{ "cells": [ { "cell_type": "markdown", "id": "7a441207", "metadata": {}, "source": [ "# Using land-sea mask" ] }, { "cell_type": "markdown", "id": "c5bef90e", "metadata": {}, "source": [ "In this example, it is shown how to use a land-sea mask. We'll use binary masks on the surface level, which can be extracted from the variable `ocean_fraction_surface`. Throughout these exercises we will use the land-sea mask to plot\n", "\n", "* [a spatial map of precipitation over land](#Tropical-land-precipitation)\n", "* [a probability density function of precipitation over the tropics, tropical land and tropical ocean](#PDF-of-precipitation)\n", "* [the diurnal cycle of precipitation over South America and over the Indo-Pacific](#Diurnal-cycle-of-precipitation)" ] }, { "cell_type": "markdown", "id": "1af3b8ee", "metadata": {}, "source": [ "## Preparations\n", "### Importing packages" ] }, { "cell_type": "code", "execution_count": 1, "id": "ac19d753", "metadata": { "tags": [] }, "outputs": [], "source": [ "import intake\n", "import cartopy.crs as ccrs\n", "import cmocean\n", "import healpy as hp\n", "import easygems.healpix as egh\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "id": "cd9bc91d", "metadata": {}, "source": [ "### Getting and selecting data\n", "We pick a nextgems run from the catalog as usual. Furthermore, we keep `exp_name` and a `time_slice` of interest for later usage." ] }, { "cell_type": "code", "execution_count": 2, "id": "e3578a62", "metadata": {}, "outputs": [], "source": [ "cat = intake.open_catalog(\"https://data.nextgems-h2020.eu/catalog.yaml\")\n", "exp_name = \"ngc3028\"\n", "experiment = cat.ICON[exp_name]\n", "time_slice = slice(\"2020-02-01\", \"2020-03-31\")" ] }, { "cell_type": "markdown", "id": "de4becda", "metadata": {}, "source": [ "### Helper functions\n", "We define some helper functions, which\n", "* use the `easygems` library to attach the locations of the grid cells\n", "* change the units of the precipitation variable `pr` to better fit the upcoming analysis" ] }, { "cell_type": "code", "execution_count": 3, "id": "ccfb6f7f-326a-4e7e-9ca9-f1a6478e0b8f", "metadata": { "tags": [] }, "outputs": [], "source": [ "def preprocess(ds):\n", " \"\"\"\n", " Adapts dataset to the needs of this notebook.\n", " \"\"\"\n", " return ds.pipe(egh.attach_coords).assign(\n", " pr=(ds.pr * 86400).assign_attrs(units=\"mm d-1\")\n", " )" ] }, { "cell_type": "markdown", "id": "da113616-2f34-45e1-a4cb-c78669b44e07", "metadata": {}, "source": [ "## masks for specific regions\n", "\n", "The purpose of this article is to look at the data based on some regions, so let's define region masks as functions of a dataset, thus the masks can automatically adapt to the chosen `zoom` level of the dataset." ] }, { "cell_type": "code", "execution_count": 4, "id": "14961680", "metadata": {}, "outputs": [], "source": [ "def tropics(ds):\n", " return np.abs(ds.lat) <= 30.1\n", "\n", "\n", "def land(ds):\n", " return ds.ocean_fraction_surface == 0\n", "\n", "\n", "def ocean(ds):\n", " return ds.ocean_fraction_surface == 1\n", "\n", "\n", "def south_america(ds):\n", " return tropics(ds) & (ds.lon >= 280) & (ds.lon <= 330) & land(ds)\n", "\n", "\n", "def indo_pacific(ds):\n", " return (np.abs(ds.lat) <= 10) & (ds.lon >= 80) & (ds.lon <= 150) & ocean(ds)" ] }, { "cell_type": "markdown", "id": "11343d43-afea-44d2-8998-2fcbc0393fc7", "metadata": {}, "source": [ "## testing the masks\n", "It's always good to check if those masks we've defined actually correspond to the regions we are interested in. For testing, we need a dataset. As the result of the mask function is a boolean mask (i.e. 0 and 1 values) on the healpix grid, we can quickly visualize them using `healpy` functions:" ] }, { "cell_type": "code", "execution_count": 5, "id": "29addf36-026d-4da7-8514-bd479973b580", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds = experiment(zoom=6, chunks=\"auto\").to_dask().pipe(preprocess)\n", "hp.mollview(tropics(ds) & ocean(ds), nest=True, flip=\"geo\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "2f4b0b53-7727-4258-96cd-b39538d9f17a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hp.mollview(south_america(ds), nest=True, flip=\"geo\")" ] }, { "cell_type": "markdown", "id": "cfb4ec93", "metadata": {}, "source": [ "### Plotting settings" ] }, { "cell_type": "code", "execution_count": 7, "id": "8de7bcea", "metadata": {}, "outputs": [], "source": [ "from cartopy.mpl.ticker import LongitudeFormatter, LatitudeFormatter\n", "\n", "proj = ccrs.PlateCarree(central_longitude=-135.5808361)\n", "sns.set_context(\"talk\") # make plots nicer" ] }, { "cell_type": "markdown", "id": "37158e83", "metadata": {}, "source": [ "## Plots\n", "### Tropical land precipitation\n", "\n", "To get data only for grid cells in the tropics and on land, we can combine the `tropics` and the `land` mask using `&`. We use `.pipe(preprocess)` to apply our preprocessing function defined above." ] }, { "cell_type": "code", "execution_count": 8, "id": "d1ac7947", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 145 ms, sys: 3.61 ms, total: 149 ms\n", "Wall time: 152 ms\n" ] } ], "source": [ "%%time\n", "ds = (\n", " experiment(zoom=6, time=\"P1D\", chunks=\"auto\")\n", " .to_dask()\n", " .pipe(preprocess)\n", " .sel(time=time_slice)\n", ")\n", "\n", "pr_tropics_land = ds[\"pr\"].where(tropics(ds) & land(ds)).mean(\"time\")" ] }, { "cell_type": "markdown", "id": "a08204ce-8fff-40b3-b3c9-7238a5ef5edd", "metadata": {}, "source": [ "We can now plot the selected data:" ] }, { "cell_type": "code", "execution_count": 9, "id": "e4f08153", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 512 ms, sys: 450 ms, total: 962 ms\n", "Wall time: 15.2 s\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%time\n", "title = f\"{exp_name} Feb.2020 - Mar.2020 - zoom=6 - Tropical land\"\n", "fig, ax = plt.subplots(\n", " figsize=(12, 8), facecolor=\"white\", subplot_kw={\"projection\": proj}\n", ")\n", "ax.set_extent([-180, 180, -30, 30], crs=ccrs.PlateCarree())\n", "artist = egh.healpix_show(pr_tropics_land, ax=ax, cmap=cmocean.cm.rain)\n", "ax.coastlines(color=\"gray\", lw=1)\n", "fig.colorbar(\n", " artist, label=\"P / mmd$^{-1}$\", shrink=0.5, orientation=\"horizontal\", pad=0.05\n", ")\n", "plt.title(title)\n", "None" ] }, { "cell_type": "markdown", "id": "e8832cc4", "metadata": {}, "source": [ "### PDF of precipitation\n", "\n", "Here, we want to look at differences in rain intensity between ocean and land areas within the tropics. To do so, we'll apply the same masks from above, but look at histograms instead of maps. Let's get some data first:" ] }, { "cell_type": "code", "execution_count": 10, "id": "9cf68731-e4c0-463c-bb14-ce87757f0fb1", "metadata": {}, "outputs": [], "source": [ "ds_hist = (\n", " experiment(zoom=6, time=\"P1D\")\n", " .to_dask()\n", " .pipe(preprocess)\n", " .sel(time=slice(\"2020-02-01\", \"2021-01-31\"))\n", ")" ] }, { "cell_type": "markdown", "id": "dade57d8", "metadata": {}, "source": [ "**Calculating histogram**" ] }, { "cell_type": "code", "execution_count": 11, "id": "0fcfacbf-be9a-4888-8443-d1f658c3f5ee", "metadata": {}, "outputs": [], "source": [ "bins = np.logspace(np.log10(0.1), np.log10(250), 20)\n", "histogram_tropics, _ = np.histogram(\n", " ds_hist.pr.where(tropics(ds_hist)), bins, density=True\n", ")\n", "histogram_tropics_ocean, _ = np.histogram(\n", " ds_hist.pr.where(tropics(ds_hist) & ocean(ds_hist)), bins, density=True\n", ")\n", "histogram_tropics_land, _ = np.histogram(\n", " ds_hist.pr.where(tropics(ds_hist) & land(ds_hist)), bins, density=True\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "id": "091de607", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xaxis = (bins[1:] + bins[:-1]) / 2\n", "fig, ax = plt.subplots(figsize=(8, 