{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Sea Ice Coordinates & Plotting Examples" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This recipe 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`. \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" ] }, { "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", "\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/plain": [ "'/proxy/8787/status'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "client = Client(threads_per_worker=1)\n", "client.dashboard_link" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "Open the catalog" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [], "source": [ "catalog = intake.cat.access_nri" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we will select an experiment which uses the `cice5` sea ice model. Experiment `01deg_jra55v13_ryf9091` is a 0.1-degree repeat-year forcing run using MOM5. In CICE, areal sea ice concentration is called `aice_m`, where the `m` refers to the variable being averaged on a monthly basis.\n", "\n", "If you want a different experiment change the necessary values." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "model = \"cice5\"\n", "experiment = \"01deg_jra55v13_ryf9091\" \n", "variable = \"aice_m\"\n", "area_variable = \"area_t\"\n", "geo_variables = [\"geolon_t\", \"geolat_t\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note**: We could adapt these variables to instead select another experiment or even one using SIS2 and MOM6 by specifying:\n", "\n", "```python\n", "experiment = \"OM4_025.JRA_RYF\"\n", "variable = \"siconc\"\n", "area_variable = \"areacello\"\n", "geo_variables = [\"geolon\", \"geolat\"]\n", "```\n", "Since the SIS2 model is smaller than the CICE5 model, it may be easier to use if you have limited computing power." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "

01deg_jra55v13_ryf9091 catalog with 22 dataset(s) from 11947 asset(s):

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" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cat_subset = catalog[experiment]\n", "cat_subset" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "

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(\n", " variable = variable, \n", " frequency = \"1mon\"\n", " )\n", "var_search" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we open the dataset as an xarray dataset. We use the `decode_coords=False` flag, to get around some messy issues with the way xarray decides to load CICE grids. To speed up opening data, we also set xarray [combine by coords](https://docs.xarray.dev/en/latest/generated/xarray.combine_by_coords.html) arguments here, as the data are spread across many files. These arguments can always be used to speed up opening data from CICE4 and CICE5 models, or any case where it is safe to assume the coordinates (other than time) in the first file opened are identical for the whole dataset. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.08/lib/python3.11/site-packages/intake_esm/core.py:301: FutureWarning: When grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n", " records = grouped.get_group(internal_key).to_dict(orient='records')\n", "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.08/lib/python3.11/site-packages/distributed/client.py:3363: UserWarning: Sending large graph of size 12.31 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": [ "dset = var_search.to_dask( \n", " xarray_open_kwargs=dict(\n", " decode_coords = False,\n", " chunks = -1 # Read each file as a whole\n", " ) , \n", " xarray_combine_by_coords_kwargs=dict(\n", " compat=\"override\", # Speeds up performance (see Issue #460 on the Github repo for discussion on this)\n", " data_vars=\"minimal\",\n", " coords=\"minimal\"\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'aice_m' (time: 3360, nj: 2700, ni: 3600)> Size: 131GB\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",
       "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
" ], "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": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sic = dset[variable]\n", "sic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**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": 9, "metadata": { "tags": [] }, "outputs": [], "source": [ "sic['time'] = sic.time.to_pandas() - timedelta(hours = 12)" ] }, { "cell_type": "markdown", "metadata": {}, "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": 10, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'aice_m' (time: 120, nj: 2700, ni: 3600)> Size: 5GB\n",
       "dask.array<getitem, shape=(120, 2700, 3600), dtype=float32, chunksize=(12, 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",
       "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
" ], "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, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sic = sic.chunk({\"time\": 12})\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": 11, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.08/lib/python3.11/site-packages/intake_esm/core.py:301: FutureWarning: When grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n", " records = grouped.get_group(internal_key).to_dict(orient='records')\n", "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.08/lib/python3.11/site-packages/intake_esm/source.py:306: 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": [ "
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<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": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "var_search = cat_subset.search(variable = area_variable)\n", "\n", "ds = var_search.to_dask()\n", "area = ds[area_variable].load()\n", "area" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our CICE data is missing x- and y-coordinate values, so we can also get them from `area_t`" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'aice_m' (time: 120, yt_ocean: 2700, xt_ocean: 3600)> Size: 5GB\n",
       "dask.array<getitem, shape=(120, 2700, 3600), dtype=float32, chunksize=(12, 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",
       "  * 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
