK/+jY+o63AiEE+++/P48++uiEkpQIY4OqJSn777//ZA9jzGAiKOuBAkEBZSyj/acPj5jYrul8HPMiJEqKitU8PpQU2J4KX2qNVCogKf77UqLS19hAbf9CaulEaAvhmMZ7e/78ZnKpXl46/cNj/RUMi+2Jpkhd6CtieU+fADEnQffhkbdJhKkH44SsyzQJ+ViuotlbmWDWny/dsh4+gUdKQFq8jsm4oEELC6Fd79XcU5S0UVKysTkJFLohlyKc+qmEdMxBakHSMWPI2AV9TJ1Ty4A9yIzcHF7X/wGxy1mYX0vaSnDu5e0ktMt3z9+4xf1vDfvvvz+PPfYYZ5999nbtZ2QYfYPBUTcmfAuiKr+JRx99lAMOOGCyhzEu+MycH3Dxk6cidZx/e2VZ0NsimTPRkbijycWEeYIpISjDeaUkcy6WW1gvlneKyIpPVPzJchW1PA5WDpSFzDYgcqY9+5vznx6fE98CRiOolVqQ3/8Hwba5A64gv/8PyO//A9IHfW+cRhohwvjizeMu4M3jLgAgb2cD8azv5zMcSt1nK5UmV/JJsawu0C4CF6HDZfuSbCJOLO8EVgjDEZStIVahz0/SsVneMydI/dQ55v7Tkp9Fz9Cl3M13uItvk7YSbLZTnHHl/O0S2R5wwAE8+uijo95+NDCKlNH9N9J0z6WXXsr+++9PfX09ra2tnHzyybzyyitF62itueSSS5g1axY1NTUcccQRvPDCC0XrZLNZzjvvPFpaWqitreXEE09kzZrJsbHwUXUkRWv9liQpUsPX9/4jczO78F9738iXnzqFby//k+kzo2JcuffzKGGqeQCy3mslU7ewaVtjX6bIPl9JSS4RC7b1CUsimw+mad0mveM/UfXufC+9i+7jxWW3ByW8k4FtISv+Ovn9y1sJRIjwVsCCP1/GYG1P8Nk3dAtHTWK5mvKGguHKntAykZ5R4SiFyIdtdWKLzsAiv2vGYoT2+1cJNjUligiKEoK2PkFbb/nPhyvKn6SSjixZR5GTLjnpsj7Zy86Dbew82EaDUx+sM81ppclp5S6+zV18mzvFN7lt9jTOvbx9VGTlgAMO4MUXX6S/f2Ibhk5UCfK9997LOeecwyOPPMIdd9yB4zgcc8wxDA4Wyse//e1v873vfY8rr7ySxx57jPb2dt75zncWfSfnn38+N910E7/73e944IEHGBgY4Pjjj8d1J6/yserSPW+++SY9PT3stddekz2UMcf8zC68mXyFBZndAOM4G9O2qTDR8IulL/Gx53cL1s9bEPP+XC23cPH7AtrGPkMopCrckJSUAWmxHBfXktT3FzcMs3Oew6SyQFhoqfjnJERQRoLJtt2PEGG8Mf/W75GLD9HbMFikpRpOi6KlQriSXE0f8aEKP9zCRVsg7CHwUrrF+pThUzS+xi2XiDOjO8PG5qSnjys8NDlbyPDUZSUDicqpqLylcIXGFYrpuTosLQJyEyYqPbFemhxjpdBrb+Iuvo2yHf44R4FHVLZVXDtz5kxmzZrFk08+yeGHH75N22w/tifdM7JIyt/+9reiz7/4xS9obW3liSee4LDDDkNrzfe//30uuugiTjnlFAB+9atf0dbWxrXXXssnP/lJent7ufrqq/n1r3/NO97xDgB+85vfMHfuXO68885Ja/RbdSTl0UcfZfny5SSTyckeypjjzeQrtOcW8EbyJWA3HJFhVfKfzMvsjMRPzQAKkKAQgEYKgfA8UhxLBGmf3oYk9QO5YP9SqWJNitY4lkU6lSKVNsQkkUlTpx81gjorx+bd/ho8oTlWDtuNBxoRx8oh9v7ZRHw1RfB1KhExibCjYMGfLyOd6mcoMVD0w6aEIpmv3aYfOy0UeBU+W4ZVJqbV2sLVTYFGbvrGFaybs4dZ5qd7xLanfaQqF9eWjUJLrypIsz7ZS0LFycocA/YginKC0+S0sjlmhLSfmfMDjtFf4rYr5wPwrrWbuW32tKL1bS999ZPzTLrCT/lMFEnx0z2j23b7khy9vb0ANDebHm4rV66ko6OjqM1MIpHg8MMP56GHHuKTn/wkTzzxBPl8vmidWbNmsXTpUh566KGIpPh4q4lmAXo2rve6MUjWJF5kXmYZ/7X3jbTlFlDr1gbrWVpy7a4rmJErdtl912ut5GIWdWmvr0eoFLm/Lo5UmvqBbLC+H1kRSoMFruVX+yhy8SS9O/3Z6/GhWHHKvwfbCXwpXeHzZCEiKBF2JDR27kR6wdNAIa0jtCTuxIOn6pE8lWvpouJpZLa+fJmKI4Truc26gIXSBZfbls6XUSJmHniQ9NWWC3aVgK664QX9pUjlbdKxYk2MH0EZ8vQzlnd+NW4Ng1YxUal3m1FCBT3OAG4XRhx/jP5SGUEJ4+z/nQXA2vwADz6U43N8bpvHvb3YnhJkrTV9fcWRokQiQSKRGGYrA601F1xwAYceeihLly4FoKPDkLu2traiddva2njzzTeDdeLxONOmTStbx99+MlB1mpS3oh6lacZMAC566kTiqoFVyedQwkEieS31VLCeK1SRLf66ZBcralcFZchh+J+l0tSmy0VylquwHZeaoSyxvEM6lULLwj+3UFXHTyNE2GHRP30VNUP1CK+Ld022Di0UtpPAcu0QURHY+URBn+K9+l2RyyDcIq2KkFmENQByCCGH0F7/nrLNUIHr7LReL62sdXAvUtJEShqGyn9C/G7JvjstmOqfVL5wz0k6VlDpY2mJhd+4UKGEQiKxtV0UiRiwerB1EkvHsXUyIAC3ia+VjcHWLnHlEFcOllZYWtE+z+Ifj05cDx+BMOm6UUwCSXd3N42NjUXTpZdeutXjnnvuuTz77LNcd9115WMqKSfXWpfNK8W2rOM4DrZt8/zzz291fCNFVZEU13V54okn3nKRlNMu7cN2oW5I88WnjyehmhBasjbxKiB5veYFBq1B8sJBCcXRK1tZl+zig6/sxsdeKTa0S2Vc00xQexb4qlB2rEIkRHvVQeDZ6TsuuXiCeC5D40vH0/DKu2h6eXLCdxEiRCjG6yedR21vK8lcinjepLob+1uwnUIUY7hISpltflg0mymPMBSqfFyk1QvYCFwkOYTOIfUQlhpgRmeh8qNtUzp47xOVVF4Qcwn69ICJjqTj5v40kNBlxm5gKnv8qImlBXFPc5O2MgxZQ2SliQr7RMVHndtEV+xF5sb/1yzXNhIbgeR28XVuE1/jb/KSgKDY6KJp1hybjnWb6OzsrPg9Vhuam5vp7e0tmi688MItbnPeeefxpz/9ib///e/MmVPo29bebpx+SyMinZ2dQXSlvb2dXC7H5s2bh11nONi2zfz588dFYFtVJOWll4zz6u677z7JIxl7pGbOxNKGqAAkVAM7DS3D0vHgiSAnCymbf3vJCGhtF4biMJiEhsE8Uumglw9AbdpoUnw9ig9fPFvft5mm7g4aN3fSuLkToVw2NL4n1A01QoQI1YB0w0ZqB5uoGaonlW7AduLYRemewg9+pZ4+2bquos9aughtQa6uME/bBb8Ur9mgtLqQVk9g6hbG7NXP4toWmxuTBYNJbxiJPGQ9DlVJe1KXFVuMpgBBNMVleO2KT1QUitnZA9iU+RKNiV+wU+xyltjfD4jKoeIbHKn/GzCOtQd1DHFQxxBJ1+GgjiGO6MvS0p7gscceG/ZYY4ntKUGWCIQQNDQ0FE3DpXq01px77rnceOON3H333SxcuLBo+cKFC2lvb+eOO+4I5uVyOe69914OPvhgAPbdd19isVjROuvXr+f5558P1tkSvvSlL3HhhRfS3d09mq9rWFRVzP/JJ59kr732wrLeej+ep13ax/UXNhBbuZYLn34PAL/d9RUsHccVObpiHdS7zXzihX0KfigKdl5dKCFzbd9TRZGJS+Lu8Be2a0lsx/W2S9DfMA07n0d6pYWbao+hJf3XcTjTCBEibA9MR27pERGNVHYwz/IiK34jOh9Flvgh0zct3IK2LPRe6/JbvyV7cFUTAErUeK8x+mpjxs7ANSaTuTpJNla5TQdAwjFHiVV4qK7PWRW1KTMzjaxPwoBd3HE5I02qSaHIi1yQ/skOncdg8rskyLLE/j62dsjqOFkBg7IGMOmv0y7t47TQ/r52W4J7H7id4447rnxwYw1NWQPZbcVIq4LOOeccrr32Wm6++Wbq6+uDiEljYyM1NTUIITj//PP5xje+weLFi1m8eDHf+MY3SKVSfPCDHwzWPfPMM/nMZz7D9OnTaW5u5rOf/SzLli0Lqn22hP/93//ltddeY9asWcyfP5/a2tqi5U8++eSIzslHVZGUV199lV122WWyhzFuyKxdT0Jqpg0YovBvL+2CEoXz9V1n445GCcHsDcUXrFAa5UVR6tJOkDMuRSzv0NS9kZ7mGVhOFi0kjZs70UKipUU2WRDJHfDfb5Ke/zDPf+j0sT7dCBEijAI+QTHvRyZfF24MoSV2fzsq4elU4gMmmqKtiuSkFFrEvVfzULTs2Sd4Ydm+KGHSyNMGFOuaJTW5QiRlJKgkogUCPZ5C4Xipb4B+q5u4SpG2usnJPjSKhdbNfGblo1w3b36wvU0xK6pUnnzayRfx1DMPj3zQo8D2VPfIEZYtXHXVVQAcccQRRfN/8Ytf8NGPfhSAz3/+8wwNDfGpT32KzZs387a3vY3bb7+d+vqCuPqyyy7Dtm1OPfVUhoaGOProo/nlL3+5TYGDk08+eURj3lZUFUlZsWIFe++992QPY9zwkWtquf7CBsQ/TUlcU3/5o0ZYpOajtHdGLiaJ5wvbhte1HNO7p7uljWndm+humUnLhlVoIVFWDJQpQ45lB+isP47W/r+ReuOt0bMnQoSpDMuJoyxnWKt7y9k6IwiewN04Mt2CcONFaV0hHLQavjrEJyhhrJ+zG9N6h1BC0NuQRAmYvcmlu8EikQcw/X1cqcnamkReoAQ4MZMSmj4gg0ogV2iSjiTtnUq4UGDO0DQ2xotTVhmZRiDJywwxnSJLDwAr3RP4+IKD+Nkblwdk5H1XbV0msHjxYn5z3cRVDk5UJEXr4aPqwT6F4JJLLuGSSy4Zdp1kMskVV1zBFVdcMaLjA1x88cUj3mZbUFUk5bXXXuPUU0+d7GGMK/y0T3r9+qCkuKxZoC44yAIEelilkEqSGnKCZT6E0kzfaPoDhTuXNvYU5weFVkHuWUvJhsb30Nb7Fw742nrv4C4Il0cvmk+ECBEmBjv/8Qe4ttGXhSMpPoSWQXPMSvB/1Py0T6BF8Y3cRNiN1ntfQZNmi07yemYQRREo2te+SufMRaiYbYT6gGMJmvsKRCVvQTquaRiSgSO2VGb+QCL0EKUFeUvRmI3RmyiuSlyfNN4eKnTuSZViSCoURoOTVM1k5KaK38Efzn6x4vwwFi9ezIb1Y9NdeWvY3kjK1mnHjoGqEc5qrVmxYgWLFi2a7KGMO067tI+L9/8TAylzI6gggAdMaLXUSElqTSzvYFdQUXe2z6azfTYb22YilYPlZAvusiXIJwpiug2N7wHpkpn3MJk5j4K2OOBr69nnqru25zQjRIiwDVh4y+Uoq5D+KKrO8atgttIFGSAxMD0oN9Y+ESklKBVRvl+phhDaRYkYnTMX4doWsbxD/UDWa2Zq1mvuK+zbL0e2VEGPEnPLRbX9caeIoFSy0g+jRtVhYWNpG0vHqXVnkXLbmeaMvMBi0aJF9PUOlVWwjAdMCbI1qmkqNhh0XZfvfOc7HHDAAbS3t9Pc3Fw0jRZV8010dnbS39+/Q5AUMOVzAOnk1nN9mxtrgveW4xald3z4hm0+hHIRWgU9OIRWSDcfTEK5JDJpEpmCRb5wYwhlmZuaPVQkwIsQIcLYYcn//YS9fvI3Ft5yecVKnTD8zsg69GNesew4tB+naZW3wEKrhJm0jVYp0PGSZoPFJEbqIVxZy4aZe7CpbWek0sRyDq5tIbWmfjBLY18mSE2DISP+FJ6XjVFWhqy2QEoanHoUqiiaApAXGfIiw+bYq/TYr3mvr3LWgs8Mu69KaGpqoqWlhRUrVoxou1FBj94nZbQRmMnEV7/6Vb73ve9x6qmn0tvbywUXXMApp5yClHKLKaatoWq+iRUrVjBr1qwyRfBbFW+c+36+ut9fKi4TSgfpnJYN61j86j/LlvtkRWpdplnxoYXk9cW78vriXc12IdISRtvAH9nQcALPnHkCz5xxkkn1aAurr1Bnf8DX1nPAf785qnONECFCMeo6dwbKyUYYQkuEkkjX9j4PL6ZMpJsgVPFj98wzqZ4wfIdZkTMCWj/CEoq0GBda2Ni+JJhnueaBJ5ZziOUMufHvPdN6M9QNafLes1Yqa+5brjRTaZS4NGpibSFi0JKbDhghba3bRFb2oPGJmPnefvrGd0fccHDx4sW88spLI9omwtbx29/+lp/+9Kd89rOfxbZtPvCBD/Czn/2Mr3zlKzzyyCOj3m9VkZTFixdP9jAmDAuuvAGAiw/4C5lE8T+Dn+IRSgeRj7b1q2ntWIvUGteSuLZVpksJY+38nVm9YBFSaRLZYiW9dPPY+SEsJ4tQLiiLGV1bcWK0clteHiFChG3Gk2cfzWDLGzR1LKm4PNCYSBVEWpR0i6IpRet7VT0oC7vfGHeZ7oIuwvdfEt41rOMeYSFEUNyytFAiM4SdzyOUQguJY1s4diHy6z8ctW1K05jWuNJoVcCkfJSAjL3lVI67BZIGhqgoEY6sKBTmPDTKlBhvY5NBH4sXL+af/1w5om1GAwFYyFFNI63uqQZ0dHSwbNkyAOrq6oL+Qccffzy33nrrqPdbNcLZ1157bYciKd9aeyZfmH01AsnFB9zBt+4/Gi0FmxuTTOvNIGVBOKtl4cYwvbPYMbCrtT1476eB8jGbWN4hH7NBQT5msX7OTsxc8zpCuwjtBsI4y8nSax9BXe6V4gGW3LAevWg+B3zj9YrnUjRfurh163ni3MNG9oVEiLCDwe+bteDPrwKU+Z7487Qs/JBrVCGyomQQPRFaItwYVqa8Vw/aMlU92sboT0LCWeFWFNDOXPe4Edh79wmNhRIx1s/ZDaF08CAFsLkxSTKrSOQFQ3FJKqsDslKXFfTVFMZvhaJBrlDkLbPMF8368KMoAC7mIcvWKWK6jpwwZcj9n/xq+bluAxYvXszLL788qm1HAt8Wf1TbTkFNypw5c1i/fj3z5s1j0aJF3H777eyzzz489thjW+03tCVUzTexo0VSvjD76qLPl7/tVZQUuHb5P4lQLkK5JqqiHKRygtTN9M4OWjZ2BgTFsSxThizEsPoVn6BIN4+WFlI5DMUXsNvXd2b3ry0oVPpUwHBEBUDVbsCt3YAcbN2m7yBChAjwxvGfJjFUH0RMfBM3LTSulS+JpKhAZOtXAyUGQj/oyf7CjkPlx1rbXgTFokgoGxAUyyMz5RHTSk60wSFsi4ZBI4LNW6KoQ3LcKTd0c4UOepTlLYUrNJ3JPm+ZISzN+Wmh9b3eRLJQAPCzNy7jZ29cNuyYtobFixdPiCZFILxOz6OZpl4k5b3vfS933WWKLf7jP/6DL3/5yyxevJgPf/jDnHHGGaPeb9VEUlasWMEHPvCByR7GhOD6CxvIzP0fkqoZjUIgGZJD/HAf80TVnp2GpQXve6aZGSXNJ4XyrnppNCdCK7paQtGUkDW+1BqZd7CcsJ22hdAuSXclGWshdj6Hkib0K1wT1h3gIGrSb2Al1xQf3H/yCuGAr68JqK7fefWJ83bdnq8nQoQdDq+8/+PscsPPSPa1ka/pJdHfihaKzbNfRHkVO4UyZFCWg+XECk/cXuVPpUhKZQO3YqJS6IgMUqRNV2RRWEcLCy2soE9YsBfHJR+zycUkSoLtmijKcBWLPjK2OVZnsi+wxLe0JOUmSVtGkOsKxaA1SL3bQJ9QDNiF+9FIUzxhTBxJYdQC2NF2T55MfPOb3wzev+9972POnDk89NBDLFq0iBNPPHHU+60KkrIjlR/7EEiysoeEajJPR373Ty3ZGO+lPdtET53FS7vvym4vmtBkkehVERAVHzM6zEWshUQLSVdre5A3VlKyfs5OzFpduDhT4ik0Nrg1QSdUreMMxRcwFF9AnXiTA77xOo9+cSdv0ObGUpzeCZ+U4qlPHjNG31CECDsWXnn/x4s+7/WTv9G8ZikAXXOfBUAqK1SWHCcxOK2gR8FEUizMD6RO9CIyXumn9tI8wsWPmvgodEI2Iflw5ERjyIlGeiRFY3QhEryUjnG+LpjA2a4mZxdHVcBEUTbUZgKC4goVEJTpubogeuAKY4/wUr0R6nfFOojpJNJ6AdfdbbsICpgy5M2bN9PV1cX06dO3vsEoIbTYojB4S5iKmpRSHHjggRx44IHbvZ+qoGsdHR0MDg6y8847T/ZQJgSVLjJHOAxJo8Y34VDNnTtvpK/W4ol99uCl3YujE0KrIAXUuu5NWte9GaSFfFiOi+WWlipa1PAcMtZlRHXCQVj9SLsHIVykHCKZW08iV+gUesA3XjfERJeEif3P0sWZthJtFZszRYgQYfR4+hPvDkj/9NXLA8dZLRRCSfLxIXTgi1JIFbnJfnTMa6nhXeNlXinCRWsreDgpRSXn2SBN7JtMhlLJ4S7JPipFU3yCAoa0zMw0MmeoibiyglRHXFnElcVu/fOZnp9m9CfWOq54/ff88M3R6VDCaGhooLW1dQKiKdtRgjwFNSkAv/71rznkkEOYNWsWb75pSOb3v/99br755lHvsyq+iZUrVzJr1ixSqdTWV36L4PurP4NGkZU9tOTbGbB6yMlCPnhjvBdXaG5b1Bk8kby4R7F5ka9LCZcW+yLbnuYZRTcTqRQz15gISJFHgnC9G5Zt1P/CxZI9SNK4Qzujhuajhuagc03gxs2rUxNsq60cTsManjz7aJ48++ix/6IiRNjBIdwYWigaO3ahsXMn4tlahJZIZZGt7QbpmgcE6YaqgtzyEuRwJQ8gwqXHJEzUxI+iaBeNhcAI7QF6m2dhuS6W6wbNS8ModEkW+Fxkc6pAZDbUFnxVctKlIRenNh8j5g7/M5QXhTYB/2/et7b8RY0AO++8M6+/Pry+biwgYNSaFDkFNSlXXXUVF1xwAe95z3vo6enB9QxHm5qa+P73vz/q/VYFSens7KStrW2yhzGhOO3SPi5f/TkAOuJv0JqbTY/dUWRitDFuFO9/XdxJJiFxbcmG2Qsr7s9vHqiFZPP0NqZ1baChZxOuJRFKBwSllseLfRE8o6cAIgcihxA5hEgj7S6ENWDKGOMDiHhPYJ2fn/5awTQqQoQI44InP3UkANZQEzJfQ+2mBVhuDMvxGwGqIlt8ABVPo+KD6ERvIZpSBNeb7wLmwcSSPcFSQ05ywXup8zRv/CdCKYRSXmmyDqIpmxuTxPOFe1emPBBD22DSHFkoLC2oz8VJ5Y3iwE/1JB1DkvpiGVyh6I5tRuEgvXTS9qZ6grG0tbFx48Yx2VcEgyuuuIKf/vSnXHTRRUUNCffbbz+ee+65Ue+3KkjKpk2baGlpmexhTDhOu7SP7682jonrEyuLxFK+qt0nKrfsupG8BZuai6NNfuNAZcVw7QRdM2bS1L0xqARq7VhL86YNaCENQfHhi/GEU0jdhMydhDWAEC7KaTIERRo/FZ+g+Hjqk8cEN9EIESKMD57+xLtx6jZiZUwVUO2mBST7Z1CzeY7RpPhTqO+PildoieFdu1oVoqFC5grzQ2ke4UVcfF0KgNQK6UVtE9lcYJPgu88mswolTWUPlFviA9TmYzTkEtTnLFJ5ya4ba5nfW0vSseisGTRRlnySl+ve9MZh7otLrGtH9+VVQEtLC5s2Ve4BNFYQCKxRTlNRk7Jy5cqKDYITiQSDg4Oj3m9EUiYZp13aZ/4ktWReZjEu5eZGPlFRQpCNCV7cY/cgBOtrU8BU/jRv2oCdHwo+SzeP5fhmTm4REcEeMlMgpouj3TqjUxEOwu4x2hUrBzJnwsrCRdWtw5m20ljoR4gQYcLghNI7Ml8TeKSEnWu1V7YMoJOVe9QIWVJqHNKmKFGDK+tQoqZIOOtXAYYhlQp0bz5Rsd0CManLeoLekAmdH0Hx5/XVKFI5yayBGvbaaH4HNiUG6Lf66LUNkZDa5tyVz2zDN7RtmBCSotkOTcrUIykLFy7k6aefLpv/17/+ld13H3mfJR9VUd2zceNGZsyYMdnDmDT8z5pP8oXZVxuxlCCo8gnj2BXGe8Q3SXppj2Xs9kIhhFaXeYEhu7w6qqgiyCpxlZQuKBAyi7+ajPUX76CC06wvkI00KBEiTBye/vhxwfu9fnZrmVBdK1OmLJ2EISoKRHYLlvElolmt4widQ4sapBpCyULPMIHCUhkau9+kt9l0SBdKBaaRfu8wqU00xW+eKpVpPLg55bKubojlGxrYVOsQcwX1WYv+hEvCs0iQSqCkJq4sVtaYSkVbx3EreLdsL2bMmDHuwlnfJ2U0mIq9ez73uc9xzjnnkMlk0Frz6KOPct1113HppZfys5/9bNT7rYpvYkeOpGwNp7+yGInkN3v8k18uW8FfFxeqbl7ZbWnge5KxFlLjvEaNY+yeK/XpGXQPNm+EC1bOdEp1aowmJXzDkqEoi7++F0Vx69ejpYtwY+x75X0A7Hn1LeP3BUSIEKEMT3/8OFBWWXNCHTJ/A8g3rR5+J0U9e8z1L8gidM7oULxOyP5kliuaulcyratgK2+5BdNI21HE84qGQc9zRRtDt2lpiz06TWnxvv/U7L4GZm9y2XUtWCVlQE81vgYYAzdH5Oi1X2PNOf82ZnoUmKh0z44lnP3Yxz7GxRdfzOc//3nS6TQf/OAH+dGPfsTll1/O6aefPur9VkUkZdOmTWNST/1WQDiC8sGXjQPvv6zYmf9b/M+AXYfDqb7dPUBWzqu4T6FdUtLTo1QwZDMrVZgnjahOCxehLdz69SAUaBmUPu5z1V0oK8aeP7+ZZ844aaSnGyFChFHCTjfj1G0MSInAMsTFziKUubXHeuZW2NIqi6KEzd18LYp5dUt8U6S3TDGtayWbpy8seuqvTReiHrZTQT0LOLZECXijzWwXcyFv6UC/ooRiY/x1pI7TZ7/OPPl4xf1sDyYm3SNG7Rw7FUkKwFlnncVZZ53Fpk2bUErR2rr97uNVEUnZkdM911/YwPlzv1s2/8xndyGZ0yRzmtqMsU8KQyodlBj7KPgY5EjkNxTvULoFbUkY9lBBg1JaAaAsQ1BcvxmZl+e28sGkvNLHCBEiTCweP/+AwGk2vmmxuQ5DvilIF50oiT745MQXygZeKeXXsBbxYS3xlTCeLU3dw1f31aZzweQjnlesmCn5Z7vE9X6H/zb/Te6aU9hPv9UDQJ/9OgvlVhqfjhIzZsyYkOqeHUmTcskllwTeKC0tLWNCUKBKSMqOnu5JqCYAVidNCPWsZ5bwy2Ur+PlyE/b0Q6nTc/UBM68gmi+DH6JN2f8oiGal8TbRMoeOD6LjA4Vl4WiKMn0+fILiNJqbSJF5lEdQtFAIJ8GePx+9YU+ECBFGjlh/G/HN882166V/APCiK05NceM+vJJjwLPCtxChUmRRKaJK4QEo/Nmfl04lA2frUigpUVKSzLkkc643TweT62nwlFA82L4WAEfkAMki8RCWdnn+rLFPJ7e0tNDV1YVS5YUKEUaHW265hZ133pmjjz6aa6+9lkwms/WNtgERSZlEhKMofpldXjj8dM9XgxJkn6hAweBNeR1Ia9O5os7GPikx+yvMSztvq9jpFOGiY4PoZDfEB9DJbvNeuCbi4t2wnGmGPAUExY+k+Llvn7BEiBBhQvHYZwolnzJkjw+YyGcoulKEUPSkYIsPQuSQwhPPazdI/VRCT/M81s7btajVRimkUkHH5L7aGM/sVJwCumf2qqDh4LP1T/DjRX8hL9IMWKv4wsqH+cLKh7d0+qNGS0sLruvS29u79ZVHie1pMDgVhbNPPPEETz75JMuXL+fTn/40M2fO5Oyzz+axxx7brv1O+jeRzWbp7+/fIdM9p13ax/pPnQWYFuwAG+JrA0M3VyhOf6W4M/TRK1upS+eJ590igpKyC2HR0qcewISFw6FebQXKf53oQ8scKtVl3ttDwc2tlKCUIfTkBrDnz29m2a/+QOvd229fHSFChK3jsc8u57HP78GTZx9tHhxKr1XhG7c5XifkeMgOvxBZgYKAVop+Q1C0MXUrfQiSKkdDj+l+um6uuUdVIiuubbGpKcHzCxO80SaLfFPum7naRFFQvJx6Kqji6bNf56dvfJfTLu0bU7FsGHV1dSQSiXFN+QhtTOpGM03FdA/A8uXLueyyy1i7di0///nPWbt2LYcccgjLli3j8ssvHxUpnHSS4ouXmpubJ3kk1Yd/e2kXpIZMXHDGs4uKCIvlFG4aNXFDUOJuBzXyWZJuhTxxkKbxRHFuHOE3FfRy11q6qFgm8FYoTfFsDcrKb/O6ESJEGHtIJ4GyPQ2IloFmpTSSOlxapyK8h57Shx/LHWLOmy8wc83rzFzzOkrGmLnmdfIxm3zMZn1ris7mBOuaIS+NOHZDbRZX6ICguELxfN29KJFD47A59jI/e+OycSMnwSkJMe7i2e2JpIxWcFstUEqRy+XIZrNorWlubuaqq65i7ty5XH/99SPa16STlI0bN9LU1EQsFpvsoUwavrX2TDKyO/jsV/jYrvEZiOeNP8q0AUVLr4sV6pshtIvKzAEgZ7V7c13AIeYasiFVjmxuT28Db1ttBYSlKF0jFCqeHpagFKV1vOhJpq7LCGgxWpXOOS/SedTFo/4+IkSIMDoUdSH30z2By2yCcNSkoEUphR9NSQ+b7vE1KaYzsom0dMxewPo5O9HZnKCzOYESgrXTMLoTaQjKKw2dPNi+JtjPs3V/xxU5MrKbQWsdMHbW91tDS0vL+EZS2PEiKU888QTnnnsuM2fO5NOf/jR77703L730Evfeey8vv/wyF198Mf/v//2/Ee1z0klKd3f3uLbLngrw+/j4RGVdYnVgAhR3NErC3PWDCKWpHzBPSb6YNqGM2ExlW6mxngLhBqXIvi7F0hlier05mHTRMSNo8iMpwo0ZMuJX70g3mHzoEJEJ+zJk6roAyNX0kavpY+Psl9lw9FfG+BuKECHCSKClayIpYYTdpkOTkLmAsJgph09UfN+UUgjtomQc10riWkle2mMZG1pSrG9NoSTBlLUV6+vN/ealxg7y0iEvnSCl7YgMGoUrzDqa0h5D44fp06fT1dU1bvsXWiDV6CYxBUnK8uXLOfDAA1m5ciVXX301q1ev5pvf/CaLFhVMRj/84Q+PmBhOOknJ5XIkEomtr/gWh9/HZ8gqhB/9rqK+MdK03gwypEbXwkIm1xA8HXk9eBLKREGEyCK0Syz2KjLRaZqNYUiJf8MS+VpULFPQlgyHcGmjP5Wgb9p6WteM3v44QoQI24/nPxQyzlIFHZoQTqBHK07/hKIt2vKqfoqrfYTOIXUOqfOIEjuE1QsWkYlLlDQR35wNQ3FQAu6b+QbPN63jrtkryQsHheKl2id4pPH/PMFsLiAoAD974/Jx+EYqI5FIkM+Pn+B/+yIp4zasccP73/9+3njjDW699VZOPvnkoiaDPmbMmDHiiqpJN3NzHAfbnvRhVA2SqqDNUbJYmO9HT0TIHyWdP5hUzf2ooTkop8msZ/fg5mcBLrbqK2sKqGODCKcGbQ/hprqKCIf2SorBWGwH6R1lmfcl5CSRbmLj7JfQQtPUNYdnP3rKWHwNESJEGCWW/uZ3QImRmj0EeeP4inDRKm5a2A1jOW+Iirc6WSCB8vbpG7ppYV67G+OoksfdZ2b2s7J2U+Dv5ArF0/W3oEQWUAid4LGGm7z9efebCX5mtm0bxxm/yI0xcxvdOY12u8nEl7/85XHZ76R/ExFJMahk6nbNHiuCXj1gyIlQGqkUrevfCOYPZQ9G1qxBJtebhoDCxYqtQ8Y6i7qaAqhkD4Cp4DE7LRuL0LKsbDEgKCUXjylD1nS840u8fNpHR3jWESJEGGuE07GxzQvKS5CLoigWgdtsiUbFFU2AjSZR6IgcEtH6bTfaNhW6Lftu2K7Q5D1zSNfzQVk+cBwEURiFRqFFP4hBtMiiRJZzdvrAdpz5yDDeJCXC2GDS2YHjODu0aHY45KUTCGjDzrJSKVo2eOmcoBOySybzNpLJf5gnJqfGvFo57MRjpj+Pl+rxPU7w2rjLXAo32R8sK4OyCje5UoIiXTbNeoWOd3xp7E48QoQI2wVlOQSXsnDRYCzzKcwT3msRKngpuaIOLSwsNWBW8W3xvXtPx+wFbG5MFo4tBM+1DwafH2u81qSHdC2IQcxzsY0QA8WHDv0Utf704wB0nvUz2n96Bh1n/Xybz30kiMVi405SRiuAFUw9Tcp4IYqkVBkyshuFoiNuBLHX7LGC+oFs0Tqb2go9esLeBQGZ8KIk2hPG6VjxDSEMFU8XfRZuLJjM/k0Zo6gQfsymerb5vCJEiDAJ8LuYSxdK7wNhUuLZ4/tpHo3RCSoRQ2gXV5pUka9HUbK8L48SAiVh1oDpnvx4w01YZI2AX/SREP2kRDdXr7ySffU/+OnKq9mDpwGwxQCEtC5XvP77cSUoMAHpHnYsTcp4ISIpVYTvr/4MUByudYv0IgIli//JfJKSjD9VNF/n6xFOTZHjpEr0lSv+AaEqmL9RObKSqd9Ipq6LTF0XfdPWI0uT0REiRJg0GD2KB6HIN64ripiY/lyu0aKERLTGxK3ES8UTyvp9erSwgkhKGLmYJJ0QDCYhF7qVS9FDTC0gruYhUOR1EukRkb9/8iEAzl/5BD9deTU/fv0arl75Q7Odt854EhSYCJIyOoLiT1MBp5xyCn19pmT8mmuuIZvNbmWLkWPSf2EikmJw2qV9RZqU9txsoFhApYQILKa7Z5jupnG9tkBQso1GHKcttNvobRTqbqosZD6JzKWKyozDYtkwhBsL+vNUQsPmmax914WjP+kIESKMKRzPXkBJJ+iEXISiHl0lgvqArBRD6uKHFS0slIyxfs5O3rEKy7rqzH0k5krev+4/EVoirRdIiEFqRQ9NFPygKjnK/uD167j89T9MiFfK+AtnecuXIP/5z39mcNCk9z72sY+NS5uBSWcHEUkxuP7CBgiRFOk5D37w5cVAIcerhEBIiVQh4iCMoZuMdZrwrlODtLtMmiccRfFXVxZCWUXNAv1GgVh5Q078Ch+fqFTAK6eeMVanHyFChO3E/t96mf4F/vVc/NChhYuQgJVDaAsN5W0yhDssUQlHUJSM09U6J/hcl3bpr7FRod9VP+VzEqfyp9nPme2wsCuYw02UeVspJibdM7ptp0q6Z9ddd+XCCy/kyCOPRGvN73//exoaGiqu++EPf3hUx5h0dhCRlAISqomZ2flYSJRQWFoSz8P61hQzOwvaEdeSgV+KTK5H20PIxPoi0WyYoIQRCGchICpCS7QCr6IwIC0AegsNxiJEiFBd0EKV68ekC26IkFg5w0vA+1+BoPgQZFGiyavicREoNBIl43TPmFsk5rddjaVM0LYuKxlIFKerGzMn0Z+8adzOebQY9+oePXrh7FRxnP3Rj37EBRdcwK233ooQgi996UuICh2xhRBTl6Tk8/kdmqT4pcfJ2b9gTnY+UIii+GgYcLz5OmiJ7toWG9sXMqMDauy70HEvzBYPCeU8qERfUeQEMNoUoYqJCn40pcKNzkNywLgDP3PGSWNy/hEiRBgfuLEhrHxNkOIJqnxkzms4ahd0KcJrJihM2keJ+mA/vhbFtUx0RGiFFjK4H9UM5WjvgrUzYpQmjWcP1HIo+/DXGesg9g++/Pq9E/cFbAW2bY+/mZsaLUkZ27GMFw4++GAeeeQRAKSUvPrqq7S2to7pMSJNyiRi5g9/GuhQLG2+gzBB+eDLi8nFYFOTEa6pEoaqpCxu+jWMdkS4RokvlBVU7SAUwo2xco+7eHPX+7z1Cq3eK2pUtAQtydR1scvvx1fUFiFChJHhsS/sSsPqvQvXsOUYHyM7U7g3hF6F8KMIw0dLw9WDlmuqBjPJBNlErOh+VJvO0bbZRSpI5Qo/K6vqB/hL659ocOYgcfn0Tu/l0zu9dwzOdvsR+aSMLVauXMmMGTPGfL8RSZkkXH9hed5uQ3x90eeFawaRCn6zu2mBrqTEtb2eGl64dVPbPIaGjjaVPG68qJqnEgKioiX/3POvgCEkb+x2T/A+wDBVPxEiRKhe1K3at+hzqc2AuUfkyn1SAHCD8mOBW9b5WGiXmWteL96/lORjNvUDORrTml8seZQfL7qZl5t7eKZhBe3ZXalL/i8WbjDN/emHKt4DJxITIpwd5SSmSCQljPnz59Pb28t3v/tdPv7xj3PWWWfxve99b7vFtJNOUlzXrejx/1aH36vHR9raxKDVCZg87kV3zgJg4doBLrpzFlIbp1mhdGCP7+tStLBI595OJn2EISoetJ0xT1Eh+I0E/bJjLTTauyJ8ogIU0j3KKkwe/JRPhAgRqgvazhS8UZQsdpQWbqHzuXTBHir08wFPl+LdP7SL9kqSw6JZqcpt9PMxi3SNTT5mkchrzn/6APrs1+mJpZHetm76P0lmTuM7r/+JJENYVaB1e6uVIN93332ccMIJzJo1CyEEf/zjH4uWf/SjH0UIUTQdeOCBRetks1nOO+88WlpaqK2t5cQTT2TNmjVsCx5//HF23nlnLrvsMrq7u9m0aROXXXYZO++8M08++eSIz8fHpJOUZDI5LrXVUwGnXdrH+k+dBZj+FX4Pi6/cMceQEm1s8C1XBa+2ay5un6C0bFhV5DybGzzE7M/KI5ykcZf0Ujz/3PuWQqdjq7SssEBWAki3qARZeykiv/NxhAgRqguP/8dBaKmwsrU4iTSunfUeTMIdzYchCD5ZwQUx/IOjX3qcTcQYqomTTlq4lmAwVYiIf/OJz/Ji3Qu8kXwEW9tIJHPilwbLv/X6rdtzmmOCTCZDTU3NuO1/okuQBwcH2XPPPbnyyiuHXefd734369evD6a//OUvRcvPP/98brrpJn73u9/xwAMPMDAwwPHHH4/rbp1UfvrTn+bEE0/kjTfe4MYbb+Smm25i5cqVHH/88Zx//vkjPh8fk55nqaurY2BgeEfUHQE+UZn5w5+yIvUEYMr7/D49RQh9bN5USA8VOc+GIPK16NggWrrs9Oy7+eeefyVnZ9n16ePY6fl38PrSOytuF077aKGKbbUjRIhQtRD5ZEF75pUia6mKsjtBSXJsAJGv8yp9yl1kgaCyx2xn7gNKSqTSpsonLr15AstRQSmy0JKDe07i/mnXs/PQEWzK/BffXXgpX3/9jrE+5VFhYGBgzEWeYUx0CfKxxx7Lscceu8V1EokE7e3tFZf19vZy9dVX8+tf/5p3vOMdAPzmN79h7ty53HnnnbzrXe/a4r4ff/xxfvrTnxbJN2zb5vOf/zz77bffCM+mgEmPpEQkpQCfrAyHsNtsy4ZVSDdfFEURqKDHBrIQlg1X9fgExZ8fc+KoCiJZH0LLIPVT1BU5QoQIVYf9Ln/Y9OwaasTOJ3n+Q6cXFlrD6VAMtDJRhSDN41X1hAmKFhYz17zO7FWvBWlngGxMIJUmk5D010BPytxT7p92PQBtyQuYn/gMn1n56Jie7/ZgYGCAurq6cT3GaDUpUoPWmr6+vqJpe7MO99xzD62trSxZsoSzzjqLzs7OYNkTTzxBPp/nmGOOCebNmjWLpUuX8tBDD2113w0NDaxataps/urVq6mvr6+wxbahKiIp/f39kz2MKYHAG8UTzYYJig+75lX8W4cfQUGogKgo6fLyXrcitURogRbahBY9IvLmkoe8fQrmrTgILRTSSRS8VbQkOTA9SvlEiFCNUHETNXGSWNla9v7x7eXr+GXH4VnCQeOXIFfetR9FkSqHknET6fWem6QykZSOJoi58POd70YLRVKuZg/1Io6woWS/k2Xi5qO/v39cSYrQ21eC3N3dTWNjY9H8iy++mEsuuWRU+zz22GN5//vfz/z581m5ciVf/vKXOeqoo3jiiSdIJBJ0dHQQj8eZNm1a0XZtbW10dHRsdf+nnXYaZ555Jt/5znc4+OCDEULwwAMP8LnPfY4PfGD03a0nnaTU19dHkRRMtc9/zP0fRElwy4RVTedjLWTQHr0oghJ673c7Fvla4zLrRUle2udmtNDkrTwJZaGEQiKRniDWj6bIoATZE+c6iSD1o4UiU79x3L6DCBEibCdkDpRJ29hp82MTVPSVRFGClE8JaRFk0QyT+gk9EEmlUEjq0g7pGpsVMyVZW1GnJVLb9CT/Ali8IHcHoI4+YMWkkxMfAwMD2/WEvzUIRu93IjQ0NzezcuXKovmJRGLU4znttNOC90uXLmW//fZj/vz53HrrrZxyyinDbqe1rmjQVorvfOc7gWmbL0iOxWKcffbZfPOb3xz1uKN0T5XgtEv7AoLy78c/HMwPa1KkypeRkuA9iljjfUFFj2+D73c01kKXpXWUUDhehEQLhRaqaJ03lzxUcJ8t6YQcWeJHiFB9CNKxTg3Cm9AWuCbCUtGeQLpoXfy86qd8BOH7j0khKxlHe/bUUilWzkrw4hzIW2ZdSwkSOknz0ImFbVGkqePCnd496aXHPiYi3bM9EELQ0NBQNG0PSSnFzJkzmT9/PitWGIuL9vZ2crkcmzdvLlqvs7OTtra2re4vHo9z+eWXs3nzZp5++mmeeuopuru7ueyyy7Zr3BFJqSL4Jck/+vNBRUZJUmm0kEFO2If/PixsQ7g8f9Bvefqga42Jm/ZDtFYQJcnGSsqSPSttP3oSJiraynuGUFm0ULxy6hkRQYkQoUoRCGYBOTQN4caQ6ZbC8lydISrhqIo9FNpDwSclrEcByu4/AP11CWb0uDRmrGD64a73kBXmHtM8dGLQ1VjikifOl3Z6Z1UQlXEnKdqkwUY1TYBPSldXF6tXr2bmzJkA7LvvvsRiMe64oyBsXr9+Pc8//zwHH3zwNu83lUqxbNkyli9fTiqV2u5xTnq6p66ujnQ6vcP6pQyHsChNSRGkeYCgn0YYAoXu3RVanmDpI6fz7EHX8tShvwyWx0I3LzBEJZFPAuBK1/TeEMrUz4ciJqsWP8y8FQcB8MyZJ4zZ+UWIEGHs8fh/mGt1/2+/AHikBOM6rUV5mkULF5FpBh1HCBelahBkgS2X5nbMXhC8lxpsFxzv9i2HefY92HmMZ+zd+Prrd1RFyme8Scr2pntGioGBAV577bXg88qVK3n66adpbm6mubmZSy65hH/5l39h5syZvPHGG3zxi1+kpaWF977XOAA3NjZy5pln8pnPfIbp06fT3NzMZz/7WZYtWxZU+0wGqiKSAgTtnndklBq8+Qg38xLaLTNUKhAWC5Gv5fkDf4dbEtbNW3nyJZU52ViGbCyDFipY339VgQ5Fs2qxST8t+9UfRn9yESJEmBzkzT1WDrahajaXL0/0gihU/mgSZRETKLc5yMfsonuTVJCOK1pzbQgklrYRSNoG/w2AB+wDq4agwEQJZ0c5jYKkPP744+y9997svffeAFxwwQXsvffefOUrX8GyLJ577jlOOukklixZwkc+8hGWLFnCww8/XKTLueyyyzj55JM59dRTOeSQQ0ilUtxyyy2TGkCoikgKGBY4XIvnHQmnXdrHne/qrLjM16CUpnwUJpKidCpwM9nrkdN5+sDfbdMxc3aORD6J1DLQqdglkRdCpcgRIkSobjz2+T2KPh/wNeMwa4iI37+rIJg11T3DI+iG7N1/2te+weoFi4Dih6i6rLmHTM9Pp9fupavmuoCkSNyqISha66oXzo4URxxxBHq40izgtttu2+o+kskkV1xxBVdcccXIBzBOmPRfHcuyqKmpiXQpIXTts6hsXiWztrBw1lIDWE2P8eQRPyJv5beZoPgoFc1CcTQlbKUfIUKEqYVHvzKTR7+4U9AReYv9vSh4cYR1KKXRlUJ7Do0V0lHUOSlSbpKWXHH7jMtev4mlP62OlHEul8NxnOrVpAxvXVW1GK9syKSTFIjEs2H4gjIlBFpWLvvyyUm4skcK4zWzzz3/TtyJs9fDHxzRcf0oiROZtUWI8JaFb5s/HIQwwlmpCmJaJeMoGce1kkFlz7q5xho/njf7at3sGKKi4D1vzMf1LA526/l/dNdezeWv/4HTLu3j+bNuGd8T3Eb4vzcToUkZVYPBcRvV+KGtrY0zzjiDvgMZrQAApbdJREFUBx54YEz3WzUkJTJ0K8a/nXQzSgiUlKgQWalo4KZ6EY0veyt4eWUrPyKiEq748XUqYby5+JERn0OECBGqFMM6z5YI8kMPQ0BR6bFQ5amFmLfqYesX0J5pot6tYXnXl8ZkyGOJ/v5+pJQkk8nJHspbBtdddx29vb0cffTRLFmyhG9+85usW7duu/dbFSSltbWVDRs2TPYwqgJ+zvbXN59UVOHT1boAKK/s8X0MdO+uADx5+E9xrDzPHHADA22vjujY2VgGqSWJfBJXumUpINfOstdP/jaq84oQIcLkIHzN7ntF6Cl3mJSPn+7x7y2lqeaO2QtoX/uG2UWJBsL1HWg1LOxrwN2i0mXysGHDBlpbW7fJpGy0EDtYuueEE07g//7v/1i3bh1nn3021113HfPnz+f444/nxhtvHHXH6aogKXPmzNnmdtA7AqY/+VrZxe9HUyqq7kW2EEkBlKe6ql+/G4teH1ljp7yVD6IqpRVCaxY+xdOfePeI9ucjXBm07Fd/YOk1vx/VfiJEiLDt2OtntyK0ZN8rHmDfK+8bvvdWbAAhHESoE3I45RNG2/rVrJ2/M1oKhNIkcy5SaZr7CveL+qxFwpEc0DmLvbtMQ7tq8EbxsWbNGubMmTPux/G72Y90Go1wtlowffp0Pv3pT/PMM8/wve99jzvvvJP3ve99zJo1i6985Suk0+kR7a8qSMrcuXNZvXr1ZA+jKuBX9gily7og+9GUMDSSvGjF7dkfgH3uLW5SWL9+NxoHm2lIN41oHOH0jxIKoQVSWUy774vbtP2eP7+56LPQkuW/vJFdbvgZuVQP+ZrqUPlHiPCWhrJM6lYotJUvFr+XCOG1tovSQEoar5TSSMq6uQsAyMUssgmbXMxCScHaFgslCLogW1ogNSyz5439eW0nVq9ezdy5c8f1GNsTSZnKJKWjo4Nvf/vb7Lbbbvznf/4n73vf+7jrrru47LLLuOmmmzj55JNHtL9JL0EGE0l55JFI8+CjoJoPW1JX/qstcpstwZvLTZhXbUHJvyX4RMVSFgSdUbft6pH5ghnUkv/7CUK1lfX92eWGn/HK+z8+qrFFiBBh2yCdgiW5lm5BlKn9a9pF6LgpQ9ZxhMh5zQDrvOWWV3rsdUNXmmyi8NORiUtsV/PK9AGU1LhCs9umemKuYEVLH/SsYUly/KMWI8FERFIEo/M7YTu2m0zceOON/OIXv+C2225j991355xzzuFDH/oQTU1NwTp77bVX4OOyragKkjJ37lxuuOGGyR5GVUBqXSZIk0ozbdNatPSaAco4UuUKOWMUjmwwNEJb7H3/mby515/K0jWjQTaWCaIwc197G32tr6Me+AJ9h35ri9sJZbHk/35ScdlAw0aUVDT0bL0fRIQIEbYPfvRES5ciPXyFbsiIHEKCdosbDIbTzIOpWFDVo6RgY5PFxjqX6ZkEHbUmRfRSSz9/nn0RAHKWC7yXODlOozqwevVq9ttvZKnwEUMP/3C5NYgt+J1UKz72sY9x+umn8+CDD7L//vtXXGennXbioosuGtF+qyLdM2fOnCjdUwI/ijK9cw3TNq0FQKgSIzfvn09ot6gRmFAyICjbW1IstfCOIVmx+9/NmDbPouGBL7Dn1aac0H/1seimH9LX/grJ/hYSA80kBprLoigNPW1RFCVChAmAtvKokn5dYQhtFad5XC+CsoWfByUF6aTFm20xelKqzLTsz7MvQuJy/Nr/xsLlstdv4o2zrtu+ExlDrF69egIiKTpI249mmmpYv349P/7xj4clKAA1NTVcfPHFI9pv1URS1q9fTz6fJxaLbX2DtzCOur2Nv7+jA4CWDauGXc+PpmhkUFSf6zuSVe/4ZPm6QiG1pH6oEYD+mt5tGkuYoMScOP2pzUEzwrgTp6/1dQDS09ay5P9+gpIF9bblxMnWdoPvUuu/CoWSaoteDREiRNh+HPDNFahkMyrRj7KzxY7RfqREuIX3HoTIobWZV0mo70dRMgkZ9Ovx0T5Yw8+X/AcxXCxcXKH4zut/qhqnWR9r1qwZd00KemIdZycb4WaCQ0ND5PPFD8ijdZSvikjKzJkzEUKwfv36yR5KVUBL44+yqW1e0KsnPAXr+U6Q3j+j1DlvvvkLD0dRVAVH2S3BJygAiVwNNUPGPnpt22tooajvb6G3YSM73XwFrpXHtfJYXsPC1977KRKDzQViEkK6rhupJIN1Xds8lggRIowOTqobLV2kkzDdzIUC4aL9yIqf7nE8kawwDxp+J2SoTFS6G2Nsrisu3/XvGSp/MBYuMXK8O7Mbf0u+VFWVPa7rsm7dugmp7tmRMDg4yLnnnktrayt1dXVMmzataBotqoKk2LbNzJkzozLkEKRSZY0Fw0ZupYp7qXOsPvp8tNC40glEr8GNyYMSivlrd9vysXXxzWdT0zrWtr1Wtl5j3wx6mjbQ07QhiLD4yKZ6SKSbSISrioRCSRfXMmOf+9dvb3EcESJEGD0e/c/FPP2JdyNzqcI9YDidmpUrSvmErfGVjAWiWfNZoIQgkTcNBUvxuRf/lfr0x4mn/50vz7yOd2e2fL+ZaHR0dKCUYtasWeN6HIHRpIxqmoKRlM9//vPcfffd/PCHPySRSPCzn/2Mr371q8yaNYtrrrlm1PutinQPRLqUMAopH1WxZ08pBIqNh3wJx/KegrxIitAyiKZY3r0knRhkcPZL7PLqwbyy5KGt7ru12zxtdDavYemTJ6Hsws0LoWjYuIC+GW8AEMvUIV2b3a/9DRAnm+opWhcICIprGbIy52/fYtO0dWTedvlWxxIhQoSRQ+ZqUfH0NtuqCeGidCGSIrQqJikClDTGbXVZSW/SXNPNafNz4krNlzreW7bf6y9sqIq0z+rVq2lrayMej2995e2A2MGEs7fccgvXXHMNRxxxBGeccQZvf/vbWbRoEfPnz+e3v/0t//qv/zqq/VYNSZk7d24USamATW07M6Oj4BxbSlosncFufJBsIm1SOtLFsfJIZRWle1zpYimLeet3YdXMV1ix+OGtHnvpkyexcf5TALR1zWPj/KdoWbVnwRDKi5w0bFwQGp800RvLQeZsrFwNysqTq+mjb1pxOk8LRT6WReip2KkiQoTqx36XPwy6tnimcBFOEqSLcELalBBcWbmnzYpddkFJQcOgi2NZgSalPltICX1rz/ORvA+JSxJT7XPp69XjVD0hehQPo42ITMVISnd3NwsXLgSM/qS7uxuAQw89lLPPPnvU+62KdA9EkZRSfOKkx3BtY5K0sX1JMD9cxZOouwe78UHW7HkLWihs14iOlVDk7Sx5O1vWg0cLxbz1uwCw5LUDi5ZJLYpSPUJZtK7cj5ZVezJ97e7MeNPUtws3hnQSCC1NisefvG2kGwMlEa7hwLlUD9oqiGrDpGTD0V9h6MDvj/p7ihAhQjn2+tmt7Hvlfah4Gqe+IzB0A3Bqeo2Rmz+B0aZoyxi6AbYymjHTBVmiLHNvWbTitSAl0dLjMLfToTFjFf2ofvEpExVVWCjPX+m0S/uqIooCE1PZA4VIymimqVjds9NOO/HGG28AsPvuu/P73xtX8VtuuaXIK2WkqKpIyoMPPjjZw6gafH3dv6LEa6iYjeUqNszahbZ1r6CRCBQvnnA6sZBJUyprnpaEFsSdBK50cKw8OduIaRP5QiOtRLqRRf98G0JJdnv5MF7Z5f4tjsWPnPiEx9eeCI8U6Vi5fbZPYJS3rVBmGyVdhBbbbAoXIUKEkWGvn/wNoWNo6ZrJypvqHu96jfXMBW0hwlU9Ib8UpWpw5HQz2xPNdrbPRknJzLVvlqUwZna5rG0x6/1w13voq/k/ACQuOeLEyVFNmAi3WTApm9Gme0rbokwFfOxjH+OZZ57h8MMP58ILL+S4447jiiuuwHEcvve97416v1VDUhYtWsQvfvGLyR5GVaFrn0VMf/I1U+2DZMOsXWhd/xpo05/HNAQ0UYk0xhlWCx1U8dhuLCAp2VgmICpCS4SSSGUT75/BssdPASDTuJ4Vix8OPgO4cdNnQTqJQprHDeWnwxqVEKRrbpI+oRlo2IhUEi0slHTpPGpktfIRIkTYNkgngcwnUfF0Uemx0BJ7sLmYoPgeKSGLfEdORyPLnGYBVi3YKYia2I5iIGV+QmZvcnlygeJf1hwCHALArxb/B3FyVeWPAvDqq69yzDHHTMixRks2puIz3Kc//eng/ZFHHsnLL7/M448/zs4778yee+456v1WDUlZtmwZL7/8MrlcbtwFTdWOLZXrlWpUVOivOeww61f5VIJQklxNHzV9reRqu4gNNQEQH2hhj2feY4yfSvt6+GkjvxeINDe2TXOep2Xt7t5KkrClpe90mRhsZqBhY/F+IkSIMC548lNHFn1e/ssbg2tR5EP6FG0ZjxTpBqke5bSiZYGU+JEUJSX5mHc9Zx20FGTixfeIFk84uyll7jsWLt96/daxPbkxwLPPPstnP/vZcT+OgFGnbaaicLYU8+bNY9687e/bVDWalPnz55NMJnn55Ze3vvJbHOHcbdc+i9i81x5Fyyv5Fvglx9lYxisHFliqmIPm7Sxr215jqL6L+FADdqaB2FATQlmFlI50CiRE+iXPslC66IWP/XVa1iwtHMAjIH6YOQw//WOmSCgbIcJEQQtlHiDCGpRK67l1KFET2s4KoiiuJVFSYLueHb4ovobXtlikY4p0TJHKS1J5WZUmbj09PaxevZply5ZN9lDeUlBK8fOf/5zjjz+epUuXsmzZMk488USuueYa9HYSrqqJpEgpWbp0Kc899xzLly+f7OFMKkojKc1PPk/3PoYMtD76DAB7/OkGXj3ug+RDFTx5O1uW8ilFbaaBzU0dbG7qoGVTH3YuVbaOnw4CkB7RsTP1RVEQEXKQBcpISVH5MVDbN4NEuomNs18CJK13fzVK+USIMIbY56q7gMK16CYG0EIh3ZhJ9Qw1mocNN0RUtIV2EqBq0DqFkgWnWSWL3b/Dgk4lCyRlbYsV+KUoYUqQLVWdDyLPP/88M2fOZPr06eN/MF3cxX4kEKPcbjKgtebEE0/kL3/5C3vuuSfLli1Da81LL73ERz/6UW688Ub++Mc/jnr/VUNSwKR8nnvuuckeRlVh+pOvAYqWx59l037LTaNBYfHiCaeUrauEBuHiUtlbpSZbXFbYNd2UfPsi1raOnREl0ZewSZtfXuzPr4RScrKtyyJEiLB90NJFuDGEMhU8SjogFYQE9kWRFF8sq+MoVY/Gqtivp3PWfGJ5k8JRoVRQLibJJIrXdz3BSt5SXNP4aNU0FPTx3HPPTVgURTB6TcpUKkH+5S9/yX333cddd93FkUcWpxrvvvtuTj75ZK655ho+/OEPj2r/VZPugYiklGLGEyuwXBW4z7Y++gyvvOc9aGGx259vHtG+AsvqEnv8cNTFtctV+D5BKXWuLVtvC2HkonEoiZJupE2JEGEMse8VDyDzSbSVNyXGgApfz8oy3ihhqELJscZCi4IW0IhmzTU6o6PgXyWVQkuBYxUiJT4xsYJ7jGZV/QCwZX3dZGAiSQp6OxoMTiFNynXXXccXv/jFMoICcNRRR/Gf//mf/Pa3vx31/iOSUoXw87hCFcKFnQfsybRNa9n11j/z8nHH89LxJ41onzXZuiKioYQqEtcqoeic8SbrZr9Ucfui5mS+50KY7EiXbG13wQY/tI7QppJIKhvlNRbceORXRzT+CBEiVMa+VzyAiqfJNnSQr+1G2TmceBqhJVauppDq8SInwvNE8T8rtw6Bi6bwoFHJ6dq1LbKJGJm4FURRuuoFlhIkHENQYm6BvDTly1PJk40JjaRov73JyKeplO559tlnefe73z3s8mOPPZZnnnlm1PuvOpKyevVqNm/ePNlDqQp84qTHANi0n9HovPKe9/DycccDsPstN45oX4PJfo+UFKIYjpVHCx2Ql8AHpUSP4puybQuytd3FM0KRGGXlsEawrwgRImwdbmKAfG03TiKNE8ugpGN0Za5t0rd+lDP8qkuq97BQwvM98kqPK8EXzkoNXfXluhMlIOYW/6xUSzRFaz3BmsdR9u2ZYr17uru7aWtrG3Z5W1vbdv2mVxVJmT59OrNmzeL555+f7KFMKsIXdT42/I/6Hn+6YUT7DdI60kVJtyj1U2qu5hMU6cTLoyjDIDHYHKyjvYgJYQKkJbX90xFa0Hr3V2m/8+sjGn+ECBGKsefPb2aoaR15z88orB+z8jWgLKSTABXyRdFhp9k4QlSOooT9UVzbQiiNY3mmjKKybuKNxn7+2VSo6Plj7bNc0/jomJ3v9mD16tUMDAyw224T0/BQaNP3aDQTeupEUlzXxbaH/52yLAvHqWyHsS2ousdaP+Xz9re/fbKHMqmY8cQKfvKYRiqH1kefofOAYjOcF084hX1v/yxxJx4Ytm0LgnRP6HPw4CPAdiVr5j3HvDc8C/wtlSxKt+C/oKyiCh+hZIGooBCuSff0TF+NFjoqQ44QYTux/Jc3kqnrAcxDhR8BFVqathR+yb+ygmXDQcni0uNwJGX97PlmfokWJYysrXFFsTbFFdBnZ0Z3cuOA5557jsWLF5NMJre+8phgx3Cc1Vrz0Y9+lEQiUXF5NlvZ8HNbUbUkZUeHr0fx/8jb/vEU0ztXBstfPOEUnjjmOyPapxYqIDSl5CbuxLHdWFDNs2rBUyx89eCibbcURQkTFC1V0U0xnC6SSuJaJRqXCBEijAh7/eRvOEnzdBq+lnxiYuVrvEofK7DDB4qt8AGt4iidQgsZ+C8Zl9nCw4lUClShsscvP57ZZa75FbMELzf34gqFpSV5T+eWdGM05VOcmF4KTL5fyoSKZncgfOQjH9nqOqOt7IEqJSk/+clPJnsYk4rWx16tWF/f1bqQ6Z0rEdpln7v+HwiXJ4/6wTbvN0xKKkVf0onBoAcQQLZ2M4nBaeST/cSGGovW9UlJpq6rIJalmKCEiYqfPqodmE7PtPUob/v2O79Oxzu+tM3nECFCBHC8cn6foEjXDiIodq42cIYWWAVn2bAORbqo7HS0jiNwESiUiJcRlDCkUtiuJhfySHlxDrw6bTNxZQES108pC03G83D6Y+2zVVGKPNEkRejR+51MpQaD493OpipJynPPPYfWGiF2zJRA5/5LmPVwcZWNFhKhFTWJh9BWbsQEZWvwSUs6MQhAbaYeMERFC4Vbv7Fo/bBnSq7GPCXFhxpIDDSTC/uheE92foTGzqbKUj2RsVuECFvHbr+7BsuJY+VqUJaNkzA6FMuJIx0TIbHyXtrG80wJoC1T1eO9x/W0KKHfwkqCWS1DjQelxLEESgrWtlj0Jl0ytvIICrhC0RUfQAnFmZtNFPYXTY8wLZ/i+gsbJt199rnnnuP973//BB5RI0epLQl3u9/RUXUkZY899iCfz/Pyyy9PmMCp2nDapX3cf8RagMCrAAxRWd30b8wZ+EnBpn4ckMrWooVi3eyXmLlul0AIG07bhH1OfAKSq+lDS4d4uqmIqPjrSk+XUprqiQhKhAhbR6KvFQAn2RcQf+naCNfGytcEAnXhW+ADMpdC5LzoqLKMgFZZaGXKg4XIobXtNRQs79kzHOZudOn1Ggm7QpcRFJ+QFCIok0tQ+vr6eOGFF9hvv/0m7JhC6x0ikjLeqDphQDwe58ADD+Tee++d7KFMKt5+z2yUFEU3Dst1md75BmtrP06272j2ueffx+XYfjRFC8X6Wa+wfuYKlHRwY5liXUoJUfEreHLDOMu6do58PB1EUiLxbIQI246nP/FuVDyNla8xXcmFKlTh5VJIJxFET0wJcokWRVtoJ4VW5QJHn5S4VnKrBMV2FK/MFsSUIOkYDYoSio/1HMjtn1866RGTSnjwwQdZsGABc+bMmbiDbo9PyhQSzo43qo6kABx++OHcd999kz2MScfhd88qIyo90+fSvHHVuB/b+KnoIArSOeNNrHyy0OnYb1pWCVsQxVpOnOkbdkZogVQSy7WYecd/j8cpRIjwloPMpUAopJMgtXkOscFmYkNNqHjaNAn1upMDyHxJFYsTquBRcbQuLjv2o7bhnj1ChQXxgnje6FJkqDfPyYPLOXlweVWSEx/33Xcfhx9++IQeU6BHXYIsplAJ8nijKknKYYcdxn333bfd3RPfCjj87lmASfUoKTzSYuFa5oazzz3/Tuvm2WN+3GwsE/JQMVESJz6EG8vg2jmU5RTbbpdCyzKyIrREWUb5L5VfKaDKPFoiRIhQGUNN67AHpwedy015sVVsxuiVHQPF/ig+VE1ojxYaC0sNFh0nTFT8clihNFKbslrLu2RjHlmpZoIChqQcdthhE3tQTzg7uim6J/qoSpLytre9jc7OTlauXLn1ld/i+Ps7OoKSPy0kc/qvoTZxF6naP4/7sbOxDOnEoBdR0XTOeMOYwEkX18obQW0s5IMwTCrIR/hGOn39LsF8y7WYfdul43YeESK8VfDKqWfwxHmHoj3naDcxgJYuVrauTItSBOFFRHSoP4+Oo3UCV9bhytqi1bW0gslyXI+cmB/PgZSN1ARW+NVOUNLpNI899tjEk5QIY4KqJCmpVIr9998/Svl48L1S5vRfjRYu2h4Klj15xI/onLZ2XI8/FE8HUZWNLavY2LIKJ5YlmzRNxBAKbTloaV7LyErJlI+nA/t8P6LiWuMnBI4Q4a2GsHBdxYZQdsEwq9RY0WzgNxN0i9I84c7HljtUMc0wrWtD8F4qxarWguvszjVjH8Uda/zjH/+gtbWVhQsXTuhxhVfdM5opqu4poCpJChRSPjs6bKdws1lb97HgiejJI37Ek0f8aMLGkY1lQjoVzebGwo3LtXNGWGvlzaufBipqQKiCyUdd34wJG3+ECG8lPP2Jd3tVd56FvZ1FuLFAPFvJKVoIJ7h/aJ0C7MAOXwurqATZmLsVKn6UZwexuTHpfYa8pas+igKFVM/EW1pohHJHOUUkxUdEUqoYfhlyJexzz78H00TB16n4UZWeho1kkwNkkwMo6QavYIiLT0jCxCSoEgrpVVzLxXIt5vztWxN2LhEiTGUs/6VpMGpl65D5GoSy0VYeZWdNKmi4SEqgR3G8KbSKR1QApJv35kk62020xCcoAE+3dk+JKApMkh4FQE+scPa+++7jhBNOYNasWQgh+OMf/1gyHM0ll1zCrFmzqKmp4YgjjuCFF14oWiebzXLeeefR0tJCbW0tJ554ImvWrNmeb2G7UbUk5ZBDDmHlypWsXTu+qYypgPAf7fqaM+mIfbxo+T73nsU+9541IWPJxjKBVsWVLl1NHWxu7CRd2wtAPj5EPp7xtCtOIJQtRVjLYip9LIQWzL7tUlrv/uqEnEuECFMVfqTETZiUq96SHkxXiqq4gI3ADUSzhqQUfhI622ezsW0mAL0NhqCsapU82dbNienqLDUuRS6X4+GHH54UkiLYjgaDjFw4Ozg4yJ577smVV15Zcfm3v/1tvve973HllVfy2GOP0d7ezjvf+U76+/uDdc4//3xuuukmfve73/HAAw8wMDDA8ccfj+tOXjq+aklKQ0MDe++9N/fff/9kD2VS4ZMTv4W3HwbsiH2cTvsMs5J3E5ooouLDJyxDnveJazlB2bJr5wvv/TSQZ5M9lOplKNUbRFjq+2ZQk24iNdBM7cB0EtmaLR02QoQdHn6kxMrWFRMUf5lf6ePGjEdKSc8ecAEHV9ahZE1Fb5RY3kFqHfTsWdUqebx905QhKABPPPEEtbW1k2MMqic23XPsscfy9a9/nVNOOaXCUDTf//73ueiiizjllFNYunQpv/rVr0in01x77bUA9Pb2cvXVV/Pd736Xd7zjHey999785je/4bnnnuPOO+/c7q9jtKhakgJRyuft98xm7cF7FJUf+/DtljvtMxjIvJcnD//pZA0TgIFUTyCC1UKhpEMuMRikgYZSvQzWbSZT049ruSipSNduBmCwrovBui4GGjYyWNfF6mM/P5mnEiHClIBf4aNDotmKTtQqDsINNCnC06Xk5QzjNIt/3Rb/HPiCfdt1aezLMK9TUetU7nRbrZg8PQqwnT4pWmv6+vqKptF2FF65ciUdHR0cc8wxwbxEIsHhhx/OQw89BBhCl8/ni9aZNWsWS5cuDdaZDEQkpcpx2qV9vP2e2biWF961LbSUuFZ5R4PJICqOVej50zF9Netb3qSnYWMgsB1K9eHYec8PRZHzUkGuVejgWtc3g7q+GVFn5AgRtgHLfvUHwCszlm6xH1G467Gf5hEh4iIK3kZhDYoRzVZ+elehH/h3ZneZMlEUmEQ9Cr6Zmzu6CUV3dzeNjY1F06WXjs6qoaOjA4C2trai+W1tbcGyjo4O4vE406ZNG3adyUDV9e4J49BDD+XFF1+ks7OT1tbWyR7OpOLwu2dx/xFrEVqhpEAqjWvZCKVI101jjz/dwAsnTmTzrAJ8omJ7IeV0YpB0YpD2rrlooQMxbSly8QyJbA3pum5q0k1lYWsfS/7vJ/Q3bKTeqwZ69V8+MQ5nESFC9WPPn98MGBKirfywxD4gKsoyJEW66Hy95zQbB2xstw/HakALC6lyuFZBGKulRVN3BxvbjY28khK185wpRVAcx+GBBx7gv/7rvyZ7KKNCc3NzmVdYIrF9kazSiNK2NPKd7Ga/Vf3o2tLSwv77789f/vKXyR5KVSCc7inF1vptjAd8cjIcOqavZmPTOroaNtDVsKHiOn5kJV27mXysfH+zb7sU18rjWg59jZ0o6UTGbxF2KCz/5Y0s/+WNLPvVH1BWPpiElmhZiEj6r76otqgLsrIQMo0QrmkqWFJ67FrJIgO3YDPvx+l7R3ROxKmOKe6//35SqRR77bXX5AxAjz6SglYIIWhoaCiaRktS2tvbAcoiIp2dnUF0pb29nVwux+bNm4ddZzJQ1SQF4KSTTiorpdpR0fG2Xbe4fI8/3TBBIxkdKpEVLTSOncexjag2H8sx847/ZvZtlzL7tktx7Dz9DZuAqCFhhB0Ly395I0uv+T1CWdhDjUg3ZiYngaykDfEs8oP0j7bM5Fnja22DLBhB+oLZsAV+cSfk8p+H6y9sGKOzG3/88Y9/5MQTT0TKyfqZ2450zxj37lm4cCHt7e3ccccdwbxcLse9997LwQcfDMC+++5LLBYrWmf9+vU8//zzwTqTgaonKSeffDK333476XR6socy6Zj18EtFn8MKcKFdErX3T5hvSqUoimPlyqZK8MmKP4VTQqYayCEfy5GP5Yr6+riWw1Cql5p0YxRNifCWh98bS1n5It2JdBKFqp7QfBHqlyWcpKdPCfXu0XGU04zWKTTGuM1yC6RFKJfO9tmsm7sgICitHWtRUnJIxxxezk6uX8ZIoLXmj3/8IyeffPKkjUEAAjXqaaQYGBjg6aef5umnnwaMWPbpp59m1apVCCE4//zz+cY3vsFNN93E888/z0c/+lFSqRQf/OAHAWhsbOTMM8/kM5/5DHfddRdPPfUUH/rQh1i2bBnveMc7xvCbGRmqnqTstttuzJkzh9tvv32yhzLpePs9xjxJljSfaux+s/DBC/VaykJWQeRhS2TFR2mExe/xU0mj4th5hlLGkyUiKhHeilj6m9+x7Fd/IN7XRqKvnXhfO8KNEetvJdbfijXUBBSnePzrvshp1hfOKmPkplUcIXIo4uCbtul80VO7a1soIehsn40Wko5Zc4NUjyvNfWcqRFOefvppuru7OeqooyZxFNsnnB0pHn/8cfbee2/23ntvAC644AL23ntvvvKVrwDw+c9/nvPPP59PfepT7Lfffqxdu5bbb7+d+vr6YB+XXXYZJ598MqeeeiqHHHIIqVSKW265BcuaeDmBj6oWzoIR+px00kncfPPNk8qKqwVrD96DuQ88H0RRpFYkk/8wC72npn3uPge3voNn9v+/yRpmGcJExS7zbDCopFtp7i9Y5wst0UKTj+WQ3s3YJypr33XhWA43QoQJx9Lf/A6URGibeL9XKBDuaByq1pH5JCruRZeVZbQobgwtXWSuIID1Uz1COMX2YNpFCNO7x3KHcGzTYHAgFSOeV4DNxraZaCnYrdfoEZQX1Yy/unoczn5scfPNN3Psscdut9B0+6ARjNYEbeQk5YgjjkDr4U3ghBBccsklXHLJJcOuk0wmueKKK7jiiitGfPzxQtVHUsCkfG655RYcp7J76Y6CSk8wbZnryGTeVvBH8F7Hm6DYbnxYsrE1lEZXtpQi6q7fSHf9RgCGEgNBdMUYxBVuAFMtqpJ6+ILJHkKEaoOSWE7CEBQvdWM0JqFSYr/3jpUHZZlePR5BEcpC5pNmfTdeSPWUwBI9SHK4IokSsUIZsrRY8soKcjFJusbmJ4cN8tu3DdGVHEIJcAUkX161RQF/tWCyUz0AaA3aHeUU9e7xUfWRFIADDzwQy7J48MEHOfzwwyd7OJOK0ijKhuQHaBW/MU9JcZNfdms3svyJkwF4dt8/jut4bDe+1XTOcBhuu0rzfaKSTgwyva8tCHUrz7XWsXO03v1VYnlzY177rgu9yiCXjnd8aVTjGw/EHz0PLRR5G2KPnQNAfv8fTPKoIlQD4gMzAuFrOG2jrVzRZxXLILzoCVBoKLgFnyHTAdkgJ2YHFTx+Q0GADTPneuke87nPHuJfBvbkT6nnWd0wyJEr6nHs6v/xXLlyJS+++CLvec97Jnkko4+kjD4C89bDlCAplmVxwgkncPPNN+/QJGXuA89XnN+Z+BBCKWY4vwbpYg3OQCV7ULEMy584edyJykQgTFw2TFuN7cZpHGxGeSWYUtnmxz+WC3oACS2xHcns2y4N0kFtd30N24lNaHrIevxTwXsthJe2UljKRmhBLBRVSR/0vQkbV4TqwT4//DtWejo6NhjMC+zttSxqGFhUYhzSbflRF+HGEE6NSfUoC60KKQ+l67HIkJcNKBkrLjf2qmBcWyLmz+JvX+gD+jgNE8V1WAeAs2gOUL1+KX/60584/PDDaWpqmuyhRBgDTIl0D5iUzx//+Mct5tze6nAta4uh1j7nFPqz/2LCwJkmE/oFlj193EQNccLgWDm6GjqC/kFdDRuCaItfEeSnhrKJdFDSrKRLLp4Zdr8jwYy/X7zVdcIEBUxeXwtlQvRaBE/DWiikltQ99FnqH/wcdQ99lpZ7vjwm44xQ3djnh383BEO45R2M/aiKT0aECpYLz122KIoiXESuLiAofqpIu3XmlXIBpBaS9bPnB5/F/Fllpm2nXdqHPW8WzqLqN3SrilQPnuMs7iin6o9YTRSmRCQF4Oijj2bDhg0899xzLF++fLKHMylYd9BuzH7oBbRf9+96TcRCpchhbwPhxrDcGE5t97iOa3tSPtuLvtTmYAyprBH/ZeLpgAj46R8f8VySXDxTFF0ZCWbe8d+Bpb8WhqhsPLJy1+YZf7+Y7vry+WGXUMfKY7sxM1Ynjuv1YxFakI1lqH/wc8G6thtj82HfGPGYI1Q3hLKQ2Xq0VAhlFYiKR0i015gT3ICYBKSlJDUkB9vKuh77BCWMsDdKx6y5aO/hp2f5wmFJSLWTE4Curi7uv/9+rrnmmskeCkb8OlodZZTu8TFlIik1NTW8+93v5uabb57soUwYrr+wgesvbOD+I9byyYs7uMdeEZQfu5aFChESy3UKbpH+k5h3s7IHm1n6zLHjOtbRimjHEunEIENe63qfCORjORzLIV3TTzaRJptII7QkHzMalm3BzDv+m9a7v0rbXV8LERRDgjLxNA0PfCGIqky774vBdo6Vx1LlT66udJFa4koXS1lBuXUmnkZJNyAtpZMrXZruH/s0VfO91aPZ2aEhQhES/+9GqOBzWK8inGSwXEsXOdhmCAoUSIq2irQoYCEp95vSUqCE2CJBmSq49dZb2WuvvZg7d+5kDwUEnsPvyCeGaRGyI2LKkBQopHx2FJx2aR/t/3gZgA/d6/Kv9+WCdI/lmhuaT1S0KDQd7HVON2FfNwbaIl/fOSF/9JNJVPzKoHRikLydDchKJp5GCWV8Y5SNVOY78olB691fDaZKaL37qyFiUkg1+iXQMSdBIp9EC8WMv18ckCOftCTySSohb+W9qImfmtJY3thcj6gYrxsZvPoYa6KihSL22Dkk//EfY7rfCNsILdGy/PoUbgyZrTfExI0VUjv+skwTMj0dK0xOvJJj3xslOISOo3UCTQJXFP4mXzzuSHIxi75lC6Y8QYHqSfUYaExEZDRTRFJ8TJl0D8Bxxx3Hxz/+cVasWMHixYsnezgTglLjtkrQUuJKieU4OHYcoRVuqttbVggbWsrCHabZ31hhMlM//rH94ztWnpydCxEFMz+ZSyG0xLHyaJEvIhalDduEFkXkxJ/nlz9LXRDCgvmOZ/z9YuOcK13SiUG2hLyVJ+bGsN0YqUw9WigcK4/UAkfqoBWA0AKJDD77EZvw2JRQ9B36rRF9ZwDZWAahJSp6epsUCGWBzCHyJl2p7Uz58jACu/vQq48SoaxJ9ViAjcbCkQUbAy2tEDGZ+gSlt7eXv/3tb1XUUFCbqMgoEGlSCphSkZTm5mZOOOEEfvnLX072UCYMb79nNm+/ZzbrDtqN3x4W57eHxfn1EQmuPTyJa5ubkxISoZTpVCpNRKVn8DPFAjxg9oZFk3EKE4ZSw7h0YgDHypGNZQKPFS0UQ4mB0GeNY+VxvLx/3s4G6ynpeJb9fhM3QxBy3o+6mVd49YlKd/1GpLIZTPZvk+tvzIkjtAjGFHMSXtTHClI9UIjehGHEt2aSWhb5r5R6sfglz/5r/NHzAFNRZHtEKYqmTCL8dI+TDN5T4UcuSPVoC6G99K7njYK2EMKL/HlaFFfXo4gXNRUEY4M/FdxjtxXXX389e+yxB3vsscdkD8WDLnjbjGaKAEyxSArAGWecwVlnncXXvva1SbXqnWicdqkpBfRx/xH/v73zDpOrqv//+5x777Sdnd3NbnqnBEIChNBL6CABkRIggECkiCCoFFEigghIBFFQIPlRhVDDN6IBBQFFEFAglAAmQUBI72XrlFvO+f1x7jn33pnZlE2ZLef1PPPszJ07d87M7O59z6e8P0sBiCgKYSwopoUopE03LwWqfdMnTrdrjrOS0ZT2nt9y4+AkHJmgcPzZKLLLpmDlkbBT6jFSHHjU81ucuRIz+VhW7bs2sxL1zSLkLoXK2sxKFWWhYKqmhHICRjjiTgKU08h6ANFKLSMp8vGydkU8gQFGeOQ++Zyu4SDmxgFfnIRFi4j8mDDe+QFMLwnjnR8AoEqUMBoIntS/r9Kt0NuJve/5p/gbdpOicNYzSgQKp16pMZv8fQgLV+oBXrSbB7Kbp50p6d0hxSN5+OGHccEFF1R6GSFkuqcj6EiKpEtFUgDg2GOPBYAeP8tHzvFpD8od8CVniBuEobn3AjhWHv3WbvuCskoKlHK4ho22RDNako0q/cIJQ86vVwljW3l1yceyyMdEoa28bXoWmlONcA0HrckmZeXfklovBAkLdD/hFFX5ahBOEfNrV+JOEkk7VVagiDQUgeXGVP2MIWtTmAnTjcP0p9/KCIuIwlCV9pERFSlqaCgKIwpyCRhhMD0LyUIVLDfmP5+I2hi+34xm27L33W+K1mPpaQJRZ8LNvEr3hFuNVZTFs6LCpJhN+AYedpj9ZI/3t+RldBrmzZuHjz76CGeddVall6LZynS5SIppmpg0aRJ+//vfY/z4bdux0tnhhIJRBgoKxoQDbe26ryIukvKEU7W+P1p7LVVCZUV955+/0VE2JpLCdSIFK4+knQLA1HbZyixh1IPnp3ykKClY0boB27Qjs4coJ8hka5VAAaCEQziiI65H11dcA2N4VuR2zK+xiUyOpi4sNwbXcCJ1LOJK6FjMBCNMpY7iTkIJnnxMTxrfXnCz4Fvfi3oUcEM05RBPFL9Su9QSX9aiUM83awvdH6pRiXb0ACAGOAxlgS9N3OadcAQAYPduUI/y+9//HqeeemrnMnAjvONpG/1FQdHlIikAcP7552PWrFlYs2ZNpZdSUca9NtAXKgSeaYhalF7D1f2cGIivFPlZ+W3d8k9w2yOi0tlor/soF8tGhEs23qYuHvXQkmxStzcFmYphhIdM24iq+8jFsnBM24+8iAhHzI1FIhhhoSGvh0UJIKIjMmUl3GtL25YJp6DywgxQZsDwL2E4YUjYKSTsFCgz9GyhbQxT3icBhFElUIKNgZ0A8cWqMGvzBa9TLS5uCpzFS1qOOY/WoQAignLt2UKId4d0j+M4mD59eidL9YjiV0Lcjl20T4qiS4qUnXfeGfvttx+efPLJSi+l4iw7cKQycGOUwDNM5BNicjDlNgr5fQEAidUj0PvTo9Tjcok21LT12v4LriAdSUMVR0w2BcIp0rkaf0ZPIeJzIrurHMOBbeWVL4pME3mhk1dxoay8HXapjTkJxP3amJiTQMyNBaIkJE6k0KGcwpQnOz89VVycm7BTZf1dNFsP1UVGAofZSBtykSGbKpaV0RM3CThpVSRbDiFQ/JZ7/1+9a1WpCEp34YUXXkAymcQRR3TC19XhwlkdSZF0SZECiALahx9+uNLLqDivxj7Dk+NMPHFoTImV1kw91jaMACCEirPkB+qbV7qxv4qmAEB1rgZV+epN6kLZVOSE5HKTkjsyPXlr+q9sj3qZmBuHYxYAiKJb28pHfE6qczUAhFCpymVgeGKGjxQwjLqRCc+ScCePuB3UtcTtJPLxtkjkJtz1Q/w6FRnRsdy4Eivln6PL/mvo9OzxyLMAoCIjkRNSOIrCYiBuIhJBkfUroKEOEB4DeAzcS4N7NeBeDQADHHEwklS+KE4sg/m7jcAcbxH2WNcPc7xF2/JlbjcefvhhfOtb3wKlnex3lnDxOXX0ogHQhUXK6aefji+++AIffvhhpZdSMb7zsxXqusEJXttLeLBLm/x19buAw0DcWSt2YgbaalaWHAfwv1VvRaESppxgKRYy4fuL99vawmJzpi93BJk+ak41oi3RAo+6MD0TtpVHW6IFLckm1LT1QtJOgROOQiyn0jbhgtkwhBNQRiO3ZdpH3GcgUahS3UcAELdTIrriJJCwU7DcOCw3HmqbDj7vcLRFs20xCmlRJGs4YqJxsVjkQa2JjK4Qu9TaHhDTjTmLgbMYZHqH8RQYF9E1jyTAiYGvdtoT83cbAUYJDA4YHHCMrv9tfcWKFXjxxRfxrW99q9JLKcMWtCDr7h5FlxUp6XQaEydO7NHRlPt+3g+UBSeWIz5oUgKFcvGzsW4HMBKD03Jw5LHJfLQ4lHaSb85hoVJ8fWNiZ3OQpm/hi9y+NQgLvpq2XqLlOZzK4QQJOwnHLPiOsiRikS98WgJHWilQKAt38pQazyUKVeoi9ymOwMh9SahORe7LqKcEU9jiX7P1IMwQ1gAkmNVT7I2hoie+a7TyQmExwE2qGpQA6ZlUDZdm4NIMOBF/E64V/VsHgLzJ8J/aFSXbuxqPP/44Dj30UAwbNqzSSymFbIlPihYpks5xZuog559/Pp544gnk81tnqm1XZNrNfTHt5r4b3KclMxhW+m2Aemj47FA0/O+Asvt1pRD/hlJJ7UVlNvW4WwPLjUduc8IQc4NjtyabVY1KwcqjNdmMllSjunDCVXSDsqBmhFEGw5OiQtwnL2HEY4iKssi6E8MLm8QF4kUONVx51A1Yd9gtaD7kNj3McBvhJpvEFU6DAYGh6ElEoHixaCePFJTEFV4oXERQAMBDbcmUYyeWUWlgwjg8X6fui2EAgONum7cNX+m2hXOOhx9+GOeff36ll6LZhnS5FuQwBx98MBoaGjBr1ixMnDhx4w/oxnhyBoxv7gYEaR8AgGHDbj4CVq8XAQD9Pz0cy3d9DYwytCWbRaeIVdpx0JUpFirb078lXHDbmmyORFEAUY+Sq16FutbeqvU3vM/azEr0WS+8cBhlkDWVhmeGunsC8cIJKytUJIRTeIZbsg+T6QQ/ilL7xmTEnIQSSMuPua7D74GmlL3uexmE1ZRML1bI2TthsRxuNQ5BjNbAVRa1YlciBA4nBlxSBcI8LBk2HIwSNFcZmN+vgH0xrMQcsivyzjvvYNmyZTj11FMrvZR24B2vLSkzy6mn0qVFCiEEF1xwAe6///4eL1Km3dwXbx4mvE84pYAX/SVvtk9HAn7LNhfmUFKopPLVIJxgVd3S7b3sDiOdWzeH7eWEW+45XMMuK5bysSwcw1HbwpEc+Xn0WT+wJMpleOX/dNuLhhFOYLpW2YLc8LaYk1DRlXghVbKvZtPY675Ss0khSoxQ9CQqVCK1KcQDYSGhEoqicG6GxEl9ZGBguNXYM6SfDgGjBOl+/bHv1nhxnYQHHngAZ511FpLJZKWXUhYODt5BnxSua1IUXSe+3w4XXXQR/v3vf/foAlrJ0oNGqSnJEsoYqOeCUwOFeC8468YHeW5uoP+nh2PQ3KMwcN6RFVr15iHs5GU77eYXem4snbOlImZjAqWYXKxtk54z2rFDI9uCfUprVMKPCdeglO4rxgRkEy0qqrLg61dudF2aUvZ8eBYAIUrk9GLqJHx32bgSKGHKFc9y4pUatgEAS8JDPWwyEC6t8g3aYmA0Bk4MdQGEJ4okNV9083QHb5Tly5fjiSeewPe+971KL6V9tqgmRXf3SLp0JAUAGhoacP755+OOO+7AE088UenlVJSJU5oxY3IGr5mf49zXAEIYKAtOgMywkE80gDcdCwKmUj9hOhKh2BoUC47wGsJrGrhctFZbefFNklOGL3Z8p+zj2mNj6Z8NiYr29t/Y823KMYv3q8pXI5WvLtmvuAtHiJBN8zWRgxA9wx9CR7g/RNFRERVGPd3pswVQJxmNlIQEiYymqInHZUzdZKonMq/Hv+444vffIwk4sQwIkx4r4vNf2X8wDI+hYZU/24tQtI4aivTchSVfYLoyd999N44++mjstttulV7KBtjCdI8OpgDoBpEUALjqqqswc+ZMLFy4sNJL6VTIoYPh4YOcGnBiYvKpiqgA+PDgx9Q+26oVeUOMnHuUuuw67wg1YC8cNYn7/i5hgQIAO39+oDpO+HEbex0bEg0bEh7luoI2RLhzaGPHlVT54kQWx0oBsbnFzWGjtuLHCoHC/OvCWj+VrwZlBlYedcNmPY8m4MPviPlixQKE2lUgjriEvy0TRkNREpGKVQJFGrfJYYMQFvcETLhNGxaYYYETikXDdoBjmXAsE8sHDgWjJn50tijgPuG5Opz4p9pt/+K3Ay0tLZg2bRquueaaSi9lw2xJJEUrFEW3ECk77rgjvvGNb+Cuu+6q9FI6DU8e5hs4WYHJm8QzxT8up/EI4WTJDez15rew11vnYs9/nQMAm3yi3xqM/mi8aMUkDMy3ix/x2cFl9zXDU4qZFGEMO/1vfwxdMipyCZ+U23stmyJUNleUbE2Ki1+Lr4ft74tvt7e/RLQ6czDqwvbbjrOJFtU9pNkyxJcA/333YtHi1/auA6W1KMSDZ/eH4+4IgzeKGTygMJ0sOKGgnoPFQ4epSAmnBJwSPH3sUJzfGO3k6w6pnoceegg777wzDj300EovZSNwcMo6eNn+0ezOSrcQKQBwzTXX4IEHHsD69esrvZSKUu6fEKMUrhmDZ4jsXjK7EoR7pfMh/DqVPd+aFLlsK6Gyx/snY4/3TwYIgxfLgfspiLBQkSdb07PEMDwWPdmS0EncKqRhFdKI5TKwCmkMWToSwxePxvDFo2H4tvMdFSrbEzG1uQW23yEUHgYpWoWp+hmmXJSlWKwAiPiviAhKyJ+DExTiWfT9+01b7fX0RD649ChwwwmiKbLGIPRtmVMW+f0tbjMGN8AK/ZHz9oJDe4sUDxUjLzgxQLin0jxDFnyJxmoTjBL8dU/gr3sCY4whALqHMJE4joM777wT11xzDQjp5OkrXZOyVejyNSmS/fbbD3vvvTfuu+8+XHvttZVeTqeAUQIKCs4pwFhJRAUA3MYDYNS/oW7ztXuD1L8Pb93hMHq9BgDY880L8OG4h7ZoLcW1LmGxwAwHKGqNBWWRiAonDMsG/wdAmQJRRiNzT+Q//1guA04ZnHgrBi3bBYx6WDzg0y16HdsLKY5W1C9G/zVD1fbiiAkQDBwM319MeOqyZ3ghseNEzOFMz8Kaw2/e+i+oB8LMQuAcHIqWcMr8lE6oWNYXKJE6lKLhgFKYSDwjAdPOYn3DQCwYLEYttI4aigO4FCbdR5xIZs6cCdM0O3HbsWZr020iKYCIpvz2t79FoVCo9FIqyrSb++KeW/pg6UH+BGQWzW/mUlHzN8IovLXj4K0dBwDga/cHh4FsywRkWyagNXvmFqd+9nj7LADAmLfPVMf5eO8/wU2If6RWrhZWrhax1t6ItfaG1dZLCBf/QjjFgMWjxfp8R1YgOFlTzwT1TBBGo99OISIsYbZXGmtrEX6t4Z+Scumd6P3Ba5WmbZQZ8AxHRVEMfxqz6VkY9uc7t8XL6HHQYkM/GVkhXmnHDhAUP7MYeKEerNAHBToQhHtgNIbWTF/Y8Rq4VhVcqwqcGvhqpxGYeXAcjBA8tvsCPFT3r+318rY7nHP86le/wlVXXQXD6AopSV2TsjXoViLl+OOPR11dXY/v8gnjGQZcKwY77nsm+NGUbNUAZJMDwEkMTuMR4CQGTmJgRBRsFuL14NQApwao52DHl4XvQ/jk3t7Jvrh4tbhlWAoWygnMfAZm3i/kZQZAGKQltJWrhWlXwbSrQHxfkEhNBWVghls2klAuHUQ4xeBlu0bW2VmRKSjpkRIeKih/BtvKdfuUWuFLZCGuFCiUGWrgoOGZuvV4K7DnQ8+r9mPphaIKZLlRkuYhLBakeQAU+E7IG8PBiQHPSKCp1wDY8Thaanrh8eN3AKMmPt59F7w02gblBM/stliNtuhO6Z0wr776KhYtWtR1HGYJB6dehy7azC2g26R7AIBSih/+8Ie44447OudUzApw4alzcOyqfTGoOQWDAwfPWYdEthWUM3BqIJeMRlVSuWVgJIlEfjlySeF4yg0Kww2iU/LkPvq56TBr3sKcw+6LpHJk8S2nXjCbBMAe70ws2YfFsqq4UObvi504ZWqCujFVr8LbmW3R3nZAnswp0rkaOKaNgpVTaajtZfS2OdQ391UusYQbvn09jwgP04nDM+3INuqZ4JTBcC24VkG9XyLVI95j2dljMMMfaCj+FVhO9Nu/ZvPY8+FZoE4SQJn3kRsgLOhKk/UnxQJFwqgF4v+den7k4IX9qkAZ8ORxQ+ARG5b/uBHNvTG/ZmWnmcG1LfjVr36Fyy67DKlUFzIZ7PAMHi1SJN1KpADAN7/5TVx33XV44YUX8PWvf73Sy6kYMyZncH3/pzC4MBjza1agyh2MuqyFt8b0wsFzgFSb+LYVNnsCgGxyQNnjuVYSu/75D/CMBD4ffwJGPfcEAA9u4wEY808Pcw59EEDUpyT4BhkIlWJovhbcagOzovOXqJMAs/JCdPiD2EDLixCZ6ihXTCqen8IqpOHEW0E4Qf3aQWDUw+qGRcjHshXzhtkQrmFjbWYlqvLVsJxYxMDNDAkJRj0Ybgye350Tz9YEx4jlQKUzLQUYdZQ9PiBSPLr+ZOtCnSSYlfOFio8fPeGGE6Qjy6R7AIAX+sDmogaJcAZmBHUrrekkDvmU4+6Dl2N0Yz81CqOz/e5uCz7++GO8/vrrmD59eqWXsslwP5LSocfqSIqi28nueDyO73//+/jVr35V6aVUnGH5oTA4xV7rBqltHvFtsssU0QJQKZ5i8QJAFe3t9vzToY1+R9CbFwAA9nrjwmD+iByaxsSQNBn+NtbvCNo0DFizH4hdJcbVl/kmSe0UqBsHpx7ceBtcf8aNemr/H377tRih1lxfqITv671mSPBcnGy14YJbSnhAYnVbbeT1WXZS3TbcGKxCFUw7iXi2JiJQAMC0k7D8achBXQtRUZSuNFCyK7DXfS8rgaLcZsO296F0DwAxPDDczeOkUeDDwUFVkSxhHjihyDSugWtS/2+X4eO6Zfiqeh0A8bv738wqAMBff9yZzc06zh133IFJkyahT58+lV7KZsCD9PVmX7q/8NxUul0kBQAuueQS3HrrrXjrrbdw8MHl/Ta6O7+vfRuy1d4jHAYncAwGgxMYrgfHr1GxCiKCQXmpcqfMVY6WptsmXGrdFnW/MJXy4DYdDMJtjHnd/9bXMhSe10eMiveFDScxEHigvAVIfw4AIPEmwMyJ+4u+cYhUkb8OOwXPykfSPCWFoowCRvlvH+HHhSMqnADJQhq5eKv/HhDE/GJH2yyo6xKDiQnClFMUrBxsc9sUaIddZ1fUL0af9QODLhG5FjdWYq3eHrKwWDjJRmtaBr40BaYbx8ITrtq6L6IH4sVblTgphnhWtK20WJRzAzBsEI+B+98dXSsFwhmo58CNpbCswcJzOwXt6A7x8FlmNSxf9AhPlO5Xj/LVV1/hmWeewccff1zppWweWxJJ6XCaqPvRLUVKXV0drrrqKlx77bX45z//2fn76bcB5zcegNfMz2FwghijoKz8e8AME9Rz1W3TzsKNleZ8XbMKltsSaYG0rVpwaiBRWAUOA16jGF9mmMsBAITbanQ8gQfCbRipLwFmgBs2YNgAN2Bk68HizSXRFOJUCUFQs0wUztIy3/5DBYiyZqUYFTXw/+4DoSKiKasbFgWW8P4/h7iz4aFlCTuFuJMEIwyOWdhmgqW+uS/ihRQ44SrNQzj126wRtVz3hRujbqQ92XTicC2xPs8I7O8BMQVZC5QtY+y0v8OuWgviJWH4ZoOEGeLi299HKG435gZYfhA4N5Q79PqGYQCAqpb1ADVhuAXs/8FX2O2LOtx8vPCCOq9pP7iLlsEcMqDbthwDwPXXX48zzzwTI0aMqPRSNhPecbGhRYqi28Z7r776anz66af4y1/+UumlbHdmTBbdMn/v/R4AgDKChBt81P/Ytx6AaE0mfgQlnP4x3AII88CoKSy3i1I/BB5sq1bZcXMYADFUZKV4X0AIFgDwsjuIeRahb5XEs0ALGWUZrqzDqQ3CDNWeHG5JDrcmE05h2lX+85Q3NCtOb1iFtOp+6b1miCo8pZxGig+LO2XCHTOEExjMQNxJlqSKtjR1JIt412ZWqueirMx3Cv91GW5MtWGbTkK0Y3OqHmOWKYjV6Z6tg5NaD8ONi5bj8LyesNU9EG03LvJDsUk/OLR3aFgggWcYaK5tQHNtA64/K4PrzjDxxbBaAMCF6w8CAHzziXS37eYBgI8++gh/+MMf8POf/7zSS9FUiG4ZSQGATCaDn/70p5g8eTLGjx/fRfrqtw5y0CAAVLmloWcJLfJPCXfwEC7M3+Sl+HQmC/oiBnHEALhflGmsAvPqVSRFPae5DjxfD5JYCzCAmzlhbBUqJuSGA9AgImLkasFibYg39xMteqGZKOo6M0A9C57hlpx8wwIlHFEJXitBn9XDwAnD6oZFqF8/ANlUM/KxbNlvQgk7Bdf3GJG+I6lCFbLxwG+Ecoqcfx7a0q6hxf0+x9ClI8GoKwplPStUa2OW+KQUR45QpsvN8MyI5b6mY+z+6MxSsecLlRKzNh/CYkKo+1b5eXsvZdgGiK4e+Xe17MCRAIBT5i9HQ6ON1lH9ceH67ttmXMzkyZNx6aWXYujQoRvfubNB0PEBgzqSoujW/6UuueQStLa2at8UAO2NgggbvXlmPIiOEBopoGXUhB2rBYCI8CCcibQPDD+9Ewdz+4iaFEinTOHBAgCe2x/M7QWvdWQwOC1cTCgHqUm/AH8bYX53hGeB2qXpKMIpCDOjzrUhC/1yF2mjL/YRBmd9Vg/zoxAE9esHIJWvRrKQjlwIp7DcOOJOAgk7pbZV5avVEETTs1CdE4WscSeJVCGN6lwtMtm6Tfq8gEDcJP3XK9qPKTzDidbmFBUPt2f6Ftwvhha6pgPP0PbbHWH09Gew+6MzQf3iWOLG1WdCCxlRPO7FAqv78IUZ4Lk+YPlB8PJBUTsnhhIrdWuWqu2p+YtAOQejBBOnNPcYgfL666/jrbfewk9+8pNKL6WDcGU82ZHL5nDjjTeCEBK59OvXL1gJ57jxxhsxYMAAJJNJHH744Zg7d+7WfsHbhG4tUuLxOG666SbccMMNPcqFVrYfj1+5f8l9sm3RjsWRTyYjE5IBBCIllOKRYoVRE/lEbxTiIl0kxYxnxoVQITE1pRVA5Lq8LX76qQczFxUnUqD4xbSA8FFhsaxw66Seul20aPXTtKtg5qsDsSJTQyGUMZzfHSRn/QAyvUNR1VoHwiiqmxtQ3dxQNuVDmaGEQLIg6mdMz4LBDHjUhemZ6NXSG6lCGqb/rVpYz8c2Kx2UsEV9TGv1WjDDheFZqrWYsCClE36d7bnQhtdsbiDKpimPEifM9AWKCeIGtULEs8BNv53esMU3acOGnGxM3KRoR2bi9802xIlEihNG/QglNZBpXIOJU5qRHTkEtS0uKOs5HR+cc/z4xz/GNddcg4aGhkovp4Ns3+6eUaNGYfny5eryySefqPtuv/12/OY3v8E999yD2bNno1+/fjjmmGPQ0tKygSN2Drq1SAGAs88+G5lMBtOmTav0UrYrNy8/CwnPUAWzsm7WKHIgLSRSyKeitvHl2o/DEOaBeqGUCzXUZGUQIxo5oVWRUDYg61RcwE2K1mQ3CeKklWAhbtJ/Hl/UhKMq4XUSJsyw5ImYekKwMEO52Jr5jKhX8cWKma+GaVeBurFIxCHcoiyFStibJJWtQaqoxTfYV7yncTuJmJMIhiEqoUDUT8opqnM1qMpXl3QPFWN6MaQKVbBNG9mqpkjxbAntiLKwSEm21QIADM8Ao6ykY0jTPqOnP4PR058JPlNmiMgdRMqRunFQP4oWHiAIAMROq9/psBjPmcNV9IQTA+t6D8HiYTvBjaUw74QjsOecPVXaNjtyCHoSf/rTn7BgwQJceWXXdT/mW+A425GCW9M00a9fP3Xp3dsfRsk57rrrLlx33XU49dRTMXr0aDz66KPIZrN48sknt/bL3up0e5FiGAZ++ctf4pZbbkFTU1Oll1MRqm1xsg8LlLf2iJ5w86k0cslArDBCS7xUODVUlIUZgRsmINI+2eQA5BL9kI/3gUur4FFZzOoXz6qiWlG34uUHiZRPGbjhwEu0lBUn1EmItI8sVlSLNoBQm61pV6mcsBQrbqxNHKNIIMg2XRlVIZz4HiQpWIU0ki31SLbUI91Sj7o1Q0oiFOHIRcxJgKpaEYKYf/Ky3HgQheEUCTuFVCGNmBtXlzBV+eqiNA5RbcTFZk8lkZPwdGiZHgsdy/Bbklcc/dOy779GMPrxp5U4CaInojCWUxecujDslPh9zNaD2lUgrvi8aa4OxPb/pop+j20ShOIZjWF9w0C0pcXn9N+vHaTuk+mdiVOa0TqqC9ZldADXdTF58mT87Gc/Q1VVme6oLsT2SvcAwOeff44BAwZg+PDhOPPMM/Hll18CEC3cK1aswLHHHqv2jcfjOOyww/Cvf3X+WU/dtnA2zPjx4zFq1CjccccduPnm7u2wKb95vWZ+jowf7PAIR9yNnlQdg+Hfe9Rh9FdBUWe6NYcCT4EwBsNzQRgDI7TEQ4VRU3UFSajnwDPjquAvECYbsKknXqRAFr6rLGEir8/iviuu4Qhh4lSpVBDxQjN8pJ0+pyixe/GFi7yu5gT5Dy85sRsuiEcRz9aKY4dqP5jhwipUgXCK2rWD0Fi/JHgtnCBeSCGfaPOPFx0KSH3xItt/CScoxHKQk4ddw4EbKggGANdwkPbrWkT0Q6SYwnDK4FEblhtT61UFtAyRGSAyLbQhd16NYI9HnvVbuU0VOfFifhrST7EFYsUDkScVNwnCDRAHZYsm8/n9/UPEVLoUEKlTRggYJbCXLCu7pp5Si/LII4/A8zxcdNFFlV7KFrIlLcgcnHM0N0c/83g8jni8NJq6//77Y/r06RgxYgRWrlyJW265BQcddBDmzp2LFStWAAD69o2OQOnbty8WLlzYsfVtR3rEfylCCG677Tbceeed6gPr7iQ8EzaV7cVClDgGQ8EUPwHAMTha0hZa0hbSrTnEbFG3U9z1E8ZwC6JFuUgNeGYcifwaAEHHDwED5XZJW3KE0D9yEnKqJZ4FI1sPI1vvtyhXixoSN6k8KNSa8tXBMcJzfUK1KuH7ReeLAStXUxoR8cyIcCl2rQ3vn2qrQVVrHRL5KsQLKRBOkWqrUY8Lk/CdX+OFZGSb4aerRIooGYmmtCWa0Vy1DraVh2s6oCxaNCtemg1m2IEvRxmTO0ZdYf6m3oMgotbvb7dAE7DLMw9j9ONPo5BqBAAw04Zn5eHG29Q+YYGi3mtOwePN4LE2cDMHTm1xIZ645OuVQJHpTxmR5NSI/D3FBg3AuY9FU7A9hVwuhxtvvBG33HILLKtnpyPXrVuHmpqayGXKlCll9x0/fjwmTJiA3XffHUcffbSy3nj00UfVPsV+YZzzLuEh1iNECgAccMABOOaYY7p9JGXilGb8i36p5nk4BkM25qE17sExSouxVtUIq20A8AwTnlEaJQmnfcIdQACUIy2nBqjvhRLPrwsECo+235YIlqJ0TyR372Nk66MdQCwmrPZ98cGsvLLcB8oXjcrb1EmIqIwvVCRmNpi4XK4rCJAnp+CY8VwN5CydZGu92l7VWgfDM1C7dhDihRRidgKWE4PlxPzjFLVly7UxAwk/NSOLaxlhSPjRG1aU4uGUgVOGREvv4HWWEWTUFyhhkSUKaIkqnh3ywh3oyezyzMPYdcYjIJzC8QuzmWlHImntod7zcBF4WHx7MRTYLmKXUIEsYR5kq39TTRrVLW09JqXTHnfffTf69u2L008/vdJL2XIIF5HMjlwIQ69evdDU1BS5TJ48eZOeuqqqCrvvvjs+//xz1eVT/AV91apVJdGVzkiPESkAcOutt+Khhx7CF198UemlbFO80Ddtj3DV0eNQjrzJUM58dnm/jDKQKocUKurbXyhUzQhFqm0Z8vE+EYECBB09xWJFHbewebM41IA2QM0EMnK1wgxOzksJXWTdiozKCJOtUL1GWy/EGwdERIu4HrqEEHUJpjJPi2drEctlwAlTs3OsQhUSuQwIp0hkM4j5URZVs2InSmpNpIkc4RQxv705VahCbWuDShEl8uLbNaMeGA1cgvPVq4veIyPyfFKoUDeGZGuvovuENT6jHnb641QMfKn8N7XuyC7PPIxdnnkYI5+eDiBIlRluTEWeZGQu/H5zwkStFGGqPkrs7AuTUAE48WLgdm2kQJbR0s6usDh5qK7z1wlsC9avX48pU6bgl7/8ZbeYYM+xJTUpIsqRyWQil3KpnnIUCgXMnz8f/fv3x/Dhw9GvXz+88sor6n7btvH666/joIMO2sBROgc9oiZFMnLkSEyaNAlXXHEFnn/++S4R6toSGOGgfmjfIxyggOUReJSDemJ7c5KhoYWgutVRosOOJVRrciLbGjpeUJ8S7gCivlcKIFI8hHvKfVbO7JGI7cE//ODgRjSHz40gqiI3hVqWhSV82MHTAGHV2BCcMnFM38kWFGXnrBhOMlKz4SZaSr5JF9d0UM8EM1zE8tWqPdh0EnCtPEzbFMW4vuBprV0By4mBUQ/ptlq0VjVCDv6jnKp5QmZoIKIUKpwyYYJHghoTThlyNSuRbAq+FYUnT4c7UphrK3Eijiu+uHHC0ZZeD8uJY+BLU9B78R6Yc9EJG3w/9/31h5h99V4b3GdbsvujMwEEnwX1LDDDwSeTTtus4zBptsepuE6LImnhNm8fwgwYhbT4/eHSZdYQHinF8FiQ4iFG1AARQGumHgP/NRdLDxqlBMqMyZkeU4Mi+elPf4r99tsPxxxzTKWXsnUgHa9J2dzH/fCHP8SJJ56IIUOGYNWqVbjlllvQ3NyMSZMmgRCCK664Arfeeit23nln7Lzzzrj11luRSqVw9tlnd2h925MeJVIAEU3Zdddd8eyzz2LChAmVXs42wyMMhn8SlQMGAVGHQpkvVvztlHG0pky0pqrRf2WTEigtmSq0ZKrQe8XKDT4X871SCGcoxHshXlgHwj0wEkN41k978Hw9iJkFIHwllDiRP6VvSrGQKTmQEUkTqW1AxKWWOFWgLKYKc4lTBWI44AYr6RACIHxXQjjJpkjtS7ggVfmm+Okfw42BEwbKzEjVvkjviOOl/dbg1qpGcTxQVOUzaEk2IR/LIpOtBWUmsqmmSN2LPF45PxQgmvqRWPlqJELzjexki4rMmK4FTkRr8vr+/wWwYZGS6/tf7PnwInx0wUkb3G9bsOfDswAeBzML4rMwXLj+6wq7wH78rVMBBIIqPKk428uv2TLcUErMVJ8RJ0x9fhJZsyR2oIG7bCEj/E+IB8KL33evRJyEU6aMEnBCMRsLQPkKNT+qJ/Huu+/i97//fdcbIrhBeEkX3iY/cjN9UpYsWYKzzjoLa9asQe/evXHAAQfg7bffVk69P/rRj5DL5fDd734X69evx/7774+XX34Z1dUb/mLXGSCc857jEOQzffp0TJ48GfPnz0cmU+abTzdgxuQM/kW/BOVECRQhSMR1OcuHcmCX5UFEifiGUemsCxr61WCEoO/yFWWnJYvHyW/tIseeyK+JtB6H0z3SJ4X4goIYTb5IicJdf1ibmQ2mJYeM3tpFutiGj+W71RZvE2sXLb1uVTRtEqFIHLmJ9k2QzHy1OrF5oYLL8Mmvtba0gJsThtaqRhVd4YTD9KMyUghRZiCZq1brBoTgMTwrEkkpCxetU14sp+ouAMDx1+iZ4v1gVBjGMeqBMsN3uiUqnUU4hekk1OwkKcKcRKtIldjJrS5cRk9/Bv857wwVPZFCgVEXoAxOLAvPysNwEnBjOTDDBScMqWZRryNFiJNohWfl1XGL3XlVKtF/jcwIFR2HunqMfEakFGWK0KkK3GWByGyeVvdIdV218fut/IR54NTAU8cOhE0Z5tesxC7NfXAQ26HHRFJc18W+++6LU089Fddff32ll7NV+N3vfodZt92KOw8Y26HHv7NqDX61shGfffbZVl5Z16PHRVIA4Nxzz8Xvf/973HDDDbjrrrsqvZxtwtvkK1COiEAJ41EOgxEwAnw82EPcpTA4geVRDFvJhA03IRGhsjE4NUQqghooxHshkV8tBImf/gGEQJEpH84NEOKBe5vQyeAmhVDxYsLBc4MLKfomK2cDhWEGSOh+EK9sNEIdskibmX6Lsut3gYhjRgcdFodsw8fPrBuE5l5LSu6vbu0Fz3BQla1BW6pJzemRBa6u6QTigTIhsAiDZzglKZ/yL4TCsJMw7KQSK1ahSokgWXvBTFt0ElEG+aVOTpg27RQYdUFhghEhBjyaB6MusnVrkFkzBKMffxr/OefMDa9lMzDcOPZ8eBaY4beD++IECMSfIc3UAJVyy1etB/PnOYm0TajuKPwz1NUlC4yZ4ar3V5r/mbmakhRPsfgl3EAhLyaCc1D1X5ZTA9l0HexYHMlsG0zXBqcGHj2uPz7LrIRHGM5vPABAz2k3BkSxbC6Xw49+9KNKL2UrsyXpnh4XO2iXrl+d1AEIIZg2bRruv/9+fPDBB5VezjbhzlvrcQAfHimcpaxUqORNBo+INmWPcDgGx//6UTRXWUqgrK+JY11NDPN3bd/1UtaoqJ+EIpf0T5ghx1npRFt6AKNUXMi73KJZPe1YyhfXsGzw2MVpI26o4lrZ9iy/KRPPEiZeZbqFrLZeojPI7w6SjrcSo1AFoxA1pJLHyfimcMXiSAgTgnRbLWJ2Aqtrl8EzXFBmwHJikRZiGU42PCsSBSh9b+LBydRPUxh2ElY+DcONiRO4Z8KyU7DslCgIzlcjnq1Boq0OibY6mHYKsVxGTVgOryGXXotCqgmEE7TULwbxTIx+/GkV+Shm1BPC6XLMg3/BXve9XHYfye6Pzow4cTLTBmjU9EoVCDMTVqFKGPE5cVUIK0VLuc9B3GDg1AX1THimDc+0VS1KuKYnnOIRL77ITdmLgbXtIO6C7KSSETsPjt9Wu7Z30A32WUZE8M5vPKBHzeYBgMWLF+OGG27AtGnTNrkotEvRUVv8DfhL9TR6ZLpHcsMNN+DFF1/E22+/3W2nJM+YnMHb5Ct1uziyEhYuKYeq7TsvE78W3G9PLlgES+uAlEOwy6I8qpvbVFFteykgQPxjTuWWRSIpgOj2IRC+LIR4INQviiU2oOb9BBbiQJD24cQrjaZ4MVULUPb+jRBO/YjXXfqaWLxZ/AMJn6CLfEtUBKXI2tqzQmkqymD483ga+/4vuo7QY+T1Zb0XABATlges2kE9j1yrKWfHMCrakcuJFF+ghGtz1KRVeRL2LDhV60TUwD8Je2YBzLTLiilZdcuoq9IrhVTg6izXmGirgyHHBKhOGAbPLKhoiIxkyBoSQAgYTl1loibrb9ozovP8SI8SL/5nFU7vcMIj84vke2g4CSFM/O2GHJvgCxUVQQm9lyqKwg3lLOtlxefj0KAt3DOSqv6ksb6/vw6K1nQS9x28Fg7xcF7Tfj1KnEhOOeUUZDKZiJ9Hd0Cke36B3xy0Z4ce/87KtbhjRYtO96CHRlIkP/nJT9DY2IipU6dWeinbjIlTmsEIV74p7ZFygiJbAPhfPwpOhQOm9FGRJnCfD0qgNZ1CU10vACixzw/DqYG2qsFBd0Nk4GBcXLgB5qXBeQycJUORj/LCkXCjJJpCuKEKbYnsDPJiaj8SmhMU3q4eH25t5kYkPaRqP2SLszROKzJQI+Fv2Ih+U6fMhOEkYThJUcvBTIBT1K7YWVxW7oia1cNKojUAMGD1MNWlVXxcICpsCCufwQ1akePBCTpkHCdPvFZbr8jjDDcOK2TPT/2aEzWk0TNVKoQyE8nW+pIoi51sRi6zCp6Vh5NsghdvAzMc0c7tt0ZLu/k9H56lLlwKmeLXuIG0XGQfvwbHcGPiuZgZiUKFFqlSQuI1x3xBZcJw4zBzNUEERQoUFhP29/7vGi/UI1cQ7Zy20Q88Ej1sf72nzB8QsQzoSTz33HP45z//iTvu6KYePYQrL6PNv/TY2EEJPbImRZJIJDBt2jSceuqpOPXUUzFw4MBKL2mbcRAT3/CuHPxbnLvoZADRKEo4E8QIByUcjFJ4BPiyj/BWoRxojTOkbCFgws60xUKlOLqSS/VFMrtSFdNyElPFtBxxUavCAUIAzg0Anl8zUqZjRxIWGr5A4XkRRieJtYGYCaeBDBvE78JQjw9HXSJtzVY0kuMmggm38LuCHKguIbEx5HYr5+wQFpkVFLbm5+FohkdRu3JHFV0JRwz6rx6OpX2+LPs2MOrB8Pzi30SL6kYqqYkJCSjun/ypkyy538zVwPMLa41CGl68FYadFPbv/j40VIfhmYVIBCqerYl0NBVSTbDsJOxkc4nAkI+zCmkhdjwriID4Bb2bYuGv0j6MAjQUdYEULCKyYrCYEi/FmLKmxY+eGHLgZLgGRS3cA7HrxHPbtf4aDBTMgaHf8WCulRQqlHEwSkA4w5q6GJ7ZbTGAnlWDAgCtra24/PLLcfvtt6tBeN0NvkU1KT1TuJajR0dSAODoo4/GiSeeiCuuuKLSS9lm/PYXDeqfIOUmnhj8Z+QND1nLRd70kDc9eJSrS0vcRdZi+Lwvw8LeQtFbLOgSypscnw9KoBCPlUxQlrCQ0Zu85FLRok5eJlLCS+pSQreLBYcPyfdS0RFCROEnz9eLi1PUYlemLTd4cqP0etE2IUzERUILGWUmV+65lFGcjMSUiZYEzyGESu3KHYsiMQYGrtoBKxsWYnlIrEin2vA/NWkwRjiFYafEADxVQyGiAUYh3f6Jn1MYhbRIcTADZq4GZrYudLI2RRRG1rY4SRVJkUWn0hDNcGNIttTDcBIi5eOZKmolhznGsrUgnulb0OfAqafSY8UCZUMD2GQEJFwzE/5JmCku4etM1OGYhZSKChluPGIMGBYoNNcAcAM0K35KgSLWZoBRq13jNjcW1FY11aTx/K6rYYCoYtmexI033oihQ4fi/PPPr/RSth0k+vu6ecMFdSRF0qMjKZLf/OY32HXXXfHCCy/g+OOPr/RythlXD7oXAEBA8VLf2QCAr63cF5QTtMTEyd1QJl/BH0m4MyhdoL7PCvDVwCSGLwU8w4Dh+bUmjCGe923F2wlzq/oUIq4Xu9GKrh/4kRU7tN0EXBMEAJGtyG5SbN8A3KkGsfyWYT9KE2FjHUPcCJVvsEiEJVy7QtyEaHUOe6g4ifI1IgBAGJjhRCMq4qAAEImqyI6ePmuHQBi/MeHrAoB7JgzPUsewq1cj1tw3IkxKnp8ZoTqcsBCj0W2hx5pZETnwfJ8YeJYqQLZyNXATLSJ6wllUHHAaqQNk1A28ZTwT3AjM/cKdO2LAX/nfoch2RgEjun94VhEg6lWKLe6LW4vFegKnYjWfx02Kz5yJCBzNNpRZkIcUm4c2YzQYtdSUcNmaHyyV4A8HpzC3dik8wsDAelwU5aOPPsK9996L9957r1s4y7YP73CXju7uCdAiBWIa5JQpU3DZZZdh7ty5SKVSG39QF4aAIms0qtvFzrRSlGQt8U+92jZAGYHFRFqIAvDEeUEV1kqhwilFIZFCzM6DhNJBMv1jW7Ww3BaUuNLyHMSvY7EbrREIi3DaR6Z3ZOcPj4GzmPJeES/UDh7jJoUQ8dM8xBDD3xTtdAyJJdjq8cQLRVikz4vvswIAtCAiNywW+KNE3F8j0RYDhHoiEyHLYYrESu3KHcXy/ALWtppVwXF9McQpgwcHhqqXaL/LJwwNtexyw9no/upx/nwhUvR6iGfBi7f6Asr1t0VFCBB4vgSP8w3UaPC4YkERPk4kEuU/tjhyUny/4caC9yVUrCvTVuG0FxDUH20y3ECbMVpcDXW4MVP627hoydShNZ0EwHtsHQpjDJdccgmuuOIKjBo1qtLL2aZIW/wOPVaLFEV3lrGbxcUXX4z+/fvj2muvrfRStinE/8gXXXYWFl12Fg5iO+AgtkNJYa1HeCSaEoZRwDUAxz8/ZasSyCXjqsBWwkPfkmRUJRzyBsqnfKI7lLYPczcFeDHxk8cAFpxgODdEyijSJYTSaIsXA/E7gkodQlGyb3tE/FdCx6F2lSqsFfsZpRELTkHtVJAOQvn0j9xOOEWqpUHdXlu3DIRTxHLVsApViPveLdH1RZ+/vXWEW5Tbi8CoY4WKh8PHoU4CZq5GnPgZVQW1ssgWzL8ees8iYkTWtZRJ5xQLHXm88HX13vkzl0jICI+GimdVsa4bB3WSIvVVNPcp9MTB63eTyOWOQtYeh6w9Dm5uBGy2M2y2M9qMaBeHKwdxUgOcGmiq6+MvLVQH1gPbTO+66y6sWrWq25i2bZAtKZztoSK2HDqS4kMpxfTp0zF27FiMHz8e48ePr/SStjpLLju3ZNuVg3+LOxf/AM8M/CPOXHJq5D6PcFAQtMQ89MoFvyqqyJaKTp+dl+TBKUFbOoXq5jZwSmHHEojZeZTDMasRcxoj22RUpRhp+FaynaVETUCodoRzEUkhxBbipfhxMq0THgTH4Be4GpHISqSdufjxahHRaAoQPa8TN4hURNbuF9/KCAu1U2CxrDCMCxXbBg+IdhpVNfUFJwyDWurBaXT4HRhFrLW3SDsxw68RbUeEFad2sIF9S+4vEo7UU+kjI5+BAcBLNAsBRBjgz9UJp3/kuoO27aLXgtKalIiIowzwAnFC3MCQLtwyXSKm3LhyIJbiJFwUHH5vZKcXsdNo5l8DpQ7klPCC1ReGJ9KOptsGO16r7uOUgrHSAvKXdxe/L1Kg/OOaMe2+192NOXPm4Prrr8crr7zS7aPVgo4XzkJHUhQ6khJip512wu9+9zucf/75WLVq1cYf0A24c/EPcNWgu0FgqmhK2ABORlPypm/zTjkGrvHgGByMiC+tnw8KTsYtGVFQyimFa8Ui0RSJZ8ZhW7VqKKFERFX8oXnFLcg8pi6e2x+eVw+P1YLxanCeAudBtIPzWHC7OErC/FblcGEsE11AcmptOLJSEmUpjqrISI8afBhtZS4XCSJuQkzH9U+MxIvByNUG60P7bcYRc7HQPpYd/NP3Es1gIV8WHhncSINLufs3AnETkUtwBys5ripS9SMWNFTrQZgBw43DcOMl7cXh1xYeJSB/FnvJFL8X5TxdZJGs7LIingXqJEQky78emaAt3WQZBSnUgOf7g3oOwoM1w3BiwLJbVA2KTHXKovFUq6iJOu4jio9rl4CC4pJ1h27y+97VyWazOPvss/GjH/2oS0ze1XQetEgpYtKkSTj00ENx4YUXoqf43BFQUG7ixb7vtOunkrUYCiaHQ4WHSjgTJIXK/wYmsKRPAkv714rt7RXOUgPMEMWFgBAn0ok2LFRKH2jA8+qDx8AIXY8DMIN0DyA8V4pTPtwA56ZIFbnJqGDxnwNeTIkF3l77czvrk0ixsiHBQrxY5LaZ9T1K2olmEM+M+JOoThlZbIpovYcXby1/nKLIycaiJ0LIBb4gamhjuB07lCKRx5QCQPrHUCcphIGTFDUg0ntF1oWoNExM1Iv4qRkgSAeFB/zJ64y6YNSNus+GU1t+R1M4clKS1mnv9bYMBS/UhyJmsr1YiigD4QnHEtP1/V0oBTPMiFi/ZN2huHjdIT2qYPaaa65BXV0drrvuukovZbvBiagt6ehFI9DpniIIIbjvvvuwxx57YNq0afjud79b6SVtU2THDwDkjEa82PcdnLDiABj+YMLigYQAYIQFCgFMT3ioGEzUqgAiokIYR/2aPDilIIyBEarC31KgSDgMwPdOEeLDAOf+9g38vYb9Vkru4wbAkiBGUYdQ6DohrhAl4WiCHFAYKmgVz+XvU85fRT6uDOG6lRIn26LJzeFUD+EUnpUD9SwYIZ8VkRWy1D6EB06pzLSVm23kaYrSGRsVJuH1SXO74nZsGUnxt9PIwxwlEpgVpLeYnxKSXVDgFDzUlRP5yfxIiRt8ZjJFFl6/TCMVv7ZyHjDUTgmXYBpK+RW/XgA02yDa18uYCkqBEvZDCXuiMFIqfr44ej91vSeJEwD485//jMcffxxz5syBafakU46e3bM16Em/MZtMXV0dHnvsMZxwwgk4/PDDsdtuu1V6SduMJZedi0H3PgYCCgKKAm3FHwa+DMpNnLb0qMiZxyNc3GYElkdAuWqUUNRkOTwzeNDahgYkcwVUtTShHNmqAZHbVW2LAV7mZE+MYHv4OoJ6FvETgD+8MNhBRlbSIDQUXSCeL1Q8Zb6m9i8WJMQDjDI1LhLDLhEcETbxPiNXCze1TrS7moWIaZokvI36c4WkdXwYIx9M+FYndcLQnpNvOdqrq1HrDu/re8dwqw3Es0SdTUhQcOqp91gWC3OzICId7fwvJ2XWWiywqBuPmOWV3Y9TULsKIJ7yPikWYGr2EzOUvw7zasARR8EqP7gx8ESJRg2b6vqo3/n/HbWP2t7TBMqKFStwwQUX4N5778Xw4cMrvZztTscLYHXhrESLlHY4/PDD8f3vfx9nn3023nnnne45/MpnyWXnYsbkDH44aJrI+YMhwTKqNsXgBC1xF5ZHUW0bfp2K9FOJCpV1aQJh3xFHXZMIeWerEjA8D4lsaySaIglva6sarLZXtS0GANhmHSy3GcQv2OUw1HVwDyBGWb8VQERTuFcjpi1zA2C+i2hYrMiTLUP0xGvmIgKCeDHwcn4qxeIjfAwZlfG3F43+EbswKraR4ATOy+0YPKB0W/GU58jupUWumxJJIU4VSLY3eGp1mecLHj/7R6Ow7+1zI4/jVptqVWaxrBIiYcGi5ggVv57imhJ/9EA5YzdQL6ghKT6GZ4nnIEzU/Pg1Ryy1RjxlUYSIUxuERWuZ8tYQeGYcnFAYfgoHgO8iK8RJuGONMA8rBg5C7xUr8fmxYmDg3uhZwkTCOcf555+Po48+Gt/85jcrvZztDt9in5QyIxx6ILomZQP8/Oc/h2VZ+MlPflLppWxzJk5pBoMLDiZqVPxfDYd6cHwV4hgMLTEPlBF41C+c9YtnGREtyYz4HiouQ3OVheYq8a2/NS3+kedTaTBCka3KIFuVASPCVyWXTEdcagEhWLLJAXCtJBwziAo4ZiZoXSZFJ+BwfQoCYcl5ULMiKNOeLOtV5G0vdMKShbF+63L0SY1g+nE76YMwpFhQFJ0sZRFtuQJZsT8tuRiunPgbFdPlTt7ixwZqbXxnXQBCoDCj9AKIE7q/5tk/GhXc9mIghYw4Bhe1KcqThdPAM8azVH0KdZJqlpAcRKiM1cKpraLZSMWTneX1yIwlzwo+SyrM2GhbX9BcHUi+l7i09RPOxXYa3K5Flu6OLN0d+ZT4LDzDghtLwY2l0JZpwPqGgeCEwo6nI67KzbUNYIQogdKTufvuuzF//nxMnToVhPTAE+4WOM7qdE+AjqRsgFgshieeeAJ77703jjvuOBxzzDGVXtI2JZh3wtBqrAEjHH/v8yGOWxGEq+WQQUYAZnBRQCsd3lCa/qEcIEz8wa1rEB4f2VQCqayoUwjb6hcSqYhbLeVMdVM48TRcq7TWwnKbVesyJzGAeyDwwBDzf6aCycsolDxevfYiHxXOhbOtirqGdQLxSqMq5dI55fxV/MeUBEOUqy0FNxxVRMviLeKkLh9A5WstjT6USw0V79MufgShRECxUBRICi43GUR9DBv7/fJzvHvtzuA0SHkRFgOHrVx4QW1VD1IuEsT91mviJFWxaxji0ej1ohbtIEJT+tI2ZMom604ILYCzOMANZOnu4j5CEc81gxkWLCcHx//98wzxu7K+YWAkjdlWXQMAaN59WI8XKJ988gkmT56Mv/71r6itra30cioCBwcrM019kx5LGHQMQaBFykYYMWIE7rzzTkyaNAkff/wxGhrKWGJ3GxgYcUH9E/azA17CaUuPi9jiG8qZNniUAagBhJLVtQZ6N3pgBGhJx1DdGk2TZFOltQ6pbB6FhIi4cEqRaov+o+fUUN0VrpWE6eRUhCXmrldpIM4hUkCh9QihEjjacpYEkdGEsLgIiQ0lVMRbs3GhApSPphTfT73y+6i0EFNroIVq1UXDDQeQdu2AKkgF/G9sZiDCjHyZWUJy6eW2F6WlAIiICDciqR0VNYIhBJfvHbPvbZ9CRae4AdY2FDS+CjyxTqSzIHxriBs4uYbXHxYh4TW2l5qK+NGETeZkisdfB3H9z8OvGeJeTBRDy8dYLeB2vRAogBIoYVwzroq/AWHIJmtQ2qprwChBuqUZMw+O4+PaJbhkXenb25PI5/M4++yzcdVVV2HcuHGVXk7lIB0vgC03rLunoqXaJnDhhRfiwAMPxEUXXdSt25KXfffCyO07llyKPw54Vd02OEFN3ixxovWKbkuzt+YqQ91uScfAKFUXAJHbjFJkUwm0pVNoS6eQTSXQWl2D1uoaFUovxrWS6mKbdXANf+ifTAHJ1tBQuzKAUItyGtJ2n3s14F4NSjo5whGW4pM1inxUwmkhP/JQ4mgrW5zl8fzBiOrCDBAnKuCUL0lR26z0+VCutWU6XDaZyDgBWRtTJFDkfWZOXIg/qoAZwXWfHf57jngtdhrESUc9SNwEwGJiMKOTEB4l5Rxxy6Rzir1M1ADAcAt0yOcEXO5jlIguXqgHt2vBvDSydHflGssJjRTCckpheC5cK4a26hp1H6MEjBJkUwlkq6p9gXJoj4+i/PjHP0ZVVRVuuOGGSi9F0w3QkZRNgBCC+++/H2PHjsVtt93Wra3zCaf49ZLLMHFKM/pPzSPuRysNTpAuhNo+KVftyQYjoe1ByscNnd+kUElnHRDGlVABAE5JyTbKGPKJoL7CcD0kc61lzbQI8+BaSRDO4MTSSOWWwTbrEHPXB8+hxIffCSR1FUsq0UKI53urJEVhbXFERXUBITghMyPoQKHBtpI1wohGXdqz2pfpErsKPDT/B9hwp42RiwHJRjCzAKNQNJl6M8QLpyxwzyVeJOqwIUhoOjU3bCwY/Vu8e0N/AMB+Ny0HsdNBfQv1xAwk4okIC0pLBGULc3j51JZGgUy0/0oxla8DDNtPJUnhFIu2TbPgp5fdAYAoihXPFS7GjYph2SovaqeSYJRgxf67AgDubngVFjPhUBd9C3VaoAB48sknMX36dLz33nuwrM2YfdQt2ZIWZN3dI9EiZROpr6/HrFmzMG7cOOy+++444YQTKr2kbcLSyyYBmAQAuGvx1fgX/VK5z2Ythmq79ITlUQ6DkUjKhxERk8jHKRKFoI4FgBpKGKZ4GwMF9cPrUqy0pVNoWF3qBKyEi/93nU2KtuaYuz6IqvgDDQH4rcr+9XAQiIt0iRAr6YhQEfcbUaESRm7fAO12B5W8IF80yZOyTItsxFiOEwarJWiVDZutAZsQXZEpH3lil7fpxl+bWreMVlAP+92yBKA2wNNAvEkIs/a8ZKRRHPF8ERLqqgrVxYjbId0l97HFc3DDKylElik4r0VESsK1SZzQDbjIBh9yW3UNlh04MnK/B4bvhVxje7pAef/993HxxRfjD3/4A3bcccdKL6dT0OF0z4bMoXoYWqRsBmPGjMFDDz2Eb37zm3j77bex6667VnpJW5UBU3+PZd89X93+F/0SAMAIB/PbkR2DoVcu+IakalNCQkWewB0Atik2SKHSmgoey4q0ihQ46ayoKSiOrADAmt591Laq1iySuaCVOFyzAojuIHk7lVuGYm8ViSq8RRwEBTUviLM0iCEKI2Xap2yNSrieQ94Gym4r6QyS6zHsSFqIy2MSL0j/GLYwgyt+Ph+zrXfk+YibKBEq7Tx56GFykrKMYth+YWlofxYSLvKnL244iwMsDkJc34MmBp5YB+T8zy21POJJU67TCWBBwa18L0nwPMSLgSfXQxrKESctxJGTBs8sjr6mlh3U9WKvE9mdY7oFVXci1sRAOVMpxlV9+6B592EAioTI5Ezpth7KypUrcfLJJ+PGG2/E1772tUovp1MgnGP17J4tRYuUzeSMM87ARx99hJNOOgnvvPNOt6pcDwsUADiI7aCECvUdaAGgKeGCMoJq21ApnzDhiErBAmL+zLhwlIXyIM1TTGvK8p1sg/uqso4SKhJZv5LIF0AZB2EMqbag2yIsWGR0pVisAEB0uKGcHeTf9GqUUBHbfZda35FWUJTuUTsbUUGxgUhIsXhRkZ6iFFHJIYqjHGoNVuTxZaMoYXEiU0kbq7vxrfy5nQIxswBs0RnEDHAvpV4vl1ERFgfahirhR+wacKsVQDvFw14MBH76iHjlG5KoB5qrU2tkhf4gVJjZkcZdwLxa5KwBSDiLAAAFc6DyNFEDAAlVqRwnFkpVEQpuUHDOkK0Shm6uSZH5ZAGadx+GGZMzSpRocSIoFAqYMGECDjvsMFx99dWVXk6nQjvObjlapHSAm2++GR9//DHOOuss/PnPf4ZhbGaRYhfh6kH3wuB/BwAQP2xw2tKj1P1yOnJR3Wx0rg8pf90zRNFhU5qirpWJmhQSPUZ4rH1LOjiJU8YjokWmgxpWr1KhezVjpSiUv6ZhpIq+SLO4cCooIFS74onW0najKkBRuicsGvyf5SItmwAJ+XsgnC4K1cREYFHBRAuZdqMpZYVJ+P7wmv0ohnRiBQDuVIPQgojwsDJmhyFLeSEixOMJAE6aQvv4r4cGhbisbahYf3IJuEzjyMOGa2XKRK3ylvDWabV2gWW3ghMxK0oN/+OeMGHzoydyYrdriffajsXhmgYoY2jO+IZ0lGB6zbv4y7XdK3q6pXDOcfnllyOfz+OBBx7omX4o7cDB252FtjE6+rjuiBYpHYBSiscffxwHHHAAfvKTn+C2226r9JK2CQRUtSTftjTo/PkAC9X1vMlgcIKUHXzlLZjCP8UCAWVAS5IgGzfQq9kDpwTrfWHSlCLwKLAmQ9HQzLAmQ2EwoFezV5IKkkgB1JaySqIr4VQQDRWbJNuilvHZqgwIY8glR/r7MvRaMw9AkAaSNvui+8cD4LYvVmRkpeQN9KKiYUOtyeWES9h7RbXZhqY9b8j9NpxSKUr7iO6aDayluCOJGSpaElkbDHCWApQZXgwg8r0OizLbX5cXCJ2Q2AHxxHsIgCeFuy1J+6nG1h1AAZHeCeG2jhb7+fUlnCdBiI3G9FjlXmzaWXBiwLWSoMw/vp/C8cw4YoVWFJIZxPNZ0cHjuvD82TJL+qfBCMFrOzbC4BQnzRHRlnAkRQNMmzYNzz//PN577z0kk6U+Rj0asiUFsLpwVqJFSgepqanBrFmzsP/++2PPPffE2WefXeklbXXuWHIprh50Lzxi48rBd+LOxVfi+v5PAfgXms0lSHv9cPriw9T+4dQP5RGPNwAivbMmI7bIn/Ih8rZHhcdKQ7P4I21JUlQVOAw3+KOVEZaWdAyUcVA/ZVSVDU7aLPSNrs13uw0LF0YIKOdI5ApgDFjTW5z0Glb/R6y1jFjh3D8ptiNWwkSES7nZQJGdNyBgNhCBabe+xfSFQtiddSMzeEpEiboepHIILahaEwDg0kIewToISwpRAs8XLeWiRqFCWCI+M/UeZvuLuhUfWrUQPDsIPLsDOETqJuauQT7WHwl7OcL/wrLWMFFX4jF4hgkWD7qcXCuOeC4QF55hwTMsEMZUNEXsJ7t5CJ7bdYXa/5H9skgwC9Nr3sXE9t/JHsVrr72Ga665Bi+//DIGDRpU6eVouinaJ2ULGDFiBJ566ilcfPHFeP/99yu9nK2O/MbIwXDn4isBwDfMpzhryWkgoMqBtiXmgVEORjkSLoHBCMyi89OaDA2s9ElpKkjeNhiwPk3RVOVb8xtB908kJeQLFMqFKMol22nrVc9B1EXelt4ssmhy4fD9sLrvHuoxxR4rYWt96a3CvZoSkVFOuEgflLC1vNg51FEjrxdvK75vA4TbgYMXX/SckWF/RnRd3I+cuMmg1sSPmnCWEm3brPy3Zs4NcR+Xn4UHEY2KAf52JW6IF9ov9F60DRV1LK07gKl6FhuEeEjF3kA+1h+eGUdTzS5orNlNXQrJDDihyhFWfqbyZyGZQSGZUVb3PNIGT5VAAUQrvUPdktdncQPf+OV/y772nsSCBQtw+umn46677sLBBx9c6eV0UrhfPNuRS6XX3nnQkZQt5LjjjsPPfvYznHzyyXjvvffQt2/5aaldlSWXnetfm4QZfjcDAYXBCU5adjAMTuAYDJZH0ZRwUZM3kY0xpGyqPFOEhb6sMyn/PJviHq38VEKFuWISM4dtUVT5XUHFNGUSKtpS3VreGj/sgJtNJbB42L4AgMELZovnjggVGVURaSDZCRSGEBuc5kpTQWVSOCrCEo6MhKMuzAD3qgEYIFZjdOHttvSGikHNULqrWKhsZNZQSa2JLIrdCGof3o6YYaHoS1iolBsvIPejreD5/oApIiNl9+FMpXQIZ1EhUmY7pxS5VFWk3fiXx7UAaBE3qAvKKRhhsImH8xsPAAAc8at/4h/XjCn/4rs5bW1tOPnkkzFx4kR8+9vfrvRyOi1iYkjH0jYdfVx3RIuUrcAPf/hDzJkzBxMmTMCrr76KWGzD3+i7Mi3GKmS8fnixn4gcyUGEX1uxFwBgXdIRU5NjBH1bLSVOAMAt8+1AeqyUbeII/Z0WLIK4w5VQoaGuIHld1qc0ZYTgkFEXWYRLGUdbKqZSUeH0UDEyHbR42L7q+uAFs9tNA8ltAEBIAZwLB1nh0N/kb/e/mRefiJkBzx4MQqSA8kQnjCFOlEIoGPC8epg06xeZtrv00rSQL1i4YZc8b1lX2fBj1UwboNiNd3NRk6gBcJ6CEHi2EiykyLVW7qNueynkrQGgzEGybS1yVfXqvlyqCsmsML+TdSWmU/r5Mkojv1e5VFXoPoLbjxXRQ48wGJyixQgE3iUhTxRxvefVpsjJxrW1tbjzzjsrvZzOjW5B3ipokbIVIITgwQcfxKGHHopJkybhiSeeAKXdM5NGQNFqrEHa82cYcSFUXur3IY5eOQYGJ8L8jUJNSi5GihajnfZl+FOVTU/s6xoEpsfhGAQxh0VEByNAPm6ITqFMAp7hp3IoidSxqONTAoQETku6/DdyWtQaXd1WwLxRh6Aqa2PoV++W+KxEIi08DhlhEU+aBGiu3ULbT3Y+R732UXNfBwDM3e0wUA5UZQsYvvgv+HjXUzFq7utwncEg8GAkFvjP1U5rcZloRHENCzdz5QVK2Dq+KJKyoSgKD0VEZHpG3PDFQuh+0fYNiHRQmdZtn1xsmChuzUUFAeHloy0yImK4LjihoJ6rak5kQa3nz+EpJKJRnjuPaUPWaN9X5v5eb4L5BY1hwdKTuPbaazF79my8++672lF2I3B0vJVYm7kFaJGylUgmk/jLX/6CcePG4Xvf+x7uueeebteON3FKMzA5g6sH3YsWYxUsnkKCpXH0yr1ghfI4BiegjCBrschtcT1UVxLqVZYPD4sTiW0CMQewvOgfriygZZRgZV3pybOh2b/fr1tRwsb/GU4DlUMeP1yY25aKYd6oQ0A5sOv8f0falxcMPxDDvvp30QlYnLwJgxAOxMYnO5+DZE6cuMN1NCvqLaw49GgAQJ/1Lqpb8miqTmDObhMAAJ/sfnjJGvf6/KHyi98E8RKpXQnXush2Y9W1IyJGzKv1dxbRDaKKXlNFT+T6gsX3aCFGJL3DuOjs4TDUsQmxlZeKLCSmtAUJezkIZ8inaiNCRUZRpChJ5KIdXMoPhVLldwIApiNSgq7fti5/F4oprkf53pojcXdDMMeqJ3b43H777XjkkUfw5ptvonfv3ht/QI+Hdzhto23xA7RI2Yr06dMHL7/8Mg4++GA0NDTg5z//eaWXtE349ZLLcPWge+GSPI5deZgSKNLsjTICgwOOwf1oCYdniBMB8wWLFCuUi4iLQwDLi4o6OfvHo0BrkqCuVaR7pOgAogIlnN4BRPFtzAXS2eDEHBYq8rZYM4+csMIeLYwStFRFIwqMAAuH7V3y3szf7TAkczaGffVvgMcxb7cjMXLe6wBPwTDW4j8jzgQQiBO55hX10W+lq+pMMJpU61lTa/rrBBI2R8JmoIzjw51Fa/he/32kZC3iAcWW9uW7jLibAngMzKsFIVkAUAZpAOB5QWpFLFkIESlUAIRM8UwEQgWqm5Jzka6JOWuKzPNK9w2ey1OFrvlUrRIfxeke4U4cjFLwDBOGFwgN1zTgWCZo3ILhMZiupx7HKGC6HhhhcKgLr0z7510Nf8O/r96nZHtP4cEHH8Stt96Kf/zjH9h5550rvZwuwZY4zmoztwAtUrYyQ4cOxcsvv4xDDz0U9fX1+P73v1/pJW1V5DfIq+59FADwhwEvqvtOX3q8SPcYHA6A6oKJbMw3FfPPximHqvsNTmB5BB4RERYAkY4gj0avF6dwlvcSJ1kajs4g+hjbRFlhU0yxaAkTFjUxh8G2KFJ5139urrqFwlGR+buJ1mxGguvy9tLeQpAYof9fzUmxPoMRJP3z/pqaaDREFh7nYwT5mIFMm6e2f7jLt7D7J6+pfYP6mGzpGxOCUDHN2HP7q8fJWhDuCRGyuv4g9FozLzQ+wIgIlTBBzY4k2Gd9rWjzzqEXahvnFx3Lf7ys7yF2mQhNEDnJpnuDcAbCGexYAq5lgXAGw/VA/cJYzmik5oRTAjDAMyg4JbBs8RlmU3FQxrHaWgqgtGiRcop/X73fBt/H7syzzz6LK664Ai+88AL22muvSi+nS9HhdI8WKQotUrYBu+22G1544QUcffTR6NWrF84555xKL2mb8+sll+Fn/WcAEHUrO2SFY+jIpj4qwgJApYAAIUxS/kktYdMS51ogarEPoGxaRwoURkX0Ju740REuhMr6tDh2wuawvCB9I4txAYCwUFEujz6vFCimK6IX1a0F5bnSlhIRFpm+AQKx4hpyYUF0Znl98CfnFZUtGYyoEQLlCNJk4kdzlXgvMm0eKIJ0kHx9o+e+WvZEH8bzarG67x7os/JDAMXREGB1vYgerGvYDYQx9Fo3N/To4LUUO/bmrQGIOyuVAMlbA4LXQSkaa0cqodJYs5u6r7ZJmOqtzwRt4BtDtg57RmB9L9+DZLYNuVQVTNeDHbf8wlkGRggKcQuOZYJRgvsOWoXeTg1WxtaD+Smx2Vfq1tq///3vOPfcc/H000/j0EN7Zh2OprJokbKN2G+//fDss8/ipJNOQl1dXbebmvybJd/D1YPuBSDblM/FRAC7/u5FcDB8mVqIHbJD8VnNaoxo6g3P4BGxQhkB9W/Hy7T9lLPTX1NNVFtzOVrjDJZHkItxJG0SSicB6bZw/Utw8IIVpKhiDvOvc4CSyBpMT0RTbIvCckT3T1tKiBHp0dKeS658vqUNpn8bWJ/00LtVnNhdQ7wHm9KGHXlv/PdCipWqAke84Km01X9GHakKcQFgRf+x6Lf8AywaJtpow3OTlg7aNzLQcciif2FV78C9VbKu1ygAotajfs0n6nY52tAQuS1TMZQxJVQksnV4fe1oldIp+9ppkNIBirtzKApxE/GCDc8QogWxoPaEEQJKAcf3UTE8BtekeHrv0voSLVCA2bNn45RTTsG0adNw4oknVno5XY4taUHWhbMBWqRsQ44++mg8+uijmDhxIl588UWMGzeu0kvaqnAwLL1sUmTbp98fj97TfosGR8w4oUUT4ooHEhbfLhYhsqCWslBxbeiQTYmiLg//C71lRM3kZDpJfsMmjMPwoxa2RZVAiTlMneTLtkX7x5FdQbLDqL0U0uLeQUqqNc7U+ICavBFEgPyfjiUOHu56CkdWjKL/d+GJ04AYP2C4RAkqyjjmjjoM1W0FEMZhOQ6WDtrXf6w4YRcPeJSmeSv77gPCxCRgGipCDbO2YXfl2AqI6cHl4H43TVhgcEqB0P4yAhL2KwkPBJSEO3JSbS2R/VvTCayptdBvDYXlRENSluPCNSlMN/h8edFn5oH7niibPlupuzJ//nyMHz8eN910E84777xKL6drskU1KbpwVtI9+2Q7EaeddhruvPNOnHjiiZgzZ06ll7NV+c2S72HA1N9Hts2YnME9i64HACxILkaMta+DEy5V4gEIOdHS8tvCTrVNCQ9NCQ8Fk6FgMjgGFxfKIwW4cv811QRrqglW1ZT+ykuBIk/u5QQHEAiScNuy3D/8mPmDKeYPpvi8P4VHuSgMNjjiLoFHOVamRYfJ+pSH9SkPLXFxyVpMXGIMLXFxorRDb59Hg0vJ++M/fWO1gYV9ZcRGbGxLxcEpgWOJdEfYcZdTcZFRFOnIW4jHkE8mYMdjyCcSsGNxYTVPaOR6WDR4hilqQfwLUCpsRKEqVdfDSMHBCY1cz6WqYMcSyKWqwChBazqJbFUCrdWZSC2RFKDLesexuH8VcskYHMtEIW5FBgUySuCa4n2QURQvVB3T06MoixYtwrHHHotLL70UV1xxRaWX02URkRTewUvHnnPq1KkYPnw4EokE9t57b7zxxhtb9TVVAh1J2Q58+9vfxtq1a3HcccfhzTffxE477VTpJW0xE6c0Y8DUh7Dsu+erbTvf/TxuCe0jjd6MTfB4lqZuQGmEQG7z/DBGuK5F6hFpzx93KSyPqCLTcimUNRmK3o1B0Wl7HT3FrakbKq4FgP8MIeq1ekR0NDlFJTSOwbE03YqUkymd+kyA/9U2K6+ZsSvqAIh0kHwd6jX5709x8a3YRpRQGb7cASNCqFRlo267nmkgZ/mpotB9nmmAURGNCASF//yW6QuNYPH5RAKW48IzhF+N5bggjCGsQTgVdvWEMdV1wymN9NHQ9iIxhMK1goMl8jayqTha08nIZ7SiXqTf3hzWCAA49Kta9FlnY1nvGP664woc/3k/tW+f9Q5cUxyzzRSvvcXI4Yo1R6MnmrRJVq9ejWOPPRZf//rXcdNNN1V6OV2cLTFz2/zHzZgxA1dccQWmTp2Kgw8+GPfddx/Gjx+PefPmYciQIR1bRydAi5TtxI9//GOsXbsWxxxzDP75z39i8ODBlV7SFsPBfKFyIUb87i8goLhi8K9x1+KrQTnFjlnxhxFO6TgGi/imAFHflLBQkcLFoxwFkwuTOJ9PGtYCACxmoH82jV45C5QRWMwXM6ofGZHjSZY2GDA9oP86r13R0d52zwgKbOcNCo5POSJrjLw2n//VNGHE+lp82qsROzbVRF7v/2rFybHNtJHwLHzQbz2GtKRhhUInc+vXwmIGRqyvhRU6uIwehYuMw94wQFDkW442v8Ml/LoLcTMiXlzTT135qZswjhX8KynEY4gXbDAmJkzbsdDzGoZK/9Ai23pWdOxCIglGiRpZkMoGRmuMEixrCNq2X95BDAOscsVzNVs5MFKLBw5co+oCXth5BRzqok8+A2MIwX6LqnH0/+oxa5dlAITLLNBzJx03NjZi/PjxGDNmTLf0edrecNJxnxTWgZqU3/zmN7jwwgtx0UUXAQDuuusuvPTSS5g2bRqmTJnSoXV0BrRI2U4QQnD77bejpaUFhx56KP72t79hxx13rPSytojl3/02ZkzOYMTvxDdUCoo4q8WPBz6Eav/EumNTXeQx8oRbbYsTXrj9GIgKiXDERMKIOFHLEwoosCjdhEVpcZIZ0ViPhmzwax2uWZEtz9KbBSBY2hCEOoqjLv3XeVjaYIAykZqRz+97xCtBIP1gigVJ+LX8r6ZJXf+01zrxs26dEGyhuh2HesgbNizf22RRdau6L284sKkLm7r4rK4RI9bXBqLEKPWZiTvCb6XPejfisqtebztdTGFyCRGdSObtYMgjqLou70+FxIxILZkb8J4xAKO0S8t0HHDKIm6wjFK4JgVlHK3pJEyPwbYM/HnPPD5LLwheCyhqnSo0W8LbhRGGZ3dZHH29hMFiJpYnmlDrpPD68PVlhwj2RFavXo2vfe1rGDhwIKZPnw6jzOej2Xy2pCaFc47m5qhYjsfjiMdLv2zYto33338f1157bWT7sccei3/9618dWkNnQYuU7QghBNOmTcPVV1+thMrIkSM3/sBOzM/6z4hkZpIsA5ObOH752JKiWIsJkVCc/gkLFfmQvBn9455Xv06kUAjDx9XzsEfLbjCKinJHNApzr9YYi0QUnhk2W10/acneoFxMaU7bVMzoDUVdwqJmfQqRIkqZUrI8qk7wchso8HnteniEI2/YEeGR9Cw1pK440iJhhMGmHhYlZURgYOQYecNRwmxlbD3g25PEmKGOufP6DObVr8Pua+oRdwlyMaLeh6W9rUhqqM96N0i1hDxkStalZh4FhcLJvA1GSMQXJpuKq+0AQCiFdGYL0mTy9ZT/x23HY4gVbNipUidgeQwXFLPG5GBTLxCqAMCBdZaYdZTyROSlnMV9jVsFjzCsjbWi3k4jZzhghGGd1QwDFPfWv4bL1h7eo6Ipy5YtwzHHHIPRo0fj8ccf13b3W4F0Oo2V6xkY56AdiEitXM+wZvn/UFNTE9n+s5/9DDfeeGPJ/mvWrIHneSUDbvv27YsVK1Zs9vN3JrRI2c4QQvDrX/8a6XQahx56KF555RWMGTOm0svaYggoKKeqDiUsUGRaQkYbWOhETYloTWahxzihs6mMnADA7JoPQPwT94fVHwMAqlhG7fvfKoqTloxVjwOAJ4a9gTj3Bw6CYdag93HSkr1hgETEjNz/44bV6tt1lRuHR3ikzmTX9b38NXIsyIiT4pCWNBgJ0lEeuMopS6Hh0GjHiEcYPML8wmKmBBgAuMSN7Be+zvzLDlkRvbJDx51Xvw429fBuX/FPae9VfZFyqKpPEesRhnnL600lWtqLtMj9iyMs7aWNZFQFEGImkQ+8Y7L+YyzHg+l5EV8aiR0XJ0fRBRSk4WaNyanXf9r7ogB2QWoVHP99cqkDyg31XudpdLCg4f9uAkCT2QYKCouZWBtrRYJZWG01gRGGK1YfjbsbXu1RQmXhwoU46qijMG7cODz44IM6grKVOPPMM3HNFRfh7fkuDtpt80RfweH4w1s2fjv1EZx88smR+8pFUcIUp+g4510+bae7eyoAIQQ33XQTfvjDH+KII47A22+/XeklbTYDpoqZMZ9+fzx+vnwimsxlaDMa4RIXxy8fi6zl4rNaIS4YEV03jsHURXa9MAJxn39/wWSRbpViisOnP11xCtpoM9posxIoAPDY8H/g8eGvgxEXOdqKn644BTesmKCEikzFMAI8N+QT/HmwuCxKrsDy+Bosj69RAsCmnn9x8XH9KnxW16gECiBSMp/VrgcAfJVahlXxtUKoACXRE48wfJVahkXJFSpf7REO2xdGDAwucTEv/ZUSJE4oarA0vgoA0Gzm1X0O9fBF1TJ8UbUUC5LLwAjD0sQq/GnIR5g17DO8M2C1en5GRCGuawCOITqFVtWZYm5QvVW2WylMpLg49DkVP45RopxdeWi7Z1C4hoFsKo5cIobWdEJdCOPwTCPSGvz7Q114fpQJAJ7ctwWrEs2odlP+Z1OAS1ww4sGlDlzqqPdN3naIq7YFa2eIcUNto5ziroa/wQPDP38Y/B7NmByI4O7GZ599hnHjxuG4447DQw89pAXKViSVSuGO3z6Ep14vwHE3r77khdk26tIE55xzDjKZTOTSnkhpaGiAYRglUZNVq1aVRFe6GoRzvnnvoGarcu+992Ly5Ml47rnncPjhh1d6OZvMgKkP4c7FVwIArhj8axCI2SmnLxWmT7P6/wMAcNtSMVvmqcz72Km5PlIEanCo1Eu4u0ciIyiAiKI4JItfL7kME6c0Y/g9fwAA/HKp6C6aPODRdtc6ZdkkTJzSjJG/eykS7QlDOUWsyOIdAPoXGkq2VTvJkm0Gp2i2cliaWKW29SnUwwCB5bdhy1RO8fETXgw2dbEwuUxFUeQ6d24bogQMAHyVXFJ2nQwscsKVZFwxXE9GDwblRI3QHiuDky9l4cnU/trXuyUpl+L5QpIBaxwsa7AwYI0TOqaoR1lVZ6HP+mD7qjoLjAL91jpYVWch0+Yh5jB/ujX3O4O4KqB98DBbvb8AsDYmanTWWc1ghOGq1cdi4pRm7H3nG+p1ht+T8O04i8MDQ4LFYHFTpYOKZ/X8++r9cMiv38Ob/qye7hhR+eSTT3DMMcfgW9/6FqZMmdLlv213RjzPww79Yzhsdwsn7Ff6N1uOpjaGK+5rw4svv4bDDjts4w8Isf/++2PvvffG1KlT1bbddtsNJ510UpcunNUipRPwyCOP4PLLL8f//d//Yfz48ZVeziYzY3IGVw7+Le5c/AMAwJWDfwvCqS9YhFU+INqVZ0zOYDYWRIYQAiGTNV+sAFFxAgD/qn0zcqz2kMIFAAinSpxINiRSAMDkJkxemgEtFioWM2FwGil6dfxIS1ikbAjmnxj7FXrD8gf9LUwuQ6O5BhwMNW4DaCiFlqfihCpvy+dlhEWEDRCcqF3iosGuh0NdUE7Rr1CHKlf8s/QIh0Nd1Q0zZnmm3boUteZQka2k2GAOgBIryxqsSDpNihmxVrHt7cGN8AjHWe+mQDkHYRym58FwPdx/hKvagwHAIR6arFbUOGkAQqiEZ+qEox6/7Pt8yfshCaeGgtcWvJB3rjqg5DV1J6Hy3nvv4Wtf+xquvPJKXHfddVqgbENeeuklTDj5OPz2kjTSiY2/zw+/nMfaZob3Pt/8gu4ZM2bg3HPPxf/7f/8PBx54IO6//3488MADmDt3LoYOHdqR5XcKtEjpJDzzzDM4//zzMX36dEyYMKHSy9kk5EnhysF3qqgKAFw16O6IE2345PEBX4ivqhthMQMO9bBjUx0sRvBp3TqMWluPz+oa4VAP/6p9EwBU5GRTCIuUry4vfQ9nTM7g+v5PqdsusZFk6aCOJiQA2hMyADAw3wcGp4gx2aHE8VVqWWSfcF1JOfEAAG20FUmWwtD8ACxMLEOL0QibtipB9su+z+NE92RY/p/oiHXiRHpr31nqWAwMP1l5EgDgxv7/B5ObqkhXPne1V40aJ40+hWq/sNfB6ljQbbRj27YJB++7pP1UyVtD1qsUlsGpEimuITxYHtpfpKjC4sGDqNtZb4nfh3Jioj3KRVpoaAr0pszr6Q5C5c0338QJJ5yAG2+8EVdeeeXGH6DZIjjn2HMHC0P7UJxzZGKD+y5bx/Djh9vw0cfzOtxQMXXqVNx+++1Yvnw5Ro8ejTvvvLPLz1zSIqUT8ec//xlnnnkmpk2bhnPPPbfSy9kkRDTlThBulljkl9v3mWoxyM7gFG/U/Q13Lb5a3f+H9EcAgHdr3sOCy0/v8HraO5HMmJzBdQMewy+WBe/t5AGPRopv2xMqeZqPRFqG5AJjsOI0TligtMe1K4NZKOFUlU1bseSyc7HD3X/ElGXB+7mxk+OMyZmISJFrMLmJlFeFXk4GVV5cicMV8fUqhdLbrlERluKOqU3FIwwGp7Cpp1Iy4VRXlRvHwYtEqkkKlDazoDqfzp4t0lJSoDSZbeq41W4Kq+JrVQQknObZHMoJlWK6s9vsK6+8glNPPRW//vWvcfHFF1d6OT2GOXPmYP9998IdF1WhT237v3u/eTaHTIrglQ/tdvfpiWiR0sn429/+hlNOOQW33347Lr300kovZ6siIyp/SH+EN+teBUARYyJ0v3fzWHWCnNC653b7xjpjciYiEqq92khkxaal/zDKpYSK9y+XanCJi09+cFTJ82+ITX0fZkzORKZQU06FYAkJrj6FelR5cXiEqUhKv4IQDgYPBEWMGbCppyJF5ZBREJt66nP7smpFJI1icIoatyoSdQKAhGfB4BRr4q1qv0arDX0KGTSbeRggWG01wfDfOw+iCBYIoh+bE0UJUyxUurMoCfOnP/0J55xzDv7f//t/PWIqe2fjsN0teAz43jdK69kA4L9LXEx5JoevFi5Hv379yu7TU9EipRPy1ltv4Rvf+AYmTZqEX/3qV92q6n7G5IwvUl4DgBKR8nbt21h02VkVWdsOd/9RXTdC3fkeXExZNgk39ftDmfoGWpLGCfPTFacAAG7p98cSgbI1kWLnxwMfQpVXiwLNosoT26RQ6VfoDQME66wWJSaq3RSqvKBjIOxhI0WL3BYWFhKHeFhnRYWUERJ58nG9nGokPAsxZqjjMMJU+6/lR4Cq3ZQ6HiMMlFNcseZo/Kb3yx2KnvR0OOf49a9/jRtvvBGPPfYYTjnllEovqUeyePFi7LTDEPzsmyns2D/6/5xzjhsez2LP4Sb+741CO0fouWiR0kn54osvcOKJJ2LHHXfEk08+iUyme7RCBnUsvwX1IxKyBuPqQfduVg3KtlxfOLry5fdOUdvLCZUwUpRItvdrmTE5g2sH/h4MLmrdPgCAj644oiSCIAt3kyypimqLsXxBEXZxXR5fU7KfjG4w4qnr4cJeeV+cxVXRKxB06LjECUWvonUiP1wlCsnv6PNij4l6bC1s28all16KF198Ec899xz22WefSi+pR3PygXF8vszD9WclI8XKb3/q4JFXCli8ohnpdHoDR+iZaJHSiWlsbMQZZ5yB5cuX4/nnn8ewYcMqvaRtRlcoSpwxORMRKXmaVffJaEulX8OMyRlcM+g+AMCvlnwHE6c0Y6+7XgdQKhxkfUeVVwUAaLBr1NRq2fYsXVwd4sKm4lve+1eOU6JHQkEjImLPu/6hthenvoqFiEvckhogKU6A7S/0ugNr167FhAkT0NzcjOeeew6DBg2q9JJ6PE1NTRjcvw6XnpDA2J3E35nrcfzwwTbcdNt9+Pa3v13hFXZOtEjp5LiuiyuuuALPPPMM/vSnP+Gggw6q9JJ6NDJSQXhpNKUziBSJjPxsqIj41r6zAED5rpjMQm+nRhnGAYDJRcuwSxy8f+W4rb4+uca973yjx9WJbCs+/fRTfP3rX8eee+6J6dOno6qqqtJL0vj87ne/w69uvhK3XZCCQQn++p6Nv81x8NXyAkxTG8CXQ4uULsK9996LH/3oR7jvvvt04VuFka3OhFNwwsp6snQVZkzO4PY+f/EjHgauWn0sgMBnRG7vaKGqZvvy8ssv44wzzsBll12Gm2++GZS2n5rUbH9s28bQfgmcuH8MB+5q4Qf3teGp/3seJ5xwQqWX1mnRIqULof8BdQ5kNEXyy6Xnd0mBIpFRjHIRjI1FZDSdB/1Fpmswc+ZMfPtbZ+CAXU0sXs3wyQJHG+ptAC1Suhjz58/HiSeeiDFjxuDRRx/VodwK0Z1O3nvd9To+vGLzLLg1nQedEu5acM6xyyATny9jeO+997D33ntXekmdGi1SuiBr167FqaeeitbWVjz33HMYOHBgpZek0WgqQGNjIyZOnIhly5Z1++L67sT8+fNx/0/G4s4/5iq9lE6Pzhd0Qerr6/HKK69gzJgx2GefffD3v/+90kvSaDTbmQ8//BD77bcfTNPEW2+9pQVKF2LkyJFaoGwiWqR0UWKxGB588EHcfPPNOOmkk/DTn/4Urrv5Q6k0Gk3XgnOOu+++G4cccggmTZqE5557rtv4KGk0xeh0Tzdg7ty5OOOMM1BXV4cnn3wSQ4YMqfSSNBrNNmDdunW44IIL8P777+Opp57CIYccUuklaTTbFB1J6QaMGjUKs2fPxm677YYxY8Zg1qxZlV6SRqPZyrz55psYM2YMOOeYM2eOFiiaHoEWKd2EVCqF+++/H9OmTcN5552H73//+ygU9BwIjaar43kefvGLX+BrX/sarrnmGvzpT39CfX19pZel0WwXdLqnG/Lll1/izDPPhOu6ePrppzFixIhKL0mj0XSA5cuX49xzz8WiRYvw9NNPY+zYsZVekkazXdGRlG7IDjvsgDfffBNHHnkk9tlnHzz22GOVXpJGo9lM/vrXv2LPPfdE//798f7772uBoumR6EhKN+eFF17ApEmTcMIJJ+Cee+7RUzY1mk6Obdu4/vrrMXXqVNxzzz0477zztCOppseiIyndnOOPPx5z5szBokWLMHr0aLz00kuVXpJGo2mH2bNnY5999sFLL72E2bNnY9KkSVqgaHo0WqT0AAYOHIi//e1vuPbaa3HGGWfgvPPOw9q1ayu9LI1G49PW1oarrroKhx12GM444wy8++672HXXXSu9LI2m4miR0kOglOKSSy7B3Llz0dTUhJEjR+Kpp56CzvZpNJXl5ZdfxujRozF79mx88MEH+OlPf4pYLFbpZWk0nQJdk9ID4Zxj5syZuPzyy7Hvvvti6tSp2gBOo9nOrF27FldffTWeffZZ3HbbbfjOd76jJ5trNEXov4geCCEEp59+OubPn4/evXtj9OjRuOeee8AYq/TSNJpuD+ccTz/9NEaOHIm1a9di7ty5uPTSS7VA0WjKoCMpGvztb3/DxRdfjP79++OBBx7AbrvtVuklaTTdksWLF+O73/0u3nnnHdx9990444wzdGGsRrMBtHTX4Oijj8Ynn3yCAw88EPvssw9uuukm2LZd6WVpNN0GxhimTp2KUaNGob6+HvPnz8fEiRO1QNFoNoKOpGgivPfee7jwwguRy+Vw++2346STTtL/SDWaLeD111/H1VdfjbVr1+K+++7DscceW+klaTRdBh1J0UTYZ5998P777+Oqq67CxRdfjMMPPxyzZ8+u9LI0mi7Hf//7X5x00kk48cQTMWHCBMybN08LFI1mM9EiRVOCaZq45JJL8MUXX+CQQw7BYYcdhm9+85tYuHBhpZem0XR6Vq9ejcsvvxxjxozBwIED8cUXX2Dy5MlIJpOVXppG0+XQIkXTLplMBr/4xS/w3//+F4ZhYOTIkbj22mvR1NRU6aVpNJ2OfD6P2267DTvttBMWLlyIDz74AFOnTkWfPn0qvTSNpsuiRYpmowwePBjTp0/Hm2++iXfeeQc77bQT7r33XjiOU+mlaTQVhzGGJ598ErvssgtmzJiBP/7xj3j++ecxcuTISi9No+ny6MJZzWbBOcef//xnXHPNNQCA22+/HSeeeKIurtX0SN544w1cffXVWLZsGW699Vacc8452u9Eo9mK6L8mzWZBCMGJJ56ITz75BD/4wQ9w0UUX4YgjjsA//vEPbbGv6TF88MEHOOWUU3D88cfjpJNOwmeffYbzzjtPCxSNZiuj/6I0HcKyLFx66aX4/PPPcfjhh2PChAk46KCD8Pzzz2uxoumWcM7xz3/+E8cddxzGjRuHoUOH4osvvsB1112HVCpV6eVpNN0SLVI0W0RNTQ1uvPFGLFy4EBMmTMDFF1+MPffcE0899RRc16308jSaLYZzjhdeeAHjxo3DN77xDey7775YsGAB7rrrLvTt27fSy9NoujW6JkWzVcnn83jkkUdw2223wTAM/PjHP8Z5552HeDxe6aVpNJuF53mYOXMmpkyZguXLl+Oqq67CpZdeikwmU+mlaTQ9Bi1SNNsE13Xx9NNPY8qUKWhsbMTVV1+Niy++GOl0utJL02g2iG3beOyxx3DbbbfBtm1cc801uOCCC7TPiUZTAbRI0WxTGGN47rnncOutt+J///sffvCDH+Dyyy9Hr169Kr00jSZCW1sbHnzwQdxxxx1Ip9OYPHkyzjrrLFiWVemlaTQ9Fi1SNNsFzjleffVV3HrrrXj77bdx1lln4eKLL8a+++6r25c1FWXevHm4//77MX36dOywww74yU9+gpNPPll36mg0nQD9V6jZLhBCcNRRR+Hvf/873nzzTViWhaOPPhpjx47FtGnT0NzcXOklanoQuVwOjz32GMaNG4exY8di7dq1mDVrFmbPno1TTz1VCxSNppOgIymaitHa2oqnn34a999/P+bOnYuzzjoL3/nOd7DPPvvo6IpmmzBv3jw88MADePTRR9G3b1985zvfwbnnnov6+vpKL02j0ZRBf13QVIx0Oo2LLroI7777roquHHXUUTq6otmq5HI5PP744ypqsnr1asyaNQvz5s3DFVdcoQWKRtOJ0ZEUTadCRlfuu+8+zJs3T9euaDpMcdTk4osvxnnnnadFiUbThdAiRdNp+eCDD/DAAw/giSeeQJ8+fXDaaafhtNNOw957760Fi6Ys8+bNw8yZMzFz5kx89tlnOO200/Cd73wHhxxyiP6d0Wi6IFqkaDo9uVwOL730EmbOnInnnnsOvXr1UoJlv/3200WOPRjOOf7zn/9g5syZ+L//+z989dVXGD9+PE477TR8/etf18ZrGk0XR4sUTZeiUCjglVdewcyZMzFr1iyk02lMmDABp59+Og488EAtWHoAnHPMmTNHRUyWLFmCE044AaeddhqOP/54bRio0XQjtEjRdFls28arr76KmTNn4o9//CPi8TgmTJiA0047DYcccggMw6j0EjVbCc453nvvPSVMVq1ahRNPPBGnnXYajjvuOD3gT6PppmiRoukWOI6D119/HTNnzsSzzz4L13VxxBFH4Mgjj8RRRx2FXXbZRdckdDEWLFiAV199FX//+9/x6quvIpvN4qSTTsJpp52GY489FolEotJL1Gg02xgtUjTdDs/z8N5776kT3FtvvYVevXrhyCOPVKJlyJAhlV6mpoiVK1fiH//4hxIlixYtwv7774+jjjoKRx55JA444AA9qFKj6WFokaLp9uTzefz73//Gq6++ildffRXvvvsuhg4dqk5+RxxxBPr06VPpZfY4Ghsb8frrrysxOX/+fIwZM0aJyXHjxun6Eo2mh6NFiqbH0dLSgjfeeEN9Y//4448xatQoHHjggRg7diz22msv7L777nrq7VbEtm3MmzcPH374IT788EO8/fbbeP/99zFixAgV3TrssMO0h4lGo4mgRYqmx7NmzRq89tprmD17Nj744AN8+OGHaGxsxMiRI7HXXnthr732wtixYzFmzBjU1NRUermdnra2Nnz88cfqvfzwww/xn//8B4lEAmPGjMHYsWOxzz774PDDD8fAgQMrvVyNRtOJ0SJFoymCc44lS5ZETrIffPABlixZgh122EFFW/baay/ssssuGDx4MCzLqvSytzue52Hp0qX4/PPPI+/TZ599hoaGhsj7NHbsWAwfPly3iGs0ms1CixSNZhNZvXq1OhnLy5dffgnGGAYNGoThw4dj+PDhGDZsWOTngAEDumQ7NOccK1aswFdffYUFCxbgq6++ilxftGgRGGMYMmSIEiNSkPTv3193U2k0mi1GixSNZguQ0YTiE7m8vWTJEpimiSFDhijh0rdvX9TV1aG2tha1tbUl1zOZzDYRNYwxtLS0YP369WhsbERjY2PJ9dWrV6vXsXDhQuTzefTv3z8iusLXe2oUSaPRbB+0SNFotiG2bWPRokURAbNmzZoSgSBve54HAMhkMhHx0pEi3kKhEDl2U1MTOOeglKrjFgul+vr6SCRo6NChuoBYo9FUDC1SNJpOAuccbW1tJVGO9evXo1AobPbxLMtS4iMseNLptK4N0Wg0XQItUjQajUaj0XRK9NcpjUaj0Wg0nRItUjQajUaj0XRKtEjRaDQajUbTKdEiRaPRaDQaTadEixSNRqPRaDSdEi1SNBqNRqPRdEq0SNFoNBqNRtMp0SJFo9FoNBpNp0SLFI1Go9FoNJ0SLVI0Go1Go9F0SrRI0Wg0Go1G0ynRIkWj0Wg0Gk2nRIsUjUaj0Wg0nRItUjQajUaj0XRKtEjRaDQajUbTKdEiRaPRaDQaTadEixSNRqPRaDSdEi1SNBqNRqPRdEq0SNFoNBqNRtMp0SJFo9FoNBpNp0SLFI1Go9FoNJ0SLVI0Go1Go9F0SrRI0Wg0Go1G0ynRIkWj0Wg0Gk2nRIsUjUaj0Wg0nRItUjQajUaj0XRKtEjRaDQajUbTKdEiRaPRaDQaTadEixSNRqPRaDSdEi1SNBqNRqPRdEq0SNFoNBqNRtMp+f8YjKggeZYuMgAAAABJRU5ErkJggg==", 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", 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    " ] @@ -862,7 +857,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -891,12 +886,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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    " ] @@ -935,12 +930,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
    " ] @@ -988,9 +983,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:analysis3-24.04]", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "conda-env-analysis3-24.04-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -1002,7 +997,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.12" } }, "nbformat": 4, From e8fbce393dab801fb7a2e2046b80a90e47461fc7 Mon Sep 17 00:00:00 2001 From: Charles Turner Date: Fri, 30 May 2025 19:34:54 +1000 Subject: [PATCH 12/16] Ready to go I think --- Recipes/Sea_Ice_Seasonality_Statistics.ipynb | 102 +++++++++---------- 1 file changed, 51 insertions(+), 51 deletions(-) diff --git a/Recipes/Sea_Ice_Seasonality_Statistics.ipynb b/Recipes/Sea_Ice_Seasonality_Statistics.ipynb index 27d67c29..b3b07f41 100644 --- a/Recipes/Sea_Ice_Seasonality_Statistics.ipynb +++ b/Recipes/Sea_Ice_Seasonality_Statistics.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -52,7 +52,7 @@ "text": [ "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/node.py:187: UserWarning: Port 8787 is already in use.\n", "Perhaps you already have a cluster running?\n", - "Hosting the HTTP server on port 37601 instead\n", + "Hosting the HTTP server on port 41345 instead\n", " warnings.warn(\n" ] }, @@ -63,7 +63,7 @@ "
    \n", "
    \n", "