6), facecolor=\"white\")\n", "plt.plot(xaxis, histogram_tropics, label=\"Tropics\")\n", "plt.plot(xaxis, histogram_tropics_ocean, label=\"Tropical Ocean\")\n", "plt.plot(xaxis, histogram_tropics_land, label=\"Tropical Land\")\n", "ax.set_yscale(\"log\")\n", "ax.set_xlabel(\"P / mmd$^{-1}$\")\n", "sns.despine(offset=10)\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "ef21aed0", "metadata": {}, "source": [ "### Diurnal cycle of precipitation" ] }, { "cell_type": "markdown", "id": "fa114a16", "metadata": {}, "source": [ "For this example, we use data with a time step of 30 minutes to calculate the dirunal cycle of precipitation over two regions: South America and the Indo-Pacific. Because data with time step of 30 minutes do not have the variable`ocean_fraction_surface`, we use the daily output to extract this variable and add it to the 30 minutes time step." ] }, { "cell_type": "code", "execution_count": 13, "id": "7fa60d7c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 106 ms, sys: 13.3 ms, total: 120 ms\n", "Wall time: 246 ms\n" ] } ], "source": [ "%%time\n", "ds_diurnal = (\n", " experiment(zoom=6, time=\"PT30M\", chunks=\"auto\")\n", " .to_dask()\n", " .pipe(preprocess)\n", " .sel(time=slice(\"2020-02-01\", \"2020-02-29\"))\n", ")\n", "# unfortunately, ocean_fraction_surface is only available in daily output. Let's fix that:\n", "ds_diurnal = ds_diurnal.assign(\n", " ocean_fraction_surface=experiment(zoom=6, time=\"P1D\")\n", " .to_dask()\n", " .ocean_fraction_surface\n", ")" ] }, { "cell_type": "markdown", "id": "215ff873-58d7-4e0c-9344-ccdfff4bf4cc", "metadata": {}, "source": [ "We'll group the data by the hour of the day and average over those datapoints over time from every day within our selection:" ] }, { "cell_type": "code", "execution_count": 14, "id": "de145fa4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 96.3 ms, sys: 5.71 ms, total: 102 ms\n", "Wall time: 104 ms\n" ] } ], "source": [ "%%time\n", "pr_samerica_28 = (\n", " ds_diurnal[\"pr\"].where(south_america(ds_diurnal)).groupby(\"time.hour\").mean()\n", ")\n", "\n", "pr_indopacific_28 = (\n", " ds_diurnal[\"pr\"].where(indo_pacific(ds_diurnal)).groupby(\"time.hour\").mean()\n", ")" ] }, { "cell_type": "markdown", "id": "59a42272", "metadata": {}, "source": [ "**Calculating diurnal cycle of precipitation**\n", "\n", "Now, while we have the data grouped by hour, it's the UTC hour and not the local time of the day. Before averaging horizontally in space, we have to shift every grid cell's time to local time. We'll do so by converting the cell's longitude to a time offset and the [modulo operator](https://en.wikipedia.org/wiki/Modular_arithmetic). We could have done this before the first time-average, but that would create a very large intermediate time variable for each grid cell and all points in time. Doing it in two steps can save a bit of memory." ] }, { "cell_type": "code", "execution_count": 15, "id": "5b8058b8-6670-4b4a-9c9c-ec529f546e3c", "metadata": {}, "outputs": [], "source": [ "def local_hour(data):\n", " return np.round(data.hour + data.lon * (24 / 360)) % 24\n", "\n", "\n", "def d_cycle(data):\n", " return data.groupby(local_hour(data)).mean()" ] }, { "cell_type": "code", "execution_count": 16, "id": "b6eb45b5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.41 s, sys: 111 ms, total: 1.52 s\n", "Wall time: 1.53 s\n" ] } ], "source": [ "%%time\n", "dcycle_samerica_28 = d_cycle(pr_samerica_28)\n", "dcycle_indopacific_28 = d_cycle(pr_indopacific_28)" ] }, { "cell_type": "code", "execution_count": 17, "id": "28428a02", "metadata": {}, "outputs": [], "source": [ "def format_axes_time_series(ax, title):\n", " ax.spines.right.set_visible(False)\n", " ax.spines.top.set_visible(False)\n", " ax.set_xlabel(\"LST / hr\")\n", " ax.set_ylabel(\"P / mmd$^{-1}$\")\n", " ax.set_title(title)\n", " sns.despine(offset=10)" ] }, { "cell_type": "code", "execution_count": 18, "id": "41446a4f", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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hZWWFGzdu4LXXXrvjnOvXr2PGjBkoLS1Fr169cOrUKeTn56OwsBAHDhyAQqHASy+9VOs9Q0ND8fjjj6O0tBRDhgxBeHg48vLyUFRUhH379sHNzQ1JSUmYMGECCgoKmu1n1x6FZW9vD6Bi9MgzzzyD4OBgZGRkoKioCIWFhbhx4wZWrVoFY2NjrF27Fvv27bvjenl5eRg7diwuXboEOzs7bNiwAdnZ2cjOzkZxcTGioqKwdu1adOrUqd7YBg8efMd8ndpzrzZ0Hs+m5p766vTp05g2bRoKCgowb948REREoLi4GAUFBUhMTMRzzz2HsrIyPPXUU2Jv4ZrMmjULgwcPxpUrV5Cbmyu+7u3s7JCYmIiHHnoIarVap7FLnb9V5q413T8iIkL8DNiQ+6ekpCArK6tR9ydqMKmrtURU4emnn6727W9AQIDw3HPPCZs2bRIuXrxY59wv169fF7+Bf+2112o8prIHmrGxsXDjxo1q+5ras7Qx5wtCVS88JycnITU19Y79Fy5cEI85fvx4ndeqTUJCgiCTyQSZTCYkJCRU2zdkyBABgPDBBx/UG6OLi4uQkZFxx/7ly5eLx3Tv3l0oKSm545gnnnhCAGqeR3L69OkCgFpXGhUEQfi///s/AYDg7+9fbbt2z9JOnToJ+fn5tV6jtm/3VSqV4OnpKQAV81SWlpbWeo3GKC8vF3r16iUAELZt26aTazZWbSvO3v7Q7uX58ssvCwCEUaNG1Tqf7e7du8Vr3n5M5f2USmWNPU9SU1MFe3t7AYDw3HPP6fTn3bFjh3j/TZs23bG/stfAlClT6rxO7969BQDCtGnTGnX/Z599VgAqVki9vVeBdq+BTz/9tNZr5OTkiMetW7euUfcnIiL919CepSNHjhTUavUdx3z22Wdiz8rb34Mre5c5ODjUmFdevHhRHP1U0/3HjRsnABB8fHyEwsLCO/aHhoaK+fXtPeAaqr6epSqVSvD39xeAilFhNeWeNfnoo49qzTXffPNNAYBgYmIihIaGNjjWunJ97Ry0tt6OLZ176kpl3HK5vNbc0cXFRcjNzRXP6devnwBAWL58ea3XfeGFFwQAwqRJk6pt137d+/n51Ti/6N9//y0e89NPP+nsZxUEafO3srIy8fOCl5fXHSMe9+3bJ143PDy81uvs2bNHPO7ixYsNvj9RY7BnKZGe+PLLL7F8+XJYWFhAEASEhYXhyy+/xFNPPYWePXvC1dUVL730Uo3zL/3yyy8oLy+Hqakpli1bVuP133zzTZiYmEClUuHnn39u7h+nTs888wycnZ3v2N6zZ09xDpoLFy406dqbN2+GIAgYPnz4Hd+Yz5o1SzymPk8//TQcHBzu2D527Fjx+UsvvQQTE5Naj7n9Z8jKysLu3bsBoNa/E1DVCzY8PLzW+bYWLFgAS0vLen6KOwUHB4tzVH388cc6+wZfoVBg3LhxACrmv5RaRkYGUlNTa3xUzoclCIL4WliyZAmMjIxqvNbkyZNhbW2NjIwMnDt3rsZjHnzwQXTt2vWO7c7Oznj22WcBADt37tTFjwYAiI6OFq8bFBRU4/xglfPmmpub13mtyv31zbOr7aeffsLXX38NAHjllVfQuXPnGu9d3/219zXm/kRE1Lq8/vrrkMvv/GhaOZd/cXExYmJixO2CIIjvq88++2yNeWWPHj0wffr0Gu+Xk5ODgwcPAqh4H6vpvSogIECcG/zHH39s5E9Ut4KCApw8eRL3338/wsPDAVTkqTXlnjUZP348ACAkJOSOnoeVuc3cuXMREBCgw6ibprlyT13TaDS15o6pqalij8fw8HCcOXMGxsbG4tzvNanM5w8dOlRr79BXXnmlxvlFx4wZI47c27Fjx93+aCKp87dFixbhwoULkMlk+OKLL2BsbNyi9ydqDBZLifSEkZER3n77bSQnJ2Pbtm2YO3cu/P39xYQiLS0NH3/8MXr06IHTp09XO7dyeEe/fv1gbW1d4/Xt7OwQGBhY7XipDBgwoNZ9lQvaNGVIhUajwZYtWwBUJSjaHnroIZiamiI6Orregl7//v1r3O7i4iI+79evX53HZGdnV9seEhIiJlqjRo2Cq6trjY/u3buL51Qu0HO7IUOG1Bl/bU6cOAEAcHV1FV8PjXHs2DHMnj0bXbp0gaWlZbXFvFavXg0AzTLcvLHi4+MhCEKNj8mTJwMArly5Ir7OZs+eXevfw83NTRx+V9vfY9SoUbXGUrkvMzPzjsUUmiIlJQXjx49HTk4O2rVrhx9//LHGD5jNpfI1AFT8bG+//XaTr1XXAgBERNR21JYbai90qJ0bxsfHi+2GvAffLjQ0FIIgAKgoTNXmnnvuAVDxBbhKpar1uIbQXhjJysoKgwYNwt9//y3GsG7dumrHp6amYsWKFRg0aBAcHBxgZGQknl+5QE9RUVG1fDMxMRE3btwAAEyYMOGu4tWVu809W0qnTp1qzR0FQYCtrS2Aqk4BGo0GnTt3rjV/rOxEUFhYiMzMzBrv2ZDXrq4+t0mdv61duxZfffUVAGD58uXi74dIX9XcjYaIJGNjY4PHH39cXBmzpKQEx48fx2effYb9+/cjIyMD06ZNQ0xMDExNTQFUFFIBoH379nVeu0OHDtWOl4qVlVWt+yp79zUlIT106BCuXbsGc3PzGnsS2NjYYPLkydixYwc2bdqEoKCgRseo3fuwvmPKy8urba9MXgE0eIXWoqKiGrfX1IOiIVJSUgCgQfNU3e7VV18VC6JARW9SOzs7saBfUFCAwsJCFBYWNuq6U6dOFRNpbe7u7g2eC6sptP8e6enpDTqntr9HXf/vae9LS0sTe083RVpaGkaPHo2rV6/CxcUF//zzj/j/9e0qX5+1xVypcn9d/19WCgkJwfjx41FcXIwhQ4Zg7969NfbI1b5WXffXfq005P5ERNQ6NSTv0s4NtXPZut6Da3uPbOz55eXlyMrKEr8Qb0ru4ujoKM4hbmxsDHt7e/Tq1QvTp0/HxIkTqxWgQkJCcP/991dbEd3S0hLm5uaQyWRQq9XIyMgAUPFe6ujoCKAqzwOalus1h7vJPevi6upa4/YZM2bUOc/83arMH9Vq9V3n8w3JH3XxuU3q/G3dunV4+eWXAQAvvvgiVq1aVeNxDb2/9j7mj9RcWCwl0nOmpqYYM2YMxowZg9mzZ2Pr1q24fv06/vzzT7GHXKWGfsvXWntzVS7sVFRUVGsP20q7du3CZ5991qJvsJVDcMzMzOotYNWntgV7Gqqxr4G///5bLJQ+99xzmD9//h0LBy1fvhz/+9//xJ4aDZWVlVVjsln5ZUBz0R4SlZKSUq3XcGO1xP9TaWlpGDVqFK5cuQJnZ2ccPnwYXbp0qfX4du3aITQ0FMnJyXVet3K/du+dmoSEhGDcuHHIz8/HoEGDcODAgVqngrCysoKVlRXy8/PrvL/2vvruT0REVJOWymu179OU3OXMmTPw8PCo9z7l5eV45JFHkJOTg969e+O9995DUFBQtZw1NjYWPj4+AFBr3qVv+b6u46mtUJmbm6vT+9yuMn/s0qULIiIimvVeuiB1/vb555/jhRdeAFAxjdjHH39c67Ha10pOTkavXr3u+v5ETcVh+EQG5JlnnhGfR0VFic8rexkmJSXVeX7l8OjK1a8rVX6zWDmXY02aO/G4W5mZmdi7d2+Dj69cbbIlVX4DXlxcjKtXr7bovSu5ubkBQKOHg1fOlzR27Fh88cUX6NGjxx0FW+3eDI1x5MiRGoc7aa8O2xy0eyRcvHjxrq5V19QD2gldU3sEp6WlYeTIkbh8+bJYKK0cglebypVCIyIiap0rKy0tTexVqz39w+1OnDiBsWPHIi8vD4MGDcLBgwfr/aKh8nqVK67WRHtfXfcnIiLSpv1+2tD34KacX7nPyMgIdnZ24vbmzF1CQkKQmJgIhUKB3377Dffdd98d77m15VyVeR6AZs+jGqqpuWd9ahsuXzklV3OpzB/j4uIaPZrqdg0pSDY1dwSkz9/WrVuHhQsXAqgolN4+1cTtunbtKk4t1ZD7u7q6wt7evs5rEjUVi6VEBkT7W0DthYW05yKtraiZk5NTbW5TbZXJX13F1lOnTtW6r/JNrbE9CnVp+/btKC0thbOzM3Jzc5Gfn1/rY9GiRQCqeqK2lMGDB4vfqutysvbGxgBUfBvfmDmQKl8btS0UIAgCDh8+fPcBtqAePXqIPZDv9u8RHBxc7z57e/smDcFPTU3FyJEjq/UobUhhsXKetfz8/BqHCgLAn3/+ecfxtztx4kS1Hgl//vlng3pkV17v2LFjtfakrrx/p06d7lhkgIiIqDaenp5ikaSu9+DacpM+ffqI+es///xT6/mHDh0CAPj7+9+xGE1zqcy5nJycah2mXRnX7Tp27ChOHbB///7mCbCRmpp76qvKdQPKysrw66+/3tW1GpI/NnWeV6nzt3Xr1ok9Sp9//vl6C6VAxcJNlb9f7RxVmyAI4uJs9957b73XJGoqFkuJ9EB8fDyio6PrPW7r1q3i8z59+ojPp02bBiMjI5SUlODDDz+s8dz33nsPpaWlMDY2xrRp06rt8/f3BwAcPHiwxm9IDx8+jJCQkFrjqiw4ac+r1NIqV/6cOnUqrK2tYWlpWevj4YcfBgCcPHkSV65cabEYnZ2dxVVdP/roo3r/5k1Z5Ko+I0eOhJeXFwBg8eLFKCsra9B5NjY2ACCu2Hq7r7/+GnFxcboJsoUYGRlhzpw5ACr+36pv0a+6/h67du2q1tu7UkZGBtavXw+gYg6txtIeeu/i4oLg4OAG98AcPny4OD/YBx98cMd+lUqFtWvXAgCCgoLE14U27UR78ODBOHjwYL1TXFR6/PHHoVAokJ+fj88///yO/QkJCWKR+oknnmjQNYmIiICKId0PPfQQgIocpHL+Tm1XrlzBzz//XOP5tra2GDt2LICKnKymolB4eDh++eUXAMAjjzyiq9DrVZlzVa7Cfrvr16/js88+q/X8ytxm48aNCAsLa54gG6Gpuae+CgwMFDsPvPHGG/XOe19X/rhmzZoaR/YFBwfjv//+A9C0/FHq/E27ULpw4cIar1ObWbNmAaj4HdTUWWfXrl3iZ46aFvQl0hmBiCS3f/9+QS6XC/fff7+wdetWIT4+XtxXVlYmhIaGCrNnzxYACACE/v37C2q1uto1lixZIgAQZDKZ8NZbbwnZ2dmCIAhCdna28Oabb4rnvvrqq3fcPyoqSpDL5QIAYcKECUJSUpIgCIJQVFQkbNmyRbC2thbs7e0FAMLw4cPvOP+NN94QAAg+Pj7C9evXa/05K2MIDg6u9Zjhw4cLAIQVK1bUesztTp8+LV778OHDDTqnY8eOAgBhyZIljYoxPj5ePEb776QtODhYPOZ2sbGxgoODgwBAcHJyEjZt2iTk5OSI+9PT04VffvlFmDJlinDvvfc2+t6VZs2aJQAQZs2adce+P/74Q5DJZAIAISgoSDh27Jj4esrNzRWCg4OFxx57TLh8+bJ4zsaNG8V7v/3220JBQYEgCBWvr3fffVdQKBTiz1XTa6QlfPvttw3+/VTKzMwUvL29BQCChYWFsHbtWiEtLU3cn5OTIxw4cECYOXOm0K1btzvOr7yfjY2N4OHhIfz999+CRqMRBKHidenv7y8AEKysrITExMQ7zq98vXfq1OmOfWlpaUL37t0FAIKrq6tw5cqVhv0itOzcuVOMcf78+UJmZqYgCIJw/fp1YerUqQIAQaFQCCdOnLjj3JCQEMHKykoAIAwZMkTIy8tr9P3nz58vABCUSqXw5ZdfCqWlpYIgCMLZs2eFbt26iT+b9v8DRETUeqxYsaLWnKiufElbbblZYmKi+D7Vu3dv4cyZM4IgCIJGoxEOHjwodOzYUbC1ta31HqGhoYKxsbGYD124cEEQBEFQq9XC77//LrRr104AIHh7ewv5+flN+vmbkpvk5OQIFhYWAgBh2LBhQlRUlCAIglBeXi78+eefgre3t5hz1XTdvLw8wdfXVwAg2NnZCRs2bBByc3MFQaj4XBEVFSWsWrVK+Oijj6qdV/m3qimPa0gOquvcs6VUxl1TLlabU6dOCSYmJgIAwdPTU9i1a5dQWFgo7r9+/bqwbds2YcyYMcLcuXOrnav9urexsRFGjRolREZGCoIgCCqVSti1a5f4uatPnz6CSqW64/6V59f0u5Y6f/v888/F+BYtWtToe6tUKqFnz54CAKF9+/bCoUOHBEGo+P/yp59+EqytrQUAwn333dfoaxM1BoulRHrgzz//FN9UKh9KpVKwt7cXE4vKR58+fYTk5OQ7rlFaWio89NBD4nFyuVyws7MTi6AAhEceeUQoKyurMYbly5dXu4+NjY1gZGQkABAmT54sFlxrSqCio6MFU1NT8b4uLi5Cp06dhE6dOomFV0FovmLpvHnzBACCs7OzUF5e3qBzXnrpJbFgqf07ae5iqSBUJOceHh7iMTKZTLCzsxMsLS2r/Q3GjBnT6HtXqithFQRB2Lp1q5jkARBMTEyqfaAAIISFhYnHl5WVCUOHDr0j5srX1/jx4+t8jbSEpnwgEQRBiIuLE4ualQ9bW1sxGat8+Pj43HFu5b5NmzYJrq6uAgDB3Ny82t/SxMRE+O2332q8d13F0lWrVonXsLCwEFxcXOp8XLt2rcZ7aH9Qlclk1f7ORkZGwjfffFPjeSNHjhSPs7Ozq/PegYGBNV6jpKREGDt2rHgdY2NjMYEHIDg4OAhnz56t5S9DRESGrjmLpYIgCL/99lu1fMbKykowMzMTAAhubm7C5s2b67zHjh07BKVSKR5jbW0t5rQABHd39yZ9WVmpqbnJV199VS0HsbS0FONydHQU9u3bV+d1Y2NjxaKW9ucChUJRayGrOYulgtD43LOlNKVYKgiC8Ndff1UrWld2HDA3N6/2M9VVLN2zZ49YsLexsan2++nYsaMQFxdX473rKpZKnb9pf3atL3d94YUXarxGfHx8tc9K5ubm1f6/DAgIELKysur46xDdPQ7DJ9IDY8eORUxMDD799FM8+OCD6Nq1K0xMTJCTkwNzc3P4+vrioYcewo4dO3DmzJkaV/1TKpXYuXMnfvnlF9x3331wcHBAfn4+HBwccN9992H37t344Ycfap1v6e2338a2bdswcOBAWFhYQK1Wo3fv3vj666+xe/fuOldf9/X1RXBwMCZOnAgnJydkZmYiMTERiYmJKC8v19nvqSbFxcXiUJBp06Y1eJX4yqFb6enpLT6nU0BAAK5cuYLPP/8cY8aMgaOjI/Lz86HRaODr64tHH30UO3bswO7du5sthpkzZyIyMhIvvvgiunXrBiMjI5SVlcHb2xuTJ0/Gtm3b0LVrV/F4Y2Nj/PXXX1ixYgX8/PxgbGwMQRDQv39/fPXVV9i3b1+Df/f6xtPTE2fPnsV3332HBx54AG5ubigsLERZWRk8PT0xZcoUbN68uc6pKLy8vBAWFobnn38eTk5OKCsrg7OzMx555BGEhYVh/PjxjY5Lo9GIzwsLC8XheLU9alvEaeXKlfjnn38wefJkODs7o6ioCO3bt8ejjz6KkydPYu7cufXePzs7u8571zYEzcTEBAcOHMA333yDoKAgWFhYQKVSwdfXF4sXL8bly5fRt2/fRv9uiIiIAGD8+PEIDQ3Fww8/DGdnZ5SVlcHFxQULFixAWFhYvXOFz5gxA5cvX8a8efPg7e2N0tJSGBkZoXfv3li1ahUuXbpULR9qKc8++yx+//13jBgxApaWligvL0f79u2xcOFChIeHo2fPnnWeX5mXfPnllxgxYgTs7OxQUFAAFxcXDBo0CO+88w4WL17cQj9NhcbmnvrunnvuwdWrV/H+++8jKCgINjY2yMnJgVwuR7du3fDUU09h3759dc7VOWnSJJw4cQLTpk2DqakpBEGAp6cnlixZgvPnzzdprnup8zdBaw2L+nLX2tba8PDwwIULF/DWW2+hR48ekMlkMDY2Rt++fbFmzRqcPHmy2oJrRM1BJmi/momIiIiIiIiIiIjaKPYsJSIiIiIiIiIiIgKLpUREREREREREREQAWCwlIiIiIiIiIiIiAsBiKREREREREREREREAFkuJiIiIiIiIiIiIALBYSkRERERERERERASAxdIW89hjj6Fv37547LHHpA6FiIiIiNoo5qREREREdTOSOoC2IjIyEqGhoVKHQURERERtGHNSIiIiorqxZykRERERERERERERWCwlIiIiIiIiIiIiAsBiKREREREREREREREAFkuJiIiIiIiIiIiIALBYSkRERERERERERASAxVIiIiIiIiIiIiIiACyWEhEREREREREREQFgsZSIiIiIiIiIiIgIAIulRERERERERERERABYLCUiIiIiIiIiIiICwGIpEREREREREREREQDASOoAiIiI8kpUOBmbCQCwNjOGtakxrM2MYG1mDEulEeRymcQREhERUW2Sc4px8XouervbwtXGVOpwiIiI7gqLpUREJCm1RsBj35zCxeTcGvfLZIClidGtAqoxrE2NqhdUTY1hVcM2m1ttS1MjKFhsJSIi0pkSlRqn47Pwb3Q6jkanIyatAABgoVRg7UO9Ma6Hq8QREhERNR2LpUREJKmolPxaC6UAIAhAfkk58kvKkZxT3Ojry2TAYG8HfP14X1iZGt9NqERERG2SIAiIzyjE0VvF0ZNxmShRae44rrBMjWe3n8PCUT54cYwfv6wkIiKDxGIpERFJKvRatvjczFgBO3Nj5JWUo6C0XCfXFwTgv6uZeOPXS/j04d6QyfjBjYiIqD4FpeU4cTVDLJBez677C0uFXAa1RgAArDt8FZeSc/HJwwGwMeMXlUREZFhYLCUiIkmFXcsRnz8Y2AFvT+oBoGJ4fkFJOfJKVMgtViGvRIW84vJb/1Uhr6QcecUq5JfcuS2vpGK7tn3hNxDk64iHAt1b8scjIiIyCIIg4MrNvIriaFQ6ziVmo/xW8bMm5koFBns7YnhnJwz3dYJKo8Ez351FbHohACA4Kh2TPj+ODTMD4edi1VI/BhER0V1jsZSIiCQVptWztE9HO/G5Qi6DjbkxbMyN0ZTyZmWx9ZltZ3EqPgsAsGLvZfTpaAsfZ35oIyLdSUlJwaFDh3DmzBmcPXsWYWFhKC4uRt++fXH27Nlazzt79iyOHz+Os2fP4syZM4iJiYEgCFi3bh0WLFjQgj8BtVVZhWU4FlPRc/RYTAbS80vrPL6rmzWG+TliuJ8TAjvZQ2kkr7Z/z/ND8NJP4fj7SioAICGzCFO++A9rH/LHuB5uzfZzEBER6RKLpUREJJnswjLEZRSKbe1i6d2qLLZ+8nBv3P/pMWQXqVCsUmPBD2HY8/wQmBordHYvImrbduzYgcWLFzf6vLlz5yI8PLwZIiKqmVoj4HxSNo5GVwyvv3A9B0LtnUdhY2aMob4VxdFhfk5wsa57pXsrU2Osf7wv1h2+io8PRQOonMc0FAtG+mDxPZzHlIiI9B+LpUREJJmwpKpepY6WSrjbm+n8Hm42ZljzoD+e2lrRuysyJR/v/REhDvcnIrpb1tbWGDNmDAIDAxEYGIjo6Gi8/vrr9Z7n5eWFLl26iOe99tprOHnyZAtETG3RmYQsvLb7Iq7eWrm+JnIZ4O9ui+F+Thju54ReHWwbXdyUy2VYNMYXPdpb48Ud55F/aw7yz4Ov4vINzmNKRET6j8VSIiKSTGhijvi8t7tdsy2+NLqrC54c4oFv/0sAAHwXkojB3o4Y18O1We5HRG3LnDlzMGfOHLG9ZcuWBp23e/fuam0TExNdhkUEoGKhptV/RuK7kMQa9ztbmYg9R4N8HGFnodTJfUd3dcHeBUPwzLZzYoGW85gSEZEhYLGUiIgkE6o9X2kn22a917L7uuB0fBYu38gDACz9ORw9O9igva3ue7MSERHpg+CoNLyx+yJu5JaI22QyYKCnQ8XCTH5O6OJq1WxfVno5WeLX5wZjyU/h+IvzmBIRkYGQ138IERGR7qk1AsKTcsS2LucrrYmJkQLrHgmAubJirtK8knIs+jEM5WpNs96XiIiopWUVlmHxzvN48tsz1Qqlfi6W+GX+YPz4zEA8O9wbXd2sm61QWsnK1BhfP94XL93jh8pbVc5j+tHBSKg1dUyaSkREJAEWS4mISBJRKfkoLFMDqFiMqVcHm2a/p5eTJf43uWqu0rOJ2fj0n5hmvy8REVFLEAQB+8Jv4J7/O4pfw5LF7cYKGV4c44vfFg5t9i8nayKXy/DCaF9snBkIK5OqwY1fBMfiqa1nkFusavGYiIiIasNh+EREJAntIfhd3axgrmyZt6SpfTrg+NUM7A6t+BD5efBVDPJywGAfxxa5PxGRrq1fvx4bNmxo0LERERHNHA1J5WZuMZbvuYRDEWnVtvu722L1tF7o7Cr9HKE1zWN6hPOYEhGRnmGxlIiIJBF2LUd83tK9XN6Z1ANh13IQn1EIQQBe3HkeBxYNhYMlF1chIsNz8+ZNhIaGSh0GSUSjEfDjmWv44I9IceV5ADAzVuDlsZ0xe7BHo1e0b061zWM6+Yv/sPZBf9zXk/OYEhGRtFgsJSIiSYRpL+7UwsVSCxMjrHskAFO/PIEytQZp+aVYsiscm2f1g1yPPlASETWEm5sb+vTp06BjIyIiUFxc3MwRUUuJzyjEsl8u4FR8VrXtQT6OeH9qT7jbm0sUWd0q5zH9PPgqPj4UDUEAisrUmP99KJ4f6Y2X7umsVwVeIiJqW1gsJSKiFpddWIa4jEKxLcX8aT3a2+C1+7tg1f4rACqGAW7+Lx5zh3q1eCxERHdj3rx5mDdvXoOO7du3L3uhtgLlag02Ho/Hx39Ho7S8aqFCa1MjvPlANzzYt0OzL9x0tyrnMe3ezhov7jgv9or9IjgWl2/k4dMZAbAxN5Y4SiIiaou4wBMREbW4sKSqXqWOlkq425tJEsfswR4Y09VZbH/4ZyQuXM+RJBYiIqKGuHwjF5O//A8fHIisVii9r4crDr00HA8Fuut9oVRb5TymPs6W4rYjUemY+MVxRKXkSxgZERG1VSyWEhFRiwtNzBGf93a3k+xDnUwmw+rp/nC1NgUAqNQCFv4YhvwSrspLRET6pUSlxkcHIzHx8/9wKTlP3O5kZYKvH++Drx7vC+db72eGxsvJEnueH4Kx3V3EbYmZRZjy5X84cPGmhJEREVFbxGIpERG1uFDt+Uo72UoXCAB7CyU+ebg3KqdGS8wswpt7LkEQBEnjIiIiqnQmIQv3f3YMXwTHQq2pen96KLADDi0ejnE9DH9RJEsTI3z1WF8succPld+hVs5juvrPSGg0fF8mIqKWwWIpERG1KLVGQHhSjtiWYr7S2w30csDCUb5ie+/5G/j53HUJIyIiIgIKSsvx1t5LePDrEMSlV8317W5vhu1PDcDq6f6tal5PuVyGhaN9sWlWIKxMqpbX+PJILBb/dB4qtaaOs4mIiHSDxVIiImpRUSn5KCxTAwAUchl6dbCROKIKC0f5oL+nvdh+a+9lXE0rkDAiIjIUSUlJcHR0FB8LFy4EAISHh1fbvnr16mrnrV69utr+//77DwCwbNmyatuTkpJa/Gci6QVHpuHe/