{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Wet antenna attenuation estimation methods" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import scipy\n", "import matplotlib.pyplot as plt\n", "import pycomlink as pycml" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rain rate dependent WAA based on Leijnse et al 2008\n", "\n", "[Leijnse et al 2008](https://doi.org/10.1016/j.advwatres.2008.03.004) proposes a WAA parametrization based on a thin water film with rain rate dependent thickness on the antenna." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### R vs. WAA relation\n", "\n", "Here we look at the resulting WAA for different frequencies and different rain rates " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "R = np.arange(0, 100, 0.01)\n", "\n", "fig, ax = plt.subplots()\n", "\n", "for f in [10, 20, 27, 50, 70]:\n", " waa = pycml.processing.wet_antenna.waa_leijnse_2008(f_Hz=f*1e9, R=R)\n", " ax.plot(R, waa, label='%2.1f GHz' % f)\n", "ax.legend()\n", "ax.set_xlabel('R in mm/h')\n", "ax.set_ylabel('WAA in dB')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A_obs vs. WAA relation\n", "\n", "Since CMLs do not directly yield the rain rate `R` we want to derive the WAA from the observed attenuation `A_obs`.\n", "\n", "This can be done by deriving the relation between `A_rain` and `waa`, where `A_rain` is calculated from `R` via the A-R relation for a given CML frequency and length. Combining `A_rain` and `waa` we get `A_obs`. In the following we will use this data to build a look-up-table (we actually use an interpolator here) to derive `waa` from any new value of `A_obs`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f_GHz = 23.0\n", "\n", "A_rain = np.logspace(-11, 1, 1000)\n", "A_rain[0] = 0\n", "\n", "R = pycml.processing.k_R_relation.calc_R_from_A(A_rain, L_km=10.0, pol='V', f_GHz=f_GHz, R_min=0)\n", "waa = pycml.processing.wet_antenna.waa_leijnse_2008(f_Hz=f_GHz*1e9, R=R)\n", "A_obs = A_rain + waa\n", "\n", "fig, axs = plt.subplots(1, 3, figsize=(16, 4))\n", "ax = axs[0]\n", "ax.plot(R, waa, color='C1')\n", "ax.set_xlabel('R in mm/h')\n", "ax.set_ylabel('WAA in dB')\n", "\n", "ax = axs[1]\n", "ax.plot(R, A_rain, label='A_rain')\n", "ax.plot(R, A_obs, label='A_obs = A_rain + WAA')\n", "ax.set_xlabel('R in mm/h')\n", "ax.set_ylabel('A in dB')\n", "ax.legend()\n", "\n", "ax = axs[2]\n", "ax.plot(A_rain, waa, label='A_rain vs waa')\n", "ax.plot(A_obs, waa, label='A_obs vs waa')\n", "ax.set_xlabel('A in dB')\n", "ax.set_ylabel('WAA in dB')\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Relative contribution of WAA to observed attenuation" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(A_obs, A_rain, label='A_rain')\n", "plt.plot(A_obs, waa, label='WAA');\n", "plt.plot(A_obs, A_rain + waa, color='k', label='A_rain + WAA');\n", "plt.xlabel('A_obs in dB')\n", "plt.ylabel('attenuation in dB')\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Look-up-table function to calculate WAA from A_obs" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0. , 0.81188097, 1.15716775, 1.35323596, 1.49116094,\n", " 1.5986414 , 1.68919034, 1.76213777, 1.82985324, 1.88777153])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def waa_from_A_obs(A_obs, L, f_GHz):\n", " # Generate mapping from A_obs to WAA\n", " A_rain = np.logspace(-10, 3, 100)\n", " A_rain[0] = 0\n", " \n", " R = pycml.processing.k_R_relation.calc_R_from_A(A_rain, L_km=L, f_GHz=f_GHz, pol='V', R_min=0)\n", " waa = pycml.processing.wet_antenna.waa_leijnse_2008(f_Hz=f_GHz*1e9, R=R)\n", " A_obs_theoretical = A_rain + waa\n", " \n", " mapping = scipy.interpolate.interp1d(A_obs_theoretical, waa, assume_sorted=True, kind='linear')\n", " return mapping(A_obs)\n", "\n", "waa_from_A_obs(np.arange(10), L=10, f_GHz=23)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The same functionality is also available directly in `pycomlink`" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0. , 0.81188097, 1.15716775, 1.35323596, 1.49116094,\n", " 1.5986414 , 1.68919034, 1.76213777, 1.82985324, 1.88777153])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pycml.processing.wet_antenna.waa_leijnse_2008_from_A_obs(np.arange(10), L_km=10, pol='V', f_Hz=23e9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Check if the WAA derived from the look-up-table (LUT) function fits the WAA from the equations " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "L_km = 10\n", "f_Hz = 23e9\n", "\n", "A_rain = np.logspace(-10, 2, 100)\n", "A_rain[0] = 0\n", "\n", "R = pycml.processing.k_R_relation.calc_R_from_A(\n", " A_rain,\n", " L_km=L_km,\n", " f_GHz=f_Hz / 1e9,\n", " pol='V',\n", " R_min=0,\n", ")\n", "waa = pycml.processing.wet_antenna.waa_leijnse_2008(\n", " f_Hz=f_Hz,\n", " R=R,\n", ")\n", "A_obs_theoretical = A_rain + waa\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(A_obs_theoretical, waa, color='C1', label='from equations')\n", "ax.set_xlabel('A_obs in dB')\n", "ax.set_ylabel('WAA in dB')\n", "ax.scatter(\n", " A_rain,\n", " pycml.processing.wet_antenna.waa_leijnse_2008_from_A_obs(\n", " A_obs=A_rain,\n", " f_Hz=f_Hz,\n", " pol='V',\n", " L_km=L_km,\n", " ),\n", " color='C1', \n", " marker='o', \n", " facecolor='None', \n", " s=15, \n", " label='from processing function with LUT',\n", ")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rain-rate dependent WAA based on Pastorek et al 2021\n", "\n", "A similar, but simpler approach is proposed by [Pastorek et al. 2021](https://10.1109/TGRS.2021.3110004) who also do a comparison of different WAA method. The method that is included in pycomlink from this paper is the \"KR-alt\" method." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "A_obs = np.logspace(-10, 1.6, 100)\n", "A_obs[0] = 0\n", "\n", "waa_leijnse = pycml.processing.wet_antenna.waa_leijnse_2008_from_A_obs(\n", " A_obs=A_obs, L_km=10, pol='V', f_Hz=23e9,\n", ")\n", "waa_pastorek = pycml.processing.wet_antenna.waa_pastorek_2021_from_A_obs(\n", " A_obs=A_obs, L_km=10, pol='V', f_Hz=23e9,\n", ")\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(A_obs, waa_leijnse, label='WAA Leijnse')\n", "ax.plot(A_obs, waa_pastorek, label='WAA Pastorek')\n", "\n", "ax.set_xlabel('A_obs in dB (default param)')\n", "ax.set_ylabel('WAA in dB (default param)')\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## WAA estimation for real CML data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get example CML data" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████| 75/75 [00:01<00:00, 67.64it/s]\n" ] } ], "source": [ "cml_list = pycml.io.examples.get_75_cmls()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Estimate A_rain with the methods from above" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cml = cml_list[0]\n", "\n", "cml['tsl'] = cml.tsl.where(cml.tsl != 255.0)\n", "cml['rsl'] = cml.rsl.where(cml.rsl != -99.9)\n", "cml['trsl'] = cml.tsl - cml.rsl\n", "\n", "cml['wet'] = cml.trsl.rolling(time=60, center=True).std(skipna=False) > 0.8\n", "\n", "cml['wet_fraction'] = (cml.wet==1).sum() / (cml.wet==0).sum()\n", "\n", "cml['baseline'] = pycml.processing.baseline.baseline_constant(\n", " trsl=cml.trsl, \n", " wet=cml.wet, \n", " n_average_last_dry=5,\n", ")\n", "\n", "cml['A'] = cml.trsl - cml.baseline\n", "cml['A'] = cml.A.where(cml.A >= 0, 0)\n", "\n", "cml['waa_leijnse'] = pycml.processing.wet_antenna.waa_leijnse_2008_from_A_obs(\n", " A_obs=cml.A,\n", " f_Hz=cml.frequency * 1e9,\n", " pol=cml.polarization,\n", " L_km=cml.length,\n", ")\n", "\n", "cml['waa_pastorek'] = pycml.processing.wet_antenna.waa_pastorek_2021_from_A_obs(\n", " A_obs=cml.A,\n", " f_Hz=cml.frequency * 1e9,\n", " pol=cml.polarization,\n", " L_km=cml.length,\n", ")\n", "\n", "cml['A_rain_leijnse'] = cml.trsl - cml.baseline - cml.waa_leijnse\n", "cml['A_rain_leijnse'] = cml.A_rain_leijnse.where(cml.A_rain_leijnse >= 0, 0)\n", "\n", "cml['A_rain_pastorek'] = cml.trsl - cml.baseline - cml.waa_pastorek\n", "cml['A_rain_pastorek'] = cml.A_rain_pastorek.where(cml.A_rain_pastorek >= 0, 0)\n", "\n", "\n", "fig, axs = plt.subplots(2, 1, figsize=(18, 10), sharex=True)\n", "plt.sca(axs[0])\n", "cml.trsl.isel(channel_id=0).plot.line(x='time', label='TRSL', color='k', zorder=10)\n", "cml.baseline.isel(channel_id=0).plot.line(x='time', label='baseline', color='C0')\n", "(cml.baseline + cml.waa_leijnse).isel(channel_id=0).plot.line(x='time', label='baseline + WAA_leijnse', color='C1')\n", "(cml.baseline + cml.waa_pastorek).isel(channel_id=0).plot.line(x='time', label='baseline + WAA_pastorek', color='C2')\n", "plt.ylabel('total path attenuation in dB')\n", "plt.legend()\n", "\n", "plt.sca(axs[1])\n", "cml.A.isel(channel_id=0).plot.line(x='time', label='A_observed', color='C0')\n", "cml.A_rain_leijnse.isel(channel_id=0).plot.line(x='time', label='A_rain_leijnse', color='C1')\n", "cml.A_rain_pastorek.isel(channel_id=0).plot.line(x='time', label='A_rain_pastorek', color='C2')\n", "plt.ylabel('attenuation from baseline level in dB')\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compare rain-rate-dependent WAA estimation to time-dependent method from Schleiss et al 2013\n", "\n", "[Schleiss et al 2013](https://ieeexplore.ieee.org/document/6451115) parametrizes the WAA as a function of time, with a defined rise rate to a maximum WAA value." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cml['waa_schleiss'] = pycml.processing.wet_antenna.waa_schleiss_2013(\n", " rsl=cml.trsl,\n", " baseline=cml.baseline,\n", " wet=cml.wet,\n", " waa_max=2.2,\n", " delta_t=1,\n", " tau=15,\n", ")\n", "\n", "cml.trsl.isel(channel_id=0).plot.line(x='time', figsize=(18, 4), label='TRSL', color='k', zorder=10)\n", "cml.baseline.isel(channel_id=0).plot.line(x='time', label='baseline', color='C0')\n", "\n", "(cml.baseline + cml.waa_leijnse).isel(channel_id=0).plot.line(x='time', label='baseline + WAA_Leijnse', color='C1')\n", "(cml.baseline + cml.waa_pastorek).isel(channel_id=0).plot.line(x='time', label='baseline + WAA_Pastorek', color='C2')\n", "(cml.baseline + cml.waa_schleiss).isel(channel_id=0).plot.line(x='time', label='baseline + WAA_Schleiss', color='C3')\n", "\n", "plt.ylabel('total path attenuation in dB')\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compare resulting rain rates with different WAA methods to rain rates from radar reference\n", "\n", "The radar reference is RADKLIM-YW from which we produced path-averaged values for each CML. More info on this procedure can be found in the notebook `Get radar rainfall along CML path`.\n", "\n", "Note that RADKLIM-YW in our NetCDF is given as 5-minute rainfall sums." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "cmls = xr.open_dataset(pycml.io.examples.get_example_data_path() + '/example_cml_data.nc')\n", "radar_along_cml = xr.open_dataset(pycml.io.examples.get_example_data_path() + '/example_path_averaged_reference_data.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Do CML processing with different WAA methods\n", "\n", "Please note that:\n", "* The wet-dry classification, which is done is a very simple way here, also plays a significant role for rain rates estimation.\n", "* For a different CMLs, different WAA methods and different parameters might perform best.\n", "* The radar rainfall reference cannot not be trusted 100% at its 5-minute resolution since the gauge-adjustment is done on hourly basis and then applied to the 5-min data. In addition, the radar reference might have larger uncertainty in regions far away from the gauges that have been used for the hourly adjustment. We have not included this info in our RADKLIM-YW dataset, hence, we have to treat the `radar_along_cml` equally for all CMLs. But, differences between CML and radar reference do not always mean the CML is wrong.\n", "\n", "Below you can change the CML that is chosen and also play with different WAA parameters. You will find that there is no optimal solution for all CMLs, and that the wet-dry classification has a strong impact on the overall CML rainfall sum." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "cml = cmls.isel(cml_id=338)\n", "\n", "cml['tsl'] = cml.tsl.where(cml.tsl != 255.0)\n", "cml['rsl'] = cml.rsl.where(cml.rsl != -99.9)\n", "cml['trsl'] = cml.tsl - cml.rsl\n", "cml['trsl'] = cml.trsl.interpolate_na(dim='time', method='linear', max_gap='5min')\n", "\n", "cml['wet'] = cml.trsl.rolling(time=60, center=True).std(skipna=False) > 0.6\n", "\n", "cml['baseline'] = pycml.processing.baseline.baseline_constant(\n", " trsl=cml.trsl, \n", " wet=cml.wet, \n", " n_average_last_dry=5,\n", ")\n", "\n", "cml['A'] = cml.trsl - cml.baseline\n", "cml['A'] = cml.A.where(cml.A >= 0, 0)\n", "\n", "cml['waa_leijnse'] = pycml.processing.wet_antenna.waa_leijnse_2008_from_A_obs(\n", " A_obs=cml.A,\n", " f_Hz=cml.frequency,\n", " pol=cml.polarization,\n", " L_km=cml.length,\n", ")\n", "\n", "cml['waa_pastorek'] = pycml.processing.wet_antenna.waa_pastorek_2021_from_A_obs(\n", " A_obs=cml.A,\n", " f_Hz=cml.frequency,\n", " pol=cml.polarization,\n", " L_km=cml.length,\n", " A_max=5,\n", ")\n", "\n", "cml['waa_schleiss'] = pycml.processing.wet_antenna.waa_schleiss_2013(\n", " rsl=cml.trsl,\n", " baseline=cml.baseline,\n", " wet=cml.wet,\n", " waa_max=2.2,\n", " delta_t=1,\n", " tau=15,\n", ")\n", "\n", "for waa_method in ['leijnse', 'pastorek', 'schleiss']:\n", " cml[f'A_rain_{waa_method}'] = cml.trsl - cml.baseline - cml[f'waa_{waa_method}']\n", " cml[f'A_rain_{waa_method}'] = cml[f'A_rain_{waa_method}'].where(cml[f'A_rain_{waa_method}'] >= 0, 0)\n", " cml[f'R_{waa_method}'] = pycml.processing.k_R_relation.calc_R_from_A(\n", " A=cml[f'A_rain_{waa_method}'], L_km=float(cml.length), f_GHz=cml.frequency/1e9, pol=cml.polarization\n", " )\n", "cml['R'] = pycml.processing.k_R_relation.calc_R_from_A(\n", " A=cml.trsl - cml.baseline, L_km=float(cml.length), f_GHz=cml.frequency/1e9, pol=cml.polarization,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot time series of results with different WAA methods" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# turn on interactive plots and zoom into some rain events\n", "#%matplotlib widget" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(3, 1, figsize=(18, 10), sharex=True)\n", "plt.sca(axs[0])\n", "cml.trsl.isel(channel_id=0).plot.line(x='time', label='TRSL', color='k', zorder=10)\n", "cml.baseline.isel(channel_id=0).plot.line(x='time', label='baseline', color='C0')\n", "(cml.baseline + cml.waa_leijnse).isel(channel_id=0).plot.line(x='time', label='baseline + WAA_leijnse', color='C1')\n", "(cml.baseline + cml.waa_pastorek).isel(channel_id=0).plot.line(x='time', label='baseline + WAA_pastorek', color='C2')\n", "(cml.baseline + cml.waa_schleiss).isel(channel_id=0).plot.line(x='time', label='baseline + WAA_schleiss', color='C3')\n", "plt.ylabel('total path attenuation in dB')\n", "plt.title(f'cml_id = {cml.cml_id} length = {cml.length:2.2f} km frequency = {cml.frequency.isel(channel_id=0)/1e9} GHz')\n", "plt.legend()\n", "\n", "plt.sca(axs[1])\n", "(radar_along_cml.sel(cml_id=cml.cml_id.values).rainfall_amount * 12).plot.line(color='k', linewidth=3.0, label='RADKLIM-YW', alpha=0.3)\n", "cml.R.isel(channel_id=0).plot.line(x='time', label='no WAA', color='C0')\n", "cml.R_leijnse.isel(channel_id=0).plot.line(x='time', label='with WAA_leijnse', color='C1')\n", "cml.R_pastorek.isel(channel_id=0).plot.line(x='time', label='with WAA_pastorek', color='C2')\n", "cml.R_schleiss.isel(channel_id=0).plot.line(x='time', label='with WAA_schleiss', color='C3')\n", "plt.ylabel('Rain-rate in mm/h')\n", "plt.title('')\n", "plt.legend()\n", "\n", "plt.sca(axs[2])\n", "radar_along_cml.sel(cml_id=cml.cml_id.values).rainfall_amount.cumsum(dim='time').plot.line(color='k', linewidth=3.0, label='RADKLIM-YW', alpha=0.3)\n", "(cml.R.isel(channel_id=0)/60).cumsum(dim='time').plot.line(x='time', label='no WAA', color='C0')\n", "(cml.R_leijnse.isel(channel_id=0)/60).cumsum(dim='time').plot.line(x='time', label='with