    Client

    \n", - "

    Client-9b23a76b-3d36-11f0-8d41-0000039bfe80

    \n", + "

    Client-e7ba2e2f-3d38-11f0-9f1c-0000039bfe80

    \n", "
    \n", - " Comm: tcp://127.0.0.1:45329\n", - " \n", - " Total threads: 6\n", - "
    \n", - " Dashboard: /proxy/35091/status\n", - " \n", - " Memory: 23.57 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:43441\n", - "
    \n", - " Local directory: /jobfs/123997726.gadi-pbs/dask-scratch-space/worker-7v1a39wu\n", + " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-_pnk1p5h\n", "
    \n", "\n", " \n", @@ -76,7 +76,7 @@ " \n", " \n", " \n", " \n", " \n", @@ -85,7 +85,7 @@ "
    \n", - " Dashboard: /proxy/37601/status\n", + " Dashboard: /proxy/41345/status\n", "
    \n", "\n", " \n", - " \n", " \n", @@ -98,11 +98,11 @@ "
    \n", "
    \n", "

    LocalCluster

    \n", - "

    c1409abf

    \n", + "

    3d63aec9

    \n", " \n", " \n", " \n", "
    \n", - " Dashboard: /proxy/37601/status\n", + " Dashboard: /proxy/41345/status\n", " \n", " Workers: 7\n", @@ -135,11 +135,11 @@ "
    \n", "
    \n", "

    Scheduler

    \n", - "

    Scheduler-f804a3e7-5045-4e4f-bb00-bb92469100e5

    \n", + "

    Scheduler-90bfcaa8-383b-4668-afd3-763aca26fef9

    \n", " \n", " \n", " \n", " \n", " \n", " \n", "
    \n", - " Comm: tcp://127.0.0.1:43319\n", + " Comm: tcp://127.0.0.1:46185\n", " \n", " Workers: 7\n", @@ -147,7 +147,7 @@ "
    \n", - " Dashboard: /proxy/37601/status\n", + " Dashboard: /proxy/41345/status\n", " \n", " Total threads: 7\n", @@ -181,7 +181,7 @@ " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -226,7 +226,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:40191\n", + " Comm: tcp://127.0.0.1:42459\n", " \n", " Total threads: 1\n", @@ -189,7 +189,7 @@ "
    \n", - " Dashboard: /proxy/39103/status\n", + " Dashboard: /proxy/36221/status\n", " \n", " Memory: 4.57 GiB\n", @@ -197,13 +197,13 @@ "
    \n", - " Nanny: tcp://127.0.0.1:45481\n", + " Nanny: tcp://127.0.0.1:35699\n", "
    \n", - " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-0btq0f2h\n", + " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-cupwiu7b\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -271,7 +271,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:38577\n", + " Comm: tcp://127.0.0.1:37705\n", " \n", " Total threads: 1\n", @@ -234,7 +234,7 @@ "
    \n", - " Dashboard: /proxy/40811/status\n", + " Dashboard: /proxy/42981/status\n", " \n", " Memory: 4.57 GiB\n", @@ -242,13 +242,13 @@ "
    \n", - " Nanny: tcp://127.0.0.1:39401\n", + " Nanny: tcp://127.0.0.1:39435\n", "
    \n", - " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-xm49ukvs\n", + " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-mxftdgzp\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -316,7 +316,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:37431\n", + " Comm: tcp://127.0.0.1:45197\n", " \n", " Total threads: 1\n", @@ -279,7 +279,7 @@ "
    \n", - " Dashboard: /proxy/36269/status\n", + " Dashboard: /proxy/33297/status\n", " \n", " Memory: 4.57 GiB\n", @@ -287,13 +287,13 @@ "
    \n", - " Nanny: tcp://127.0.0.1:36753\n", + " Nanny: tcp://127.0.0.1:36629\n", "
    \n", - " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-t3wn47ru\n", + " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-w9hpz5oq\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -361,7 +361,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:33127\n", + " Comm: tcp://127.0.0.1:39043\n", " \n", " Total threads: 1\n", @@ -324,7 +324,7 @@ "
    \n", - " Dashboard: /proxy/39199/status\n", + " Dashboard: /proxy/39509/status\n", " \n", " Memory: 4.57 GiB\n", @@ -332,13 +332,13 @@ "
    \n", - " Nanny: tcp://127.0.0.1:43003\n", + " Nanny: tcp://127.0.0.1:46251\n", "
    \n", - " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-e0j9pn0x\n", + " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-karmzrbt\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -406,7 +406,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:34437\n", + " Comm: tcp://127.0.0.1:45147\n", " \n", " Total threads: 1\n", @@ -369,7 +369,7 @@ "
    \n", - " Dashboard: /proxy/37241/status\n", + " Dashboard: /proxy/39587/status\n", " \n", " Memory: 4.57 GiB\n", @@ -377,13 +377,13 @@ "
    \n", - " Nanny: tcp://127.0.0.1:36873\n", + " Nanny: tcp://127.0.0.1:38675\n", "
    \n", - " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-f7icbi2n\n", + " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-l17kbyka\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -451,7 +451,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:43609\n", + " Comm: tcp://127.0.0.1:42085\n", " \n", " Total threads: 1\n", @@ -414,7 +414,7 @@ "
    \n", - " Dashboard: /proxy/38559/status\n", + " Dashboard: /proxy/34107/status\n", " \n", " Memory: 4.57 GiB\n", @@ -422,13 +422,13 @@ "
    \n", - " Nanny: tcp://127.0.0.1:45741\n", + " Nanny: tcp://127.0.0.1:46253\n", "
    \n", - " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-4wn0_g54\n", + " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-gbx592hp\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -500,7 +500,7 @@ "" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -529,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -552,7 +552,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -574,7 +574,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -626,7 +626,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -653,7 +653,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -690,7 +690,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -738,7 +738,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -768,7 +768,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -809,7 +809,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -857,7 +857,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -886,7 +886,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -930,7 +930,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 14, "metadata": {}, "outputs": [ { From ec672c3d7b033ef993b1e1879df3b093c1ee2dde Mon Sep 17 00:00:00 2001 From: anton-seaice Date: Thu, 5 Jun 2025 08:46:59 +1000 Subject: [PATCH 13/16] tweak chunking and move back to single notebook --- Recipes/Sea_Ice_Coordinates.ipynb | 3900 ++++++++++++++++++----------- 1 file changed, 2501 insertions(+), 1399 deletions(-) diff --git a/Recipes/Sea_Ice_Coordinates.ipynb b/Recipes/Sea_Ice_Coordinates.ipynb index c4834c99..e5b8cb59 100644 --- a/Recipes/Sea_Ice_Coordinates.ipynb +++ b/Recipes/Sea_Ice_Coordinates.ipynb @@ -27,6 +27,13 @@ "cell_type": "code", "execution_count": 1, "metadata": { + "execution": { + "iopub.execute_input": "2025-06-04T22:37:35.904149Z", + "iopub.status.busy": "2025-06-04T22:37:35.903413Z", + "iopub.status.idle": "2025-06-04T22:37:39.714376Z", + "shell.execute_reply": "2025-06-04T22:37:39.713682Z", + "shell.execute_reply.started": "2025-06-04T22:37:35.904105Z" + }, "tags": [] }, "outputs": [], @@ -48,6 +55,13 @@ "cell_type": "code", "execution_count": 2, "metadata": { + "execution": { + "iopub.execute_input": "2025-06-04T22:37:39.715510Z", + "iopub.status.busy": "2025-06-04T22:37:39.715137Z", + "iopub.status.idle": "2025-06-04T22:37:41.586701Z", + "shell.execute_reply": "2025-06-04T22:37:41.586079Z", + "shell.execute_reply.started": "2025-06-04T22:37:39.715496Z" + }, "tags": [] }, "outputs": [ @@ -58,7 +72,7 @@ "
    \n", "
    \n", "

    Client

    \n", - "

    Client-f484644f-3c1b-11f0-bf6a-000003b0fe80

    \n", + "

    Client-8560c505-4194-11f0-b3eb-00000189fe80

    \n", "
    \n", - " Comm: tcp://127.0.0.1:42347\n", + " Comm: tcp://127.0.0.1:37947\n", " \n", " Total threads: 1\n", @@ -459,7 +459,7 @@ "
    \n", - " Dashboard: /proxy/43085/status\n", + " Dashboard: /proxy/44177/status\n", " \n", " Memory: 4.57 GiB\n", @@ -467,13 +467,13 @@ "
    \n", - " Nanny: tcp://127.0.0.1:44425\n", + " Nanny: tcp://127.0.0.1:40481\n", "
    \n", - " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-_pnk1p5h\n", + " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-txj3orff\n", "
    \n", "\n", " \n", @@ -93,22 +107,22 @@ " \n", "
    \n", "

    LocalCluster

    \n", - "

    0a016657

    \n", + "

    821632dc

    \n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", @@ -130,14 +144,14 @@ "
    \n", "
    \n", "

    Scheduler

    \n", - "

    Scheduler-3eaf138f-ab51-4358-90c6-cab0c7582edb

    \n", + "

    Scheduler-d0e69565-b3a1-4e6c-9bee-d5af18293e79

    \n", "
    \n", " Dashboard: /proxy/8787/status\n", " \n", - " Workers: 7\n", + " Workers: 12\n", "
    \n", - " Total threads: 7\n", + " Total threads: 12\n", " \n", - " Total memory: 32.00 GiB\n", + " Total memory: 46.00 GiB\n", "
    \n", " \n", " \n", " \n", " \n", " \n", @@ -145,7 +159,7 @@ " Dashboard:/proxy/8787/status\n", " \n", " \n", " \n", " \n", @@ -153,7 +167,7 @@ " Started: Just now\n", " \n", " \n", " \n", "
    \n", - " Comm: tcp://127.0.0.1:34337\n", + " Comm: tcp://127.0.0.1:37473\n", " \n", - " Workers: 7\n", + " Workers: 0 \n", "
    \n", - " Total threads: 7\n", + " Total threads: 0\n", "
    \n", - " Total memory: 32.00 GiB\n", + " Total memory: 0 B\n", "
    \n", @@ -176,7 +190,7 @@ " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -221,7 +235,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:42763\n", + " Comm: tcp://127.0.0.1:44859\n", " \n", " Total threads: 1\n", @@ -184,21 +198,21 @@ "
    \n", - " Dashboard: /proxy/33345/status\n", + " Dashboard: /proxy/40981/status\n", " \n", - " Memory: 4.57 GiB\n", + " Memory: 3.83 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:32855\n", + " Nanny: tcp://127.0.0.1:38419\n", "
    \n", - " Local directory: /jobfs/141925038.gadi-pbs/dask-scratch-space/worker-g8ym7gth\n", + " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-7p_54t6p\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -266,7 +280,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:45589\n", + " Comm: tcp://127.0.0.1:41077\n", " \n", " Total threads: 1\n", @@ -229,21 +243,21 @@ "
    \n", - " Dashboard: /proxy/43497/status\n", + " Dashboard: /proxy/37467/status\n", " \n", - " Memory: 4.57 GiB\n", + " Memory: 3.83 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:38177\n", + " Nanny: tcp://127.0.0.1:37583\n", "
    \n", - " Local directory: /jobfs/141925038.gadi-pbs/dask-scratch-space/worker-0qh707zk\n", + " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-121g6ont\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -311,7 +325,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:34565\n", + " Comm: tcp://127.0.0.1:38705\n", " \n", " Total threads: 1\n", @@ -274,21 +288,21 @@ "
    \n", - " Dashboard: /proxy/38887/status\n", + " Dashboard: /proxy/37381/status\n", " \n", - " Memory: 4.57 GiB\n", + " Memory: 3.83 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:35975\n", + " Nanny: tcp://127.0.0.1:36585\n", "
    \n", - " Local directory: /jobfs/141925038.gadi-pbs/dask-scratch-space/worker-4so0fmk8\n", + " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-88y68tp2\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -356,7 +370,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:40093\n", + " Comm: tcp://127.0.0.1:39631\n", " \n", " Total threads: 1\n", @@ -319,21 +333,21 @@ "
    \n", - " Dashboard: /proxy/34349/status\n", + " Dashboard: /proxy/36865/status\n", " \n", - " Memory: 4.57 GiB\n", + " Memory: 3.83 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:35951\n", + " Nanny: tcp://127.0.0.1:37421\n", "
    \n", - " Local directory: /jobfs/141925038.gadi-pbs/dask-scratch-space/worker-tv9wtf1f\n", + " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-sz70inng\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -401,7 +415,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:36513\n", + " Comm: tcp://127.0.0.1:38459\n", " \n", " Total threads: 1\n", @@ -364,21 +378,21 @@ "
    \n", - " Dashboard: /proxy/32997/status\n", + " Dashboard: /proxy/38191/status\n", " \n", - " Memory: 4.57 GiB\n", + " Memory: 3.83 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:33063\n", + " Nanny: tcp://127.0.0.1:34415\n", "
    \n", - " Local directory: /jobfs/141925038.gadi-pbs/dask-scratch-space/worker-yfkz928a\n", + " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-kmnv2b4z\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -446,7 +460,232 @@ "
    \n", - " Comm: tcp://127.0.0.1:35171\n", + " Comm: tcp://127.0.0.1:44401\n", " \n", " Total threads: 1\n", @@ -409,21 +423,21 @@ "
    \n", - " Dashboard: /proxy/44995/status\n", + " Dashboard: /proxy/42491/status\n", " \n", - " Memory: 4.57 GiB\n", + " Memory: 3.83 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:35297\n", + " Nanny: tcp://127.0.0.1:34867\n", "
    \n", - " Local directory: /jobfs/141925038.gadi-pbs/dask-scratch-space/worker-5svm29gq\n", + " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-4ulbn8a0\n", "
    \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", - " Comm: tcp://127.0.0.1:32813\n", + " Comm: tcp://127.0.0.1:34471\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/42177/status\n", + " \n", + " Memory: 3.83 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:44707\n", + "
    \n", + " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-de_8q2qi\n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 7

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:36183\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/39093/status\n", + " \n", + " Memory: 3.83 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:38609\n", + "
    \n", + " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-wycxe2ob\n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 8

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:46059\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/45579/status\n", + " \n", + " Memory: 3.83 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:33589\n", + "
    \n", + " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-9sob81r9\n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 9

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:39167\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/34841/status\n", + " \n", + " Memory: 3.83 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:43241\n", + "
    \n", + " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-i1m10517\n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 10

    \n", + "
    \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + "\n", + " \n", + "\n", + "
    \n", + " Comm: tcp://127.0.0.1:44359\n", + " \n", + " Total threads: 1\n", + "
    \n", + " Dashboard: /proxy/41157/status\n", + " \n", + " Memory: 3.83 GiB\n", + "
    \n", + " Nanny: tcp://127.0.0.1:43797\n", + "
    \n", + " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-bks5qibq\n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "
    \n", + "
    \n", + "
    \n", + "
    \n", + " \n", + "

    Worker: 11

    \n", + "
    \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -495,12 +734,38 @@ "" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-06-05 08:44:49,539 - distributed.nanny - WARNING - Restarting worker\n", + "2025-06-05 08:44:50,077 - distributed.nanny - WARNING - Restarting worker\n", + "2025-06-05 08:45:03,648 - distributed.scheduler - WARNING - Removing worker 'tcp://127.0.0.1:44859' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('array-46c75a2fc90441e2f7d5df2f45f7b9a2', 9), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1035, 0, 0), ('array-46c75a2fc90441e2f7d5df2f45f7b9a2', 11), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1089, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1053, 0, 0)} (stimulus_id='handle-worker-cleanup-1749077103.6484556')\n", + "2025-06-05 08:45:03,662 - distributed.nanny - WARNING - Restarting worker\n", + "2025-06-05 08:45:04,477 - distributed.nanny.memory - WARNING - Worker tcp://127.0.0.1:41077 (pid=2061323) exceeded 95% memory budget. Restarting...\n", + "2025-06-05 08:45:04,717 - distributed.scheduler - WARNING - Removing worker 'tcp://127.0.0.1:41077' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('concatenate-5871ca6849a8be7591cde29e23a52d45', 1084, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1039, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1048, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1083, 0, 0)} (stimulus_id='handle-worker-cleanup-1749077104.7171667')\n", + "2025-06-05 08:45:04,721 - distributed.nanny - WARNING - Restarting worker\n", + "2025-06-05 08:45:05,355 - distributed.scheduler - WARNING - Removing worker 'tcp://127.0.0.1:38705' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('concatenate-5871ca6849a8be7591cde29e23a52d45', 1092, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1035, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1061, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1042, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1055, 0, 0), ('array-46c75a2fc90441e2f7d5df2f45f7b9a2', 4), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1062, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1053, 0, 0)} (stimulus_id='handle-worker-cleanup-1749077105.355228')\n", + "2025-06-05 08:45:05,364 - distributed.nanny - WARNING - Restarting worker\n", + "2025-06-05 08:45:06,045 - distributed.scheduler - WARNING - Removing worker 'tcp://127.0.0.1:44359' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('concatenate-5871ca6849a8be7591cde29e23a52d45', 1008, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1007, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 997, 0, 0), ('array-46c75a2fc90441e2f7d5df2f45f7b9a2', 1), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 998, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 979, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1052, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1034, 0, 0)} (stimulus_id='handle-worker-cleanup-1749077106.0449142')\n", + "2025-06-05 08:45:06,056 - distributed.nanny - WARNING - Restarting worker\n", + "2025-06-05 08:45:06,433 - distributed.scheduler - WARNING - Removing worker 'tcp://127.0.0.1:37537' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('concatenate-5871ca6849a8be7591cde29e23a52d45', 1047, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1051, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1037, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1050, 0, 0), ('open_dataset-original-concatenate-5871ca6849a8be7591cde29e23a52d45', 1007, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1055, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1039, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1048, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1045, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1046, 0, 0)} (stimulus_id='handle-worker-cleanup-1749077106.433508')\n", + "2025-06-05 08:45:06,438 - distributed.nanny - WARNING - Restarting worker\n", + "2025-06-05 08:45:07,965 - distributed.scheduler - WARNING - Removing worker 'tcp://127.0.0.1:35091' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('concatenate-5871ca6849a8be7591cde29e23a52d45', 971, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1006, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 993, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1007, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 970, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1055, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 992, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1005, 0, 0)} (stimulus_id='handle-worker-cleanup-1749077107.9650247')\n", + "2025-06-05 08:45:07,978 - distributed.nanny - WARNING - Restarting worker\n", + "2025-06-05 08:45:15,490 - distributed.scheduler - WARNING - Removing worker 'tcp://127.0.0.1:39855' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('concatenate-5871ca6849a8be7591cde29e23a52d45', 1075, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1059, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1010, 0, 0), ('array-46c75a2fc90441e2f7d5df2f45f7b9a2', 4), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1011, 0, 0)} (stimulus_id='handle-worker-cleanup-1749077115.4902117')\n", + "2025-06-05 08:45:15,493 - distributed.nanny - WARNING - Restarting worker\n", + "2025-06-05 08:45:15,651 - distributed.nanny - WARNING - Restarting worker\n", + "2025-06-05 08:45:16,453 - distributed.nanny - WARNING - Restarting worker\n", + "2025-06-05 08:45:16,505 - distributed.nanny - WARNING - Restarting worker\n" + ] } ], "source": [ @@ -508,26 +773,6 @@ "client" ] }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'/proxy/8787/status'" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "client.dashboard_link" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -537,8 +782,15 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { + "execution": { + "iopub.execute_input": "2025-06-04T22:37:41.587273Z", + "iopub.status.busy": "2025-06-04T22:37:41.587135Z", + "iopub.status.idle": "2025-06-04T22:37:41.590515Z", + "shell.execute_reply": "2025-06-04T22:37:41.589806Z", + "shell.execute_reply.started": "2025-06-04T22:37:41.587260Z" + }, "tags": [] }, "outputs": [], @@ -559,8 +811,15 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { + "execution": { + "iopub.execute_input": "2025-06-04T22:37:41.591500Z", + "iopub.status.busy": "2025-06-04T22:37:41.591360Z", + "iopub.status.idle": "2025-06-04T22:37:42.337405Z", + "shell.execute_reply": "2025-06-04T22:37:42.336536Z", + "shell.execute_reply.started": "2025-06-04T22:37:41.591487Z" + }, "tags": [] }, "outputs": [], @@ -581,8 +840,15 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { + "execution": { + "iopub.execute_input": "2025-06-04T22:37:42.337973Z", + "iopub.status.busy": "2025-06-04T22:37:42.337825Z", + "iopub.status.idle": "2025-06-04T22:37:42.342439Z", + "shell.execute_reply": "2025-06-04T22:37:42.341779Z", + "shell.execute_reply.started": "2025-06-04T22:37:42.337960Z" + }, "tags": [] }, "outputs": [], @@ -614,8 +880,15 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": { + "execution": { + "iopub.execute_input": "2025-06-04T22:37:42.413935Z", + "iopub.status.busy": "2025-06-04T22:37:42.413687Z", + "iopub.status.idle": "2025-06-04T22:37:45.731686Z", + "shell.execute_reply": "2025-06-04T22:37:45.730854Z", + "shell.execute_reply.started": "2025-06-04T22:37:42.413919Z" + }, "tags": [] }, "outputs": [ @@ -719,8 +992,15 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 12, "metadata": { + "execution": { + "iopub.execute_input": "2025-06-04T22:38:44.964435Z", + "iopub.status.busy": "2025-06-04T22:38:44.962903Z", + "iopub.status.idle": "2025-06-04T22:38:45.075380Z", + "shell.execute_reply": "2025-06-04T22:38:45.074549Z", + "shell.execute_reply.started": "2025-06-04T22:38:44.964362Z" + }, "tags": [] }, "outputs": [ @@ -824,8 +1104,15 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 13, "metadata": { + "execution": { + "iopub.execute_input": "2025-06-04T22:38:45.928944Z", + "iopub.status.busy": "2025-06-04T22:38:45.927930Z", + "iopub.status.idle": "2025-06-04T22:39:45.061558Z", + "shell.execute_reply": "2025-06-04T22:39:45.060459Z", + "shell.execute_reply.started": "2025-06-04T22:38:45.928900Z" + }, "tags": [] }, "outputs": [ @@ -833,7 +1120,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/client.py:3383: UserWarning: Sending large graph of size 13.45 MiB.\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/client.py:3363: UserWarning: Sending large graph of size 12.20 MiB.\n", "This may cause some slowdown.\n", "Consider loading the data with Dask directly\n", " or using futures or delayed objects to embed the data into the graph without repetition.\n", @@ -845,7 +1132,8 @@ "source": [ "dset = var_search.to_dask( \n", " xarray_open_kwargs=dict(\n", - " decode_coords = sic_args[MODEL]['decode_coords']\n", + " decode_coords = sic_args[MODEL]['decode_coords'] ,\n", + " chunks = -1 #read each file as a whole\n", " ) , \n", " xarray_combine_by_coords_kwargs=dict(\n", " compat=\"override\",\n", @@ -857,8 +1145,15 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 14, "metadata": { + "execution": { + "iopub.execute_input": "2025-06-04T22:39:45.126992Z", + "iopub.status.busy": "2025-06-04T22:39:45.124286Z", + "iopub.status.idle": "2025-06-04T22:39:45.175028Z", + "shell.execute_reply": "2025-06-04T22:39:45.174377Z", + "shell.execute_reply.started": "2025-06-04T22:39:45.126951Z" + }, "tags": [] }, "outputs": [ @@ -1236,7 +1531,7 @@ " fill: currentColor;\n", "}\n", "
    <xarray.DataArray 'aice_m' (time: 3360, nj: 2700, ni: 3600)> Size: 131GB\n",
    -       "dask.array<concatenate, shape=(3360, 2700, 3600), dtype=float32, chunksize=(1, 675, 900), chunktype=numpy.ndarray>\n",
    +       "dask.array<concatenate, shape=(3360, 2700, 3600), dtype=float32, chunksize=(1, 2700, 3600), chunktype=numpy.ndarray>\n",
            "Coordinates:\n",
            "  * time     (time) object 27kB 1900-02-01 00:00:00 ... 2180-01-01 00:00:00\n",
            "Dimensions without coordinates: nj, ni\n",
    @@ -1246,7 +1541,7 @@
            "    coordinates:    TLON TLAT time\n",
            "    cell_measures:  area: tarea\n",
            "    cell_methods:   time: mean\n",
    -       "    time_rep:       averaged
    \n", + " Comm: tcp://127.0.0.1:35091\n", " \n", " Total threads: 1\n", @@ -454,21 +693,21 @@ "
    \n", - " Dashboard: /proxy/41049/status\n", + " Dashboard: /proxy/40149/status\n", " \n", - " Memory: 4.57 GiB\n", + " Memory: 3.83 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:35521\n", + " Nanny: tcp://127.0.0.1:40039\n", "
    \n", - " Local directory: /jobfs/141925038.gadi-pbs/dask-scratch-space/worker-06didjyo\n", + " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-mlpna31m\n", "
    \n", + " time_rep: averaged
    \n", " \n", "
    \n", " \n", @@ -1262,17 +1557,17 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1286,9 +1581,6 @@ "\n", " \n", " \n", - " \n", - " \n", - " \n", " \n", "\n", " \n", @@ -1340,9 +1632,6 @@ "\n", " \n", " \n", - " \n", - " \n", - " \n", " \n", "\n", " \n", @@ -1350,16 +1639,10 @@ "\n", " \n", " \n", - " \n", - " \n", - " \n", " \n", "\n", " \n", " \n", - " \n", - " \n", - " \n", " \n", "\n", " \n", @@ -1372,13 +1655,13 @@ "\n", " \n", " \n", - "
    Bytes 121.67 GiB 2.32 MiB 37.08 MiB
    Shape (3360, 2700, 3600) (1, 675, 900) (1, 2700, 3600)
    Dask graph 53760 chunks in 6721 graph layers 3360 chunks in 6721 graph layers
    Data type
    • time
      (time)
      object
      1900-02-01 00:00:00 ... 2180-01-...
      long_name :
      model time
      bounds :
      time_bounds
      array([cftime.DatetimeNoLeap(1900, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
      +       "
    • time
      (time)
      object
      1900-02-01 00:00:00 ... 2180-01-...
      long_name :
      model time
      bounds :
      time_bounds
      array([cftime.DatetimeNoLeap(1900, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(1900, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(1900, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
              "       cftime.DatetimeNoLeap(2179, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(2179, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(2180, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
      -       "      dtype=object)
    • time
      PandasIndex
      PandasIndex(CFTimeIndex([1900-02-01 00:00:00, 1900-03-01 00:00:00, 1900-04-01 00:00:00,\n",
      +       "      dtype=object)
    • time
      PandasIndex
      PandasIndex(CFTimeIndex([1900-02-01 00:00:00, 1900-03-01 00:00:00, 1900-04-01 00:00:00,\n",
              "             1900-05-01 00:00:00, 1900-06-01 00:00:00, 1900-07-01 00:00:00,\n",
              "             1900-08-01 00:00:00, 1900-09-01 00:00:00, 1900-10-01 00:00:00,\n",
              "             1900-11-01 00:00:00,\n",
      @@ -1387,11 +1670,11 @@
              "             2179-07-01 00:00:00, 2179-08-01 00:00:00, 2179-09-01 00:00:00,\n",
              "             2179-10-01 00:00:00, 2179-11-01 00:00:00, 2179-12-01 00:00:00,\n",
              "             2180-01-01 00:00:00],\n",
      -       "            dtype='object', length=3360, calendar='noleap', freq='MS'))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " + " dtype='object', length=3360, calendar='noleap', freq='MS'))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " ], "text/plain": [ " Size: 131GB\n", - "dask.array\n", + "dask.array\n", "Coordinates:\n", " * time (time) object 27kB 1900-02-01 00:00:00 ... 2180-01-01 00:00:00\n", "Dimensions without coordinates: nj, ni\n", @@ -1404,7 +1687,7 @@ " time_rep: averaged" ] }, - "execution_count": 10, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -1419,15 +1702,22 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Another messy thing about CICE is that it thinks that monthly data for, say, January occurs at midnight on Jan 31 -- while xarray interprets this as the first milllisecond of February.** \n", + "**Another messy thing about CICE5 is that it thinks that monthly data for, say, January occurs at midnight on Jan 31 -- while xarray interprets this as the first milllisecond of February.** \n", " \n", "To get around this, note that we loaded data from February above, and we now subtract 12 hours from the time dimension. This means that, at least data is sitting in the correct month, and really helps to compute monthly climatologies correctly." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 15, "metadata": { + "execution": { + "iopub.execute_input": "2025-06-04T22:39:45.175500Z", + "iopub.status.busy": "2025-06-04T22:39:45.175369Z", + "iopub.status.idle": "2025-06-04T22:39:45.192824Z", + "shell.execute_reply": "2025-06-04T22:39:45.191578Z", + "shell.execute_reply.started": "2025-06-04T22:39:45.175487Z" + }, "tags": [] }, "outputs": [], @@ -1437,12 +1727,28 @@ ] }, { - "cell_type": "code", - "execution_count": 12, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { + "source": [ + "We increase the chunk size in time to speed up reading of data, and choose ten years of interest" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-04T22:39:45.197227Z", + "iopub.status.busy": "2025-06-04T22:39:45.196556Z", + "iopub.status.idle": "2025-06-04T22:39:45.639727Z", + "shell.execute_reply": "2025-06-04T22:39:45.638916Z", + "shell.execute_reply.started": "2025-06-04T22:39:45.197188Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { "text/html": [ "
    \n", "\n", @@ -1815,7 +2121,7 @@ " fill: currentColor;\n", "}\n", "
    <xarray.DataArray 'aice_m' (time: 120, nj: 2700, ni: 3600)> Size: 5GB\n",
    -       "dask.array<getitem, shape=(120, 2700, 3600), dtype=float32, chunksize=(1, 675, 900), chunktype=numpy.ndarray>\n",
    +       "dask.array<getitem, shape=(120, 2700, 3600), dtype=float32, chunksize=(11, 2700, 3600), chunktype=numpy.ndarray>\n",
            "Coordinates:\n",
            "  * time     (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n",
            "Dimensions without coordinates: nj, ni\n",
    @@ -1825,7 +2131,7 @@
            "    coordinates:    TLON TLAT time\n",
            "    cell_measures:  area: tarea\n",
            "    cell_methods:   time: mean\n",
    -       "    time_rep:       averaged
    " + " dtype='object', length=120, calendar='noleap', freq='ME'))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " ], "text/plain": [ " Size: 5GB\n", - "dask.array\n", + "dask.array\n", "Coordinates:\n", " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n", "Dimensions without coordinates: nj, ni\n", @@ -2097,23 +2377,46 @@ " time_rep: averaged" ] }, - "execution_count": 12, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "sic = sic.sel(time=slice('1981','1990'))\n", + "sic = sic.chunk({\"time\":11})\n", + "sic = sic.sel(time=slice(\"1981\",\"1990\"))\n", "sic" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that `aice_m` is the monthly average of fractional ice area in each grid cell aka the concentration. **To find the actual area of the ice we need to know the area of each cell. Unfortunately, CICE5 doesn't save this for us ... but the ocean model does.** So, let's load `area_t` from the ocean model, and rename the coordinates in our ice variable to match the ocean model. Then we can multiply the ice concentration with the cell area to get a total ice area." + ] + }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 17, "metadata": { + "execution": { + "iopub.execute_input": "2025-06-04T22:39:45.640610Z", + "iopub.status.busy": "2025-06-04T22:39:45.640459Z", + "iopub.status.idle": "2025-06-04T22:40:04.836170Z", + "shell.execute_reply": "2025-06-04T22:40:04.835351Z", + "shell.execute_reply.started": "2025-06-04T22:39:45.640598Z" + }, "tags": [] }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/intake_esm/source.py:280: ConcatenationWarning: Attempting to concatenate datasets without valid dimension coordinates: retaining only first dataset. Request valid dimension coordinate to silence this warning.\n", + " warnings.warn(\n" + ] + }, { "data": { "text/html": [ @@ -2487,351 +2790,180 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'aice_m' (time: 120, nj: 2700, ni: 3600)> Size: 5GB\n",
    -       "dask.array<rechunk-merge, shape=(120, 2700, 3600), dtype=float32, chunksize=(3, 2700, 3600), chunktype=numpy.ndarray>\n",
    +       "
    <xarray.DataArray 'area_t' (yt_ocean: 2700, xt_ocean: 3600)> Size: 39MB\n",
    +       "array([[nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       ...,\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    +       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n",
            "Coordinates:\n",
    -       "  * time     (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n",
    -       "Dimensions without coordinates: nj, ni\n",
    +       "  * xt_ocean  (xt_ocean) float64 29kB -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n",
    +       "  * yt_ocean  (yt_ocean) float64 22kB -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n",
    +       "    geolon_t  (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n",
    +       "    geolat_t  (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n",
            "Attributes:\n",
    -       "    units:          1\n",
    -       "    long_name:      ice area  (aggregate)\n",
    -       "    coordinates:    TLON TLAT time\n",
    -       "    cell_measures:  area: tarea\n",
    -       "    cell_methods:   time: mean\n",
    -       "    time_rep:       averaged
    " + " dtype='object', length=120, calendar='noleap', freq='ME'))
  • xt_ocean
    PandasIndex
    PandasIndex(Index([            -279.95, -279.84999999999997, -279.74999999999994,\n",
    +       "        -279.6499999999999,  -279.5499999999999,  -279.4499999999999,\n",
    +       "       -279.34999999999985, -279.24999999999983,  -279.1499999999998,\n",
    +       "        -279.0499999999998,\n",
    +       "       ...\n",
    +       "         79.04999999999492,   79.14999999999495,   79.24999999999491,\n",
    +       "         79.34999999999494,    79.4499999999949,   79.54999999999492,\n",
    +       "         79.64999999999489,   79.74999999999491,   79.84999999999488,\n",
    +       "          79.9499999999949],\n",
    +       "      dtype='float64', name='xt_ocean', length=3600))
  • yt_ocean
    PandasIndex
    PandasIndex(Index([-81.10863167835483, -81.06639232397434, -81.02415296959386,\n",
    +       "       -80.98191361521337, -80.93967426083289,  -80.8974349064524,\n",
    +       "       -80.85519555207192, -80.81295619769143, -80.77071684331095,\n",
    +       "       -80.72847748893047,\n",
    +       "       ...\n",
    +       "        89.59874190883218,   89.6409812632127,   89.6832206175932,\n",
    +       "        89.72545997197363,  89.76769932635409,  89.80993868073463,\n",
    +       "        89.85217803511516,  89.89441738949557,    89.936656743876,\n",
    +       "        89.97889609825653],\n",
    +       "      dtype='float64', name='yt_ocean', length=2700))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " ], "text/plain": [ - " Size: 480B\n", - "dask.array\n", + " Size: 5GB\n", + "dask.array\n", "Coordinates:\n", - " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00" + " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00\n", + " * xt_ocean (xt_ocean) float64 29kB -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n", + " * yt_ocean (yt_ocean) float64 22kB -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n", + "Attributes:\n", + " units: 1\n", + " long_name: ice area (aggregate)\n", + " coordinates: TLON TLAT time\n", + " cell_measures: area: tarea\n", + " cell_methods: time: mean\n", + " time_rep: averaged" ] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "SH_area = si_area.cf.sel(latitude=slice(-90, -45)).cf.sum(['latitude', 'longitude'])\n", - "NH_area = si_area.cf.sel(latitude=slice(45, 90)).cf.sum(['latitude', 'longitude'])\n", - "\n", - "SH_area" + "sic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "As we are using a repeat year forcing experiemnt, the sea ice cycle is very regular:" + "### Note\n", + "\n", + "Using the '1d' coordinates of `xt_ocean` and `yt_ocean` isn't strictly speaking correct due to the tripolar grid. However, because we will sum over the whole of each hemisphere, it doesn't matter in practice.\n", + "\n", + "The real longitude and latitudes are the 2 dimensional `geolon_t` and `geolat_t`, respectively." ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": { + "execution": { + "iopub.execute_input": "2025-06-04T22:40:04.876050Z", + "iopub.status.busy": "2025-06-04T22:40:04.875807Z", + "iopub.status.idle": "2025-06-04T22:40:04.886423Z", + "shell.execute_reply": "2025-06-04T22:40:04.885545Z", + "shell.execute_reply.started": "2025-06-04T22:40:04.876027Z" + }, "tags": [] }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/client.py:3383: UserWarning: Sending large graph of size 37.97 MiB.\n", - "This may cause some slowdown.\n", - "Consider loading the data with Dask directly\n", - " or using futures or delayed objects to embed the data into the graph without repetition.\n", - "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", - " warnings.warn(\n" - ] - }, { "data": { - "image/png": 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", "text/plain": [ - "
    " + "Coordinates:\n", + " CF Axes: * X: ['xt_ocean']\n", + " * Y: ['yt_ocean']\n", + " Z, T: n/a\n", + "\n", + " CF Coordinates: * longitude: ['xt_ocean']\n", + " * latitude: ['yt_ocean']\n", + " vertical, time: n/a\n", + "\n", + " Cell Measures: area, volume: n/a\n", + "\n", + " Standard Names: n/a\n", + "\n", + " Bounds: n/a\n", + "\n", + " Grid Mappings: n/a" ] }, + "execution_count": 20, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "SH_area.plot(label = 'Antarctic')\n", - "NH_area.plot(label = 'Arctic')\n", - "\n", - "plt.legend(loc='lower right')\n", - "plt.ylabel('Sea Ice Area (m$^{2}$)');" + "sic.cf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "And the seasonal cycle of sea-ice area:" + "Now that we have axes with cf compliant coordinates, we can select using `latitude` keywords." ] }, { - "cell_type": "code", - "execution_count": 20, + "cell_type": "markdown", "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/client.py:3383: UserWarning: Sending large graph of size 38.02 MiB.\n", - "This may cause some slowdown.\n", - "Consider loading the data with Dask directly\n", - " or using futures or delayed objects to embed the data into the graph without repetition.\n", - "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", - " warnings.warn(\n", - "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/client.py:3383: UserWarning: Sending large graph of size 38.02 MiB.\n", - "This may cause some slowdown.\n", - "Consider loading the data with Dask directly\n", - " or using futures or delayed objects to embed the data into the graph without repetition.\n", - "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Sea Ice Area (m$^{2}$)')" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" + "execution": { + "iopub.execute_input": "2023-10-02T04:31:53.852863Z", + "iopub.status.busy": "2023-10-02T04:31:53.851848Z", + "iopub.status.idle": "2023-10-02T04:31:53.862609Z", + "shell.execute_reply": "2023-10-02T04:31:53.861317Z", + "shell.execute_reply.started": "2023-10-02T04:31:53.852807Z" } - ], - "source": [ - "SH_area.groupby('time.month').mean('time').plot(label='Antarctic')\n", - "NH_area.groupby('time.month').mean('time').plot(label='Arctic')\n", - "\n", - "plt.legend()\n", - "plt.ylabel('Sea Ice Area (m$^{2}$)')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, + }, "source": [ - "# Making Maps" + "# Sea Ice Area" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "If we just plot a selected month now, you see that everything North of 65N is skewed. " + "Let's look at a timeseries of SH sea ice area. Area is defined (per convention) as the sum of sea ice concentration multiply by the area of each grid cell (and masked for sea ice concentration above 15%)\n", + "\n", + "By convention, sea-ice area for a region or basin is the sum of the area's where concentration is greater than 15%. \n", + "We also need to drop geolon and geolat so we have unique longitude and latitude to reference" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { + "execution": { + "iopub.execute_input": "2025-06-04T22:40:04.887742Z", + "iopub.status.busy": "2025-06-04T22:40:04.887541Z", + "iopub.status.idle": "2025-06-04T22:40:04.938186Z", + "shell.execute_reply": "2025-06-04T22:40:04.937582Z", + "shell.execute_reply.started": "2025-06-04T22:40:04.887723Z" + }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ - "" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " + "Coordinates:\n", + " CF Axes: * X: ['xt_ocean']\n", + " * Y: ['yt_ocean']\n", + " Z, T: n/a\n", + "\n", + " CF Coordinates: * longitude: ['xt_ocean']\n", + " * latitude: ['yt_ocean']\n", + " vertical, time: n/a\n", + "\n", + " Cell Measures: area, volume: n/a\n", + "\n", + " Standard Names: n/a\n", + "\n", + " Bounds: n/a\n", + "\n", + " Grid Mappings: n/a" ] }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = plt.subplot(projection = ccrs.PlateCarree())\n", - "\n", - "sic.sel(time='1985-08').plot(cmap = cmo.ice)\n", - "ax.coastlines()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Most of our work is in the Southern Ocean, so maybe we don't care. But if you are interested in the Arctic, then we need to account for the tri-polar ocean grid that out models use. The easiest way out of that is using contourf, and the passing the x and y coordinates.\n", - "\n", - "See [Making Maps with Cartopy](https://cosima-recipes.readthedocs.io/en/latest/Tutorials/Making_Maps_with_Cartopy.html) tutorial for more help with plotting!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "We need the geolon and geolat fields from the model for the actual (two-pole) coordinates, instead of the model (three-pole) coordinates." + "sic = sic.where(sic >= 0.15)\n", + "\n", + "si_area = sic * area\n", + "\n", + "if MODEL=='cice5':\n", + " si_area = si_area.drop_vars({'geolon_t', 'geolat_t'})\n", + "\n", + "si_area.cf" ] }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-04T22:44:41.427312Z", + "iopub.status.busy": "2025-06-04T22:44:41.426230Z", + "iopub.status.idle": "2025-06-04T22:44:41.520217Z", + "shell.execute_reply": "2025-06-04T22:44:41.518025Z", + "shell.execute_reply.started": "2025-06-04T22:44:41.427262Z" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -4576,141 +4117,1699 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'area_t' (yt_ocean: 2700, xt_ocean: 3600)> Size: 39MB\n",
    -       "array([[nan, nan, nan, ..., nan, nan, nan],\n",
    -       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    -       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    -       "       ...,\n",
    -       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    -       "       [nan, nan, nan, ..., nan, nan, nan],\n",
    -       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n",
    +       "
    <xarray.DataArray (time: 120)> Size: 480B\n",
    +       "dask.array<sum-aggregate, shape=(120,), dtype=float32, chunksize=(11,), chunktype=numpy.ndarray>\n",
            "Coordinates:\n",
    -       "  * xt_ocean  (xt_ocean) float64 29kB -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n",
    -       "  * yt_ocean  (yt_ocean) float64 22kB -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n",
    -       "    geolon_t  (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n",
    -       "    geolat_t  (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n",
    -       "Attributes:\n",
    -       "    long_name:     tracer cell area\n",
    -       "    units:         m^2\n",
    -       "    valid_range:   [0.e+00 1.e+15]\n",
    -       "    cell_methods:  time: point
    " + " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00
    " ], - "text/plain": [ - " Size: 39MB\n", - "array([[nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " ...,\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n", + "text/plain": [ + " Size: 480B\n", + "dask.array\n", "Coordinates:\n", - " * xt_ocean (xt_ocean) float64 29kB -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n", - " * yt_ocean (yt_ocean) float64 22kB -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n", - " geolon_t (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n", - " geolat_t (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n", - "Attributes:\n", - " long_name: tracer cell area\n", - " units: m^2\n", - " valid_range: [0.e+00 1.e+15]\n", - " cell_methods: time: point" + " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00" ] }, - "execution_count": 22, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "area" + "SH_area = si_area.cf.sel(latitude=slice(-90, -45)).cf.sum(['latitude', 'longitude'])\n", + "NH_area = si_area.cf.sel(latitude=slice(45, 90)).cf.sum(['latitude', 'longitude'])\n", + "\n", + "SH_area" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we are using a repeat year forcing experiemnt, the sea ice cycle is very regular:" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "metadata": { + "execution": { + "iopub.execute_input": "2025-06-04T22:44:45.856375Z", + "iopub.status.busy": "2025-06-04T22:44:45.855731Z", + "iopub.status.idle": "2025-06-04T22:44:49.523835Z", + "shell.execute_reply": "2025-06-04T22:44:49.522317Z", + "shell.execute_reply.started": "2025-06-04T22:44:45.856331Z" + }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/client.py:3363: UserWarning: Sending large graph of size 42.94 MiB.\n", + "This may cause some slowdown.\n", + "Consider loading the data with Dask directly\n", + " or using futures or delayed objects to embed the data into the graph without repetition.\n", + "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", + " warnings.warn(\n", + "[gadi-cpu-clx-2947:2061332:0:2061332] Caught signal 11 (Segmentation fault: address not mapped to object at address 0x45)\n", + "2025-06-05 08:44:49,105 - distributed.worker - ERROR - Compute Failed\n", + "Key: ('open_dataset-original-concatenate-5871ca6849a8be7591cde29e23a52d45', 1042, 0, 0)\n", + "State: executing\n", + "Task: \n", + "Exception: \"OSError(-101, 'NetCDF: HDF error')\"\n", + "Traceback: ' File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/dask/array/core.py\", line 141, in getter\\n c = np.asarray(c)\\n ^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 576, in __array__\\n return np.asarray(self.get_duck_array(), dtype=dtype)\\n ^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 579, in get_duck_array\\n return self.array.get_duck_array()\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 790, in get_duck_array\\n return self.array.get_duck_array()\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 660, in get_duck_array\\n array = array.get_duck_array()\\n ^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/coding/common.py\", line 76, in get_duck_array\\n return self.func(self.array.get_duck_array())\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 653, in get_duck_array\\n array = self.array[self.key]\\n ~~~~~~~~~~^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py\", line 103, in __getitem__\\n return indexing.explicit_indexing_adapter(\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 1014, in explicit_indexing_adapter\\n result = raw_indexing_method(raw_key.tuple)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py\", line 115, in _getitem\\n original_array = self.get_array(needs_lock=False)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py\", line 94, in get_array\\n ds = self.datastore._acquire(needs_lock)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py\", line 455, in _acquire\\n with self._manager.acquire_context(needs_lock) as root:\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/contextlib.py\", line 137, in __enter__\\n return next(self.gen)\\n ^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py\", line 199, in acquire_context\\n file, cached = self._acquire_with_cache_info(needs_lock)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py\", line 217, in _acquire_with_cache_info\\n file = self._opener(*self._args, **kwargs)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"src/netCDF4/_netCDF4.pyx\", line 2470, in netCDF4._netCDF4.Dataset.__init__\\n File \"src/netCDF4/_netCDF4.pyx\", line 2107, in netCDF4._netCDF4._ensure_nc_success\\n'\n", + "\n", + "Exception ignored in: \n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py\", line 250, in __del__\n", + " self.close(needs_lock=False)\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py\", line 234, in close\n", + " file.close()\n", + " File \"src/netCDF4/_netCDF4.pyx\", line 2618, in netCDF4._netCDF4.Dataset.close\n", + " File \"src/netCDF4/_netCDF4.pyx\", line 2585, in netCDF4._netCDF4.Dataset._close\n", + " File \"src/netCDF4/_netCDF4.pyx\", line 2113, in netCDF4._netCDF4._ensure_nc_success\n", + "RuntimeError: NetCDF: HDF error\n", + "[gadi-cpu-clx-2947:2061337:0:2064013] Caught signal 11 (Segmentation fault: Sent by the kernel at address (nil))\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n" + ] + }, + { + "ename": "OSError", + "evalue": "[Errno -101] NetCDF: HDF error: '/g/data/cj50/access-om2/raw-output/access-om2-01/01deg_jra55v13_ryf9091/output343/ice/OUTPUT/iceh.1986-11.nc'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py:211\u001b[0m, in \u001b[0;36m_acquire_with_cache_info\u001b[0;34m()\u001b[0m\n\u001b[1;32m 210\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 211\u001b[0m file \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_key]\n\u001b[1;32m 212\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/lru_cache.py:56\u001b[0m, in \u001b[0;36m__getitem__\u001b[0;34m()\u001b[0m\n\u001b[1;32m 55\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock:\n\u001b[0;32m---> 56\u001b[0m value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache[key]\n\u001b[1;32m 57\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache\u001b[38;5;241m.\u001b[39mmove_to_end(key)\n", + "\u001b[0;31mKeyError\u001b[0m: [, ('/g/data/cj50/access-om2/raw-output/access-om2-01/01deg_jra55v13_ryf9091/output343/ice/OUTPUT/iceh.1986-11.nc',), 'r', (('clobber', True), ('diskless', False), ('format', 'NETCDF4'), ('persist', False)), '1140de06-2a03-46aa-a7c5-621a5174c723']", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[0;31mOSError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[25], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mSH_area\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabel\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mAntarctic\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2\u001b[0m NH_area\u001b[38;5;241m.\u001b[39mplot(label \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mArctic\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 4\u001b[0m plt\u001b[38;5;241m.\u001b[39mlegend(loc\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlower right\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/plot/accessor.py:48\u001b[0m, in \u001b[0;36mDataArrayPlotAccessor.__call__\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(dataarray_plot\u001b[38;5;241m.\u001b[39mplot, assigned\u001b[38;5;241m=\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__doc__\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__annotations__\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m 47\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Any:\n\u001b[0;32m---> 48\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdataarray_plot\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_da\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/plot/dataarray_plot.py:271\u001b[0m, in \u001b[0;36mplot\u001b[0;34m(darray, row, col, col_wrap, ax, hue, subplot_kws, **kwargs)\u001b[0m\n\u001b[1;32m 220\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mplot\u001b[39m(\n\u001b[1;32m 221\u001b[0m darray: DataArray,\n\u001b[1;32m 222\u001b[0m \u001b[38;5;241m*\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 229\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any,\n\u001b[1;32m 230\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Any:\n\u001b[1;32m 231\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 232\u001b[0m \u001b[38;5;124;03m Default plot of DataArray using :py:mod:`matplotlib:matplotlib.pyplot`.\u001b[39;00m\n\u001b[1;32m 233\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 267\u001b[0m \u001b[38;5;124;03m xarray.DataArray.squeeze\u001b[39;00m\n\u001b[1;32m 268\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m 269\u001b[0m darray \u001b[38;5;241m=\u001b[39m \u001b[43mdarray\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msqueeze\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 270\u001b[0m \u001b[43m \u001b[49m\u001b[43md\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43md\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43ms\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mdarray\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msizes\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mitems\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43ms\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m==\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mand\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43md\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mrow\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcol\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhue\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m--> 271\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompute\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 273\u001b[0m plot_dims \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mset\u001b[39m(darray\u001b[38;5;241m.\u001b[39mdims)\n\u001b[1;32m 274\u001b[0m plot_dims\u001b[38;5;241m.\u001b[39mdiscard(row)\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/dataarray.py:1215\u001b[0m, in \u001b[0;36mDataArray.compute\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 1190\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Manually trigger loading of this array's data from disk or a\u001b[39;00m\n\u001b[1;32m 1191\u001b[0m \u001b[38;5;124;03mremote source into memory and return a new array.\u001b[39;00m\n\u001b[1;32m 1192\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1212\u001b[0m \u001b[38;5;124;03mdask.compute\u001b[39;00m\n\u001b[1;32m 1213\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1214\u001b[0m new \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcopy(deep\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m-> 1215\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mnew\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/dataarray.py:1183\u001b[0m, in \u001b[0;36mDataArray.load\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 1163\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mload\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Self:\n\u001b[1;32m 1164\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Manually trigger loading of this array's data from disk or a\u001b[39;00m\n\u001b[1;32m 1165\u001b[0m \u001b[38;5;124;03m remote source into memory and return this array.\u001b[39;00m\n\u001b[1;32m 1166\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1181\u001b[0m \u001b[38;5;124;03m dask.compute\u001b[39;00m\n\u001b[1;32m 1182\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 1183\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_to_temp_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1184\u001b[0m new \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_from_temp_dataset(ds)\n\u001b[1;32m 1185\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_variable \u001b[38;5;241m=\u001b[39m new\u001b[38;5;241m.\u001b[39m_variable\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/dataset.py:541\u001b[0m, in \u001b[0;36mDataset.load\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 538\u001b[0m chunkmanager \u001b[38;5;241m=\u001b[39m get_chunked_array_type(\u001b[38;5;241m*\u001b[39mlazy_data\u001b[38;5;241m.\u001b[39mvalues())\n\u001b[1;32m 540\u001b[0m \u001b[38;5;66;03m# evaluate all the chunked arrays simultaneously\u001b[39;00m\n\u001b[0;32m--> 541\u001b[0m evaluated_data: \u001b[38;5;28mtuple\u001b[39m[np\u001b[38;5;241m.\u001b[39mndarray[Any, Any], \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mchunkmanager\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 542\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mlazy_data\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalues\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m 543\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 545\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m k, data \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m(lazy_data, evaluated_data, strict\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[1;32m 546\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvariables[k]\u001b[38;5;241m.\u001b[39mdata \u001b[38;5;241m=\u001b[39m data\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/namedarray/daskmanager.py:85\u001b[0m, in \u001b[0;36mDaskManager.compute\u001b[0;34m(self, *data, **kwargs)\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mcompute\u001b[39m(\n\u001b[1;32m 81\u001b[0m \u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39mdata: Any, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any\n\u001b[1;32m 82\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mtuple\u001b[39m[np\u001b[38;5;241m.\u001b[39mndarray[Any, _DType_co], \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m]:\n\u001b[1;32m 83\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mdask\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01marray\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m compute\n\u001b[0;32m---> 85\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mcompute\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/dask/base.py:681\u001b[0m, in \u001b[0;36mcompute\u001b[0;34m(traverse, optimize_graph, scheduler, get, *args, **kwargs)\u001b[0m\n\u001b[1;32m 678\u001b[0m expr \u001b[38;5;241m=\u001b[39m expr\u001b[38;5;241m.\u001b[39moptimize()\n\u001b[1;32m 679\u001b[0m keys \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(flatten(expr\u001b[38;5;241m.\u001b[39m__dask_keys__()))\n\u001b[0;32m--> 681\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[43mschedule\u001b[49m\u001b[43m(\u001b[49m\u001b[43mexpr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkeys\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 683\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m repack(results)\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:576\u001b[0m, in \u001b[0;36m__array__\u001b[0;34m()\u001b[0m\n\u001b[1;32m 574\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39masarray(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_duck_array(), dtype\u001b[38;5;241m=\u001b[39mdtype, copy\u001b[38;5;241m=\u001b[39mcopy)\n\u001b[1;32m 575\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 576\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39masarray(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_duck_array(), dtype\u001b[38;5;241m=\u001b[39mdtype)\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:579\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 578\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget_duck_array\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m--> 579\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray\u001b[38;5;241m.\u001b[39mget_duck_array()\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:790\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 789\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget_duck_array\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m--> 790\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray\u001b[38;5;241m.\u001b[39mget_duck_array()\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:660\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 655\u001b[0m \u001b[38;5;66;03m# self.array[self.key] is now a numpy array when\u001b[39;00m\n\u001b[1;32m 656\u001b[0m \u001b[38;5;66;03m# self.array is a BackendArray subclass\u001b[39;00m\n\u001b[1;32m 657\u001b[0m \u001b[38;5;66;03m# and self.key is BasicIndexer((slice(None, None, None),))\u001b[39;00m\n\u001b[1;32m 658\u001b[0m \u001b[38;5;66;03m# so we need the explicit check for ExplicitlyIndexed\u001b[39;00m\n\u001b[1;32m 659\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(array, ExplicitlyIndexed):\n\u001b[0;32m--> 660\u001b[0m array \u001b[38;5;241m=\u001b[39m array\u001b[38;5;241m.\u001b[39mget_duck_array()\n\u001b[1;32m 661\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _wrap_numpy_scalars(array)\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/coding/common.py:76\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 75\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget_duck_array\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m---> 76\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunc(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray\u001b[38;5;241m.\u001b[39mget_duck_array())\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:653\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 649\u001b[0m array \u001b[38;5;241m=\u001b[39m apply_indexer(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkey)\n\u001b[1;32m 650\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 651\u001b[0m \u001b[38;5;66;03m# If the array is not an ExplicitlyIndexedNDArrayMixin,\u001b[39;00m\n\u001b[1;32m 652\u001b[0m \u001b[38;5;66;03m# it may wrap a BackendArray so use its __getitem__\u001b[39;00m\n\u001b[0;32m--> 653\u001b[0m array \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkey]\n\u001b[1;32m 655\u001b[0m \u001b[38;5;66;03m# self.array[self.key] is now a numpy array when\u001b[39;00m\n\u001b[1;32m 656\u001b[0m \u001b[38;5;66;03m# self.array is a BackendArray subclass\u001b[39;00m\n\u001b[1;32m 657\u001b[0m \u001b[38;5;66;03m# and self.key is BasicIndexer((slice(None, None, None),))\u001b[39;00m\n\u001b[1;32m 658\u001b[0m \u001b[38;5;66;03m# so we need the explicit check for ExplicitlyIndexed\u001b[39;00m\n\u001b[1;32m 659\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(array, ExplicitlyIndexed):\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py:103\u001b[0m, in \u001b[0;36m__getitem__\u001b[0;34m()\u001b[0m\n\u001b[1;32m 102\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m__getitem__\u001b[39m(\u001b[38;5;28mself\u001b[39m, key):\n\u001b[0;32m--> 103\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m indexing\u001b[38;5;241m.\u001b[39mexplicit_indexing_adapter(\n\u001b[1;32m 104\u001b[0m key, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mshape, indexing\u001b[38;5;241m.\u001b[39mIndexingSupport\u001b[38;5;241m.\u001b[39mOUTER, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem\n\u001b[1;32m 105\u001b[0m )\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:1014\u001b[0m, in \u001b[0;36mexplicit_indexing_adapter\u001b[0;34m()\u001b[0m\n\u001b[1;32m 992\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Support explicit indexing by delegating to a raw indexing method.\u001b[39;00m\n\u001b[1;32m 993\u001b[0m \n\u001b[1;32m 994\u001b[0m \u001b[38;5;124;03mOuter and/or vectorized indexers are supported by indexing a second time\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1011\u001b[0m \u001b[38;5;124;03mIndexing result, in the form of a duck numpy-array.\u001b[39;00m\n\u001b[1;32m 1012\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1013\u001b[0m raw_key, numpy_indices \u001b[38;5;241m=\u001b[39m decompose_indexer(key, shape, indexing_support)\n\u001b[0;32m-> 1014\u001b[0m result \u001b[38;5;241m=\u001b[39m raw_indexing_method(raw_key\u001b[38;5;241m.\u001b[39mtuple)\n\u001b[1;32m 1015\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m numpy_indices\u001b[38;5;241m.\u001b[39mtuple:\n\u001b[1;32m 1016\u001b[0m \u001b[38;5;66;03m# index the loaded duck array\u001b[39;00m\n\u001b[1;32m 1017\u001b[0m indexable \u001b[38;5;241m=\u001b[39m as_indexable(result)\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py:115\u001b[0m, in \u001b[0;36m_getitem\u001b[0;34m()\u001b[0m\n\u001b[1;32m 113\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 114\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdatastore\u001b[38;5;241m.\u001b[39mlock:\n\u001b[0;32m--> 115\u001b[0m original_array \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_array(needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[1;32m 116\u001b[0m array \u001b[38;5;241m=\u001b[39m getitem(original_array, key)\n\u001b[1;32m 117\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mIndexError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m 118\u001b[0m \u001b[38;5;66;03m# Catch IndexError in netCDF4 and return a more informative\u001b[39;00m\n\u001b[1;32m 119\u001b[0m \u001b[38;5;66;03m# error message. This is most often called when an unsorted\u001b[39;00m\n\u001b[1;32m 120\u001b[0m \u001b[38;5;66;03m# indexer is used before the data is loaded from disk.\u001b[39;00m\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py:94\u001b[0m, in \u001b[0;36mget_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget_array\u001b[39m(\u001b[38;5;28mself\u001b[39m, needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[0;32m---> 94\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdatastore\u001b[38;5;241m.\u001b[39m_acquire(needs_lock)\n\u001b[1;32m 95\u001b[0m variable \u001b[38;5;241m=\u001b[39m ds\u001b[38;5;241m.\u001b[39mvariables[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvariable_name]\n\u001b[1;32m 96\u001b[0m variable\u001b[38;5;241m.\u001b[39mset_auto_maskandscale(\u001b[38;5;28;01mFalse\u001b[39;00m)\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py:455\u001b[0m, in \u001b[0;36m_acquire\u001b[0;34m()\u001b[0m\n\u001b[1;32m 454\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m_acquire\u001b[39m(\u001b[38;5;28mself\u001b[39m, needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[0;32m--> 455\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_manager\u001b[38;5;241m.\u001b[39macquire_context(needs_lock) \u001b[38;5;28;01mas\u001b[39;00m root:\n\u001b[1;32m 456\u001b[0m ds \u001b[38;5;241m=\u001b[39m _nc4_require_group(root, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_group, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode)\n\u001b[1;32m 457\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ds\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/contextlib.py:137\u001b[0m, in \u001b[0;36m__enter__\u001b[0;34m()\u001b[0m\n\u001b[1;32m 135\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39margs, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkwds, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunc\n\u001b[1;32m 136\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 137\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mnext\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgen)\n\u001b[1;32m 138\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m:\n\u001b[1;32m 139\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgenerator didn\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mt yield\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py:199\u001b[0m, in \u001b[0;36macquire_context\u001b[0;34m()\u001b[0m\n\u001b[1;32m 196\u001b[0m \u001b[38;5;129m@contextlib\u001b[39m\u001b[38;5;241m.\u001b[39mcontextmanager\n\u001b[1;32m 197\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21macquire_context\u001b[39m(\u001b[38;5;28mself\u001b[39m, needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[1;32m 198\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Context manager for acquiring a file.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 199\u001b[0m file, cached \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_acquire_with_cache_info(needs_lock)\n\u001b[1;32m 200\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 201\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m file\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py:217\u001b[0m, in \u001b[0;36m_acquire_with_cache_info\u001b[0;34m()\u001b[0m\n\u001b[1;32m 215\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mcopy()\n\u001b[1;32m 216\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmode\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode\n\u001b[0;32m--> 217\u001b[0m file \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_opener(\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_args, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 218\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mw\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m 219\u001b[0m \u001b[38;5;66;03m# ensure file doesn't get overridden when opened again\u001b[39;00m\n\u001b[1;32m 220\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124ma\u001b[39m\u001b[38;5;124m\"\u001b[39m\n", + "File \u001b[0;32msrc/netCDF4/_netCDF4.pyx:2470\u001b[0m, in \u001b[0;36mnetCDF4._netCDF4.Dataset.__init__\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32msrc/netCDF4/_netCDF4.pyx:2107\u001b[0m, in \u001b[0;36mnetCDF4._netCDF4._ensure_nc_success\u001b[0;34m()\u001b[0m\n", + "\u001b[0;31mOSError\u001b[0m: [Errno -101] NetCDF: HDF error: '/g/data/cj50/access-om2/raw-output/access-om2-01/01deg_jra55v13_ryf9091/output343/ice/OUTPUT/iceh.1986-11.nc'" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "BFD: Dwarf Error: Can't find .debug_ranges section.\n" + ] + } + ], "source": [ - "sic=sic.assign_coords({\n", - " 'geolat': area.geolat_t,\n", - " 'geolon': area.geolon_t\n", - "})" + "SH_area.plot(label = 'Antarctic')\n", + "NH_area.plot(label = 'Arctic')\n", + "\n", + "plt.legend(loc='lower right')\n", + "plt.ylabel('Sea Ice Area (m$^{2}$)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Use contourf, and the geolon and geolat fields" + "And the seasonal cycle of sea-ice area:" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "metadata": { + "execution": { + "iopub.execute_input": "2025-06-04T22:45:00.341032Z", + "iopub.status.busy": "2025-06-04T22:45:00.339997Z", + "iopub.status.idle": "2025-06-04T22:45:15.894604Z", + "shell.execute_reply": "2025-06-04T22:45:15.892623Z", + "shell.execute_reply.started": "2025-06-04T22:45:00.340990Z" + }, + "scrolled": true, "tags": [] }, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/client.py:3363: UserWarning: Sending large graph of size 42.94 MiB.\n", + "This may cause some slowdown.\n", + "Consider loading the data with Dask directly\n", + " or using futures or delayed objects to embed the data into the graph without repetition.\n", + "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", + " warnings.warn(\n", + "[gadi-cpu-clx-2947:2061321:0:2061321] Caught signal 11 (Segmentation fault: address not mapped to object at address 0x25)\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "==== backtrace (tid:2061321) ====\n", + " 0 0x0000000000012990 __funlockfile() :0\n", + " 1 0x000000000025936e H5SL_search() ???:0\n", + " 2 0x000000000020c57f H5P_set() ???:0\n", + " 3 0x00000000000a36cc H5CX_pop() ???:0\n", + " 4 0x0000000000103fbb H5Fclose() ???:0\n", + " 5 0x00000000000b7b05 nc4_close_netcdf4_file() ???:0\n", + " 6 0x00000000000b7dc3 NC4_close() ???:0\n", + " 7 0x0000000000082dc5 nc_close() ???:0\n", + " 8 0x00000000000badea __pyx_pf_7netCDF4_8_netCDF4_7Dataset_14_close() /project/src/netCDF4/_netCDF4.c:30036\n", + " 9 0x00000000000badea __pyx_pw_7netCDF4_8_netCDF4_7Dataset_15_close() /project/src/netCDF4/_netCDF4.c:29985\n", + "10 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30584\n", + "11 0x000000000009d5b2 Py_XDECREF() /opt/_internal/cpython-3.11.9/include/python3.11/object.h:602\n", + "12 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30585\n", + "13 0x000000000009d5b2 __pyx_pw_7netCDF4_8_netCDF4_7Dataset_19close() /project/src/netCDF4/_netCDF4.c:30472\n", + "14 0x00000000001f04dc PyObject_Vectorcall() ???:0\n", + "15 0x00000000001e39f9 _PyEval_EvalFrameDefault() ???:0\n", + "16 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", + "17 0x000000000020d792 PyObject_CallOneArg() ???:0\n", + "18 0x00000000002df57f slot_tp_finalize() :0\n", + "19 0x0000000000226a4b PyObject_CallFinalizerFromDealloc() ???:0\n", + "20 0x000000000022ff30 subtype_dealloc() :0\n", + "21 0x000000000022fca1 subtype_dealloc() :0\n", + "22 0x000000000022fca1 subtype_dealloc() :0\n", + "23 0x000000000022fca1 subtype_dealloc() :0\n", + "24 0x00000000001d4f4c dict_dealloc() :0\n", + "25 0x000000000022ff9e subtype_dealloc() :0\n", + "26 0x000000000022fca1 subtype_dealloc() :0\n", + "27 0x000000000022fca1 subtype_dealloc() :0\n", + "28 0x000000000022fca1 subtype_dealloc() :0\n", + "29 0x000000000022fca1 subtype_dealloc() :0\n", + "30 0x00000000001d4ee7 dict_dealloc() :0\n", + "31 0x00000000001d456a tupledealloc() :0\n", + "32 0x000000000022fca1 subtype_dealloc() :0\n", + "33 0x000000000022fca1 subtype_dealloc() :0\n", + "34 0x0000000000223ee7 set_dealloc() :0\n", + "35 0x000000000022fca1 subtype_dealloc() :0\n", + "36 0x00000000001d4ef7 dict_dealloc() :0\n", + "37 0x0000000000226dbc method_vectorcall() :0\n", + "38 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "39 0x0000000000226ca8 method_vectorcall() :0\n", + "40 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "41 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", + "42 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "43 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", + "44 0x0000000000212434 PyObject_Call() ???:0\n", + "45 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "46 0x00000000002ae178 gen_send_ex2() :0\n", + "47 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", + "48 0x00000000002ae178 gen_send_ex2() :0\n", + "49 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", + "50 0x00000000002ae178 gen_send_ex2() :0\n", + "51 0x00000000000076a6 task_step() :0\n", + "52 0x00000000001f761a cfunction_vectorcall_O() :0\n", + "53 0x0000000000191ae5 _PyObject_VectorcallTstate.lto_priv.7() :0\n", + "54 0x0000000000193b65 context_run() :0\n", + "55 0x00000000001f05ef cfunction_vectorcall_FASTCALL_KEYWORDS() :0\n", + "56 0x00000000001eb9ad _PyEval_EvalFrameDefault() ???:0\n", + "57 0x0000000000227522 _PyObject_VectorcallTstate.lto_priv.4() :0\n", + "=================================\n", + "2025-06-05 08:45:03,648 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:44859\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", + " bytes_read = self.read_from_fd(buf)\n", + " ^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", + " return self.socket.recv_into(buf, len(buf))\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + "ConnectionResetError: [Errno 104] Connection reset by peer\n", + "\n", + "The above exception was the direct cause of the following exception:\n", + "\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", + " response = await get_data_from_worker(\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2876, in get_data_from_worker\n", + " comm = await rpc.connect(worker)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1485, in connect\n", + " return await self._connect(addr=addr, timeout=timeout)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1429, in _connect\n", + " comm = await connect(\n", + " ^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/core.py\", line 377, in connect\n", + " handshake = await comm.read()\n", + " ^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", + " convert_stream_closed_error(self, e)\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", + " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", + "distributed.comm.core.CommClosedError: in : ConnectionResetError: [Errno 104] Connection reset by peer\n", + "[gadi-cpu-clx-2947:2061328:0:2061328] Caught signal 11 (Segmentation fault: address not mapped to object at address 0x25)\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "2025-06-05 08:45:04,705 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:41077\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", + " bytes_read = self.read_from_fd(buf)\n", + " ^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", + " return self.socket.recv_into(buf, len(buf))\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + "ConnectionResetError: [Errno 104] Connection reset by peer\n", + "\n", + "The above exception was the direct cause of the following exception:\n", + "\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", + " response = await get_data_from_worker(\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2876, in get_data_from_worker\n", + " comm = await rpc.connect(worker)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1485, in connect\n", + " return await self._connect(addr=addr, timeout=timeout)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1429, in _connect\n", + " comm = await connect(\n", + " ^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/core.py\", line 377, in connect\n", + " handshake = await comm.read()\n", + " ^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", + " convert_stream_closed_error(self, e)\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", + " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", + "distributed.comm.core.CommClosedError: in : ConnectionResetError: [Errno 104] Connection reset by peer\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "==== backtrace (tid:2061328) ====\n", + " 0 0x0000000000012990 __funlockfile() :0\n", + " 1 0x000000000025936e H5SL_search() ???:0\n", + " 2 0x000000000020c57f H5P_set() ???:0\n", + " 3 0x00000000000a36cc H5CX_pop() ???:0\n", + " 4 0x0000000000103fbb H5Fclose() ???:0\n", + " 5 0x00000000000b7b05 nc4_close_netcdf4_file() ???:0\n", + " 6 0x00000000000b7dc3 NC4_close() ???:0\n", + " 7 0x0000000000082dc5 nc_close() ???:0\n", + " 8 0x00000000000badea __pyx_pf_7netCDF4_8_netCDF4_7Dataset_14_close() /project/src/netCDF4/_netCDF4.c:30036\n", + " 9 0x00000000000badea __pyx_pw_7netCDF4_8_netCDF4_7Dataset_15_close() /project/src/netCDF4/_netCDF4.c:29985\n", + "10 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30584\n", + "11 0x000000000009d5b2 Py_XDECREF() /opt/_internal/cpython-3.11.9/include/python3.11/object.h:602\n", + "12 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30585\n", + "13 0x000000000009d5b2 __pyx_pw_7netCDF4_8_netCDF4_7Dataset_19close() /project/src/netCDF4/_netCDF4.c:30472\n", + "14 0x00000000001f04dc PyObject_Vectorcall() ???:0\n", + "15 0x00000000001e39f9 _PyEval_EvalFrameDefault() ???:0\n", + "16 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", + "17 0x000000000020d792 PyObject_CallOneArg() ???:0\n", + "18 0x00000000002df57f slot_tp_finalize() :0\n", + "19 0x0000000000226a4b PyObject_CallFinalizerFromDealloc() ???:0\n", + "20 0x000000000022ff30 subtype_dealloc() :0\n", + "21 0x000000000022fca1 subtype_dealloc() :0\n", + "22 0x000000000022fca1 subtype_dealloc() :0\n", + "23 0x000000000022fca1 subtype_dealloc() :0\n", + "24 0x00000000001d4f4c dict_dealloc() :0\n", + "25 0x000000000022ff9e subtype_dealloc() :0\n", + "26 0x000000000022fca1 subtype_dealloc() :0\n", + "27 0x000000000022fca1 subtype_dealloc() :0\n", + "28 0x000000000022fca1 subtype_dealloc() :0\n", + "29 0x000000000022fca1 subtype_dealloc() :0\n", + "30 0x00000000001d4ee7 dict_dealloc() :0\n", + "31 0x00000000001d456a tupledealloc() :0\n", + "32 0x000000000022fca1 subtype_dealloc() :0\n", + "33 0x000000000022fca1 subtype_dealloc() :0\n", + "34 0x0000000000223ee7 set_dealloc() :0\n", + "35 0x000000000022fca1 subtype_dealloc() :0\n", + "36 0x00000000001d4ef7 dict_dealloc() :0\n", + "37 0x0000000000226dbc method_vectorcall() :0\n", + "38 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "39 0x0000000000226ca8 method_vectorcall() :0\n", + "40 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "41 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", + "42 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "43 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", + "44 0x0000000000212434 PyObject_Call() ???:0\n", + "45 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "46 0x00000000002ae178 gen_send_ex2() :0\n", + "47 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", + "48 0x00000000002ae178 gen_send_ex2() :0\n", + "49 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", + "50 0x00000000002ae178 gen_send_ex2() :0\n", + "51 0x00000000000076a6 task_step() :0\n", + "52 0x00000000001d638b _PyObject_MakeTpCall.localalias() :0\n", + "53 0x0000000000193b65 context_run() :0\n", + "54 0x00000000001f05ef cfunction_vectorcall_FASTCALL_KEYWORDS() :0\n", + "55 0x00000000001eb9ad _PyEval_EvalFrameDefault() ???:0\n", + "56 0x0000000000227522 _PyObject_VectorcallTstate.lto_priv.4() :0\n", + "57 0x0000000000226da6 method_vectorcall() :0\n", + "=================================\n", + "2025-06-05 08:45:05,353 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:38705\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", + " bytes_read = self.read_from_fd(buf)\n", + " ^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", + " return self.socket.recv_into(buf, len(buf))\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + "ConnectionResetError: [Errno 104] Connection reset by peer\n", + "\n", + "The above exception was the direct cause of the following exception:\n", + "\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", + " response = await get_data_from_worker(\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2879, in get_data_from_worker\n", + " response = await send_recv(\n", + " ^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1018, in send_recv\n", + " response = await comm.read(deserializers=deserializers)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", + " convert_stream_closed_error(self, e)\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", + " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", + "distributed.comm.core.CommClosedError: in Worker for gather local=tcp://127.0.0.1:38126 remote=tcp://127.0.0.1:38705>: ConnectionResetError: [Errno 104] Connection reset by peer\n", + "2025-06-05 08:45:05,355 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:38705\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", + " bytes_read = self.read_from_fd(buf)\n", + " ^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", + " return self.socket.recv_into(buf, len(buf))\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + "ConnectionResetError: [Errno 104] Connection reset by peer\n", + "\n", + "The above exception was the direct cause of the following exception:\n", + "\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", + " response = await get_data_from_worker(\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2876, in get_data_from_worker\n", + " comm = await rpc.connect(worker)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1485, in connect\n", + " return await self._connect(addr=addr, timeout=timeout)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1429, in _connect\n", + " comm = await connect(\n", + " ^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/core.py\", line 377, in connect\n", + " handshake = await comm.read()\n", + " ^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", + " convert_stream_closed_error(self, e)\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", + " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", + "distributed.comm.core.CommClosedError: in : ConnectionResetError: [Errno 104] Connection reset by peer\n", + "[gadi-cpu-clx-2947:2061363:0:2064065] Caught signal 11 (Segmentation fault: invalid permissions for mapped object at address 0x151941a60f10)\n", + "2025-06-05 08:45:05,756 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:38705\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 226, in read\n", + " frames_nosplit_nbytes_bin = await stream.read_bytes(fmt_size)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + "tornado.iostream.StreamClosedError: Stream is closed\n", + "\n", + "The above exception was the direct cause of the following exception:\n", + "\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", + " response = await get_data_from_worker(\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2879, in get_data_from_worker\n", + " response = await send_recv(\n", + " ^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1018, in send_recv\n", + " response = await comm.read(deserializers=deserializers)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", + " convert_stream_closed_error(self, e)\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 137, in convert_stream_closed_error\n", + " raise CommClosedError(f\"in {obj}: {exc}\") from exc\n", + "distributed.comm.core.CommClosedError: in Worker for gather local=tcp://127.0.0.1:35882 remote=tcp://127.0.0.1:38705>: Stream is closed\n", + "==== backtrace (tid:2064065) ====\n", + " 0 0x0000000000012990 __funlockfile() :0\n", + " 1 0x000000000006644b _IO_vfprintf_internal() :0\n", + " 2 0x000000000008e64d _IO_vasprintf() :0\n", + " 3 0x00000000000f2552 H5E_printf_stack() ???:0\n", + " 4 0x0000000000193199 H5I_inc_ref() ???:0\n", + " 5 0x00000000000f2438 H5E__push_stack() ???:0\n", + " 6 0x00000000000f2577 H5E_printf_stack() ???:0\n", + " 7 0x0000000000193199 H5I_inc_ref() ???:0\n", + " 8 0x00000000000f2438 H5E__push_stack() ???:0\n", + " 9 0x00000000000f2577 H5E_printf_stack() ???:0\n", + "10 0x0000000000193199 H5I_inc_ref() ???:0\n", + "11 0x00000000000f2438 H5E__push_stack() ???:0\n", + "12 0x00000000000f2577 H5E_printf_stack() ???:0\n", + "13 0x0000000000193199 H5I_inc_ref() ???:0\n", + "14 0x00000000000f2438 H5E__push_stack() ???:0\n", + "15 0x00000000000f2577 H5E_printf_stack() ???:0\n", + "16 0x0000000000193199 H5I_inc_ref() ???:0\n", + "17 0x00000000000f2438 H5E__push_stack() ???:0\n", + "18 0x00000000000f2577 H5E_printf_stack() ???:0\n", + "19 0x0000000000193199 H5I_inc_ref() ???:0\n", + "20 0x00000000000f2438 H5E__push_stack() ???:0\n", + "21 0x00000000000f2577 H5E_printf_stack() ???:0\n", + "22 0x0000000000193199 H5I_inc_ref() ???:0\n", + "23 0x00000000000f2438 H5E__push_stack() ???:0\n", + "24 0x00000000000f2577 H5E_printf_stack() ???:0\n", + "25 0x0000000000193199 H5I_inc_ref() ???:0\n", + "26 0x00000000000f2438 H5E__push_stack() ???:0\n", + "27 0x00000000000f2577 H5E_printf_stack() ???:0\n", + "28 0x0000000000193199 H5I_inc_ref() ???:0\n", + "29 0x00000000000f2438 H5E__push_stack() ???:0\n", + "30 0x00000000000f2577 H5E_printf_stack() ???:0\n", + "31 0x0000000000193199 H5I_inc_ref() ???:0\n", + "32 0x00000000000f2438 H5E__push_stack() ???:0\n", + "33 0x00000000000f2577 H5E_printf_stack() ???:0\n", + "34 0x0000000000193199 H5I_inc_ref() ???:0\n", + "35 0x00000000000f2438 H5E__push_stack() ???:0\n", + "36 0x00000000000f2577 H5E_printf_stack() ???:0\n", + "37 0x0000000000193199 H5I_inc_ref() ???:0\n", + "38 0x00000000000f2438 H5E__push_stack() ???:0\n", + "39 0x00000000000f2577 H5E_printf_stack() ???:0\n", + "40 0x0000000000193199 H5I_inc_ref() ???:0\n", + "41 0x00000000000f2438 H5E__push_stack() ???:0\n", + "42 0x00000000000f2577 H5E_printf_stack() ???:0\n", + "43 0x0000000000193199 H5I_inc_ref() ???:0\n", + "44 0x00000000000f2438 H5E__push_stack() ???:0\n", + "45 0x00000000000f2577 H5E_printf_stack() ???:0\n", + "46 0x0000000000193199 H5I_inc_ref() ???:0\n", + "47 0x00000000000f2438 H5E__push_stack() ???:0\n", + "48 0x00000000000f2577 H5E_printf_stack() ???:0\n", + "49 0x0000000000193199 H5I_inc_ref() ???:0\n", + "50 0x00000000000f2438 H5E__push_stack() ???:0\n", + "51 0x00000000000f2577 H5E_printf_stack() ???:0\n", + "52 0x0000000000193199 H5I_inc_ref() ???:0\n", + "53 0x00000000000f2438 H5E__push_stack() ???:0\n", + "54 0x00000000000f2577 H5E_printf_stack() ???:0\n", + "55 0x0000000000193199 H5I_inc_ref() ???:0\n", + "56 0x00000000000f2438 H5E__push_stack() ???:0\n", + "57 0x00000000000f2577 H5E_printf_stack() ???:0\n", + "=================================\n", + "2025-06-05 08:45:06,045 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:44359\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", + " bytes_read = self.read_from_fd(buf)\n", + " ^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", + " return self.socket.recv_into(buf, len(buf))\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + "ConnectionResetError: [Errno 104] Connection reset by peer\n", + "\n", + "The above exception was the direct cause of the following exception:\n", + "\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", + " response = await get_data_from_worker(\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2876, in get_data_from_worker\n", + " comm = await rpc.connect(worker)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1485, in connect\n", + " return await self._connect(addr=addr, timeout=timeout)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1429, in _connect\n", + " comm = await connect(\n", + " ^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/core.py\", line 377, in connect\n", + " handshake = await comm.read()\n", + " ^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", + " convert_stream_closed_error(self, e)\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", + " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", + "distributed.comm.core.CommClosedError: in : ConnectionResetError: [Errno 104] Connection reset by peer\n", + "2025-06-05 08:45:06,045 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:44359\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", + " bytes_read = self.read_from_fd(buf)\n", + " ^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", + " return self.socket.recv_into(buf, len(buf))\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + "ConnectionResetError: [Errno 104] Connection reset by peer\n", + "\n", + "The above exception was the direct cause of the following exception:\n", + "\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", + " response = await get_data_from_worker(\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2876, in get_data_from_worker\n", + " comm = await rpc.connect(worker)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1485, in connect\n", + " return await self._connect(addr=addr, timeout=timeout)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1429, in _connect\n", + " comm = await connect(\n", + " ^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/core.py\", line 377, in connect\n", + " handshake = await comm.read()\n", + " ^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", + " convert_stream_closed_error(self, e)\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", + " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", + "distributed.comm.core.CommClosedError: in : ConnectionResetError: [Errno 104] Connection reset by peer\n", + "2025-06-05 08:45:06,058 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:44359\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", + " bytes_read = self.read_from_fd(buf)\n", + " ^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", + " return self.socket.recv_into(buf, len(buf))\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + "ConnectionResetError: [Errno 104] Connection reset by peer\n", + "\n", + "The above exception was the direct cause of the following exception:\n", + "\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", + " response = await get_data_from_worker(\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2879, in get_data_from_worker\n", + " response = await send_recv(\n", + " ^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1018, in send_recv\n", + " response = await comm.read(deserializers=deserializers)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", + " convert_stream_closed_error(self, e)\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", + " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", + "distributed.comm.core.CommClosedError: in Worker for gather local=tcp://127.0.0.1:50602 remote=tcp://127.0.0.1:44359>: ConnectionResetError: [Errno 104] Connection reset by peer\n", + "2025-06-05 08:45:06,442 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:37537\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", + " bytes_read = self.read_from_fd(buf)\n", + " ^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", + " return self.socket.recv_into(buf, len(buf))\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + "ConnectionResetError: [Errno 104] Connection reset by peer\n", + "\n", + "The above exception was the direct cause of the following exception:\n", + "\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", + " response = await get_data_from_worker(\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2879, in get_data_from_worker\n", + " response = await send_recv(\n", + " ^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1018, in send_recv\n", + " response = await comm.read(deserializers=deserializers)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", + " convert_stream_closed_error(self, e)\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", + " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", + "distributed.comm.core.CommClosedError: in Worker for gather local=tcp://127.0.0.1:39938 remote=tcp://127.0.0.1:37537>: ConnectionResetError: [Errno 104] Connection reset by peer\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are 4457 HDF5 objects open!\n", + "\n", + "Report: open objects on 72057594037928334\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[gadi-cpu-clx-2947:2061360:0:2061360] Caught signal 11 (Segmentation fault: address not mapped to object at address 0x5b0)\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "==== backtrace (tid:2061360) ====\n", + " 0 0x0000000000012990 __funlockfile() :0\n", + " 1 0x0000000000168150 H5G_rootof() ???:0\n", + " 2 0x000000000016887f H5G_root_loc() ???:0\n", + " 3 0x0000000000160a68 H5G_loc_real() ???:0\n", + " 4 0x0000000000315b51 H5VL__native_object_get() ???:0\n", + " 5 0x0000000000305de8 H5VL_object_get() ???:0\n", + " 6 0x0000000000190c1f H5Iget_name() ???:0\n", + " 7 0x00000000000b6e03 reportobject() ???:0\n", + " 8 0x00000000000b6f8a reportopenobjects() ???:0\n", + " 9 0x00000000000b7a81 dumpopenobjects.isra.0() hdf5file.c:0\n", + "10 0x00000000000b7b12 nc4_close_netcdf4_file() ???:0\n", + "11 0x00000000000b7dc3 NC4_close() ???:0\n", + "12 0x0000000000082dc5 nc_close() ???:0\n", + "13 0x00000000000badea __pyx_pf_7netCDF4_8_netCDF4_7Dataset_14_close() /project/src/netCDF4/_netCDF4.c:30036\n", + "14 0x00000000000badea __pyx_pw_7netCDF4_8_netCDF4_7Dataset_15_close() /project/src/netCDF4/_netCDF4.c:29985\n", + "15 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30584\n", + "16 0x000000000009d5b2 Py_XDECREF() /opt/_internal/cpython-3.11.9/include/python3.11/object.h:602\n", + "17 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30585\n", + "18 0x000000000009d5b2 __pyx_pw_7netCDF4_8_netCDF4_7Dataset_19close() /project/src/netCDF4/_netCDF4.c:30472\n", + "19 0x00000000001f04dc PyObject_Vectorcall() ???:0\n", + "20 0x00000000001e39f9 _PyEval_EvalFrameDefault() ???:0\n", + "21 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", + "22 0x000000000020d792 PyObject_CallOneArg() ???:0\n", + "23 0x00000000002df57f slot_tp_finalize() :0\n", + "24 0x0000000000226a4b PyObject_CallFinalizerFromDealloc() ???:0\n", + "25 0x000000000022ff30 subtype_dealloc() :0\n", + "26 0x000000000022fca1 subtype_dealloc() :0\n", + "27 0x000000000022fca1 subtype_dealloc() :0\n", + "28 0x000000000022fca1 subtype_dealloc() :0\n", + "29 0x00000000001d4f4c dict_dealloc() :0\n", + "30 0x000000000022ff9e subtype_dealloc() :0\n", + "31 0x000000000022fca1 subtype_dealloc() :0\n", + "32 0x000000000022fca1 subtype_dealloc() :0\n", + "33 0x000000000022fca1 subtype_dealloc() :0\n", + "34 0x000000000022fca1 subtype_dealloc() :0\n", + "35 0x00000000001d4ee7 dict_dealloc() :0\n", + "36 0x00000000001d456a tupledealloc() :0\n", + "37 0x000000000022fca1 subtype_dealloc() :0\n", + "38 0x000000000022fca1 subtype_dealloc() :0\n", + "39 0x0000000000223ee7 set_dealloc() :0\n", + "40 0x000000000022fca1 subtype_dealloc() :0\n", + "41 0x00000000001d4ef7 dict_dealloc() :0\n", + "42 0x0000000000226dbc method_vectorcall() :0\n", + "43 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "44 0x0000000000226ca8 method_vectorcall() :0\n", + "45 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "46 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", + "47 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "48 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", + "49 0x0000000000212434 PyObject_Call() ???:0\n", + "50 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "51 0x00000000002ae178 gen_send_ex2() :0\n", + "52 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", + "53 0x00000000002ae178 gen_send_ex2() :0\n", + "54 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", + "55 0x00000000002ae178 gen_send_ex2() :0\n", + "56 0x00000000000076a6 task_step() :0\n", + "57 0x00000000001f761a cfunction_vectorcall_O() :0\n", + "=================================\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/client.py:3363: UserWarning: Sending large graph of size 42.94 MiB.\n", + "This may cause some slowdown.\n", + "Consider loading the data with Dask directly\n", + " or using futures or delayed objects to embed the data into the graph without repetition.\n", + "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", + " warnings.warn(\n", + "Exception ignored in: \n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py\", line 250, in __del__\n", + " self.close(needs_lock=False)\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py\", line 234, in close\n", + " file.close()\n", + " File \"src/netCDF4/_netCDF4.pyx\", line 2618, in netCDF4._netCDF4.Dataset.close\n", + " File \"src/netCDF4/_netCDF4.pyx\", line 2585, in netCDF4._netCDF4.Dataset._close\n", + " File \"src/netCDF4/_netCDF4.pyx\", line 2113, in netCDF4._netCDF4._ensure_nc_success\n", + "RuntimeError: NetCDF: HDF error\n", + "2025-06-05 08:45:15,551 - distributed.worker - ERROR - Compute Failed\n", + "Key: ('open_dataset-original-concatenate-5871ca6849a8be7591cde29e23a52d45', 990, 0, 0)\n", + "State: executing\n", + "Task: \n", + "Exception: \"OSError(-101, 'NetCDF: HDF error')\"\n", + "Traceback: ' File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/dask/array/core.py\", line 141, in getter\\n c = np.asarray(c)\\n ^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 576, in __array__\\n return np.asarray(self.get_duck_array(), dtype=dtype)\\n ^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 579, in get_duck_array\\n return self.array.get_duck_array()\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 790, in get_duck_array\\n return self.array.get_duck_array()\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 660, in get_duck_array\\n array = array.get_duck_array()\\n ^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/coding/common.py\", line 76, in get_duck_array\\n return self.func(self.array.get_duck_array())\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 653, in get_duck_array\\n array = self.array[self.key]\\n ~~~~~~~~~~^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py\", line 103, in __getitem__\\n return indexing.explicit_indexing_adapter(\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 1014, in explicit_indexing_adapter\\n result = raw_indexing_method(raw_key.tuple)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py\", line 115, in _getitem\\n original_array = self.get_array(needs_lock=False)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py\", line 94, in get_array\\n ds = self.datastore._acquire(needs_lock)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py\", line 455, in _acquire\\n with self._manager.acquire_context(needs_lock) as root:\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/contextlib.py\", line 137, in __enter__\\n return next(self.gen)\\n ^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py\", line 199, in acquire_context\\n file, cached = self._acquire_with_cache_info(needs_lock)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py\", line 217, in _acquire_with_cache_info\\n file = self._opener(*self._args, **kwargs)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"src/netCDF4/_netCDF4.pyx\", line 2470, in netCDF4._netCDF4.Dataset.__init__\\n File \"src/netCDF4/_netCDF4.pyx\", line 2107, in netCDF4._netCDF4._ensure_nc_success\\n'\n", + "\n", + "[gadi-cpu-clx-2947:2061351:0:2061351] Caught signal 11 (Segmentation fault: address not mapped to object at address 0xffffffff)\n", + "[gadi-cpu-clx-2947:2061347:0:2061347] Caught signal 11 (Segmentation fault: address not mapped to object at address 0x5b0)\n", + "2025-06-05 08:45:15,655 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:39443\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", + " bytes_read = self.read_from_fd(buf)\n", + " ^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", + " return self.socket.recv_into(buf, len(buf))\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + "ConnectionResetError: [Errno 104] Connection reset by peer\n", + "\n", + "The above exception was the direct cause of the following exception:\n", + "\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", + " response = await get_data_from_worker(\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2879, in get_data_from_worker\n", + " response = await send_recv(\n", + " ^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1018, in send_recv\n", + " response = await comm.read(deserializers=deserializers)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", + " convert_stream_closed_error(self, e)\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", + " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", + "distributed.comm.core.CommClosedError: in Worker for gather local=tcp://127.0.0.1:51724 remote=tcp://127.0.0.1:39443>: ConnectionResetError: [Errno 104] Connection reset by peer\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are 2310 HDF5 objects open!\n", + "\n", + "Report: open objects on 72057594037928341\n" + ] + }, + { + "ename": "OSError", + "evalue": "[Errno -101] NetCDF: HDF error: '/g/data/cj50/access-om2/raw-output/access-om2-01/01deg_jra55v13_ryf9091/output326/ice/OUTPUT/iceh.1982-07.nc'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py:211\u001b[0m, in \u001b[0;36m_acquire_with_cache_info\u001b[0;34m()\u001b[0m\n\u001b[1;32m 210\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 211\u001b[0m file \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_key]\n\u001b[1;32m 212\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/lru_cache.py:56\u001b[0m, in \u001b[0;36m__getitem__\u001b[0;34m()\u001b[0m\n\u001b[1;32m 55\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock:\n\u001b[0;32m---> 56\u001b[0m value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache[key]\n\u001b[1;32m 57\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache\u001b[38;5;241m.\u001b[39mmove_to_end(key)\n", + "\u001b[0;31mKeyError\u001b[0m: [, ('/g/data/cj50/access-om2/raw-output/access-om2-01/01deg_jra55v13_ryf9091/output326/ice/OUTPUT/iceh.1982-07.nc',), 'r', (('clobber', True), ('diskless', False), ('format', 'NETCDF4'), ('persist', False)), '6800f252-d702-4cc2-8b08-c6b1fee601a9']", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[0;31mOSError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[26], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m SH_area\u001b[38;5;241m.\u001b[39mgroupby(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtime.month\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;241m.\u001b[39mmean(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtime\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;241m.\u001b[39mplot(label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAntarctic\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m----> 2\u001b[0m \u001b[43mNH_area\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgroupby\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mtime.month\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmean\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mtime\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mArctic\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4\u001b[0m plt\u001b[38;5;241m.\u001b[39mlegend()\n\u001b[1;32m 5\u001b[0m plt\u001b[38;5;241m.\u001b[39mylabel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSea Ice Area (m$^\u001b[39m\u001b[38;5;132;01m{2}\u001b[39;00m\u001b[38;5;124m$)\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/plot/accessor.py:48\u001b[0m, in \u001b[0;36mDataArrayPlotAccessor.__call__\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(dataarray_plot\u001b[38;5;241m.\u001b[39mplot, assigned\u001b[38;5;241m=\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__doc__\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__annotations__\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m 47\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Any:\n\u001b[0;32m---> 48\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdataarray_plot\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_da\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/plot/dataarray_plot.py:271\u001b[0m, in \u001b[0;36mplot\u001b[0;34m(darray, row, col, col_wrap, ax, hue, subplot_kws, **kwargs)\u001b[0m\n\u001b[1;32m 220\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mplot\u001b[39m(\n\u001b[1;32m 221\u001b[0m darray: DataArray,\n\u001b[1;32m 222\u001b[0m \u001b[38;5;241m*\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 229\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any,\n\u001b[1;32m 230\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Any:\n\u001b[1;32m 231\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 232\u001b[0m \u001b[38;5;124;03m Default plot of DataArray using :py:mod:`matplotlib:matplotlib.pyplot`.\u001b[39;00m\n\u001b[1;32m 233\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 267\u001b[0m \u001b[38;5;124;03m xarray.DataArray.squeeze\u001b[39;00m\n\u001b[1;32m 268\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m 269\u001b[0m darray \u001b[38;5;241m=\u001b[39m \u001b[43mdarray\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msqueeze\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 270\u001b[0m \u001b[43m \u001b[49m\u001b[43md\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43md\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43ms\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m 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\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompute\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 273\u001b[0m plot_dims \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mset\u001b[39m(darray\u001b[38;5;241m.\u001b[39mdims)\n\u001b[1;32m 274\u001b[0m plot_dims\u001b[38;5;241m.\u001b[39mdiscard(row)\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/dataarray.py:1215\u001b[0m, in \u001b[0;36mDataArray.compute\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 1190\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Manually trigger loading of this array's data from disk or a\u001b[39;00m\n\u001b[1;32m 1191\u001b[0m \u001b[38;5;124;03mremote source into memory and return a new array.\u001b[39;00m\n\u001b[1;32m 1192\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1212\u001b[0m \u001b[38;5;124;03mdask.compute\u001b[39;00m\n\u001b[1;32m 1213\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1214\u001b[0m new \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcopy(deep\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m-> 1215\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mnew\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/dataarray.py:1183\u001b[0m, in \u001b[0;36mDataArray.load\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 1163\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mload\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Self:\n\u001b[1;32m 1164\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Manually trigger loading of this array's data from disk or a\u001b[39;00m\n\u001b[1;32m 1165\u001b[0m \u001b[38;5;124;03m remote source into memory and return this array.\u001b[39;00m\n\u001b[1;32m 1166\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1181\u001b[0m \u001b[38;5;124;03m dask.compute\u001b[39;00m\n\u001b[1;32m 1182\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 1183\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_to_temp_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1184\u001b[0m new \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_from_temp_dataset(ds)\n\u001b[1;32m 1185\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_variable \u001b[38;5;241m=\u001b[39m new\u001b[38;5;241m.\u001b[39m_variable\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/dataset.py:541\u001b[0m, in \u001b[0;36mDataset.load\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 538\u001b[0m chunkmanager \u001b[38;5;241m=\u001b[39m get_chunked_array_type(\u001b[38;5;241m*\u001b[39mlazy_data\u001b[38;5;241m.\u001b[39mvalues())\n\u001b[1;32m 540\u001b[0m \u001b[38;5;66;03m# evaluate all the chunked arrays simultaneously\u001b[39;00m\n\u001b[0;32m--> 541\u001b[0m evaluated_data: \u001b[38;5;28mtuple\u001b[39m[np\u001b[38;5;241m.\u001b[39mndarray[Any, Any], \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mchunkmanager\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 542\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mlazy_data\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalues\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m 543\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 545\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m k, data \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m(lazy_data, evaluated_data, strict\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[1;32m 546\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvariables[k]\u001b[38;5;241m.\u001b[39mdata \u001b[38;5;241m=\u001b[39m data\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/namedarray/daskmanager.py:85\u001b[0m, in \u001b[0;36mDaskManager.compute\u001b[0;34m(self, *data, **kwargs)\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mcompute\u001b[39m(\n\u001b[1;32m 81\u001b[0m \u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39mdata: Any, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any\n\u001b[1;32m 82\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mtuple\u001b[39m[np\u001b[38;5;241m.\u001b[39mndarray[Any, _DType_co], \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m]:\n\u001b[1;32m 83\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mdask\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01marray\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m compute\n\u001b[0;32m---> 85\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mcompute\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/dask/base.py:681\u001b[0m, in \u001b[0;36mcompute\u001b[0;34m(traverse, optimize_graph, scheduler, get, *args, **kwargs)\u001b[0m\n\u001b[1;32m 678\u001b[0m expr \u001b[38;5;241m=\u001b[39m expr\u001b[38;5;241m.\u001b[39moptimize()\n\u001b[1;32m 679\u001b[0m keys \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(flatten(expr\u001b[38;5;241m.\u001b[39m__dask_keys__()))\n\u001b[0;32m--> 681\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[43mschedule\u001b[49m\u001b[43m(\u001b[49m\u001b[43mexpr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkeys\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 683\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m repack(results)\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:576\u001b[0m, in \u001b[0;36m__array__\u001b[0;34m()\u001b[0m\n\u001b[1;32m 574\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39masarray(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_duck_array(), dtype\u001b[38;5;241m=\u001b[39mdtype, copy\u001b[38;5;241m=\u001b[39mcopy)\n\u001b[1;32m 575\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 576\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39masarray(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_duck_array(), dtype\u001b[38;5;241m=\u001b[39mdtype)\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:579\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 578\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget_duck_array\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m--> 579\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray\u001b[38;5;241m.\u001b[39mget_duck_array()\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:790\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 789\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget_duck_array\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m--> 790\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray\u001b[38;5;241m.\u001b[39mget_duck_array()\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:660\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 655\u001b[0m \u001b[38;5;66;03m# self.array[self.key] is now a numpy array when\u001b[39;00m\n\u001b[1;32m 656\u001b[0m \u001b[38;5;66;03m# self.array is a BackendArray subclass\u001b[39;00m\n\u001b[1;32m 657\u001b[0m \u001b[38;5;66;03m# and self.key is BasicIndexer((slice(None, None, None),))\u001b[39;00m\n\u001b[1;32m 658\u001b[0m \u001b[38;5;66;03m# so we need the explicit check for ExplicitlyIndexed\u001b[39;00m\n\u001b[1;32m 659\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(array, ExplicitlyIndexed):\n\u001b[0;32m--> 660\u001b[0m array \u001b[38;5;241m=\u001b[39m array\u001b[38;5;241m.\u001b[39mget_duck_array()\n\u001b[1;32m 661\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _wrap_numpy_scalars(array)\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/coding/common.py:76\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 75\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget_duck_array\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m---> 76\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunc(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray\u001b[38;5;241m.\u001b[39mget_duck_array())\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:653\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 649\u001b[0m array \u001b[38;5;241m=\u001b[39m apply_indexer(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkey)\n\u001b[1;32m 650\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 651\u001b[0m \u001b[38;5;66;03m# If the array is not an ExplicitlyIndexedNDArrayMixin,\u001b[39;00m\n\u001b[1;32m 652\u001b[0m \u001b[38;5;66;03m# it may wrap a BackendArray so use its __getitem__\u001b[39;00m\n\u001b[0;32m--> 653\u001b[0m array \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkey]\n\u001b[1;32m 655\u001b[0m \u001b[38;5;66;03m# self.array[self.key] is now a numpy array when\u001b[39;00m\n\u001b[1;32m 656\u001b[0m \u001b[38;5;66;03m# self.array is a BackendArray subclass\u001b[39;00m\n\u001b[1;32m 657\u001b[0m \u001b[38;5;66;03m# and self.key is BasicIndexer((slice(None, None, None),))\u001b[39;00m\n\u001b[1;32m 658\u001b[0m \u001b[38;5;66;03m# so we need the explicit check for ExplicitlyIndexed\u001b[39;00m\n\u001b[1;32m 659\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(array, ExplicitlyIndexed):\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py:103\u001b[0m, in \u001b[0;36m__getitem__\u001b[0;34m()\u001b[0m\n\u001b[1;32m 102\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m__getitem__\u001b[39m(\u001b[38;5;28mself\u001b[39m, key):\n\u001b[0;32m--> 103\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m indexing\u001b[38;5;241m.\u001b[39mexplicit_indexing_adapter(\n\u001b[1;32m 104\u001b[0m key, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mshape, indexing\u001b[38;5;241m.\u001b[39mIndexingSupport\u001b[38;5;241m.\u001b[39mOUTER, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem\n\u001b[1;32m 105\u001b[0m )\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:1014\u001b[0m, in \u001b[0;36mexplicit_indexing_adapter\u001b[0;34m()\u001b[0m\n\u001b[1;32m 992\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Support explicit indexing by delegating to a raw indexing method.\u001b[39;00m\n\u001b[1;32m 993\u001b[0m \n\u001b[1;32m 994\u001b[0m \u001b[38;5;124;03mOuter and/or vectorized indexers are supported by indexing a second time\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1011\u001b[0m \u001b[38;5;124;03mIndexing result, in the form of a duck numpy-array.\u001b[39;00m\n\u001b[1;32m 1012\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1013\u001b[0m raw_key, numpy_indices \u001b[38;5;241m=\u001b[39m decompose_indexer(key, shape, indexing_support)\n\u001b[0;32m-> 1014\u001b[0m result \u001b[38;5;241m=\u001b[39m raw_indexing_method(raw_key\u001b[38;5;241m.\u001b[39mtuple)\n\u001b[1;32m 1015\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m numpy_indices\u001b[38;5;241m.\u001b[39mtuple:\n\u001b[1;32m 1016\u001b[0m \u001b[38;5;66;03m# index the loaded duck array\u001b[39;00m\n\u001b[1;32m 1017\u001b[0m indexable \u001b[38;5;241m=\u001b[39m as_indexable(result)\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py:115\u001b[0m, in \u001b[0;36m_getitem\u001b[0;34m()\u001b[0m\n\u001b[1;32m 113\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 114\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdatastore\u001b[38;5;241m.\u001b[39mlock:\n\u001b[0;32m--> 115\u001b[0m original_array \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_array(needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[1;32m 116\u001b[0m array \u001b[38;5;241m=\u001b[39m getitem(original_array, key)\n\u001b[1;32m 117\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mIndexError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m 118\u001b[0m \u001b[38;5;66;03m# Catch IndexError in netCDF4 and return a more informative\u001b[39;00m\n\u001b[1;32m 119\u001b[0m \u001b[38;5;66;03m# error message. This is most often called when an unsorted\u001b[39;00m\n\u001b[1;32m 120\u001b[0m \u001b[38;5;66;03m# indexer is used before the data is loaded from disk.\u001b[39;00m\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py:94\u001b[0m, in \u001b[0;36mget_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget_array\u001b[39m(\u001b[38;5;28mself\u001b[39m, needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[0;32m---> 94\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdatastore\u001b[38;5;241m.\u001b[39m_acquire(needs_lock)\n\u001b[1;32m 95\u001b[0m variable \u001b[38;5;241m=\u001b[39m ds\u001b[38;5;241m.\u001b[39mvariables[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvariable_name]\n\u001b[1;32m 96\u001b[0m variable\u001b[38;5;241m.\u001b[39mset_auto_maskandscale(\u001b[38;5;28;01mFalse\u001b[39;00m)\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py:455\u001b[0m, in \u001b[0;36m_acquire\u001b[0;34m()\u001b[0m\n\u001b[1;32m 454\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m_acquire\u001b[39m(\u001b[38;5;28mself\u001b[39m, needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[0;32m--> 455\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_manager\u001b[38;5;241m.\u001b[39macquire_context(needs_lock) \u001b[38;5;28;01mas\u001b[39;00m root:\n\u001b[1;32m 456\u001b[0m ds \u001b[38;5;241m=\u001b[39m _nc4_require_group(root, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_group, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode)\n\u001b[1;32m 457\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ds\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/contextlib.py:137\u001b[0m, in \u001b[0;36m__enter__\u001b[0;34m()\u001b[0m\n\u001b[1;32m 135\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39margs, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkwds, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunc\n\u001b[1;32m 136\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 137\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mnext\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgen)\n\u001b[1;32m 138\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m:\n\u001b[1;32m 139\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgenerator didn\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mt yield\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py:199\u001b[0m, in \u001b[0;36macquire_context\u001b[0;34m()\u001b[0m\n\u001b[1;32m 196\u001b[0m \u001b[38;5;129m@contextlib\u001b[39m\u001b[38;5;241m.\u001b[39mcontextmanager\n\u001b[1;32m 197\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21macquire_context\u001b[39m(\u001b[38;5;28mself\u001b[39m, needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[1;32m 198\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Context manager for acquiring a file.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 199\u001b[0m file, cached \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_acquire_with_cache_info(needs_lock)\n\u001b[1;32m 200\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 201\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m file\n", + "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py:217\u001b[0m, in \u001b[0;36m_acquire_with_cache_info\u001b[0;34m()\u001b[0m\n\u001b[1;32m 215\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mcopy()\n\u001b[1;32m 216\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmode\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode\n\u001b[0;32m--> 217\u001b[0m file \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_opener(\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_args, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 218\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mw\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m 219\u001b[0m \u001b[38;5;66;03m# ensure file doesn't get overridden when opened again\u001b[39;00m\n\u001b[1;32m 220\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124ma\u001b[39m\u001b[38;5;124m\"\u001b[39m\n", + "File \u001b[0;32msrc/netCDF4/_netCDF4.pyx:2470\u001b[0m, in \u001b[0;36mnetCDF4._netCDF4.Dataset.__init__\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32msrc/netCDF4/_netCDF4.pyx:2107\u001b[0m, in \u001b[0;36mnetCDF4._netCDF4._ensure_nc_success\u001b[0;34m()\u001b[0m\n", + "\u001b[0;31mOSError\u001b[0m: [Errno -101] NetCDF: HDF error: '/g/data/cj50/access-om2/raw-output/access-om2-01/01deg_jra55v13_ryf9091/output326/ice/OUTPUT/iceh.1982-07.nc'" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n" + ] }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
    " + "
    " ] }, "metadata": {}, "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "==== backtrace (tid:2061347) ====\n", + " 0 0x0000000000012990 __funlockfile() :0\n", + " 1 0x0000000000168150 H5G_rootof() ???:0\n", + " 2 0x000000000016887f H5G_root_loc() ???:0\n", + " 3 0x0000000000160a68 H5G_loc_real() ???:0\n", + " 4 0x0000000000315b51 H5VL__native_object_get() ???:0\n", + " 5 0x0000000000305de8 H5VL_object_get() ???:0\n", + " 6 0x0000000000190c1f H5Iget_name() ???:0\n", + " 7 0x00000000000b6e03 reportobject() ???:0\n", + " 8 0x00000000000b6f8a reportopenobjects() ???:0\n", + " 9 0x00000000000b7a81 dumpopenobjects.isra.0() hdf5file.c:0\n", + "10 0x00000000000b7b12 nc4_close_netcdf4_file() ???:0\n", + "11 0x00000000000b7dc3 NC4_close() ???:0\n", + "12 0x0000000000082dc5 nc_close() ???:0\n", + "13 0x00000000000badea __pyx_pf_7netCDF4_8_netCDF4_7Dataset_14_close() /project/src/netCDF4/_netCDF4.c:30036\n", + "14 0x00000000000badea __pyx_pw_7netCDF4_8_netCDF4_7Dataset_15_close() /project/src/netCDF4/_netCDF4.c:29985\n", + "15 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30584\n", + "16 0x000000000009d5b2 Py_XDECREF() /opt/_internal/cpython-3.11.9/include/python3.11/object.h:602\n", + "17 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30585\n", + "18 0x000000000009d5b2 __pyx_pw_7netCDF4_8_netCDF4_7Dataset_19close() /project/src/netCDF4/_netCDF4.c:30472\n", + "19 0x00000000001f04dc PyObject_Vectorcall() ???:0\n", + "20 0x00000000001e39f9 _PyEval_EvalFrameDefault() ???:0\n", + "21 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", + "22 0x000000000020d792 PyObject_CallOneArg() ???:0\n", + "23 0x00000000002df57f slot_tp_finalize() :0\n", + "24 0x0000000000226a4b PyObject_CallFinalizerFromDealloc() ???:0\n", + "25 0x000000000022ff30 subtype_dealloc() :0\n", + "26 0x000000000022fca1 subtype_dealloc() :0\n", + "27 0x000000000022fca1 subtype_dealloc() :0\n", + "28 0x000000000022fca1 subtype_dealloc() :0\n", + "29 0x00000000001d4f4c dict_dealloc() :0\n", + "30 0x000000000022ff9e subtype_dealloc() :0\n", + "31 0x000000000022fca1 subtype_dealloc() :0\n", + "32 0x000000000022fca1 subtype_dealloc() :0\n", + "33 0x000000000022fca1 subtype_dealloc() :0\n", + "34 0x000000000022fca1 subtype_dealloc() :0\n", + "35 0x00000000001d4ee7 dict_dealloc() :0\n", + "36 0x00000000001d456a tupledealloc() :0\n", + "37 0x000000000022fca1 subtype_dealloc() :0\n", + "38 0x000000000022fca1 subtype_dealloc() :0\n", + "39 0x0000000000223ee7 set_dealloc() :0\n", + "40 0x000000000022fca1 subtype_dealloc() :0\n", + "41 0x00000000001d4ef7 dict_dealloc() :0\n", + "42 0x0000000000226dbc method_vectorcall() :0\n", + "43 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "44 0x0000000000226ca8 method_vectorcall() :0\n", + "45 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "46 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", + "47 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "48 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", + "49 0x0000000000212434 PyObject_Call() ???:0\n", + "50 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "51 0x00000000002ae178 gen_send_ex2() :0\n", + "52 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", + "53 0x00000000002ae178 gen_send_ex2() :0\n", + "54 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", + "55 0x00000000002ae178 gen_send_ex2() :0\n", + "56 0x00000000000076a6 task_step() :0\n", + "57 0x00000000001f761a cfunction_vectorcall_O() :0\n", + "=================================\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "BFD: Dwarf Error: Can't find .debug_ranges section.\n", + "==== backtrace (tid:2061351) ====\n", + " 0 0x0000000000012990 __funlockfile() :0\n", + " 1 0x00000000001465b9 H5FL_reg_malloc() ???:0\n", + " 2 0x000000000030d669 H5VL_set_vol_wrapper() ???:0\n", + " 3 0x00000000002fe6f8 H5VL_dataset_close() ???:0\n", + " 4 0x00000000000cb58c H5D__close_cb() H5Dint.c:0\n", + " 5 0x00000000001932a2 H5I_dec_app_ref_always_close() ???:0\n", + " 6 0x00000000000a5da9 H5Dclose() ???:0\n", + " 7 0x00000000000babcd nc4_rec_grp_HDF5_del.localalias() hdf5internal.c:0\n", + " 8 0x00000000000b7bcc nc4_close_hdf5_file() ???:0\n", + " 9 0x00000000000b7dc3 NC4_close() ???:0\n", + "10 0x0000000000082dc5 nc_close() ???:0\n", + "11 0x00000000000badea __pyx_pf_7netCDF4_8_netCDF4_7Dataset_14_close() /project/src/netCDF4/_netCDF4.c:30036\n", + "12 0x00000000000badea __pyx_pw_7netCDF4_8_netCDF4_7Dataset_15_close() /project/src/netCDF4/_netCDF4.c:29985\n", + "13 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30584\n", + "14 0x000000000009d5b2 Py_XDECREF() /opt/_internal/cpython-3.11.9/include/python3.11/object.h:602\n", + "15 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30585\n", + "16 0x000000000009d5b2 __pyx_pw_7netCDF4_8_netCDF4_7Dataset_19close() /project/src/netCDF4/_netCDF4.c:30472\n", + "17 0x00000000001f04dc PyObject_Vectorcall() ???:0\n", + "18 0x00000000001e39f9 _PyEval_EvalFrameDefault() ???:0\n", + "19 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", + "20 0x000000000020d792 PyObject_CallOneArg() ???:0\n", + "21 0x00000000002df57f slot_tp_finalize() :0\n", + "22 0x0000000000226a4b PyObject_CallFinalizerFromDealloc() ???:0\n", + "23 0x000000000022ff30 subtype_dealloc() :0\n", + "24 0x000000000022fca1 subtype_dealloc() :0\n", + "25 0x000000000022fca1 subtype_dealloc() :0\n", + "26 0x000000000022fca1 subtype_dealloc() :0\n", + "27 0x00000000001d4f4c dict_dealloc() :0\n", + "28 0x000000000022ff9e subtype_dealloc() :0\n", + "29 0x000000000022fca1 subtype_dealloc() :0\n", + "30 0x000000000022fca1 subtype_dealloc() :0\n", + "31 0x000000000022fca1 subtype_dealloc() :0\n", + "32 0x000000000022fca1 subtype_dealloc() :0\n", + "33 0x00000000001d4ee7 dict_dealloc() :0\n", + "34 0x00000000001d456a tupledealloc() :0\n", + "35 0x000000000022fca1 subtype_dealloc() :0\n", + "36 0x000000000022fca1 subtype_dealloc() :0\n", + "37 0x0000000000223ee7 set_dealloc() :0\n", + "38 0x000000000022fca1 subtype_dealloc() :0\n", + "39 0x00000000001d4ef7 dict_dealloc() :0\n", + "40 0x0000000000226dbc method_vectorcall() :0\n", + "41 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "42 0x0000000000226ca8 method_vectorcall() :0\n", + "43 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "44 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", + "45 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "46 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", + "47 0x0000000000212434 PyObject_Call() ???:0\n", + "48 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", + "49 0x00000000002ae178 gen_send_ex2() :0\n", + "50 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", + "51 0x00000000002ae178 gen_send_ex2() :0\n", + "52 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", + "53 0x00000000002ae178 gen_send_ex2() :0\n", + "54 0x00000000000076a6 task_step() :0\n", + "55 0x00000000001f761a cfunction_vectorcall_O() :0\n", + "56 0x0000000000191ae5 _PyObject_VectorcallTstate.lto_priv.7() :0\n", + "57 0x0000000000193b65 context_run() :0\n", + "=================================\n", + "2025-06-05 08:45:16,499 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:46059\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", + " bytes_read = self.read_from_fd(buf)\n", + " ^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", + " return self.socket.recv_into(buf, len(buf))\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + "ConnectionResetError: [Errno 104] Connection reset by peer\n", + "\n", + "The above exception was the direct cause of the following exception:\n", + "\n", + "Traceback (most recent call last):\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", + " response = await get_data_from_worker(\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2879, in get_data_from_worker\n", + " response = await send_recv(\n", + " ^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1018, in send_recv\n", + " response = await comm.read(deserializers=deserializers)\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", + " convert_stream_closed_error(self, e)\n", + " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", + " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", + "distributed.comm.core.CommClosedError: in Worker for gather local=tcp://127.0.0.1:52084 remote=tcp://127.0.0.1:46059>: ConnectionResetError: [Errno 104] Connection reset by peer\n" + ] } ], + "source": [ + "SH_area.groupby('time.month').mean('time').plot(label='Antarctic')\n", + "NH_area.groupby('time.month').mean('time').plot(label='Arctic')\n", + "\n", + "plt.legend()\n", + "plt.ylabel('Sea Ice Area (m$^{2}$)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Making Maps" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we just plot a selected month now, you see that everything North of 65N is skewed. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2025-05-29T06:27:21.399823Z", + "iopub.status.idle": "2025-05-29T06:27:21.399978Z", + "shell.execute_reply": "2025-05-29T06:27:21.399905Z", + "shell.execute_reply.started": "2025-05-29T06:27:21.399897Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "ax = plt.subplot(projection = ccrs.PlateCarree())\n", + "\n", + "sic.sel(time='1985-08').plot(cmap = cmo.ice)\n", + "ax.coastlines()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Most of our work is in the Southern Ocean, so maybe we don't care. But if you are interested in the Arctic, then we need to account for the tri-polar ocean grid that out models use. The easiest way out of that is using contourf, and the passing the x and y coordinates.\n", + "\n", + "See [Making Maps with Cartopy](https://cosima-recipes.readthedocs.io/en/latest/Tutorials/Making_Maps_with_Cartopy.html) tutorial for more help with plotting!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We need the geolon and geolat fields from the model for the actual (two-pole) coordinates, instead of the model (three-pole) coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2025-05-29T06:27:21.400499Z", + "iopub.status.idle": "2025-05-29T06:27:21.400659Z", + "shell.execute_reply": "2025-05-29T06:27:21.400585Z", + "shell.execute_reply.started": "2025-05-29T06:27:21.400578Z" + } + }, + "outputs": [], + "source": [ + "area" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2025-05-29T06:27:21.401213Z", + "iopub.status.idle": "2025-05-29T06:27:21.401375Z", + "shell.execute_reply": "2025-05-29T06:27:21.401295Z", + "shell.execute_reply.started": "2025-05-29T06:27:21.401288Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "sic=sic.assign_coords({\n", + " 'geolat': area.geolat_t,\n", + " 'geolon': area.geolon_t\n", + "})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use contourf, and the geolon and geolat fields" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2025-05-29T06:27:21.402372Z", + "iopub.status.idle": "2025-05-29T06:27:21.402534Z", + "shell.execute_reply": "2025-05-29T06:27:21.402457Z", + "shell.execute_reply.started": "2025-05-29T06:27:21.402450Z" + }, + "tags": [] + }, + "outputs": [], "source": [ "ax = plt.subplot(projection=ccrs.PlateCarree())\n", "\n", @@ -4734,8 +5833,14 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2025-05-29T06:27:21.402938Z", + "iopub.status.idle": "2025-05-29T06:27:21.403093Z", + "shell.execute_reply": "2025-05-29T06:27:21.403020Z", + "shell.execute_reply.started": "2025-05-29T06:27:21.403013Z" + }, "tags": [] }, "outputs": [], @@ -4776,22 +5881,17 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2025-05-29T06:27:21.403383Z", + "iopub.status.idle": "2025-05-29T06:27:21.403533Z", + "shell.execute_reply": "2025-05-29T06:27:21.403462Z", + "shell.execute_reply.started": "2025-05-29T06:27:21.403456Z" + }, "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "def plot_sh_si_conc():\n", " ax = plt.subplot(projection=ccrs.SouthPolarStereo())\n", @@ -4807,22 +5907,17 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2025-05-29T06:27:21.404612Z", + "iopub.status.idle": "2025-05-29T06:27:21.405118Z", + "shell.execute_reply": "2025-05-29T06:27:21.404888Z", + "shell.execute_reply.started": "2025-05-29T06:27:21.404867Z" + }, "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "def plot_nh_si_conc():\n", " ax = plt.subplot(projection=ccrs.NorthPolarStereo(central_longitude=-45))\n", @@ -4864,11 +5959,18 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2025-05-29T06:27:21.406385Z", + "iopub.status.idle": "2025-05-29T06:27:21.406868Z", + "shell.execute_reply": "2025-05-29T06:27:21.406646Z", + "shell.execute_reply.started": "2025-05-29T06:27:21.406625Z" + } + }, "outputs": [], "source": [ - "client.close()f" + "client.close()" ] }, { @@ -4881,9 +5983,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python [conda env:analysis3-25.05] *", "language": "python", - "name": "python3" + "name": "conda-env-analysis3-25.05-py" }, "language_info": { "codemirror_mode": { From fc0877b00ef2005dca0b85614b500a0cc170a05c Mon Sep 17 00:00:00 2001 From: Charles Turner Date: Thu, 5 Jun 2025 09:46:13 +1000 Subject: [PATCH 14/16] Rerun notebook with @anton-seaice's changes --- Recipes/Sea_Ice_Coordinates.ipynb | 2742 +++++------------- Recipes/Sea_Ice_Seasonality_Statistics.ipynb | 105 +- 2 files changed, 835 insertions(+), 2012 deletions(-) diff --git a/Recipes/Sea_Ice_Coordinates.ipynb b/Recipes/Sea_Ice_Coordinates.ipynb index e5b8cb59..fe3e8707 100644 --- a/Recipes/Sea_Ice_Coordinates.ipynb +++ b/Recipes/Sea_Ice_Coordinates.ipynb @@ -27,13 +27,6 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:37:35.904149Z", - "iopub.status.busy": "2025-06-04T22:37:35.903413Z", - "iopub.status.idle": "2025-06-04T22:37:39.714376Z", - "shell.execute_reply": "2025-06-04T22:37:39.713682Z", - "shell.execute_reply.started": "2025-06-04T22:37:35.904105Z" - }, "tags": [] }, "outputs": [], @@ -55,13 +48,6 @@ "cell_type": "code", "execution_count": 2, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:37:39.715510Z", - "iopub.status.busy": "2025-06-04T22:37:39.715137Z", - "iopub.status.idle": "2025-06-04T22:37:41.586701Z", - "shell.execute_reply": "2025-06-04T22:37:41.586079Z", - "shell.execute_reply.started": "2025-06-04T22:37:39.715496Z" - }, "tags": [] }, "outputs": [ @@ -72,7 +58,7 @@ "
    \n", "
    \n", "