zuK70ISxW1yGfBUkCcOvjgMQb6OEkbXvEZ1uXMe073nb+Dp786i+FYOQURE1FxYLCUiohalPQS/q5sVzJVGdRzdcowUcnz6cG/Y3uqhU6xSY8EPoShR8UMZEdVNrVYjMzNTfBQUVHzRUl5eXm17UVFRtfOKioqq7S8vr1gNvLCwsNp2tZr/DrUlpeVqvPTTeTy55Qxu5JaI2/1cLPHL/MFY/kA3vXnvbE6V85gO8XEQtx2JSscTm04ht5hzixMRUfNhsZSIiFpU2LUc8bk+DMHX5mZjho+m+4vtyJR8vP9HhIQREZEh8PDwgCAI9T5WrlxZ7byVK1c26DwPDw9Jfi6Sxv/9HY3docli21ghw+Ixfvht4VAE6Nn7ZnOzNDHC5tn9cF8PV3Hb2cRszFgfgrS8kjrOJCIiajoWS4mIqEWFaS/upIcf+u7p5oLZgz3E9taQRBy8nCJdQERE1GbEphdg8/F4sd3b3Ra/vzAUi8b4QmnUNj+6mRgp8PmjffBwP3dxW2RKPqZ/HYJrmUV1nElERNQ0bfMdl4iIJJFdWIa4jKoFKvSxWAoAr93fBd3crMX20p8vIDmnWMKIiIiotRMEASv3XYZKXbHqe3tbM/z49ED4uVhJHJn0FHIZ3p/aE88O9xa3XcsqwrSvTyDiZp6EkRERUWvEYikREbWYsKSqXqWOlkq425tJGE3tTIwUWPdoAMyVCgBAbrEKL+4IQzlX4SUiomby15VUHIvJENvLH+gKs1vvQwTIZDIsu68LXruvi7gtPb8UM9aH4GxCloSRERFRa8NiKRERtZjQxBzxeW93O8hkMumCqYe3kyXemdRDbJ9JyMZn/8RIGBEREbVWJSo13vntitgO8nHE2O6udZzRds0b7o3V03pBfiuFyCspx+ObTiE4Kk3awIiIqNVgsZSIiFpMqPZ8pZ1spQukgab17YApAe3F9rrgqzgRm1HHGURERI23/mgcrmdXTPdiJJdh5cRuev2FotQe6ueOLx/rC6Wi4uNsiUqDp7eexd7zyfWcSUREVD8WS4mIqEWoNQLCk3LEtr7OV3q7dyb3gIeDOQBAEIDFO88js6BU4qiIiKi1SMoqwpdHrortJ4d4wMeZ85TWZ1wPV2yZ0w8Wt6YqKNcIeHHneWwLSZA2MCIiMngslhIRUYuISslHYZkaQMVCDb062EgcUcNYmhhh3SN9YKyo6OGTmleKl3eFQxAEiSMjIqLW4N3fI1BaXjEntpOVCV4Y7StxRIZjsLcjfnxmIOwtlAAqvtRcvvcyPj0Uw/dpIiJqMhZLiYioRWgPwe/qZgVzpZGE0TROzw42WHZfV7EdHJWOTcfjJYyIiIhag2Mx6fjzcorYXjauC6xMjSWMyPD06mCLn+YNQjsbU3Hbx4eisWr/FWg0LJgSEVHjsVhKREQtIuxajvjcUIbga5szxAOjuziL7Q//jMTF67kSRkRERIasrFyDlfsui+2+neyqzZNNDefjbIld8wfDy8lC3LblRAJe+uk8VGqNhJEREZEhYrGUiIhaRJj24k4GWCyVyWT46EF/uFibAABUagELfgxFfolK4siIiMgQbT2RgNj0QgCATAasmtgdcjkXdWqq9rZm2DVvULVpfvacv4F5286h+NY0QERERA3BYikRETW77MIyxGUUim1DLJYCgL2FEp/MCEDlAsWJmUX45FCMtEEREZHBScsrwaf/VL1/PNK/I3q0N4y5vPWZg6UJfnh6IAZ7O4jbDkemYebmU8gt5pebRETUMCyWEhFRswtLqupV6miphLu9mYTR3J1B3g5YMNJHbH9/KhEZBaUSRkRERIbmgwORKCgtBwDYmhvjlXs7SxxR62FpYoTNs/thbHcXcduZhGw8vOEk0vJLJIyMiIgMBYulRETU7EITc8Tnvd3tIJMZ9jDD50b4wOHWyrslKg02HuNiT0RE1DDnErOwOyxZbC+5tzPsbr2nkG6YGivwxaN9MCPQXdwWcTMPD34dgqSsIgkjIyIiQ8BiKRERNbtQ7flKO9lKF4iOmCkVmDvUS2xvC0lAdmGZhBEREZEhUGsEvLW3alGnbm7WeLR/Rwkjar2MFHJ8MK0n5g2rer9OzCzCtK9OIDIlT8LIiIhI37FYSkREzUqtERCelCO2DXW+0ts9MagTbM2NAQCFZWp8eyJB2oCIiEjv/Xj6Gi7fqCrUvT2pOxRc1KnZyGQyvHZ/Vyy7r4u4LS2/FA99HYJzidl1nElERG0Zi6VERNSsolLyUXhrFVqFXFZtlVpDZmlihDlDPMX2t//FI6+Ei0cQEVHNsgvLsOavKLE9JaA9Aj3sJYyo7Xh2uDc+nNYTlXXpvJJyPL7xFI5Gp0sbGBER6SUWS4mIqFlpD8Hv6mYFc6WRhNHo1qzBHrAyqfh58kvK8R17lxIRUS3W/h2FnKKKL9UslAq8ptXbkZrfjH4d8eVjfaBUVHwELlapMXfrGRyOTJU4MiIi0jcslhIRUbMKu5YjPm8tQ/Ar2ZgZY9ZgD7G96Xg8Cm+tbkxERFTpUnIufjh1TWwvGuMLZ2tTCSNqm8b1cMO3T/aDhVIBAFCpBSz9+QJyizgyhIiIqrBYSkREzSpMe3GnVlYsBYA5QZ4wv/WhK7tIhe9PJUocERER6RNBELBy32VohIq2l5MFZg/2rPskajZDfBzxw9MDYWpc8VE4o6AMHx6MlDgqIiLSJyyWEhFRs8kuLENcRqHYbo3FUnsLJZ4Y2Elsb/g3HiUqtYQRERGRPtlzPhlntRYTWjmhO5RG/BgmJX93W7ww2lds/3DqGhd8IiIiEd+liYio2YQlVX3wcLRUwt3eTMJoms9TQz1hYlTZQ6UUO05fq+cMIiJqC/JLVHjvj6pei2O7u2CYn5OEEVGlp4d6wc/FUmy/8etFqNQaCSMiIiJ9wWIpERE1m9DEHPF5QEc7yGQy6YJpRs5Wpnikf0ex/fXROJSWs3cpEVFbt+7wVaTnlwIATIzkeHN8N4kjokrGCjnem9JTbEem5OPb/+IljIiIiPQFi6VERNRsQrXmKw3oaCtdIC1g3nAvcYXdlLwS/HzuusQRERGRlK6mFWDz8ari2/wR3nC3N5cwIrpdoIc9Hu7nLrY//jsG17OLJIyIiIj0AYulRETULNQaAeFJOWK7Nc5Xqs3NxgzTAzuI7a+OxHI4HxFRGyUIAlbtv4zyW6s6dbAzw7PDvSWOimqy7L4ucLBQAgCKVWqs3HcZgiBIHBUREUmJxVIiImoWUSn5KCyrGIqukMvQq4ONxBE1v/nDvWEkr5hq4Hp2MfaEJUscERERSeHg5VQci8kQ22+O7wZTY4WEEVFtbM2VeGN8V7F9KCINBy+nShgRERFJjcVSIiJqFtpD8Lu6WcFcaSRhNC3D3d4cUwLai+0vj8RCrWHvFCKitqREpcb/fr8itof6OmJsdxcJI6L6TAloj0FeDmJ75b7LKCgtlzAiIiKSEoulRETULMKu5YjPW/sQfG3PjfTBrc6liM8oxG8XbkgbEBERtaivj8bienYxAMBILsOKCd1b7QKHrYVMJsP/pvSoNvf4//0VLXFUREQkFRZLiYioWYRp9SxtS8VST0cLTPBvJ7a/CL4KDXuXEhG1CUlZRfjqSKzYnhPkCR9nSwkjoobydrLEsyOq5pXdciIel5JzJYyIiIikwmIpERHpXHZhGeIyCsV2WyqWAsCCkT7i8+jUAvx1JUXCaIiIqKX87/crKC2vWNzP2coEC0f51HMG6ZPnRnjD09ECAKARgNd/vcjpdIiI2iAWS4mISOfCkqp6lTpaKuFubyZhNC3P18UK9/VwFdvrDl/lyrpERK3cv9Hp1RYGeu3+LrAyNZYwImosU2MF3pnUQ2xfuJ6L708lShgRERFJgcVSIiLSudDEHPF5QEe7NjlX2wKt3kSXb+ThcGSahNEQEVFzKivXYOX+y2I7sJMdJvduX8cZpK+CfB0xuXfVdDof/RmF1LwSCSMiIqKWxmIpERHpXKjWfKUBHW2lC0RC3dvZYExXZ7HN3qVERK3XlhPxiEuvmH5GLgNWTeKiTobsjfHdYG1qBADILy3H279dkTgiIiJqSSyWEhGRTqk1AsKTcsR2W5uvVNuCUb7i8/NJOTh+NUPCaIiIqDmk5ZXg00MxYvvRAR3RvZ2NhBHR3XKyMsGy+7qK7d8v3MSRKI4QISJqK1gsJSIinYpKyUdhmRoAoJDL0KtD2/3A2NvdFkN9HcX2un+uShgNERE1h/cPRIrve7bmxlhyT2eJIyJdeLifO/p2qvrCd/neSyi+9XcmIqLWjcVSIiLSKe0h+F3drGCuNJIwGum9MLqqd+nphCycisuUMBoiItKlswlZ+DUsWWy/MrYz7CyUEkZEuiKXy/DulB5QyCumU0jKKsa6wzH1nEVERK0Bi6VERKRTYddyxOdteQh+pX4e9hjgaS+21x1m71IiotZArRHw1t6qRZ16tLfGw/06ShgR6VoXV2vMDfIU2xv+jUN0ar6EERERUUtgsZSIiHQqTKtnKYulFbR7lx6/mlGt9y0RGb6UlBRs374dixYtwpAhQ2Bubg6ZTIbAwMB6z1WpVPjoo4/g7+8PCwsL2NvbY9SoUdi9e3cLRE5348fT13DlZp7YXjWxu9gLkVqPRWN80d7WDABQrhHwxq8XodFwwUYiotaMxVIiItKZ7MIyxGUUim0WSysM9nZAn462Yvtz9i4lalV27NiBJ554Ap999hlOnDiB4uLiBp1XUlKCUaNGYenSpbh8+TJ8fHxgb2+P4OBgTJs2DcuWLWvmyKmpisvU+ERrUaepfdqjbyf7Os4gQ2WuNMLbk7qL7TMJ2fj53HUJIyIioubGYikREelMWFJVj0lHSyXc7c0kjEZ/yGQyLBxV1bv0cGQaLiXnShgREemStbU1xowZg2XLluHnn3/Ge++916DzXn31VRw/fhyenp64fPkywsPDcfXqVezduxcmJib48MMPsX///maOnppi+8lEZBSUAgBMjOR4dVwXiSOi5jS6qwvGdXcV2+8diEDmrb8/ERG1PiyWEhGRzoQm5ojPAzraQSbjcMRKIzo7oWd7G7HNRSKIWo85c+bg77//xvvvv49p06bBzc2t3nNSU1Px9ddfAwA2bdqEzp2rVlCfOHEili5dCgBYuXJls8RMTVdYWo6vj8aK7ZmDOsHF2lTCiKglrJjYDRZKBQAgp0iF9/6IlDgiIiJqLiyWEhGRzmjPxRmgNeycKnqXLhjlI7YPXk5FVAoXiSBqq/bt24eysjL4+Phg5MiRd+yfN28eACA0NBSxsbF37CfpfBeSiMzCMgCAmbEC84Z7SxwRtQQ3GzMsubfqS41fQq8jJDZTwoiIiKi5GHSxtKmT6Xt4eEAmk9X5KCkpaaGfgoiodVBrBIQn5Yhtzld6p3u6uqCzi5XY/jyYc5cStVUnT54EAAwdOrTG/e3bt4enp2e1Y0l6+SUqrP+3qng9a7AHHC1NJIyIWtKswR7o0d5abL+x5yJKy9USRkRERM3BSOoA7saOHTuwePHiJp/fo0cP2NjY1LhPLjfoOjIRUYuLSslHYVnFBwaFXIZeHWr+97Utk8srepcu/DEMAPDbhRt4cYwvvJ0sJY6MiFpadHQ0AMDHx6fWY7y9vREfH4+oqKiWCovqsfVEAnKKVAAAC6UCzwzzkjgiakkKuQzvTemJyV/8B40AxKUXYv3ROLww2rf+k4mIyGAYdLG0cjL9wMBABAYGIjo6Gq+//nqDz1+3bh1GjBjRfAESEbUh2kPwu7pZwVxp0G8xzeb+nm74+FA04tILIQjAl8GxWPuQv9RhEVELy8rKAgDY29e+gnrlvuzs7FqPAYD169djw4YNDbpvREREAyOk2+WVqLDh3zix/eQQT9hbKCWMiKTQq4MtZg7ywJYTCQAqRolM8G8HT0cLaQMjIiKdMehPsnPmzMGcOXPE9pYtW6QLhoiojQu7liM+5xD82inkMjw/wgdLdoUDAPacT8ai0b7o6GAucWRE1JIqp3xSKmsvtpmYVAzvLi4urvNaN2/eRGhoqO6CoxptPh6PvJJyAICViRHmDvWUOCKSykv3+uGPizeRll+KsnINlu+5hG1P9efClkRErYRBF0uJiEh/hGn1LGWxtG6TerfDp//E4FpWEdQaAV8dvYr3p/aSOiwiakGmphWrp5eVldV6TGlpKQDAzMyszmu5ubmhT58+DbpvREREvcVXulNukQqbjsWL7TlBnrA1Z6/Stsra1BgrJnTH8z9UfElx/GoG9oXfwKTe7SWOjIiIdKFNF0u//vprrFmzBsXFxXB1dcXQoUPx2GOPwcrKqv6TiYhIlF1YhriMQrHNYmndjBRyPDfCG8t2XwQA/HzuOhaO8kU727oLIkTUetjZVfw7WTkcvyaV+yqPrc28efMwb968Bt23b9++7IXaBBuPxyG/tKJXqbWpEeYEsVdpW3d/T1eM6OyEI1HpAIB3fovAiM7OsDEzljgyIiK6W216FaOdO3fi999/x+HDh/HDDz9g/vz58PLywt9//y11aEREBiUsqapXqaOlEu72LPrVZ2qfDmhnU9GzTKUWsP5obD1nEFFr4ufnBwC4evVqrcfExsZWO5akkV1Yhs3Hq3qVPj3UiwUxgkwmwzuTesDUuOIjdUZBKVb/GSlxVEREpAttslg6ePBgbNiwARERESgsLER2djb279+PgIAAZGRkYOLEiQ36xn39+vXo27dvgx6cTJ+IWrPQxBzxeUBHO87Z1QBKIzmeHeEttn88k4S0vBIJIyKiljRw4EAAwPHjx2vcn5ycjPj4+GrHkjQ2HItDYZkaAGBrbozZQzykDYj0hru9OV4Y7Su2fzh9rdqCl0REZJja5DD8H374oVrb3NwcDzzwAEaPHo2goCCEhobi1VdfrbeHKSfTJyKqEMr5SpvkoUB3fH74qrhAxDfH4vDG+G5Sh0VELWDSpElYsGABYmJiEBwcjJEjR1bbv379egBAQEAAfHx8pAiRUNFbcOutVc8B4JlhXrAyZa9SqvL0UC/sCUtGdGoBBAF4ffdF7F8YBGNFm+yXRETUKvBfcC1mZmZ49913AQCHDx9GTk5OncdXTqbfkEd9E/MTERkqtUZAeFKO2A7oaCtZLIbG1FiBZ4Z5ie3tJ68hs6BUwoiIqKW4uLiI84w+9dRTiIqKEvft378fq1evBgCsWLFCkviowoZ/41B0q1epg4USswZ5SBsQ6R1jhRzvTekptiNT8vHtf/F1nEFERPquTfYsrcvgwYMBABqNBrGxsejbt2+tx3IyfSIiIColXxyeqJDL0KuDjcQRGZZHB3TEl0dikVVYhmKVGpuOx2PpuC5Sh0VEjZCUlISAgACxXbmKfXh4OBwdHcXtS5cuxdKlS8X26tWrce7cOYSEhKB79+7o0aMHCgoKxLlKlyxZgkmTJrXQT0G3S8svwXchCWL72eHesDDhxye6U6CHPR7u544dZ5IAAB//HYP7e7qhg525xJEREVFTsGfpbZRKpfi8vLxcwkiIiAyD9hD8rm5WMFfyg2RjmCuNMHdo1arK34UkIrdIJWFERNRYarUamZmZ4qOgoABARS6pvb2oqKjaeWZmZjhy5Ag+/PBDdOvWDdHR0cjIyMDw4cPx888/Y82aNVL8OHTLV0diUaLSAAAcLU3w+MBOEkdE+uzVcV1gb1HxWbJYpcaKvZchCILEURERUVOwWHqbS5cuic/bt28vYSRERIYh7FqO+JzzlTbNEwM7iSsrF5SW49sTHL5HZEg8PDwgCEK9j5UrV95xrlKpxNKlS3HhwgUUFRUhJycHR44cwbRp01r+ByFRSm4Jvj91TWw/N8IbZkqFhBGRvrOzUOKN+7uK7X8i07D/wk0JIyIioqZisfQ2lfNDdevWDR06dJA4GiIi/RfGxZ3umpWpMZ7UWl158/F45JewdykRkVS+PHIVZeUVvUpdrE3w6ICOEkdEhmBqn/YY4uMgtlfuu8y5yImIDFCbK5auWbMG69atQ2ZmZrXtmZmZmDdvHnbt2gUAWLVqlRThEREZlOzCMsRlFIptFkub7snBnrC8NRdeXkk5tp1MlDgiIqK2KTmnGDtOJ4nt50f6wNSYvUqpfjKZDB9M7QWzW6+XrMIyrNp/ReKoiIiosQy6WJqUlARHR0fxsXDhQgBVk+lXPip7iwLA9evX8cILL8DJyQleXl4YMGAAevXqBVdXV2zYsAFyuRwffvghpk+fLtWPRURkMMKSqnqVOloq4W5vJmE0hs3G3BizBlfNh7f5eDxKVGoJIyIiapu+CL6KMnVFr1I3G1PM6OcucURkSNztzfHK2M5ie1/4Dfx9JVXCiIiIqLF0Xiw9duwY3n77bV1ftkZNmUz/4YcfxgsvvIABAwagtLQU4eHhiI2NhZeXF55++mmcO3eu2iqlRERUu9DEHPF5QEc7yGQy6YJpBeYM8YSJUcVbc0ZBGfadvyFxRESGqSXzUWpdkrKK8NOZql6lC0b5wMSIvUqpcWYN9kDfTlWjbd749SJyizm9DhGRodB5sfTff/9tsSHsTZlMf+DAgfj0008REhKC5ORklJSUoLCwEFFRUdiwYQN69+7dIrETEbUGoZyvVKccLE0wrW/VfNmbjsdzJV2iJmjJfJRal88PX0W5puLf3fa2ZniwL3uVUuMp5DJ8OK0XlLe+AE3LL8V7v0dIHBURETWUQQ/DJyIi6ag1AsKTcsR2QEdbyWJpTeYM8RSfR6Xm4/jVDAmjISJqOxIzC/Fz6HWx/cJoH7HYRdRYPs6WWDTaV2zvPJuEYzHpEkZEREQNZdSQg+bMmdPgC4aHhzc5GCIiMhxRKfkoLKuYU1Mhl6FXBxuJI2odfJwtMaqLMw5HpgEANh6Lx1BfJ4mjIpIe81Fqbp/9cxXqW71KO9qbY2qfDvWcQVS3Z4Z54cClm7iUnAcAWPbLRfy1eBgsTBr0MZyIiCTSoH+lt2zZAplM1uChgJyzjoio9dMegt/VzQrmSib+ujI3yFMslh6NTkd0aj78XKwkjopIWsxHqTnFpRfg1zDtXqW+MFawVyndHWOFHKun+WPi58dRrhGQnFOMjw5GYeXE7lKHRkREdWhQBuDi4oLx48ejuLi43sdbb73V3DETEZEeCLuWIz7nfKW6NcjbAV1cq4qjm4/HSxgNkX5gPkrN6bN/YnCrUyk8HS0wuXc7aQOiVqNbO2vMH+EttreGJOBsQpaEERERUX0aVCwNDAxEaGgoTExM6n0YGxs3d8xERKQHwri4U7ORyWSYO9RLbO8OS0ZGQamEERFJj/koNZerafnYG35DbC8a7Qsj9iolHVowyge+zpYAAEEAlv58ASUqtcRRERFRbRqUBfTt2xc3btzAzZs36z3WxsYGHTt2vOvAiIhIf2UXliEuo1Bss1iqexP83eBkZQIAKCvX4PuT1ySOiEhazEepuXxyKAaVszt4O1lggj97lZJumRgpsHp6L8hvzQ4Sl1GITw7FSBsUERHVqkHF0ldeeQXx8fFwdHSs99gFCxYgPp7DBYmIWrOwpKpepY6WSrjbm0kYTetkYqTArEGdxPa2kwnshUJtGvNRag6RKXn47UJVAf7FMX5QyDnfLeleQEc7zBniKba/ORaHi9dzJYyIiIhq06BiqYWFBTp16sQhTUREBAAITcwRnwd0tONCKs3k0QGdYGpc8VadUVCGfedv1HMGUevFfJSawyd/V/Xu83OxxPiebhJGQ63dkns7o5ODOQBArRHwys/hKCvXSBwVERHdjpPxEBFRo4VyvtIWYW+hxNQ+HcT2xuNxDV4JnIiI6nYpORd/Xk4R24vH+EHOXqXUjMyUCnwwtZfYjkzJx1dHYiWMiIiIanJXxdIrV66gV69eOHfunK7iISIiPafWCAhPyhHbAR1tJYulLdAeshedWoBjMRkSRkOkf5iPUlNpzxnZ1c0aY7u7ShgNtRWDvB3w2ICqOZU/D45BVEq+hBEREdHt7qpYWlxcjEuXLqGwsLD+g4mIqFWISslHYVnF3JkKuQy9OthIHFHr5uNsiVFdnMX2xuOch5FIG/NRaooL13NwKCJVbC8e48tepdRilt3XBe1sTAEAKrWApb9cgFrDkSNERPqCw/CJiKhRtIfgd3WzgrnSSMJo2oa5QVW9S/+NTkd0KnugEBHdjY//jhaf92hvjXu6uUgYDbU1VqbGeHdqT7EdnpSDzfwylIhIb7BYSkREjRJ2LUd8zvlKW8Ygbwd0dbMW2/xARUTUdKHXshEclS62X7rHjwsVUosb2dkZU/u0F9tr/opCfAZ7yBMR6QMWS4mIqFHCuLhTi5PJZNV6l+4OS0ZGQamEERERGS7tXqW93W0xsrNzHUcTNZ+3HugGR0sTAEBpuQav/nIBGg7HJyKSHIulRETUYNmFZYjT6vXAYmnLmeDfDk5WFR+oyso12H4yUeKIiIgMz5mErGoL5bFXKUnJ1lyJdyZ1F9un47Pw/elrEkZEREQAi6VERNQIYUlVvUodLZVwtzeTMJq2RWkkx6xBncT2tpBElKjUEkZERGR4tHuVBnayw1BfRwmjIQLu6+mG+3u6iu0P/ojA9ewiCSMiIiIWS4mIqMFCE3PE5wEd7dgbp4U9OqATTI0r3rozC8uw93yyxBERERmOkNhMnIjNFNvsVUr6YtXEHrA1NwYAFJap8fqvlyAIHI5PRCQVFkuJiKjBQjlfqaTsLZSY1qeD2N50PJ4fpoiIGkAQBHx8qKpX6QBPewzydpAwIqIqTlYmeOuBbmL73+h0/BLKL0SJiKRy18VSfhtLRNQ2qDUCwpNyxHZAR1vJYmnL5mgt9BSdWlBt7j2itor5KNXnRGwmTsdnie3F7FVKemZKQHuM7Owktt/efxlpeSUSRkRE1HbddbGUPVqIiNqGqJR8FJZVzJGpkMvQq4ONxBG1Td5OlhjdpWrl5o3H4yWMhkg/MB+lugiCgLV/RYntIT4OGOjFXqWkX2QyGd6d0hOWJkYAgLyScizfy+H4RERSuKtiaa9evRAfH48BAwboKh4iItJTF5NzxOddXK1grjSSLpg27imt3qX/RqcjKiVfwmiIpMV8lOpzNDododdyxPbiMX7SBUNUh3a2Znjt/i5i++DlVPxxMUXCiIiI2qa7KpYaGxujU6dOMDEx0VU8RESkpyK1CnLd21lLGAkN8nZAV7eqv8Fm9i6lNoz5KNWlYq7SGLE9zM8JgR72EkZEVLdH+nXEIK2ezyv2XUJWYZmEERERtT1c4ImIiBpEu/diZ1cWS6Ukk8kwV6t36a/nk5FRUCphRERE+iniZn61+bYXj/GVLhiiBpDLZfhgWk+YGld8VM8oKMPb+y9LHBURUdvCYikRETVIdGpVsbSLq5WEkRAATPBvB2erip50ZeUabD+ZKHFERET6Z8/5qhXFe7vbIqCjnYTREDVMJwcLvHxvZ7G95/wNHI5MlTAiIqK2pUkTzs2ZM0cnN5fJZNi0aZNOrkVERM0no6AUGQVVQ8D8XFgslZrSSI5Zgz3w0cGKRUu2hSTi2eHeMDVWSBwZUctgPkr1UWsE7Dt/Q2xPCWgvYTREjfPkEE/8fvEmwm7Nt/v67kv46yV7WJsaSxsYEVEb0KRi6ZYtWyCTyWpcmU8mkzXoGoIgMDklIjIQ2kPwHSyUcLLi3ID64NH+HbHucAxKVBpkFpZh7/lkzOjXUeqwiFoE81Gqz6n4TKTklQAAFHIZxvdykzgiooZTyGVYPa0Xxn92HGVqDVLySvD+H5F4f2pPqUMjImr1mlQsnTlzZq1J6N69e5GTkwNTU1P07dsXHTp0AAAkJyfj3LlzKC4uhp2dHSZOnNj0qImIqEVFVpuvlL1K9YWdhRLT+nTA96euAQA2HovHQ4HuDS4UERky5qNUnz1hVUPwh/o6wtGSX/SRYfF1scILo32w5q9oAMCPp69hQi83DPZxlDgyIqLWrck9S2vy6KOPIjc3F6+99hpeffVVWFtXXwAkPz8fH374Id5//32UlZXh+++/b8rtiYiohUVrFUs5BF+/zAnyFIulMWkF+DcmA8P9nCSOiqj5MR+lupSo1DhwMUVscwg+Gap5w73xx8UUXLmZBwB4dfcFHHxxGMyVTfooT0REDaCzBZ6++eYb7Ny5EytXrsS77757R2IKAFZWVvjf//6HlStXYseOHdi4caOubk9ERM0okos76S1vJ0uM7uIstjcei5MwGiJpMR+lSsGRacgvLQcAmCsVuKebi8QRETWNsUKO1dN7QSGv6EmflFWM1X9GSRwVEVHrprNi6aZNmyCXy/Hiiy/We+yLL74IuVzO5JSIyABoNAJiUjkMX589NdRTfH4sJqPaHLNEbQnzUar0q9YQ/Hu7ubAXHhm0Hu1t8OxwL7G9NSQBZxKyJIyIiKh101mxNDIyEjY2NrCyqv9DtJWVFaytrREZGamr2xMRUTNJyi5CUZlabHMYvv4Z5OWAbm5VPeg2H4+XMBoi6TAfJQDILVLhSFS62J7MIfjUCrww2he+zpYAAEEAlv58AcVa+RkREemOzoqlGo0GOTk5yMqq/xuurKws5ObmQqPR6Or2RETUTLR7Kbrbm8HChL1z9I1MJsNcrd6lv55PRnp+qYQREUmD+SgBwB+XbqJMXfF3dbRUIoiL4VArYGKkwEcP+uPWaHzEZxRi7V8cjk9E1Bx0Vizt1asXBEHA22+/Xe+x77zzDjQaDXr27Kmr2xMRUTPRLpZ2drlz/j/SDw/0agdnq4qVnsvKNdh+MlHiiIhaniHmo4WFhfjggw/Qp08fWFlZwdLSEr1798bq1atRVlYmaWyGSnsI/gO92sFIobOPPESS6u1ui6eHVQ3H3/RfPM4lZksYERFR66SzzGH+/PkQBAHr1q3Dk08+ibi4OxeYiI+Px5w5c/DZZ59BJpPhueee09XtiYiomXBxJ8OgNJJj1mAPsb39ZCJKVByeR22LoeWjaWlpGDhwIF577TWEh4ejU6dO8PX1xeXLl/Hqq69iyJAhyM/nHMSNkZxTjNPxVT2LOQSfWpvFY/zg5WQBoGI4/is/h/P9nohIx3RWLH3ssccwe/ZsCIKA7777Dr6+vvDw8MCQIUMQFBQEDw8P+Pj4YOvWrRAEAU888QQee+wxXd2eiIiaSXQKF3cyFI/27whT44q39szCMuw9n1zPGUSti6HlozNnzsSlS5fg5+eHiIgIXLp0CWFhYUhMTMSgQYNw9uxZPP/885LFZ4j2nb8hPvdwMId/BxsJoyHSPVNjBT6a3guyW8Px49IL8fGhaGmDIiJqZXQ6JmXz5s345JNPYGdnB0EQcO3aNYSEhODEiRO4du0aBEGAra0t/u///g/ffvutLm9NRETNoLRcjbiMQrHNYql+s7NQYnrfDmJ747F4CIIgYURELc9Q8tGLFy/i4MGDAIBNmzbBz89P3NeuXTts27YNSqUS27dv5yJUjaD9JdGk3u0hq6woEbUifTvZ46khVXOVf/NvHM4n5UgXEBFRK6PzVTpeeOEFzJs3D3/99RfOnj2LtLQ0AICzszMCAwNxzz33wNTUVNe3JSKiZhCbVgi1pqLYZqyQwdPRQuKIqD5zhnhi+8lrAICYtAL8G5OB4X5OEkdF1LIMIR89fvw4AKB9+/YICgq6Y7+3tzcCAwNx4sQJ7Ny5EytWrGjpEA1OxM08RGqNhuAQfGrNltzbGYciUpGQWQSNALyyKxy/vRAEEyOF1KERERm8ZlnS2MTEBBMmTMCECROa4/JERNRColLzxOfeTpYw5iIZes/LyRJjujrjUERFcWjjsTgWS6lN0vd8NCurYl7N9u1rL+h16FDRU/zEiRMtEpOh26PVq9Tf3ZZf8FGrZqZUYPV0f8zYEAJBqPiCdN0/V/Hy2M5Sh0ZEZPD4qZeIiGoVlVIgPufiToZjTlDV0LxjMRmISuECMUT6xtbWFgCQnFz73MLXr18HAA7DbwCNRqg2X+nk3u0kjIaoZfT3tMesQR5i+6ujsbh4PVe6gIiIWolm6VlKREStQ1RKVc9SPxZLDcYgLwd0c7PGlZsVf79Nx+Owerq/xFERkbYBAwYAqCiWnjhxAoMHD662Pz4+HufOnQMAZGdn13mt9evXY8OGDQ26b0RERBOi1X+n4rNwM7cEAKCQy/BALxZLqW1YOq4zDkem4VpWEdQaAa/8HI59C4KgNGK/KCKipmqWYqlarUZMTAyys7OhUqnqPHbYsGHNEQIREemAdo9E9iw1HDKZDHOHeuKln8IBAHvO38ArY7vAycpE4siIWo6+56OBgYEYMGAATp06hdmzZ+Pnn39Gr169AACJiYl4+OGHUVpaCgAoKiqq81o3b95EaGhos8esz7QXdgryceS/d9RmmCuN8OG0Xnjkm5MAgMiUfHwRfBWL7/Gr50wiIqqNToul169fx+uvv47du3ejuLi43uNlMhnKy8t1GQIREelIbrEKN2710gGAzq7WEkZDjfVAr3b44EAk0vJLUVauwfaTifzgRG2CIeWj33//PUaOHImYmBj07t0bnp6eMDY2RkxMDABg5syZ+O6772BlVfeXVW5ubujTp0+D7hkREdGg34shKVGp8fvFm2J7cgB7lVLbMsjbAY8P7Cgu8PhF8FXc290F3dvZSBwZEZFh0lmxNC4uDkOGDEFaWhoEQWjQOQ09joiIWl5MalWvUisTI7SzkXblaGocpZEcswZ74KODUQCA7ScTMX+EN0yNuUoutV6Glo96e3sjNDQUa9aswd69exEfHw9TU1Pce++9eOONNxAVFYXvvvsOrq6udV5n3rx5mDdvXoPu2bdv31bXC/VIVBrySyoK3mbGCtzbre7fF1FrtOy+rgiOTEdyTjHKNQJe2XUBexcM4eKcRERNoLN/OV9//XWkpqbC0dERmzZtwvXr16FSqaDRaOp8EBGRforUGoLv52oFmUwmYTTUFI8N6AhT44q3+szCMuwJq30hGaLWwBDzUUdHR3zwwQeIiIhASUkJcnJycODAAQQFBeHMmTMAgH79+kkao77bE1a1sNO93V1gYcJlGajtsTSpGI5f6crNPHx9JFbCiIiIDJfOiqWHDh2CTCbDjh078OSTT6Jdu3ZQKNh7hYjIUGnPV9qZ85UaJFtzJab37SC2Nx6P56gOatVaUz6qUqmwZ88eAMCkSZOkDUaP5RarcDgyTWxP7t1ewmiIpBXk64hH+ruL7c8OxyBSa7FOIiJqGJ0VS0tKSmBmZoaRI0fq6pJERCQhLu7UOswZ4ik+v5pWgKPR6RJGQ9S8WlM+umbNGqSmpsLLywsTJ06UOhy9deDiTZSpK3oH21soEeTrKHFERNJ6/f6u4tRJKnXFcPxyNUd0EhE1hs6KpZ6enuytQkTUSgiCgCitOUs7u7BYaqi8nCwxpquz2N50PF7CaIial6Hlo8ePH8dff/1VbSqA4uJivP/++3jzzTehUCiwceNGGBsbSxilfttzvmp6kQm93Dg/I7V5VqbGeF9rOP7F5FxsOBYnYURERIZHZ9nEjBkzUFJSgn/++UdXlyQiIomk5pUit1gltjkM37A9FeQlPj8Wk4ForUI4UWtiaPno2bNnMXbsWFhbW6Nnz54ICAiAo6MjXn/9dZiamuKHH35oFb1km8uNnGKcis8S25