" ], "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", " * 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": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "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(({\n", " 'ni': 'xt_ocean', \n", " 'nj': 'yt_ocean'\n", " }))\n", "sic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:**\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, so it doesn't matter in practice.\n", "\n", "The real longitude and latitudes are the 2-dimensional `geolon_t` and `geolat_t`, respectively.\n", "\n", "Also, if you are looking at SIS2 output you will have to update the names of the indices (`xt_ocean` and `yt_ocean`) here and below." ] }, { "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": 13, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray (time: 120, yt_ocean: 2700, xt_ocean: 3600)> Size: 5GB\n",
       "dask.array<mul, shape=(120, 2700, 3600), dtype=float32, chunksize=(12, 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",
       "  * 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
" ], "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", " * 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" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sic = sic.where(sic >= 0.15)\n", "si_area = sic * area\n", "si_area = si_area.drop_vars({'geolon_t', 'geolat_t'})\n", "si_area" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray (time: 120)> Size: 480B\n",
       "dask.array<sum-aggregate, shape=(120,), dtype=float32, chunksize=(12,), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * time     (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00
" ], "text/plain": [ " Size: 480B\n", "dask.array\n", "Coordinates:\n", " * time (time) object 960B 1981-01-31 12:00:00 ... 1990-12-31 12:00:00" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SH_area = si_area.sel(yt_ocean = slice(-90, -45)).sum(['xt_ocean', 'yt_ocean'])\n", "NH_area = si_area.sel(yt_ocean = slice(45, 90)).sum(['xt_ocean', 'yt_ocean'])\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": 15, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.08/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", "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.08/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" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(SH_area / 1e12).plot(label = 'Antarctic') # convert from m^2 -> 10^6 km^2\n", "(NH_area / 1e12).plot(label = 'Arctic') # convert from m^2 -> 10^6 km^2\n", "\n", "plt.legend(loc='lower right')\n", "plt.ylabel('Sea Ice Area (10$^6$ km$^2$)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the seasonal cycle of sea-ice area:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.08/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", "/g/data/xp65/public/apps/med_conda/envs/analysis3-25.08/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" ] }, { "data": { "image/png": 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LuqpexrrTwpN8Nff9zt53i53g1sWn5auYSc7IZvj8/ey7GI+LvQ0Lnm1ASJB8gIm7MrMNvLDoAFtPX8PF3oalzzeiVhkPrWMVe1LgPIJZFjip8XBoMRycr/azuaNsU7VvTdXuMvPv41IUiDt5t//OxVDITsv9mFJV1YKnfFu1pcfOWZuswmgS07MYNm8fYZG3cHWwYeHwhtQrW0LrWMIEpWfpGTZ/H3suxOPhZMsvLzSW9cc0JgXOI5hNgaMoELVPba05vgr0Gep+ezeo/SSEDAfvqtpmtCTZGRC193Zn5S0QEw7860/E2k6dXTm4tVr0yOzKZichLYuh8/ZxOOoW7o62LBrRUL6Vi4dKzshmyNy9HIq8RUkXe5aPbEywLPGgGSlwHsHkC5yMJDiyTB0NdfXY3f1+tdW+NTX6gr38gRW61Hj1ctaFLXB+KyRE5r6/RBAMWaVOOihM3q3UTAbP3cux6ERKONmyaEQjapSWKfrFoyWkZvHUnD2cuJKIn7sDy0c2IcDTSetYxVJeP79Ncqzw9u3b6d69O/7+/uh0OlavXv3Ax44cORKdTsc333xTZPkKVexRWPsafFkF1r2uFjc2DlBnMDz/D7ywDeo/I8VNUXHyVOcM6jEdxh6BMWHQ5Quo3FWda+fmRVjcD1JuaJ1UPEJ8SiZPzVGLG09nO5Y+31iKG5Fn7k5qa1/5Us5cSUhn8Ny9xCWmax1LPIRJFjgpKSnUrl2bGTNmPPRxq1evZu/evfj7m/kaMVlpEP4z/PgEzGquXo7KTIaSlaDTp/D6Kej1P3WmXhndox2dDrzKQ8Pn4amlMOYAuAdA/Hn45Sn19yhM0vXkDJ6avYeTVxIp6WLPLy80pqqfCbbcCpPm5WLPkucaE+DpyKUbqQz6cS/xKUZa2kYYnUmOH+7cuTOdO3d+6GOio6MZPXo0f//9N127di2iZEZ247xazIQvgbSb6j4rG7WzcMgIdSZeKWhMl6svDPoV5nZU++2sGgn9FljeJIpmLi4xnad/3Mu5uGS8Xe1Z+nxjKnhLC6jIH193B5Y+15j+s3ZzNi6ZIXP3svT5xrg7ytIwpsYs34kNBgNDhgzhzTffpHr16nl6TkZGBomJiblumtBnqcsn/NQTpteD3TPU4sY9ANq+D6+dgP4LoFwLKW7MgXdVeHIxWNmqv9eN72udSPxLbEI6T87ew7m4ZPzcHVg2sokUN6LAAjydWPJ8I0q62HE8JpHhC/aTkpGtdSzxH2ZZ4EybNg0bGxteeeWVPD9n6tSpuLu759wCAgIKMeF9JFyGfybD1zVg+VC14yo6qNgRnloGrx6Glm+AqyzsZ3bKtYReM9Xt3TNg72xt8wgAom+lMXD2bi5cT6G0hyPLXmhCuZIyxF8YR/lSLiwa0Qh3R1sOXrrJ8z8dID1L/+gniiJjdgXOwYMH+fbbb1mwYAG6x2jhePvtt0lISMi5RUVFFWLK2wwGOLsJfn4avqkJ2z+D5FhwLgUtXleLmkHLoXInGWps7moNUFvgANZPgFPrtM1TzEXFpzLwh91cupFKgKcjv7zQmLJeMuJFGFdVPzcWDm+Is501u87fYNSSsJzVyIX2zK7A2bFjB3FxcZQtWxYbGxtsbGy4dOkSr7/+OkFBQQ98nr29PW5ubrluhSblOoR+Dd/VgSV94fQ6UAwQ1AL6zVcvQ7X7AEoEFl4GUfRavA71nlF/17+NgMsHtU5ULF26kcKTs/dw+WYaQV5OLHtBhvOKwlMnwIN5wxrgYGvFP6fieG1ZOHpDsZx9xeSYZCfjhxkyZAjt27fPta9jx44MGTKEZ599VqNUt2UkwR9j4eSau4s72rtDnach5FkoVVnTeKKQ6XTQ9StIjIZzm2DpAHhukyybUYQirqfw1Ow9xCamE1zSmaXPN8bXXRZSFYWrUbAXPwwJ4bmF+1l39AqOdtZ81rcWVlbSj1JLJlngJCcnc+7cuZyfIyIiCA8Px9PTk7Jly+LllXsxPFtbW3x9falcWeMCws5FnbdGnwn+9dTlE6r3ATv59lhsWNuoncTnd1FXNF/SD0ZsVOfTEYXqXFwyT8/ZQ1xSBhW8XVj6fCO8XaW4EUWjVaVSTH+qHi8vDeO3g5dxsrNmYo/qj9WVQhiXSV6iOnDgAHXr1qVu3boAjBs3jrp16/LBBx9onOwRdDroPA1e2AovbIG6g6W4KY7sXeHp5eBWBm6cg5+fgiyZEKwwnbmaxJOzdxOXlEEVX1d+eaGxFDeiyHWq4csX/Wuh08FPuy8xbf1piuliASZBlmow1aUahPmLO6nOkZORANV7Q995MkdOITh5JTFnwrVqfm4sfq4Rns52WscSxdjSvZG8s+ooAG90qMTothU1TmRZzHqpBiEsgndVGLhInSPn+CrY9KHWiSzOsegEnpqzh/iUTGqWdmfp81LcCO093ags73VVF0H+YsMZ5oZGaJyoeJICR4jCFNwKev5P3d71Heybo20eC3I46hZPz9nDrdQsagd4sPi5Rng4SXEjTMNzLYIZ90QlAD5ee4Kf90U+4hnC2KTAEaKw1R4Ibd9Tt/8aD6f+1DaPBQiLvMngH/eSmJ5N/cASLBrRUKbKFyZnTNsKjGwVDMA7q47ye3i0xomKFylwhCgKLd6AekNvz5EzHKJljpz8OnAxnqFz95GUkU3DIE8WDm+Im4MUN8L06HQ63upUhSGNA1EUGLf8MH8fj9U6VrEhBY4QReHOHDnl20F2GiwdCDcvap3K7Oy5cIOh8/aRnJFNk2AvFgxvgIu9Sc52IQSgFjkTe1SnT73S6A0KY5YeYtuZa1rHKhakwBGiqFjbwoCF4FsTUq7B4n6QGq91KrOx89x1hs3fR2qmnhYVSzJvWAOc7KS4EabPykrHZ31r0aWmL5l6AyMXHWDvhRtax7J4UuAIUZTsXeHpX2/PkXMWfnla5sjJg21nrjF8wX7Sswy0rlyKOUNDcLST9duE+bCxtuKbgXVpU7kU6VkGRiw8wOGoW1rHsmhS4AhR1Nz8YNCvYO8Gkbth9UvqwqzivraciuP5hQfIyDbQvqo3Pwypj4OtFDfC/NjZWPH94Po0CfYiOSObofP2cfJKotaxLJYUOEJowacaDFx8e46clbD5I60TmaSNJ67ywqIDZOoNdKzuw8xB9bG3keJGmC8HW2t+fCaEemU9SEjLYsjcvVy4lqx1LIskBY4QWgluBT1nqNs7v5U5cv7jr6NXeGnxQbL0Cl1r+jHj6XrY2chbljB/zvY2zH+2IdX83LienMmgH/cSFZ+qdSyLI+8WQmip9pPQ5l11+6/xcPovbfOYiD8OxzD650NkGxR61vHn2yfrYGstb1fCcrg72rJoREMqeLtwJSGdQT/