    Client

    \n", - "

    Client-8560c505-4194-11f0-b3eb-00000189fe80

    \n", + "

    Client-b526e7e8-419c-11f0-b2bc-000003c2fe80

    \n", " \n", "\n", " \n", @@ -107,22 +93,22 @@ " \n", "
    \n", "

    LocalCluster

    \n", - "

    821632dc

    \n", + "

    a269a625

    \n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", @@ -144,11 +130,11 @@ "
    \n", "
    \n", "

    Scheduler

    \n", - "

    Scheduler-d0e69565-b3a1-4e6c-9bee-d5af18293e79

    \n", + "

    Scheduler-34147e78-9818-49cb-bf1a-0792be58e7ca

    \n", "
    \n", " Dashboard: /proxy/8787/status\n", " \n", - " Workers: 12\n", + " Workers: 7\n", "
    \n", - " Total threads: 12\n", + " Total threads: 7\n", " \n", - " Total memory: 46.00 GiB\n", + " Total memory: 32.00 GiB\n", "
    \n", " \n", " \n", "
    \n", - " Comm: tcp://127.0.0.1:37473\n", + " Comm: tcp://127.0.0.1:46311\n", " \n", " Workers: 0 \n", @@ -190,7 +176,7 @@ " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -235,7 +221,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:44859\n", + " Comm: tcp://127.0.0.1:39087\n", " \n", " Total threads: 1\n", @@ -198,21 +184,21 @@ "
    \n", - " Dashboard: /proxy/40981/status\n", + " Dashboard: /proxy/42941/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:38419\n", + " Nanny: tcp://127.0.0.1:44185\n", "
    \n", - " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-7p_54t6p\n", + " Local directory: /jobfs/142375585.gadi-pbs/dask-scratch-space/worker-c_006lb8\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -280,7 +266,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:41077\n", + " Comm: tcp://127.0.0.1:36051\n", " \n", " Total threads: 1\n", @@ -243,21 +229,21 @@ "
    \n", - " Dashboard: /proxy/37467/status\n", + " Dashboard: /proxy/35843/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:37583\n", + " Nanny: tcp://127.0.0.1:41445\n", "
    \n", - " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-121g6ont\n", + " Local directory: /jobfs/142375585.gadi-pbs/dask-scratch-space/worker-9n18_k41\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -325,7 +311,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:38705\n", + " Comm: tcp://127.0.0.1:33805\n", " \n", " Total threads: 1\n", @@ -288,21 +274,21 @@ "
    \n", - " Dashboard: /proxy/37381/status\n", + " Dashboard: /proxy/36935/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:36585\n", + " Nanny: tcp://127.0.0.1:35159\n", "
    \n", - " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-88y68tp2\n", + " Local directory: /jobfs/142375585.gadi-pbs/dask-scratch-space/worker-cqejstgs\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -370,7 +356,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:39631\n", + " Comm: tcp://127.0.0.1:41199\n", " \n", " Total threads: 1\n", @@ -333,21 +319,21 @@ "
    \n", - " Dashboard: /proxy/36865/status\n", + " Dashboard: /proxy/37075/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:37421\n", + " Nanny: tcp://127.0.0.1:44687\n", "
    \n", - " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-sz70inng\n", + " Local directory: /jobfs/142375585.gadi-pbs/dask-scratch-space/worker-voya_uch\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -415,7 +401,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:38459\n", + " Comm: tcp://127.0.0.1:40215\n", " \n", " Total threads: 1\n", @@ -378,21 +364,21 @@ "
    \n", - " Dashboard: /proxy/38191/status\n", + " Dashboard: /proxy/34671/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:34415\n", + " Nanny: tcp://127.0.0.1:40837\n", "
    \n", - " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-kmnv2b4z\n", + " Local directory: /jobfs/142375585.gadi-pbs/dask-scratch-space/worker-uliyzi5p\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -460,232 +446,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:44401\n", + " Comm: tcp://127.0.0.1:37551\n", " \n", " Total threads: 1\n", @@ -423,21 +409,21 @@ "
    \n", - " Dashboard: /proxy/42491/status\n", + " Dashboard: /proxy/46461/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:34867\n", + " Nanny: tcp://127.0.0.1:35617\n", "
    \n", - " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-4ulbn8a0\n", + " Local directory: /jobfs/142375585.gadi-pbs/dask-scratch-space/worker-icr8nl8p\n", "
    \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:34471\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/42177/status\n", - " \n", - " Memory: 3.83 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:44707\n", - "
    \n", - " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-de_8q2qi\n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 7

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:36183\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/39093/status\n", - " \n", - " Memory: 3.83 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:38609\n", - "
    \n", - " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-wycxe2ob\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 8

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:46059\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/45579/status\n", - " \n", - " Memory: 3.83 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:33589\n", - "
    \n", - " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-9sob81r9\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 9

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:39167\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/34841/status\n", - " \n", - " Memory: 3.83 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:43241\n", - "
    \n", - " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-i1m10517\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 10

    \n", - "
    \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n", - " \n", - "\n", - " \n", - "\n", - "
    \n", - " Comm: tcp://127.0.0.1:44359\n", - " \n", - " Total threads: 1\n", - "
    \n", - " Dashboard: /proxy/41157/status\n", - " \n", - " Memory: 3.83 GiB\n", - "
    \n", - " Nanny: tcp://127.0.0.1:43797\n", - "
    \n", - " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-bks5qibq\n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "
    \n", - "
    \n", - "
    \n", - "
    \n", - " \n", - "