MCOASfCACG+znhQa1peD75O6bawp1ERFQ3nRVLlyxZAn9/fzzzzDOIj2evFSIiQ6Y9v5WLtQlszZUSRkN3a6CXPbq5WYvtrScSpAuGqBkZWj46YsQIPPnkk+jQoQMSExMRFRWFDh064IUXXsCVK1fw0EMPSR2iXtsXfgOVHYk7OZgjwN1W0niI9MmbD3SDi7UJAKBMrcErP1+AWmM4Pe+JiKSks6UizczMcOjQITz99NPo2bMnpk+fjn79+sHKqu7eSDNnztRVCEREpCPVF3eyruNIMgQymQyzh3hg6c8XAAC7Q5OxdGwX2JhzaC+1LoaWj/bu3RubN2+W5N6twZ6wqiH4k3q3h0wmkzAaIv1iY2aM96f2xJwtZwEA55NysOl4HJ4Z5i1xZERE+k9nxVIASEhIQGpqKoqKirBt2zZs27atzuNlMhmLpUREekh7vlIu7tQ6TPRvh/f/iEB2kQrFKjV2nUvC3KFe9Z9IZGCYj7YNkSl5iNT6Ym9y73YSRkOkn0Z1ccHUgPbYfeuLhbV/RWN0Vxd4O1lKHBkRkX7TWbH0woULGDFiBAoLCwEASqUSjo6OMDLSaT2WiIhagHbPUj8u7tQqmBor8HD/jvjqSCwAYGtIAp4c4gmFnD2xqPVgPtp27Am7IT7v1cEGXiz+ENXorQndcOxqBtLzS1FarsHSny/gp3mD+P5PRFQHnWWOK1asQEFBAby8vPDNN99g+PDhkMu5GiURkaEpV2sQk1YgttmztPV4fGAnbPg3DmqNgKSsYgRHpmFMNxepwyLSGeajbYNGI2Df+aoh+JN7c2EnotrYmivx7uQeeGbbOQDAucRsbDmRgKeCPCWOjIhIf+ksezxx4gRkMhl27tyJkSNHMjElIjJQCZlFKCvXAADkMsDHmb11Wov2tma4V6s4ujUkQbpgiJoB89G24UxCFm7klgCoeJ96wN9N4oiI9Nu93V0x0b9qqoqPDkYiIaNQwoiIiPSbzjLIoqIiWFhYoG/fvrq6JBERSSBaa75SD0cLmBorJIyGdG3WYA/x+bGYDFxNy6/9YCIDw3y0bdij1at0iI8jnK1MJYyGyDCsnNgdjpZKAECJSoOlv1yARiNIHBURkX7SWbHUx8cHKpUKarVaV5ckIiIJaC+Y0ZnzlbY6Azztq02tsPVEooTREOkW89HWr7Rcjd8v3BTbUwI4BJ+oIewtlHh7Ug+xfTo+C9tOMgcgIqqJzoqlM2fORGlpKfbt26erSxIRkQSiUvLE5505X2mrI5PJMFurd+kvodeRV6KSLiAiHWI+2vodiUpHXkk5AMDUWI57u7tKHBGR4bi/pxvG96yatuLDPyORlFUkYURERPpJZ8XSRYsWYfTo0Zg3bx5CQkJ0dVkiImphUVo9S7m4U+s0qXd72JgZAwCKytTYdfa6xBER6Qbz0dZvT1jVEPx7urnC0kRn69UStQmrJnWHvUXFcPyiMjWW/szh+EREt9NZdvG///0PAwcOxLlz5xAUFISgoCD0798fVlZ1f9B+6623dBUCERHdpeIyNRK1ehj4cRh+q2SmVODh/u5YfzQOALAtJAFPDvaAXC6TODKiu8N8tHXLK1Hhn8g0sT0loF0dRxNRTRwtTbByYne88GMYACAkLhM/nL6Gxwd2kjgyIiL9IRMEQSdfI8nlcshkFR+yKi9Z2a5LW5lTqm/fvggNDUWfPn1w7tw5qcMhIqrRhes5mPj5fwAqhjdeXjUOChbQWqXr2UUYtjoYlZ1Jvp3dDyO7OEsbFNFdYj5aP0POSX86k4Slv1wAUDH/4qnXR8NYobOBckRthiAImLftHP66kgoAsFAqcHDxMHSwM5c4MiIi/aCznqXDhg1rUDJKRET6S3txJ19nKxZKW7EOduYY09VF/KD07YkEFkvJ4DEfbd32nK8agj++pxsLpURNJJPJ8L8pPXAqPgu5xSoUlqnx2u6L+G5Of/4bSkQEHRZLjxw5oqtLERGRRKK1iqVc3Kn1mz3EQyyW/hudjtj0Ang7WUocFVHTMR9tvVJySxASlym2Jwe0lzAaIsPnbGWKlRO7YfHOcADAsZgMPP3dWbw5vhs8HC0kjo6ISFr8OpaIiERRqVrFUs5X2uoN8nKo9nfeFpIoYTRERLXbF56MysnDOtqbo09HW0njIWoNJvduj9Fao0oORaThno+P4v0/IpBfopIwMiIiabFYSkREokj2LG1TZDIZZg32ENu7zibxwxER6aU9YTfE55N6t+NQYSIdkMlk+OhBf/T3tBe3qdQC1v8bh5FrjmDnmWtQa3SyxAkRkUHR2TB8bWq1GjExMcjOzoZKVfeHrmHDhjVHCERE1EhZhWVIzy8V211YLG0TJge0wwcHIpBXUo7CMjV+OXcds4d4Sh0W0V1jPtp6RKfm48rNPLE9qTeH4BPpir2FEjufGYjfLtzE+39E4EZuCQAgo6AMr/5yEd+FJGLFhO7VCqpERK2dToul169fx+uvv47du3ejuLi43uNlMhnKy8t1GQIRETVRlFavUjtzYzhZmUgYDbUUc6URZvRzxzfH4gEA34UkYuYgD8i5uBcZKOajrc+esKqFnXq2t4GPM+dWJtIlmUyGCf7tMKarCzb8G4evjl5FiUoDALh8Iw8PrQ/B+F5ueO2+LuhgZy5xtEREzU9nw/Dj4uLQr18/fP/99ygqKoIgCPU+NBqNrm5PRER3KSqlqteOn4sVhzi2ITMHeaDyzx2XUYh/Y9KlDYioiZiPtj4ajYC956sPwSei5mGmVGDRGF8EvzwCk2/7f+33Czcxeu1RrP0rCkVl/IKJiFo3nRVLX3/9daSmpsLR0RGbNm3C9evXoVKpoNFo6nwQEZF+0F7ciUPw2xZ3e3OM7uIitreeSJAuGKK7wHy09TmbmI3knIoewnIZMNGfxVKi5uZmY4ZPHg7AL/MHw7+Djbi9tFyDdYevYuSaI/g17Do0nM+UiFopnRVLDx06BJlMhh07duDJJ59Eu3btoFAodHX5GqWkpGD79u1YtGgRhgwZAnNzc8hkMgQGBtZ7rkqlwkcffQR/f39YWFjA3t4eo0aNwu7du5s1ZiIifVV9cSdrCSMhKczWWugpOCod8RmF0gVD1ERS5KPUvPacrxqCP8THEc7WphJGQ9S29O1kh1+fG4K1D/rDWWt6ptS8UizeGY6pX51A2LVsCSMkImoeOiuWlpSUwMzMDCNHjtTVJeu1Y8cOPPHEE/jss89w4sSJBs1LBVTEOmrUKCxduhSXL1+Gj48P7O3tERwcjGnTpmHZsmXNHDkRkX4RBAHR1Yql7Fna1gzxcag2D+B3IQnSBUPURFLko9R8yso1+P3CTbHNhZ2IWp5cLsO0vh0Q/PIIPD/SG0qjqhLC+aQcTPnyBBbvPI+UWwtDERG1Bjorlnp6ekIQWrYbvrW1NcaMGYNly5bh559/xnvvvdeg81599VUcP34cnp6euHz5MsLDw3H16lXs3bsXJiYm+PDDD7F///5mjp6ISH9czy5GYZlabPu5cPGMtkYmk2GWVu/Sn89eR0Ep5yQjwyJFPkrN50hUGnKLVQAAEyM5xnZ3qecMImouFiZGeGVsF/zz0nDc18O12r5fw5Ixcs0RrPsnBiUqdS1XICIyHDorls6YMQMlJSX4559/dHXJes2ZMwd///033n//fUybNg1ubm71npOamoqvv/4aALBp0yZ07txZ3Ddx4kQsXboUALBy5cpmiZmISB9FafUqbW9rBitTYwmjIalMDWgPK1MjAEB+aTl2h16XOCKixpEiH6Xmo72w0z3dXPjeRKQH3O3N8dXjffHj0wPR1a1q2qZilRpr/47G6LVH8fuFm/ziiogMms6KpUuWLIG/vz+eeeYZxMfH6+qyOrdv3z6UlZXBx8enxiFa8+bNAwCEhoYiNja2pcMjIpIEF3cioKLXyEOB7mJ764kEftghg2Io+SjVL69EhUMRqWJ7MofgE+mVQd4O+G1hEN6b0hMOFkpxe3JOMZ7/IRQzNpzEpeRcCSMkImo6I11dyMzMDIcOHcLTTz+Nnj17Yvr06ejXrx+srOr+0D1z5kxdhdAgJ0+eBAAMHTq0xv3t27eHp6cn4uPjcfLkSXh7e7dkeEREkojifKV0y8xBnbD5v3gIAhCbXojjVzMw1NdJ6rCIGsRQ8lGq35+XUlBargEA2JobY5gf/x0i0jcKuQyPDuiIB/zdsO6fGHz7XwLKNRVfsp6Oz8KEz49jRqA7Xh7bGY6WJvVcjYhIf+isWAoACQkJSE1NRVFREbZt24Zt27bVebxMJmvx5DQ6OhoA4OPjU+sx3t7eiI+PR1RUVEuFRUQkKRZLqVInBwuM7OyMw5FpAIAt/yWwWEoGxRDyUarf3vPJ4vMHerlVW1SGiPSLtakx3hjfDY/074h3f4/AP7dyCEEAdpxJwh8Xb2LpuC54pH9HKOQyiaMlIqqfzoqlFy5cwIgRI1BYWAgAUCqVcHR0hJGRTuuxdy0rKwsAYG9vX+sxlfuys7PrvNb69euxYcOGBt03IiKigRESEbWssnINYtMLxDaLpTR7sIdYLD0clYZrmUXo6GAucVRE9TOUfJTqlppXghOxmWKbQ/CJDIOXkyU2ze6Hf6PT8c5vVxCTVpFf5pWU4809l7DrbBL+N7knenawkThSIqK66SxzXLFiBQoKCuDl5YVvvvkGw4cPh1yuf98Al5SUAKhInmtjYlIxRKC4uLjOa928eROhoaG6C46ISAJxGQXikCkjuQxejpYSR0RSC/JxhJeTBeLSCyEIwHchCXjzgW5Sh0VUL0PJR6lu+87fQOV0yR3szNC3k520ARFRowzzc8Ifi4Zi+8lE/N9f0cgvLQcAhF/PxcQvjuOJgZ2w5N7OsDHjom1EpJ90Viw9ceIEZDIZdu7cib59++rqsjpnamoKACgrK6v1mNLSUgAV817Vxc3NDX369GnQfSMiIuotvhIRSUF7CL63kyWHOhLkchlmD/bAW3svAwB2nk3C4nv8YGHC3nmk3wwlH6W67dEagj+5d3vIZBy2S2RojBVyPDnEE+N7ueG93yOw5/wNALj1JWwi/rh4E2+M78r/x4lIL+nsU09RUREsLCz0PjG1s6v4ZrpyOH5NKvdVHlubefPmYd68eQ26b9++fdkLlYj0knax1I9D8OmWqX06YPWfUSgoLUd+STl+DUvG4wM7SR0WUZ0MJR+l2sWk5uPyjTyxPTmgnYTRENHdcrYyxScPB+Chfu5YvucSYtMrpknJKCjD4p3h2HE6Cf+b3AO+LsxBiUh/6Kz7kI+PD1QqFdRqta4u2Sz8/PwAAFevXq31mNjY2GrHEhG1ZtrF0i4sltItliZGmN63g9jeeiIBQuW4WCI9ZSj5KNVOu1dp93bW8HHm+xJRazDY2xEHFg3D0nGdYWpcVYY4FZ+F+z49hg8ORKKorFzCCImIquisWDpz5kyUlpZi3759urpksxg4cCAA4Pjx4zXuT05ORnx8fLVjiYhas0itYmlnfqtPWmYN9hCfx6QVVFtwhUgfGUo+SjUTBAF7bw3VBYApAVzYiag1URrJ8dwIH/y9eDju6eYibi/XCPj6aCzu+b9/cfByCr+cJSLJ6axYumjRIowePRrz5s1DSEiIri6rc5MmTYKxsTFiYmIQHBx8x/7169cDAAICAuDj49PS4RERtaj8EhWSc6rmU+7MnqWkxdPRAiM6O4ntLScSpAuGqAEMJR+lmp1LzMb17Ir3JJkMmODPIfhErZG7vTm+mRmIjTMD0cGuap2Q5JxizNt2Dk9tPYtrmUUSRkhEbZ3O5iz93//+h4EDB+LcuXMICgpCUFAQ+vfvDyuruj94v/XWW7oKoUFcXFwwb948fP7553jqqadw4MABdO7cGQCwf/9+rF69GkDFaqpERK1ddGqB+NxCqUB727oXtqO2Z9ZgDxyJSgcA/BORiqSsIrjbm0scFVHNDCUfpZppD8Ef7O0AF2tTCaMhouY2ppsLhvg44ovgq1j/byxU6ooepYcj0/Df1QwsGOmDZ4Z7wcRIIXGkRNTWyAQd9XGXy+XiKnaVl2zIqnZ3M6dUUlISAgICxHZpaSkKCgpgZGQEGxsbcfvSpUuxdOlSsV1cXIzRo0cjJCQECoUCPXr0QEFBgThX6ZIlS7BmzZomx1WTygWe+vTpg3Pnzun02kRETfXDqWt4/deLAICAjrb49bkhEkdE+kajETD6/44iPqNiQYZnhnnh9fu7ShwVUc2kyEcNjb7mpGXlGvR/7xByilQAgI+m98KDge4SR0VELeVqWgHe2nvpjil/PB0t8Pak7hjq61TLmUREuqeznqXDhg1rUDKqS2q1GpmZd86fVl5eXm17UVH1LvxmZmY4cuQIPvnkE2zfvh3R0dFQKpUYPnw4Fi5ciGnTpjV77ERE+iAqpWrFYS7uRDWRy2WYOagTVu2/AgDYcfoaXhzjC3OlzlIIIp2RIh8l3fg3Ol0slJoYyTGuh6vEERFRS/JxtsT3cwdgX/gN/O/3CKTnlwIA4jMK8cSm03iglxuWP9CNPc6JqEXo7JPOkSNHdHWpBvPw8Gjy5M9KpfKOHqdERG1NVCoXd6L6Te/bAWsORqGwTI28knLsCbuBRwd0lDosojtIkY+SbhyJThOfj+nqAitTYwmjISIpyGQyTOrdHiO7OOP//orGdyEJ0Nz6uP/bhZs4EpWOxff4YdagTjBS3P3yK+VqDfJLypFbrEJeiQq5xSoUlJSjZwcbdLDjlENEbRm7hRARtVGCICAqpapY6seepVQLK1NjTO/bAVtDEgEAW08k4JH+7uzBR6QDWVlZWLt2LX7//XdcvXoVZWVlcHJywsCBA7FgwQKMHDlS6hBbxNsTe2Cif3vsPZ+Me7uzVylRW2ZtaoyVE7tjet8OeHPPJZxPygEAFJSW453frmDX2SS8O6UH+nS0Q2m5BrnFFYXOvMr/lqiQW6RCbnG5WASt3JdbrBILpAWl5TXeXyYDFo/xw4KRPpDLmesQtUUslhIRtVHp+aXIvjXkEQC6uFpLGA3pu5mDPcRiaVRqPk7GZWGQt4PEUREZtpiYGIwYMQI3btyAXC6Hh4cHbGxsEBsbi927d2P37t1455138Oabb0odarOTy2Xo72mP/p72UodCRHqiR3sb7J4/GDvPJuGDA5HILa7IWyNT8jHtqxAoFXKUqTU6v68gAP/3dzTOJ+Xg44d6w8acPd2J2pq777tOREQGSXsIvpOVCewtlBJGQ/rO28kSQ30dxfaWE/ESRkPUOjz77LO4ceMGfH19ceHCBcTGxiI0NBTp6elYvnw5AOCtt95CeHi4xJESEUlDLpfhkf4dcXjJcDwU2KHaPl0VSmUywNrUCO72ZnDQyocPR6ZhwufHceVGXh1nE1FrxJ6lRERtlPYQfM5XSg3x5BAPHIvJAAD8fSUV17OLOKcXURPl5+cjODgYALBmzRp0795d3KdUKvH2229j//79OH/+PA4cOAB/f3+pQiUikpyDpQlWT/fHQ4HueHPPJURq5bEAoFTIYW1mDBszI9iYGd96bgxr04r/VmwzEreJ+82MYWViJA63zy1WYclP53EoomIe5WtZRZjy5X94b0pPTOvb4Y64iKh1YrGUiKiN0k4yO3O+UmqAEX7O6ORgjsTMImgEYPvJa1h2XxepwyIySKWlpeJCpV5eXjUe4+XlhfPnz0OlUtW4n4iorQn0sMcfLwxFXEYBBAFi0dPUWKGT69uYGWPDE4H48shVrP07GoIAlJZrsGRXOMKSsrH8gW4wMdLNvYhIf3EYPhFRGxXFYik1klwuw8xBHmJ7x5lrKFGppQuIyIA5OjrC3d0dAPDff//dsb+kpARnz54FAAwYMKBFYyMi0mdyuQw+zlbwdbGCi7Wpzgql2tdfMMoXW5/sDzut+Uq3n7yGh9afxI2cYp3ej4j0D4ulRERtkFojICatqljahcVSaqAHAzvAXFnxoSSnSIW955MljojIcK1evRoymQxLly7FN998g5SUFBQVFeHcuXOYOnUqrl27hmnTpuHee++VOlQiojZnmJ8T9i8MQq8ONuK28KQcPLDuOP67miFhZETU3DgMn4ioDbqWVYQSVcWk+DIZ4OvMYik1jLWpMab2aY/tJ68BALacSMRDge6QyWQSR0ZkeB5++GFYWVlh1apVeOaZZ6rtc3R0xOeff4758+fXe53169djw4YNDbpnREREk2IlImqLOtiZ46d5g7Bq/xX8eLoi98kqLMMTm07hlbFd8OxwL+ZARK1Qk4ulwcHBGDZsGBQKztdBRGRoolKqVvXsZG8OMyX/LaeGmzXIQyyWRtzMw+n4LAzwcpA4KmqLWkM+Ghsbi6ysLMhkMri7u8POzg6xsbHIyMjAhg0b0KdPHwwaNKjOa9y8eROhoaEtFDERUdtiaqzA+1N7IqCjLd7ccwll5RpoBODDPyNxPikbHz3oD2tT4/ovREQGo8nF0tGjR8Pe3h73338/Jk6ciHHjxsHS0lKXsRERUTPh4k50N3xdrBDk44jjt4agbQ1JYLGUJGHo+ejzzz+PL7/8Ev7+/ggPD0fPnj0BACqVCmvXrsVrr72GUaNG4b///kOfPn1qvY6bm1ud+7VFRESguJjz7RERNdZDge7o5maNZ7efw/Xsin9HD15ORXTqf/j68b7MqYlaEZlQuQxnI/Xu3RsXLlyouIhMBqVSidGjR2PixImYOHEiXF1ddRqooevbty9CQ0PRp08fnDt3TupwiKiNe+77c/jjYgoA4IXRvnjpHj+JIyJD8/eVVDz9XcXiMwq5DMeWjkQ7WzOJo6K2xpDz0QsXLqB3795QKBSIjIyEt7f3HcfMnj0bW7duxX333Yc//vhDJ/dlTkpEdHdyisqwaMd5HI1OF7eZGSvwwbSemNS7vYSREZGuNHmBp/PnzyMhIQGffvopRowYAbVajT/++APz589Hhw4dMHDgQHzwwQecF4mISA9V61nqwm/BqfFGdXGGu31FcVStEbD9ZKLEEVFbZMj56PHjxyEIAnx9fWsslALA/fffDwA4ffp0S4ZGRER1sDVX4tvZ/bBotC8qpystVqmxaMd5rNx3GWXlGmkDJKK71uRiKQB07NgRCxcuxD///IO0tDRs27YNU6dOhbm5OU6fPo033ngDPXr0gJ+fH5YuXSomhUREJJ0SlRoJGYVim0OGqCkUchlmDvQQ2zvOJKFEpZYuIGqzDDUfzc+v+NKqroVBKuMsKSlpkZiIiKhh5HIZFt/jh82z+sHGrGq+0i0nEvDoNyeRmsd/t4kM2V0VS7XZ2trisccew65du5CRkYE//vgDc+fOhaurK65evYo1a9Zg+PDhcHV1xdy5c7Fv3z4mfkREEriaVgDNrTqB0kgODwdzaQMig/VQoDvMjCsW1skqLMPOM0kSR0RtnSHlo35+FdOfREdHIy4ursZj/vzzTwBA586dWywuIiJquJFdnPHbwiB0b2ctbjubmI3xnx3HqbhMCSMjoruhs2KpNqVSiXHjxmH9+vVITk7GyZMnsWzZMnTp0gXp6enYvHkzpkyZAkdHR0yZMgVbtmxBdnZ2c4RCRES3idIagu/rbAkjRbO8FVAbYGNujGl9q+bmWvtXFDILSiWMiKiKvuejY8eOhYuLC8rLyzF9+nRcvnxZ3KdSqfDRRx9hy5YtAIBZs2a1WFxERNQ47vbm+GX+YEzv20HcllFQikc3nsLGY3F6MZqBiBqnRT4h9+/fH++99x4uX76MmJgYrF69GoMHD0ZJSQn27t2Lp556CuvWrWuJUIiI2ryoVM5XSrqzaLQfrEyMAAB5JeVY81eUxBER1Uzf8lFzc3P88MMPsLS0RFhYGHr27AkPDw8EBATAwcEBS5cuBQBMnToVzz//fIvFRUREjWdqrMBH03vhvSk9obzVEUGtEfC/3yOw4IcwFJSWSxwhETVGi3cn8vb2xssvv4xjx44hJSUFGzduxIQJE2BuzmGgREQtodriTpyvlO6Sk5UJXrzHT2zvOJOE8KQc6QIiagB9yUdHjRqFS5cu4cUXX0S3bt2Qnp6OS5cuwczMDOPGjcOPP/6IX375BQqFokXjIiKixpPJZHh0QEfsenYQ2tmYitt/v3gTk7/4D1fT8us4m4j0iUxgn/AW0bdvX4SGhqJPnz44d+6c1OEQURs24L1DSM2rGCq95cl+GNHZWeKIyNCp1BqM/+wYolMLAAD+7rb4df5gyOW1L1xDRNJgTkpE1PyyCsuwaEcYjsVkiNsslAp89XhfDPNzkjAyImoITlRHRNSG5BSViYVSAOjial3H0UQNY6yQY+XE7mI7PCkHP5+7LmFERERERNKxt1Biy5P9sWCkj7itsEyNp787ixOxGXWcSUT6gMVSIqI2RHtxJ2tTI7hYm0gYDbUmg70d8UAvN7H94Z+RyC1SSRgRERERkXQUchleHtsZ38wMhIWyYjqV0nINntpyFmcSsiSOjojqwmIpEVEbor24UxdXa8hkHCZNuvPG+K4wM674MJBZWIaPD0VLHBERERGRtO7p5oJvn+wv5kjFKjWe/PYMznOOdyK9xWIpEVEbwsWdqDm52Zhh4eiq4WbfhSQg4maehBERERERSa+/pz02zgqE0qiiBFNQWo6Zm07hUnKuxJERUU1YLCUiakOiWSylZvZUkCc8HS0AABoBWLH3MriWJBEREbV1Q3wcsf6JvjBWVIzsyispxxObTlWbJouI9AOLpUREbYQgCNWG4bNYSs3BxEiBFRO6ie3TCVnYF35DwoiIiIiI9MPIzs74/NE+UMgrCqbZRSo8tvEUYtMLJI6MiLSxWEpE1EbcyC1Bfkm52PZzYbGUmseIzs64p5uL2H739wgUlJbXcQYRERFR2zC2uys+mdEbt+qlyCgoxaPfnERiZqG0gRGRSCfFUo1GgytXruDkyZOIjuZiDkRE+kh7CH47G1PYmBlLGA21dm890E2clystvxTr/omROCJq7ZiPEhGRoZjg3w5rHvRH5VqrqXmlePSbU0jOKZY2MCICcJfFUpVKhVdffRX29vbo2bMnhgwZgq5du8LJyQnvvvsu5ygjItIjXNyJWpK7vTnmD/cW25uOx+NqGoeYke4xHyUiIkM0tU8HvDelp9hOzinGo9+cRGpeiYRRERFwl8XSyZMnY82aNcjLy4MgCOIjMzMTb731Fp588kldxUlERHcpKqVqVXI/FkupBcwf4Y0OdmYAgHKNgJX7uNgT6R7zUSIiMlSP9O+IVRO7i+3EzCI8+s1JpOeXShgVETW5WLpr1y4cOHAAgiDAx8cHr732Gr744gu88soraNeuHQRBwLZt23D06FFdxktERE2k3bO0C4ul1AJMjRVY/kDVYk/Hr2bg4OUUCSOi1ob5KBERGbpZgz3w+v1dxHZseiEe33gKWYVlEkZF1LYZNfXE7du3AwDuvfde7N27FyYmJuK+N954A6NGjUJYWBi+//57DB8+/O4jJSKiJlOpNYhLr5o0vrOLtYTRUFtybzcXDPNzwr/R6QCAd36LwHA/Z5gpFRJHRq0B81EiImoNnhnmjVKVBmv/rphzOyo1H09sOoUfnh7IdQaIJNDknqWhoaGQyWT4+OOPqyWmAGBtbY0PP/wQgiAgLCzsroMkIqK7k5BRiDK1BgCgkMvg7WwhcUTUVshkMqyY0A3GiooVDJJzivHV0ViJo6LWgvkoERG1FgtH++L5kVXzvV++kYdZm0+joLRcwqiI2qYmF0szMjJgamqKrl271rg/MDBQPI6IiKSlPQTf09ECJkbs1Uctx9vJEk8FeYntr4/G4lpmkYQRUWvBfJSIiFqTl+/tjLlBnmL7fFIO5nx7BkVlLJgStaQmF0tLS0thY2NT6/7KfaWlnJiYiEhqUVrF0s6cr5QksHCUD1ysK3r+lZVr8PZvVySOiFoD5qNERNSayGQyvDG+K54Y2EncdjohC3O3nkWJSi1hZERtS5OLpUREZDiiUrUWd3JhsZRanoWJEd4YX7XY06GIVARHpkkYEREREZH+kclkWDWxO2YEuovbTsRm4tnt51BazoIpUUtgsZSIqA1gz1LSBxN6uWGAp73YXrX/MpN+IiIiotvI5TK8N7UnJvduJ247EpWOhT+EQXVrHQIiaj53VSxNTU2FQqGo9SGTyeo8xsjISFc/BxER1aKwtBzXsqrmh2SxlKQik8mwalJ3KOQViz0lZBZh47F4iaMiQ8d8lIiIWiOFXIY1D/rj/p6u4ra/rqTixZ3nUc6CKVGzuqtiqSAId/0gIqLmFa01BN9cqYC7nbmE0VBb18XVuto8XJ8fvoobOcUSRkSGjvkoERG1VkYKOT59OABjurqI236/cBNLf74AjYbvX9Q6lKs1UOvZ67nJX6WvWLFCl3EQEVEz0S6W+rpYQX6rVx+RVBbf44f94TeQWViGYpUa7/4RgS8e7SN1WGSAmI8SEVFrZ6yQ44vHAvDMd+dwNDodALA7LBkmxnK8N6UnZDLm9mTYfj53HRuOxWHhKB9M6NUORgrpZwxlsZSIqJWL1J6v1MVSwkiIKtiYGePV+7pg6c8XAFT0kHisfwYG+zhKHBkZGuajRETUFpgYKbD+ib548tszCInLBAD8eDoJJkYKrJjQjQVTMlgqtQZfHLmKpKxiLN4ZjqiUAiy7r4vUYXGBJyKi1q764k7WEkZCVGV6nw7o7W4rtlfsu8wFC4iIiIhqYWqswMZZgQjsZCdu23IiAe8fiOSUMmSwfg1LRlJWxZRcCrkMj/bvKHFEFVgsJSJq5bSLpV24uBPpCblchrcndUdlR4iYtAJsPZEgaUxERERE+szCxAjfPtkP/lpfOG/4Nw7rDl+VLiiiJipXa/BFcNVrd2pAe3R00I/1NVgsJSJqxTIKSpFZWCa2O7NYSnqkVwdbPNyv6tvjTw7FIC2/RMKIiIiIiPSblakxvnuyP7q5VY0Y+/hQNE7dGp5PZCj2nr+BxMwiABW9SheM8pE4oioslhIRtWLavUodLJRwtDSRMBqiO70ytjNszIwBAAWl5fjgQKTEERERERHpNxtzY2yfOwBejhYAAEEAluwKR0FpucSRETWMWiPgc61epZN6t0MnBwsJI6qOxVIiolas2uJO7FVKesjeQomXx3YW27tDk3E2IUvCiIiIiIj0n72FEh/P6A2FvGJOo+vZxXhn/xWJoyJqmP3hNxCfUQgAkMuABSP1p1cpwGIpEVGrFpWSJz5nsZT01aP9O1YbSvbW3stQa7hQAREREVFd/N1tqxWZdp5NwqErqRJGRFQ/tUbAZ4djxPZE/3bwcrKUMKI7sVhKRNSKRaUWiM+5uBPpK8WtxZ4qXbmZhx9OX5MwIiIiIiLDsGCUD3p1sBHby3ZfQGZBqYQREdXt94s3EZde0atUJgMWjPKVOKI7sVhKRNRKaTQCYlKrhuH7ubBYSvor0MMeU/u0F9trDkYhS2txMiIiIiK6k7FCjv97yB8mRhXlnYyCMrzx6yUIAkfpkP7RaASs+6eqV+kDvdrBx1m/epUCLJYSEbVaSdlFKCpTi20WS0nfLbuvCyxNjAAAucUqfHQwSuKIiIiIiPSfj7MVXh3XRWz/eTkFv4YlSxgRUc0OXEpBTFrF6EeZDFg4Sr/mKq3EYikRUSulvbhTR3tzWNwqQhHpK2crU7w4pmoYzo4z13Dheo50AREREREZiNmDPTDY20Fsr9h7GTdyiiWMiKg6jUbAZ1q9Su/v4aa3HXpYLCUiaqWitYqlXNyJDMWswR7wvTUURxAqFnvScLEnIiIiojrJ5TJ89KA/rG51kMgvLcfLu8KZR5He+OtKCqK0polbOFo/e5UCLJYSEbVakVpvRJ319Bs7otsZK+RYNbFqsafzSTnYeTZJwoiIiIiIDEN7WzOs1MqjTsRmYmtIgnQBEd2i0Qj49J+rYntcd1d0cbWWMKK6sVhKRNRKRbFnKRmowT6OGN/LTWyv2n8Zl2/kShgRERERkWGY2qc9xnV3FdsfHIjE1VtzRBJJ5VBEKiJu5ontF0b71nG09FgsJSJqhUrL1YjPKBTbXVgsJQPz5viusDM3BgCUqDSYt+0csgvLJI6KiIiISL/JZDK8O6UHHC2VAIDScg1e+uk8VGqNxJFRWyUIAj7Vmqv03m4u6NZOf3uVAiyWEhG1SrFphVDfmp9IqZDDw9FC4oiIGsfNxgzrHukDuayifT27GC/sCBNf10RERERUMwdLE3wwtZfYvnA9F18EX63jDKLmczgyDZdvGE6vUoDFUiKiVikqterNyMvJAsYK/nNPhifI1xFLx3UR28diMvDRwSgJIyIiIiIyDGO6uWBGoLvYXnf4Ki5cz5EuIGqTbu9VOqarM3q0t5Ewoobhp2ciolYoUmu+Ug7BJ0M2b5gXxvesmr/066Ox+OPiTQkjItKdhIQEyGSyBj2efPJJqcMlIiID8+YDXdHBzgwAoNYIWLzzPEpUaomjorbkSHQ6LlyvWnvAEHqVAoCR1AEQEZHuRVdb3Em/54MhqotMJsPq6b0Qk5aP6NSKxQle3hUOH2dL+LnwiwAybKamphgyZEit+0tKSnDu3DkAwODBg1sqLCIiaiWsTI2x9kF/PPzNSQgCEJteiA//jMSKCd2lDo3aAEEQ8Omhql6lIzs7oVcHW+kCagQWS4mIWqEo9iylVsTCxAjrnwjExM+PI7+kHEVlaszbdg57nh8CGzNjqcMjajJXV1ccP3681v1bt27F7NmzYWZmhhkzZrRgZERE1FoM8HLA00O9sOHfOADAt/8l4J6uLhjs4yhxZNTaHYvJwPmkHLFtKL1KAQ7DJyJqdXKLVbiRWyK2/VgspVbA09ECnz7cG7JbCz7FZxTipZ3noeGCT9SKbdmyBQAwdepUWFtzlAARETXNS/f4wc/FUmy/vCsceSUqCSOi1u72uUqH+TkhoKOdhBE1DoulREStTHRqVa9SK1MjtLMxlTAaIt0Z1cUFL472E9v/RKbhs8MxdZxBZLgSEhJw9OhRAPj/9u47Pqo67fv4dzLpFdITAml0CIGEXhQQUSygq64FFSxrcPdx0XWt98Mjey/uvcXbursKViygYltQVhYFRBAUCAQIoQRCD6mQ3nOeP5IMREKHnCmf9+s1L+aUmbni8Zdcc51f0dSpU80NBgDg0Lw9rHr+l/3lYW2663y4pFozF2aaHBWc2Q+7i7Rh31Hb9vQrupoYzbmjWAoATubEIfg9IgJkaemKBziBh8Z21bheEbbtF7/ZpW+25ZkYEXBpzJ07V4ZhqEuXLho7dqzZ4QAAHFzfTkF6eNzxm86fpR/S11tZNBMX38/nKh3ZNVSpscEmRnTuKJYCgJPZuP+Y7XkPhuDDybi5WfT8rclKCPWz7Xvko03aU1BuYlTAxWUYht59911J0t133y03N1J2AMCFS7ssQQO6dLBtP/35VhWU1ZgXEJzS2j3F+mlvsW3bkeYqbcECTwDgRArLa7Ro82Hb9sA4x5kXBjhbgd4emn1Xqm74x2pV1DaorKZeae9t0Oe/GSF/L1IbOL7vvvtOe/Y0LcRxNkPwZ8+erTlz5pzVe2dlZV1IaAAAB+ZuddPzv+yva176XlV1DSquqNVTn23W63cPZDQaLpqXvt1pez4sIUSD4x2rV6lEsRQAnMq