WAA_leijnse', color='C1')\n", "(cml.R_pastorek.isel(channel_id=0)/60).cumsum(dim='time').plot.line(x='time', label='with WAA_pastorek', color='C2')\n", "(cml.R_schleiss.isel(channel_id=0)/60).cumsum(dim='time').plot.line(x='time', label='with WAA_schleiss', color='C3')\n", "plt.ylabel('Rainfall sum in mm')\n", "plt.title('')\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot same data but as scatter plot" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def hexbinplot(R_radar_along_cml, R_cml, ax, color='k', title=None, loglog=True):\n", " R_cml = R_cml.isel(channel_id=0).resample(time='5min').mean().reindex_like(R_radar_along_cml, method=None)\n", " R_cml.values[R_cml.values < 0] = 0\n", " #R_cml = R_cml.resample(time='1h').mean()\n", " #R_radar_along_cml = R_radar_along_cml.resample(time='1h').mean()\n", " ax.scatter(\n", " R_radar_along_cml.where(R_radar_along_cml > 0).values,\n", " R_cml.where(R_cml > 0).values,\n", " c=color,\n", " s=10,\n", " alpha=0.7,\n", " )\n", " if loglog:\n", " ax.set_xscale('log')\n", " ax.set_yscale('log')\n", " ax.set_title(title)\n", " ax.set_xlabel('Average radar rain rate along CML in mm/h')\n", " ax.set_ylabel('CML rain rates in mm/h')\n", "\n", "\n", "R_radar_along_cml = radar_along_cml.sel(cml_id=cml.cml_id).rainfall_amount * 12\n", "\n", "fig, axs = plt.subplots(1, 4, figsize=(22, 5), sharex=True, sharey=True)\n", "\n", "hexbinplot(R_radar_along_cml, cml.R, axs[0], 'C0', 'no WAA')\n", "hexbinplot(R_radar_along_cml, cml.R_leijnse, axs[1], 'C1', 'WAA Leijnse')\n", "hexbinplot(R_radar_along_cml, cml.R_pastorek, axs[2], 'C2', 'WAA Pastorek')\n", "hexbinplot(R_radar_along_cml, cml.R_schleiss, axs[3], 'C3', 'WAA Schleiss')\n", "\n", "for ax in axs:\n", " ax.plot([0.01, 50], [0.01, 50], 'k', alpha=0.3)\n", " ax.set_xlim(0.05, 50)\n", " ax.set_ylim(0.05, 50)\n", "\n", "fig, axs = plt.subplots(1, 4, figsize=(22, 5), sharex=True, sharey=True)\n", "\n", "loglog=False\n", "hexbinplot(R_radar_along_cml, cml.R, axs[0], 'C0', 'no WAA', loglog=loglog)\n", "hexbinplot(R_radar_along_cml, cml.R_leijnse, axs[1], 'C1', 'WAA Leijnse', loglog=loglog)\n", "hexbinplot(R_radar_along_cml, cml.R_pastorek, axs[2], 'C2', 'WAA Pastorek', loglog=loglog)\n", "hexbinplot(R_radar_along_cml, cml.R_schleiss, axs[3], 'C3', 'WAA Schleiss', loglog=loglog)\n", "\n", "for ax in axs:\n", " ax.plot([0.01, 50], [0.01, 50], 'k', alpha=0.3)\n", " ax.set_xlim(-0.5, 20)\n", " ax.set_ylim(-0.5, 20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Check how different rain rates contribute to the accumulated rainfall sum" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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77ruEhIR4zzVo0CCKiooYNGgQO3fu5IknnsBqtbJ8+XIee+wxrrnmGm+NI0aM4Pvvv+fOO+9k5cqVzJw5k7lz5wLwxx9/MGDAAPR6PUopPvvsMxYtWsSoUaOw2WyYzYdmg5k3bx4vvPAC1113HdnZ2cTGxjb6eqxdu5b77ruPqqoqTCYTv/zyC0ajkT/96U+sW7cOg8HAiy++yLnnnsvcuXP57rvvsNlsVFVVcdNNNzVY/+abb7jnnnvYsmULTqeT2bNnc+mll+JyuXjkkUf46aef0DSN2267DaUUOTk5nHvuuYSHh7NkyRISEhJYt24d4eHhvPjii7z77ruAp6fu/vvvJyMjgwsuuICRI0c2+voLIYQ4fbjd9YaGeYeCNR4SVjfs66hDxOqW7Z4A5HI3v5tFr9O8gcPPx+ANIcG+PsSG6LEYawOJSY+v0YCf6VBQqf/e4HiTHrNBL/fkiLOGhKEWlpaWxsCBA4/aZurUqXzyySdER0ej1+vp0KFDs8PQ6NGjef755wFYtmwZYWFhZGdns3z5ckaNGtWg7Zw5c3jttddITU0FPGFs165dzJs3j7feeospU6bw+eefc8MNN3DTTTfx6quvMmbMGJ544gn+9re/8fLLLzdZg4+PD0899RTr1q3jtddea7R/+PDh/PWvfwVg5cqVPPnkk8ybN4+KigpWrlzJiBEjAFixYgWJiYl06dKFsWPH8v3333PFFVcAkJmZSV5eHoMHD2bKlCnMnz+fBx98sMF1ampquOaaa5g/fz7nnHMO5eXlWCwWXnnlFQC2bNlCeno6EyZMYOfOnQCsWrWKzZs3Exoayty5cxusz5o1i3HjxvHuu+9SWlrK4MGDOe+88/jggw/Yt28fGzduxGAwcPDgQUJDQ3nxxRdZsmQJ4eHhDepav3497733HmvWrEEpxZAhQxgzZgwhISFH/PoLIYRoeQ6X2zPEq36PiXf4V8NA0mCI2OEBp/aeFs/xnl6Z4+Fj0NX2ojTsLYkONHp6VYy1gaWJNvXfPWHmUHsfvU4eCirESTqjw9DfvtnKtpzyFj1n7w6BPHnxyQ1rmzRpEo8//jhRUVENelSaIzo6msrKSioqKsjMzOS6665j6dKlLFu2zBskjiYxMdHbUzVw4EAyMjIoKyujtLSUMWPGADBt2jSuvvrq4/5cdRISEqipqSEvL4/09HR69OjBOeecw5o1a1i5ciX33HMP4On5mTp1KuAJiB9++KH3M3zyySdMmTLFu+/WW29tFIZ27NhBTEwM55xzDgCBgYEALF++3HuNnj170qlTJ28YOv/88wkNDfWeo/76zz//zMKFC70PiLXZbBw4cIDFixczc+ZM7zC6+sc3Zfny5Vx++eX4+fkBcMUVV7Bs2TIuueSSJr/+QghxNnK7FTanJ6hYHS5sDhfWGrf3PhSbw+XtfbHWHFq31rix1gYTq8OF1eHGWnuM1Rt8PO81ruYPDdM08DXWDv8y6bEYPYHE32Qgwt+En6muN6XhELG6ZU+vigGL0fNeF2gsMjRMiFPaGR2G2kNSUhKfffbZUdv4+PgwcOBAXnjhBbZu3co333xzXNcYNmwY7733Hj169GDUqFG8++67rFq1ihdeeOGYx5pMh25C1Ov1WK3Wo7Y3GAy43Z4fJjab7bhq/Oyzz4iJiUHTNIYOHcqKFSv4448/GDp0KC6Xi88//5yFCxfy7LPPopSiuLiYiooKAgICmDdvHvn5+Xz00UcA5OTksGvXLrp16+a9hlKqyb+IqaPcyVkXUJpaV0rx+eef06NHj0bnO56/vB3t+sf79RdCiPbQVFCpCyUN1h2Hgkp1g1BzKMgcCjGuegHGhc1xfPewQO2wMKMec23IsBg9IcRi1BMZYMRi1GM2enpQDu9hORRwDN5emPrDxcxG6WUR4mx0Roehk+3BORHjxo1j1qxZvPXWW9x2222A576W6upqOnXq5G330EMPMWbMGMLCwo77GqNHj+aJJ57giSeeoH///ixZsgSLxUJQUFCjtkajEYfDgdFoPOL5goKCCAkJYdmyZYwaNYoPP/zQ20uUkJDA+vXrGTx4cIOQFxAQQEVFxRHPOWLECF566SWmT58OeMLRn//8Z6KjowkODuann36iX79+/PTTT95jpk2bxldffcXgwYOpqqoiOzvbu+/JJ5/kk08+4fHHH/du69mzJzk5Oaxdu5ZzzjmHiooKLBYLo0eP5qOPPmLcuHHs3LmTAwcO0KNHDzZs2HDUr+vEiRN59dVXefXVV9E0jY0bN9K/f38mTJjAG2+8wdixYxsMk6v7Ghw+TG706NFMnz6dRx99FKUUX375JR9++OFRry2EEM1VP6g0ChuOhoGjcQBpHGq8oaWFg4qvjyeYeIPKYQHGbDzUc2KpPc633r66c9RfN+o1CSxCiBZ1Roeh9qBpGl9++SX3338/c+bMwWw2e6fWri8pKemIs8g988wzDdpnZWU12D9q1CgyMzMZPXo0er2e+Ph4evbs2eS5br/9dpKTkxkwYADPPvvsEet+//33vRModO7cmffeew+Ahx9+mClTpvDhhx8ybtw4b/tzzz2XOXPmkJKS0mgCBfCEoQceeIBhw4YBEBMTg8vlYvjw4YBniNzll1/e4Jgrr7yS//znP+zZs6fJfVOnTm0Qhnx8fJg/fz733HMPVqsVi8XC4sWLufPOO5k5cyZ9+/bFYDAwd+7cBj0yR/L4449z//33k5ycjFKKhIQEvv32W2bMmMHOnTtJTk7GaDRy2223cffdd3P77bdzwQUXEBMTw5IlS7znGTBgANOnT2fw4MGAZwKF/v37y5A4Ic4CdUHl8KFd3l6TowSVw8OMrYnjqmtc2I9zVjA4FFQsPod6UuoCRlSAsUFPizfE+DTseWkyxNRbN8pQMCHEaUg72pCeU92gQYPUunXrGmzbvn07vXr1aqeKhGgZ8n0sxKnD6XKTnlfBuoyDbMws5WBVTcPeltppkK0nGFQMOq1x8DhCj4k3xPg07HnxhpjDh4/51PWoSFARQpzdNE1br5QadPh26RkSQggh6qm0O9l4oIR1GSWs31/CxgMlVNV4Zg+LDjQTE2zGYtQTZDEeOcQcPtTrsOFj9dclqAghRPuRMCSEEOKsll1qZV3GQdbv9wSg9Lxy3Ap0GvSMDuTKgXEM7BTCoIRQYoPluWBCCHEmkTAkhBDijOdwuSmssJNfbiO/3EZ2qY2NBzw9P7llnpkyfX309O8YzN3junFOQggp8cEEmI88+YwQQojTn4QhIYQQpy23W1FSXUNeuY2Cck/YySu3kV9up6DecnGVncNvkY0JMnt6fGp7fXpGB8jzYIQQ4iwjYUgIIcQpRylFpd1Jfvmh3pyGy7WBp8KGw9V4IqBwfx8iA8xEBZpIjguqXTYTHWQiMsBMdJCZcP9jzzIphBDizCZhSAghRLs4UFzNluyy2l6dul4cTw9PXrmN6tpJC+oLMBmIDDQRHWRmSGIoUUFmogJMRAWaPcuBZiL8TfgYpIdHCCHEsUkYagV5eXncf//9rF27FpPJ5H3OkI+PD4mJifz1r3/l6aefBqCoqIiYmBjuuOMOXnvtNWbPno2/vz8PP/zwCV9/xowZPPjgg/Tu3ZvnnnuOWbNmAZCRkcFFF11EWlraUY8/3hqGDx/OypUrycnJ4d57723wcNaWopQiIiKCXbt2ERISQm5uLh06dGDZsmWMHDkSgIiICNLT0wkLC+PLL7/kiiuuYPv27Y2ewbRx40YGDBjAjz/+yMSJE1u8ViFE05RS7C6o5Ie0PH5My2Nbbrl3n49BR1SgiagAM706BDK2RyRRtaGnrocnKtCMn0l+bAkhhGg58lOlhSmluPzyy5k2bRqffPIJAKmpqeTn5xMfH0/nzp359ttvvWFowYIFR3z46ol6++23vcv1w1BrWblyJQAdOnRolSAEnofZDhkyhFWrVjF58mRWrlxJ//79WblyJSNHjmTHjh2Eh4cTFhYGeB7qOnLkSD755BNmz57d4Fx1++bNmydhSIhWppQiLbucH7fm8kNaHnsLq9A0GNgxhL9e2IvhXcKJCTIT7GtE07T2LlcIIcRZRsYRtLAlS5ZgNBqZOXOmd1tKSgqjRo0CwGKx0KtXL+oeFjt//nymTJnS7PN/+umnPPjggwC88sordO7cGYA9e/Z4e0jGjh3LunXrePTRR7FaraSkpHD99dcD4HK5uO2220hKSmLChAlYrdZmX/v555/nnHPOITk5mSeffNK73d/fH/D0PPXp0weAuXPncsUVVzBp0iS6devGX/7yF+/1p0+fTp8+fejbty8vvfSSt/5JkyYxcOBARo0aRXp6eqPrjxgxwhu8Vq5cyYMPPsiqVau868OHDwegsrKSFStW8M4773gDaR2lFJ999hlz587l559/xmazNfvzCyGOzeVWZBRVsWhbPk9/u42R/1jCxa8t543f9xITZObpy/qw5rHxfPan4cwY1ZneHQIJ8fORICSEEKJdSM9QC0tLS2PgwIFHbTN16lQ++eQToqOj0ev1dOjQgZycnGadf/To0Tz//PMALFu2jLCwMLKzs1m+fLk3cNWZM2cOr732GqmpqYAnrOzatYt58+bx1ltvMWXKFD7//HNuuOGGY173559/ZteuXfzxxx8opbjkkktYunQpo0ePPuIxqampbNy4EZPJRI8ePbjnnnsoKCggOzvbO1SvtLQUgNtvv5033niDbt26sWbNGu68805+/fXXBucbPnw4Tz31FAB//PEHf/vb33j55ZcBTxgaMWIEAF999RWTJk2ie/fuhIaGsmHDBgYMGADAihUrSExMpEuXLowdO5bvv/+eK6644pifXwjRkMPlZn9xFbvyK9lVUPvKr2BvURU1TjcAPnodI7uFc9953TivVxShfj7tXLUQQgjR0Jkdhn54FPK2tOw5o/vCBXNO6hSTJk3i8ccfJyoqimuuueb4Lh8dTWVlJRUVFWRmZnLdddexdOlSli1b1qxf6hMTE0lJSQFg4MCBZGRkNOu6P//8Mz///DP9+/cHPL0vu3btOmoYGj9+PEFBQQD07t2b/fv3k5SUxN69e7nnnnu48MILmTBhApWVlaxcuZKrr77ae6zdbm90vsGDB7Nx40aqqqpwOBz4+/vTuXNndu/ezcqVK3nooYcAzzC4+++/H/AEz3nz5nnD0Lx585g6dap334cffihhSIijsDlc7CuqYldBJbvzK9hdWMmu/Er2FVXhdB+axS0+1EK3yADGdI+ga6Q/3aIC6BbpL/f4CCGEOKXJT6kWlpSUdMz7Znx8fBg4cCAvvPACW7du5ZtvvjmuawwbNoz33nuPHj16MGrUKN59911WrVrFCy+8cMxjTaZDU8