    Worker: 11

    \n", - "
    \n", - " \n", - " \n", - " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -734,38 +495,12 @@ "" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2025-06-05 08:44:49,539 - distributed.nanny - WARNING - Restarting worker\n", - "2025-06-05 08:44:50,077 - distributed.nanny - WARNING - Restarting worker\n", - "2025-06-05 08:45:03,648 - distributed.scheduler - WARNING - Removing worker 'tcp://127.0.0.1:44859' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('array-46c75a2fc90441e2f7d5df2f45f7b9a2', 9), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1035, 0, 0), ('array-46c75a2fc90441e2f7d5df2f45f7b9a2', 11), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1089, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1053, 0, 0)} (stimulus_id='handle-worker-cleanup-1749077103.6484556')\n", - "2025-06-05 08:45:03,662 - distributed.nanny - WARNING - Restarting worker\n", - "2025-06-05 08:45:04,477 - distributed.nanny.memory - WARNING - Worker tcp://127.0.0.1:41077 (pid=2061323) exceeded 95% memory budget. Restarting...\n", - "2025-06-05 08:45:04,717 - distributed.scheduler - WARNING - Removing worker 'tcp://127.0.0.1:41077' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('concatenate-5871ca6849a8be7591cde29e23a52d45', 1084, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1039, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1048, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1083, 0, 0)} (stimulus_id='handle-worker-cleanup-1749077104.7171667')\n", - "2025-06-05 08:45:04,721 - distributed.nanny - WARNING - Restarting worker\n", - "2025-06-05 08:45:05,355 - distributed.scheduler - WARNING - Removing worker 'tcp://127.0.0.1:38705' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('concatenate-5871ca6849a8be7591cde29e23a52d45', 1092, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1035, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1061, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1042, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1055, 0, 0), ('array-46c75a2fc90441e2f7d5df2f45f7b9a2', 4), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1062, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1053, 0, 0)} (stimulus_id='handle-worker-cleanup-1749077105.355228')\n", - "2025-06-05 08:45:05,364 - distributed.nanny - WARNING - Restarting worker\n", - "2025-06-05 08:45:06,045 - distributed.scheduler - WARNING - Removing worker 'tcp://127.0.0.1:44359' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('concatenate-5871ca6849a8be7591cde29e23a52d45', 1008, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1007, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 997, 0, 0), ('array-46c75a2fc90441e2f7d5df2f45f7b9a2', 1), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 998, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 979, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1052, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1034, 0, 0)} (stimulus_id='handle-worker-cleanup-1749077106.0449142')\n", - "2025-06-05 08:45:06,056 - distributed.nanny - WARNING - Restarting worker\n", - "2025-06-05 08:45:06,433 - distributed.scheduler - WARNING - Removing worker 'tcp://127.0.0.1:37537' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('concatenate-5871ca6849a8be7591cde29e23a52d45', 1047, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1051, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1037, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1050, 0, 0), ('open_dataset-original-concatenate-5871ca6849a8be7591cde29e23a52d45', 1007, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1055, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1039, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1048, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1045, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1046, 0, 0)} (stimulus_id='handle-worker-cleanup-1749077106.433508')\n", - "2025-06-05 08:45:06,438 - distributed.nanny - WARNING - Restarting worker\n", - "2025-06-05 08:45:07,965 - distributed.scheduler - WARNING - Removing worker 'tcp://127.0.0.1:35091' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('concatenate-5871ca6849a8be7591cde29e23a52d45', 971, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1006, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 993, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1007, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 970, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1055, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 992, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1005, 0, 0)} (stimulus_id='handle-worker-cleanup-1749077107.9650247')\n", - "2025-06-05 08:45:07,978 - distributed.nanny - WARNING - Restarting worker\n", - "2025-06-05 08:45:15,490 - distributed.scheduler - WARNING - Removing worker 'tcp://127.0.0.1:39855' caused the cluster to lose already computed task(s), which will be recomputed elsewhere: {('concatenate-5871ca6849a8be7591cde29e23a52d45', 1075, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1059, 0, 0), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1010, 0, 0), ('array-46c75a2fc90441e2f7d5df2f45f7b9a2', 4), ('concatenate-5871ca6849a8be7591cde29e23a52d45', 1011, 0, 0)} (stimulus_id='handle-worker-cleanup-1749077115.4902117')\n", - "2025-06-05 08:45:15,493 - distributed.nanny - WARNING - Restarting worker\n", - "2025-06-05 08:45:15,651 - distributed.nanny - WARNING - Restarting worker\n", - "2025-06-05 08:45:16,453 - distributed.nanny - WARNING - Restarting worker\n", - "2025-06-05 08:45:16,505 - distributed.nanny - WARNING - Restarting worker\n" - ] } ], "source": [ @@ -784,13 +519,6 @@ "cell_type": "code", "execution_count": 3, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:37:41.587273Z", - "iopub.status.busy": "2025-06-04T22:37:41.587135Z", - "iopub.status.idle": "2025-06-04T22:37:41.590515Z", - "shell.execute_reply": "2025-06-04T22:37:41.589806Z", - "shell.execute_reply.started": "2025-06-04T22:37:41.587260Z" - }, "tags": [] }, "outputs": [], @@ -813,13 +541,6 @@ "cell_type": "code", "execution_count": 4, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:37:41.591500Z", - "iopub.status.busy": "2025-06-04T22:37:41.591360Z", - "iopub.status.idle": "2025-06-04T22:37:42.337405Z", - "shell.execute_reply": "2025-06-04T22:37:42.336536Z", - "shell.execute_reply.started": "2025-06-04T22:37:41.591487Z" - }, "tags": [] }, "outputs": [], @@ -842,13 +563,6 @@ "cell_type": "code", "execution_count": 5, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:37:42.337973Z", - "iopub.status.busy": "2025-06-04T22:37:42.337825Z", - "iopub.status.idle": "2025-06-04T22:37:42.342439Z", - "shell.execute_reply": "2025-06-04T22:37:42.341779Z", - "shell.execute_reply.started": "2025-06-04T22:37:42.337960Z" - }, "tags": [] }, "outputs": [], @@ -882,13 +596,6 @@ "cell_type": "code", "execution_count": 6, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:37:42.413935Z", - "iopub.status.busy": "2025-06-04T22:37:42.413687Z", - "iopub.status.idle": "2025-06-04T22:37:45.731686Z", - "shell.execute_reply": "2025-06-04T22:37:45.730854Z", - "shell.execute_reply.started": "2025-06-04T22:37:42.413919Z" - }, "tags": [] }, "outputs": [ @@ -992,15 +699,8 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:38:44.964435Z", - "iopub.status.busy": "2025-06-04T22:38:44.962903Z", - "iopub.status.idle": "2025-06-04T22:38:45.075380Z", - "shell.execute_reply": "2025-06-04T22:38:45.074549Z", - "shell.execute_reply.started": "2025-06-04T22:38:44.964362Z" - }, "tags": [] }, "outputs": [ @@ -1104,15 +804,8 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:38:45.928944Z", - "iopub.status.busy": "2025-06-04T22:38:45.927930Z", - "iopub.status.idle": "2025-06-04T22:39:45.061558Z", - "shell.execute_reply": "2025-06-04T22:39:45.060459Z", - "shell.execute_reply.started": "2025-06-04T22:38:45.928900Z" - }, "tags": [] }, "outputs": [ @@ -1145,15 +838,8 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:39:45.126992Z", - "iopub.status.busy": "2025-06-04T22:39:45.124286Z", - "iopub.status.idle": "2025-06-04T22:39:45.175028Z", - "shell.execute_reply": "2025-06-04T22:39:45.174377Z", - "shell.execute_reply.started": "2025-06-04T22:39:45.126951Z" - }, "tags": [] }, "outputs": [ @@ -1541,7 +1227,7 @@ " coordinates: TLON TLAT time\n", " cell_measures: area: tarea\n", " cell_methods: time: mean\n", - " time_rep: averaged
    \n", - " Comm: tcp://127.0.0.1:35091\n", + " Comm: tcp://127.0.0.1:42569\n", " \n", " Total threads: 1\n", @@ -693,21 +454,21 @@ "
    \n", - " Dashboard: /proxy/40149/status\n", + " Dashboard: /proxy/40325/status\n", " \n", - " Memory: 3.83 GiB\n", + " Memory: 4.57 GiB\n", "
    \n", - " Nanny: tcp://127.0.0.1:40039\n", + " Nanny: tcp://127.0.0.1:37035\n", "
    \n", - " Local directory: /jobfs/142371552.gadi-pbs/dask-scratch-space/worker-mlpna31m\n", + " Local directory: /jobfs/142375585.gadi-pbs/dask-scratch-space/worker-q4msfv_0\n", "
    \n", + " time_rep: averaged
    \n", " \n", "
    \n", " \n", @@ -1655,13 +1341,13 @@ "\n", " \n", " \n", - "
    • time
      (time)
      object
      1900-02-01 00:00:00 ... 2180-01-...
      long_name :
      model time
      bounds :
      time_bounds
      array([cftime.DatetimeNoLeap(1900, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
      +       "
    • time
      (time)
      object
      1900-02-01 00:00:00 ... 2180-01-...
      long_name :
      model time
      bounds :
      time_bounds
      array([cftime.DatetimeNoLeap(1900, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(1900, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(1900, 4, 1, 0, 0, 0, 0, has_year_zero=True), ...,\n",
              "       cftime.DatetimeNoLeap(2179, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(2179, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
              "       cftime.DatetimeNoLeap(2180, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
      -       "      dtype=object)
    • time
      PandasIndex
      PandasIndex(CFTimeIndex([1900-02-01 00:00:00, 1900-03-01 00:00:00, 1900-04-01 00:00:00,\n",
      +       "      dtype=object)
    • time
      PandasIndex
      PandasIndex(CFTimeIndex([1900-02-01 00:00:00, 1900-03-01 00:00:00, 1900-04-01 00:00:00,\n",
              "             1900-05-01 00:00:00, 1900-06-01 00:00:00, 1900-07-01 00:00:00,\n",
              "             1900-08-01 00:00:00, 1900-09-01 00:00:00, 1900-10-01 00:00:00,\n",
              "             1900-11-01 00:00:00,\n",
      @@ -1670,7 +1356,7 @@
              "             2179-07-01 00:00:00, 2179-08-01 00:00:00, 2179-09-01 00:00:00,\n",
              "             2179-10-01 00:00:00, 2179-11-01 00:00:00, 2179-12-01 00:00:00,\n",
              "             2180-01-01 00:00:00],\n",
      -       "            dtype='object', length=3360, calendar='noleap', freq='MS'))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " + " dtype='object', length=3360, calendar='noleap', freq='MS'))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " ], "text/plain": [ " Size: 131GB\n", @@ -1687,7 +1373,7 @@ " time_rep: averaged" ] }, - "execution_count": 14, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1709,15 +1395,8 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 10, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:39:45.175500Z", - "iopub.status.busy": "2025-06-04T22:39:45.175369Z", - "iopub.status.idle": "2025-06-04T22:39:45.192824Z", - "shell.execute_reply": "2025-06-04T22:39:45.191578Z", - "shell.execute_reply.started": "2025-06-04T22:39:45.175487Z" - }, "tags": [] }, "outputs": [], @@ -1735,15 +1414,8 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 11, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:39:45.197227Z", - "iopub.status.busy": "2025-06-04T22:39:45.196556Z", - "iopub.status.idle": "2025-06-04T22:39:45.639727Z", - "shell.execute_reply": "2025-06-04T22:39:45.638916Z", - "shell.execute_reply.started": "2025-06-04T22:39:45.197188Z" - }, "tags": [] }, "outputs": [ @@ -2131,7 +1803,7 @@ " coordinates: TLON TLAT time\n", " cell_measures: area: tarea\n", " cell_methods: time: mean\n", - " time_rep: averaged" + " dtype='object', length=120, calendar='noleap', freq='ME'))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " ], "text/plain": [ " Size: 5GB\n", @@ -2377,7 +2049,7 @@ " time_rep: averaged" ] }, - "execution_count": 16, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -2397,15 +2069,8 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 12, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:39:45.640610Z", - "iopub.status.busy": "2025-06-04T22:39:45.640459Z", - "iopub.status.idle": "2025-06-04T22:40:04.836170Z", - "shell.execute_reply": "2025-06-04T22:40:04.835351Z", - "shell.execute_reply.started": "2025-06-04T22:39:45.640598Z" - }, "tags": [] }, "outputs": [ @@ -2807,26 +2472,26 @@ " long_name: tracer cell area\n", " units: m^2\n", " valid_range: [0.e+00 1.e+15]\n", - " cell_methods: time: point
  • long_name :
    tracer cell area
    units :
    m^2
    valid_range :
    [0.e+00 1.e+15]
    cell_methods :
    time: point
  • " ], "text/plain": [ " Size: 39MB\n", @@ -2867,7 +2532,7 @@ " cell_methods: time: point" ] }, - "execution_count": 17, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -2896,15 +2561,8 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 13, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:40:04.837584Z", - "iopub.status.busy": "2025-06-04T22:40:04.837118Z", - "iopub.status.idle": "2025-06-04T22:40:04.846288Z", - "shell.execute_reply": "2025-06-04T22:40:04.844544Z", - "shell.execute_reply.started": "2025-06-04T22:40:04.837563Z" - }, "tags": [] }, "outputs": [], @@ -2921,16 +2579,8 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:40:04.848187Z", - "iopub.status.busy": "2025-06-04T22:40:04.847365Z", - "iopub.status.idle": "2025-06-04T22:40:04.875125Z", - "shell.execute_reply": "2025-06-04T22:40:04.874163Z", - "shell.execute_reply.started": "2025-06-04T22:40:04.848166Z" - } - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "data": { @@ -3317,7 +2967,7 @@ " coordinates: TLON TLAT time\n", " cell_measures: area: tarea\n", " cell_methods: time: mean\n", - " time_rep: averaged" + " dtype='float64', name='yt_ocean', length=2700))
  • units :
    1
    long_name :
    ice area (aggregate)
    coordinates :
    TLON TLAT time
    cell_measures :
    area: tarea
    cell_methods :
    time: mean
    time_rep :
    averaged
  • " ], "text/plain": [ " Size: 5GB\n", @@ -3583,7 +3233,7 @@ " time_rep: averaged" ] }, - "execution_count": 19, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -3605,15 +3255,8 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 15, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:40:04.876050Z", - "iopub.status.busy": "2025-06-04T22:40:04.875807Z", - "iopub.status.idle": "2025-06-04T22:40:04.886423Z", - "shell.execute_reply": "2025-06-04T22:40:04.885545Z", - "shell.execute_reply.started": "2025-06-04T22:40:04.876027Z" - }, "tags": [] }, "outputs": [ @@ -3638,7 +3281,7 @@ " Grid Mappings: n/a" ] }, - "execution_count": 20, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -3681,15 +3324,8 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 16, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:40:04.887742Z", - "iopub.status.busy": "2025-06-04T22:40:04.887541Z", - "iopub.status.idle": "2025-06-04T22:40:04.938186Z", - "shell.execute_reply": "2025-06-04T22:40:04.937582Z", - "shell.execute_reply.started": "2025-06-04T22:40:04.887723Z" - }, "tags": [] }, "outputs": [ @@ -3714,7 +3350,7 @@ " Grid Mappings: n/a" ] }, - "execution_count": 21, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -3732,15 +3368,8 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 17, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:44:41.427312Z", - "iopub.status.busy": "2025-06-04T22:44:41.426230Z", - "iopub.status.idle": "2025-06-04T22:44:41.520217Z", - "shell.execute_reply": "2025-06-04T22:44:41.518025Z", - "shell.execute_reply.started": "2025-06-04T22:44:41.427262Z" - }, "tags": [] }, "outputs": [ @@ -4120,7 +3749,7 @@ "
    <xarray.DataArray (time: 120)> Size: 480B\n",
            "dask.array<sum-aggregate, shape=(120,), dtype=float32, chunksize=(11,), chunktype=numpy.ndarray>\n",
            "Coordinates:\n",
    -       "  * time     (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00
    " + " dtype='object', length=120, calendar='noleap', freq='ME'))
  • " ], "text/plain": [ " Size: 480B\n", @@ -4324,7 +3953,7 @@ " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00" ] }, - "execution_count": 24, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -4345,15 +3974,8 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 18, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:44:45.856375Z", - "iopub.status.busy": "2025-06-04T22:44:45.855731Z", - "iopub.status.idle": "2025-06-04T22:44:49.523835Z", - "shell.execute_reply": "2025-06-04T22:44:49.522317Z", - "shell.execute_reply.started": "2025-06-04T22:44:45.856331Z" - }, "tags": [] }, "outputs": [ @@ -4366,74 +3988,18 @@ "Consider loading the data with Dask directly\n", " or using futures or delayed objects to embed the data into the graph without repetition.\n", "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", - " warnings.warn(\n", - "[gadi-cpu-clx-2947:2061332:0:2061332] Caught signal 11 (Segmentation fault: address not mapped to object at address 0x45)\n", - "2025-06-05 08:44:49,105 - distributed.worker - ERROR - Compute Failed\n", - "Key: ('open_dataset-original-concatenate-5871ca6849a8be7591cde29e23a52d45', 1042, 0, 0)\n", - "State: executing\n", - "Task: \n", - "Exception: \"OSError(-101, 'NetCDF: HDF error')\"\n", - "Traceback: ' File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/dask/array/core.py\", line 141, in getter\\n c = np.asarray(c)\\n ^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 576, in __array__\\n return np.asarray(self.get_duck_array(), dtype=dtype)\\n ^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 579, in get_duck_array\\n return self.array.get_duck_array()\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 790, in get_duck_array\\n return self.array.get_duck_array()\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 660, in get_duck_array\\n array = array.get_duck_array()\\n ^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/coding/common.py\", line 76, in get_duck_array\\n return self.func(self.array.get_duck_array())\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 653, in get_duck_array\\n array = self.array[self.key]\\n ~~~~~~~~~~^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py\", line 103, in __getitem__\\n return indexing.explicit_indexing_adapter(\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 1014, in explicit_indexing_adapter\\n result = raw_indexing_method(raw_key.tuple)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py\", line 115, in _getitem\\n original_array = self.get_array(needs_lock=False)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py\", line 94, in get_array\\n ds = self.datastore._acquire(needs_lock)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py\", line 455, in _acquire\\n with self._manager.acquire_context(needs_lock) as root:\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/contextlib.py\", line 137, in __enter__\\n return next(self.gen)\\n ^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py\", line 199, in acquire_context\\n file, cached = self._acquire_with_cache_info(needs_lock)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py\", line 217, in _acquire_with_cache_info\\n file = self._opener(*self._args, **kwargs)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"src/netCDF4/_netCDF4.pyx\", line 2470, in netCDF4._netCDF4.Dataset.__init__\\n File \"src/netCDF4/_netCDF4.pyx\", line 2107, in netCDF4._netCDF4._ensure_nc_success\\n'\n", - "\n", - "Exception ignored in: \n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py\", line 250, in __del__\n", - " self.close(needs_lock=False)\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py\", line 234, in close\n", - " file.close()\n", - " File \"src/netCDF4/_netCDF4.pyx\", line 2618, in netCDF4._netCDF4.Dataset.close\n", - " File \"src/netCDF4/_netCDF4.pyx\", line 2585, in netCDF4._netCDF4.Dataset._close\n", - " File \"src/netCDF4/_netCDF4.pyx\", line 2113, in netCDF4._netCDF4._ensure_nc_success\n", - "RuntimeError: NetCDF: HDF error\n", - "[gadi-cpu-clx-2947:2061337:0:2064013] Caught signal 11 (Segmentation fault: Sent by the kernel at address (nil))\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n" - ] - }, - { - "ename": "OSError", - "evalue": "[Errno -101] NetCDF: HDF error: '/g/data/cj50/access-om2/raw-output/access-om2-01/01deg_jra55v13_ryf9091/output343/ice/OUTPUT/iceh.1986-11.nc'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py:211\u001b[0m, in \u001b[0;36m_acquire_with_cache_info\u001b[0;34m()\u001b[0m\n\u001b[1;32m 210\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 211\u001b[0m file \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_key]\n\u001b[1;32m 212\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/lru_cache.py:56\u001b[0m, in \u001b[0;36m__getitem__\u001b[0;34m()\u001b[0m\n\u001b[1;32m 55\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock:\n\u001b[0;32m---> 56\u001b[0m value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache[key]\n\u001b[1;32m 57\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache\u001b[38;5;241m.\u001b[39mmove_to_end(key)\n", - "\u001b[0;31mKeyError\u001b[0m: [, ('/g/data/cj50/access-om2/raw-output/access-om2-01/01deg_jra55v13_ryf9091/output343/ice/OUTPUT/iceh.1986-11.nc',), 'r', (('clobber', True), ('diskless', False), ('format', 'NETCDF4'), ('persist', False)), '1140de06-2a03-46aa-a7c5-621a5174c723']", - "\nDuring handling of the above exception, another exception occurred:\n", - "\u001b[0;31mOSError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[25], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mSH_area\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabel\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mAntarctic\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2\u001b[0m NH_area\u001b[38;5;241m.\u001b[39mplot(label \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mArctic\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 4\u001b[0m plt\u001b[38;5;241m.\u001b[39mlegend(loc\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlower right\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/plot/accessor.py:48\u001b[0m, in \u001b[0;36mDataArrayPlotAccessor.__call__\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(dataarray_plot\u001b[38;5;241m.\u001b[39mplot, assigned\u001b[38;5;241m=\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__doc__\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__annotations__\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m 47\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Any:\n\u001b[0;32m---> 48\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdataarray_plot\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_da\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/plot/dataarray_plot.py:271\u001b[0m, in \u001b[0;36mplot\u001b[0;34m(darray, row, col, col_wrap, ax, hue, subplot_kws, **kwargs)\u001b[0m\n\u001b[1;32m 220\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mplot\u001b[39m(\n\u001b[1;32m 221\u001b[0m darray: DataArray,\n\u001b[1;32m 222\u001b[0m \u001b[38;5;241m*\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 229\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any,\n\u001b[1;32m 230\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Any:\n\u001b[1;32m 231\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 232\u001b[0m \u001b[38;5;124;03m Default plot of DataArray using :py:mod:`matplotlib:matplotlib.pyplot`.\u001b[39;00m\n\u001b[1;32m 233\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 267\u001b[0m \u001b[38;5;124;03m xarray.DataArray.squeeze\u001b[39;00m\n\u001b[1;32m 268\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m 269\u001b[0m darray \u001b[38;5;241m=\u001b[39m \u001b[43mdarray\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msqueeze\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 270\u001b[0m \u001b[43m \u001b[49m\u001b[43md\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43md\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43ms\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mdarray\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msizes\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mitems\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43ms\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m==\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mand\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43md\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mrow\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcol\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhue\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m--> 271\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompute\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 273\u001b[0m plot_dims \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mset\u001b[39m(darray\u001b[38;5;241m.\u001b[39mdims)\n\u001b[1;32m 274\u001b[0m plot_dims\u001b[38;5;241m.\u001b[39mdiscard(row)\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/dataarray.py:1215\u001b[0m, in \u001b[0;36mDataArray.compute\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 1190\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Manually trigger loading of this array's data from disk or a\u001b[39;00m\n\u001b[1;32m 1191\u001b[0m \u001b[38;5;124;03mremote source into memory and return a new array.\u001b[39;00m\n\u001b[1;32m 1192\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1212\u001b[0m \u001b[38;5;124;03mdask.compute\u001b[39;00m\n\u001b[1;32m 1213\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1214\u001b[0m new \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcopy(deep\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m-> 1215\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mnew\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/dataarray.py:1183\u001b[0m, in \u001b[0;36mDataArray.load\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 1163\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mload\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Self:\n\u001b[1;32m 1164\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Manually trigger loading of this array's data from disk or a\u001b[39;00m\n\u001b[1;32m 1165\u001b[0m \u001b[38;5;124;03m remote source into memory and return this array.\u001b[39;00m\n\u001b[1;32m 1166\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1181\u001b[0m \u001b[38;5;124;03m dask.compute\u001b[39;00m\n\u001b[1;32m 1182\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 1183\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_to_temp_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1184\u001b[0m new \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_from_temp_dataset(ds)\n\u001b[1;32m 1185\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_variable \u001b[38;5;241m=\u001b[39m new\u001b[38;5;241m.\u001b[39m_variable\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/dataset.py:541\u001b[0m, in \u001b[0;36mDataset.load\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 538\u001b[0m chunkmanager \u001b[38;5;241m=\u001b[39m get_chunked_array_type(\u001b[38;5;241m*\u001b[39mlazy_data\u001b[38;5;241m.\u001b[39mvalues())\n\u001b[1;32m 540\u001b[0m \u001b[38;5;66;03m# evaluate all the chunked arrays simultaneously\u001b[39;00m\n\u001b[0;32m--> 541\u001b[0m evaluated_data: \u001b[38;5;28mtuple\u001b[39m[np\u001b[38;5;241m.\u001b[39mndarray[Any, Any], \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mchunkmanager\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 542\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mlazy_data\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalues\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m 543\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 545\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m k, data \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m(lazy_data, evaluated_data, strict\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[1;32m 546\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvariables[k]\u001b[38;5;241m.\u001b[39mdata \u001b[38;5;241m=\u001b[39m data\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/namedarray/daskmanager.py:85\u001b[0m, in \u001b[0;36mDaskManager.compute\u001b[0;34m(self, *data, **kwargs)\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mcompute\u001b[39m(\n\u001b[1;32m 81\u001b[0m \u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39mdata: Any, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any\n\u001b[1;32m 82\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mtuple\u001b[39m[np\u001b[38;5;241m.\u001b[39mndarray[Any, _DType_co], \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m]:\n\u001b[1;32m 83\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mdask\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01marray\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m compute\n\u001b[0;32m---> 85\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mcompute\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/dask/base.py:681\u001b[0m, in \u001b[0;36mcompute\u001b[0;34m(traverse, optimize_graph, scheduler, get, *args, **kwargs)\u001b[0m\n\u001b[1;32m 678\u001b[0m expr \u001b[38;5;241m=\u001b[39m expr\u001b[38;5;241m.\u001b[39moptimize()\n\u001b[1;32m 679\u001b[0m keys \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(flatten(expr\u001b[38;5;241m.\u001b[39m__dask_keys__()))\n\u001b[0;32m--> 681\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[43mschedule\u001b[49m\u001b[43m(\u001b[49m\u001b[43mexpr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkeys\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 683\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m repack(results)\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:576\u001b[0m, in \u001b[0;36m__array__\u001b[0;34m()\u001b[0m\n\u001b[1;32m 574\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39masarray(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_duck_array(), dtype\u001b[38;5;241m=\u001b[39mdtype, copy\u001b[38;5;241m=\u001b[39mcopy)\n\u001b[1;32m 575\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 576\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39masarray(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_duck_array(), dtype\u001b[38;5;241m=\u001b[39mdtype)\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:579\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 578\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget_duck_array\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m--> 579\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray\u001b[38;5;241m.\u001b[39mget_duck_array()\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:790\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 789\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget_duck_array\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m--> 790\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray\u001b[38;5;241m.\u001b[39mget_duck_array()\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:660\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 655\u001b[0m \u001b[38;5;66;03m# self.array[self.key] is now a numpy array when\u001b[39;00m\n\u001b[1;32m 656\u001b[0m \u001b[38;5;66;03m# self.array is a BackendArray subclass\u001b[39;00m\n\u001b[1;32m 657\u001b[0m \u001b[38;5;66;03m# and self.key is BasicIndexer((slice(None, None, None),))\u001b[39;00m\n\u001b[1;32m 658\u001b[0m \u001b[38;5;66;03m# so we need the explicit check for ExplicitlyIndexed\u001b[39;00m\n\u001b[1;32m 659\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(array, ExplicitlyIndexed):\n\u001b[0;32m--> 660\u001b[0m array \u001b[38;5;241m=\u001b[39m array\u001b[38;5;241m.\u001b[39mget_duck_array()\n\u001b[1;32m 661\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _wrap_numpy_scalars(array)\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/coding/common.py:76\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 75\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget_duck_array\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m---> 76\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunc(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray\u001b[38;5;241m.\u001b[39mget_duck_array())\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:653\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 649\u001b[0m array \u001b[38;5;241m=\u001b[39m apply_indexer(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkey)\n\u001b[1;32m 650\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 651\u001b[0m \u001b[38;5;66;03m# If the array is not an ExplicitlyIndexedNDArrayMixin,\u001b[39;00m\n\u001b[1;32m 652\u001b[0m \u001b[38;5;66;03m# it may wrap a BackendArray so use its __getitem__\u001b[39;00m\n\u001b[0;32m--> 653\u001b[0m array \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkey]\n\u001b[1;32m 655\u001b[0m \u001b[38;5;66;03m# self.array[self.key] is now a numpy array when\u001b[39;00m\n\u001b[1;32m 656\u001b[0m \u001b[38;5;66;03m# self.array is a BackendArray subclass\u001b[39;00m\n\u001b[1;32m 657\u001b[0m \u001b[38;5;66;03m# and self.key is BasicIndexer((slice(None, None, None),))\u001b[39;00m\n\u001b[1;32m 658\u001b[0m \u001b[38;5;66;03m# so we need the explicit check for ExplicitlyIndexed\u001b[39;00m\n\u001b[1;32m 659\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(array, ExplicitlyIndexed):\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py:103\u001b[0m, in \u001b[0;36m__getitem__\u001b[0;34m()\u001b[0m\n\u001b[1;32m 102\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m__getitem__\u001b[39m(\u001b[38;5;28mself\u001b[39m, key):\n\u001b[0;32m--> 103\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m indexing\u001b[38;5;241m.\u001b[39mexplicit_indexing_adapter(\n\u001b[1;32m 104\u001b[0m key, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mshape, indexing\u001b[38;5;241m.\u001b[39mIndexingSupport\u001b[38;5;241m.\u001b[39mOUTER, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem\n\u001b[1;32m 105\u001b[0m )\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:1014\u001b[0m, in \u001b[0;36mexplicit_indexing_adapter\u001b[0;34m()\u001b[0m\n\u001b[1;32m 992\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Support explicit indexing by delegating to a raw indexing method.\u001b[39;00m\n\u001b[1;32m 993\u001b[0m \n\u001b[1;32m 994\u001b[0m \u001b[38;5;124;03mOuter and/or vectorized indexers are supported by indexing a second time\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1011\u001b[0m \u001b[38;5;124;03mIndexing result, in the form of a duck numpy-array.\u001b[39;00m\n\u001b[1;32m 1012\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1013\u001b[0m raw_key, numpy_indices \u001b[38;5;241m=\u001b[39m decompose_indexer(key, shape, indexing_support)\n\u001b[0;32m-> 1014\u001b[0m result \u001b[38;5;241m=\u001b[39m raw_indexing_method(raw_key\u001b[38;5;241m.\u001b[39mtuple)\n\u001b[1;32m 1015\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m numpy_indices\u001b[38;5;241m.\u001b[39mtuple:\n\u001b[1;32m 1016\u001b[0m \u001b[38;5;66;03m# index the loaded duck array\u001b[39;00m\n\u001b[1;32m 1017\u001b[0m indexable \u001b[38;5;241m=\u001b[39m as_indexable(result)\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py:115\u001b[0m, in \u001b[0;36m_getitem\u001b[0;34m()\u001b[0m\n\u001b[1;32m 113\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 114\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdatastore\u001b[38;5;241m.\u001b[39mlock:\n\u001b[0;32m--> 115\u001b[0m original_array \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_array(needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[1;32m 116\u001b[0m array \u001b[38;5;241m=\u001b[39m getitem(original_array, key)\n\u001b[1;32m 117\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mIndexError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m 118\u001b[0m \u001b[38;5;66;03m# Catch IndexError in netCDF4 and return a more informative\u001b[39;00m\n\u001b[1;32m 119\u001b[0m \u001b[38;5;66;03m# error message. This is most often called when an unsorted\u001b[39;00m\n\u001b[1;32m 120\u001b[0m \u001b[38;5;66;03m# indexer is used before the data is loaded from disk.\u001b[39;00m\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py:94\u001b[0m, in \u001b[0;36mget_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget_array\u001b[39m(\u001b[38;5;28mself\u001b[39m, needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[0;32m---> 94\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdatastore\u001b[38;5;241m.\u001b[39m_acquire(needs_lock)\n\u001b[1;32m 95\u001b[0m variable \u001b[38;5;241m=\u001b[39m ds\u001b[38;5;241m.\u001b[39mvariables[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvariable_name]\n\u001b[1;32m 96\u001b[0m variable\u001b[38;5;241m.\u001b[39mset_auto_maskandscale(\u001b[38;5;28;01mFalse\u001b[39;00m)\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py:455\u001b[0m, in \u001b[0;36m_acquire\u001b[0;34m()\u001b[0m\n\u001b[1;32m 454\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m_acquire\u001b[39m(\u001b[38;5;28mself\u001b[39m, needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[0;32m--> 455\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_manager\u001b[38;5;241m.\u001b[39macquire_context(needs_lock) \u001b[38;5;28;01mas\u001b[39;00m root:\n\u001b[1;32m 456\u001b[0m ds \u001b[38;5;241m=\u001b[39m _nc4_require_group(root, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_group, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode)\n\u001b[1;32m 457\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ds\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/contextlib.py:137\u001b[0m, in \u001b[0;36m__enter__\u001b[0;34m()\u001b[0m\n\u001b[1;32m 135\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39margs, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkwds, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunc\n\u001b[1;32m 136\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 137\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mnext\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgen)\n\u001b[1;32m 138\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m:\n\u001b[1;32m 139\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgenerator didn\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mt yield\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py:199\u001b[0m, in \u001b[0;36macquire_context\u001b[0;34m()\u001b[0m\n\u001b[1;32m 196\u001b[0m \u001b[38;5;129m@contextlib\u001b[39m\u001b[38;5;241m.\u001b[39mcontextmanager\n\u001b[1;32m 197\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21macquire_context\u001b[39m(\u001b[38;5;28mself\u001b[39m, needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[1;32m 198\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Context manager for acquiring a file.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 199\u001b[0m file, cached \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_acquire_with_cache_info(needs_lock)\n\u001b[1;32m 200\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 201\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m file\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py:217\u001b[0m, in \u001b[0;36m_acquire_with_cache_info\u001b[0;34m()\u001b[0m\n\u001b[1;32m 215\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mcopy()\n\u001b[1;32m 216\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmode\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode\n\u001b[0;32m--> 217\u001b[0m file \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_opener(\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_args, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 218\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mw\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m 219\u001b[0m \u001b[38;5;66;03m# ensure file doesn't get overridden when opened again\u001b[39;00m\n\u001b[1;32m 220\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124ma\u001b[39m\u001b[38;5;124m\"\u001b[39m\n", - "File \u001b[0;32msrc/netCDF4/_netCDF4.pyx:2470\u001b[0m, in \u001b[0;36mnetCDF4._netCDF4.Dataset.__init__\u001b[0;34m()\u001b[0m\n", - "File \u001b[0;32msrc/netCDF4/_netCDF4.pyx:2107\u001b[0m, in \u001b[0;36mnetCDF4._netCDF4._ensure_nc_success\u001b[0;34m()\u001b[0m\n", - "\u001b[0;31mOSError\u001b[0m: [Errno -101] NetCDF: HDF error: '/g/data/cj50/access-om2/raw-output/access-om2-01/01deg_jra55v13_ryf9091/output343/ice/OUTPUT/iceh.1986-11.nc'" + " warnings.warn(\n" ] }, { - "name": "stderr", - "output_type": "stream", - "text": [ - "BFD: Dwarf Error: Can't find .debug_ranges section.\n" - ] + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -4453,15 +4019,8 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 19, "metadata": { - "execution": { - "iopub.execute_input": "2025-06-04T22:45:00.341032Z", - "iopub.status.busy": "2025-06-04T22:45:00.339997Z", - "iopub.status.idle": "2025-06-04T22:45:15.894604Z", - "shell.execute_reply": "2025-06-04T22:45:15.892623Z", - "shell.execute_reply.started": "2025-06-04T22:45:00.340990Z" - }, "scrolled": true, "tags": [] }, @@ -4476,1224 +4035,33 @@ " or using futures or delayed objects to embed the data into the graph without repetition.\n", "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", " warnings.warn(\n", - "[gadi-cpu-clx-2947:2061321:0:2061321] Caught signal 11 (Segmentation fault: address not mapped to object at address 0x25)\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "==== backtrace (tid:2061321) ====\n", - " 0 0x0000000000012990 __funlockfile() :0\n", - " 1 0x000000000025936e H5SL_search() ???:0\n", - " 2 0x000000000020c57f H5P_set() ???:0\n", - " 3 0x00000000000a36cc H5CX_pop() ???:0\n", - " 4 0x0000000000103fbb H5Fclose() ???:0\n", - " 5 0x00000000000b7b05 nc4_close_netcdf4_file() ???:0\n", - " 6 0x00000000000b7dc3 NC4_close() ???:0\n", - " 7 0x0000000000082dc5 nc_close() ???:0\n", - " 8 0x00000000000badea __pyx_pf_7netCDF4_8_netCDF4_7Dataset_14_close() /project/src/netCDF4/_netCDF4.c:30036\n", - " 9 0x00000000000badea __pyx_pw_7netCDF4_8_netCDF4_7Dataset_15_close() /project/src/netCDF4/_netCDF4.c:29985\n", - "10 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30584\n", - "11 0x000000000009d5b2 Py_XDECREF() /opt/_internal/cpython-3.11.9/include/python3.11/object.h:602\n", - "12 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30585\n", - "13 0x000000000009d5b2 __pyx_pw_7netCDF4_8_netCDF4_7Dataset_19close() /project/src/netCDF4/_netCDF4.c:30472\n", - "14 0x00000000001f04dc PyObject_Vectorcall() ???:0\n", - "15 0x00000000001e39f9 _PyEval_EvalFrameDefault() ???:0\n", - "16 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", - "17 0x000000000020d792 PyObject_CallOneArg() ???:0\n", - "18 0x00000000002df57f slot_tp_finalize() :0\n", - "19 0x0000000000226a4b PyObject_CallFinalizerFromDealloc() ???:0\n", - "20 0x000000000022ff30 subtype_dealloc() :0\n", - "21 0x000000000022fca1 subtype_dealloc() :0\n", - "22 0x000000000022fca1 subtype_dealloc() :0\n", - "23 0x000000000022fca1 subtype_dealloc() :0\n", - "24 0x00000000001d4f4c dict_dealloc() :0\n", - "25 0x000000000022ff9e subtype_dealloc() :0\n", - "26 0x000000000022fca1 subtype_dealloc() :0\n", - "27 0x000000000022fca1 subtype_dealloc() :0\n", - "28 0x000000000022fca1 subtype_dealloc() :0\n", - "29 0x000000000022fca1 subtype_dealloc() :0\n", - "30 0x00000000001d4ee7 dict_dealloc() :0\n", - "31 0x00000000001d456a tupledealloc() :0\n", - "32 0x000000000022fca1 subtype_dealloc() :0\n", - "33 0x000000000022fca1 subtype_dealloc() :0\n", - "34 0x0000000000223ee7 set_dealloc() :0\n", - "35 0x000000000022fca1 subtype_dealloc() :0\n", - "36 0x00000000001d4ef7 dict_dealloc() :0\n", - "37 0x0000000000226dbc method_vectorcall() :0\n", - "38 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "39 0x0000000000226ca8 method_vectorcall() :0\n", - "40 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "41 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", - "42 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "43 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", - "44 0x0000000000212434 PyObject_Call() ???:0\n", - "45 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "46 0x00000000002ae178 gen_send_ex2() :0\n", - "47 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", - "48 0x00000000002ae178 gen_send_ex2() :0\n", - "49 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", - "50 0x00000000002ae178 gen_send_ex2() :0\n", - "51 0x00000000000076a6 task_step() :0\n", - "52 0x00000000001f761a cfunction_vectorcall_O() :0\n", - "53 0x0000000000191ae5 _PyObject_VectorcallTstate.lto_priv.7() :0\n", - "54 0x0000000000193b65 context_run() :0\n", - "55 0x00000000001f05ef cfunction_vectorcall_FASTCALL_KEYWORDS() :0\n", - "56 0x00000000001eb9ad _PyEval_EvalFrameDefault() ???:0\n", - "57 0x0000000000227522 _PyObject_VectorcallTstate.lto_priv.4() :0\n", - "=================================\n", - "2025-06-05 08:45:03,648 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:44859\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", - " bytes_read = self.read_from_fd(buf)\n", - " ^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", - " return self.socket.recv_into(buf, len(buf))\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - "ConnectionResetError: [Errno 104] Connection reset by peer\n", - "\n", - "The above exception was the direct cause of the following exception:\n", - "\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", - " response = await get_data_from_worker(\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2876, in get_data_from_worker\n", - " comm = await rpc.connect(worker)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1485, in connect\n", - " return await self._connect(addr=addr, timeout=timeout)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1429, in _connect\n", - " comm = await connect(\n", - " ^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/core.py\", line 377, in connect\n", - " handshake = await comm.read()\n", - " ^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", - " convert_stream_closed_error(self, e)\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", - " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", - "distributed.comm.core.CommClosedError: in : ConnectionResetError: [Errno 104] Connection reset by peer\n", - "[gadi-cpu-clx-2947:2061328:0:2061328] Caught signal 11 (Segmentation fault: address not mapped to object at address 0x25)\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "2025-06-05 08:45:04,705 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:41077\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", - " bytes_read = self.read_from_fd(buf)\n", - " ^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", - " return self.socket.recv_into(buf, len(buf))\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - "ConnectionResetError: [Errno 104] Connection reset by peer\n", - "\n", - "The above exception was the direct cause of the following exception:\n", - "\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", - " response = await get_data_from_worker(\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2876, in get_data_from_worker\n", - " comm = await rpc.connect(worker)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1485, in connect\n", - " return await self._connect(addr=addr, timeout=timeout)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1429, in _connect\n", - " comm = await connect(\n", - " ^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/core.py\", line 377, in connect\n", - " handshake = await comm.read()\n", - " ^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", - " convert_stream_closed_error(self, e)\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", - " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", - "distributed.comm.core.CommClosedError: in : ConnectionResetError: [Errno 104] Connection reset by peer\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "==== backtrace (tid:2061328) ====\n", - " 0 0x0000000000012990 __funlockfile() :0\n", - " 1 0x000000000025936e H5SL_search() ???:0\n", - " 2 0x000000000020c57f H5P_set() ???:0\n", - " 3 0x00000000000a36cc H5CX_pop() ???:0\n", - " 4 0x0000000000103fbb H5Fclose() ???:0\n", - " 5 0x00000000000b7b05 nc4_close_netcdf4_file() ???:0\n", - " 6 0x00000000000b7dc3 NC4_close() ???:0\n", - " 7 0x0000000000082dc5 nc_close() ???:0\n", - " 8 0x00000000000badea __pyx_pf_7netCDF4_8_netCDF4_7Dataset_14_close() /project/src/netCDF4/_netCDF4.c:30036\n", - " 9 0x00000000000badea __pyx_pw_7netCDF4_8_netCDF4_7Dataset_15_close() /project/src/netCDF4/_netCDF4.c:29985\n", - "10 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30584\n", - "11 0x000000000009d5b2 Py_XDECREF() /opt/_internal/cpython-3.11.9/include/python3.11/object.h:602\n", - "12 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30585\n", - "13 0x000000000009d5b2 __pyx_pw_7netCDF4_8_netCDF4_7Dataset_19close() /project/src/netCDF4/_netCDF4.c:30472\n", - "14 0x00000000001f04dc PyObject_Vectorcall() ???:0\n", - "15 0x00000000001e39f9 _PyEval_EvalFrameDefault() ???:0\n", - "16 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", - "17 0x000000000020d792 PyObject_CallOneArg() ???:0\n", - "18 0x00000000002df57f slot_tp_finalize() :0\n", - "19 0x0000000000226a4b PyObject_CallFinalizerFromDealloc() ???:0\n", - "20 0x000000000022ff30 subtype_dealloc() :0\n", - "21 0x000000000022fca1 subtype_dealloc() :0\n", - "22 0x000000000022fca1 subtype_dealloc() :0\n", - "23 0x000000000022fca1 subtype_dealloc() :0\n", - "24 0x00000000001d4f4c dict_dealloc() :0\n", - "25 0x000000000022ff9e subtype_dealloc() :0\n", - "26 0x000000000022fca1 subtype_dealloc() :0\n", - "27 0x000000000022fca1 subtype_dealloc() :0\n", - "28 0x000000000022fca1 subtype_dealloc() :0\n", - "29 0x000000000022fca1 subtype_dealloc() :0\n", - "30 0x00000000001d4ee7 dict_dealloc() :0\n", - "31 0x00000000001d456a tupledealloc() :0\n", - "32 0x000000000022fca1 subtype_dealloc() :0\n", - "33 0x000000000022fca1 subtype_dealloc() :0\n", - "34 0x0000000000223ee7 set_dealloc() :0\n", - "35 0x000000000022fca1 subtype_dealloc() :0\n", - "36 0x00000000001d4ef7 dict_dealloc() :0\n", - "37 0x0000000000226dbc method_vectorcall() :0\n", - "38 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "39 0x0000000000226ca8 method_vectorcall() :0\n", - "40 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "41 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", - "42 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "43 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", - "44 0x0000000000212434 PyObject_Call() ???:0\n", - "45 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "46 0x00000000002ae178 gen_send_ex2() :0\n", - "47 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", - "48 0x00000000002ae178 gen_send_ex2() :0\n", - "49 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", - "50 0x00000000002ae178 gen_send_ex2() :0\n", - "51 0x00000000000076a6 task_step() :0\n", - "52 0x00000000001d638b _PyObject_MakeTpCall.localalias() :0\n", - "53 0x0000000000193b65 context_run() :0\n", - "54 0x00000000001f05ef cfunction_vectorcall_FASTCALL_KEYWORDS() :0\n", - "55 0x00000000001eb9ad _PyEval_EvalFrameDefault() ???:0\n", - "56 0x0000000000227522 _PyObject_VectorcallTstate.lto_priv.4() :0\n", - "57 0x0000000000226da6 method_vectorcall() :0\n", - "=================================\n", - "2025-06-05 08:45:05,353 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:38705\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", - " bytes_read = self.read_from_fd(buf)\n", - " ^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", - " return self.socket.recv_into(buf, len(buf))\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - "ConnectionResetError: [Errno 104] Connection reset by peer\n", - "\n", - "The above exception was the direct cause of the following exception:\n", - "\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", - " response = await get_data_from_worker(\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2879, in get_data_from_worker\n", - " response = await send_recv(\n", - " ^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1018, in send_recv\n", - " response = await comm.read(deserializers=deserializers)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", - " convert_stream_closed_error(self, e)\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", - " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", - "distributed.comm.core.CommClosedError: in Worker for gather local=tcp://127.0.0.1:38126 remote=tcp://127.0.0.1:38705>: ConnectionResetError: [Errno 104] Connection reset by peer\n", - "2025-06-05 08:45:05,355 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:38705\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", - " bytes_read = self.read_from_fd(buf)\n", - " ^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", - " return self.socket.recv_into(buf, len(buf))\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - "ConnectionResetError: [Errno 104] Connection reset by peer\n", - "\n", - "The above exception was the direct cause of the following exception:\n", - "\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", - " response = await get_data_from_worker(\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2876, in get_data_from_worker\n", - " comm = await rpc.connect(worker)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1485, in connect\n", - " return await self._connect(addr=addr, timeout=timeout)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1429, in _connect\n", - " comm = await connect(\n", - " ^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/core.py\", line 377, in connect\n", - " handshake = await comm.read()\n", - " ^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", - " convert_stream_closed_error(self, e)\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", - " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", - "distributed.comm.core.CommClosedError: in : ConnectionResetError: [Errno 104] Connection reset by peer\n", - "[gadi-cpu-clx-2947:2061363:0:2064065] Caught signal 11 (Segmentation fault: invalid permissions for mapped object at address 0x151941a60f10)\n", - "2025-06-05 08:45:05,756 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:38705\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 226, in read\n", - " frames_nosplit_nbytes_bin = await stream.read_bytes(fmt_size)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - "tornado.iostream.StreamClosedError: Stream is closed\n", - "\n", - "The above exception was the direct cause of the following exception:\n", - "\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", - " response = await get_data_from_worker(\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2879, in get_data_from_worker\n", - " response = await send_recv(\n", - " ^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1018, in send_recv\n", - " response = await comm.read(deserializers=deserializers)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", - " convert_stream_closed_error(self, e)\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 137, in convert_stream_closed_error\n", - " raise CommClosedError(f\"in {obj}: {exc}\") from exc\n", - "distributed.comm.core.CommClosedError: in Worker for gather local=tcp://127.0.0.1:35882 remote=tcp://127.0.0.1:38705>: Stream is closed\n", - "==== backtrace (tid:2064065) ====\n", - " 0 0x0000000000012990 __funlockfile() :0\n", - " 1 0x000000000006644b _IO_vfprintf_internal() :0\n", - " 2 0x000000000008e64d _IO_vasprintf() :0\n", - " 3 0x00000000000f2552 H5E_printf_stack() ???:0\n", - " 4 0x0000000000193199 H5I_inc_ref() ???:0\n", - " 5 0x00000000000f2438 H5E__push_stack() ???:0\n", - " 6 0x00000000000f2577 H5E_printf_stack() ???:0\n", - " 7 0x0000000000193199 H5I_inc_ref() ???:0\n", - " 8 0x00000000000f2438 H5E__push_stack() ???:0\n", - " 9 0x00000000000f2577 H5E_printf_stack() ???:0\n", - "10 0x0000000000193199 H5I_inc_ref() ???:0\n", - "11 0x00000000000f2438 H5E__push_stack() ???:0\n", - "12 0x00000000000f2577 H5E_printf_stack() ???:0\n", - "13 0x0000000000193199 H5I_inc_ref() ???:0\n", - "14 0x00000000000f2438 H5E__push_stack() ???:0\n", - "15 0x00000000000f2577 H5E_printf_stack() ???:0\n", - "16 0x0000000000193199 H5I_inc_ref() ???:0\n", - "17 0x00000000000f2438 H5E__push_stack() ???:0\n", - "18 0x00000000000f2577 H5E_printf_stack() ???:0\n", - "19 0x0000000000193199 H5I_inc_ref() ???:0\n", - "20 0x00000000000f2438 H5E__push_stack() ???:0\n", - "21 0x00000000000f2577 H5E_printf_stack() ???:0\n", - "22 0x0000000000193199 H5I_inc_ref() ???:0\n", - "23 0x00000000000f2438 H5E__push_stack() ???:0\n", - "24 0x00000000000f2577 H5E_printf_stack() ???:0\n", - "25 0x0000000000193199 H5I_inc_ref() ???:0\n", - "26 0x00000000000f2438 H5E__push_stack() ???:0\n", - "27 0x00000000000f2577 H5E_printf_stack() ???:0\n", - "28 0x0000000000193199 H5I_inc_ref() ???:0\n", - "29 0x00000000000f2438 H5E__push_stack() ???:0\n", - "30 0x00000000000f2577 H5E_printf_stack() ???:0\n", - "31 0x0000000000193199 H5I_inc_ref() ???:0\n", - "32 0x00000000000f2438 H5E__push_stack() ???:0\n", - "33 0x00000000000f2577 H5E_printf_stack() ???:0\n", - "34 0x0000000000193199 H5I_inc_ref() ???:0\n", - "35 0x00000000000f2438 H5E__push_stack() ???:0\n", - "36 0x00000000000f2577 H5E_printf_stack() ???:0\n", - "37 0x0000000000193199 H5I_inc_ref() ???:0\n", - "38 0x00000000000f2438 H5E__push_stack() ???:0\n", - "39 0x00000000000f2577 H5E_printf_stack() ???:0\n", - "40 0x0000000000193199 H5I_inc_ref() ???:0\n", - "41 0x00000000000f2438 H5E__push_stack() ???:0\n", - "42 0x00000000000f2577 H5E_printf_stack() ???:0\n", - "43 0x0000000000193199 H5I_inc_ref() ???:0\n", - "44 0x00000000000f2438 H5E__push_stack() ???:0\n", - "45 0x00000000000f2577 H5E_printf_stack() ???:0\n", - "46 0x0000000000193199 H5I_inc_ref() ???:0\n", - "47 0x00000000000f2438 H5E__push_stack() ???:0\n", - "48 0x00000000000f2577 H5E_printf_stack() ???:0\n", - "49 0x0000000000193199 H5I_inc_ref() ???:0\n", - "50 0x00000000000f2438 H5E__push_stack() ???:0\n", - "51 0x00000000000f2577 H5E_printf_stack() ???:0\n", - "52 0x0000000000193199 H5I_inc_ref() ???:0\n", - "53 0x00000000000f2438 H5E__push_stack() ???:0\n", - "54 0x00000000000f2577 H5E_printf_stack() ???:0\n", - "55 0x0000000000193199 H5I_inc_ref() ???:0\n", - "56 0x00000000000f2438 H5E__push_stack() ???:0\n", - "57 0x00000000000f2577 H5E_printf_stack() ???:0\n", - "=================================\n", - "2025-06-05 08:45:06,045 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:44359\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", - " bytes_read = self.read_from_fd(buf)\n", - " ^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", - " return self.socket.recv_into(buf, len(buf))\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - "ConnectionResetError: [Errno 104] Connection reset by peer\n", - "\n", - "The above exception was the direct cause of the following exception:\n", - "\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", - " response = await get_data_from_worker(\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2876, in get_data_from_worker\n", - " comm = await rpc.connect(worker)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1485, in connect\n", - " return await self._connect(addr=addr, timeout=timeout)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1429, in _connect\n", - " comm = await connect(\n", - " ^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/core.py\", line 377, in connect\n", - " handshake = await comm.read()\n", - " ^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", - " convert_stream_closed_error(self, e)\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", - " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", - "distributed.comm.core.CommClosedError: in : ConnectionResetError: [Errno 104] Connection reset by peer\n", - "2025-06-05 08:45:06,045 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:44359\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", - " bytes_read = self.read_from_fd(buf)\n", - " ^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", - " return self.socket.recv_into(buf, len(buf))\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - "ConnectionResetError: [Errno 104] Connection reset by peer\n", - "\n", - "The above exception was the direct cause of the following exception:\n", - "\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", - " response = await get_data_from_worker(\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2876, in get_data_from_worker\n", - " comm = await rpc.connect(worker)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1485, in connect\n", - " return await self._connect(addr=addr, timeout=timeout)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1429, in _connect\n", - " comm = await connect(\n", - " ^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/core.py\", line 377, in connect\n", - " handshake = await comm.read()\n", - " ^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", - " convert_stream_closed_error(self, e)\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", - " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", - "distributed.comm.core.CommClosedError: in : ConnectionResetError: [Errno 104] Connection reset by peer\n", - "2025-06-05 08:45:06,058 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:44359\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", - " bytes_read = self.read_from_fd(buf)\n", - " ^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", - " return self.socket.recv_into(buf, len(buf))\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - "ConnectionResetError: [Errno 104] Connection reset by peer\n", - "\n", - "The above exception was the direct cause of the following exception:\n", - "\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", - " response = await get_data_from_worker(\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2879, in get_data_from_worker\n", - " response = await send_recv(\n", - " ^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1018, in send_recv\n", - " response = await comm.read(deserializers=deserializers)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", - " convert_stream_closed_error(self, e)\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", - " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", - "distributed.comm.core.CommClosedError: in Worker for gather local=tcp://127.0.0.1:50602 remote=tcp://127.0.0.1:44359>: ConnectionResetError: [Errno 104] Connection reset by peer\n", - "2025-06-05 08:45:06,442 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:37537\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", - " bytes_read = self.read_from_fd(buf)\n", - " ^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", - " return self.socket.recv_into(buf, len(buf))\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - "ConnectionResetError: [Errno 104] Connection reset by peer\n", - "\n", - "The above exception was the direct cause of the following exception:\n", - "\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", - " response = await get_data_from_worker(\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2879, in get_data_from_worker\n", - " response = await send_recv(\n", - " ^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1018, in send_recv\n", - " response = await comm.read(deserializers=deserializers)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", - " convert_stream_closed_error(self, e)\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", - " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", - "distributed.comm.core.CommClosedError: in Worker for gather local=tcp://127.0.0.1:39938 remote=tcp://127.0.0.1:37537>: ConnectionResetError: [Errno 104] Connection reset by peer\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "There are 4457 HDF5 objects open!\n", - "\n", - "Report: open objects on 72057594037928334\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[gadi-cpu-clx-2947:2061360:0:2061360] Caught signal 11 (Segmentation fault: address not mapped to object at address 0x5b0)\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "==== backtrace (tid:2061360) ====\n", - " 0 0x0000000000012990 __funlockfile() :0\n", - " 1 0x0000000000168150 H5G_rootof() ???:0\n", - " 2 0x000000000016887f H5G_root_loc() ???:0\n", - " 3 0x0000000000160a68 H5G_loc_real() ???:0\n", - " 4 0x0000000000315b51 H5VL__native_object_get() ???:0\n", - " 5 0x0000000000305de8 H5VL_object_get() ???:0\n", - " 6 0x0000000000190c1f H5Iget_name() ???:0\n", - " 7 0x00000000000b6e03 reportobject() ???:0\n", - " 8 0x00000000000b6f8a reportopenobjects() ???:0\n", - " 9 0x00000000000b7a81 dumpopenobjects.isra.0() hdf5file.c:0\n", - "10 0x00000000000b7b12 nc4_close_netcdf4_file() ???:0\n", - "11 0x00000000000b7dc3 NC4_close() ???:0\n", - "12 0x0000000000082dc5 nc_close() ???:0\n", - "13 0x00000000000badea __pyx_pf_7netCDF4_8_netCDF4_7Dataset_14_close() /project/src/netCDF4/_netCDF4.c:30036\n", - "14 0x00000000000badea __pyx_pw_7netCDF4_8_netCDF4_7Dataset_15_close() /project/src/netCDF4/_netCDF4.c:29985\n", - "15 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30584\n", - "16 0x000000000009d5b2 Py_XDECREF() /opt/_internal/cpython-3.11.9/include/python3.11/object.h:602\n", - "17 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30585\n", - "18 0x000000000009d5b2 __pyx_pw_7netCDF4_8_netCDF4_7Dataset_19close() /project/src/netCDF4/_netCDF4.c:30472\n", - "19 0x00000000001f04dc PyObject_Vectorcall() ???:0\n", - "20 0x00000000001e39f9 _PyEval_EvalFrameDefault() ???:0\n", - "21 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", - "22 0x000000000020d792 PyObject_CallOneArg() ???:0\n", - "23 0x00000000002df57f slot_tp_finalize() :0\n", - "24 0x0000000000226a4b PyObject_CallFinalizerFromDealloc() ???:0\n", - "25 0x000000000022ff30 subtype_dealloc() :0\n", - "26 0x000000000022fca1 subtype_dealloc() :0\n", - "27 0x000000000022fca1 subtype_dealloc() :0\n", - "28 0x000000000022fca1 subtype_dealloc() :0\n", - "29 0x00000000001d4f4c dict_dealloc() :0\n", - "30 0x000000000022ff9e subtype_dealloc() :0\n", - "31 0x000000000022fca1 subtype_dealloc() :0\n", - "32 0x000000000022fca1 subtype_dealloc() :0\n", - "33 0x000000000022fca1 subtype_dealloc() :0\n", - "34 0x000000000022fca1 subtype_dealloc() :0\n", - "35 0x00000000001d4ee7 dict_dealloc() :0\n", - "36 0x00000000001d456a tupledealloc() :0\n", - "37 0x000000000022fca1 subtype_dealloc() :0\n", - "38 0x000000000022fca1 subtype_dealloc() :0\n", - "39 0x0000000000223ee7 set_dealloc() :0\n", - "40 0x000000000022fca1 subtype_dealloc() :0\n", - "41 0x00000000001d4ef7 dict_dealloc() :0\n", - "42 0x0000000000226dbc method_vectorcall() :0\n", - "43 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "44 0x0000000000226ca8 method_vectorcall() :0\n", - "45 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "46 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", - "47 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "48 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", - "49 0x0000000000212434 PyObject_Call() ???:0\n", - "50 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "51 0x00000000002ae178 gen_send_ex2() :0\n", - "52 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", - "53 0x00000000002ae178 gen_send_ex2() :0\n", - "54 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", - "55 0x00000000002ae178 gen_send_ex2() :0\n", - "56 0x00000000000076a6 task_step() :0\n", - "57 0x00000000001f761a cfunction_vectorcall_O() :0\n", - "=================================\n", "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/client.py:3363: UserWarning: Sending large graph of size 42.94 MiB.\n", "This may cause some slowdown.\n", "Consider loading the data with Dask directly\n", " or using futures or delayed objects to embed the data into the graph without repetition.\n", "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", - " warnings.warn(\n", - "Exception ignored in: \n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py\", line 250, in __del__\n", - " self.close(needs_lock=False)\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py\", line 234, in close\n", - " file.close()\n", - " File \"src/netCDF4/_netCDF4.pyx\", line 2618, in netCDF4._netCDF4.Dataset.close\n", - " File \"src/netCDF4/_netCDF4.pyx\", line 2585, in netCDF4._netCDF4.Dataset._close\n", - " File \"src/netCDF4/_netCDF4.pyx\", line 2113, in netCDF4._netCDF4._ensure_nc_success\n", - "RuntimeError: NetCDF: HDF error\n", - "2025-06-05 08:45:15,551 - distributed.worker - ERROR - Compute Failed\n", - "Key: ('open_dataset-original-concatenate-5871ca6849a8be7591cde29e23a52d45', 990, 0, 0)\n", - "State: executing\n", - "Task: \n", - "Exception: \"OSError(-101, 'NetCDF: HDF error')\"\n", - "Traceback: ' File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/dask/array/core.py\", line 141, in getter\\n c = np.asarray(c)\\n ^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 576, in __array__\\n return np.asarray(self.get_duck_array(), dtype=dtype)\\n ^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 579, in get_duck_array\\n return self.array.get_duck_array()\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 790, in get_duck_array\\n return self.array.get_duck_array()\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 660, in get_duck_array\\n array = array.get_duck_array()\\n ^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/coding/common.py\", line 76, in get_duck_array\\n return self.func(self.array.get_duck_array())\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 653, in get_duck_array\\n array = self.array[self.key]\\n ~~~~~~~~~~^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py\", line 103, in __getitem__\\n return indexing.explicit_indexing_adapter(\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py\", line 1014, in explicit_indexing_adapter\\n result = raw_indexing_method(raw_key.tuple)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py\", line 115, in _getitem\\n original_array = self.get_array(needs_lock=False)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py\", line 94, in get_array\\n ds = self.datastore._acquire(needs_lock)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py\", line 455, in _acquire\\n with self._manager.acquire_context(needs_lock) as root:\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/contextlib.py\", line 137, in __enter__\\n return next(self.gen)\\n ^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py\", line 199, in acquire_context\\n file, cached = self._acquire_with_cache_info(needs_lock)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py\", line 217, in _acquire_with_cache_info\\n file = self._opener(*self._args, **kwargs)\\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n File \"src/netCDF4/_netCDF4.pyx\", line 2470, in netCDF4._netCDF4.Dataset.__init__\\n File \"src/netCDF4/_netCDF4.pyx\", line 2107, in netCDF4._netCDF4._ensure_nc_success\\n'\n", - "\n", - "[gadi-cpu-clx-2947:2061351:0:2061351] Caught signal 11 (Segmentation fault: address not mapped to object at address 0xffffffff)\n", - "[gadi-cpu-clx-2947:2061347:0:2061347] Caught signal 11 (Segmentation fault: address not mapped to object at address 0x5b0)\n", - "2025-06-05 08:45:15,655 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:39443\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", - " bytes_read = self.read_from_fd(buf)\n", - " ^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", - " return self.socket.recv_into(buf, len(buf))\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - "ConnectionResetError: [Errno 104] Connection reset by peer\n", - "\n", - "The above exception was the direct cause of the following exception:\n", - "\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", - " response = await get_data_from_worker(\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2879, in get_data_from_worker\n", - " response = await send_recv(\n", - " ^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1018, in send_recv\n", - " response = await comm.read(deserializers=deserializers)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", - " convert_stream_closed_error(self, e)\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", - " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", - "distributed.comm.core.CommClosedError: in Worker for gather local=tcp://127.0.0.1:51724 remote=tcp://127.0.0.1:39443>: ConnectionResetError: [Errno 104] Connection reset by peer\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "There are 2310 HDF5 objects open!\n", - "\n", - "Report: open objects on 72057594037928341\n" - ] - }, - { - "ename": "OSError", - "evalue": "[Errno -101] NetCDF: HDF error: '/g/data/cj50/access-om2/raw-output/access-om2-01/01deg_jra55v13_ryf9091/output326/ice/OUTPUT/iceh.1982-07.nc'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py:211\u001b[0m, in \u001b[0;36m_acquire_with_cache_info\u001b[0;34m()\u001b[0m\n\u001b[1;32m 210\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 211\u001b[0m file \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_key]\n\u001b[1;32m 212\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/lru_cache.py:56\u001b[0m, in \u001b[0;36m__getitem__\u001b[0;34m()\u001b[0m\n\u001b[1;32m 55\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock:\n\u001b[0;32m---> 56\u001b[0m value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache[key]\n\u001b[1;32m 57\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache\u001b[38;5;241m.\u001b[39mmove_to_end(key)\n", - "\u001b[0;31mKeyError\u001b[0m: [, ('/g/data/cj50/access-om2/raw-output/access-om2-01/01deg_jra55v13_ryf9091/output326/ice/OUTPUT/iceh.1982-07.nc',), 'r', (('clobber', True), ('diskless', False), ('format', 'NETCDF4'), ('persist', False)), '6800f252-d702-4cc2-8b08-c6b1fee601a9']", - "\nDuring handling of the above exception, another exception occurred:\n", - "\u001b[0;31mOSError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[26], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m SH_area\u001b[38;5;241m.\u001b[39mgroupby(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtime.month\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;241m.\u001b[39mmean(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtime\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;241m.\u001b[39mplot(label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAntarctic\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m----> 2\u001b[0m \u001b[43mNH_area\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgroupby\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mtime.month\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmean\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mtime\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mArctic\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4\u001b[0m plt\u001b[38;5;241m.\u001b[39mlegend()\n\u001b[1;32m 5\u001b[0m plt\u001b[38;5;241m.\u001b[39mylabel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSea Ice Area (m$^\u001b[39m\u001b[38;5;132;01m{2}\u001b[39;00m\u001b[38;5;124m$)\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/plot/accessor.py:48\u001b[0m, in \u001b[0;36mDataArrayPlotAccessor.__call__\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(dataarray_plot\u001b[38;5;241m.\u001b[39mplot, assigned\u001b[38;5;241m=\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__doc__\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__annotations__\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m 47\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Any:\n\u001b[0;32m---> 48\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdataarray_plot\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_da\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/plot/dataarray_plot.py:271\u001b[0m, in \u001b[0;36mplot\u001b[0;34m(darray, row, col, col_wrap, ax, hue, subplot_kws, **kwargs)\u001b[0m\n\u001b[1;32m 220\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mplot\u001b[39m(\n\u001b[1;32m 221\u001b[0m darray: DataArray,\n\u001b[1;32m 222\u001b[0m \u001b[38;5;241m*\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 229\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any,\n\u001b[1;32m 230\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Any:\n\u001b[1;32m 231\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 232\u001b[0m \u001b[38;5;124;03m Default plot of DataArray using :py:mod:`matplotlib:matplotlib.pyplot`.\u001b[39;00m\n\u001b[1;32m 233\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 267\u001b[0m \u001b[38;5;124;03m xarray.DataArray.squeeze\u001b[39;00m\n\u001b[1;32m 268\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m 269\u001b[0m darray \u001b[38;5;241m=\u001b[39m \u001b[43mdarray\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msqueeze\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 270\u001b[0m \u001b[43m \u001b[49m\u001b[43md\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43md\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43ms\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mdarray\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msizes\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mitems\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43ms\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m==\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mand\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43md\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mrow\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcol\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhue\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m--> 271\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompute\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 273\u001b[0m plot_dims \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mset\u001b[39m(darray\u001b[38;5;241m.\u001b[39mdims)\n\u001b[1;32m 274\u001b[0m plot_dims\u001b[38;5;241m.\u001b[39mdiscard(row)\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/dataarray.py:1215\u001b[0m, in \u001b[0;36mDataArray.compute\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 1190\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Manually trigger loading of this array's data from disk or a\u001b[39;00m\n\u001b[1;32m 1191\u001b[0m \u001b[38;5;124;03mremote source into memory and return a new array.\u001b[39;00m\n\u001b[1;32m 1192\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1212\u001b[0m \u001b[38;5;124;03mdask.compute\u001b[39;00m\n\u001b[1;32m 1213\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1214\u001b[0m new \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcopy(deep\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m-> 1215\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mnew\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/dataarray.py:1183\u001b[0m, in \u001b[0;36mDataArray.load\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 1163\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mload\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Self:\n\u001b[1;32m 1164\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Manually trigger loading of this array's data from disk or a\u001b[39;00m\n\u001b[1;32m 1165\u001b[0m \u001b[38;5;124;03m remote source into memory and return this array.\u001b[39;00m\n\u001b[1;32m 1166\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1181\u001b[0m \u001b[38;5;124;03m dask.compute\u001b[39;00m\n\u001b[1;32m 1182\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 1183\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_to_temp_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1184\u001b[0m new \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_from_temp_dataset(ds)\n\u001b[1;32m 1185\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_variable \u001b[38;5;241m=\u001b[39m new\u001b[38;5;241m.\u001b[39m_variable\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/dataset.py:541\u001b[0m, in \u001b[0;36mDataset.load\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 538\u001b[0m chunkmanager \u001b[38;5;241m=\u001b[39m get_chunked_array_type(\u001b[38;5;241m*\u001b[39mlazy_data\u001b[38;5;241m.\u001b[39mvalues())\n\u001b[1;32m 540\u001b[0m \u001b[38;5;66;03m# evaluate all the chunked arrays simultaneously\u001b[39;00m\n\u001b[0;32m--> 541\u001b[0m evaluated_data: \u001b[38;5;28mtuple\u001b[39m[np\u001b[38;5;241m.\u001b[39mndarray[Any, Any], \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mchunkmanager\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 542\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mlazy_data\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalues\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m 543\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 545\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m k, data \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m(lazy_data, evaluated_data, strict\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[1;32m 546\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvariables[k]\u001b[38;5;241m.\u001b[39mdata \u001b[38;5;241m=\u001b[39m data\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/namedarray/daskmanager.py:85\u001b[0m, in \u001b[0;36mDaskManager.compute\u001b[0;34m(self, *data, **kwargs)\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mcompute\u001b[39m(\n\u001b[1;32m 81\u001b[0m \u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39mdata: Any, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any\n\u001b[1;32m 82\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mtuple\u001b[39m[np\u001b[38;5;241m.\u001b[39mndarray[Any, _DType_co], \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m]:\n\u001b[1;32m 83\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mdask\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01marray\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m compute\n\u001b[0;32m---> 85\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mcompute\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/dask/base.py:681\u001b[0m, in \u001b[0;36mcompute\u001b[0;34m(traverse, optimize_graph, scheduler, get, *args, **kwargs)\u001b[0m\n\u001b[1;32m 678\u001b[0m expr \u001b[38;5;241m=\u001b[39m expr\u001b[38;5;241m.\u001b[39moptimize()\n\u001b[1;32m 679\u001b[0m keys \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(flatten(expr\u001b[38;5;241m.\u001b[39m__dask_keys__()))\n\u001b[0;32m--> 681\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[43mschedule\u001b[49m\u001b[43m(\u001b[49m\u001b[43mexpr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkeys\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 683\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m repack(results)\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:576\u001b[0m, in \u001b[0;36m__array__\u001b[0;34m()\u001b[0m\n\u001b[1;32m 574\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39masarray(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_duck_array(), dtype\u001b[38;5;241m=\u001b[39mdtype, copy\u001b[38;5;241m=\u001b[39mcopy)\n\u001b[1;32m 575\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 576\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39masarray(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_duck_array(), dtype\u001b[38;5;241m=\u001b[39mdtype)\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:579\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 578\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget_duck_array\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m--> 579\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray\u001b[38;5;241m.\u001b[39mget_duck_array()\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:790\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 789\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget_duck_array\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m--> 790\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray\u001b[38;5;241m.\u001b[39mget_duck_array()\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:660\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 655\u001b[0m \u001b[38;5;66;03m# self.array[self.key] is now a numpy array when\u001b[39;00m\n\u001b[1;32m 656\u001b[0m \u001b[38;5;66;03m# self.array is a BackendArray subclass\u001b[39;00m\n\u001b[1;32m 657\u001b[0m \u001b[38;5;66;03m# and self.key is BasicIndexer((slice(None, None, None),))\u001b[39;00m\n\u001b[1;32m 658\u001b[0m \u001b[38;5;66;03m# so we need the explicit check for ExplicitlyIndexed\u001b[39;00m\n\u001b[1;32m 659\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(array, ExplicitlyIndexed):\n\u001b[0;32m--> 660\u001b[0m array \u001b[38;5;241m=\u001b[39m array\u001b[38;5;241m.\u001b[39mget_duck_array()\n\u001b[1;32m 661\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _wrap_numpy_scalars(array)\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/coding/common.py:76\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 75\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget_duck_array\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m---> 76\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunc(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray\u001b[38;5;241m.\u001b[39mget_duck_array())\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:653\u001b[0m, in \u001b[0;36mget_duck_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 649\u001b[0m array \u001b[38;5;241m=\u001b[39m apply_indexer(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkey)\n\u001b[1;32m 650\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 651\u001b[0m \u001b[38;5;66;03m# If the array is not an ExplicitlyIndexedNDArrayMixin,\u001b[39;00m\n\u001b[1;32m 652\u001b[0m \u001b[38;5;66;03m# it may wrap a BackendArray so use its __getitem__\u001b[39;00m\n\u001b[0;32m--> 653\u001b[0m array \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkey]\n\u001b[1;32m 655\u001b[0m \u001b[38;5;66;03m# self.array[self.key] is now a numpy array when\u001b[39;00m\n\u001b[1;32m 656\u001b[0m \u001b[38;5;66;03m# self.array is a BackendArray subclass\u001b[39;00m\n\u001b[1;32m 657\u001b[0m \u001b[38;5;66;03m# and self.key is BasicIndexer((slice(None, None, None),))\u001b[39;00m\n\u001b[1;32m 658\u001b[0m \u001b[38;5;66;03m# so we need the explicit check for ExplicitlyIndexed\u001b[39;00m\n\u001b[1;32m 659\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(array, ExplicitlyIndexed):\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py:103\u001b[0m, in \u001b[0;36m__getitem__\u001b[0;34m()\u001b[0m\n\u001b[1;32m 102\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m__getitem__\u001b[39m(\u001b[38;5;28mself\u001b[39m, key):\n\u001b[0;32m--> 103\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m indexing\u001b[38;5;241m.\u001b[39mexplicit_indexing_adapter(\n\u001b[1;32m 104\u001b[0m key, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mshape, indexing\u001b[38;5;241m.\u001b[39mIndexingSupport\u001b[38;5;241m.\u001b[39mOUTER, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem\n\u001b[1;32m 105\u001b[0m )\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/core/indexing.py:1014\u001b[0m, in \u001b[0;36mexplicit_indexing_adapter\u001b[0;34m()\u001b[0m\n\u001b[1;32m 992\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Support explicit indexing by delegating to a raw indexing method.\u001b[39;00m\n\u001b[1;32m 993\u001b[0m \n\u001b[1;32m 994\u001b[0m \u001b[38;5;124;03mOuter and/or vectorized indexers are supported by indexing a second time\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1011\u001b[0m \u001b[38;5;124;03mIndexing result, in the form of a duck numpy-array.\u001b[39;00m\n\u001b[1;32m 1012\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1013\u001b[0m raw_key, numpy_indices \u001b[38;5;241m=\u001b[39m decompose_indexer(key, shape, indexing_support)\n\u001b[0;32m-> 1014\u001b[0m result \u001b[38;5;241m=\u001b[39m raw_indexing_method(raw_key\u001b[38;5;241m.\u001b[39mtuple)\n\u001b[1;32m 1015\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m numpy_indices\u001b[38;5;241m.\u001b[39mtuple:\n\u001b[1;32m 1016\u001b[0m \u001b[38;5;66;03m# index the loaded duck array\u001b[39;00m\n\u001b[1;32m 1017\u001b[0m indexable \u001b[38;5;241m=\u001b[39m as_indexable(result)\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py:115\u001b[0m, in \u001b[0;36m_getitem\u001b[0;34m()\u001b[0m\n\u001b[1;32m 113\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 114\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdatastore\u001b[38;5;241m.\u001b[39mlock:\n\u001b[0;32m--> 115\u001b[0m original_array \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_array(needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[1;32m 116\u001b[0m array \u001b[38;5;241m=\u001b[39m getitem(original_array, key)\n\u001b[1;32m 117\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mIndexError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m 118\u001b[0m \u001b[38;5;66;03m# Catch IndexError in netCDF4 and return a more informative\u001b[39;00m\n\u001b[1;32m 119\u001b[0m \u001b[38;5;66;03m# error message. This is most often called when an unsorted\u001b[39;00m\n\u001b[1;32m 120\u001b[0m \u001b[38;5;66;03m# indexer is used before the data is loaded from disk.\u001b[39;00m\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py:94\u001b[0m, in \u001b[0;36mget_array\u001b[0;34m()\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget_array\u001b[39m(\u001b[38;5;28mself\u001b[39m, needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[0;32m---> 94\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdatastore\u001b[38;5;241m.\u001b[39m_acquire(needs_lock)\n\u001b[1;32m 95\u001b[0m variable \u001b[38;5;241m=\u001b[39m ds\u001b[38;5;241m.\u001b[39mvariables[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvariable_name]\n\u001b[1;32m 96\u001b[0m variable\u001b[38;5;241m.\u001b[39mset_auto_maskandscale(\u001b[38;5;28;01mFalse\u001b[39;00m)\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/netCDF4_.py:455\u001b[0m, in \u001b[0;36m_acquire\u001b[0;34m()\u001b[0m\n\u001b[1;32m 454\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m_acquire\u001b[39m(\u001b[38;5;28mself\u001b[39m, needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[0;32m--> 455\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_manager\u001b[38;5;241m.\u001b[39macquire_context(needs_lock) \u001b[38;5;28;01mas\u001b[39;00m root:\n\u001b[1;32m 456\u001b[0m ds \u001b[38;5;241m=\u001b[39m _nc4_require_group(root, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_group, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode)\n\u001b[1;32m 457\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ds\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/contextlib.py:137\u001b[0m, in \u001b[0;36m__enter__\u001b[0;34m()\u001b[0m\n\u001b[1;32m 135\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39margs, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkwds, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunc\n\u001b[1;32m 136\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 137\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mnext\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgen)\n\u001b[1;32m 138\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m:\n\u001b[1;32m 139\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgenerator didn\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mt yield\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py:199\u001b[0m, in \u001b[0;36macquire_context\u001b[0;34m()\u001b[0m\n\u001b[1;32m 196\u001b[0m \u001b[38;5;129m@contextlib\u001b[39m\u001b[38;5;241m.\u001b[39mcontextmanager\n\u001b[1;32m 197\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21macquire_context\u001b[39m(\u001b[38;5;28mself\u001b[39m, needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[1;32m 198\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Context manager for acquiring a file.