u5Wqi9MczJnnHEEJrLd9UF2bNmSMnTOtEmlp9KJpXfzmE3qDQp15pvhpQBxspboQF8nKxZ/GIRpT1dCIyPpVBP+7lRnKG1rEshrxrCKE1nQ66fQPl20JWKiwdUGznyPnt4GVeWx6OQYEBIWX4vF9trK10WscSotD4ujuw5LlG+Lk7cC4umSFz95GQlqV1LIsgBY4QpsDaFvovBJ/bc+Qs6V/s5sj5ZV8kb/52GEVRFyv8tE8tKW5EsRDg6cTi5xpR0sWOE1cSeXb+PlIysrWOZfakwBHCVDi4waDl4FYarp+BZYMhu3g0Vy/ac4m3Vh5FUeCZJoFM7lUDKyluRDFSvpQLi0Y0wt3RlrDIWzy38ADpWXqtY5k1KXCEMCVu/nfnyLm0s1jMkbNozyXeX30MgBHNy/FRj+rodFLciOKnqp8bPw1viIu9Dbsv3GDUkjAys8307z85DuIjNI0gBY4QpsanOgxcBFY2cGwFbJ6odaJCcy4umUl/HAdgZKtg3utaVYobUazVDvBg7jMhONha8c+pOF5bFk623syKnLRbsKgPzOsEV09oFkMKHCFMUXBr6DFd3d75Deyfq2WaQqEoChP/OE6WXqFtFW/e6lRFihshgEbBXvwwJAQ7ayvWHb3ChBVHMRgUrWPlTWaKOlDi6lFAAVsHzaJIgSOEqarzNLR+R93+8w04vV7bPEb29/Gr7Dh7HTtrKz7sXk2KGyH+pVWlUnz3VF2srXSsCLvMh2uOoygmXuRkZ8LyoRC1FxzcYfBK8AzWLI4UOEKYslbjoc6dOXKetZg5ctIy9Xy8Vm26HtkqmEAvZ40TCWF6OtXw5cv+tdHp1L5qn/51ynSLHIMeVr0A5zaBrRMM+g18a2gaSQocIUyZTgfdv4HgNrfnyBkINy9pnarAvt92nuhbaZT2cGRU6wpaxxHCZPWqW5opvWsC8MP2C0z/55zGie5DUWDdODi+Sl1fb+BiCGiodSopcIQweda2MOAn8KkBKXGwpB+k3dQ6Vb5dupHCrG3nAXiva1Uc7WTxTCEe5qmGZXm/WzUAvtp4hh93XNA40X9snggHF4DOCvr+CBXaaZ0IkAJHCPPg4KYOH78zR84v5jtHzsdrT5CZbaB5hZJ0quGrdRwhzMKI5uV4/YlKAHyy7iRL90ZqnOi20G8g9Gt1u9s3UL2XhmFykwJHCHPh5g9PLwc7V7gUCqtHmd0cOf+cusqmk3HYWOlkvhshHtPothV4sVV5AN5bfZTIGxqvQH5wAWz6UN1+4mOo/4ymcf5LChwhzIlvDRj40+05cn6Dfz7WOlGepWfpmfiH2rF4RPNyVPB20TiREOZFp9MxoVNlmgR7YVBg5aHL2oU5thL+GKtuNx8HzV7RLssDSIEjhLkp3xa6f6duh34FB+ZpmyeP5oZGcOlGKt6u9oxpV1HrOEKYJZ1Ox4AGZQBYdSham1FVZzfByhcABUKGQ7sPij5DHkiBI4Q5qjsIWr+tbq97Hc5s0DbPI0TfSmP6P2cBeLdrVVzsbTROJIT56ljdFyc7ay7dSCUssogHHETuUdfJM2RBjb7Q5Qt1tKcJkgJHCHPVagLUGaTOkfPrMIg5pHWiB5qy7iTpWQYaBnnSo7a/1nGEMGtOdjY5HfRXhEUX3Yljj8KSAZCdBhWegF6zwMp0R0FKgSOEudLpoPu3t+fISVHnyLllIiMr/iX07HXWHb2ClQ4m9pSOxUIYQ9966mWqtYdjimbV8Rvn1fWlMhKgbBN16gobu8I/bwFIgSOEObszR453dUi+CotNa46czGwDH65RVwof2iSIqn5uGicSwjI0DvbCz92BxPRstpyKK9yTJcbAT73Uebh8a8JTv4CdU+Ge0wikwBHC3N2ZI8fVH66fhmVDTGaOnIW7LnL+Wgpezna8dnsODyFEwVlb6ehZpzRQyJepUm6oxU1CJHiWV9eXcvQovPMZkRQ4QlgC99Iw6PYcORd3wO8vq9OnayguMZ1vNp0BYELnKrg72mqaRwhL06eeWuBsPR3HjeRC+FKTkQRL+qpfnNxKw9DV4OJt/PMUEilwhLAUvjVhwEJ1jpyjv2o+R87Uv06RkqmnToAH/W73FxBCGE8lH1dqlnYn26Cw9sgV4x48Kx1+fkodvODkBUNWg0dZ456jkJlkgbN9+3a6d++Ov78/Op2O1atX59yXlZXFhAkTqFmzJs7Ozvj7+zN06FBiYmK0CyyEqajQTu14DLDjSzgwX5MY+yLiWXUoGp0OJvWsjpWVdCwWojD0rqu24qwMM+Kkf/ps+G242hps5wqDV0Ap87vEbJIFTkpKCrVr12bGjBn33JeamkpYWBjvv/8+YWFhrFy5kjNnztCjRw8NkgphguoOhlZvqdvrXoezG4v09Nl6Ax/8rnYsfrJBWWqV8SjS8wtRnPSo44+1lY7DlxM4F5dc8AMaDLBmNJxeB9b28PQv4F+34MfVgEnOttW5c2c6d+583/vc3d3ZuDH3G/b06dNp2LAhkZGRlC1rXk1oQhSK1m+pQ8YPL4Xlz8Dz/4B3lSI59ZK9kZyKTcLd0ZY3O1YuknMKUVyVdLGndaVSbD4Vx6pDl3mzYwH+zhUF/n4bDv8MOmv1kndQc+OFLWIm2YLzuBISEtDpdHh4eDzwMRkZGSQmJua6CWGx7syRE9RCnSPn12GQWfgL811PzuDLDacBeKNjZTydTXueDCEsQe/bnY1XhUVjMBRgcMG2abB3lrrd63uofP+GBnNh9gVOeno6b731Fk8//TRubg+eY2Pq1Km4u7vn3AICAoowpRAasLGDfvPA2RuunYS/xhf6KT9ff5rE9Gyq+7vxdENpTRWiKLSv6oOrgw0xCensibiRv4PsmQVbp6rbnT+H2gONF1AjZl3gZGVl8eSTT2IwGJg5c+ZDH/v222+TkJCQc4uKiiqilEJoyMUb+s4BdHBoERxZXminCo+6xbID6t/VpJ7VsZaOxUIUCQdba7rV8gPUVpzHFv4zrJ+gbrd5Fxq9YMR02jHbAicrK4sBAwYQERHBxo0bH9p6A2Bvb4+bm1uumxDFQnBraHW79eaPsXD9rNFPYTAoOR2L+9YrQ/1AT6OfQwjxYL3rqlMx/Hn0CmmZj7F0w6l16rxZAI1HQcs3CyGdNsyywLlT3Jw9e5ZNmzbh5eWldSQhTFurCbn742SlGfXwyw9EceRyAq72NkzoLB2LhShqIYElCPB0JCVTz4YTsXl7UsR2+PVZUPTqwr0dJpvsyuD5YZQCJysri6ioKE6fPk18fHyBj5ecnEx4eDjh4eEAREREEB4eTmRkJNnZ2fTr148DBw6wZMkS9Ho9sbGxxMbGkpmZWeBzC2GRrKyhzxxwKglXj8H6t4126FupmUxbfwqAsU9UwtvVwWjHFkLkjZWVLqcVZ2VeLlNFH1Qn8tNnQJVu0P07sDLLNo8Hyve/Jjk5mR9++IHWrVvj7u5OUFAQ1apVo1SpUgQGBvL888+zf//+fB37wIED1K1bl7p11bH348aNo27dunzwwQdcvnyZNWvWcPnyZerUqYOfn1/ObdeuXfn95whh+dz8oM9sQAcH58OxFUY57JcbznAzNYtKPi4MbRJolGMKIR7fnUn/dpy9Rlxi+oMfGHdKXZg3MxnKtYK+c8HaJGeNKZB8FThff/01QUFBzJkzh7Zt27Jy5UrCw8M5ffo0u3fv5sMPPyQ7O5snnniCTp06cfbs413zb926NYqi3HNbsGABQUFB971PURRat26dn3+OEMVHhXbQYpy6veZVuHG+QIc7Fp3Akr2XAPioR3VsrS3rG6AQ5qRcSWfqlfXAoMDv4Q+Y3f/mJVjUG9LioXR9eHIJ2Fpmq2u+SrZdu3axZcsWatased/7GzZsyPDhw5k1axZz585l27ZtVKxYsUBBhRBG0voduLQbInep/XFGbMzXG5yiKHy45jgGBbrV8qNp+ZLGzyqEeCx96pUhLPIWKw9F83zL4Nx3Jl2FRb0gKQZKVYVBv4G9qyY5i4JOUTReclgjiYmJuLu7k5CQICOqRPGTEA0/tIDUG9Dgeej6xWMfYmXYZcYtP4yTnTWbX2+Fn7tjIQQVQjyOW6mZNJy8mUy9gT9faUE1/9ufb2m3YEFXtQ+eR1kYvkG9bG2G8vr5Le3JQhRH7qWh92x1e/8cOL76sZ6elJ7FlD/VjsVj2laU4kYIE+HhZEfbKt4ArDp0ewHOzBRYOkAtblx8YOjvZlvcPI7HLnDS0tKIjr63h/bx48eNEkgIUUQqtodmY9XtNWMgPiLPT/1201muJ2cQXNKZ4c2DCiWeECJ/+txeumF1eAzZmemwfChE7QUHdxi8EjyDH3EEy/BYBc5vv/1GpUqV6NKlC7Vq1WLv3r059w0ZMsTo4YQQhaztexDQCDIS4bdnITvjkU85czWJ+bsuAvBhj+rY21gXckghxONoXdmbEk623EhKI37xs3BuE9g6qX1ufGtoHa/IPFaB88knnxAWFsbhw4eZN28ew4cPZ+nSpYDa4VAIYWasbdX1qhxLQMwh2PjhQx+uKAof/n4cvUGhQzUfWlUqVURBhRB5ZWdjRfdafnxiMxfvyD/ByhYGLoaAhlpHK1KPNYoqKyuLUqXUN7SQkBC2b99Onz59OHfuHDoLmv1QiGLFvQz0mgU/D4S930NQc6ja7b4PXXf0Crsv3MDexor3u1Ur4qBCiLx62bAEH5st6BUdmT1n41ihndaRitxjteB4e3tz5MiRnJ+9vLzYuHEjJ0+ezLVfCGFmKneCJqPV7d9HqXNl/EdKRjaT150E4KXW5QnwdCrKhEKIvAr9Gp8j3wPwdvZzrM1qoHEgbTxWgbNo0SK8vb1z7bOzs+Pnn39m27ZtRg0mhChi7T+C0iGQnnC7P07upU/+t+UcVxLSCfB05MVW5bXJKIR4uAPzYdNHAOws9yrL9W3ytnSDBXqsAqdMmTL4+vre975mzZoZJZAQQiN3+uM4uKvr1GyemHPXhWvJzNlxAYAPulXHwVY6Fgthco6tgLWvqdvNxxHY4y0A9kTcIPqWcRfYNQdGWXwiPT2dI0eOEBcXh8FgyHVfjx49jHEKIURRKBEIPWfCskGwewYENUep1ImJf5wgS6/QunIp2lf1fvRxhBBF6+wmWDkSUCBkOLT7gDI6HY3KebI3Ip7Vh6J5uU0FrVMWqQIXOOvXr2fo0KFcv379nvt0Oh16vb6gpxBCFKWq3aDRS2qH41UvEtpuNdvOXMPO2ooPu1eXAQVCmJrIPbBsMBiyoEZf6PIF3P477VuvDHsj4lkZdplRrcsXq7/fAs9kPHr0aPr378+VK1cwGAy5blLcCGGmnpgE/nUh/RYef43Ehmyea1GOciWdtU4mhPi32KOwZABkp0HFDtD7B7C6ewm5c01f7G2sOH8thaPRCRoGLXoFLnDi4uIYN24cPj4+xsgjhDAFNnbQbz4Z1s7UNJzmQ+eVjG5bvJq3hTB5N87Doj6QkQBlm0D/hWpfun9xdbClQ3W172xx62xc4AKnX79+bN261QhRhBCmJAof3sh8AYAh+tU4XfxH40RCiBwJ0fBTL0iJA9+a8NQvYHf/qRvuLN2w5nAMWXrDfR9jiQrcB2fGjBn079+fHTt2ULNmTWxtc1ePr7zySkFPIYTQwMdrT7AhqwHd3HrQMWUNrBoJL4aqC3UKIbSTcgMW9YaESPCqAINXgaPHAx/eokJJSrrYcz05g22nr9G+WvG44lLgAmfp0qX8/fffODo6snXr1lwdmHQ6nRQ4Qpihrafj2HDiKjZWOsoP+hr+uARXDsOKEfDMWrA2ygBMIcTj0mers45fPw1upWHIKnB5+JIpNtZW9Kzjz9zQCFYeulxsCpwCX6J67733mDRpEgkJCVy8eJGIiIic24ULF4yRUQhRhDKy9Uz84wQAw5oGUcG/JPSbD3auELkbtk7ROKEQxdju6XB5vzpf1ZDV4FE2T0+7c5lq04k4ElKzCjGg6ShwgZOZmcnAgQOxsirwoYQQJmBe6EUirqdQ0sWeV9tXVHd6lYce36nbO76Cc5u1CyhEcXX9LGyZqm53+hRKVcrzU6v5uVHF15VMvYF1R68UUkDTUuCq5JlnnmHZsmXGyCKE0NiVhDSm/3MWgHe6VMHV4V996mr0UScQQ4GVL0Bi8XiTFMIkGPTw+8ugz4AK7aH2U4/1dJ1OR++6aivOyrDLhZHQ5BT4Qrper+ezzz7j77//platWvd0Mv7qq68KegohRBGZvO4kqZl6QgJL5LwZ5tJxKkTth6tHYeXzMPT3XHNuCCEKyb45