nq9fpmD5NTSvHYY49xxx13NLvOw6/ldDoJCQlh06ZN/PTTT7z++ut8+umnvPzyywQHB3t7sI7E19eXrl278u6773rDzdChQ/n+++8pKCigR48eFBcX8+uvv5KWloamabhcLjRN45///Cdut5vPP/+chQsX8uyzz6KUori4mIqKCgICApr9uYQ4k1XanSxYl8nKPcXsLqhkf3EVdZlHp0GnMD+6Rvpzfu8oukX50y0ygM4Rfvj6yI8TIYQQp58z+6fXSfbgnIhx48Yxa9Ys3nrrLW677TYA1q5dS3V1NZ06dfK2e+ihhxgzZoz3hv/jMXr0aJ544gmeeOIJ+vfvz5IlS7BYLN5emPqMRiMOhwOj8eSeoj5x4kQef/xxrr/+evz9/cnOzsZoNBIZGXlc5ykqKsLHx4crr7ySLl26MH36dAIDA0lMTGTBggVcffXVKKXYvHkz/fr1a3T8iBEjePnll72TIgwbNowbbriBoUOHomkan332GTfddBNvvvmm95gxY8awfPlyqqur6devHz/99JN337Rp0/jqq6+48cYbT+wLI8QZIrvUyvsrM5i35gAVdiedI/zoFRPAxf060C3Sn25R/iSE+WE26tu7VCGEEKLFnNlhqB1omsaXX37J/fffz5w5czCbzd6ptetLSko64ixyzzzzTIP2WVlZDfaPGjWKzMxMRo8ejV6vJz4+vtH00XVuv/12kpOTGTBgAM8++2yzP0dTNWzfvp1hw4YBnkkT/ve//zUKQ8e6CTo7O5ubb74Zt9tzT8Hf//53AD766CP+9Kc/8cwzz+BwOJg6deoRw9Arr7zirWPAgAFkZWUxY8YMwDMM7tFHH21wzJVXXsnHH3+M1Wrl8ssvb7TvP//5j4QhcdbanFXK28v28d2WXAAu6BPNjFGdSYkPbt/ChBBCiDagKdX4yd2ni0GDBqm6WdnqbN++nV69erVTRWe39evX8+CDD/L777+3dymnPfk+Fq3B5nCxNaeczVmlbM4qY1NWKXsLqwgwGZg6OJ5pwxOIC/Ft7zKFEEKIFqdp2nql1KDDt0vPkGgR69at47rrrmPOnLYfmiiEaMzhcrMjr4LNWWVsziplU1YZO/MrcNXeABQZYCI5Lpgbh3biqoFxBJhPbiitEEIIcTqSMCRaxKBBg9i5c2d7lyHEWcfhcpNfbiOn1Mb+4iq2ZJexOauMbbnl3imug32N9I0NYnzPLiTHBZEcF0x0kLmdKxdCCCHan4QhIYQ4RSmlOFhVQ06pjZwyKzmlVnLLbGSX1i6X2iiosFFvhmv8fPT0iQ1i+vAE+sYG0S8umPhQizzUVAghhGiChCEhhGgnVXYnuWVWT9gptZJTZqsNPIe22Wt7d+qYDDo6BFvoEGxmZLdwOgRbiA02ExNkIS7EQqcwP/Q6CT5CCCFEc0gYEkKIVuR0uTlwsJrdBZWeB5cWVLKroIKsEiul1Y4GbTUNogLMxASb6d0hkPN7RxETZPaEnyBPAAr185FeHiGEEKKFSBgSQogWUON0k1Fcxa78Q4Fnd0ElewurqHEd6t2JCTLTNdKflPhgYoIsxAZb6BBsISbITHSQGaNe146fQgghhDi7tMtPXU3THtA0baumaWmaps3TNM2saVqopmmLNE3bVfse0h61tYS8vDymTp1Kly5d6N27N5MnT2bnzp1kZGSgaRqPP/64t21RURFGo5G7774bgNmzZ/Ovf/3rpK4/Y8YMtm3bBsBzzz3n3Z6RkUGfPn2Oefzs2bOJjY0lJSWFPn36sHDhwuOuYe7cueTk5Bz3cUeSkJBAUVHREfe/8sor3H///d71O+64g/POO8+7/uqrr3Lvvfd61/v168e1117b5LkuvfRS73OMhDiSCpuD//ttNzM/XM/4F36j1xM/MuGlpdz18QZe/mUnm7PKiA22cPOIBJ6/Kpmv7hrBltkTWPXYeD68dQjPXNaXu87tymX9YxmcGEp8qK8EISGEEKKNtXnPkKZpscC9QG+llFXTtE+BqUBv4Bel1BxN0x4FHgUeaev6TpZSissvv5xp06bxySefAJCamkp+fj7x8fF07tyZb7/9lqeffhqABQsWHPHhqyfq7bff9i4/99xzzJo167jP8cADD/Dwww+zfft2Ro0aRUFBATpd839Rmzt3Ln369KFDhw7NPsblcqHXn9jT7YcPH85HH33kXU9NTcXtdnvPuXLlSi677DLA8wwft9vN0qVLqaqqws/Pz3tcaWkpGzZswN/fn3379pGYmHhC9Ygzl9ut+HJjNnN+TKewwk7nCD+6RfpzQZ8YukX50yXC87L4nNj3shBCCCHaTnv9GdIAWDRNMwC+QA5wKfB+7f73gcvap7STs2TJEoxGIzNnzvRuS0lJYdSoUQBYLBZ69epF3cNi58+fz5QpU5p9/k8//ZQHH3wQ8PSGdO7cGYA9e/YwcuRIAMaOHcu6det49NFHsVqtpKSkcP311wOewHHbbbeRlJTEhAkTsFqtR71er169MBgMFBUVcdlllzFw4ECSkpL473//6z3f9OnT6dOnD3379uWll17is88+Y926dVx//fWkpKRgtVr55Zdf6N+/P3379uWWW27BbrcDnh6fp556ipEjR7JgwQJ+/vlnhg0bxoABA7j66quprKxsUI/VamXSpEm89dZbDbb379+fnTt3YrVaKSsrw9fXl5SUFLZs2QLAypUrGT58OAAff/wxN954IxMmTGjU6/X5559z8cUXM3XqVG+YFaLO9txyrnpjJQ8t2ESHYAtf3zWCXx8ay5s3DuLhiT24NCWWPrFBEoSEEEKI00SbhyGlVDbwL+AAkAuUKaV+BqKUUrm1bXKByLaurSWkpaUxcODAo7ap+0U7KysLvV5/XL0no0ePZtmyZQAsW7aMsLAwsrOzWb58uTdw1ZkzZw4Wi4XU1FRvr8muXbu466672Lp1K8HBwXz++edHvd6aNWvQ6XRERETw7rvvsn79etatW8e///1viouLSU1NJTs7m7S0NLZs2cLNN9/MVVddxaBBg/joo49ITU1F0zSmT5/O/Pnz2bJlC06nk//85z/ea5jNZpYvX855553HM888w+LFi9mwYQODBg3ixRdf9LarrKzk4osv5rrrruO2225rUKfBYCAlJYW1a9eyevVqhgwZwtChQ1m5ciU5OTkopYiPjwc8AfSaa67h2muvZd68eQ3OM2/ePK699tom94mzW0GFjevfXsOBg9X886pkvvzTcPrFB7d3WUIIIYQ4Ce0xTC4ETy9QIlAKLNA07YbjOP524HaAjh07HrXtP/74B+kH00+41qb0DO3JI4NPbvTepEmTePzxx4mKiuKaa645rmOjo6OprKykoqKCzMxMrrvuOpYuXcqyZcu44oorjnl8YmIiKSkpAAwcOJCMjIwm27300kv873//IyAggPnz56NpGv/+97/58ssvAcjMzGTXrl306NGDvXv3cs8993DhhRcyYcKERufasWMHiYmJdO/eHYBp06bx+uuve+/xqfsarF69mm3btjFixAgAampqGty7c+mll/KXv/zF28t1uBEjRrBy5UqsVivDhg2jW7duPPfcc0RERHh7hdauXUtERASdOnUiLi6OW265hZKSEkJCQsjPz2f37t2MHDkSTdMwGAykpaU16z4rcWZzuxWPfb6FSruT7+4ZSbeogPYuSQghhBAtoD2GyZ0H7FNKFSqlHMAXwHAgX9O0GIDa94KmDlZK/VcpNUgpNSgiIqLNim6upKQk1q9ff9Q2Pj4+DBw4kBdeeIErr7zyuK8xbNgw3nvvPXr06MGoUaNYtmwZq1at8oaIozGZTN5lvV6P0+lsst0DDzxAamoqy5YtY9SoUfz2228sXryYVatWsWnTJvr374/NZiMkJIRNmzYxduxYXn/9dWbMmNHoXEqpJq5wSN09O0opzj//fFJTU0lNTWXbtm2888473nYjRozghx9+OOL5hg8fzsqVK1m1ahXDhg2jV69ebNu2jZUrV3q/NvPmzSM9PZ2EhAS6dOlCeXm5t3ds/vz5lJSUkJiYSEJCAhkZGTJU7iy3Pbecv/+wnZH/+JVf0gt4ZFJPCUJCCCHEGaQ9ptY+AAzVNM0XsALjgXVAFTANmFP7/vXJXuhke3BOxLhx45g1axZvvfWWdyjX2rVrqa6uplOnTt52Dz30EGPGjCEsLOy4rzF69GieeOIJnnjiCfr378+SJUuwWCwEBQU1ams0GnE4HBiNxhP/UEBZWRkhISH4+vqSnp7O6tWrAc9seD4+Plx55ZV06dKF6dOnAxAQEEBFRQUAPXv2JCMjg927d9O1a1c+/PBDxowZ0+gaQ4cO5a677vK2q66uJisry9uj9NRTT/H0009z5513NhhmV2f48OHcfPPNxMbGEhnpGWUZERHB119/zYIFC3C73SxYsIDNmzcTGxsLeO7xeuaZZ5gxYwbz5s3jxx9/9PZG7du3j/PPP59nnnnmpL524vSSXWrl69Rsvt6Yw478Cgw6jdHdI5h1YS8u7BvT3uUJIYQQogW1xz1Da4DPgA3Altoa/osnBJ2vadou4Pza9dOOpml8+eWXLFq0iC5dupCUlMTs2bMb3ReUlJTEtGnTmjzHM888Q1xcnPd1uFGjRpGZmcno0aPR6/XEx8d7J0843O23305ycvIRh5Y116RJk3A6nSQnJ/P4448zdOhQALKzsxk7diwpKSlMnz6dv//97wBMnz6dmTNnkpKSglKK9957j6uvvpq+ffui0+kaTDBRJyIigrlz53LttdeSnJzM0KFDSU9vOMzx5Zdfxmaz8Ze//KXR8SEhIURERDSYnW/YsGEUFBTQr18/li5dSmxsrDcIgSdYbtu2jVWrVnHgwAHv5wLPkMLAwEDWrFlzUl87ceorra7hozX7mfLGKkbM+ZV//rgDf7OBpy9NYs2s8bw7/RwuSu4gDzsVQgghzjDasYYwncoGDRqk6mZlq7N9+3Z69erVThUJ0TLk+7j12RwuFm/P56uNOfy+swCHS9Elwo/L+8dyaUos8aG+7V2iEEIIIVqIpmnrlVKDDt/eHsPkhBCiXRVV2jn/xd8pqXYQGWBi2rAELusfS1KHQOn9EUIIIc4iEoaEEGedoko7JdUOHpnUk9tHd0avkwAkhBBCnI0kDAkhzgput2JXQSWr9xazZIdnssrEcF8JQkIIIcRZTMKQEOKM5HYrdhZUsHpPMav3HmTNvmJKqh0AxAZbuHpgHEMSj382RyGEEEKcOY4ZhjRNSwTuARLqt1dKXdJ6ZQkhxIlbtquQ+z9JpbiqBoC4EAvje0UxtHMYQxJDZXIEIYQQQgDN6xn6CngH+AZwt2o1QghxknJKrdw7byNh/iZmTe7FkM6hxIVI+BFCCCFEY815zpBNKfVvpdQSpdTvda9Wr+w0lpeXx9SpU+nSpQu9e/dm8uTJ7Ny5k4yMDDRN4/HHH/e2LSoqwmg0cvfddwMwe/Zs/vWvf53U9WfMmMG2bdsAeO6557zbMzIy6NOnzzGP37Fjh/fZQb169eL2228/avuEhASKiooabZ87d673cx3JwoULmTPnxB8p9corr3D//fd71++44w7OO+887/qrr77Kvffe613v168f1157bZPnuvTSS70PXBWnn+JKO+8u38d1b62mxunmvzcO5MqBcRKEhBBCCHFEzQlDr2ia9qSmacM0TRtQ92r1yk5TSikuv/xyxo4dy549e9i2bRvPPfcc+fn5AHTu3Jlvv/3W237BggUNHhLaEt5++2169+4NNAxDzXXvvffywAMPkJqayvbt27nnnntatL76LrnkEh599NETPn748OGsXLnSu56amkpZWRkulwuAlStXMmLECMDz7B63283SpUupqqpqcJ7S0lI2bNhAaWkp+/btO+F6RNtyuNws2pbP7R+sY8hzv/DUt9sItBh588ZBdI7wb+/yhBBCCHGKa04Y6gvcBswBXqh9nVzXxRlsyZIlGI1GZs6c6d2WkpLCqFGjALBYLPTq1Yu6h8XOnz+fKVOmNPv8n376KQ8++CDg6RXp3LkzAHv27GHkyJEAjB07lnXr1vHoo49itVpJSUnh+uuvB8DlcnHbbbeRlJTEhAkTsFqtja6Rm5tLXFycd71v377eYx9++GH69u1LcnIyr776qrfNq6++yoABA+jbty/p6emNzllYWMiVV17JOeecwznnnMOKFSuAhr1HCxYsoE+fPvTr14/Ro0cDsHXrVgYPHkxKSgrJycns2rWrwXn79+/Pzp07sVqtlJWV4evrS0pKClu2bAE8YWj48OEAfPzxx9x4441MmDCBhQsXNjjP559/zsUXX8zUqVP55JNPjv0fQrS7jQdKGPWPJdz2wTo2HCjllpGJ/HT/aBbePZKR3cLbuzwhhBBCnAaaE4YuBzorpcYopc6tfY1r7cJOV2lpaQwcOPCobep+4c7KykKv19OhQ4dmn3/06NEsW7YMgGXLlhEWFkZ2djbLly/3Bq46c+bMwWKxkJqaykcffQTArl27uOuuu9i6dSvBwcF8/vnnja7xwAMPMG7cOC644AJeeuklSktLAfjvf//Lvn372LhxI5s3b/YGLIDw8HA2bNjAn/70pyaH+d1333088MADrF27ls8//5wZM2Y0avPUU0/x008/sWnTJm9YeeONN7jvvvtITU1l3bp1DUIagMFgICUlhbVr17J69WqGDBnC0KFDWblyJTk5OSiliI+PBzzB85prruHaa69l3rx5Dc4zb948rr322ib3iVPP91tymfrf1fgYdLwzbRCrHxvHrMm96BEd0N6lCSGEEOI00pwJFDYBwUBB65bS8vKeew779sa9FCfD1Ksn0bNmndQ5Jk2axOOPP05UVBTXXHPNcR0bHR1NZWUlFRUVZGZmct1117F06VKWLVvGFVdccczjExMTSUlJAWDgwIFkZGQ0anPzzTczceJEfvzxR77++mvefPNNNm3axOLFi5k5cyYGg+fbJjQ01HtM3bUHDhzIF1980eicixcv9t7HBFBeXk5FRUWDNiNGjGD69OlMmTLFe75hw4bx7LPPkpWVxRVXXEG3bt0anXvEiBGsXLkSq9XKsGHD6NatG8899xwRERHeXqG1a9cSERFBp06diIuL45ZbbqGkpISQkBDy8/PZvXs3I0eORNM0DAYDaWlpzbq/SrSdCpuDH9Ly+HJDNqv2FjOgYzBv3TSIMH9Te5cmhBBCiNNUc3qGooB0TdN+0jRtYd2rtQs7XSUlJbF+/fqjtvHx8WHgwIG88MILXHnllcd9jWHDhvHee+/Ro0cPRo0axbJly1i1apX33pijMZkO/eKo1+txOp1NtuvQoQO33HILX3/9tTccKKXQtKYfUFl33iOd0+12s2rVKlJTU0lNTSU7O5uAgIZ/xX/jjTd45plnyMzMJCUlheLiYq677joWLlyIxWJh4sSJ/Prrr43OXXff0KpVqxg2bBi9evVi27ZtDe4XmjdvHunp6SQkJNClSxfKy8u9vWLz58+npKSExMREEhISyMjIkKFypwi3W7EkvYB75m1k0DOL+ctnm8kts/LQ+d35+LahEoSEEEIIcVKa0zP0ZKtX0UpOtgfnRIwbN45Zs2bx1ltvcdtttwGeXonq6mo6derkbffQQw8xZswYwsKO/6GPo0eP5oknnuCJJ56gf//+LFmyBIvFQlBQUKO2RqMRh8OB0Whs9vl//PFHxo8fj9FoJC8vj+LiYmJjY5kwYQJvvPEGY8eOxWAwcPDgwQa9Q0czYcIEXnvtNf785z8DnokO6nqo6uzZs4chQ4YwZMgQvvnmGzIzMykrK6Nz587ce++97N27l82bNzNuXMNRmsOHD+fmm28mNjaWyMhIACIiIvj6669ZsGABbrebBQsWsHnzZmJjYwHPvV3PPPMMM2bMYN68efz444/emeT27dvH+eefzzPPPNPsr5loHf/+dRcvL95FsK+RKYPiuXxALP3jg48YyoUQQgghjscxe4bqTaW9EdhS7yWaoGkaX375JYsWLaJLly4kJSUxe/bsRvcFJSUlMW3atCbP8cwzzxAXF+d9HW7UqFFkZmYyevRo9Ho98fHx3skTDnf77beTnJzc4P6eY/n555+9ExlMnDiR559/nujoaGbMmEHHjh1JTk6mX79+fPzxx80+57///W/WrVtHcnIyvXv35o033mjU5s9//jN9+/alT58+jB49mn79+jF//nz69OlDSkoK6enp3HTTTY2OCwkJISIiosGsfMOGDaOgoIB+/fqxdOlSYmNjvUEIPIFy27ZtrFq1igMHDjB06FDvvsTERAIDA1mzZk2zP59oeTVON/9bvZ+xPSL4Y9Z5PH1ZHwZ0DJEgJIQQQogWoymljt5A024HngaseB66qgFKKdW59cs7ukGDBqm6WdnqbN++nV69erVTRUK0DPk+hrUZB7n6jVW8ccMAJvWJae9yhBBCCHEa0zRtvVJq0OHbmzNM7s9AklKq8VM1hRCilThcbgCCfX3auRIhhBBCnKmaM4HCHqC6tQsRQoj69hV5HowbZGn+/W5CCCGEEMejOT1DjwErNU1bA9jrNiql7m21qoQQZxWlFKXVDjJLqsk8aCWzpJp5fxygZ3QAPeXZQUIIIVqJUopqZzUVNRVUOarQa3oSghLauyzRhpoTht4EfsUzaYK7dctpGUebAlqIU92x7uM7XVlrXGSVVJNZUs2B4moyS6xkHvS8Zx2spsLecEr2UD8fHr+wt/xbFkII0SSHy0Glo5LKmkoqHJ4wU1FT4d1W6ag8tFxvvS741G1THPq5OyR6CG9PfLsdP5Voa80JQ06l1IOtXkkLMZvNFBcXExYWJr9EidOOUori4mLMZnN7l3JSiirtrMsoYf3+g6RmlrKvqJqiSnuDNmajjvgQX+JDfRmcEEJ8qGfZs81CgFmGxwkhxJnIrdxYnVZvKPEGmCaCi3e5iTBjd9mPeS0fnQ/+Pv74G/297x0DOjbaVvce4ycT9pxtmhOGltTOKPcNDYfJHWy1qk5CXFwcWVlZFBYWtncpQpwQs9nc5JTqpyqlFLsKKlm/v8QbgDKKPbcZ+hh09I0NYlzPCDrWhp242rAT4W+SP1gIIcRpxuFyeHphaqqO3BtzlADTVG9MUzQ0/Ix+h8KK0Z8QcwjxAfH4+/gTYAxouL9um48fAcYA73YfvUzCI46uOWHoutr3x+ptU0C7T63dFKPRSGJiYnuXIcRZ4/mfdvB/v+0BIMzPh4GdQrh2cEcGJYTQJzYIk0HfzhUKIYSo3xvToOelGcPITrQ3JsDHE1gCjAHe3pj62w4PLvV7aHyNvui05szzJcTJOWYYUkpJshBCNOlgVQ3vrtjHhN5RPDa5FwlhvtLbI4QQLezw3pijDiM77P6Z4+2NqQskfkY/AnwCCDGHNBpWVrfv8AAjvTHidNScniEhhGikxunm3nkbcbgUD0/sQWK4X3uXJIQQp7W8qjy+2PUFy7OXU15Tfly9MSa9qVFI6RTYqWFYqVuuv143xMwnAIvBIr0x4qwjYUgIcdwqbA4e+nQTy3cX8fxVyXSPkumvhRDiRLjcLlbkrGDBjgUszV6KUor+kf3pHdq7UXDxDjGrN9Ssbr9RL5POCHEiJAwJIY7LpsxS7v1kI5kHq3niot5cPSi+vUsSQojTTkF1AV/s+oIvdn1BblUuYeYwbu1zK1d0u4K4gNNnEh0hTnfNCkOapsUCneq3V0otba2ihBCnJrvTxQ3vrCHAZGD+HcM4JyG0vUsSQojThlu5WZWzigU7F/Bb5m+4lIuhMUN5eNDDnNvxXIw66d0Roq0dMwxpmvYP4BpgG+Cq3awACUNCnEWUUmzKLKPC5uS+8d0kCAkhxBG43C6sTis2lw2rw0q1s5pl2cv4bOdnZFdmE2oO5aakm7iq21V0DOzY3uUKcVZrTs/QZUAPpdSx794TQpxRapxuVu0tZtG2PBZvKyCv3IZOQyZLEEKc1pxuJzanDavT2uhVf7vN1bhNg/1NnMPmtFHjrmnyuoOjB3P/gPsZ13GczLgmxCmiOWFoL2Ck3gNXhRBnvoyiKi59fQVlVgcWo57R3cN5uHcPxvWMJNRPfogLIVqPw+3wBo3mhJZG4cXRMMjYnDaqndXeYxxux3HVo6FhMVi8L7PBjK/BF7PBTKRvpHfb4fvrb+8e0p1OgZ1a6SsmhDhRzQlD1UCqpmm/UC8QKaXubbWqhBDtLqvESpnVwRMX9ea6IR0xG+XhqUIID4fb0WQvSbWzutm9J00FGKvLs83pdh5XPTpNdyiI6M1YjBYses96kG9Qo6BSP9gcvr3u3dfg6z2Xj85HnqEmxBmqOWFoYe1LCHEW2VdcBcDQzmEShIQ4zThcjgY9IU0FjuMOLfWWnerEw8rhgSTYFOxZNtYGmaOEliMFGaPOKGFFCHFCjhmGlFLvt0UhQohTh1KKt5ftpV9cEL1i5BlCQrQEpZRn+JfLhs1pw+60Y3VZsTvth7a57FidVuwuOzan7ZjbjxRajjes6DV9k4HDbDATbA5uGEiaCCx1Q8aOFFokrAghTlVHDEOapn2qlJqiadoWPLPHNaCUSm7VyoQQ7catYH9xNZef101+gRFntOYElPqBpDkB5Wjt3Mp9QnWa9WbMBjMmvQmLwYJJb/IGjhBzSNOBpG64mOHQkLH6vS/1g4xBZ5B/60KIs9LReobuq32/qC0KEUK0L2uNixW7i/glPZ9f0wsA8PWR4XFnIrfbjU6na+8yjuh4AorNZWu4vW5bOwYUs95MoG9gg3WTweRt730/wrGHbzfpTRJUhBCilRwxDCmlcmvf97ddOUKItlZmdfDIZ5tZsqMAu9ONv8nA6O7hjOsZxUXJMe1dnmhBJSUl7N69m+rqasaMGXNS5yqsLqTEXnJcAeXwUNLWASXAN6BBIJGAIoQQojkTKAghzmD/XbqHn7blMW1YAuf1imJwYig+hlO310AcH6UU+fn57Nmzh4MHD3q3FxQUEBkZ2axzlNhKSCtKY2vxVrYWbWVr8VYKrYXNrqHJMGEwYdFbJKAIIYRoVxKGhDhLudyKd5bv5a2l+5jcJ4bZlyS1d0miBTmdTnJyctizZw+VlZWN9h88eLDJMFRRU8G24m1sLd7qCUBFW8mpyvHuTwhMYEjMEJLCkojwjZCAIoQQ4rQmYUiIs1BRpZ2ZH65n3f4Szu8dxdOX9WnvksQRuN1uHA4HNTU11NTUHHO57t3tbjzMTKfTERsbS0ynGOx6OxvyN1BkLSKvKo9tB7extWgrGeUZ3vax/rH0Ce/D1J5TSQpLondYb/x9/Nvw0wshhBCt65hhSNO0EcBsoFNtew1QSqnOrVuaEKI1FFXaufa/q8ksqebFKf24vH+s/OW+DSilcDgczQ4zdctOZ/OmSHYqJ1Wqigp3BZXuSircFVQoz3IVVdQYa6iiiuKtxVg3WRsdH2GJICk8iYs6X0RSeBJJYUmEmENa+ssghBBCnFKa0zP0DvAAsB5wtW45QojWtGRHAbO+2EJJdQ3vTj+H4V3C27uk057D4aC6uhqr1ep9P1LYOV5u5aZaVXvCjToUcipVbdipt2xVjQMOgL/BnwjfCCJ8I+hs7kyYJYxwS3ijV5gl7GS/FEIIIcRppzlhqEwp9UOrVyKEaFVPfp3G+6v20y3SnzdvHEhyXHB7l3RacDgc3qBTP/TULZ9IyGmKS7nY79zPDscO9jn2Ue4up1JV4qbxcDcfzYdgn2BCLCF0MXUhzBxGuG84kb6RRPpFEhUQRZRfFGGWMHz0Pi1SnxBCCHEmak4YWqJp2vPAF4C9bqNSasOJXlTTtGDgbaAPnge63gLsAOYDCUAGMEUpVXKi1xBCHLJmbzHvr9rP9UM68sTFvTEZ5PlB9VmtVsrLy6mqqmq1sANgNBoxGo34+PhgNBqp1qrZZt3GpopNbC7fTLWrGoNmoE9oH/oH9CfCL4JI30jCfRv24vgafGVooxBCCNECmhOGhtS+D6q3TQHjTuK6rwA/KqWu0jTNB/AFZgG/KKXmaJr2KPAo8MhJXEMIUWv+ukyCfY389cKzOwgppaisrKSsrIzy8nLKysooKys7qcCj1+uxWCz4+vri6+uLxWLBZDJ5Q09d8EEH2dXZZJRlkFqcyvLs5Wwr3gZApG8kF3S+gFFxoxgaMxQ/o19LfWQhhBBCHMUxw5BS6tyWvKCmaYHAaGB67flrgBpN0y4FxtY2ex/4DQlDQpw0pRQF5XbC/U1YfM6eIKSUoqysjNLSUm/wKS8vb3KWtaPR6XTeoFMXdg4PPvWvWVBdwP7y/WSUZZBRnkFGWQb7y/eTXZmNS3luu9RpOlIiUrhvwH2Mih1F95Du0tMjhBBCtIPmzCYXBDyJJ8AA/A48pZQqO8FrdgYKgfc0TeuHZ2KG+4AopVQugFIqV9O0Jp8GqGna7cDtAB07djzBEoQ4Oyil+PsP6SzfXcQdY878CSDtdjuFhYUUFBRQUFDQ7B4fo9FIYGAg/v7+jUJP/bDjvY7Lzu7S3WRkZzQIPvvL91PtrPa2sxgsdArsRK+wXlyQeAGdAjuRGJRIQmCCTFEthBBCnAKaM0zuXSANmFK7fiPwHnDFSVxzAHCPUmqNpmmv4BkS1yxKqf8C/wUYNGiQOsEahDjjud2Kv32zlfdX7eemYZ14ZGLP9i6pRTmdTux2O1arlaKiIgoKCigrO/bfaMxmM0FBQQQFBREYGEhQUBC+vr7HPE4pxdbirXy560t+2PcDFY4KwNPL08GvA52COjEwaiCdAjuREJRAQmACkb6R6DTdSX9WIYQQQrSO5oShLkqpK+ut/03TtNSTuGYWkKWUWlO7/hmeMJSvaVpMba9QDFBwEtcQ4qxld7pYtC2fj1YfYNXeYmaMTOT/XdjrtBiGpZTCbrdjt9ux2WxHXXa5jj3Tv8lkIjw83Bt6goKC8PE5vtnVSmwlfLv3W77c/SW7SnZh1ps5v9P5nNvxXBIDE4kPjMekb9x7JIQQQohTX3PCkFXTtJFKqeXgfQhr0w+0aAalVJ6maZmapvVQSu0AxgPbal/TgDm171+f6DWEOBuV2xy8+PNOvkrNprTaQYcgM49f1JtbRiScMkHI7XZTWFhIVVVVkyGnpqbmpM6vaRohISFERkYSFRVFYGDgcR1f7ahmZ8lO0g+me187SnbgdDvpG96XJ4Y9waSESQT4BJxUnUIIIYQ4NTQnDP0JeL/23iENOEjt5Acn4R7go9qZ5PYCNwM64FNN024FDgBXn+Q1hDir/PPHdOb9kcnkvjFMGRTH8C7h6HWnRgiqs2nTJrKyslrkXHq9HpPJhNlsxt/fn8jISMLDwz0ztzXDQdtB0ovTSS9JJ704ne0Ht7O/fD8Kz+jbIFMQPUN7Mq33NC7sfCHdQrq1SN1CCCGEOHU0Zza5VKBf7SxwKKXKT/aitecc1MSu8Sd7biHOZC63Iqukmj2FlewpqGJvked9T2ElxVU13Di0E09f1qe9y2yS1WolOzv7mO1MJpP3ZTabGy3XvRsMR/7fl9Vppai6iAJrAQXVnldhdSEFVs/7gYoDFFQfGonbwa8DPUJ7MDlxMj1De9IztCfRftGnTI+aEEIIIVrHEX+b0DTtBqXU/zRNe/Cw7QAopV5s5dqEEIDT5eapb7exem8xGUXV1LgOTQ0d6udDlwg/zu8dRbeoAK4dHN+OlTbN6XSyb98+du/ejVKeXhd/f3/i4uIaBR0fHx90uiNPOOBwOyi2FrOnZM+hkGMtPBR2qgsosBZQUVPR6FiT3kSkbyQRlgiGRA+hR2gPb/AJMgW12ucXQgghxKnraD1DdU/9a2pwvMziJkQbmffHAT5YtZ/R3SM4t2ckXcL96RLpR+dwf0L8jm8ygLbidrspLi4mPz+fnJwc7HZ7g/29e/cmKiqq6WOVm+yKbHaV7mJ36W52l+wmozyD/Op8Smwl3mFsdQyagXDfcCItkSQEJTA4ZrA39ET4RhDlG0WEbwQBxgDp6RFCCCFEA0cMQ0qpN2sXFyulVtTfVzuJghCilZVVO3hx0U6Gdg7l/ZvPOaV/mXc4HOTn55Ofn09BQQFOp7NRG39/f3r16kVUVBRKKfKr872Bpy787C3di81l8x4T6x9LQlACvcN6e4NNXdiJ9I0kxBwi01cLIYQQ4oQ0ZwKFV/E8F+hY24QQLeyVX3ZRanXwxEVJp2wQstls7N69m/379+N2u5tsYzab6dGjBzGxMazNW8vrK15nSeYSyuyHngsUYYmga3BXru5xNV2Du9I1uCtdgrvgZ/Rr8pxCCCGEECfraPcMDQOGAxGH3TcUCOhbuzAhzmYVNgefrsvig1UZTD0nnt4djm+K6LbgcDjYuXMnGRkZTYYgX19foqKiiIqKYr9rPx9kfMCiVYs4aDuIv9Gfc+PPJTki2Rt8gs3Bbf8hhBBCCHFWO1rPkA/gX9um/n1D5cBVrVmUEGejSruT9ftL+HV7Pp+tz6KqxsXghFAentCjvUtrpKqqijVr1lBVVdVge1BQEDExMURHRxMQ4Pnfxvtb3+df6/6FWW9mbPxYJiVOYmTsSHlQqRBCCCHa3dHuGfod+F3TtLlKqf1tWJMQZ4Uyq4M1e4v5Y99B/sg4SFp2GW4FRr3GRckduHlEAslxwe1dppfT6eTgwYMUFhaSmZmJw+Hw7gsODqZHjx5ERkYeau92sjRrKS+vf5lx8eP4+6i/42v0bY/ShRBCCCGa1Jx7hqo1TXseSALMdRuVUuNarSohzkAOl5tNmaUs3VXE8l2FpGaW4lbgY9DRPz6Yu8/tyuDEMPp3DMbP1Jx/mq2vtLSUgoICCgsLKS0tbTQcTq/X069fP2JjYwHPTHCpBan8sO8Hft7/MwdtB4nzj+OpEU9JEBJCCCHEKac5v3F9BMwHLgJmAtOAwtYsSogzSY3TzSdrD/Dqr7sprLCj0yA5zhN+RnQNp198MGbjqXcb3tatW9m7d+8R95vNZgYNGoRvoC8rslewNGspvxz4hfzqfEx6E2PixnBB4gWMjB2J2WA+4nmEEEIIIdpLc8JQmFLqHU3T7qs3dO731i5MiDNBuc3BJa8uJ6O4msGJofztkiRGdAknyNfY3qUd1f79+5sMQoGBgYSHh6MFaKRVp/HkxidZnbsaq9OKWW9maIehPDDwAcbGj5VZ4IQQQghxymtOGKq7MSBX07QLgRwgrvVKEuLMkVtqI6O4mkcm9WTmmM6n7PTYdSorK0lLS6Ow8FDnb3h4OB07diQ8PByTycS+sn1c8fUVOJWTDn4duKTLJYyOG83g6MHSAySEEEKI00pzwtAzmqYFAQ/heb5QIPBAq1YlxBni4zX70TQ4t2fEKR+E8vLyWLduHUop7zZ/f3/OOeccDAbP/yqqHFWszFmJUzn55+h/Milh0in/uYQQQgghjuSYYUgp9W3tYhlwbuuWI8SZQynFd1vymNw3hp7Rp95zguqz2WykpqZ6g5CmacTHx+Mb58u3Gd+yuXAzmwo3sbt0N27lxkfnQ5+wPhKEhBBCCHFaO9pDV18F1JH2K6XubZWKhDgD/LHvIP/6aQdFlXY6hZ76s6jt2bPHO1W2xWIhNyKXOdvnUJZaBkCAMYC+EX0Z33E8/SL60TeiL4E+p3bAE0IIIYQ4lqP1DK1rsyqEOIPkl9u45r+riPA38fSlSVxzTsf2LumYcnNzvcuV4ZW8sOkFUiJTuKTLJfSL6EdiUCI6TdeOFQohhBDN4HZBTSXYKw69guIgsEN7VyZOUUd76Or7bVmIEGeK6hoXSsFjk3tyef9Td64Ru91OWVkZBw4cILMyk801m9lSs4X8g/kkBiXy+vjXZUY4IYQQbcPlaBhgvK/yY2w/bH9NZeNzT5oDQ//U9p9JnBaOec+QpmlLaGK4nDx0VYij0zh17qeprq6mrKzM+yovL8dms5HpzGRh1UKyXdkAdLN049a+tzK582QJQkIIIY7NaT9KaDlKkLEdts9pbcbFNDAFging0MscDEHxteu1+8yHtYno2dpfBXEaa85scg/XWzYDVwLO1ilHCNFSSktLycrKIicnB7vd3mCfS7lYZ1/Ht9XfEqALYLJlMhd0uYDR/Uej08lwOCGEOKMpBQ7rMULLkbYdtt1Vc+zrafp6AaX23T8SwrrUCy2H7W+0HAA+fiAT94gW1pzZ5NYftmmFPHRViFOTy+Vi7969ZGZmUlVV1WCfXdnZ5djF9prtpDvSsSorvSy9eKDbA3Tu0JmoqKh2qloIIUSzuN3gqGpmaKm33qAXpnZZuY59Pb2pYRgxBUJg3GHbDgsth4ceUwAYzBJixCmrOcPkQuut6oCBQHSrVSTEaa7S1j4dpwcPHiQ1NbVRCHIrN19ZvyLVnopTOQkwBjAmfgwTEicwruM49Dp9u9QrhBBnDbfrOO6HOXzbYetHnuj3EKNv48Dil9hEiGmi98UUWPvyB4Op1b80QrS35gyTW4/nX56GZ3jcPuDW1ixKiNNRuc3Ba7/u5oNVGeh1GnEhlla/ptvtJi8vjwMHDlBYWNhgn8FgICYmhh3aDtalruOyrpdxSZdL6B/ZH4OuOf/0hRBCnBB7BWz9Ejb+D/LSPL05zeHTRFgJiG4isBwhyJgDPefQy//jhWiu5gyTS2yLQoQ4nW3JKuOujzeQVVLNZf1juXdcNxLCW3cCgv3795Oenk5NTcPx2gaDgd69exMXF4der+eNRW/QMaAjfxv+N5keWwghWotSkPkHbPwA0r70BKDwHjBwGpiDjh1kfPxBeuqFaHPNGSanBy4EEuq3V0q92HplCXH6yCuzcf3bq/EzGfj0jmEMSgg99kEnKScnh82bNzfYpmka0dHR9OnTB7PZ7N1uc9kIt4RLEBJCiNZQWQib5sHGD6FoJxj9oM8VMOAmiDtH7pUR4hTXnH7UbwAbsAVwt245Qpx+3lq2F5vDzdd3DyWxlXuDCgsL2bNnT4MhcWazmY4dO9KxY0csFgtKKcrsZeRV5ZFblUv6wXQmJUxq1bqEEOKs4nLCnl9gwwew80dwOyF+CFzyGiRd7rnfRghxWmhOGIpTSiW3eiVCnKYqbU7C/H1aPQitX7+enJwcnMpJubucUncp1YZqgsODWVG8grwDnvCTV5VHtbO6wbEXJF7QqrUJIcRpzeUER3W9l7X2Vd34vfQAbP4UKnLBL8LzMM/+N0JEj/b+FEKIE9CcMPSDpmkTlFI/t3o1QpxGSqpqWLgph+W7i9C10jCIMnsZ6QfT2VKwhSU7l5DjzKHYXYyqP5tQCYSaQ4nxi6FzUGeGdxhOtF80MX4xxPjFEBsQS6i59YfuCSFEi1PK81DPYwWUJrfVa19zpJBTu+x2NL8mTQddz4fJz0P3SaA3tt7nF0K0uuaEodXAl5qm6QAHnlnllFIqsFUrE+IUtmBdJrO+3ILDpegVE8jMMZ1b7Nxl9jL+8cc/2FiwkazKLO/2YF0wHfQdSPZJZnif4XQK7USMXwxRvlGYDeajnFEIIVqB2w3O5gSO5oSXJtrVna85U0kfzugLRku9d4vnXh5zkGd2tkb7a999fI9wbL1tPv6edkKIM0JzwtALwDBgi1LqBP6PJMSZZ1NWKT56HV/fNZzeHVr27wJvbHqD7/Z9x/iO47my+5X0DOlJwZYCjE7PXx87duxIv6R+LXpNIcQZxuVoZuCoOkp4qb/cRDun7fjr0nSeUFIXMnz8DoUMv4imA4qxOQGlXht5wKcQ4jg0JwztAtIkCAkBSim251awPbcCs1Hf4kFoadZSPk7/mMu7Xs7s4bMBqKqq4lfnr942vXv3btFrCiHakNvtCRFOW/MCx5F6S44YWk5g2Fcdvc+Rg4cl5LDg0VRoqb/s13Ro0RslqAghTinNCUO5wG+apv0A2Os2ytTa4mxirXHx6bpMPl5zgB35FRh0GtcN6dhi56+sqeTtLW/z4bYP6RHSg7+c8xfvPofj0C81/v7+GI0yPl2IFqHUoVDitNcO+bI18V4vvDhtjds47fX2HfZ+eHuX/dh1NeVIwcMcePRhXw2GgB0hoBgtYLDIgzqFEGel5vyfb1/ty6f2JcRZ5bP1WTz3/XYOVtXQLz6Ypy/rw4V9Ywj1a5l/DgdtB7l64dUUWAu4uPPFPDToIXyNh8ajl5WVeZeDgoJa5JpCnHLqbpRvFDysxxlYmtp3hMByIsO86mg6T4Awmpt4N9cO+WpqnwUMpiaGfx1peFjtPulNEUKIVnHMMKSU+ltbFCLEqer9lRn4mfS8ccMwBie2/Kxsmwo2UWAt4Pkxzzf5PKCSkhLvsr+/PLtCtAGlPPecNLun5Bi9IUfdV6/NidwoD4B26F6Rpt59w468z2A6eqg50nE6gwQUIYQ4AxwzDGmatoQmfkIppca1SkVCnEKq7E6q7E66RQa0eBBSSrEmbw2zV80myBTE0OihVFdXU15eTllZmffdarV6jwkMlEkcxXGqqYL8rZC3GfLSoKqwNpQcY2iXOtFnbGu1geEIvSLmYAiwNN2mrsekqQBytHPKfShCCCFOUHOGyT1cb9kMXAk4W6ccIU4NSileX7Kbt5bto8zqYGKf6BY7t9Vp5du93zI/fT47SnYQ6x/LfXH3sWrJKpzOI//TCggIICoqqsXqEGegykLI2wR5WyB3s+e9eDfev2eZgyGww6GQYQ4EQ1Tj3pBj9pgcJbjofSSYCCGEOG00Z5jc+sM2rdA07fdWqkeIU8KHq/fzr593Mr5nJHee25WBnUJa7NzPrH6GhXsW0iOkB48NeoyOlR0pKSg5YnudTkdQUBB9+/ZFk18yBXh6dcqyant76gWfyrxDbYI6Qkwy9L0KopMhui8ExUlQEUKIo1AOB267Hb0MSz9rNGeYXP2xQTpgINByfyYX4hSjlOKz9Vn0iQ3k7WmDWjyArM1dy5CQIdwQeAMVeysooWEQCg8PJzAwkKCgIAIDA/H390en07VoDeIU43ZB9UHPELa6V3VxvfWieu9FYD80qQaaHiJ6QpdzPYEnOhmi+3imQhZCiLOAUgpls+GurMRVWYm7qhp3ZSXuqspD2yqrvNu861W12yorcdUuK5sNY2wsXX9Z3N4fS7SR5gyTW49njIWGZ3jcPuDW1ixKiPZS43Rz18cb2JxVxoyRiS0WhGpcNazLWscv6b9QUF1AJ1cnKrSKBm2CgoIYNWqU9P6cCZQCWylUFTcMOFVFUF10WMAp9AShpiYP0HSem//9IsAvHDqkgG+4Zz0wBqL6eIKQ0dzGH1AIIU6ecrlwV1cfCiTekNJ0iHFXVTXcVi/E4HId+4IGA3p/f3R+fuj8/dH5+6MPD8OnUyfvus7fD0NoWOt/eHHKaM4wucS2KESIU8G6/QdZtC2fu8/tygPndz+pcyml+GDbB/xy4BfSCtNwKM/zgsJ14fQ09gQ8Q+DCwsKIioqiU6dOEoROJ0pB8R7Y9xtkrYOKvNqgU/s60kMvzcGHwk14N+g0vHY9ol7wqX1ZgkGnb8MPJYQQx+auqfGGkSOGmKqqpntj6oUYVV3drOtpFgs6fz/0fv7e0GLsGN9gXefvh87PzxN2/P3R+Xm2edf9/dF8fOTnrGikOcPk7gI+UkqV1q6HANcqpf6vlWsTos253J6/zo/pEYFed2L/w1RKUVlZycL0hfxr27+IM8Yx1DSUToZOdDR0xF/nT1RUFPHx8URERGAwyIMOTxvlubDvd9j7u+e9PNuz3T/acz9OYBzEpHiCjjfU1C77htdO8SyPaxNCtD3lduOutnoDS+Oel6ojhJaG6+6qKpTjCH/sqU+n84aUutCiDw7GGBdb2ztTF1r8GoaWw0OMry+a/JwUrag53123KaVer1tRSpVomnYbIGFInHHm/XEAg04jOvD4hx0ppUhPT2d3xm5+Kv+JZbZlROmjuMP/DvSa56/7oaGh9O7dm5AQuZ/jlKYUVBZAyT44uA+y13vCT9FOz35LCCSOhsSHoPNYCO0sExMIIVqFcjjq9bQcCiRHvA+mfohp0DtT5fl/2zFoJlOjEGPs0OFQQPHzOxRkjhJiNLNZemHEaaE5YUinaZqmlOdfkKZpekD+tCnOOC634vsteUwfnkB8qO9xHauUYuvWrezdu5f5VfPZXLOZgT4Dmew7Gb2mx2g00rNnTxkKdypx1kBZpifs1IWekgzPckkGOOoN3zD6eoaz9b8ROo+BqL4gk1oIIU6S22ajYvEvVC1bhqu83Bt46vfGKLv92CfStHr3wXhCjN4/AGN0TMOel6ZCTN12P1/0fn5oPvIrnji7NCcM/QR8qmnaG3ju8J0J/HiyF64NVeuAbKXURbWz1s0HEoAMYIpS6sjzDQvRSkL9ju8HQVFREWlpaaQdTGORdRF7nXuZ6DuRqYlTCQ0NJTQ0lKCgIAlB7aWqCDKWw8G9h4LOwQwoz2r4YFGDBUISIDTR09sTkuhZDkmE4I4yvE0I0SKUUti2bqPsi88p+/Y73OXl6MPCMERGovfzwxAZiY9fYsPQcsQQU9tL42tBkz/QCHFCmhOGHgFuB/6EZ0a5n4G3W+Da9wHbgcDa9UeBX5RSczRNe7R2/ZEWuI4QzbKvqOq42tvtdjZv3kxeXh6/WX/jZ+vP+Gv+TI2YyqOTHkUvN763n+qDkP4tpH0B+5aCqp1lyC/CE3g6Dq0NOgmHQo9/lAx1E0K0GmdJCeXffEPp519g37EDzWQi4PzzCb7yCnyHDJEwI0Q7aU4YsgBvKaXeAG+Pjglo3hQgTdA0LQ64EHgWeLB286XA2Nrl94HfkDAk2kC5zcGD81NZvL0AH72O3jGBxzxGKcWKFSuoqqoi35XPIusi+pr6Mqv/LHp36y3PBWprLicc3OOZ1W3rl7B3CbidnrAz4j7oeRFEdAdTQHtXKoQ4iyink6oVKyj9/AsqliwBhwNz375Ez36SwMmT0Qce++eNEKJ1NScM/QKcB1TWrlvw9A4NP4nrvgz8Baj/m0mUUioXQCmVq2la5EmcX4hm255TzuLtBdwwtCP3je9ORIDpiG1tNhsHDhwgIyMDe+047q01W1EonjrvKbqGd22rss9ObjeUZkBBOhRsg4LtUJjumdjAVeNpE9QRht4Jfa7wzOwmvT1CiDai3G6U3Y4jJ4eyrxdS9tVXOAsK0IeEEHrddQRdcQXmHif32AYhRMtqThgyK6XqghBKqUpN047v7vJ6NE27CChQSq3XNG3sCRx/O55he3Ts2PFEyxCikcl9Yo4YhGpqati1axcZGRm43Z77TJRS/GL9hV9tvzIkZgidwzq3ZblnLnslVBVAZaHn/eA+T+Ap2AaFOxpObBDUESJ7QtfxENkbopI8DyKVACSEqKcupLhtNpTNhttqQ9msuG023FbroW32evusNtw2K8pqqz3O2qCN22ZDWa0N3+tPdqDT4T96NEGP/5WAMWNkYgIhTlHNCUNVmqYNUEptANA0bSBgPYlrjgAu0TRtMmAGAjVN+x+Qr2laTG2vUAxQ0NTBSqn/Av8FGDRo0LHniBSiCUopskutpGaWsnhb/lHbut1uli5ditV66NteKcWP9h9ZZlvGJZ0vYfbw2eg0GRp3RPZKqMyHqkLPlNVVBZ73yoLG2xxNjMD1j/aEnoHTIbIXRPSCiB5gliEmQpzOlFIou90TRg4PJoeHlcODTKOwUnuO+tvqQorNdkL1aSYTOrPZ89DP+u9mE8bgYHQWM5q5bp8ZndmCzmJGFxCI/9ixGKNkkIsQp7rmhKH7gQWapuXUrscA15zoBZVSjwGPAdT2DD2slLpB07TngWnAnNr3r0/0GkIczYer9/PK4l0UVXr+gmcy6BiSGEr36KbvJ9m1a1eDIGQMMLLIsYhlJcu4vtf1PHLOI2f3THE11VC82zNUrXgPVOTWBpz8Q2GnqYCDBr6hnokL/CIg7hzwiwT/2pdfJPhHQFC8p50Qos0opVA1NZ4wYbd7Q0WjsGK14bbbasPHoX2NAkn9cxwWYJrz7JvDaSYTmtmMrvZ1KKyYMQYFeUKKyXzEsOLZZvK8W8yec9UPPLXnl0kNhDjzHTMMKaXWaprWE+iBZza5dKVUMx49fNzm4JnC+1bgAHB1K1xDCH7Z7ukJeurSJPrHh9AzJgCjvukfeOnp6WzbuY2DroMUuYvIdGeyrnwd1c5qZvSdwb397z07gpBSUJHnCTxFOw+Fn6Jdnmf1eGngG3Yo0MQPqQ02EYeFnEjwDQe9PFVciOOhlEI5HLXBwu7tPWkqrHjCib3JoV7ebd4gU+8ctcsnFFJ8fLzBxNODciis6AMCjhxIjhFWGgQekwlNL7N1CiFaRnN/E+kB9MYzrK2/pmkopT442YsrpX7DM2scSqliYPzJnlOII7E5XHy3OZftueXEhli4aVhCozY1rhoW7lnItsJtbM/bTnZ1NqXuUhSeXwp06JiYOJEZfWfQPeQMvgnW7Ya8TbB7MexZArmboabi0H6jH4R3g47DIHwahHeF8O4Q2gWM5varW4g2ptxuT/iw2z3Dvex2T0ipqR36Za9B2W0NtnvuLanxbLPXLdsOhZsjBZnasILbfezCDqMZjQ16T3R1AcRsRh8e3nhfg0Di6TXxBJt6++r1vtSdS0KKEOJ0c8wwpGnak3imvO4NfA9cACwHTjoMCdFWCivsXPGfFWQetNI5wo8/jWk82YHNaeOeX+9hde5qfDQfInQRxBvi6a/rT5eQLoxJHkOX0C74+/i3wydoAw4bbPu6NgD9CtVFnu0x/aDfVM89OuHdPKEnIEYmKRCnFOVyecJHTQ2q9kZ2tzec1AscdjvKG0rsDQOJzYa7pnZ/o+1NnNduB8fJDZTQzGbPkKzal85i8QYSfZj/oSFbtdsahpXakFJ7nCeQNAwrElKEEOLomtMzdBXQD9iolLpZ07QoWuahq0K0mb9/v52CcjvvTT+HsT0imhza9mPGj6zOXc0tcbfQpaqLt01sbCz9+vVDfyb/MuGsgXlTPc/n8Q2HLuOg63nQ5VzPkDYhmkk5nYf1jDTuMTlyODnR0GIHp/PEi9a0hqHEbELnU3vPiMkHnb8/epPJ00viU7vfZEIz1e43m4+6XWeuCztmdCaf2vOaPL018kcFIYRoV80JQ1allFvTNKemaYF4ZnmTOYTFaWFLVhlvL9/L16k5pMQHc27Pxr/Y7yrZxfwd8/ls52dEWiLp4eiBS3MBkJiYSJ8+fdq67LZjLYHdv8DGD2Hvb3DRSzBgOshNw2cUpRTOggJcBw82Dhz1g8oxAod31q8j9JIoux1crhMvVKdrEEoOhRMzOh8f9AGBaOGmI4cWk7l29q96PS2Hh5MmzouEEiGEOGs1Jwyt0zQtGHgLWI/n4at/tGZRQrSUGR+spdruYtqwTtw8IhGAMnsZW4u2srFwI4syFrGnbA96Tc9V3a/iorCLyEz3TAhgMpno0aNHe5bf8pTyTHyw62fY8SMcWAXK5ekNmjQHBt3S3hWKk+S2WrHv3oN9Rzq2HTux79iBfccOXGVlzT+JwYDO51APxuHhQx8UhBYZ0TB8NLPHxNsz0lSPidHYel8YIYQQognNmU3uztrFNzRN+xEIVEptbt2yhGgZdqeL8/pBUs9tvLH9f6QVpbG/fD8AGhr9I/vz/4b8P0bHjKY8t5zdO3Z7j+3SpQvG0/2XM6U8011nLKt9LfdMeQ0QmQQj74fuF0DsQOkNOs0opXDm5HgCz84d2NI9oadm/37vDfaary/mbt0ImDgRU4/uGKOiGvaYmM1oPk30mBhklj8hhBBnh+P6iaeUymilOoRoMUopNhZs5LOdn+GK/Z3FFeUsXg3hlnCSw5O5rOtl9AnvQ1JYEgE+AVitVpYuXUpNTY33HBaLhY4dO7bjp2gBa9+Gpf/yPPcHPA8uTRwNCaM89wIFn+af7yzgtttx5uXhyMvHmZeLIzcPR24u9j27se/Yibvi0Ax/xvh4zD17EDh5MqYe3TH37IkxLk6ekyKEEEIchfz5T5xRalw13PzTzWwu3EyATwCavSv9AgbyzKTL6BjQscn7AvLz8xsEIT8/PwYNGnR69