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 199\u001b[0m file, cached \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_acquire_with_cache_info(needs_lock)\n\u001b[1;32m 200\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 201\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m file\n", - "File \u001b[0;32m/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/xarray/backends/file_manager.py:217\u001b[0m, in \u001b[0;36m_acquire_with_cache_info\u001b[0;34m()\u001b[0m\n\u001b[1;32m 215\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mcopy()\n\u001b[1;32m 216\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmode\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode\n\u001b[0;32m--> 217\u001b[0m file \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_opener(\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_args, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 218\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mw\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m 219\u001b[0m \u001b[38;5;66;03m# ensure file doesn't get overridden when opened again\u001b[39;00m\n\u001b[1;32m 220\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124ma\u001b[39m\u001b[38;5;124m\"\u001b[39m\n", - "File \u001b[0;32msrc/netCDF4/_netCDF4.pyx:2470\u001b[0m, in \u001b[0;36mnetCDF4._netCDF4.Dataset.__init__\u001b[0;34m()\u001b[0m\n", - "File \u001b[0;32msrc/netCDF4/_netCDF4.pyx:2107\u001b[0m, in \u001b[0;36mnetCDF4._netCDF4._ensure_nc_success\u001b[0;34m()\u001b[0m\n", - "\u001b[0;31mOSError\u001b[0m: [Errno -101] NetCDF: HDF error: '/g/data/cj50/access-om2/raw-output/access-om2-01/01deg_jra55v13_ryf9091/output326/ice/OUTPUT/iceh.1982-07.nc'" + " warnings.warn(\n" ] }, { - "name": "stderr", - "output_type": "stream", - "text": [ - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n" - ] + "data": { + "text/plain": [ + "Text(0, 0.5, 'Sea Ice Area (m$^{2}$)')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" }, { "data": { - "image/png": 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5pbuZtfwgAH+7pj3jL21pciox043dmzHtug4AvLbsQPm/DXEvKiMi4hYMw2DaV7v4z6okAKZd14Fx/eNMTiWuYHSf5jwxpC0AL36zh/fWJZsbSJymMiIiLs/hMPjbFz8zb00yAM+P6MToPs1NzSSu5d5LWzLh8rLTdU9/sZNPN6WanEicoTIiIi7N4TB4ctEOPlifgsUCL93QmVG9YsyOJS7okUFtykfLHv98O19tP2pyIqkslRERcVl2h8FfP9/OxxtT8bDAyzd1YeTF0WbHEhdlsVh46up23NozBocBEz9O5Ifdx8yOJZXgdBlZuXIlw4YNIyoqCovFwuLFiyt97Jo1a/D09KRr167OvqyI1DOldgePfrqNzzYfweph4d83d+X6bs3MjiUuzmKx8NzwjlzXNYpSh8F9H25hzYEss2PJ73C6jBQUFNClSxdmzJjh1HE5OTmMHj2aK664wtmXFJF6psTu4JFPtrFoaxqeHhZeuyWe67o2NTuWuAmrh4V/3dSFwe3DKS518Of3NrH58AmzY8lvcLqMDBkyhOeee47rr7/eqePGjx/PqFGj6NOnj7MvKSL1SHGpgwnzt/LltqN4WS3MGNWNqztHmh1L3IyX1YPXR8UzoHUYhcV27pq3kZ/TcsyOJRdQK3NG5s2bx8GDB3nmmWdq4+VExE3ZSu088NEWvv45A2+rB2/e3p0/dYwwO5a4KR9PK7Pv6EHP5iHkFZVyx5yf2Hcsz+xYch41Xkb279/PE088wYcffoinp2eljrHZbOTm5lZ4iEjdVlRi574PtpCw6xjenh7MHt2dK9qFmx1L3Jyft5U5d/WgS7NgThaWcPvbP5GcVWB2LPmVGi0jdrudUaNG8eyzz9KmTZtKHzd9+nSCg4PLH9HRmj0vUpcVldi55/3NLNuTiY+nB3Pu7MHAi5qYHUvqiEBfL94d25O2EYFk5tm47e2fSDt12uxY8gt/6K69FouFRYsWMXz48PN+/9SpUzRq1Air1Vq+zeFwYBgGVquV7777jssvv/yc42w2Gzabrfzr3NxcoqOjdddekTrodLGdu9/byJoD2fh5lf0V27dlmNmxpA46nmfj5rfWcSirgLiwABaM702TQF+zY9Vplb1rb+XOm1RRUFAQO3bsqLBt5syZLFu2jM8++4y4uPMv5ezj44OPj09NRhMRF1BgK2XsOxv5KekEAd5W5o3pSc+4ELNjSR3VONCHD+7uxU1vriMpq4A73t7Ax/f0plGAt9nR6j2ny0h+fj4HDhwo/zopKYnExERCQkKIiYlh8uTJpKWl8d577+Hh4UHHjh0rHN+kSRN8fX3P2S4i9Uu+rZQx8zawMfkkDXw8eXfsxXSPVRGRmhXV0I+P/lxWSPYey+POeRv48O5eBPp6mR2tXnN6zsimTZuIj48nPj4egEmTJhEfH8/TTz8NQHp6OikpKdWbUkTqlNyiEu6Y8xMbk08S6OvJB3f3UhGRWhMbGsCHd/ciJMCb7UdyGPvORgqLS82OVa/9oTkjtaWy55xExPXlFJZwx9yf2H4kh2A/Lz4Y14tOzYLNjiX10M9pOdz6n/XkFZUyoHUYb9/ZAx9P6+8fKJVW2c9v3ZtGRGrNyYJiRr29nu1Hcmjk78X8P/dWERHTdGwazDtjeuLvbWXV/iwe/GgrJXaH2bHqJZUREakV2fk2bv3PenYezSU0wJv59/SmfZRGOsVc3WMb8fboHnh7epCw6xh/+WQbdofLnzCoc1RGRKTGHc8rKyJ7MvIIa+DDx/f0pm2Eioi4hr6twnjz9m54elhYsu0oUxbtwA1mMNQpKiMiUqMyc4u4ZfY69h3LJzzIhwXje9M6PNDsWCIVXN42nP+7JR4PC3y8MZVpX+1SIalFKiMiUmPSc05z8+z1HDxeQFSwLwvu6UPLxg3MjiVyXld3juSlG7sAMG9NMq8k7DM5Uf2hMiIiNSLt1Glufms9SVkFNG3ox4LxfWgeFmB2LJHfdGP3Zvz9ug4AvL7sADOXH/idI6Q6qIyISLVLPVHIzW+tI+VEITEh/iwY35voEH+zY4lUyh19mjN5SFsAXvpmL++uTTY3UD2gMiIi1So5q4Cb31rHkZOny+//0ayRioi4l/GXtmTC5a0AeGbJTj7ZlGpyorpNZUREqs2h4/ncPHsdR3OKaNk4gI/v6U1ksJ/ZsUSq5JFBbRjXv+weak98vp2vth81OVHdpTIiItXiQGYeN89ez7FcG62bNODje/oQHqQ7oor7slgsPHV1O27tGYPDgIkfJ/LD7mNmx6qTVEZE5A/bm5HHLbPXczzPRtuIQD6+pzeNA3XnbXF/FouF54Z3ZHjXKEodBvd9uIU1B7LMjlXnqIyIyB+y62gut8xeR1Z+MR2igpj/596ENlARkbrD6mHhXzd14aoO4RSXOrj73U1sSj5hdqw6RWVERKrs57QcRr29npOFJXRuFsxHd/emUYC32bFEqp2n1YPXbo3nkjaNOV1iZ8y8jfyclmN2rDpDZUREqmRb6ilG/Wc9pwpL6BrdkPfH9SLY38vsWCI1xsfTylu3d6dnXAh5tlLumPMT+47lmR2rTlAZERGnbT58ktvf/oncolJ6xDbi/XE9CfZTEZG6z8/bypw7e9ClWTAnC0u47e2fSM4qMDuW21MZERGnbEg6weg5P5FnK6VnXAjvju1JoK+KiNQfgb5evDu2J20jAjmeZ+O2t38i7dRps2O5NZUREam0jcknuHPuBgqK7fRtGco7Yy4mwMfT7Fgita6hvzfvj+tFi7AA0k6d5va3fyIzr8jsWG5LZUREKuV0sZ2JHydyusTOgNZhzL3rYvy9VUSk/moc6MOHf+5Fs0Z+JGUVcMfbGzhZUGx2LLekMiIilTJrxUHSTp0mKtiXt+7ojq+X1exIIqaLDPbjw7t7ER7kw95jeYyeu4HcohKzY7kdlRER+V0p2YW8ueIgAH+7pr1GRER+ITY0gA/v7kVIgDc70nIY985GCotLzY7lVlRGROR3TftqF8WlDvq3CuNPHSPMjiPiclo1CeS9sT0J9PVkY/JJxr+/maISu9mx3IbKiIj8ph/3ZPL97mN4eliYem17LBaL2ZFEXFLHpsG8M6Yn/t5WVu3P4sGPtlJid5gdyy2ojIjIBdlK7Tz75U4AxvaPo1WTQJMTibi27rGNePvOHvh4evD97mP85ZNt2B2G2bFcnsqIiFzQ26uSSM4upEmgDxOuaG12HBG30LdlGG/e3h0vq4Ul247y5MIdOFRIfpPKiIicV9qp07y+bD8AU65uRwOtJyJSaZe1bcL/3RKPhwUWbEpl6c/pZkdyaSojInJez/93N0UlDno2D+HaLlFmxxFxO0M7RTL+0pYAfLrpiMlpXJvKiIicY82BLP67Ix0PCzx7XQdNWhWpopE9ogFYtf84mblaofVCVEZEpIISu4NnlpRNWh3dpzntIoNMTiTivuLCAugW0xCHAUu2HTU7jstSGRGRCt5dm8yBzHxCA7x5ZFAbs+OIuL0R3ZoB8PmWNJOTuC6VEREpl5lbxKvfl01affxPbQn20914Rf6oYZ0j8bJa2J2ey+70XLPjuCSVEREpN/3rPeTbSuka3ZAbuzczO45IndDQ35sr2oYDsGirRkfOR2VERADYkHSCRVvTsFhg2nUd8PDQpFWR6jKiW1OgrIyUalXWc6iMiAildgdPf/EzALdcHEPnZg3NDSRSx1x2URMa+ntxPM/GmoPZZsdxOU6XkZUrVzJs2DCioqKwWCwsXrz4N/dfuHAhgwYNonHjxgQFBdGnTx++/fbbquYVkRrw0YYU9mTkEeznxWNXXWR2HJE6x9vTo3y9nkVbtObIrzldRgoKCujSpQszZsyo1P4rV65k0KBBLF26lM2bN3PZZZcxbNgwtm7d6nRYEal+2fk2/vXtXgAeveoiQgK8TU4kUjeNiC87VfPNzgzybaUmp3EtTq/vPGTIEIYMGVLp/V999dUKXz///PN88cUXfPnll8THxzv78iJSzf757V5yi0ppHxnEqJ4xZscRqbO6RjekRVgAh7IK+HpHOjedWRBNTJgz4nA4yMvLIyQkpLZfWkR+JTH1FAs2pQJlk1atmrQqUmMsFgvX/2Iiq/xPrZeRl19+mYKCAkaOHHnBfWw2G7m5uRUeIlK9HA6Dp7/4GcOA67s1pUdz/YEgUtOu61pWRtYdyibt1GmT07iOWi0j8+fPZ+rUqSxYsIAmTZpccL/p06cTHBxc/oiO1lCWSHX7ZFMq24/kEOjjyRND2podR6ReiA7xp1dcCIYBizU6Uq7WysiCBQsYN24cn3zyCVdeeeVv7jt58mRycnLKH6mpqbWUUqR+OFVYzIvf7AFg4qA2NAn0NTmRSP1xw5nl4RdtTcMwDJPTuIZaKSPz58/nrrvu4qOPPuLqq6/+3f19fHwICgqq8BCR6vNKwj5OFpbQJrwBo/vEmh1HpF4Z0ikCH08PDmTmsyMtx+w4LsHpMpKfn09iYiKJiYkAJCUlkZiYSEpKClA2qjF69Ojy/efPn8/o0aN5+eWX6d27NxkZGWRkZJCTo/8DRMyw82gOH6w/DMDUazvgZdXahyK1KdDXi8EdIgBYqJvnAVUoI5s2bSI+Pr78stxJkyYRHx/P008/DUB6enp5MQF46623KC0t5YEHHiAyMrL88fDDD1fTjyAilWUYBs98sROHAdd0jqRvyzCzI4nUS2evqlmy7SglWh7e+XVGBg4c+JvnuN55550KXy9fvtzZlxCRGrJoaxqbDp/Ez8vKlKvbmR1HpN4a0CqMsAY+ZOXbWLH3OFe2Dzc7kqk0PitST+QVlfD80rJJqw9d0YrIYD+TE4nUX55WD67rWrY8/MKtWh5eZUSknvi/7/eTlW8jLiyAcf3jzI4jUu+dPVXz/e5McgpLTE5jLpURkXpg37E85q1NBsomrfp4Ws0NJCK0jwziovBAiksd/HdHutlxTKUyIlLHGYbB1CU7sTsMBrcP59I2jc2OJCJUXB5+YT2/k6/KiEgdt3RHBmsPZuPj6cHfrmlvdhwR+YXh8U3xsMCmwyc5nF1gdhzTqIyI1GGFxaU8999dANw3sCXRIf4mJxKRXwoP8qVfq7JL7OvzzfNURkTqsBnLDpCeU0SzRn7ce2lLs+OIyHn88k6+9XV5eJURkTrq0PF8/rPqEABPX9MeXy9NWhVxRVd1iMDf28rh7EK2pJw0O44pVEZE6iDDMHj2y12U2A0ubdOYQfV8QSURV+bv7cmfOpYtD/95PV0eXmVEpA76fncmK/Ydx8tq4Zlh7bFYLGZHEpHfcPZOvl9tO0pRid3kNLVPZUSkjikqsTPtq50A/HlAC1o0bmByIhH5Pb1bhBIZ7EtuUSk/7sk0O06tUxkRqWPeWnGI1BOniQz25cHLW5kdR0Qqweph4bquZRNZ6+OpGpURkTok9UQhM5cfAGDK1e3w93b6XpgiYpKzV9Us35tJdr7N5DS1S2VEpA75+1e7sJU66NMilKs7RZodR0Sc0CY8kE5Ngyl1GHy1vX4tD68yIlJHLN+byXe7jmH1sPDsdR00aVXEDY2Ir5/Lw6uMiNQBtlI7z35ZttLqXX2b0yY80OREIlIV13aNwuphYduRHA5k5psdp9aojIjUAXNXJ5OUVUBYAx8evrK12XFEpIrCGvgw8MzNLBdtrT+jIyojIm4uPec0ry/bD8CTQ9sS5OtlciIR+SNGnF0efksaDkf9WB5eZUTEzT2/dA+FxXZ6xDYqP98sIu7rynbhBPp6cjSniPVJ2WbHqRUqIyJubN3BbL7cdhQPC5q0KlJH+HpZuaZz2dVwi+rJmiMqIyJuqsTu4JklPwNwW69YOkQFm5xIRKrLiPiy5eGX7kjndHHdXx5eZUTETb237jD7juXTyN+LvwxuY3YcEalGPWIbER3iR0Gxne92ZZgdp8apjIi4ocy8Il5N2AfAX//Ulob+3iYnEpHq5OFhKR8dWVgPTtWojIi4oRe/3kuerZTOzYIZ2SPa7DgiUgPOTkhftf84mblFJqepWSojIm5m8+ETfH5mdcZnr+2A1UOTVkXqoriwALrFNMRhwBeJR82OU6NURkTciN1h8PQXOwG4uUc08TGNTE4kIjXp+m5nTtVsrdunalRGRNzI/A0p7DyaS5CvJ3/900VmxxGRGnZN50i8rR7sTs9l19Fcs+PUGJURETdxoqCYf367F4C/DL6I0AY+JicSkZrW0N+by9s2Aer28vAqIyJu4p/f7iXndAltIwK5rVeM2XFEpJZcf2Z5+MWJRym1O0xOUzNURkTcwPYjp/h4YwoA067riKdV/+mK1BcDL2pCI38vjufZWHOwbi4Pr99oIi7OcWbSqmHA8K5R9IwLMTuSiNQib08PhnWJAmDhlrp5qkZlRMTFfbblCImppwjwtjJ5aDuz44iICc5eVfPtzgzybaUmp6l+KiMiLizndAkvfr0HgIevbE14kK/JiUTEDF2aBdMiLICiEgdf70g3O061c7qMrFy5kmHDhhEVFYXFYmHx4sW/e8yKFSvo3r07vr6+tGjRgjfffLMqWUXqnX8n7CO7oJhWTRowpl+c2XFExCQWi6V8ImtdXB7e6TJSUFBAly5dmDFjRqX2T0pKYujQoQwYMICtW7fy5JNPMmHCBD7//HOnw4rUJ7vTc3lvXTIAU4d1wEuTVkXqteFnlodfn5RN2qnTJqepXp7OHjBkyBCGDBlS6f3ffPNNYmJiePXVVwFo164dmzZt4l//+hc33HCDsy8vUi8YhsEzX+zEYcDQThH0bx1mdiQRMVmzRv70igvhp6QTLN6axgOXtTI7UrWp8T+11q1bx+DBgytsu+qqq9i0aRMlJSU1/fIibmnJtqNsSD6Br5cHU65ub3YcEXERN5xdHn7LEQzDMDlN9anxMpKRkUF4eHiFbeHh4ZSWlpKVlXXeY2w2G7m5uRUeIvVFvq2Uf/x3NwAPXtaKpg39TE4kIq5iSKcIfDw9OHi8gB1pOWbHqTa1chLaYql4V9Gzbe7X28+aPn06wcHB5Y/oaN0iXeqP13/YT2aejdhQf+4e0MLsOCLiQgJ9vRjcIQKoWxNZa7yMREREkJGRUWFbZmYmnp6ehIaGnveYyZMnk5OTU/5ITU2t6ZgiLuFAZj5zVicB8Myw9vh6WU1OJCKu5uxVNUu2HaWkjiwPX+NlpE+fPiQkJFTY9t1339GjRw+8vLzOe4yPjw9BQUEVHiJ1nWEYTF2yk1KHwZXtmnB52/DfP0hE6p0BrcIIa+DDiYJiVuw9bnacauF0GcnPzycxMZHExESg7NLdxMREUlLK7psxefJkRo8eXb7/vffey+HDh5k0aRK7d+9m7ty5zJkzh0cffbR6fgKROuLbnRmsPpCFt6cHf7tGk1ZF5Pw8rR5c1/XM8vB15E6+TpeRTZs2ER8fT3x8PACTJk0iPj6ep59+GoD09PTyYgIQFxfH0qVLWb58OV27duXvf/87r732mi7rFfmFUruDF7/ZC8D4S1oQGxpgciIRcWVnT9V8vzuTnEL3vzLVYrjBtUG5ubkEBweTk5OjUzZSJ322+QiPfrqNkABvVv71Mhr4OL0EkIjUI4ZhMOT/VrEnI4/nR3RiVK8YsyOdV2U/v7Wko4jJSuwOXvthP1A2KqIiIiK/x2KxMCL+7PLw7n+qRmVExGQLtxwh5UQhYQ28uaNPrNlxRMRNDI9viocFNh0+yeHsArPj/CEqIyImKi518NoPBwC499KW+HtrVEREKic8yJd+rcpuFbFoq3uvOaIyImKiTzenknbqNI0Dfbi9t0ZFRMQ5ZyeyLtqa5tbLw6uMiJjEVmpnxrKyUZH7B7bUAmci4rSrOkTg723lcHYhW1JOmh2nylRGREyyYGMq6TlFhAf5cGtP15wJLyKuzd/bkyEdIwH43I2Xh1cZETFBUYmdN34sGxV58LJWGhURkSo7e6rmq21HKSqxm5ymalRGREzw0U8pHMu1ERXsy8iLdSNIEam63i1CiQz2JbeolB/3ZJodp0pURkRq2eliOzOXHwTgwctb4+OpURERqTqrh4XhZ9YccddTNSojIrXsg/WHycq30ayRHzd2b2Z2HBGpA64/U0aW780kO99mchrnqYyI1KICWylvrigbFZlweWu8PfWfoIj8ca3DA+nUNJhSh8FX29PNjuM0/SYUqUXvrTtMdkExsaH+jDgz6UxEpDqcncjqjsvDq4yI1JJ8WymzV/5vVMTLqv/8RKT6DOsShdXDwrYjORzIzDc7jlP021Cklry7NpmThSW0CAvguq5RZscRkTomrIEPA9s0BmDRVvcaHVEZEakFuUUlzF55CICHr2yNp0ZFRKQGXN+tbFL8oi1pOBzuszy8fiOK1IJ5q5PJOV1CqyYNuKazRkVEpGZc0a4Jgb6eHM0pYn1SttlxKk1lRKSG5RSW8PbqslGRiVe2xuphMTmRiNRVvl5Wrulctjz8Ijdac0RlRKSGzVl9iLyiUi4KD2TomXtIiIjUlLOnapbuSOd0sXssD68yIlKDThYUM3dNMgCPDGqNh0ZFRKSG9YhtRHSIHwXFdr7blWF2nEpRGRGpQf9ZdYh8WyntI4MY3D7C7DgiUg9YLBZGxJeNjix0k1M1KiMiNSQ738Y7a5MBeGRQG42KiEitObs8/Kr9x8nMLTI5ze9TGRGpIbNXHqKw2E6npsFc2a6J2XFEpB5pHhZAt5iGOAz4IvGo2XF+l8qISA04nmfj3XXJAEwa1AaLRaMiIlK7zk5kXbjV9U/VqIyI1IA3VxykqMRB1+iGDLyosdlxRKQeuqZzJN5WD3an57LraK7ZcX6TyohINTuWW8QH6w8DGhUREfM09Pfm8rZlp4hdfXl4lRGRajZr+UFspQ56xDZiQOsws+OISD129k6+ixOPUmp3mJzmwlRGRKpRes5pPvopBdCoiIiYb+BFTWjk78XxPBtrDrru8vAqIyLV6I0fD1Bsd9AzLoQ+LUPNjiMi9Zy3pwfDupTdD2vhFtc9VaMyIlJNjpwsZMHGVECjIiLiOs5eVfPtzgzybaUmpzk/lRGRavLGjwcosRv0bRlK7xYaFRER19ClWTAtGgdQVOLg6x3pZsc5L5URkWqQkl3Ip5vKhkAfGdTG5DQiIv9jsVjKV2R11eXhVUZEqsHry/ZT6jAY0DqMi5uHmB1HRKSC4WfKyPqkbNJOnTY5zblURkT+oOSsgvIVDjUqIiKuqFkjf3q3CMEwYLELrshapTIyc+ZM4uLi8PX1pXv37qxateo39//www/p0qUL/v7+REZGMmbMGLKzXfcSIxFnvLZsP3aHwWUXNaZbTCOz44iInNf15XfyPYJhGCanqcjpMrJgwQImTpzIlClT2Lp1KwMGDGDIkCGkpKScd//Vq1czevRoxo0bx86dO/n000/ZuHEjd9999x8OL2K2g8fzy//K0KiIiLiyIZ0i8PH04ODxAnak5ZgdpwKny8grr7zCuHHjuPvuu2nXrh2vvvoq0dHRzJo167z7r1+/nubNmzNhwgTi4uLo378/48ePZ9OmTX84vIjZXvthPw4DrmwXTudmDc2OIyJyQYG+XlzVIQJwvYmsTpWR4uJiNm/ezODBgytsHzx4MGvXrj3vMX379uXIkSMsXboUwzA4duwYn332GVdffXXVU4u4gP3H8liyrezW3BOvbG1yGhGR3zfizPLwS7YdpcSFlod3qoxkZWVht9sJDw+vsD08PJyMjIzzHtO3b18+/PBDbr75Zry9vYmIiKBhw4a8/vrrF3wdm81Gbm5uhYeIq3n1h/0YBvypQwQdmwabHUdE5HcNaBVGWAMfThQUs2LvcbPjlKvSBNZfryxpGMYFV5vctWsXEyZM4Omnn2bz5s188803JCUlce+9917w+adPn05wcHD5Izo6uioxRWrMnoxc/ru9bPGgiYM0KiIi7sHT6sHwrmeWh3ehO/k6VUbCwsKwWq3njIJkZmaeM1py1vTp0+nXrx+PPfYYnTt35qqrrmLmzJnMnTuX9PTzrwQ3efJkcnJyyh+pqanOxBSpca8m7Afg6s6RtI0IMjmNiEjlnT1V8/2uTHIKS0xOU8apMuLt7U337t1JSEiosD0hIYG+ffue95jCwkI8PCq+jNVqBbjgpUU+Pj4EBQVVeIi4ip/TcvhmZwYWC0y8QqMiIuJe2kcG0TYikGK7g/+6yPLwTp+mmTRpEm+//TZz585l9+7dPPLII6SkpJSfdpk8eTKjR48u33/YsGEsXLiQWbNmcejQIdasWcOECRPo2bMnUVFR1feTiNSSV78vGxW5tksUrcMDTU4jIuIci8XC9d3OLg/vGqdqPJ094OabbyY7O5tp06aRnp5Ox44dWbp0KbGxsQCkp6dXWHPkrrvuIi8vjxkzZvCXv/yFhg0bcvnll/Piiy9W308hUku2HznF97uP4WGBCRoVERE3dV3Xprzw9R42HT7J4ewCYkMDTM1jMVxtGbbzyM3NJTg4mJycHJ2yEVONmbeBH/ce5/puTXllZFez44iIVNkdc35i1f4sJl7ZmolX1syijZX9/Na9aUQqaUvKSX7cexyrh4UJl2tURETc2w3dzi4Pn2b68vAqIyKV9O+EfQDc0K0pzcPMHdIUEfmjBncIx9/bSsqJQjYfPmlqFpURkUrYmHyCVfuz8PSw8JBGRUSkDvD39mRIx0iA8juPm0VlRKQSzo6K3NQjmugQf5PTiIhUjxvOXFXz1bajFJXYTcuhMiLyO9YdzGbtwWy8rBYevLyV2XFERKpN7xahRAb7kltUyrI9mablcPrSXpH6xDAM/v192ajILRfH0LShn8mJRESqj4eHhRHxTdmUfJIGPuZVApURkd+w9mA2G5JO4O3pwf2XtTQ7johItXt08EV4eJz//nK1RadpRC7AMAxeOTNXZFTPGCKDNSoiInWP2UUEVEZELmjV/iw2Hz6Jj6cH9w3UqIiISE1RGRE5j1+OitzeO5bwIF+TE4mI1F0qIyLnsXzvcRJTT+Hr5cG9l2pURESkJqmMiPzKL0dF7uzTnMaBPiYnEhGp21RGRH7l+92Z7EjLwd/byj2XtDA7johInacyIvILDsf/RkXu6tuc0AYaFRERqWkqIyK/8N2uDHan59LAx5M/D9CoiIhIbVAZETnD4TD4d8J+AMb2a06jAG+TE4mI1A8qIyJnLP05nb3H8gj09WRcf42KiIjUFpUREcDuMHj1+7JRkbv7tyDY38vkRCIi9YfKiAjw1fajHMjMJ9jPizH9m5sdR0SkXlEZkXqv1O7g/86MitxzSQuCfDUqIiJSm1RGpN77IvEoh7IKaOTvxZ19m5sdR0Sk3lEZkXqtxO7gtWVloyLjL21JAx9PkxOJiNQ/KiNSry3aksbh7EJCA7wZ3SfW7DgiIvWSyojUW8Wl/xsVuW9gS/y9NSoiImIGlRGptz7bfIQjJ0/TONCH23ppVERExCwqI1Iv2UrtzDgzKnL/wJb4eVtNTiQiUn+pjEi99MnGVI7mFBEe5MOtPWPMjiMiUq+pjEi9U1Ri540fDwLw4GWt8PXSqIiIiJlURqTe+XhDChm5RUQF+zLy4miz44iI1HsqI1KvFJXYeWP5mVGRy1vj46lRERERs6mMSL3ywfrDHM+z0ayRHzd2b2Z2HBERQWVE6pHC4lLeXFE2KvLQ5a3w9tQ/fxERV6DfxlJvvL/uMFn5xcSE+HN9N42KiIi4iiqVkZkzZxIXF4evry/du3dn1apVv7m/zWZjypQpxMbG4uPjQ8uWLZk7d26VAotURb7tf6MiE65ojZdVPVxExFU4vf71ggULmDhxIjNnzqRfv3689dZbDBkyhF27dhETc/71GkaOHMmxY8eYM2cOrVq1IjMzk9LS0j8cXqSy3l2bzMnCEuLCAhjeNcrsOCIi8gsWwzAMZw7o1asX3bp1Y9asWeXb2rVrx/Dhw5k+ffo5+3/zzTfccsstHDp0iJCQkCqFzM3NJTg4mJycHIKCgqr0HFJ/2Urt9HvhR7LybbwysotO0YiI1JLKfn47NVZdXFzM5s2bGTx4cIXtgwcPZu3atec9ZsmSJfTo0YOXXnqJpk2b0qZNGx599FFOnz7tzEuLVNmX29LJyrcREeTLsC4aFRERcTVOnabJysrCbrcTHh5eYXt4eDgZGRnnPebQoUOsXr0aX19fFi1aRFZWFvfffz8nTpy44LwRm82GzWYr/zo3N9eZmCLlDMNg7uokAEb3jdVcERERF1Sl38wWi6XC14ZhnLPtLIfDgcVi4cMPP6Rnz54MHTqUV155hXfeeeeCoyPTp08nODi4/BEdrVUypWrWHzrBrvRc/LysjNI9aEREXJJTZSQsLAyr1XrOKEhmZuY5oyVnRUZG0rRpU4KDg8u3tWvXDsMwOHLkyHmPmTx5Mjk5OeWP1NRUZ2KKlJtzZlTkhu5NaejvbXIaERE5H6fKiLe3N927dychIaHC9oSEBPr27XveY/r168fRo0fJz88v37Zv3z48PDxo1uz8Ewl9fHwICgqq8BBxVnJWAT/sOQbAmH5xJqcREZELcfo0zaRJk3j77beZO3cuu3fv5pFHHiElJYV7770XKBvVGD16dPn+o0aNIjQ0lDFjxrBr1y5WrlzJY489xtixY/Hz86u+n0TkV+atScIw4LKLGtOycQOz44iIyAU4vc7IzTffTHZ2NtOmTSM9PZ2OHTuydOlSYmNjAUhPTyclJaV8/wYNGpCQkMBDDz1Ejx49CA0NZeTIkTz33HPV91OI/ErO6RI+3Vx2GnBc/xYmpxERkd/i9DojZtA6I+Ks2SsP8vzSPbSNCOTrhwdccIK1iIjUnBpZZ0TEHZTaHby79jAAY/vFqYiIiLg4lRGpc77ZmUHaqdOEBnhzrZZ+FxFxeSojUuecvZz3tt6x+HpZTU4jIiK/R2VE6pQtKSfZmnIKb6sHd/SONTuOiIhUgsqI1Clnl36/tmsUjQN9TE4jIiKVoTIidUbaqdN8/XPZ6sBjtciZiIjbUBmROuO9tcnYHQZ9W4bSPkqXgIuIuAuVEakTCmylfLShbLE9jYqIiLgXlRGpEz7bfIS8olLiwgK4vG0Ts+OIiIgTVEbE7TkcBvPWlE1cHdOvOR4eWuRMRMSdqIyI21u2J5Pk7EKCfD25odv57wQtIiKuS2VE3N7ZRc5u7RVDgI/T934UERGTqYyIW9t5NId1h7Kxeli4s09zs+OIiEgVqIyIW5u7OhmAIR0jiGroZ24YERGpEpURcVuZeUV8ue0oAOP663JeERF3pTIibuuD9SkU2x10i2lIfEwjs+OIiEgVqYyIWyoqsfPh+sMAjOvfwuQ0IiLyR6iMiFv6IjGN7IJimjb046oO4WbHERGRP0BlRNyOYRjll/Pe2TcWT6v+GYuIuDP9Fhe3s/pAFvuO5ePvbeXmi2PMjiMiIn+Qyoi4nblnRkVG9ogm2M/L5DQiIvJHqYyIWzmQmc+Pe49jsZTdh0ZERNyfyoi4lbM3xLuyXTixoQEmpxERkeqgMiJu42RBMZ9vOQLA2H5a5ExEpK5QGRG38dGGFIpKHLSPDKJ3ixCz44iISDVRGRG3UGJ38N66ZKBs6XeLxWJuIBERqTYqI+IWlu5I51iujcaBPgzrEmV2HBERqUYqI+LyfrnI2ejesXh76p+tiEhdot/q4vI2HT7J9iM5+Hh6MKqXFjkTEalrVEbE5c1ZVTYqMiK+KaENfExOIyIi1U1lRFxa6olCvtuVAcDY/rqcV0SkLlIZEZf2ztpkHAYMaB1Gm/BAs+OIiEgNUBkRl5VXVMKCjalA2eW8IiJSN1WpjMycOZO4uDh8fX3p3r07q1atqtRxa9aswdPTk65du1blZaWe+WTTEfJtpbRq0oBL2zQ2O46IiNQQp8vIggULmDhxIlOmTGHr1q0MGDCAIUOGkJKS8pvH5eTkMHr0aK644ooqh5X6w+4weGdt2cTVMf2aa5EzEZE6zOky8sorrzBu3Djuvvtu2rVrx6uvvkp0dDSzZs36zePGjx/PqFGj6NOnT5XDSv2RsCuD1BOnaejvxfXxzcyOIyIiNcipMlJcXMzmzZsZPHhwhe2DBw9m7dq1Fzxu3rx5HDx4kGeeeaZqKaXembs6GYDbesXg5201N4yIiNQoT2d2zsrKwm63Ex4eXmF7eHg4GRkZ5z1m//79PPHEE6xatQpPz8q9nM1mw2azlX+dm5vrTExxczuO5LAh+QReVguj+zQ3O46IiNSwKk1g/fX5e8MwzntO3263M2rUKJ599lnatGlT6eefPn06wcHB5Y/o6OiqxBQ3NWf1IQCu6RxFeJCvyWlERKSmOVVGwsLCsFqt54yCZGZmnjNaApCXl8emTZt48MEH8fT0xNPTk2nTprFt2zY8PT1ZtmzZeV9n8uTJ5OTklD9SU1OdiSluLCOniK+2pwMwtp8u5xURqQ+cOk3j7e1N9+7dSUhIYMSIEeXbExISuO66687ZPygoiB07dlTYNnPmTJYtW8Znn31GXNz5P2x8fHzw8dGy3/XRe+uSKXUY9GweQqdmwWbHERGRWuBUGQGYNGkSd9xxBz169KBPnz7Mnj2blJQU7r33XqBsVCMtLY333nsPDw8POnbsWOH4Jk2a4Ovre852kdPFdj7aUHaJuJZ+FxGpP5wuIzfffDPZ2dlMmzaN9PR0OnbsyNKlS4mNjQUgPT39d9ccETmfhVuPcKqwhJgQfwa1P/e0n4iI1E0WwzAMs0P8ntzcXIKDg8nJySEoKMjsOFIDHA6DQf9ewcHjBTx9TXuNjIiI1AGV/fzWvWnEJazYf5yDxwsI9PFk5MW6ekpEpD5RGRGXMHd12dLvIy+OpoGP02cPRUTEjamMiOn2Hctj1f4sPCxwV9/mZscREZFapjIipjs7KnJVhwiiQ/xNTiMiIrVNZURMlZ1vY+HWNADGadKqiEi9pDIipvrwpxSKSx10aRZM99hGZscRERETqIyIaWyldt5bdxgoW+TsfPc3EhGRuk9lREzz5bZ0svJtRAT5MrRTpNlxRETEJCojYgrDMMonro7uG4uXVf8URUTqK30CiCnWHzrBrvRc/LysjOoZY3YcERExkcqImGLOmVGRG7o3paG/t8lpRETETCojUuuSswr4Yc8xAMb00+W8IiL1ncqI1Lp5a5IwDLjsosa0bNzA7DgiImIylRGpVTmnS/h08xEAxvVvYXIaERFxBSojUqsWbEyhsNhO24hA+rUKNTuOiIi4AJURqTWldgfvrj2zyFk/LXImIiJlVEak1nyzM4O0U6cJDfDm2q5RZscREREXoTIitebs5by39Y7F18tqchoREXEVKiNSK7aknGRryim8rR7c0TvW7DgiIuJCVEakVpxd+v3arlE0DvQxOY2IiLgSlRGpcWmnTvP1zxlA2cRVERGRX1IZkRr33tpk7A6Dvi1DaR8VZHYcERFxMSojUqMKbKV8tCEF0KiIiIicn8qI1KjPNh8hr6iUuLAALm/bxOw4IiLiglRGpMY4HAbz1pRNXB3TrzkeHlrkTEREzqUyIjVm2Z5MkrMLCfL15IZuzcyOIyIiLkplRGrM2UXObu0VQ4CPp8lpRETEVamMSI3YeTSHdYeysXpYuLNPc7PjiIiIC1MZkRoxd3UyAEM6RhDV0M/cMCIi4tJURqTaZeYV8eW2owCM66/LeUVE5LepjEi1+2B9CsV2B91iGhIf08jsOCIi4uJURqRaFZXY+XD9YQDG9W9hchoREXEHKiNSrb5ITCO7oJimDf24qkO42XFERMQNVKmMzJw5k7i4OHx9fenevTurVq264L4LFy5k0KBBNG7cmKCgIPr06cO3335b5cDiugzDKL+c986+sXha1XVFROT3Of1psWDBAiZOnMiUKVPYunUrAwYMYMiQIaSkpJx3/5UrVzJo0CCWLl3K5s2bueyyyxg2bBhbt279w+HFtaw5kM2+Y/n4e1u5+eIYs+OIiIibsBiGYThzQK9evejWrRuzZs0q39auXTuGDx/O9OnTK/UcHTp04Oabb+bpp5+u1P65ubkEBweTk5NDUFD13fX1ZEExS7Yd5Y7esVqqvBqMmbeBH/ce566+zZl6bQez44iIiMkq+/nt1MhIcXExmzdvZvDgwRW2Dx48mLVr11bqORwOB3l5eYSEhDjz0tXO4TB45JNEnlmyk3ve38SpwmJT87i7A5n5/Lj3OBZL2X1oREREKsupMpKVlYXdbic8vOLExPDwcDIyMir1HC+//DIFBQWMHDnygvvYbDZyc3MrPKqbxQKD20fg7enB97szufq11WxLPVXtr1NfnL0h3pXtwokNDTA5jYiIuJMqzTC0WCqe0jAM45xt5zN//nymTp3KggULaNLkwreTnz59OsHBweWP6OjoqsT8TRaLhVG9Ylh4X19iQ/1JO3WaG99cy7trk3HyzFW9d7KgmM+3HAFgbD8tciYiIs5xqoyEhYVhtVrPGQXJzMw8Z7Tk1xYsWMC4ceP45JNPuPLKK39z38mTJ5OTk1P+SE1NdSamUzo2DebLh/rzpw4RlNgNnlmykwfnbyWvqKTGXrMuKbE7+Od3eykqcdA+MojeLcw9/SYiIu7HqTLi7e1N9+7dSUhIqLA9ISGBvn37XvC4+fPnc9ddd/HRRx9x9dVX/+7r+Pj4EBQUVOFRk4J8vZh1ezeevqY9nh4W/rs9nWtnrGF3evWfHqpL9mbkMWLmGj76qexKqvsva1mpETIREZFfcvo0zaRJk3j77beZO3cuu3fv5pFHHiElJYV7770XKBvVGD16dPn+8+fPZ/To0bz88sv07t2bjIwMMjIyyMnJqb6fohpYLBbG9o/jk3v7EBXsS1JWAcPfWMMnm2puVMZdldodzFx+gGGvr+bntFwa+nvx2q3xXNM5yuxoIiLihpy+tBfKFj176aWXSE9Pp2PHjvz73//mkksuAeCuu+4iOTmZ5cuXAzBw4EBWrFhxznPceeedvPPOO5V6vZq6tPdCThQUM+mTRJbvPQ7Ajd2b8ffrOuLnba3x13Z1B4/n85dPtpF4ZrLvle2a8Pz1nWgS6GtuMBERcTmV/fyuUhmpbbVdRqDs0t9ZKw7y8nd7cRhwUXggM2/vRsvGDWrl9V2Nw2Ewb20yL32zB1upg0AfT565tgM3dGuqUzMiInJeKiPVZO3BLCbMTyQr30aAt5UXbujMsC7163RESnYhj362jQ1JJwAY0DqMF2/oTFRDP5OTiYiIK1MZqUaZeUVMmL+V9YfKPozv6B3LU9e0w8ezbp+2MQyDD39K4fmluykstuPvbWXK1e0Y1TNGoyEiIvK7VEaqWandwavf72fGjwcA6NwsmDdGdSM6xN+UPDXt6KnTPP75dlbtzwKgZ1wI/7qxCzGhdfPnFRGR6qcyUkN+3JvJIwsSOVVYQpCvJy+P7Mqg9r+9xoo7MQyDzzYfYdqXu8izleLj6cFf/9SWMX2b6/49IiLiFJWRGpR26jQPfrSFrSmnABh/SQseveoivKxVWtDWZWTmFjF54Q5+2JMJQHxMQ/51U5d6O2lXRET+GJWRGlZc6uCFr/cw98w9WS5u3ojXb+1GRLD7XeJqGAZfbk/n6S9+5lRhCd5WDx4Z1IZ7LmmBVaMhIiJSRSojteSbn9N57NPt5NlKCQnw5v9u6cqA1o3NjlVp2fk2/vbFzyzdUbbEf4eoIF4Z2ZWLIgJNTiYiIu5OZaQWHc4u4P4Pt7DzaC4WC0y4vDUTrmjt8qMK3+7MYMqiHWTlF+PpYeHBy1vxwGWt3P50k4iIuAaVkVpWVGJn2le7yu/T0r9VGK/e0pWwBj4mJztXTmEJU7/cyaKtaQC0CW/AKyO70rFpsMnJRESkLlEZMcmirUd4cuHPnC6xEx7kw+u3dqNnnOvcyXb53kwe/3w7x3JteFhg/KUtmXhl6zq/ZoqIiNQ+lRET7T+Wx30fbuFAZj5WDwuPXXUR9wxoYeqlsXlFJfzjv7v5eGPZjf9ahAXwr5Fd6BbTyLRMIiJSt6mMmKzAVsqURTtYnHgUKLuh3L9u6kJDf+9az7L2QBaPfbadtFOnARjbL47HrrpIN/4TEZEapTLiAgzDYP6GVKZ+uZPiUgdNG/ox87ZudIluWCuvX1hcyotf7+HddYcBiA7x4583dqF3i9BaeX0REanfVEZcyM9pOTzw0RYOZxfibfXgqWvacUfv2Bq9v8um5BM8+uk2krMLAbitVwxPDm1HgI9njb2miIjIL6mMuJjcohIe+3Qb3+48BsA1nSN54YbONKjmclBUYueVhH38Z9UhDAMig3158YbOXNLGfdY+ERGRukFlxAUZhsHcNclMX7qbUodBi7AA3ritG+0iq+dn2pZ6ir98uo0DmfkA3Ni9GX+7pj3Bfl7V8vwiIiLOUBlxYZsPn+TBj7aQnlOEj6cHfx/ekZE9oqv8fMWlDl5ftp+Zyw9idxiENfDhhes7cWUduoGfiIi4H5URF3eioJhJnySyfO9xoGwU4+/XdXT6CpddR3P5y6fb2J2eC8CwLlFMu7YDjQJq/6odERGRX1IZcQMOh8GsFQd5+bu9OAxoGxHIG7d1q9RdckvtDt5ccZD/+2E/JXaDRv5ePDe8E1d3jqyF5CIiIr9PZcSNrD2YxYT5iWTl2wjwtvLCDZ0Z1iXqgvsfyMzjL59sY9uRHAAGtw/nHyM60TjQ9ZaeFxGR+ktlxM1k5hUxYf5W1h86AcDoPrFMubpdhWXa7Q6DuauT+Od3eykudRDo68mz13ZgRHzTGr1MWEREpCpURtxQqd3Bv7/fxxs/HgSgc7Ng3hjVjegQf5KzCnj0021sOnwSgEvbNObFGzoTEexrZmQREZELUhlxYz/uzeSRBYmcKiwhyNeTW3rG8P66w5wusRPgbeWpa9pzy8XRGg0RERGXpjLi5tJOnebBj7awNeVU+bY+LUJ56cbORIf4mxdMRESkkir7+a21wV1U04Z+LLinD//8dg//3Z7O+EtbckfvWFPv/CsiIlITNDIiIiIiNaKyn98etZhJRERE5BwqIyIiImIqlRERERExlcqIiIiImEplREREREylMiIiIiKmUhkRERERU1WpjMycOZO4uDh8fX3p3r07q1at+s39V6xYQffu3fH19aVFixa8+eabVQorIiIidY/TZWTBggVMnDiRKVOmsHXrVgYMGMCQIUNISUk57/5JSUkMHTqUAQMGsHXrVp588kkmTJjA559//ofDi4iIiPtzegXWXr160a1bN2bNmlW+rV27dgwfPpzp06efs//jjz/OkiVL2L17d/m2e++9l23btrFu3bpKvaZWYBUREXE/NbICa3FxMZs3b2bw4MEVtg8ePJi1a9ee95h169ads/9VV13Fpk2bKCkpceblRUREpA5y6kZ5WVlZ2O12wsPDK2wPDw8nIyPjvMdkZGScd//S0lKysrKIjIw85xibzYbNZiv/Ojc315mYIiIi4kaqNIHVYql451jDMM7Z9nv7n2/7WdOnTyc4OLj8ER0dXZWYIiIi4gacKiNhYWFYrdZzRkEyMzPPGf04KyIi4rz7e3p6Ehoaet5jJk+eTE5OTvkjNTXVmZgiIiLiRpw6TePt7U337t1JSEhgxIgR5dsTEhK47rrrzntMnz59+PLLLyts++677+jRowdeXl7nPcbHxwcfH5/yr8+OpOh0jYiIiPs4+7n9u9fKGE76+OOPDS8vL2POnDnGrl27jIkTJxoBAQFGcnKyYRiG8cQTTxh33HFH+f6HDh0y/P39jUceecTYtWuXMWfOHMPLy8v47LPPKv2aqampBqCHHnrooYceerjhIzU19Tc/550aGQG4+eabyc7OZtq0aaSnp9OxY0eWLl1KbGwsAOnp6RXWHImLi2Pp0qU88sgjvPHGG0RFRfHaa69xww03VPo1o6KiSE1NJTAw8DfnptRFubm5REdHk5qaqsua/wC9j9VD72P10PtYPfQ+Vo+afB8NwyAvL4+oqKjf3M/pdUakdmmNleqh97F66H2sHnofq4fex+rhCu+j7k0jIiIiplIZEREREVOpjLg4Hx8fnnnmmQpXF4nz9D5WD72P1UPvY/XQ+1g9XOF91JwRERERMZVGRkRERMRUKiMiIiJiKpURERERMZXKiIuaPn06F198MYGBgTRp0oThw4ezd+9es2O5venTp2OxWJg4caLZUdxOWloat99+O6Ghofj7+9O1a1c2b95sdiy3UlpaylNPPUVcXBx+fn60aNGCadOm4XA4zI7m0lauXMmwYcOIiorCYrGwePHiCt83DIOpU6cSFRWFn58fAwcOZOfOneaEdWG/9T6WlJTw+OOP06lTJwICAoiKimL06NEcPXq0VrKpjLioFStW8MADD7B+/XoSEhIoLS1l8ODBFBQUmB3NbW3cuJHZs2fTuXNns6O4nZMnT9KvXz+8vLz4+uuv2bVrFy+//DINGzY0O5pbefHFF3nzzTeZMWMGu3fv5qWXXuKf//wnr7/+utnRXFpBQQFdunRhxowZ5/3+Sy+9xCuvvMKMGTPYuHEjERERDBo0iLy8vFpO6tp+630sLCxky5Yt/O1vf2PLli0sXLiQffv2ce2119ZOOGfvTSPmyMzMNABjxYoVZkdxS3l5eUbr1q2NhIQE49JLLzUefvhhsyO5lccff9zo37+/2THc3tVXX22MHTu2wrbrr7/euP32201K5H4AY9GiReVfOxwOIyIiwnjhhRfKtxUVFRnBwcHGm2++aUJC9/Dr9/F8NmzYYADG4cOHazyPRkbcRE5ODgAhISEmJ3FPDzzwAFdffTVXXnml2VHc0pIlS+jRowc33XQTTZo0IT4+nv/85z9mx3I7/fv354cffmDfvn0AbNu2jdWrVzN06FCTk7mvpKQkMjIyGDx4cPk2Hx8fLr30UtauXWtiMveXk5ODxWKplRFQp2+UJ7XPMAwmTZpE//796dixo9lx3M7HH3/Mli1b2Lhxo9lR3NahQ4eYNWsWkyZN4sknn2TDhg1MmDABHx8fRo8ebXY8t/H444+Tk5ND27ZtsVqt2O12/vGPf3DrrbeaHc1tZWRkABAeHl5he3h4OIcPHzYjUp1QVFTEE088wahRo2rlfjUqI27gwQcfZPv27axevdrsKG4nNTWVhx9+mO+++w5fX1+z47gth8NBjx49eP755wGIj49n586dzJo1S2XECQsWLOCDDz7go48+okOHDiQmJjJx4kSioqK48847zY7n1n59R3fDMOrdXd6rS0lJCbfccgsOh4OZM2fWymuqjLi4hx56iCVLlrBy5UqaNWtmdhy3s3nzZjIzM+nevXv5NrvdzsqVK5kxYwY2mw2r1WpiQvcQGRlJ+/btK2xr164dn3/+uUmJ3NNjjz3GE088wS233AJAp06dOHz4MNOnT1cZqaKIiAigbIQkMjKyfHtmZuY5oyXy+0pKShg5ciRJSUksW7as1u7iqzkjLsowDB588EEWLlzIsmXLiIuLMzuSW7riiivYsWMHiYmJ5Y8ePXpw2223kZiYqCJSSf369Tvn0vJ9+/YRGxtrUiL3VFhYiIdHxV+7VqtVl/b+AXFxcURERJCQkFC+rbi4mBUrVtC3b18Tk7mfs0Vk//79fP/994SGhtbaa2tkxEU98MADfPTRR3zxxRcEBgaWnxcNDg7Gz8/P5HTuIzAw8Jx5NgEBAYSGhmr+jRMeeeQR+vbty/PPP8/IkSPZsGEDs2fPZvbs2WZHcyvDhg3jH//4BzExMXTo0IGtW7fyyiuvMHbsWLOjubT8/HwOHDhQ/nVSUhKJiYmEhIQQExPDxIkTef7552ndujWtW7fm+eefx9/fn1GjRpmY2vX81vsYFRXFjTfeyJYtW/jqq6+w2+3lnzshISF4e3vXbLgav15HqgQ472PevHlmR3N7urS3ar788kujY8eOho+Pj9G2bVtj9uzZZkdyO7m5ucbDDz9sxMTEGL6+vkaLFi2MKVOmGDabzexoLu3HH3887+/DO++80zCMsst7n3nmGSMiIsLw8fExLrnkEmPHjh3mhnZBv/U+JiUlXfBz58cff6zxbLprr4iIiJhKc0ZERETEVCojIiIiYiqVERERETGVyoiIiIiYSmVERERETKUyIiIiIqZSGRERERFTqYyIiIiIqVRGRMRtTZ06la5du5odQ0T+IJUREXELFouFxYsXmx1DRGqAyoiIiIiYSmVERJwycOBAHnroISZOnEijRo0IDw9n9uzZFBQUMGbMGAIDA2nZsiVff/11+TErVqygZ8+e+Pj4EBkZyRNPPEFpaWmF55wwYQJ//etfCQkJISIigqlTp5Z/v3nz5gCMGDECi8VS/vVZ77//Ps2bNyc4OJhbbrmFvLy8mnwLRKSaqYyIiNPeffddwsLC2LBhAw899BD33XcfN910E3379mXLli1cddVV3HHHHRQWFpKWlsbQoUO5+OKL2bZtG7NmzWLOnDk899xz5zxnQEAAP/30Ey+99BLTpk0jISEBgI0bNwIwb9480tPTy78GOHjwIIsXL+arr77iq6++YsWKFbzwwgu192aIyB+mu/aKiFMGDhyI3W5n1apVANjtdoKDg7n++ut57733AMjIyCAyMpJ169bx5Zdf8vnnn7N7924sFgsAM2fO5PHHHycnJwcPD49znhOgZ8+eXH755eXFwmKxsGjRIoYPH16+z9SpU/nnP/9JRkYGgYGBAPz1r39l5cqVrF+/vjbeDhGpBhoZERGnde7cufx/W61WQkND6dSpU/m28PBwADIzM9m9ezd9+vQpLyIA/fr1Iz8/nyNHjpz3OQEiIyPJzMz83SzNmzcvLyLOHCcirkNlRESc5uXlVeFri8VSYdvZ4uFwODAMo0IRATg7IPvL7ed7TofDUaUslTlORFyHyoiI1Kj27duzdu1afnlGeO3atQQGBtK0adNKP4+Xlxd2u70mIoqIyVRGRKRG3X///aSmpvLQQw+xZ88evvjiC5555hkmTZqEh0flfwU1b96cH374gYyMDE6ePFmDiUWktqmMiEiNatq0KUuXLmXDhg106dKFe++9l3HjxvHUU0859Twvv/wyCQkJREdHEx8fX0NpRcQMuppGRERETKWRERERETGVyoiIiIiYSmVERERETKUyIiIiIqZSGRERERFTqYyIiIiIqVRGRERExFQqIyIiImIqlRERERExlcqIiIiImEplREREREylMiIiIiKm+n9ye4iojyVXcgAAAABJRU5ErkJggg==", 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", "text/plain": [ "
    " ] }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "==== backtrace (tid:2061347) ====\n", - " 0 0x0000000000012990 __funlockfile() :0\n", - " 1 0x0000000000168150 H5G_rootof() ???:0\n", - " 2 0x000000000016887f H5G_root_loc() ???:0\n", - " 3 0x0000000000160a68 H5G_loc_real() ???:0\n", - " 4 0x0000000000315b51 H5VL__native_object_get() ???:0\n", - " 5 0x0000000000305de8 H5VL_object_get() ???:0\n", - " 6 0x0000000000190c1f H5Iget_name() ???:0\n", - " 7 0x00000000000b6e03 reportobject() ???:0\n", - " 8 0x00000000000b6f8a reportopenobjects() ???:0\n", - " 9 0x00000000000b7a81 dumpopenobjects.isra.0() hdf5file.c:0\n", - "10 0x00000000000b7b12 nc4_close_netcdf4_file() ???:0\n", - "11 0x00000000000b7dc3 NC4_close() ???:0\n", - "12 0x0000000000082dc5 nc_close() ???:0\n", - "13 0x00000000000badea __pyx_pf_7netCDF4_8_netCDF4_7Dataset_14_close() /project/src/netCDF4/_netCDF4.c:30036\n", - "14 0x00000000000badea __pyx_pw_7netCDF4_8_netCDF4_7Dataset_15_close() /project/src/netCDF4/_netCDF4.c:29985\n", - "15 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30584\n", - "16 0x000000000009d5b2 Py_XDECREF() /opt/_internal/cpython-3.11.9/include/python3.11/object.h:602\n", - "17 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30585\n", - "18 0x000000000009d5b2 __pyx_pw_7netCDF4_8_netCDF4_7Dataset_19close() /project/src/netCDF4/_netCDF4.c:30472\n", - "19 0x00000000001f04dc PyObject_Vectorcall() ???:0\n", - "20 0x00000000001e39f9 _PyEval_EvalFrameDefault() ???:0\n", - "21 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", - "22 0x000000000020d792 PyObject_CallOneArg() ???:0\n", - "23 0x00000000002df57f slot_tp_finalize() :0\n", - "24 0x0000000000226a4b PyObject_CallFinalizerFromDealloc() ???:0\n", - "25 0x000000000022ff30 subtype_dealloc() :0\n", - "26 0x000000000022fca1 subtype_dealloc() :0\n", - "27 0x000000000022fca1 subtype_dealloc() :0\n", - "28 0x000000000022fca1 subtype_dealloc() :0\n", - "29 0x00000000001d4f4c dict_dealloc() :0\n", - "30 0x000000000022ff9e subtype_dealloc() :0\n", - "31 0x000000000022fca1 subtype_dealloc() :0\n", - "32 0x000000000022fca1 subtype_dealloc() :0\n", - "33 0x000000000022fca1 subtype_dealloc() :0\n", - "34 0x000000000022fca1 subtype_dealloc() :0\n", - "35 0x00000000001d4ee7 dict_dealloc() :0\n", - "36 0x00000000001d456a tupledealloc() :0\n", - "37 0x000000000022fca1 subtype_dealloc() :0\n", - "38 0x000000000022fca1 subtype_dealloc() :0\n", - "39 0x0000000000223ee7 set_dealloc() :0\n", - "40 0x000000000022fca1 subtype_dealloc() :0\n", - "41 0x00000000001d4ef7 dict_dealloc() :0\n", - "42 0x0000000000226dbc method_vectorcall() :0\n", - "43 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "44 0x0000000000226ca8 method_vectorcall() :0\n", - "45 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "46 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", - "47 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "48 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", - "49 0x0000000000212434 PyObject_Call() ???:0\n", - "50 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "51 0x00000000002ae178 gen_send_ex2() :0\n", - "52 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", - "53 0x00000000002ae178 gen_send_ex2() :0\n", - "54 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", - "55 0x00000000002ae178 gen_send_ex2() :0\n", - "56 0x00000000000076a6 task_step() :0\n", - "57 0x00000000001f761a cfunction_vectorcall_O() :0\n", - "=================================\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "BFD: Dwarf Error: Can't find .debug_ranges section.\n", - "==== backtrace (tid:2061351) ====\n", - " 0 0x0000000000012990 __funlockfile() :0\n", - " 1 0x00000000001465b9 H5FL_reg_malloc() ???:0\n", - " 2 0x000000000030d669 H5VL_set_vol_wrapper() ???:0\n", - " 3 0x00000000002fe6f8 H5VL_dataset_close() ???:0\n", - " 4 0x00000000000cb58c H5D__close_cb() H5Dint.c:0\n", - " 5 0x00000000001932a2 H5I_dec_app_ref_always_close() ???:0\n", - " 6 0x00000000000a5da9 H5Dclose() ???:0\n", - " 7 0x00000000000babcd nc4_rec_grp_HDF5_del.localalias() hdf5internal.c:0\n", - " 8 0x00000000000b7bcc nc4_close_hdf5_file() ???:0\n", - " 9 0x00000000000b7dc3 NC4_close() ???:0\n", - "10 0x0000000000082dc5 nc_close() ???:0\n", - "11 0x00000000000badea __pyx_pf_7netCDF4_8_netCDF4_7Dataset_14_close() /project/src/netCDF4/_netCDF4.c:30036\n", - "12 0x00000000000badea __pyx_pw_7netCDF4_8_netCDF4_7Dataset_15_close() /project/src/netCDF4/_netCDF4.c:29985\n", - "13 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30584\n", - "14 0x000000000009d5b2 Py_XDECREF() /opt/_internal/cpython-3.11.9/include/python3.11/object.h:602\n", - "15 0x000000000009d5b2 __pyx_pf_7netCDF4_8_netCDF4_7Dataset_18close() /project/src/netCDF4/_netCDF4.c:30585\n", - "16 0x000000000009d5b2 __pyx_pw_7netCDF4_8_netCDF4_7Dataset_19close() /project/src/netCDF4/_netCDF4.c:30472\n", - "17 0x00000000001f04dc PyObject_Vectorcall() ???:0\n", - "18 0x00000000001e39f9 _PyEval_EvalFrameDefault() ???:0\n", - "19 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", - "20 0x000000000020d792 PyObject_CallOneArg() ???:0\n", - "21 0x00000000002df57f slot_tp_finalize() :0\n", - "22 0x0000000000226a4b PyObject_CallFinalizerFromDealloc() ???:0\n", - "23 0x000000000022ff30 subtype_dealloc() :0\n", - "24 0x000000000022fca1 subtype_dealloc() :0\n", - "25 0x000000000022fca1 subtype_dealloc() :0\n", - "26 0x000000000022fca1 subtype_dealloc() :0\n", - "27 0x00000000001d4f4c dict_dealloc() :0\n", - "28 0x000000000022ff9e subtype_dealloc() :0\n", - "29 0x000000000022fca1 subtype_dealloc() :0\n", - "30 0x000000000022fca1 subtype_dealloc() :0\n", - "31 0x000000000022fca1 subtype_dealloc() :0\n", - "32 0x000000000022fca1 subtype_dealloc() :0\n", - "33 0x00000000001d4ee7 dict_dealloc() :0\n", - "34 0x00000000001d456a tupledealloc() :0\n", - "35 0x000000000022fca1 subtype_dealloc() :0\n", - "36 0x000000000022fca1 subtype_dealloc() :0\n", - "37 0x0000000000223ee7 set_dealloc() :0\n", - "38 0x000000000022fca1 subtype_dealloc() :0\n", - "39 0x00000000001d4ef7 dict_dealloc() :0\n", - "40 0x0000000000226dbc method_vectorcall() :0\n", - "41 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "42 0x0000000000226ca8 method_vectorcall() :0\n", - "43 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "44 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", - "45 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "46 0x000000000020863f _PyFunction_Vectorcall() ???:0\n", - "47 0x0000000000212434 PyObject_Call() ???:0\n", - "48 0x00000000001e7dbb _PyEval_EvalFrameDefault() ???:0\n", - "49 0x00000000002ae178 gen_send_ex2() :0\n", - "50 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", - "51 0x00000000002ae178 gen_send_ex2() :0\n", - "52 0x00000000001e660a _PyEval_EvalFrameDefault() ???:0\n", - "53 0x00000000002ae178 gen_send_ex2() :0\n", - "54 0x00000000000076a6 task_step() :0\n", - "55 0x00000000001f761a cfunction_vectorcall_O() :0\n", - "56 0x0000000000191ae5 _PyObject_VectorcallTstate.lto_priv.7() :0\n", - "57 0x0000000000193b65 context_run() :0\n", - "=================================\n", - "2025-06-05 08:45:16,499 - distributed.worker - ERROR - Worker stream died during communication: tcp://127.0.0.1:46059\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 861, in _read_to_buffer\n", - " bytes_read = self.read_from_fd(buf)\n", - " ^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/tornado/iostream.py\", line 1116, in read_from_fd\n", - " return self.socket.recv_into(buf, len(buf))\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - "ConnectionResetError: [Errno 104] Connection reset by peer\n", - "\n", - "The above exception was the direct cause of the following exception:\n", - "\n", - "Traceback (most recent call last):\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2073, in gather_dep\n", - " response = await get_data_from_worker(\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/worker.py\", line 2879, in get_data_from_worker\n", - " response = await send_recv(\n", - " ^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/core.py\", line 1018, in send_recv\n", - " response = await comm.read(deserializers=deserializers)\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 237, in read\n", - " convert_stream_closed_error(self, e)\n", - " File \"/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n", - " raise CommClosedError(f\"in {obj}: {exc.__class__.__name__}: {exc}\") from exc\n", - "distributed.comm.core.CommClosedError: in Worker for gather local=tcp://127.0.0.1:52084 remote=tcp://127.0.0.1:46059>: ConnectionResetError: [Errno 104] Connection reset by peer\n" - ] } ], "source": [ @@ -5720,17 +4088,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": { - "execution": { - "iopub.status.busy": "2025-05-29T06:27:21.399823Z", - "iopub.status.idle": "2025-05-29T06:27:21.399978Z", - "shell.execute_reply": "2025-05-29T06:27:21.399905Z", - "shell.execute_reply.started": "2025-05-29T06:27:21.399897Z" - }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "ax = plt.subplot(projection = ccrs.PlateCarree())\n", "\n", @@ -5756,236 +4139,683 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.status.busy": "2025-05-29T06:27:21.400499Z", - "iopub.status.idle": "2025-05-29T06:27:21.400659Z", - "shell.execute_reply": "2025-05-29T06:27:21.400585Z", - "shell.execute_reply.started": "2025-05-29T06:27:21.400578Z" - } - }, - "outputs": [], - "source": [ - "area" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.status.busy": "2025-05-29T06:27:21.401213Z", - "iopub.status.idle": "2025-05-29T06:27:21.401375Z", - "shell.execute_reply": "2025-05-29T06:27:21.401295Z", - "shell.execute_reply.started": "2025-05-29T06:27:21.401288Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "sic=sic.assign_coords({\n", - " 'geolat': area.geolat_t,\n", - " 'geolon': area.geolon_t\n", - "})" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Use contourf, and the geolon and geolat fields" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.status.busy": "2025-05-29T06:27:21.402372Z", - "iopub.status.idle": "2025-05-29T06:27:21.402534Z", - "shell.execute_reply": "2025-05-29T06:27:21.402457Z", - "shell.execute_reply.started": "2025-05-29T06:27:21.402450Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "ax = plt.subplot(projection=ccrs.PlateCarree())\n", - "\n", - "sic.sel(time='1985-08').squeeze('time').plot.contourf(\n", - " transform = ccrs.PlateCarree(),\n", - " x = 'geolon',\n", - " y = 'geolat',\n", - " levels = 33,\n", - " cmap = cmo.ice\n", - ")\n", - "\n", - "ax.coastlines()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Using cartopy, we can make Polar Stereographic plots of sea ice concentration for a selected month, as follows:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.status.busy": "2025-05-29T06:27:21.402938Z", - "iopub.status.idle": "2025-05-29T06:27:21.403093Z", - "shell.execute_reply": "2025-05-29T06:27:21.403020Z", - "shell.execute_reply.started": "2025-05-29T06:27:21.403013Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "def plot_si_conc(data):\n", - " \"\"\" A function for plotting tri-polar data\"\"\"\n", - " ax = plt.gca()\n", - "\n", - " # Map the plot boundaries to a circle\n", - " theta = np.linspace(0, 2*np.pi, 100)\n", - " center, radius = [0.5, 0.5], 0.5\n", - " verts = np.vstack([np.sin(theta), np.cos(theta)]).T\n", - " circle = mpath.Path(verts * radius + center)\n", - " ax.set_boundary(circle, transform=ax.transAxes)\n", - "\n", - " # Add land features and gridlines\n", - " ax.add_feature(cfeature.NaturalEarthFeature('physical', 'land', '50m', edgecolor='black',\n", - " facecolor = 'gainsboro'), zorder = 2)\n", - "\n", - " data.plot.contourf(\n", - " transform = ccrs.PlateCarree(),\n", - " x = 'geolon', \n", - " y = 'geolat', \n", - " levels = np.arange(0.15, 1.05, 0.05),\n", - " cmap = cmo.ice,\n", - " cbar_kwargs = {\n", - " 'label':'Sea Ice Concentration'\n", - " }\n", - " )\n", - "\n", - " gl = ax.gridlines(\n", - " draw_labels=True, linewidth=1, color='gray', alpha=0.2, linestyle='--',\n", - " ylocs = np.arange(-80, 81, 10)\n", - " )\n", - "\n", - " ax.coastlines()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.status.busy": "2025-05-29T06:27:21.403383Z", - "iopub.status.idle": "2025-05-29T06:27:21.403533Z", - "shell.execute_reply": "2025-05-29T06:27:21.403462Z", - "shell.execute_reply.started": "2025-05-29T06:27:21.403456Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "def plot_sh_si_conc():\n", - " ax = plt.subplot(projection=ccrs.SouthPolarStereo())\n", - "\n", - " ax.set_extent([-180, 180, -90, -50], crs=ccrs.PlateCarree())\n", - "\n", - " plot_si_conc(\n", - " sic.cf.sel(time='1985-08').squeeze('time')\n", - " )\n", - "\n", - "plot_sh_si_conc()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.status.busy": "2025-05-29T06:27:21.404612Z", - "iopub.status.idle": "2025-05-29T06:27:21.405118Z", - "shell.execute_reply": "2025-05-29T06:27:21.404888Z", - "shell.execute_reply.started": "2025-05-29T06:27:21.404867Z" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "def plot_nh_si_conc():\n", - " ax = plt.subplot(projection=ccrs.NorthPolarStereo(central_longitude=-45))\n", - " \n", - " ax.set_extent([-180, 180, 40, 90], crs=ccrs.PlateCarree())\n", - "\n", - " plot_si_conc(\n", - " sic.cf.sel(time='1985-02').squeeze('time')\n", - " )\n", - "\n", - "plot_nh_si_conc()" - ] - }, - { - "cell_type": "markdown", + "execution_count": 21, "metadata": {}, - "source": [ - "Once we are happy with your plot, we can save the plot to disk using `plt.savefig('filepath/filename')` function at the end of the cell containing the plot we want to save, as shown below. Note that your filename must contain the file (e.g., pdf, jpeg, png, etc.). \n", - "For more information on the options available to save figures refer to [Matplotlib documentation](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.savefig.html)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "execution": { - "iopub.status.busy": "2023-10-02T04:38:30.214407Z", - "iopub.status.idle": "2023-10-02T04:38:30.214614Z", - "shell.execute_reply": "2023-10-02T04:38:30.214511Z", - "shell.execute_reply.started": "2023-10-02T04:38:30.214502Z" - }, - "tags": [] + "outputs": [ + { + "data": { + "text/html": [ + "
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    <xarray.DataArray 'area_t' (yt_ocean: 2700, xt_ocean: 3600)> Size: 39MB\n",
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    +       "Coordinates:\n",
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    +       "    long_name:     tracer cell area\n",
    +       "    units:         m^2\n",
    +       "    valid_range:   [0.e+00 1.e+15]\n",
    +       "    cell_methods:  time: point
    " + ], + "text/plain": [ + " Size: 39MB\n", + "array([[nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " ...,\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n", + "Coordinates:\n", + " * xt_ocean (xt_ocean) float64 29kB -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n", + " * yt_ocean (yt_ocean) float64 22kB -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n", + " geolon_t (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n", + " geolat_t (yt_ocean, xt_ocean) float32 39MB nan nan nan nan ... nan nan nan\n", + "Attributes:\n", + " long_name: tracer cell area\n", + " units: m^2\n", + " valid_range: [0.e+00 1.e+15]\n", + " cell_methods: time: point" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "area" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "tags": [] }, + "outputs": [], "source": [ - "```python\n", - "plot_sh_si_conc()\n", - "plt.savefig('MyFirstSeaIcePlot.png', dpi = 300)\n", - "```" + "sic=sic.assign_coords({\n", + " 'geolat': area.geolat_t,\n", + " 'geolon': area.geolon_t\n", + "})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use contourf, and the geolon and geolat fields" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": { - "execution": { - "iopub.status.busy": "2025-05-29T06:27:21.406385Z", - "iopub.status.idle": "2025-05-29T06:27:21.406868Z", - "shell.execute_reply": "2025-05-29T06:27:21.406646Z", - "shell.execute_reply.started": "2025-05-29T06:27:21.406625Z" + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" } + ], + "source": [ + "ax = plt.subplot(projection=ccrs.PlateCarree())\n", + "\n", + "sic.sel(time='1985-08').squeeze('time').plot.contourf(\n", + " transform = ccrs.PlateCarree(),\n", + " x = 'geolon',\n", + " y = 'geolat',\n", + " levels = 33,\n", + " cmap = cmo.ice\n", + ")\n", + "\n", + "ax.coastlines()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using cartopy, we can make Polar Stereographic plots of sea ice concentration for a selected month, as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "tags": [] }, "outputs": [], "source": [ - "client.close()" + "def plot_si_conc(data):\n", + " \"\"\" A function for plotting tri-polar data\"\"\"\n", + " ax = plt.gca()\n", + "\n", + " # Map the plot boundaries to a circle\n", + " theta = np.linspace(0, 2*np.pi, 100)\n", + " center, radius = [0.5, 0.5], 0.5\n", + " verts = np.vstack([np.sin(theta), np.cos(theta)]).T\n", + " circle = mpath.Path(verts * radius + center)\n", + " ax.set_boundary(circle, transform=ax.transAxes)\n", + "\n", + " # Add land features and gridlines\n", + " ax.add_feature(cfeature.NaturalEarthFeature('physical', 'land', '50m', edgecolor='black',\n", + " facecolor = 'gainsboro'), zorder = 2)\n", + "\n", + " data.plot.contourf(\n", + " transform = ccrs.PlateCarree(),\n", + " x = 'geolon', \n", + " y = 'geolat', \n", + " levels = np.arange(0.15, 1.05, 0.05),\n", + " cmap = cmo.ice,\n", + " cbar_kwargs = {\n", + " 'label':'Sea Ice Concentration'\n", + " }\n", + " )\n", + "\n", + " gl = ax.gridlines(\n", + " draw_labels=True, linewidth=1, color='gray', alpha=0.2, linestyle='--',\n", + " ylocs = np.arange(-80, 81, 10)\n", + " )\n", + "\n", + " ax.coastlines()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_sh_si_conc():\n", + " ax = plt.subplot(projection=ccrs.SouthPolarStereo())\n", + "\n", + " ax.set_extent([-180, 180, -90, -50], crs=ccrs.PlateCarree())\n", + "\n", + " plot_si_conc(\n", + " sic.cf.sel(time='1985-08').squeeze('time')\n", + " )\n", + "\n", + "plot_sh_si_conc()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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lgIAAqV27dtKff/6ZIdf3MiwVNZPblixZIo87dOiQVKlSJdneEiVKSN98802yhanCw8OlMWPGSMWKFZMcHR0lb29vqXbt2kkKOi1atEiqWLGi5OHhIanVasnd3V1q1KiRtHPnzlRdw8OHD6UePXpIHh4ekr29vVS5cmVp9+7dVmMsn8/LtvHjx792nvHjx7/yHC8W7/rtt9+k6tWrS15eXpKTk5NUvHhx6csvv0y2SNmLWH7PktsCAgLkcZbfr5R8hpIkSUCyBeCuXbsmtWrVSnJxcZEcHR2levXqSadOnUrWtlWrVklBQUGSRqORfH19pU8++USKiopKMi4z5xIIsjMKSUqnAgcCgUAgEAgEr0AUBxMIBAKBQJApCNEhEAgEAoEgUxCiQyAQCAQCQaYgRIdAIBAIBIJMQYgOgUAgEAgEmYIQHQKBQCAQCDIFIToEAoFAIBBkCkJ0CAQCgUAgyBSE6BAIBAKBQJApCNEhEAgEAoEgUxCiQyAQZHliY2MzpTOyQCDIWIToEAgEWZ558+axbds2W5shEAjeECE6BAJBlmfcuHEYjUb5/0uWLOH69etWY55/XSAQZE2E6BAIBFmap0+fYjQaadiwobyvb9++3L1712rc9OnTk+wTCARZCyE6BAJBlmbz5s3kz58fT09PAE6dOoWfnx9ly5aVx9y6dYuxY8fi5+dnKzMFAkEKEKJDIBBkabZs2UKDBg3k/2/evJlSpUrh4uKC2WwGYOfOnRQuXBi1Wm0rMwUCQQoQokMgEGRptmzZwj///MOKFSu4d+8e27Ztk0WIUpn4FbZ582aaNWtmSzMFAkEKEKJDIBBkWUwmEzNmzMBoNNKnTx8KFCjAmTNnOH36NJs3b+bixYuEh4dz5MgR2rdvb2tzBQLBa1BIkiTZ2giBQCBICYcOHWLnzp2sWbOGq1ev4u7uTs6cOTl37py81CIQCLIuQnQIBIIsjyRJKBQKq33R0dHs2LGD1atX4+Xlxfz5821knUAgSClCdAgEgizL8ePH2blzJ4GBgbRt2xZIrMehUqnkeA6BQJB9EKJDIBBkSc6cOcOHH35I4cKFefDgAQ0bNmTkyJFWY0wmE5IkiawVgSCbIB4VBAJBlmT37t24u7vzyy+/0Lp1a7Zv3w5gFbuhUqmE4BAIshFCdAgEgixJ8+bNUalUfPfdd6xatYo6derY2iSBQPCGiOUVgUCQJZEkieXLl7N69WpatWpF165dcXJysrVZAoHgDRCiQyAQZAskSUKSJBFAKhBkY8Rfr0AgyNJERkYCoFAohOAQCLI5IgJLIBBkOWJjY/nmm2/4999/cXV1xcXFhYIFC1KhQgWCgoLQaDTJ1u4QCARZG7G8IhAIshQRERF07tyZq1evUqpUKQwGA9HR0ej1elxcXGjZsiVDhgyxtZkCgSANCE+HQCDIUqxdu5Zbt26xefNmAgMDgcQlljNnzrBx40bGjBnDgQMH2Lhxo40tFQgEqUUskAoEgizFkSNHqFGjBoGBgZjNZkwmEy4uLtSqVYtZs2axfft2Lly4wJ9//mlrUwUCQSoRokMgEGQpSpcuze7duzl+/DhKpRKVSkVCQgKxsbFIkkTt2rVxdXXlwoULtjZVIBCkEiE6BAJBlqJPnz7kyZOH/v3788svvxATE4Narcbe3h5Jkvjnn3+4du0aNWrUsLWpAoEglYhAUoFAkGWwZKTcvHmTL7/8ks2bN2MwGChUqBDlypVDoVCwc+dOateuzcqVK21trkAgSCVCdAgEgizLP//8w9mzZzl9+jQXL15EkiS6du1K+/btRXVSgSAbIkSHQCDI8hiNRuzs7GxthkAgeENETIdAIMgSxMbGsmHDBooVK0aRIkX48ssvCQsLA8DOzg6z2Yx4RhIIsjeiTodAIMgSLFmyhHnz5lGzZk3y5MnDokWLiIuL46uvvpI9HY8ePSIiIoLChQvb2lyBQJAGhOgQCARZgnnz5jFw4ED69++PWq2mUKFCDBo0iKpVq9K0aVMARo8ejVKpZMGCBTa2ViAQpAWxvCIQCGyOwWAgODiY2rVro1YnPgt16NCB3r17M378eAwGAwB79+6ldu3aNrRUIBC8CUJ0CAQCm3PlyhUCAgIIDQ0FwGw2AzBu3DhiYmL46aefePr0Kbdu3aJVq1Y2tFQgELwJYnlFIBDYHB8fHypXrsyNGzeoVq0aCoUCk8mEs7MzQ4cOZe7cucTFxZErVy6RKisQZGNEyqxAIMgymM1mlMr/O2AlSSIhIYH27duzZcsWvvjiCyZNmmRDCwUCwZsgllcEAkGW4XnBAaBQKLCzs+PDDz/E09OTxo0b28gygUCQHghPh0AgsCmRkZEYjUbc3NxQqVRJXreURr9//z45c+a0gYUCgSC9EKJDIBDYlM8++4zz589Tv359ypUrR758+fD09MTe3h6FQgHA7NmzuXv3LjNmzLCxtQKB4E0QokMgENgUd3d3vL29efLkCeHh4eTNm5fq1atTq1YtypQpg5+fHw0aNKB9+/aMHz/e1uYKBII3QGSvCAQCm3Hnzh3y5MnDjz/+SJUqVbh8+TKbN29m8+bNrF27FkmSKFy4MBcuXKBjx462NlcgELwhIpBUIBDYDLPZTIsWLQgJCQGgSJEijBw5kkOHDhEbG8v+/fsJCAjA29ubokWL2thagUDwpojlFYEgiyBJEmFhYQQHB/Pw4UPCwsKIjY0lJiaG2NjYZLfnX1OpVNjb21ttDg4OSfZZ9nt7e+Pr64ufnx+Ojo42u269Xo9CocDJyQmTySQ3dbNUJh04cCDnz59n//79NrNR8O4QGxtLfHz8G59Ho9Fgb2+fDha9XYjlFYEgEwgLC+Pq1asEBwfLouLBgwfyzzdv3iQsLAyz2YyzszO+vr54eHi8VDTY29uj0+nIkSMHDg4OaLVazGZzElESHh6erFgxGAw8fvyYhw8fkpCQgE6nkwWIr69vkp9z5cpFoUKF0Gq16f7eODs7yz+/mL0SHx+P0Wikf//+6T6vQPAisbGxBOTLx+OHD9/4XC4uLvj5+aFUKhk0aBCDBg1KBwuzP8LTIRCkE5Ikcf/+fS5evJhke/z4Md7e3uj1ejQaDfXr1ydHjhzkyJEDLy8v9uzZw9atW7l27Rr58uXLNJvNZjOhoaE8fPiQhw8fyiLo33//ZcOGDRiNRhQKBWazGbPZTL58+ShatCiBgYEEBgZStGhRihUrhqura4bZGB0djb29fbLptAJBehIZGYmrqytnb99G5+KS5vNERUZSOiCAiIgIXN7gPG8jwtMhEKSBkJAQjh07xr///sulS5e4ePEily5dIjo6mnz58lGsWDGKFStGz549KVasGEWLFsXNzY3JkyfzxRdfkDt3bgYOHCinhEqSxObNm9m7d2+mig6lUomXlxdeXl6UKFECgK+++opff/0VpVLJjBkzaNSoEWq1muDgYG7cuMH169e5fv06Bw8e5Nq1a4SEhODr60uRIkUoUqQIQUFBlC1blrJly6aLZ0SUPRdkNjoXlzcSHYKXIzwdAsFrMJvNXLhwgcOHD3PkyBEOHz7M1atXKVy4MKVLl5YFRrFixShUqNAr13HNZjM5cuQgNDSU2bNn4+vri9lsZsqUKfzzzz/s3r2b+vXrZ+LV/Z9Dhw7Ru3dvrl27RpMmTRg3bhxeXl6vPS48PJzr169z7do1rly5wq5du4iKiiI2NpbAwEDq1atHtWrVqFq1Kn5+fplwJQJB2rB4Oq6Hhb2xp6OAu7vwdCSDEB0CwQtERkZy7NgxDh8+zOHDhzl27BgJCQlUrFiRqlWrUrVqVSpXroyHh0eazj9nzhyGDBmCyWSy2l+kSBEuXbqUHpeQJvLnz8+jR4/4+OOP6dWrF3Z2dmk+lyRJ3L59mzNnzsjb5cuX8ff3p1SZMjRu2JCqVasSFBQkB4wKBLZGiI6MR4gOwTtPfHw8f//9N9u2bWP37t2cO3eOvHnzUrVqVapUqULVqlUpWbJkut0cIyMjcXd3l9u3Wxg/fjwTJkxIlznSgqenJ7Vq1cqwqp+bN29m+PDhAPgGBBDx9CkJxgQKFC9N19bNaNOmDUWLFpWXnASCzEaIjoxHiA7BO8nDhw/5448/2LZtG7t27cLZ2ZmmTZvSuHFjqlevjq+vb4bOX7BgQa5fvy7/397eHqPRyMaNG2nRokWGzv0y7O3t6dWrFyNGjMiQ89evX59bt26xcutWGjRtitls5tufF/H9yOGYjfEkGBNwcHSmR/cuvPfee9SuXVukHAoyFSE6Mh7h1xS8E5jNZk6dOsW2bdvYtm0bZ86coXz58jRr1ozRo0dTunTpJB1OM5K5c+cyePBgrly5Iqe6WvbbQnRs27YNo9GYoUsdpUuX5tatW8z/9lvUajVL5s/nz+3byZ8/PwMHDqRQoUI8ePCAffv20a9fP8LCwqhTpw4tWrSgadOm5M6dO8NsEwgEmYPwdAjeWoxGIzt27GDDhg388ccfxMTE0LhxY5o1a0bjxo3x9va2qX2VKlXi+PHjANSpU4e9e/dSrFgx3nvvPUaNGpWhaaiQGHdhMpk4evQoDRo0wN/fn/Xr12fYk1lERATlypUDElvWS5JE3Xr1+GbGDBISErC3t5eLlEmSxNWrV9m7dy/79+/n1KlTBAYG0qxZMzp16kSpUqUyxEbBu43wdGQ8QnQI3iokSeLEiRMsX76c1atX4+joSPv27WnevDnVqlV7o+DItDJgwADOnTvH5MmTqVWrlrw/T5486HQ6Lly4gEajIT4+HpVKRa5cuZg1axatWrXKULtmzpzJyJEjgcSmaytWrKBQoUIZOue+fftQKBScOHGCUqVK0aBBAxISEuQv55d9PhERERw8eJA9e/awZ88e8ufPT/fu3enatatody9IN4ToyHiE6BC8Fdy6dYsVK1awfPlyHj58SPv27enWrRs1a9bM1GWTFwkLC7PKcvHw8GDw4MF069aN/Pnz4+vry8OHD3FwcMDNzY3g4GCGDBnC9OnT33ipIyoqio0bN+Lv72+VhluqZFciIu9x++5BkCTat2/Pp59+muFxLC8jJiaGmJgY3N3dUxREqtfr2b17N5s3b+bo0aPUqlWLHj160KZNG6vqpgJBahGiI+MRokOQbQkLC2PdunUsX76cY8eO0ahRI7p3706LFi1wcHCwtXkATJgwgYkTJ/LNN9/g6OjIsmXLOHbsGGq1moSEBHx8fIiKisJgMMjH7N27l9q1a6d5zosXL9KuXTsuXLgg78ubNy/2RSqTQ9eQOw9/586hjUiShJOTE2fPnrVpxojZbMZkMqXJC/Xw4UO2bt3K5s2buXPnDq1ataJHjx7Uq1dPpOIKUo0QHRmPEB2CbIXZbGbXrl0sWrSIrVu3EhQURPfu3enUqRM5cuSwtXlWJCQk4OHhQUJCAocPH0an0wFw4sQJ9u/fT+HChalfvz4KhYKBAwdy7NgxfH19uXXrVppEgMlk4pNPPuHnn3/G29ub3r17U7lyZQ4ePMj06dMBsNNqMcbFERQUxIIFC+RiZW8DFy9eZNOmTfz+++8AdOnShQEDBlC4cGEbWybILgjRkfGIRwFBtiA6OppffvmF77//nvDwcPr27cvZs2ezZLtzSZK4efMm06ZNIyoqis8++0wWHAAVKlSgQoUKREVFMW/ePPR6PQcPHkSlUjFo0KA0CY6bN29SpUoVHj9+TOfOnRk+fLj8ZVesWDE8PDwYNWoUxrg4AGbPno2np2f6XPAbYDQaiYuLw8nJ6Y29LZaqsCNHjuTIkSNs2LCBoKAg6tWrx5AhQ6hXr56oASIQ2BghOgRZmjt37vDDDz+wYMEC8uXLx5gxY+jQoUOGdDtNDw4dOkTfvn25fPkyAO3ataNv377Jjl28eDE//fQTGo0GSOyD0rVr11TPqdfrKVu2LAqFgl9++YUqVaokGdOoUSMePXpEdHQ07dq1I1euXKmeJyOwdJFNTzGgUqmoXr061atX5/Hjx6xatYqOHTvi6+vLp59+Svfu3bPM8ptA8K4hllcEWQ5Jkjhy5AizZs1i8+bNNG/enMGDB1O9evUs/aRap04d9u3bR4kSJRgwYAB+fn4EBQW91OZvvvmGRYsWMXLkSDw9PWnUqBGBgYGpnrdcuXKcP3+eLVu2UKBAgTe9jEwlPDwctVqd4QGgcXFxbNmyhWXLlvH48WM++OADBg0aJDJfBFaI5ZWMR3g6BFmG+Ph41q1bx6xZs7hy5Qr9+/fn8uXL5M2b19amvZKoqCh69+7Nvn37ABg1ahSVK1d+7XEhISGoVCq++uqrNM/tnSOQJ08vMW7s2GwnOCwBpJnhddBqtbRv35527dpx9OhRli1bRv78+WnTpg1DhgyhYsWKGW6DQCAA2+USCgTPiImJ4bvvviNv3rxMnDiRnj17cu/ePb755pssLzgA1q5dy9WrV4HEolfjxo0jIiKC8PDwVx63bds23N3d0zzvhQsXCA2/Tv58+ejcuXOaz2MrjEYjQKbWTlEoFFSpUoUff/yR7du3o9VqqVu3LlWrVmXXrl0Ix69AkLEI0SGwGXFxccybN4+CBQuyfPlyfvzxRy5dusRHH31kFXiZVXn69CkNGzZk48aNfPzxx0Di0tCNGzcoV64cFSpUoEOHDrz//vscOXLE6lhJkjCbzWnuLRIfH0/lypXR2KmYOnWqTYqevSmWZRVb1VHJmzcvY8eO5e+//6Z69ep06tSJmjVrcuDAAZvYIxDMmzePfPnyYW9vT7ly5Th48OArx8+dO5dixYrh4OBAkSJF+OWXX6xeX7p0KQqFIslmabtgC4ToEGQ6CQkJLF68mCJFijBv3jzmzJnDyZMnadmypU0LeaWW7du3s3v3bnx8fJKknSoUClx8c3Hu8lX27dtH9+7d6d27N8HBwUBijZG4uLg0i6uaNWsSFRXFzz//TNmyZd/4WmyBSqXKEgHBOp2ODz74gL/++oty5crRvHlz6tevz9GjR21tmuAdYs2aNQwePJgxY8Zw5swZatSoQZMmTbhz506y4+fPn8/nn3/OhAkTOH/+PBMnTmTQoEFs3brVapyLiwvBwcFWmy0bKYpAUkGmYTKZWL16tdy+feLEiXTs2BGVSmVbw9KIJEncvXuXf//9V27SljNnTu7fv4+7WwFy56qEe/EmRKv0hFz7lXunD+Po6MiCBQsoXLgwZcqUoUyZMpw+fTpV844ZM4YpU6YwcOBAhgwZkhGXluGYTCZiY2NxcHDIckIzPDycRYsWsWzZMmrXrs1XX31FmTJlbG2WIBOwZSBppUqVKFu2LPPnz5f3FStWjFatWjFlypQk46tWrUq1atWYMWOGvG/w4MGcPHmSv//+G0j0dAwePPi1S72ZSdb6axe8lZjNZtavX09QUBBjxoxh9OjRXLx4kS5dumRbwQGJ1TDLlCkjCw4PDw/27t3LihUrCA27xoUrO4m78y+Orn7kKTeU4tVHYoiJoVevXty/f5+SJUty7949evXqxe3bt1M0Z96AWkybNp0SJUrw0UcfZeTlZShGo5HY2NgsmY3k5ubGsGHD2Lt3L35+flSrVo22bdty/vx5W5smyGZERkZabXHP6uS8SHx8PKdOnaJhw4ZW+xs2bMjhw4eTPSYuLi6Jx8LBwYHjx4/L8VKQmFIfEBBArly5aN68OWfOnHnDq3ozhOjIBGJiYoiOjra1GTbhjz/+oFy5cnz66ad89NFHXLlyhd69e2f7EtWSJOHv709oaCiff/45K1as4OTJkxQqVEiutWGMC8EQdR+1hxa1hxZXbQ6KFumE0ZhAly5d8PX15cmTJ+zbt49GjRq9ds7Aom148Og4uXLnYsGCBdkyjsOC0WjEzs4uS4oOC56ennz++ef8+eefODk5Ub58ebp06cKNGzdsbZogg3kQHsn9N9gehEcCkDt3blxdXeUtOY8FJGaymUwmfHx8rPb7+Pjw8OHDZI9p1KgRCxcu5NSpU0iSxMmTJ1m8eDFGo5GQkBAAihYtytKlS9myZQu//vor9vb2VKtWTQ58twVCdGQw0dHRLFmyhE8++YRr167Z2pxM48aNG7Ro0YJu3brRo0cPrl27xocffigXwsruzJw5U/558uTJdO3alXz58iUZF6VPjOFwcH9WAAwTZhzQ66PZvXs3fn5+lClThoSEhFfOV7nKCG4+/BslEj/9+CNeXl7peDWZiyRJGI3GbCM8fXx8GD9+PDt37iQhIYESJUowbtw4YmJibG2aIItz9+5dIiIi5O3zzz9/5fgXRbgkSS8V5mPHjqVJkyZUrlwZOzs73nvvPXr16gUge5ArV65Mt27dKFWqFDVq1GDt2rUULlyYOXPmvPnFpREhOjIYJycnPD09MZvNVKpUiStXrtjapAwlJiaG8ePHU6JECfz9/bly5QpDhgx5qypAbt68mREjRgDw888/v/Jp/cbNv/DO70zu/IkBo/eDz2IyRnDx4gWqVavG4cOH2bhx4yt/L+y0Xjy1v0psxBO+//57ChYsmL4XlMkkJCQgSVK2E6A5c+ZkypQprFy5ki1btlCsWDE2b94s0mwFL8XFxcVqe1ngtJeXFyqVKolX4/Hjx0m8HxYcHBxYvHgxBoOBW7ducefOHfLmzYtOp3vpQ4lSqaRChQrC0/G2YjKZAOjYsSPly5cnLCyMrVu3yvvfJiRJYvPmzQQGBrJjxw7279/PTz/9lCX6e6QXkiTxyy+/0KpVKwAKFiz40hLnFqpUHUmB/Do83TXEaRQ8evQvAL/88guHDh2S12tfFUzp7ZmPmwd/p1GjRlYt6rMrSqUSBweHbBvPExQUxLp163j//ffp3bs3TZs2fae8mIL0R6PRUK5cOXbv3m21f/fu3VStWvWVx9rZ2ZErVy5UKhWrV6+mefPmL/0+kSSJs2fP4ufnl262pxYhOjIISZLkD37t2rV8/PHHjBo1KtsHTybH1atXadasGX379mXMmDEcOXKEChUq2NqsdGf27Nn07NkTSPxDnzNnTpI/bjutF3ba/z9laFz8AYgKecKxrYMZPnw4Xl7FmTFzLmC9TPMyYqQ4TCYTw4YNS69LsSkqlQpHR8csHc/xOpRKJR07dmT37t14enrKQdIGg8HWpgmyKUOHDmXhwoUsXryYixcvMmTIEO7cucOAAQMA+Pzzz+nRo4c8/sqVK6xYsYKrV69y/PhxOnXqxLlz5/j666/lMRMnTmTnzp3cuHGDs2fPyo0yLee0BUJ0ZACSJMlrcWvWrKFTp04MHz6coUOHygrTbDbb2Mo3Jzo6mjFjxlCqVCny5s3LlStX6NevX5ZLgXxTHj16xMSJE+Uloh9//JH4+HgaN26cZKyrzofAwo3In6+u1X4p9B4As2bNQqmAhPjEQLOzZ89aRZq/SO1OK9CH36BixYrkz58/vS7JZpjNZmJiYt6K339IzHSZOHEiv/76K3/88QdFixZlw4YNYslFkGo6duzIrFmzmDRpEqVLl+bAgQNs376dgIAAAIKDg61qdphMJmbOnEmpUqVo0KABsbGxHD582KqKc3h4OO+//z7FihWjYcOG3L9/nwMHDti07L+o05GOWJZNlEolCoWC1atX06VLF4YPH87IkSOt1tkiIyNxdnYmLi4uW8Y7bNq0iU8//ZScOXPyww8/ZNsCVa/DZDLh7OxMbGwse/fupWrVqq+MRfDyKk7x8v0BiI98AEDpEe3xd4xhXONaVmPLli3L6dOniYmJSbZYT63Gs3CunoM/xnXniy++kL0s2Zn4+HiioqJwc3N76zx+ZrOZDRs2MGPGDMqWLcvcuXMpVKiQrc0SpAJLnY6DN2/j/AZ1OvSRkdTIFyAaviXD2/VIakMkSWLp0qWMGDFC9nB06dKFYcOGJREcx44do0OHDtSuXZsuXbpw4cIFG1qeOsLCwujatSt9+/ZlwoQJ/P3332+t4AAYP368XDK4SpUqrw1+dNH5oHDzQl2+KI5166IpXY3wsDjcfXxwcHICEoOLhwwZQvny5VGr1S9NffVrX45/F32Bvb09TZo0Sd8LsxFGoxGlUvnWCQ5IfNho164du3fvxtfXlzJlyvDDDz+8NV4dgSA9EKIjnVAoFJQrV45Zs2ZRr149unfvzvDhw/nss89kwWEymTAYDEycOBFHR0fq169PQEAA1atXzxaFh3bt2kXJkiWJiIjg3Llz9O7d+61bSnmekJAQJk+eDMDOnTtfW7LbTuuFj195VAW9KFzOk8LlPAlskBjTkcfVkd6jxwAQFx9Px44d5WUVvV6f5Fy1Bm7G+dYe7t26xbRp0/D29k7PS7MZlvocbzMuLi6MHz+eH3/8kalTp9KoUSPu3btna7MEgizB23vHsAGlS5fm7NmznD17lvz58zN48GArD0dsbCxarRZ3d3fq1avHuHHjmDVrFl26dGHkyJFZNggtOjqagQMH0q5dOyZMmMDWrVttGv2cWfz7b2Kmyccff5ykUmByuOp80OYJonA5T4rnc6FJaV+alPalwLN02Uadu9Ft4CAks5kuXbpQuHBhEhISaDpupdV5SpXsStG6PqyZM4tChQrRtGnT9L84G2BpZf+2iw4LVapU4ffff8fNzY0SJUqwYsUKEesheOcRoiOdCQoKYt++fVy/fp1vvvlGfppdu3Yt9erVo0aNGpw6dYr79+/Lx5QsWZKbN2++tESuLTly5AilS5fm3LlznD17ln79+mXrrIPUULduXSRJYvbs2Skan9OvNM4V/Cmez4U8ro7yfl+3xHiNPK46hk76kip163L79m0WLVoEgJ3KushU1UmD0f+5FH1ExFsRx2FBkiTs7e3fGdEBic3kpk6dytSpUxkyZAjt2rWTq0UKBO8iQnRkACVLluTEiRPcunWLiIgIDh06RKdOnWjYsCGDBw9m5MiRzJo1ixEjRrBlyxaWL19O4cKFs0THTQvx8fGMHj2a+vXr88EHH7B37963InsiJQQHB6dpHd5RlxPds8qjeVx15HHVPfvZUf5ZoVAwc9lynJyduXbtGiqVilu//b8rZOfFf+NuesjaRYuoWbMm7dq1S4cryhqoVCqcnJze6iW5l9GgQQO2bduGXq+nePHi/P7777Y2SSCwCdmjDnE2pHTp0ixfvhwnJyd++uknChUqxNChQ3FzcwMSg84mTpzIjRs3CAgIoFOnTjg6Or76pJnEv//+S48ePVAqlRw7dowSJUrY2qRM4/fff6dFixaMGzeOiRMnpupYS02OF7EIjjsRUdyJMJDH1RHlsxLgZrOZHj1rAomZL4tP7OD96h3x8PBg6tSp2aZUeEqIi4vDzs7unRQdkNjLZe7cuWzatImuXbvSrl07vvvuO5HdIHineDf/+jMJi4jw8vLC3d3d6gbi6+tLQkICc+fOZeXKlXKn0tWrVzNz5kxmzZrFzZs3M9VeSZKYNWsWlStXpkWLFhw9evSdEhyA/Dl06NDhjc+V0836ZpLo/Uj0ehj0eipUqIBKpWLt2rUAVP58Dj5aOx49eMDgwYPfmuBRSCx9rtfrX9tj5m1HoVDQunVrfv/9dy5fvkxQUBDHjh2ztVkCQaYhREcGYol9aNSoEQ8fPmT69OkYjUYePXrE8ePHKViwIO7u7kiSxPnz52nVqhW9e/dm2bJlbNiwgXLlynHu3LlMsVWv19OpUydmzpzJnj17+PLLL7Ndb4z0oFmzZrRq1YrixYun+lhLXY7nyeOqI+LubdQx0eR0cyGPq47zt++QYDRSu3ZtevTowdWrVzGbzTSul5Orz7KYcufO/cbXkpWwxDa9S/Ecr8Lf358lS5bQuXNn6taty08//SSCTAXvBG+P7zYLkzdvXjZu3EizZs04evQoly9fxsvLi0aNGqHVajl58iSDBw/mzp07/P333xQuXBidTsfHH3/MoEGD2L59O07PajxkBJcvX6ZNmzb4+Phw6tSpt+oJO7W8yVq7ISoxOPj5INKcbi5UzV2VGIOBW1FR5HRz4cKh25jNZgoVKkRERARKpZI6TWczbH5brv6bKFzepp41kOjpyOqt7DMbpVJJv379KFmyJJ9++ilHjx5l3rx52bJYoECQUoSnI5MoU6YMhw4dolWrVnz44Yd88cUXfP3118TFxTFs2DAePHjAyZMnKVeunCwwKlSogMFgyNCnw02bNlGxYkWaNWvGrl273lnBERYWxoABA6zKDKeW+8FniQqLT7I/77OqlHl1OlrUrMnEkSMB8PPzIywsDIVCgX+H8uRx1RF89y4KheKtSkm2tLIXXo7kqVSpEps2beKff/6hWrVq3Lp1y9YmCQQZhhAdmUi+fPkYOHAgo0aNonXr1gCMHDmSf/75h/379+Pt7U18fLwcaHf58mVCQkIwmUzp7no1mUyMHj2aHj16sGjRIqZPn/5WBS2mlrt37+Lq6vpGX/ghIeeJuh6VZP+slb+ifFaB89ihQ1y5dInmzZtTpEgRYmJiQGFH5zqJ/RVC7t7Bzc0NnU73yrks/X0gMRj1xc3y2vPjbIUkSdjZ2QnR8Qp8fX1ZuXIlxYsXp2zZsuzatcvWJgkEGYIQHZnM8zeK+/fvs2vXLqZMmULu3LmJi4uT4yg2bdrEsmXLGD58OA4ODunqlg4JCaFJkyZs2LCBY8eOvVVpmSlhwoQJKBQKq61hw4aMGTOGmjVrIkkSEyZMwN/fHwcHB2rXrp2kYuzly5epVq0auXLlYtKkSVav9a9RlTKe7vyxew8AZYoVodcnnwKJ1SoPHz6c2PhNqUSj0aBUK8itc8Lb0R47tRqj0UhwcLBVsbiIiAjCwsIIDQ3l6dOnhIaGyr1+YmJiCAsLs9osxyYkJBAaGkpoaCjh4eFEREQQFfV/YRQbG0tsbCxxcXEkJCRkSMlupVKJTqd7p0VtStBoNEyYMIHRo0fTunVrJk+eLEqoC946hOjIZCziQalU4uTkhCRJcsqcpU7Htm3b+Oabb6hZsyb16tWTj503bx6LFy/mypUraZ7/1KlTlCtXDmdnZ44fP06xYsXe4GqyL8WLFyc4OFje/vvvP/lzmD59Ot9++y0//PADJ06cwNfXlwYNGljdrAcNGkT37t3ZvHkzW7du5dChQwCoPRI/Q629Pd9PmiCPHzdpInZ2dsTExKBSqdDr9URERODv7485wYi3kwNhT5/y9PFjnJycUKvVVjccOzs7tFotDg4OODk54ezsLHvEtFotOp3OarP8LllqYzg4OKDRaFCpVFYpq3FxcRgMBtmesLAwOegzLi6O6OhoYmNjiY+Pl0VOajEajeLmmQpat27Nr7/+yk8//UTr1q2JiIiwtUkCQbohRIcNUSgUuLu7c+7cObmp2LJlyxg/fjw+Pj58+OGHFC1aFIA2bdqwcuVKjh07Rt26dXnwIGmmxOtYunQpNWvWZODAgfz222/vdH0AtVqNr6+vvOXIkQP4f9rwmDFjaNOmDSVKlGDZsmUYDAZWrVolHx8eHk6ZMmUICgrC399fvjEkhMaRYDbTult3/jt5ki3r1mFKSMDR0ZGyFSuiUChYtWoVJpMJlUqFr68vxvh4YmJj8fDyIjAoiEePHhEaGoqzs7M8n6OjI46Ojjg4OGBvb49Wq5XFg1qtRqPRWG0Wr4JSqcTe3h4HBwccHR1xdna2Ckp2dXXFw8MDd3d3XF1d0el0cjM2s9mM0WgkOjqaqKgowsPDZQ+K2WwmLi7utULEbDYTGRlJfHzSWBfByylevDgbN24kIiKC8uXLc/HiRVubJBCkC0J02BBXV1fmzZvHzz//TM2aNQkMDOT999+nWrVqfPbZZ9SoUQOA0NBQjEYjmzdv5qeffqJUqVKpquEhSRITJ05kyJAhbN68mc8+++ydzyK4evUq/v7+5MuXj6pVq1KqVCmioqK4efMmDx8+tOq1otVqqVWrFocPH5b3TZo0iQYNGuDo6IhCoaBRo0YAOD64hslkwtPLixYdOzJlwgS5NkWJMmWQJImffvoJpVKJs7MzlStXBmDbb7+htrOjyLO6KLdv386stwJIFCcW8WIRMw4ODri5ueHh4SHHmViW/4xGI3q9nvDwcMLCwoiMjEyMT3kBy7WLeI7U4+bmxs8//0yDBg2oWrUqf//9t61Neme4F6l/Vswvbdu9yMQmjhUqVCAwMJC5c+fa+IqyDmKR1caUKVOG48ePc+DAAZ48eUL9+vUpWrSoVXVSDw8PFAoFVatWpWfPnty4cYO8efOm6PwJCQl8+OGH7Nixg4MHD75zxb6So1KlSvzyyy8ULlyYR48e0aVLF548eUJ0dDQPHz4EwMfHx+oYHx8fWQiYTCZq167N1atXCQkJwd3dXRZx/51cQbxRIkapYtCYsbQsX46ly37hgw/eR6VUkq9gQa5cvMiff/5J69atyZMnDwqFgutXrwL/r2fxvJfD1igUClQqlVU7eq1Wi52dHQkJCSQkJGAymeQlFLPZTFRUFHZ2dnJg9NvYyj4zUKlUDBs2jJw5c9K4cWOWLVtG27ZtbW2WIIWcOHHinfYoJ4cQHVmAAgUKUKBAAfn/z2cbSJKEQqFgy5YtjBo1itDQUJYsWULOnDlfe97o6Gg6derEzZs3OXz48FtXcCqtNGnSRP65YMGCTJs2jZEjR7Jq1SrZ8/C8J0iSJEwmEwqFAkmSePz4sZyRkTt3bjQajTz+3r0z2Dt4EB5vQq+xp/tHHzF/6hR69+4FgJe3N08eP2bbtm20bt1aPteTR48ACH7WCDA7iENLIOyLReQkSUKlUhEXF0dERAR2dnao1erXZuQIXk6nTp3w8vKiR48eBAcH89FHH9naJIEgTYjllSzI8zc8y40OYOrUqcycOVO+Mb6KkJAQ6tWrR2RkJH///bcQHC9h5syZ9OnTB19fX65evYqvry8ADx48ICYmhtDQUB4+fMi9e/fw8fFBoVDg6ekpx4G4uLhgb29v9ZkZ4/VcupIY49H9w4HExcYy69vv5NdbtmvHwYMHefToEe7u7tjZ2bFl3Tr0ej2H9+/HxcUly/ThSQsqlQpnZ2fc3NxwcXGxihORJInw8HCio6MxGo02T+fNTtSvX5+lS5cybtw4Pv/8c/HeCbIlQnRkA54XHsBrv2xu3rxJ1apVyZMnDzt37pSbzAmSYgmqfPDgAb6+vuTLlw9fX182btxIWFgYZrMZrVbLsWPHqFq1KoBV3MPLiP73InciDISYJNoO/JiF384kKjISgJETJmA2m1m5ciVarZZu3bphMBgYPmAA+3bvpnbt2m9FeqlCocDDw8NKRFk8RPHx8URGRsoCRNxAU0bZsmVZs2YNK1asoGfPnvJynECQXRCiI5vwovfjZZw+fZoqVarQpEkTVq9ejb29fWaYl60YPnw4+/fv5+bNmxQrVowiRYoQHx9Ps2bNUCgUDB48mB9++IEjR47w8OFDPvroIxwdHenSpUuKzm82m4iKuMuOPYlLJY06d0Hn4sKG1asByOHtTfnKlVm0aBFxcXEMHz4cgA2//kpcbCyDBg3KmAvPZJIramdJFXd3d8fFxQWNRoPZbJZ/pw0GwzvfFO515M+fn7Vr13L69GmaN29ulcotEGR1hOh4i9i1axe1a9dm2LBhcvEpQVLu3btH586dKVKkCK1btyYmJoadO3cSGBiIJEmMHDmSwYMH89FHH1G+fHm5iFtKYxICAhKXsqJ2/8udCAMPDEY6fDqUuGdp0QDDx44lLi6OLVu2oNVqmTFjBkqlkhw5cpA/f/4Mue7M5mUZLRbs7OxwcnKS31dLGm5ERATh4eHExMSI+h4vwdvbmxUrVhAdHU3t2rV59CwmSCDI6oi70lvC6tWrad26NfPnz2fEiBHvfEpscpjNZmJiYli9ejUPHjzgww8/xM7Ojvv375MzZ045/VWhUDBhwgSCg4OJjY1l//79qQrsvHXrFgplYnDlup8vsWPPfWq2fI8zT8PY9NdfAFSpVQu1Wi13Ec6RIwdms5mHDx+yffv29L/4TMZS3TQ1qbJKpVKOA1Gr1RgMBiKfLUkJkqLT6ViwYAG5c+emcuXKqUqjFwhshRAdbwFr1qyhX79+bNiwga5du9ranCxHfHw84eHhPHr0iPDwcLmg1ezZs4mKiqJXr17kyZMnQ+ZWhEahP/GAX/cmptveD0+8idrb26NUKuXlh+dvGG/D8oLRaEShUKQ6NkWhUGBnZ4ezszPu7u5yzI3JZCIiIoLY2Fjh/XgOjUbDjBkzqFmzJrVr1870+i4CQWoRoiObs27dOvr27cv69evlAlWC/xMaGkpISAjx8fHodDq8vb1RqVQcOHBAHvPo0SPOnj2brvNGRD0iPvIBkocOyUPHg5NPuRPxwtq7QiFny1hScgG563B2xtJV9k08bkql0spTolQqiY6OloNP01qW/W1DqVQyduxYatWqRe3atd+oU7JAkNEI0ZGN2bBhA7169WLt2rU0btzY1uZkCSRJsooFsLe3x8PDgxw5cuDs7Cynbm7fvh21Wk2JEiXQarWvjD1IDxShUbK3w4KPn59c3trHx8cq6PLFG4ckSVy5coWIiAhOnz6d5dfwJUlK1wwclUqFTqfDzc0Ne3t74uPjM/wzy04oFArGjRtH1apVqVOnDvfu3bO1SQJBsgjRkU3ZvHkz3bt3Z8aMGdStW9fW5tgcSZKIjo7m8ePHhIWFERcXByT2LHmxjkZYWBjTpk1Do9Gwb98+1q9fL6fDphfGuBAgUWwoQqOQwkOSeDuat2nD3r17WbNmDV9//TUAzs9qWpw+fdpqGeHHH3+kadOmlCtXjg4dOlCtWjVOnDiRrjanJ66urjg4OKT7eVUqFY6Ojri5uclpuHFxcURFRb0Vy1JvgiUWqXz58tSpUyfbe8sEbydCdGRDtm7dSpcuXVi6dCl16tThxo0bcsO4d5GYmBgePXpEREQEGo2GHDlyvPKG9/nnnwOJ6ZnVq1fPMLseBZ9ECg+R/68IjeL47VD5/x+PHInZbGbMmDEEBweTK08eTl6/TsVq1fj2228ZPXq0PHbmzJlJzt+5c2eePHmSYfanlcyIuVAoFFbZWZaYj3ddfCiVSr766itKly5N7dq1CQ4OtrVJAoEVQnRkM7Zv306nTp345ZdfaN++PQUKFEChULxzwsNSmhwSn34dHBzw9vaWK3y+ivXr19O4cWMmT57MpUuXmDdvXobYePfBv4lxHeEh8r9nTz2VX/fKkYPazzWW++PwYTw8Pdm8dy/NWrdm/fr1/PDDDyxatEgeU/EFj0xWTIuOiooiOjo60+bTarW4urri7Owsi493uautUqlk8uTJlCxZkjp16mT5pTjBu0XW+8YSvJSdO3fSoUMHli5dKjd90mg0svB4V9ZxY2NjefLkCWFhYUDie+Dq6pqiGILNmzfz9OlTGjVqRMuWLdHpdIwcOTLDCiw9Cj5J+P3EZZD4yAdEXbeep2mrVvLPnz3XT2PB6tWUq1SJWbNmMXXqVAAKFyvG+OnTrY6/cuUKe/fulZeTbI3ZbCYhISHTK6oqFApZfOh0Oll4xsbGvpMBpyqViilTplC0aFHq1KnD48ePbW2SQAAI0ZFt+PPPP2nbti0LFy6kffv2Vq9ZhEdGpX1mFeLj4wkJCSE0NBSVSoWrq2uqzzFz5kx8fX1p3rw5Dg4ODBw4EIPBwMcff5wBFlujcfEH/p82C1DnOU+Hw3P9VtRqNX8cPszeM2e4/OQJhy5c4Lfduzl59Ghix+FatQDo3r07/fv3p3Llypw5cybDr+F1WMpy26qVvUKhkBvwWeqyREREYDAY3rlS6yqVimnTplGgQAHq1q1LSEjI6w8SCDIYITqyAadPn6ZNmzb8+OOPdOrUKdkxlm6fCQkJ3Lx5861bapEkidDQUCRJwtPTE09PzzTd2G7fvk3+/PnlwNKePXvi6+vLihUr2Lt3b7ra7KrzAcBRlxONiz8KNy/UHlqrYFK/nDlZu2MH0374gfnLlyc5R/GgINzc3SlUpAgmk4nxw4cjSRKH9+/H3t6eSTNnUqhoUaKiojh58mS62p8WjEYjKpUqSyz7KJVKXF1dsbe3JyYmhvDw8CzjEcos1Go133zzDXny5KFZs2Yi40dgc2z/zSB4JXfu3KFZs2aMHTuWbt26vXa82WwmNjb2rYjxkCSJqKgouTeHl5cXXl5eaLXaNJ/Tw8PDKtBRo9GwYMECdDodHTp0SLcgSDutFwA6Zz95n+Shwzu/M2Dt7ajdoAG9P/zwtee8+N9/Vv9XKJVcvXSJa5cvk79AAdq1a5cepr8RJpPJZl6O5FAqlXK2i52d3TsZZGoRHpIk0bVr13dyuUmQdRCiIwsTERFB06ZNadWqldwU7HU8H+ORnYVHXFwcT548Qa/Xy0GBarX6jcu7V6lShdOnT8vxIABFixZl+PDhhISEyKmrb4qrzgeXZ54OC2oPLW7u/xdMzwuPlFCvSRPOPXjA9LlzOXv7NqMnT2b5ggV069aNrVu24O7uni62vwmurq5yKmtWQqVS4ezsLNsWGxsrC9p3Aa1Wy7x58/jnn38YMWKErc0RvIR58+aRL18+7O3tKVeuHAcPHnzl+JUrV1KqVCkcHR3x8/Ojd+/ePH36/2D1pUuXyq0dnt9seV8QoiOLEh8fT9u2bQkICGDOnDmputm+KDyy0xer2WwmPDycp0+fyg3Q0rNTbseOHYmPj2fp0qVW+9u2bUuuXLmYMmUKBoPhjeZIzsuhcEvc5+musRqbWuHh7eNDrwEDWDJ/PmOHDKFWrVp88cUXb+T9SW+yct8fi20KhYKEhAQiIiLemSUXd3d3FixYwLJly5gzZ46tzRG8wJo1axg8eDBjxozhzJkz1KhRgyZNmry0wuzff/9Njx496Nu3L+fPn2fdunWcOHGCfv36WY1zcXEhODjYarNl93EhOrIgkiQxYMAAQkNDWbNmTZoyASzCw9fXN0usr6cUk8lEbGwsrq6ueHl5pWsWREJCAqNGjQLg+PHjVq/Z2dkxbNgwDAYDn3766RvNYykMFqUPJkr//zoJDu4afN0S/9ifj+u4Hx6ZKvHx9Rdf8P3UqXz00UcsWLBArrJqazI7VfZNsGS6qNVq9Hr9O+P1CAgI4Mcff2TUqFFs3brV1uYInuPbb7+lb9++9OvXj2LFijFr1ixy587N/Pnzkx1/9OhR8ubNyyeffEK+fPmoXr06H3zwQZLYLsWzdgvPb7Yk+9yN3iG++uordu/eze+//46zs3Oaz6PRaPDw8ADgyZMnWXapxVJbQZIk7Ozs8PHxkRt9pRd79uyhYMGCHDt2jCZNmvDzzz8nGdOsWTMCAwNZsmTJG6cfh4Sc5+6Df6326dw15HFNdO/ncdWl6bxb1q9n1pQpfPTRRwwePDjLCEpJkuQmb9kFpVKJTqdDp9PJ/38XKFu2LNOnT6dLly5ZIvj4bSYyMtJqe5lXLT4+nlOnTtHwuWw2gIYNG3L48OFkj6latSr37t1j+/btSJLEo0ePWL9+Pc2aNbMap9frCQgIIFeuXDRv3tzmWW6Zm0wveC0rVqxg5syZHDx4EH9//3Q5p9lsJiQkhCdPnpA/f36butZexJJVoFQqcXJySpe4jeT44osvuH37Nnnz5mXmzJloNJokY5RKJV9++SXt2rUjsER1IsNvpXk+O62XnL0CiUGkYC02crq5WB1zPzwyyb7nMZvNDOnfn7p1676xNya9MZlMsmjMblgyvyAx+yYmJgYnJ6cs40HKCBo3bsz9+/dp1qwZx48fJyAgwNYmZSnuRsbgYE775x+jT8wSyp07t9X+8ePHM2HChCTjQ0JCMJlM+PhYx4H5+Pjw8OHDZOeoWrUqK1eupGPHjsTGxpKQkEDLli2tls6KFi3K0qVLKVmyJJGRkXz//fdUq1aNf/75h0KFCqX5+t6Ed0PaZxP27dvHBx98wPr16ylZsmS6nVepVGa54FKz2UxYWBhhYWHY29uTI0eODC0oNWjQIJRKJf7+/q+8MZYqVYquXbsSHXUXP9+yaZrLIjhcdD5yXMeLQaRpYXDfvkRFRjJw4MAs51GIj49PUyv7rIjF8/a2x3r06dOHRo0a0aRJE8LDw21tzlvJ3bt3iYiIkDdLC4aX8eLftSRJL/1bv3DhAp988gnjxo3j1KlT7Nixg5s3bzJgwAB5TOXKlenWrRulSpWiRo0arF27lsKFC9s0pkeIjizCpUuXaN26NXPmzKF+/frpfv4Xg0ttXSY6Li6O2NhY3N3dcXd3z3DXdosWLTBLEocPH+a/F1JPX+TTTz/F3t6e8NgHlCrZNc1z6pz9cNTlRJsnCEgMIk3S3v45XuXlWDBnDutWrqR169aULl06zTZlFAkJCW/cyj4rYGdnh6urKxqNBr1ej16vf2uLiikUCr744gv8/f1p3bq1zb8T3kZcXFystpcFfHt5eaFSqZJ4NR4/fpzE+2FhypQpVKtWjREjRhAUFESjRo2YN28eixcvfmnPHaVSSYUKFbh69eqbXdgbIERHFkCv19O6dWsGDBhAnz59Mmwei/Bwdna22ROpxcti6ZWSEZ1Ik8PV1ZXy5coBcPPmzVeOdXd3p2/fvsRHPUFXMzBNwiOnX2m5KJilPoevm32aYjkO/PUX40eMoGRQEOPHj0/18ZmBTqfLkqmyaUGpVOLs7IyzszMJCQlvreiAxFTi7777jidPnvDZZ5/Z2px3Fo1GQ7ly5di9e7fV/t27d7+0A7bBYEjysGZZEnzZ76wkSZw9exY/P79kX88MhOiwMZIk8f777+Pv789XX32V4fNpNBry5MmDUqkkNjY205ZaTCYTT58+JTQ0VC6Vndlr5ufOXQcgKCjotWO7du2K2Wzm8p/rUjWHZWnFIjjInw//8p4UyK+Tg0hTQ/D9+3Rr2ZK8AQF8P2vWGwUWZyQKheKti4GwZLgolUpMJtNbu9zi6OjI7NmzWbx4Mb/99putzXlnGTp0KAsXLmTx4sVcvHiRIUOGcOfOHXm55PPPP6dHjx7y+BYtWrBhwwbmz5/PjRs3OHToEJ988gkVK1aU4wEnTpzIzp07uXHjBmfPnqVv376cPXvWagkms8n+C7DZnB9//JF9+/Zx5syZTP/Svnv3LkajMcODS+Pi4ggLC0OhUKS5fPmbYDQamTt3LvHGSMqXL0++fPlee4yXlxcFCxXi3sPbuFXplar5ChVuhjZPEJKHDv/ynlQrm4PqeZJ3kb6Khw8e0LhKFVRKJUuXLrV5qtvLMBgMmM3mLCuI3gTLclF8fDwGgwGj0YiTk1O2X0Z6kYCAAKZMmUKfPn0oVaoUBQsWtLVJ7xwdO3bk6dOnTJo0ieDgYEqUKMH27dvlIN/g4GCrmh29evUiKiqKH374gWHDhuHm5kbdunWZNm2aPCY8PJz333+fhw8f4urqSpkyZThw4AAVK1bM9OuzoJDeZt9hFufkyZPUqlWLP/74g5o1a2b6/PHx8Vy/fh1JkjJMeMTFxREaGopGo8mU2I3kaNasGdu3b8fFxYXly5dTvHjxFB03fvx41q5dS/URm/hrctPXjrfTepHbP4g8lfqgKuiFg7uG0uU8aReUfGZATjeXV2asjBkyhKXz57Nu3TpKlCiRIpttQXh4OGq1+q0UHc8TFxdHdHS0vPzyNgTNvsjXX3/NyZMnOXr0aKYtfWYlIiMjcXV1ZfrBkzi8we9zjF7PyBrliYiIwMXl5bFa7yJiecVGhIWF0b59e8aPH28TwQGZUzJdo9Hg4uKCh4eHTQRHREQEO3bs4IMPPuDYsWMpFhwARYoUwWg0UjTQhJfXq4/z8ipuJTgKl/Pk/TaFqBjgkWRsTjeXVwaNQqL34NfFiylZsmSWFhxmsznL9VvJKCzLLZBYCO1tfF4bMWIEarU6U7ouC95NhOiwAWazmZ49e1KyZMkU91TJKCzCQ6VSpVv0utlslmM3FAqFTd3RWq0WOzs7VqxYwd9//52qYy059nf+OfXKcV5exSlUuJmV4GhS2pc8rjryuOpkkZGc0Ehun9lspkGFCuj1enr27JkqmzMbW7eyz2xUKhWurq44Ozu/dUsskPg5zpo1iw0bNiRpFSAQpAdCdNiAb775hv/++49ly5ZliSqIGo2GIkWK4OLigtlsfiPxYTQaCQkJIT4+Pks8Cdrb23PmzBliY418/PHHVs2QXoclxubSyStJmrdZ8PIqTvHy/fFs25hiHYtQpb6f3F/lTkRUElHxOg8HwMiBA7l2+TIzZsxIUl0wq5GVWtlnFgqFQhZZer2e6OjoLPG7nl74+/szc+ZMPvroo9emlwsEqeXd+abIIhw4cICJEyeybt26LNEV9EUePnzItWvX0rTUEhsby9OnT1EoFOTIkSPZqp+2oFixYqxbt5rY2Fj279+f4uNWrFiBSqVi4JBuVs3bLOTPV5fiHb7Gv0N5SpfzpHg+FyoGeFAxwIM7EQaO3w5NVU8VfVQUqxYv5telS2nWrBmtW7dO8bG2wtHR8a2P5XgVarWa2NhY9Hr9W9W7pWbNmvTu3Zt27doRFfXy2jICQWoRoiMTefToEZ06deKbb76hfPnytjYnWby8vNIU42HpDqvRaORCN5mByWRK0bhatWqhUql48uRJisZLksT+/fuxd3CkQPESROmD5e6xkCg4cjf5lMAG/nSuE0DFAA+q5/GRl1Qehie+d3ciojhy+/5L5zEYDGxeu5YerVtT1NuboR98gFKpZODAgSmy09Yolcq3MqAypdjb26PT6TAajURGRqb49zE78PHHH5MjRw769u37VnlyBLZFiI5MQpIkevfuTa1atWyaI/060hJcKkmS3Ibew8Mj09a6JUlCq9WiUCjo378/Dx48SHbcn3/+SbNmzTCZTKl6aouLi0Oys6NfpcbcvnOQhPhQFEo1hQo2IV/XkdTokJfGpXw4uHQh71erRJWcfgxq04p1e/+WPR4A965fo06FCgT6+TGoRw/aN2pEMR8fGlasSF6djv6dO7Pnjz+Ij48nd+7cLFu2jLVr19KlS5d0eZ8yCks2x7uOJVhakqS3qpaHSqXi22+/5cCBAyxatMjW5gjeEoToyCSWLFnCv//+y/z587N8ANrzwiM0NPSVYyMjIwkNDUWSpBR7NyRJ4siRI9y/f5+4uLhUxZDExsaiUChQKBTUrl2bunXrArBw4UJy5syZbMxG8+bvcfToUYAUlxCPjExcFjGEhWIyGfH1KUWunJUoVqwtRfr1onW7fLQLCuDk2lX8+N131KhbF429PRfPneP7Xp1xDntClYCcXP9zBx81rMf506cJefyYdStXsv/PP3kaEsLZU6fkeAgPDw+WL1/O9u3bKV++PJIkyTexmJgYoqOjZfe9wWAgIiKC8PBwuX+NRRzGx8cTHh4ubxEREVbCICYmhtjYWOLi4khISHijJYH4+Pi36sn+TVCr1bi6uspppm+LZ8DT05Ovv/6aYcOGcffuXVubI3gLEKIjE7h79y5Dhgzh559/xs3NzdbmpAiNRkOhQoXkynYv3pwkSSI8PBy9Xo+9vX2qhNTSpUupWrUqI0aMQKfTodVq+emnn1J0rFarpX379kBi2vHGjRu5desWnp6edOjQAQ+PpCmqWrf/d+vNkyfPa+cwm81yVpGdRkNgnZF4eRahQPVBlBr2MaUrFyWPqyO+Oie+mzyZ2JgY1q9cSWR4OGFPn2KIjubnWbMIvn+foe+/L9+AGjVqRP78+WnYsCFHjx7l2LFj+Pj40KVLF0JDQ4mIiECr1SJJErGxsZhMJvR6PTExMXKWCPy/+qednR1arRatVisLPqVSiZ2dnby9KARjY2OJjo5Gr9cTERFBWFgYCQkJQKLnwmAwEBcX91oxYWll/65kraQEpVKJQqEgISGB8PBwq88sO1OrVi0aNmxIv3793hoxJbAdQnRkMJYy523atKFp09cXmMpKWNbqIyMjuXLlivw0bREcBoMBNzc3nJycUnXeWrVqUbx4cauS6Cn1QCgUCtauXYskSfz77784OTkREBBASEgIa9asSVb8nDy4Xf55zZo1r53jm2++Ye/evajt7MhboyWXjy/g4o1tXDr1FdzaS8UADxR3b1KlWDGi9Xr5pm1BkiTWLF9Ok2rV5H2Ojo7s2bOH/PnzM2fOHLlgkCRJeHl50bZtW2bPno3ZbEahUKDRaFCpVLi7u+Ph4YGbm5ucIeLg4ICzszNOTk44Ojri6Ogo3/zVajVOTk7yZhlnwd3dHU9PT9zd3eXUT4swSUhIIC4uDr1eT3h4OKGhofJygaUehwVLTxIhOpKiUqlQqVRERUW9NU3URo8ezb///iuWWQRvzLsbAZZJLFmyhP/++49ff/3V1qakGXt7eyRJ4saNG+TPn19+Evfw8EhTFdP8+fNz7tw5zpw5Q6tWrWjevDm5cuXKAMsTKVSoEEUrD+TS0XmsWrWKDh06UKRIkWTHJiQksG3bNrx9fQkPC+P6/i1U7tCNYrWH4Rv1gG/GjObclt84988/8jHvv/8+7u7urF+/nuvXr8v7HwcH4+Pjw3fffUeePHnQ6/X4+fmhUqms6pc4OjoyZMgQ6taty+bNm2ndurU8JqNSUZVKZZIgUItQMZvNJCQkYDKZZEFi8YJYPClGozFVS2rvEgqFAp1Oh16vJyoqCp1Ol2UyudKKi4sLkydPZsiQITRq1EiuYSMQpBYhOjIQy7LKr7/+mm2WVZLDEuNx7do1rl27RsGCBcmRI8cbZy2UKVOGMmXKpJOVr+bikbn4FjnI46vnWLJkCbly5aJz5854enpajdu2bRv3799n3NSpfPXFFwQElqDziJFUz+NDTjcXTu3fx44tW6yO6dmzJz4+PvTp04eLFy+yYMECIiMjmTFjBgkJCTg5OaFWq62yepRKpbwsZelJ069fP77//nub1+ZQKpVJbpKWJRyj0UhCQgIJCQmo1WoUCoUsUt6G1vbphUKhwNnZWa7j8Ta8N88vs+zYsSPbX4/ANojllQxCkiT69++fLZdVksPOzg4PDw/0ej137tx5peD4888/cXFx4cSJE5lo4etxzVUHSZJYv349s2bNomnTpoSFhVmNOXToECqVijzVa+PsmQPf/AWtusNWq10b1QvX/uDBAyIjIwkPD8fPzw+DwYCXlxeenp74+Pig0+lwcHCQb9Ivo0+fPsTGxrJy5cr0vfB0wCJEnJyccHV1xdPTU14iMhqNREVFERYWhl6vzzKF4WyNRXi4uLi8NTdoyzLLwoULbW2KIJsiREcGsWTJEs6dO8d3331na1PeGEmSCAsLQ5IkihcvniQY02AwcPz4cbZt24bZbGb58uVERUW9NIXVVnir8lCyTBm0Wi3FS5Xi6dOnHDx40GrM9evXUdtpMDi6UqhMWe5dvy6XMge4d/s2ZcqX57fduwHQ6XTs379fXi5xcnLi5MmTlC1bVvZipBQnJycGDRrEvHnz0Ov16Xfh6YzRaCQ2NlZe+rH0JLG3tychIYGoqCirjJl3WYBYgn4lSSIiIiLbp9RallmGDx9u1fFUIEgpQnRkANkxW+VVWL4s3d3d0el08s3l1q1bcjBnpUqVaN68OSNGjKBHjx506dKFypUr29p0Kw7uGkbLb5dw12Bg3c6dqNVqbt68mWScm4cHAW5OdP5gAPcv/seib2dy49o11v7yC78sWED7Ll3Yu3MnAK1atWLZsmUcOXKEO3fu8Pnnn+Pg4ECLFi3SZGOnTp3Q6XRs3br1ja41I4mPjyc+Pt5KUKnVahwdHXFzc5MFiGVseHg4MTExb1XFztRiER8WT1B2xrLM0r9//3daUArShhAd6Ux2zlZJDqPRSExMDG5ublZBo2azmZiYGCIjI2nbti2tWrVi5cqVODo64u3tzcqVK/HxSb5fiS3Z/8MpmlWvzpb16zGZTFal6CMjIzl37hxFSpYkj6uOQqVKMXr+z/zx23pqlizJzMmTGTVxIh179mTL+vXodDpGjx5Nr169GD9+PK1ateLhw4csXbo0zaXB7ezsGDJkSJZ+IjYaja9cXlOr1fLrltTemJgYwsLCiIqKSpLt867g5OSERqNBn0zGU3ZDLLMI0ooIJE1n1q1bx9mzZ7l48aKtTUkX7Ozs8Pb2TpKlYAkuBejWrRufffYZN27c4Msvv7SFmSnCTutFvoCqXL16BKVSiSRJBAUFya8fPHgQk8lE03btMZtMmBMSaNumNe81b0ZcTAx5fb3RaLWc//df7ty6xZgxY7Czs+PTTz/l008/TZNNyfWCadGiRZo9JRmNyWTCZDLJRbBeh0qlwtnZWW4kGBsbKwehWtKD35Z4h9dhifGIjIwkKioKV1fXbNsoz8XFha+++orhw4fTunVrvLy8Xn9QNuJxRCzahLTfHuOiE8sLVKhQAZVKxaBBgxg0aFB6mZetEaIjHTEYDIwYMYKpU6dm+2UVy9OYm5vbS9MiLcLjwYMHVKhQIcW1NmyFv08xHjw9BsDjR48ArAo4LVu2DK29Pe81b8rDp0/x0iTWoAjwtv5CXTJ/Plqtlq5du2aS5VkHyxN6autzWLJ1LOnXkFgdNT4+HgcHB7mc/duOJZ3WaDRmW8FhoXbt2pQtW5axY8cyf/58W5uTJTlx4oQccC1IJHv/1mcxvvnmG3x8fOjevbutTXkjDAYDkZGRKfpS1Gg01KhRg1mzZtG8efNMsC7t2Nk5EB36GEjMQoH/lztPSEjgwYMHBJUqBZKEg7MzTq5uybaiP37oEH5+ftm+9kJaUKlUODk5vdEN0yIu7O3tsbOzIzo6+p2K+1AqlWi1WiCx/kl2vubPP/+cpUuX8u+//9raFEE2QYiOdOLu3btMmzaN77//Pls/wcTHxxMREYGjo2OyCt1kMjFp0iQmTpwoZ1hYOssCPH36NFXdaTMTL+9SVOnUi259+zJp5kxUKhXr168H4PTp08THxxNYujTObm50rFWDZd9MT3KO6Ohorly8+FbE66QFtVqdpoJwyWFZenFzc0Oj0RATE/NOBSaazWaio6OJiorKttedL18+unXrxqeffpptr0GQuWTfu2MWY+TIkbRp04YqVarY2pQ0YzKZCAsLw87ODldX12THLF68mPHjxzNhwgSWLl1q9ZrZbObx48cp7k6b2WhdczJ0/Gji4uIonTs3zs7OaLVaTCYTERERhIaG0rhlS0Z/8gm3b9zg+6lTGfr++/LxBoOBT/r0wWw2v3Vr2CnBZDJliDCweE8sS3mSJBEZGZmlg2nTA6VSiU6nw2QyZetuvYMGDeLcuXNs3LjR1qYIsgFCdKQDBw8eZOvWrUydOtXWprwRSqUSR0fHl7an79ixI++//z4KhYKSJUsmiWlQKpVyd9qsJjzy56uLunxRLu/Yxh+bNuHo6IiDgwN169ZFqVSyYcMG7DQaqtepw9bffpOPW7l4MTu2bOHOrVvUK1eObRs2oFaradCggQ2vxjbEx8cTExOTYee3eAglSUKhUMhN6bJ7psersLOzw8nJSe4mnB3R6XQMGzaMoUOHZqm/eUHWRIiON8RkMvHpp58yevRocubMaWtz0kxCQoIc5Jbc8tDjx49Zu3YtCoWCoKAg/v33X6t0UwuW4FKL8MgKNQm8vIqjKlSYA9NasHDOHHQ6HQqFgkWLFtGyZUt27NjB7t27qd+kCVcuXiQiPJwhQ4bQpEkTlEolfdq3p0aJEly/cgU7OzsmTpyIn5+frS8r07GkymZ0wKfFA2BZ3ouIiMjWnoDXodVqcXBwyNaVXNu2bYuLiwszZ860tSmCLI4QHW/I0qVLCQsLY+jQobY2Jc1ERUXx5MmTV7Yz//bbb4HEp9AZM2a88nwW4eHo6Gjz+BYvr+IEluvN07MbSUhI4O7t20RERLBq1SqKFClCdHQ0Q4YMAWD0l18yfcIEJEmidevWlC9fHpPJREJCAjExMbRr144TJ07QsWNHm16TLZAkSe6vklnY2dnh4uKCs7OzPG92vSm/DgcHh2xdLl2pVPLFF18wZcoU7t+/b2tzBFkYkTL7BkRERDB69Gjmz5+fbsF1mU1MTIzcCfNVHUPz589PwYIF0el0KVpa0Gg05M2bF0B2udriPQos3gzXYlGoTidmCJhMJqpWrSp3ybRU0jRLEnq9nj1//EHRokXx9/enSpUqqNVq2rRpQ7Vq1WTPx7uIrVrZKxQKOdMDElO5zWYzzs7Ob1WHW4vYsAhcZ2fnbCdAypUrR926dRk1ahTLly+3tTmCLIoQHW/AV199RfHixWndurWtTUkTRqOR8PBwHBwc0Ol0Lx13+vRpduzYweDBg9MUKHv//n3i4uLInz9/pgkPe0cfqlfthXeTKvzzyxcYTSaKFitGvbp1adeunTxOq9Xi5eXFjRs3aFK1KgA1atQAoHDhwpw6dQonJ6dMsTkro1AosLe3f+POwm+Kvb090dHRRERE4ODgIHfqfZswGo1ER0enuaqtLRkxYgSNGzdm0KBBWa4NgiBroJDeVn9lBnPnzh2KFCnCsWPHrKpaZieePn0qZ2K87IvbbDbLT5SPHj3C29s71fPEx8dz/fp1JEnKcOGR078C+GipW7MCDRo25OL5c0z9bKScHluyZMkkx6xevZovvvhC/v8///wjhEYWRpIkDAYDsbGxqNXqbL0skRxxcXHo9Xo52Dm7MXv2bE6dOsXBgwez3ecSGRmJq6srw3//G61T2kVfXLSeb5pXJyIiQhQHe4F301ecDkyZMoX33nsv2woOADc3N9zd3V/5xfDLL7/IP6dFcEDS4NKMinA3m80oc3ny4OwhVs/7gV4tmjFt1GcolUomTZqUrOCAxLLjjo6OBD57fdeuXRliX3bFbDZnqSJWlo6+rq6ub2UlU61Wi729PQaDwapibnahd+/enD9/nr1799raFEEWRIiONHD37l2WLl3K2LFjbW1KmoiPj5c9GK9yly9cuJDevXsDJJupkhoswkOlUmVIRkt8fDxPnjwhT5HE5Z+AgAAqVapEhQoV2LFjxyuDP52cnGjdujW3rl9HoVBw4MCBdLcvO2M0GtHr9VkuiPP5QmUGgyFL2phWHB0ds23FW51OJzdBfFs+D0H6IURHGpgyZQotW7akePHitjYl1ZhMJkJDQ+Xy3y/j7t279O/fH4DAwEBmzZr1xnNrNBoKFSokuxvTq/6CXq/n6dOnqFQqSpTNAUDTpk1ZsWIFq1atIn/+/K88/quvvmLlypUYDAYkSaJ69erpYtfbQkJCAiqVKksHblrEbERExCuzsLILlvT1zA7cTS969uzJf//9x759+2xtiiCLIQJJU8m9e/dYsmQJJ06csLUpqUaSJMLCwlAoFK9dZzx37hwAe/bsoW7duulmgyX7Izg4mLCwsDeO8QgPD8dgMKDT6SgV9B4FS7sBWAWLvo5ly5bJPw8dOpS2bdum2Z63EaPRmOVvflqtFpVKJRcUc3Jyssp6ya5IkkRUVBRarTZbXY/F2zFhwgTq1Klja3MEWQjh6UglU6dOpXnz5pQoUcLWpqQavV5PfHw87u7ur039PH78ODlz5qR8+fIZYounp2e6xHhoNBo8PDzQ6XQ0+nYapw79Ta5cuVJVqO306dOcP3+ey5cvM3DgwDTb8jZiaWWf1UUHJC63uLq6otFoskRRuvRAoVCgUCgwGAxZJqYmpfTs2ZOzZ88Kb4fACiE6UsH9+/dZtGgR48aNs7UpqcZkMqHX69HpdClaK7Z8gWfU09WbBJfGx8cTFRUFJK5929vbU6pkVz6oVYio8PCXBoy+DJ1OJz8pC6yRJAmNRmPzVNmUolAocHZ2ltNNLfVFsjOWTCpLg8XsgouLCz179mTChAm2NkWQhRCiIxVMmzaNpk2bpvqmlhVQqVR4eXmlOPd/zJgxnD9/PkNdus8Lj5CQkBQdYzAYePr0KXFxcVY3k9y9+qKJj8VoNL4Va/pZBbVa/dLS+FkZhUIhL01ERkZmOy/B8yiVSpycnDAajdmut0mvXr04ffq0CM5OIfPmzSNfvnzY29tTrlw5Dh48+NKxvXr1kj1hz2/PxxouXbo02TG2/D3KXt8kNuTBgwcsWLAgW3o5LDdoOzu7FKUXZmaaniW41N/fH+CVNwe9Xi8XM7Msz1goXc6TvTt3Aon1RATpQ3buB2IJxjSbzURGRmZrMarRaLJl1WNXV1fh7Ugha9asYfDgwYwZM4YzZ85Qo0YNmjRpwp07d5Id//333xMcHCxvd+/excPDg/bt21uNc3FxsRoXHBxs098lITpSyPTp02ncuDGlSpWytSmpwmg0EhoaisFgSNH4p0+fUrt2bX766acMtuz/qNVqlEoler2eq1evJqvCY2JiiIyMRKfT4ebmZiU4SpXsSrugAI4fOgTAZ599lmm2v80kJCQQFRWVrbu8WoqHAdm+Y62Tk1O2FB69evXixIkTr3xqFyT2t+rbty/9+vWjWLFizJo1i9y5czN//vxkx7u6uuLr6ytvJ0+eJCwsTC5zYEGhUFiN8/X1zYzLeSlCdKSAhw8f8vPPP2c7L4ckSURERKBSqXB0dEzRMSaTyWbZChqNBrPZnGyMh729Pe7u7smWa3er0QEXJaxbuRKVSkWhQoUyy+S3GqPRiEKhyDbxHC9DpVLh4uKSLYJhU4LBYCAuLs7WZqQYNzc3evbsycSJE21tSpYlPj6eU6dO0bBhQ6v9DRs25PDhwyk6x6JFi6hfvz4BAQFW+/V6PQEBAeTKlYvmzZtz5syZdLM7LQjRkQJ+/vlnatasSZkyZWxtSqowGAzEx8cn8Qy8ir179+Lh4UGvXr0y1rhkeDG4NCYmhvDwcOLj41EoFC8tCV2jQ16+GjOGGIOBESNGvHEhM0EiFvH5NlT8VCqV6HQ61Gq13DE3u2I2m7NdNkvPnj05dOgQ58+ft7UpmUpkZKTV9jKxGBISgslkwsfHx2q/j48PDx8+fO08wcHB/PHHH/Tr189qf9GiRVm6dClbtmzh119/xd7enmrVqnH16tW0X9QbIkTHazAajfz444989NFHtjYlVZjNZqKiolJV2dBsNrNp0yZu3bplsy80i/AAOH/+PDExMbItdlqvJONrNZ5Fu6AAfv/tN5RKZbZtvpfVkCQpW9TnSAuWpbrsmlbr6Ogo95/JLnh4eNCsWTN++OEHW5uSIkLD43kalvYtNDzxdyt37ty4urrK25QpU14574sCX5KkFIn+pUuX4ubmRqtWraz2V65cmW7dulGqVClq1KjB2rVrKVy4MHPmzEndG5KOZG+/aSawadMm7O3tadKkia1NSRVKpTLVKa8TJ05kx44d3Lt3z6YudTs7Ozw9PXFwcKBcuSbYaz0AyO0fRP58iYXKIqMe4aLzodLYSUQH3+fpkydUrlwZT09Pm9n9NmE2m1Gr1dl+aSU5HBwcMJlMREVFpTiFPCuhVCpxdHQkOjo6S3T+TSndunWje/fuTJs27Z1pgnb37l2ra33Z97GXlxcqlSqJV+Px48dJvB8vIkkSixcvpnv37q/9XVYqlVSoUMGmno7s8dtqQ3744Qc+/PDDbFXDwWw2o1QqU92hcvHixYSHh/P777+/sldJeuHlVRwXXdI/KCdnLR5ufkRHGwnI25AcOb2JilYiuSQ2nJPCQ4iPfICmdDWqlc3Bz3O+w2w2Z4rN7woqlQpXV1dbm5EhWGp56PV6oqKismW8h1arJS4ujvj4+GwjOkqWLEnBggVZtmwZH3/8sa3NyRRcXFxSJLA0Gg3lypVj9+7dVt7a3bt38957773y2P3793Pt2jX69u372nkkSeLs2bMpLvvw6NEjhg8fzp49e3j8+HGSTLa0ZIRlj99WG/Hff/9x/PhxNmzYYGtTUowkSYSEhODo6JjimhwWevbsyeTJk5k4cWKG3cAtQkPn7Eehws0A0Lj4y68r44NxcvcmVuuFk5sbSszYaSLxUECkkxtad0fAn5iwonzatziV8/gz4bffAKhRo0aG2Pw6atWqxf3795Ps79q1KxMnTkSSJGbPns2aNWuIiIigVKlSTJgwgcKFC8tjb9y4wahRo7h//z6dOnWy+lK2nH/dunVWcUVfffUVFy5cYNWqVel+TSaTKVsJ7dRiER6W7JzsJjosrQyyW7xN165dmTt3Lh999FG2sz2jGTp0KN27d6d8+fJUqVKFn3/+mTt37jBgwAAAPv/8c+7fv2/V+RsSA0grVaqUbJXsiRMnUrlyZQoVKkRkZCSzZ8/m7NmzzJ07N0U29erVizt37jB27Fj8/PzS5TMTouMVzJ07l86dO2crl73BYCAhISFNRb1CQ0MBuHjxYrralD9fXXTOfgBWQkPh5oXkkZiNovbQYg6NwVHtQ4KLM/buTtgDOncNmN1RhTwmt4+ZOGd7UNtRPJ8L2ugoOjdrxtNnhcViYmJs4rbdsGGDVQzMlStX6Nmzp7wk9/PPP7N48WKmT59Ovnz5mDt3Lr169WLXrl2yMJwwYQKtWrUiKCiIsWPHUrVqVcqVKyefU6vVMn36dH799dcMvx6z2Ux4eDjOzs7Zqt9HarHU8bB8kaZ0/TyrYLE1Li4OOzu7bFHArWnTpkyZMoW//vqLevXq2dqcLEXHjh15+vQpkyZNIjg4mBIlSrB9+3Y5GyU4ODhJzY6IiAh+++03vv/++2TPGR4ezvvvv8/Dhw9xdXWlTJkyHDhwgIoVK6bIpr///puDBw9SunTpN7q25xGi4yWEh4ezYsWKbFVJ7/ng0dQ+uYWEhDB//nwUCkWSYKS04uVVnJx+pcldpCXkz4faI/EGZroWguShQ+WhxTv/c96Y/M4gmXHz+P+ykKf7szXKvDoIf0xuRwNqHz+Wj/iEU3v3yO49tVptsxvki6L0p59+Ik+ePFSqVAlJkli6dCkDBw6kUaNGQGLNl8qVK7N161Y6d+4MJEa5BwYGUqRIEby9veUy7xY6d+7MypUr2bt3LzVr1kSSJCvXpslkkjMyLDej5zvDpuaGaikOl92e/tPC8zdui2jNDjdvC5ZMFo1GI5dLz8potVo6dOjAnDlzhOhIhoEDB760/9PSpUuT7HN1dX1lQPF3333Hd999l2Z7cufOne7FAYXoeAnLli2jZMmSlC1b1tampBi9Xo8kScnWsngdliqekiSxaNGidLGnUOFmaPMEoSrolVRcAG7u2kRRkWBM3LQOoFDg6/b/Akh5XB25E2Egj6sjJqM7ngoJR1dXhj0THEuWLKFq1aqvXQpISEjIlLXv+Ph4Nm/eTO/evVEoFNy5c4cnT55QvXp1eYxWq6VixYqcPn1aFh2DBw+mZ8+exMXFUadOHapUqUJcXJwsLHLmzEnbtm2ZNm0aJUqUQKlUWlULjY+PT/Llo9Fo5IqcYWFhKJVKVCqV/K+9vX2yQsRoNMrj3hUsqbSW4NLscu1KpRJ7e3sMBgP29vbZYkmsS5cu1K9fnzt37pAnTx5bmyN4BbNmzWLUqFH89NNP5M2bN13OKURHMpjNZubNm5ftioFZ1qnT8sVz6dIl+ef33nsvxR6eR48e4e7untgUTPP/0uTly/VBmycI5wr+6Nw1/xcYYCUqJJOJHEio1A5onnN1W8jjqiOPq7WIyunmQrmKFTl76hR//fUX+fLlw8nJKdn6HJIkUahQIYoWLcrvv/+esjcjDViCd3fv3k1kZCRt27YFkHvKeHlZp/t6eXnJcSCSJFG7dm2OHTvGw4cP0el0cnOv529+gwYNonHjxuzfv59WrVqh1Wrl98ve3t7K0/OiZ8PJyQmz2Sx3jTUajXKgscWrolKpsLOzIz4+/q1eVkkOlUqFTqcjMjKS6OjoNAl3W2Fvb09sbCwxMTGpjuOyBf7+/tSuXZsff/yRr7/+2tbmCF5Bx44dMRgMFChQIFkPumVJPjUI0ZEMf/75J2FhYbRr187WpqSKN/mifP7YmJiYFB0THBzMe++9R9WqVVm+fDsqtYkCeepgZ+eIpnQ1nAvorASHr5s91fP8P1vFbDajDwsFhRadmzuK1zxd5nRzkY+bNGMGk0ePZs2aNSxfvhyA0aNH06dPH3n8b7/9JpdEz8gn16FDh3Ls2DEOHTrEunXrqFmzZpI0t+cFgGVpxBI7oVAocHV1xd7enhw5csjLIi96G/z8/OjXrx8//PADLVu2tHrN0sjp+Tl+/fVXChcuTPny5V9ZPlulUpGQkEBsbCwGgwG9Xo+3t7d8nuwU5/AmqNVqObg0JiYm1dlftsJSOC87pdB27dqVYcOGMX78+HdO4GYnZs2ale7nzPq/nTZg/vz59O/fP9v8MVi6Tzo7O6f5BlGqVCk5jfCDDz5I0TFubm5Ur16d2XMWU7RkOyIUD/As1wWNtw4Hd00SwZHHNbEUe043l8QS7aGhODg54u7lherZF+X98Mhk57IIDkgUECXKlWP6vHn8e/o0v2/ezNbffuPrr7/m22+/RefigpOjI7du3ZKP2bRpU5rel5SwZcsWAK5fv87hw4etIsMtHo4nT57g7e0t9zOxeIjUarXV08Pr1uX79OnDypUrWblyJXFxcS8t4vb777/LnroFCxZQp06dl57TUiLfIoYcHR3lG65er8dsNqPRaNBoNNnCff8maDQanJ2ds108i8XrlV0+n6pVq+Lq6spvv/1Gly5dbG2O4CX07Nkz3c8pRMcLhIWFsW3bNmbMmGFrU1KMJe3vTVyrPj4+VKlShb/++ivFbeYdHBz49ttv2bTxLF6Fa+PzLHbDzT1RrD0vNixLJM+LB5VajaOzsyw4Xnz9ZdwPjySnmwu5CxQAhYKgsmUZP3UqfTt14p9Tp4iNjeXJc+Pd3d0z1NNRuHBhrly5Qvfu3fH09LS6wfv7++Pl5cXevXspXrw4KpUKhULB2bNnGTlyZKo/MycnJwYNGsTs2bMJCwsDEpdwPD09OXDgAJGRkTRs2JAFCxbIAvSTTz7h0KFDr83sUSgUcuEpCxqNRo4XMRgM2NnZ4eTklG1ubmnB8rBhNpuRJClbXKtCoZDtzg7eKYVCQevWrVmxYoUQHVkck8nEpk2buHjxIgqFgsDAQFq2bJnmv4vsES2ViWzYsIFSpUpRsGBBW5uSIuLj44mNjbVK/Usr+fLlQ6lUJmk69DLstF7kz1eX3EVa4lzBH+/8zhTIr6N4Ppck3o3nkSSJ+Ph4BvXsSR5nZ+7evp0qOy3CRKPRkDt/frT29vjnycPu48fJk0yw085nLe8zisWLFwOJ1QOdnZ358ccf5cJTERERdOzYkUWLFrFr1y6uXr3KxIkT0Wg0lCpVKtWR4ZIksW/fPllwADRu3Jju3bvTt29fhgwZQtOmTblw4QLlq1Rh7Y4dxMTEyN6Y1507PDzcqtmeVqtFp9Ph7u4uCyTL71l8fHy2bhf/OiyfYXbqcRITE5Mk8ymr0rx5c/7880+ePn1qa1MEL+HatWsUK1aMHj16sGHDBtavX0+3bt0oXrw4169fT9M5hafjBX799Vc5oyA7EB0djVqtTpeW18WLF6dgwYI8efLktWPttF7k9g8id5GWqMsXReeuoUB+3XOejUSxkcdVZ+W9MJlMhIWEMGvqVHZs3QrAlQsXyP1CZ8TXYVmGyenmQq58+YDEm2BEeDj58+dnx44dmZaB8Hzp4tCwMGbPno2/vz/16tXDycmJTz75BKVSyfjx44mIiMDFxYWnT5/SsmVLGjRoQI0aNdBqtXLwqYVbt24lWW6RJIlTp07J/1colbh6ePDPP/9QqVo1atavz4xn3TwHDh1K6fLlgcQ6IN26dXvldZhMJiRJSjYmQKlUotVqrZYco6OjMZvNaLVaHBwcsoVHIDU4OTkRERGRrQJLVSqV3Ogxq5d3z5UrF0FBQaxfvz7FS7qCzOWTTz6hQIECHD16FA+PxHYUT58+pVu3bnzyySds27Yt1ecUouM5Hj58yP79+5PNh86KJCQkEBMTk6ousq9i7NixREZGMnjw4FcWCPPyKk5g4UY46nKiLl9U9nA8Hyia080lSXyGJElEhoWhALr160feAgXo1q/fGwkmy1ILwP3bt8mVMyclS5bMcMFhNpv566+/OHr0KCtWrCCHtzfzf/mFGvXrU8jDg6NHj9KmTRt5/KeffkrFihWZOHEiN2/epGqtWhw9eJDdu3eze/duIDGQsVatWri5uTF79mxmz55NYGAg+/fvl8+jVCrlzJY9p09TslSpJLadOnqUqKgoGrdsSehzT5ERERGvLG1u6eabUvHg6upKXFwcsbGxxMXFodVqcXJyyvKu/ZSiUqlwcnJCr9fL15fV0Wg0qNVqYmJisrzogMRiYatWrRKiI4uyf/9+K8EBiXWJpk6dSrVq1dJ0TrG88hzr1q2jatWq5MqVy9ampAi1Wi03RntTTCaTXOfh0qVLREREJDvOUvDLLWcFHOvWlQVHxQAPqufxIaebiywCnv8ZwKDXk2A04uLuTtHixen30UdpFhyWcz9/fr/cuTGbzZw7d46bN2+m6bzPI0kSmzdv5uzZs/K+iIgI5syZQ/369RkwYACrVq2iQZMm/HHoEKXKlcNsNtOiXTs2btzIpEmT2LhxIytWrKBnz550796d6JgYth48yKa//uJ6eDhdeveWzz1s2DDWr1+PwWBg9uzZAFy4cIGpU6fKY55fzpg/c2aydq/evp1tBw+iUqk4eeSIvH/iMw/Iy0htK3tLfx83NzfZI2M5NjstSbwKi3fHYDCke5GkjMLBwYGEhAS5WFxWpmnTphw+fDjZNgK2ICVe3ncJrVab7HKdXq9Ps6gVouM5stPSiuUL8PlaDW/CgQMH5C8ppVKZbNDh84LD4uFwc9fKdTdeFQQaHxdHtF6Po7Mzdm/4BPayDBd7e3sePnqEyWTiiy++eGPh8d133zFs2DDatWtH2bJladq0KSNGjGD27Nl4+viweM0ajl++zKyFC/HNmRNXDw9UKhVBZctSJDCQtWvXMmLECCZNmsSde/eYNHMmp27coHylSkCi+37WwoXc1utxehYvERERwfvvv29lx8KFCwkJCeHmzZsMGTJE3l8sBU2bPJ6rD/LgwYOXjpMkCbPZnKasDYVCgb29vRzzER8fL8eGZJcb9atwdHRMl5ipzMLOzk5Og87q5MiRg0qVKrFmzRqbzG8wGKyE/MKFC21iR1alefPmvP/++xw7dgxJkpAkiaNHjzJgwABatmyZpnMK0fGMW7ducfLkyWxTmyMqKipNhVmSY/bs2YwaNUrOXnix5gMkxnBYBIeuQRAOz9Jhi+dzscpOeRkqtRpHJycc06F40cvEzcRRo4iPj+fatWtERkbywQcfcPfu3TTPs2vXLpQqFQOHDiWgQAFu3LjBX3/9Rd3Gjdl59CgNW7TAI0cO3L280Dznevf08qJG3bqcDw7mVlQUt/V6Tt24wYDBg5ONl3BwcOCnVavQubjw008/ceLEiSRjKleuTIMGDdi+fTsATd57j4+GD3/tNRiio4HEDp8//fTTS8cpFArc3NzSZQlBrVaj0WiIjo4mIiIiW9z8XoVSqZQrllpKxGdlnq/7kh1o1qxZhjQtfBXHjh2jdOnS1K1blwULFhAXFwckNlcU/J/Zs2dToEABqlSpgr29Pfb29lSrVo2CBQu+tN/L6xAxHc9YvXo19evXT1I5Miti6bfwfGpjWpEkiSlTpuDq6ior2Re1qCVo1OLhyJ0/UWCkVHBY0g6d07kZW1xcHPqoKDy9vDhx9Cg/fvut/NRy8eJFVCoVnTp1YtWqVXLTpNRQpUoVrl27xvzvvsP1WdxMjhw5KFqsGICV0Hielu3b07J9+1TN1bBZM64/y0gxmUxERUby+NEjLvz7Lw/u3uX44cM8vH+fJ48f46zT0XPAgBQ9eTs8+x3JmTOnVTxHTEwMI0aMIC4ujs8++4wCBQqk25O8UqnE2dkZe3t7WXjodLpsEWPwKizF01xdXbN8AS6FQiHXXcnqtjZq1IgJEyZw7dq1DMkaDAsLs6pWHBsby8aNG2nbti3VqlXj888/p1ChQtSrV49Kz7yQgkTc3NzYvHkzV69e5dKlS0iSRGBg4Bt9TsLT8Yxff/2VTp062dqMFGFZX06PBk8KhYJ//vnnhV8iycotnts/CB+/8vKSSvF8LjQp7SsLjhdjK57HGB9P6OPHmNLhaVeSJC6dP8/Bv/6iX8eOFHR3p4S/P52bNaN9w4aYTCZWrFghf8GYTCbs7OwYM2ZMmpZaxo4dK7emNyUkkDtPHirXqEHXfv3e+FpehUqlws3dncJFi9KqQwdq1K3LH5s3c/rECe7evs3Fc+fo1KQJ917oOJkcgc+WYHbs2EHv3r2ZNGkScXFxTJs2jR07drB3714aN25Mly5d0r1MvFqtxsXFBScnJ3nZJjvHeliqfUZHR2eLZaOYmBgiIyOz/Hvu6upKjRo10rWD8smTJ2natCleXl60atWKH374QX7N3t6eDRs20KxZM+rWrYu/v78siN+2DKz0olChQrRo0YKWLVu+sTAUooPEYL0rV66kW3fVjESSJKKjo9M1RdHb25vKlSs/P4ucMeHlVRwfv/JoSlfD4VlabB5XR6oE5KRKQM5XxnGsWLSIumXKUKdcObasX58qmx4/fMiQ/v05dexYokWSRItatagZFETHJk3Ysn49uXPnxsvLiz07dhBjMNCvXz8qV67Mjh07gMQmarNmzUKv1zN27NhUCw+lUkmDBg0oWrQozs7OfDhsGAvXrqVgkSKpOs+bUjgwEKVSiaenJwMGDAAgh7c3Pn5+ANy9fZsDe/Yke6yLqyv7//kHB0dHDh48yC+//MLkyZPZtWsXKpWK8dOmkTd/fh48eMDo0aPZ88J5Hj9+zIABAzh37lyabLfEeygUCkwmE+Hh4Skus5/VUCgUODk5kZCQILvjszJarVauiZPVad68OatXr07TsZbCdRZiYmL4/PPP8fT0ZMOGDTRo0IBPPvmE2bNnE/1sufHDDz9k2LBhKJVKIiMjs01dpsxg6NCh8vs0dOjQV25pQSFlB8mewYwfP57z58+zPpU3RltgNBp5+vQpnp6e6Vqq+dq1axQqVEj+v4suFxGRd8mfry55KvXBr2FeuaR5u6CA11YO7dO+Pft27UKn0xESEsK85ct5LxVLDjVKluTyhQsA/PHPv1w/e4aPnpXk7dy5M1WqVKFBgwYYjUYOHDhAoUKFKFCgQLLnOnPmDBMnTsTZ2Zkvv/ySfM/qeryK48ePM378eG7evIlGoyGwRAl+3bHjlSmnGcna5csZ3K8fCQkJKJVKylasyPZDhwBo36gR+//8ky379lG5Ro1kjw8PC+OnWbNYt2IFd56Vh88dEMCpGzeIMRiYNnYsP86eTfXq1eViZwArV65k/Pjx5MuXT07tTSuSJGEwGIiNjZVbsWeXbq7Po9friY+Px83NLcvbr9frMRqN6ZZWn1EYDAYqV67MsWPHKFGixGvHX79+nfnz57NlyxYkSeKHH36gfv36qFQqVq9ezdChQ1mzZg01nv09jB8/nj/++IPJkyfToEEDTCYTly5dwsnJSe6eajKZiI6OxtXVlT4r/kLjmPb4s3iDnsXd6sp1ebITderUYePGjbi5ub2yfQLA3r17U33+rP0Xk0ls376d9957z9ZmpAg7Ozt8fHzSVXAYjUY2b95stS9ekRgwp3P2Q/LQyUGjFQM8uBMR9dIMEguH9+9Hp9NRuHBhTCYTjVq0eK0dVy9dokWtWuTV6WTBAZA7hxcPn0upu3DhAk2bNsXOzg5HR0caN278UsEBUKZMGcaPH49er2fo0KGvDS7dtWsX77//Po8ePaJpq1acunmT7UeO2ExwAHTo3p2/z52jc+/emM1mTh49KrvNR3/1FQB7d+166fFu7u58NnEiv/35Jx179KB2gwb8uGIFkLgEljMgALPZzIEDB/jll18S40qiohg/fjyAlXs6rVg8BTqdjoSEBCIiIrJlRVNHR0ecnZ2zvOCAxKUEs9mc5b0djo6OVK1a9bVLfBbPzVdffcXZs2cZO3YsK1asoEiRIvI1XrlyBT8/P8qUKSMf16ZNG3Q6nVydWKFQULx4cVlwmM1mK89xRHg84WFxad4iwhNtqVChAoGBgVb9mLI6e/fuxc3NTf75VVtayNoRRplASEgIp0+fTnHpb1tiucmk55fd4cOH+e6775J4eZTqpEGSlmWVlJA7IIC7t25x4MABKteokaJI+tnTp3Ps77+t9h2/ehVvHx+69OnDnh07OHLgAP/88w9Xr1618sy8jjJlyjBhwgS6du1Kp06dWL16Nblz55Zfj4uL4++//+a///5jxYoVFCpShLm//ELBokVTPEdGk79QIab98AM5c+dGr9dTuWhRxkyezHvt23P5yRPsU1CvJSBfPr5ftMjqd8gYF0fnXr0AmD5xIpMmTeKbmTPlzBeAIum4pGRpHBf93PmzE0qlUo4BMJvNWVp8qNXqdEurz2iqV6/Ozp07GTVq1EvHKBQKZs6cyYkTJzhx4kSyNYry58/P7du3sbOzk/vQBAYGkjdvXs6dO5fsZ2b5f3qL4BMnTmQ7T8fz9OnTh++//z5JRd7o6Gg+/vhjK69oSsm6fy2ZxO7duwkKCkrSijwrEh0dzePHj9M1iG3btm2sX78+SXxIrgINsdN6JVYd9UhcVnldlgokPon8d/YsLdu3R2NvjyRJ2NnZcfzwYVYuXsz3U6cSFZm8lyTsueqZ+QoWZNyzeAMArxw52Lx3LxWqVgWgSZMmck79vHnzKFiwIAULFmTcuHHJvj8JCQl4enryzTffEBMTw/Dhw/n1119Zt24do0aNomLFinz44YesXr2aEqVKsXHv3iwlONYuX07/Tp2oVLgwS3/8kR+//ZZb16/Tv1Mntqxfj7uHR4qLxL34heueIweOzs70/+QTLj1+zMjx4/HLmVNuxKfT6bh27Rrbtm1j0qRJLFu2jDVr1nDv3j3GjRvHwoULU/07qVKpcHFxQaVSYTabs0WMxIsYDAYiIyOzfFCps7NztsgcqlGjBocOHZIr7iaHyWTiwoUL1KtXj3PnztGgQQPq1q3LxIkT5QJjRYsWJSwsjJs3b8pZPHZ2duTNm5fY2Fi5Z0hW/9yyAsuWLUs2BismJoZffvklTed85z0dO3fupFGjRrY2I0UYDAY5KC89sFTXBChYsCCXL1+WX9OH3sRVlyjEHJ41b3uR5J4YqhQrRsijRxgMBrk+w4E9e6wCHSePGcODuLgkqXzvtW/P4f37+eLrr+kzcGCyNq/dsYN8z54clixZQr9+/axa2K9atYpVq1bRpk0bRo0axbVr1zh79izTp0+Xx1jKRK9cuZIbN24AEFSuHN1696ZOo0Z4eXu/cQGztGI0GqlSrBgP79/HTqOhS+/eDBs7lo+eeSIg0WVerFgxqlWrxr59++jXsSN7z5yhSGBgmtIjn/8MVSoVw8eNY/i4cQzu149VS5YkllRv3PiV5+jRo0eab2zx8fFER0djMpnSJQ08s9BoNMTExBAXF5fla2IkJCRgNpuztPgICAggZ86c7Nu3j+bNmyc7RqVScfXqVUqVKsWYMWOoUKEC+fPnZ+zYsZw+fZoffviBkiVLkjNnTjZt2sSoUaNkb0eOHDkIDQ2Vvz+T+x7Nyl6rzMQipiVJIioqyur322QysX37dry9vdN07nf6HZYkiV27dmUL0REXF5fuX8pOTk6MHj2aXr16yV1Lq1atSrt27Xhy9290zom/VDFhSdeDd2/bhq+dHZMmTODW4xAAgu/fJ/jePdq1a5dshcHn41CGvlB1E6B9t27cCA9/qeAAGD9smPzzrmcxDF9//TUNGjSwGrdhwwYqVqxIly5d+G7WLKvXajVowMDPPmPOkiVsP3CAK0+esP3vv+ncpw/evr42ExwAn/Tpw52bNylVqhSG6GgWzJlDhRci6z/44AP5C7XFs1iZOmXK8NXo0ameLzI8nOhkyhw/uHeP9Sko2NS8eXPOnz//Rjcze3t7HB0diYmJyVZLLpali5iYmCz/1BwTE2OV4ZFVqV69upx99qoxCxYsoGzZsnz99df069ePtWvXcu/ePZYvX45Wq6VVq1asWLGCO3fuyELi/v376PV6ChYs+NLPKzssQ2UGbm5ueHh4oFAoKFy4MO7u7vLm5eVFnz59GDRoUJrO/U57Ov777z8iIyPT3LgmMzEYDHKlx/RCrVbL66eNGjVi165ddOzYEZVKxfr169G55kGbJ7H66MPwWMiTeJzJZGLEM2Hww5dfMm/yZGbMn09UZCQ6nY5KlSpZBa61b9+e4cOH4+npyb179xg7dizrVq5k9Fdf4evvnyqbbz9Ley1UqJD8XqjV/2PvvMOjKL8v/tmevmmE3pXepBcB6R2pgkiVooAgKFVQBEWU3qQrCNKkV0F67yUUgYQWQkhI79m+vz92Z9wlCSQhZb8/OM+zD2F2dubd3dl573vvuefI7Torrjx8yL83bhATHU2latUoV7FimhkAnU5HUGAg9//9l/LVqqFQKsWSQl7hzs2bAHaqpEI5qm7dupw/f54FCxawZMkStmzZYkeKDbdxu80IzGYz2pQUXNNwUFWqVHio1USGh+Pu4SGO4b333qNVq1ao1Wo+/PDDbLsenZ2dkUgkYtCRHRo0uQFnZ2fR9C47PJByCoKHhsFgcGixsPfff5/Zs2e/dJ9u3boxd+5cO6Jo5cqVqVatGqdOnQJg9OjRHD9+nO7du7No0SKePHnC7t27GTduHPA2uHgVjh07htlspmnTpmzbts3O8E2pVFK8eHEKZfLeLcBxr75cwMGDB2nSpIlDpxxtkZM34jJlyvDPP/9w4cIF2rRpA0Cyr4JitQrh/kJ5Zddff/Hs6VPAYk/99OlTxg0bhpOTEx4eHgwfPpx169aJ+w8ZMgQfHx9x/2nTptGkSRMG9ezJ3pMnMzXO/p99xonDhwkMDKRTp06o1Wq71XFgVBRqT0+KZkCBVCaT4e7piau7O1KZjLv//ssX/foxYepUmrdtm6lxZRf+2LGDBTNmkJiYyJ2bN3n88CH5/PwICQ7m/Pnz4n56vZ5+/fqJxnzNWrdmYCZXHga9HjOkyuwYjUbm/PADOivPIjkpiZo1a/Ldd99Rvnz5HLthO3qJIi3IZLL/iXErFAqkUinaNMqajoS6devy+PFjHj16lG5re9WqVfH29uZfmw43V1dXgoODqVixIiaTiZIlS7J69Wp+/vlnevbsSVxcHP369eOTTz7JrbfyPw1BDv7Ro0cULVo0W8tOjnv15QIOHjz4P9MqayvjmxNo1aoVixcvZsOGDWg0GgDCbh2i1if98fT6r5PFZDIRFh0r/v/QoUPEx8ezceNGYmJiOHDgAAaDgY8//pj79++neS6BIX7xzBnmz5jBqIkTXzk+oS5bt1Ejcdu9e/coXLQozi4u9PvsM2b++muGJ0STyURcVBQKuRzPAgXQaDSMGjCAu7du0atDBzF4yW0UL1mSuStWpNqu0WhYuXAhe7dv55o1CyI4Pc5YtIg+WVBJ1Wm1SCUS5DZlL5PJRI1SpXj29CmtWrWia9eu1K5dWzRzy2nYTuCOvioX8L+QlZFIJCiVSnQ6HS4uLg650jcYDMhkMqpVq8bBgwdFIbwX4ezsTO/evVm9ejU1a9akVatWnD59msDAQMaMGYNUKsVoNFKjRg1Wr15NYmIiBQoUyOV38/8Dgn1EcnIyT548SdV6XaVKlUwf840VB0tKSsLb25ubN29SpkyZvB7OS6HT6TJlOZ5VjBgxgsWLFyOTyfDx9SX8+XNaffcbNZvUoHZxS3pNEh1Jx5rVAUtZ49KlS2I7ldDS+/PPP7Nx40b8/f3TjZB37tzJGKth2eOEBDuuytWLF/mif38kEgk++fIRFRlJ4J07ODk78yQxkcC7d1EolWJnS2ZhMpmIjYrCZDLh5eODTC7nk44dCbay2h8+fMj+s2epYpO+zQ0YDAbOnzpF/caNX7qyePb0KR6enhgNBoxGI97WLFJmERMZiVQmQ20T0P6+ZAkTRowASDdozA3o9Xri4+NxdXX9n8gkmEwmNBoNTk5ODktGNBqNIunVEcYoLCQMBgMJCQmYTCYkEgl//PEHwcHBqbSDbJGcnMzAgQO5d+8eERERJCYmMnbsWMaOHftaGkbx8fGo1Wq6Lj6AwjnrwaQ+JYltX7T+nxQHs0VERAQDBgzg77//TvP5rLQY5/2Vl0c4ceIEhQoVypTWQ17AZDIRFRWVKyQwoZPFaDTy9/79qFQq/LctE59fOXWKGHCApe7n7u4uspylUilSqZQJEyZw4cKFl97YbFt0bfUg/t61iw6NG/M0KIjAu3c5f+oUgXfuAKCxtm69W65clgMOsJQVTCYTnt7eyORyYqKjOXrgAPFW3kKpUqUw5oGb6Oljxzh7/Dhnjh8H4OmTJ+zfuTPVfoWKFMHNzQ21p2eWAw4ADy+vVHyORTZdPnkJhUIhGsY5urCVAI1GI2YJHREymQwXF5c8CzgEkbKkpCRiY2PF1lipVIpKpcLDwwMvLy9atGjBsWPHXuro6+Liwrp161i6dCm//fYbz58/55tvvslW0cS3sFhJxMTEcP78eZydnTlw4AB//PEH7777Lrt3787SMd/YoENolXXENKMtNBoNZrM511Z7fn5+uLi4iK6zYbcvcf+8hZyVz+W/McyaNYuCVu8PnU5HbGysnXjZq7ps/vjjDwB69O2Lb758gOWmNKhHD/L5+nLy5El++OEHwNKO2aJFC2QyWbZ0CShVKnz8/MSywuG//8ZoNFKgQAEeP36MXKHAzcUl1y3ZG3zwARWqVhWlzKuXLEn/rl2Ji43NkfPJZLJU5YuY6Ggg58t5GYGrqytKpZLExMQMfxcGgyFPOkmEiVOr1Tp0J4vJZMq1bhuz2SzeE3Q6HTExMSQkJKDT6cTOH/jvfiFkcytUqIBSqbTjMKUFuVxOnTp1aNmy5f8ML+9/DUePHmXevHnUqlULqVRK8eLF6d27NzNnzmTGjBlZOuYbG3ScOnWKpk2b5vUwXgnBpyIn3A91Op3IwRBQtmxZkpOTCQsLo5xVHGvzxBF82rABN2/cEPcbO3as+HdKSgpyuTxTK6gKVk2JKTYr65OHD2MwGGjdujXe3t706NGD48eP891336FWqzGZTK8VCGiSk4mPjRXTugIaNmmCh1pNQEAAJUqXZtG6dXjly5frfAKFQkH7Ll3E1dqMRYv49Y8/coRbkpyYmGarbE2r8V+zZs2y/ZxZgSA3HhoamqH9R44cSadOnXI9YIT/JMcdWejMZDLZaehkN4xGIxqNhoSEBGJiYkRhKblcjqurK56ennh5eb1UsEwqlVKnTh1OZpJk/hbZj6SkJFGPw9vbm4iICMDSLXT16tUsHfONDDpSUlK4ceMGderUyeuhvBRmszlHhYcOHz7MoUOH7NwdBRGoTz/9lD/++AN/f38UCgVRIcFcthqMgcX2HSyBi9FozPQY69Wrh8FgYPLo0QCs//13PmrTBrPZTJ8+fQDLzadIkSLo9Xq2bt2K2WwmOjIyS+9Vr9eTEBeHhNTtcgUKFeJ+dDQP4+I4eeMGFStXxteqUBsfG4suj1LmA4cNo3vv3jlybE1yMqY06rGC4mtUVFSeTNy2SE5Opnfv3tSuXZumTZty+/btV74mNDSU27dv86fVVyY3IZPJUCqVDl1iERYH2VWyMplMYjZDo9EQGxtLUlISZrMZZ2dnu2yGk5NThhdPVapU4YLVYfot8g5ly5YVRSOrVavG8uXLCQkJYdmyZWKmO7N4I4OOa9eu4e3tTbFixfJ6KC+F0WgUa9s5gebNm1O+fHm7jM8333xDx44dCQgIYP369bi6urJ+/XomT54s7nP79m36WR1fNRoNcrk807XUM2fOIJVK6frxx5bzjhwJWCS3bT1RwHKjFFjSLlnoFDCbzSTExCCTy3HLhGmbyWQiKiyM4EeP8izwyAkYjUYMRiMKVWp/nVETJ1K5WjWOHTtGixYtaNKkCVWqVMnQhJ/d+Oabb7hw4QImkwmz2Yyfn1+6E3pERAQTJkzgplXnJDw8PDeHKsLZ2dnhu1mUSuVL+RIvg2C4JvAyYmJixO9EoVDg7u6Ot7c3Hh4eODs7ZzlbWKVKFTutmrfIG4waNUrMMk6ZMoUDBw5QrFgxFi5cyE8//ZSlY76RQcelS5eoXbu2w/M55HI5vr6+OZbmVyqVDBo0iAMHDrBs2X+EUUFNNCAgAIDq1avTr18/sXdbyHIIBNKsBEXx8fFIpVLkCgWnjx/Hz9rStn//frv9rl69yhdffIFKpUIqleKeBhPcZDLx/CXCWIlWN1MPL69MfedSqZTCpUqBRPL/KvDQW9P/yjSCDpVKxeHLl5m9bBk6g4Hg4GCSk5M5ceJEqn137NiRIynwgIAAxowZY+c4qlAocHV1JSkpKVUGJioqil69etmZFvbOoQzRq5CVADy3oVAoLIFnBjJZZrNZlFAHS/bJlpfh5uYm/v6FTE923FcrVqxIeHi46KfyFnmDTz75hP5WC4b33nuPx48fc+nSJYKDg+nRo0eWjun4TfA5gIsXL1K7du28HsZLIfzYc+MGtnr1aq5evUpoaCgJCQlUrVqVAgUKcPjwYYxGIzKZDIlEwm+//caBAwfETIREIsmy3fvgwYM5evQoPaxCZAIePXokpu2SkpL4/PPPibaSG1+EwWBgyZw5ovz3+j17aJGGqJdEKsVdrc5S8KZUKilaqhTBDx8S/OgRRUuWRPk/0ML5MuisAlHpcXAkEgl9Bw8mNjpa/Gy7d+8OWFyZN27cSNmyZRk7dizvvfcejWy0UzIKs9nMiRMnaNCggd01HhERQdsXvsORI0cybNgwZDIZer2exMRE1Gq1OLlNmDCBR1al2m+//ZbevXvbpfHNZjPJycm5loEwGo0kJibi5uaWI1ys14WQPU0vODAajej1evFhNpvF1mXhkdPvy9XVlXfffZeLFy/SuXPnHD3XW6QNvV5P2bJl2bt3LxUqVAAsXUPVq1d/xStfjjcy0/G/EHTo9XoiIiKynAbNDATlv2nTpjFv3jz69+9PgQIFSE5OZvv27Xb7tm7dmooVK2I2m19rbJUrV+bcuXP8/vvvdgIztlmTX3/9lZiYGMZNmQLAO2XLUrFQIaoVL06FggUp7uZm5zcysHt3USnVFm4eHji9hmeNEHioVCrIYruhwWBgxrffUrN0aYq5ulLznXeY/cMP4goSLJPjzKlTqVykCMVcXenUtCl3Xyhr3L93j3YNG1K1WDFmW7t7BNQoVQo/mYzLL7D+J48eTSebEpqzmxtuGdAOeGzVLQELB0ev17Njxw4WLFjAMKsM/rVr13jnnXf4/vvvM9SzHx4eztq1a1m6dCmDBg1iz549ds/bmg4OHjyYQ4cOMXLkSORyORKJBDc3N5EMKSDK6k784YcfimW/RYsWUa9ePTp06ECzZs2oWrUqH3zwAVu2bOHUqVNie3ROQBCnclRCqUQiwdXVVQwcBPKrcC0KHjgmk0lUGRa4GTKZLNcCqbe8jryFQqFAq9Vme0XgjQs6oqOjuX//PjVr1szrobwUWq3WUn7IhQ6KqVOnptIBEdxXFyxYkOZrBPGmrIjDCHB3d6dRo0Zs3bqV2bNnM3PmTKpVqyY+v27dOnEiBsuEKwUS4+MxG4106dKF1atXExgYSOPGjdFoNKJaJ0BCbCwp2WQgplQqKVKqFEqlEoPBkGki3qKZM/lj+XJmLFzI6du3mfLzz/w6ezarFi/+b59Zs1g2bx4zFi7k4IUL+OXPT/dWrUi06TIZP2IE3T/5hLU7dvDP3r1csCH3giVo++EVCq8KhSLN0sqL+NxK8gXo2LEj9+7dSxUkCPjzzz/ZsmVLmjbYthg3bhzTpk1j7ty5AKKwnIAHNoGOVCoVA+ITJ04QEBAgak3odDpxkhSuwX/v3OH58+dMnTqVBQsWULlyZfz8/ChRogSzZ8+mRIkSTJw4kQEDBjBw4MBXvv+sQlD/dNSgAyz3l5iYGPFh25bs7OyMl5cXarXarpU1t1GlShUuXryY6+d9i/8wYsQIfvnll2wllb9xQcfly5cpVaoUvr6+eT2Ul0Kn02VbffRVKFmyJJ4vtGXGx8cjk8kICwvj/PnzqVoBBQ+H7Fj1SKVSOnXqRJcuXcSUv9lsTnMCW7duHVevXuXChQtMnz6dhg0bYjab+ffffylUpAjtrKlYnVZLSkpKjnx+YcHBBD94kCmOx+Vz52jdsSMt2rWjWIkSdOjWjQ9atOD65cuA5f2uWLCAUd98Q/suXShfqRKL1qwhJTmZbTZur/GxsVR+7z0qVKlCgYIFSbB6rwjoO2QIV86f5/AL3BgBmpQUkq2iTOnh+uXLFHF25uyJExS3irBduXKFTp06ERQUxJJ16wiMimLIl19SxIaMPXnyZCpXrsy0adN4/PhxquMuXryY06dP221r3ry53f8vXbokXgOCBLPZbGbgwIG0bdsWo9GISqVCrVaL+wmGjYEBATRo0IAN1s/r8uXLnDlzhpMnTzJmzBi7cwcGBuZod45KpcJkMuVKpjIjMBgMdvocKSkpxMXFYTabcXNzw9PTU2xhlclkDqFYWrlyZa5cuWKXDfz/jiVLllCyZEmcnJyoUaOGaGCXHrRaLZMmTaJ48eKoVCpKly7N77//Lj6/Zs0aJBJJqkdGO6wuXLjA9u3bKVasGK1ataJLly52j6wg76+sXMb/QmlFYIjnpuBNQ6sglQCVSkW9evWQSCTMmzePUaNG8V716uzbtw+j0YhOpxNTrrmF/v37UyoNJdJHjx4RERFBh65dAWu3SlwcSqXytcoq6cGvcOFMk0vrvP8+p44e5YGVnHvL358LZ87Q3MppCXr0iPCwMJq0aCG+RqVSUb9RIy6dOyduG//993Rv1Yribm5IpFKatGpld56iJUrQ77PP+HHSpDRv1prkZNHILT2onJwwGAz8MmUKX4wZQ406dahQtSrzVq4kICqKbr164eLqik6jYcaiRazbudPOIG/dunW0bduWgQMHsmrVKlavXs3EiROZP38+AGUrVBDLaLaZNJ1Oh1QqFcddq1YtAO5YFWkBUSpb2E+n0zF8+HA6duwIQLlKlf57rxoNnTp1omrVqlSpUsWudJeYmGhHPM1uKBQKZDJZnmY7NBoNiYmJxMTEEBcXR0pKipgV8vDwwNPTE5VKhUqlckjuSdmyZdFqtSKh/f87Nm/ezKhRo5g0aRLXrl2jYcOGtGnThidPnqT7mo8++ogjR47w22+/ce/ePTZu3CjqKwnw8PAgNDTU7pFR8r+npyddu3alVatWFCpUCLVabffICt44IumlS5fELgxHhUDezM1J/c8//7S7iLRaLadPn6Zp06YcPXpU3P7ll19y+PBh3N3dczQokkgktG/fnr1797JgwQLatWuX7r758+dHKpVy5MABfpg7l5SkJExGI2obO+bsRFbIpSPGjSM+Lo76FSogk8kwGo188+OPdLG2DAu29Pms+iAC8uXPT3BQEGAJppq0asWd58+Ji41FpVAQHxOD2dpSajQaMZtMjJ40iY1r1rBu5Uq69eolqnSazWb0Ol2aVva2KF+pEhWqVOHW9euMHTYMiUTCO2XKcPzQIVp16IBvvnysW7WKNcuXs2b5csKNRlp16EBEeDgqlYpnT58yvG9frl67xsmTJ1OpX5Z85x0aNG7MmuXLWbx4MQULFqR79+506tSJgIAAXNzcSE5M5M6dO8yePduOWHrr1i3R0jwlJQWtVovRaOTM2bMARD5/DsDChQupX7++XQZPq9Wyb98+0d7c1qU0J5CbRFJBOM9gMIhqwELAo1KpUCgUIi8GEEu3jpKJSQsKhYJKlSpx6dKlVBPp/0fMnTuXgQMHMshq3jh//nwOHjzI0qVL01T/PHDgACdOnODhw4ei9XyJEiVS7SeRSLJseLd69eosve5leKMyHWazmQsXLjh8pkMul+Pn55errXceHh6p6txSqZSEhATyFa1NzR6DmTZnDmBJo+eGadS8efO4evXqSwMOsNzcy5Urx/179xjQrRs6rRYnF5cc5cMIgYdUIiElA744OzdvZuv69Sz7808OX77MotWrWTJnDpuscvACXiwHGY1GTCYTMZGRRIaFkRAbi0qlIp+fH2azGZlcjkKlwklwDpVI8M2Xj8FffMH8GTOIi4lBp9Wi1+ksaqxYrq9Xpazv37