ELUX7Fyg2zc5E/k9jl51SzNt/SkOXLrJpRspBHpZ9rxWBW7BOXr0KHXr1sXKyopjx45x6NChXDchhHnYdf46a49cwUoHE3s+YMZiWwfov0B9k724A7ZNK/KcQhQ7Ny/eXRvuiYngEZCvw/i4OdCsQkkAVh2y/DlxCtyCs2XLFmPkEEJoKEtv4KM1xwEY1CiQ6v7uD35wyQrqN8iVz8G2zyCwKQS3LpKcQhQ7igJrXoGsVAhsBvWHF+hwfeqVZsfZ66wMi+bVdhUteumGArfgLF68+IH3vfnmmwU9vBCiCPy0+xJnriZTwsmW1zvkoeNirf5QbyigwIrnIelqoWcUolgK+wkitoGNI/SYDgUc0NOxui9OdtZExqdy8NJNI4U0TUZZi2rt2rX37H/ttdceWvwIIUxDXFI632w8A8CETlXwcLLL2xM7TQPvaupMqiufVztBCiGMJzEGNrynbrd9Vx3NWEBOdjZ0ruEHwEoLv0xV4ALnl19+YfDgwWzfvj1n35gxY1i+fLlcvhLCDEz76zRJGdnULuPOgJDHuLZv56T2x7F1Ur9h7viy0DIKUewoCqx9DTISoXR9aDzKaIe+MyfO2sMxpGdZ7heTAhc4nTp1YtasWfTq1YsDBw4watQoVq5cyZYtW6hSpYoxMgohCsnBS/GsuD1kdGLPGlhZPeb1+FKVoevtkZJbp0LEDiMnFKKYOvobnFkPVrbQ839GHa3YONgLP3cHEtOz+edUnNGOa2qMMjvfk08+yeTJk2nevDl//PEH27Zto1KlvE9AJIQoenqDwvur1Y7FA0MCqBPgkb8D1XkK6gwGxQArnoPka8YLKURxlHwN/hqvbrcaD95VjXp4aysdvXLmxLHcy1T5GkU1bty4++739vambt26zJw5M2efzIMjhGlaui+SE1cScXOwYXynygU7WJfPIPoAXDsFq16AQSsK3BlSiGLrrzchLR58akLz1wrlFH3qlub7refZejqOG8kZeLnYF8p5tJSvAudB89uUL1+exMTEnPstefiZEOYsPiWTL/4+DcDrHSoX/M3NzlntjzO7DZz/B0K/gpZvFDyoEMXNybVwfBXorKHnDLC2ffRz8qGijys1S7tzNDqBPw7HMKxZuUI5j5byVeBI52EhzNvnf58mIS2LKr6uDGqUt8X6Hsm7KnT9Qp1OfstkdX6cwKbGObYQxUHaTVh3+wpJs1fBv06hnq5PvdIcjU5g1aFoiyxwpA1ZiGLmyOVb/LI/EoBJPWtgY23Et4E6g6DWk2p/nN9GQMoN4x1bCEv397uQfBVKVoJWEwr9dN1r+2NtpePw5QTOxSUV+vmKmhQ4QhQjBoPCB78fR1Ggd93SNCznadwT6HTQ9Uv1DTopBlaNBIPBuOcQwhKd2wThSwAd9JihLotSyEq62NO6UinAMjsbm2SBs337drp3746/vz86nY7Vq1fnul9RFD766CP8/f1xdHSkdevWHD9+XJuwQpiR3w5eJjzqFs521rzduZCmcbB3Ufvj2DjAuY2w67vCOY8QliIjCf4Yq243ehHKNiqyU/epVwaA1YeiMRiUIjtvUTDJAiclJYXatWszY8aM+97/2Wef8dVXXzFjxgz279+Pr68vTzzxBElJltfEJoSxJKRmMW39KQDGtq+Et1shfkP0qQ6dby/EuXkSRO4tvHMJYe42fQQJUeARCO3eL9JTt6vqjauDDTEJ6eyJsKxLyiZZ4HTu3JlPPvmEPn363HOfoih88803vPvuu/Tp04caNWqwcOFCUlNTWbp0qQZphTAPX286w42UTCp4uzCsWVDhn7DeM1CjHyh6+G04pMYX/jmFMDcXd8L+H9XtHt+pIxKLkIOtNd1q3V66wcIuUz1WgZOWlobhX9fTN2/ezJdffsmff/5p9GAPEhERQWxsLB06dMjZZ29vT6tWrdi1a9cDn5eRkUFiYmKumxDFxckrify0+yIAH3Wvjq0xOxY/iE4H3b8Bz/KQeBlWj1KnnxdCqDJTYc1odbveMxDcWpMYdy5T/XX0CmmZlrN0w2O9yzVu3DinMJg6dSqTJ09GURRmzZrFG28UzZwXsbGxAPj4+OTa7+Pjk3Pf/UydOhV3d/ecW0DAY6y5I4QZUxSFD38/jkGBLjV9aV6xZNGd3N5V7Y9jbQ9n/oLd/yu6cwth6rZOgfgL4OoPHT7WLEZIYAkCPB1JydSz4cSDP0fNzWMVONnZ2Xh4eACwYsUK1q9fzxtvvMHq1avZsGFDYeR7oP9OIqgoykMnFnz77bdJSEjIuUVFRRV2RCFMwprDMey7GI+jrTXvdq1W9AH8akGnKer2pg/h8oGizyCEqbl88G7B3+1rcHDXLIpOp6N3XbUVZ4UFXaZ6rALHx8cn5zJQ6dKluX79OkCRdu719fUFuKe1Ji4u7p5WnX+zt7fHzc0t100IS5eckc3kdScBGN22AqU9HLUJEjICqvUCQzb8+qw6oZkQxVV2hjohpmKAmgOgcietE9Hn9tpUoWevEZeYrnEa43isAmfevHm88847dOjQASsrK2rXrk2XLl1o27Ytn3/+eWFlzKVcuXL4+vqycePGnH2ZmZls27aNpk1l1lQh/m365rPEJWUQ5OXEcy00nKlUp1M7UJYIgoRI+H209McRxdeOL+HaSXAqCZ0+1ToNAEElnalX1gODAr+Hx2gdxygea6mGoKAgtm7dyokTJzh79iyDBg2iTJkyNGjQAGtr4y3lnpyczLlz53J+joiIIDw8HE9PT8qWLcvYsWOZMmUKFStWpGLFikyZMgUnJyeefvppo2UQwtzF3Epj/s6LAHzQvRr2Nsb7G80XB3e1P87cDnBqLez9ARq/qG0mIYpa7FG1wAF1aRNnL23z/EufemUIi7zFykPRPN8yWOs4BZavtaiqVatGtWqFdy3/wIEDtGnTJufnO6uXP/PMMyxYsIDx48eTlpbGqFGjuHnzJo0aNWLDhg24uroWWiYhzM3/tpwjU2+gcbAnbas8+PJtkfKvCx0mq6slb3gPAhpC6XpapxKiaOiz1dZLQzZU6aZetjUh3Wr5MemPE5y8ksiJmESq+Zt3Vw6douS/nfjy5ct8//337Nq1i9jYWHQ6HT4+PjRt2pQXX3zRpEcqJSYm4u7uTkJCgvTHERYnKj6Vtl9uJUuvsOyFxjQKNp1viSgKLB8CJ/9QJzYbuR0cPbROJUThC/1andTPwQNe3guuvlonuseLiw6y/ngsz7cop82ghDzI6+d3vifDCA0NpWrVqqxatYratWszdOhQBg8eTO3atVm9ejXVq1dn586d+T28EKIA/rflHFl6heYVSppWcQO3++PMUIubW5dgzRjpjyMs3/WzsGWqut1pqkkWN6CuMA6wOjyGbL15ryOXr0tUAK+99hrPPfccX3/99QPvHzt2LPv37893OCHE47t0I4VfD14G4LUnKmqc5gEcPaD/fJjbEU6uUWdybfi81qmEKBwGvTpqSp8BFdpD7ae0TvRArSt7U8LJlmtJGew8f4NWtxfjNEf5bsE5duwYL7744A6CI0eO5NixY/k9vBAin6b/cw69QaFlpVLUDzTyauHGVLo+PDFJ3f77HYg5pG0eIQrLvjkQtRfsXKDbN2orpomys7Gie21/AFaGXdY4TcHku8Dx8/N76NIIu3fvxs/PL7+HF0LkQ8T1lJw3pdfam2jrzb81fgkqdwV9Jvw6DNJuaZ1ICOO6eRE2T1S3n5gIHqbbN/WOO0s3/H08luSMbI3T5F++L1G98cYbvPjiixw8eJAnnngCHx8fdDodsbGxbNy4kR9//JFvvvnGiFGFEI/y3eazGBRoW8WbumVLaB3n0XQ66PU/+OGY+kHw+8swcLFJf8MVIs8UBda8AlmpENgc6g/XOlGe1C7jTnApZy5cS+Gvo1foH2L6Rdn95LsFZ9SoUfz0008cOHCAfv360bRpU5o0aUK/fv04cOAAP/3000MvYQkhjOtcXBK/h6vTrL/WvpLGaR6DY4nb61XZqfPj7JmpdSIhjCPsJ4jYBjaO6kSXVkWwyK0R6HS6nJmNzXmF8QK92gMHDmTPnj2kpqYSHR1NdHQ0qamp7NmzhwEDBhgroxAiD77dfA6DAk9U86FmGe3WtcmX0vWg4+31qjZ+AFH7tM0jREElxqhzPQG0fRe8ymub5zH1ul3g7Im4QfStNI3T5I9RyklbW1v8/Pzw8/PD1tYWgKioKIYPN4/mOCHM3enYJNYeUadXH2sOfW/up8FzUL3P7fWqhkHKDa0TCZE/igJrX4OMRLUzfeNRWid6bGVKONE42BNFgdWHzLMVp9Day+Lj41m4cGFhHV4I8S/fbj6DokDnGr5U9zez1ps77qxX5VUBEqNh1UgwmPc8HKKYOvobnFkPVrbQ839gpfEyKfnU5/YK4yvDLlOAOYE1k+9OxmvWrHno/RcuXMjvoYUQj+FETCJ/Ho1Fp4Ox5tT35n7sXWHATzCnLZzbCKFfQcs3tE4lRN4lX4O/xqvbrSaAd1Vt8xRA55q+vP/7Mc5fS+FodAK1ynhoHemx5LvA6dWrFzqd7qFVnU5GQghR6L7ZdAaArjX9qOxrAeux+VSHrl+qI6q2TIaARlCuhdaphMibv96EtHjwqQnNx2qdpkBcHWzpWN2XNYdjWBkWbXYFToHmwVmxYgUGg+G+t7CwMGPmFELcx7HoBDacuHq79cZM+97cT93BUGcQKAZYMQKSrmqdSIhHO7kWjq8CnTX0nAHWtlonKrDet5duWHM4hiwzW7oh3wVO/fr1H1rEPKp1RwhRcHdab3rW9qeCtwW03vxbly/AuxokX1WLHINe60RCPFjaTVg3Tt1u9ir419E0jrG0qFCSki72xKdksu30Na3jPJZ8FzhvvvkmTZs2feD9FSpUYMuWLfk9vBDiEQ5H3WLTyTisdPBKOwtqvbnDzgn6LwRbZ7i4A7Z+qnUiIR7s73fVYrxkJbXvjYWwsbaiV53bSzccMq+lG/Jd4LRo0YJOnTo98H5nZ2datWqV38MLIR7h69utN73rliG4lIvGaQpJqUrqyCqA7Z/DuU3a5hHifs5tgvAlgA56zABbB60TGdWdy1SbTsSRkJqlcZq8M49pFYUQuRy8dJOtp69hbaXjlXYVtI5TuGr2g5ARgAIrnocE8/oWKSxcRhL8MVbdbvQilG2kaZzCUM3PjSq+rmTqDaw7ekXrOHmWrwInMjLysR4fHW2ekwQJYaru9L3pV68MgV7OGqcpAh2ngF9tdXTKb8NBbz7fIoWF2/QRJESBRyC0e1/rNIVCp9PRp96dpRvM5wtGvgqcBg0a8Pzzz7Nv34OnU09ISGDOnDnUqFGDlStX5jugECK3fRHx7Dh7HRsrHaPbWnjrzR22Dmp/HHt3iNp7d3VmIbR0cSfs/1Hd7vEd2Fnul42edUpjpYMDl25y6UaK1nHyJF/z4Jw8eZIpU6bQqVMnbG1tCQkJwd/fHwcHB27evMmJEyc4fvw4ISEhfP7553Tu3NnYuYUotr7eqLbeDGgQQICnk8ZpipBnOXXl8WWDYdd0KNsEqnTVOpUorjJTYc1odbveMxDcWtM4hc3HzYFmFUqy4+x1Vh2KNotJRfPVguPp6ckXX3xBTEwM33//PZUqVeL69eucPXsWgEGDBnHw4EF27twpxY0QRrTr/HV2X7iBnbUVL7cpJq03/1a1OzR+Wd1e/RLcvKhpHFGMbZ0C8RfA1R86fKx1miLRt96dpRuizWIamHzPZAzg4OBAnz596NOnj7HyCCEeQFEUvtmofol4smEApT0cNU6kkfYfweV9cHk/LH8GRmwAG3utU4ni5PJB2P0/dbvb1+Bgpuu/PaYO1X1wsrMmMj6Vg5duEhLkqXWkh5JRVEKYiZ3nbrDvYjx2NlaMal0MW2/usLGD/gvA0ROuhKvzjwhRVLIz1GVEFAPUHACVHzxdiqVxsrOhcw0/AFaawQrjUuAIYQYUReGrjacBGNSoLL7uljXPxmNzLwN9Zqvb++fAsRXa5hHFx44v4dpJcC4FnadpnabI9b09mmrt4RjSs0x7dnEpcIQwA9vOXCMs8hYOtla81Lq81nFMQ8UnoMXr6vaaV+D6OW3zCMsXe1QtcAC6fA5Opn2JpjA0DvbCz92BxPRs/jkVp3Wch5ICRwgTpyhKzsipIY0D8XYt5q03/9b6HQhsDpnJsHyoOrJFiMKgz1YvTRmyoUo3qNZL60SasLLS0avunTlxTPsylRQ4Qpi4f07FcfhyAo621oxsJa03uVjbQL+54OwNccfhrze1TiQs1a