wpVH4R174He6LkPKGEUhHWVGeBOIaqmBkdBAc7cXBx5+TjycnHm5uHIy6sNQHm4Dh5sdJw+OBifzp0JvOhCzD16YurRHVO37uj9/drhUwghhBCnNwlD4oySfjCdzYWbuSDhAmYPn82Ivy8nMbYDnQI7Ndm+pKSEzMxDDw1NSEigT58+p8/N1EpBSQbkban32gzl2Z79A6fLfUDtQLlcOAsLceTk4MjNxZmXXxtyant38vNwFRU3eqilLjAQY3Q0hugozH36YIyJxhAdgzE6CkN0NMboaHQWSzt9KiGEEOLMc8QwpGla6NEOVEo1/pOlEO3s/zb9HyGmEP4y+C9UWnVU17jQ1Qs2brebgoIC8vPzKSgowGazNTg+PDz89AlCW7+Cb+4DW6lnXdN5ngHUaQRE9/W8Og5rzwrPWEopXEVF1GRl4cjOwZGVhSM7G0d2FjVZ2Thycxs9f0bn54chJhpjdAzmXj0xREXXhh1PyDFGR6Pzk94dIYQQoi0drWdoPaCApn4zVMj02uIUs6lwExvyN3Bex/MIt4Tz2A+eeT6mDIqnsrKSffv2kZ2djaOJhyRqmkbHjh2Jiopq67KPX2UhpH8LPzwCUUkw4CaISYbI3mCUXoOWoJTCVVp6KORkZVGTnY0jK7s29GR7ppGuRx8WhjEuFkufJAInTsQYG4sxtoOnpycmBr3/GfqwXiGEEOI0dsQwpJRKbMtChDgZSilmr5xNqDmUu1Pu4fUlu/lqYw794oMJ1VXz++/rcdfOsFWf0WgkKiqKrl27EhAQ0A6VN1P+Nkj/Dnb+CNm1f6eITIIbPgffo3biimNQTif2vXuxbd2GLS0N29at2HfuxF1d3aCdPigIY2wspq5d8R8zBmNcLMbYWHzi4jB26IDO17edPoEQQgghTtTRhskNONqBSqkNLV+OECdma/FWdpfuZtbgx/nPL8V8uHo/k5KieWh8AuvXr24QhHx9fYmNjSUyMpKQkJBTe1icrRwWPQHr3/Osxw6Ec2dB94kQnSwTIhwn5XJRs3cv1q1bsaVtxbZ1K7bt21G1wyV1vr6Yevci6Ior8ImPwxhX++rQAf2pHJaFEEIIcUKONkzuhaPsU8C4Fq5FiBO2q2QXAK9+p5FTtJ9bRyRw++Bwtm7d5A1CFouFlJQUwsLCTu0AVJEP+5bCvt9g589QVQjD7oYR94F/ZHtXd1pQLheO7Gzse/ZQs3cv9r17qdmzF9uOHSirFQDNYsHcuzfBU67G0qcP5qQkfBIS0PT6dq5eCCGEEG3laMPkzm3LQoQ4GQetZQAol5n/XtsHQ/Ee/vhjb4M2/fv3JywsrD3KOza3G5b+0zMpQuF2zzZzkGdK7BH3Qfzgdi3vVOW226nJyKBmzx7se/Zi37uHmr37qNm3D1VvunR9eDimxESCr7oKS58kT/BJTJTgI4QQQpzlmjW1tqZpfYDegLlum1Lqg9YqSojmUkrx245C3ln3K27ly4PjUwipySOvqsrbRqfTeXuETlkb5sJvf4dOI+G82ZA4BmL6gU5+WW9K1erV5D7xJI7MzEPTU2saxrg4TJ074zdiBKYunfFJ7IypS2f0QUHtW7AQQgghTknHDEOapj0JjMUThr4HLgCWAxKGRLt76MvF/JD7Jgb/HYQbunF+r0hW/r7Fuz80NJT+/fvje6rf3P7H2577gaZ/K/cBNUPFr7/izM8n/M47PaGnSxd8EhLQmUztXZoQQgghTiPN6Rm6CugHbFRK3axpWhTwduuWJcSxvbPxS34uewazv4Ebu9/KuOCxrPhtsfceIZPJxLBhw9DpdO1c6TEoBbYyiOp91gQhpRTuqmrcVZW4Kz0vV0XtclUlrooK3JVV9dYPtXNXVVKTnYNPx3gi7rm7vT+KEEIIIU5jzQlDVqWUW9M0p6ZpgUAB8owh0Y6UUvy/r+fxTdnfcds6MjXoWroVBZFZlNmgXYcOHU6NIKQUVB+EyjyoyPVMkFCZBxV1r1woz4KOQ9u70mNSSqGqq3FVVuGurPCEmMrK2uDSeP3QcmXtepU31HiHtx2F5uuL3s8Pnb8/uoAA9P5+GCIiMPfpS8B4mcNFCCGEECenOWFonaZpwcBbeB7EWgn80ZpFCXE0H674la8K3kZvgjvDrqeTpeGUxzqdjujoaLp169Z2RVUfhMIdULQDCndC6X6ozPeEncp8cNU0PsYUBAHREBAF/W+Avle3Xb0nQLlcZN5+B1UrVhyzrWaxoPf394QYf390/n74hIc3WNf7B9Rb9oQdnZ8/ev/a8OPnh2Zo1m2NQgghhBAn5GjPGRqhlFoBPKCUsgNvaJr2IxColNrcZhUKUSuvzMYjP73J+qq56AxGJhqn0MkSgE6nIyAggMDAQCIiIoiKisLQ2r9EZyyHLZ9B0U5PCKouOrTPYIGQTp6g02lEbeCJBv8oCIjxhB//aPA5xe9jApTDgSO/AEdONpVLfqNqxQpCbrwRU5cu6AL8GwQe77KEGCGEEEKcJo72G8u/gYHAKmAAgFIqow1qEqJJz/z8Kxusb+PjjmCyfgaD/QMYPnw4ISEhbTsc7uA++Ohq0Bkhsif0uAAiekB4D4joDkEd4VQYntcM7upqHDk5ta/cess5OHJzcebne6b9ruV/3niiZj12aj+nSQghhBCimY4Whhyapr0HxGqa9u/Ddyql7m29soTwqHHV8N3e7/h469dsr9qATpmZFnIpnY0BnHPOOW0/Xba1FObfCDoD3LkSguLa9votQDkcZN4xE9u2bbhKSxvuNBgwRkdj7NABv8GDMcZ2wNjB8zLExODTqZMEISGEEEKcMY4Whi4CzgPG4blXSIg29/Tqp/lq91eomjB87eOZGT2ECKMfgYGBREdHt20x6d/Bdw9BZQFc/+lpGYQA7Pv2UbVyJX4jRuA7ZEht2InxBJ6ICHkQqRBCCCHOGkcMQ0qpIuATTdO2K6U2tWFNQlBkLWLhnoV8tfsrgh3n4SiYxL29aggwevZ37NixbQtK/w4+uQ6i+sLUjzzPBDqN1GRkULHkNyp//ZXqDRsACLv9dvyGDG7nyoQQQggh2k9z7nLO0TRtFpBQv71S6pbWKkqc3XaX7Oa676/D6rQyIGIAGVtGE2F0eINQbGwsCQkJbVeQ2w2LnoTIJJixGIzmtrv2cXLX1FCzL4OaPbux796NffcebDvScew/AICpWzfCZswgYPw4LMnJ7VytEEIIIUT7ak4Y+hpYBiwGXK1bjhDw5uY30Wk6vrjkC0p3l/JATT6YPPv0ej19+vRp3ftWlIL9K+HAKshcA5l/gK0UBt16SgUhpRTVf6yles1q7Ls84afmwAFw1f4z1enwiY/H1K0bodffgP+4c/GJOz2H9gkhhBBCtIbmhCFfpdQjrV6JEMDWoq38lPET1/W6jgT/BN7a8zP5VujgBz4+PqSkpODj49O6RWz7ChZM9yyH94Del0D8EOh5Uetet5ncNhvl337LwQ8+xL5zpyf0dOyIqVtXAiZOwNS1G6auXfBJTERnMrV3uUIIIYQQp6zmhKFvNU2brJT6vtWrEWc1t3Izc/FMovyiOD/yAv5v4Qre2KJwuDWu6KIxYcKEtpnJrKr2mUF3rfVMld1OlFI4Cwqx79yJfecObDt2YN+xE/veveBwYOrZk5hnnyVw8gXoLJZ2q1MIIYQQ4nTVnDB0HzBL0zQ74AA0QCmlAlu1MnHWqXZUU2ov5ULTRdz3YSZZVRq+BpgYpxgzeEDrBKHKQti/HPLSID8N8rdCWaZnn39Ey1+vGWr27yfvqaexbd3aYOprQ3Q0ph7d8R89Cr+Ro/AdfI5Mcy2EEEIIcRKOGYaUUgFtUYg4u7lcLl5Z9ioA327tQGWVRoK/4v6+it69ehATE9PyF63IhzdGQlUBaHoI7w4dh0LUrdBxGFhCWv6ax+CuqSH7z3+hZt8+AidNxNS9B6Ye3TF3744+OLjN6xFCCCGEOJMdMQxpmtZTKZWuadqApvYrpTa0XlnibOJwOPht1W98dmAhrpoYepgS6R/rZlJyPN27JBDc0iFAKVj3Lix5Fmqq4KavIX5ou0+O4MgvIPu++7Bt3kzsSy8SeMEF7VqPEEIIIcSZ7mg9Qw8CtwMvNLFP4XkYqxAnpby8nG9+/5Hni17Apasm0DGIuwdYGDhwYMuHIACXE1a9CotnQ6eRMOk5iOnX8tdpJuV2U716NaWffU7FokVgMBD78ssETprYbjUJIYQQQpwtjvbQ1dtr389tu3LE2cTtdrNhwwZWlezEpasmrmw6jw47j9GDklv+Xhh7BSz9F2z6BCrzoOv5cP0CaMd7bmqyssn600zsu3ajCwoi+JprCLn+OkyJie1WkxBCCCHE2aQ5EyigaVofoDfgHUeklPqgtYoSZ74SWwlfpX7Fmrw1bFHpKLeemUMmMuacPi1/MbcL5l0L+1dA90mQch10m9iuQchZWMj+a6/FXVNDh3/+g4CJE2UabCGEEEKINnbMMKRp2pPAWDxh6HvgAmA5IGFInBCn08m1X19Lti0bI0YCVQfsBcOJGtMKkySAZ4a4jGUw8e8w7M7WucZxsm7ahLOwkPh33sZ/xIj2LkcIIYQQ4qzUnJ6hq4B+wEal1M2apkUBb7duWeJM5Ha7+X3b73yc/jHZtmzG+UwmP2846woNRAWa6RXTCrO1KwW7fvIsJ45q+fMfJ6UUzvx8yr//AQwGTF27tXdJQgghhBBnreaEIatSyq1pmlPTtECgAOjcynWJM4zT6eTjJR/zQs4L6NEz0GcgRflDWZ1v4Kr+0fzlgiSCLMaWvWhNFXz1J9j2tWeyhIieLXv+Y3Dk52PfuQv77t3Y9+ymZtdu7Hv24K6sBCD8zj9hjIps05qEEEIIIcQhzQlD6zRNCwbeAtYDlcAfrVmUOLNUO6p5feXrfJb7Gb6aL/cH3U9BlR8v5GkMSQzl+Skt9EBVtwuKdnkeopqxHPYtA+tBOG82DL8XdPqTv0YzlX33HTkP/9nTMwXow8IwdelC0CWX4NO1C+bu3bEMHNhm9QghhBBCiMaOGoY0z2+of1dKlQJvaJr2IxColNrcFsWJM8MXu77gg4wPiNfHc55lAisKw1i4245Og79e2PvEgpC1FA6s8twPVJgOBelQtBNcds/+wFjoeh70vx4SR7fo5zlmaVu2UPDP5zH16EH0/5uFT9euGELa/gGuQgghhBDi6I4ahpRSStO0r4CBtesZbVCTOMPszt4NwMzAmfxRqLFwt53LUjpw97iudI0MOL6TrZ8Lm+ZD5hpQLs+2oHjPELguYyGyN3QcCiGJ7TJbXPkPP5D98J8xREQQ8/TTWPq2wux4QgghhBCiRTRnmNxqTdPOUUqtbfVqxBmntLSU/IP5GDGiaRpunwCgijlXJmM2HsewNVs5rHkTljwDATEw8n7oMh6i+4K5FSZeaAZVU4MjLw9HdjaOnBwc2dmUffsdxrhYEhcsQB/YPnUJIYQQQojmaU4YOhe4Q9O0/UAVoOHpNEo+kQtqmhaPZ1ruaMAN/Fcp9YqmaaHAfCAByACmKKVKTuQa4tSRm5uLUzkxaAZK3BZ2VBrx0evQHavXpqYKCrZ7psTetxT2rwKnFToMgBu/AEvbDjtzVVZROn8+tm3bvMHHWVjovScIAJ0OQ1QUYTNulSAkhBBCCHEaaE4YuqCFr+kEHlJKbdA0LQBYr2naImA68ItSao6maY8CjwKPtPC1RRvKzc1l556dZDgz0DvDeGKVHbPRwZwr++Jj0DVsnL8NNs2Dwh2ee4BKDwC1QSOiFwycBslTPGGolYe/KaVwlZbiyMrCkZmJfc9eSj75BFdxMca4OIyxsfiNGIExNhZjhw6e99gOGKOi0IwtPCOeEEIIIYRoNccMQ0qp/S15QaVULpBbu1yhadp2IBa4FM/DXQHeB35DwtBpa/v27fyW/hsfV35MqbuUkIpr6Bjqy9d3jSDEz8fTqKoYcjZ6Xkue8WyL6gNxg6D/DZ77gDoOBf/WnX7amppK+U8/48jKpCYzC0dWlnf66zq+Q4YQ+Z//w5J8Qh2iQgghhBDiFNScnqFWo2laAtAfWANE1QYllFK5mqbJA1hOU9mF2Tyd+jRpNWkE64IZr7uDr3ITuXlEJCEmBStege3fQFa929DCusHQP8E5t7ZprWXffEvOY4+h6fUY4+PwiY3Dd9AgfOLjPL1AcfH4xMWi8/Nr07qEEEIIIUTra7cwpGmaP/A5cL9Sqry50ytrmnY7cDtAx44dW69AcUJKq0t55LdH2FKzhdHm0YwMuYifs0OBIh44vzts/RwWPQEhCXDuX6HTMIhObpdJEJTLRf7f/445qTcd33pL7vMRQgghhDjLtEsY0jTNiCcIfaSU+qJ2c76maTG1vUIxQEFTxyql/gv8F2DQoEGqqTaifbye+jpvb34bp3LS3didC/wu4Nn1RgorirliQCwBJgMsewFCO8Odq8Fgapc6lduNPT2dsoXf4Dp4kOgnn5QgJIQQQghxFmrzMFT7INd3gO1KqRfr7VoITAPm1L5/3da1iRO3eP9i3tj0Bj2NPRlpHkknQycs0Z0pXrWfm4Yl8MTFvSFjBRzcC8PubrMg5LbZqMnIwL5nDzV792HfvZvqtWtxHTwIgN+oUQScN75NahFCCCGEEKeW9ugZGgHcCGzRNC21dtssPCHoU03TbgUOAFe3Q23iBLyx6Q3+L/X/CNYFc7nf5QToAggICOCLXXZMBh3XDYmHsiz44BII6AD9rm31mg7+7yMOvv8+jqysQ9NfaxrGuDj8R43Eb/hwfIcNwxgpt6YJIYQQQpyt2jwMKaWW43lWUVPkT/Snkd8zf+eNdW+QVp5GvD6eWwJvwaR5enwSEhKoySymQ7CFrpEBsPp/4HbCDZ9DRPdWqUe5XFg3baZyya8Uv/U2AOF33YWpS2d8unTBJyEBnal9huYJIYQQQohTT7vOJidOT5WVlWzZtYW/bPkL1aqaMeYxDDUPxaSZ0Ov1DBsxkoVbD7L+QAlhvkbIXAtL/g7RfVslCCmlsG3ZQu5fH8e+cycYDPgOG0rE3XfjO3Bgi19PCCGEEEKcGSQMieNy8OBBVqxYwW/W36hW1dzofyO9fHoBntn9evfuzQMLtvDt5lwmdLDyrOVjeOcXMPrB8PtarA5HQQG2zZupWrmKyqVLcWRlYYiIIGbO3wkYPx59QECLXUsIIYQQQpyZJAyJZtu9ezfbt2+n2FXMEusSuhq60tPYk4CAAIYOHYrZbMbmcLF0ZyGPdM3iTzmzoNwA582Gc2aA6eQCinVLGsVvvYV182aceXkAaBYLfkOHEjZjBoEXTEIfFNQCn1QIIYQQQpwNJAyJY7Lb7Sxfvpzq6moAltmWAXBXl7sYM3AMRqMRgP3FVTzy4W+MqFnDlOqloPeBezZAYEyL1FH0n/9Q+euvBE6ejDm5L5bkfpiTest9QEIIIYQQ4oRIGBJH5XK5WLFihTcI5ThzWG9fT7+Ifpw39DxvuzKrg0tf/Z1f1EzCfMqhwg/633jSQchVUUHZN99Q8fMiqlevJvTWW4j6859P6pxCCCGEEEKAhCFxFG63my1btlBVVUW5u5xVtlUstS3FR+/DX4f9FQCny83SxQspW/8577vTCNOVw8S/w+DbQG88qevbduwg6+57cGRm4tO5M+F3/omw225riY8mhBBCCCGEhCHRNJvNxrp16yg+WMxnVZ+RWpMKwIWdL2Rm8kwSghJQ9krS3ruPcXmfYcOHyvC+kPQQDJx+wkFIORxUr11LxeJfKP3iC/SBgXT68AN8zzmn5T6cEEIIIYQQSBgSTXC73SxdupS86jy+qv6KXY5djA8Zz8wRM+kZ1hOA7T+/Q+Cqf5LszucL86Vc/MD/EW72P+FrVi5bRtnCb6j8/Xfc5eVoZjMB484l6rHHMEREtNRHE0IIIYQQwkvCkGjAbrezatUq7HY7v9t+Z59jH9dEX8Os82eh0+lAKdT6ufRa+SCZKpLfhr3DheddhtGgP+5rqZoaqjemUrlkCQfnzkUfHEzAeecRcN54/IYNQ2extMInFEIIIYQQwkPCkGhgx44dVFRUAFDuLifCEMFj5z3mCUJuF3xyPdrOH9ju7shb3d/gxUkjmn1u5XLhzM+nJiuLyiW/UbpgAe7KStDrCTj/PDq88AI6H5/W+mhCCCGEEEI0IGFIeJWXl3PgwAEcysFv1t/Y6djJ+Z3OR6/39Pq4Du5Hv/MHvjJO5i8V1/DL5P5HPZ9yOildsICKRYuoycrGkZsLDodnp15P4MSJBF44Gd/Bg+UhqUIIIYQQos1JGBJeW7duxel28mb5m+S4crgo8SIeHfIoAC63YssHD5KsNJYEXMzfzh9AXEjTw9hclVVYN26k6M03sK5bj6l7dyx9kgicOBFjXBzGuFjM3bvLvUBCCCGEEKJdSRgSAOTm5rK3YC/fVH1DjiuHMWFTKcucxPS0NPJKrdxjfZ3r9EtIC5/Ay3dfi6ZpDY5XDgcVixdT8vE8qtevB7cbzWSiwz/mEHjJJY3aCyGEEEII0d4kDAmKi4vZsGEDCyoXsM+5jzGBE9i0bQiZB/OY2NmHOwMXcn7Nr+xNvI6eV/8d+85d1OzPwJmbiyMnF0duLtbUVJwFBRjj4gi7/TZ8B52DJSUFvb9fe388IYQQQgghmiRh6CzncDhYs2YNy6uXs9e5F4u1P99tH8eF+t/5IeRz/HOyPQ1jBxHRcQoHrp2OfccO7/Ga2YwxJgZz374EX3Ul/qNHo+mPf2Y5IYQQQggh2pqEobNYSUkJa9euZYt1C99Wf0uIiiUhJ5p3g18gybYeQgdC7ztw6GIp+m4DpS/ciU9iItGzn8SSnIwhJgZ9cLAMgRNCCCGEEKclCUNnqby8PDZs2IDdaeerklXoNDM37AvkVv2b1GjRMPIBGPMItr0HyJxxG86SEkJuuIGov/wZTaa/FkIIIYQQZwAJQ2eZvLw8MjIyyM0vZFFuFStML+M2VnFhZRW3G3biTLoayyUvofQWyr/7jry/PYXm60vCxx9hSU5u7/KFEEIIIYRoMRKGziL79u0jLS0NgP2V8FNRFr7xVYyyDeHpwgVwzf9wGXpS8PQ/qFq+AmdeHubkZOJe/TfGqKh2rl4IIYQQQoiWJWHoLOF2u9m3b5933eoEY9A6jJqJf3WJxZgLKnEcWVddgyMnF7/hwwia9RgB48fLhAhCCCGEEOKMJGHoLGCz2di8eTNVVVUAlNphfsWPGAO3MjEwBd8t/7+9O4+Sqj7TOP59uhuQBmSRNSwRUSREcQPMHDQuo7hE4zIu0XGiM8loTjTReDwZZyY50UzimMloosmMS6KjnLjvuMsYFRdAENmaRZFGGrqhI4vaC00v7/xRF1I4DUK6m9tV9XzO6dO3fnVv1dP18jtVL/dXVY/R0qUvVT+6ji3LP2Dw9dfT9/zzUk5tZmZmZtax3AzluYqKChYsWEBLSwv1TXD3MrE85tD9C9M5pm4LP175NC29D2B12Whq5z5D/+9/z42QmZmZmRUEN0N5qqmpifnz51NZWQnAog3w0srNjO1xOx/tU82EikauX1NM3dBv86c566ibO4cBV11F/+9clnJyMzMzM7M9w81QnqmsrGTNmjWsXbsWgNpGeGaVKK+ZweCBzzG9tIkL3u/CWY82UU0Az1Lcuzd7f+1r7POP3043vJmZmZnZHuRmKI+UlZWxYsWKbZc/boB7ln5Il15Pc/AnFZz+x2DYphK61tXTZfhwht95B10GD6aoe/cUU5uZmZmZpcPNUB6oqalh6dKlVFVVbTe+bP57nF15J6OXFjF0fWas9zln0G3kfvQ6aTJdhw1LIa2ZmZmZWefgZijHbdiwgVmzZtHU1LRtrLqmmJLXXuD816dR3FxEQ9+96HPe6Qy8+mqK+/RJL6yZmZmZWSfiZigHNTU1UV1dvd17gz5u+ZiKpgp61n3K0b94im5NLSweDn84sw93fetZ+u3VL+XUZmZmZmadi5uhHLNgwQIqKipoaWnZNvZBw3JmlN/PqPI6Jr/RgoD7T2vhyHO/yyMTLqekyGU2MzMzM/ssv0rOEVVVVZSVlVFfX7/dePm6t9n/D49yUuYEEU29YcWEEfzgou/R79DTUkhqZmZmZpYb3Ax1cg0NDSxevJjVq1dvN15RNZuq96dx1oub6NoItZP6cWvPU9EhJ/KzMw+iX7/SlBKbmZmZmeUGN0Od2MaNG5k1axaNjY3bxrbUb6L+hbs5ZsZaigIaekDXCbWcP+Df6Nu3Hy9ddDilXV1WMzMzM7PP41fNnUxjYyPLli1j3bp11NXVbXfd3j170u03/07vVRv54MDg8APW0610L25uPodJB+7LD04c7UbIzMzMzGwX+ZVzJ7JmzRrmz59Pc3PznwcjKP70E1TxLp/Mmcn+qzby4olNXNK/gV9uuYj7txzPMQcO4u6LjqCoSOmFNzMzMzPLMW6GOoGIYMmSJXzwwQfbjZcuXszghx6iqC7zoQkNXaB8XDB5QFcm1N/EVZPH8uLYQYwe1CuN2GZmZmZmOc3NUMrq6+tZvHgxlZWV242Pamyk6eEHqGULD08u4pD9v8xZG6YzJpr425YbuePiIzl+zKCUUpuZmZmZ5T43QylatWoVCxcu3O47g/ps3MjAN16jZfpb1HeHG/9hAKeWDObv1r3InJbRTNn7Mh6++lsUe0mcmZmZmVmbuBlKQXNzM4sWLWLVqlXbxopqaxm6di173TuFOjUx42Ax8+ABXLahjpPjRd7pNpEXDvoVvzzlS26EzMzMzMzagZuhPWzTpk3Mnj2bzZs3U1RfT89336Xfa69TsmE9AMsHFfGL88QhRVuYsm4eAHH0NRxx9NUc0bVHisnNzMzMzPKLm6E9JCKoqKigrKyMWL+e0ulv0WfObErrali990BmHjmUJSOrWPRF8c1PavhOj7G0nP5jig76G9StZ9rxzczMzMzyjpuhPWDz5s3MnDmT2orVFD07jRHz5wBBzaBS1h4b3DZmHe9368KkugbuYgQTLn4e+gxPO7aZmZmZWV5zM9TBqqureXvKfWz54wwOLF9EUQRrh/dj8PhKXh+ymSm9eyDg2qEnceFf/TPqsU/akc3MzMzMCkKna4YknQzcAhQDv4+IG1OOtNuam5spLy9n/huzKf3d/zBqfQUNXYv4cFwTzx0Obw/cRH1RZunb+EHjueGoGxjSc0jKqc3MzMzMCkunaoYkFQP/BZwIrAZmS5oaEYvTTfb5mpubqa2tpaqqinnLynnvuWf5+hsv01Ic3HcSPDdONJZ0owhx7qgz+PKgwxk3YByj+oxKO7qZmZmZWUHqVM0QMBFYHhErACQ9CJwBdOpmaObMmSyaegv1tR/R7ZMaRqzaxDlrYENPuOW8YgYNGco1Y07j+LHn0r97f0qKOtvDbmZmZmZWeDrbq/KhQEXW5dXAkdk7SLoUuBRgxIgRey7ZTpSUlDDu+Xn0qs9cXtcP5k7cm94XXsh9J3yXLiVd0g1oZmZmZmb/T2drhlr7NtHY7kLEncCdAOPHj49W9t/jSktLmXX+iXTvuQ/D9hvH6EOP5JghQ5D85ahmZmZmZp1VZ2uGVgPZnyk9DKhMKcsuGz16NGN++GuKiorSjmJmZmZmZruos716nw0cIGmkpK7AN4CpKWf6XCUlJW6EzMzMzMxyTKc6MxQRTZKuAF4k89Had0dEWcqxzMzMzMwsD3WqZgggIp4Dnks7h5mZmZmZ5Tev7TIzMzMzs4LkZsjMzMzMzAqSmyEzMzMzMytIbobMzMzMzKwguRkyMzMzM7OC5GbIzMzMzMwKkpshMzMzMzMrSIqItDP8xST9Cfgw7RxZ+gMfpR3COpzrnP9c48LgOhcG1zn/ucaFoa11/mJEDPjsYE43Q52NpDkRMT7tHNaxXOf85xoXBte5MLjO+c81LgwdVWcvkzMzMzMzs4LkZsjMzMzMzAqSm6H2dWfaAWyPcJ3zn2tcGFznwuA65z/XuDB0SJ39niEzMzMzMytIPjNkZmZmZmYFyc1QO5B0sqRlkpZLujbtPNYxJK2UtFDSPElz0s5j7UPS3ZKqJS3KGusnaZqk95PffdPMaG23gzpfJ2lNMqfnSTo1zYzWNpKGS3pF0hJJZZKuTMY9n/PITurs+ZwnJO0l6W1J85MaX5+Md8hc9jK5NpJUDLwHnAisBmYDF0TE4lSDWbuTtBIYHxH+LoM8IumrQA0wJSIOSsb+A9gQETcm/8HRNyL+Kc2c1jY7qPN1QE1E/Gea2ax9SBoCDImIuZJ6Ae8AZwKX4PmcN3ZS5/PwfM4LkgT0iIgaSV2AN4ArgbPpgLnsM0NtNxFYHhErImIL8CBwRsqZzGwXRcR0YMNnhs8A7k227yXzRGs5bAd1tjwSEVURMTfZ/hRYAgzF8zmv7KTOlicioya52CX5CTpoLrsZaruhQEXW5dV4UuarAF6S9I6kS9MOYx1qUERUQeaJFxiYch7rOFdIWpAso/PyqTwhaV/gMGAWns956zN1Bs/nvCGpWNI8oBqYFhEdNpfdDLWdWhnz2sP8NCkiDgdOAS5Plt2YWe66DRgFHApUATelmsbahaSewGPAVRHxSdp5rGO0UmfP5zwSEc0RcSgwDJgo6aCOui83Q223GhiedXkYUJlSFutAEVGZ/K4GniCzRNLy07pkXfrW9enVKeexDhAR65In3Bbgd3hO57zk/QWPAfdFxOPJsOdznmmtzp7P+SkiNgGvAifTQXPZzVDbzQYOkDRSUlfgG8DUlDNZO5PUI3mjJpJ6AJOBRTs/ynLYVODiZPti4KkUs1gH2fqkmjgLz+mclrzp+i5gSUTcnHWV53Me2VGdPZ/zh6QBkvok292BE4CldNBc9qfJtYPk4xt/DRQDd0fEz9NNZO1N0n5kzgYBlAD3u875QdIDwLFAf2Ad8BPgSeBhYASwCjg3Ivzm+xy2gzofS2ZJTQArgcu2rke33CPpKOB1YCHQkgz/C5n3k3g+54md1PkCPJ/zgqRxZD4goZjMiZuHI+KnkvahA+aymyEzMzMzMytIXiZnZmZmZmYFyc2QmZmZmZkVJDdDZmZmZmZWkNwMmZmZmZlZQXIzZGZmZmZmBcnNkJlZHpC0UtJCSfMkzWnjbX1d0rVtOP4qSaVtybCT225Tts+57d3OLemnkk7oiDy7keEOSZMkvSppfJpZzMxyjT9a28wsD0haCYyPiI9yPYukkohoat9U276sUck31Ld2/Uo6yWO4OyTNA44AXgauiYg2NcNmZoXEZ4bMzAqEpH0lLZX0e0mLJN0n6QRJb0p6X9LEZL9LJP022b5H0q2S3pK0QtI5yfixkp7Juu3fJsd9H/gC8IqkV5LrJkuaIWmupEck9Wwl26uSbpD0GnClpNMlzZL0rqT/lTRoV7O18jcvkfTfwFxguKTbJM2RVCbp+mS/vzT3PVmPyUpJ1yf7L5Q0ppX9L5H0pKSnJZVLukLS1cnfOVNSv6zH41eSpif5J0h6PKnTz7Ju70vAexHRnAydK+ltSe9JOnqn/yDMzMzNkJlZngjgJUnvSLp0J/vtD9wCjAPGABcCRwHXkPkW99YMSfY5DbhxpyEibgUqgeMi4jhJ/YEfASdExOHAHODqHRzeJyKOiYibgDeAr0TEYcCDwA/bkO1AYEpEHBYRHwL/GhHjyTwGx0ga18bc2T5K9r+NzGPamoPIPO4TgZ8DdcnfOQP4ZtZ+WyLiq8DtwFPA5cmxlyTfxA5wCvBC1jElETERuAr4yS7kNTMraCVpBzAzs3YxKSIqJQ0EpklaGhHTW9mvPCIWAkgqA16OiJC0ENh3B7f9ZLK0bPHWMzS74SvAWODNzCo1upJ50d+ah7K2hwEPSRqSHFPehmwfRsTMrMvnJQ1jCZlmaiywoA25sz2e/H4HOHsH+7wSEZ8Cn0r6GHg6GV9IpkHbamrWeFlEVAFIWgEMB9YDJwF/v4P733cX8pqZFTQ3Q2ZmeSAiKpPf1ZKeACZKKufPL7RvJ3MGoSHrsJasyy3s+Dkh+xglv5vYfnXBXjs4VsC0iLhgF/6M2qzt3wA3R8RUSccC1+1Gth3erqSRZM7YTIiIjZLuofXsu5O7tTzN7NrjubMaNLSyz7b9kg976LO19rtx/2ZmlvAyOTOzHCeph6ReW7eBycCiiKiIiEOTn9vb+W4/BMZK6iapN/DXWdd9CvRKtmcCkyTtn+QrlTR6F26/N7Am2b64nTID7E2mOfo4OZN0StZ17ZF7TzoOeCXtEGZmucz/a2RmlvsGAU8ky7lKgPsj4oWdH9I2EVEh6WEyy8veB97NuvpO4HlJVcn7by4BHpDULbn+R8B7n3MX1wGPSFpDpjEZ2U6550t6FygDVgBvtnPuPekU4NG0Q5iZ5TJ/tLaZmVkOkjQXODIiGtPOYmaWq9wMmZmZmZlZQfJ7hszMzMzMrCC5GTIzMzMzs4LkZsjMzMzMzAqSmyEzMzMzMytIbobMzMzMzKwguRkyMzMzM7OC5GbIzMzMzMwK0v8B/dUAf0lgfRYAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(14, 5))\n", "plt.plot(np.sort(R_radar_along_cml.values), np.sort(R_radar_along_cml.values / 12).cumsum(), label='RADKLIM along CML', color='k', alpha=0.3, linewidth=3)\n", "\n", "R_cml = cml.R.isel(channel_id=0).resample(time='5min').mean().reindex_like(R_radar_along_cml, method=None)\n", "plt.plot(np.sort(R_cml.values), np.sort(R_cml.values / 12).cumsum(), label='CML without WAA correction')\n", "\n", "R_cml = cml.R_leijnse.isel(channel_id=0).resample(time='5min').mean().reindex_like(R_radar_along_cml, method=None)\n", "plt.plot(np.sort(R_cml.values), np.sort(R_cml.values / 12).cumsum(), label='CML with Leijnse WAA')\n", "\n", "R_cml = cml.R_pastorek.isel(channel_id=0).resample(time='5min').mean().reindex_like(R_radar_along_cml, method=None)\n", "plt.plot(np.sort(R_cml.values), np.sort(R_cml.values / 12).cumsum(), label='CML with Pastorek WAA')\n", "\n", "R_cml = cml.R_schleiss.isel(channel_id=0).resample(time='5min').mean().reindex_like(R_radar_along_cml, method=None)\n", "plt.plot(np.sort(R_cml.values), np.sort(R_cml.values / 12).cumsum(), label='CML with Schleiss WAA')\n", "\n", "plt.xlabel('5-minute rain rate in mm/h')\n", "plt.ylabel('rainfall accumulation in mm')\n", "plt.legend();\n", "#plt.xscale('log')\n", "#plt.xlim(0.1, 50)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "pycomlink-dev", "language": "python", "name": "pycomlink-dev" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 4 }