tHkSJF+OqrryhYsCCB9+6x66+/+M5q0vdh9+5MnjGDBatWia/J5+eHh1pNuYoVOXLlCg9iYgjT6+n32WfUqFOHTwYOZNrs2dy/d4/9u3ahsgZqkyZN4oMPPhBXtMmJicjlckaOHMnBgwdZvny5eI7jVl+a06dPs3TpUubMmUPXrl2JioxEIpEQEx1NuXLlaNOmTaqSoUqlsltw5LS1gO0knxMQunLi4uLsJMaF79bDw+OlvAyhddaRyxeVKlX6nyaTxsfH2z3Sy3zpdDquXLlCy5Yt7ba3bNmSs9aA+kXs3r2bmjVrMnPmTAoXLkyZMmUYM2ZMqrJ0YmIixYsXp0iRIrRv355r165lePxNmzYlNg0bhvj4+Cwrer9RmY5nz54REREhrpQcFSaTKU9qqitXrqRv3764urpSs2ZNsd4b/uQopUo2JbaXRfvg/PnzTJs2jVGjRmVZlS4jkEgkGXZo3LZtGz/88AMbNmygYpUqfG3VEslJKJVKipcpI35XL7Ninzp+PCPGj6dzz54AVKhcmadPnrDwl1/o2a+fqFMSHhaGX4ECSCQStBoNoSEheHl5IZXJcHN2RmHNLkkkEjxfMHuTSqXixDJiwgT+/P139uzYgbOLC3KFAgkglUjQarXExcSgsJafVGm0T2o1Gp4+fcqRI0eoV68e27Zto0ixYkyePh0AH19fRlozBi+DRCJh1pIldts+Hz2aoEePWLFgAWUrVuT7sWOJio5myJdfssJabrHlW9hmJKKjozl9+jQDBgxAqVTi7u4uljKcnZ3p2bMnQ4cOTXey9/HxoWfPnhw9elRsA85JJCcnYzKZcHNze+1jCZkMo9GIq6srEokEnU6HTCbD1dVV/BwEvCrgkcvlKJVKh/aKqVy5Mn/99VeunzchVodCk/VFn15jIZq/KHQ4ZcoUvv/++1T7R0ZGYjQayf9CpjN//vyEpaNB9PDhQ06fPo2TkxM7duwgMjKSYcOGER0dLfI6ypUrx5o1a6hcuTLx8fEsWLCABg0a4O/vnyGz0+PHj6dJmtdoNK/km6SHNyroCAgIoFixYg6tGGg2m3n+/Lm4QslNSCQSUXPh7NmzqNVqKlSowIABAwh+epqto3+kUYeOnNm/j23btjFw4MAcDToyA4VCweTJk9m2bRszp07ly4kTcyVTJAQcURERxEZGpltqSUlORvrCJCCTycRVZvGSJfErUIADu3dTrEQJi928RMKVCxf4dsYMO/v5jMDNzY2vJk9m9tSptGzfHqlUirOrK0qVCqWTE3K5HE1KCvGxsRbRNbVazDwI78toNOLv74+/vz9qT0/+3L2bQkWKpHm+p0+eEBIcTB0rqfNVKF6yJNOtHI+e1jZXpVLJCGsgs/6337hx7RpH//5bJL1169aNdu3a8cUXX6BUKvH18+PZ06cULFiQoUOHMmjQoAxN7j/88ANTpkzJtUyiTqdL5feTUQjtwXqrMzJYrnXheC9mczIDmUyWqnvI0VC6dGkCAwPzehhZRnBwsN3C6VUl8xevkZddNwK/af369WJpfO7cuXTr1o1ff/0VZ2dn6tatS12rnxJYSNfVq1dn0aJFLFy4MN1x3LDx2fr333/tAh+j0ciBAwcoXLjwS99Lenijgo7AwECHt7IXxHjyWtWwXr164t8bN27EYNDz5OEhkuJ88PT0JCoqim+//ZZNmzY5jLKrXq/H09OT8PBwTh05QlOrj0xuwF2tJjYqKl2OR8v27Zk/YwZFihWjbMWK3Lx2jWXz5vHxgAEYDAaS4uP5ZMAAls2fzztly1KuUiUWzJiBs4sLXXv1ytKY+g4ezPL589mxaRPV69RBoVSKmRJnV1ecXV0x6PWkJCWJGRqDwYBMJqNl+/b8vWuXeKzEhAQ6NGpEYFRUmlm4xbNnkxQfT6Vq1dIN6vt16cLfu3axatMmOtpkGWy5QccOHqRRs2YMHjGCd3187FL/er2eyZMni+leg07HqFGjaNasGe+8845dlikqKoozZ84QHh5O0aJFadmypXidSiSSXPt9KZVKUlJS0Ov1r+RACbwMgWchZDOEjh1B7TQ7f2+Cd0pumxu+DJcvX2bLli106NCBqlWrEhMTQ3R0tMhb+F+Ch4dHhrK1vr6+YregLcLDw1NlPwQULFiQwoUL23Hxypcvj9ls5unTp2nOdVKplFq1ar0ykKtWrZrY6ZJWGcXZ2ZlFixa98n2lBce50nIB/wtBh06nQyKRONRNQKhDCuJMghjTlStXmDx5MtOtKfe8hNDSq1KpMJvNlC5bNlfP/ypy6YyFC/n5u+8Y/8UXRIaHk79QIfoOGcLoSZOIiYhAKpUyauJEZHI53379NXExMVSvU4e/DhzALYurUYVCwYSpU/m8d2/MJhMpSUk4vxAQyBUK3K2rZbPZTJxV/XX20qX4X7nCs6dPUSqV9OrVizVr1rB66VIGDh+e6lxDRo4k+PHjl2YRb1prycWs2hsvQq/XM274cMqUL0/REiXEgKP3oEGEPXvGLpsgqG7duvz222/prhxnzZpl151y4sSJLK/MXgeC8uvLgg5BwVQoKUmlUnHf11H9zQi01tZyr0xaBOQUQkND6devH1qtlm3btrFu3Tp8fHwIDAx0eIPO14FSqaRGjRocOnTIToH10KFDfPjhh2m+pkGDBmzZskVUvwVLNl8wykwLZrOZ69evU7ly5ZeO59GjR5jNZkqVKsXFixfJly+f3Vj9/PyyTJKWmB25oJfN6NSpEx988AGjRo3K66Gki9jYWAwGg0PpiJQtW5aAgADKlSvHjz/+yJ49e/jDhgB5+/btXG+ffRHJycmcOnWKESNGYDKZmL9yJb0+/TTXx6HT6Qh++BBnFxcKvcRQUK/Xi0RDvU5n4Vzk4E0/ITYWvU6Ht9WmOj0Y9HoS4+MJDwujQ+PGxMXFsWnTJjw8PGjdujUlSpfmYg62MFYuUoSoiAhxAh7z3Xcc3r+fG1evikGIs7MzGzZssLtxChO3u7s7Dx48YMCAAURHR9OwWTNuX7vGqVOn8mxSTUpKErNwthLjUqkUV1dXTCYTSUlJKBSKVLyMnIbBYCAuLg51Fm0Csnss48ePZ+/evbRp04a9e/fSpUsXnjx5wpdffpkrfjrx8fGo1Wpa/rgbhVPWy/B6TRL/TO5IXFxchnlpmzdvpk+fPixbtox69eqxYsUKVq5cye3btylevDgTJ04kJCSEtWvXAhaCaPny5albty5Tp04lMjKSQYMG0bhxY1auXAlYhB/r1q3Lu+++S3x8PAsXLmTdunWcOXMmzxoqHGc5nQsIDAxk8ODBeT2Ml+JlZMS8wrhx4xg0aBApKSmUKFGCb7/9lm7dutGhQwcAdu7cmWXzn+yA2WxGo9FQp04dcWL6fenSPAk6hIzHy77D5MREkhIScHV3x8XNTSx55CR0Ol2GVEjlCgWePj6cPHoUlUqFp6cnf/75J2PHjgUsBNKcxPWgIBLi4wm4c4c7N2+yaOZMQkNCGDZsGC1btqR06dJA6tq4UIZISUnhs88+Izw8nG9+/JHpkyYxceLEPF3FO1k5NDExMeL1aWsMJ5VK84xbIQQ4eXnfMZlM7Ny5k4ULF/L06VM6d+7M9u3bKVGiBEePHqVp06ZvhFZHjx49iIqKYtq0aYSGhlKpUiX2798viuSFhobaaXa4ublx6NAhRowYQc2aNfHx8eGjjz7ixx9/FPeJjY1lyJAhhIWFoVaree+99zh58mSmAo6AgACOHz9OeHh4qk6n7777LtPv07FmtxyEyWTiwYMHDl9e8fX1dbgWtn79+jFo0CCio6O5cOECrVq1spNNz2uil9lsxtnZGaVSyaxZsxg7dizOuUzCtYWQGtckJxP69CmFixVD6eRkES2LjUWj0eBi5VTkBozWjoeMBB0CLl+4QLRVA2T37t3s3r0bIE2X3+yETCbD08uL2vXr4+7hQWxMDDVq1HhldlIqlfLkyRP++ecfgoODLWNVqzGbzWJwnBsQPImEh+COC5brQshmOEIpAyzBmqAbk1fYunUr33zzDUqlktGjRzN79mxMJhMhISE0btyYEiVK5LimiqNg2LBhoq/Ri1izZk2qbeXKlePQoUPpHm/evHnMmzcvy+NZuXIlQ4cOxdfXlwLWrjoBEonkbdDxMgQHB6PX69MUT3E0OIIEsS3kcjmFCxcmJCSEHTt20KpVK8ZY9RoA9u3bx+TJk/NsfFKpFGdnZwBiYmIA+H7mzDwbjwCpVQ8j+NEjipQoQXJSEga9Hg9PT5ys480N6LRaJJCpjMrWP/+0vM56k/H19SU5OZna9evn0Cjt8TwsjMZVqwIWQb+QkBAKFy7M8+fPuXXrFsnJydSoUYNChQqxY8cOFi9ezNOnT/Hz88PJyYma9epx4fRpvLy8crRUKVSnJdZW5ESrxLxUKhUDDEBsO8xNleGMIq8zq8L9bty4cfxgNTEUyLMeHh4UL16cgwcP5uUQ31j8+OOPTJ8+nfHjx2fbMd+YoOP+/fuUKFHCIX/0AgR3Rx8fH4dZCQmQSqVIpVKqVavGDz/8QHBwMAqFQnTDzSsYDAa0Wi3Ozs5IpVLRyG/y6NH8nY6oTm5BKLU8efCAJw8f4uvnh6ePT66UU2whk8txcXPLcDBrNpuJjIjAy8uLI0eOMGfOHPbu3YtarU63ZTa7cc3G6MtoNNK4cWMKFChgx+6XSCQUKlSIkJAQwOImvGLDBkqVKYNv/vzkl8upXbt2tv+WbHkZBoMBJycnnJ2d09XLgP+sDRyxXT87NEReB02aNAHg559/5syZMzx+/JhHjx4BsGPHDm7cuMHTp0+z3Hb8FllHTExMtuvZvDFBx/9C54rQi+9oP6xDhw6JwdDs2bPF7f3796d37955Wg7SarXodDpcXFw4evQoQ4YMAeDKhQvEx8XhkYPM/4xAoVDg4elJaHAwsdHRqF8Q9MoNKFWqTJVW7lvr5waDgerVqwOWoHPg8OE0b92alOTkHC9ftWjXjoFffMGTR494FBhI+PPnFC5enC6ffEKLtm2JjIjgr3XrOPL33wAUKlyY6QsXUrNBA6RSKXdu3QKwk1DPKoTrWyqVkpycLCo+yuVyUWJc+H96WQO5XC56nziizwm8XBMiM8d48OAB77zzTob2FwQbv/rqK+bOncuxY8fE59q0aYNcLufJkydotVqioqIcimD/JqB79+78888/fP7559l2zLdBhwNB6GhwNKSkpCCTyVIZcq1cuZJx48blWZBka4wnkUjYb+OsWr9xY1zzeAVnNpuJj4lBArxToYJFETSXS2dGq+5DWqqj6cHbxwdXV1exVFCxalVmL11KjTp1SIiLIyEuDoVSmaPXqkwmY4aNGVxa+PAlK7ArVunsrlYTwMzAbDaLehlCNsPV1RUnJyeU1vcttMJmFC/qoDgSjEYjcXFxuLm5ZSoT7O/vz507dwgJCSEpKYkaNWoQFBTE3Llz2bx5MzVq1Hjp62fNmiVK3Nt+llWqVGHPnj0Us+n+KliwIIGBgW+DjlzGO++8w7fffsv58+epXLlyKn2bkSNHZvqYjjfD5RACAwNT2Wg7GvR6vUOmX9u1a0fTpk3ZvXs3VatW5ebNmxgMBurXr4/JZMqzm6jBYMBkMqFSqQgKCmLnzp0A9B86lJmLF+fJmGyRlJCATqtF7e0tZhpMJhPhz57h7ev7SpO47IBWoyEpIQFVJgyffHx9eRAbS3hYGDVLl8ZoMFDDqpHg5uGB0ipU5ahITkoi6vlzlEqlyPV5FYRgQCKRkJSUhFarFXkZTk5OdtmMrEAqlSKTySwBYB63l78IqVSK2WzOVMZy//794oTj5OSEm5ub2MoJltbTV+Hvv//Gzc2NLVu2sG/fPhITExk+fLhYIrXFu+++S2BgoJ1o4VvkPFasWIGbmxsnTpzgxIkTds9JJJK3QcfL8OTJE7H1yBHhiMqAAoxGI6NHj2bbtm1cv35dJM/NmTMnT1dtQuYlOjqaP//8E4DZy5bR1wHaoo1GIylJSbhaJ2kBJpOJJGvLbEbcaV8XOq0WpUqV6WyUVCqlQKFCTJk5E42NgZREIhHl0jUpKZnKoOQWpFIpvn5+GI1GIiIi8Pb25ubNmxQvXhwvq5y8wMsQMhomk0l0TnZychLbXLMTrq6uDkcSh/86WGz9bl6Fa9euIZVKWbhwIUOGDEGhUBAYGEiPHj24du2anZhUWkhOTiYhIYGyZcvSunVrWr9CPbhEiRIEWd2W3yL3IHBrshOO9wvIIUREROD3CmGkvIREIsHHx8chia5Go5EiRYqI9ugCHj58mIejsmg1PHnyhPr167N69WqkUindc0FAKCOQyWR458uHy4sKoHI5RUuVAomE4EeP0Fl9RXICgpW94jVW1oNHjBD9UGxhMplIiI0lMS6Oi2fP8sPEiQ7T6q1UqShSvDhOTk7cvHmTli1b0r17dxo2bMgXX3zB1atXSUxMJCkpya5LIiPcjNdBbgt/ZQZyuTxTbbP58uXDZDJx/Phx8XN799132bBhA8ArA4Rx48YRFxfH8DTUbdM7X2RkZIbH9xbZC51Ox7179zIVmKaHNyLoMJvNREZGOnQ9UCKRoFKpHPKm5OzszLhx48Sb0tq1a/nrr7/yTNFOgFwuZ+/evQCUq1SJdTt3ZjidnpPQJCeLtvNpQehqEQKP7PghpwW9TocZMkUifRWio6I4evCgRRLfw4OUlBQmjhjBopkzOW1DAkwPiYmJNK1enUIqFUVdXRn/xRfZ7nIqlUrRajR4eHjw9ddfk5SURIs2bcRunPHjx+Pm5oaXl9dLrd+zG4J5W15qYqQHW65WRtC3b18AblkJuwLKlSuHQqHg9u3bAPz++++0atVK/I6fPn3KoEGDOHDgAGq1mgEDBmTofL6+vm+DjjxAcnIyAwcOxMXFhYoVK4riZCNHjuTnn3/O0jHfiKAjISEBnU73ypRfXkKr1ZKQkJDXw0iFVatWUaRIETZt2iRuq1+/PtWrV8/TtLpOpyMlJYWzZ8/i7uHBSX9/WrRrl2fjEaBJSSE+Lg6d1a8mPQiBh4eXV46W1FTZXCZYMmcOE4YP5/clSyyutUolvQcO5P0mTajbsOErXz972jRu+fszaNAgypcrx+qlS2lUubJIWn0dGAwGUqwB37pVq/D09MTFxYXOPXvSqHlzwsPD0ev1NG3WDJlMlieljpSUlBwLMl8HTk5OmfJ4EfhTtj4hAurXr8+KFSsYMmQIP/30Ew8ePODu3bts2LCBTp06cerUKYoXL87SpUszfD4XFxeeP3+e4f3fInswceJE/P39OX78OE42peDmzZuzefPmLB3T8QgEOYDIyEjkcnmOGie9LrRaLRqNxuGspj08PMQUdKVKlV7LSjs7odVqiYmJITQ0lPyZIEnmJMxmM0nx8ahUKjub+PSgVCrJZx17Ynw8SqUyWzkemW2VzQg+7t+fp0FB1LZa2Lup1bTv3Jke/fplqDRYtkIFwMIJaNGiBR06dGD69Om8V6IEhy9epHipUhkei9lsRqvRoNNq0Wm1lnZzYMOaNRzavx+pVErxUqX4cf589m7fjtFoxN3dna9Gj87Se39dCFo3jprpyAxu376NTCZL0w9lx44djBw5km3btonbBg8eTFhYGIUKFeLPP/+kXSYWCHfv3mXUqFEULVo0U2N8i9fHzp072bx5M3Xr1rVbZFaoUIEHDx5k6ZhvRKZDKK04GuHNFo7av1+pUiXR3njjxo2ZWp3kJASPjfj4eOZYzY3yGinJyRhNJlwzKRVuMpmICA3NVo6HyWSylFeyuXRRukwZlq1fT+Vq1QBLiUvt7Z1h3Y6P+/dn8k8/cd3fn1mzZrFr1y4WLVpEcmIiDStX5uJLBN2EICPZmhWRSCQkxsVh0OtxcnbG09sb3wIFiI2Oxmw24+TszMLff0cikdCha1cGfvEFCQkJDBo06LU/h6wiryXH04PJZCIhISHDWZiKFStiNBr56quvUj3n5eXFH3/8wV9//SVK0IeFhfHOO+/w9OnTTAUcAF988QVg8RF5i9xFelzIpKSkLM+nb0TQERER4dB8DnDcoENYAb3//vt5PJL/YDAY2LNnD0FBQXw+ejT1HGBsZrOZ5MREnJydM13OkEqlFC5ZMlvJpTqtlpioqFwhdwrdMRkNcEaOH8+DmBh69OvHrVu32L9/P8uXL8dsNtOpSRPGDhsmTjAmk4mkhARiIiOJDAsjLiZGLKEA+OTPj3e+fGIr79VLl/hr3Tp+nDePM7duUa58efG8MxYsYODw4Xnq4+GoQQdYSpYZHVv37t2pVasWhw4dEsmjtrhx4wZDhw7l2LFjSCQS5HI5c+fOzfREpdfrRd5Iss33/ha5g1q1arFv3z7x/8L3t3Llyiy3L78RQYejk0jBcYMO4QfvKGUVsHxWV69eRe3pyTQbhdS8hEQiwcPTM8uCZC+SS1838NBrtcjl8ly7pjTJyUSFh2d4UlAqlSxYtYoChQqxb98+PD092bJlC4ULF2bLunVUL16cUp6eBD16REpSElKpFDcPD7zz5cPHz0+8+dlOYklJSfRq355H9+8zefRoPL280Go0dmMq9e67xMXFcfr0abSv4N3kBJRKpUN2qAmLi4x+fzKZjO+//x43NzcGDhyYKgtRokQJnj59SmJiIoGBgURFRWXaeO/atWsUKVKEiIgIFi5ciNFotDOafIucx4wZM5g0aRJDhw7FYDCwYMECWrRowZo1a5g+fXqWjvnGBB2OTCIFRJdUR8NPP/2ETCZzKFGey5cvc+bMGZq0apXXQ7GDUqVKt2MlQ6+3Bh7Z4c2i02pz1eNFoVRiMpnQ2mh6vApSqZSxU6Ygk8kYMGAA8fHxbNy4kQkTJqBSqUhMSKBOmTLUKluW1g0aMPHLL3ny+HGax0pJSaFx1arEREWJ2+QKBWbAZF29m81mmrdpQ+GiRenfvz/9+/d/jXecNSgUClzy0AH5ZZDJZJnKjJUtW5Zff/0VjUaTyvDR09MTg9XduHTp0nhkouRoMpno3r07NWvWJDY2lsWLF9O6dWukUunbDpZcRv369Tlz5gzJycmULl2af/75h/z583Pu3LlXKs6mhzeCSPq/UF7JzI8yt7Blyxb8/f1FZUZHwcyZMzEYDEx/hUx2bsGg15MYH4+7p+drZxaUSiXFSpe2HNequJrZYNRgMGA0mbKdRPoyyORylEolmpQUnF4yqQraIYKD7SefforJZGL2998zduxY+vfvT9u2benZsyd//PEHN2/eJCgoCH9/fx4EBLBxzRqcnJ0pUKQo7Xv0QKVy4tShf7hx8SI6nZapU6eyf/9+Lly4IAaABoMBmVzO4f37+aRjR3Es/v7+Of65pPX+BfVTRxMKk0gkmS7H1bEq1f7666+UKFHCzn06K7+FpKQkqlevTkBAAJ9++in9+/enUKFCgIUrEhER4dAij/8fUblyZf74449sO55jXfU5BEfPdAgeIo5UrzSbzQwdOhSTyUSnTp0cKgsjk8lQe3s7TDeSJiUFg16f7ZNI2NOnBD94kOlSi9mqbJvTQcfjhw+pWKgQpb28OHfyJE7OzunyAvQ6HbFRUUSGhREbHY0mJUW83vsMGsT2o0cxms3MmDGDhg0b8vXXX1OzZk3atm3L6tWr2bx5M3/99Rdms5mU5GQeBdxj0Q/TmD35Gy6cOE716u+xe/dufH19uXLlCmC5TqQSCQa9HiCVUFteTPpms5n4+HiHbZvN7O9cKpWKJpBjx46lcePGxMTEZOn8kZGRlC9fnsePH7Ny5Uq++eYbMeAA8PHxybVMhyZWR0pM1h+aWB1g4URUqFCBX3/9NVfGnd3Yv38/Bw8eTLX94MGD/G01W8ws3pigwycP3D0zCr1eT2RkpEPdiPbv309MTAxjx45l2rRpDtP5YzQaLasxB1G/BIu/SU7IgfsVKpQljodCqcQ7X74c/c7u/fsvuzZvJuL5cxLi4xny8cfcunEDCaBNSSElOZm4mBi7ThOJRIKrhwfevr745s+Pm4cHIbHxhMTGU7pMGW4+fcpAq0Llnj176Ny5M59//jktWrTg2rVrKJVKZDIZrVu35vz588ybN4+NGzdy6dIlfv/9d3bu3Mnw4cMxGAxiZs7Dy0vMvDT44AN69OsnvoespodfB0Kg4yjqrbZQqVRZWlx06tRJFAM7efIkvXr1yvQxtm/fTrFixXj69CnTp08X7e5tIWQ6/pdw6dIl/v333wwrrzoaJkyYkOYiwmw2M2HChCwd840IOpKTk3HLY8fRl0FY8TlKuvXGjRt89NFHmEwm/vzzT4dpVTObzXz11VdERUUxNI1WvbyA0Vq3zgkPlayQS4X0fU7j4w4dOHLgAJ+PGoVMJuN5WBhdmjVj4pdfMm7YMOJjYjAZjUis17RcoUDt7Y2LqytyhUIMNp7E/SeIJ5FImLFwIdsOHaJA4SJUr12bQkWLEh8fz88//0ynTp0wGo38888//Prrr+LvRaFQEBsby0qb1umJP/wAWHk2Nmn+hb/9Rimr23ReZRYzq/6ZWzAYDOh0uiy9VqVScfjwYXx9fTly5Ajr16/P0OuMRiOfffYZ3bt3p2DBguzYsSNNwTGw8N5SMsEZeovXR2BgIBWs2jq2KFeuHPfv38/SMR1jlsthGAwGhzRSEyDcgBwhm3Du3Dnq1KlDcnKyOJ4jR47k8agsWLJkCUeOHKFFu3Z8nkcCTy9CuEnnFGnTNvBITkp65f4GvZ7oiAj0WZw8MgKz2UzDFi2pULkyKUlJYmeT0Wjk1NGj3L5xAw9vb7x8fdPU7wiJjef0k+ecfvKcJ3HJnH7ynHNBIWIgIi9dluWnzjJg+VqWnjjDkYBAun/6Ke4eHtSsWxe5XM66dev48ssv+fjjj6lXr56d18eIceP4YuxYwFLWSUqwD2xO37pFkWLFCA4OzpMOFkcNOvR6PUkZuMbSQ4kSJZgzZw56vZ4+ffqk+R7Hjx+PRCLhnXfeoVGjRhQoUIAVK1bQqFEjduzYQaVKldI9vlwud6hs8JsAtVqdpsfW/fv3s+yI/jbocAAIK668Djr27t3LBx98gEajYdiwYUgkEry9venUqVOejkvAzp07cXVz4+vJkx0mK6RycsLT2ztHx6NUKilZpgye1hLhy268Oq0WqUSCPJuJv8I1mpyYSGRYGBKdlqvnz7NryxZRwlyv15OQkEB0ZCTyV5AIi6ldKKa2BCRhsRr+vh7G1htBbL0RxMWgaC4GRRMWq+FiUDQbroVTps9IfjpxkZX7/iYoMZGps2fzXq1a9Bk8GI1Gw0cffQRAnfff59PxE8UAJjgqhqTERMxmM5fPn6dCwYLs276dFRs38iw0lCFDhuR64OGIrfFAprRW0kPZsmUBy/Xy7rvvsmfPHsxmMyaTiaFDhzJz5kwAHjx4wNWrV9FqtSxdupQVK1a8chLLrBPuW7w+OnbsyKhRo+zUR+/fv8/XX39NRxtSdmbguDNxNsLRgw6w/KDyMuhYs2YNn376KUqlEpVKxRdffMGXX35JbGysQ3x2CQkJBAUF8WG3brg4UKlMKpXmSpeIENTEREYSHRFB0ZIl0yzpCK2yr3stGY1G9FZ5cZ1Oh5uHh0X4TKHA1d0do9nM3bt30aSk2J3LaDTi6uaGQa9/afanmNrd5m8XLhLNg4epvYcSrMQ8Zy/Lsc54ReDppcKnRnPa1mhO7eLetPn4E04eOECDli2o9F51nsQlcDEomgKeTpj0OvwkBqqrVHzcvj1xMTEM/vhjdp84weqtW+nfpQtDhgxh2bJluWYW+L9Q6s0qvL29+eWXXwgNDWX//v3ixNShQwf27NnDoEGD+OCDD6hYsSLu7u6YzeYMX6tvg47cx6xZs2jdujXlypWjSJEigMW0r2HDhiKBOLPI+9kkF6DX6x1i4kwPLi4uedq7HxwczMCBAzGbzTRq1Igff/wRpVV3wdnZOc9XZrbS1cVLl0bt5ZWn47FFfGwszq6uudZS7OrhQXRkJMGPHqUKPEwmEwa9HrcstF+bTCaR7JkQF0eKVYRJLpfbqawKfi6LVq/mp4UL6dy0KQF37qBJSRHt0bOiuhkVYykHhT9MxBCtRRKdgDk2EomnL+bYSKLin1n2s+6v9CiExNOXU97uuJd2x71sO/YFwb6gW3aBStESLph8zCxZs5a4mBh++eUXpv/0E/N/+olN+/fTuWdPtm3YwKxZs/juu+8y/bn9f4Iw+WcmEHgRUqmUrl27AjB8+HC++uor9uzZw549e+jfv38q8mFmziOXy9FbO5HeInegVqs5e/Yshw4dwt/fH2dnZ6pUqUKjRo2yfEzHnYmzEf8LmY68gslkYsCAAZhMJt59910OHTrE4MGD8fHxQSqV5rmQkdFoZOjQoVy/fp3mbdsy0OrD4AgwGo1oUlIs5m65FHQIHI/ghw9TBR5GK3EzI5kXs9mMQa8XzdIMej1qb2+UVrM6hVKJUqV6adnI3d2dw5cuEfL0KSvmz2frhg3EREcTHx9Pv86d2ZYBLlAxtTtP4hLw8VISG6PFEK0l9tRf+N+0JyIqVP/p7Oi1kShUvhQtVIX8BWuSGF2FFz1qzbGRJHr6cueBKylVVJQqX5VChQszfvx4ALxLvQPAlF9+4fSxY6xdu5Zjx45RsmRJfvzxR7tWzexGcnIyer3eYVq+BUilUuRy+WsFHbaQSCTMmzeP3r17c+PGDTEYySreZjryBhKJhJYtW9KyZctsOd4bMRPbttA5IoS+fW9v71w97969e+nUqZOYUg0MDLR73mQyiZ9dXpV+tmzZwvnz5/nul1/4YswYYqOiiI+JwcMBsh2C0qU0lzNBtoFHeFgYRUqUACxdHL7586f7OtvgOy46Gp1Oh1QiQaFU4ubhIYppZbZc9Nfatfy1bh1RVg0FrUbDnVu3MJlM6QYthT0t7bLpQaHyRa/9T5PB9m/b/ytUvqgD8uPhbnnfwc9u2O1XrHAVVPF9cO5cnq/+2o137HO88/lxKUnOuaAQyriq+HzUKB7ev098bCz7d+1i1apVOZ71cCRNHgEKhSJHAqEaNWpkS3vyWyJp3uDIkSMcOXKE8PDwVOTg33//PdPHe2OCDkfOdJjN5lwzgbp06RK//fYbFy9e5Nq1a2nuExwcTPXq1dHr9SQmJuZ6MGSLzZs34+TkxKfDhgGWQOh1pMazE8IPMC9IrULgYXvuFyd5o9Eoqn8K1u9evr4WKW43N1ythNPXDSjrNGjAbzbiR3FxcXi9hFxb2PO/8s+TuASexKX203gxyEgPwn6lSjbF3a0gRQvBw0dH7fbx9a1I/MN2BHdtTdFSvsTeTMFkMrJr5nRuH9iK2WymXKVKnPT3p0n16hw+fPiNDDocHW8zHbmPqVOnMm3aNGrWrEnBggWzZfHpGHfvHIajBx25hTt37lC7du1X7vf1118THh5O3759c2FU6SMgIICbN28C8K63NxcCAnDJJbJfRpDXXUeCkJNOp8NkMqGQyzFY1UgBYqOiMBqNIi9DqVLZcTOyC/UbN6Ztp06sWbYMsAQ7L5NCB+yyHEIXS5SXjmdASOj1TI/h4aOj+PpWJC7hearnQkOv4+peiPIJISQUrgWlShIRtJU7f2+hSZMmHDt2jLu3blHr3Xd58ugRjRs3zvT5M4Ps6BLJCRgMBuLi4lCr1Q55v3wbdOQ+li1bxpo1a+jTp0+2HdMx+g5zGG960PH48WPq169vJ/LyqokyqyJB2Ynjx4+Lf+v1et6vVMmhbjoyuRwXV9c8b3WWSCQ4OTkhk8uRSCRi1szD0xMfPz876/ecGuu3P/8s/t2mY0cOnD2bodfZdrEIKFywWpbGEBl5O80MSUREBDFRjwkJvU5syCUk0Qk89z9J165dWblyJR9++CEAQQ8f8uGHHzJixIg80e94i5fjbXkl96HT6ahfv362HvNt0PEGYMqUKZw7d85um+1KS5iIPvroI/755x8CAwPtZHvzalX26aefcvXqVbFumJyUxL4dO/JkLGlBoVDg5uGRq0GH0WAgJSnJwslIa2I0m8VuI4VVNjw34O7uzu7jx9l++DBL1q7N0o0lNsbStRISeh2FytfukVXYZqMiI2+TkBiKOTaSpNgYtm3bRr369Xn06BFeVo7Qzp076dq1K3Xr1qVt27bs2rUry+dODyqVyiENHvM6c/cqyGSyt90ruYxBgwaxYcOGbD3mGzETG41GhxGTSguurq7ZrhFgMpkIDw8nJSWFtWvXprufbaq3ffv2lCpVyu65vGyXDQ8Pp1GjRjjZtIW26dwZV/fUq+O8gNCimh26GK9CcmIiKUlJGE0mJGAn/qVQKDDo9aLkeF6hbsOGACQlJLzy80iLSJoQ8192rWihKgDEp1EuyQqE8cQnPCc5KRxtkkUTRKfTERIaSny8ZSxFihXjk4ED+WXKFBISEjh79qyYCckuSKVSh74fOSrelldyHxqNhhUrVnD48GGqVKmSqiFj7ty5mT7mGxF0OLpmf3ZnYW7dukXlypXTfV7QYzCZTJjNZpo1a4avry++vvYrSqVSmafusglW+WqNjefI6MGD2bh3b14NyQ4GvZ7Y6Gh88uXLNnKrrfW7TqvFXa22BDVSKUonJ5QqFQqlMtWkZRuEmM1mEuPicHFzyxPSrclkylAAJAQeQonF3UtJQmyk2Ini7laQ/AVrkpwQIvI1MkowFfBili4y8ja1an+Jd6H3KNygKfV7dOeHzrUICw3lzs2bFC9Vis3WIL1MmTKMGDEiU+fLCAQn3twSI8soHD3TkZKSIkruv0Xu4MaNG1SrVg2wzCu2yOp18kYEHW5ubqJUsyNCq9ViMBgypWWfkJDAL7/8wvr163n8+DFVqlTB39+fpUuXMsza6WEL24yG2Wy2uxlPmTIlR3UJsoqyZcsyduxYZs2aJW47f/IkB/fsoVWHDnk4MgtsHUOzIx+UEBtrsXy3Hltpk0FJy8NEgF6nw2w2i+RQk8mETqdDFxWFp49PrgceL2uVfREvZjxiQy4BloDDs3AtAFTFqpCQGJrl8UilUrsb5KOHh6lUczDyMuV4+jiJzTcC6VHlXQoULMiOTZs4efgwAGPGjBFVGLMTer0evV7vcEGHQqHA09PToYMOdwfJcr4pOHbsWLYf840IOtzd3R0+6NBoNBkOOuLj46lcuTJPnjwRt92+fZuzZ8+mGXAAODk5idmeEiVKsHfvXp4/f07RokXTnSCEllkPD488K7N89tlnlC9fnk8//RSw3BjHfP45dRs2RJ3Hqx5hMjcaDJkyfDMajWImQ6/V4pUvHzKZzCIxLpdbukwyoSuTbPUWEYIOmUyGp48PsVFRxOZB4KFycoIs8ICeXbbojQolFZf4Zyg9CqF9YtHeSKsz5VWQSqUUKFDAbltk5G0UKl9qxn+K36COKB7dZcC0idy8fh13d3cqVqmC/9WrjBkzhl27dlG0aNFMn/d/EXldTn0VkpOT3wYdeYinT58ikUgoXLjwax3njSgsOnqmI6MtdGazmfnz56NWq+0CDrBMZIUKFbIjqNmuWISAo0uXLhw+fBgnJyeKFy/+0hWpbQkmL2E7aZjNZowGAwt/+SUPR2SBRCJBKpW+UmPF9vOLiYwkKjychLg4TEYjzjaBprOrKy5ubpkKOMxmMzqtNlULrBB4IJEQGxWVY66mL/IyoqOikCsUr2yZffH1F4Oi0V0/Q0JiqBhcPA+9zO3LK7l85XcePjqa6dLKy6DXRhL27BKX18/j8y6d2LdjBwatlqT4eP7680/KV6pEcnIy8+fPz5Hr3xGzCcIiI69/7+khOTnZoX1rsgNLliyhZMmSODk5UaNGDU6dOpXuvsePHxdL5baPu3fvivusWbMmzX1sS9Yvg8lkYtq0aajVaooXL06xYsXw9PTkhx9+yPI95Y3IdLi5uYn8AEdERoIOg8FAr1692LJlS7r7CN4X6R136dKltGjRIlPjgrwXMipTpgz3799nwYIFrFmzBqlU6jAsdoVSmerzEXgZAjfDoNfjkz8/UqkUJxcXXKTSNHkZWYFBr8cMKNLQ3RACD21KSo4SF0Ni40XBr/rly/Nh9+78vHjxKydWIeB4EpfAucOhJCeE8PDRUbFbJT7hOZGRt19rbBqNhoSEBHx9fVONJyL2AUlHj9OgQQNWrFiBSqXCZDIxd+5cli1bhk++fOzatYsKFSpQr1495s2bh0ajYeXKlXbk5sxC8LlxNBiNRrRabZYty3MaSUlJ/6+Djs2bNzNq1CiWLFlCgwYNWL58OW3atOHff/+lWLFi6b7u3r17dovNfPny2T3v4eHBvXv37LZl9PqdNGkSv/32Gz///DMNGjTAbDZz5swZvv/+ezQaDdOnT8/EO7TgjQk6HDnTIZVKxYxCejejbt26pWrfK1u2LAqFglu3bqFWqylQoABLliyhX79+AHaRaOnSpTMVcMB/QUdOrZIzi8KFC4uGYsvmzePK+fPsOXkyTzsBBPM5YVxms5mo588xmc0WiXGVCjcXlwxxM7ICwco+PZl/mUwmuvJqNRrkcnmOlFqEACIlOZnD+/ZhXrTopROrbcDxJC4ZQ7TWjrcR/OxGtmQ2jEYjBoMh1Vg+//xzkuKCAVi9erV4DUmlUr7++msuX7nC/fv3qd2gATNmzLB77d9//03nzp2zPCZHtmQAx8zCwP//oGPu3LkMHDhQNLecP38+Bw8eZOnSpamuQVv4+fm9lGArkUhSlRgzij/++INVq1bZ2dhXrVqVwoULM2zYsCwFHW/LKw4AuVz+UmO1y5cv2wUc48aN4/Lly9y9e5ebN29y+/ZtwsPD+fjjj5k1a1aak7Ct7kZGIRwnrzMdArp168bcuXNJsLZkXrlwIdMtdGGhoTx+9Oi1x2I0GtEkJxMfE0NEWBjR4eFi0OimVuPl64tvgQKovbxwtgk6shtSmcyuRJMezGYzSfHxFpXSbGo7TMs75ZdVv/HNnLmZCgTDYi2pXoHLoddGZlsp5cV2ebPZTPfu3Vm+fDkuLi5cv3491VglEgmdPvyQ2JgYVm7cyJcTJjBr6VIOX74MwPXr119rTE5OTq+VKckpmM1mh27l/f9cXtHpdFy5ciWVqVrLli05+wqhvffee4+CBQvSrFmzNImfiYmJFC9enCJFitC+fft07S/SQnR0NOXKlUu1vVy5ckRHR2f4OLZ4YzIdjlxeeVVr6j///EO+fPnw8/Pj7NmzYirt0qVLfPfddxw4cAD4L2PyIlavXk1Dq4ZCZqFWqx3mRqTX67l69SpJycmYzWYWrV5t97mdO3mS3h9+SEJ8PO+UKUPREiVQqVRUrVmTtp06sXH1atEj5N+wMDsiakx0ND3btuXZ06dM/uknOvXogcqmZGEymTAZjcgVCoxGI1Hh4YAlk5CSlGRnQOeUi10JGc2cSCQS1DlALn0Sl2D9NxljaBChEZG0at0asExi44YPZ8DQoVRIo4U7Pd+V7IStMKDZbKZVq1YcOnSI1q1b8+2336Y7iQlBwe0bN5g0fTpms5kqRYvi7e3N119//dpjckStjrwq+zx8+JArV65w+/ZtTp06hVqtZuLEidSqVctuv//FTIeg/yJApVLZ3VcEREZGYjQayf+CYWP+/PkJCwtL89gFCxZkxYoV1KhRA61Wy7p162jWrBnHjx8XrefLlSvHmjVrqFy5MvHx8SxYsIAGDRrg7+/Pu++++8rxV61alcWLF7Nw4UK77YsXL6Zq1aqvfH1akJgdZRmbg5g+fTr37t17qUhWXkIwfMvMjejhw4eULl063UDDFkWLFs2R1qfcxujRo9m7dy9+BQrwx44dVLe5KZnNZlrXr8+1ixcBS10zIiIi1TEKFy5MSEgIQ0aO5Md588TtU8eP59fZs4H/xJuatW5Nn0GDqFGnDibr9+NjvSloNRqRlxEXHS2aqeUmjAYDZrM5U8RTo9FIbFQUmM2vHXicCwoB4EF4DFtnTufKvl14e3tjlMnZe/kK5/ftYeTAgfQZPJg5Vl8WASGx8WLQcftRPHc23+PW4RmvzeF4EeHh4ahUKtRqNX379mXdunUMGDCAb775Jt0JVqvV0rlzZ0JCQgiIikIul/NJx44c3r+fjz76iOjoaEJDQxk2bBitWrXK1HjMZjPR0dG4ubmlOfnkJQQPn9zMwpw6dYpPP/3U0n2lVOLl5UVUlKWLacmSJTRt2lTct3Llyly7do2yZcvm2Hji4+NRq9XUH7gBuTLrpVCDLpmzv/VKtX3KlCl8//33qbY/e/aMwoULc/bsWerVqydunz59OuvWrbMjh74MHTp0QCKRsHv37jSfN5lMVK9enUaNGqUKJNLCiRMnaNeuHcWKFaNevXpIJBLOnj1LcHAw+/fvz9Ji1rFC7RyCo5dXBPXQzPidDBw4UOyeGDNmDGCpFd++fdtO16Jr165iJiQrENp58xpPnz5lz549Fo0Ro5G1y5bZBVvnTp7k2sWLqJycuHjxIqdOneL69eusX7+eM2fOMHfuXMaPH88///xD27Zt2fTHH3bva/vGjahUKhQKBY0bN0Ymk3HjyhXGDRtGX6sKqqePj7i/yslJDBBVTk7o9fpccwoWkJyURFxMTKZeI5BL5QoFvMaqViit6LVafv7kI85u/wuz2UyXLl0IfxrMgLateadcOdSenpQuUybV6wQIpRXIWkvsq+Dp6Ymrqys3btxg3bp19OnT56UBB8CePXsICAjgp4ULUSgUbF67lsP799O5c2dcXFw4fPgwoc+fM2vWrEyXHh1ZgEupVOZqwHHu3DmGDBmCm5sbV65cQaPREBYWRkREBEqlkkmTJoldd0ajkZSUlP+5TEdwcDBxcXHiY+LEiWnu5+vri0wmS5XVCA8PT5X9eBnq1q1LYGBgus9LpVJq1ar10n1s0bhxYwICAujcuTOxsbFER0fTpUsX7t27l+Xs+RtTXnHkoMNWZOpVCAsLY/To0Zw9exaz2YzBYMDf35/Nmzej1+tRqVR07tyZzp07ExoaSr58+V5L8VSYTPO6Bu3n5yf+rdfrObhnDwd276Ztp06cOnqUfl26APD5Z5/h7e0NWL73OnXqANgRoT788EP279/PjStXqFK9Ojqtllp16nDp3Dl0Oh3Hjh2jdOnSNGvWjC1btnDp/HnOnjpF8zZt0hyb0skJSVwcmuTkXJVoT6tVNiOQyWSorZ+RQGDOij7Dk7hk7j8MIeKR5Qam0+kYPXo0ISEh7Ny5E5lczrvlyhFjXbkKELIcAAU8nSjg6cS/3u6i9Hl2Qii/CYH4iBEjXjnh79u3D7/8+fm4f38A3rXWtHdYfX+kUimx0dG4u7q+lPydFoTfuKOVVsDy/clkslzR6jCbzUyZMgWFQsH169ft7Bc8PT355ptvmDx5MgcOHKBz584kJ1vKcP9rQYeHh0eGfHaUSiU1atTg0KFDdiTlQ4cOZUqG/9q1axQsWDDd581mM9evX3+pYvWLKFSoUJYIo+nB8a78HIBarSYmkyvC3IStLPnLEBUVRcGCBdm0aZNdy+ihQ4dYtGgRdevWtdu/YMGCry2xLpPJcn0FnxaUSqVYg5TJZAwaMYJWHToQFxtL91atSExIYPDgwS+VrTabzeh0OmbOnImLiwsVq1YlPjaWmKgojh8+THR0tEiOevDgARcuXBCvm36dO7N07lxupkEilEqlODk756ovhNFoxGg0ZkqULC0kxMYSGxmZaXLpk7gEwmI1BB3YjNlkQqlUolAoCAoKYufOnYDld7f/zBkmTZ9OUGQ0l2/9VzoRpM+LqV0opnahUE0fitX59LXey4vQarXExcVx/fp1/vzzT8qVKycGpOlh48aNnDp1ijFTpojb9m7bhlwup0Llygz64gvUnp6YTCa+//77TAcPwm/JEYOOpKSkXHPXXbBgAQ8fPqRv3752AYeAsWPH4uzszOrVqwFL2UMqlf7PBR2ZwVdffcWqVav4/fffuXPnDqNHj+bJkyd8/vnnAEycOJG+ffuK+8+fP5+dO3cSGBjI7du3mThxItu2beOLL74Q95k6dSoHDx7k4cOHXL9+nYEDB3L9+nXxmOkhMDCQjz/+OBUnBSAuLo5evXrx8OHDLL1Px7vycwBFihTh6dOneT2MlyIj3IxPPvlE/PvF1VVWW6IyMi6z2ewQbbNdu3YFLBLwTx49wmw246FW07F7d2QyGStXrhRXowKEtGx8fDzR0dHcvn2bqKgokpOTcXF1xcfPj7WrVqHX69FqtXbpcn9/f/HvGnXqMGXsWD5q3ZoKBQvStkEDNq5eLU4ibmq12D6bGxAcZrOS6bCFm1otCohlNPAQ/FKiYnSERUShVCrFFV2zZs0AKFOpMg8CAvjkww+pXaYMtfLno23VKuw/dNjK5UjgYlA0T+KSeRKXTOlSliDE17fia70fW0RFRdGsWTPee+89AO7evZsmz0fAnTt3+Pbbb/Hy8WHtihWU8vSkUZUqHD14ELlcTuMWLdi7YwcSLJo3WUkvC1klRws6hN94Rsd1//59zp8/n6VzrV+/nsWLF1OiRAl+/vnnNPdRKpV07NiRf//9l8ePHxMWFkaBAgUcWjH1ddGjRw/mz5/PtGnTqFatGidPnmT//v0UL14cgNDQUDtRSJ1Ox5gxY6hSpQoNGzbk9OnT7Nu3jy7WrC9AbGwsQ4YMoXz58rRs2ZKQkBBOnjxJ7dq1XzqWWbNmUbRo0TSzNGq1mqJFi9qV8TODN4JIGhISQtGiRdFoNHlqYPYyREZGIpfL+eeff/jzzz9p164dn332GTExMWzdupVVq1Zx0UqSfBEbNmygZs2aOXIjMxgMxMXFoVars92YLit49uwZffr0QeXszLHr1y0OqwYDA7p149C+faJxXWxsLG3btqVFixYUK1YMJycnFAoFjx8/pn379gDcDAnBL39+ijg7pyk25uLqSolSpZg+fz5jPv+ch/fvA//V5WUyGX+fPUu1mjXF1+i02lxxnU1JTkan1WZLoJMZcqmtvsbFoGj2L/+NOztXigRAW15SWqJ3bmo1I3ccp6CXM8XULmL3yu1H8QRciSJy1zr8b65/rfeze/duHj16xOnTpzl8+DCxsbGARVJ/xIgRaZYKzWYzXbt25cYNi+S6u7s7VapU4cyZM6n2nTNnTrY7z+Y1TCYTMTExuLu7v/Ie+ezZM7E74tChQ5QsWTJD59BqtcydO5fffvuNYsWKcf/+/ZdqlrRo0YLDhw+zZ88eHjx4wIYNG7hw4ULG31QWkN1E0ri4uAyVVxwN5cqVY926dak6iARcuXKFXr16pRIdywjyfhbJBRQoUACpVMqzZ88oUaJEXg8nTSQlJTFgwACxy2Tfvn00b96cRo0a8ezZs1T7Dx48GKVSSXBw8Cuj1teBVCrF2dnZYYhvhQoVwsvLi6fPnok3LLPJxLzlyxn/xRf8e+MGeoOB5JQUVq1axapVq6hStSrz582jWLFilCtXjhUrVjBkyBAiw8ORSCTpqpsqFAr+vXkTqVTKg8BAqlevztWrV8WslNFotGtZNRgMllq/h0eGtDNeB84uLtkmNCaQS+OiotDr9S8NOmwN2qJidLh5NsHdfZPFYO4FInRa65nEuDhinz2loJelVFZM7cLFIEtJy9lLiYt71n0dTCYTffv2Zf369UgkEvr27YtOp8Pb25tjx46lq7R5/vx5evfubbdt+/btlCxZkrNnzxITE8O7777LkydPKFasGGVsiLH/X5AZrklcXJz49969ezPkxBsbG8vAgQO5ceMGVapU4fr166+8p1y4cAFfX1/effddzpw588Z44DgCgoKC7Hh0L8LX15fg4OAsHfuNCDpkMhmFChUiODjYYYOOadOm2ensm0wmypcvn+6E2Lx5c2rUqJHj45JKpS8VLsttnD17ln///Zfen35KcmIiLm5u6HU6pBIJ81eupHbZskRHRdlNeLdv3aJ169Z89913dOzYkWnTplGoSBEqVK6cqjOne/fuFCxYkIULF9Jr4EDqvf8+75Qrh4urK1evXgX+u0G/36QJZStUIPz5c/5YvpyuvXrh6+tLUkICKmfnHEuhvw75Mz3IZDK88uWzU6FNa/y23SfBDxNw9XyKXC4nMvI/Ma/Vq1dTqFAhevbsSVJSEhWqVOG6VVjrk4EDaV67Ir/t/k+grWip/6zt7SmnGUdiYiIdOnTg+PHjgCU9/88//6DT6Th69OhLpb1tA47PP/+c1q1bi6v3+vXri89lR7ARExODi4uLw7XLAhku+9jeDxYsWEC5cuV4+PAhBQsWtCNsC4iKiuLjjz8mKCiInj17smHDhleew2w2k5iYyODBg5HL5YSGhr4NOnIRarWaBw8eiKWdF3H//v0sZ3DeiKADLFoVjszrCAwMxNvbm4iICJER7+XlRY8ePVi0aBFg34XTo0cPrl69miupO4G0mJelKa1Wi1arZd++fRQoUIDPR40iOiIClZMTMoWCT3v25HloKFHWyW/BggUkJSVRrVo1tm7dyurVq5k8eTIrV67k2bNn/HPpEmazmQ7WNLGAcuXKceTIESQSCR27dUOpVCKXyzlw7hxfDRmCVquldceOfDZqFB4eHsTGxlKpUCEA1q5YwaXAQHQaDVEREai9vOw+M4PBQEx0NL758nHx7Fn8r1yhfZcuOLu4cOzgQVq0a8fjhw8tpNly5dKdADTJySQlJOBboEC2ZqCEYyUnJZGSmJiq1PJiu2tKjI7Lf8xBHxtrFxwPGDBA/FupVHL98mXG/PQTGp9ClK1dl5AkS0Yk4YGlg+XfBwlUaGH5DFXFMt/BYjKZqFmzppjqHTt2LPPmzSMhIQGDwYCPTatzWvj666+RyWT0798/R69xo9HosL4rcrn8pVLatihevDjlypUTtSOGDh0qPtemTZtUJZPly5cTFBTE2LFjXyrnbQuJVdpf4EyFhYVlWYzqLTKPRo0asWjRIjudFFssXLgwyy2zjsVmykEUKVIky+mgnMbdu3e5fPkyMplM/CKlUimlS5dm5MiR4n5CwLFx40Y2bdqUa7VCrVZLUlJSrpwLrBLjGg2JiYniTUf4Nzk5Ga1eT7HSpVE5OaHTahn40UecO3mSxw8eiMeoWbMmH330EWXKlOGbb75h7dq1KBQKnj59Sv+hQ6lSrRrLFyzgxtWrdjV+FxcXzp49S+GiRenStCkta9emQoEC3L19m/1nznDk8mWGjByJu7s7i2bOpIzNhPY8NJTnYWGEhYXR/v336dCwISaTieXz51PK05NCKhUVCxakafXqdGjUiG+/+opqxYtTzs+Pz3v3prSXF81q1KBh5crUfvdd9m7fnmamK6d5Iyonp1TkUtuAQ+BzpBw7SnxokKil0KBBA3788Uf7sVpLLrO/+YZbDyUcOBLCgSMhJDxIQBJtCTrcS7sT/DCB8IeJmL3dM00mTUpK4r6VbwMWEpzBYKB9+/YcPnz4lZ/T0KFDGTJkSI4H1cI17IhkyMxS+6KiotJU3p0xY4ao/mw2m/nzzz9Zt24dxYsXz3DAIUCpVIodEmFhYRQpUiRTr3+LrGPixIn8/fffdOvWjYsXL4o6IxcuXKBr164cPHgwXc2RV+FtpiOPER0dTZUqVcQb0pQpU2jWrBlGo5Fz587xzz//cOLECR4+fEiJEiUoUqRIrq+UZDKZRQY8E+z2rCA5ORmdTid+FnK5HJPJZDEtc3HBZDJx5coV1J6eSKVSThw+zI2rVwm8exez2czu3btp164dAGvXrmXs2LGARYTozJkzlCpVinv37vHJp5bWzAaNGyORSGjdurXY5in8kEJDQuxahe/9+y8AJw4fpnurVkyeMYPNaSjcFilWjHk//cTzsDAiIyMpkAZR7raVrCjc6NO64T95/JhPu3fHydmZ1Vu30sxGWlyv071SD8RoNPL4wQPOnTpFUkICxUqWpEW7dhkiAwscD1vJdHFcVhXRW5dCiY46g3e+ckRHWFa8Z86c4bK1jGKLOnXqcP/+fU7NGUSpsl0pVKkdEkD75AYqqpDibV9q8HDPuBgSYHfNAFSpUoUffviB8uXLO1SXiCB/7ohBR3x8PDKZLMMtqaVKleL69et80KYNkndq4/luHQ5+P5S1a9eydu1a9uzZg0ajEduKs9Lp4uTkxOPHjwHelldyGe+99x5bt27l008/TdUR6OPjw19//UX16tWzdGzH+UXmMIoWLeqQmY5BgwaJq9kOHTrYZRTy589PkyZNKFy4MA0bNqRo0aJ5kpoVJqrs0qEwm83o9XqSk5OJi4uza8dVKBS4ubnh5eWFWq22S9U+e/aMZ8+eUbdhQxb+8gtjhw9n15YtRFnbIO/fv8+mTZsAOHz4sPi6Xbt2sWzZMouKXtOmVLKmaatUr86H3buza9cupFIphQsX5quvvgKwm8Q69+jBV5Mm8fD+fbpbZa+LFS9OPj8/XFxcKFz4P/KjTCaj00cf0alnTxLi41EoFOJ3NnjwYLvPwc3NjR49ethtezGdqUlJoVf79syfMUMMOMy8vFV29rRplFKrqVe+PF8NGcK3X39Nvy5dKOXpyZplyzKkxSAEHkgkJCUmitb1AP/ej8YQHENKipbI5/9Sof4IlK5qgDSPLZfL+fjjjzEa9ATe3kTso4uYYyN5HnqZJxd+x3g/EkO0FuP9SHj4SDR+yygavVAi+/TTTylYsKDDlTFsfWAcDZldUHzyySdotVrqNWlKl08/Jn8RX2o2/wEfP0t5bMmSJXz33XdIJBJmzJiRym79VfD39ycmJoYaNWqg0+mIiIh4G3TkMtq3b09QUBBbt27l559/ZsaMGWzbto3Hjx+nyd3JKN6YoMMRtToSExPZtWuXuKL/8MMPCQ39z9574cKFDtHiKxDMsiPoSExMJCYmhvj4eLRaragDApbShqurKyqVKs0boKBKGB4Wxk+TJ1OjRg2GDx9OinX7wYMHqVmzJvv372fFihXi68aPH0+bNm0shLSQELvJaMXGjazYuBF3tZqQkBDOnD1Lt27d7M679M8/iY2JIcCa7ahVrx4ajYazJ06QnJwsTiRqT0+mjh9P6TJl2LttGxKJBB8fH1q1aiWaWdmeOzExkUGDBnHr1q3/xmPtrGnSpIm4zWw289PkyfRs1w6T0YhMJkvTb+X08eP0at+emVOnkpKSQuPGjfnggw/E5zUpKYwbPpzy+fPz782br/im/gs83NWWgKKwpwcmg4HkyFiMMSkkJaUgkUi4fWYhEc+e4FG4vPhaD49iFKlhOfeZM2dYvHgxAJ4+vihKlyM25BLBz24Qn/Ac7ZMb8PARxugwngX+nWn/lefP7YMUFxcXu2DPUeDm5uZQpGwBQhYzMxkY4frctGrlfxvjonBSWjIlf//9N/fv3+enn35i3LhxmR5T3759RUfg8PBwpFJpjmkRvUX6cHZ2pnPnzowdO5Zx48bRqVOn176G35igw9EyHVFRUZQvXx6TyYTBYODy5ct4eXkxdepUcR9HUt/L7E3cZDKh1WrFIEMILIQWXLVajaenJ+7u7hm+2QkrnQO7d2Mymfjhhx/o0aOH2MWzf/9+Tp48SZkyZexY1/Hx8cjlcpydnTEajYS/MEl92L0714OCkMvlXDh/njFjxtCzZ0/x+VWLF1OxYEEmjRrF/jNn2HH0KHFW7QewtJfJZDLiYmNZNm8ejx48ID4uDrPZzMcff8xUaxBw11oGssXixYtxcnJi1qxZIp9n3LhxrFy5kvv374slIoBjBw9y999/8Umjla1Pp050adaMw3//LW777bffRBv2hg0b0qVLF4oUKUJiQgIHdu8mMSGB2JgY5vz4IwN79GDL+vWpxieTyZBIJBj0eqIjIvA06SlS1I1kd2+7MoiHhwdxT/+1eOOYzcTFBRF28yZSuRoXFz/OnDmDVO6FDD+izm3F/+Z69NpIIiNvExiwj9uXV3LmyLf4+sXbdXFlBLaraLlczqZNmxyyO8RRSytCpjEzY1OpVHh4eCCVyiimdqFiSQ/kNcsRFnpF3Of06dNMmDAh0+O5efMmt2/fpmnTppQtW5bQ0FAKFizokJ/dW2Qeb0zQUaRIEZ4/f55rMr+vwvbt28XMy549e3j+/Dlt27a10+Ro164dV65cSe8QuQo3NzecX2LZbstPiI2NJSYmRiSCKpVKu2yGs7Mzcrk80ytRZ2dnuzHcv38fiUTC0KFDxcyIwM2wxaFDh9izZw8JCQk8un+ffjbeBgJcXV1Zt2sXYGmhFMozvn5+TB49GoDgoCAqVq2KUqlkyMiRjPn2W8DCtBfKMWazmc1//CEed9u2bbi5uREQEIDamjGwRenSpXnw4AF79+6lUqVKqSTnhwwZwtmzZ2nTpg0SiYS1K1emOkZCQgIH9+wR/9+gQQOGDBkCwB9//MHZs2dZvXo1w4YNo3x5SzZi/86dvOPtTYOKFfllyhT279jB8L59+XXOnFTHB5BYM1K+Ls58WKMM3YeUp2jZjpQqmTa7HUCvjcSojyUp6Tn169fHqI8mMvI2Dx8dtdsvMvI2kZG3ufPvdbp37061atXSPWZasC2lTJo0icGDB79UdCovoNVqRYKloyErBFepVIqnpydSqYRianeKqV0oU8MHs/k/4nPp0qWzNJ5evXphNBpFAbbQ0FC7EuZb/G/jjQk6ChQogKurqx3LPS9h26v+7bff0rFjRxISElCr1VSvXp2SJUuK3ReOAiENC4hmcwIvQ1B9lEgkKJVKO16Gq6vraxH6JkyYQO/evdm+fTvt27fHyckJmUzGwYMHMZvNlCpVSmz3SyuQ+fTTTxkyZIh443r84AFTx4/ntFWITUCz1q357uefiY6NJTEpiUKFCxMZHm63T3E3N6aNH49EImHc999z8Pz5VNmBeT/9JP4tyBYXK1YszbLR2rVradWqFSdOnGDp0qViCUmARCLBz8+P+vXro1Kp0Gs0zPnhB77+/HO+GzOGBhUr0tZGSwKgVatWYkq7YsWKeHl5MWHCBJo3b86hQ4cAuHH1KiaTiYjnz3F2dubOnTtIJBL80yCC6nU6kuLjUXt7I1cocDebqFfYhwqfNaBo2Y4oVL6pXpMVlC1blq+++gr3TJrmBQQEiN/BjBkzCAsLc7jSSl64EGcUSqUST0/PTH9m1atX58nDhyTEW8TCPN0s/lGiaF8WxK6XLVvGrVu36NixI62s/KlHjx6Jvktv8b8Px2Q15QCkUimVKlXixo0bVKyYff4OmUFKSgpff/01e/fu5bn1Zp+SkiKmwKVSKfXq1ePrr7/OsLRwbsFsNtsJG8XGxop6IgqFApVKJf4/O+vWBoOBrVu3AogMeGcXF4xGo5gt8fDwoE6dOvz99994pSELLpVKGTduHN7e3vz8889ERUby6+zZ/Dp7NqXLlKHvkCEMtWYzvhg7Vnw+JiZGVB+19cZZMncuQ778El8/P5H1L0woxUuX5lFgIIULF+b48ePExcWhUqkYMWIEERERvPfee+L3bTKZ7ES1rly5Ik64RqOR69evM2fOHJ4+fcqzZ8/w9PTk6MGDRPz5Z7qf14oVK1KRUYODg8XPMC3H5SJFi3LlyhXMZjMFX2hL1KSkkBAbi1yhsKxurV0tSXFxtK6anzuevjniDpsZvP/++2zevBmwdLI4mp6DXq/n6NGj5M+fX3Q9diRIJJIslS46derEzp07aVSyBHPP+/PwyjlR4Vcmk71SH+VFXL58mS+//BKwlFKFAD0gIIDmzZtnenxv4Zh4Y4IOgMqVK3Pz5k0+/vjjXD/3qVOn6N27NyHWVkypVMqgQYP48ssvadOmDQ8fPsRkMnHt2jW6dOnCgQMHyJ8/c62D2Q2TyYRerxcfGo0GhUKBs7MzLi4uyOVyseafU5DL5ZZsibu7RVwrKgqDXs+4ceNEx0WVSsXAgQMJDAwUDcdsodfrmT59On9aJ+vChQuj0WiIioriQUAAU8aMoVyFCjSxrqy+GDsWlUpF9Tp16Gstxdh22JhMJlrXq0dEeDj5/Pz+CzhKlqRQ4cI8CgwkJCSEFStWsGvXLmQyGQ8ePMBsNuPj44OHhwcqlYrBgweTmJiIWq0mMTHRTjVzxowZrFmzxu59KJVKNBoN3bp1Y/v27eKYFAqF2AGVVhq6ZMmSTJo0idq1a1OqVCn+/PNPgoOD2bBhA59//jkjRozg6FFLyaOC1fLabDaTGB9PSnIyTs7OuKvV4vfs6eNDokRGbLIGt1qFcL+dvpV2bmDDhg2cPHmSpKQkNBoNQUFBFCtWLE/HJMBsNtOzZ0/Cw8MpUaKEQwYd8fHxODk5ZZq0bmuP/nX995BKJOJCwGAw8OjRozQdZNNCQkICTZo0QafTUaRIETt794CAAEZbFwVvkft48OABq1ev5sGDByxYsAA/Pz8OHDhA0aJFs7SAf2PKK/Bf0JFbMJvNLFu2jIIFC9KoUSNiYmL49ddfUSqVmEwmSpQoQfPmze0sgvV6PdWrV3+p7n1OjleYQA0Gg8jLMBgMKJVK3N3d0ev1mM1mnJycssTLyAoqVKhAUlISt0JCeKdsWfLly0f//v1FUS+5XE7JkiX566+/qFevXqrXf/HFF2LA0aRJE3bt2kX//v2RSCQiefOWVTsDwMfXlwnTphEfG4vphZS4cBN99vQpep2OsGfP8LLapSclJooaIGARqQoICODOnTuiSFbbtm2Jj49Hr9fTrl07BgwYwCeffMLQoUORy+Wi8qotEVIgIFatWhWdTsfWrVvF4KJbt27MmzePvn37IpFI0uTdSCQSBgwYQMWKFXF2dmbw4MEEBgYC0LhxY1QqFRs3bgSggbXbRavRoElOxt3DA48XUu8ymYzi+Xwo6uFGtYrOeFdqTamSTfH1rZitLrEZRXx8PElJSWIZLyutlWazmXv37vHdd98xbdo0Tp8+/VrOymazmR07dvDLL79w//59zGazndCfo8BoNKZrtfAqqNVq1q1bB0CVypUZOnQox44d49ChQ5hMJqZNm5ah45jNZgYPHoxOp6Njx44cPnxYtKtITk7m8ePHdgHOW+QeTpw4QeXKlblw4QLbt28Xs6Q3btxgypQpWTrmG5XpqFKlCnPnzs3RcwiratsuFLCIfn300UdIpVJxAkqrlax///58/PHHuTKZC0GGbTZDoVDg4eEhCgUprGl1+M9xVq/X52orb5s2bTh//jxrli5l0Zo1NK9Zk7Vr1zJo0CBxH2erU6xQ4rGFQB7+8MMPmT17NgcOHGDhwoWAJQPloVbzUZ8+qc47w0oUFUorcrmchw8fUrFKFW7fuEG+fPmIiIigYbNmvFerFhdOn2b9779TukwZHgQEpPleylqDpufPn2MwGES1V29vb54/f06rVq1EPxi5XI7BYMBkMuHk5ESHDh0oWLAggYGBzJo1C4VCIaawW7VqxfDhwzOc0hYCtvfee4+oqCixLfr+3bsULV4cJ2dnFErlS9PuZpOJyn6uxHUoBAxAE2QJ6KtW/oSQ0OuZbn3NKjp16oRUKhWVbJs3b55p7taePXtEjRa5XM7atWtp06aNaEGQWdy7d0/sPBLazYODg9N17cwrCG3wWdUPqVevXqrPWiDMCl5Fr8LYsWPZvHkzUqmUypUr243l/v37eHl5UbBg3mbT3lRMmDCBH3/8MRXXqkmTJixYsCBLx3yjgo7KlSsTFBQkWrW/CqdOnRI5IBUrViRfvnyYzWbCw8O5f/8+t2/fxt/fn2fPnhEWFkZQUBDh4eGpCGNfffUVfWwmNTc3N1JSUjBaNRds92/VqhVOTk5pTp7ZAVumul6vJyEhQeRluLq6iiQwiUSSqu1QKKdkhSD2OujQoQOrVq1iyrhx3Hz6lFYdOjBz5kyaN28uroiUSmW6gdCaNWuIj4/H3d2ddevWMW3aNPwKFODzL7+kZv361K5fXwws9Hq9+L4rV69OcFCQuOI1GAx0792bytWq8d2YMURYRcmCHjyg98CBTLUGkR+0bJlu0DF58mROnTqFVqtl7dq1GAwG9uzZI3biCOcWtFs6dOiASqXi888/p3jx4rRt2zbN4wqaIBnFr7/+SkBAAHK5nIkTJ+Lv70/BggXx8PAQOSyvqvMX9fmPPxP2NBlNjZYkxxpQRmvxfFhLzHrEJTxHr41M7zCvDY1Gg7Ozs537aWZ/P5cuXQLgn4sXmT5pEicOHRJLYln5HQrfha+fH+OmTGHc8OGsX7+eLl26ZPpYOQmDwZBho7e0kJCQQGhoqB3h3d3dnfr163PhwgX8/f1fybFZtWoVAF26dLG7T4LFIqJSpUoORwx+U3Dz5s00Dfry5ctHVFTW7BnfqKDDx8eHggULcuvWLRo0aJDmPgaDgTlz5rBkyRKePn2aKsUqrD5t/+/u7o6npydly5blk08+Yfbs2YClT71AgQKEhITwzjvv2B1HIpHYtVq2atWKL7/8MsttZulBmEgNBoPIoBdKJUJWIzNlErVNbT+34O7uzvTp0+nTpw9Nqldnx9GjXDh9mrFjx7J27VqxpGA2m9Fqtcjl8lQrNw8PD7Zv3860adOoVb8+e06cYPeWLYzo35/SZcpw799/CbHquPQZNIg5y5ezfP16OjZuzDXrhASw86+/OHHoECqVSsyg+F+9yqrFi1EoFBQuWpQT1g4RWxw5coRly5bRsWNHVq1axcyZM1Pt4+TkhKenJ57e3gQHBVG9enXGjBmTI+2CLi4uVKtWjaSkJJycnHBxcSEuLo7g4GBqpFGiSg9C4NGgbgqR8VoePFeS4KUkgZJU8pyI9skNAgP2Zfv4bbFnzx4qVaokdv4ISpgZRVBQEBs3bqRRs2ZUq1GD5evX06Z+fQICAli/fn0q2/uM4OTJkwAMGDqUetYSnr+/P/fv3091L8hLvI5KqtlspkePHgQEBPDbb7/RuHFjQkJCCA0NZe7cuTRu3JhvvvmGffte/v1rNBrKly/Pzz//nOq5gIAAqlTJfaKyJCYRiSLr3UYSvcWPqFatWshkMoYPH87w4cOza3i5Bk9PT0JDQ1M1Nly7di3L96U3KuiA/3gd9erVE6N7vV6Pv78/S5YsYffu3URFRVGtWjXatGlDp06diI2NZcWKFfj5+VG8eHFKlCiBu7s7+fPnp0SJEqlWCYLXh8DLWLZsWapx2GYLli9fbkeAFGqsWdEaEFpZJVZSl06nIykpCZlMhkKhEAmg8J+TY2YgkUhEAajc9LWoV68e48eP55dffqFX+/ZMmzOH0YMH07RpU3766SdRIVGj0SCVSu3M8J49e8b27dv59ddfqfv+++w6fpz79+4xvF8/9Ho9QY8e2Z1r3apVxMbE4O3ri1qtFrMg77zzDo8fPyYuNtYu8JRIJPyzdy8Aj234OWCRstdqtTg5OYmGV0J5zRbFS5WifMWKzFyyhN8WLeKvdesIDAxk06ZNfPnllyQkJIhlr6xCuDZ0Oh3Ozs5IpVKkUildunThb6uoWIEspLGL+njRqPw7PAqPBDcNUTE6Yr2UgA/PLrvjEXoZhco3x7IdPj4+1KhRQ3wPmW25Xb58OQAuViKvt48P63bupGHlykyfPp0aNWqI+iYZgUajYfz48QB81Ls3bm5uNG3ViuOHDjmcIqmLi0uWFxEnT54kwJrR27lzJwUKFKBTp07o9XqcnZ3RarWvfL/h4eEYDIZ0pQECAgLo379/lsbnCLh06VKuGXPmBHr16sX48ePZsmULEomlJfrMmTOMGTNGJPJnFm9c0FGpUiW++uor0Y5ZmJyFG3LRokWZMWNGqrbDzNRily1bRnJysjgp169fXyTq2WLChAn06dMnVRlDo9FgMpkyVAICS8lEp9OJGQ1boqdSqUShUGSrml9cXJxYjslNCD/e6IgIRloJm1FRUYwcOZLOnTvj5ubGkCFD0Ov16HQ6kbDbr18/goKCaNm+Pcs3bEAikfDbr7+mSaBr27Yt+/fvZ8+2bXTu2ZOi1ghfrVazbNkyWrVqhcxa+hCyVELWymQy0bNnT27fvi0SlgWJbsGJFaBcuXLUrl2bixcvAhAQGYmntdXXbDbTvnt3Fs+ZQ+XKlfn888/R6/VotVrxc5fJZGKp68XvVQgIzWaz+FxKSopoiiYEi0qlUlSH/eCDD1i+fDlDhgxh6bx51M2CZbVUJqN0wfyE6p/j5yojXC0jKs5IuLeKomU7kr9gTUqVbEp8wvNsLbcIpSBvK5kXLMq0H374YYaD4lGjRvHXX3+JSrdSqZQy5cvTrnNn/t61i0mTJrN9+7YMj0n4PUskElxdXHgeFsbpY8f44IMPKFSoUObeYA4jKwubq1evipkNABcXP/bv38/Vq1cxGo00aNCA8+fPU6xYMZFomh4uXLiAyWRK0zzMbDZz9+7dtyTSPMT06dPp378/hQsXxmw2U6FCBYxGI7169WLy5MlZOuYbF3RUrVoVk8nEiBEj2Lt3L7GxsTRv3hylUknTpk1p1KjRa5cPXlTObNOmDYcOHeLvv/+matWq5M+fHx8fnzQ1JcByI0hKSkrXhMloNIppUZlMhk6nIyUlRZT6VigUYjYjJ7IRCoUCnU6X60HH/PnzAUSiJfwnWCbUHZs3b84777xDcnIyCoWCvXv38ujRI36cN48hNt0DAXctzqj9+/dnzZo1lCxZkooVK9qlmj8fNYq42Fj2bd9OdFQUPXr0wAwkJ/KMJhIAAK4WSURBVCVRq1YtevfuzZdffmlXgtPpdOzYsYPz58+LafkyZcpQokQJgoKCOHToEO+8844YcHzUpw/fjxtHVEQEt65fJzIiAq31/Y0fPx5XV1expVGhUGAwGDAYDKSkpIhlMpPJRExMTKrPy9vbWyzhCYGG7bVhi7p16wKWrpysoLCnByGx8RT1cEYTp8Uk14NagbOXElpUIeFBSYoVq4I5NpLYkEuvPmAGoNVqiY6OJl++fPTp04f169cDcOzYMcqUKcOvv/4qCky9DH5+ftSrV49z585RUKkkRKPheWIy/b76mr3bt3Pjhj93796lXLlyGRqXcP9QqVSYTCaG9OqFSqXi+++/z/J7zQkIgejLlIZtsWvXLk6fPs25c+cICwsjICDA2vm0kg8//JCQkBA6duzIrl27ePz4MQUKFBAJy+lhx44dmM1mO48gAZGRkURHR1OpUqWsvL23yAYoFArWr1/PDz/8wFWroOB77733WmJtb1zQUblyZaRSKSNHjhSFaHIDJUuWZNiwYRnaV1h9CK2qgLh6t1U2dHV1RSaToVKpcHJyyjWuhaAXkZuumVOmTBGJm4kvyEkLPA5XV1fee+89jEYjcXFx6HQ69u/fD8AHLVrYveb+3btIJBL69OnD5MmTWbt2rV2Ln0++fLSqWxcnJyfqNmzI5fPn0en1YDbTtGlTVqxYQe3atQHYcvAg2zduZOOaNWzfvp3nz58zevRotmzZQvfu3QkICODMmTPMmDGDu9ZgR6lUUqR4cf6yWQlKpVLRBn7gwIHUqlVLdOR1dXW1u4GbTCaxRCeRSMQAULgGbIPNjHj4+Pv7AxBw5w67tmzhw+7dX/matCCRSFC5e0BCCr5yPdXe8yQqzkisl5KEGHegEBzitcstFn+XOJRKJXK5PE2/lqCgoAwfb8mSJUyfPp2tW7dSzNWVAoUKcfDCBdp17sy+HTto3749t27deuUkKqBfv37s3r2bkOBgAu7cYfDgwQ6X5dBqtZjN5gwFHffv3+frr7+22/bo0SNatGhBhw4dqF27Nnfu3OH3338HEAner8Ldu3cpVKhQmvyAe/fuUbJkSYfyoHpTUapUqQxrrrwKb5ROB0D58uXR6/UO5zhrC4FDEB8fLwYYQsAhl8tFiXHhBiiVSnOV3CmXy5FKpbnmY7Nz50678tQXX3yR6gYotPOmpKQQGRnJ9evXUalUYqBS2EYsKvz5c8LDwqhbt65oDCfU7IX3FmV9XYkSJTh+6BDtu3alVfv2mEwmcfIQuAPdW7Vi3sqVvG/llZw5c4Zu3bqxYsUKkWvSr18/7t27x7czZjB19mw27d/Pw8BA8ucvwOHDhzlz5gz+/v6sW7eOc+fOie3AAnfkxTS4bXeJRCLByckJJycnVCoVKpUq0wZ9QtYtJTmZwT17EnDnTpZ0Koqp3ZHKZJQoZBW2S07ERy2jdCl3qtXwwd1LicSqYvo68ulJSUkYjUax5NbihaASYObMmRlm2Lu7u/Pzzz+zePFi+vTpw9MnTxg3bBhdx05EZg2s//rrrwyPT6VSkZSURKy1o8YRFYaFFvmMoFSpUmzdupUiNoq1EomE+fPnI5FIuHDhArGxsZlWIS1cuDDR0dFpXmt37tx5W1rJY3Tr1i1Ngu+sWbPonsWFyRsXdDg5OfHee+9xOQ2PibyGYAoVExMj6mYIQYeLiwuenp64ubmla/2eWxD8VV5HPCmjMBgMjBkzRjzXTz/9xKhRoxg6dChHjhwBLFkDtdV7JTExkffff5/PPvuMadOmkS9fPhQKBVfOn+eQlUX/3ddfYzKZOHfuHHPmzCElJYUxY8aI5zOZTIwdO5bx48ezadMm6tWrx+a1a+lv5QH9+eef9O/fn7Vr14rjrFuuHNVr12bqrFkiIfHQoUN2AjpbDx1ixLhxDB09mtoNGuDk7Mzz52EEBweTP3/+NFecCoUCT0/PHHfYLFu2LEWKFBED2c5NmzJ90qRMH+dJnCULJZXJkLm5g1RGfk8nClgfpUu5Y/Z2x92tIGr3rCnuGgwGEhISRAt7sOiNpIVr165l6titW7dm0qRJfPXVV+zbsYPkgH+pauVzTZs2LcPXvOAevfuQ5RoVsmKOAkHTJqNBh1QqpVq1anzyyScAvPvuuwwYMIAKFSrY7ZNZlCtXDo1Gk6YZ3pUrV0TxvrfIG5w4cYJ27dql2t66dWuxQyuzeOOCDoAPPvhA7MvPK9havws3MuFG4OzsjJ+fHwUKFBDLK47Wp+7i4pLpLoGs4M6dO4DFuGzWrFl89NFH4nNCxsFsNlPdelO3taTfuHEjt2/fRiaTMWnUKNGILcLG2n7Tpk00b96ckJAQ8aY5ePBg8eHm5kafPn2QSaWsXrpUlAk/ffo09+7d48KFC6hUKh4/eMDCX37hx2++YfiYMeKxfvvtN8Cii1LORjJ4+jff4GO1ZB8wYMBLs0a5Yekt6HwIfJmkpKTXvuaex+vBxQ2JVIbZbMJssgTQcm8VLu5ZbwMWlFdtuwI8PDyYOXOmHaEU4PPPP8+SwNewYcOoWrUqf6xYQSWb1fb333/Ppk2biI+Pf+nr//33X9SengRFWPYT3KMTEhI4ceJErgTsL4Ner0cqlWa6PCqIdH3xxRfitf06ELpWQkJC7LabTCYuXbokklXfIm+QmJiYpv6RQqF45W8gPbyRQUfjxo3zLNORnJxsZ/0urKzBUnv38PAQrd9tOyQcDcKEZNs6mhOoVKkS+/fvZ+fOnXZ+DICojOquVvP71q24ubuLrq6AqFDZpEULvpo0iSlWbYwf583Dr0ABwNKJExkZiZOTk0iSWrlyJb1798ZkMrFt2zYOHjyI0Wjk9o0brN25U7xR37lzBx8fHy5dusSdO3dYsWIFpUuXZtbUqVSwcoc2btpEiVKlWLxmDflspO3DIiKJi44W/1+xYkW6dOliF3yYTCZiX2jPzUnYehIlJyXx+5IlPA8Ly9KxnsRZNDMKeFoyJ6bkZIyJCWB6/etZJpOl6Yo6duxYoq2fqa3eTVaVE729vbl09ixFenzO1choar7/Pps2bWLy5MnUqFGDmjVr0rVrV7sSzuLFiylXrhyPHj0iJTkZg5PlOtu8eTM3btxgxowZDBw4kO4ffWTnjpvbUCqVWWrfbdGiBW3btuXLL7/ku+++e+1xdOzYEYVCwaZNm+y2BwQEYDAY0s1gvUXuoFKlSqKZoi02bdpkl+XKDCTmvLrq8xBC7fH06dM55nEiSIzrdDoMBgPu7u5IJBJRu16hUNhJjKeFuLg4UY7cEaHT6UhISECtVucaofRFTJgwga1bt/Ln7t3M/uEHrl+6hIdaTY26dTl7/DhfTpxIv8GDLSJunp7iOE8cPszQ3r2JtHI3BB6NUqkUdTQ8PT2JjY1FoVTSvE0bps2ZQ/GSJdm+cSPD+vbFZDLh6urKjh078Pf3p3Pnzuj1esqXL4+7Wk1CXBzvN2nC9sOHU427WZ063Ewj8BUE5QAxE+bl5ZVr5bTk5GRWrFjB4sWLAeg9aBBzrToWr0JIbLxYXgG4GBQtBh1mk5HnoVHExem4eToe7fVzPA+9zMNHRzM8NoPBQHR0NN7e3uleb0IgcufOHapUqYJer8fX11d0KM4M6tWrR0REBLUG/Yrs9mOU1RrwbiNvkoJvEXx8H7fOnSUuJgZXV1cmT57Mpk2b8Pf3R61WW1rW8xXBTVuIwAf7UmU2BJM+X19fRo4cSa9evTI9vryC2Wxm8uTJbNmyhSNHjqTZeZIZ1KtXj7t373Lx4kXxOl+7di1nz57lUBpCezmJ+Ph41Go1DbqsQK7IWFdPWjDoUzizfQhxcXH/0zodu3fvpmvXrvTq1UuUkThy5AgbN25ky5YtdOrUKdPHfCMzHZ6enlSqVClHSixms1nkZcTFxaHRaERBLbBkMzLKyxBuTI4aFwpBU24RStOCoEfi6urKwGHDqPP++/j4+nLy8GFKvvMOs6dNo1W9ejSvWZNG1jT5svnz6d6qlRhwlCxZ0uKtolDQtHVr9p85w5CRI2ncsiXrdu6kfZcunD99mgYVK1LExYX1v//OsvXrUVrJgi1btmTs2LEkJCSg0WgoXLgwCXFxzFi4kHW7dqU57sI2nQxr165lwIAB9O3bVww4ANEiPDf5O0aj0a4T5Pg//2T5WELAASCRysDZjfh4Pa5J0UgkEJ/w/CWvtofZbBazGC8rN/3yyy/i/oIycGRkZJqcgVdh3rx5ANz76xeeh17mxJIPWdWzIRvHDuXuhUd4q6tRvf88JCpnUUpeKpWSL39++s6cT8PR89mw6Xsx4JDL5bi4ufH93sN8//cxynzQlqiYGKZOnZplSemsQKfTvdZvViKRMHnyZKRSKZ988omoBJtVjB49mtjYWM6cOSNue1tacQx07NiRnTt3cv/+fYYNG8bXX3/N06dPOXz4cJYCDngDW2YFCCWWtEgyGYWt9bvRaBQlwoVuAkETIau1caVSSUpKCgaDIUsiPjkNwStEo9G8lrLh66B48eIYDAZinzyhR9++1Kxbl3rly6NQKLh722I49vTJE5ycnDAYDLSqW1eUNd+/fz8+Pj6ihH2FypVZu2MHANVr12bx7NkM7tkTjUZDqVKl6NKpE+7u7mzcuJGvhgzhyoMH/PL99/xp9Y549OiR6K1Rq149Br5E9rhx8+Yc2L0bsJAdJ6VB2sxtYz2wsNL9/f1FT6CnT56wb8cO2r1Q2koPxdTudtkOO0ilhDw1oYyPRa8JzZQhXGxsLEajkXz58r30Ohs3bhxDhw7F3d2dsmXLMnHiRJKTk1m6dClGo5GJEydm+JyC/HZ8/BPkcvtShO3Y69V/RoRrKDG3j1K5/vtIpAoS3Ery75SFJCweIu5nMBgwJCZy/qYOqcxMgaofoEmI48mVMwQGBma68yOr0Gq1mEymVKKEmYGzszMqlYpnz55RunRppk6dyuDBg7N0D+jSpQve3t6MGjWKS5cuIZFIuHTpUqa+q7fIObRr1+615skX8UZmOuD1yKQmk4m4uDg7XoagagqWbIbArH+diVho30xLNttRoFKpRM+TvEC3bt3w8/Pjs88+4+bx4xaHV2v3jy0Eldeb167Rs2dPhg8fTunSpcUyG0BL6w/LaDTSsk4dpn/zDa6urkyYMIGDBw/Sq1cvnj59yvPnz0lMSODKhQvMXb6c6fPni3LiAlZve7mCpcApKVKkSJpqt0ajEZPJlOvBZvPmzcXzC1hozR68DCGxryaVPXiYgD5aT1KKlKhoC3EwI4TKpKQkUlJS8LQpj70MAsFZKpWKrdYrVqzINPHRxcVFzKrExD5Id79zZ2fi6V0L50LVCYmRovVuyPXZ2/C/uZ6KFSvi5lbAfv9fx3DwmzacXDCOJ1fOUL9+/VzjLgitstkRzE6cOJFu3bqRL18+Pvvss6zLYsvlotKlRCLh0aNHJCQkOFzHz1tkD/7fcjpCQ0MpWLBgui6RERER5M+fn0uXLuFpbbdMC4JRmlDmEKTJk5KSkMvlr+RlvC6E1KWjeTbYQvgsXmfl9DqIiYmhb9++BAUFERoayofdu3PjyhWio6K4du0aT5484cMPP0QikVCmTBk2bNiAh4cHEomEc+fO8alVUv12aCieXl581KYNx//5hyJFinDgwAGcnJxYv369XfurgCLFirFs/XoKFy3K2hUrUKpUDBg6FO9XrFoNBgMl1WpRfbRWrVpIpVKaNGnCwIEDAUQX4tzOIEVERLBixQpu3rzJ5cuXGT5mDG07daJ67dppljZeDDhezHQ8iUsmLFbDucOhGO9HiiZwT55cIiEhAR8fn5cGE0I5IKvdUi1bthS5AdeuXcvUcYKCgkRfpCKF6hIcci7N/YQMp2fB8rxTugsXT/5g9/wPP/wgEi9lCieMeg2bN2+mTJkyuLm55dp3LPCwsrMN+8GDB7Rq1QqlUpmlxUdiYiK+vr40bNiQZcuWsWnTJg4ePJjllszXwVtOhwVeXl4ZuiajbcjwGcX/u/JKVFQU/fr1w8nJia1bt6b7weXLl4+yZcty6dIlO2EhIUgxGo3Ex8djMplEYzTb1UFuSYA7crAhILfl0F+El5cXkyZNonfv3qn8ahQKBefOWSYKs9nMw4cPiYuLQyqV4u7uztGjRzEYDAz/+ms8vbyYP2MGJw4dokePHnz33XeoVCoSEhJEszYBLVq0wMnJiUuXLvFxu3a07dSJhb//nuHJQy6Xs2n/fjpbyVlC1u3ChQucPHmS+fPnp2r/zC3ky5ePSZMmYTKZGDBgAEvnzuXX2bOpUKUK+8+cSXVNChLoL8ODhwkYorUQG0lyQgiRkbcxGo0kJiYSFRWVZuBhK9/+OivzSZMmceTIEUwmEzt37sTJySnDwkbFixdn2LBhFtfpZ+cpVOx9njw8nmqsCoULarULLjJFqoAD4Ntvv2Xy5Mncvn2b2nWaUKxUcapXr57rAaWg3pudbdiCaJpOp+PGjRuZdoX9/vvv0ev1TJgwAXjL53AECJYTOYH/6UzH7du3mTlzJr169bLzWKhYsSLdu3fn22+/femP67PPPkOv1zNmzBgxoyE4lJrNZlJSUl6bl5EdEFpnHZHXIcBkMqHRaHB2ds6Tz0qv19OrV69UYlCtWrXi4MGDwH8OuT///DMffPABc+bMYcuWLUilUm6GhOCbLx/FXF3RarWcPHmSQoUKYTKZ+KhHD67bHNfPz4+zZ88C0KRJE4KDgwFo1qYNG/bseen7Fybnwp6W1Y9QOtNoNOzbvp1l8+YRcOcO9evXZ/HixXka0MXFxVGjRg27badu3qRsGq1ytkHHi5mOi0HRXL8SRcKDBHTXzxAYsE/kRBiNRqKiojCbzXaBh9FoJDIyMpUeR1YxdOhQfvvtN7HstnPnzkx5eiQmJtKgQQOSkpLwKFSGEoVbEhSwH7/32pASc4mYh/cpUawgn3zyySu5CIUK1iQ0zCJ8tWjRolztThMyEdmZlUxISGDRokWiBHr//v2ZOXMm+aw6NK9CxYoViY2NZceOHXh6evLBBx+wdu1asdSXm3ib6ch5/M9wOvR6PQ9fsA3/559/WLduHb/++qvo5gmWVWRKSsoro/nGjRtz4cIFEhMTRUlgQZFRIpFkCy8jO6DRaEhMTHTYLhawBB2Cm2leQKFQ8JNV/EuAVCrl+IkTAHj7+oqf34QJE2jWrBknT560KC3WrEk+Pz/GDB0q3pRnWjU9Dh8+bBdwCPwOsEyMwcHBSKVSmjVrxpG//6azNRX/KoTExhMSGy+u4j08PPi4f39O+PvTpWdPHjx4wMyZM/PsO4+JibELOMpWqMDuEyfSDDhehidxyUTF6EiJ0SGJTuB56GU7EqZMJsPHxweJRCJ2mJhMJjFtm11B19dff42v73+y65nVPnFzc+PcuXPUrVuX+GcB3L66lLi4hwQe/5Wn/hcpXbIILi4ufPPNNyxduvSlx3oWepkJEyZw5swZJk+enKXOmqxCkMnPTri7u/PNN99w7Ngxi6DaH39QuHBhevXq9UoBqejoaAICAihTpgx16tRh+fLlREREUK9evWwd41s4Dhw66Iiz+haARWmyS5cuBAQEiNsSExNp2bIlCQkJrFmzBrBwIPz8/EQFwJeJazVv3px79+6h0+nw9PTE1dU117sFMgJBcjwtK3ZHgVwuF7tt8mqiLFWqFN26dfs/9s46LKq0jcP3BEOXICZ2x2fi2rWurt3dneu66Brr2p1rd+Ma69rd3S2CnYiI9AADM8zM+f6AOcsIKCDl7tzXxaWcOfHOcOa8z/vE7xF/1+v1DBs1iiLFixMc+E9zsYoVKxIZGUlAQACVqlYVK1Z2bt4s7nPo0CHUarXYDdZAhw4dsLW1RRAE/vzzTyQSCYULF2bVqlX069ePa5cuiVosycFgfBh+AKYuWICtvT1//vknt2/fTtVn8bV8Otk/8fZmczL1Oj7FJy60on77INEyWYPhYW9vj16vJygoCJ1Oh5OTU5qFAYoUKWIkcmToyZMSrKys2Lp1K0ePHqVt27ZYWFpSokQJjh8/ztq1a1m4cCEQq2b6qSDZo0ePjL4Xs2bNwt6uAIcPH6ZmzZpMnz6dhw8fpqvRbqiESy9cXV3ZvXs3Fy9epEuXLmzfvv2L7c+HDh2KVqvl9evXAPj4+FC9evVMD9maSD+ypNExY8YMMSP6VJyw0tChQ5FIJKILD2Klj6VSKWPGjGHdunViWZ2NjY34Bf/cQ8vFxYUqVapwPm41nFWJ38I+K2NpaSkKomUGjx8/5vnz50bbFkyfzvMnT4DYe+Hx48ds3boViDVKhri7Y65QEBGXv9OuXTtq1qwJxLp9DcZs48aNOXLkCHZ2diiVSooWLcrUqVORyWR8+PCBcePGkT17dvQ6HcrQ0CTHmMfBzujHgCEk4RuqJCBCRZE4j0JmGZoKhYKzZ88abTtx6FCKz+P1KtaQkgSHi7kciWHQI1EqlQQFBaWL4FytWrXEVf6CBQtSfZ6iRYsyc+ZMHty/z6FDh8iTJw8KhcJIaNBw3wAcPHiQihUrit4zA8EhL3j8+DFubm5s3bqVVq1aUapUKYoUKZLinjFfQq/Xo1KpMkTdNmfOnPz2229IpVJOnDiRZIXSyZMnRSVSg9Hx8OHDVOs//BtYsWIFBQsWxMLCgkqVKiXaPTkxLl++jFwup3z58kbbN23aJCY5x/8xtDvIDDLV6FAqlURGRgKIRsKtW7e4ffs2+/fvp0KFCsycOROdTkedOnXo0KEDq1ev5tmzZ0Bs742goCB+/PFHChcuzNq1a7G1teXjx49kz549WZNf69atRcMmK2NQyszKIRaDt0OlUmX4OPV6PS1btuTevXtArNfjyJEjjBkzhmnTpjFq1CjOnj2LXC7Hz88PiJ3oNq5ciUwuRxUZiWv+/Pz9999YW1snmJR++uknsU9E/G6jWq2WiIgI9u7dKyabpiSD32B45LOPrajIZWeDk4UCIc5DlxKvSVrzaQ7RqAkTvup8vn73knzNcL/Y2tpib2+PUqlMlwly4sSJSCQSsmXLRq9evShSpEjqe0jEVa1ZWFhga2uLTCbjypUrFCpUyCir39PTk+joaMaOHcvuT0qpixUrxtmzZ4mMjDSqjmrfvn2aihca7smM8uTKZDKGDRvGkydPcHJyYteuXcA/1YDXr1+nWbNmCY57/Pjxf9bo2LlzJyNGjGD8+PHcvXuXWrVq0bhxY6PWDokRFhZGjx49xCqrT7Gzs8PPz8/ox5BGkBlkuNERHR3N4sWLyZ8/P8WKFaNfv34cPnxYzJtQqVTcunWL6tWrU7VqVaysrNDr9chkMtzd3bG2thaFfiIiIihcuDDR0dH07duXI0eO8OLFC5ydnVGpVMn6grVq1YorV65k6sM9ORjalWd2o6gvYWgEl9F5MJ+GQZYtW0axYsXo378/nTt3ZtCgQWKDuD179gCxE51Grcba1hZrGxsqVKqEg4ODmLNx5coV6tevz+HDh0WDAxKWiQmCQNmyZZHJZDhnz07BeH0/UopEIsHO0ZHOvXohlUpZvnx5qs/1teTIkcPI8Fi9ZEmKjjf0XwGIfnOfjx89E91Pq9USEBBAdHQ0MpkMFxcXJBIJQUFBaW54/Pbbb+TLl4/79++L+iyfenSSiyHZPL6B7eLiQv78+Y3CuvFlwtu1a5eo+qhCoWDy5MlGY4mfg/K1aDQaFApFhqrb/vTTT6xduxZra2s6dOiAlZUVFhYWWFhYUL16dQDKlSuHVCoVPTv58uWjYMGCGTbGrMTChQvp27cv/fr1o2TJkixatAhXV9cv5ggNHDiQLl26JJkHI5FIyJkzp9FPZpIhd6AgCOIX89KlSyxdupQJEybw999/o9fr6dixIw8fPgSgdu3aNGnShNy5c1OvXj0aNmwoTrbm5uYMHjyYI0eOcOfOHVFMRhAEWrRoQd68eRk/fjxOTk5iYumXGqYVLVqUwoULZ0pNeEqQyWTiaiorI5PJRKG0jDSQbGxsqFGjBoMGDeL27dtGRkJ8tm7dKk7ker2ea5cu8f7dO6xtbSlVrhyWlpZYWFiQK1cuXFxcWLNmDcWLFzc6x+jRo3n+/LlR1UHv3r2xt7cnt6vrV70PiUSCuYUFDZs1w87enocPH4rfjYzi/fv3bN68mZkzZ7Jjxw7++usvsmfPTqB/8mXLAfLZ/1Na+/L5ISwtbRJ8HzUaDYFx+TaGcEr85NLg4OA095q1bdsWtVotLko+bTaWXKKiolCpVAnu87Nnz+Lr68u8efMAqF69Ok2aNBFfb9GiRZLnNAjFlS1bNs0mX51Oh1arzfB8NYlEQr169cRJ08rKiv79+zNw4EDc3d05evQoarVaLA2XSqV07949Q8eY3iiVSqOfpLygGo2G27dv07BhQ6PtDRs2FCvlEmPjxo28ePEiUQ0hAxEREeTPn5+8efPSrFmzFIfu3r17x4oVKxg7dizu7u5GP6khzXU63r17x+7du7l58ybFixenc+fOFClSBIg1PhYtWkTp0qXp3r075ubm1KxZk3LlyrFkyRJmzpyJs7Mz8+bNY/jw4RQtWjSBi7dr166cO3eOpUuX0qRJE7y9vbG0jC1tGjlyJI0bN8bJyYmSJUsCyWsL3qpVK06dOmX0YMiKGNQEZTJZljc+wsPDkUqlGVYOWKZMGTbHSwRNii1btgBQvnx5GjRowPz587GJE4v6acwY/t6+HX9/f/r27culS5cS6H7EZ/PmzahUKpycnPjw4QPBwcGpEsuBf8Is4WFhmFtYIJXJxAdURrtC79y5w7RpsVoTGzduFDsej/7Mg81A/HJZg6cjKkRDQOBj4B/BM4idtENDQzEzMyNbtmxGq3CD4aHVatPca9a6dWsWLlwohl9T0y3T0MHY0tLS6LsYv0X76NGjOXXqFMeOHWP16tVcvnyZUaNGffZ6ZmZmmJub8/z5c3x8fHD9SiMW/qnEy6wk+VKlSnH8+HFy584tPqsN+Pv7U7BgQVq2bAlgpOqbmQhhQQjy1H/vBG1szsSnf79JkyYxefLkBPsHBgai0+nIkSOH0fYcOXLwIYlOz8+ePWPs2LFcvHgxyfynEiVKsGnTJsqWLYtSqWTx4sXUqFGD+/fvU7Ro0S++j9OnT9OiRQsKFizIkydPKFOmDK9fv0YQBCpWrPjF4xMjzTwdWq2WOXPm0LBhQ7Zv307evHk5cuQINWrUwNvbG4i9+b29valduzbm5uZiklzPnj3x9PTk/v37QGxct1SpUkbhBMMDqUCBAowbN45du3Zx+fJlo4SY8uXL07JlS7y9vbG1tU12skzr1q05d+5clk/UhH8kobM6BnXCjGrLnlzGjBnDsmXLmDlzJp6enphbWGAdZxiN6N+fxw8fioJwQ4YMEe/dxChXrhzVqlVDqVSKqqYAEakogfQNVaLT6YiKWzmHBAcTFadGm5Ghqlu3bolhBwNarRa9Xk/TL0wISfVc0QarqVSpEsOGDRMnPkNjRAsLC5ycnBJ1+8tkMlFmPy1zPD71HPXr1y/F51CpVGKPpfjkypWLFStWcP36ddzc3Dhx4gROTk64urrSuXNn3rx5w9q1a5M8r0Kh4MSJE8TExPD333+neFyJIZVKM00/x0DhwoUTGByGTtyvXr3Cx8cHe3v7BImQ3zo+Pj6EhYWJP1/ScPn0b5SUorZOp6NLly5MmTIlSa8uQNWqVenWrRvlypWjVq1a/PXXXxQrVoylS5cma/zjxo1j5MiRPHz4EAsLC3bv3o2Pjw916tRJtsDep6TK6Lh8+TLjxo3jyJEjoutTLpdz48YNhg4dyuXLl5k9ezb79u0jT5484pcsKiqKQoUK4RXXiMtgUNSpUwetVounZ2zMN747NbGHUf369alfvz5r1qzB0dHRqPzt559/Zs+ePSxcuDDZK8RKlSphY2OTIC8gq2FosKbRaLJ8boe5uTkymYzIyMgslfz6/fffY2trS5MmTTh+/Dj9hg1DLpeze9s2dm7eTPHixdm/fz/R0dE8f/6cWbNmMWjQIFEj5ubNmwkqZBIoh6bw4W6oZImJ82wERKnRKCxo1rYtAB8/fkzlu005U6ZMSTDZubu7Y2try+jPNLD7HJLgcG7evMnSpUtFV79EIsHZ2TlZcsuCIBAdHZ1mOR6GSgmIraDIlStXio7XarVoNBqsrKwSPJ+kUikNGzbEycmJbdu2sWTJEtGoEgSBQoUKJfnd1ev11K1blx9//FEMHX8t0dHRX90FNr2QSCT88ccfhISEIAgCHTt2zHRNpLTGzs7O6CcpjRRnZ2exEi4+Hz9+TOD9gFhP8q1btxgW9/ySy+VMnTqV+/fvI5fLOXPmTKLXkUqluLm5icUYX+LRo0f07NkT+Ef/ysbGhqlTp4odnVNKioyODx8+MHjwYPr378+cOXPYvXu30ap71apVDB06VHQ35siRg7Jly4oPbEEQKF++vLiSMoROypQpg5mZGYGBgUladgYMX9hBgwbh6upKlSpVjP6QJUuWpFWrVp/tp/IpUqmUli1bfhNVLBYWFrEJkFncKyORSLCxsUGr1WZqedanqFQqfv75ZwAqVKnCU29vmteuzeDu3dHr9ZQuXZrSpUtTtmxZgoKC8Pb2xsvLi06dOnHgwAE6d+4syjUb+FTzoWrx4gSmQgdCEydRbZjIhLh7PbUhm9SQWDKal5cXFStW5OqFC4lO+olJoMdPIn17fYNYphcYGCjq7yQ3qVEqlYo5HmlheDRr1kx8Zvzwww8cPXo0RcfL5fLPTiAGJBIJTZo04c8//6R1XJfeN2/eUKdOnURzzX799VfOnz9PVFQUcrn8s7kfycFgrGXlBYohDC6Xy+nQoUMmjybzUCgUVKpUSewRZODkyZNi0m187Ozs8PT05N69e+LPoEGDKF68OPfu3eO7775L9DqCIHDv3r1kG9rWcQrNEFst+uLFP40PA+NpH6WEFBkdZmZm5M2bl7Vr1zJ+/HiuXr1KaJwmgSAIouytYWUbFRXFtWvXxLa4VlZWVK9enVevXuHr64tUKkWn02Fubo5Op0OtVn/R0jU8qBo3bszz589ZtGhRmsjMtmrVitOnT2epVXliGHpRZKWJPCnkcjmWlpYZmjEP8OTJkyQ/n9u3bxMaGkr77t25e+MGJ48c4frly+TOnZuSJUuKTbkKx1WgmFtaEhwcjEQiEfsR3Lt3Tyz1htjeL/XjeqgAfPzwge5xMeqUoNFoCFb/o8tRvnJlILaMMKMYM2ZMAk/H8ePHRS2bR4kktcbXGzFgSCL1Xn2Z5y9OERoaSnBwMHK5PEULAgPxk0sN4mGppWLFikb9Y+LnYXwJg8GTkpYETk5OzJkzh8GDByORSLh06RIHDhww2ic8PJzly5dTo0YN/vzzT86fP0+hQoWSfY3EiImJQafTZWp55Jcw6JnIZDJq1aqVuYPJZNzd3Vm3bh0bNmzg0aNH/PLLL7x9+5ZBgwYBsaEOQydfqVRKmTJljH5cXFywsLCgTJkyorjalClTOH78OC9fvuTevXv07dtXNFCSQ9WqVbl8+TIQ2+J+5MiRzJgxgz59+lC1atVUvc8UzQbZsmVj5MiR1KhRg27duvHkyRPRVRnfWDD8f82aNaLgkoFatWqRN29eli1bhiAIyGQygoKCCA4OFj+o5FjmaS0cVLduXSIjI8UQT1bGUGGR1Q0kiDU0M7L7rFqtpmnTppQpUybRz8eQo/F3nECYQqFg5syZnD9/noMHD2JjY4Nerxct+kpVqqBWqwkKCuLt27fipBlfGbdYsWKsWbOGw4cPix1Mb1+/nqJxC4KAta0tirgJQqfTcSmufPLcuXMp+xC+AplMRvny5bly5Qp79+6lVKlSRj1KujRrZmRwfY69f7/C58kBgoKCxNb0X6MyajA8vtaQjd+yHkh2jpRWqyUsLCxVnVQBhg8fTt68eZFKpQkqou7du4daraZFixZ89913RkJjqSU6Olp0vWdFrl69Koo9Nm7cOMuOM6Po2LEjixYtYurUqZQvX54LFy5w5MgR8ufPD8R2Tv+SZsenhIaGMmDAAEqWLEnDhg3x9fXlwoULVKlSJVnHL1y4UPSaTJ48mR9++IGdO3eSP39+1q9fn7I3GEeK/sqGxClBEChevDjW1tbcunWLqlWrJngIvH//nuXLlzN27FiyZcsm9jbJnj07o0ePZtq0aQQFBfHzzz+zatUqnJ2d6dWrF5B8t2taolAoaNGiBYcOHUpxl8SMJis/SBJDEAQiIiKMett8DYaGbPG7AxuIn6Ffs2ZNLl26ZGQQG0J95ubmDBkyhP79+xutWg0yzoak5toNGlCwaFH+/vNPPn74ICY3yuVyoqOjMTc3F8+/e/duoz4akZGRyZZzlkgkWFpZkS9uBf7qxQvOx4X7MiPO7eLigouLi7giV6vVNGjQAD8/P1rWrcvJGzeSHNfbMBUfglXobj1CGe6PnZ1dmnU2lclkomdTrVaLJdopJb6nJDkrNsM9bBDASw0SiUQcr6Ojo9FrhhL/1HiBEkOn0xETE5OhzeRSwv379+nRo4fYwbt3796ZPaQswZAhQxgyZEiir8VXuU2MyZMnJ6iM+eOPP/jjjz9SPZ743jYrKytWrFiR6nMZSNXsbvjC1qxZk7NnzxolKhlemzdvHi4uLvTt2xcwdkf27t2bBQsW8PTpU2rXrs3Vq1cZO3YsBQoUSO37SBP69u3Lvn37sny+BMR6gyIjI7NcdUhiSCQSpFIpKpXqq9ziBkqXLs3gwYONmvzFv5bBYPD390/QJHDGjBncv3+fhw8fMmTIEKP7UhAExowZw6E4ue9iJUtSp0EDdm7ZwkdDgpdEQkBAAAsWLCAyMhKlUim+p09r7BdOn55sb5QqMpKYePddfIExb2/vJBPD0os3b97g7u5OkSJFWLt2LWq1mmHDhgHw4M4driahayMIArnM4O6+x0QH3yMw0EtMKk5LDBUtqc3xiL+wMWhjfA6VSiXGyqdOnUqbNm1o1qxZiu7ngwcP8vr1a6ZNm5Ygpm4I8aSVV1Amk2Fvb58le0kZ1FnNzMzEyprGjRtn9rBMJEFoaCjr1q1j3LhxYn7ZnTt3UhSWjE+qjA7DCqdVq1Zcu3ZNTKQzKIcaHpLz5s1Do9Fw9uxZfvnlF1HkxMLCgs6dO7Nr1y4CAgK4deuWWKedmdSuXRt7e/sMf8CnBolEQkxMzDdRPguIJXtp2S336tWriW6P702Jnw8xcuRIOnXuTGRkJOvWrWPUqFFGYzGI5lhaWTHy9985c+cOt69fJyju/q5aqxbq6GgEQcDMzEzU8DB8H44cOSKey9XVlaVz57J727Yvvg9BEIhUKo2Mjk+ZPXv2F8+Tlhw5ckT0csyZM4caNWqQJ08e0fBwHzjQaH9BEMhhJiM6NASfgGAiPe/x/OWtdBufQco8tcmlhpyO4sWLU716dQ4dOsRvv/1GkSJFePPmjdG+hmToQoUKodVq8fDw4MGDBzx+/Jg+ffqwZcuWZEn/G87r6OiISqViw4YNYuKgQafEED//GuJXFGbFahAPDw+ePXtGnz59sLe3p1+/finKkTGRcTx48IBixYoxZ84c5s+fL+Zw7t2794vlv0mRKqPDsGpp0aIF/v7+YvzbsHoYM2YMnp6ejBw5Ent7e9q0acOtW7eMXH2GxNPMCKUkhVQqpXfv3gn6I2RFDKEujUbzTXg7pFIptra2aLXary7hMyiKjho1KtGVpk6nEx9i8UvQjh8/zr27d2nUqJFY0v3q1SvxdS8vLyQSCVPnz2fMlCm8ffWK65cucfjSJV6GhZGvQAFkMhmCIGBra4tcLsfe3h6pVIperydfvnw4OjrSqlUrsUJj2ieVLokRo9EgAGbxVrnLlsW+R8MX+1OPTXrTp08flixZQp48ecTKk3HjxonqnS+fPePBnTvi/nqdjqiICKRmZgTqzXn7+iZhiXSUTUs+TS5NyffAECd/8uQJHz9+xN/fX+yps2/fvgTXsba2xtXVlRMnTgCx4aeqVaty9epVpk6dyv/+9z++++47OnfuzJo1a3j06BFv3rzh5s2bYsitTZs2SCQShg0bRocOHejbty+dOnUCYhNJBUFIE+lzlUqV6n4yGcGHDx+QSCQ4OjoSERGRKp0UExmDu7s7vXr14tmzZ0aLucaNG6daxfurZvycOXOSJ08e/vrrL6ZNm8bgwYN59eoV1tbW1KxZk3bt2nH37l1CQkK4ePGiUa5EVrTAAXr16sWlS5eSVIHLSpibmyOVSr+JShaIXXlZW1t/9d8+vtFy9+5dBEEwKitVKBQMGDAAiG0hPn36dNq1ayd+TvHzLuKfKzQ0NLaPSoUKAOz76y983rxBGxcb9/b0FI2cAwcO8CSuey3E3s8dOnRg27ZtXL9+Xcxf8Xv//ovhuhiNBmlcbNvA04exCc3xvSdFihTJkFb3b968oXTp0gwfPhw/Pz+xjUFgYKBYJieVSsmZOzchcb/L5HLsnJwwt7ElKEyHMtyfGHXqSupSgsHwSGn4Jn5ye4ECBYzCEIIgiP1RDJoiFhYWSCQSsQlbcHAwV69eJSgoiClTplC+fHkiIyO5efMmc+fOpXnz5nz//fd07tyZChUqEBoaSr58+Vi/fj0ajQYvLy++//571qxZA8DEiUsQBIFKlSp91edhUErNqjlfOp2ObXHevwULFlCxYkWxbNZE1uPmzZsM/MSrCZAnT55Uz5GpMjoEQWDfvn20b98eX19fNmzYwKZNm8iZMycODg7s2LGDCxcu4O7uTokSJVI1sMzC1dWVevXqsXfv3sweyheRSCRYWlqiVquzdC1+fCwsLETXdnLDLC9fvuTOnTt4e3vj4eHBjz/+KGptLFiwgOrVq1OlShXxYQaxzaYMbNq0Kcn+JTt27GDSpEnUrVuXxYsXU7JMGSrExfiHjBzJlPnz+V+lSgzp3h2FQoGFlZVoNMVfWRukposUKSJ6JwyevWePH3829q9Rq428HABDf/udXHnyiPkpBgp/RTO55BJfktxwX5mbmyOLS6J0cHAgR44chAQEII+vGiyT8TZMxaOdT5JsYZ8eyGQynJ2dRbn25ORZDB8+XLwPX79+zZQpU4DY1uLLli2jatWqqFQqwsLCjM5nKOvMmzcvEJv4OXz4cAA2bNjAd999x9ixY2nYsCH58uUTj6tcuTJ9+vQRBQhHjRrFqVOnaNu2LdWqjwbzWGP8a5+X0dHRSKXSLFsmK5PJKFy4MA4ODtjb2xsp+ZrIelhYWCTqNXvy5IkokZFSUmV06PV6PD09UavVHDx4kKioKLHpzKdZ2d8iffv2Zffu3d9ESaq5uTkODg5ZKkyVHKKjo1EqlUl+xq9fv2bHjh0UKVKEhg0b0qFDB1q0aMGUKVMYN26ceMPfvHlTzCmaOHEiz549Y82aNXTp0gUAM4UCuVyeqOtdoVCwa9cu9u7bhyCR0LBZM07duiUaFVZWVljb2FA+Xz72/fUXL58+RR2vq+j48eMTHfuoUaMICgoSS0slEglBHz8SGhRE9CddSQHMLSyw+EQiuni+vFzw9MS1YEGjVXxaZI9/iRs3bhgZsTKZjIIFC9K+XTtq1KgR6xWQSilSqhS29vb4KY07NId4pUxsKy1RKpUEBgZ+MdRiaCYXX18F/gnHKRQK3r17l6C3Su7cuROoih49epR79+7RtWtXbt68SevWrTl+/Dhv3rwx8lRdvnyZVatW4eDgQP/+/Vm2bBnZnUsSk8+V8LA3CILwxY6in8Pg5bCwsMiyzwO9Xo+vry8hISEEBwf/pwXBvgVatmzJ1KlTxZYlEomEt2/fMnbsWNrGKSanlFTndEyYMIEDBw7QtGnTf10SUMuWLQkLC+PWrfRLhEsrDGV4Gd3V9WsxGALxwxtqtZrz588zaNAgGjRowO+//55oNv+hQ4f4/fffsbWzY/+5c5y7d48Wce7yxo0bs2DBAj58/Ei5SpXQ63QUL15cLMeO70av16gRN54947VSyd3Xr9m6f3/CBoPNmyOXyThy5AiLFy9GEAQUcWMKCQlJMLY3b96I4RS1Wh2ryRA3OQuCgDI0lMAPHwiPy/kAsLKxwTyRlWmXZs3wefXK6O9q0DVIT5ycnOjSpQtVqlQhe/bs1KxZk23btjFp0iSePXvGx48fWbdzZ4KQxtuwcPb+/SqJs2YMtra2yc7xMDc359SpUzRr1kzcNnXqVGQyGQ4ODly7dk182ManVatW+Pn5ia8ZsvgNia3BwcH06tWL9evXG+m5xP4dJbi7u3Pp0iV++uknAoMec3vncDSRseGcr9FkMTTTy0hdnNRQr149ZDIZ7dq1SxNhRxPpx/z58wkICMDFxYWoqCjq1KlDkSJFsLW1ZcaMGak6p0T4FpbzmcBPP/2En59fqvXlM5qwsDBkMlmWrctPjOjoaCIjI5HJZEybNo39+/cDsfkC+QoWpGufPjg6OVG9dm0srazIE9ex8eWzZ6xbtoxfxo8nezwRJT9fXx57eVGgcGHOnTjBmGHDaNq0KTNnzuTOnTv07t0bRycnQoKC+LFFC7Z8IYSmUqko4uhInTp1WLRoEd26dePhw4diX4yGDRuKSa0QmytSIS4fxIBUKsVPoxG9JzqtFnV0NBKpFEsrK1QREUSEh2NpZYWZQkGAKhqpTIYqMpK6hQsSExNDzpw5CQ0NJTo6mqpVq+Lh4ZGmOVGGxluGPIDQ0FB0Oh0BAQHs3buXnj17kitXLpRKJVWqVEGv1+Mfb0L3DVXyNiyco/c+cG/eLm7d3pAh+RxJodPpCAoKQhAEnJyckpXf8OTJE0qWLIkgCDg6OoptGaytrRO0Aj9+/DhDhw7lzZs35MuXjxcvXlCsWDE6d+7MqVOnjEq5GzduLMqsFylSROzbs23bNvr27WtUfebm5sbmzZuzZJlrWqJWxzYAPH78OLVr187s4RihVCqxt7en+vezkH9Fl1mtNporp8cRFhb2rzCszpw5w507d9Dr9VSsWJEGDRqk+lxZM9soC9C3b19q1KjBhAkTvomJ3NzcnMjISCwsLLJsEtmnWFhY4O3tzYwZM3j8+DEWlpaMmjCBwe7un/WeFSpalJmLFyfYHq5UMmrQIHziShPLlSvHH3/8gVQqpVatWowcOZKFCxdy7fFj8idDYtrn9Wt0Oh2nT5+mbNmySCQSylaowIM7d5BKpQlUI21sbHBychKTEF3z56dVhw5GBoJMLscq3v0UEafzEaNWE6VSoQyPQGamYMeG9cTExGBhYUFQUBD58+fn+fPn3Lhxg4iICFH5NDXE78mh1WpFj4Cjo6OomyCTyciWLZtRWdyCBQvQ6XScjNcY0dB35ei9Dzza+QR/v1uZanDAP8mlQUFBqOP62XyJ4sWLc+vWLRo3bkxgYKBYkRQeHk6NGjVYsmSJmORpMCqcnJyAWGNTr9fz559/iqXGq1atAuDYsWPiNeI3CuzSpRugZ8aMGTRt2vSrnzFqtVrUvcjKHD9+nJ9//hlHR8f/vOz5t4ShyWpakLXv0EykfPnyFCtWjMOHD2f2UJJF/K6u3wonT56ke/fuvHnzhhHjxvEyNJThY8akOlx3ZO9e0eCoWrUqy5cvN3oIV61aFUEQ8I9TFv0SxUuV4vTt2zRv25Za9euzZd8+Tt28yehJkxAEIUF3WYlEwsWLF8XfV3h4MOEz+ho6nQ4kErJlz042FxecXFywtnfA3MKCy8ePIZFI6NSpE9mzZycyMpKcOXPi7OzMtWvXgH88RZGRkahUKlQqlejy12q1REREoFQqCQ0NJSQkxCghLCoqipiYGLEc1N7eXjSODIqrn3pTbt68Sb6CBSkXr8Iij4Mdl976433yPSFeR3n5Kmto3MhkMrJnzy4qwibHoVusWDHev3/PvHnzjEIz/v7+bNu2jXfv3tGsWTOmTp1K1apVxXP/+uuv4r5Tp05l1KhRYlWK4boSicTo88yWLTYhuGjRol9tcBj+1qmVZ89IXr58iSAI/PTTT1m2gtEEXL9+PUEjxC1btlCwYEFcXFwYMGBAqu83k9HxGQYOHIiHh8c3kVBqqJ7QarXfxMOnb9++DB48GKlMhseBA4ycMAGJRPJViqUjfvuNibNnI5FIuHHjhrgS1ev1xMTEUKpUKczMzFi/bFmyz1mmXDnW//UXu0+epFGzZoSGhHD04EH0en2ipX4KhUKsfGpeu/Znxds0cX8nszh3ukwmw8zcnIK5coit0N+/f0+nTp0ICQkhPDycqKgo0ZNiaBMfExODWq02qmIyVHEYZKbNzc3FWL9BWMvBwQEbGxvRO/a5SWD79u08e/YM90+SZ31DlXi9UsLLV/j63fvi52nwsmQEhvcTFRXFx48fP5vjYTDQNBoN7u7uPH361Kj6xNPTk7p164pic/Gb4hUtWlT8v6Ec27CKN4zBUHYMIJeboVbH7pcWPVZUKhUymSzLVqzEp0aNGkgkElGp2kTWZPLkyTx48ED83dPTk759+9KgQQPGjh3LwYMHmTVrVqrObTI6PkPPnj0JDAw0Wr1mZRQKhagnkJV5//4958+fRy6Xc/3pU76rUQOAsOBgwoKDvyohtmKVKkgkEtq2bcvly5fZsWMHP/74IyVLluT27du0aNGCC6dPp+rcf//5J+VcXfG8cwdLS8sk9QXiT24nP+Mp03zGJb5m+3YATpw4wfLly4mOjiYqKoq8efOKWeMGD4WDgwOOjo44OjqKhoVCocDe3h5bW1usra1T3XgvOjqaWbNmMWHCBBo1b07nuIRcA38/eMOjnU/wurX2s2WyKpWKESNGkDt3bqysrDJUgE+hUHw2uTQqKgqlUomtrS2WcVVERYsW5c2bNyiVSpo1a4alpSVDhw7lr7/+IiQkhDx58ojHz5s3T/y/4Z4wMzPj999/N1qwSCQS5OY2aLUxREbGVsl87YJGrVYTExODVbxS7qzMjh076Nq1K7lz587soZj4DPfu3eP7778Xf9+xYwffffcda9euxd3dnSVLlohieinl2wj+ZxKWlpYMGzaM9evXZ7mEp6RIboOxzEIQBNzd3QHQC4LRg9LOwYHQoCDCgoOxj6cVkRIO7N6NXq9n165d7Nq1C/hHQXfVqlW8e/cu0YlHp9PhsXYtPm/e0KpDB1EgDGD39u1MGzsWv7gqhZ9++okuXbokWadeqlQp8f/9Onak9+DBzEnEuyKXy5F+kjSYx8EO31Al+QsWZOLiJWxcuIBiJUtSsrIby6ZP49GjR4SGhqa6Rj65CILA8+fP+fXXX/Hy8qJB48Zs2btX/HsZkkevnvLj7fUNX9TlaNCggZFs/YgRI2jSpIk4yacn8XM8goKCjJJL1Wo1oaGhWFlZJZonY2try8GDBz97fmtra65evUqDBg3Ys2cPFhYW/Prrr9SpUwdfX182btwIxH6mWvU/5cW9e/fGNS45OjUIgkBUVBQKheKbSD4NCAjgwIED30RV4H+dkJAQcuTIIf5+/vx5fvzxR/F3Nzc3fHx8UnVuU/XKFwgMDCR//vxs27bNqMV3Vkav16NSqbCysspyiWVXr16le/fu4u91Gzbkr3ixw5iYGMKCgpDJ5TjESVynBK1Wy76//uLxw4e4FihAhcqVef3iBf07dxZXlbZ2djz++FHMHXn/7h0t69Xj7atXYl+VrQcOUK9hQ7RaLUWzZcPZ2Zlu3brRsmXLBLkcifH48WOjUkw/jSbZqpm+oUryOMRmvN+5cYNL585x8O+/uX/7NiVLlmT37t3pMsns2rULb29vOnbsyKRJk7h9+zZmZmaMmzaNYfHyFgxjXH3+WbKqVWJiYrC0tESn01GiRAmjfjgAb9++/arJN7ns2LGDUqVKkTdvXvFvGBUVRVRUFI6Ojl/tKQgJCaFRo0bcunVLvNdKlizJ999/j4ODAxs2bEAWV37t5+dHgQIFvvr7aVBMTeuGeunBggULeP36tZF2SVbDVL0SS/78+fHw8KB27dpoNBocHBw4ePCg6P3w9PSkTp06RkrQySVrzUhZEGdnZ3r37s26desyeygpQqPRfHWPk/SgYsWKeHh4iLr97z5prmVmZoZ9tmyx+QqJaCR8CblcTrsuXWjeti33bt7E0tqa8m5uyGQyFAoFxYsXJ1ypZF+ca/Cjvz/VS5XizcuXNGjQgF69emFvb0/Hxo2pUbo0IwcNQqVS8b///Y/evXsny+AAKFGihLjCBTjyST+PmJgYdF/QkfD18eHHatWYPm4c9+Pkz0eOHJluq9o9e/bg4eFBs2bNuH37NoWLFeOSl1eiBsffD97w9HbQZw2OM2fO8MMPP2Bvb48uTi/lwIEDXL9+3aglQr58+dI9b0qlUtGvXz8GDx6Mg4OD6O2ytLQU9TW+FkdHR27cuMGkSZPEfKJHjx6xdu1a9uzZw9q1azlz5gyWlpZiz5jUotfrEQQBuVz+TRgcERERbNu2jTFjxmT2UEwkgx9//JGxY8dy8eJFxo0bh5WVlVG10YMHD1KtjmwKrySDkSNHUqJECd69eyfKH2dlpFIpVlZWWbKE1tzcnGrVquHu7o7czIzNiWhlmCkUOLm4GCXhJfcBrdVqqVu+PM8eP0YQBHZs3kzvIUMYMW4c86dNE/ulPI6TRZdKpagiIylTpoyoBqnRaNi2bRvPHj/mWdyq/EvJue/eveP169coFAqqVKkC/FNSCfDHjBn80LSpmOwXqVQikUiwz5bNyLNhwDdUyYhBgxNcp06dOsn6HFJD8+bNuXnzJq4FCtC+WzfGxkmDG8Zj4NJbf66e8iNwv4eRwaHX68UqDR8fH1q0aGFUTbV582akUilOTk7s2bMHgLZt23L//n0jnZD0wN/fn8jISK5cucKNGzdwdXVFEARy5syZ5tedNGkSkyZNYtu2bXTt2hWdToe3tzdNmzY12m/fvn2p9p5GRkYiCEKWWkVHRETg6elJpUqVEhjGu3btomjRot9MmFqj9EMvT73ImlYb+7xwi1vwDB06lKFDh6bV8NKd6dOn06ZNG+rUqYONjU0C/ZgNGzbQsGHDVJ0768xGWZiCBQvSsmVLNm7cyIQJEzJ7OMnC3NwctVpNRESEUTlkVuDChQscOHCAHv37U7R48UT3MYw3PE6oyj6Zq9FDe/bw9NEjLCwsGDp0KAsWLGDd0qXsP3eOy+fP8/LZMxyzZaNDt25ArBaHlbU1Dx8+ZN26dVSpUkXsdzJs2DBKly7N3bt3kxTD8fHxoX79+kYr9ZMnT1KwYEFKlSrF4sWL+fnnn3ns5UX9ihW56OmJVColRqPBOl4OQfxJPY+DHTqdjvs3rhtda9KkSen2d1QqlSxduhQ7e3uuPX7Mx8ioBIaG1ysloSFq3t8KQnPvMt5PjwOxE2C2bNnQaDTkyJGDESNGMHnyZNFQy5kzJ+XKlUu0g6ohbpya5OGtW7cyePBgVq9eLcreJ4UhB0ahUNC6dWvu3bsHkCDHIy3p0qUL9evX5/nz5wwZMgRPT0/xtTp16qS60ZlGo0Gj0WQZ/SBvb29Onz7N/v37ef36NdWqVWPp0qU4ODgAsV69TZs28ccff2Sp51BGcPPmzSxlGCaX7Nmzc/HiRcLCwrCxsUngTdu1a1eq7z9TTkcyuXXrFnXq1OHChQvilymro9Vqxaz8rCJVr9VqadiwIaqoKLz8/L74ENKo1ShDQpDJ5clKLvX29OTHatWIjitVNXRDvf70qVH1RmhICFfOn8fb0xOve/e4evEiwXGlqPF5+vTpZ6+ZmArp77//Ts+ePQGYM2eOUWhuwapVdOzRg9DgYLI5OyM3MzOa3CHW6Ni6fj3ucZ1yDVhYWCTZuO5rOX36NAMHDmTirFkMGz1aHNPfD95w73YQUSEatMFqJMHhqN8+MAqrNGnSJEFNv4EWLVqwcOFC9Hp9op9jv379OHfuXKrCKwavSrZs2fD39/9imOHYsWP07t0bjUbDnTt3yJs3b4qVS7+GEiVK8OTJE6ytrRM08ksugiAQFhYW6yWzt0/jEaYMHx8fBg0axJMnT0S9l7Jly3LlyhXkcjm9e/fm559/5vjx4yxdupRnz55l+VCQIaejsttw5F/p6bh1c8k3m9ORnphyOpJJ5cqVcXNzM+pkmtWRy+U4ODhkCYNDEATOnj3Lr7/+ytu3b1mwZk2yVj0Kc3PsnZzQabWEBgZ+UcejVNmy3H75ktGTJ7Nq61a8/Py49+ZNgnLRVYsW0attW/b/9RcP79/nz4MH2XPqFI2aNzeafKpVq/bZZClDp1KAAnEqp9OnT6do0aKUL18ed3d3zp49K+7jsW4dmrieLPLP/F2mjR0LxHYxNYRkoqOjxT4faY0hubNznz74hiq59NafEUMOcXH2WcJPPkB76zGae5cJ8TqaII8jKYMjT548LFy4ECBRg+PZs2fcunWLsmXLpni88dvAy2QyUQH0c1SpUgUvLy9evnxJ/vz5xaoWQ7+U9Fx/bdy4UQztRUZGfrEvTFKoVCr0en2mejlev37NmDFj+P7773ny5AmdOnUiIiKCsLAwLl26xLZt27C1tWXt2rV07tyZmTNn8ssvv2R5g8NExmAKr6SAMWPG0KNHD/r27ZvlmyoZMIhMqdVqzM3NM829+f79e/r37w+ApZUVtVIgqWtmZoajszOhwcFERUZi84WVQ3YXF0bFC4PpdDrmT51KdFQUv8+aFdvQK64b8tNHjxAEge2bNjF/5Upq1qtHREQEaxYvZvbEiQQFBREREZFkAml88a89p0/ToHJl0WPSvHlzFAoFv//+u7hPvoIFkUgkCbrKJnbe7777jpUrV2JnZ0dQUBAXL15MEzGpxHj06BF2dnZEyxVi4zYhNJBQ35uER/ihDP+nn0hyZc6/1EH0t99+IyYmJlWaHRKJhGvXruHj40OhQoUYN25crNhcIsaNVqtFLpfj6OiIIAi8efNG9BIYDA9DFUh6oNVqGT58OC4uLrRt25bOnTun2qtiSBzN6Alco9Fw8+ZN0YMH8L///Y/Dhw8nyHPr1KkTrVu3ZujQoaxfvx4LCwuTGJgJEZPRkQJ+/PFHcuTIwd9//03Xrl0zezjJRqfTERkZiV6vN1qZZyR58uRh3rx5/Prrr0SpVJTKmZOp8+fTa9CgZB0vk8txdHYWJ4ak3PWfotfrqViwoKixYWltzehJk+jQvTvPHj0iX6FCXDl3jpbt24vH2NjYMGLcONYtW0ZIUNBnhYxsbGxo1KgRx48fRx0dTQU3N04fO8bixYt59eoVPXr04MqVKwC0aN+eVVu3fnbCeRsWTh4HO4qWKs3169epWLEitWvXJlu2bMyYMSNdvFaBgYEcO3aMSt99B8D2s2/QPQ9Eo3zPfc8/ATAzj83H+NTg+Jx3oF1c59/EeP36NXfv3uW3334zUvRMCXK5nIIFC+Lr60tQUFCC+0EQBEJDQ1Gr1WKXzB9++IEXL15w/fp1ChQoAGA0iYeHh2NpaZmmoZZLly4RERFBREQEJUuWTJUwliGZOjMWOy9evKB37968f//eaPvt27eT/JzMzc1Zt24dr169ombNmpn23DGR9TCFV1KARCJh8uTJrFix4rPy1lkNuVyOpaUlUVFRXyUz/rW0bt2aZ8+esWnTJvK5uvLbzz8TGBCQ7OOlUikSiQRtTAxB/v5EJaPPzMG//8bP11dMJNTrdLT+/nsaVqmCIAgMHz2anUePJvC8SKVSWrZvj06n+2JIzVBR8urFC8q7uQGwePFiFi1aJBocRYoXZ/nmzUgkkgRJk4bKlbdhsdLYV9/4EhoWKr5+4cIF9u3bl2Yr8aCgIPR6PZGRkfz+++9iGePEOXN4GxbOx5cRCKGB3Lq9QTwmRh2YqIdDIpEwZswYqlWrRuvWrcXtJUuWFOXaE7v+kCFDsLCwYPTo0V/9fnLnzp0gRKPX6wkODiY6Ohp7e3ukUilKpZK7d+8SGBjI8ePHE5xHr9eLMvOpDX8kRvzeLKmVKo+MjCQiIuLLO6aC8PBwI2n6+Iakr68vrVq1MuqcO3jwYKKior5omK1fv56bN2/y888/p/2gTXyzmIyOFNK2bVtcXV3ZtGlTZg8lRRg6h0ZERGRqLxmJRELNmjVZsmQJWq2WJZ9piJYUMrkcCysrwpVKlKGhn30/OePkqgMCAqj1/ffcvn6dG5cvkyN7drauX8/oIUOSPLZz795AbBOvz13D8MDu0qwZDRo3BmIbWxmYNGcOV7y9MTc3RxUeTmgSk7GBGI0Gn3gdSSFWljgt9DnOnDnDd999R7FixfD19WXHjh2cP3+eLn36kK9sObaffYPqzBm8bq1Ndhhl9uzZlC9fXuw5A7HhmhYtWhAWFpZg/1GjRvH06VOOHj2aLsmQMTExBAYGEhMTg5OTk6h66uLiInbXTawKzVDO+znJ9JSyb98+7ty5Q65cuXjw4EGqOnVqNJpkd8tNCb6+vnTq1IlKlSpRpUoV5syZQ926dSlatCjLli1j8ODB1KlTR/zMIFYefuHChZ81nnbs2EG+fPkYOHAgY8aMSba2jYn/BiajI4VIJBLmzp3L2rVrCQkJyezhJBuJRIKNjQ1arRaNRpPZw6Fw4cJkz56dv//8M8XHSiQSbO3tsbO3Rx0VRchnEkyrVK/OT6NHs2b7djz27ePyuXP07t2b7du306dPHzavWcO+nTvxefOGEf378+bVK/HYvTt2iP83lFgmRocOHciVKxcAw/v0oVO8uPexa9cYOmqU+LtGrRYbvBmIX73yNkzFn8f+Uexs3749z549S7PEwfhNnJo0aQJA/UaNGDV3Ppfe+uN34jVXr8z9oqz5pzRq1Ag7Oztq167Nd3FhGoDDhw+zdetWnj59iiAIXL16lYsXL1KuXDnq1q2bJu8pMaRSKc7OzkaGmkwmY+LEiUCsEWroHXH37l1mzpwpNk6Lb3h8rWewdevW6PV6hg0blqoQg8EjZWZmliYN3QRBYP369cydO5fTp09z69YtUcF448aNvHv3DoBFixZx4cIFKlSowIQJE4iKikKv1/P06dMkx3Hr1i2KFStGly5diIyMxMbGRmx5YMKEAZPRkQrq1atH1apVk5Uxn5WQy+XY29tniSRYiUTCoEGDCAwI4FCcUFRKsbCywiFenkdS15kwaxatOnRgbZx3xbDyGjlyJAADunRhydy5bNuwgS7xpMvzxEuQK1KkCBBbPTB48GCOHTsmroQtLCzEVubPHj9myYYNLFi9mk179lAxLtwCoNNq0en1KD7z+Xu9UhJ8NQSpJHZV6+bmRtGiRZkzZ06KPpvE0Ov1ogBafOZs2YqPMoJdax7z8FTqOke2bNmSsLAwzp8/zw8//CBunzhxIpMnT6ZJkyYUK1aM7t27x8rMb92a6veRGIIgEB4eLsrYOzs7J/AMrF27lqlTp4oG4rFjxzh48CBVq1Zl/Pjxomy9wfCwsLD4aplyQ0gwterAKpUKQRDSzOg8deoUs2bNYs2aNWIllOE9VqtWzahFgZeXF3fu3GHKlCkJktANyemG///000989913+Pr60rp1a3Q6HXPnzs2Q3jomvi1MRkcqmT17Ntu2bUuQXJXVid/o6mu6uaYFnTp1wtnZmeULFqT6HIbKFplMFpswGzfxxOf5kyd4P3zI/KlTAcRse3Nzc1asWAHA5jgD8sXTp2KeSdd+/cRzGLxDr1+/5uTJkwwbNoxy5cqJr3/8+BEA57jcke79+tGkZUujcWjUaiSQwNNh4G2YitAQNeq3D7B3KACQJjkP0dHRDBw4kGLFihmt3B0cHLjq64dcLmfBvDtcWd83xR6OxIj/+bu5udGwYUOaNm3K7NmzOXbsGBEREWnax0ir1RIYGEhERAQxSUjnb9++nQFxuidz584FYo2ONm3a4OrqSqtWrbh06RIfPsR2f5XJZKKonkajSXWoxVA9ltocMKlUirW1dZr1UDJ0zC5WrBgbNsTm7AiCwOXLlzl9+jSbNm3i48eP6PX6JGWu1Wo1xYsXx9ramsmTJ1OkSBGWLVtGw4YNOXPmDMePH8fS0pI+ffqkyZhN/LswVa+kkgoVKtCqVSuWLFnC7FTkJWQmgiCgUqmQSqXY2dllWhmtubk5+fLl432cS/dridFoUEVEoI6Oxs7REblczuuXL6leqhQSiQRBEFi9erVRy+aGDRty8uRJNm/eTLly5Rg9ejRzJk1i3ooVRqu09evX88svv4geD4h9+BrKMQ1u/M8lxur1eswUCqMJxBBaeRsWzofQaD6+jEAV7ktg4BOj7rihoaGp/ly0Wi2nT58GoFvfvvT77Xee+31AGxPDrY9h7FpzHa+/fkt2DseXmDZtGi1btuR///tfunvVVCoVYWFhyGQynJ2dE63uUSqVYqlx9uzZyZ8/PwB+fn5UrFiRlStXotfrOXjwIP3790/QVTYsLAy9Xp8qAbGKFSty48YNAgNT9tkaqlXSuurjzp07yGQynjx5wsuXL3ny5An58+c36oz8pQ7Gv/zyC8+ePQNgypQpyGQy3N3dGTRoEAEBAajVajw8PLJU+wUTWQeTp+MrmD59OocOHeLp06eZPZQUET+/I7OrcAoXLvzFxMrkYm5hwea1a+nSrBlnjx0jKjKS/AULMmPRInH1Hd/gMFCwYEEmT55M69atcXFxYfPq1eJrVapXB2DNmjX8/vvvKBQK8uXLJ75uqJr47bffvjg+a1tbHOL1Y/k0lyMoJNabEh7hh1QqxczMipw5c7Jnzx7Gjh2bquqFa9euUb58eQDyuLoye9kywiQyTj3Rsn3VG9Z2n8r5FS3TxMNhQCKR4Obmlu4Gh0ajITQ0FEtLyyQNDp1OR7FixVi4cCEymYyAgAAeP35MvXr1AJg1axZOTk5kz56dypUrc/ny5QTnMDSES01y6YEDB8RwUnwZ9M+h1+sJCwv7Yr+f1PD48WN0Oh0+Pj4UKFCAxo0bGxkcnyMmJoYjR46wfv16ypQpw7Rp02jUqBG7d+9myJAhSKVS/v77b0qWLEmrVq3SfOwm/h2YjI6voFChQvTr109UXfyWMDMzw8rKiqioqExNLI2JiYE08rTodDpuX7+OuaUl2ZydiVAq0el0BMaFPn755ZcvHm8o8/SPc7Ov3LqVNp07A/DQK3ZiHhBPnjwmJoZ9+/bh4+MDQMkkwgaGrqCJcemtP5fvBPD0dhDa4H8mGjMzKz58+MCJEycAROMhJcTPBdhz+jQBqmiO3vvAydEDObejm6jD8S1hmIwVCgXZs2fHwcEhyfDDqVOn8Pf358iRI2Kfl6CgIFauXMmVK1eMQgg+Pj6EhIRw//599u7dy7t37xAEIUFyaUoMjxw5cjBx4kSkUmmyKt4EQRArzNLDU2DQCMmXLx9t2rQxes3b25sffvgBV1dXKlasSJ8+fdixYwd//PEHNWvWxMbGhhYtWiCTyZg+fTqdO3dm+fLlYqgsKCiItWvXsnTp0v9cjxUTycfUe+Ur+fjxI4ULF2bdunVUrlw5s4eTYpRx3U5t4zUfy0jatWvH8xcvePkV4YOk0Gm1yORyijo5EaPRcP/+/S8+DN3d3Tlw4AD1GjZkZzx5797t2nF4716WLFlCkyZNaNGiBY/i1Ezjc+rmTf5XsWKC80aGhxOlUuEcN/H5hip5GxbO2zAVXq+UeJ98Dy9fEep7E1+/ewQGeuGQMzdh/n5G5/H09Exxct7u3bsZM2YMU+bPp3ybDszqupSrV+am6BxZAZ1OR1hYGNHR0QkqU5Ji8uTJTInrlluiRAkeP35Mjhw5OHr0qFFPjIiIiESNOnt7exYuXEifPn3Q6XSEhIRgb2+fIpG2qKgoXFxc0Ov1nDx5UjR+EkOlUhEVFYWdnV26CMFFRUVx9epV0XCuXr06xYsX5+TJk/j6+ool7X5+fjx//tzo/razs6NVq1YMGDCAnDlzJjj3jBkz+PDhA0eOHEnzcWcUpt4r6Y/J0/GVuLi4MHLkSObPn5+p+hepxcbGJlP7ODRq1IjIiAhOHj6c5ud+/vQpOeRyoqOiqFatGmFhYUkmGhow5Gy8ff3aaPua7dvJV6AAw4cPZ9q0afTs2RNBEOg3bJi4T//hwxM1OCA238QwicQPq3i9UuLzMlYUzOfJAdHggNhw0aektGyyfv36oviXc/4CvA1TGYl+fQsYVv8fP35Eo9GQLVu2ZGuWxBemMvSX8ff3p1evXpw7d068Hz6d4NevX88ff/xBqVKl6Nu3L66urowYMYI6depQrVo1Zs+enezwh6WlJe3atUOlUlGjRg0xtPMpGo2GqKgorKys0q1fkqWlJfXr1+fUqVM0btyYa9eusXHjRlQqFePGjePChQts2LCBo0ePcuPGDVauXMm8efPYu3cvN2/eZOLEiYkaHD4+Pmzfvv2by28zkfGYjI40YOTIkfj6+rJv377MHkqKEVU+tVoik6Hwmdb07NmTbNmyMX7EiDQ757u3b2nXsCG1//c/sbRv2rRpSCQSlEolERERSVbu1K5dG4itMImv0mhmZsa1J09o1Lw5mzdvZteuXQDkzJ2b7C4u2NvbU7VmzUTPKQgCMRoNQdGaeB6OcI7e+8CjnU8IP/kAzb3YXIKweD1OKjVqYnSeAwcOpNhtHV+uP09FN46d9k2zhNGMQqVSER4ejrW1NS4uLikyvBwdHcmXL1+C8MuDBw/o168fmzZt4sOHD0bqqcePH6dOnTo0b96cLVu2MHv2bCIjI1m2bBkfPnzg9u3bzJ49m5IlSxp1ED5//jxNmjShUaNGhIeHG12vcZxoHCCG4j7FoBycEWWmBQoUYOnSpdy+fZtTp05x7do1+vTpY2RQODo68sMPP9C6dWvKli2baL+XwMBAWrduTatWrWjdujX/+9//0n3sJr5tTEZHGmBra8vSpUuZPXv2V1UZZCZ6vZ7o6OhU6wmkFoVCQe/evXnz6hVXLlz46vMpw8KoXrIkl8+do3Xr1mzbto379+/j4uKCnZ0d1tbWaDSaJD0epUuXZvDgwTx++JCSLi5sjTepyOVyPPbto/9PP3Hr1i0AVFFRDHJ3J0arJW+8BNP4aNRqPoZHIFcoxJDKjTfBeJ98jxAaiM+TA9y6vQGf9w+MDAJpjmJIpVKGDRvG8+fPk53wF5++ffuKZbcf3/ngvWx6is+RGWi1WvFetLKyInv27NjZ2aWqdPSPP/4Qjcw//vhDNFqkUilz5syhZs2a1K5dm0uXLvH8+XMKFy6MIAi8ffsWiURCu3btuHjxIufOneP69es8e/aMiIgIIiMjGT9+PLly5aJBgwbUrVuXe/fuce7cOdzc3Iw8n1WrVhX/f/XqVaPx6fV6dDodUqk0w3uU2NraUqBAgRR9rkFBQdy8eZNFixZRtWpVPD090Wg0LFmyJB1H+t9gxYoVFCxYEAsLCypVqiSWOCfGpUuXqFGjhqi6W6JECf744w+jfTZt2oREIknwE39BldGYjI40ok2bNnz33XeiBsC3hkKhEBNL0yNr/nP06tULMzMzNiUiXJVSXjx9SnR0NAsXLmTu3LlUqVIFa2trILaqwsLCAgcHB7GyIjIykujoaHGCkEgkuLu706FDByIjI3EfOJAHd+8aXWPGokUM+/VXqtSowYZlyzi2fz+vlUoqxBMCi49Oq0UqleEbGcWNN8F4vVJy9ZQfvHyFz5MDorHxqQdC+cgOhYUF+/bv/6rQ3eLFiwF4FWPJy1dnUn2ejMCQtxEQECAmVEokkq9KqmzTpg3Dhg2jYcOGNGjQgGLFigEk8HatXLlSTBLt3Lkz9evXF+XsLSwsyJs3r+hpypYtG0FBQfTs2RNbW1vOnTtHo0aNOH/+PMuXL+fJkydMn/6PgXchzqDeuXOnUUmqQdTsU89IVuXly5fUrVuXzp07s2zZMiA2RLt8+XKcnZ0zeXTfNjt37mTEiBGMHz+eu3fvUqtWLRo3bszbt28T3d/a2pphw4Zx4cIFHj16xO+//87vv/8uChUasLOzw8/Pz+gnLdRtU4vJ6EgjJBIJy5cv5/Dhw9y8eTOzh5MqLC0tMTc3/6zIUnrw6tUrNBoNl8+fT/Gxu7ZuZXG8OHLZChWQy+WijkBiGFZ1giAgCAKRkZFGJYoSiYQePXqI++dxdU1wjomzZ1OwcGHCQkN54u2d5LV8Q5WEaPWEyBXceBPMi5fheJ98j/bWYzTKWGE5e9vEEwsl4aH80LEz73x8GDJkiCjbnVzmzp1LkSJFUKvV9BzzG6/eZKwXK6WEhYXx8eNHoqKisLW1JXv27GlWBTF58mTc3d0pXbo0v/32G507d05w7j///JOLFy/y7Nkz0ZPl7OyMj4+PkVEgkUi4evUqT548oV+/ftSuXRsLCwvatm2LVCqlelyZ9Z/xJP7XrVuHVCpNIIoWERGBTqfL1Lyq5OLj40Pbtm2JiYmhc+fO1KpVi8qVK1OpUiV69eqV2cP75lm4cCF9+/alX79+lCxZkkWLFuHq6pqoijDEakV17tyZ0qVLU6BAAbp160ajRo0SeEckEgk5c+Y0+slMTEZHGlKgQAEmTJjApEmTskR/k9RgbW2dJo3FUoKHhwcAAf7+DO/TJ0Wr+s2rV3Pnxg3xd7lcTsEiRdi9e/cXjzXoldjb24vN8C5fvoyHhwebN29GJpPx58GDvHr+nP2JTPhdevdGEIQky2R9Q5Wxbvqw8NhyyxAN728FEXrxL3yeHODZ08Mo4+VwfIpG+Z5SnQYiNzPj5MmTydICMaBSqYxCZdlrN+Xk6IHJPj6j0Ol0Rn9vW1tbXFxcsLGxSdOySycnJxo1aoREIqFjx45s27ZN9KIA4r/r16+nffv24nH16tWjXr16dOvWLdHzymQyRo8ezZ07d6hfvz6CIIjf/efPn9O4cWMuX77MlStXqFSpkpF2SWRkJBqNBhsbmwwV0tLr9fj6+n6xr0x0dDTnzp1j8+bNjBkzhu+//57w8HDc3d3Ztm0bCxcuxMvLi1WrVplKZL8SjUbD7du3adiwodH2hg0bip2qv8Tdu3e5cuWK2PXaQEREBPnz5ydv3rw0a9aMu594bjMak2RcGuPu7s7WrVtZv349gwcPzuzhpJj45bMGT0BaSTAnxbRp0xg3bhzjx49nx+bNeD14wMkbNz57XZ83b7h89iwe+/dj+0lJWsEiRThx6BDh4eHJKgWWy+XY2toSExPDoUOH2LVrFxKJBNf8+XFwdKRJjRoAfFezJjnjdA4AqtWuzbGrVylWsqTR+eJXp7wKCCJGFYmFg2PshpevCI/wS1aY4+qVuTRbcIYaDRpw/uhRTp069cVjDPTs2VN8uHRduJZ3H/RpKgD2tcTExBAZGUlUVBT29vZYWVmlS8fZz9GjRw+2bNlCyZIlRfnza9euAbEy4b169eLSpUscOXIELy8vdu7cSceOHROcx5BgqVariYqKEkXcdDodx44d4/r168TExBjpxOh0OqKjozPUyBcEgVu3bjFt2jS8vb1xdXWlTZs2/O9//8PNzY2PHz/y6tUrDh48yMWLF0WPp1QqRSqVkj17dsaNG8fw4cPR6XQMHjyYkSNHUqJEiQwZ/7eIUqk0+t3c3DxR0bzAuKaVn5ZT58iRQ7w3kyJv3rwEBASg1WqZPHky/eK1byhRogSbNm2ibNmyKJVKFi9eTI0aNbh//z5Fixb9ineWekxGRxpjZmbGmjVraNCgAU2bNjVSr/zWiIyMRKfTYWtrm66Gh0wmw9bWliVLllCtWjUmTJhAizp1OHjhQpIrqOMHD7J/507kCgXtunQxei3AP9Z7kNLVo5mZGdOnTycgIICrV6/SrnNnwoKCyJ0nD+UqVyb7Jw+EmJgYKlap8tlz6mI0IJFw820IT28H4fPkwGe9G58SfvIBLbt24fzRo6LkfnImqaFDh4oPn6r1arGw9WDok/n5HGq1mvDwcDQajfh3z4z4clhYGI6OsYbgo0ePxO1WVlaMHz+e8ePH89tvv4l9Uwzbd+3axd9//53oOQ33m5WVldgLKP72U6dO4ebmhkQiQSaT4eDgkGhFSHrg6enJr7/+yvPnz5HJZDRt2pS7d++ybNmyJD0ecrmcSpUq0bBhQ7p06WIUGlqxYgWhoaEp8r59S0RF+CGTpb5sWaeLDU+7fhKanTRpEpMnT07yuE+fd/G9cUlhMBCvXbvG2LFjKVKkCJ3jBA2rVq1qlMRco0YNKlasyNKlSzMt8ddkdKQD1apVo1u3bkyePJn169d/s65HCwsLlEol4eHhGdajpXPnzvj4+LBmzRoGdevG6j+NFTNjYmJoVrMmd2/dQiaTUbRUqQRGx+uXL8mVK1eqSg8FQeDFixdoNBq69OtHtmzZOHXjRmzpbVQUVnGx99cvX1KrTBnadu7MovXrEz3X27Bw9DExfFDrefEyEt3z2ETRsBQYHeePjaDzhkvYO2bjwIEDHDhwgEOHDn1xdVm3bl2qVauGKi5PJSWGTlpjmNTiT8SOjo5YWFhk2ncjZ86cYgb/rFmzsLa2Zvjw4ahUKp4/f45CocDR0ZGYmBhmzJghHvfuM32CDEZUeHg469evp0CBAtStW5ccOXJQoEABNmzYgLm5OYMGDRINk4zg1atXtG/fHkEQaNCgAfPnzxebFb5//56+ffty7NgxXFxcqFevHmZmZgwZMoRKlSolauD6+voyfvx49uzZY+oi+wV8fHyMxMGSag3gHNe08lOvxsePHz8rJgexbRwgtiWDv78/kydPFo2OT5FKpbi5uX025y29MeV0pBOzZ8/m0aNH37Q6n1wux87ODp1OJ7YNzwjc3d0pXrw4+3buTFDadXTfPu7fuQPETmYH/vqLgDiZcyC2EiAsjBpxIZGU8vTpU3x8fGKb0RUogI2dHU45cmBjZ4c8TrApMCCANt9/j16vZ8/OnUmeK4+1JYJej0RuvGJKqU7G+79u0aRnL/F3Q2v2z6HT6bh79674WaXE0EkL9Ho9KpWKoKAg/P39xURMKysrnJ2dsbS0zDSD49GjR0b3VYsWLWjSpIkYWomJieH58+d4eXlRunRpZs2ahUQiYc6cOQnKXT/FYHiULl1abBzXqlUrjh07hqWlJZcvX/5iLkVa4+XlhVarZenSpZw8edKoO7KdnR3t2rUDYM6cOezYsQMPDw+qVauWpEdtxIgRNG/enAYNGmTI+L9l7OzsjH6SMjoUCgWVKlXi5MmTRttPnjwpJiYnB4Mu0edev3fvXrKeIemFydORTjg6OvLHH3/g7u5OrVq1vlkpXEO+Q3h4OGq1OkNc4fv27ePFixf80LRpguvt3r7dqNRRqVQahVFGDRyIVqtNNPb+JQYMGMCZM7EhCJ1Oh06nQyaTIZFIsIwru3375g21SpfGzs4OZ2fnWD2JiAjMLSyQfRLO0cbEJhRK4rar3z7A5/2DFI/L58kB/td7NLCQnDlzJiv3wVAKDPAhNGNr8qOjowkJCUEQBBQKBQ4ODplaovcpho67P/74I7/99ps4ERgWCM+fP8fV1RVBEPD39xfvt+SK58lkMtauXcu6desoUaIEkydPRqlU4ujoiKWlJba2thlqcBn6y3yaXzBgwADWrl1LhQoVuHLlCtWqVfviuQ4fPsypU6dEdVcTaYe7uzvdu3encuXKVKtWjTVr1vD27VsGDRoEwLhx4/D19WXLli0ALF++nHz58olez0uXLjF//nx++ukn8ZxTpkyhatWqFC1aFKVSyZIlS7h37x7Lly/P+DcYh8nTkY506dKFSpUqMXHixG9SIt2AmZkZ9vb2GTJxbNu2jbFjx1K+cmXWJeJFWPXnnwz79VccHB0ZO3Uq158+xTFbNgDu3brFoT17qFevHhUqVEjxtavEy8+IiYmhT7wqBoitCKlSpIiYLBgcHBybEBlnkEGsqFV2S3MEQcDc0goLB0ckEgnhcR1kU6MG+vLVGbw9wdLOgQ8fPogPHYhduezZsydB63QbGxvMzc35ccAQXrwMTzcVUp1Oh0qlIiQkRPRmmJmZYWtrS44cOXB2dsbKyirdk5FTgqFk8NixY7x48ULcbrhnbty4wcaNG5FIJGzcuFF8ferUqUahFoDWrVsb6XF8+PCBdu3asWbNGtzc3Hjw4AGBgYGsXbsWtVpNy5YtM9zDU7x4cRwdHTn8SasBg/Fq0ITo1q1bkkq9AAEBAfTr148FCxZ80eVvIuV07NiRRYsWMXXqVMqXL8+FCxc4cuQI+fPnB8DPz89Is0Ov1zNu3DjKly9P5cqVRYHKqVOnivuEhoYyYMAASpYsScOGDfH19eXChQtGz7qMxtTwLZ3x9/enbNmyjB49mtatW2f2cL4ajUaDRqPB2to6XR6ebdu2JSgkhDuvXiX7GL1ez9K5c5k9cSIKhYJjx46RJ0+eVF1fr9eLTa/ClErexlUihAQH06ByZXzevAFg/Pjx4gTkHycoJZFIiAwPJzIigsAIFXKFgg/Rau76RXD1zEdUZ86kutFaoYL1KTegK/vH948t042r4//999+5efMmo0aNEldEAK9fv6ZBgwZ0nrcS35e5OL+iZaqumxRqtRqlUinquRjE5TJaUTM1eHp6inLdM2fOpEOHDuJrPj4+DBgwgJcvX7Jy5Ur69+9P/fr1OXfunLhwePLkCTKZjMjISDFU8fz5cyC2183bt29RKBRiyXJgYCDdunXj7NmzzJw5k7Zt22bk20WpVPLdd99Rvnx5bsQrL1++fDnDhg2jU6dO6HQ6du3axfDhw0UxufgIgkDLli1RKBRidde/EUPDt9Il2391IqnXo12mhm+JkHWWH/9ScuTIwaZNm5gyZQpv4iasbx21Wk1kZGSae2+uXr2Kp6cnPQcm1JMY+9NPdGvZkvlTp3LqyBEee3mxZe1aOvz4I4UdHJg1YQJyuZxly5al2uAAePHiBTt37sTf35/oqCimjRtH4xo1KJ49u2hwjBo1ymiievv6tfgQtra1xdHZGZlcTnhwMJrwCIjRoHseSHTkeyIiItBoNCn+7F6+OkPw+XBqtI0NGz169IhGjRqJQnStWrXi/PnzBAUF8fz5c3ESFCycCb2YMlGx+Gi1WqKioggLCyMwMFAsB5VIJJiZmeHo6EjOnDlFj8a3QHzhu08bq7m6urJx40ZKlCjBsGHDCAwM5MyZM7x79w5bW1sxNPLs2TOx74qhQuHFixfiSrR3797odDq0Wi12dnY8efIEJyenTKn2OHjwIFqtlv79+xttL126NBDrnZk5cyaVKlVi2bJl7EzMw7hqFXfv3mXNmjX/WoPDRMZgyunIAJo0aULPnj0ZNWoU27ZtS7cOkhmBQqEQczwEQUgzEaf3798zbNgwcufNy6B4egYQu8ratGoVer2eE4cOJTjW0dGR3r1707lz569y+4aEhBg15gJY+oms/alTp8ifPz8PHz4Utx3cvZtho0aJv5uZmSEzMyMUCZZO2Qh654/67QOuXFtLaGioWAYnk8mwsLAQV0IxMTHI5fIkP8/zx0ZQ77fDNOhlw8enj3DJ68q5fXvRatTUjGs2V7VqVTEh0toxG3Y58xIe4ffF926YILVaLRYWFshkMrE5HsTm9igUCjF/RqFQZLiIXFpw8OBBWrRogZWVFaNGjaJVq1YJ9smZMycrV66kdu3a7Nq1i8GDB/Ps2TNUKhWurq6ijLqBIkWKcOvWLdHT1L17d5YsWUJwcDA6nQ5vb2/ev3+Pk5MTw4cPT1YZZFry6tUrZDIZlStXNtpet25dLCwsOHfuHEWLFqVRo0bo9Xp69erFtm3b8Pf3p0uXLpQvX55ff/2VgwcPki0ulGnCRGoxGR0ZxLx583Bzc2P58uWMSMOOqpmBwfAwNL36Wgnnd+/e0bhxY6Kjo/ltxowEGd4GkbLhw4dTq1Yt3r17R2RkJJaWlpQqVYrChQunSc6Ag4MDW7Zs4ezZs1y9epXHjx/z119/UbRoURYtWkT+/PkpUKAAEFuetnjxYn7++Wf27dhhZHQAaGNikJmZIZVKCQ2NzeewtLTEwsICrVaLRqNBq9WK49ZqtQQEBIjGiFQqFbUcJBKJmDNybXFfKlboQTbXgZhXzk2/Tu68PraJY2tWAHD9+nVkMhl6vZ4StRugDIvh6bMTaDQasbGYXq8XRdNCQkJQq9ViLN9wfZlMhqWlpWhcZKWcjK/B0BBLpVJRsGDBJCf/3LlzU79+fYYMGUK/fv3YunUrOp2O169fG+1Xo0YNunXrRpcuXZBIJBQuXJgVK1bw7t07lixZwpIlSzA3N0en01G3bl26du2a4Z4CBwcHIPFE2Pfv39O6dWvOnz/P8ePHgdh78cCBA8A/99Mvv/xCvXr1MmzMJv69mIyODMLS0pLt27dTtWpVatSogVsSzcG+FRQKRZppdzx58oSoqCgAxgwbRpRKxZCRI8XXgwIDEQSBx48fM3z48FQliSYHiURC9erVqV69uihnbTCAJkyYYLTvu3fv+PnnnwF48UnNu16vRxcTgzTOoxUeosHf75Z4DTMzswTeLplMhrOzMzExMWLlTPwVcVhYGFqtlhfP7ojH1KvXk4gKPclVpwVVqt/H59VL8bXo6GgssufH73YgHxv/U1IskUiQSqWih0qhUGBmZoZcLkcul4vVOkCi4/zW6dixI2fPngVie9NERUVx+/ZtRo8ebaSbER4eLlYyvXz5kgULFvDs2TPu379Pp06d2LlzJyEhIaxbt45p06YBscJPI0aMIDw8nLlz57JmzRoEQcDCwoKZM2fSokUL8fxRUVEoFIoM0eqws7NDq9Xi6+ub4DVHR0fOnTuHTqdj+/btSCQSRowYQenSpVm/fj2///47d+/eTZBAa8JEavl3LF++EcqWLcuMGTMYNWpUgvK1bxHDJKXX6wkPD0+1/sCnhsvJI0d44u3N6KFDiYyMZFScnHx8Zb30RiKRJFlTDxAcHCz+/9P3/TYgCBCQmSl4G6YiKkTzRdlzgwFgbW2NnZ0djo6ORq5sZ2dnXFxcyJ49O87Ozjg5OfH67X3eXt+A/wV/Kv08izLN2xMWFkZoaChamSVyx+qEXPwbJycnXFxcyJkzJ7ly5SJHjhz/5KBYW2NjY4OFhcVnQzv/FgYMGMDly5eB2LyYIUOGsH79ep49eyYavoDYQbVt27YUL14cOzs7zp07R0hIiFEDrsjISPR6vZiAbGlpibW1Nd9//734OUdHRxt1ltXr9WIibkZodqjVaiQSCS4uLknuI5PJ6NixI8eOHSMwMJCwsDAuXbrEoUOHOHDgwDcZSjORNTEZHRnMzz//TJkyZZg0adI3XUb7KTqdDqVSKbYGTy5KpVJ8wDds1gyI9aIEBQTg7OyMv58fp48coVKlSqnS3kgv4vd0iY6KMhLkkSsU2Dg4Io1bxRqUSL8GqVSKXC7HzMwMhUKBubk56qiP+Lx/QNSbh9xddBD1m4JUbrqSCl02UPH7OagvXeG+55+Ym5sjl8v/NSGSr0EikVC1alXatWtH8eLFxe3NmjVjxYrYEJVarWbDhg3kypWLXbt2JXoeg4di0KBB7NixAwcHB2rVqoVcLicqKgovLy/kcjn29vZoNBq6d++Ou7s7EPu3NCSkpqfhERkZyY4dO/jjjz+oVq3aF8MjarVaFDQzMzNj9OjR/PHHHwlyWEyY+BpMT6EMRiKRsGnTJq5evcq+ffsyezhpglQqxc7ODqlUilKpTFGH3ZiYGB48iBXMWrl1Kz+NHs3oyZOpXqcOoyZNYs/27Wi1WubNm/dZz0NGU7BgQS5cuCAaTBviie1IJBLkcSvD9BbmilEHcvXKXJ49PYzXrbX43NyE3+k1PDw1K9Xluf92pFIpu3bt4vHjx0YTcYcOHRAEgZ9++glBEPjtt9+S9PwY7vHbt29Tt25drly5InriXFxcqFOnDvv372fo0KFivkz8BlsymUwMT6a14SEIAuPHj6dcuXL8/vvvuLm5cSiRBOxPsbGxEZtU3r59m//973/07ds3zcZlwgSYcjoyhZw5c7Jp0yY6depE2bJlKVKkSGYP6asxGB4RERGEh4cnu5mVk5MT48aNY/bs2aijo5kwa5bROTetXMkPP/yQJRvnGSpuJBIJ73x8gFiPT0RoCJY2sZ6QnA4WqN+mXIU0pWSlDrLfEv5xzQG7du2Kq6srPj4+Yi7H57pEazQapFIp2bJlY86cORQqVEg0iiUSCYIg0K5dO17F6c00b948wfkM35moqKg080Lp9XqmTZvGzp07MTMzY9++fTRp0iTZx8+aNQsbGxuxdPbfHm4zkfGYPB2ZRNOmTfnpp58YPHgwYWFhmT2cNEEikWBra4udnZ1ocCQnhPTDDz8gCALXLl402n7nxg0++vsnKPXLKuSOa3MvCAJvXsYmccao1Wg1Gt6F/1MpoLDLnSnjM/FlDCJhf/75J6dOnRKTLYcOHfpZo1mj0eDs7IyFhQXlypUz8sIZNFQMBkeXLl3EqplPkUqlotCeVqv9Ko+Hl5cX1apVw8PDg9y5cxMUFJQigwNiJeJnzpzJ3r17TeWxJtIFk9GRiUyfPp1SpUrxyy+/ZHgTqPTEUPFgEJX60nszuJ/9fH05un8/9SpUYN7UqQzt2RMgSyq5GrL9e/fuDfwjOKVRq5HJzZDEX7kWKpgZQzSRDOL37Rk0aBDdunWjRIkSiapyxmfBggU0a9aMU6dOGRkcMTExNG3aFK1Wy4oVK7hy5QoTJ040OtYgHf8pkZGRXxVquXnzJkFBQUCsnkz8vKPk8PLlSzp06MDy5cszNGnbxH8LU3glE5FKpWzbto3vvvuOefPmMXbs2MweUpqiUChQq9WEhYVhY2OTaAb8lClT8PDwAGI9JW9evsTrwQOePn5MjEZD8eLFk9XgLKMJCgoyqmIICggAYlfAcoUCdP94eGwL2+LsXNoUAsmCrF27lhMnTvAxXqfiY8eOJerlEASBsLAw5HJ5klo7Q4cO5fXr1zRt2pQGDRqIYZOPHz8yY8YM9Ho9R48eBf6RUzdgY2NDeHg4SqXSyFuYXMLCwjA3N6dBgwaULFkyRceGh4fTokULevToQa9evVJ0rAkTKcFkdGQydnZ2HDhwgCpVqlCiRIlEFRK/VQzJcpGRkYSHh2NlZYWlpaXRPvHzWX6L072AWHGtfv360a9fvywZV/60/HD05MloY2LQ6/Xky+5EwId/KlZcC9kSVKxpRg/RRDKwsLDg9evXYmilY8eOODo6JthPq9USEhKCVqsVxbYSY/fu3QiCwOHDh5k+fTp+fn4sWLBA7Gwbn5s3b1K4cGFOnz5NTEwM3bp1E9V+U2N4BAYGotPpGBlP4yY56PV6evbsSa5cuZg3b16KjjVhIqWYjI4sQNGiRdmxYwdt2rShUKFCYpz534ChPFClUiVaTtu1a1e6du2aIJm2WbNmWd7zM3fuXEaPHg3AD02aIAgCdg4OfFRFk8/elrdh4eSzt+KDYzRW9etTqGD9L+p1mMh4LC0tad68eZKvR0dHExoailQqxdnZ+bOCac2bN2fz5s0A1K5dm/DwcGQyGQUKFKBq1aqo1WpCQkK4cuUK3bp1MzrW09OTSZMmiWq/KS2pL126NNu3bzfqRJocpk6dyv3797l586ZRuMmEifTAlNORRWjUqBFTpkxhyJAhRq7efwtWVlaiXLqhU21iGJRax40bl2FjSy2GPi1mZmZMcHdHKpViYWlJXseE4SBLRwU5cmXNhFgTn0elUqFQKL5ocABs2LBBNJbDw8OpX78+L1++5NWrV2zfvp09e/Zw9uxZIiIiuHjxItOnT6d79+4A7Nmzh3LlylG8eHFOnjyJTCZDEITPtpuPT4sWLShdujS9evWiePHiopT559izZw8LFy7kwIEDpsRRExmCqbV9FkIQBHr06IG3tzceHh5ZSpciLYmIiECtVmNhYYGVlRUSiYT169fz6NEjZs+ebSTFndUZNWqUqLdy7t49ipUogdzMDN/QWMXZt2HhvA1Tcey0Lz6b1nPf889MHK2J5KLVatHr9SgUilQ1aNNoNERHRye7rfm1a9eoV68e0dH/6LoMHTqUAQMGoNFokh1qiYmJ4cCBA4wZMwaAy5cvU7169UT39fT0pEaNGnh4eNCyZctkjfPfjqm1ffpjMjqyGFFRUdSuXZsCBQowa9asb2byTSlRUVGoVCpkMhk2NjbfrFtXEATGjRvHgQMHaN66NUs2bxZXw76hStHouHwnAO8/VpqMjiyOIAhiDpJCocDJySnDrv3q1StKlSpFdHQ0lStXZu7cueTJk0fs6JySHA8vLy969epFzZo1E/V4BAYG4ubmRp8+fRL0FfovYzA68uerhVSa+meSXq/lzduLFCtWDJlMxtChQxk6dGgajvTbxRReyWJYWlqyb98+Ll68yLp16zJ7OOmGpaWlWJViaJ/+LSKRSChTpgzm5uZcu3zZSA4dIJ+9LfnsrShcyBaHPN92k79/O1qtlqCgIJRKJdbW1hkebihYsKDoNbt16xY3b95EJpOlSjK9dOnS2NraJhrGjI6Opl27dlSqVInx48en5Vsw8Qk3b97E29vbZHDEw2R0ZEHy5MnD4cOHWblyJX///XdmDyfdMPSmMOgJGLqrfkt8+PCByZMnY25uTmREBIXs7Tl36hQAeRxi3ar57G3J6WBB7g6VKVe2a2YO18RnCAkJQa/X4+zsnGYdlFNKo0aNmD59OgA7d+5Er9cbGR6fGrVJoVQqefv2LYUKFTLartVq6dixIzExMWzevNnUj8dEhmO647IolSpVYv/+/UybNo0TJ05k9nDSDYlEIrqMVSoVYWFhREVFfTPN8JycnJg4cSIODg7iqrJzkyYsmjWLqKioeIZHrLfDtVdfqlUfnZlDNhEPnU4nVlU5OjqSPXv2TO+oOn78eNq2bcudO3fYtGkT8E/5uZWVFfBlpd9Hjx4BkD9/fnGbXq+nX79+vHr1ikOHDmFtbZ0+b8CEic9gMjqyMHXr1mXbtm38+uuvXL16NbOHk+7Y2Nhgbm4uGh8Glc+sjJmZGd26daN58+bUqlWLjh07otPpmDNpEnXLlzcqE66SPxuuhWxxavsjdTttxdm5dCaO/L+NIAiEh4fz8eNHwsPDgVjPW1bJodq5cye5c+dm/vz5vHv3DkD0Smg0mi8q/Rrek8E4EQSBUaNGcfHiRY4fP56oFokJExmByejI4rRo0YLly5czePBgsRvrvxWJRIK1tTX29vZIJBLCw8OTXS6YmUilUoYOHcry5csZM2YMPXr0QKfT8frFC34ZMACIDbEAlC5oh2shW2zcclOmwTgKFayfmUP/TxIdHU1AQAARERHi/ZbVkMlkDBgwAL1ez8KFCxO8BiSZ46HX61m8eDFyuZxOnToBMHPmTLZv387JkyfJlStX+r8BEyaSwGR0fAP07NmTqVOn0rdvX54/f57Zw0l3DLke9vb2SKVS9Ho90dHRWTbkYhA+U6lU3L17ly1btgCxq8uzx4+LIRYDTo4KXAvZIivijGvxFpiZO2fGsP+T6PV6QkNDkclkZM+eHTs7uyyb11ClShV0Oh3v37832v6l5NLz58/z6NEjevfuTYECBVi5ciULFizgxIkTCXI8TJjIaL7NOsX/IL/88gtBQUH07t1bdL3+2zGs6GJiYoiMjEStVmNlZfVFgaaMQq1WM2HCBF6+fElISAhv3rxJsI8sbkKLb3h8CI3VYrB0VBDh4Ixr7n+PAm1WRK/XExkZibW1tagqmtVLtL29venduzeCINC1a8LkY0OOh1KpJDIy0kgLYv369VhZWbF06VJ27NjB6NGjOX78OGXLls3It2DCRKJkTRPfRKJMmzaNVq1a0atXL7Gb5H8Bc3Nz0QWuVCpRKpWJSqpnNG/evOHYsWP4+/uL0tOWlpbUr1+fAXFhlZCQkAQempwOFoSGxFYhCNlsTUql6YQgCKhUKjGUYsgRyuoGh4eHB+XLl8ff3582bdrQtGnifXsMLQY+TQh9+vQpKpWKPXv20LdvX3bt2pWkQJgJExmNyej4hpBIJCxbtgw3Nzf69u0rJov9F4hfXhs/zyMzQy4HDhzA3NxcbNa1b98+PD09WbNmjej1iI6KopCDA96ensA/uR0OjuZEhWiQBP93/oYZiVqtJiAggNDQUBQKBS4uLlle4TcmJob27dvTs2dP7O3tOXHiBHPnzv1s+EcmkyGTydDr9YSHh6PT6ShevDgAffv2ZcOGDfz4448Z9RZMmPgiJqPjG0MqlbJlyxZcXV3p1asXoaGhmT2kDEWhUODg4CCuVpVKJREREZmi7zFs2DCWLFnCiRMnmDRpEmXKlBFfMyTrtWnThsiICNr+8EOC47XBaoTQwATbTaQOQRDE+0AikSCXy8mePTuOjo4pbhOfGTRp0oS///6bpk2b4uHhkeL8C51Oh1KppHLlykilUubPn0/Hjh3TabQmTKQOkwz6N4paraZTp048fvyYTZs24ez830tGFAQBtVpNVFQUer0eCwsLLC0tMywxUBAEoqKiUCgUCVz2Bv0Hc3NzVq1axfz58/n78lXMcuXhxptgLv71Gs29y/j73QLA5/0DYtQmAyS1REVFER4eLuZsfEvExMTQs2dPtm/fzvjx4+ndu3eqzqPT6Thx4gSjR49m0aJFYojPRPJJaxl0U++VhJg8Hd8o5ubm7Nq1i4oVK9KlS5cEGe7/BSQSCRYWFjg4OGBlZYVarSYsLCxDr29lZZVojoBMJhPd+TExMUgkElQRsaGUe7eD8Dm6mFu3N+Dz/oHJ4EglBqMvICCAkJAQMbnyW0Gn0/Hbb7/h4ODA9u3b6dKlC7169Ur1+U6fPs2YMWNYu3atyeAwkWUxGR3fMHK5HA8PD77//nu6dOmSaPXEfwGJRIKlpSUODg5GkupKpTLR3hNphVqt/mJYx9PTk8WLFyORSChaOjb8YuuowNYmFzHqQPHHRPKJ75wNCwsTvRtOTk6ZriaaXM6ePUuuXLmYNWsW+fPnZ9OmTUydOjXV4mT79u1j1KhRbNu2LdFql8QwOblNZAYmo+MbRyqVsnr1atq3b0+XLl149uxZZg8p05BKpaLXQRAEUXUyNDQ0zXU+BEEwqohIir59+wKxZZsWlpbks7fFwdEchzxuFCpYH2fn0iadjmQSExNDaGgo/v7+6HQ6JBIJ2bNn/6aMDYDdu3fTqFEjFAoFK1eu5MCBA9SsWTPV59uxYweTJ09m3759KWpRbzBwTMaHiYwka9eOmUgWEomEBQsWYGtrS9euXdmwYYNRUuN/EUO1S0xMDNHR0URGRqLVahEEgfPnz/Pw4UMKFChA3bp1yZkzZ4rPn9zyyxkzZjB48OBEX7O1yYUy3D/F1/6vYfj7qdVqZDIZ1tbW4oT5LSSIGtDpdAwfPpxVq1ZRtmxZ1q5d+9WdbNevX8/y5cs5evRoigyXFy9ecOTIEe7cuUOePHno0aMHxYoV+6qxmDCRHExGx78EiUTClClTsLGxoWfPnqxdu5aKFStm9rAyHTMzM8zMzNDpdLx48YJevXoTHq7EysoKlUrFhAkTyJc/PwMHDKBWrVrJloiOiYkx8qwkxsuXLzl8+DAAhYoW5clDT4qXKYuTY+yqPDzCj7Bwf1N4JRG0Wi0ymSw2F0alQhAEHB0dsbCwyDL9UZJLeHg4bdq04cqVK6hUKlq2bMm0adPE5m2pQRAEli1bhoeHB2fOnKFSpUrJPvbs2bN06NCBokWLIpPJiIiIoEqVKly5coVSpUqlekwmTCQHk9HxL+PXX3/F2tqaPn36sHLlSqpVq5bZQ0pXJk6cyLZt27h7966YzwGxk9bZs2f5+++/yZEjBwUKFGD5ihVEhIdT58fGDB//Ox/e+XDp1EkunznDpEmT0Ol0uLm50bVrVxo3bvzZyU2r1YrKqG/evGHlypXY2try5MkTzM3NMTc359ixY8jkcvLmy0eOnDlRhoT+c4JCBbH1zUWM+kx6fTTfHHq9nqioKKKiotBoNDg6OmJpaYmjo+M3Z2jEp1SpUrx7946mTZtSrlw5evTo8VUCZYIgMHfuXA4cOMD58+dT5NU8ePCgGIodPXo0JUqUAKB79+5MmTKFP//8M8uLp5n4tjHdXf9ChgwZgrW1NQMHDmTKlCm0bt06s4eUbkRERABQoUIFbty4gbm5OStWrGDTpk2o1WpxP4lUioWFJet27KBpmzYA6CpX5MdGDXnj/5H543/jzNGjeHt74+7uzogRI6hatSrdu3enQYMGCSY9uVyOmZmZWDEQFhaGTCZDq9UikUiQxrn9dVot796+JTQ0FLdatYBYRdLclZ3gpVtGfETfBAY5b4itzDJ4NYBv2uC4desWvr6+tGjRIkHjttSgVqv57bffuHPnDhcvXqRo0aLJPvbOnTu0b9+efv36MWvWLCMjvWjRopw8efKbaLD4b2bFihXMmzcPPz8/SpcuzaJFi6gV99z4lD179rBy5Uru3buHWq2mdOnSTJ48mUaNGon7bNq0KdES7KioKPH7ldGYjI5/KT179iRPnjy0b9+eFy9e4O7unmUbW30NCxcuJH/+/CxdupQqVaqQP38B3rx5jZm5OSUqVuJ/FSoQ7PeeAH9/VJGR/DZiBPOmTqV2gwa07dKFchUrUtLGhsO7d6PX63FwcKDyd9+hDAvD29ubESNGkDNnTn799VdKlChBzpw5sbCwICgoiBkzZnD69Gly5MzJtEmTKF6qFA7ZstGrTRt8fXyoXbs2Fy5cAKDboCHkcbDDN1RJPnsrvBzN8XNwxtm5NIGBXpn8KWYser0etVpNdHQ01tbWKBQKFAoFMpksQ3VWMoLt27cjCAKurq5ffa7AwECGDBmCXC7nxo0bKcpFUiqVuLu706RJEyZPnmxkcKhUKk6fPk2BAgW+qYTcfxs7d+5kxIgRrFixgho1arB69WoaN26Mt7c3+fLlS7D/hQsX+OGHH5g5cyYODg5s3LiR5s2bc/36dSpUqCDuZ2dnx5MnT4yOzSyDA0ziYP96njx5QrNmzShUqBDz5s1L0Kfh30BERATly5dPsN2wYjZUNxh6VQQFBeHl5YVerydX7tz8dfw4pw4fZsrYsUgkEszNzcmVJw+jJ05k3YoVPH74kMjISKRSKRYWFhQvXpwHDx4glUrpO3QoU+bPRyKRoNVqKZ0rFyHBwXTs2JFWrVrRuXNnSpYpw7bzF8VxvQ0LZ/vZN/ideM3DU7P+M0aHSqVCpVKJZcxmZmbY2dlleXny1KLRaMT3d+TIkVQlLBt4/PgxAwcOpHbt2mzYsCHFk8br16+pU6cOs2fPpnPnzuL2qKgoNmzYwNq1a5k6dSotWrTg1KlT6PV6ihUrRoECBVI95m+RzBQH++6776hYsSIrV64Ut5UsWZJWrVoxa9asZJ2jdOnSdOzYkYkTJwKxno4RI0ZkKeVqk6fjX07x4sW5fv06bdu2pUuXLqxcufJf06HW19eX1atXs23bNnFb0aJF6dy5M2XKlKF06dJJTmjR0dGcOXOG6dOn06RGDfbduEXhTZt4/ewZI0eOZP78+UwYO5YVp84R4P2QF48f8cLbm2C/90RFRlKz/vf8sWY1eVxdRff/kB49CAkOxtXVlQEDBtCqVSsU5ubUadCAkKAgHJ2cAHgbpkr/DyeTie/NsLW1RS6Xo9frkclkODg4YG5u/k1VnqQGDw8P1Go1ixYtInv27Kk+z6lTpxg1ahRjxoxh/PjxqQo3RUREIJfL+d///ulorFQq2bVrF6tXr6ZixYq0aNGCWbNmceXKFSwtLbl58yanT59OsRy7iX9QKpVGvxvyvT5Fo9Fw+/Ztxo4da7S9YcOGXLlyJVnXMvTf+bQiKiIigvz586PT6ShfvjzTpk0z8oRkNCaj4z9AtmzZOHHiBEOHDqVt27asXLkyUc9AVuPly5fcv3+fp0+fsnPnTpRKJY0bN8bMzIxr167x8eNHcV9LS0vmzZuX7OZWFhYWNGnSBHNzcwYOHMh0919YtG0HXerWYcmSJTRp0oS9e/fye5eO7Dxzlur166PX6VCrVIR+9Ce3sxNyMzNUERFY29py6sgRThw8SK1atVi4cCHNmjUjWq1m5OJlOFtaiAZHfIRstuTJVT6tPq5MQxAEcSJUKpVER0eLXYDNzMzEPAEbG5tMG2Nm8OLFCwCxZHrPnj1Gk/6XEASBdevWsWzZMjZu3Ej79u1TPZacOXNiZmaGh4cHv/76KxqNhkWLFnHy5ElKlizJpk2bgFhDftiwYTRq1Ig2bdpw9uzZ/6TRoQz/iFSaeqNYr48VDfw0rDZp0iQmT56cYP/AwEB0Oh05cuQw2p4jRw4+fPiQrGsuWLCAyMhIOnToIG4rUaIEmzZtomzZsiiVShYvXkyNGjW4f/9+ivKB0hKT0fEfwczMjNWrV1OqVCl69OjBjBkzaN68eWYPSyQ4OJgxY8aIXw7DQ/BTjh49avS7k5MTY8eOpVWrVp9dAY4ePZo9e/bwww8/0L9/f7Gc2NLSEoBbly/xXbmy3Hj2lEbVqrN3714Ant6/x8M7tylTsRJSmQypXIalrR258uVDp9UikUoJCw1leO/euLi4MGbMGEaNGhWrKSGVEv3xA/WHDjMaiyGn42O2WJGwby2vQ6fTodFoiImJEf91cXERS1zNzc2xtbUV8zT+q4waNYrg4GBWr14NxDb/27t3L2XLlv3isRqNhokTJ3L58mXOnz+fopLYxHB2dmb79u00btyYU6dOcffuXdzc3GjUqJGR616pVPLLL78wd+5ctFqtSbvjK/Hx8TEKr3wplPjpMyy+Qf85tm/fzuTJk9m/fz8uLi7i9qpVq1K1alXx9xo1alCxYkWWLl3KkiVLkvs20hST0fEfQiKRMGLECIoXL06nTp148eIFw4cPz9TEPbVazejRo0U9i7Nnz4qvmZmZ0bt3bypXrky5cuWws7Pj1atXBAYGYmNjg52dHfny5UvW+FWq2JDGyZMnOXnyJKNHj+bKlStcunQJmUzGwi0eADg5O7P/5i1WzJzB3i2bUavVOGT7x0uh1WiQmZnFdjE1M0MQBBpXr05gYCBDhw7l3bt33L17F4VCgbm5OYsmTeTt82cMHz8BqVyOTC4jJioaJ1sJxSo54R1ckKLKpmn5kaYJer1ebFpnEFUzPDwDAgLEUIlCoTDSzoifoPhfJ1u2bKxatYq5c+dSunRp3r17x5IlS1i7du1njwsODmbYsGFotVpu3rxJnjx50mQ8FSpU4ObNm7x48YLQ0FCqV68uTlAxMTGYmZmxZcsWevTowZYtW/j+++8pWLBgmlz7v4qdnV2ycjqcnZ2RyWQJvBofP35M4P34lJ07d9K3b1927dpFgwYNPruvVCrFzc0tU5WrTYmk/1G8vLxo1qwZJUqUSFA+l5H4+PhQr149o20uLi5s27YtzZPYHj58SKtWrcTf5XI51erUYdqCBZSKt/r0DVUmcnQsKqUSmVxOodyxSYEzx49n0ezZQGzS1sePHxk9erTRMd2mzSa3vTVPbt/BJU9uSv3QFCRSAgULXrwMJ/TcU/zu7+bsua3IZDKkUimWlpbIZDIxNCGRSNK0dNRgTOj1etHAMDMzw8rKCo1GQ2DgP4JlMpkMuVyOU1yISKPRIJPJ/tNejJRy+fJlUTF03rx5SZaxe3t7M2zYMNzc3NiyZctXCYglF8NqOrmr6n8zhkRSR8fiXx1eCQl5kuJE0kqVKrFixQpxW6lSpWjZsmWSiaTbt2+nT58+bN++3ejZlhSCIFClShXKli3Lhg0bkjWutMZkdPyHCQwMpHPnzjx79oxFixYly+2bnsS/FdPr4de3b1/Onz8v/p7H1ZW7r18nuu+nxoeh5BXAwUzGL/37s2/nTgC6devG5MmTEQQBrVZLmzZtePTokXisVCoVDYi/Hz/nrq+SoDAtoSFqQl8Go756meDAh5w4uRGdToezszNmZmaEhYWJ+hUGw8PKygo7OztiYmIICwsz+qwkEomYSBYUFIROpxP70AiCQLZs2TA3Nyc8PJzw8HBxbAZDx9bWVkwCNRgb/6YS1sxk5MiRolbHpk2bjGTLBUHAw8OD+fPnM3bsWMaPH58pn7terxev+180QjLT6Ni5cyfdu3dn1apVVKtWjTVr1rB27Vq8vLzInz8/48aNw9fXly1btgCxBkePHj1YvHgxbeK0hyA2ZGxvbw/AlClTqFq1KkWLFkWpVLJkyRI8PDy4fPkyVapUSfX7+xpMT5P/MM7Ozhw/fpxBgwbRtWtX1q9fn6niQIZJNT0fdGvWrGHx4sUAuOTOzdYDB5LcN4+DHXkc7MT/67RaBL2eV3dvU9DOjn07dyKXy7Gzs6NFixbiezAzM2Pv3r3s379fPFf8z3VCt84IEokohy5ztEGfvSyC3gEXFxdy5colqp1aWVnh6OiIg4MDdnZ22NjYiHFhiUQiGgWGn/jeB3NzcywsLLCyssLGxkasIgGwtrYmR44c5MqVi5w5c+Li4iJ6uwwGiKHM2ETaMH/+fEaOHIlMJqN3794cOnQIgNDQUIYOHcr69es5duwYEyZMyLTPPf51/2sGR2bTsWNHFi1axNSpUylfvjwXLlzgyJEj5M+fHwA/Pz/evn0r7r969Wq0Wi1Dhw4lV65c4s/PP/8s7hMaGsqAAQMoWbIkDRs2xNfXlwsXLmSawQEmT4eJOK5evUqnTp0oXLgws2fPFl3p/zZ++eUXDh48iEQiwUelSpYYksG7ER4SQi57WxbNmcPy+fPF1z09PcWE1PiEh4fTrVs3ChYsiLu7O5GRkQwcOJCPHz/y896zWNjY8uJlOB9fRqB7Hoj67QP8/W7h8/6BqR/Lv5hr165Rq1YtrK2tWbBgARMnTqRSpUps3LjxX/u9+1bITE/HfwXTMsYEANWqVeP+/fs4OjrSokULrl69mtlDShcMLm0HR0dW/fEHWxJJ6gsNCaHtDz9QvVQpPvr7k8fBDkEQ0MXE4P3qDRfPnBFXgd26dUsyI93W1pb9+/ezaNEipFIpzZs35/3797iWLou59T/lo5aOCoRstijK18C1eAsqV+qTDu/cRFahatWqzJgxg7CwMIYOHcqYMWPYv3+/yeAw8Z/A5OkwYYQgCKxevZpRo0bRu3dvhg0b9q9qABUSEoKbmxsKhUJUxvyo04mvC4JAjnjv9+bz5+QvWJDX/gFEhoUyvFtXHt2/z4ABA+jfv3+yE3CDgoL47rvvxN9tnLLTbe1hQkPUhIfEjiMqRIM2WA0vXxHqe5P7nn+mxVs2kcV4//49Xbt25fHjxxw+fNjUDToLYfJ0pD8mT4cJIyQSCYMGDeLq1aucOnWKHj168P79+8weVppheAAYDA5ATKiE2NJBADt7e/y1WvLHlQxqNRr8VdFo9LEJmS9fvqRr16789NNPyfp87t+/b/R7tDIsyX0lDs5Y2ebB2bl08t+YiW+Co0ePUr58efLmzcvTp09NBoeJ/xwmo8NEopQtW5Zbt25RpkwZWrZsyeHDh/k3OcXiJ8n9L29eVq1ajTIsDIVCwUedjufBwQDMnD6dzi1b8SYoBJmZgpajf8c2V0FOnTqDt7c3x44do3bt2rRq1Yo1a9awZcsW2rRpw/Dhw40+rxIlShgpAOr1eoR4yaUGL4ck+B8DKE+u8piZO6fnx2Aig4iMjOSXX36hQ4cOzJ8/Hw8PD5OmiYn/JKbwiokvsnPnToYNG0a5cuWYPHkyuXLlyuwhAbHNqqRSqVFORVBQEEePHqV169bI5XLu3r1L5cqVxRDR3LlzWbNmTZLntLGzY8uJU7gWLMjAVi25czW278H43YfJWagwAF6vlHiffM+bwwuYM3coGzdu5ObNmwTHGSoGnJycsLCwoGnTpoles+3y45hZWCUaXtEo36MK98XX7x5h4f6mxNJvmJMnTzJw4EBy5crFhg0bKF68eGYPyUQSmMIr6Y/J02Hii3Ts2JHHjx+TJ08eGjduzNatWzO1tBZilUvLli1L6dKlOXDgAGq1GkEQWLJkCZMnT6ZKlSqULl2abt26MXDgQHr27EmRIkU+a3AARIaHc+3WHQa3ac2969coXrw4UqmUhy/VfAiN5kNoNADybObkylOVbj2GcuzYMYKCgoiOjmb//v1ijXxQUBC+vr5JXvPJmaOiwWHA4OlQhfsSHuH3tR+TiUwkKCiIXr160bZtW0aNGsXFixdNBoeJ/zwmo8NEsnBycmLz5s3s2bOHjRs30qVLF54/f54h1w4ICKBevXoUKVJE/Onfv7/4uru7O6VLl6ZYsWL8+Wds8mXu3LnFBmOXL1/myhXjapwdO3ZQo0YN4B9tAnMLS4bMnMufC+dy6/IlmjVrxpMnT7Czs8Pe1ooXL8MJCtEQGqIGQGGXG3vbfySK16xZQ8uWLY3yRQwYwjkjR44Ut0UGBIn/F70cgEb578mh+S8iCAI7d+6kVKlSBAUF4eXlxZAhQ0yaJyZMYDI6TKSQH374AS8vL2rXrk3r1q1ZtmxZopNsWiAIArt376ZGjRr4+PgYvSaVSo3yMszNzSlYsCB58+YFYO3atdy9e5cff/wRJycnpFJjoaNOnTpx+fJlBgwYIHpt1NFRrBw/Bt+XLwE4ECccZm5uzr296wCMqk0+NQ4ePHgAxIZ9DIwYMYIlS5aI+R0qlYocOXIgN1OQx7k2USEaI4PDQHiEHz7vHxAW7p/Sj81EJuLj40OLFi0YPnw4S5Ys4cCBAwk6jZow8V/GlNNhItXcunWLPn36oFarmTFjBhUqVEizcwuCwPjx4/nrr7+wtbVl+fLldO/eHZ1OR3h4OFFRUZibm4uN1QwKnlqtlocPH1KpUiWjENCgQYMoX748gwYNMrrOvn37gNi242/fvuXcuXNGkuVyuZzs2bMTHBJKg+mxCpLhL8IJvfhXgnyLoKAgPDw8MDMzw9PTk5o1a9KtWzfq168vNrIrUKAAb968wblwTUr+EOv1kGcz/8fLce8y/n63ePnqTJp9libSH71ez8qVKxk3bhxt27ZlwYIFohy9iW8HU05H+mMyOkx8FTExMcybN48ZM2bQvn17RowYkSZZ+SdPnmTw4MHUqlWLEydOYGFhkexj+/Tpw8aNGwEYNmwYPXr0IFu2bISHh+Ph4UGOHDlo0qRJAhXR4OBgUR5YJpOh0+mwtrYmV65cqCLtKVp7BAAhXkdTpKHx7Nkz2rdvL5bNymQy3LqvR2HpgCQ4HCE0UPSamAyObw8vLy8GDBiAn58fa9as+WKnTxNZF5PRkf6YjA4TacLTp08ZOHAgnp6e/PTTT3Ts2FH0Phj46aef+PHHH2na9POt3Hfu3Mn48eMB+Ouvv2jfvn2KxlK7dm2uXr3K/fv3xcoWjUZD2bJl0cUTAitRogQKhYKIiAj8/PyMwiISiYQmTZrQq1cv6tatS4kSdciTqzwAvn73CAz0StGYBEFg5cqVeHp6cuasPzkL1BYNDUOVSkrPaSJz+fDhA5MmTWLLli0MGzaMyZMnY21tndnDMvEVmIyO9OffIzVpIlMpVqwYZ86c4dChQ4waNQoPDw9+/fVXvv/+ewRBYNGiRRw9epSjR48SEBCAjY0NNWrUMCq/VavVyOVyXsblVAwdOpS2bdumeCyenp5otVo8PT2pUKECx48fZ/r06UYGB8R6aQzhk//973/kzZuXfPnyYW9vT9OmTcmTJw8QazB8rUEgkUiYOHE5drY5yJGrMhrle65emftV5zSROahUKhYuXMicOXNo2LAhDx48MNJgMWHCRNKYPB0m0pyYmBjWrFnDpEmTKFSoEG/fvsXf/5+ESEPOhFwu5/vvv6d9+/ZUq1aNRo0a8e7dO9avX0/fvn0B+PHHHzl69GiKrl+zZk0uX75stM3W1pZ+/foxZMgQChUqlKxKgvRq7e3sXNrk1fgG0el0eHh4MH78ePLmzcuCBQuM2tOb+PYxeTrSH5PRYSLdCAsLY+bMmcyfPz9JXQ9D7oS5uTlqtTrRfaKjo5NsqpYYer2eHj16sGvXLvLly8eQIUP4+eefU1yyGB4ejlqtxtnZpAr6X+fUqVOMGjWKsLAwZs+eTYcOHUyt3/+FmIyO9MdkdJhId96+fcvIkSPZv38/EokkQYmtpaUl5cuX5969e0RHRyeQW1er1clqQZ/WBAYGIpPJcHR0zPBrm8gaPHz4kNGjR3P16lV+//13hg0bliID2MS3hcnoSH9MOh0m0p18+fKxa9curl27RvXq1XF2dqZHjx4MHToUNzc3du3axZUrV1CpVLRo0QKI1cZwdHRkyZIlmWJw+Pv7c/v2bUJCQjL82iYynxcvXtCvXz/c3NwoXrw4z58/Z+TIkSaD4z+CMuIjYeH+qf5RRnwEwM3NjVKlSrF8+fJMfkdZB5Onw0SGIggChw8fZsqUKbx69Yrhw4czbNgwI02Dp0+finLRmXV7TpgwgfXr1xMVFWUyPP5DeHp6MmvWLHbv3k2HDh2YNGkSRYoUyexhmcggDJ4OmZkjEknq1+SCoEcXE2LydCSCydNhIkORSCQ0a9aMGzdusGPHDs6dO0f+/PkZPXo0fn6xvUaKFStGWFgYKpUq08Y5aNAg2rVrx/79+zNtDCYyjqtXr9KiRQuqVKmCg4MDjx8/xsPDw2RwmDCRxpiMDhOZgkQioUGDBpw5c4aTJ0/y5MkTChUqxODBg3n58iV2dnYJxLsykjx58vDHH39Qu3btTBuDifRFEAROnDhBvXr1aNiwISVLluTVq1esWLGCggULZvbwTJj4V2IyOkxkOlWrVmX//v3cuHEDpVJJqVKl6NatGw8fPszUcclkqU8kM5F10ev17NmzBzc3N7p06UL9+vV5+/Ytc+bMIWfOnJk9PBMm/tWYjA4TWYayZcvy559/4uXlhY2NDW5ubrRs2ZKTJ08mWXKbHqhUKgIDAzMtn8RE+hAeHs6aNWsoU6YMw4cPp1u3brx584YJEyaYKpRMmMggTEaHiSxH4cKFWbVqFS9evBC9HkWLFmX27Nl8+PAh3a9v0Asx6TD8O7h9+zYDBgwgV65crFq1ipEjR/LixQtGjBhhki03YSKDMRkdJrIsuXPnZtasWfj4+DB79mxOnz5N/vz5adeuXbp6PzJLF8RE2hEeHs7q1aupVKkSdevWRSKRcP78ee7cuUPfvn1Npa8mTGQSppJZE98UL168YN26dWzYsAFra2v69+9P79690ywWHxMTQ0BAAE5OTqaJ6RtDEARu377NmjVr2LZtGyVKlGDAgAF07tw5TTofm/j3YyqZTX9Mng4T3xSFCxcWvR9z587l/+3db1BU5R4H8O/yLzKQDUFAggUaEJSUhTQKENqspKzWdtVqhrRxZHRqRKxpKGdSxxc1OY5kMxhjFr1pEkGhcsqUHcpC+0MsZVIgLSwtCILAwi5/d8994bhz90r3XiP20Dnfz8wOu885e/a3vNjz3Wef8zwGgwHR0dHQ6/U4deoUJicnp3X8sbExKBQK9nT8gwwMDOCdd95BWloa7r//flevxg8//ID8/HwGDqJZhD0d9I93vfejrKwMExMTWLNmDfR6PTQaDXx9fW/qWIIgYHJy8qafR57V29uL6upqVFZW4syZM1i6dCny8/Px1FNPMWTQX8aejpnH0EGS4XA4UFdXh4qKClRWVsJut+OJJ56AXq/HypUr+XPJP1xPTw9OnDiBiooK1NbWIjU1FXq9HjqdDnFxcWKXRxLA0DHzGDpIkpxOJ7799ltXAOnv78fjjz8OnU6Hhx9+eMqJx8bHxzE8PAylUnnTK9LSzOjs7HQFja+//hrLly+HXq/Hk08+CZVKJXZ5JDEMHTOPoYMk7/oAw4qKChw7dgzd3d1YvXo1Vq1aBY1Gg+joaADXPnDsdjsniBKRw+FAQ0MDDAYDPvnkE5w7dw6ZmZnQ6/VYs2YNIiMjxS6RJIyhY+YxdJCsCIKAxsZGHD9+HGfOnMF3332H2NhYaDQa3H333cjOzkZCQoLYZcqGIAhoampCTU0NDAYDamtrIQgCcnJysGrVKmi1WoZA8hiGjpnH0EGyNjQ0hLNnz6KmpgY1NTX4+eefsXjxYmg0Gmg0GmRnZyMoKEjsMiXFZDLBYDC4gobVakVWVhY0Gg0eeOABqNVqTkFPomDomHkMHUT/pre3F19++aXrhHjp0iWkpaUhMzMTarUaqampWLhwIU+K/6fh4WE0NjaioaEB9fX1qK2thcViQXp6uitkLF++nIN8aVZg6Jh5DB1E/4XFYoHBYMD58+fR0NCAxsZGCIKAJUuWQK1Wu4JIcnIy/P39xS5XVL29vWhoaHC7NTc3IywszPW/WrFiBTIzMzn9OM1KYoeOkpIS7Nu3D11dXVi8eDGKi4uRlZU15b5dXV148cUXUV9fj5aWFmzbtg3FxcVu+5SVleG555674bkjIyOifV75iPKqRP8QkZGRyMvLQ15eHoBrAx2bm5tdJ9Xy8nIUFRW5VsdVq9VISUlBfHw8YmJiEBMTg4CAAJHfxd9HEARcuXIFJpMJbW1taGpqcv0vOjo6EBcX5woYeXl5UKvViIiIELtsolnv6NGj2L59O0pKSpCRkYHS0lLk5ubi4sWLrsHu/25sbAyhoaHYuXMnDhw48KfHnTt3Ln777Te3NjG/ILGng2iaBEGA2Wx2nXwbGxvR2toKk8kEm82GkJAQxMbGIjY2FjExMW73VSrVrOsh6e/vd4UKk8nkdr+trQ12ux3z589HbGwsEhISXCEjJSUFSqVS7PKJ/jIxezruuecepKam4tChQ662pKQkaLVavP766//1uTk5OUhJSZmyp2P79u0YGBi42bcwY9jTQTRNCoUCKpUKKpUKWq3W1S4IAvr6+m44aVdXV7vuX/+2cvvtt0OpVLr+Xr9N9fhmQoogCBgaGsLAwIDr1t/f/6eP+/r6YLVaERwc7ApIMTExyM3NdXs8Z86cGfhPEs0WAgRhOgtKXvsub7Va3VpvueWWKccvjY+Po76+HkVFRW7tDz30EOrq6qZRx7VxVSqVCg6HAykpKdi7dy/UavW0jjkdDB0kK4IgeGzJeoVCgZCQEISEhGDZsmU3bHc6neju7obFYvnTQNDR0eHW1t/fj7GxsZuqIzAwcMoQExUVhSVLlriFmuDgYERHR/OKHZIlPz8/hIeH4/Lly9M+VkBAAKKiotzadu3ahd27d9+wb29vLxwOB8LCwtzaw8LCplVLYmIiysrKcNddd8FqteKtt95CRkYGGhsbER8f/5ePOx0MHSQbngwc/w8vLy9ERERwzAPRLOHv7w+TyYTx8fFpH2uqz5v/dZXWf+4/3c+s9PR0pKenux5nZGQgNTUVb7/9Ng4ePPiXjzsdDB0kG3a7HR988AHWrVuHkJAQANd6GzjlORFd5+/v7/FxViEhIfD29r6hV6Onp+eG3o/p8PLywrJly9DS0vK3HfOmaxDtlYk87KeffkJRUREKCwvx1VdfAQADBxGJzs/PD2lpaTh9+rRb++nTp3Hffff9ba8jCAKMRqOovav8xCXZSEpKQnFxMX755ResXLkS69evxzfffIOJiQkA13o9eDEXEYlhx44dePfdd/Hee++hqakJhYWFMJvN2LJlCwDglVdewbPPPuv2HKPRCKPRiOHhYVy5cgVGoxEXL150bd+zZw9OnTqF33//HUajEZs2bYLRaHQdUwy8ZJZ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+ "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_nh_si_conc():\n", + " ax = plt.subplot(projection=ccrs.NorthPolarStereo(central_longitude=-45))\n", + " \n", + " ax.set_extent([-180, 180, 40, 90], crs=ccrs.PlateCarree())\n", + "\n", + " plot_si_conc(\n", + " sic.cf.sel(time='1985-02').squeeze('time')\n", + " )\n", + "\n", + "plot_nh_si_conc()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once we are happy with your plot, we can save the plot to disk using `plt.savefig('filepath/filename')` function at the end of the cell containing the plot we want to save, as shown below. Note that your filename must contain the file (e.g., pdf, jpeg, png, etc.). \n", + "For more information on the options available to save figures refer to [Matplotlib documentation](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.savefig.html)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "execution": { + "iopub.status.busy": "2023-10-02T04:38:30.214407Z", + "iopub.status.idle": "2023-10-02T04:38:30.214614Z", + "shell.execute_reply": "2023-10-02T04:38:30.214511Z", + "shell.execute_reply.started": "2023-10-02T04:38:30.214502Z" + }, + "tags": [] + }, + "source": [ + "```python\n", + "plot_sh_si_conc()\n", + "plt.savefig('MyFirstSeaIcePlot.png', dpi = 300)\n", + "```" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "client.close()" + ] } ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:analysis3-25.05] *", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "conda-env-analysis3-25.05-py" + "name": "python3" }, "language_info": { "codemirror_mode": { diff --git a/Recipes/Sea_Ice_Seasonality_Statistics.ipynb b/Recipes/Sea_Ice_Seasonality_Statistics.ipynb index b3b07f41..6265bd59 100644 --- a/Recipes/Sea_Ice_Seasonality_Statistics.ipynb +++ b/Recipes/Sea_Ice_Seasonality_Statistics.ipynb @@ -6,7 +6,11 @@ "source": [ "# Sea ice seasonality statistics: an example in the Southern Ocean\n", "\n", - "This notebook calculates number of days of sea ice advance, retreat, and sea ice duration over the sea ice season (February 15 to February 14) in the Southern Ocean using outputs from ACCESS-OM2-01. " + "This notebook calculates number of days of sea ice advance, retreat, and sea ice duration over the sea ice season (February 15 to February 14) in the Southern Ocean using outputs from ACCESS-OM2-01.\n", + "\n", + "# Conda Environment Setup\n", + "- This notebook was generated using a large ARE session, and may not work if run in a session with fewer resources.\n", + "- You will need to use the `conda/analysis3-25.02` (or later) environment, as we search directly for coordinate variables is this notebook. This capability was first introduced in the `analysis3/25.02` environment.\n" ] }, { @@ -23,7 +27,6 @@ "outputs": [], "source": [ "import intake\n", - "# import cosima_cookbook as cc\n", "import matplotlib.pyplot as plt\n", "import xarray as xr\n", "import numpy as np\n", @@ -46,16 +49,6 @@ "execution_count": 2, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/node.py:187: UserWarning: Port 8787 is already in use.\n", - "Perhaps you already have a cluster running?\n", - "Hosting the HTTP server on port 41345 instead\n", - " warnings.warn(\n" - ] - }, { "data": { "text/html": [ @@ -63,7 +56,7 @@ "
    \n", "
    \n", "