7v4MphcPCArl+CTqd1Is30uV3gbD0dx43kDI3TPFiBRlH924kTJ4iMjCQzMzPX/h49ehjrFEIUO2rfG7X1ZmjTQEq6yGihe7j6qkXOTz3h0GIo2xTqDtI6lbAk18/eXey101T1/7lirKKPKzVLu3M0OoE/DscwrFk5rSPdV4ELnAsXLtC7d2+OHj2KTqfLGRuvu13d6vWm3QlJCFO24cRVjsck4mxnzciW0nrzQOVaqpertnwC614H/7rgU03rVMISGPTqpSl9BlRoD7Wf0jqRSehTrzRHoxNYdSjaZAucAl+ievXVVylXrhxXr17FycmJ48ePs337dkJCQti6dasRIgpRPBkMd/veDGsWhKezncaJTFyL16F8O8hOU/vjZCRrnUhYgn1z1OVB7Fyg2zfF+tLUv3Wv7Y+NlY7DlxM4F5ekdZz7KnCBs3v3biZNmkSpUqWwsrLCysqK5s2bM3XqVF555RVjZBSiWFp/PJZTsUm42NvwfItgreOYPisrdei4qz/cOAt/vApmMNuqMGE3L95d9+yJieARoGkcU1LSxZ5WlUoBptvZuMAFjl6vx8XFBYCSJUsSExMDQGBgIKdPny7o4YUolgwGJWfF8OHNy+HhJK03eeJcEvrPB501HPsNDszTOpEwV4qiTj+QlaqO1Ks/XOtEJqfP7aUbVh+KxmAwvS8TBS5watSowZEjRwBo1KgRn332GTt37mTSpEkEB8u3TiHyY93RK5y5moyrgw0jmpvm9W2TVbaxupwDwPq3ICZcyzTCXIX9BBHbwMZRXSncSgYd/1e7qt64OtgQk5DOnogbWse5R4F/Y++99x4GgwGAjz/+mEuXLtGiRQv+/PNPvvvuuwIHFKK40f+r9eb5FsG4O9pqnMgMNR0DlbuCPhN+fQbSbmmdSJiTxBjY8J663fY98JIO/vfjYGtNt1q3l24wwctUBS5wOnbsmLPYZvny5Tlx4gTXr18nLi6Otm3bFjjg/WRnZ/Pee+9Rrlw5HB0dCQ4OZtKkSTmFlhDm7I/DMZy/loK7oy3PNgvSOo550umg1//Ao6zaj+L3l6U/jsgbRYG1r0FGIpQOgcYvaZ3IpN25TPXX0SukZZrWqGmjtLnt2LGDwYMH06RJE6Kjo/H09GTx4sWEhoYa4/D3mDZtGrNmzWLGjBmcPHmSzz77jM8//5zp06cXyvmEKCrZegPfblZXDH+hZTCuDtJ6k2+OJaD/QrC2g1NrYc9MrRMJc3D0NzizHqxsoecMsLLWOpFJCwksQYCnIymZejaciNU6Ti4FLnBWrFhBx44dcXR05NChQ2RkqLMaJiUlMWXKlAIHvJ/du3fTs2dPunbtSlBQEP369aNDhw4cOHCgUM4nRFFZHR5DxPUUPJ3teKZpkNZxzF/petDx9vvQxg8gap+2eYRpS42H9RPU7VYTwLuqtnnMgE6no3ddtRVnhYldpipwgfPJJ58wa9Ys5syZg63t3W+bTZs2JSwsrKCHv6/mzZuzefNmzpxR+ykcPnyY0NBQunTp8sDnZGRkkJiYmOsmhCnJ0hv47nbrzciWwbjYG22i8eKtwXNQvbe6htCvwyDF9DpDChPxz8eQegNKVYXmY7VOYzbuLN0QevYacYnpGqe5q8AFzunTp2nZsuU9+93c3Lh161ZBD39fEyZM4KmnnqJKlSrY2tpSt25dxo4dy1NPPXiGyalTp+Lu7p5zCwiQ+QyEaVkZdpnI+FRKutgxpEmg1nEsh04HPaaDVwVIjIZVI0H664n/ij4IB+ar212/BGu5PJxXQSWdqR9YAoMCv4fHaB0nR4ELHD8/P86dO3fP/tDQ0EIbJr5s2TIWL17M0qVLCQsLY+HChXzxxRcsXLjwgc95++23SUhIyLlFRUUVSjYh8iMz28B3m9W/oxdblcfJTlpvjMreVe2PY+MA5zbCzq+1TiRMiUGvLvGBArUGQlAzrROZnd63W3FWhF3WOMldBS5wRo4cyauvvsrevXvR6XTExMSwZMkS3njjDUaNGmWMjPd48803eeutt3jyySepWbMmQ4YM4bXXXmPq1KkPfI69vT1ubm65bkKYil8PRhF9K41SrvYMbiytN4XCtwZ0+ULd/ucTiNihbR5hOsJ+gphDYO8GT3ysdRqz1K2WH3bWVpyKTeJEjGl0ASlwgTN+/Hh69epFmzZtSE5OpmXLljz33HOMHDmS0aNHGyPjPVJTU7H6z6RL1tbWMkxcmKWMbD0z/lFbb15uXR4HWxm1UWjqDobaT4NigBUjIOmq1omE1lJu3F2Ooc274OqjbR4z5eFkR7uq3gCsOmQarThGGSY+efJkrl+/zr59+9izZw/Xrl3j448Lrwru3r07kydPZt26dVy8eJFVq1bx1Vdf0bt370I7pxCFZdn+KK4kpOPr5sCTDctqHcey6XTQ9Qu1E2nyVbXIMZjW3B2iiG3+CNJugk9NtUO6yLc7l6lWh8eQrde+waFABU5WVhZt2rThzJkzODk5ERISQsOGDXPWpios06dPp1+/fowaNYqqVavyxhtvMHLkyEItqoQoDOlZev635XbrTdsK0npTFOycYcBCsHWGiztg66daJxJaidqvXp4CtfC1lr5vBdG6sjclnGy5lpTBzvPaj1YsUIFja2vLsWPH0BXx8vGurq588803XLp0ibS0NM6fP88nn3yCnZ0sSCjMy9K9kVxNzKC0hyMDQspoHaf4KFUZun+rbm//HM5t0jaPKHoGPawbp27XGaSuYSYKxM7Gih61/QF1VKjWCnyJaujQocydO9cYWYQoVtIy9czceh6A0W0rYG8jrTdFqlZ/CBkOKLDyBUgwrUnKRCE7MA9ij4CDO7SfqHUai9H79tINfx+PJTkjW9MsBW6Py8zM5Mcff2Tjxo2EhITg7Oyc6/6vvvqqoKcQwiIt3nOJ68kZBHg60q++tN5oouNUuHxA/aD77VkYtk7mPykOkq+pk/oBtH0fXEppm8eC1C7jTnApZy5cS+Gvo1foH6LdnHMFbsE5duwY9erVw83NjTNnznDo0KGcW3h4uBEiCmF5UjKymbVNbb0Z07YittZG6e8vHpetg9ofx94NovbeHU0jLNumDyE9AXxr3W7FE8ai0+noe7sVR+sVxgvcgrNlyxZj5BCiWPlp9yVupGQS6OWUM8250IhnMPT8HywfArumQ9kmUKWr1qlEYYncA+FL1O2uX8limoWgZx1/Pv/7NLsv3CD6VhqlPRw1yVGoXxulBUeIeyWlZ/HDdrX15tV2FbGR1hvtVesBjW9PTLr6Jbh5UdM4opDos2/PWAzUGwoBDbTNY6HKlHCiRcWSdKzuQ1qmdtMwGP2dNSEhgZkzZ1KvXj3q169v7MMLYfYW7rrIrdQsgks554w4ECag/UQo00C9dPHrMMjO0DqRMLb9P8LVY+BYAtp9pHUai7bw2Yb8MCSECt6FO23MwxitwPnnn38YPHgwfn5+TJ8+nS5dunDgwAFjHV4Ii5CYnsXs7RcAab0xOTZ20G+++uEXcwj+flfrRMKYkmJhy2R1u92H4OylbR4LZ2VVtNPH3E+B+uBcvnyZBQsWMG/ePFJSUhgwYABZWVmsWLGCatWqGSujEBZjfuhFEtOzqeDtQrda0npjcjwCoPdsWNof9s+BwCZQo6/WqYQxbPwAMhLBv556eUpYvHx/fezSpQvVqlXjxIkTTJ8+nZiYGKZPn27MbEJYlITULH4MVVtvxraviLUJfMMR91GpAzS/PQHcmlfg+jlt84iCu7gTjiwDdND1S+lYXEzku8DZsGEDzz33HBMnTqRr165YW8v/MEI8zNzQCySlZ1PZx5UuNfy0jiMeps27ENgcMpNh+VDIStM6kcgvfdbdjsUhz0LpetrmEUUm3wXOjh07SEpKIiQkhEaNGjFjxgyuXbtmzGxCWIybKZnM23kRgNeeqGgS16fFQ1jbQL+54FwK4o7Dn29onUjk194f4NpJcPRUJ/UTxUa+C5wmTZowZ84crly5wsiRI/nll18oXbo0BoOBjRs3kpSUZMycQpi1OTsukJyRTTU/NzpU89U6jsgLV1/oOxfQwaHFcGiJ1onE40qMga1T1e0nJoKTp7Z5RJEq8BAOJycnhg8fTmhoKEePHuX111/n008/xdvbmx49ehgjoxBm7UZyBgt2XQTgtScqSeuNOQluBW3eUbfXva6uPi3Mx4b31MuMZRpAncFapxFFzKhjVCtXrsxnn33G5cuX+fnnn415aCHM1uztF0jN1FOztDvtq3prHUc8rhZvQMUOkJ2mjq6KO6V1IpEXF7bBsRWgs7rdsVimZChuCuU3bm1tTa9evVizZk1hHF4Is3EtKYOFuy8CMO6JSuh00npjdqysoP8CKB0CaTdhcR+4FaV1KvEw2Zl3+001eA78amubR2hCSlohCtGsbedJzzJQJ8CD1pVlxWKzZecMg36FkpUhMVotclJuaJ1KPMiemXD9DDiVVEfEiWJJChwhCsnVxHQW77kESOuNRXDyhCErwa2M+uG5tD9kJGudSvxXwmXY9pm63eFjcPTQNI7QjhQ4QhSS77eeJyPbQEhgCVpULKl1HGEM7mVgyCp1yHH0QXUF8uxMrVOJf/v7HchKUVeFr/2U1mmEhoxS4OzYsYPBgwfTpEkToqOjAVi0aBGhoaHGOLwQZudKQhpL90YC0npjcUpVgkG/ga0znP8HVr8IBoPWqQTAuc1w4nfQWUOXL0D+7oq1Ahc4K1asoGPHjjg6OnLo0CEyMtQVeJOSkpgyZUqBAwphjv635RyZegONynnSpLws6mdxytSHgYvAylYdqbN+AiiK1qmKt+wM+PNNdbvhC+BbQ9s8QnMFLnA++eQTZs2axZw5c7C1tc3Z37RpU8LCwgp6eCHMzuWbqSzbr46yeU1abyxXhXbQexagg32zYfsXWicq3nZNh/jz4OIDbd7WOo0wAQUucE6fPk3Lli3v2e/m5satW7cKenghzM7/tpwjS6/QrIIXjYOl9cai1ewHnaep21s+gQPztM1TXN2KvFtgdvgEHNy1zSNMQoELHD8/P86du3e13dDQUIKDgwt6eCHMSuSNVH49cBmA19pX0jiNKBKNRkLL8er22nFwfLWmcYql9W+rEzEGNoea/bVOI0xEgQuckSNH8uqrr7J37150Oh0xMTEsWbKEN954g1GjRhkjoxBmY/o/Z8k2KLSsVIqQIFn3ptho8w7UfxZQYOXz6iy6omic2QCn1qodi7tKx2Jxl01BDzB+/HgSEhJo06YN6enptGzZEnt7e9544w1Gjx5tjIxCmIWI6ymsPKSOInytfUWN04gipdOpywGk3oCTa+CXp2HYWvCvq3Uyy5aVDn/dbj1r/BJ4V9U2jzApOkUxTtf/1NRUTpw4gcFgoFq1ari4uBjjsIUmMTERd3d3EhIScHNz0zqOsADjloWz8lA0bat4M29YA63jCC1kZ8CSfhCxXZ1Fd8QG8CqvdSrLtXUabJ0Crn4wej/Yu2qdSBSBvH5+G22iPycnJ0JCQmjYsKHJFzdCGNv5a8msDr/TeiN9b4otG3sYuERd+yj1OizqBYlXtE5lmeIjIPQrdbvjZCluxD0KXOBMnTqVefPuHTkwb948pk2bVtDDC2EWvtt8FoMCT1TzoWYZGcFRrDm4waAV4Bmsju5Z3EddpFMY1/q3IDsdyrWE6n20TiNMUIELnB9++IEqVarcs7969erMmjWroIcXwuSdvZrEmsMxAIyVvjcCwKWUuqSDiy/EnYClT0JmqtapLMfpv+DMenWixS5fSsdicV8FLnBiY2Px8/O7Z3+pUqW4ckWaZoXl+2bzWRQFOtfwpbq/tN6I20oEqYtzOrhD1B74dRjos7ROZf6y0u52LG7ysrp0hhD3UeACJyAggJ07d96zf+fOnfj7+xf08EKYtFOxiaw7ohbyr0rrjfgvn+rw9HKwcYCzf8OaMbJuVUHt+Eq99OdWBlqN1zqNMGEFHib+3HPPMXbsWLKysmjbti0AmzdvZvz48bz++usFDiiEKftm41kAutbyo4qvjMYT91G2MfRfqA4dP/wzOJdUZ9sVj+/Gedj5jbrdaQrYOWsaR5g2o8yDEx8fz6hRo8jMzATAwcGBCRMm8Pbbsh6IsFzHohNYfzwWnQ7GtpPWG/EQlTtBz/+pK4/vmg7OpaDZq1qnMi+Kol6a0mdC+bZQtYfWiYSJK/AlKp1Ox7Rp07h27Rp79uzh8OHDxMfH88EHHxgj3wNFR0czePBgvLy8cHJyok6dOhw8eLBQzynEv32zSW296VHbn4