7a/aptr5RkhQW4KVrkqJMjgi4NLpFBOi5W5L14AfpkqRd+eV6/JMM/eOOFJJ9OLyWhZ1GjRqlxMTEM56fm5ur9PT0SxwVAMAZxIf66elre2nGF1slSd9k5WvB+oP65aDOJkcGZ/DjniKt3XO8V+n0cY7Xq1SiWAoATqOqtkHvrdlr2546PE5e7lbzAgIusQlJUfr16ET9c8VuSdLiLUf02nd79ODoMxeXAHtVUVGhTz/9VNLZL+wUFRWllJSUszo3KytLVVVV5xseAMAJ3Dmki5Zuy9PKnQWSpD8sytSwxBB1DvY1OTI4uhMXXx0cH6yhCSEmRnP+KJYCgJP4ZMMBHa2skyT5elp155BYkyMCLr1Hx/fQ1sOltmT/b0u2q2+nQI3qFmZyZMD5WbBggcrLy+Xr66tbbrnlrF6TlpamtLS0szo3NTWVXqgA4OIsFov+elM/XfXiSpVU1amitkGPLsjQ/F8NldWNETo4P+v3Fmt1dpFt+2EHnKu0BbPFA4ATaGg09MaqHNv2rYM6K8jXw8SIgPZhdbPo5dv6q3OwjySp0ZAemr9RB4orTY4MOD8tQ/BvvvlmBQSwSB8A4NKIDPLWH2/oa9v+KadYb53wfQI4Vy99e7xX6cDYjhqW6Ji9SiWKpQDgFP6TeUT7ipqKQ1Y3i+4dEW9yRED76eDrqdl3DpS3R1Nac6yyTmnvbVBVbYPJkQHnJicnRytXrpR09kPwAQA4XxOTo3Vdv+NrHPxtyQ7tOFJmYkRwVOn7j+r7XYW27enjujn0OgIUSwHAwRmGodkr99i2r0mKYr4huJze0YH6y039bNvbckv11GebZRiGiVEB52bu3LkyDENxcXEaPXq02eEAAFzArBv6KjzAS5JU29CoRz7aZFswFjhbL5/Qq3RAlw4a2TXUxGgunMsWS2fOnCmLxXLax2uvvWZ2mABwRuv3HdWmA8ds278aRa9SuKZJ/Tu16lX9xabDenv1XvMCAs6BYRh69913JUlTpkxx6N4YAADH0cHXU3+9ufUN5xMLX8CZbDpwTCt2FNi2p1/h2L1KJRZ4Unh4uLp1a3vS2aioqDb3A4A9mf3d8V6lQxOC1S+mg3nBACZ76pqeyjxcoh9ziiVJzy7OUu/oQIddiROu47vvvlNOTo4sFoumTJlidjgAABcyuke4Jg/pog9+3C9J+ueKbI3tFa6ULh1NjgyO4JUTiuvJMUG6vLvjL7Tq8sXSCRMm2CbSBwBHs7ugXN9k5dm20y5LNDEawHweVjf9Y3KKrn9llXJLqtXQaOj/zEvXoodGKirIx+zwgFNqyUcvu+wyxcczQgAA0L6evqaXVmUXal9RpRoN6XcfbdLi6aPk6+nyZSOcxpaDJfp2e75t29HnKm3hssPwAcAZvPH98RUru4X7O8VdPOBChfp76bU7U+Xp3pTmFJbXatr76aqpZ8En2K933nlHhmFoxYoVZocCAHBBfl7uev6XyXJrrnPtLarUnxZnmRsU7N7Ly473Kk3qFKQxPcJNjObioVgKAA6qoKxGn6YftG3/6rIEubk5/l084GJI7txBsyb1tW1nHDimZ/6VaWJEAAAA9i01NljTLj8+Uu39tfv13JIdLJiJNmUeLtHSbcdHOf7WCeYqbeHyxdKMjAzdcccdGjt2rCZNmqQZM2YoM5MvUwDs33tr9tpWqgwP8NKk/tEmRwTYl18O6qzJQ7rYtj9cd0DzmufiAgAAwMkeHtddvaMCbdt/X56tJz7drPqGRhOjgj165dts2/PeUYEa18s5epVKFEu1adMmzZ8/X8uXL9fChQs1a9YsJSUl6ZFHHlFDA8P1ANinytp6vbt2n2176og4eblbTYwIsE/PXN9HKV06HN9euFUb9h01LyAAAAA75unupremDlL3CH/bvo/XH9S09zeoqpYaCZpk5Zbq68wjtm1n6lUquXCxNDIyUo8//rjWrl2rgoICVVdXa/PmzZo2bZoMw9CLL76op59++rTvMXv2bKWmpp7VIyuLuT4AXDyfbDioY5V1kiRfT6smD441OSLAPnm6u+nVO1MVFuAlSaprMPTrDzYov6za5MgAAADsU2SQtxakDdeguI62fd9k5WvyG2t1tKLWxMhgL/6+7Hiv0p6RARrfO8LEaC4+l13WbNq0aSftS0pK0quvvqr4+Hg98cQTev755/Xggw8qLi6uzffIzc1Venr6JY4UAFpraDRaLex026AuCvL1MDEiwL5FBHrrn5NTdPuctapvNJRXWqPffJCuD+4falsECgAAAMcF+XrovfuG6LfzN+o/zfNSpu8/pltmr9HcewerUwcfkyOEWXbmlWnx1lzb9m+v6OZ0a2fwDaENjz76qKKjo1VfX69Fixad8ryoqCilpKSc1cPHh18kAC6OJZlHtL+4UpJkdbPonhFx5gYEOIBBccH6f9f3tm2v23tUjy7IUGl1nYlRAQAA2C9vD6tevTNVtw8+Pgd8dn65bvrnD9pxpMzEyGCmV5Zlq2XNr+4R/rq6T6S5AV0CLtuz9HSsVquGDBmizz//XDt37jzleWlpaUpLSzur90xNTaUXKoALZhiGZq/cY9u+JilKnYN9TYwIcBx3DY3V5oMl+mTDQUnSoozD+imnSLNuSNKVTjZ0CAAA4GKwuln0pxv7KjzASy99u0uSdKS0Wre89oPemDJIg+ODTY4Q7Sk7v0xfbj5s235orPP1KpXoWXpKnp6ekqT6+nqTIwGA49btPaqMA8ds2w+MSjAvGMDBWCwWzbqhb6v5t/JKa/Srd9frN/PSVVBWY2J0AAAA9sliseiRK7tr1g191VIXK62u111v/qglJyzyA+f39xN6lXYN99c1SVHmBnSJUCw9ha1bt0qSYmJiTI4EAI6bc0Kv0mEJIUqKCTIxGsDxeHtYNe9XQ/XYVT3kaT2eBn21OVfjnv9OC9YfkNGSAQIAAMDmzqGx+ufkVNuc7zX1jXrw/Q2a9+N+kyNDe9hTUK6FGSf2Ku0qqxP2KpUYht+mr776SpmZmZKk8ePHmxwNLibDMHSssk55ZdXKK61Rfmm18stqlFdarbzm54XlNQr09lBMRx917uirzsG+Tc+b//X1pNnAHNn55fomK8+2/cDl9CoFzoeH1U2/GdNVV/WJ1FOfbda6vUclSSVVdXrsk81amHFYf7oxiSkuAAAAfubqvpF6797Buv/d9SqrrlejIT39+Rbll1Vr+hXdZLE4Z/EMTb1KG5v7FCSE+em6ftHmBnQJuWTVJzMzUy+//LJ+/etfKzk52ba/sbFRH330kaZNmyZJuvbaazVo0CCzwsQ5MAxDpVX1zUXQpkJoXmm1Ck4ohOaV1qigrEa1DY1n8Y5Vyjxc2uaRUH9Pderoq87NBdTOHY8XU6M7eMvL3Xpxfzig2Zurjvcq7R7hr9Hdw0yMBnB8XcP99dEDw/TBj/v0539vV0VtgyTp+12FGv/CSj06vrvuGRHvtHfMAQAAzseQhBAtmDZMU976SXmlTdMYvfjNLuWX1eiPk/qSOzmZ6roG/c/iLH228ZBtnzP3KpVctFhaV1enOXPmaM6cOQoODlZsbKzc3d2VnZ2to0ebepeMGjVK77//vsmRoqHRUFFFU5GzoKxG+WUnPq9WfmmNrZdobf3ZFEEvXGF5rQrLa1vNG9nCYpEiArzVObipV2pMS6/Ujr7qHOyjyEBvuVuZ/QLnrqCsRp+mH//j9KtRCdy1BS4CNzeL7hoWpyt6Rej/frFVy7bnS5Kq6ho066ssfbk5V3+5qZ96RAaYHCkAAID96BkZqE8fHK4pb/2k3QUVkqR5P+5XUXmNXrptgLw96ETkDDIPl+jhDzdpV365bV9imJ+ud+JepZKLFkvj4uI0a9YsrVmzRllZWcrOzlZ1dbWCg4M1YcIE3XHHHbr99ttltdK4L5XK2vpWxc/80moVlNcov7RGBeXHC6NF5TW2bt4Xk6e7myICvRQR4K2IQG+FBXgpItBbEYFeCvH30rHKWh08WqUDxZU6cLRSB49W6dDRKtWfIRjDaFoZ8EhptW1Y58919PVQqL+XQvw9FeLvpVA/z+btpn2h/se3/TytFMQgSXp3zV7bDYHwAC9N7O/cf5yA9hbdwUdvThmohRmH9YdF21RcUStJ2nTgmK575Xs9OLqrfjMmkdEDAAAAzWI6+uqTacN179x12rj/mCRpSWae7n7zJ70+ZaCCfDzMDRDnrbHR0Bur9ui5JTtbjc7tGRmgV+9MdfpOYBaDVQzaRWpqqtLT05WSkqINGzaYHU67OFpRq6Xb8rQtt7SpANpcCM0vrbYNdbzYPK1uCg/0Urit+OndvN1UCI0I9FZEgLcCfdzPuQjZ0GjoSGm1DhZX6sDPCqkHiyuVW1qti92avNzdFOrvpdDmwmqIX3OB1VZQ9VSIn5eigrzV0c/z4n447EZlbb2G/3mZjlXWSZIev7qHfj26q8lRAc6ruKJWs77c1mqokdQ0bP8vNyUpNTbYpMiAC+eKOSkA4NKqqm3Qb+al20boSFKPiADNvXewIoO8TYwM5yO3pEqPfpyhH3YXtdp//8h4PXZ1D5foPOCSPUtx6RyrrNWSzCP6assRrc4uVMNF6hbq62lVeICXwpof4QHezf962QqiEQHe6uDrccl6YlrdLOrUwUedOvhoSBvHa+sblVtSpQPFVTpwtFIHipsKqU3Pq1RYXnPOn1lT36hDx6p06FjVGc/tGRmgMT3DNaZHuFK6dHD6Oz2uZMH6g7ZCqZ+nVZOHxJocEeDcgv089fyt/TWxf7T+6/Ottt/B2fnluvm1Nbp7aKweu7qn/L1IowAAAHw8rZp9V6qe/myLFmw4KEnakVemX/xztd69b7C6hjOdkaNYvCVXT322RSVVdbZ9EYFe+t9b+mtkt1ATI2tfZPm4YCWVdVqy7Yi+2pyr1dmFZxyq3sJikUL8vGxFzxP//XlB1M8BvpB6urspNsRPsSF+bR6vqm1QQVmNCitqVFReq6LyGhWW16iwvFZFFU3bReW1KiyvUXFl7Tn3Ut1+pEzbj5Tp1RW7Fejtrsu6h2lsz3Bd3j1MIf5eF+EnhBkamoc/tLh1UBeGswDtZHSPcC155DI9t2SH5q7ZK8Nomm5l7pp9+iYrX7Nu7KsxPcLNDhMAAMB0HlY3/fXmfgoP9NI/lu+WJB0uqdbNr63Rm1MGKTW2o8kR4nTKa+o1c2GmPmkudreY0DdSf7oxyeVGstp/BQp2qaSqTku35emrzYe1KrtQdQ1tV/bCA7w0tme4Yjr62IqfLQXQYD9Pl+r96ONpVZcQX3UJ8T3juQ2Nho5W1tqKqgXNhdSiipaCalNRtaiiRoVltaqqaz2tQWl1vb7cnKsvN+fKYpH6xXTQ2B7hGtMzTH2jg+TmxKvWOZuvtx7RgeKmXm1WN4vuHRlnbkCAi/H3ctfMiX10fXK0nvh0s7KbJ7c/dKxK97y9TjcO6KQZ1/VWsIslkAAAAD9nsVj02FU9FebvpT98uU2GIR2rrNPkN9bqH3ek6IpeEWaHiDZs2HdUj3y0SfuLK237/DytemZiH92SGuOS66hQLMVZK62u0zfb8vTV5lyt3FVwygJpqL+XrkmK1LVJURoYFywrhblzZnWzNM9V6iXpzEMW9hSUa/mOAi3fnq8fc4paXRvDkDIOHFPGgWN64ZudCvX30ugeYRrTI1yjuocq0JteivbKMAzNWbnbtn1tUpRiOp652A7g4kuN7aivfjtS/1i+W6+uyLb9nv184yF9t7NAz1zfWxOTo10ymQQAADjR1BHxCg3w0u8+ylBtQ6Oq6xr1wHsb9D+/SNIvB3Y2Ozw0q29o1CvLsvX35dmtplAc0KWDXry1/ylHzboCiqU4rbLqOn2bla8vN+dq5c6CVqugnSjU31NX943UtUnRGhxPgbS9JYT5KyHMX/eNjFdFTb1WZxdq+Y58Ld9eoCOl1a3OLSyv0ScbDuqTDQfl7mZRamxHjekZrrE9w9Ut3J8v+nbkp5xiZRwssW0/cFmCidEA8HK36ndXdte1SVF6/NPNyjhwTFLTglDTP9ykf206rFk39FV0Bx9zAwUAADDZdf2iFezrqQfe26Dymno1NBp6/JPNKiir0a9HJ/K902T7iir08EebtHH/Mds+N4v00NhuemhsV5caBdwWi2Fc7PW70RZHWnm0vKZe32Y19SBdsbNAtfVtF0hD/JoLpP2iNCQ+hAKpHTIMQ9uPlGnZ9nyt2JGvDfuO6nRTynbq4KMxPZt6nQ5PDJWPp/OvcmfP7p+7Tt9kNa0oOTwxRPN+NdTkiAC0aGg09M4Pe/Xckh2tpkLx93LXg6MTdW1SlOJCXfduPOyXI+WkAADHl3m4RFPfXqeCsuMLHk8ZFqv/d30faggmMAxDn2w4qJkLM1VRezyH7Rzsoxdv7a/U2GATo7MfFEvbib0nphU19Vq2PV9fbc7V8h35qjlFgbSjr4eu7hul6/pFaUh8sMvfbXA0xyprtXJXoVZsz9eKnQUqrqg95bme7m4alhCiUd1CNTQhRL2jApnrtB1l55dp3PMrbdtv3zOIhWQAO3SguFJPf75F3+8qPOlY9wh/je8dqfF9IpTUKYgeFLAL9p6TAgCcz4HiSt315o/aW3R8Tswre0fopdv6y9eTAc/t5VhlrZ7+fIsWbznSav9NKTGaObG3Apiiz4ZiaTux18S0rqFRD3+4Sd9uz1N1XdsF0g6+Hrq6T1MP0qEJIfKgQOoUGhoNbT54TMu352v5jgJtOVRy2vODfDw0OD5YwxJCNCwxRD0iAiieXkJPfrpZH647IEnqERGgrx8eRaEFsFOGYejT9EP645fbVFJV1+Y5UUHeGt87QuP7RGpwfDB/S2Eae81JAQDOrbC8Rve+s06bT5hmLKlTkN6cMlDhgd4mRuYaVmcX6tGPM1pN0xfk46E/3Zika/tFmRiZfaJY2k7sOTG94R+rtal53rUWQT4euqpPhK7tF63hiRRIXUF+WbVW7CjQih35+n5nocpq6k97frCfp4bEB2tYYoiGJYSoK/OdXjT5ZdUa+efltjmC/3ZzP93CROiA3Ssoq9F7a/ZqSWaeduSVnfK8QG93XdErQuN7R+iy7mHy86JHBdqPPeekAADnVlFTr4fmb9Sy7fm2fdFB3npz6iD1igo0MTLnVVPfoOeW7NDr3+e02j88MUT/+8tkRQUx135bKJa2E3tOTN/4fo9mfZWlAG9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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 4), facecolor=\"white\")\n", "ax1.plot(dcycle_samerica_28)\n", "format_axes_time_series(ax1, title=\"South America - Feb.2020\")\n", "\n", "ax2.plot(dcycle_indopacific_28)\n", "format_axes_time_series(ax2, title=\"Indo-Pacific - Feb.2020\")" ] } ], "metadata": { "kernelspec": { "display_name": "1 Python 3 (based on the module python3/2023.01)", "language": "python", "name": "python3_2023_01" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.10" } }, "nbformat": 4, "nbformat_minor": 5 }