    Client

    \n", - "

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    \n", + "

    Client-2a2af8a5-4050-11f0-8977-0000039afe80

    \n", " \n", "\n", " \n", @@ -76,7 +69,7 @@ " \n", " \n", " \n", " \n", " \n", @@ -85,7 +78,7 @@ "
    \n", - " Dashboard: /proxy/41345/status\n", + " Dashboard: /proxy/8787/status\n", "
    \n", "\n", " \n", - " \n", " \n", @@ -98,11 +91,11 @@ "
    \n", "
    \n", "

    LocalCluster

    \n", - "

    3d63aec9

    \n", + "

    d8201553

    \n", " \n", " \n", " \n", "
    \n", - " Dashboard: /proxy/41345/status\n", + " Dashboard: /proxy/8787/status\n", " \n", " Workers: 7\n", @@ -135,11 +128,11 @@ "
    \n", "
    \n", "

    Scheduler

    \n", - "

    Scheduler-90bfcaa8-383b-4668-afd3-763aca26fef9

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    \n", " \n", " \n", " \n", " \n", " \n", " \n", "
    \n", - " Comm: tcp://127.0.0.1:46185\n", + " Comm: tcp://127.0.0.1:36747\n", " \n", " Workers: 7\n", @@ -147,7 +140,7 @@ "
    \n", - " Dashboard: /proxy/41345/status\n", + " Dashboard: /proxy/8787/status\n", " \n", " Total threads: 7\n", @@ -181,7 +174,7 @@ " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -226,7 +219,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:42459\n", + " Comm: tcp://127.0.0.1:34707\n", " \n", " Total threads: 1\n", @@ -189,7 +182,7 @@ "
    \n", - " Dashboard: /proxy/36221/status\n", + " Dashboard: /proxy/46419/status\n", " \n", " Memory: 4.57 GiB\n", @@ -197,13 +190,13 @@ "
    \n", - " Nanny: tcp://127.0.0.1:35699\n", + " Nanny: tcp://127.0.0.1:46367\n", "
    \n", - " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-cupwiu7b\n", + " Local directory: /jobfs/142261443.gadi-pbs/dask-scratch-space/worker-1upuige9\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -271,7 +264,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:37705\n", + " Comm: tcp://127.0.0.1:46477\n", " \n", " Total threads: 1\n", @@ -234,7 +227,7 @@ "
    \n", - " Dashboard: /proxy/42981/status\n", + " Dashboard: /proxy/38981/status\n", " \n", " Memory: 4.57 GiB\n", @@ -242,13 +235,13 @@ "
    \n", - " Nanny: tcp://127.0.0.1:39435\n", + " Nanny: tcp://127.0.0.1:40903\n", "
    \n", - " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-mxftdgzp\n", + " Local directory: /jobfs/142261443.gadi-pbs/dask-scratch-space/worker-x_34amkj\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -316,7 +309,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:45197\n", + " Comm: tcp://127.0.0.1:44015\n", " \n", " Total threads: 1\n", @@ -279,7 +272,7 @@ "
    \n", - " Dashboard: /proxy/33297/status\n", + " Dashboard: /proxy/40041/status\n", " \n", " Memory: 4.57 GiB\n", @@ -287,13 +280,13 @@ "
    \n", - " Nanny: tcp://127.0.0.1:36629\n", + " Nanny: tcp://127.0.0.1:44871\n", "
    \n", - " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-w9hpz5oq\n", + " Local directory: /jobfs/142261443.gadi-pbs/dask-scratch-space/worker-umymod6v\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -361,7 +354,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:39043\n", + " Comm: tcp://127.0.0.1:39257\n", " \n", " Total threads: 1\n", @@ -324,7 +317,7 @@ "
    \n", - " Dashboard: /proxy/39509/status\n", + " Dashboard: /proxy/41235/status\n", " \n", " Memory: 4.57 GiB\n", @@ -332,13 +325,13 @@ "
    \n", - " Nanny: tcp://127.0.0.1:46251\n", + " Nanny: tcp://127.0.0.1:46377\n", "
    \n", - " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-karmzrbt\n", + " Local directory: /jobfs/142261443.gadi-pbs/dask-scratch-space/worker-pwwrf7f8\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -406,7 +399,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:45147\n", + " Comm: tcp://127.0.0.1:33117\n", " \n", " Total threads: 1\n", @@ -369,7 +362,7 @@ "
    \n", - " Dashboard: /proxy/39587/status\n", + " Dashboard: /proxy/39931/status\n", " \n", " Memory: 4.57 GiB\n", @@ -377,13 +370,13 @@ "
    \n", - " Nanny: tcp://127.0.0.1:38675\n", + " Nanny: tcp://127.0.0.1:33803\n", "
    \n", - " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-l17kbyka\n", + " Local directory: /jobfs/142261443.gadi-pbs/dask-scratch-space/worker-xwlbvzkv\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -451,7 +444,7 @@ "
    \n", - " Comm: tcp://127.0.0.1:42085\n", + " Comm: tcp://127.0.0.1:36169\n", " \n", " Total threads: 1\n", @@ -414,7 +407,7 @@ "
    \n", - " Dashboard: /proxy/34107/status\n", + " Dashboard: /proxy/41323/status\n", " \n", " Memory: 4.57 GiB\n", @@ -422,13 +415,13 @@ "
    \n", - " Nanny: tcp://127.0.0.1:46253\n", + " Nanny: tcp://127.0.0.1:38777\n", "
    \n", - " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-gbx592hp\n", + " Local directory: /jobfs/142261443.gadi-pbs/dask-scratch-space/worker-c_3ax84r\n", "
    \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", @@ -500,7 +493,7 @@ "" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -660,7 +653,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/intake_esm/source.py:280: ConcatenationWarning: Attempting to concatenate datasets without valid dimension coordinates: retaining only first dataset. Request valid dimension coordinate to silence this warning.\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/intake_esm/source.py:280: ConcatenationWarning: Attempting to concatenate datasets without valid dimension coordinates: retaining only first dataset. Request valid dimension coordinate to silence this warning.\n", " warnings.warn(\n" ] } @@ -695,7 +688,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
    " ] @@ -775,7 +768,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.05/lib/python3.11/site-packages/distributed/client.py:3383: UserWarning: Sending large graph of size 810.49 MiB.\n", + "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.02/lib/python3.11/site-packages/distributed/client.py:3370: UserWarning: Sending large graph of size 812.00 MiB.\n", "This may cause some slowdown.\n", "Consider loading the data with Dask directly\n", " or using futures or delayed objects to embed the data into the graph without repetition.\n", @@ -814,7 +807,7 @@ "outputs": [ { "data": { - "image/png": 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", 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t7eDtHWDtHWBt7UB7B3h7B8qzFlhbJ9qbmpDt7IBhGBg1ahTGjRuHLbfc0reUl5evt3lHiBBh00JEUiJE6ANWrVqlCIi+LFy4EJWVlXkP7jFjxqChoWHAuFOq7vwLmk+7ADMuLsMZI6YBAEhISBoHQ7HTII5zCk4Y9l66C9KdK5Hrmg+7aw4WLv4arHMeli76Bs1NK1BfX593/VtuuSXq6upACFmv1xkhQoSNCxFJiRAhgM7OTrz33nt466238NZbb+GDDz7AypUrMWTIkNCHcW1t7YB4GM+4uAwA8HV2MQBgXGKoOnbGiGkgoFh12rkYfts/kaYrfH2TrEatE1AcsGIvAIBD/D8PBveuM23YIJ0dWNn8NVh6LjKtc9C68lssX/Itli9biPLycuy4446YOHEiJkyYgF133RVVVVVr96IjRIiwUSMiKRE2aXDOMW/ePLz99tuKlHz66acYOnSoerjuvPPO2GqrrVBWVtbf0w3F8Nv+CQA4cc4kAAB1/0dbBsdtm98DQBAPwilWnv4bjLh1BrqNRiRZTZ41ZVLj3gAARjkGdScLnrMpmQUgSItOZJh7ctvqRuuq79Dc9jFWzvsIrY0fYuniuRg7bhx+NHGiurdjx46NYl0iRIhQEBFJibBJIZPJ4MMPP/SRkubmZuy4446YMGGCengOHTq098EGAIbf9k8QTnHC3ANAud/SYVEOxyUN9496HoT7ycDBjXupdUk0BqWTYBrpoNxvIWKEq32McLQmcr7+QUjSAgAtmeVYvvgD5Do+RPPCjzHvq09QXJzCRO2+77zzzigpKVnt+xAhQoSNExFJibDRY86cOXjuuefw3HPP4fXXX0d5eTkmum/zEydOxPjx45FKpfp7mqsNSVAMHsdx8/ZBjPkJhUM4GAEcyhW5mD7yFQDAIcv2cNsw1b4qk1jtOTDC0RG3fePIc/vaUQ6HcLTHMuq83awL7ctmo2nJ+0i1foV5X36AzuaVmDhxIiZNmoRJkyZh6623HhCutAgRIvQPIpISYaODZVl48803FTGZM2cOdt99d0yaNAkHHnggtthiiw3+wdcbQZHQiYpEW8JS6+XZmFo33DH0tvr+sGMAlOXFIUBHPOc7t4RlMLTHMorMOISBues54qh2Xa2LkVv4Nr796jl0fPkp6gYPxiEHHYRJkyZhr7322iDJZIQIEdYcEUmJsFFgxYoVeOGFF/Dvf/8bL7/8MoqKinDggQdi0qRJ2HfffVFaWtrfU/zeGHHrDLVOQGHyOKbO2wsxRkA1IqG7WCRJ0VGIhMjdwfZBXiKPy3F0kgIIomJwCocwcX7K0RJPu9uCnOSIgzazEwCwOPktGGxQmGCwwaVVJmsj892XiH3zFTKf/w/dLS3Yfc89ccShh2LSpEkYPnx47zctQoQIGzQikhJhgwTnHJ9++imefvppPPfcc/jwww+x4447YtKkSTjooIOwww47bFQBmcNv+ycMHofJ4779v5qzp4+gAH6SAnhEpRAJAbxjwUBYg+e7kNR5NLLCCFckhVGOjOH4SMqyVJsiJivjywAA3UYzhmW2xKLkV3nzYRAWGUlYGHdgNy5F7vMvYX3+Baw5c7H50EocOOkAHD31DOy6664bvHUsQoQI+Yhk8SNsUFiyZAn+8Y9/YPr06Zg7dy4OPPBAnH766TjggAMwePDg/p7eWoe0nlCYMHlcBb8eP3d3sZ8RGBoncYjYpxMVg/vbGBw9EpHgduFjrgVF2+M/LwXAwMCRocLFtCq+XG+NRckvfONzMLEQptYB4NZFfwAAnPzT8/D3sa/hpEEX4MD/dzNaOgkmTZqEyspKHHPMMZg6dSo233zzgvOPECHChoXIkhJhwKOzsxNPPPEEpk+fjtdffx177bUXjj32WPzsZz/baDNBdNeOtKBMnfdjd9tz70jyoVtJHJJvTVlX6I45PgsKAOQoUy6gHHUwp3QlAMAiNrqNDJpigqgwMGSMZkVEAKh1RmwAwC0LL8ZRV7f7zin1YOT+bDaL559/HtOnT8dzzz2HHXfcEcceeywmT56M6urqdXHZESJEWE+ISEqEAQnHcfDqq6/iwQcfxJNPPonNN98cU6dOxZQpU9DQ0NDf01snkMTE4HFQUKVhcuzcPXwWjKD1JCxmZG0QlUJxLhI6QdHbZAxhW5HunnklTWCEqRgUP0lpBTSLiU5SwghKb2hqasKjjz6K6dOn48MPP8SBBx6IqVOnYtKkSUgkVj97KUKECP2LiKREGFD43//+h+nTp+Phhx8GAEyZMgVTp07Fdttt188zW/fY/JanFTGRbp2p836c536RJKVQQCsAH3kAeiYsQfeQ3Ndb/zCSIgmKmAPDwpIW5IgDRpiypDTHVoKDgXITaaMVDsn4SIp09aw4/cyCc+4LvvvuOzz00EOYPn06WlpacNRRR2Hq1KmYMGFCFL8SIcIGgoikROh3dHd346GHHsJtt92G7777DocffjimTp2KffbZZ70W3etPjL7lSRgwfeQEyI8P0QlKodTgnshKXyHiVvIzhQChZCvO48/qkVooFvXSjFekutBupn0kpcVsQrlTgTajFQZMOBCunYwhrCYZ2gwA35ukSHDO8dZbb2H69OmYMWMGqqurcdppp+Gkk05CRUXFWjlHhAgR1g0ikhKh37B48WLcfvvtuOuuuzBs2DCcffbZmDx58kYbZxKGkbc+hhhP5qnBysBYHdK6EWMeQSnvFsfaisTfYHpxXvpxCGmRhETflm0Z5ciYDBbliDHiI0aWwVQ7IJykOIRjYXELLGorksKII1w9NIM4j8MmNiySEyG2bjbPlUt/udqunr4gm83imWeewS233IKPPvoIxx9/PM4++2xsscUWa/1cESJE+P6ISEqE9Y733nsPN910Ex5//HEccMABOOecc7DHHntsEiZ4GXci3Tomj4Nyf5JdkKDorhfdiiIJio62okKCa6s/V0lSumMOYg7Ncy9lTZYXNFuIpDiEIUtzPpLCCFN/bWIri8q6JioSH374IW6++WY8+uij+MlPfoJzzjkH++yzzybxPYwQYUPBxiMkEWFAw7ZtPProo5g4cSL22Wcf1NbW4ssvv8RTTz2FPffcc5N6MKi4E1BFUI6fuzumzvuxL7VYLoAgJ0YfXidK00BFl7B4GD0wExoS0xLcL4lHzKHCisK9RRIURrkvq0cSFB31mfLQOUiCEoS0Kp0+4lKVybMuMH78eDz44IOYN28edthhB/ziF7/ANttsg3vuuQfpdHqdnTdChAh9R2RJibBO0dzcjLvvvhu33XYbTNPE2WefjV/96lcoLw9/cG1sGHnrY/jzkhMBiJTZEbfOUCSFchMnzflJXp9gerHvmK53opEQ3arCCNChqceHWVZ6AiNe3EkYHMJ9JEXuCxIUXcyt08xhabJZWVJyJOeey83mAYNDbDAZQOsGz3YZK3DTovPWqUVFIp1O4+GHH8ZNN92EZcuW4bTTTsMZZ5yx0WaTRYiwISAiKRHWCebPn49rr70WDzzwAHbaaSecc845OPjggzeZQFiJkbc+hjgTASNZ2olTvzsQf9v8RRBQnPrNT1U7+bDvLb24kHUkSFIAQVSKs0B7isNgBA7lBevzAEBVJ1F9l5czNR99foBLSAwOS8riU+7TRhFtmAq0lX3Tho1FqVXoNLuQIzmfFaUnkgKIrJ/GM04Nvfa1Dc45XnvtNdx00014+eWXceSRR+Kiiy7CD37wg/Vy/ggRIniI3D0R1iqWLFmCM844A+PGjUNbWxveeOMNvP766/jZz362SRIUwIuxkBaU0745wC0O6LlxpGtHF2dTUvWssPumvBuhsSmAcP10JYCytOhXkiFI5YBUzk92KroIqjrzs4iCacgSBidghKu5xxziIygS1W5VZTlOnBnYrGswtugcFkpQgiCBn6e62+9ap+4fdV5CsM8+++DZZ5/FZ599hrKyMuy0006YMmUKvvnmm3V+/ggRIniILCkR1gpWrFiBa665BnfeeScmTZqEP/7xj9hqq636e1r9ghkXl+HCIXeDuIJshFOc8u2+6nhQJRaAqq2j19jpKaYEKExOdDAV2Ort070yYZ4gRoCVpdyX5SPGyLemFD6vl57cmsj63EIAkDaETP6nZd/mWVEAj9gFrSkA1ptFRceCBQtw5ZVXYvr06ZgyZQouu+wyjBw5cr3PI0KETQ2RJSXC90JzczN+//vfY/To0fj222/x3//+F4899tgGQ1BmXFzmW1YXW/z1ubx9Fw25DzGeVLV2fjV3H7/VRMvQkUvMEX/7SlB0UAaYDofp5JMGOR5lsp13/kKhKs0lHNVd/owiae3x9hEkbYqkTRFzvPl7FZUJaEAll2rBtyV2HAan2LZ9DLZvH4vxbVtjp7ZtsFPbNgCQl5INeJaVtWlNGXbbPzDstn/0OuaIESNw99134/PPP4dlWRg3bhzOOOMMLFmyZK3NJUKECPmILCkR1gjt7e246aabcP3112PnnXfGFVdcgV133XW9zqHkbxep9c5Trum1rd5mxsVluKThHzDc7BoCisWJN3HP/Jtx1NXtmHFxmQrWLPQAu7T+n2qdguKPy47CHxqmg4HBcGt3Hjt3DyRtWjDgdU2gW1DiFtfWGXIx8SCXlhPbKHyukm5PHZZTgmyMIGcS1bc95ReIC7Oo6AirkJwxPetId8xGjnrn1MdJGzYc13ryfvlnYk7udpexIq++z82LLgCANQ6oHXbbPwCIz52D4brFp6/WWF9++SWmTZuG5557Dqeddhouuugi1NbWrtFcIkSIUBgRSYmwWujq6sKtt96Ka6+9FltttRWuvPJK7LHHHut9HoKgUBBugBNLO0IBePENnadc6yMzAMO98+4EAEyrl7VyTCxMvgmAuWMxbSyKe+fdikvr/wkKCpvkfNL1NGCM1F0WMp04YfecDiwRFGaTKE3nWz10ghEEpwSWQUKJinT1FGWcvD6MEnQl9Ho9gmx0JqXCrNjfW10gnax0x/wkRRIRH6EJuIJy1ME7Ff9TJCVNW8FILo+ocMJgkU7cseAKAKtHWIbd9g/lipNuuWuW/Gq1x/nkk09w2WWX4bXXXsPZZ5+N888/H1VVVX3uHyFChJ4RkZQIfYJlWbjzzjvxpz/9CcOHD8eVV16Jfffdd7X0Tba5+VVc0nhY3kOg5G+/R+cpV4X20a0YJ446Q60TrheLEw+vkZk9AQDzUjNDRqJaW4b67I+RZEVgYFiUfAsAwGFjSHYiDG5iQepVdY4hWb+F6Ni5uwEAHhz9Jn6yYjxerf0YADBl3gQUWdRX4C/mkDwJex2VndpV9OJ8Lel20Flk9EhQdEirStxyM3UK1PrhVGbwEFhubHPOlPvWjKiINiJVWUdHvG9EZVmyDd8WzVFExSY5JZcPePEpMgvIJoLh9YWwSIICiDRwAgqDm/jT0qmqzepaaN59911ceumlePfdd3Heeefh/PPPR1FRUe8dI0SI0CMikhKhV8yaNQtnnXUWbNvGn//8Zxx88MF9JiczLi7DNYOfBeAX77qk8TAAwEkjf6PadpwqHjCld10KAJqFhGJUeh9QTkPFvySoG8fACMO81KsQhERYWyQkkZGQlo+gRSQIBoapcyZ42+5D1aIczakchrYnAYhMF4mMyUPr7OjERKKiw/JtM0pAGQdzLRy9oTdDDeWAaTM1FqMkj6RkY0RZXYIBt0GiEiavHyQtweBaRriPpMg2hfouS7bBIQxziuYAEETFJhlFSPZs3hdBvFn5X7V+3eLTAfgJh05QpBWFchNZ2o4bFv86r/3qYtasWbjwwguxfPly3HjjjfjZz362SQkVRoiwthGRlAgFsXTpUlxwwQV45plncNlll+E3v/kN4vH4ao2xw02zFHmwie26TGy1b17q/wEARmR2w7zUTM1CwrB5+ifuWj4xYYTlkRadpOjoMJpR7FSAgqo2+jh9wS/n7FIw24Uy4qunUwjl3f7MGkCQE6Xw6mb22IZHUMR5xF/T1tJ2Q8iLPL0+noS0pgT7MuK5eiwtQ9w2SEHi01rMCxYxDFpEfO0oByMcDkHevWxNZH395RgyC6g36N+H/1a+DYPHlbXFJhlfOrNOUgwehwETVy79pTr+fYXjGGO47777cNFFF2H8+PG45ZZbMGbMmO81ZoQImyqi7J4IebAsC9dffz3GjRsHxhi+/vprXHDBBatFUGS2DHXjNoZkaxVJMLkp1kExKr07RqVdKXieAgHFyMzu2Dz9E0UoZFu9n1w3uSnW3fPEedzrx8X5Sp0qde6gxUS2kev6/l/M2xnHfrcLjv92F8SYlxETY+7iZrX0haBUdnoEhXIOyjmq2j2CkkrnUNqVRSJrw3S4sHy42TqmzWDaTO0Ly+Lx5u1f7ymLR4dh55M1vb8+jtRVUZlIIZL9MosnpmUsSYh9flXdimwCFdlEoBTAamQ4aZ/hj5t/BAAq1sTkSRg8rrYpN0G5CYfkVIDzucNuBvD9CQoAUEpx4oknYvbs2dhss82w3Xbb4Q9/+AO6urq+99gRImxqiCwpEXx4/fXXceaZZ4Jzjttuuw177bXXGo0jY0muGfwsTDeDRlpEwqwXuiuIckE2AGF9MQMF+HpCmV2KdrPDN57tCoVJMqPO6Ra4A4BfzN0JjHIsL87i9UGfgYLiqLnjlVjZ6kAGwIaUsQEAjFzclrePUTEvK2Yq94ttUGXxoIwjZjnglMA2qLC2uLoqYVYV3RJDGRcL94JodXePRCbh3RvZTl5DMF5G13WRWFla2HUj+0ilW6mAq+upAJ5FRR/HIdyXFRQGJ+Q7ZVEHXUYWX5Z8oawq0orCwUC5qUiK1GK5cdG5a12C/+OPP8aZZ56JxYsX46abbsJhhx0WuYAiROgjIpISAYBw7Zx//vl49tlncfnll+Pss89GLBZb7XGkkBkAVNl1GN09FAtTjb42khhUW5WIMY+ALEwtUZaRMNRnawAADnrKLGGwqI12syPvfGGZOHLf5LnbqWDQ5cVZOIRhVKsIfOxrynBYrAkAbLagGXNGiIyP0Qtb+xRj4rsm0/PDWDETtuG6z7SsHdukiFtMiyUh+UQlQGr6cllhxCWIYPxKU3E+WXEIV5aRIGnxy+mLv2HuHx1OiMJtGGRcS7eRyTvWGF+m1jvNRkVklp1xcp/GXh0wxvDAAw/gd7/7HXbYYQfccsst2GKLLdb6eSJE2NgQuXs2cViWheuuuw7jxo0DAMyePRvnnXfeGhEUCQKKKrsOlFMYIaJc0v2TZDEYIGoxuYmGzGDUZ2sUIQE8ciJdM3ofA/4Hp8Epkk4cJXYxqBswK11EAFCbrUZttlrtBwRBoZpg2eCuBEa1FhWUoq/sDF+CGDOvCWPmNQEQRGWzBc0gnCnLhuE4eUvo/WRcLTHLRiJrIZG1lOvHdHheBg9lXP2V6/K4bllR7UPcOgCQzDK1yHNJ8bgggpYj6bYRbjHveyDJCnWtVAmb+oTfACGhb3CvEnRQpl+6k3QYXJxHr9ZcnylHpVWEIZkqFDlJFDlJ1b4uV68WHetCep9Sil/96leYPXs2tthiC2y//fb4/e9/H7mAIkToBZElZRPGu+++ixNOOAGEENx6663Yc889+9y3px/y3w25FwAwODcMI9KDAQAZI6eO/3jJEADAG0OW5LlfJIIBrgAQd60uongd8/VzwPMIi8SujQ14p26p6KtZYX68dGhe9o3ujgAKW0fCsNkCL0VWJwYAVtt6IsGJazUxDeUG0qFbVlbnHD1ZUXqytEjLSlGGoTtJ87KBRH/xV1pUBnUQNJe42VAhUvoO4W7lZaYsKeJzkWNzJa/vncM/jiRBhdKaHcKQMSy0mxnfd0e3sHxb9CEATyxuXVZe/uSTT3DmmWdi0aJFuPPOO3HggQeus3NFiLAhIyIpmyByuRyuuOIK3HDDDbjsssvw29/+drUtJ+P++gJi3AukvaTxMFxZ9yQYGLqMVlRbdSIwttsrc6+Tix8trQflwBtDlqG+uwwrUp0wOEWOiviRYltk+WQMC3FmuP29r+r2K2vwyaBVbpscdm30zqNDf/t+p36ZIjR7Lx4KoG/6JXljcg5GiFoftbAlj5QQ5up40ICLSSMSq0NkLPfzkUSFMK7WJVEJjm06DDHLBiMEjmkoMgNAxbSEIXhLpN4KACRzzLefEaCzyAjtx6iQ4Q+OKyssxxyiSItOVACPoCRtce7umOPLCpKQpKYjntP2+d1NkqR0mTl0GVl3nxcflaE5tQ4Ac1IfK02WltN+l3+D1hJkFtBvf/tbHH300bj++utRUlKyzs4XIcKGiIikbGL44osvMHXqVDDGMH36dGyzzTZrNM6Mi8twZd2TvjRgud5F21HqVCDO4z6SIrHLskG+bUaAuRWe2Vu8UTP1cBFtGLZbUYPVhbSUSG2P9+uWY+LSwXnkJIyU0MB/jVELW7xjbryHTjQMJ7+Sr5g7zSMrgEdkJMLa6MTDMQwVYNtX6NYXSVYAf1Bu3Mp3M+ViXhxM3HKQixm+dt1J02dtkUTFO5f4W9Vuo7XUzItbaS3y7ptl8Lw4lZjjuXMkmZFERmJlkbCC6PEucptRnhe30h7LIEdtWMRx27FQkvJd6kNkaau4f2BoPe3ivPuzNrFgwQIcf/zxWLhwIR588EH86Ec/WqfnixBhQ0IUk7KJwHEcVWdn//33x7vvvrtGBGXkrY/luXqCabzFrAyMMNjExoLUctWuvrsU9d2lAPzF9UQ8iPdQEutivO1XVGH7FVXYbkWNr0ifvqiU4JBFunJiDkHSJvjx4ro8YTVJUGRqsFqYV5hvs/nNXiyHFu9BGIPh2AUJigRhTC2yPeVMLcE2ksAEz0cZy1vCIPfLWBYJwxYPaNNhiFsOiruziFl23lLcnVWL3I5ZNgzbgWE7KO3MuvcM7nhipabVQk2rhdoW8RcAyrrySVBVJ1HL4DaKunY3BsWNU1FxK4xoLiCiYmZkTaBiW1iYBKHliqAE0R4Tbp4gQfHdM83FqLRU1sNP5IgRI/Dqq6/i17/+Nfbbbz9cdNFFyGazvXeMEGETQGRJ2QQwf/58HHfccViyZAkefPBBTJw4cY3GGXnrYwDEDzeDjTKnJjQTR4q1SW2SzbqFa2X7lTVI2C4RCVgyHMoxr0Lk7gqlUobNm0uVeb8nrY/VKdgXtJgErSXB4M/hS9p8Aa269UOSizAQxkItI30FI15fOQ6jBJzQ1Ys9cfuGxbNI8sIp8a3rx3Qo+XzX1dVVFEcuRpHMMZ/QHCCyjWzDS41uLXFdQtQlfiGCc/lzF3EtwSwhWQ9It5Z0mZbaVwhSxRYALGpr+xksYvtiUgAgS1tx54I/rdPYlCC+/PJLTJ06FZZlYfr06dhuu+3W27kjRBiIiEjKRgzOOe677z6cc845OOaYY3Dttdeuts97xK0z1Lr+dllmi5RaPa1XfxO1iY3BuUFoirWAguKQhdu42RfEpzsisk2AbIznPbCClYMdyte4grBOTiQxifUgvTF8UbMvfZcw1iMpkeiLC2d1Id1FOjmRAbWEM7UeppUCiKDbtYUg2ekqSrhCcxyG7YBRCsegsE0RryL/AkB7sZtt1UeCAgArSxmqOylWlDpgxLOgBJVthStIJzMsLzZlcaoVgEdQHMLQaWglpQEsTH4GDqbcPesyJqUQLMvClVdeib/85S+47LLLcMEFF8Aw1t5nGCHChoSIpGykWL58OU4++WR88MEH+Pvf/479999/jcYZceuMPJM35SbKnSptW1hNdN0R3ZpSnavEjxqH9khSbPc3WOhmeA+yvpASOYaO0nRYO++r3htB0dEXgqKTE8OxwQmFYxYWoQuSGTVHxvL6SatKkKgEwYn/c5IExpPXD3yOBebQE4JjBK0rOkkR+0W7XIyCckFUZKFENWZIwK2+v6mEqXiUjMnyLCvyrycMV7g20LziVbCIjQzN5bl7JEEBoEiKQ3JoP/XSPtyZtY/33nsPU6dORU1NDR588EFsttlm/TKPCBH6E1FMykaIJ554Aj/4wQ9QVFSEzz//fI0JShgIqI+g6BiSrVXrDRmReiw1ST4ZtBKAPwVVkgv5zCnvhl9uPYSgCGl4/1LeJUiJvvj78IIERSi5MsQshlTaVgTFFxcSQlCC8SPUjTUxrZzYVyDORB8XgIpPUX05g2nlfIuMWyGMwbAdX2yMHrhLOPMt+jWKv+GxLEFNlZ4W03Zg2t4NZIQogiIhCYr8vAAvZqWk2wHlIk6lrMtBSbeD0rS0jnhVl/WPvrpT11jx9heyovSEDM3BorYiKIw4apHI0XZ33Bzunv+XPo27LrDzzjvj448/xvjx47H99tvjrrvuQvROGWFTQ9/1xiMMeFiWhfPPPx8PPvgg7rjjDhx99NHfe8wFZx0FwG9RaTOaUWl7mTZhFYQNENRlRRaPwSm2XynWZUxK0PqRyml9A+REbysfesX5AqLu8Z5/xIMExXAfnlIMLWjhCAbEegGt8sFKxUM/pJ1p5XzbuusnLLaFEaqsNnpMSiybgZVIemTJ8doD3v0PpiAzSpQ1RSczuhvLu04HnFCf+whA3raEaTvIJvqWtk45QB0OFlI00deOuTErIe6g2g4D2RiwrFRce0+KswanoTL5YkwRfyLWxZdhSeJrcDBlRYnxEqTpKiCksOX6RlFREf7617/ikEMOwfHHH4///Oc/uOeee6JU5QibDCKSspGgsbERkydPRltbGz744IO1ZhqWMSl6zRO5Ll08ElLifkjGtai4D4qeZOxF9g1QlPW0R8q7gbYi77hubUnldMLSt7dKyvL1NaQFBfDe8itau9xxwy0nop9LZtw2huO3uMQzbcglywEATM2TKQJSaPzgfn2dEQrTysGOxUPby/MYTLiE1HlAFVEBPHdQnqYLZ6F/K5qWobW6HoQztS7BCfXpxaj9lPRardm7Ls9dVJzl6EoQX62gYG2gREhB5L7K4wPAF2WLFUHxzdklKNz9vgqCMrDwk5/8BB999BGOOuoo7LrrrnjiiSciWf0ImwSimJSNAG+99RaOOOII7L333vjb3/6GoqIiPProowCAyZMnr/G4YfEogIhJSfAilDglKvZkZLpBpQ3nqI04M5V4m0UcGCD48ZIhKiVYJx+ufheKslIrg4BRoCMlXDlh6AtBCSMnYr+woAjBM46K1i4lV18olVi6dHQ3jn8+gqCEIZcsRyzbCStRokhMsC0n4YGRVqIkL9NHWjwkguQF6Hscizg3RdXKRWpdJzWFLCmt1fXIJeJ5JEXNO2aqoFmdbOikRScpHSmKuM2RMzVdl0BsCgA4FFhQlfO5ekQbf9Csty72f1Q5zzc/3b2zMPkpHCJMc4RTZGk7dCvK3fOvB7B2KiR/X9i2jYsvvhh33303HnzwQRxyyCH9PaUIEdYpIpKyAYNzjttvvx0XXnghrrnmGpx11ll47LHHQtuuCVkZeetjory9Sz5kxVjCKRLcq4EiA2THdA339ZcPC6kku/PyOhTlvAde3BYEJZnLJx36w6+vFpOY4ymQqtRlzaUjIbJRgMqWjjyrgk5SwoJbw1w70qJRiKR8H0jyEiQrQZeQdCURxpDItCNTVIFcPOk7FiQrlauWrMY8/ESltboeViwGTvNjUiQkUQmCERFIW5RxfEUQm8uF+6g3ojK3JtdjVo+Ob8pWoM30553rBIWB4dui1/WjefMlpBl/m3cfgIFBVADg0UcfxYknnohzzjkHl19+eZT9E2GjRURSNlB0d3fjtNNOw8yZM/HYY49h6dKlvfZZXaIiSQogiInQPTF9MSgxHg/VRAnDFq2VqOmKqTdryoUJX1pQgmCErLZLJ1j5V7p0dJgOR3VT/sNGd8fI9TDLSjCeRCcnhOenDQWtJKbTBU4McF/6tqXachVjEveRlFi2U60DKLhNWQ7pohpwShVRAQRZKW/O/55QlvPNk3BHzIMYat27FjG3lhpRf8k2DThGPhGRsGIhOjomzdNVkftbS828ekAymBYIt6QUyurRrSc6MQG8ytiMMMxJ/T/0FH/CYQMkDQIxxt3z7h0QZOWLL77A4YcfjlGjRuHhhx9GVVV4QHuECBsyopiUDRBz587F4YcfjpKSEnz00UeorxexAo8++mgoEZGun9XF/LOOVESFEwbGAUZyMHm+e0FHfXcplhV1YKdGESw7u7oDpbk4arq8QEvTEQ+fbAwoygLdCYKiLA/EJKw+QRHbrg6KxdS6JC5BghLmtvHGDXft6G2DBEU+1INkxXTaAfdhz2GAcjeoljsAMcDhEQQQgIOCshwIGDgoSMYbV5IRiVi203dewh3E3TaJdDtyiRIkMu3uNeVCiZQ8t05U9L+F3FGSoBSyhMWsMPeZ6etj2A6smAnKOCo6bKyqiOXJ6Hvj9p7VoxOUIDkBBEHx6vS8HnpdEjxAXu6ed2+P7dcntt56a7z33ns47rjjMH78eDzxxBPYYYcd+ntaEfqAt956C3dcsjemv1YgAyCCQmRJ2cDw4osvYsqUKTjmmGNw3XXXIR7vmTCsDQQtKjpKnQoAUJaU/ZZtg5pu8RDS9U4AL2tHj0fJmUDDns8h+6yoAisJh15MznKfj5LAhMWZiOPuQ8/heYRFzqOvBEW3pBQiKcl0i3tPNEXaIDlh4nyShIRCIy/ybV22l5YVRuPu9XjExTFSMJx8QRgCBtso9u0LtiM9Wg4CWijEUOcX21RZUqz46r3nFHINSX0Vb5ugsTrus6JIfDtIFgkMt6K8W/1t4fNrBKXTaMfy+Ed5bYLEBGDgLtmpJAthuJ/R/JP/WfA86xOMMVxzzTW46qqrcPvtt+PYY4/t7ylF6AG2bWNkXQJLmhheeeUV7LPPPv09pQGNyJKygYAxhquuugrXXHMN7rzzThxzzDHr7dx/XnIiAOB3Q+4FtAeGtKjo7p/SnPcw7k3vxGBAdYemm6IFuuoxJQnWc/VgHTpBMbVYlL6SE9/+gFYKIxTJdIuyVkhIK4PBZPBlTpENdU6EWy84DGFN0dsQQVZ0YkNZTrmEZFtq+9Nd5DwozyFm558vOCbhOR9B8rVT+ykId0BZTrmARN9AqnIPMvo6pPUkSFYoYz6SQhlHWZeD1lIjL8tHoi8ERSclEnNTb7rXxiCkopi27fUEoMiJScT3x0IcQA4GHIy+ezLmnrxmVsq1CUopfv/732P8+PGYMmUK3n33Xdx4443r5QUmwurj9INL4DCOo3aP46Rf7oc5Sy3QtaBMvbEisqRsAMhmszjuuOPw3nvv4cknn+yXeh6yqODvhghzN+UmTB5HihUpK8qwTB12XVYviv454W/M0oqi65Xobh49roRqxfGCD7xgMCzgJy9m4LgkKb3V3vEdlwTFjUtJpltgOvnpRpSnfVaQvOPEL73OuQGOhFiXbh6dQGjEIeg6ItJNpMeJKFeRJjZTCMQjRXn7A+PpREXCMVLghKKjvBaOaYATCts0YNqOIpLVKxYDAJpqh+YRSml5KWRRkWgrS6rsn7ZiGmpNsajUTBF/P6lcCADI0qwvNV6SlMb4NwCALqMRlMt5ePdMkBSdnIjP3UAWxCUrSXQjhhyum/vMgIhLCWL+/Pk4/PDDUV5ejqeeegrl5eX9PaUIGjo7OzG0rgwn7JvADpub+O3fujB59wRuezZEIjsCgIikDHi0tbXhsMMOQ2dnJ/7973+jtra2905rGTpBkW4fg5ug3EQxE0GblFPstmpLDG0XgZq9kRRdH8U2COKWG0eikYswIgL0bEkB/ASlorULhuP0mZzoacZyf6p7lTuuZo0pQEj044RkAdVOIwEaSQmCw/ATCd0V1BcSsqYIxJwEiYqEZZaqdambwgntU6aQdBEBHlmpXbrA16ZxyEgAQDoVRyZOwSlBR4rmZfl8XZvJs6Q4hOOL8iVIG2mfBUUnLCvj8wEwdBqLwcFQ7DSg22hUBEWQE7FOYYGAKYICAIOwDFfOnQlg4GT6BNHV1YXJkydj0aJFeOGFFzBkyJDeO0VYLzjyxwn8b56N/zumCIQQvPG5hUf+XxaLGruQSqX6e3oDEpGNaQBj6dKl2H333ZFKpfCf//ynXwiKxJV1T6LUqUKJU4ESp8L3wy8LCw5vS4IWsKJQ7leONTSeELR6qD4FpNkLtTUdrsaqbmpHdVO7r4KxmEc4QZHS9IT75etT3asQc1oQc1oE8XAXNR7pDl38BAXuuuvWIY6/LbL+CemWDu4A3PERlN4Iku/aQuYcCvc8wX6U53zuLdP2LEkVTctQ0bQMVSsX5Unyk5D7XLlqCSqaGwEIchIkKDpS6RySOd2q5T9eSAZ/67YhSDnix35c5wj1PbWJjSzNgHAKDgaDJ8FJFt3GigIzoGCIKYJCwTAIywAAl4zeF5eM3rfg3PsbxcXFePrpp7HTTjth4sSJ+Oqrr/p7ShEgBDeffTeHY/ZKgriWxB9tbaIsRXDigRX9O7kBjIikDFB89dVXmDBhAsaPH4+nnnoKxcXFvXdah5if/H++KselToWyogDA7iu3AhAIjuV+cqJL2zvuUPp+PSA2LHVYtPcHxcpl0Kp2RUx0105PNXikdL0MjtXbprpXKYISOg+XYHjkI0gCeiMSYX36TkCC5CNsXbqQdJdSn8mKRlrUuNwRlgXOYNpdPjJCWU6lMktSE0ZWCHNQuWpJKKHhVCs6SClysd5/noK6KAuLW1DkJDGucwQop9iqcxRsYqPNbESnsQoOySBDm2FRkZXFSAcY6QInaXCShXTxmKQTcdIJCgYTFkx4JNGAAwOOsjAORJimiXvuuQfHHnssdtttN7z11lv9PaVNHsccMBzbjTIxdqgWa0YIfrlXAk+/ncOqVQNP6XggICIpAxBvvfUWdtttN0ydOhX33nsvYrG+1UhZl9g8vTcAV7jN1UWR2zpBMR0/KQmSEy+YVvztTAlSEyQoYdYT3eJiOlyNN2hVPinpLThWPx6WvRN3ViHuNIKSDn8/OO6+QsQknHzkt9HGJA4IssqiEkYkwgJxw9rr6zo58ffrA1lRg+S3k3E5hpOG4aR95MRw0hpJyScrHjFxEAxAFmN6bjfvfOFTC+qiMMpRYRWhNlsGg1MYnKLYTvgCZ8MUlAGAwgKFBQNZmC45oXDUUo4WRU4kpo3eu+BtGwgghOCKK67An/70J+y33354+umn+3tKmyy+/PJL/L/PLfxiz3w37w9GCuJy7AEN/TCzgY+IpAwwPP3009hvv/1w5ZVX4sorr1Rmwf7Gd6nXQLV/AFSwrMEJDO5VL1ZEJbAAgpzorp6iLEdniigyYrguGz11WVQ+9lKJaYilvyctk2BqcaH0Ymk9ETEotmfqJx2aG8cfBNsbCHHUEg7PBQQgj3j0ZCHR3UaCPPnn5rXPam4l2zden69Ds6aIbaYWyi1Qbqm0Zkk+ZEaQGoMz/xhKgyX8Z4gRkTXEdKub+9mHSd8DQMoRhN7gBHFm5FlaDFcpOca8gFI1by3+hIEqgpJABgYcFPE0yngn/jj3NXx98lP4+uSner1vAwGnnXYaHnroIfzyl7/EXXfd1d/T2SQx9ZBtsfe2MdRXhX/Xp+yZwCufWJgzZ856ntnAR5SCPIBw11134bzzzsP06dNx2GGH9fd0fNii+ydqnRGGEWnB+mW9npHN4g0haCkJg2xDmZBAL0nn65vo7XpCdVN7r4X78s7vBsdyQtUDSgbHAsKKAogAV49c5Fs/CoFzw2sj27ljce2vB0lU3LHRAcAA40XCwkKC1hcDUP3lfhtQVh742wbmzDlAYCPsv3+onosrOKdIDQ+32Ii5O3lZQUGBO916wqhnJSTMgWk7vlRkIbsv23qBs9s0FuOzOteiwwkcwhVZiTMD71d8jZ1axyHOxFxKnVp05MWfyKKZMruKimvT4lAkHPca3zvllfz7swHgZz/7GV566SUcfPDBWLx4Mf7v//5vwLwAbex4/fXX8dUiB6dNShZsM2yQgd22iuGYg8bh7a9CKmluwoiyewYAOOeYNm0abr31VjzzzDPYbbfd+ntKALysnrYkcFfZcwCEJsqQTC3izMSQLnF8VEsyr1igjjBzvWd14W5KsrCixAvEogD5WT2VLR19JiimVTgzpqhTPLwIdxBjMgZFxCYQkt/PRz7WBC7BCCcsUPu4q0NDSM47p+orNTAcdYyzFMKyiXqcSm+ZRr6J9T5mUIROrgchiYpjpNw2HjGRGT5WzFSibkB4HZ/P6rq8IoNUEJV3K79Ux4M6Kdu3jwUA/KfqJXQbjWAkDSirkKOsKUl4VqkYcihGJ4p4Gh+d8lKv92Ag48svv8T++++PfffdF3fddRdMM3pPXZdgjGHMkBh22sLEYRPD/59JNHcwnPu3Lrz+/97Grrvuup5mOPARuXv6GbZt4+STT8b999+PN998c0AQlBkXl+HO/ytDi5sRd0f5swAEQRmervMRFIP3/jYWdPuYjj9WBcgXawsSkrBg2b5ABscWgiQoMacFJmvXHszej3fQasK5bsno6eQ5/6LE2gSpIDSn/hKay3ML5Z2XxRU5EsQl5yNMctuzvHiLbC+g7/e7jAD4gm29yRj5QbWBjKAeVXXlMIE4FBnTYjiePLgUfItZNijjqG0Rb5bBDB8ASDr5D9kk04pfuho+NKCUvFfzT13XT+GfQOnukXEo5mq4xwYqttpqK7z99tt4//33ceihh6Krq0CZ8QhrBTNmzEBrF8eBO/UurFdVSjFppziOP3I3RLYDD5ElpR/hOA6OPfZYfPLJJ3j55ZcHjJ7BjIvL0FQE3F36rNqnFw/UCcrwVtfNU8CSkgzhB8E6L1JpNmYxxLWg2UIqs+Vtoi5NmBUlGJsSRlA4pYqcSMgUYx0yjdhzk2huDao/8LU+sYC7hRkAdfL3Afn7AfCYe23ZckGEiAMnVw9qtAE8DmK2gtsVIEYHODc9sqTXU9IsLr5130Q9NxTX+oprNMEQz5Po93UPqNcGlWt9RQk1IiAl/QGAcsvnGrJNfwabtKhkEzGfNUUvNjh7kBDByrn3klGOjyrmIEMF6ZEpyFt3bg4AbuyUW8CRMLTEuvFm5YMgbqwOAYNBLMSRUQTFgIMS15Jy3rz3Bqw+yuqgtbUVhx56KAzDwL///W8UFRX195Q2OmSzWQwbnMLPf5TAntv2LfkhneU4564u3PfQ4wPO5d9fiCwp/QTHcfCrX/0KH3/8MV577bUBQ1AAoEn7vaKcwuQmRroxKDpBGdrWO0GhnOctYXAI4BhEVcAV4+ZbTcrbOgumFeuCbFL3hIfITRd1rvBll8SdVSqoFBDkhKj0YvgsH3LxoBEXSVCII8iGmQ4lIoh3+ve77Xm8TZxHkgojB1AHRnIxSKwDxGwVzc1W0Y7Yam7Q3VIyJqZoMYgh+umLz6oD6dLyLCtQD2wRcEuRA0UOwQBefZ8aSwbr6tk9WpAtABg8A4PLEgJeIK6e1kw4Q92S+e7nydGwMou6psIWMRW8zQhM5n8gbN25uTquQ5KVGKv0ro04YKCwEQPTPts4z8GGgetH7YyD7tx+QKcf9wUVFRV47rnnYNs2Dj30UKTTkeLp2sbJB5YjFSfY/Qd9d6mlEgQ/3y2OM0/6OSwrik0BIktKv4AxhpNOOglvvfUWXn/9ddTV1fX3lBSkFeXPlXejxmpQmTy7rRyn2sgf+6FtCeW+CYtFKcr2/NXSzfdSDr+429aKAnIlnx60nqgxChQF1KGrxoo+lno4GlxWFBaBpGHZO35SEoT7cIu3AnAtIX1xBflOEHjQszg4cUCsEkF0XKh90hLDDWFNAYQlRZ63WIikEX0eOU/TxhtQt4S4lggrXzDQH0DsWVskqdNjWsKk/UOVcgtYXoJxLI4hXDecGiDMwYLRY7B0UFxZU74dlEXGEPMY3JXE0pI0fri4BDdt/46yomzbMUadVhITQ3P/rEi0493yZ8HoUl/QLIUDExaSSIPCQQVvgwkHtWwVTO7gFwsXbPBWlY6ODuy///4oKyvDk08+iWSycHBnhL6jpaUFwxqqcPahKWw3avXifmyH48J7u7H/D2O496WoSnIUNbWewRjDqaeeijfffLPfCUrY22BTEdAWJ0pPYreV47CwpBWAR06GtyZ8FY4ZyQ/TLERQgnEFkpwAwt0ja/ao9pyjtL2rz7onPVUtJtyBwbpEpkpYEcA+pReHaJi4BEVMzBGq6q6rJg9hBIYbwmoCAE5cFbWTrh8fJGnJlQhrCgDOXJJQ7FdwleMQbgjrjeynJu66ghJtgvjYKdDYCjUnZleHXLeBYLYRQbfmCnNrEnGo+yzaBMTlQjKG3Ib+bbmbiXYj5n6LEXOBt3fZGowAY1Ym8Fmdjc2bi1GaBraflwBg4ZxPdsUrm61U/YMxKRLCwkJh8iQ4Gwnb8FJAhSXFUpk9QTw2fChwcdkGTVRKS0vxwgsvYL/99sMRRxyBxx9/HIlEzwGeEXrHjBkz0FBNV5ugAIBpEBz+ozieensdlsHYgBCRlPUIzjnOPPNMvPbaa5g1axYaGvpPvOfqP5djNETmDiAIR2kW6IgR3FV8D45Y4pUPH9VRqdYlUZFaKH1FUFVWJyKEeboowt1DEbcclLZ3ucd7rruj5hawoEikuleBcAcmcx8mXGqPeO2DQapqu4csHhLrKHw8uJ86ggj0lhUkiYMWM6KD6+4gtz2Jt4JrFpdgHIqvT7xTzIMbgBMXBEVCjmGnAOKAmk0AAGZXg/M4KE0DcHwxLIKsaOnVyEL+rOg2Wrnfl7qsiImfrHBi+GJXODVAHcu9FrFvwrtfAAD+u+vWOODTGOAqwsrvVV1TDsc0lePhnYIp2Z4VRaYn12fKMZ7si6+KPwPsBli0E2O7xoOCoi5TAUYY3h58MVpJOWp4M5poJQY7q2DDwGPDh+KovDNsWCgrK8NLL72EfffdF5MnT8Zjjz0WVVD+nsjlcqgoXvNoivJiglTlZmtxRhsuIpKynsA5x9lnn40XX3wRs2bNwtChQ/t1PqNbOb6rJGCEYHA3AyNARwK4o+QeAMC/69/FQct26TV7pyc9FIlghWMAqroxEF67J2g9KUROZN0dua5DkhMAHkHxoYB7pyBBcWNTgsGxcK0eMs4kLA5F38+M/P3Es1SodWmVUSfR+sU7BZkABEEJzjVAcvLIjZEDjJy3X5+bmVZEBdxQZIWzIqH3QtMekeIGPKuKeLAJHRbt8oi0tPi1WVTwrWtVUfulrooUWWOevoo8JsnKxPe+xuLhoxCzxHeAUepTq53yfilm/NCfwSKtJ0EQUORoO5hLXusyFUq5dvdlf4HBCZYlBanLADDLpwAcOOKOrWBwBzPOmJ035oaC8vJyvPTSS/jJT36Co48+GjNmzBgQStcbOoLVu/uKPiRNbjKISMp6AOcc5557Lp555hnMmjULw4cP79f56G4ehwBNSe9/BAGF4cY5hBEVuob/6yRBISreRI7nJyimK+hWyGXjG9O2PRXTAgSFgMFgfreJFyQZKOwH9KqBEiQoyiVDA8QmJN5D7Q+SGOKAU02NVScxOnlwSYEkFurcxCmcQaRrq2iEhGtz8rmFJHSiIqdpdIDbFYKoGOI+cKdUnYcgp1lZbFcwDpDWFjWOljWUlyUUgGl3wTaL84TgCHeUEByjBFbMBOUchu0gkbXU/phl46gPivHkjn7fvhSAU/FV6Uq0mSMwrnMIMoaFpBNTGUNxZuDfQ/6AGHIwtLTkGl6JctaOEp7G4YuWFbyGDQWVlZWYOXMm9tlnH0yZMgX//Oc/Ix2V7wGONScpfZOl3DQQZfesY3DOccEFF+Dxxx/Hf/7zH4wcObK/pwQAyJpAdUYQhLQhUzK94yzkv8nqEpSgFopOUIJZO5KcVDe1o7Klw23H8mTtAUFOTCvnq1gcBOEOKLdgsM4e5N97cr04ecf12BOeaANPtAlyIC0hLtnglGlZN94+337Ad1xuc8MKt8To54FHLBRB0c6n2quJ+wmJr2+h8wRhpgEz7WUIxTqBWKe37VpWCE17Ev/EcV1EOjQXmy7PH6jho2up6LV+AICynEdWmCAlMcuGYXt9bNNANiEIU0lnWmX3xBwKgxM0dBShriuFqnQSMYdiWHsx9ly+BQxOkXRimFnzGgxO8dKgZ/Hs4KewZevZ2Lz1fAxvuwCAUKBdRaowxxiJDInjseFDN/iMHwCoqqrCzJkzMXv2bEydOhW2He5CjdA7OBG/qWuyRJYUDxFNXofgnOPiiy/GP//5T8yaNQujR4/u7ykBcANdmd+Cwghwd9E9IHAJCrEB7n09JEEpzfnfemU142A9Hh26m0eM5V+vXdGaN8cw905PlhO9T7J7JUzWrpETG31VYNXOhkLFAnmiLe8Bz31szIH0JhBGQRhVBIUbwrJBGHzkRO8LxAq7jHSQAHGhDIRRz3riG8PxYlEKWIp8FhXqeMG2gKf3EtznWlxkerRwB3ULC0uoRov3nVKZPUFZ/cBnZThple0TJq0PAIOXLQInFNSxwKmB+aM3c++J+N7+cHESXQmgLenAcc14jtRbcRVrXx/8DUama/FG5RuY2OqJKnKXsMsYlSGZa9WxDwafh9nGZmi198Ss4djgA2kBoKamBq+++ir22msvHH/88XjggQdgGKv7/ycCsOZkIyIpHiKSsg5x1VVX4YEHHsCsWbOw+eab9/d0ALiuHuKpv8YYR5YSZCnFyd0n4e6ie0RAgUrVJIqgGIHQEZnhE4xL6U5o9Xg0Nw/VyEpdo5CfXzWowkdIGKF5BCUoyBYWq5JIN4tjeoAsPJdOMNFej0VRKcY9iJ6RWIcgJ4CwdvQETcJehT4EiAingX3y3K4Kbd5cggJtgCIoOkGSc/PxEDW2FuOiCIzmXtLcQuq0Wl8eIDeEwiMqOuyUzx3EeVyT/xdxKXmqtiSfqBDuAESkJUvXnS4MJ11Bg5ctcqfoXjtzkIuJdrkYRWuJgYaV4jNeXBvHokoLO80VX4iPRlM0WCk0tBrYtnQ4vilpRIlTg1ggbuiLkv/ilLm/xJzyVt/+Hy6/Hg7hmFX1IhwiXEpBi8qGSFoGDRqEV199FXvuuSdOP/103HXXXVGtn9XE93H3RCTFQ0RS1hH+8Y9/4Nprr8Ubb7yBLbbYor+nEwpGAMt902yOJXB/6gSMSleh02j1rCkaHAJ0xxzEHOKSEyI0UgLjFsr6CZOyr1nZ6iMmhQhKT5YTSVCkewcQDzqPiIgZ5hffgz+rp4CFoSBBKRS7Iq0VGlnR2+bKl4EwA5q5BcROgChG0wGzc5B/SMpglS1GvEmzxhEH3AzXUeAGXIsN9c9Td/AqsgNfzItvnB7iczhxQMIsVDKexY1dITwOIRQHlapcqEChmlqBWBVf1o+0rqjAWqYCak2bKaJS22Ip9eKRyzLYbJFon03E8MPvHDBKsKLSwA8Xl2L55h0YlBsHRhgMTnHw8p/hmcFPYP+Vh4r+7RVYUtKpqivLukB7NO+PdjONeyv3BSCqNCuXqUtaNjSyMnjwYMycORO77LIL/vznP+Oiiy7q7yltWCBRTMraQERS1gFmzZqFU045BU8++SS23Xbb/p6OD0dd3Y4ZF5eBESBLKagrSPFA8mRI10aJU4Eu2h4alwIAbUkbNV0iaDFISCgHijL5VhSZwSMtKKJtvtaJVIgNIyc9pR/HHDGuFxTrz9oJIyiiYbhLRwdPNnuuFNUH+euqQ74VxEl2gMXSYJLkUABwQJgBTh3AzIpPglNQO5HnPrLKlgGcwqpYhFh7g4+gcCrGkesgTExLWmx0OX8Z10uZsNqwOIhj5KdIh1lywvbLfkH3lEZUqNkEZlfAC6B1s7Hk7ZIZPgCCIm+iHVNZPUFQZoHRmC9uhdEYKAeSOYb6pSuUizCIpUPqMHLuHCyvH4Y6twzDJDTgtVFCX8UhDDkKHLL8cNUnxgjGNZfji2rxfaOcwilA5BoyVbCog8dL/oeV8bYNkqwMHToUzz33HHbffXeMHDkSRx99dH9PaYNBZElZO4hIylrG119/jcMOOww333wz9ttvv/6eTq+4vvQ3gJIrLwblFIwwlDoVSm1Wh0OAwZ3iIZAIeD0oB+KW3y1EAu6dQkTDcAP0SEg6cW8Vjj1pdQeAHVK5OOCm6E2rJDh+pgq8aJUX+NoXcAN2UTO46bqbqAOuVePlhIFwKkiFexwACAOYmQUrX+y11Y6JFSfvmJPsUISHMENYfDgFtZKehYQbHjnxXaAWw6JnBYXeDD9Z4cQBjPy2hMKLX7FToKRJZAYhv+ozgLx0ZEU2eeHsHy8+xQgULoxh1HffgFMDuUSxKDJpZ8EJVZorhDOM+u4bAEDdkvng1BBkpQkoHibEzGR2T446cAgD5UXCisgItm6qREfcwZKSTlja90uKxg3KlsHgVB1LsDhuqXkNv161N2ZsYHEr22+/PWbMmIEjjzwSQ4cOHRBFUCNsOoiye9YiVqxYgQMPPBCnn346TjrppP6ejsKMi8t8CyAIxU2l57gtKBK8CjFeBApRq0dWj31l8OdgAXNJkKCYjqjTE3f3WYYgM5RxcEowdElzaJYOIMiJDIgNBsUW6iORSDfnBcnmExQ/iO6GCVpRtP0k3ioWrR5PMCsn+CDPlS8TS8Vi5CoWg8W7wakDZlh5BEX+ZdT2FjMHx8zCiaUFqXEXRm3Rx30AOkXN4GYGnDpwEp1gcWE10gkPpyJTyElqFiTi5BMUmhNjmRkvELevQbu9uIJUJpGM6zFbQc0m32ck05ABKFXaYIVlVSuI51RsSt50ePhc4tkuxKy024aBMEf99fVnDgYvWwTKOHZaXIadFpchzgzEmaHSlA3ttVjGaUlBuC4jq7RXqnMliDMDmZDYpbOG/wlAuNrzQMYBBxyAG264AYceeii++eab/p7OBgFpSVnTZXVwxx13YNttt0VZWRnKysowYcIEvPDCC95cOMfll1+OhoYGpFIp7Lnnnvjiiy98Y2SzWfz6179GTU0NiouLccghh2Dx4sXBU613RCRlLaG7uxuHHHIIdtllF1xxxRX9PR2FK/5SgS+qDXxRbeCrau/j/qJaxgZQpFgtCDe1mAioqsd7rdgagLCeSJja73vcluqz+QUELbdYYFgKsVwA+MhJWOFACcIctSS7V6og2UIunsIWE8f/V3+QxjpUDApPtIEVrQIrWpXXTkeufBmyFUvACQtddCiCYtjghu3laUv3jruuExdQdxzCwA1LEJd4t7cdIEF5V5vsyItf4UEiIgNw5TWuLlkJ3psgqdPGomYrqNkMWcgwb0h9XzA1WREaT1cm6AoyHLd4YZCIcAbK/HFWnBpqySZLkchaaFglyMVOi8tw2EdJHPFhEY7+sKxgrJWuI1SdK1ECcMW2SIHOGDkYnCLB4hjbPSF8kA0Ap5xyCk466SQceOCBWLlyZe8dNnWsxxTkoUOH4pprrsEHH3yADz74AHvvvTcOPfRQRUSuvfZa3HDDDbj11lvx/vvvo66uDvvuuy86OryXmHPOOQdPPvkkHnnkEbz55pvo7OzEQQcdBMdZPcvz2kbk7lkLcBwHxxxzDGKxGO677z7QkMq7/YUtmsWP+RfVBlpjCbxRR1BlZbEynlJtKDdh8iJ3Xcx9s+6hmLgkv9hcEGFqsRIxh2PYoiYAgoBIJdCwGIGeyIk47prNM83ePjAQZEOtJ7pWh7dTrmsqqfrxksVezEiwT4CcOMkOGJlSZCuWhM5XhyIQwcJFgTY6SQy21Y8xM5u/nzrgzN9OB4t3C0uMe5wEVW8LQReTCyMtrI9uIjVhLzhXZPx4sSkSPYm7eW284NmweBUZREuY45fVp/ljy2BbAChrawdQhs0W5cDc/8dWzN9n64U2vhju/XQW2wkknZhKZZbWFYNTdBnis8oYOTAwxJiJx0v+h0XJlSpGRcdAdwNdffXVmDdvHg499FC8+uqrSKVSvXfaRLE+xdwOPvhg3/af/vQn3HHHHXjnnXew1VZb4aabbsIf/vAHHH64iK964IEHMHjwYDz88MM49dRT0dbWhnvvvRfTp0/HT37yEwDAQw89hGHDhuGVV17BT3/60zW7kLWAgfM03YBx4YUX4vPPP8dTTz01YKuIbt3kwHYfB42JYvwjcbo6RkBhk24MsoQSLgXF8M5ylaZMOWAZXjCshK6HIo0BMUf8NbiIR2ms8+r+APkERVpPCrl2pOUkkWlGItPsEhOGGGuBydry2gMIl7VX65qLJ0BQVOaOsibk8iwETrIDTrIDdrI9j6AUtKQEVe1C2sp9hcAJEwTKtahA6+ORoN7feIgT9wfZ6sdYDz8HvUn992Z56bGStA1d5A3QrCka+eAwwIi/poy0pASJiiQesnqyas/y55hJlSKXKBbTZAwVLa2oaGnNa1fbYSBpU0VQGOVI2oaS2ZcZP4O6xYPb4ARldhLFjohxGZQrx6BcORaklmNRcjbOG3qbWn479BYAA98NRCnFAw88AEIIjj32WLA+KENvqvg+7h5OhIumvb3dt2Sz+SrZQTiOg0ceeQRdXV2YMGEC5s2bh8bGRl+MZCKRwB577IG33noLAPDhhx/Csixfm4aGBvzgBz9QbfoLkSXle+LWW2/Fgw8+iLfffhvV1dX9PZ1QfFdJsDgpfoQd7a2x2GlAl7EU3cYKDM/sCsop9lqxNWKuQpuMO0nHgZhDkLQpKtPiQSB1UHTIbB7DDZaNWyzURN5bUGzwQSLJCZUVdXn4A6+ge8dHUMLBDSvUaiIDUe2UIEROwi+x7yMWPVhKgm17IiSh1hDKwLV8K+rEFFEhzFSWDG5YADPyxhDXAbBEB4gdXuWWGxaI47r1gvdS12gJ05NR83T8VhdnzUTAVict2dePyCBa9944ksxprkzH8snqF7LwVa9apdaXDqnD+E8FKf1w2yEAgMruOD6rs+AQjhx1YHCKIZ2iyrSU3aecgnKgOleqxhqRHowix3uZcdx059uqX8d3Rf8b8FlAqVQKTz/9NCZMmICLLroI1157be+dNlGsKYVjAJqbm1FeXu7bP23aNFx++eWhfT777DNMmDABmUwGJSUlePLJJ7HVVlspkjF48GBf+8GDB2PBggUAgMbGRsTjcVRWVua1aWxsXMOrWDuISMr3wLPPPouLLroIM2fOHDBibTpmXFzmIygSL9A/A5iLLqMRZfZoVNoNKqsHEG+IQ9r8b6wO5UjYrsCb9j/P4CJIVhKUmMXyXEA9aZz423kPRunWkeQknJh4mTy9Vy3u4XjpgoJuHQCwU23fi5zo7eVfx/Suh3AqFkbzyEse2TDcQnqyHzOEq4gCxIn16PJRY5hZcOqA5orA4t2guSKl5SIsD55CrntS+KYVJkKnoyerC5OuHhvcp53iVk6GX0eFc/isKZTnwEg8T9gtiEKBtDpZkUhkOpBLFMO0snkxKxIj5s1T6xPe/wZv7yS0j7ZaUYz3h7TC4AQj2wQRcShHQ0cRFpV1IeWSvjgz0OV+5l1GFgkWV//fpBXJcL8HEoPvuAPLT/csngMJNTU1eP755zFhwgSMGjUKpw/QefYnpCz+mvatqqrCPO17BwgLSCGMHTsWn3zyCVpbW/H444/juOOOw6xZs9TxoBgf57xXgb6+tFnXiEjKGuKLL77AlClTcN9992HChIEbDHdv6n5QUHQbzeoHkAIot0ejzZwrtjlV6ca6wqwO5hIRPWhWun5ijtBCSebcuBJXc4IyjkErmtx9/swdsR7+IJGWEwAFiwMCyI9FCSMgYXEoQXSMACq+y+svs2d8+4IWkF7iTILbTkwTX9MeSJwwEBVnwXonGoYtdFUYhWEnAE7BzKzo54T39VKZXauLFtuikzRu5t9XTgGwuNuf5h3XJlZ40jQHsEIxDH7tFMDL/AkSlWCVZA4Kyi2AW4q4SJISpq0SRmAS6XCrhYxhkVYWSXJ0omJwiobOItVHzwLyChnqFswEWmNeZeYYN5X4GwHFeUNvAyM2/rrwN6i9gylZfgBYefqvQ+fZHxgzZgyefvpp7Lfffhg7diz23nvv/p7SRgVCCMrK+u7+i8fj6mX5hz/8Id5//33cfPPN+N3vfgdAWEvq6+tV+xUrVijrSl1dHXK5HFpaWnzWlBUrVmDixIlr43LWGFFMyhqgs7MTRxxxBH7zm9/gyCOP7O/p+LDDTYI5z7i4DFcNfhqlTgWKnTJUu/EmgAiUBQRRUXEonGK/Rk94Trp6kjmgslPEpZSlCQwmXD3KtWMzJdYmiwZSxmHaTCnMBs3phYJjE5lmJDOrVOViXT3W95dk/bL2oe4cB774E3hWAR0k1gHeC0GRf/OsJ9QfF1Ioq4cTBjve7SMowlIR6C+LEGrnKpQl5JtHYG4y46cn+BRvfQcKWCCoG6NDc755yqyg0DpEcjskk8iDE3DTifiUntw6vnRkt5Ck3Kbc8qUo6zErupaKXqBQV6zVl+Bx2UbNnAryPqy92EdMAPH/ZVh7sQqmDaLCKkaF5Vk4DfdFYVhmrNp37rAb3ev1PqdBd9xc8L70B370ox/hpptuwi9+8QssXbq0v6cz4LC+UpDDwDlHNpvFqFGjUFdXh5kzZ6pjuVwOs2bNUgRk/PjxiMVivjbLli3D559/3u8kJbKkrCY45zj11FNRX1+PP/7xj/09nTx8fM4e2OGmWWCDn4bpkhFGGFxhWRgQb8OUm2DEFtk8BCrVmDKCwZ0xlHdzOASQL821bZ6sva4kC4gMH9PhqFklBNuaqypQ0dIOyoWCLINHVDilgJP/wE1mVuW5dfQCgQSCnAjXgG5NCU8L9sMfQMvL53nr7l8dMsU3lJyIm+S17UPQax450dYJgyILjLrWBOKa/QOumzALi5ErnF0h5xQenyLr9fRsdQFkvA4Dl5Y4S44fyOhhSW+b60GsjlfnRwMxOsGdEgQl8wHTF3+irCn+zv7qye6218ezsoh74CcngEhVZjQ/EFdf58TwZQlJ5BLF2PmTJWitrACjFO+O848DeERlUZmwmhTbceXykRiULQMjDE3xThicYlFytj4CDB4HI7bPmjLQcNJJJ+GNN97AL37xC7z66qswzeixAny/7J7COZPh+P3vf48DDjgAw4YNQ0dHBx555BG8/vrrePHFF0EIwTnnnIOrrroKY8aMwZgxY3DVVVehqKgIU6ZMAQCUl5fjxBNPxHnnnYfq6mpUVVXh/PPPxzbbbKOyffoL0bdpNXHXXXfhtddew8cffzxgK4NK4gFAibLZxEatNVLFnjAwDM3UozGxEg2ZwVhY0oZRHRVuf9E35nAwTlS1WOne0aXuG5Y15Z2/qrk1bx+jFJSJN9FgEcHi7vm+tn7tDNt90w7EniBIUAoEx/bkAgpRbgVEuq6dFOb/QrEnYeSEB1w/PtfOWkIh4gFN7A1AHiHQ+8u+3LA8Wf5gO9OfRSADb+W6PKW/Dct3BblFDTlxQFjKk8uHjEsB8qs/iSKEYRoqAPwy+gB0Kf28VOQCsSvBqsq+PlqmkFj397fiKZ9FhTKGXb7OIZsw8cko0TbmUFhu8FaYy0cH5RQVVrHPBaQ+IyLWKTHBYOPWhZcC+E3oOP0FQgjuuOMO7LLLLrj00ktx9dVX9/eUBgQ4AZw1jOdgq9lv+fLlmDp1KpYtW4by8nJsu+22ePHFF7HvvqKW1IUXXoh0Oo0zzjgDLS0t2GWXXfDyyy+jtNQL6L7xxhthmiYmT56MdDqNffbZB/fff3+/P+cI53nvKBEK4MMPP8Tuu++O559/HnvssUd/TycU2930H6UYq0Ovw1OX9Revi3EDY9tqQBnByGYR6FfZKdw4stQ9AGU5AaAIih5jwkP0YZT+iebykSnH4rijSIo/3sQvzJY3bphibF6jAg+5Su9tNUhOOGGF3TuyjwwwNmwwQ3sz5tT35A6SlvAphr8nEE5B3WOE+wNq5QNM/tWtKSrTRxIJxxPh842vSejnzykGFiBYetaQdBUFxyZOXFlQCKOeNUUGy7J4PnmySty6PprlxeeS8+6P7gJS6yRkn9z2HaOhx2Q2UKFj4q+XzswJVdtSiyXrBqYvr6sBAJWivPVCGx+NFm2lNcUhDBlDZATFmOEKvxFlYWmKd4CB4duiz0Q2F8mBQ7j7/rrwdwM24wcAvvrqK+yyyy54+OGHcdBBB/X3dPoVf/3rX3HX387DMVOLem8cgu++s/HGrCGRui+imJQ+o6WlBUceeSQuvfTSAUtQJFiI64GCYmS6ASPTDUiyGGLcQIwbSLKYesOr6TbRmQxm5oiMHZm1YzoccYthyJKVSqCNakJtog/zq8f2QFBKuud4cugAhOUknKAQ4qil5yBZFCQoOnSC4iQ6FUHJiwEJEBQZYyIJiorJ0OJK+kJQxDwZ8kwS7nmYYYux3HH1bYmgu6egwm1wfw+aJsF4FmZmXb0XR9OSYSJLyI1/IY7r7gi7766GCjfT+fEpsU7Q5DIIl08OhWJUAPi+J+r7ortn3ONq8R3rKeU7PF7Fd080V48vZoUzJNNCtTORtZHI2thhThZbLxRzjoXY+5NOzJPadzVWghjTvQ0IqCIoHExJ6g9UbLnllrjzzjtx7LHHYv78+f09nQGB9aU4uzEjIil9AOccv/rVr7Dlllviwgsv7O/p9AoGr0w85Qao9mYqJbvjzEScmTA4xagOEc29qsjGkGagvJvDMghyMeqzpABeXIpY9/9YB4kJDVGZpW7dlNLOb1DSPccdSRATsfh99j5ikgfNbbOaBAWAsiLI2jeSoAQuWK1K4mAnukPJSJ+JiQYv4DSfrMjaPo6ZU/V7FHkJC6YNpLDq4yBQ4NDr4uQVOVR/CRPqtlKSX55ft7K4x1i8y/sc3ODasM+B01y+8BtxXKIiEfaZ22rJIyoAgvV+1NA6+XCFAOV+AKDMJZrEcxWFicLp62EBtpKoiFvi/R8Zs5QjxgiGtQtri05IGGGo6yqGQ5iS0JcBtBsqpkyZgqOOOgqTJ09GLtdzHa2NHSIFmazZkqfDvOliw/3fsB5xww034OOPP8aDDz44oCTvAeHe2e6m/6jt3y8/FMvj36AxPtfXjnJD/UAO7yz3LRKyPg9lIntHqsZSN/7EdDgoB+qXrcojKKJfPjFRC2MwHDuQdmz3TEx0xddChQHDskkKgNCsyOQJgZ1s71P2jhPL5GXuhGXz9FS/R4e0kvgn2kt77bid8OIYJJHwSdlLhAi8+cZ1rSScOp7sfl5WjnfevPIBAFgs4xGYQroz+pgBokKSy0DNVneH+IwLFYz0ERXu5BMWIM+qIheDZ2CwLsScFhisCwbPiKwg7vRoRSGcCSG4QMaPxOBlS3wWRdsgmFNHVYZPQ2cRHMKUyBsA9/+Z97noGT+j01tji+6dMKZ7J7Vv0B23hN6PgYQbb7wRjuPg/PPP7++p9Cs4hIbUmixrI7tnY8HAeuIOQPz3v//FZZddhscee2zAKcpud9N/RGAsKMbf+IaS1L550QUApBWFYkR6MEak/WqDBieIORRD2xIY3ppAfXscda1cBcUadv6DsnZFM2pXNPv2+XRPuJ+c6G2kBQWAa0GxC5ITsdEHa0gf2hCaBS+fB14+D6xsUWgfGSSrUCBA1kp2+rbDXCuFCElPacq+9GPZX1pWCriDnKCWibrggEy+jE0JZvjIObjuGunSYbG0qJ6c6PSsKCHXAlndWRINbZ5izJywrgB9tmwBEO6f1OJAgHQuxKqiXTLCSEku3BXkZpBR5ECQBYVoJ9OXAc+6ovpqhS17Q1lbO7IJE4wIsl+SJUrB2WAEwzpKlItnZHsFqHL7eAUJq3OlGJQrV1ZPyinGdXlaTANdOj+ZTOKxxx7D9OnT8dhjj/X3dCJs4Iiye3rAypUrcdRRR+Gaa67Bzjvv3N/TycPvlx+KawY/q97Krqv1SnPXWjYYcdQxQBCT4Z3lSqxtSFtM1Nrhgrk7BAAlMNyAWUlUdGl7Eog/AQDDseEYMsjTT04Mx//G7RGUgFm+YJ2dYGCn/sZsFHwAEpoFK10K3oPUPacOcmWNfQqQtePdeftDz6sFufYqyKa186oja9k3WiYOKSDQFj4Jkemj5mmwnlMa5bn1tGNtPszMqe1YRmQDcACEAlwPdmaGG5cDyM/JSbWC5opB7NXLECBmK7ilvxQ4bkFCL9W3N5n83mX0TSUYB56DSGM2wEELKtYCwu0jrSthCraA93+KcqAsQ5AzDbQlxZjDOkp8bZO2Iawthj9NeVCuHCvjbaou0NjuCZhd9DYAQVQGchDt6NGjcf/99+PYY4/Fdttthy222KK/p7TewbHmbpsom8VDZEkpAMYYjjnmGEycOBFnnXVWf0+nIC5afjAA5PmxJTkZlhGZPEGCAgBLyi3Mr7KUaXFuLUNzCfHFoRRlxA9r7YrmUHl7wzV/C1eOcOkAPRMUAfftN2g9CU0p1heEtAVQugDEFEQiz2oSICgs3g0n2YFs+dI+pRhLghK0lGRSXhxCsJ/ePkyYTSzcXXpu1xPMrOcekPElymUTtMaELNLFE0ZQmJnLc29ZSfea9Tkalu/8edYf4oBr6bWc5jzyKK09eqFCADDToK77p2BNJviDacP2EU17h/CcTxCQ0g5RRVu250IkTriDMm6fAiRYWldChAllAC3lwLAV4t7E3a+9wUjeUmzHwLQ3gaSWNTUoJ9yx0iU0Ou25fgY6Dj30UJxyyik48sgjkU6n+3s66x3C3UPWeIkgEJGUArjjjjvwzTff4J577un32gVBzNAKkP126C158SeAIC0mEz92MWb4LCpBzK8SZKXIomAEsAyCkfOXY8TCFRi0ogmDG1cVzNQJQvx4ewRFun68IFnkP3TyyMlquAfkEF11YMXLhVBbXvyKgCQoAGClWv0D9ODi0fdJZFIdAUIiCEchhLVVgajUUX0LkRNu2KGBtXaiC048DSfuPQSYmRMEw90vF53EhBET/bySnEg3lGPmVHaRlezwkRGdqMj7DMDn/mGxDFjCffOn4nPhYZWRgynKxAExOhSZpVRep42wzB9V8ydoQSlANuR4OlGR0IlKoXiVIBKZLtQub0RVUzMSWTG3YSssDFthYVBnvlVHchOho+Jl/OioskrhEAaLCOvohoSrrroKqVQK06ZN6++prH+QNScpUeCsh4ikhGDu3Lm46KKL8Pe//321aiesD4y/8Q0AgqgMue0BAAABVRk8lBswWQwJlsDIdK36wavvLsG80la8PvgbfFW5ssdzGNqzVg+GDWbq6EREnFv8Ne1s6BtmmBXFjx6CYAsQD2+ivRyHyOKxUq1+gqIFyAJ+F4+MQQkShmyyE45ha324bz1IVjxS4ici6ribXtwTlEia1s9x3TAy80eSE/1aGLXVYse7lTy/voTtk+RE9tXnzamwLlnJDrGk2pArahFWmTCCJbOFDAtOUZOwqsi0ZJ2ohMnnmy6JMDpAjA5wbqgYFe/745GVYLyKGkp3S+kBuTTt66MH4hLugLKcWlSboGx+IICcMAemnUPt8kZFVABBVrafx7D9PFEdnHKgM+EgR+ULgNBLCarSqtsTcOsO9NgUAIjFYrjvvvtw22234Z133unv6axXcKy5FWV1xdw2ZkQxKQEwxnDiiSfi2GOPxV577dXf0wEQ+DGqfQ7X1b6ApXGRpUJAMSQ7Rv2AxbiJhkw1YtobaX238IGP6qjAEWPex4zvqjGnvAWbtXmFpGq6TRiMoLLTn2IsIYWrguRD/2FOZJqRS1SIvo6lxK+K0/MQDJTtyYS/2nonFd8JATBuiPoyGpyk55LxAkqZ0Pun+ZYJAHmEgVEHVBblIxy2aWmEg/seyl48iU5c9PNIYTB537z3BMe0QB0TxCWWvvgW+T4RsIjpAbSGHffHt7gkw5sc8/U33EBNORfVNuhiCkjzAwAzba9gpWOCU4ZM6UolQBfvrAF1YqGBtyyWAaEOaLbMJSppELuwvD9inYAlvsPUbAWzK0BIziUs+vcjp2JWdFIStKoQIrOX/C6IYAyLqBEEMOK5X/KF34RkPijU/w+1D0Dt8kbYZhzLGmp9/X6wUBTh/HyYgaayDLrMLGB66rQSjnv/BuXKsTTRBAA4f8UBhe/VAMSWW26JadOm4fjjj8fHH3+MVKqHz3ojgpDFX8OYlIijKESWlADuuOMOzJ8/H3/+85/7eyo9oiG3ORpym2NYZiwopzBAFUEBAMt9K+0ys9h5h1ew8w6vYGFJG+6ZvxUy1ILBCRaW+gPvBrV5hQN1BN8UARFzom/LwoAAYNhZt43jEhSJkCDGYAzKapqzeeXsvD7yzb0gQdH/Bo7Lv7arPiuaegSlu7hVEZNEpqTHDJ9CGUC+ttQff0I48bmDAC0Al2vWlJCsH8fMwY5l4Jg51z2T02JPbKGQa+aE68htLzVYggTFpwPj9kfgHqm0bE3HhbnnyZQ35mmwBOsBKasKAG6mPQ2VMMS8atSSmOgaOoW1dMLjVnQYsRUIs6YEZfaD2ipiX2GLioRp5zC4cZXoG/AIOpSjriuFpBMLdcnq6ckxtxbXtbXPKWG3DcGaAgC//e1vUV5evkm5fTghcAhd4yWCQHQnNEg3z7333ouSkpLeO6xjzLi4DA2336e29fgTKdJmQBCUIieJEltIMLebabSbaTTFO7F5u5ch0RTvRIx5xjNpYanpNhFzPOoutFECFhNNRZYwBtP2arukMo15b5iEM6Ryi92tAm6e0OrFfQeJdYB2NnhjaVYUSVB0omAn272KiRqCqcA6QfHacN9fRh20VAoBspU1CwuPGaI+q6woAbl7OT7hRFlTxLkCLgxOwwlLcClwfsKoIh7cJS5qLG1+PLhNmSI4vnMHrlsu6Yql7j3tIVPGsMAS7coFxM00uBEi+AYIohLrFBYQmgbxCcAJ0KD7xlUvprQDZtFXIBDfW8ZS4E65W+AwMCcY4ETPIpKflxMgKKv3vR3cuAqDG1ehbnkzGpY1YeiSVahrN0G5SE3erK0cY1orXbl87/OXRGVQrhwmi+UFyW8IRMU0Tdx///2blNuHQ0gPrsmyYUUerVtE7h4X0s0zdepU7L333uv9/PKH5ryht+H6xWcCAM4ddjNuXCSKiV01+GnUWtT3tkU5RYLFFfEos1NoN9O+t695pS34au62AABptE4yf80VgxFUt3tWlBELV6hjwbfCYMZOKr3EbShSN2M5QQ7izir4HxaBAoFhBGU1rCgkJrNM8i0wTMvGkdC1UPTU3r4EyUrkEl0q0NVxH6DNVaI8fWPtPAxeNUJMhfldOsH10OuRlZANG4RRZb2RcMwcDDsO6sSFeyUQ0+Jl2sjsKuo/v37NQdLCqZ98aPdAvxY5JjdsUXNIFSq089q6k0amvBHJjkGqzo9eqBCcugRGBOFy2i7SmGNdQLZMuO8MmaWjWTSSTao+ESlaLNatEnBHpEeLmBXhyuHcADVagdK54E4cRsm3YF0jIKx6eomFwj+FYQUKJVlhNA6lRBvi9ikEw7aRS4iq0YaWcedQjs3aREYPIxzfVIjK4jINudQpQjcyGJrdFr8degtuWPzrAZ2KrGPLLbfEZZddhl/96lf4+OOPkUwm+3tKETYARCTFxZ133ol58+bhmWee6bc5nD/0DgAM5w29DYAwDf92qFCYJFiMQdZwAG6xQCLMv1LwCQC6jGxeHZAM9ZMKSVCGdAlSNLgzBsq9YNmR85fnBchKGI6l9hWlhfUgz9+v3i7dB1ePcSirT1BIvBUAwFItoZaTMPjE2gK1b4LWgiCk5UQEqXIw6sB2M1kcV2reoQ4YdbBk8HcYsnxzLBjyFYYvG5t3DsewlBuHUQbKKGJWEsx9UBsFigECLolxiw4STvHFL6eoY1s+8qDXzjGFhSRgDZHrMn5E31dI6E3fLwoGUo9gaPEtirwEzknc9UypCNROdFYHxtTOabjjyc8j1QLCDBCrGHDiwhWkFx409EBYA4h1evkQLllRMStl34rdZUtgtA8BLV4A1jVCHKNpOLn6/PutagO5sSqB6sqSuAjrCsCoHrciCIrUUmEBskIYA3OVq4etsMBIDC1FDhgBYg4RmkWUK6G3IBIsji6jCwQU5w67GRjgmik6zjvvPDz++OOYNm3agHepf1+IFOQ1c1awyMmhEJEUAPPmzcPvfvc7PPXUU77S1esag+642S29DvxuyL24bvGJOH/oHeBgGJwbCQBYERdkoMYaqqwo0txb5CR97psgYtwAIwwOOGLcUIRGSuHXd7gKl+3iQWzY+Rk8Ms1YJygyzkSvRBv8Ee8RwerFq0lQACiCoqcV6/C5eFSffHIi0bOLRzzc7WSXIiiSbEiCwtwH+8L62Yqg6OM5qp//HIzKOAdDnUdsm+5xW1VENuw4DCuJT48/3DfGV0cfix889AjsEMl+CVG9OKRKdSAoNj8zh4HacdclpFlXdGLDqTomxwzOg7gEJIwAeXA85iLb03b3nAaInf/mzSkDh4hroQB4rsKdRA4EcUFQXHJjdA2CXbEQRnc1KBaAZ/IVpMOCZ8WJAuclHkkRlZQ9y0nQgmLH4qAaMVFXa4jzDFllo3OIobRSDC5IShhK7RSWJprAwFBpN6DZXIyzh/8Z0GQJBjKk22ennXbC4Ycfjl122aW/p7TOILJ71pCkRNk9Cps8SZFunmOOOQb77LPPej33ytN/gxkXX4rzh94BgwtLSpKVgXCKFfGFqM0NR51LVmTBwLqsEGdztIdAzP0R/vGS/DdCQChfvl+3EsM7y1HTFUdLkYWaLvHmJ4NldRn8IEGhWsplcVq8lXIkVHsOw/2xDrwx+qTNdbfM6hEU5doBwIqXe+cNISgFxc8Crhf9ga3L3QcRtp8TDofaeQSFuaRmYf1sDGscAyuWQcxKagSFg6l0U/mQE64dwqjKKorlUsIVYtjqgc8MG8mO0rzsHonPjzlarY999O9i7PA7odRrgy4e3QUmSRJxXUvJjhpki1rhxDIghILacV9fj8ho1inpBnLHyBa3INFV6ZGVYKwNoK6P2u73i1juvbBAXKVgf3tvmxUvB1XFEQOp6MwA3KrVTlETaLZMfK+cOIz4MteaEvg5lFZBYuRlC1EuLCBBcq67fABhRQnGdwVBGcewJqClhKIzwWEZDAYjBYkKALSZq8Dd3wSTFXkVkjcAq8pWW22FSy+9VGX7bKxuHwYCe3Ve3jQ4a9hvY8QmT1LuuusuzJkzB08//XS/nP+oq9vVWxAgXT5AldUARpjPelKb9d78DE5hgCDGTExcKuryGIWqUlGOnRoHKanumi7h4qlrgS+bR49FkZABsjKNuCcQMJisDQXTjdfQggInDphpIdYma9Ewo1eCoqwoAQsKJ6zHkHHdggL4XUGO5u4JIygS2UQ3KKPKxSMDYeW6JCu5eBqpbkFMTSsBRh3kkl0oah8Es7MYVrID8e5KMRfC8L8TD+71ds2efIJve7t7nwWAvL7b/f1p/O+EQzH20b/DsONwzFwesZEkKVO6Ct/8/BTfsc2fvB2GlfTfq8BnoJNBSVQAIJ4uyyccogMAgMXSQCwNYidcK5Ch6gwRJ+b1DWZ26d81PfDWyMEpas4/H+B3I/nmUvhBoaclAwgl6RLUscEphf6lyyZTaK0QasGUAyXdNtqKYyjJElBuoLEs/P9ah5mGAYr67AgwwrA8vggW6UaclcGm3YKsbABWlfPPPx+PP/44Lr/8clxzzTX9PZ11AxJZUtYGNmmSMn/+fFx44YV48skn16ubpydct/h0/G7IvWqbgYGCojpX6VYZ8R6G0tVTkJy4MGQREXgpkAYjMDj31efx6aJo66XZT9XvK+cGOC/yjU94DpzEQXkOkqAUrsWDPpMTPThWEhTCjND4k74QFAnDjsNKdoLa8ZCqxoUJCidMc/ewggRFh3TnOIZ0oxEExd6YYbtuHioeyA5FLtWOdEkTSpuGo3Hkx2j8ySUFz9EbChGb/51wKIB8UiOxxeN/Axyz4PGgLgthVMSWuBCBvN42dUz17c2lxOcTT/ecmcLj3YqQSMICII+sqFTnolX+AWR2EWGqcrPP1RQgKAx+C5Fo4yjCwmHk6abwEHencv1QqgJp9f9fqe4upFMJZBPeT/CQlV78mMFicCjwtSdlBAAochKwiA1Hi8cioOBgMHgSBhjOGv4n3LrwDwO6vk/Q7TMQa6N9XzAQ2D3WjioMJ4pJUdikScp5552HI488Ej/5yU/6bQ7B9MHzht4GChvtZjMq7BoAgqi0xNpRn60GtBgTAPjx4jrVd1Ab92XYMkLUdluRn8jUtXoExXQ4hi1anhcoW9n1vljRSUWBt04CBwaaQGgP5GQ1QGIdqr9uQQkSlDB3TCGCEnzb742gBMGog4SVRCberYJmwwhKbcsQt31hM788RzyX9Fw+nOLbw08LaX1owXHWJYKWkyBmH3mSWh/76N9VYC8z7HyLCvfcWYRTwA0AtuPdLjEz81Oyg/cvnoaRS4FoRNHIFYHYnutRkRIATqLT111mGBnpCrkDII4vcJYiJ1KQgx+rS1SCAm8EDJTlwKgrjOcKuRFCASZyiBihriVF3gtxXbXLG0GYA04NLBgxVJyfA7Yh/q8yIur4ZLSSAwanqLJKlbDb4NwwMOIocccgBjJR2XrrrXHRRRfhzDPPxLvvvgtKN64HM/8+7p41JDcbIzaub8Vq4D//+Q9eeeUVXH311f06D/0H5Ozhf4bJkxiUGwqLdINBvK0DACOOKtueZDEVBFvXytHQzDBklYOYw5GwxEIZQDlXv/OlabHUtXIMWeUogjJqfiOGL1ymavHIRUG5aAI6KLqPnsRhoMnfJ6xfD5L1vrFNz42jE5S+xJ/0laAUQlDfRNf9sPX6NAUIyqDWBve4XypfR8yKI5kpQWl7DRYdcCFMK4HvDjujAEHZMDB78gnC4uISFcpMFdcCFIrtcb/bhg0nnoGd6IYTz6hSBfq9l4uV7IAd7xLxLITBSXTCLm5Si1WyCnZRC2xXpl8VWgT87h9mBAi3/31NrwVUSL2Wcu/7oOunAHpclwPKReFN086BuOuxXBpUS+evX7YK9ctWgRGgO2kgGwNsQyjQJp2YWmT2XkO2WrmCGfR7SxHjWozKAMcFF1yAFStWYPr06f09lbUOEThrrNESzAjblLFJ3gnbtnHOOefgkksuweDBg/t7OgCEBSXl1Cj5c5Mn0WauQkNmMOqyg1Q8ivyRmrh0MHZbXAvKOIgbU5LKOEhlHBgOR8zhiDkeUYnbHMVZruJPTIdj1PxGX5As5d5i2lmA5KCTDM7iAAzxpukueX77AqSmrwGyJN4qMnc0Fw+w5gQlqAALwEc+vHbcdzwIRh0YzIBtWEojRUd1+2AMam1ANt6dF4PijS8W004gni3Cd4edAQAbNDkJQhIVw0q6ei/CQhLMIlJBtiFkRCrhBvercgWUwYmnwQwLjpkFp45XQJF4NYyYmRPS/IAiKmZ3lTsJQ8Q6BSyDkoT4qiMHwIkBg+dXSfatMweGnQVltpLIBwDTyqpt3XJJGcOiYbWwTRlwK/bXdRVjSGcJDE4Qd11bOlGRKHU82X0OBgpzgyAqqVQKf/nLX3DRRReho6OwjECETRebJEm555570N3djbPPPru/p6LcPdcvPhMEFFWW92Ozdec2oX0mLh0MgxHUtnkExXQ8AuIYBIms4yMkMRkO4u4LWk9MOwvqWKCOhfL02yjNfeB2kCmYIb56F/KHPFSWvBfrCYm3qkW2c0qXwild6sUZmNmC/XtCT3ooq0NQZPtUujSUoHjWE4aY63rghMMxbGTj3bDNrFvpmCGZKYZpJTYqYhLE7Mkn4Kujj8XsI08q6DKiIe6dMDKpjmlickqG37ABKkiJJCfBjCW9OrSRKQXNVIJ217iDuoSEONCrKVPSgd484ZLM5AfQBlP4HfWXBoQQ9UBb6tjueO62m4asF/t0CHetKUQRlfpsNSgoUqwIg3Ij/To0oDh55AUDXpH2yCOPxJgxY3DVVVf191TWKrgbk7ImSxST4mGTuxMtLS245JJLcMMNNyCRSPTeYT3CciW8GWEYZDVgRcJzoUgXjyQopgM0l3hxJsms1NvgKO62YTrctah4GTzSxTN6nlBJ1VOMSzJfoDT3sZ+cKHLhvW1y7gUQSlCuvwFpwbG9WE90YTaWalHkBBDEhJtZsHh3nqy6P27BgZ1sF1aUQEVj2VZ/6FmJTlharEKwQGCh8zRVNGJV5VK1P+jqkTElhqtzko13w3LJlUMdWGYWRd3loI65UROUMMjrlfooSl3XtXaE6bPo0GX5JXpzJcn9nDBFVJx4N1hSfNf8FhTHDfbuBiHdqkghQ9yzGGqQFpMwbSDKcn7NFGr4qiaL/szXRrqERs4X3y+DA6YDtCUdUE4QYwRDOouVVL508yjdo3Qdkk4KSZZCXW60Sk2GexWnjrgYFXf2r1u7JxBCcPPNN+Pmm2/GnDlz+ns6aw2MiJiUNVmi2j0eNrk78cc//hHjx4/HQQcd1G9zmHFxGXa4aVbe/vrcaFBQMDDUZ2tQn62BASIW+cPEiMrQqdIqFjPqERbKOGxDKFdKckIYx+h5SzF63lJlPZGuHQCwSD2EmFZhcsF5kdJHoci55ewDcvdAn+NOlMXETLtL1lsCBekAP+GQtV3seJe86Ly2aj2kfk3o9RUQe3MMC1Vtg1HdWo/q1rrQWBTbzCIXyyAbTyMXy+QdL+mqAADMPfTXvc5jYwTVMoGERoomDNcLQdFdPoQJUTpGbWVRMbPFQrclkO6sW2acuPh+2SUrwRLtQm/HTBc6rZibLuxGDJXZIy2HSnUWUvsmB8IdGE46z5LiuxeuxZIyG5TZqp3h2Nhsjqh3Vd7FUZQzVOYe5R5RiTMDyYA6sQGvZIbJi8DBwGEjwSoQ40W4a8HVmHFxmbKqDDTryg477IBjjjkG559/fn9PZa1B1O6JLCnfF5tUds9XX32Fu+66Cx9++CHIAMhDH3/jG1juSuDX50YDAGqz1Sh2wi08uywTWie1bdwXi1LS7ZqKKREExaSgHIhbzEdeAC/2BBA/lolsMwh3YGIFgDhAAj/cXNQ4yVcGs91dtlvUDX0PjNWVYwFFSlYXvRGUsDfsWLYE2VSbemAG69kE1VAdw2+iXzpoPurdGj3Lahagun2wakM5AWWmCrAlnMJ0YjAcE6adwLyDf7Pa17ixINlZjVxRG5iRU8QjXHUWefErAJQSr/45ccKQ6hzs/xwR5s5zSU6iC2a2WOitxLrAih3QtpEgRqf4nhMH3CkBITlwbqqYFJXt48aiyOrIkpxwUI+ouKTdsDOwjDIwGlMpyOLaGEy7S1lhsskyt59uJeIAJahvJZhfAyXstqSkS7WRGT+ypk9Nrhyr4m3qeJyVIUs9XZizhl+h1s+880bchoGX+XPllVdizJgxePXVV9e7sOa6AAeFTdbsESvE3Hp/sdoUsMnQNc45zj33XJxyyinYaqut+ns6CgQUFCYa4/MBAKsCD3AArg+aCCsKg7KMAK6+CeegnCOVySFm2SoWBRA/eJRxEYOiZe0YdlZoN3DXIuLWMSkMB9RocufsgNI0KO0ANTpdcuIPsi14vfFWsOLlecqxPSHPHUAdkbUhLjCvre9v4Hg21RbaTq5nkl2+fbpbYXm1KFGwokq87da01YFwAsoMGE5MtZX9Y64qazJTskkTFEBossg4laKWITCspLB+uDWJdDeQbjmR4JSp1GZm5JDsGIRkxyDVhrjuNuKSmbwCkm5/O9EFO9kuUtmJA1YxB7ziuzxyLV0/hHR7MVc8B8JzoDwNg3XCYJ2gPAfKLWFBYZ2qDeE5xJx2kc1jZ9USz7aqc2STZWBG/kOMuP9nEzbHoE4DRRaFoVw+4T/ZHWYaMWYixVJqX4JVIc4qEON+qwnh1EdaBgpqa2sxbdo0nHPOObDtnoUjNwRwV5hhTRYWpSArbDKWlOeffx7vv/8+Hn744X6bg25iHZFuwKJko5K91zGvaClGdYtgTIMT7LJUSOGbfTA2WDHvI5VuoYYljdo+8aOZzK4A9FLzhYgCcXz+e8OQqrSuhSXYNtg9QLpkzIkS4eolKDZITgCEy6kH+gTJiRzHcGKwY4XPmcwUo6u4Fal0KSgzwKjU9iCoWzUCjTULvAejLLDHiRJtk+0NZsAxrILWgk0Zn5w0ybc9bsb9PmtIUfMw0KwQV2TxLnx0xl4AgB/e9B4+OGdn7HDXy+IzMJjSRfGp1zIqjrnQvwvMreBsJztgZMQ5iAPwytlivUUrDOmUiH2kGwbceDHuF32kPK0E4Dj88vmE5xC3W5AzK0G4g5jTrto5xFAEhVPxxs0oxYLhInCeuNaU8i4O5iqXWgbDoO4UGou7EESpnUKHmUaCxTEsMxaLk9+CgMJBDoRTxFAGi3RCvp3LmmEDDWeddRbuuusu/O1vf8MZZ5zR39P5Xvh+OinR74bEJkFScrkczj33XFxxxRWoqqpa7+fXycnl9Y9hm44tEGfAZt1CwGlekXhwU50McAKHcDjErxQLAI5JfbV2alaIKrOqXogrirS8rgYNSxp9AbKGnUUys0yJVgEi3ZKzOIgh40vEg5Zz9+sR5sLRwzIKuHhIvFVVK9atJTKdmDBDpY32FZzaomaPRlTCMkRkJogOKd5m2DE4picIFiQStmGho0SYygmnKO4uc9t6F72sZgEAkdkTFIGL2QkQTpCLZRCzN4n/Yt8LXx91vG973Iz78fVRx2Orhx/Cl1OOUfs/OEeokn586n7Y6bI0ODfwwRVe1tl2f39aKdzmKeFq1a+deAaGHUemcrFqZ2aLYXZVA5WzARYHaRul4qy4lgVk0CY3FV8QFg4DFDkwkvKTfrjB5dxB3G5R25LEUG7BtHNwDGn5YaBMlKaYPUYINMqMPFml3DI4aEBd2iHMV8erOleKbDKHhuxmsImFlfHFYLABDphIwiYZ5OjAcfEEEY/HccMNN+DYY4/F0Ucf3S+/1xEGFjYJunbLLbcgkUjglFN6VtBcV9D9vpcvOzLv+KjuBtRna8ACD3sZzf/WkBV4t6FJxQU6RBAVACojQELKb1PGQi0oxdlvYNImZcYmyAYKAdqh63mQ8Sc9EBQAoGlP15ubWTgJr5gfM6y+ERQ3SDaPoAT0ToJCbOq8IeegbtG7QuCEo6SrAsXdZUrfBAAGNw1HTWuDSjv2jckMmHbCrWjsEZqu4tberzGCgiQtOkEJ4v3/S/kICuDJ/EvQAhXCZXwLICxfSiSuuAlW6QqwRDuc2v/BqXsHvOozoPoTEbdC0wAcoOozEJqDYTSBkg6REQQDDi1W4yqNlaBcvhvPwkGR7F4J08rCcGwYjg3CmSIoOsq7OBI2QU1XDIxy1KaL8toAwpoCAA2ZagzNDPIdI6AgMEFhIs5KcOroYwEMvABaADjwwAOx88474/LLL+/vqXwvCFl8c42WSHHWw0b/mtfa2oorrrgC//rXv2CaA+Nyf965HR4t/RiAJ8zkgKM2Ww0DBKWW+LFh2kPU4NRVkRXbetyJtJRwg4rMHS3gSg/IK85+A+miIcQBISJ1mHM9xdjMIyrKorI6sFMuuciFxpyEEoSgIqi2zV2zvpfdUyAWJWR/b2muocJwhoWW8hWoaB/ka8coUwREyt8L8TaP7zPqIBfLgDIDK/aeFnrOCOsOhItaNpyIas4yC8iXXRSIdwE8TRXHzArFXDsBLoOg4/8DtZKAa0VBmagGTgCQbDliuU5FzHmuAgDA7FqAuzL7JK7IiX+uzLNoMqZKWZgOh+MaTbqTxHX1EmVJ2aytEoxyfFfmBccywtAU70CW5uCAweQx1GdHYVlinrCmKFBwVo+TR16Au+f/ZcAF0BJCcOONN2L77bfH2Wefjc0337y/p7RGkDEpawK2adgP+oSN/k7cfPPN2GGHHfq1Pk8Ql9b/07e9ILUcKxJNKHYSSDre2yHlVFlTdl1ciZoOjpp2hphTuKAdp9SnHEsdC8Vdi1DW9ZnXRpIS1xJCqFsQUAu600GInbf0BEJskd5JcypAttcMnuAxLf6EmVmRkSEfLoUE13pRmvWOCW0Ux7DgGBZsM6cVAhRVixkRJQmaKpblPdQIJ3mKsnJbjpPKlKB5jysLX2+EdQJqJ/JjhhhVxRAJ9wThdIsbozaseLf6fjEzBzvZASvVqogKNyxw93stKzJzwxIuzdIFag7KiuhaWgzSCkZiSBcNRqZoEDgxkCkahEzRIJ9+CjNMZAKaiQYHStMctiGE3gzX9QMAlBFs3l6lXnRkCnKMmUiyOGLcBNUCkuX1E1DEWQkIKG4aNR7AwLOojBs3DkcfffQGLfAWibmtHWzUd6KtrQ033XQTpk3r/7dZ/U3limW/wOSOHfBZydeYU7QYOZpVgbKA34ICuNk9zLWeHP4CiJZ+rEMqyOp1H1LpJQGxNVfTxCdfX8B1o5e91/cZOUVUCLFBzG6PwCSbwCrmgBUvV6qx3Mzmu3ZcF45akE8spHsH8MzyhSTvdfg0TlzNEm9c7luXpCIXzyiCkswWgxOmJPCbKhrhGI7PiiL762DUAWUGEtkUlu37h7x5RVj3cBJdoSRWSurb8W7Y8W6ACGE/Rm2RFi2PxzLquya/b3ayQxASt5oypw64kQM3M+BmRpAWMwNWtAo8IbLHSLwVJNEEYnTCRi1yiQo1l2zKi7NwTCE3wNw05fGfLsnTJJQWFcvgIs2dEx9ZKbYTMDjF2LYalNoplNvFoKCIMRMGKBqyo5TEgQdBVL5zfoY36oT7aKARlT/84Q94+OGHMXfu3P6eyhqBkzWv3ROJuXnYqO/EX//6V2yzzTbYY489+nsqCmeO+CPOHPFHnDX8CrTE5mJJ4kswMMwunq8F0Po/lh8vHASHAqvK3LTKI14EACXMJvqIwmWy7g51LJR0zgGFXvMmhHTIbS2FmHNTkREk2oB4p/gr1800kGgDSTYBMW+bVcyBU7xcvF3Gu8Hi3XASnWABrREAwp0TAq6RGZ2gBH+586wjIXL3PcF7g2awTUulH8sxpGvAoQ4sVXWXuw8vnkdQABGTErPiWHTAhX2aQ4S1j8+POVqlIQP+74NUGpbWFMpMcMNWQbXBekKAl61lFTcr9WNuWB5ZkduA0FkxLEFUuL+AYTzbKqoju0sQ0i373eYNSNjcPTdguUNYLiMpyhlue+Lq8hAM6SzB5u2C+GzeXo0RnZXCPaz9vFNuoC43Woi7sRLEmUdIZsQvXq17vL4wZswYHHnkkRusNSVKQV47GBhBGusA7e3tuPHGG/HYY48NCOG2GReX4fQRl4LCL1blkAxazRWosGtVNVOLOogx+WNE8c7QFlRmk9hqeQrsqQPdeBSOuaMafEQFAEo7vwQAIfNNCwS2klz+PkC1JcTO+5EFAG6mQWzPJcQS7aBZ8WPHUqu8doblEZM+aKDo/QAI906B2JNCfcOgHjoBK4pOaGw3XkUik+xEIluUN/bKiqW+Gj3BjCBZVDAiKP0P6sTgGDJ1nCp9FcNKAsQrVOgjMPEMYrkkuGGDASDEdY246raEU1ipNpBkB2JdriWEMBA7ASfVBiNdLtKgiQNuOuDFy0GcGAiAGOYiy8YikWmGY6TAjJhPpotTt3CgY2OL2QvxzdjhMLgn5WVwIJUj6EpwMMqRtCkyJlPHHAIVq+IYHDFGMSRdiZZ4N5jJ4NBAhWaXvMR4GSwiLLxKN8W1pgyUGJVLLrkE2223HS655BKMHDmyv6ezWpDunjVB5O7xsNHeiVtuuQVbbbUV9t577/6eCgDgmsHP4o4FV6iAPgHvYUlBVUqyXkDM4BTVmRR+tN1rKO/mvoBZAJg/0nMTeQTF8Vw6JAeQHAjthnDrhBOU0HiTgLWDG5aofZJsEaSE5sBSq4T1JETGPsyNo8Zy3TlSEl0RFK1wXJhrp6cA2CB6zt5hiFlJte1QRy3dqQ5VKDAI4vPxEzWW4RiRi2eAQGb56J+/aSVhWkkQZsKwkkJMjpkqA6i4rRaJ7gqY2SKx3zHRUbEMbdWLQio4Z4WYIKfghgWaKxL/N2IZ5RaSriBWtAok3opk4gO3P1UVkuUShEM8F4/8L1DexVHRTVDd6WrJaBYV6fphlCvhxy4zhzgzUW4X+8aW4pGA+C4Hhd5OG/EHvF5fgtP/2jAg3D9jx47Fz3/+8w3SmvL9LCkb7aN5tbFR3omOjg7ccMMNmDZt2oCwokhcW/scGGw4yMEmGSWopP8IzilaDIdwWNRWRIURjqWvT1JS+Ho8yogFXpqxl0rsiODYgCWE0KzWto+BsK7lRJKSHmv7uAUBdfcOJ0JwCzrJcMmJbi4XmTN2r5aTnrIzCvXxbffYlsOWgbPUgenWRxnU2oCatjoVv6K354Rh+T6XYclPB6bJfFPEDne9jKK5eyCWLgejNgw7jkT7YMQ7a1DUPAyGHRdVmN3FcMlqsmUoilZuhnhXJRIdtahZuB0GLdoWibZ6mJlS9f/USXTBLmr1VI81yO/zis3e8eT3i1YBxEGCzlbFBfWAWTPnuWQpZxj3zWJs/dV8dCeIXo7IPQ4kbIIY8xMVQFhT5DKqowKAeMkZnKv0yRuMTI/F6PTWGJXZ2iUqJd5ceBJZGoNDKN6uCw+kX9+45JJL8OCDD2LBggW9N46w0WGjJCm33XYbxo4dO6Ayei5afjAYYbhzwZ9w54I/oeW03+GMEdNw68JL0WUuBeUU/6l6BqtiS/Fu+XuqX8awsKyoA3Wtgaq7XCztFeXglKpgWVHNVWTsSJn7YEpxQVJCHBF34sqFs/L5YKWLfK4cCWk1UdaToDw5p6GWGPWm6eqdqEq4ht2j5SSMbIRpoRRSePUHzHrun4T75gwADrXBCUfOzPqClyU5ocHrcQlKhIGFj0/dDx8fcCXSZctBmQmzu0J9Tz86fR988cspSDWNROmS7VC6ZDthYeFUVEmOZWC6rhshsx8T1hI7gXjHICTaB8PsrgBxTJGx5n6noZNxw0LNwu3ROOa/IE4MmZq54HGRolwcex1F/BMQ7oAyC5S5Kc5anIrhiP+fu3w0D02l3ktWUUb8BmRNjqzpuX4A5AXTUkZ8Im+UG6CgGJUeo6onx5iJUZmtMSK9je/+PZE4GCvMSkxoTA8Ia8qWW26Jww47DNdcc01/T2W1EFlS1g42ujvR2dmJ6667bsBZUY66uh22Sw6kv/f2BX/ENYOfxbDMjmCE4daFl4IRG7XWUHxXvAQAkHRiMDjBs1s2++r1ACLbp6U8hYXD62HH4mguHw/AEOSE+NVjxUaBDB6dlKRWwamc41k5QhbAk7V3Nwpet/Drmx6pIVqQYohVIy/DJ8Rq4iMnBbJ9pLqsb2zas6uIEw6H2mDUAXNdP5QT//m1c0SS9wMX1k63oahlKJIrx8DsGoRY4/b4+NT91PEPf70bPjh3PD44dzy++OUUfPHLKfjklP2FBD+noJkKJZtPrSSkTg8gYl7MTJn4XgeIt2pjJVH37Y+wbNzrSLQMFQJxpUtVSn4KniQAZZaopcXk/y3v/+ju73rWA92qoltNinIGkjb1Zf4AwKiOSnepwo9XboE9VmyZd59iLkEfnd7Ft/91cw+cOfoXq3fT1yEuueQS3H///Vi0aFF/T6XP4CBgbhDs6i+r99ty9dVXY6eddkJpaSlqa2vxs5/9DLNnz/a1Of7440EI8S277rqrr002m8Wvf/1r1NTUoLi4GIcccggWL178ve/F98FG9yt7++23Y7PNNsN+++3Xe+P1jM9+s48iKDMuLsNVg59WwbKLE5/irOF/UrV8Nu8SQmEOYaCc4keLqtU4UhlbVji2DanRQV2iIqAIiszUcWXv88iKkcv7kRXtmH9dvinqbd03RxbLePvdfXpMik5qQuNTgmQkLLW4QAZPb2nIXlaOf59Ka4aotRN3zf5SI8WhDpiSvOd5AbOGE0XgD2R0Vy5GZ8Nn+ODc8XhvWm2f+0kCg1XjYXRXg1MHRrZEfKc5VbWCiBMTlhYtTkWSFifZATvVhsFzdgU3LNjFTer/CkoWAyWLURR/Ayn+JVJ8Noqd/8G00ohn3BRml6h8uP0IFZ8CAPGQRDlAkJakTdX3VVhViLvuDbBt61Bs2zo0dIyRmR8CABgbLMZ0s/0GgjVl6623xsEHH7xBWVPWZ3bPrFmzcOaZZ+Kdd97BzJkzYds29ttvP3R1+es87b///li2bJlann/+ed/xc845B08++SQeeeQRvPnmm+js7MRBBx0Ex1n9KvVrCxtVdk9XVxeuu+463H///aFWlEcffRSTJ0/uh5mFgxGGxviXrmQ1VVH3lBuYW9SIvRvHYWFpOxhheH3ECuyJWgxqdZQlhRGvjs+C4bUYsXCFULB0ykEMt2w7cXVIJFGR28xQ8SZO2SKPkHCaT06CyLNQ+JVhg0qxitgQJtw6zKtQq9dYCUNYDEkwkDEI260N5HPxaONIPZS8MYmDmJ2AnehUP/YA0Fy6EjVtdb7zxXPJvBiVCAMLsyef8L36C9l9Qfp3vP0/MDvq8MG547HjHa9i8dg3MeTbCQAgyIpUsw3EqTiJTi843P2+dNd/jqJlPxAuIBk3ZqdQxD9BN9kesVwnrHgJGBEq07oFRYq9McpRlKNwKAcjXoqyjE+xqCQrogaYJCoOJ1hS3I4qqxQOYVgeb3H76e+rDIwNAugi/Gb0ERjDvwUGgCrtpZdeip133hkXX3wxhg4NJ1oDCetTcfbFF1/0bd93332ora3Fhx9+iN13313tTyQSqKvLL70ACF2xe++9F9OnT1ehEg899BCGDRuGV155BT/96U9X8yrWDjYqS8odd9yBESNG4IADDujvqfSKo65ux2e/2Qe3LvyDIijDM9sK3zGnoJxiSUmneKN3H5jvDG3JG0cvNCgrqLaWbAfulOe1FcGvDjhxwOOdwr1TPt/fqJfMGeWDl2NqbpU8t4gWIOtDL3V1gHy3TmibQF8nloEd7/bpmOTHrnCfZSUXz+S5mMLcOC2loohjc9lyJLJFYNSBbRZ4rY2w0eGjM/YS1hWIuJahs3fDgnH/DwvG/T98csr++PjU/YRrM5gV5n6vvtzmZTjJdjjJdiTa6tFd/7mnqQIoKyfhMtbLAOUMcZsj5njFBiUStms91QiKDoN7acm6JcXgBEO6ylRQfowLwTcJaU0BAOpaeb8lY/DP4SNwxB1b9f2GrQNss802mDRpEv785z/36zxWB9/H3cM5R3t7u2/JZnuuGi/R1ia+V8ECja+//jpqa2uxxRZb4OSTT8aKFSvUsQ8//BCWZfm8EA0NDfjBD36At956ay3cjTXDRkNSLMvCjTfeiEsuuaSgFWUg4qir2/HXhb8D4VQRFAMUo7sF23UCb/zLKw2wAqE2/IgXMeeCT/Hd7z4HADC7QhwgDliJUH91ipeDFa0CS7TnuXf0YFiVdaMf14NeYxkwV80V0CwogUBaXyyKpk/hU/WERyYKBcT2FkgrY1D0isT5sSQcjmHBimWRi2fQVtoEhzpKWTaMbKnxqYOuVDtK0uVaTMrAiXmKsH6RKV8GgxkY/u0EbHfvs6iadYn6P0CYCcJMzNvC+2Hf8ot98OU2LwMAnGQ77FgG6drZnuuVOCBmN0xHmOel22ebL+Zj3NfzAWhVkRlB1uTojjOllyIJiQykBTyioi9BVFmlSkYf8Fdi72YjkEQaSaSx3KgBgH4nKpdccgnuueceNDc39+s8+gIRk0LXaOGgaG5uRnl5uW+5+uqr/z97Zx4nR1Wu/+85Vb1Mz5rJZGayJ5CELQk7ssmqKLLKVUCv1wVELwK/i7hdRAW9XlGvilxQ3HBBBREviIjKKjvIvm9BAlknk8xk1p5eqs75/XGqqquXSTKTWXpIPXyK7q71VGeq+qn3fd7n3fpxteaCCy7g0EMPZenSpcH8Y489lt/+9rfcfffdfPe73+Wxxx7jqKOOCohPR0cH8XicadOmFe2vra2Njo4OJgtvmXTPzTffTDwe5/jjjy9bVm1pnjD8fO/c7NIg5Do/Xcifu0Jhacn7Fj/Gn18+mEdnb+aEzYUc8UDKwrGg8V23BvP2+7KLELki3cmwfXNKyUTI+ttfrCVF8ypGP8LLQukd8Bw+LaciCdhatGTY44VQKpL1zboqbauF6dmjhEYqi3Sy0DLAdmO4cvhy7JQnpDRkxylLGUXYcVDTtYBWLXn648d5c05g3opbixpj7vTyYfxzt3uwlM28f+7Pri8eyYvLbkdoycI39jZEpe0VajbsgsiayGfMep2YtsiwCzXpDQyljD5kySur0FKiheTvb5sVMnoz6Rz/cbMpLQFJR4ODEprSIEuesFZFFlUAJVScZ+r/isBG49AiXwhUEptFI7blcO7KZya1IeFee+3F/vvvzy9+8Qs+85nPTMoYth1i1M6xGklzczMrV64smp9IVPZvCuPcc8/l2Wef5YEHHiiaf9pppwXvly5dyn777cf8+fO59dZbOeWUU4Yfi9aTWoTylomk/OAHP+Dss8/Gsor/KPwISrVGUgDOnfffwfu5mRlYWjKvv4GMlcfSkqNXGtKSlw77rS9muTm7mKAAPP5fxRU+aAurb655HxLAhlM74VLKsj47oXllhMGLnpSZs/mvllNEInzH19GkcyqheN+6LHpSCUJLcrEMSroILUxFj1AMeakiNQz56GrYgFQWuXgm0qPs4HjivENxQpFEIPBNefrjxwVT/yH/w4JXDkUoi9d2eYBdXjqcJS+/PdgmH08z1PaKSfsIFxHrB+Fiu31oJKlBv1WGT/gVRz2yhphrIiMZW2HpQqTEUiYF5Ff7pPIWCe89EJi9zUzXB2Ood2u8ZZJ9+o4Lukj7BAXAxsXB5kcLCk/mk4VzzjmHH/7whyi19fvDVIYQgoaGhqJpayTlvPPO409/+hN///vft6rbmTlzJvPnz2fFCtPRu729nVwux+bNxbKCzs5O2tratu9ktgNvCZLy/PPP88gjj3DGGdsnlKsGmCej4otv2jGGhCzoa/JathtkEt4/343HYt3w7mD+fl8OlR9rC9w4aMtU2JTauZekfFQsU9z0z19WoSEgw0RWgoiL5RSldYbVn2ylOqd0fmmZcVhnUrp9YZmf6jE2+H7UxCclrjfmvDW8zqQh3YQbWt7xji8Nu26Etz5Khbn2UCNOqqdsvac/fhzPnHESS148MtA7JdJNRSaHKtFfaE4Y68e215AQr2HpAWoHV1M7uBrLdQIPlZqcKLPIn5Y2RMRoWESQ+rF04X3MKxWSoVSl1DIgKgB79x9LXDfQ7R7MRvftbHTfjoVLWtTw7288P+kC2ve+972k0+kysWi1YSJLkLXWnHvuudx4443cfffdLFy4cKvbdHV1sXr1ambOnAnAvvvuSywW44477gjWWb9+Pc8//zwHH3zwyE5+DPGWSPf88Ic/5PTTT6elpaVofjVHTwBar/oBzLsUS9tBLnh1zSZ2GmwnbylmDzawtrZwQ5jdG8OxYGOTxYwe7wnHBU75K+HnemOLX5K2UBayfy6qfjXaKk7xqHjB8VL76Q6vykdoaYhLKIwNlBOUUNrI15+oUOrEj5qIEgvNLelAitbz9uV7nQxXhlwpOqM8MuKvozxnWfN+257GanIpNh9WsOaedt8Xt2m7CDsOnjz76C0uf+aMk1j+yxtZufgRFrx2QDDf8RoXAuhELyLbiIj1o3NNSKsHXNBY1A68wWDdAizXIRG6vC0lyNoKSlILUhki47+XWnhpToElBPMGmoJ1V9Z30+jU0msbTcweA0ca0T6KFbUPktC5IKoy2YjH43zyk5/kBz/4Ae95z3smezjDwtekjHbbkeCcc87h2muv5eabb6a+vj7QkDQ2NlJTU8PAwACXXHIJ//Iv/8LMmTN54403+OIXv0hLSwvvfe97g3XPPPNMPvOZzzB9+nSam5v57Gc/y7JlyybVGHXKR1L6+vr49a9/zTnnnBPM+/3vf19GUKpNk9J61Q9MHw1tMztrxGi+yj4vHdanBsrSDlIX+58pIagfqqQPGSruZOxP9hBysK04mlKUhnFw40O4Xtg6qHLxCUoFx9Uy7xSPoAynOwl7nWxLOsds4xRSREIFZmuVqniKK3V0UG7sz3OsvGfUtmVNiRU614Z0EwMHf6doeZiwRIiwrXj2o6cwcPB3eGn3e0h4jQqV5ZBtXF+4TvxGn/EeEDmk1YXARZKjfuBVUoPrOPyBBz39CcSUQOpCx+RsLNz7x/dQ0kEKKG8VX3eWFizsbw56/TQ6taaLsnf975w+CD341WD9avBN+cQnPsGdd97J66+/PtlDGR5aoLU16mkkuOqqq+jt7eWII45g5syZwXT99dcDYFkWzz33HCeddBJLlizhIx/5CEuWLOHhhx+mvr6Q+rvssss4+eSTOfXUUznkkENIpVLccsstZTKKicSUJynXXHMNu+++O/vtt19FclKNuP7CBqS20ajAG8UReVxPDre6ZhOWlmxKmgjHn182oTb/3mIp0FKQyrhFfXx89CYPRbuNaOXlL2XIyM0zooKCa6wbGzJTiceD31MnnN6p7AJb3khwS5GNsood6ZipUtrHJyihiiBlmXl+d9tKXW0rHS8XNxqCbGzIM2pTQZqnFOH5AzW9FdeJEGG0cPf7IS8svbPIBVnHBsscoUWsHxHvQVpdSKsHIdJIbdpdvONeQ1RSOUl91gjo85Z5kEnlQ+mcUHVP0pFFaaCw4dvswQbiqji4Hi5Pdga/zicWfAGYfKIya9YsTjrpJK666qpJHcfWoL1KnZFPI4ukaK0rTh/96EcBqKmp4bbbbqOzs5NcLsebb77JL3/5S+bOnVu0n2QyyRVXXEFXVxfpdJpbbrmlbJ2JxpQmKVprrrzyyoCgbAnVRF7OnfdfzM7ujqb4R9VPPcwdamFmupa890N5wvOFG0LMhcZ0ocngfs9fW7b/V//zRR7/LwvXmWmiHyWsvKiSR8ugd46yc0EXYmVnA3OqUhFt+H1ZxY8fzRhGGBsmKEHfHn/dMGHx+vpUio6Uli6XH6OgQfHh2PkQwSqUKQ+HQGioJu8JIsKOAx2+ljwRbVF5crwHMD25BC5Cm9d33nsftkswJRwz1eSgLitIOoJU3rwCpGNuoGGBYg8VgJnpeuYPTAu6J7soUm6SGk+zsiR9REBUJhvnnHMOP//5zxkaGprsoVSERqCxRjlN6Z/mMcWU/ib+/ve/09nZyUEHHbTVdScz3RN+6rj+wgYWZPZDIpmVNUr5sC7Cj6ZIJUh6XXifXOAJRSWBcDaTkGgp6E0eOuxxn/x6lke/YkRR2ntCUzWbiojGml3vY+PMFXS1vY6TSOPauSJPE/C6vib7TflufKioMkgoa4u6kkreJpW8T5QMRUdCBCdMLJR0y8qLy/dtCIjjkyyhyMdyQdmx0BLpjXm4Kh4gZIevqBtqjDQoEcYc7n4/LLy3cx5J9/6O4wNl64fTP5IcUg8hdI53/f3vJBxo7VU0DpqpfkjT2quKGpP65ch+BKXUNt//m1+fMmX5TU4tSRUnbWUYsoqJwA3z5nDaD3cZmy9ilDjssMOYNWsWv/vd7yZ1HMNDjDqSMsV/mscUU/qbuPLKKznyyCOJx+OTPZRh4RMU/zWsjF+XeB5LJ9kYW+X1i/Gak5VU4GQ8ZtLyjluD3LNjCXprJZYzvAPh/pd0c8BXjaOgTm5G1WwqjqKEoKRLNjnAUF03rhdRcZL9uPEhQ07sHJn6jeQ9kV+R8ZvlBF2Mt1bF40dQcjX9QRmvv37eO5aSTjD5GpQgOlNCRipBSafMNVYqO4iOjKR82K/8GS4tFCHC9iBcqp+r34iODXpRxQqNQAmnf8xkeYTlsAcfAcByfaFs8fXhysLnUlM3qQQxVzIYy9NZU0yOUm4yuC/5WJQ+zOxTWLzvqt05//I2rr+wYcJTQEIIzjnnHK688kq0rkbPIgEB4RjpFBlF+piyJGX16tXceuutHHXUUdu8ja9ZmezUj1/JsyCzTzBvU6zQadIq+YE9aK+7gvc526R8ajOKpn6Xl3ZfUrTu/hcX9BNCOOU3uxBW73ZPEanIJtJooRiq6yafHMDxSnz96IXQEjufxI1lUHbOiGxjmSJS4UdCoMS0raxs2JAOJ5bFtfM4saxHhvK4nt28FhrXzg+bOnI9EWy4zBgISE0lhCt8fMS8iBVA3CknvNLry9LwwBdoeKA6Qt0R3joIk+Yih+f4QHG5f6gxqIh3eT5IrhHWape9nnrYLFP+dVCwzreUwBUEXZKlEiQcScwVXjNCqM/FaQ/5pwBsivdUHPPKzI/ZYBWanr4w3eKF6ROfGv3Qhz7Ea6+9xj/+8Y8JP3aEicGULUH+8Y9/zL777suMGTO2af3JJiafnXMV+E8aM25Hait4QvF793TE32BOZnHgk7JnZxP/mGl6xvz4zV05YOM8FgC9KUFjGmKuRilN+Bnisa82GqIiXI/Iu7gNq01aJhT9WLn0DsKIOQkTTUmYsG4maUoRtVeGnMyYHHU8myI+1FAU2djWKh2zP21C21QuP9ZCIV3bkBM/pTRME0JDTFwIlUaG13PsvOmnokVAYPzPYMiJVKYVQdjiPu7EyXljBHClQzaWwZUuNbnUNp9rhAgjhjBRFNPv0kLbQwivEai2hwJ9mXDjCNsI6/PZ3RC4aCykMskCB/MEqqSgvUeTtQW9tQKwGEg4pPIySPNkbJP6TDpWYH0A8Oy0tUVDUyENnRKK59R7wPoLxGH3/HokEx/NqKur4yMf+Qg/+MEPOPDAAyf8+FvHaOMAUzZ+MOaYkt+E67pcffXVHHHEEaPafqL1Kb6j7Ofm/NiQFQ9SW8zOLg4qfMJYWzdAZ11B+NmeaWJBt3niT2XNzSCdlAVDtxAe+2pjIYoi/Vx3oafOa8v/Rt7OkY1lgh/foAImFOnI21kcK89QYoBMcpCeho1Y+SSunQtSQmV+JV7qxxfihj878aEgKtPd1EF3UweOnQtKioWWSNdGVip1LvrsEw5RUesCBM3/wkJZH0JL4k4cqSwsZeF66SF/8tePO3FqciksZQcEpbQUOUKE0cJ6/FOFCKMv8tYSbXtOtsJ/qMgZMh7uZg7m2gZiiZdAGzGtVNpM2kRU/M9QsC9IebXKfl+wVM4qKk32ycvSnlkkVDyI/Eokm2LrcIRDV2wdDe4CXlAncrf4GC/WzmS3rslxgP3Upz7FDTfcQE9Pz6Qcf3gIhLZGNU3Rn+ZxwZT8Ju69917y+TzLly8f0XannnrqhBOU0y7t48pVF5GVPQC05xaghBt0OpZaMjO7kJnZhczK7swRG5YwZ7CemWkTuYiV/GA3pjWJvMZyFIkT/lLWHRXggP9+E+whiA/gNpg0kgjtx4hGi6MXmXiaocRAEDXwm+75pmdDiYFATxImIetmvxRU6ZSmfkr1JWHyMZjsD1IrPkkBQyD81E8lGAGtv0830J6EOxKH35cSFP98LGVje2memmwdyVyKZC6FpawgqpKzc1ETwQjjBl84q6VCKsvY7AdVcrlCilO65noGQ1CEi070ouMD6GQ3OtmN8KKJu7/wALu/8AC2owKiAlCTU7T2KhZsMqmesHDW91Dx55U2NZVB81Nz/fbYncF1V+fOQWJzp/g3bpg3Z1JKk3fddVeWLl3KTTfdNOHH3jIiTcpYYEqme6699loOOOAApNx2jjWZ1T2nXdoHFzbw7VZjby8rGPX864plAFy36AWO2LCEmDLukPP6G3jl4XdjTetDamPSlI1LUhlPZHvyX8oPaJknL5XaVLZIexoOHz5B8NMe3lwc35VW6CJC09H2z6L9udJlfftrQHFX4OmbZwXv/eiIE8vSNW1dMH9zXRftWZM+ieWT5shW5QZ/4TGHzdn8V8u1vDLjQpSl8n4UUktsN4btmj9/5e3Pj6L45MVP+SihoihKhHGBE8sOm84EDCEJoiyq2LFZuEH6x2p6DPrno9zpaCx2f9HoU55dfghK+YaH5pqoywoGEpB0BHlL05t0jF7F76SsLDK2i9SCfbvn8/S01bhCkRcO7bn5gCEu6xIr0UKRcttJWx10ySZumAc3XLU7fzj7xbH+qraI008/nd/97nd87GMfm9DjbgkCKkbJt23bKRk/GBdMOZKSy+X4wx/+MAU6YBYjTFRkiX31v65YhlTw2yUvkFLJomVKanY56G9Mu+s4Gt91K/mb30NNTpGLSWI3HotQGv2+4h4WWuZQNZt54jxTnrzvFcXdMJc8cywv73WrISjezVFihd4XLpAwQalUFaOkiwppQoQWWMpmU/NaUpl6EtkahJa4If2KXynjV9sILXGtPFLZFclFuKwYYDDVR226AcfOB2Fyf1tff1IaQfEt+hP5JNlYhpgTLypDNr18XOL5JHnvOHEn7u1HBcQlQoSxhvTIctgrBQArD06yIH4XLpqCsFsoWVimLYSVNjoUdzpam/nLn32Qp/c8xFtfgxS09GumDQBoNjYK6rI2AyGf/bCPCsDynkKjukebCw6vs7KmP0xM2yixmOdTkqXyeqarHt531e5Y2mVGvpe3d6TpTUJjhnHr+3Paaadx4YUX0tnZSWtr69Y3mBD4kZTRbhsBpmC654477iCZTLJkyZKtr1yFWJV8mpU1TxT9+F+36AUA/vXVPWjNNrC2boC81GRsRcwVZG95T1laJ5lTFd1mAYRTUyAoV95nNCkhY7Nc/cZhvErcIBWkSlJCPqHxdSqOlSdvZ8lb+aIpZ+cYiqcZiqfpathAT8NGHDuLa+XpbuognRgk63WPnd47s2jcYfO10saAPkExYlhBX103+ZC41deehMmJT1qgUM2jhCbmJIJwtdQCK+T1IrUwVUweKfG/AyUUTfdfGPmlRNhuLL7xR1iPf4oFf74MKI76ZRo7yuwBfGjpGvFs8Lmk6s3TrPg2+gIXtMuyZ58o25eli9+n8lagVTHzwg0IC+8P6N6JA7p3IqWSJFWcpDKkKS8cdhp6G+nB7/Fm5qfcKf6N2+RH6Yg3c8O8OdzeOof721Oce3n7Nn5LI8PcuXM56KCD+MMf/jAu+x8dRFAUMZopgsGU+yZ+/etf87a3vQ0htp1pVkvfHl+f0ujMK1v22yUvmN48ofLjruQQczfHyMQFdUOa/M3vCW4uSni9fCrwlEe/uBPgERQPxs/EkIB4X5v58ZdO8OPt28T7pmnhHjlKuuQ9jUrYN2RLZmg+0olBNjd2srlxQ6AHAWjvmovQAtdyCYtbHTsXkBXXynu9dzwflViObHwoGK9PKEwUxXxvJm0jvPfl3ZF9UgJ+pU/xJeBHebRn/FbYTgbpoQgRtgcrTvl35q/dDYDO6asBL63qke58bXeo+adXZWflC3qVsBttCDrZbSp+hItldQYeKgIVEJWwf0qYqPipHqlFRdt8WRLhTLqGnLgBuQ9fKxa7pI9k8dBh3CPO4k7xbwBsjDWO7IsaIU4//XSuu+66cT1GhInHlCIp6XSaP/3pTxxyyCHbvM1kE5QZV10RGB3NuOoKzp33X/Taq4LlVsk/wWFvTg8u/Jx0caVR5fteBv5NRr/vb7jvN1PiumMqHrvIuM2LpmgrT65uI3nPgTVYN0jFOLjS8YSz5n0+RC5Gg6F4uiiCksrW4tj5gAyFK3HMqw6Et3113fTX9pBNpAPxrStdsrFM4CAbRulnX2tiu7FQ9U6htNlfv0BydHDDlSXLlNBRY8EIYwJlOaxuX4Fj5eluXhc8FDjxdFCir7zrRcUyxf4pnni2kgeSTnaH/JG86z90jymNvoYdacOIuYVtKhGVRf0t3jKP0CApNaEEWDh0AIuHDqNLNgFgo8dNXPu+972PRx55hFWrVm195QlCuGpwZFOU7vExpUjKLbfcQnNzM/Pnz9+m9SeboABcueoizpt3Kf9v3reQ2JR+5S6KmLbLyMqq+j722dBMzgbHwhO2mZ49QmmsG94drJv9wO1lx933igcQbqyIqKjYkJnsHEteK3gKKKG3OI01tNCkk/2kk/0MJQYZSgwGZMRHb31X8FkLRTaWIWfngi7GlrJMhMfOFpVCF6WtvPnhMuUwMZEVIir+PKmMRieowlIWiVzNmH8XEXZczO1YTCKfpLnbiMyDhpnSIdewASB4sIDCw8YWoawiDYuPDbN2CaKu4bLkUvhRFNg6UfG1Kn7H5NJ7WBgD6f/BFeNr9tba2spRRx016Z5YPsR2pHum2E/zuGJKfRO/+tWvOOigg7Yp1VMNBAVMiqfz7HNQGC8OS8cRoaeOmDYphOZ8PeEO6vuvn47lhWCH4pBOisBB0seSb+6+5YP7aZLaLp765DE8c8ZJPHPGSRXdWycSfmQl3CzQn/rquumr6zYRFi/VU0jBFPQh4bSM7/MSFuaGUzyllvbh/j0+TNWPMKQnrMXx0ke2G2P9Oy8at+8kwo4FP73pRxcLLs2FnlFhHVlRusefJ93iUmUwncpTGxGy0C5D6jxSaVq6BpDaWOeHIyqzuovH5rvSQjFRCS/3sbxnThD5DSNspf9K6m7qUp+jSzaxJj69bN2xxAc+8IEqSvlsjyYliqT4mDIkpbe3l7vuumubUj3VQlDC2Hj2eVy++nMeQbF5PfUEFpL27DSa8/VILfHvB/uvn16kNZHaEJXelAjKCMF0Ox4OT5x3KE+cexhPfupInvvI+4qWvXT6h3np9A8XNTibDPhkxQ1Z2/saGJ9Y+GkiQ1g0vbVd5O0sqWxtkI4K39jDAtnwq+Wle4AivxYRqjCSnneKH4nxoygRIow1LCcWIumaTc1rCiQ7liGb6jFNPcNExe+Z5ROY0mqgYSBwaVv/AkpKmjcbl9rWTQNBNMUKIixeCbIjKxKVUjHtYCzPYMyMT3klypONk08+mRdeeIFXX311socCsB0kJbrv+Jgy38QNN9zA7NmzmTVr1hbXq0aC4uO0S/twRa5sflzZxJUdRFJqcpDIm9cwXElZNGV7MdlEBczTpF8R5EqHoXg6cMP1kfaM5mw3Ts7O4kqXvtTmQAAMBb+TQpWS57TpOdNCsbDWj6gAIQM6HZQx+xGV8HoRIowFXj/pPMD8za6e9bJHVNaiLMdrCWHaR5QRFS/9ExbCA+Ui2pRppyGtHuNGi0tyKINUipYu00QwHE1JOl46Zxii4iNMVAbtLH2hazRM6sNeULukj8LxUj0O43sdNTU1ceyxx1ZFZ+TtSfdEkZQCpgxJueaaazjooIOGXT4ZbrLbg7hqIOuFZAOnR1mo2Anyx8FTDjQPFEyZ1Fv0bzjcM2dLywaTxm8hGxtCC43j5fP9CIwbcrGVyi7quGycakWROM14ufjzC5eFMX2LYbkRSYkw9pjbsRjbjdHc044Sis7pq/GbevoiWi2dsogKgCj17ikV0tatAVxsqxO0S8uml8qO7+tT2ns0Czb588qJSiV9iu9MOyPXSEzZxHRhgmKikhn8JhmRoFcWNzAcD/hVPpPeGdm7l4xmIorgBpgS38SmTZt46KGHOPjggysun0rkpPPsc4CCo+Dq5EZcoVmbNIlhn3xIBbZroil+yrk3JQrVPWMYUXH3+2FVRFSGg2NtibgYoufrVHwPF5+IWKEIiG/oBib3b7k2Ukks1x7e8RNDbNa+68IxOJMIEQoIuo/HMnS0vMn0HuMhsql5rdFkxYwo3I0PmYhKJU0KeA0JS8qTfdS/iXKbAtv8MHx9ChTIyk6dZpJKIJXYIlHJWDmm5WqYN9DkzaukXylcf87g1wG4Yd6csvXGEieccAKrV6/m2WefHdfjbBsiW/ztxZQgKbfccgtz584t63g81aInPr6/2rjlKhSOzLM6uRElFBvrTMlx3jIVPRAiKt5DQTYmiip8rBvezQFf7RyTcflkpdoIi+15MjhWroyw+MvAGM75qSO/eaCfqqnoiWI5uJaLazlF/i8+/O7IVuQ2G2EcsOo9n0ULzdyOxQEBae5tC/yKfH1KPm50JDrkGVTmm0I4FaSKiIoVX40U/QidY9baZ4L54bRPOPVjuZqdO0yfn/kbBe19NnVZEx0JE5UlvTNI5cuvjbCOS5VEdwbS/zPCb2nkSKVSvPOd7+Qvf6nQMiTClMOUICl//vOf2XPPPYPPU5WchCG1jRKKj720F47M46L42+yXg0iK0Z8YsiI1gV4lZwtyMd+3w0yP7fFhdv/aAg74aicHfOP1YY44MlQbUdkaBpP9DMXTWMoila0NIihSWdhOjFg+XlQRBGA7Jo0Ty8eJ55PEnXhRs0P/x6LjHV+anJOK8JaHTzpmblwYEJPm3rZAH+XaeZz4kCEsiUFTveMTFV9E63dHDhGC0go+GevC8tI+YfgVPy3daWZsGmTGpkGm9Q6Ri0lcYe5BSph+P/U5c01VqvgJW+f7KCUoYB7MVmZ+PO6NCN/1rndx2223jesxto7IcXYsUPXfhNaae++9t4ikTFWUXpg99iau3u1JPvbSXnz0pT346Et7EHMNIbGUuTkkc7qiu6xryzK3WeVMBxVnrDAViIpjGRt+x8phedETv1qoNHLiG7pJr9OxT1byMeNy67vuhlsCONtpZBchwpYQtGMIdd/WoUiKr0/J1G5GSQcn2V9EVAKUeKOEGxH6IlqEiyTH7DWPFW3a0jWAVIX9dbbUBu/TCUHMNWQF2GJpsg9VIXWqvP/85d9su2XY7ccC73rXu3jwwQfp7+8f1+NsCX6DwUg4u32oep/v5557jkwmw0UXXUQ8PnY/wBOJMDnx3w9Zm0i5rSihuHq3J7F1jJi2+beXjF221FA/pOmvESRzGscyYtm4o4MbRT4mieUVO//TOCymYzuTyjKm8ImK9finxnbHI4TtxofVpvjzzU1dAuU3SaEliawxYzPRksKPg+Xa5L0qhdpMPUJLBmp6veNGqZ4I4wep7FAJfbEDtE8MhNYIJcmmekkOTkPZWaSTAFeiYhlkPomWIHz9lXDN57DYW7oIst6+K99HpVJ0ttQBhoy4AlJZTafnZp9whCdC1/THy6Mky3vm8NS0gtur1FZRNMURDl/ccBLXzZuPjQuMX6fkhQsXsnDhQu655x5OOOGEcTvOliHKHpS2GZFwNkDVk5TbbruNI488csoSlBlXXQHz/hsg8EjRQqG9H9Jeq5tpjrGYdlHctbCTd75uunj2pgRSg2MJpDJmkmBuHr5FvmsJViyax64vr0Aol77aZRzwjT8H/XvGCu5+P6wKouKjlLDEnQRW0Am52FZaCxXoSrRQgUbFPI0WLO9NlVAeS1kkcyky8TQxZ2r+3UWYGnjzuAuY95fvAHjRvcIyn6gIrRCWQLp2YJkv3Bh4LR/MDBX8rokKlWg63ovINHsfXGaufZ71s5dudXxKiCLX6ZgCpU3qZ2PKT4uG+wF5JpXYZb4pK2tMN/YPrHpzq8cdCxxzzDHcdtttk0tSRpmsiCIpBVQ9Xbvtttt417veNdnDGDWuXHURV666KPhjVcLhf1d9AY1DVvYxYK/j853HleVv/ZRy46DC9hT4cadwM3C9v2Ff8PbqLot58Stv8Op/vojOFHcXfivCduNFpCVnZwPyAcUNApUseKcAAYnxX/0oij8vZ+eCdQeTkxcujrBjYNV7PguU952C4u7eWobcma286XpMscnbsPDWtWLrsK1OBIao+FU9/tS6aQDLKd5PS7/AFeaeU6g+LO4u7mPJQDuWlsSUTULFg+oe6aUxzlrwuZF/QaNENehSIk3K9qOqv4nBwUHuv//+KU1STru0r+izQPIfc/+HK1d9mbzow9YpANbHC4LXpn6XZE4zbUAhlCaR19Tk/PSEWcfS5cZuQT8fOcR4oBo1KmGy4utHKnUsLvijFJoG+j8AfgPCvNcbKLDf3wY3zwgRxgJaqKD7N/jEOtTawSurV3YOZTnBNkC5+2yo2qcyXGy5nphYT9v6F2hb/wLxXBY7b9Zv3TRQtLYvnFVSk7d08IBUCbmSa8b3TAFYkj6CXdJHTRhROfLII3nzzTd5/fWxKSYYOQRRCfL2o6pJyn333cfs2bNZtGjRZA9lu+D37/HZsRYqICoAn5nzg7Jt4nkVREn812TW3JTCLpBhvxQlDFHpTR7K/pd0j1mlTxjhMuVqKlmOO4ng/ZY6iBYiLQUHWjcwfbMC+/3Sfj8RIow3hit1D/+tFr2WGrwVVf245WZvuqBZAbNOTKxH4NK86UWkLpCits4CUVESYqHLQUlN2tOkSC2CXj7rU/0M2jnas03mfDwH2oQqXJsAi9NHbOWbGBvU1dVxyCGHcPvt5Q1YJwKC0Zu5RZGUAqr6m/BTPdvSUHAqYMPZZ/O/q74Q/FB+ds5VSO9JQ1DoItpXW55T9olKPO9HVHTQFRkKYVgwPX0eu6R53M6jEiabqCihsZRlurEq7zutQFbCHZPBVPbYbizQolhe9+NcLBNs337n1yfmJCLssJDe36xUFkoqpJJGI2V7HZC9NI8TM+LXXE1fMN+Hb5XvC2hLIyla22gdjjB6ZEbnDFHpeiXwUdnUbCK8CUcH95ZULux/ost6+axMrWNlah2v1a4l7xkn+kTFxyupu1FCccO8OeNehgzVkfKJsH2oepJyzDHHTPYwxhSnXdrH5atNuFOGbhi+kLYjsdl8LknllJYbV4LUxWRlwDlqO0c7Mkx2ZCUcEVFFlRIaJY3IMOyDko/liOXj3jrm+0/kk8SdhLHCVzbpg74X+aREGHe8edwFQUoSTLrHT0f68MuSfd+UfHKgyOANGLbpoEjPQFRqAKgtpEh77wvbtXSng4jttIHC/n0tSjjl45OVQzfuGswbkkMM2IMM2IMMWUNkZIZXU/cA8M+ae3j/qjVlqfDxwDHHHMNdd91FPj85VgKj16O8NR7MxwJVS1JWrVrFa6+9xlFHTewP7UTAJypaqCCsJ71CK0tLHAsGk3JY6/tSYRuYCItUGtvVxK5/F02/OAonnuKAr68ZvxPZAiaDrPg+J5l4ukhP4t/sXatwk1bSJZaPM5Qc9Nbxq3scbNdm4ODvMHDwdyZ0/BF2bJS6Ipc2tSz9rEp6+pTvsMQiH0zKR1uABTqO1hbaSwP51vmz1j6DVArLUUEbjuY+lxm9voV+4b7kExRLmyqggzftwn7di9ivZzH79OyMIxxyIseA1cO0/BLvfjdxPzt77bUXyWSSf/zjHxN2zAKiBoNjgaolKbfffjsHHnggjY2Nkz2UcYH/FDEruzNffuoUZmd2BsANPRUNJiWZROimVdJ0MAzHlsENRSpN64YOXv3PF3n0S+PbJ2NrmGiy4ndOdqVDLqjaMVU8UhX/uefiZvlATW/QcLDn7Zey6Yj/mrDxRojgQyoLLRSJbCqYp4UiHzNlx+EmmcUbbsHcLQSt7fJuyTpOkROFdlk32xhn+gLaGZsGy/ZV2ssHIOZdX5YWQe+fAzbvwoGbd2PB0M4IZEBUzlrwuQlJ90gpg1Lkicb2dUGu2p/mCUfVfhN33XUX73znOyd7GOOK/1nzyaJ8LRg3xrsWdpKzjSV+2Abfj5RIpbHc4n4bPqTSSA2bZrROyDlsKyYqFeRYOZR0ydu5LYpf0zX9OFaeXCyD8nr2RGLZCJOJN47/NLF8slByHHKdDUNLhfaigrmavjJdSvHKhehLabpHqRpKrbIcq4F4Nkcs72lKXM2m5hTTe0zFYF3WPOGn8gWLfL+Lu6UFSc+jxdKChnycpmyC+lycJQPtHLPxEBYOLWZafgkA97enJoSoHHPMMdx5553jfpwyaEYvnN2C+H9HQ9Wauf3jH//gzDPPnOxhjAsqXZhWiC8etqoV1zNOlUAuJoz3QL6kH4enQSmNsMgK5KWaMN4utkPxQeqHmpBembGxwjffbzaRRglNNpbBdmOBhbelLDYf9o1xGU+ECCOB0IJ4LkkmOegJVMGx88TyCU+josjHh4gP1QNGICu0NA2/trhjFzwdnA4RFI1Fzm6hq3UBlltMclo39pOPF34mpg1oBrxiHb+XD1DkQFvrxIpSQhJBfS5OfzzHkoH2YP41yXN4ZuHt3HblfN61dvO4aVQOOuggPvGJT5DL5SbYFHT0Zm5VHD+YcFQlSdm4cSMrV65kv/32m+yhjCkqkZOczPLr3V4KPp/+6m5BuZ/UpvzPfzgKExIfvtGbH2EBSGRNnrrxV0fT+5G7yo65+9cWILSipuEmHv/0vtt7WqPGeLjY+vb5OTtLKmNu4kILlFRkPcEhGC+VvkO/FWyXGdNRRIgwOijpBmkf40CrcGW5HqUSfEIervApXqFQgizkAIIhXHc6WsSxVIYZHa8CsLF9CUIrLNf12kwUY/ZmWD29eJ5vow/FmhWAjF1MfHYebANger6dVbElvCEcViz8ET/68cHskTG2CW/vSI8ZaVm0aBE1NTU899xz7LvvxN3v/N49o9s2iqT4qEqS8thjj7FkyRKampomeyhjhh9/fBBYjyth+vSZfHru5czOLgEUQ3KIT7ywD2AehqQumLb5XUil0mhppG3CS+mE4ROUWN5FSc+wTGmarz6C7jPvKVo3XddMy+bHkP2z2P9bL6NSmwB44rxDx+fkJxi2G6duqJG8nS1U/GhpGgd6PwKRKDZCNcNyY2hRMGW0ndgWiYoR4fskJFzt4xalfCpuiy+cNdu1drxMZ7up1FFSoCpYQEhlzN18bMngzUcqHyMdMw9QOw+28c9aaHB2YcAeJJ37BhvjayB5BQvza7ltdoL7L2/nyv/o2PqOtwIhBPvvvz+PPvrohJKUCGODqiUp+++//2QPY8xgIijrgQJBAWUso/2nD4+Y2K7pfBzzIiRKiorVPD6UFNieCl9qjVQqICn++1Ki0tfYQG3/QmrpRGgL4ZjGe3v+/GZyqV5eOv3DY/0VDIvtiaZIXegrYnlPnwAxJ0H34ZG3SYSpB+OErMs0CflYrqLZW5lg1p8v3bIePoFHSkBavI7JuKBBCwuhXe/V3FOUtFFSsrE5CRS6IZcinPqphHTMQWpB0jFjyNgFfUydU8uAPciM3Bxe1/8BsctZmF9L2kpw7uXtJLTLd8/fuMX9bw37778/jz32GGefffZ27WdkGH2DwVE3JnwLoiq/iUcffZQDDjhgsocxLvjMnB9w8ZOnInWcf3tlWdDbIpkz0ZG4o8nFhHmCKSEow3mlJHMulltYL5Z3isiKT1T8yXIVtTwOVg6Uhcw2IHKmPfub858enxPfAkYjqJVakN//B8G2uQOuIL//D8jv/wPSB31vnEYaIcL44s3jLuDN4y4AIG9nA/Gs7+czHErdZyuVJlfySbGsLtAuAhehw2X7kmwiTizvBFYIwxGUrSFWoc9P0rFZ3jMnSP3UOeb+05KfRc/QpdzNd7iLb5O2Emy2U5xx5fztEtkecMABPProo6PefjQwipTR/TfSdM+ll17K/vvvT319Pa2trZx88sm88sorRetorbnkkkuYNWsWNTU1HHHEEbzwwgtF62SzWc477zxaWlqora3lxBNPZM2aybGx8FF1JEVr/ZYkKVLD1/f+I3Mzu/Bfe9/Il586hW8v/5PpM6NiXLn38yhhqnkAst5rJVO3sGlbY1+myD5fSUkuEQu29QlLIpsPpmndJr3jP1H17nwvvYvu48VltwclvJOBbSEr/jr5/ctbCUSI8FbAgj9fxmBtT/DZN3QLR01iuZryhoLhyp7QMpGeUeEohciHbXVii87AIr9rxmKE9vtXCTY1JYoIihKCtj5BW2/5z4cryp+kko4sWUeRky456bI+2cvOg23sPNhGg1MfrDPNaaXJaeUuvs1dfJs7xTe5bfY0zr28fVRk5YADDuDFF1+kv39iG4ZOVAnyvffeyznnnMMjjzzCHXfcgeM4HHPMMQwOFsrHv/3tb/O9732PK6+8kscee4z29nbe+c53Fn0n559/PjfddBO/+93veOCBBxgYGOD444/HdSev8rHq0j1vvvkmPT097LXXXpM9lDHH/MwuvJl8hQWZ3QDjOBvTtqkw0fCLpS/xsed3C9bPWxDz/lwtt3Dx+wLaxj5DKKQq3JCUlAFpsRwX15LU9xc3DLNznsOkskBYaKn45yREUEaCybbdjxBhvDH/1u+Riw/R2zBYpKUaTouipUK4klxNH/GhCj/cwkVbIOwh8FK6xfqU4VM0vsYtl4gzozvDxuakp48rPDQ5W8jw1GUlA4nKqai8pXCFxhWK6bk6LC0CchMmKj2xXpocY6XQa2/iLr6Nsh3+OEeBR1S2VVw7c+ZMZs2axZNPPsnhhx++TdtsP7Yn3TOySMrf/va3os+/+MUvaG1t5YknnuCwww5Da833v/99LrroIk455RQAfvWrX9HW1sa1117LJz/5SXp7e7n66qv59a9/zTve8Q4AfvOb3zB37lzuvPPOSWv0W3Uk5dFHH2X58uUkk8nJHsqY483kK7TnFvBG8iVgNxyRYVXyn8zL7IzET80ACpCgEIBGCoHwPFIcSwRpn96GJPUDuWD/UqliTYrWOJZFOpUilTbEJJFJU6cfNYI6K8fm3f4aPKE5Vg7bjQcaEcfKIfb+2UR8NUXwdSoRMYmwo2DBny8jnepnKDFQ9MOmhCKZr92mHzstFHgVPluGVSam1drC1U2BRm76xhWsm7OHWeane8S2p32kKhfXlo1CS68qSLM+2UtCxcnKHAP2IIpygtPktLI5ZoS0n5nzA47RX+K2K+cD8K61m7lt9rSi9W0vffWT80y6wk/5TBRJ8dM9o9t2+5Icvb29ADQ3mx5uK1eupKOjo6jNTCKR4PDDD+ehhx7ik5/8JE888QT5fL5onVmzZrF06VIeeuihiKT4eKuJZgF6Nq73ujFI1iReZF5mGf+194205RZQ69YG61lacu2uK5iRK3bZfddrreRiFnVpr69HqBS5vy6OVJr6gWywvh9ZEUqDBa7lV/socvEkvTv92evxoVhxyr8H2wl8KV3h82QhIigRdiQ0du5EesHTQCGtI7Qk7sSDp+qRPJVr6aLiaWS2vnyZiiOE67nNuoCF0gWX25bOl1EiZh54kPTVlgt2lYCuuuEF/aVI5W3SsWJNjB9BGfL0M5Z3fjVuDYNWMVGpd5tRQgU9zgBuF0Ycf4z+UhlBCePs/50FwNr8AA8+lONzfG6bx7292J4SZK01fX3FkaJEIkEikRhmKwOtNRdccAGHHnooS5cuBaCjw5C7tra2onXb2tp48803g3Xi8TjTpk0rW8fffjJQdZqUt6IepWnGTAAueupE4qqBVcnnUMJBInkt9VSwnitUkS3+umQXK2pXBWXIYfifpdLUpstFcparsB2XmqEssbxDOpVCy8I/t1BVx08jRNhh0T99FTVD9Qivi3dNtg4tFLaTwHLtEFER2PlEQZ/ivfpdkcsg3CKtipBZhDUAcgghh9Be/56yzVCB6+y0Xi+trHVwL1LSREoahsp/Qvxuyb47LZjqn1S+cM9JOlZQ6WNpiYXfuFChhEIisbVdFIkYsHqwdRJLx7F1MiAAt4mvlY3B1i5x5RBXDpZWWFrRPs/iH49OXA8fgTDpulFMAkl3dzeNjY1F06WXXrrV45577rk8++yzXHfddeVjKikn11qXzSvFtqzjOA62bfP8889vdXwjRVWRFNd1eeKJJ95ykZTTLu3DdqFuSPPFp48noZoQWrI28Sogeb3mBQatQfLCQQnF0StbWZfs4oOv7MbHXik2tEtlXNNMUHsW+KpQdqxCJER71UHg2ek7Lrl4gnguQ+NLx9PwyrtoenlywncRIkQoxusnnUdtbyvJXIp43qS6G/tbsJ1CFGO4SEqZbX5YNJspjzAUqnxcpNUL2AhcJDmEziH1EJYaYEZnofKjbVM6eO8TlVReEHMJ+vSAiY6k4+b+NJDQZcZuYCp7/KiJpQVxT3OTtjIMWUNkpYkK+0TFR53bRFfsRebG/9cs1zYSG4HkdvF1bhNf42/ykoCg2OiiadYcm451m+js7Kz4PVYbmpub6e3tLZouvPDCLW5z3nnn8ac//Ym///3vzJlT6NvW3m6cfksjIp2dnUF0pb29nVwux+bNm4ddZzjYts38+fPHRWBbVSTlpZeM8+ruu+8+ySMZe6RmzsTShqgAJFQDOw0tw9Lx4IkgJwspm397yQhobReG4jCYhIbBPFLpoJcPQG3aaFJ8PYoPXzxb37eZpu4OGjd30ri5E6FcNjS+J9QNNUKECNWAdMNGagebqBmqJ5VuwHbi2EXpnsIPfqWePtm6rqLPWroIbUGurjBP2wW/FK/ZoLS6kFZPYOoWxuzVz+LaFpsbkwWDSW8YiTxkPQ5VSXtSlxVbjKYAQTTFZXjtik9UFIrZ2QPYlPkSjYlfsFPscpbY3w+IyqHiGxyp/xswjrUHdQxxUMcQSdfhoI4hjujL0tKe4LHHHhv2WGOJ7SlBlgiEEDQ0NBRNw6V6tNace+653Hjjjdx9990sXLiwaPnChQtpb2/njjvuCOblcjnuvfdeDj74YAD23XdfYrFY0Trr16/n+eefD9bZEr70pS9x4YUX0t3dPZqva1hUVcz/ySefZK+99sKy3no/nqdd2sf1FzYQW7mWC59+DwC/3fUVLB3HFTm6Yh3Uu8184oV9Cn4oCnZeXSghc23fU0WRiUvi7vAXtmtJbMf1tkvQ3zANO59HeqWFm2qPoSX913E40wgRImwPTEdu6RERjVR2MM/yIit+IzofRZb4IdM3LdyCtiz0XuvyW78le3BVEwBK1HivMfpqY8bOwDUmk7k6STZWuU0HQMIxR4lVeKiuz1kVtSkzM42sT8KAXdxxOSNNqkmhyItckP7JDp3HYPK7JMiyxP4+tnbI6jhZAYOyBjDpr9Mu7eO00P6+dluCex+4neOOO658cGMNTVkD2W3FSKuCzjnnHK699lpuvvlm6uvrg4hJY2MjNTU1CCE4//zz+cY3vsHixYtZvHgx3/jGN0ilUnzwgx8M1j3zzDP5zGc+w/Tp02lubuazn/0sy5YtC6p9toT//d//5bXXXmPWrFnMnz+f2traouVPPvnkiM7JR1WRlFdffZVddtllsocxbsisXU9CaqYNGKLwby/tghKF8/VdZ+OORgnB7A3FF6xQGuVFUerSTpAzLkUs79DUvZGe5hlYThYtJI2bO9FCoqVFNlkQyR3w32+Snv8wz3/o9LE+3QgRIowCPkEx70cmXxduDKEldn87KuHpVOIDJpqirYrkpBRaxL1X81C07NkneGHZvihh0sjTBhTrmiU1uUIkZSSoJKIFAj2eQuF4qW+AfqubuEqRtrrJyT40ioXWzXxm5aNcN29+sL1NMSuqVJ582skX8dQzD4980KPA9lT3yBGWLVx11VUAHHHEEUXzf/GLX/DRj34UgM9//vMMDQ3xqU99is2bN/O2t72N22+/nfr6grj6sssuw7ZtTj31VIaGhjj66KP55S9/uU2Bg5NPPnlEY95WVBVJWbFiBXvvvfdkD2Pc8JFrarn+wgbEP01JXFN/+aNGWKTmo7R3Ri4miecL24bXtRzTu6e7pY1p3ZvobplJy4ZVaCFRVgyUKUOOZQforD+O1v6/kXrjrdGzJ0KEqQzLiaMsZ1ire8vZOiMInsDdODLdgnDjRWldIRy0Gr46xCcoYayfsxvTeodQQtDbkEQJmL3JpbvBIpEHMP19XKnJ2ppEXqAEODGTEpo+IINKIFdoko4k7Z1KuFBgztA0NsaLU1YZmUYgycsMMZ0iSw8AK90T+PiCg/jZG5cHZOR9V21dJrB48WJ+c93EVQ5OVCRF6+Gj6sE+heCSSy7hkksuGXadZDLJFVdcwRVXXDGi4wNcfPHFI95mW1BVJOW1117j1FNPnexhjCv8tE96/fqgpLisWaAuOMgCBHpYpZBKkhpygmU+hNJM32j6A4U7lzb2FOcHhVZB7llLyYbG99DW+xcO+Np67+AuCJdHL5pPhAgRJgY7//EHuLbRl4UjKT6ElkFzzErwf9T8tE+gRfGN3ETYjdZ7X0GTZotO8npmEEURKNrXvkrnzEWomG2E+oBjCZr7CkQlb0E6rmkYkoEjtlRm/kAi9BClBXlL0ZiN0ZsorkpcnzTeHip07kmVYkgqFEaDk1TNZOSmit/BH