o+MkRVPEKdp+623Gz8AA4t1jaPuTm1Fs5tAms76CIzFotHK3ALzh0uLi40aFA0k5vdvHmTZs2a0aZNG/766y+8vb05f/48Hh4eRXJ+Ic7FJbPp5FV0OnhFWm9EXjUdAynXYOe3sOYVcPSEKl20TmX6MlPU9aYAmr4ikyeKPMl3gdOnT97mHVi5cmV+T/FA06ZNIyAggPnz5+fsCwoKMvp5hHiQ+TsjAGhXxYfypWRiS/EY2k+ElBsQvhh+e1YdTh7YVOtUpm37F5AQBe5loYX07RR5k+9LVO7u7nm6FYY1a9YQEhJC//798fb2pm7dusyZM+ehz8nIyCAxMTHXTYj8uJWayYowdcXwEc3LaZxGmB2dDrp/C5W7qBPVLX0SYo9pncp0XT+r9lsC6Pwp2Dlpm0eYDaOtRVWUHBwcABg3bhz9+/dn3759jB07lh9++IGhQ4fe9zkfffQREydOvGe/rEUlHtfMref4bP1pqvm5se6V5uikL4DIj6w0WNQbIneDi4+6blWJIK1TmRZFUV+jC1ugYgd1yL38vRV7eV2LyiwLHDs7O0JCQti1a1fOvldeeYX9+/eze/fu+z4nIyODjIyMnJ8TExMJCAiQAkc8liy9gRbTthCbmM6X/WvTt34ZrSMJc5Z2C+Z3gbjj6tIOw/8GF2+tU5mO46vUCRKt7eHlPeprJIq9Il9ssyj5+flRrVq1XPuqVq1KZGTkA59jb2+Pm5tbrpsQj+vPo1eITUynlKs93WrfO4O3EI/F0UOd7dijLMRfgMV9IV0unwOQkQzr31G3m78mxY14bGZZ4DRr1ozTp0/n2nfmzBkCAwM1SiSKA0VRmBuqdi4e0jgQextrjRMJi+DqC0NWq3PjxB5RJwTMStc6lfa2TYOkGPAIhOZjtU4jzJBZFjivvfYae/bsYcqUKZw7d46lS5cye/ZsXn75Za2jCQt28NJNjlxOwM7GikGNymodR1gSr/Iw6Dewc4WLO2Dlc2DQa51KO3GnYM9MdbvL52DrqG0eYZbMssBp0KABq1at4ueff6ZGjRp8/PHHfPPNNwwaNEjraMKC3Wm96VO3NF4u9hqnERbHvw48tVSdyO7kH7BunNrJtrhRFPjzDTBkqyPNKnXUOpEwU0ab6O/EiRNERkbmLNdwR48ehTOddrdu3ejWrVuhHFuI/4qKT+Xv47EADJeh4aKwlGsJfefCr8/AwQXqZau272mdqmgdW6G2Ytk4QKdPtU4jzFiBC5wLFy7Qu3dvjh49ik6n486grDtDZ/X6YtzMKizGgl0XMSjQomJJKsmyDKIwVesBXb+CtWNh++fgVBIav6h1qqKRngh/v6tut3gDSki/SpF/Bb5E9eqrr1KuXDmuXr2Kk5MTx48fZ/v27YSEhLB161YjRBRCW0npWSzbHwVI640oIiHP3m25WT8BjvyqbZ6ism0aJMeqI6aajtE6jTBzBS5wdu/ezaRJkyhVqhRWVlZYWVnRvHlzpk6dyiuvvGKMjEJoavmByyRnZFO+lDOtKpbSOo4oLlq8AY1ut9ysfhHObtI2T2G7ehz2fK9ud/4cbB20zSPMXoELHL1ej4uLuhZPyZIliYmJASAwMPCeodxCmBu9QWHBLrVz8fDm5bCykllURRHR6aDjVKjRT+1wu3wIRO3XOlXhUBRY9wYoeqjaHSq21zqRsAAFLnBq1KjBkSNHAGjUqBGfffYZO3fuZNKkSQQHy8RMwrxtPHGVqPg0PJxs6VNXZi0WRczKCnp9D+XbQVYqLO2vDqG2NEeWQeQusHVSizohjKDABc57772HwWAA4JNPPuHSpUu0aNGCP//8k++++67AAYXQ0rzbQ8MHNSqLo51M7Cc0YGMHAxdB6RBIuwmL+8CtKK1TGU/aLdhwu79RyzfBI0DTOMJyFHgUVceOd+coCA4O5sSJE8THx1OiRAlZhFCYtaOXE9h3MR4bKx1DGgdpHUcUZ3bOMOhXmNcJrp9Wi5xn14Ozl9bJCm7rVEi5Bl4VoclordMIC1IoE/15enpKcSPM3tzQCwB0q+WHr7t0eBQac/JU161yKwPXz6iXqzKStU5VMFeOwL7Z6naXz9XWKiGMxCgFzo4dOxg8eDBNmjQhOjoagEWLFhEaGmqMwwtR5K4mprP2yBUARjSXvmTCRLiXgSGrwNETog+qHY+zMx/9PFNkMKgzFisGqN4byrfROpGwMAUucFasWEHHjh1xdHTk0KFDZGRkAJCUlMSUKVMKHFAILfy0+yLZBoWGQZ7ULOOudRwh7ipVSV23ytYZzv+jDiG/3Q/SrBz+GaL2qv+ODpO1TiMsUIELnE8++YRZs2YxZ84cbG1tc/Y3bdqUsLCwgh5eiCKXlqlnyd5IQCb2EyaqTH2147GVrbq0wfoJ5rVuVdpN2PiBut36LXAvrW0eYZEKXOCcPn2ali1b3rPfzc2NW7duFfTwQhS5lYcucys1iwBPR56o5qN1HCHur0I76D0L0Kn9WLZ/oXWivPvnE0i9DqWqQOOXtE4jLFSBR1H5+flx7tw5goKCcu0PDQ2VeXCE2TEYlJyh4cOalsNaJvYTpqxmP0i9AX+Nhy2fgA4IaAz2LmDnoo6+uvNfKxOZ5iDmEOyfq253+QKsbR/+eCHyqcAFzsiRI3n11VeZN28eOp2OmJgYdu/ezRtvvMEHH3xgjIxCFJntZ69x/loKLvY2DAiRif2EGWg0ElKuw/bP1JaRB7FxVAudXMXPnQLI5V/3Of+nOPrXY+1d727bOqsTET4OgwHWvQ4oULM/lGtRoH+6EA9T4AJn/PjxJCQk0KZNG9LT02nZsiX29va88cYbjB4tcxoI8zL3duvNwAYBuDrIN0thJtq8A7aOcPIPyEyBzGT1lpGsLn8AkJ2m3lKvG++8ts7/Kn7+Wzj9qxi6UxzdvKiO/rJzhQ4PKcaEMAKdohinZ1pqaionTpzAYDBQvXp1nJ2djXHYQpOYmIi7uzsJCQm4ublpHUeYgDNXk+jw9XasdLDtzTYEeDppHUmIglEU0GeqhU5m8u3iJwUyk+5uZ/xr+7/3Peh+pYCjtjpOhSajjPNvFMVOXj+/892Cs3fvXuLj4+ncuTMATk5OnDhxgg8//JCUlBR69erF9OnTsbe3z+8phChSd/redKzuK8WNsAw6HdjYqzdjzXqsKJCdfp/i579F1O0WpP/e5xEIDZ83ThYhHiLfBc5HH31E69atcwqco0ePMmLECIYNG0bVqlX5/PPP8ff356OPPjJWViEKzY3kDFYeUieplKHhQjyETqdeDrN1BOeSWqcR4oHyPUw8PDycdu3a5fz8yy+/0KhRI+bMmcO4ceP47rvvWL58uVFCClHYluyNJDPbQK0y7oQEltA6jhBCiALKd4Fz8+ZNfHzuzhGybds2OnXqlPNzgwYNiIqyoBVvhcXKyNazaM8lAEY0LyfrqAkhhAXId4Hj4+NDRITaZyEzM5OwsDCaNGmSc39SUlKumY2FMFVrD1/hWlIGvm4OdKnpp3UcIYQQRpDvAqdTp0689dZb7Nixg7fffhsnJydatLg7p8GRI0coX768UUIKUVgURckZGj60aSC21kZZf1YIIYTG8t3J+JNPPqFPnz60atUKFxcXFi5ciJ3d3aXu582bR4cOHYwSUojCsudCPCeuJOJga8XTDctqHUcIIYSR5LvAKVWqFDt27CAhIQEXFxesrXNPA/7rr7/i4uJS4IBCFKY7rTd965XBw8nuEY8WQghhLgo8k7G7u/t993t6ehb00EIUqovXU9h86iogQ8OFEMLSSIcDUWwt2HURRYE2lUtRvpS0NgohhCWRAkcUSwlpWSw/oE5jMKK5rHovhBCWRgocUSwt2x9Jaqaeyj6uNKtgpCnshRBCmAwpcESxk603sHCXOrHf8OZBMrGfEEJYIClwRLHz9/GrRN9Kw8vZjp51SmsdRwghRCGQAkcUO3NDLwAwqHEgDrbWj3i0EEIIcyQFjihWDkXeJCzyFnbWVgxpHKh1HCGEEIVEChxRrNyZ2K9HHX9KudprnEYIIURhsYgCZ+rUqeh0OsaOHat1FGHCom+l8dexWACGN5OJ/YQQwpKZfYGzf/9+Zs+eTa1atbSOIkzcT7suojcoNAn2opq/m9ZxhBBCFCKzLnCSk5MZNGgQc+bMoUSJElrHESYsJSObn/dFAjBClmUQQgiLZ9YFzssvv0zXrl1p3779Ix+bkZFBYmJirpsoPlaEXSYxPZtyJZ1pW8Vb6zhCCCEKWYEX29TKL7/8QlhYGPv378/T46dOncrEiRMLOZUwRQaDwvydFwF4tlkQVlYysZ8QQlg6s2zBiYqK4tVXX2Xx4sU4ODjk6Tlvv/02CQkJObeoqKhCTilMxT+n4oi4noKbgw1965XROo4QQogiYJYtOAcPHiQuLo769evn7NPr9Wzfvp0ZM2aQkZGBtXXuCdzs7e2xt5dhwcXRnaHhTzUsi7O9Wf4vL4QQ4jGZ5bt9u3btOHr0aK59zz77LFWqVGHChAn3FDei+DoRk8juCzewttLxTNMgreMIIYQoImZZ4Li6ulKjRo1c+5ydnfHy8rpnvyje5u1UW2861/DF38NR4zRCCCGKiln2wREiL+KS0lkTHgPI0HAhhChuzLIF5362bt2qdQRhYhbviSRTb6BeWQ/qlpV5koQQojiRFhxhkdKz9CzZcwmA4dJ6I4QQxY4UOMIirQmP4UZKJqU9HOlU3VfrOEIIIYqYFDjC4iiKktO5+JmmgdhYy//mQghR3Mg7v7A4O8/d4FRsEk521gxsUFbrOEIIITQgBY6wOHNDLwAwICQAd0dbjdMIIYTQghQ4wqKci0tmy+lr6HQwTCb2E0KIYksKHGFR5t/ue9Ouig9BJZ01TiOEEEIrUuAIi3ErNZMVYZcBmdhPCCGKOylwhMVYui+S9CwD1fzcaBzsqXUcIYQQGpICR1iELL2Bn3apE/uNaF4OnU6ncSIhhBBakgJHWIQ/j14hNjGdki72dKvtp3UcIYQQGpMCR5g9RVGYG6p2Lh7aJBB7G2uNEwkhhNCaFDjC7B28dJMjlxOws7FiUCOZ2E8IIYQUOMIC3Gm96VO3NF4u9hqnEUIIYQqkwBFmLSo+lb+PxwKyargQQoi7pMARZm3BrosYFGhRsSSVfFy1jiOEEMJESIEjzFZSehbL9kcB0nojhBAiNylwhNn69cBlkjOyKV/KmVYVS2kdRwghhAmRAkeYJb1BYf4utXPx8OblsLKSif2EEELcJQWOMEsbT1wlKj4NDydb+tQto3UcIYQQJkYKHGGW5t0eGj6oUVkc7WRiPyGEELlJgSPMztHLCey7GI+NlY4hjYO0jiOEEMIESYEjzM7c0AsAdKvlh6+7g8ZphBBCmCIpcIRZuZqYztojVwAY0TxY4zRCCCFMlRQ4wqz8tPsi2QaFhkGe1CzjrnUcIYQQJkoKHGE20jL1LNkbCcjEfkIIIR5OChxhNlYeusyt1CwCPB15opqP1nGEEEKYMClwhFkwGJScoeHDmpbDWib2E0II8RBS4AizsP3sNc5fS8HF3oYBITKxnxBCiIeTAkeYhbm3W28GNgjA1cFW4zRCCCFMnY3WAYR4lDNXk9hx9jpWOhjWNEjrOEIIM6LX68nKytI6hngMtra2WFsXfIZ6KXCEybvT96ZDNV8CPJ00TiOEMAeKohAbG8utW7e0jiLywcPDA19fX3S6/Pe3lAJHmLQbyRmsPBQNwIgWMjRcCJE3d4obb29vnJycCvRBKYqOoiikpqYSFxcHgJ+fX76PZZYFztSpU1m5ciWnTp3C0dGRpk2bMm3aNCpXrqx1NGFkS/dGkpltoFYZd0ICS2gdRwhhBvR6fU5x4+XlpXUc8ZgcHR0BiIuLw9vbO9+Xq8yyk/G2bdt4+eWX2bNnDxs3biQ7O5sOHTqQkpKidTSOXL7F5pNXtY5hETKy9fy05xIAI5qXk29gQog8udPnxslJLmmbqzu/u4L0nzLLFpz169fn+nn+/Pl4e3tz8OBBWrZsqVEqSEjNYtSSMC7fTOPFVuV5o0MlbKzNsoY0CWsPX+FaUga+bg50qZn/ZkohRPEkX4rMlzF+dxbx6ZuQkACAp6fnAx+TkZFBYmJirpuxOdpZ58ywO2vbeZ6es5erielGP09xoChKztDwoU0DsZVCUQghxGMw+08NRVEYN24czZs3p0aNGg983NSpU3F3d8+5BQQEGD2LnY0VH3avzsxB9XCxt2HfxXi6fLuD0LPXjX4uS7fnQjwnriTiYGvF0w3Lah1HCCHEY2jdujVjx47VNIPZFzijR4/myJEj/Pzzzw993Ntvv01CQkLOLSoqqtAydanpx9oxzanq58aNlEyGzNvLt5vOojcohXZOS3IrNZOvNp4GoG+9Mng42WmcSAghitauXbuwtramU6dOj/3cjz76iDp16hg/1H1s3boVnU53z3D8lStX8vHHHxdJhgcx6wJnzJgxrFmzhi1btlCmzMOn77e3t8fNzS3XrTAFlXRm1aimPNUwAEWBrzedYdj8fdxIzijU85q7f05dpcPX29l/8SZ2NlaMkFXDhRDF0Lx58xgzZgyhoaFERkZqkkGv12MwGPL1XE9PT1xdXY2c6PGYZYGjKAqjR49m5cqV/PPPP5QrZ5ofgg621kztU4uvBtTG0daaHWev0/W7UA5cjNc6mslJTM/izV8PM3zBAeKSMihfypnlI5sQXMpF62hCCAugKAqpmdma3BTl8VrvU1JSWL58OS+99BLdunVjwYIFOffdaTHZvHkzISEhODk50bRpU06fVlu9FyxYwMSJEzl8+DA6nQ6dTpfz/K+++oqaNWvi7OxMQEAAo0aNIjk5OefYCxYswMPDg7Vr11KtWjXs7e25dOkSGRkZjB8/noCAAOzt7alYsSJz587l4sWLtGnTBoASJUqg0+kYNmwYcO8lqgcdozCZ5Siql19+maVLl/L777/j6upKbGwsAO7u7jnj501Jn3plqFHanZcWH+T8tRQGzt7DW52q8FwLGfoMEHr2OuN/O0xMQjo6HTzXvByvd6iMg23Bp+oWQgiAtCw91T74W5Nzn5jUESe7vH/cLlu2jMqVK1O5cmUGDx7MmDFjeP/993N9Xrz77rt8+eWXlCpVihdffJHhw4ezc+dOBg4cyLFjx1i/fj2bNm0C1M9GACsrK7777juCgoKIiIhg1KhRjB8/npkzZ+YcNzU1lalTp/Ljjz/i5eWFt7c3Q4cOZffu3Xz33XfUrl2biIgIrl+/TkBAACtWrKBv376cPn0aNze3B34GP+gYhcksC5zvv/8eUCvEf5s/f35O9WhqKvm4smZ0c95ZdZTfw2OY/OdJ9l2M54t+tXF3Kp6LR6ZkZDP1r5Ms3qM2vwZ6OfFF/9o0CHrwaDghhLB0c+fOZfDgwQB06tSJ5ORkNm/eTPv27XMeM3nyZFq1agXAW2+9RdeuXUlPT8fR0REXFxdsbGzw9fXNddx/t6iUK1eOjz/+mJdeeilXgZOVlcXMmTOpXbs2AGfOnGH58uVs3Lgx5/zBwcE5j78zetnb2xsPD4/7/nsedYzCYpYFzuM295kKZ3sbvhlYh4blPJm45gQbT1yl24wdzHy6PjXLuGsdr0jti4jnjV8PExmfCsDQJoG81bnKY33LEUKIvHK0tebEpI6anTuvTp8+zb59+1i5ciUANjY2DBw4kHnz5uUqcGrVqpWzfWc5g7i4OMqWffCo0y1btjBlyhROnDhBYmIi2dnZpKenk5KSgrOzMwB2dna5jh0eHo61tXVOMZUfxjhGfsinSRHT6XQMahRI7TIejFoSRmR8Kn2/38X73aoyuHGgxV+ySs/S8/nfp5m3MwJFgdIejnzWrxbNKpTUOpoQwoLpdDqz+AI1d+5csrOzKV26dM4+RVGwtbXl5s2bOftsbe+2/N/53HhYh+BLly7RpUsXXnzxRT7++GM8PT0JDQ1lxIgRuWYLdnR0zPU5ZIxuH1p1HTHLTsaWoEZpd/4Y05yO1X3I1Bt4//fjvPJLOMkZ2VpHKzSHIm/S5bsdzA1Vi5uBIQGsH9tCihshhACys7P56aef+PLLLwkPD8+5HT58mMDAQJYsWZKn49jZ2aHX63PtO3DgANnZ2Xz55Zc0btyYSpUqERMT88hj1axZE4PBwLZt2x54LuCe8z3OMQqLFDgacne0Zdbg+rzXtSo2Vjr+OBxDjxmhnIo1/izLWsrI1vPZ+lP0/X4XF66l4O1qz7xhIUzrVwtXh+LZ/0gIIf5r7dq13Lx5kxEjRlCjRo1ct379+uV51NGdTsTh4eFcv36djIwMypcvT3Z2NtOnT+fChQssWrSIWbNm5elYzzzzDMOHD2f16tVERESwdetWli9fDkBgoHrlYe3atVy7di3XqKy8HqOwSIGjMZ1Ox3Mtglk2sjF+7g5cuJZCr//t5LeDl7WOZhTHohPoOWMnM7eex6BArzr+bHitJW2r+GgdTQghTMrcuXNp3759zqinf+vbty/h4eGEhYU98jh9+/alU6dOtGnThlKlSvHzzz9Tp04dvvrqK6ZNm0aNGjVYsmQJU6dOzVOu77//nn79+jFq1CiqVKnC888/n7O4denSpZk4cSJvvfUWPj4+jB49+rGPUVh0irn22C2gxMRE3N3dSUhIKPRJ//IqPiWTscvC2X7mGqBewpnYs7pZDpfO0huYueU80/85S7ZBwcvZjsm9a9Kphu+jnyyEEAWQnp5OREQE5cqVw8HBQes4Ih8e9jvM6+e3tOCYEE9nOxYMa8DrT1TCSgfLDkTR6387uXDt3iY/U3bmahJ9Zu7i601nyDYodK7hy4bXWkpxI4QQoshIgWNirKx0jGlXkcUjGlHSxZ5TsUn0mLGTdUeuaB3tkfQGhVnbztPtu1CORifg7mjLt0/WYeageni52GsdTwghRDEiBY6JalqhJH++0pxG5TxJzsjm5aVhfPj7MTKyH9xTXUsXriXTf9YuPv3rFJl6A22reLPhtZb0rFPa4oe+CyGEMD1S4JgwbzcHljzXiFGtywOwcPclBszaTdTtyfFMgcGgMH9nBF2+20FY5C1c7G34rF8t5j4Tgo+bXPsWQgihDSlwTJyNtRXjO1Vh3rAQ3B1tOXw5gW7TQ9l88qrW0YiKT+XpH/cw8Y8TpGcZaF6hJH+/1pIBIQHSaiOEEEJTUuCYibZVfFj3SnPqBHiQkJbFiIUH+PSvU2Tr87eUfUEoisLSvZF0+mY7ey7E42hrzce9arBoRENKe5jeYqdCCCGKHylwzEiZEk4sH9mEZ5sFATBr23menrOXq4npRZbhSkIaz8zfzzurjpKSqadhkCfrx7ZgSDFYZkIIIYT5kALHzNjZWPFh9+rMHFQPF3sb9l2Mp8u3Owg9W7jLziuKwoqDl+nw9Xa2n7mGvY0V73Wtys8vNCbQy7lQzy2EEEI8LtNfeUzcV5eaflTzc+OlJWGcvJLIkHl7GduuEqPbVsDayrgtKXFJ6byz8hibbvf7qR3gwZf9a1PB28Wo5xFCCCGMRVpwzFhQSWdWjWrKkw0CUBT4etMZhs3fx43kDKOdY+2RGDp+vZ1NJ69ia63jzY6VWfFiEyluhBDCzA0bNoxevXppHaPQSIFj5hxsrfm0by2+7F8bR1trdpy9TtfvQjlwMb5Ax41PyeTlpWGMXnqIm6lZVPNzY83o5rzcpgI21vK/jRBCFKZdu3ZhbW1Np06dCnysixcvotPpCA8Pz7X/22+/ZcGCBQU+vqmSTyoL0bd+GX4f3YzypZyJTUxn4Ow9zNl+gfwsNbbheCwdvt7GuiNXsLbS8Uq7iqx+uRlV/UxjzS4hhLB08+bNY8yYMYSGhhIZGfnAxymKQnZ2dr7O4e7ujoeHRz4Tmj4pcCxIJR9X1oxuTs86/ugNCpP/PMkLiw6SkJqVp+cnpGUxbnk4Lyw6yPXkTCp6u7BqVFPGPVEJOxv5X0UIYcYUBTJTtLk95hfNlJQUli9fzksvvUS3bt1ytbJs3boVnU7H33//TUhICPb29uzYsQODwcC0adOoUKEC9vb2lC1blsmTJwNQrlw5AOrWrYtOp6N169bAvZeoHnYMcySdjC2Ms70N3wysQ8Nynkxcc4KNJ67SbcYOZj5dn5pl3B/4vG1nrjHhtyPEJqaj08ELLYN5rX0ls1zJXAgh7pGVClP8tTn3OzFgl/fRpsuWLaNy5cpUrlyZwYMHM2bMGN5///1cU3GMHz+eL774guDgYDw8PHj77beZM2cOX3/9Nc2bN+fKlSucOnUKgH379tGwYUM2bdpE9erVsbOzu+95H3YMcyQFjgXS6XQMahRI7TIevLTkIFHxafT9fhfvd6vK4P/MV5Ockc3kdSf5eZ/aBBrk5cSXA2pTP9BTq/hCCFGszZ07l8GDBwPQqVMnkpOT2bx5M+3bt895zKRJk3jiiScASEpK4ttvv2XGjBk888wzAJQvX57mzZsDUKpUKQC8vLzw9fW97zkfdQxzJAWOBatR2p21Y1rw5q+H2XDiKu//fpx9F28ytU9NXOxt2H3+Bm/+dpjLN9MAGNY0iAmdquBoJ602QggLY+uktqRode48On36NPv27WPlypUA2NjYMHDgQObNm5erwAkJCcnZPnnyJBkZGbRr1y7fEY1xDFMjBY6Fc3e05Ych9ZkbGsGnf53ij8MxHI9JoHGwF0v3qq02ZUo48lm/WjQtX1LjtEIIUUh0use6TKSVuXPnkp2dTenSpXP2KYqCra0tN2/ezNnn7Hz33+LoWPAlcoxxDFMjPUeLAZ1Ox3Mtglk2sjF+7g5cuJaSU9w81bAs68e2lOJGCCE0lp2dzU8//cSXX35JeHh4zu3w4cMEBgayZMmS+z6vYsWKODo6snnz5vvef6fPjV6vf+C5H3UMcyQtOMVI/UBP1r3SgrdXHuFsXDIfdKtG68reWscSQggBrF27lps3bzJixAjc3XMPCunXrx9z587l66+/vud5Dg4OTJgwgfHjx2NnZ0ezZs24du0ax48fZ8SIEXh7e+Po6Mj69espU6YMDg4O9xz/UccwR1LgFDOeznb8MCTk0Q8UQghRpObOnUv79u3vKT4A+vbty5QpUwgLC7vvc99//31sbGz44IMPiImJwc/PjxdffBFQ+/F89913TJo0iQ8++IAWLVqwdevWxzqGOdIp+ZkJzgIkJibi7u5OQkICbm4ygZ0QQliK9PR0IiIiKFeuHA4ODlrHEfnwsN9hXj+/pQ+OEEIIISyOFDhCCCGEsDhS4AghhBDC4kiBI4QQQgiLIwWOEEIIi1RMx9BYBGP87qTAEUIIYVFsbW0BSE1N1TiJyK87v7s7v8v8kHlwhBBCWBRra2s8PDyIi4sDwMnJKdciw8J0KYpCamoqcXFxeHh4YG2d/7URzbrAmTlzJp9//jlXrlyhevXqfPPNN7Ro0ULrWEIIITR2Z9XsO0WOMC8eHh4PXPk8r8y2wFm2bBljx45l5syZNGvWjB9++IHOnTtz4sQJypYtq3U8IYQQGtLpdPj5+eHt7U1WVpbWccRjsLW1LVDLzR1mO5Nxo0aNqFevHt9//33OvqpVq9KrVy+mTp36yOfLTMZCCCGE+bHomYwzMzM5ePAgHTp0yLW/Q4cO7Nq1677PycjIIDExMddNCCGEEJbJLAuc69evo9fr8fHxybXfx8eH2NjY+z5n6tSpuLu759wCAgKKIqoQQgghNGCWBc4d/+0VryjKA3vKv/322yQkJOTcoqKiiiKiEEIIITRglp2MS5YsibW19T2tNXFxcfe06txhb2+Pvb19zs93uh7JpSohhBDCfNz53H5UF2KzLHDs7OyoX78+GzdupHfv3jn7N27cSM+ePfN0jKSkJAC5VCWEEEKYoaSkJNzd3R94v1kWOADjxo1jyJAhhISE0KRJE2bPnk1kZCQvvvhinp7v7+9PVFQUrq6uxW4CqMTERAICAoiKipIRZAUgr6NxyOtoHPI6Goe8jsZRmK+joigkJSXh7+//0MeZbYEzcOBAbty4waRJk7hy5Qo1atTgzz//JDAwME/Pt7KyokyZMoWc0rS5ubnJH7ARyOtoHPI6Goe8jsYhr6NxFNbr+LCWmzvMtsABGDVqFKNGjdI6hhBCCCFMjFmPohJCCCGEuB8pcIohe3t7Pvzww1yjysTjk9fROOR1NA55HY1DXkfjMIXX0WyXahBCCCGEeBBpwRFCCCGExZECRwghhBAWRwocIYQQQlgcKXCEEEIIYXGkwClGpk6dSoMGDXB1dcXb25tevXpx+vRprWOZtalTp6LT6Rg7dqzWUcxSdHQ0gwcPxsvLCycnJ+rUqcPBgwe1jmVWsrOzee+99yhXrhyOjo4EBwczadIkDAaD1tFM2vbt2+nevTv+/v7odDpWr16d635FUfjoo4/w9/fH0dGR1q1bc/z4cW3CmrCHvY5ZWVlMmDCBmjVr4uzsjL+/P0OHDiUmJqZIskmBU4xs27aNl19+mT179rBx40ays7Pp0KEDKSkpWkczS/v372f27NnUqlVL6yhm6ebNmzRr1gxbW1v++usvTpw4wZdffomHh4fW0czKtGnTmDVrFjNmzODkyZN89tlnfP7550yfPl3raCYtJSWF2rVrM2PGjPve/9lnn/HVV18xY8YM9u/fj6+vL0888UTOOoZC9bDXMTU1lbCwMN5//33CwsJYuXIlZ86coUePHkUTThHFVlxcnAIo27Zt0zqK2UlKSlIqVqyobNy4UWnVqpXy6quvah3J7EyYMEFp3ry51jHMXteuXZXhw4fn2tenTx9l8ODBGiUyP4CyatWqnJ8NBoPi6+urfPrppzn70tPTFXd3d2XWrFkaJDQP/30d72ffvn0KoFy6dKnQ80gLTjGWkJAAgKenp8ZJzM/LL79M165dad++vdZRzNaaNWsICQmhf//+eHt7U7duXebMmaN1LLPTvHlzNm/ezJkzZwA4fPgwoaGhdOnSReNk5isiIoLY2Fg6dOiQs8/e3p5WrVqxa9cuDZOZv4SEBHQ6XZG01Jr1WlQi/xRFYdy4cTRv3pwaNWpoHces/PLLL4SFhbF//36to5i1Cxcu8P333zNu3Djeeecd9u3bxyuvvIK9vT1Dhw7VOp7ZmDBhAgkJCVSpUgVra2v0ej2TJ0/mqaee0jqa2YqNjQXAx8cn134fHx8uXbqkRSSLkJ6ezltvvcXTTz9dJAuZSoFTTI0ePZojR44QGhqqdRSzEhUVxauvvsqGDRtwcHDQOo5ZMxgMhISEMGXKFADq1q3L8ePH+f7776XAeQzLli1j8eLFLF26lOrVqxMeHs7YsWPx9/fnmWee0TqeWdPpdLl+VhTlnn0ib7KysnjyyScxGAzMnDmzSM4pBU4xNGbMGNasWcP27dspU6aM1nHMysGDB4mLi6N+/fo5+/R6Pdu3b2fGjBlkZGRgbW2tYULz4efnR7Vq1XLtq1q1KitWrNAokXl68803eeutt3jyyScBqFmzJpcuXWLq1KlS4OSTr68voLbk+Pn55eyPi4u7p1VHPFpWVhYDBgwgIiKCf/75p0hab0BGURUriqIwevRoVq5cyT///EO5cuW0jmR22rVrx9GjRwkPD8+5hYSEMGjQIMLDw6W4eQzNmjW7Z5qCM2fOEBgYqFEi85SamoqVVe63cmtraxkmXgDlypXD19eXjRs35uzLzMxk27ZtNG3aVMNk5udOcXP27Fk2bdqEl5dXkZ1bWnCKkZdffpmlS5fy+++/4+rqmnOd2d3dHUdHR43TmQdXV9d7+iw5Ozvj5eUlfZke02uvvUbTpk2ZMmUKAwYMYN++fcyePZvZs2drHc2sdO/encmTJ1O2bFmqV6/OoUOH+Oqrrxg+fLjW0UxacnIy586dy/k5IiKC8PBwPD09KVu2LGPHjmXKlClUrFiRihUrMmXKFJycnHj66ac1TG16HvY6+vv7069fP8LCwli7di16vT7nc8fT0xM7O7vCDVfo47SEyQDue5s/f77W0cyaDBPPvz/++EOpUaOGYm9vr1SpUkWZPXu21pHMTmJiovLqq68qZcuWVRwcHJTg4GDl3XffVTIyMrSOZtK2bNly3/fDZ555RlEUdaj4hx9+qPj6+ir29vZKy5YtlaNHj2ob2gQ97HWMiIh44OfOli1bCj2bTlEUpXBLKCGEEEKIoiV9cIQQQghhcaTAEUIIIYTFkQJHCCGEEBZHChwhhBBCWBwpcIQQQghhcaTAEUIIIYTFkQJHCCGEEBZHChwhhBBCWBwpcIQQ4raPPvqIOnXqaB1DCGEEUuAIIYolnU7H6tWrtY4hhCgkUuAIIYQQwuJIgSOE0FTr1q0ZM2YMY8eOpUSJEvj4+DB79mxSUlJ49tlncXV1pXz58vz11185z9m2bRsNGzbE3t4ePz8/3nrrLbKzs3Md85VXXmH8+PF4enri6+vLRx99lHN/UFAQAL1790an0+X8fMeiRYsICgrC3d2dJ598kqSkpMJ8CYQQhUAKHCGE5hYuXEjJkiXZt28fY8aM4aWXXqJ///40bdqUsLAwOnbsyJAhQ0hNTSU6OpouXbrQoEEDDh8+zPfff8/cuXP55JNP7jmms7Mze/fu5bPPPmPSpEls3LgRgP379wMwf/58rly5kvMzwPnz51m9ejVr165l7dq1bNu2jU8//bToXgwhhFHIauJCCE21bt0avV7Pjh07ANDr9bi7u9OnTx9++uknAGJjY/Hz82P37t388ccfrFixgpMnT6LT6QCYOXMmEyZMICEhASsrq3uOCdCwYUPatm2bU6zodDpWrVpFr169ch7z0Ucf8fnnnxMbG4urqysA48ePZ/v27ezZs6coXg4hhJFIC44QQnO1atXK2ba2tsbLy4uaNWvm7PPx8QEgLi6OkydP0qRJk5ziBqBZs2YkJydz+fLl+x4TwM/Pj7i4uEdmCQoKyiluHud5QgjTIgWOEEJztra2uX7W6XS59t0pZgwGA4qi5CpuAO40RP97//2OaTAY8pUlL88TQpgWKXCEEGalWrVq7Nq1i39fXd+1axeurq6ULl06z8extbVFr9cXRkQhhAmQAkcIYVZGjRpFVFQUY8aM4dSpU/z+++98+OGHjBs3DiurvL+lBQUFsXnzZmJjY7l582YhJhZCaEEKHCGEWSldujR//vkn+/bto3bt2rz44ouMGDGC995777GO8+WXX7Jx40YCAgKoW7duIaUVQmhFRlEJIYQQwuJIC44QQgghLI4UOEIIIYSwOFLgCCGEEMLiSIEjhBBCCIsjBY4QQgghLI4UOEIIIYSwOFLgCCGEEMLiSIEjhBBCCIsjBY4QQgghLI4UOEIIIYSwOFLgCCGEEMLi/B+QBKrko0isiwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(SH_area / 1e12).groupby('time.month').mean('time').plot(label = 'Antarctic') # convert from m^2 -> 10^6 km^2\n", "(NH_area / 1e12).groupby('time.month').mean('time').plot(label = 'Arctic') # convert from m^2 -> 10^6 km^2\n", "\n", "plt.legend()\n", "plt.ylabel('Sea Ice Area (10$^6$ 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 65$^\\circ$ N is skewed. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "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/01-Cooking-Tutorials/01-Basics/03-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 output for the actual (two-pole) coordinates, instead of the model's (three-pole) coordinates." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "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": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "area" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "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": 20, "metadata": { "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').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": 21, "metadata": { "tags": [] }, "outputs": [], "source": [ "def plot_sic(data):\n", " \"\"\" \n", " Plot sea ice concentration (SIC) on a polar stereographic map \n", " with a circular boundary, where longitude and latitude are \n", " given as `geolon` and `geolat`.\n", "\n", " Parameters\n", " ----------\n", " data : xarray.DataArray\n", " Sea ice concentration with coordinates 'geolon' and 'geolat'.\n", " \"\"\"\n", " \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(\n", " circle, \n", " transform=ax.transAxes\n", " )\n", "\n", " # Add land features and gridlines\n", " ax.add_feature(\n", " cfeature.NaturalEarthFeature(\n", " 'physical', \n", " 'land', \n", " '50m', \n", " edgecolor = None, # disabled since it can cause some spurious lines to appear\n", " facecolor = 'gainsboro'\n", " ), \n", " zorder = 2\n", " )\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, \n", " linewidth = 1, \n", " color = 'gray', \n", " alpha = 0.2, \n", " linestyle = '--',\n", " ylocs = np.arange(-80, 81, 10)\n", " )\n", "\n", " ax.coastlines(zorder = 2);" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_sic_southern_hemisphere():\n", " ax = plt.subplot(projection = ccrs.SouthPolarStereo())\n", "\n", " ax.set_extent(\n", " [-180, 180, -90, -50], \n", " crs=ccrs.PlateCarree()\n", " )\n", "\n", " plot_sic(\n", " sic.sel(time = '1985-08').squeeze('time')\n", " )\n", "\n", "plot_sic_southern_hemisphere()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_sic_northern_hemisphere():\n", " ax = plt.subplot(projection=ccrs.NorthPolarStereo(central_longitude=-45))\n", " \n", " ax.set_extent(\n", " [-180, 180, 40, 90], \n", " crs=ccrs.PlateCarree()\n", " )\n", "\n", " plot_sic(\n", " sic.sel(time='1985-02').squeeze('time')\n", " )\n", "\n", "plot_sic_northern_hemisphere()" ] }, { "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 the filename must contain the extension (e.g., `.pdf`, `.jpeg`, `.png`, etc).\n", "\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_sic_southern_hemisphere()\n", "plt.savefig('MyFirstSeaIcePlot.png', dpi = 300)\n", "```" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "client.close()" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:analysis3-25.08]", "language": "python", "name": "conda-env-analysis3-25.08-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": "3.11.13" } }, "nbformat": 4, "nbformat_minor": 4 }