85+seL8MBYvXsyG9WPTXXlr2N5IytZpx46BqhHOaq1ZsWIFixYtmuyhjDtOu7SPi/f/EwMpcyOoIIAHTGi11EhJak0s72BXUFF3ts+ms302G9tmIpWD5WQL7rIlyCcKYroNje8B6ZKZ9zCZOY+Ctjjga+vZ56q7tuc0I0SIsA1YeMvlKKuQ/iiqzvGrYLbSBRkgMTA9KDfWPhEpJSgVUb5fqYYQ2kWJGJ0zF+HaFrG8Q/1A1mtmatZr7ivs2y9HtlRBjxJzy0W1/XGniKBUstIPo0bVYWFjaRtLx6l1Z5Fy25nmjLzAYtGiRfT1DpVVsIwHTAmyNappKjYYdF2X73znOxxwwAG0t7fT3NxcNI0WVfNNdHZ20t/fv0OQFDDlcwDp5NZzfZsba4L3luMWpXd8+IZtPoRyEVoFPTiEVkg3H0xCuSQyaRKZgkW+cGMIZZmbmj1UJMCLECHC2GHJ//2EvX7yNxbecnnFSp0w/M7IOvRjXrHsOLQfp2mVt8BCq4SZtI1WKdDxkmaDxSRG6iFcWcuGmXuwqW1npNLEcg6ubSG1pn4wS2NfJkhNgyEj/hSel41RVoastkBKGpx6FKoomgKQFxnyIsPm2Kv02K95r69y1oLPDLuvSmhqaqKlpYUVK1aMaLtRQY/eJ2W0EZjJxFe/+lW+973vceqpp9Lb28sFF1zAKaecgpRyiymmraFqvokVK1Ywa9asMkXwWxVvnPt+vrrfXyouE0oH6ZyWDetY/Oo/y5b7ZEVqXaZZ8aGF5PXFu/L64l3NdiHSEkbbwB/Z0HACz5x5As+ccZJJ9WgLq69QZ3/A19ZzwH+/OapzjRAhQjHqOncGyslGGEJLhJJI1/Y+Dy+mTKSbIFTxY/fMM6meMHyHWZEzAlo/whKKtBgXWtjYviSYZ7nmgSeWc4jlDLnx7z3TejPUDWny3rNWKmvuW640U2mUuDRqYm0hYtCSmw4YIW2t20RW9qDxiZj53n76xndH3HBw8eLFvPLKSyPaJsLW8dvf/paf/vSnfPazn8W2bT7wgQ/ws5/9jK985Ss88sgjo95vVZGUxYsXT/YwJgwLrrwBgIsP+AuZRPE/g5/iEUoHkY+29atp7ViL1BrXkri2VaZLCWPt/J1ZvWARUmkS2WIlvXTz2PkhLCeLUC4oixldW3FitHJbXh4hQoRtxpNnH81gyxs0dSypuDzQmEgVRFqUdIuiKUXre1U9KAu73xh3me6CLsL3XxLeNazjHmEhRFDcsrRQIjOEnc8jlEILiWNbOHYh8us/HLVtStOY1rjSaFXApHyUgIy95VSOuwWSBoaoKBGOrCgU5jw0ypQYb2OTQR+LFy/mn/9cOaJtRgMBWMhRTSOt7qkGdHR0sGzZMgDq6uqC/kHHH388t95666j3WzXC2ddee22HIinfWnsmX5h9NQLJxQfcwbfuPxotBZsbk0zrzSBlQTirZeHGML2z2DGwq7U9eO+ngfIxm1jeIR+zQUE+ZrF+zk7MXPM6QrsI7QbCOMvJ0msfQV3uleIBltywHr1oPgd84/WK51I0X7q4det54tzDRvaFRIiwg8Hvm7Xgz68ClPme+PO0LPyQa1QhsqJkED0RWiLcGFamvFcP2jJVPdrG6E9CwlnhVhTQzlz3uBHYe/cJjYUSMdbP2Q2hdPAgBbC5MUkyq0jkBUNxSSqrA7JSlxX01RTGb4WiQa5Q5C2zzBfN+vCjKAAu5iHL1iliuo6cMGXI/Z/8avm5bgMWL17Myy+/PKptRwLfFn9U205BTcqcOXNYv3498+bNY9GiRdx+++3ss88+PPbYY1vtN7QlVM03saNFUr4w++qiz5e/7VWUFLh2+T+JUC5CuSaqohykcoLUzfTODlo2dgYExbEsU4YsxLD6FZ+gSDePlhZSOQzFF7Db13dm968tKFT6VMBwRAVA1W7Ard2AHGzdpu8gQoQI8MbxnyYxVB9ETHwTNy00rpUviaSoQGTrVwMlBkI/6Mn+wo5D5cda214ExaJIKBsQFMsjM+UR00pOtMEhbIuGQSOCzVuiqENy3Ck3dHOFDnqU5S2FKzSdyT5vmSEszflpofW93kSyUADwszcu42dvXDbsmLaGxYsXT4gmRSC8Ts+jmaZeJOW9730vd91lii3+4z/+gy9/+cssXryYD3/4w5xxxhmj3m/VRFJWrFjBBz7wgckexoTg+gsbyMz9H5KqGY1CIBmSQ/xwH/NE1Z6dhqUF73ummRklzSeF8q56aTQnQiu6WkLRlJA1vtQamXewnLCdtoXQLkl3JRlrIXY+h5Im9CtcE9Yd4CBq0m9gJdcUH9x/8grhgK+vCaiu33n1ifN23Z6vJ0KEHQ6vvP/j7HLDz0j2tZGv6SXR34oWis2zX0R5FTuFMmRQloPlxApP3F7lT6VISmUDt2KiUuiIDFKkTVdkUVhHCwstrKBPWLAXxyUfs8nFJEqC7ZooynAViz4ytjlWZ7IvsMS3tCTlJklbRpDrCsWgNUi920CfUAzYhfvRSFM8YUwcSWHUAtjRdk+eTHzzm98M3r/vfe9jzpw5PPTQQyxatIgTTzxx1PutCpKyI5Uf+xBIsrKHhGoyT0d+908t2RjvpT3bRE+dxUu778puL5rQZJHoVREQFR8zOsxFrIVEC0lXa3uQN1ZSsn7OTsxaXbg4U+IpNDa4NUEnVK3jDMUXMBRfQJ14kwO+8TqPfnEnb9DmxlKc3gmflOKpTx4zRt9QhAg7Fl55/8eLPu/1k7/RvGYpAF1znwVAKitUlhwnMTitoEfBRFIszA+kTvQiMl7pp/bSPMLFj5r4KHRCNiH5cOREY8iJRnokRWN0IRK8lI5xvi6YwNmuJmcXR1XARFE21GYCguIKFRCU6bm6IHrgCmOP8FK9Eep3xTqI6STSegHX3W27CAqYMuTNmzfT1dXF9OnTt77BKCG02KIweEuYipqUUhx44IEceOCB272fqqBrHR0dDA4OsvPOO0/2UCYElS4yRzgMSaPGN+FQzZ07b6Sv1uKJffbgpd2LoxNCqyAF1LruTVrXvRmkhXxYjovllpYqWtTwHDLWZUR1wkFY/Ui7ByFcpBwimVtPIlfoFHrAN143xESXhIn9z9LFmbYSbRWbM0WIEGH0ePoT7w5I//TVywPHWS0UQkny8SF04ItSSBW5yX50zGup4V3jZV4pwkVrK3g4KUUl59kgTeybTIZSyeEuyT4qRVN8ggKGtMzMNDJnqIm4soJUR1xZxJXFbv3zmZ6fZvQn1jqueP33/PDN0elQwmhoaKC1tXUCoinbUYI8BTUpAL/+9a855JBDmDVrFm++aUjm97//fW6++eZR77MqvomVK1cya9YsUqnU1ld+i+D7qz+DRpGVPbTk2xmwesjJQj54Y7wXV2huW9QZPJG8uEexeZGvSwmXFvsi257mGUU3E6kUM9eYCEiRR4JwvRuWbdT/wsWSPUjSuEM7o4bmo4bmoHNN4MbNq1MTbKutHE7DGp48+2iePPvosf+iIkTYwSHcGFooGjt2obFzJ+LZWoSWSGWRre0G6ZoHBOmGqoLc8hLkcCUPIMKlxyRM1MSPomgXjYXACO0BeptnYbkulusGzUvDKHRJFvhcZHOqQGQ21BZ8VXLSpSEXpzYfI+YO/zOUF4U2Af9v3re2/EWNADvvvDOvvz68vm4sIGDUmhQ5BTUpV111FRdccAHvec976OnpwfUMR5uamvj+978/6v1WBUnp7Oykra1tsocxoTjt0j4uX/05ADrib9Cam02P3VFkYrQxbhTvf13cSSYhcW3JhtkLK+7Pbx6ohWTz9DamdW2goWcTriURSgcEpZbHi30RPKOnACIHIocQOYRII+0uhDVgyhjjA4h4T2Cdn5/+WsE0KkKECOOCJz91JADWUBMyX0PtpgVYbgzL8RsBqiJbfAAVT6Pig+hEbyGaUgTXm+8C5sHEkj3BUkNOcsF7qfM0b/wnQimEUl5psg6iKZsbk8TzhXtXpjwQQ9tg0hxZKCwtqM/FSeWN4sBP9SQdQ5L6YhlcoeiObUbhIL100vameoKxtLWxcePGMdlXBIMrrriCn/70p1x00UVFDQn3228/nnvuuVHvtypIyqZNm2hpaZnsYUw4Tru0j++vNo6J6xMri8RSvqrdJyq37LqRvAWbmoujTX7jQGXFcO0EXTNm0tS9MagEau1YS/OmDWghDUHx4YvxhFNI3YTMnYQ1gBAuymkyBEUaPxWfoPh46pPHBDfRCBEijA+e/sS7ceo2YmVMFVDtpgUk+2dQs3mO0aT4U6jvj4pXaInhXbtaFaKhQuYK80NpHuFFXHxdCoDUCulFbRPZXGCT4LvPJrMKJU1lD5Rb4gPU5mM05BLU5yxSecmuG2uZ31tL0rHorBk0UZZ8kpfr3vTGYe6LS6xrR/flVUBLSwubNlXuATRWEAisUU5TUZOycuXKig2CE4kEg4ODo95vRFImGadd2mf+JLVkXmYxLuXmRj5RUUKQjQle3GP3IATra1PAVP40b9qAnR8KPks3j+X4Zk5uERHBHjJTIKaLo906o1MRDsLuMdoVKwcyZ8LKwkXVrcOZttJY6EeIEGHC4ITSOzJfE3ikhJ1rtVe2DKCTlXvUCFlSahzSpihRgyvrUKKmSDjrVwGGIZUKdG8+UbHdAjGpy3qC3pAJnR9B8ef11ShSOcmsgRr22mh+BzYlBui3+ui1DZGQ2ubclc9swze0bZgQkqLZDk3K1CMpCxcu5Omnny6b/9e//pXddx95nyUfVVHds3HjRmbMmDHZw5g0/M+aT/KF2VcbsZQgqPIJ49gVxnvEN0l6aY9l7PZCIYRWl3mBIbu8OqqoIsgqcZWULigQMou/moz1F++ggtOsL5CNNCgRIkwcnv74ccH7vX52a5lQXStTpiydhCEqCkR2C5bxJaJZreMInUOLGqQaQslCzzCBwlIZGrvfpLfZdEgXSgWmkX7vMKlNNMVvniqVaTy4OeWyrm6I5Rsa2FTrEHMF9VmL/oRLwrNIkEqgpCauLFbWmEpFW8dxK3i3bC9mzJgx7sJZ3ydlNJiKvXs+97nPcc4555DJZNBa8+ijj3Lddddx6aWX8rOf/WzU+62Kb2JHjqRsDae/shiJ5Dd7/JNfLlvBXxcXqm5e2W1p4HuSsRZS47xGjWPsniv16Rl0DzZvhAtWznRKdWqMJiV8w5KhKIu/vhdFcevXo6WLcGPse+V9AOx59S3j9wVEiBChDE9//DhQVllzQh0yfwPIN60efidFPXvM9S/IInTO6FC8Tsj+ZJYrmrpXMq2rYCtvuQXTSNtRxPOKhkHPc0UbQ7dpaYs9Ok1p8b7/1Oy+BmZvctl1LVglZUBPNb4GGAM3R+TotV9jzTn/NmZ6FJiodM+OJZz92Mc+xsUXX8znP/950uk0H/zgB/nRj37E5Zdfzumnnz7q/VZFJGXTpk1jUk/9VkA4gvLBl40D77+s2Jn/W/zPgF2Hw6m+3T1AVs6ruE+hXVLS06NUMGQzK1WYJ42oTgsXoS3c+vUgFGgZlD7uc9VdKCvGnj+/mWfOOGmkpxshQoRRwk4349RtDEiJwDLExc4ilLm1x3rmVtjSKouihM3dfC2KeXVLfFOkt0wxrWslm6cvLHrqr00Xoh62U0E9Czi2RAl4o81sF3Mhb+lAv6KEYmP8daSO02e/zjz5eMX9bA8mJt0jRu0cOxVJCsBZZ53FWWedxaZNm1BK0dq6/e7jVRFJ2ZHTPddf2MD5c79bNv/MZ3chmdMkc5rajLFPCkMqHZQY+yj4GORI5DcU71C6BW1JGPZQQYNSWgGgLENQXL8ZmZfntvLBpLzSxwgRIkwsHj//gMBpNr5psbkOQ74pSBedKIk++OTEF8oGXinl17AW8WEt8ZUwni1N3cNX99Wmc8HkI55XrJgp+We7xPV+h/82/03umlPYT7/VA0Cf/ToL5VYan44SM2bMmJDqnh1Jk3LJJZcE3igtLS1jQlCgSkjKjp7uSagmAFYnTQj1rGeW8MtlK/j5chP29EOp03P1ATOvIJovgx+iTdn/KIhmpfE20TKHjg+i4wOFZeFoijJ9PnyC4jSam0iReZRHULRQCCfBnj8fvWFPhAgRRo5YfxvxzfPNteulfwDwoitOTXHjPrySY8CzwrcQoVJkUSmiSuEBKPzZn5dOJQNn61IoKVFSksy5JHOuN08Hk+tp8JRQPNi+FgBH5ADJIvEQlnZ5/qyxTye3tLTQ1dWFUuWFChFGh1tuuYWdd96Zo48+mmuvvZZMJrP1jbYBEUmZRISjKH6ZXV44/HTPV4MSZJ+oQMHgTXkdSGvTuaLOxj4pMfsrzEs7b6vY6RThomOD6GQ3xAfQyW7zXrgm4uLdsJxphjwFBMWPpPi5b5+wRIgQYULx2GcKJZ8yZI8PmMhnKLpShFD0pGCLD0LkkMITz2s3SP1UQk/zPNbO27Wo1UYppFJBx+S+2hjP7FScArpn9qqg4eCz9U/w40V/IS/SDFir+MLKh/nCyoe3dPqjRktLC67r0tvbu/WVR4ntaTA4FYWzTzzxBE8++STLly/n05/+NDNnzuTss8/mscce2679Tvo3kc1m6e/v3yHTPadd2sf6T50FmBbsABviawNDN1coTn+luDP00StbqUvniefdIoKSsgth0dKnHsCEhcOhXm0Fyn+d6EPLHCrVZd7bQ8HNrZSglCH05Aaw589vZtmv/kDr3dtvXx0hQoSt47HPLuexz+/Bk2cfbR4cSq9V4Ru3OV4n5HjIDr8QWYGCgFaKfkNQtDF1K30IkipHQ4/pfrpurrlHVSIrrm2xqSnB8wsTvNEmi3xT7pu52kRRULyceiqo4umzX+enb3yX0y7tG1OxbBh1dXUkEolxTfkIbUzqRjNNxXQPwPLly7nssstYu3YtP//5z1m7di2HHHIIy5Yt4/LLLx8VKZx0kuKLl5qbmyd5JNWHf3tpF6SGTFxwxrOLigiL5RRuGjVxQ1Dibgc18lmSboU8cZCm8URxbhzhNxX0ctdauqhYJvBWKE3xbA3Kym/zuhEiRBh7SCeBsj0NiJaBZqU0kjpcWqcivIee0ocfyx1izpsvMHPN68xc8zpKxpi55nXyMZt8zGZ9a4rO5gTrmiEvjTh2Q20WV+iAoLhC8XzdvSiRQ+OwOfYyP3vjsnEjJ8EpCTHu4tntiaSMVnBbLVBKkcvlyGazaK1pbm7mqquuYu7cuVx//fUj2tekk5SNGzfS1NRELBab7KFMGr619kwysjv47Ff42K7xGYjnjT/KtAFFS6+LFeqbIbSLyswBIGe1e3NdwCHmGrIhVY5sbk9vA29bbQWEpShdIxQqnh6WoBSldbzoSaauywhoMVqVzjkv0nnUxaP+PiJEiDA6FHUh99M9gctsgnDUpKBFKYUfTUkPm+7xNSmmM7KJtHTMXsD6OTvR2ZygszmBEoK10zC6E2kIyisNnTzYvibYz7N1f8cVOTKym0FrHTB21vdbQ0tLy/hGUtjxIilPPPEE5557LjNnzuTTn/40e++9Ny+99BL33nsvL7/8MhdffDH/7//9vxHtc9JJSnd397i2y54K8Pv4+ERlXWJ1YAIUdzRKwtz1gwilqR8wT0m+mDahjNhMZVupsZ4C4QalyL4uxdIZYnq9OZh00TEjaPIjKcKNGTLiV+9IN5h86BCRCfsyZOq6AMjV9JGr6WPj7JfZcPRXxvgbihAhwkigpWsiKWGE3aZDk5C5gLCYKYdPVHzflFII7aJkHNdK4lpJXtpjGRtaUqxvTaEkwZS1Fevrzf3mpcYO8tIhL50gpe2IDBqFK8w6mtIeQ+OH6dOn09XVNW77F1og1egmMQVJyvLlyznwwANZuXIlV199NatXr+ab3/wmixYVTEY//OEPj5gYTjpJyeVyJBKJra/4Foffx2fIKoQf/a6ivjHStN4MMqRG18JCJtcQPB15PXgSykRBhMgitEss9ioy0WmajWFIiX/DEvlaVCxT0JYMh3Bpoz+VoG/aelrXjN7+OEKECNuP5z8UMs5SBR2aEE6gRytO/4SiLdryqn6Kq32EziF1DqnziBI7hNULFpGJS5Q0Ed+cDUNxUALum/kGzzet467ZK8kLB4XipdoneKTx/zzBbC4gKAA/e+PycfhGKiORSJDPj5/gf/siKeM2rHHD+9//ft544w1uvfVWTj755KImgz5mzJgx4oqqSTdzcxwH2570YVQNkqqgzVGyWJjvR09EyB8lnT+YVM39qKE5KKfJrGf34OZnAS626itrCqhjgwinBm0P4aa6igiH9kqKwVhsB+kdZZn3JeQkkW5i4+yX0ELT1DWHZz96ylh8DREiRBgllv7md0CJkZo9BHnj+Ipw0SpuWtgNYzlviIq3OlkggfL26Ru6aWFeuxvjqJLH3Wdm9rOydlPg7+QKxdP1t6BEFlAIneCxhpu8/Xn3mwl+ZrZtG8cZv8iNMXMb3TmNdrvJxJe//OVx2e+kfxMRSTGoZOp2zR4rgl49YMiJUBqpFK3r3wjmD2UPRtasQSbXm4aAwsWKrUPGOou6mgKoZA+AqeAxOy0bi9CyrGwxICglF48pQ9Z0vONLvHzaR0d41hEiRBhrhNOxsc0LykuQi6IoFoHbbIlGxRVNgI0mUeiIHBLR+m032jYVui37btiu0OQ9c0jX80FZPnAcBFEYhUahRT+IQbTIokSWc3b6wHac+cgw3iQlwthg0tmB4zg7tGh2OOSlEwhow86yUilaNnjpnKATsksm8zaSyX+YJyanxrxaOezEY6Y/j5fq8T1O8Nq4y1wKN9kfLCuDsgo3uVKCIl02zXqFjnd8aexOPEKECNsFZTkEl7Jw0WAs8ynME95rESp4KbmiDi0sLDVgVvFt8b17T8fsBWxuTBaOLQTPtQ8Gnx9rvNakh3QtiEHMc7GNEAPFhw79FLX+9OMAdJ71M9p/egYdZ/18m899JIjFYuNOUkYrgBVMPU3KeCGKpFQZMrIbhaIjbgSx1+yxgvqBbNE6m9oKPXrC3gUBmfCiJNoTxulY8Q0hDBVPF30WbiyYzP5NGaOoEH7Mpnq2+bwiRIgwCfC7mEsXSu8DYVLi2eP7aR6N0QkqEUNoF1eaVJGvR1GyvC+PEgIlYdaA6Z78eMNNWGSNgF/0kRD9pEQ3V6+8kn31P/jpyqvZg6cBsMUAhLQuV7z++3ElKDAB6R52LE3KeCEiKVWE76/+DFAcrnWL9CICJYv/yXySkow/VTRf5+sRTk2R46RK9JUr/gGhKpi/UTmykqnfSKaui0xdF33T1iNLk9ERIkSYNBg9igehyDeuK4qYmP5crtGihES0xsStxEvFE8r6fXq0sIJIShi5mCSdEAwmIRe6lUvRQ0wtIK7mIVDkdRLpEZG/f/IhAM5f+QQ/XXk1P379Gq5e+UOznbfOeBIUmAiSMjqC4k9TAaeccgp9faZk/JprriGbzW5li5Fj0n9hIpJicNqlfUWalPbcbKBYQKWECCymu2eY7qZxvbZAULKNRhynLbTb6G0U6m6qLGQ+icylisqMw2LZMIQbC/rzVELD5pmsfdeFoz/pCBEijCkcz15ASSfohFyEoh5dJYL6gKwUQ+rihxUtLJSMsX7OTt6xCsu66sx9JOZK3r/uPxFaIq0XSIhBakUPTRT8oCo5yv7g9eu4/PU/TIhXyvgLZ3nLlyD/+c9/ZnDQpPc+9rGPjUubgUlnBxFJMbj+wgYIkRTpOQ9+8OXFQCHHq4RASIlUIeIgjKGbjHWa8K5Tg7S7TJonHEXxV1cWQllFzQL9RoFYeUNO/Aofn6hUwCunnjFWpx8hQoTtxP7fepn+Bf71XPzQoYWLkICVQ2gLDeVtMoQ7LFEJR1CUjNPVOif4XJd26a+xUaHfVT/lcxKn8qfZz5ntsLArmMNNlHlbKSYm3TO6badKumfXXXflwgsv5Mgjj0Rrze9//3saGhoqrvvhD394VMeYdHYQkZQCEqqJmdn5WEiUUFhaEs/D+tYUMzsL2hHXkoFfikyuR9tDyMT6ItFsmKCEEQhnISAqQku0Aq+iMCAtAHoLDcYiRIhQXdBClevHpAtuiJBYOcNLwPtfgaD4EGRRosmr4nERKDQSJeN0z5hbJOa3XY2lTNC2LisZSBSnqxszJ9GfvGncznm0GPfqHj164exUcZz90Y9+xAUXXMCtt96KEIIvfelLiAodsYUQU5ek5PP5HZqk+KXHydm/YE52PlCIovhoGHC8+Tpoie7aFhvbFzKjA2rsu9BxL8wWDwnlPKhEX1HkBDDaFKGKiQp+NKXCjc5DcsC4Az9zxkljcv4RIkQYH7ixIax8TZDiCap8ZM5rOGoXdCnCayYoTNpHifpgP74WxbVMdERohRYyuB/VDOVo74K1M2KUJo1nD9RyKPvw1xnrIPYPvvz6vRP3BWwFtm2Pv5mbGi1JGduxjBcOPvhgHnnkEQCklLz66qu0traO6TEiTcokYuYPfxroUCxtvoMwQfngy4vJxWBTkxGuqRKGqqQsbvo1jHZEuEaJL5QVVO0gFMKNsXKPu3hz1/u89Qqt3itqVLQELcnUdbHL78dX1BYhQoSR4bEv7ErD6r0L17DlGB8jO1O4N4RehfCjCMNHS8PVg5ZrqgYzyQTZRKzoflSbztG22UUqSOUKPyur6gf4S+ufaHDmIHH59E7v5dM7vXcMznb7EfmkjC1WrlzJjBkzxny/EUmZJFx/YXnebkN8fdHnhWsGkQp+s7tpga6kxLW9nhpeuHVT2zyGho42lTxuvKiapxICoqIl/9zzr4AhJG/sdk/wPsAwVT8RIkSoXtSt2rfoc6nNgLlH5Mp9UgBwg/JjgVvW+Vhol5lrXi/ev5TkYzb1Azka05pfLHmUHy+6mZebe3imYQXt2V2pS/4vFm4wzf3phyreAycSEyKcHeUkpkgkJYz58+fT29vLd7/7XT7+8Y9z1lln8b3vfW+7xbSTTlJc163o8f9Wh9+rx0fa2sSg1QmYPO5Fd84CYOHaAS66cxZSG6dZoXRgj+/rUrSwSOfeTiZ9hCEqHrSdMU9RIfiNBP2yYy002rsifKICFNI9yipMHvyUT4QIEaoL2s4UvFGULHaUFm6h87l0wR4q9PMBT5fi3T+0i/ZKksOiWanKbfTzMYt0jU0+ZpHIa85/+gD67NfpiaWR3rZu+j9JZk7jO6//iSRDWFWgdXurlSDfd999nHDCCcyaNQshBH/84x+Lln/0ox9FCFE0HXjggUXrZLNZzjvvPFpaWqitreXEE09kzZo1bAsef/xxdt55Zy677DK6u7vZtGkTl112GTvvvDNPPvnkiM/Hx6STlGQyOS611VMBp13ax/pPnQWY/hV+D4uv3DHHkBJtbPAtVwWvtmsubp+gtGxYVeQ8mxs8xOzPyiOcpHGX9FI8/9z7lkKnY6u0rLBAVgJIt6gEWXspIr/zcYQIEaoLj//HQWipsLK1OIk0rp31HkzCHc2HIQg+WcEFMfyDo196nE3EGKqJk05auJZgMFWIiH/zic/yYt0LvJF8BFvbSCRz4pcGy7/1+q3bc5pjgkwmQ01Nzbjtf6JLkAcHB9lzzz258sorh13n3e9+N+vXrw+mv/zlL0XLzz//fG666SZ+97vf8cADDzAwMMDxxx+P626dVH7605/mxBNP5I033uDGG2/kpptuYuXKlRx//PGcf/75Iz4fH5OeZ6mrq2NgYHhH1B0BPlGZ+cOfsiL1BGDK+/w+PUUIfWzeVEgPFTnPhiDytejYIFq67PTsu/nnnn8lZ2fZ9enj2On5d/D60jsrbhdO+2ihim21I0SIULUQ+WRBe+aVImupirI7QUlybACRr/MqfcpdZIGgssdsZ+4DSkqk0qbKJy69eQLLUUEpstCSg3tO4v5p17Pz0BFsyvwX3114KV9//Y6xPuVRYWBgYMxFnmFMdAnysccey7HHHrvFdRKJBO3t7RWX9fb2cvXVV/PrX/+ad7zjHQD85je/Ye7cudx55528613v2uK+H3/8cX76058WyTds2+bzn/88++233wjPpoBJj6REJKUAn6wMh7DbbMuGVUg3XxRFEaigxwayEJYNV/X4BMWfH3PiqAoiWR9CyyD1U9QVOUKECFWH/S5/2PTsGmrEzid5/kOnFxZaw+lQDLQyUYUgzeNV9YQJihYWM9e8zuxVrwVpZ4BsTCCVJpOQ9NdAT8rcU+6fdj0AbckLmJ/4DJ9Z+eiYnu/2YGBggLq6unE9xmg1KVKD1pq+vr6iaXuzDvfccw+tra0sWbKEs846i87OzmDZE088QT6f55hjjgnmzZo1i6VLl/LQQw9tdd8NDQ2sWrWqbP7q1aupr6+vsMW2oSoiKf39/ZM9jCmBwBvFE82GCYoPu+ZV/FuHH0FBqICoKOny8l63IrVEaIEW2oQWPSLy5pKHvH0K5q04CC0U0kkUvFW0JDkwPUr5RIhQjVBxEzVxkljZWvb+8e3l6/hlx+FZwkHjlyBX3rUfRZEqh5JxE+n1npukMpGUjiaIufDzne9GC0VSrmYP9SKOsKFkv5Nl4uajv79/XEmK0NtXgtzd3U1jY2PR/IsvvphLLrlkVPs89thjef/738/8+fNZuXIlX/7ylznqqKN44oknSCQSdHR0EI/HmTZtWtF2bW1tdHR0bHX/p512GmeeeSbf+c53OPjggxFC8MADD/C5z32OD3xg9N2tJ52k1NfXR5EUTLXPf8z9H0RJcMuEVU3nYy1k0B69KIISeu93Oxb5WuMy60VJXtrnZrTQ5K08CWWhhEIikZ4g1o+myKAE2RPnOokg9aOFIlO/cdy+gwgRImwnZA6USdvYafNjE1T0lURRgpRPCWkRZNEMk/oJPRBJpVBI6tIO6RqbFTMlWVtRpyVS2/Qk/wJYvCB3B6COPmDFpJMTHwMDA9v1hL81CEbvdyI0NDc3s3LlyqL5iURi1OM57bTTgvdLly5lv/32Y/78+dx6662ccsopw26nta5o0FaK73znO4Fpmy9IjsVinH322Xzzm98c9bijdE+V4LRL+wKC8u/HPxzMD2tSpMqXkZLgPYpY431BRY9vg+93NNZCl6V1lFA4XoREC4UWqmidN5c8VHCfLemEHFniR4hQfQjSsU4NwpvQFrgmwlLRnkC6aF38vOqnfATh+49JISsZR3v21FIpVs5K8OIcyFtmXUsJEjpJ89CJhW1RpKnjwp3ePemlxz4mIt2zPRBC0NDQUDRtD0kpxcyZM5k/fz4rVhiLi/b2dnK5HJs3by5ar7Ozk7a2tq3uLx6Pc/nll7N582aefvppnnrqKbq7u7nsssu2a9wRSaki+CXJP/rzQUVGSVJptJBBTtiH/z4sbEO4PH/Qb3n6oGuNiZv2Q7RWECXJxkrKkj0rbT96EiYq2sp7hlBZtFC8cuoZEUGJEKFKEQhmATk0DeHGkOmWwvJcnSEq4aiKPRTaQ8EnJaxHAcruPwD9dQlm9Lg0Zqxg+uGu95AV5h7TPHRi0NVY4pInzpd2emdVEJVxJynapMFGNU2AT0pXVxerV69m5syZAOy7777EYjHuuKMgbF6/fj3PP/88Bx988DbvN5VKsWzZMpYvX04qldrucU56uqeuro50Or3D+qUMh7AoTUkRpHmAoJ9GGAKF7t0VWp5g6SOn8+xB1/LUob8MlsdCNy8wRCWRTwLgStf03hDK1M+HIiarFj/MvBUHAfDMmSeM2flFiBBh7PH4f5hrdf9vvwB4pATjOq1FeZpFCxeRaQYdRwgXpWoQZIEtl+Z2zF4QvJcabBcc7/Yth3n2Pdh5jGfs3fj663dURcpnvEnK9qZ7RoqBgQFee+214PPKlSt5+umnaW5uprm5mUsuuYR/+Zd/YebMmbzxxht88YtfpKWlhfe+1zgANzY2cuaZZ/KZz3yG6dOn09zczGc/+1mWLVsWVPtMBqoikgIE7Z53ZJQavPkIN/MS2i0zVCoQFguRr+X5A3+HWxLWzVt58iWVOdlYhmwsgxYqWN9/VYEORbNqsUk/LfvVH0Z/chEiRJgc5M09Vg62oWo2ly9P9IIoVP5oEmUREyi3OcjH7KJ7k1SQjitac20IJJa2EUjaBv8NgAfsA6uGoMBECWdHOY2CpDz++OPsvffe7L333gBccMEF7L333nzlK1/Bsiyee+45TjrpJJYsWcJHPvIRlixZwsMPP1yky7nssss4+eSTOfXUUznkkENIpVLccsstkxpAqIpIChgWOFyL5x0Jp13ax53v6qy4zNeglKZ8FCaSonQqcDPZ65HTefrA323TMXN2jkQ+idQy0KnYJZEXQqXIESJEqG489vk9ij4f8DXjMGuIiN+/qyCYNdU9wyPohuzdf9rXvsHqBYuA4oeouqy5h0zPT6fX7qWr5rqApEjcqiEoWuuqF86OFEcccQR6uNIs4LbbbtvqPpLJJFdccQVXXHHFyAcwTpj0Xx3LsqipqYl0KSF07bOobF4ls7awcNZSA1hNj/HkET8ib+W3maD4KBXNQnE0JWylHyFChKmFR78yk0e/uFPQEXmL/b0oeHGEdSil0ZVCew6NFdJR1DkpUm6Sllxx+4zLXr+JpT+tjpRxLpfDcZzq1aQMb11VtRivbMikkxSIxLNh+IIyJQRaVi778slJuLJHCuM1s889/07cibPXwx8c0XH9KIkTmbVFiPCWhW+bPxyEMMJZqQpiWiXjKBnHtZJBZc+6ucYaP543+2rd7BiiouA9b8zH9SwOduv5f3TXXs3lr/+B0y7t4/mzbhnfE9xG+L83E6FJGVWDwXEb1fihra2NM844g74DGa0AAKW3SURBVAceeGBM91s1JCUydCvGv510M0oIlJSoEFmpaOCmehGNL3sreHllKz8iohKu+PF1KmG8ufiREZ9DhAgRqhTDOs+WCPJDD0NAUemxUOWphZi36mHrF9CeaaLerWF515fGZMhjif7+fqSUJJPJyR7KWwbXXXcdvb29HH300SxZsoRvfvObrFu3brv3WxUkpbW1lQ0bNkz2MKoCfs721zefVFTh09W6ACiv7PF9DHTvrgA8efhPcaw8zxxwAwNtr47o2NlYBqkliXwSV7plKSDXzrLXT/42qvOKECHC5CB8ze57Regpd5iUj5/u8e8tpanmjtkLaF/7htlFiQbC9R1oNSzsa8DdotJl8rBhwwZaW1u3yaRstBA7WLrnhBNO4P/+7/9Yt24dZ599Ntdddx3z58/n+OOP58Ybbxx1x+mqIClz5szZ5nbQOwKmP/la2cXvR1Mqqu5FthBJAZSnuqpfvxuLXh9ZY6e8lQ+iKqUVQmsWPsXTn3j3iPbnI1wZtOxXf2DpNb8f1X4iRIiw7djrZ7citGTfKx5g3yvvG773VmwAIRxEqBNyOOUTRtv61aydvzNaCoTSJHMuUmma+wr3i/qsRcKRHNA5i727TEO7avBG8bFmzRrmzJkz7sfxu9mPdBqNcLZaMH36dD796U/zzDPP8L3vfY8777yT973vfcyaNYuvfOUrpNPpEe2vKkjK3LlzWb169WQPoyrgV/YIpcu6IPvRlDA0krxoxe3ZH4B97i1uUli/fjcaB5tpSDeNaBzh9I8SCqEFUllMu++L27T9nj+/ueiz0JLlv7yRXW74GblUD/ma6lD5R4jwloayTOpWKLSVLxa/lwjhtbaL0kBKGq+U0kjKurkLAMjFLLIJm1zMQknB2hYLJQi6IFtaIDUss+eN/XltJ1avXs3cuXPH9RjbE0mZyiSlo6ODb3/72+y2227853/+J+973/u46667uOyyy7jppps4+eSTR7S/SS9BBhNJeeSRSPPgo6CaD1tSV/6rLXKbLcGby02YV21Byb8l+ETFUhYEnVG37eqR+YIZ1JL/+wlCtZX1/dnlhp/xyvs/PqqxRYgQYdsgnYIluZZuQZSp/WvaRei4KUPWcYTIec0A67zllld67HVDV5psovDTkYlLbFfzyvQBlNS4QrPbpnpirmBFSx/0rGFJcvyjFiPBRERSBKPzO2E7tptM3HjjjfziF7/gtttuY/fdd+ecc87hQx/6EE1NTcE6e+21V+Djsq2oCpIyd+5cbrjhhskeRlVAal0mSJNKM23TWrT0mgHKOFLlCjljFI5sMDRCW+x9/5m8udefytI1o0E2lgmiMHNfext9ra+jHvgCfYd+a4vbCWWx5P9+UnHZQMNGlFQ09Gy9H0SECBG2D370REuXIj18hW7IiBxCgnaLGwyG08yDqVhQ1aOkYGOTxcY6l+mZBB21JkX0Uks/f559EQBylgu8lzg5TqM6sHr1avbbb2Sp8BFDD/9wuTWILfidVCs+9rGPcfrpp/Pggw+y//77V1xnp5124qKLLhrRfqsi3TNnzpwo3VMCP4oyvXMN0zatBUCoEiM3759PaLeoEZhQMiAo21tSLLXwjiFZsfvfzZg2z6LhgS+w59WmnNB/9bHoph/S1/4Kyf4WEgPNJAaay6IoDT1tURQlQoQJgLbyqJJ+XWEIbRWneVwvgrKFnwclBemkxZttMXpSqsy07M+zL0Licvza/8bC5bLXb+KNs67bvhMZQ6xevXoCIik6SNuPZppqWL9+PT/+8Y+HJSgANTU1XHzxxSPab9VEUtavX08+nycWi219g7cwjrq9jb+/owOAlg2rhl3Pj6ZoZFBUn+s7klXv+GT5ukIhtaR+qBGA/prebRpLmKDEnDj9qc1BM8K4E6ev9XUA0tPWsuT/foKSBfW25cTJ1naD71LrvwqFkmqLXg0RIkTYfhzwzRWoZDMq0Y+ys8WO0X6kRLiF9x6EyKG1mVdJqO9HUTIJGfTr8dE+WMPPl/wHMVwsXFyh+M7rf6oap1kfa9asGXdNCnpiHWcnG+FmgkNDQ+TzxQ/Io3WUr4pIysyZMxFCsH79+skeSlVAS+OPsqltXtCrJzwF6/lOkN4/o9Q5b775Cw9HUVQFR9ktwScoAIlcDTVDxj56bdtraKGo72+ht2EjO918Ba6Vx7XyWF7Dwtfe+ykSg80FYhJCuq4bqSSDdV3bPJYIESKMDk6qGy1dpJMw3cyFAuGi/ciKn+5xPJGsMA8afidkqExUuhtjbK4rLt/17xkqfzAWLjFyvDuzG39LvlRVlT2u67Ju3boJqe7ZkTA4OMi5555La2srdXV1TJs2rWgaLaqCpNi2zcyZM6My5BCkUmWNBcNGbqWKe6lzrD76fLTQuNIJRK/BjcmDEor5a3fb8rF18c1nU9M61ra9VrZeY98Mepo20NO0IYiw+Mimekikm0iEq4qEQkkX1zJjn/vXb29xHBEiRBg9Hv3PxTz9iXcjc6nCPWA4nZqVK0r5hK3xlYwFolnzWaCEIJE3DQVL8bkX/5X69MeJp/+dL8+8jndntny/mWh0dHSglGLWrFnjehyB0aSMapqCkZTPf/7z3H333fzwhz8kkUjws5/9jK9+9avMmjWLa665ZtT7rYp0D0S6lDAKKR9VsWdPKQSKjYd8CcfynoK8SIrQMoimWN69JJ0YZHD2S+zy6sG8suShre67tds8bXQ2r2Hpkyeh7MLNC6Fo2LiAvhlvABDL1CFdm92v/Q0QJ5vqKVoXCAiKaxmyMudv32LTtHVk3nb5VscSIUKEkUPmalHx9DbbqgnhonQhkiK0KiYpApQ0xm11WUlv0lzTzWnzc+JKzZc63lu23+svbKiKtM/q1atpa2sjHo9vfeXtgNjBhLO33HIL11xzDUcccQRnnHEGb3/721m0aBHz58/nt7/9Lf/6r/86qv1WDUmZO3duFEmpgE1tOzOjo+AcW0paLJ3BbnyQbCJtUjrSxbHySGUVpXtc6WIpi3nrd2HVzFdYsfjhrR576ZMnsXH+UwC0dc1j4/ynaFm1Z8EQyoucNGxcEBqfNNEby0HmbKxcDcrKk6vpo29acTpPC0U+lkXoqdipIkKE6sd+lz8MurZ4pnARThKki3BC2pQQXFm5p82KXXZBSUHDoItjWYEmpT5bSAl9a8/zkbwPiUsSU+1z6evV41Q9IXoUD6ONiEzFSEp3dzcLFy4EjP6ku7sbgEMPPZSzzz571PutinQPRJGUUnzipMdwbWOStLF9STA/XMWTqLsHu/FB1ux5C1oobNeIjpVQ5O0seTtb1oNHC8W89bsAsOS1A4uWSS2KUj1CWbSu3I+WVXsyfe3uzHjT1LcLN4Z0EggtTYrHn7xtpBsDJRGu4cC5VA/aKohqw6Rkw9FfYejA74/6e4oQIUI59vrZrex75X2oeBqnviMwdANwanqNkZs/gdGmaMsYugG2Mpox0wVZoixzb1m04rUgJdHS4zC306ExYxX9qH7xKRMVVVgoz1/ptEv7qiKKAhNT2QOFSMpopqlY3bPTTjvxxhtvALD77rvz+98bV/FbbrmlyCtlpKiqSMqDDz442cOoGnx93b+ixGuomI3lKjbM2oW2da+gkQgUL55wOrGQSVMqa56WhBbEnQSudHCsPDnbiGkT+UIjrUS6kUX/fBtCSXZ7+TBe2eX+LY7Fj5z4hMfXngiPFOlYuX22T2CUt61QZhslXYQW22wKFyFChJFhr5/8DaFjaOmaycqb6h7veo31zAVtIcJVPSG/FKVqcOR0M9sTzXa2z0ZJycy1b5alMGZ2uaxtMev9cNd76Kv5PwAkLjnixMlRTZgIt1kwKZvRpntK26JMBXzsYx/jmWee4fDDD+fCCy/kuOOO44orrsBxHL73ve+Ner9VQ1IWLVrEL37xi8keRlWha59FTH/yNVPtg2TDrF1oXf8aaNOfxzQENFGJNMYZVgsdVPHYbiwgKdlYJiAqQkuEkkhlE++fwbLHTwEg07ieFYsfDj4DuHHTZ0E6iUKaxw3lp8MalRCka26SPqEZaNiIVBItLJR06TxqZLXyESJE2DZIJ4HMJ1HxdFHpsdASe7C5mKD4Hikhi3xHTkcjy5xmAVYt2CmImtiOYiBlfkJmb3J5coHiX9YcAhwCwK8W/wdxclXljwLw6quvcswxx0zIsUZLNqbiM9ynP/3p4P2RRx7Jyy+/zOOPP87OO+/MnnvuOer9Vg1JWbZsGS+//DK5XG7cBU3Vji2V65VqVFTorznsMOtX+VSCUJJcTR81fa3karuIDTUBEB9oYY9n3mOMn0r7evhpI78XiDQ3tk1znqdl7e7eSpKwpaXvdJkYbGagYWPxfiJEiDAuePJTRxZ9Xv7LG4NrUeRD+hRtGY8U6QapHuW0omWBlPiRFCUl+Zh3PWcdtBRk4sX3iBZPOLspZe47Fi7fev3WsT25McCzzz7LZz/72XE/joBRp22monC2FPPmzWPevO3v21Q1mpT58+eTTCZ5+eWXt77yWxzh3G3XPovYvNceRcsr+Rb4JcfZWMYrBxZYqpiD5u0sa9teY6i+i/hQA3amgdhQE0JZhZSOdAokRPolz7JQuuiFj/11WtYsLRzAIyB+mDkMP/1jpkgoGyHCREELZR4gwhqUSuu5dShRE9rOCqIoriVRUmC7nh2+KL6G17ZYpGOKdEyRyktSeVmVJm49PT2sXr2aZcuWTfZQ3lJQSvHzn/+c448/nqVLl7Js2TJOPPFErrnmGvR2Eq6qiaRIKVm6dCnPPfccy5cvn+zhTCpKIynNTz5P9z6GDLQ++gwAe/zpBl497oPkQxU8eTtblvIpRW2mgc1NHWxu6qBlUx92LlW2jp8OApAe0bEz9UVREBFykAXKSElR+TFQ2zeDRLqJjbNfAiStd381SvlEiDCG2Oequ4DCtegmBtBCId2YSfUMNZqHDTdEVLSFdhKgatA6hZIFp1kli92/w4JOJQskZW2LFfilKGFKkC1VnQ8izz//PDNnzmT69OnjfzBd3MV+JBCj3G4yoLXmxBNP5C9/+Qt77rkny5YtQ2vNSy+9xEc/+lFuvPFG/vjHP456/1VDUsCkfJ577rnJHkZVYfqTrwGKlsefZdN+y02jQWHx4gmnlK2rhAbh4lLZW6UmW1xW2DXdlHz7Ita2jp0RJdGXsEmbX17sz6+EUnKyrcsiRIiwfdDSRbgxhDIVPEo6IBWEBPZFkRRfLKvjKFWPxqrYr6dz1nxieZPCUaFUUC4mySSK13c9wUreUlzT+GjVNBT08dxzz01YFEUwek3KVCpB/uUvf8l9993HXXfdxZFHFqca7777bk4++WSuueYaPvzhD49q/1WT7oGIpJRixhMrsFwVuM+2PvoMr7znPWhhsdufbx7RvgLL6hJ7/HDUxbXLVfg+QSl1ri1bbwth5KJxKImSbqRNiRBhDLHvFQ8g80m0lTclxoAKX8/KMt4oYahCybHGQouCFtCIZs01OqOj4F8llUJLgWMVIiU+MbGCe4xmVf0AsGV93WRgIkkKejsaDE4hTcp1113HF7/4xTKCAnDUUUfxn//5n/z2t78d9f4jklKF8PO4QhXChZ0H7Mm0TWvZ9dY/8/Jxx/PS8SeNaJ812boioqGEKhLXKqHonPEm62a/VHH7ouZkvudCmOxIl2xtd8EGP7SO0KaSSCob5TUW3HjkV0c0/ggRIlTGvlc8gIqnyTZ0kK/tRtk5nHgaoSVWrqaQ6vEiJ8LzRPE/K7cOgYum8KBRyenatS2yiRiZuBVEUbrqBZYSJBxDUGJugbw05ctTyZONCY2kaL+9ycinqZTuefbZZ3n3u9897PJjjz2WZ555ZtT7rzqSsnr1ajZv3jzZQ6kKfOKkxwDYtJ/R6Lzynvfw8nHHA7D7LTeOaF+DyX6PlBSiGI6VRwsdkJfAB6VEj+Kbsm0LsrXdxTNCkRhl5bBGsK8IESJsHW5igHxtN04ijRPLoKRjdGWubdK3fpQz/KpLqvewUMLzPfJKjyvBF85KDV315boTJSDmFv+sVEs0RWs9wZrHUfbtmWK9e7q7u2lraxt2eVtb23b9plcVSZk+fTqzZs3i+eefn+yhTCrCF3U+NvyP+h5/umFE+w3SOtJFSbco9VNqruYTFOnEy6MowyAx2Byso72ICWECpCW1/dMRWtB691dpv/PrIxp/hAgRirHnz29mqGkdec/PKKwfs/I1oCykkwAV8kXRYafZOEJUjqKE/VFc20IojWN5poyism7ijcZ+/tlUqOj5Y+2zXNP46Jid7/Zg9erVDAwMsNtuE9PwUGjT92g0E3rqRFJc18W2h/+dsiwLx6lsh7EtqLrHWj/l8/a3v32yhzKpmPHECn7ymEYqh9ZHn6HzgGIznBdPOIV9b/8scSceGLZtC4J0T+hz8OAjwHYla+Y9x7w3PAv8LZUsSrfgv6CsogofoWSBqKAQrkn39ExfjRY6KkOOEGE7sfyXN5Kp6wHMQ4UfARVamrYUfsm/soJlw0HJ4tLjcCRl/ez5Zn6JFiWMrK1xRbE2xRXQZ2dGd3LjgOeee47FixeTTCa3vvKYYMdwnNVa89GPfpREIlFxeTZb2fBzW1G1JGVHh69H8f/I2/7xFNM7VwbLXzzhFJ445jsj2qcWKiA0peQm7sSx3VhQzbNqwVMsfPXgom23FEUJExQtVdFNMZwukkriWiUalwgRIowIe/3kbzhJ83QavpZ8YmLla7xKHyuwwweKrfABreIonUILGfgvGZfZwsOJVApUobLHLz+e2WWu+RWzBC839+IKhaUleU/nlnRjNOVTnJheCky+X8qEimZ3IHzkIx/Z6jqjreyBKiUpP/nJTyZ7GJOK1sderVhf39W6kOmdKxHaZZ+7/h8IlyeP+sE27zdMSipFX9KJwaAHEEC2djOJwWnkk/3EhhqL1vVJSaauqyCWpZighImKnz6qHZhOz7T1KG/79ju/Tsc7vrTN5xAhQgRwvHJ+n6BI1w4iKHauNnCGFlgFZ9mwDkW6qOx0tI4jcBEolIiXEZQwpFLYriYX8kh5cQ68Om0zcWUBEtdPKQtNxvNw+mPts1VRijzRJEXo0fudTKUGg+PdzqYqScpzzz2H1hohdsyUQOf+S5j1cHGVjRYSoRU1iYfQVm7EBGVr8ElLOjEIQG2mHjBERQuFW7+xaP2wZ0quxjwlxYcaSAw0kwv7oXhPdn6Exs6mylI9kbFbhAhbx26/uwbLiWPlalCWjZMwOhTLiSMdEyGx8l7axvNMCaAtU9Xjvcf1tCih38JKglktQ40HpcSxBEoK1rZY9CZdMrbyCAq4QtEVH0AJxZmbTRT2F02PMC2f4voLGybdffa5557j/e9//wQeUSNHqS0Jd7vf0VF1JGWPPfYgn8/z8ssvT5jAqdpw2qV93H/EWoDAqwAMUVnd9G/MGfhJwaZ+HJDK1qKFYt3sl5i5bpdACBtO24R9TnwCkqvpQ0uHeLqpiKj460pPl1Ka6okISoQIW0eirxUAJ9kXEH/p2gjXxsrXBAJ14VvgAzKXQuS86KiyjIBWWWhlyoOFyKG17TUULO/ZMxzmbnTp9RoJu0KXERSfkBQiKJNLUPr6+njhhRfYb7/9JuyYQusdIpIy3qg6YUA8HufAAw/k3nvvneyhTCrefs9slBRFNw7LdZne+QZraz9Otu9o9rnn38fl2H40RQvF+lmvsH7mCpR0cGOZYl1KCVHxK3hywzjLunaOfDwdRFIi8WyECNuOpz/xblQ8jZWvMV3JhSpU4eVSSCcRRE9MCXKJFkVbaCeFVuUCR5+UuFZyqwTFdhSvzBbElCDpGA2KEoqP9RzI7Z9fOukRk0p48MEHWbBgAXPmzJm4g26PT8oUEs6ON6qOpAAcfvjh3HfffZM9jEnH4XfPKiMqPdPn0rxx1bgf2/ip6CAK0jnjTax8stDp2G9aVglbEMVaTpzpG3ZGaIFUEsu1mHnHf4/HKUSI8JaDzKVAKKSTILV5DrHBZmJDTah42jQJ9bqTA8h8SRWLE6rgUXG0Li479qO24Z49QoUF8YJ43uhSZKg3z8mDyzl5cHlVkhMf9913H4cffviEHlOgR12CLKZQCfJ4oypJymGHHcZ999233d0T3wo4/O5ZgEn1KCk80mLhWuaGs889/07r5tljftxsLBPyUDFREic+hBvL4No5lOUU226XQssysiK0RFlG+S+VXymgyjxaIkSIUBlDTeuwB6cHnctNebFVbMbolR0Dxf4oPlRNaI8WGgtLDRYdJ0xU/HJYoTRSm7Jay7tkYx5ZqWaCAoakHHbYYRN7UE84O7opuif6qEqS8ra3vY3Ozk5Wrly59ZXf4vj7OzqCkj8tJHP6r6E2cRep2j+P+7GzsQzpxKAXUdF0znjDmMBJF9fKG0FtLOSDMEwqyEf4Rjp9/S7BfMu1mH3bpeN2HhEivFXwyqln8MR5h6I952g3MYCWLla2rkyLUgThRUR0qD+PjqN1AlfW4craotW1tILJclyPnJgfz4GUjdQEVvjVTlDS6TSPPfbYxJOUCGOCqiQpqVSK/fffP0r5ePC9Uub0X40WLtoeCpY9ecSP6Jy2dlyPPxRPB1GVjS2r2NiyCieWJZs0TcQQCm05aGley8hKyZSPpwP7fD+i4lrjJwSOEOGthrBwXcWGUHbBMKvUWNFs4DcTdIvSPOHOx5Y7VDHNMK1rQ/BeKsWq1oLr7M41Yx/FHWv84x//oLW1lYULF07ocYVX3TOaKaruKaAqSQoUUj47OmyncLNZW/ex4InoySN+xJNH/GjCxpGNZUI6Fc3mxsKNy7VzRlhr5c2rnwYqakCogslHXd+MCRt/hAhvJTz9iXd7VXeehb2dRbixQDxbySlaCCe4f2idAuzADl8Lq6gE2Zi7FSp+lGcHsbkx6X2GvKWrPooChVTPxFtaaIRyRzlFJMVHRFKqGH4ZciXsc8+/B9NEwdep+FGVnoaNZJMDZJMDKOkGr2CIi09IwsQkqBIK6VVcy8VyLeb87VsTdi4RIkxlLP+laTBqZeuQ+RqEstFWHmVnTSpouEhKoEdxvCm0ikdUAKSb9+ZJOttNtMQnKABPt3ZPiSgKTJIeBUBPrHD2vvvu44QTTmDWrFkIIfjjH/9YMhzNJZdcwqxZs6ipqeGII47ghRdeKFonm81y3nnn0dLSQm1tLSeeeCJr1qzZnm9hu1G1JOWQQw5h5cqVrF07vqmMqYDwH+36mjPpiH28aPk+957FPveeNSFjycYygVbFlS5dTR1sbuwkXdsLQD4+RD6e8bQrTiCULUVYy2IqfSyEFsy+7VJa7/7qhJxLhAhTFX6kxE2YlKvekh5MV4qquICNwA1Es4akFH4SOttns7FtJgC9DYagrGqVPNnWzYnp6iw1LkUul+Phhx+eFJIi2I4Gg4xcODs4OMiee+7JlVdeWXH5t7/9bb73ve9x5ZVX8thjj9He3s473/lO+vv7g3XOP/98brrpJn73u9/xwAMPMDAwwPHHH4/rTl46vmpJSkNDA3vvvTf333//ZA9lUuGTE7+Ftx8G7Ih9nE77DLOSdxOaKKLiwycsQ573iWs5Qdmya+cL7/00kGeTPZTqZSjVG0RY6vtmUJNuIjXQTO3AdBLZmi0dNkKEHR5+pMTK1hUTFH+ZX+njxoxHSknPHnABB1fWoWRNRW+UWN5Bah307FnVKnm8fdOUISgATzzxBLW1tZNjDKonNt1z7LHH8vWvf51TTjmlwlA03//+97nooos45ZRTWLp0Kb/61a9Ip9Nce+21APT29nL11Vfz3e9+l3e84x3svffe/OY3v+G5557jzjvv3O6vY7SoWpICUcrn7ffMZu3BexSVH/vw7ZY77TMYyLyXJw//6WQNE4CBVE8ggtVCoaRDLjEYpIGGUr0M1m0mU9OPa7koqUjXbgZgsK6LwbouBho2MljXxepjPz+ZpxIhwpSAX+GjQ6LZik7UKg7CDTQpwtOl5OUM4zSLf90W/xz4gn3bdWnsyzCvU1HrVO50W62YPD0KsJ0+KVpr+vr6iqbRdhReuXIlHR0dHHPMMcG8RCLB4YcfzkMPPQQYQpfP54vWmTVrFkuXLg3WmQxEJKXKcdqlfbz9ntm4lhfetS20lLhWeUeDySAqjlXo+dMxfTXrW96kp2FjILAdSvXh2HnPD0WR81JBrlXo4FrXN4O6vhlRZ+QIEbYBy371B8ArM5ZusR9RuOuxn+YRIeIiCt5GYQ2KEc1WfnpXoR/4d2Z3mTJRFJhEPQq+mZs7uglFd3c3jY2NRdOll47OqqGjowOAtra2ovltbW3Bso6ODuLxONOmTRt2nclA1fXuCePQQw/lxRdfpLOzk9bW1skezqTi8Ltncf8RaxFaoaRAKo1r2QilSNdNY48/3cALJ05k86wCfKJieyHldGKQdGKQ9q65aKEDMW0pcvEMiWwN6bpuatJNZWFrH0v+7yf0N2yk3qsGevVfPjEOZxEhQvVjz5/fDBgSoq38sMQ+ICrKMiRFuuh8vec0GwdsbLcPx2pACwupcrhWQRirpUVTdwcb242NvJIStfOcKUVQHMfhgQce4L/+678meyijQnNzc5lXWCKxfZGs0ojStjTynexmv1X96NrS0sL+++/PX/7yl8keSlUgnO4pxdb6bYwHfHIyHDqmr2Zj0zq6GjbQ1bCh4jp+ZCVdu5l8rHx/s2+7FNfK41oOfY2dKOlExm8Rdigs/+WNLP/ljSz71R9QVj6YhJZoWYhI+q++qLaoC7KyEDKNEK5pKlhSeuxaySIDt2Az78fpe0d0TsSpjinuv/9+UqkUe+211+QMQI8+koJWCCFoaGgomkZLUtrb2wHKIiKdnZ1BdKW9vZ1cLsfmzZuHXWcyUNUkBeCkk04qK6XaUdHxtl23uHyPP90wQSMZHSqRFS00jp3HsY2oNh/LMfOO/2b2bZcy+7ZLcew8/Q2bgKghYYQdC8t/eSNLr/k9QlnYQ41IN2YmJ4GspA3xLPKD9I+2zORZ42ttgywYQfqC2bAFfnEn5PKfh+svbBijsxt//PGPf+TEE09Eysn6mduOdM8Y9+5ZuHAh7e3t3HHHHcG8XC7Hvffey8EHHwzAvvvuSywWK1pn/fr1PP/888E6k4GqJyknn3wyt99+O+l0erKHMumY9fBLRZ/DCnChXRK190+Yb0qlKIpj5cqmSvDJij+FU0KmGsghH8uRj+WK+vq4lsNQqpeadGMUTYnwloffG0tZ+SLdiXQShaqe0HwR6pclnKSnTwn17tFxlNOM1ik0xrjNcgukRSiXzvbZrJu7ICAorR1rUVJySMccXs5Orl/GSKC15o9//CMnn3zypI1BAAI16mmkGBgY4Omnn+bpp58GjFj26aefZtWqVQghOP/88/nGN77BTTfdxPPPP89HP/pRUqkUH/zgBwFobGzkzDPP5DOf+Qx33XUXTz31FB/60IdYtmwZ73jHO8bwmxkZqp6k7LbbbsyZM4fbb799socy6Xj7PcY8SZY0n2rsfrPwwQv1WspCVkHkYUtkxUdphMXv8VNJo+LYeYZSxpMlIioR3opY+pvfsexXfyDe10air514XzvCjRHrbyXW34o11AQUp3j8677IadYXzipj5KZVHCFyKOLgm7bpfNFTu2tbKCHobJ+NFpKOWXODVI8rzX1nKkRTnn76abq7uznqqKMmcRTbJ5wdKR5//HH23ntv9t57bwAuuOAC9t57b77yla8A8PnPf57zzz+fT33qU+y3336sXbuW22+/nfr6+mAfl112GSeffDKnnnoqhxxyCKlUiltuuQXLmng5gY+qFs6CEfqcdNJJ3HzzzZPKiqsFaw/eg7kPPB9EUaRWJJP/MAu9p6Z97j4Ht76DZ/b/v8kaZhnCRMUu82wwqKRbae4vWOcLLdFCk4/lkN7N2Ccqa9914VgON0KECcfS3/wOlERom3i/VygQ7mgcqtaR+SQq7kWXlWW0KG4MLV1kriCA9VM9QjjF9mDaRQjTu8dyh3Bs02BwIBUjnleAzca2mWgp2K3X6BGUF9WMv7p6HM5+bHHzzTdz7LHHbrfQdPugEYzWBG3kJOWII45A6+FN4IQQXHLJJVxyySXDrpNMJrniiiu44oorRnz88ULVR1LApHxuueUWHKeye+mOgkpPMG2Z68hk3lbwR/Bex5ug2G58WLKxNZRGV7aUIuqu30h3/UYAhhIDQXTFGMQVbgBTLaqSeviCyR5ChGqDklhOwhAUL3VjNCahUmK/946VB2WZXj0eQRHKQuaTZn03Xkj1lMASPUhyuCKJErFCGbK0WPLKCnIxSbrG5ieHDfLbtw3RlRxCCXAFJF9etUUBf7VgslM9AGgN2h3lFPXu8VH1kRSAAw88EMuyePDBBzn88MMneziTitIoyobkB2gVvzFPSXGTX3ZrN7L8iZMBeHbfP47reGw3vtV0znAYbrtK832ikk4MMr2vLQh1K8+11rFztN79VWJ5c2Ne+64Lvcogl453fGlU4xsPxB89Dy0UeRtij50DQH7/H0zyqCJUA+IDMwLhazhto61c0WcVyyC86AlQaCi4BZ8h0wHZICdmBxU8fkNBgA0z53rpHvO5zx7iXwb25E+p51ndMMiRK+px7Or/8Vy5ciUvvvgi73nPeyZ5JKOPpIw+AvPWw5QgKZZlccIJJ3DzzTfv0CRl7gPPV5zfmfgQQilmOL8G6WINzkAle1CxDMufOHncicpEIExcNkxbje3GaRxsRnklmFLZ5sc/lgt6AAktsR3J7NsuDdJBbXd9DduJTWh6yHr8U8F7LYSXtlJYykZoQSwUVUkf9L0JG1eE6sE+P/w7Vno6OjYYzAvs7bUsahhYVGIc0m35URfhxhBOjUn1KAutCikPpeuxyJCXDSgZKy439qpgXFsi5s/ib1/oA/o4DRPFdVgHgLNoDlC9fil/+tOfOPzww2lqaprsoUQYA0yJdA+YlM8f//jHLebc3upwLWuLodY+5xT6s/9iwsCZJhP6BZY9fdxEDXHC4Fg5uho6gv5BXQ0bgmiLXxHkp4ayiXRQ0qykSy6eGXa/I8GMv1+81XXCBAVMXl8LZUL0WgRPw1oopJbUPfRZ6h/8HHUPfZaWe748JuOMUN3Y54d/NwRDuOUdjP2oik9GhAqWC89dtiiKIlxEri4gKH6qSLt15pVyAaQWkvWz5wefxfxZZaZtp13ahz1vFs6i6jd0q4pUD57jLO4op+qPWE0UpkQkBeDoo49mw4YNPPfccyxfvnyyhzMpWHfQbsx+6AW0X/fvek3EQqXIYW8D4caw3BhObfe4jmt7Uj7bi77U5mAMqawR/2Xi6YAI+OkfH/Fcklw8UxRdGQlm3vHfgaW/FoaobDyyctfmGX+/mO768vlhl1DHymO7MTNWJ47r9WMRWpCNZah/8HPBurYbY/Nh3xjxmCNUN4SykNl6tFQIZRWIikdItNeYE9yAmASkpSQ1JAfbyroe+wQljLA3SsesuWjv4adn+cJhSUi1kxOArq4u7r//fq655prJHgpG/DpaHWWU7vExZSIpNTU1vPvd7+bmm2+e7KFMGK6/sIHrL2zg/iPW8smLO7jHXhGUH7uWhQoREst1Cm6R/pOYd7OyB5tZ+syx4zrW0YpoxxLpxCBDXut6nwjkYzkcyyFd0082kSabSCO0JB8zGpZtwcw7/pvWu79K211fCxEUQ4Iy8TQND3whiKpMu++LwXaOlcdS5U+urnSRWuJKF0tZQbl1Jp5GSTcgLaWTK12a7h/7NFXzvdWj2dmhIUIREv/vRqjgc1ivIpxksFxLFznYZggKFEiKtoq0KGAhKfeb0lKghNgiQZkquPXWW9lrr72YO3fuZA8FBJ7D78gnhmkRsiNiypAUKKR8dhScdmkf7f94GYAP3evyr/flgnSP5Zobmk9UtCg0Hex1TjdhXzcG2iJf3zkhf/STSVT8yqB0YpC8nQ3ISiaeRgllfGOUjVTmO/KJQevdXw2mSmi9+6shYlJINfol0DEnQSKfRAvFjL9fHJAjn7Qk8kkqIW/lvaiJn5rSWN7YXI+oGK8bGbz6GGuiooUi9tg5JP/xH2O63wjbCC3Rsvz6FG4Mma03xMSNFVI7/rJMEzI9HStMTrySY98bJTiEjqN1Ak0CVxT+Jl887khyMYu+ZQumPEGB6kn1GGhMRGQ0U0RSfEyZdA/Acccdx8c//nFWrFjB4sWLJ3s4E4JS47ZK0FLiSonlODh2HKEVbqrbW1YIG1rKwh2m2d9YYTJTP/6x/eM7Vp6cnQsRBTM/mUshtMSx8miRLyIWpQ3bhBZF5MSf55c/S10QwoL5jmf8/WLjnCtd0olBtoS8lSfmxrDdGKlMPVooHCuP1AJH6qAVgNACiQw++xGb8NiUUPQd+q0RfWcA2VgGoSUqenqbFAhlgcwh8iZdqe1M+fIwArv70KuPEqGsSfVYgI3GwpEFGwMtrRAxmfoEpbe3l7/97W9V1FBQm6jIKBBpUgqYUpGU5uZmTjjhBH75y19O9lAmDG+/ZzZvv2c26w7ajd8eFue3h8X59REJrj08iWubm5MSEqGU6VQqTUSlZ/AzxQI8YPaGRZNxChOGUsO4dGIAx8qRjWUCjxUtFEOJgdBnjWPlcby8f97OBusp6XiW/X4TN0MQct6PuplXePWJSnf9RqSyGUz2b5Prb8yJI7QIxhRzEl7UxwpSPVCI3oRhxLdmkloW+a+UerH4Jc/+a/zR8wBTUWR7RCmKpkwi/HSPkwzeU+FHLkj1aAuhvfSu542CthDCi/x5WhRX16OIFzUVBGODPxXcY7cV119/PXvssQd77LHHZA/Fgy5424xmigBMsUgKwBlnnMFZZ53F1772tUm16p1onHapKQX0cf8R/7+98w6Tq6r///uce++0nZ3dzW56pwRCAoTQS+ggAZESIIBApIggqBRRIoIISARRUCD5UYVQwzeiAQUBRRBQIJQAJkFASO9l65Rbzvn9ce45996Z2ZRNmS3n9Tzz7MydO3fOzOzufc+nvD9LAYgoCmEsKKaFKKRNNy8Fqn3TJ063a46zktGU9p7fcuPgJByZoHD82Siyy6Zg5ZGwU+oxUhx41PNbnLkSM/lYVu27NrMS9c0i5C6FytrMShVloWCqpoRyAkY44k4ClNPIegDRSi0jKfLxsnZFPIEBRnjkPvmcruEg5sYBX5yERYuI/Jgw3vkBTC8J450fAKBKlDAaCJ7Uv6/SrdDbib3v+af4G3aTonDWM0oECqdeqTGb/H0IC1fqAV60mweym6edKendIcUjefjhh3HBBRdUehkhZLqnI+hIiqRLRVIA4NhjjwWAHj/LR87xaQ/KHfAlZ4gbhKG59wI4Vh791m77grJKCpRyuIaNtkQzWpKNKv3CCUPOr1cJY1t5dcnHssjHRKGtvG16FppTjXANB63JJmXl35JaLwQJC3Q/4RRV+WoQThHza1fiThJJO1VWoIg0FIHlxlT9jCFrU5gJ043D9KffygiLiMJQlfaRERUpamgoCiMKcgkYYTA9C8lCFSw35j+fiNoYvt+MZtuy991vitZj6WkCUWfCzbxK94RbjVWUxbOiwqSYTfgGHnaY/WSP97fkZXQa5s2bh48++ghnnXVWpZei2cp0uUiKaZqYNGkSfv/732P8+G3bsdLZ4YSCUQYKCsaEA23tuq8iLpLyhFO1vj9aey1VQmVFfeefv9FRNiaSwnUiBSuPpJ0CwNR22cosYdSD56d8pCgpWNG6Adu0I7OHKCfIZGuVQAGghEM4oiOuR9dXXANjeFbkdsyvsYlMjqYuLDcG13AidSziSuhYzAQjTKWO4k5CCZ58TE8a315ws+Bb34t6FHBDNOUQTxS/UrvUEl/WolDPN2sL3R+qUYl29AAgBjgMZYEvTdzmnXAEAGD3blCP8vvf/x6nnnpq5zJwI7zjaRv9RUHR5SIpAHD++edj1qxZWLNmTaWXUlHGvTbQFyoEnmmIWpRew9X9nBiIrxT5Wflt3fJPcNsjotLZaK/7KBfLRoRLNt6mLh710JJsUrc3BZmKYYSHTNuIqvvIxbJwTNuPvIgIR8yNRSIYYaEhr4dFCSCiIzJlJdxrS9uWCaeg8sIMUGbA8C9hOGFI2Ckk7BQoM/RsoW0MU94nAYRRJVCCjYGdAPHFqjBr8wWvUy0ubgqcxUtajjmP1qEAIoJy7dlCiHeHdI/jOJg+fXonS/WI4ldC3I5dtE+KokuKlJ133hn77bcfnnzyyUovpeIsO3CkMnBjlMAzTOQTYnIw5TYK+X0BAInVI9D706PU43KJNtS09dr+C64gHUlDFUdMNgXCKdK5Gn9GTyHicyK7qxzDgW3llS+KTBN5oZNXcaGsvB12qY05CcT92piYk0DMjQWiJCROpNChnMKUJzs/PVVcnJuwU2X9XTRbD9VFRgKH2UgbcpEhmyqWldETNwk4aVUkWw4hUPyWe/9fvWtVqQhKd+GFF15AMpnEEUd0wtfV4cJZHUmRdEmRAogC2ocffrjSy6g4r8Y+w5PjTDxxaEyJldZMPdY2jAAghIqz5Afqm1e6sb+KpgBAda4GVfnqTepC2VTkhORyk5I7Mj15a/qvbI96mZgbh2MWAIiiW9vKR3xOqnM1AIRQqcplYHhiho8UMIy6kQnPknAnj7gd1LXE7STy8bZI5Cbc9UP8OhUZ0bHcuBIr5Z+jy/5r6PTs8cizAKAiI5ETUjiKwmIgbiISQZH1K6ChDhAeA3gM3EuDezXgXg0AAxxxMJJUvihOLIP5u43AHG8R9ljXD3O8RdvyZW43Hn74YXzrW98CpZ3sd5Zw8Tl19KIB0IVFyumnn44vvvgCH374YaWXUjG+87MV6rrBCV7bS3iwS5v8dfW7gMNA3FkrdmIG2mpWlhwH8L9Vb0WhEqacYCkWMuH7i/fb2sJic6YvdwSZPmpONaIt0QKPujA9E7aVR1uiBS3JJtS09ULSToETjkIsp9I24YLZMIQTUEYjt2XaR9xnIFGoUt1HABC3UyK64iSQsFOw3DgsNx5qmw4+73C0RbNtMQppUSRrOGKicbFY5EGtiYyuELvU2h4Q0405i4GzGGR6h/EUGBfRNY8kwImBr3baE/N3GwFGCQwOGBxwjK7/bX3FihV48cUX8a1vfavSSynDFrQg6+4eRZcVKel0GhMnTuzR0ZT7ft4PlAUnliM+aFIChXLxs7FuBzASg9NycOSxyXy0OJR2km/OYaFSfH1jYmdzkKZv4YvcvjUIC76atl6i5TmcyuEECTsJxyz4jrIkYpEvfFoCR1opUCgLd/KUGs8lClXqIvcpjsDIfUmoTkXuy6inBFPY4l+z9SDMENYAJJjVU+yNoaInvmu08kJhMcBNqhqUAOmZVA2XZuDSDDgRfxOuFf1bB4C8yfCf2hUl27sajz/+OA499FAMGzas0ksphWyJT4oWKZLOcWbqIOeffz6eeOIJ5PNbZ6ptV2TazX0x7ea+G9ynJTMYVvptgHpo+OxQNPzvgLL7daUQ/4ZSSe1FZTb1uFsDy41HbnPCEHODY7cmm1WNSsHKozXZjJZUo7pwwlV0g7KgZoRRBsOTokLcJy9hxGOIirLIuhPDC5vEBeJFDjVcedQNWHfYLWg+5DY9zHAb4SabxBVOgwGBoehJRKB4sWgnjxSUxBVeKFxEUADAQ23JlGMnllFpYMI4PF+n7othAIDjbpu3DV/ptoVzjocffhjnn39+pZei2YZ0uRbkMAcffDAaGhowa9YsTJw4ceMP6MZ4cgaMb+4GBGkfAIBhw24+AlavFwEA/T89HMt3fQ2MMrQlm0WniFXacdCVKRYq29O/JVxw25psjkRRAFGPkqtehbrW3qr1N7zP2sxK9FkvvHAYZZA1lYZnhrp7AvHCCSsrVCSEU3iGW7IPk+kEP4pS+8ZkxJyEEkjLj7muw++BppS97nsZhNWUTC9WyNk7YbEcbjUOQYzWwFUWtWJXIgQOJwZcUgXCPCwZNhyMEjRXGZjfr4B9MazEHLIr8s4772DZsmU49dRTK72UduAdry0pM8upp9KlRQohBBdccAHuv//+Hi9Spt3cF28eJrxPOKWAF/0lb7ZPRwJ+yzYX5lBSqKTy1SCcYFXd0u297A4jnVs3h+3lhFvuOVzDLiuW8rEsHMNR28KRHPl59Fk/sCTKZXjl/3Tbi4YRTmC6VtmC3PC2mJNQ0ZV4IVWyr2bT2Ou+UrNJIUqMUPQkKlQitSnEA2EhoRKKonBuhsRJfWRgYLjV2DOknw4BowTpfv2x79Z4cZ2EBx54AGeddRaSyWSll1IWDg7eQZ8UrmtSFF0nvt8OF110Ef7973/36AJaydKDRqkpyRLKGKjnglMDhXgvOOvGB3lubqD/p4dj0NyjMHDekRVa9eYh7ORlO+3mF3puLJ2zpSJmYwKlmFysbZOeM9qxQyPbgn1Ka1TCjwnXoJTuK8YEZBMtKqqy4OtXbnRdmlL2fHgWACFK5PRi6iR8d9m4EihhyhXPcuKVGrYBAEvCQz1sMhAurfIN2mJgNAZODHUBhCeKJDVfdPN0B2+U5cuX44knnsD3vve9Si+lfbaoJkV390i6dCQFABoaGnD++efjjjvuwBNPPFHp5VSUiVOaMWNyBq+Zn+Pc1wBCGCgLToDMsJBPNIA3HQsCplI/YToSodgaFAuO8BrCaxq4XLRWW3nxTZJThi92fKfs49pjY+mfDYmK9vbf2PNtyjGL96vKVyOVry7Zr7gLR4iQTfM1kYMQPcMfQke4P0TRUREVRj3d6bMFUCcZjZSEBImMpqiJx2VM3WSqJzKvx7/uOOL33yMJOLEMCJMeK+LzX9l/MAyPoWGVP9uLULSOGor03IUlX2C6MnfffTeOPvpo7LbbbpVeygbYwnSPDqYA6AaRFAC46qqrMHPmTCxcuLDSS+lUyKGD4eGDnBpwYmLyqYqoAPjw4MfUPtuqFXlDjJx7lLrsOu8INWAvHDWJ+/4uYYECADt/fqA6TvhxG3sdGxINGxIe5bqCNkS4c2hjx5VU+eJEFsdKAbG5xc1ho7bixwqBwvzrwlo/la8GZQZWHnXDZj2PJuDD74j5YsUChNpVII64hL8tE0ZDURKRilUCRRq3yWGDEBb3BEy4TRsWmGGBE4pFw3aAY5lwLBPLBw4FoyZ+dLYo4D7huTqc+Kfabf/itwMtLS2YNm0arrnmmkovZcNsSSRFKxRFtxApO+64I77xjW/grrvuqvRSOg1PHuYbOFmByZvEM8U/LqfxCOFkyQ3s9ea3sNdb52LPf50DAJt8ot8ajP5ovGjFJAzMt4sf8dnBZfc1w1OKmRRhDDv9b38MXTIqcgmflNt7LZsiVDZXlGxNiotfi6+H7e+Lb7e3v0S0OnMw6sL2246ziRbVPaTZMsSXAP9992LR4tf2rgOltSjEg2f3h+PuCIM3ihk8oDCdLDihoJ6DxUOHqUgJpwScEjx97FCc3xjt5OsOqZ6HHnoIO++8Mw499NBKL2UjcHDKOnjZ/tHszkq3ECkAcM011+CBBx7A+vXrK72UilLunxCjFK4Zg2eI7F4yuxKEe6XzIfw6lT3fmhS5bCuhssf7J2OP908GCIMXy4H7KYiwUJEnW9OzxDA8Fj3ZktBJ3CqkYRXSiOUysAppDFk6EsMXj8bwxaNh+LbzHRUq2xMxtbkFtt8hFB4GKVqFqfoZplyUpVisAIj4r4gISsifgxMU4ln0/ftNW+319EQ+uPQocMMJoimyxiD0bZlTFvn9LW4zBjfACv2R8/aCQ3uLFA8VIy84MUC4p9I8QxZ8icZqE4wS/HVP4K97AmOMIQC6hzCROI6DO++8E9dccw0I6eTpK12TslXo8jUpkv322w9777037rvvPlx77bWVXk6ngFECCgrOKcBYSUQFANzGA2DUv6Fu87V7g9S/D2/d4TB6vQYA2PPNC/DhuIe2aC3FtS5hscAMByhqjQVlkYgKJwzLBv8HQJkCUUYjc0/kP/9YLgNOGZx4KwYt2wWMelg84NMteh3bCymOVtQvRv81Q9X24ogJEAwcDN9fTHjqsmd4IbHjRMzhTM/CmsNv3vovqAfCzELgHByKlnDK/JROqFjWFyiROpSi4YBSmEg8IwHTzmJ9w0AsGCxGLbSOGooDuBQm3UecSGbOnAnTNDtx27Fma9NtIimAiKb89re/RaFQqPRSKsq0m/vinlv6YOlB/gRkFs1v5lJR8zfCKLy14+CtHQcA4Gv3B4eBbMsEZFsmoDV75hanfvZ4+ywAwJi3z1TH+XjvP8FNiH+kVq4WVq4WsdbeiLX2htXWSwgX/0I4xYDFo8X6fEdWIDhZU88E9UwQRqPfTiEiLGG2VxpraxF+reGfknLpnej9wWuVpm2UGfAMR0VRDH8as+lZGPbnO7fFy+hx0GJDPxlZIV5pxw4QFD+zGHihHqzQBwU6EIR7YDSG1kxf2PEauFYVXKsKnBr4aqcRmHlwHIwQPLb7AjxU96/t9fK2O5xz/OpXv8JVV10Fw+gKKUldk7I16FYi5fjjj0ddXV2P7/IJ4xkGXCsGO+57JvjRlGzVAGSTA8BJDE7jEeAkBk5iYEQUbBbi9eDUAKcGqOdgx5eF70P45N7eyb64eLW4ZVgKFsoJzHwGZt4v5GUGQBikJbSVq4VpV8G0q0B8X5BITQVlYIZbNpJQLh1EOMXgZbtG1tlZkSko6ZESHioofwbbynX7lFrhS2QhrhQolBlq4KDhmbr1eCuw50PPq/Zj6YWiCmS5UZLmISwWpHkAFPhOyBvDwYkBz0igqdcA2PE4Wmp64fHjdwCjJj7efRe8NNoG5QTP7LZYjbboTumdMK+++ioWLVrUdRxmCQenXocu2swtoNukewCAUoof/vCHuOOOOzrnVMwKcOGpc3Dsqn0xqDkFgwMHz1mHRLYVlDNwaiCXjEZVUrllYCSJRH45cknheMoNCsMNolPy5D76uekwa97CnMPui6RyZPEtp14wmwTAHu9MLNmHxbKquFDm74udOGVqgroxVa/C25lt0d52QJ7MKdK5GjimjYKVU2mo7WX0tjnUN/dVLrGEG759PY8ID9OJwzPtyDbqmeCUwXAtuFZBvV8i1SPeY9nZYzDDH2go/hVYTvTbv2bz2PPhWaBOEkCZ95EbICzoSpP1J8UCRcKoBeL/nXp+5OCF/apAGfDkcUPgERuW/7gRzb0xv2Zlp5nBtS341a9+hcsuuwypVBcyGezwDB4tUiTdSqQAwDe/+U1cd911eOGFF/D1r3+90supGDMmZ3B9/6cwuDAY82tWoModjLqshbfG9MLBc4BUm/i2FTZ7AoBsckDZ47lWErv++Q/wjAQ+H38CRj33BAAPbuMBGPNPD3MOfRBA1Kck+AYZCJViaL4W3GoDs6Lzl6iTALPyQnT4g9hAy4sQmeooV0wqnp/CKqThxFtBOEH92kFg1MPqhkXIx7IV84bZEK5hY21mJary1bCcWMTAzQwJCUY9GG4Mnt+dE8/WBMeI5UClMy0FGHWUPT4gUjy6/mTrQp0kmJXzhYqPHz3hhhOkI8ukewCAF/rA5qIGiXAGZgR1K63pJA75lOPug5djdGM/NQqjs/3ubgs+/vhjvP7665g+fXqll7LJcD+S0qHH6kiKotvJ7ng8ju9///v41a9+VemlVJxh+aEwOMVe6wapbR7xbbLLFNECUCmeYvECQBXt7fb806GNfkfQmxcAAPZ648Jg/ogcmsbEkDQZ/jbW7wjaNAxYsx+IXSXG1Zf5JkntFKgbB6ce3HgbXH/GjXpq/x9++7UYodZcX6iE7+u9ZkjwXJxsteGCW0p4QGJ1W23k9Vl2Ut023BisQhVMO4l4tiYiUADAtJOw/GnIQV0LUVGUrjRQsiuw130vK4Gi3GbDtvehdA8AMTww3M3jpFHgw8FBVZEsYR44ocg0roFrUv9vl+HjumX4qnodAPG7+9/MKgDAX3/cmc3NOs4dd9yBSZMmoU+fPpVeymbAg/T1Zl+6v/DcVLpdJAUALrnkEtx666146623cPDB5f02uju/r30bstXeIxwGJ3AMBoMTGK4Hx69RsQoigkF5qXKnzFWOlqbbJlxq3RZ1vzCV8uA2HQzCbYx53f/W1zIUntdHjIr3hQ0nMRB4oLwFSH8OACDxJsDMifuLvnGIVJG/DjsFz8pH0jwlhaKMAkb5bx/hx4UjKpwAyUIauXir/x4QxPxiR9ssqOsSg4kJwpRTFKwcbHPbFGiHXWdX1C9Gn/UDgy4RuRY3VmKt3h6ysFg4yUZrWga+NAWmG8fCE67aui+iB+LFW5U4KYZ4VrSttFiUcwMwbBCPgfvfHV0rBcIZqOfAjaWwrMHCczsF7egO8fBZZjUsX/QIT5TuV4/y1Vdf4ZlnnsHHH39c6aVsHlsSSelwmqj70S1FSl1dHa666ipce+21+Oc//9n5++m3Aec3HoDXzM9hcIIYo6Cs/HvADBPUc9Vt087CjZXmfF2zCpbbEmmBtK1acGogUVgFDgNeoxhfZpjLAQCE22p0PIEHwm0YqS8BZoAbNmDYADdgZOvB4s0l0RTiVAlBULNMFM7SMt/+QwWIsmalGBU18P/uA6EioimrGxYFlvD+P4e4s+GhZQk7hbiTBCMMjlnYZoKlvrkv4oUUOOEqzUM49dusEbVc94Ubo26kPdl04nAtsT7PCOzvATEFWQuULWPstL/DrloL4iVh+GaDhBni4tvfRyhuN+YGWH4QODeUO/T6hmEAgKqW9QA1YbgF7P/BV9jtizrcfLzwgjqvaT+4i5bBHDKg27YcA8D111+PM888EyNGjKj0UjYT3nGxoUWKotvGe6+++mp8+umn+Mtf/lLppWx3ZkwW3TJ/7/0eAIAygoQbfNT/2LcegGhNJn4EJZz+MdwCCPPAqCkst4tSPwQebKtW2XFzGAAxVGSleF9ACBYA8LI7iHkWoW+VxLNACxllGa6sw6kNwgzVnhxuSQ63JhNOYdpV/vOUNzQrTm9YhbTqfum9ZogqPKWcRooPiztlwh0zhBMYzEDcSZakirY0dSSLeNdmVqrnoqzMdwr/dRluTLVhm05CtGNzqh5jlimI1emerYOTWg/DjYuW4/C8nrDVPRBtNy7yQ7FJPzi0d2hYIIFnGGiubUBzbQOuPyuD684w8cWwWgDAhesPAgB884l0t+3mAYCPPvoIf/jDH/Dzn/+80kvRVIhuGUkBgEwmg5/+9KeYPHkyxo8f30X66rcOctAgAFS5paFnCS3yTwl38BAuzN/kpfh0Jgv6IgZxxAC4X5RprALz6lUkRT2nuQ48Xw+SWAswgJs5YWwVKibkhgPQICJi5GrBYm2IN/cTLXqhmSjqOjNAPQue4ZacfMMCJRxRCV4rQZ/Vw8AJw+qGRahfPwDZVDPysWzZb0IJOwXX9xiRviOpQhWy8cBvhHKKnH8e2tKuocX9PsfQpSPBqCsKZT0rVGtjlvikFEeOUKbLzfDMiOW+pmPs/ujMUrHnC5USszYfwmJCqPtW+Xl7L2XYBoiuHvl3tezAkQCAU+YvR0OjjdZR/XHh+u7bZlzM5MmTcemll2Lo0KEb37mzQdDxAYM6kqLo1v+lLrnkErS2tmrfFADtjYIIG715ZjyIjhAaKaBl1IQdqwWAiPAgnIm0Dww/vRMHc/uImhRIp0zhwQIAntsfzO0Fr3VkMDgtXEwoB6lJvwB/G2F+d4Rngdql6SjCKQgzo861IQv9chdpoy/2EQZnfVYP86MQBPXrByCVr0aykI5cCKew3DjiTgIJO6W2VeWr1RBE07NQnROFrHEniVQhjepcLTLZuk36vIBA3CT91yvajyk8w4nW5hQVD7dn+hbcL4YWuqYDz9D22x1h9PRnsPujM0H94ljixtVnQgsZUTzuxQKr+/CFGeC5PmD5QfDyQVE7J4YSK3VrlqrtqfmLQDkHowQTpzT3GIHy+uuv46233sJPfvKTSi+lg3BlPNmRy+Zw4403ghASufTr1y9YCee48cYbMWDAACSTSRx++OGYO3fu1n7B24RuLVLi8Thuuukm3HDDDT3KhVa2H49fuX/JfbJt0Y7FkU8mIxOSAQQiJZTikWKFURP5RG8U4iJdJMWMZ8aFUCExNaUVQOS6vC1++qkHMxcVJ1Kg+MW0gPBRYbGscOuknrpdtGj107SrYOarA7EiU0MhlDGc3x0kZ/0AMr1DUdVaB8IoqpsbUN3cUDblQ5mhhECyIOpnTM+CwQx41IXpmejV0hupQhqm/61aWM/HNisdlLBFfUxr9Voww4XhWaq1mLAgpRN+ne250IbXbG4gyqYpjxInzPQFigniBrVCxLPATb+d3rDFN2nDhpxsTNykaEdm4vfNNsSJRIoTRv0IJTWQaVyDiVOakR05BLUtLijrOR0fnHP8+Mc/xjXXXIOGhoZKL6eDbN/unlGjRmH58uXq8sknn6j7br/9dvzmN7/BPffcg9mzZ6Nfv3445phj0NLSsoEjdg66tUgBgLPPPhuZTAbTpk2r9FK2KzcvPwsJz1AFs7Ju1ihyIC0kUsinorbx5dqPwxDmgXqhlAs11GRlECMaOaFVkVA2IOtUXMBNitZkNwnipJVgIW7Sfx5f1ISjKuF1EibMsOSJmHpCsDBDudia+YyoV/HFipmvhmlXgbqxSMQh3KIshUrYmySVrUGqqMU32Fe8p3E7iZiTCIYhKqFA1E/KKapzNajKV5d0DxVjejGkClWwTRvZqqZI8WwJ7YiysEhJttUCAAzPAKOspGNI0z6jpz+D0dOfCT5TZojIHUTKkbpxUD+KFh4gCADETqvf6bAYz5nDVfSEEwPreg/B4mE7wY2lMO+EI7DnnD1V2jY7cgh6En/605+wYMECXHll13U/5lvgONuRglvTNNGvXz916d3bH0bJOe666y5cd911OPXUUzF69Gg8+uijyGazePLJJ7f2y97qdHuRYhgGfvnLX+KWW25BU1NTpZdTEaptcbIPC5S39oiecPOpNHLJQKwwQku8VDg1VJSFGYEbJiDSPtnkAOQS/ZCP94FLq+BRWczqF8+qolpRt+LlB4mUTxm44cBLtJQVJ9RJiLSPLFZUizaAUJutaVepnLAUK26sTRyjSCDINl0ZVSGc+B4kKViFNJIt9Ui21CPdUo+6NUNKIhThyEXMSYCqWhGCmH/ystx4EIXhFAk7hVQhjZgbV5cwVfnqojQOUW3ExWZPJZGT8HRomR4LHcvwW5JXHP3Tsu+/RjD68aeVOAmiJ6IwllMXnLow7JT4fczWg9pVIK74vGmuDsT2/6aKfo9tEoTiGY1hfcNAtKXF5/Tfrx2k7pPpnYlTmtE6qgvWZXQA13UxefJk/OxnP0NVVZnuqC7E9kr3AMDnn3+OAQMGYPjw4TjzzDPx5ZdfAhAt3CtWrMCxxx6r9o3H4zjssMPwr391/llP3bZwNsz48eMxatQo3HHHHbj55u7tsCm/eb1mfo6MH+zwCEfcjZ5UHYPh33vUYfRXQVFnujWHAk+BMAbDc0EYAyO0xEOFUVN1BUmo58Az46rgLxAmG7CpJ16kQBa+qyxhIq/P4r4rruEIYeJUqVQQ8UIzfKSdPqcosXvxhYu8ruYE+Q8vObEbLohHEc/WimOHaj+Y4cIqVIFwitq1g9BYvyR4LZwgXkghn2jzjxcdCkh98SLbfwknKMRykJOHXcOBGyoIBgDXcJD261pE9EOkmMJwyuBRG5YbU+tVBbQMkRkgMi20IXdejWCPR571W7lNFTnxYn4a0k+xBWLFA5EnFTcJwg0QB2WLJvP5/f1DxFS6FBCpU0YIGCWwlywru6aeUovyyCOPwPM8XHTRRZVeyhayJS3IHJxzNDdHP/N4PI54vDSauv/++2P69OkYMWIEVq5ciVtuuQUHHXQQ5s6dixUrVgAA+vaNjkDp27cvFi5c2LH1bUd6xH8pQghuu+023HnnneoD6+4kPBM2le3FQpQ4BkPBFD8BwDE4WtIWWtIW0q05xGxRt1Pc9RPGcAuiRblIDXhmHIn8GgBBxw8BA+V2SVtyhNA/chJyqiWeBSNbDyNb77coV4saEjepPCjUmvLVwTHCc31CtSrh+0XniwErV1MaEfHMiHApdq0N759qq0FVax0S+SrECykQTpFqq1GPC5PwnV/jhWRkm+Gnq0SKKBmJprQlmtFctQ62lYdrOqAsWjQrXpoNZtiBL0cZkztGXWH+pt6DIKLW72+3QBOwyzMPY/TjT6OQagQAMNOGZ+XhxtvUPmGBot5rTsHjzeCxNnAzB05tcSGeuOTrlUCR6U8ZkeTUiPw9xQYNwLmPRVOwPYVcLocbb7wRt9xyCyyrZ6cj161bh5qamshlypQpZfcdP348JkyYgN133x1HH320st549NFH1T7FfmGc8y7hIdYjRAoAHHDAATjmmGO6fSRl4pRm/It+qeZ5OAZDNuahNe7BMUqLsVbVCKttAPAME55RGiUJp33CHUAAlCMtpwao74USz68LBAqPtt+WCJaidE8kd+9jZOujHUAsJqz2ffHBrLyy3AfKF43K29RJiKiML1QkZjaYuFyuKwiQJ6fgmPFcDeQsnWRrvdpe1VoHwzNQu3YQ4oUUYnYClhOD5cT84xS1Zcu1MQMJPzUji2sZYUj40RtWlOLhlIFThkRL7+B1lhFk1BcoYZElCmiJKp4d8sId6Mns8szD2HXGIyCcwvELs5lpRyJp7aHe83AReFh8ezEU2C5il1CBLGEeZKt/U00a1S1tPSal0x533303+vbti9NPP73SS9lyCBeRzI5cCEOvXr3Q1NQUuUyePHmTnrqqqgq77747Pv/8c9XlU/wFfdWqVSXRlc5IjxEpAHDrrbfioYcewhdffFHppWxTvNA3bY9w1dHjUI68yVDOfHZ5v4wykCqHFCrq218oVM0IRaptGfLxPhGBAgQdPcViRR23sHmzONSANkDNBDJytcIMTs5LCV1k3YqMygiTrVC9RlsvxBsHRESLuB66hBB1CaYyT4tnaxHLZcAJU7NzrEIVErkMCKdIZDOI+VEWVbNiJ0pqTaSJHOEUMb+9OVWoQm1rg0oRJfLi2zWjHhgNXILz1auL3iMj8nxSqFA3hmRrr6L7hDU+ox52+uNUDHyp/De17sguzzyMXZ55GCOfng4gSJUZbkxFnmRkLvx+c8JErRRhqj5K7OwLk1ABOPFi4HZtpECW0dLOrrA4eaiu89cJbAvWr1+PKVOm4Je//GW3mGDPsSU1KSLKkclkIpdyqZ5yFAoFzJ8/H/3798fw4cPRr18/vPLKK+p+27bx+uuv46CDDtrAUToHPaImRTJy5EhMmjQJV1xxBZ5//vkuEeraEhjhoH5o3yMcoIDlEXiUg3pie3OSoaGFoLrVUaLDjiVUa3Ii2xo6XlCfEu4Aor5XCiBSPIR7yn1WzuyRiO3BP/zg4EY0h8+NIKoiN4ValoUlfNjB0wBh1dgQnDJxTN/JFhRl56wYTjJSs+EmWkq+SRfXdFDPBDNcxPLVqj3YdBJwrTxM2xTFuL7gaa1dAcuJgVEP6bZatFY1Qg7+o5yqeUJmaCCiFCqcMmGCR4IaE04ZcjUrkWwKvhWFJ0+HO1KYaytxIo4rvrhxwtGWXg/LiWPgS1PQe/EemHPRCRt8P/f99YeYffVeG9xnW7L7ozMBBJ8F9Swww8Enk07brOMwabbHqbhOiyJp4TZvH8IMGIW0+P3h0mXWEB4pxfBYkOIhRtQAEUBrph4D/zUXSw8apQTKjMmZHlODIvnpT3+K/fbbD8ccc0yll7J1IB2vSdncx/3whz/EiSeeiCFDhmDVqlW45ZZb0NzcjEmTJoEQgiuuuAK33nordt55Z+y888649dZbkUqlcPbZZ3dofduTHiVSABFN2XXXXfHss89iwoQJlV7ONsMjDIZ/EpUDBgFRh0KZL1b87ZRxtKZMtKaq0X9lkxIoLZkqtGSq0HvFyg0+F/O9UghnKMR7IV5YB8I9MBJDeNZPe/B8PYiZBSB8JZQ4kT+lb0qxkCk5kBFJE6ltQMSlljhVoCymCnOJUwViOOAGK+kQAiB8V0I4yaZI7Uu4IFX5pvjpH8ONgRMGysxI1b5I74jjpf3W4NaqRnE8UFTlM2hJNiEfyyKTrQVlJrKppkjdizxeOT8UIJr6kVj5aiRC843sZIuKzJiuBU5Ea/L6/v8FsGGRkuv7X+z58CJ8dMFJG9xvW7Dnw7MAHgczC+KzMFy4/usKu8B+/K1TAQSCKjypONvLr9ky3FBKzFSfESdMfX4SWbMkdqCBu2whI/xPiAfCi993r0SchFOmjBJwQjEbC0D5CjU/qifx7rvv4ve//33XGyK4QXhJF94mP3IzfVKWLFmCs846C2vWrEHv3r1xwAEH4O2331ZOvT/60Y+Qy+Xw3e9+F+vXr8f++++Pl19+GdXVG/5i1xkgnPOe4xDkM336dEyePBnz589HJlPmm083YMbkDP5FvwTlRAkUIUjEdTnLh3Jgl+VBRIn4hlHprAsa+tVghKDv8hVlpyWLx8lv7SLHnsivibQeh9M90ieF+IKCGE2+SInCXX9Ym5kNpiWHjN7aRbrYho/lu9UWbxNrFy29blU0bRKhSBy5ifZNkMx8tTqxeaGCy/DJr7W2tICbE4bWqkYVXeGEw/SjMlIIUWYgmatW6waE4DE8KxJJKQsXrVNeLKfqLgDA8dfomeL9YFQYxjHqgTLDd7olKp1FOIXpJNTsJCnCnESrSJXYya0uXEZPfwb/Oe8MFT2RQoFRF6AMTiwLz8rDcBJwYzkwwwUnDKlmUa8jRYiTaIVn5dVxi915VSrRf43MCBUdh7p6jHxGpBRlitCpCtxlgchsnlb3SHVdtfH7rfyEeeDUwFPHDoRNGebXrMQuzX1wENuhx0RSXNfFvvvui1NPPRXXX399pZezVfjd736HWbfdijsPGNuhx7+zag1+tbIRn3322VZeWdejx0VSAODcc8/F73//e9xwww246667Kr2cbcLb5CtQjohACeNRDoMRMAJ8PNhD3KUwOIHlUQxbyYQNNyERobIxODVEKoIaKMR7IZFfLQSJn/4BhECRKR/ODRDigXub0MngJoVQ8WLCwXODCyn6JitnA4VhBkjofhCvbDRCHbJIm5l+i7Lrd4GIY0YHHRaHbMPHz6wbhOZeS0rur27tBc9wUJWtQVuqSc3pkQWurukE4oEyIbAIg2c4JSmf8i+EwrCTMOykEitWoUqJIFl7wUxbdBJRBvmlTk6YNu0UGHVBYYIRIQY8mgejLrJ1a5BZMwSjH38a/znnzA2vZTMw3Dj2fHgWmOG3g/viBAjEnyHN1ACVcstXrQfz5zmJtE2o7ij8M9TVJQuMmeGq91ea/5m5mpIUT7H4JdxAIS8mgnNQ9V+WUwPZdB3sWBzJbBtM1wanBh49rj8+y6yERxjObzwAQM9pNwZEsWwul8OPfvSjSi9lK7Ml6Z4eFztol65fndQBCCGYNm0a7r//fnzwwQeVXs424c5b63EAHx4pnKWsVKjkTQaPiDZlj3A4Bsf/+lE0V1lKoKyviWNdTQzzd23f9VLWqKifhCKX9E+YIcdZ6URbegCjVFzIu9yiWT3tWMoX17Bs8NjFaSNuqOJa2fYsvykTzxImXmW6hay2XqIzyO8Oko63EqNQBaMQNaSSx8n4pnDF4kgIE4J0Wy1idgKra5fBM1xQZsByYpEWYhlONjwrEgUofW/iwcnUT1MYdhJWPg3DjYkTuGfCslOw7JQoCM5XI56tQaKtDom2Oph2CrFcRk1YDq8hl16LQqoJhBO01C8G8UyMfvxpFfkoZtQTwulyzIN/wV73vVx2H8nuj86MOHEy0wZo1PRKFQgzE1ahShjxOXFVCCtFS7nPQdxg4NQF9Ux4pg3PtFUtSrimJ5ziES++yE3Zi4G17SDuguykkhE7D47fVru2d9AN9llGRPDObzygR83mAYDFixfjhhtuwLRp0za5KLRL0VFb/A34S/U0emS6R3LDDTfgxRdfxNtvv91tpyTPmJzB2+Qrdbs4shIWLimHqu07LxO/FtxvTy5YBEvrgJRDsMuiPKqb21RRbXspIED8Y07llkUiKYDo9iEQviyEeCDUL4olNqDm/QQW4kCQ9uHEK42meDFVC1D2/o0QTv2I1136mli8WfwDCZ+gi3xLVASlyNras0JpKspg+PN4Gvv+L7qO0GPk9WW9FwAQE5YHrNpBPY9cqylnxzAq2pHLiRRfoIRrc9SkVXkS9iw4VetE1MA/CXtmAcy0y4opWXXLqKvSK4VU4Oos15hoq4MhxwSoThgGzyyoaIiMZMgaEkAIGE5dZaIm62/aM6Lz/EiPEi/+ZxVO73DCI/OL5HtoOAkhTPzthhyb4AsVFUEJvZcqisIN5SzrZcXn49CgLdwzkqr+pLG+v78OitZ0EvcdvBYO8XBe0349SpxITjnlFGQymYifR3dApHt+gd8ctGeHHv/OyrW4Y0WLTvegh0ZSJD/5yU/Q2NiIqVOnVnop24yJU5rBCFe+Ke2RcoIiWwD4Xz8KToUDpvRRkSZwnw9KoDWdQlNdLwAosc8Pw6mBtqrBQXdDZOBgXFy4AealwXkMnCVDkY/ywpFwoySaQrihCm2J7AzyYmo/EpoTFN6uHh9ubeZGJD2kaj9ki7M0TisyUCPhb9iIflOnzIThJGE4SVHLwUyAU9Su2FlcVu6ImtXDSqI1ADBg9TDVpVV8XCAqbAgrn8ENWpHjwQk6ZBwnT7xWW6/I4ww3Ditkz0/9mhM1pNEzVSqEMhPJ1vqSKIudbEYuswqelYeTbIIXbwMzHNHO7bdGS7v5PR+epS5cCpni17iBtFxkH78Gx3Bj4rmYGYlChRapUkLiNcd8QWXCcOMwczVBBEUKFBYT9vf+7xov1CNXEO2cttEPPBI9bH+9p8wfELEM6Ek899xz+Oc//4k77uimHj2EKy+jzb/02NhBCT2yJkWSSCQwbdo0nHrqqTj11FMxcODASi9pm3EQE9/wrhz8W5y76GQA0ShKOBPECAclHIxSeAT4so/wVqEcaI0zpGwhYMLOtMVCpTi6kkv1RTK7UhXTchJTxbQccVGrwgFCAM4NAJ5fM1KmY0cSFhq+QOF5EUYnibWBmAmngQwbxO/CUI8PR10ibc1WNJLjJoIJt/C7ghyoLiGxMeR2K+fsEBaZFRS25ufhaIZHUbtyRxVdCUcM+q8ejqV9viz7NjDqwfD84t9Ei+pGKqmJCQko7p/8qZMsud/M1cDzC2uNQhpevBWGnRT27/4+NFSH4ZmFSAQqnq2JdDQVUk2w7CTsZHOJwJCPswppIXY8K4iA+AW9m2Lhr9I+jAI0FHWBFCwismKwmBIvxZiypsWPnhhy4GS4BkUt3AOx68Rz27X+GgwUzIGh3/FgrpUUKpRxMEpAOMOauhie2W0xgJ5VgwIAra2tuPzyy3H77berQXjdDb5FNSk9U7iWo0dHUgDg6KOPxoknnogrrrii0kvZZvz2Fw3qnyDlJp4Y/GfkDQ9Zy0Xe9JA3PXiUq0tL3EXWYvi8L8PC3kLRWyzoEsqbHJ8PSqAQj5VMUJawkNGbvORS0aJOXiZSwkvqUkK3iwWHD8n3UtERQkThJ8/Xi4tT1GJXpi03eHKj9HrRNiFMxEVCCxllJlfuuZRRnIzElImWBM8hhErtyh2LIjEGBq7aASsbFmJ5SKxIp9rwPzVpMEY4hWGnxAA8VUMhogFGId3+iZ9TGIW0SHEwA2auBma2LnSyNkUURta2OEkVSZFFp9IQzXBjSLbUw3ASIuXjmSpqJYc5xrK1IJ7pW9DnwKmn0mPFAmVDA9hkBCRcMxP+SZgpLuHrTNThmIWUigoZbjxiDBgWKDTXAHADNCt+SoEi1maAUatd4zY3FtRWNdWk8fyuq2GAqGLZnsSNN96IoUOH4vzzz6/0UrYdJPr7unnDBXUkRdKjIymS3/zmN9h1113xwgsv4Pjjj6/0crYZVw+6FwBAQPFS39kAgK+t3BeUE7TExMndUCZfwR9JuDMoXaC+zwrw1cAkhi8FPMOA4fm1JowhnvdtxdsJc6v6FCKuF7vRiq4f+JEVO7TdBFwTBACRrchuUmzfANypBrH8lmE/ShNhYx1D3AiVb7BIhCVcu0LchGh1DnuoOInyNSIAQBiY4UQjKuKgABCJqsiOnj5rh0AYvzHh6wKAeyYMz1LHsKtXI9bcNyJMSp6fGaE6nLAQo9FtoceaWRE58HyfGHiWKkC2cjVwEy0iesJZVBxwGqkDZNQNvGU8E9wIzP3CnTtiwF/536HIdkYBI7p/eFYRIOpVii3ui1uLxXoCp2I1n8dNis+ciQgczTaUWZCHFJuHNmM0GLXUlHDZmh8sleAPB6cwt3YpPMLAwHpcFOWjjz7Cvffei/fee69bOMu2D+9wl47u7gnQIgViGuSUKVNw2WWXYe7cuUilUht/UBeGgCJrNKrbxc60UpRkLfFPvdo2QBmBxURaiALwxHlBFdZKocIpRSGRQszOg4TSQTL9Y1u1sNwWlLjS8hzEr2OxG60RCItw2kemd2TnD4+Bs5jyXhEv1A4e4yaFEPHTPMQQw98U7XQMiSXY6vHEC0VYpM+L77MCALQgIjcsFvijRNxfI9EWA4R6IhMhy2GKxErtyh3F8vwC1raaVcFxfTHEKYMHB4aql2i/yycMDbXscsPZ6P7qcf58IVL0eohnwYu3+gLK9bdFRQgQeL4Ej/MN1GjwuGJBET5OJBLlP7Y4clJ8v+HGgvclVKwr01bhtBcQ1B9tMtxAmzFaXA11uDFT+tu4aMnUoTWdBMB7bB0KYwyXXHIJrrjiCowaNarSy9mmSFv8Dj1WixRFd5axm8XFF1+M/v3749prr630UrYpxP/IF112FhZddhYOYjvgILZDSWGtR3gkmhKGUcA1AMc/P2WrEsgl46rAVsJD35JkVCUc8gbKp3yiO5S2D3M3BXgx8ZPHABacYDg3RMoo0iWE0miLFwPxO4JKHUJRsm97RPxXQsehdpUqrBX7GaURC05B7VSQDkL59I/cTjhFqqVB3V5btwyEU8Ry1bAKVYj73i3R9UWfv711hFuU24vAqGOFiofDx6FOAmauRpz4GVUFtbLIFsy/HnrPImJE1rWUSecUCx15vPB19d75M5dIyAiPhopnVbGuGwd1kiL1VTT3KfTEwet3k8jljkLWHoesPQ5ubgRstjNstjPajGgXhysHcVIDnBpoquvjLy1UB9YD20zvuusurFq1qtuYtm2QLSmc7aEithw6kuJDKcX06dMxduxYjB8/HuPHj6/0krY6Sy47t2TblYN/izsX/wDPDPwjzlxyauQ+j3BQELTEPPTKBb8qqsiWik6fnZfkwSlBWzqF6uY2cEphxxKI2XmUwzGrEXMaI9tkVKUYafhWsp2lRE1AqHaEcxFJIcQW4qX4cTKtEx4Ex+AXuBqRyEqknbn48WoR0WgKED2vEzeIVETW7hffyggLtVNgsawwjAsV2wYPiHYaVTX1BScMg1rqwWl0+B0YRay1t0g7McOvEW1HhBWndrCBfUvuLxKO1FPpIyOfgQHASzQLAUQY4M/VCad/5LqDtu2i14LSmpSIiKMM8AJxQtzAkC7cMl0ipty4ciCW4iRcFBx+b2SnF7HTaOZfA6UO5JTwgtUXhifSjqbbBjteq+7jlIKx0gLyl3cXvy9SoPzjmjHtvtfdjTlz5uD666/HK6+80u2j1YKOF85CR1IUOpISYqeddsLvfvc7nH/++Vi1atXGH9ANuHPxD3DVoLtBYKpoStgATkZT8qZv8045Bq7x4BgcjIgvrZ8PCk7GLRlRUMophWvFItEUiWfGYVu1aiihRERV/KF5xS3IPKYuntsfnlcPj9WC8WpwngLnQbSD81hwuzhKwvxW5XBhLBNdQHJqbTiyUhJlKY6qyEiPGnwYbWUuFwkibkJMx/VPjMSLwcjVButD+23GEXOx0D6WHfzT9xLNYCFfFh4Z3EiDS7n7NwJxE5FLcAcrOa4qUvUjFjRU60GYAcONw3DjJe3F4dcWHiUgfxZ7yRS/F+U8XWSRrOyyIp4F6iREJMu/HpmgLd1kGQUp1IDn+4N6DsKDNcNwYsCyW1QNikx1yqLxVKuoiTruI4qPa5eAguKSdYdu8vve1clmszj77LPxox/9qEtM3tV0HrRIKWLSpEk49NBDceGFF6Kn+NwRUFBu4sW+77Trp5K1GAomh0OFh0o4EySFyv8GJrCkTwJL+9eK7e0VzlIDzBDFhYAQJ9KJNixUSh9owPPqg8fACF2PAzCDdA8gPFeKUz7cAOemSBW5yahg8Z8DXkyJBd5e+3M765NIsbIhwUK8WOS2mfU9StqJZhDPjPiTqE4ZWWyKaL2HF28tf5yiyMnGoidCyAW+IGpoY7gdO5QikceUAkD6x1AnKYSBkxQ1INJ7RdaFqDRMTNSL+KkZIEgHhQf8yeuMumDUjbrPhlNbfkdTOHJSktZp7/W2DAUv1IciZrK9WIooA+EJxxLT9f1dKAUzzIhYv2Tdobh43SE9qmD2mmuuQV1dHa677rpKL2W7wYmoLenoRSPQ6Z4iCCG47777sMcee2DatGn47ne/W+klbVNkxw8A5IxGvNj3HZyw4gAY/mDC4oGEAGCEBQoBTE94qBhM1KoAIqJCGEf9mjw4pSCMgRGqwt9SoEg4DMD3ThHiwwDn/vYN/L2G/VZK7uMGwJIgRlGHUOg6Ia4QJeFoghxQGCpoFc/l71POX0U+rgzhupUSJ9uiyc3hVA/hFJ6VA/UsGCGfFZEVstQ+hAdOqcy0lZtt5GmK0hkbFSbh9Ulzu+J2bBlJ8bfTyMMcJRKYFaS3mJ8Skl1Q4BQ81JUT+cn8SIkbfGYyRRZev0wjFb+2ch4w1E4Jl2AaSvkVv14ANNsg2tfLmApKgRL2Qwl7ojBSKn6+OHo/db0niRMA+POf/4zHH38cc+bMgWn2pFOOnt2zNehJvzGbTF1dHR577DGccMIJOPzww7HbbrtVeknbjCWXnYtB9z4GAgoCigJtxR8GvgzKTZy29KjImccjXNxmBJZHQLlqlFDUZDk8M3jQ2oYGJHMFVLU0oRzZqgGR21VtiwFe5mRPjGB7+DqCehbxE4A/vDDYQUZW0iA0FF0gni9UPGW+pvYvFiTEA4wyNS4Swy4RHBE28T4jVws3tU60u5qFiGmaJLyN+nOFpHV8GCMfTPhWJ3XC0J6Tbznaq6tR6w7v63vHcKsNxLNEnU1IUHDqqfdYFgtzsyAiHe38Lydl1lossKgbj5jlld2PU1C7CiCe8j4pFmBq9hMzlL8O82rAEUfBKj+4MfBEiUYNm+r6qN/5/x21j9re0wTKihUrcMEFF+Dee+/F8OHDK72c7U7HC2B14axEi5R2OPzww/H9738fZ599Nt55553uOfzKZ8ll52LG5Ax+OGiayPmDIcEyqjbF4AQtcReWR1FtG36divRTiQqVdWkCYd8RR12TCHlnqxIwPA+JbGskmiIJb2urGqy2V7UtBgDYZh0stxnEL9jlMNR1cA8gRlm/FUBEU7hXI6YtcwNgvotoWKzIky1D9MRr5iICgngx8HJ+KsXiI3wMGZXxtxeN/hG7MCq2keAEzsvtGDygdFvxlOfI7qVFrpsSSSFOFUi2N3hqdZnnCx4/+0ejsO/tcyOP41abalVmsawSImHBouYIFb+e4poSf/RAOWM3UC+oISk+hmeJ5yBM1Pz4NUcstUY8ZVGEiFMbhEVrmfLWEHhmHJxQGH4KB4DvIivESbhjjTAPKwYOQu8VK/H5sWJg4N7oWcJEwjnH+eefj6OPPhrf/OY3K72c7Q7fYp+UMiMceiC6JmUD/PznP4dlWfjJT35S6aVscyZOaQaDCw4malT8Xw2HenB8FeIYDC0xD5QReNQvnPWLZxkRLcmM+B4qLkNzlYXmKvGtvzUt/pHnU2kwQpGtyiBblQEjwlcll0xHXGoBIViyyQFwrSQcM4gKOGYmaF0mRSfgcH0KAmHJeVCzIijTnizrVeRtL3TCkoWxfuty9EmNYPpxO+mDMKRYUBSdLGURbbkCWbE/LbkYrpz4GxXT5U7e4scGam18Z10AQqAwo/QCiBO6v+bZPxoV3PZiIIWMOAYXtSnKk4XTwDPGs1R9CnWSapaQHESojNXCqa2i2UjFk53l9ciMJc8KPksqzNhoW1/QXB1Ivpe4tPUTzsV2GtyuRZbujizdHfmU+Cw8w4IbS8GNpdCWacD6hoHghMKOpyOuys21DWCEKIHSk7n77rsxf/58TJ06FYT0wBPuFjjO6nRPgI6kbIBYLIYnnngCe++9N4477jgcc8wxlV7SNiWYd8LQaqwBIxx/7/MhjlsRhKvlkEFGAGZwUUArHd5Qmv6hHCBM/MGtaxAeH9lUAqmsqFMI2+oXEqmIWy3lTHVTOPE0XKu01sJym1XrMicxgHsg8MAQ83+mgsnLKJQ8Xr32Ih8VzoWzrYq6hnUC8UqjKuXSOeX8VfzHlARDlKstBTccVUTL4i3ipC4fQOVrLY0+lEsNFe/TLn4EoURAsVAUSAouNxlEfQwb+/3yc7x77c7gNEh5ERYDh61ceEFtVQ9SLhLE/dZr4iRVsWsY4tHo9aIW7SBCU/rSNmTKJutOCC2AszjADWTp7uI+QhHPNYMZFiwnB8f//fMM8buyvmFgJI3ZVl0DAGjefViPFyiffPIJJk+ejL/+9a+ora2t9HIqAgcHKzNNfZMeSxh0DEGgRcpGGDFiBO68805MmjQJH3/8MRoaylhidxsYGHFB/RP2swNewmlLj4vY4hvKmTZ4lAGoAYSS1bUGejd6YARoScdQ3RpNk2RTpbUOqWwehYSIuHBKkWqL/qPn1FDdFa6VhOnkVIQl5q5XaSDOIVJAofUIoRI42nKWBJHRhLC4CIkNJVTEW7NxoQKUj6YU30+98vuotBBTa6CFatVFww0HkHbtgCpIBfxvbGYgwox8mVlCcunlthelpQCIiAg3IqkdFTWCIQSX7x2z722fQkWnuAHWNhQ0vgo8sU6ksyB8a4gbOLmG1x8WIeE1tpeaivjRhE3mZIrHXwdx/c/DrxniXkwUQ8vHWC3gdr0QKIASKGFcM66KvwFhyCZrUNqqa8AoQbqlGTMPjuPj2iW4ZF3p29uTyOfzOPvss3HVVVdh3LhxlV5O5SAdL4AtN6y7p6Kl2iZw4YUX4sADD8RFF13UrduSl333wsjtO5Zcij8OeFXdNjhBTd4scaL1im5Ls7fmKkPdbknHwChVFwCR24xSZFMJtKVTaEunkE0l0Fpdg9bqGhVKL8a1kupim3VwDX/on0wBydbQULsygFCLchrSdp97NeBeDUo6OcIRluKTNYp8VMJpIT/yUOJoK1uc5fH8wYjqwgwQJyrglC9JUdus9PlQrrVlOlw2mcg4AVkbUyRQ5H1mTlyIP6qAGcF1nx3+e454LXYaxElHPUjcBMBiYjCjkxAeJeUcccukc4q9TNQAwHALdMjnBFzuY5SILl6oB7drwbw0snR35RrLCY0UwnJKYXguXCuGtuoadR+jBIwSZFMJZKuqfYFyaI+Povz4xz9GVVUVbrjhhkovRdMN0JGUTYAQgvvvvx9jx47Fbbfd1q2t8wmn+PWSyzBxSjP6T80j7kcrDU6QLoTaPilX7ckGI6HtQcrHDZ3fpFBJZx0QxpVQAQBOSck2yhjyiaC+wnA9JHOtZc20CPPgWkkQzuDE0kjllsE26xBz1wfPocSH3wkkdRVLKtFCiOd7qyRFYW1xREV1ASE4ITMj6EChwbaSNcKIRl3as9qX6RK7Cjw0/wfYcKeNkYsByUYwswCjUDSZejPEC6cscM8lXiTqsCFIaDo1N2wsGP1bvHtDfwDAfjctB7HTQX0L9cQMJOKJCAtKSwRlC3N4+dSWRoFMtP9KMZWvAwzbTyVJ4RSLtk2z4KeX3QGAKIoVzxUuxo2KYdkqL2qnkmCUYMX+uwIA7m54FRYz4VAXfQt1WqAAePLJJzF9+nS89957sKzNmH3ULdmSFmTd3SPRImUTqa+vx6xZszBu3DjsvvvuOOGEEyq9pG3C0ssmAZgEALhr8dX4F/1Suc9mLYZqu/SE5VEOg5FIyocREZPIxykShaCOBYAaShimeBsDBfXD61KstKVTaFhd6gSshIv/d51NirbmmLs+iKr4Aw0B+K3K/vVwEIiLdIkQK+mIUBH3G1GhEkZu3wDtdgeVvCBfNMmTskyLbMRYjhMGqyVolQ2brQGbEF2RKR95Ype36cZfm1q3jFZQD/vdsgSgNsDTQLxJCLP2vGSkURzxfBES6qoK1cWI2yHdJfexxXNwwyspRJYpOK9FRErCtUmc0A24yAYfclt1DZYdODJyvweG74VcY3u6QHn//fdx8cUX4w9/+AN23HHHSi+nU9DhdM+GzKF6GFqkbAZjxozBQw89hG9+85t4++23seuuu1Z6SVuVAVN/j2XfPV/d/hf9EgDACAfz25Edg6FXLviGpGpTQkJFnsAdALYpNkih0poKHsuKtIoUOOmsqCkojqwAwJrefdS2qtYskrmglThcswKI7iB5O5VbhmJvFYkqvEUcBAU1L4izNIghCiNl2qdsjUq4nkPeBspuK+kMkusx7EhaiMtjEi9I/xi2MIMrfj4fs6135PmImygRKu08eehhcpKyjGLYfmFpaH8WEi7ypy9uOIsDLA5CXN+DJgaeWAfk/M8ttTziSVOu0wlgQcGtfC9J8DzEi4En10MayhEnLcSRkwbPLI6+ppYd1PVirxPZnWO6BVV3ItbEQDlTKcZVffugefdhAIqEyORM6bYeysqVK3HyySfjxhtvxNe+9rVKL6dTIJxj9eyeLUWLlM3kjDPOwEcffYSTTjoJ77zzTreqXA8LFAA4iO2ghAr1HWgBoCnhgjKCattQKZ8w4YhKwQJi/sy4cJSF8iDNU0xryvKdbIP7qrKOEioSWb+SyBdAGQdhDKm2oNsiLFhkdKVYrABAdLihnB3k3/RqlFAR232XWt+RVlCU7lE7G1FBsYFISLF4UZGeohRRySGKoxxqDVbk8WWjKGFxIlNJG6u78a38uZ0CMbMAbNEZxAxwL6VeL5dRERYH2oYq4UfsGnCrFUA7xcNeDAR++oh45RuSqAeaq1NrZIX+IFSY2ZHGXcC8WuSsAUg4iwAABXOg8jRRAwAJVakcJxZKVREKblBwzpCtEoZurkmR+WQBmncfhhmTM0qUaHEiKBQKmDBhAg477DBcffXVlV5Op0I7zm45WqR0gJtvvhkff/wxzjrrLPz5z3+GYWxmkWIX4epB98LgfwcAED9scNrSo9T9cjpyUd1sdK4PKX/dM0TRYVOaoq6ViZoUEj1GeKx9Szo4iVPGI6JFpoMaVq9SoXs1Y6UolL+mYaSKvkizuHAqKCBUu+KJ1tJ2oypAUbonLBr8n+UiLZsACfl7IJwuCtXERGBRwUQLmXajKWWFSfj+8Jr9KIZ0YgUA7lSD0IKI8LAyZochS3khIsTjCQBOmkL7+K+HBoW4rG2oWH9yCbhM48jDhmtlykSt8pbw1mm1doFlt4ITMStKDf/jnjBh86MncmK3a4n32o7F4ZoGKGNozviGdJRges27+Mu13St6uqVwznH55Zcjn8/jgQce6Jl+KO3AwdudhbYxOvq47ogWKR2AUorHH38cBxxwAH7yk5/gtttuq/SStgkEVLUk37Y06Pz5AAvV9bzJYHCClB185S2Ywj/FAgFlQEuSIBs30KvZA6cE631h0pQi8CiwJkPR0MywJkNhMKBXs1eSCpJIAdSWskqiK+FUEA0VmyTbopbx2aoMCGPIJUf6+zL0WjMPQJAGkjb7ovvHA+C2L1ZkZKXkDfSiomFDrcnlhEvYe0W12YamPW/I/TacUilK+4jumg2spbgjiRkqWhJZGwxwlgKUGV4MIPK9Dosy21+XFwidkNgB8cR7CIAnhbstSfupxtYdQAGR3gnhto4W+/n1JZwnQYiNxvRY5V5s2llwYsC1kqDMP76fwvHMOGKFVhSSGcTzWdHB47rw/NkyS/qnwQjBazs2wuAUJ80R0ZZwJEUDTJs2Dc8//zzee+89JJOlPkY9GrIlBbC6cFaiRUoHqampwaxZs7D//vtjzz33xNlnn13pJW117lhyKa4edC88YuPKwXfizsVX4vr+TwH4F5rNJUh7/XD64sPU/uHUD+URjzcAIr2zJiO2yJ/yIfK2R4XHSkOz+CNtSVJUFTgMN/ijlRGWlnQMlHFQP2VUlQ1O2iz0ja7Nd7sNCxdGCCjnSOQKYAxY01uc9BpW/0estYxY4dw/KbYjVsJEhEu52UCRnTcgYDYQgWm3vsX0hULYnXUjM3hKRIm6HqRyCC2oWhMA4NJCHsE6CEsKUQLPFy3lokahQlgiPjP1Hmb7i7oVH1q1EDw7CDy7AzhE6ibmrkE+1h8JeznC/8Ky1jBRV+IxeIYJFg+6nFwrjnguEBeeYcEzLBDGVDRF7Ce7eQie23WF2v+R/bJIMAvTa97FxPbfyR7Fa6+9hmuuuQYvv/wyBg0aVOnlaLop2idlCxgxYgSeeuopXHzxxXj//fcrvZytjvzGyMFw5+IrAcA3zKc4a8lpIKDKgbYl5oFRDkY5Ei6BwQjMovPTmgwNrPRJaSpI3jYYsD5N0VTlW/MbQfdPJCXkCxTKhSjKJdtp61XPQdRF3pbeLLJocuHw/bC67x7qMcUeK2Frfemtwr2aEpFRTrhIH5SwtbzYOdRRI68Xbyu+bwOE24GDF1/0nJFhf0Z0XdyPnLjJoNbEj5pwlhJt26z8t2bODXEfl5+FBxGNigH+diVuiBfaL/RetA0VdSytO4CpehYbhHhIxd5APtYfnhlHU80uaKzZTV0KyQw4ocoRVn6m8mchmUEhmVFW9zzSBk+VQAFEK71D3ZLXZ3ED3/jlf8u+9p7EggULcPrpp+Ouu+7CwQcfXOnldFK4XzzbkUul19550JGULeS4447Dz372M5x88sl477330Ldv+WmpXZUll53rX5uEGX43AwGFwQlOWnYwDE7gGAyWR9GUcFGTN5GNMaRsqjxThIW+rDMp/zyb4h6t/FRChbliEjOHbVFU+V1BxTRlEiraUt1a3ho/7ICbTSWweNi+AIDBC2aL544IFRlVEWkg2QkUhhAbnOZKU0FlUjgqwhKOjISjLswA96oBGCBWY3Th7bb0hopBzVC6q1iobGTWUEmtiSyK3QhqH96OmGGh6EtYqJQbLyD3o63g+f6AKSIjZffhTKV0CGdRIVJmO6cUuVRVpN34l8e1AGgRN6gLyikYYbCJh/MbDwAAHPGrf+If14wp/+K7OW1tbTj55JMxceJEfPvb3670cjotYmJIx9I2HX1cd0SLlK3AD3/4Q8yZMwcTJkzAq6++ilhsw9/ouzItxipkvH54sZ+IHMlBhF9bsRcAYF3SEVOTYwR9Wy0lTgDALfPtQHqslG3iCP2dFiyCuMOVUKGhriB5XdanNGWE4JBRF1mESxlHWyqmUlHh9FAxMh20eNi+6vrgBbPbTQPJbQBASAGcCwdZ4dDf5G/3v5kXn4iZAc8eDEKkgPJEJ4whTpRCKBjwvHqYNOsXmba79NK0kC9YuGGXPG9ZV9nwY9VMG6DYjXdzUZOoAXCeghB4thIspMi1Vu6jbnsp5K0BoMxBsm0tclX16r5cqgrJrDC/k3UlplP6+TJKI79XuVRV6D6C248V0UOPMBicosUIBN4lIU8Ucb3n1abIyca1tbW48847K72czo1uQd4qaJGyFSCE4MEHH8Shhx6KSZMm4YknngCl3TOTRkDRaqxB2vNnGHEhVF7q9yGOXjkGBifC/I1CTUouRooWo532ZfhTlU1P7OsaBKbH4RgEMYdFRAcjQD5uiE6hTAKe4adyKInUsajjUwKEBE5Luvw3clrUGl3dVsC8UYegKmtj6FfvlvisRCItPA4ZYRFPmgRort1C2092Pke99lFzXwcAzN3tMFAOVGULGL74L/h411Mxau7rcJ3BIPBgJBb4z9VOa3GZaERxDQs3c+UFStg6viiSsqEoCg9FRGR6RtzwxULoftH2DYh0UJnWbZ9cbJgobs1FBQHh5aMtMiJiuC44oaCeq2pOZEGt58/hKSSiUZ47j2lD1mjfV+b+Xm+C+QWNYcHSk7j22msxe/ZsvPvuu9pRdiNwdLyVWJu5BWiRspVIJpP4y1/+gnHjxuF73/se7rnnnm7XjjdxSjMwOYOrB92LFmMVLJ5CgqVx9Mq9YIXyOAYnoIwga7HIbXE9VFcS6lWWDw+LE4ltAjEHsLzoH64soGWUYGVd6cmzodm/369bUcLG/xlOA5VDHj9cmNuWimHeqENAObDr/H9H2pcXDD8Qw776d9EJWJy8CYMQDsTGJzufg2ROnLjDdTQr6i2sOPRoAECf9S6qW/Joqk5gzm4TAACf7H54yRr3+vyh8ovfBPESqV0J17rIdmPVtSMiRsyr9XcW0Q2iil5TRU/k+oLF92ghRiS9w7jo7OEw1LEJsZWXiiwkprQFCXs5CGfIp2ojQkVGUaQoSeSiHVzKD4VS5XcCAKYjUoKu37YufxeKKa5H+d6aI3F3QzDHqid2+Nx+++145JFH8Oabb6J3794bf0CPh3c4baNt8QO0SNmK9OnTBy+//DIOPvhgNDQ04Oc//3mll7RN+PWSy3D1oHvhkjyOXXmYEijS7I0yAoMDjsH9aAmHZ4gTAfMFixQrlIuIi0MAy4uKOjn7x6NAa5KgrlWke6ToAKICJZzeAUTxbcwF0tngxBwWKvK2WDOPnLDCHi2MErRURSMKjAALh+1d8t7M3+0wJHM2hn31b4DHMW+3IzFy3usAT8Ew1uI/I84EEIgTueYV9dFvpavqTDCaVOtZU2v66wQSNkfCZqCM48OdRWv4Xv99pGQt4gHFlvblu4y4mwJ4DMyrBSFZAFAGaQDgeUFqRSxZCBEpVACETPFMBEIFqpuSc5GuiTlriszzSvcNnstTha75VK0SH8XpHuFOHIxS8AwThhcIDdc04FgmaNyC4TGYrqcexyhguh4YYXCoC69M++ddDX/Dv6/ep2R7T+HBBx/Erbfein/84x/YeeedK72cLsGWOM5qM7cALVK2MkOHDsXLL7+MQw89FPX19fj+979f6SVtVeQ3yKvufRQA8IcBL6r7Tl96vEj3GBwOgOqCiWzMNxXzz8Yph6r7DU5geQQeEREWAJGOII9GrxencJb3EidZGo7OIPoY20RZYVNMsWgJExY1MYfBtihSedd/bq66hcJRkfm7idZsRoLr8vbS3kKQGKH/X81JsT6DEST98/6ammg0RBYe52ME+ZiBTJuntn+4y7ew+yevqX2D+phs6RsTglAxzdhz+6vHyVoQ7gkRsrr+IPRaMy80PsCICJUwQc2OJNhnfa1o886hF2ob5xcdy3+8rO8hdpkITRA5yaZ7g3AGwhnsWAKuZYFwBsP1QP3CWM5opOaEUwIwwDMoOCWwbPEZZlNxUMax2loKoLRokXKKf1+93wbfx+7Ms88+iyuuuAIvvPAC9tprr0ovp0vR4XSPFikKLVK2AbvtthteeOEFHH300ejVqxfOOeecSi9pm/PrJZfhZ/1nABB1KztkhWPoyKY+KsICQKWAACFMUv5JLWHTEudaIGqxD6BsWkcKFEZF9Cbu+NERLoTK+rQ4dsLmsLwgfSOLcQGAsFBRLo8+rxQopiuiF9WtBeW50pYSERaZvgECseIacmFBdGZ5ffAn5xWVLRmMqBEC5QjSZOJHc5V4LzJtHiiCdJB8faPnvlr2RB/G82qxuu8e6LPyQwDF0RBgdb2IHqxr2A2EMfRaNzf06OC1FDv25q0BiDsrlQDJWwOC10EpGmtHKqHSWLObuq+2SZjqrc8EbeAbQ7YOe0ZgfS/fg2S2DblUFUzXgx23/MJZBkYICnELjmWCUYL7DlqF3k4NVsbWg/kpsdlX6tbav//97zj33HPx9NNP49BDe2YdjqayaJGyjdhvv/3w7LPP4qSTTkJdXV23m5r8myXfw9WD7gUg25TPxUQAu/7uRXAwfJlaiB2yQ/FZzWqMaOoNz+ARsUIZAfVvx8u0/ZSz019TTVRbczla4wyWR5CLcSRtEkonAem2cP1LcPCCFaSoYg7zr3OAksgaTE9EU2yLwnJE909bSogR6dHSnkuufL6lDaZ/G1if9NC7VZzYXUO8B5vShh15b/z3QoqVqgJHvOCptNV/Rh2pCnEBYEX/sei3/AMsGibaaMNzk5YO2jcy0HHIon9hVe/AvVWyrtcoAKLWo37NJ+p2OdrQELktUzGUMSVUJLJ1eH3taJXSKfvaaZDSAYq7cygKcRPxgg3PEKIFsaD2hBECSgHH91ExPAbXpHh679L6Ei1QgNmzZ+OUU07BtGnTcOKJJ1Z6OV2OLWlB1oWzAVqkbEOOPvpoPProo5g4cSJefPFFjBs3rtJL2qpwMCy9bFJk26ffH4/e036LBkfMOKFFE+KKBxIW3y4WIbKglrJQcW3okE2Joi4P/wu9ZUTN5GQ6SX7DJozD8KMWtkWVQIk5TJ3ky7ZF+8eRXUGyw6i9FNLi3kFKqjXO1PiAmrwRRID8n44lDh7uegpHVoyi/3fhidOAGD9guEQJKso45o46DNVtBRDGYTkOlg7a13+sOGEXD3iUpnkr++4DwsQkYBoqQg2ztmF35dgKiOnB5eB+N01YYHBKgdD+MgIS9isJDwSUhDtyUm0tkf1b0wmsqbXQbw2F5URDUpbjwjUpTDf4fHnRZ+aB+54omz5bqbsyf/58jB8/HjfddBPOO++8Si+na7JFNSm6cFbSPftkOxGnnXYa7rzzTpx44omYM2dOpZezVfnNku9hwNTfR7bNmJzBPYuuBwAsSC5GjLWvgxMuVeIBCDnR0vLbwk61TQkPTQkPBZOhYDI4BhcXyiMFuHL/NdUEa6oJVtWU/spLgSJP7uUEBxAIknDbstw//Jj5gynmD6b4vD+FR7koDDY44i6BRzlWpkWHyfqUh/UpDy1xcclaTFxiDC1xcaK0Q2+fR4NLyfvjP31jtYGFfWXERmxsS8XBKYFjiXRH2HGXU3GRURTpyFuIx5BPJmDHY8gnErBjcWE1T2jkelg0eIYpakH8C1AqbEShKlXXw0jBwQmNXM+lqmDHEsilqsAoQWs6iWxVAq3VmUgtkRSgy3rHsbh/FXLJGBzLRCFuRQYFMkrgmuJ9kFEUL1Qd09OjKIsWLcKxxx6LSy+9FFdccUWll9NlEZEU3sFLx55z6tSpGD58OBKJBPbee2+88cYbW/U1VQIdSdkOfPvb38batWtx3HHH4c0338ROO+1U6SVtMROnNGPA1Iew7Lvnq2073/08bgntI43ejE3weJambkBphEBu8/wwRriuReoRac8fdyksj6gi03IplDUZit6NQdFpex09xa2pGyquBYD/DCHqtXpEdDQ5RSU0jsGxNN2KlJMpnfpMgP/VNiuvmbEr6gCIdJB8Heo1+e9PcfGt2EaUUBm+3AEjQqhUZaNuu55pIGf5qaLQfZ5pgFERjQgEhf/8lukLjWDx+UQCluPCM4RfjeW4IIwhrEE4FXb1hDHVdcMpjfTR0PYiMYTCtYKDJfI2sqk4WtPJyGe0ol6k394c1ggAOPSrWvRZZ2NZ7xj+uuMKHP95P7Vvn/UOXFMcs80Ur73FyOGKNUejJ5q0SVavXo1jjz0WX//613HTTTdVejldnC0xc9v8x82YMQNXXHEFpk6dioMPPhj33Xcfxo8fj3nz5mHIkCEdW0cnQIuU7cSPf/xjrF27Fscccwz++c9/YvDgwZVe0hbDwXyhciFG/O4vIKC4YvCvcdfiq0E5xY5Z8YcRTuk4Bov4pgBR35SwUJHCxaMcBZMLkzifTxrWAgAsZqB/No1eOQuUEVjMFzOqHxmR40mWNhgwPaD/Oq9d0dHeds8ICmznDQqOTzkia4y8Np//1TRhxPpafNqrETs21URe7/9qxcmxzbSR8Cx80G89hrSkYYVCJ3Pr18JiBkasr4UVOriMHoWLjMPeMEBQ5FuONr/DJfy6C3EzIl5c009d+ambMI4V/CspxGOIF2wwJiZM27HQ8xqGSv/QItt6VnTsQiIJRokaWZDKBkZrjBIsawjatl/eQQwDrHLFczVbOTBSiwcOXKPqAl7YeQUc6qJPPgNjCMF+i6px9P/qMWuXZQCEyyzQcycdNzY2Yvz48RgzZky39Hna3nDScZ8U1oGalN/85je48MILcdFFFwEA7rrrLrz00kuYNm0apkyZ0qF1dAa0SNlOEEJw++23o6WlBYceeij+9re/Yccdd6z0sraI5d/9NmZMzmDE78Q3VAqKOKvFjwc+hGr/xLpjU13kMfKEW22LE164/RiIColwxETCiDhRyxMKKLAo3YRFaXGSGdFYj4Zs8GsdrlmRLc/SmwUgWNoQhDqKoy7913lY2mCAMpGakc/ve8QrQSD9YIoFSfi1/K+mSV3/tNc68bNunRBsobodh3rIGzYs39tkUXWrui9vOLCpC5u6+KyuESPW1waixCj1mYk7wm+lz3o34rKrXm87XUxhcgkRnUjm7WDII6i6Lu9PhcSMSC2ZG/CeMQCjtEvLdBxwyiJusIxSuCYFZRyt6SRMj8G2DPx5zzw+Sy8IXgsoap0qNFvC24URhmd3WRx9vYTBYiaWJ5pQ66Tw+vD1ZYcI9kRWr16Nr33taxg4cCCmT58Oo8zno9l8tqQmhXOO5uaoWI7H44jHS79s2LaN999/H9dee21k+7HHHot//etfHVpDZ0GLlO0IIQTTpk3D1VdfrYTKyJEjN/7ATszP+s+IZGaSLAOTmzh++diSoliLCZFQnP4JCxX5kLwZ/eOeV79OpFAIw8fV87BHy24wiopyRzQKc6/WGItEFJ4ZNltdP2nJ3qBcTGlO21TM6A1FXcKiZn0KkSJKmVKyPKpO8HIbKPB57Xp4hCNv2BHhkfQsNaSuONIiYYTBph4WJWVEYGDkGHnDUcJsZWw94NuTxJihjrnz+gzm1a/D7mvqEXcJcjGi3oelva1IaqjPejdItYQ8ZErWpWYeBYXCybwNRkjEFyabiqvtAEAohXRmC9Jk8vWU/8dtx2OIFWzYqVInYHkMFxSzxuRgUy8QqgDAgXWWmHWU8kTkpZzFfY1bBY8wrI21ot5OI2c4YIRhndUMAxT31r+Gy9Ye3qOiKcuWLcMxxxyD0aNH4/HHH9d291uBdDqNlesZGOegHYhIrVzPsGb5/1BTUxPZ/rOf/Qw33nhjyf5r1qyB53klA2779u2LFStWbPbzdya0SNnOEELw61//Gul0GoceeiheeeUVjBkzptLL2mIIKCinqg4lLFBkWkJGG1joRE2JaE1mocc4obOpjJwAwOyaD0D8E/eH1R8DAKpYRu373yqKk5aMVY8DgCeGvYE49wcOgmHWoPdx0pK9YYBExIzc/+OG1erbdZUbh0d4pM5k1/W9/DVyLMiIk+KQljQYCdJRHrjKKUuh4dBox4hHGDzC/MJipgQYALjEjewXvs78yw5ZEb2yQ8edV78ONvXwbl/xT2nvVX2RcqiqTxHrEYZ5y+tNJVrai7TI/YsjLO2ljWRUBRBiJpEPvGOy/mMsx4PpeRFfGokdFydH0QUUpOFmjcmp13/a+6IAdkFqFRz/fXKpA8oN9V7naXSwoOH/bgJAk9kGCgqLmVgba0WCWVhtNYERhitWH427G17tUUJl4cKFOOqoozBu3Dg8+OCDOoKylTjzzDNxzRUX4e35Lg7abfNEX8Hh+MNbNn479RGcfPLJkfvKRVHCFKfoOOddPm2nu3sqACEEN910E374wx/iiCOOwNtvv13pJW02A6aKmTGffn88fr58IprMZWgzGuESF8cvH4us5eKzWiEuGBFdN47B1EV2vTACcZ9/f8FkkW6VYorDpz9dcQraaDPaaLMSKADw2PB/4PHhr4MRFznaip+uOAU3rJighIpMxTACPDfkE/x5sLgsSq7A8vgaLI+vUQLApp5/cfFx/Sp8VteoBAogUjKf1a4HAHyVWoZV8bVCqAAl0ROPMHyVWoZFyRUqX+0RDtsXRgwMLnExL/2VEiROKGqwNL4KANBs5tV9DvXwRdUyfFG1FAuSy8AIw9LEKvxpyEeYNewzvDNgtXp+RkQhrmsAjiE6hVbVmWJuUL1VtlspTKS4OPQ5FT+OUaKcXXlou2dQuIaBbCqOXCKG1nRCXQjj8Ewj0hr8+0NdeH6UCQCe3LcFqxLNqHZT/mdTgEtcMOLBpQ5c6qj3Td52iKu2BWtniHFDbaOc4q6Gv8EDwz9/GPwezZgciODuxmeffYZx48bhuOOOw0MPPaQFylYklUrhjt8+hKdeL8BxN6++5IXZNurSBOeccw4ymUzk0p5IaWhogGEYJVGTVatWlURXuhqEc75576Bmq3Lvvfdi8uTJeO6553D44YdXejmbzICpD+HOxVcCAK4Y/GsQiNkppy8Vpk+z+v8DAHDbUjFb5qnM+9ipuT5SBGpwqNRLuLtHIiMogIiiOCSLXy+5DBOnNGP4PX8AAPxyqegumjzg0XbXOmXZJEyc0oyRv3spEu0JQzlFrMjiHQD6FxpKtlU7yZJtBqdotnJYmliltvUp1MMAgeW3YctUTvHxE14MNnWxMLlMRVHkOnduG6IEDAB8lVxSdp0MLHLClWRcMVxPRg8G5USN0B4rg5MvZeHJ1P7a17slKZfi+UKSAWscLGuwMGCNEzqmqEdZVWehz/pg+6o6C4wC/dY6WFVnIdPmIeYwf7o19zuDuCqgffAwW72/ALA2Jmp01lnNYIThqtXHYuKUZux95xvqdYbfk/DtOIvDA0OCxWBxU6WDimf1/Pvq/XDIr9/Dm/6snu4YUfnkk09wzDHH4Fvf+hamTJnS5b9td0Y8z8MO/WM4bHcLJ+xX+jdbjqY2hivua8OLL7+Gww47bOMPCLH//vtj7733xtSpU9W23XbbDSeddFKXLpzVIqUT8Mgjj+Dyyy/H//3f/2H8+PGVXs4mM2NyBlcO/i3uXPwDAMCVg38LwqkvWIRVPiDalWdMzmA2FkSGEAIhkzVfrABRcQIA/6p9M3Ks9pDCBQAIp0qcSDYkUgDA5CZMXpoBLRYqFjNhcBopenX8SEtYpGwI5p8Y+xV6w/IH/S1MLkOjuQYcDDVuA2gohZan4oQqb8vnZYRFhA0QnKhd4qLBrodDXVBO0a9QhypX/LP0CIdDXdUNM2Z5pt26FLXmUJGtpNhgDoASK8sarEg6TYoZsVax7e3BjfAIx1nvpkA5B2EcpufBcD3cf4Sr2oMBwCEemqxW1DhpAEKohGfqhKMev+z7fMn7IQmnhoLXFryQd646oOQ1dSeh8t577+FrX/sarrzySlx33XVaoGxDXnrpJUw4+Tj89pI00omNv88Pv5zH2maG9z7f/ILuGTNm4Nxzz8X/+3//DwceeCDuv/9+PPDAA5g7dy6GDh3akeV3CrRI6SQ888wzOP/88zF9+nRMmDCh0svZJORJ4crBd6qoCgBcNejuiBNt+OTxAV+Ir6obYTEDDvWwY1MdLEbwad06jFpbj8/qGuFQD/+qfRMAVORkUwiLlK8uL30PZ0zO4Pr+T6nbLrGRZOmgjiYkANoTMgAwMN8HBqeIMdmhxPFVallkn3BdSTnxAABttBVJlsLQ/AAsTCxDi9EIm7YqQfbLvs/jRPdkWP6f6Ih14kR6a99Z6lgMDD9ZeRIA4Mb+/weTm6pIVz53tVeNGieNPoVqv7DXwepY0G20Y9u2CQfvu6T9VMlbQ9arFJbBqRIpriE8WB7aX6SowuLBg6jbWW+J34dyYqI9ykVaaGgK9KbM6+kOQuXNN9/ECSecgBtvvBFXXnnlxh+g2SI459hzBwtD+1Ccc2Rig/suW8fw44fb8NHH8zrcUDF16lTcfvvtWL58OUaPHo0777yzy89c0iKlE/HnP/8ZZ555JqZNm4Zzzz230svZJEQ05U4QbpZY5Jfb95lqMcjO4BRv1P0Ndy2+Wt3/h/RHAIB3a97DgstP7/B62juRzJicwXUDHsMvlgXv7eQBj0aKb9sTKnmaj0RahuQCY7DiNE5YoLTHtSuDWSjhVJVNW7HksnOxw91/xJRlwfu5sZPjjMmZiEiRazC5iZRXhV5OBlVeXInDFfH1KoXS265REZbijqlNxSMMBqewqadSMuFUV5Ubx8GLRKpJCpQ2s6A6n86eLdJSUqA0mW3quNVuCqvia1UEJJzm2RzKCZViurPb7CuvvIJTTz0Vv/71r3HxxRdXejk9hjlz5mD/fffCHRdVoU9t+797v3k2h0yK4JUP7Xb36YlokdLJ+Nvf/oZTTjkFt99+Oy699NJKL2erIiMqf0h/hDfrXgVAEWMidL9381h1gpzQuud2+8Y6Y3ImIhKqvdpIZMWmpf8wyqWEivcvl2pwiYtPfnBUyfNviE19H2ZMzkSmUFNOhWAJCa4+hXpUeXF4hKlISr+CEA4GDwRFjBmwqaciReWQURCbeupz+7JqRSSNYnCKGrcqEnUCgIRnweAUa+Ktar9Gqw19Chk0m3kYIFhtNcHw3zsPoggWCKIfmxNFCVMsVLqzKAnzpz/9Ceeccw7+3//7fz1iKntn47DdLXgM+N43SuvZAOC/S1xMeSaHrxYuR79+/cru01PRIqUT8tZbb+Eb3/gGJk2ahF/96lfdqup+xuSML1JeA4ASkfJ27dtYdNlZFVnbDnf/UV03Qt35HlxMWTYJN/X7Q5n6BlqSxgnz0xWnAABu6ffHEoGyNZFi58cDH0KVV4sCzaLKE9ukUOlX6A0DBOusFiUmqt0UqrygYyDsYSNFi9wWFhYSh3hYZ0WFlBESefJxvZxqJDwLMWao4zDCVPuv5UeAqt2UOh4jDJRTXLHmaPym98sdip70dDjn+PWvf40bb7wRjz32GE455ZRKL6lHsnjxYuy0wxD87Jsp7Ng/+v+cc44bHs9iz+Em/u+NQjtH6LlokdJJ+eKLL3DiiSdixx13xJNPPolMpnu0QgZ1LL8F9SMSsgbj6kH3blYNyrZcXzi68uX3TlHbywmVMFKUSLb3a5kxOYNrB/4eDC5q3T4AgI+uOKIkgiALd5MsqYpqi7F8QRF2cV0eX1Oyn4xuMOKp6+HCXnlfnMVV0SsQdOi4xAlFr6J1Ij9cJQrJ7+jzYo+JemwtbNvGpZdeihdffBHPPfcc9tlnn0ovqUdz8oFxfL7Mw/VnJSPFym9/6uCRVwpYvKIZ6XR6A0fomWiR0olpbGzEGWecgeXLl+P555/HsGHDKr2kbUZXKEqcMTkTESl5mlX3yWhLpV/DjMkZXDPoPgDAr5Z8BxOnNGOvu14HUCocZH1HlVcFAGiwa9TUatn2LF1cHeLCpuJb3vtXjlOiR0JBIyJiz7v+obYXp76KhYhL3JIaIClOgO0v9LoDa9euxYQJE9Dc3IznnnsOgwYNqvSSejxNTU0Y3L8Ol56QwNidxN+Z63H88ME23HTbffj2t79d4RV2TrRI6eS4rosrrrgCzzzzDP70pz/hoIMOqvSSejQyUkF4aTSlM4gUiYz8bKiI+Na+swBA+a6YzEJvp0YZxgGAyUXLsEscvH/luK2+PrnGve98o8fViWwrPv30U3z961/HnnvuienTp6OqqqrSS9L4/O53v8Ovbr4St12QgkEJ/vqejb/NcfDV8gJMUxvAl0OLlC7Cvffeix/96Ee47777dOFbhZGtzoRTcMLKerJ0FWZMzuD2Pn/xIx4Grlp9LIDAZ0Ru72ihqmb78vLLL+OMM87AZZddhptvvhmUtp+a1Gx/bNvG0H4JnLh/DAfuauEH97Xhqf97HieccEKll9Zp0SKlC6H/AXUOZDRF8sul53dJgSKRUYxyEYyNRWQ0nQf9RaZrMHPmTHz7W2fggF1NLF7N8MkCRxvqbQAtUroY8+fPx4knnogxY8bg0Ucf1aHcCtGdTt573fU6Prxi8yy4NZ0HnRLuWnDOscsgE58vY3jvvfew9957V3pJnRotUroga9euxamnnorW1lY899xzGDhwYKWXpNFoKkBjYyMmTpyIZcuWdfvi+u7E/Pnzcf9PxuLOP+YqvZROj84XdEHq6+vxyiuvYMyYMdhnn33w97//vdJL0mg025kPP/wQ++23H0zTxFtvvaUFShdi5MiRWqBsIlqkdFFisRgefPBB3HzzzTjppJPw05/+FK67+UOpNBpN14JzjrvvvhuHHHIIJk2ahOeee67b+ChpNMXodE83YO7cuTjjjDNQV1eHJ598EkOGDKn0kjQazTZg3bp1uOCCC/D+++/jqaeewiGHHFLpJWk02xQdSekGjBo1CrNnz8Zuu+2GMWPGYNasWZVekkaj2cq8+eabGDNmDDjnmDNnjhYomh6BFindhFQqhfvvvx/Tpk3Deeedh+9///soFPQcCI2mq+N5Hn7xi1/ga1/7Gq655hr86U9/Qn19faWXpdFsF3S6pxvy5Zdf4swzz4Trunj66acxYsSISi9Jo9F0gOXLl+Pcc8/FokWL8PTTT2Ps2LGVXpJGs13RkZRuyA477IA333wTRx55JPbZZx889thjlV6SRqPZTP76179izz33RP/+/fH+++9rgaLpkehISjfnhRdewKRJk3DCCSfgnnvu0VM2NZpOjm3buP766zF16lTcc889OO+887QjqabHoiMp3Zzjjz8ec+bMwaJFizB69Gi89NJLlV6SRqNph9mzZ2OfffbBSy+9hNmzZ2PSpElaoGh6NFqk9AAGDhyIv/3tb7j22mtxxhln4LzzzsPatWsrvSyNRuPT1taGq666CocddhjOOOMMvPvuu9h1110rvSyNpuJokdJDoJTikksuwdy5c9HU1ISRI0fiqaeegs72aTSV5eWXX8bo0aMxe/ZsfPDBB/jpT3+KWCxW6WVpNJ0CXZPSA+GcY+bMmbj88sux7777YurUqdoATqPZzqxduxZXX301nn32Wdx22234zne+oyebazRF6L+IHgghBKeffjrmz5+P3r17Y/To0bjnnnvAGKv00jSabg/nHE8//TRGjhyJtWvXYu7cubj00ku1QNFoyqAjKRr87W9/w8UXX4z+/fvjgQcewG677VbpJWk03ZLFixfju9/9Lt555x3cfffdOOOMM3RhrEazAbR01+Doo4/GJ598ggMPPBD77LMPbrrpJti2XellaTTdBsYYpk6dilGjRqG+vh7z58/HxIkTtUDRaDaCjqRoIrz33nu48MILkcvlcPvtt+Okk07S/0g1mi3g9ddfx9VXX421a9fivvvuw7HHHlvpJWk0XQYdSdFE2GefffD+++/jqquuwsUXX4zDDz8cs2fPrvSyNJoux3//+1+cdNJJOPHEEzFhwgTMmzdPCxSNZjPRIkVTgmmauOSSS/DFF1/gkEMOwWGHHYZvfvObWLhwYaWXptF0elavXo3LL78cY8aMwcCBA/HFF19g8uTJSCaTlV6aRtPl0CJF0y6ZTAa/+MUv8N///heGYWDkyJG49tpr0dTUVOmlaTSdjnw+j9tuuw077bQTFi5ciA8++ABTp05Fnz59Kr00jabLokWKZqMMHjwY06dPx5tvvol33nkHO+20E+699144jlPppWk0FYcxhieffBK77LILZsyYgT/+8Y94/vnnMXLkyEovTaPp8ujCWc1mwTnHn//8Z1xzzTUAgNtvvx0nnniiLq7V9EjeeOMNXH311Vi2bBluvfVWnHPOOdrvRKPZiui/Js1mQQjBiSeeiE8++QQ/+MEPcNFFF+GII47AP/7xD22xr+kxfPDBBzjllFNw/PHH46STTsJnn32G8847TwsUjWYro/+iNB3Csixceuml+Pzzz3H44YdjwoQJOOigg/D8889rsaLplnDO8c9//hPHHXccxo0bh6FDh+KLL77Addddh1QqVenlaTTdEi1SNFtETU0NbrzxRixcuBATJkzAxRdfjD333BNPPfUUXNet9PI0mi2Gc44XXngB48aNwze+8Q3su+++WLBgAe666y707du30svTaLo1uiZFs1XJ5/N45JFHcNttt8EwDPz4xz/Geeedh3g8XumlaTSbhed5mDlzJqZMmYLly5fjqquuwqWXXopMJlPppWk0PQYtUjTbBNd18fTTT2PKlClobGzE1VdfjYsvvhjpdLrSS9NoNoht23jsscdw2223wbZtXHPNNbjgggu0z4lGUwG0SNFsUxhjeO6553Drrbfif//7H37wgx/g8ssvR69evSq9NI0mQltbGx588EHccccdSKfTmDx5Ms466yxYllXppWk0PRYtUjTbBc45Xn31Vdx66614++23cdZZZ+Hiiy/Gvvvuq9uXNRVl3rx5uP/++zF9+nTssMMO+MlPfoKTTz5Zd+poNJ0A/Veo2S4QQnDUUUfh73//O958801YloWjjz4aY8eOxbRp09Dc3FzpJWp6ELlcDo899hjGjRuHsWPHYu3atZg1axZmz56NU089VQsUjaaToCMpmorR2tqKp59+Gvfffz/mzp2Ls846C9/5znewzz776OiKZpswb948PPDAA3j00UfRt29ffOc738G5556L+vr6Si9No9GUQX9d0FSMdDqNiy66CO+++66Krhx11FE6uqLZquRyOTz++OMqarJ69WrMmjUL8+bNwxVXXKEFikbTidGRFE2nQkZX7rvvPsybN0/Xrmg6THHU5OKLL8Z5552nRYlG04XQIkXTafnggw/wwAMP4IknnkCfPn1w2mmn4bTTTsPee++tBYumLPPmzcPMmTMxc+ZMfPbZZzjttNPwne98B4cccoj+ndFouiBapGg6PblcDi+99BJmzpyJ5557Dr169VKCZb/99tNFjj0Yzjn+85//YObMmfi///s/fPXVVxg/fjxOO+00fP3rX9fGaxpNF0eLFE2XolAo4JVXXsHMmTMxa9YspNNpTJgwAaeffjoOPPBALVh6AJxzzJkzR0VMlixZghNOOAGnnXYajj/+eG0YqNF0I7RI0XRZbNvGq6++ipkzZ+KPf/wj4vE4JkyYgNNOOw2HHHIIDMOo9BI1WwnOOd577z0lTFatWoUTTzwRp512Go477jg94E+j6aZokaLpFjiOg9dffx0zZ87Es88+C9d1ccQRR+DII4/EUUcdhV122UXXJHQxFixYgFdffRV///vf8eqrryKbzeKkk07CaaedhmOPPRaJRKLSS9RoNNsYLVI03Q7P8/Dee++pE9xbb72FXr164cgjj1SiZciQIZVepqaIlStX4h//+IcSJYsWLcL++++Po446CkceeSQOOOAAPahSo+lhaJGi6fbk83n8+9//xquvvopXX30V7777LoYOHapOfkcccQT69OlT6WX2OBobG/H6668rMTl//nyMGTNGiclx48bp+hKNpoejRYqmx9HS0oI33nhDfWP/+OOPMWrUKBx44IEYO3Ys9tprL+y+++566u1WxLZtzJs3Dx9++CE+/PBDvP3223j//fcxYsQIFd067LDDtIeJRqOJoEWKpsezZs0avPbaa5g9ezY++OADfPjhh2hsbMTIkSOx1157Ya+99sLYsWMxZswY1NTUVHq5nZ62tjZ8/PHH6r388MMP8Z///AeJRAJjxozB2LFjsc8+++Dwww/HwIEDK71cjUbTidEiRaMpgnOOJUuWRE6yH3zwAZYsWYIddthBRVv22msv7LLLLhg8eDAsy6r0src7nudh6dKl+PzzzyPv02effYaGhobI+zR27FgMHz5ct4hrNJrNQosUjWYTWb16tToZy8uXX34JxhgGDRqE4cOHY/jw4Rg2bFjk54ABA7pkOzTnHCtWrMBXX32FBQsW4KuvvopcX7RoERhjGDJkiBIjUpD0799fd1NpNJotRosUjWYLkNGE4hO5vL1kyRKYpokhQ4Yo4dK3b1/U1dWhtrYWtbW1Jdczmcw2ETWMMbS0tGD9+vVobGxEY2NjyfXVq1er17Fw4ULk83n0798/IrrC13tqFEmj0WwftEjRaLYhtm1j0aJFEQGzZs2aEoEgb3ueBwDIZDIR8dKRIt5CoRA5dlNTEzjnoJSq4xYLpfr6+kgkaOjQobqAWKPRVAwtUjSaTgLnHG1tbSVRjvXr16NQKGz28SzLUuIjLHjS6bSuDdFoNF0CLVI0Go1Go9F0SvTXKY1Go9FoNJ0SLVI0Go1Go9F0SrRI0Wg0Go1G0ynRIkWj0Wg0Gk2nRIsUjUaj0Wg0nRItUjQajUaj0XRKtEjRaDQajUbTKdEiRaPRaDQaTadEixSNRqPRaDSdEi1SNBqNRqPRdEq0SNFoNBqNRtMp0SJFo9FoNBpNp0SLFI1Go9FoNJ0SLVI0Go1Go9F0SrRI0Wg0Go1G0ynRIkWj0Wg0Gk2nRIsUjUaj0Wg0nRItUjQajUaj0XRKtEjRaDQajUbTKdEiRaPRaDQaTadEixSNRqPRaDSdEi1SNBqNRqPRdEq0SNFoNBqNRtMp0SJFo9FoNBpNp0SLFI1Go9FoNJ0SLVI0Go1Go9F0SrRI0Wg0Go1G0ynRIkWj0Wg0Gk2nRIsUjUaj0Wg0nRItUjQajUaj0XRKtEjRaDQajUbTKfn/GIyoIHmWLjIAAAAASUVORK5CYII=", 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    " ] @@ -891,7 +884,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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    " ] @@ -935,7 +928,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
    " ] @@ -997,7 +990,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.12" + "version": "3.11.11" } }, "nbformat": 4, From cdfb94da893690e280896964eea2d48f2e67ebae Mon Sep 17 00:00:00 2001 From: Charles Turner Date: Thu, 5 Jun 2025 09:48:41 +1000 Subject: [PATCH 15/16] Notes about resources & environments --- Recipes/Sea_Ice_Coordinates.ipynb | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/Recipes/Sea_Ice_Coordinates.ipynb b/Recipes/Sea_Ice_Coordinates.ipynb index fe3e8707..8942cbde 100644 --- a/Recipes/Sea_Ice_Coordinates.ipynb +++ b/Recipes/Sea_Ice_Coordinates.ipynb @@ -13,7 +13,10 @@ "source": [ "This script shows how to load and plot sea ice concentration from sea ice models (CICE5, and SIS2) output, while also indicating how to get around some of the pitfalls and foibles in CICE temporal and spatial gridding.\n", "\n", - "Requirements: The `conda/analysis3` module from `/g/data/xp65/public/modules`. " + "Requirements: The `conda/analysis3` module from `/g/data/xp65/public/modules`. \n", + "\n", + "- This recipe directly searches the intake catalog for coordinates, and so will require `conda/analysis3-25.02` or later.\n", + "- This recipe was run on a large ARE instance, and may not work if run with fewer resources.\n" ] }, { From fabd631e23ba82cc47e5f8b28ce6501dce160d70 Mon Sep 17 00:00:00 2001 From: Charles Turner Date: Thu, 5 Jun 2025 10:41:32 +1000 Subject: [PATCH 16/16] Add 'coordinates' to the title cell --- Recipes/Sea_Ice_Coordinates.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Recipes/Sea_Ice_Coordinates.ipynb b/Recipes/Sea_Ice_Coordinates.ipynb index 8942cbde..4e21bc63 100644 --- a/Recipes/Sea_Ice_Coordinates.ipynb +++ b/Recipes/Sea_Ice_Coordinates.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Sea ice plotting examples" + "# Sea Ice Coordinates & Plotting Examples" ] }, {
    \n", - " Comm: tcp://127.0.0.1:37947\n", + " Comm: tcp://127.0.0.1:34485\n", " \n", " Total threads: 1\n", @@ -459,7 +452,7 @@ "
    \n", - " Dashboard: /proxy/44177/status\n", + " Dashboard: /proxy/46767/status\n", " \n", " Memory: 4.57 GiB\n", @@ -467,13 +460,13 @@ "
    \n", - " Nanny: tcp://127.0.0.1:40481\n", + " Nanny: tcp://127.0.0.1:40559\n", "
    \n", - " Local directory: /jobfs/142032123.gadi-pbs/dask-scratch-space/worker-txj3orff\n", + " Local directory: /jobfs/142261443.gadi-pbs/dask-scratch-space/worker-kvv9ifjo\n", "