diff --git a/.gitignore b/.gitignore index 568516f..c436eca 100644 --- a/.gitignore +++ b/.gitignore @@ -14,9 +14,9 @@ impact_data_Mali_tidied.csv missing_cercle_info.csv missing_cercle_info_after_mod.csv impact_events_per_admin_54.csv +impact_events_au_110.csv impact_events_per_admin_123.csv -impact_events_per_admin_525.csv -impact_events_per_admin_673.csv +impact_events_au_525.csv # ignore experimentation notebooks extract.ipynb diff --git a/GoogleFloodHub/data/processed/flood_events/flood_events_au_168lt_1.5rp_n252.csv b/GoogleFloodHub/data/processed/flood_events/flood_events_au_168lt_1.5rp_n252.csv new file mode 100644 index 0000000..a836cba --- /dev/null +++ b/GoogleFloodHub/data/processed/flood_events/flood_events_au_168lt_1.5rp_n252.csv @@ -0,0 +1,253 @@ +admin_unit;events;flood_start;flood_end;duration;peak_streamflow +ML0101;0;2016-09-17;2016-09-19;3;663.5411987304688 +ML0101;1;2018-08-26;2018-10-07;43;1477.6741943359375 +ML0101;2;2019-08-26;2019-10-12;48;1405.579345703125 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+25,ML0604,0,0,3,0.0,0.0,0.0,0.0,0,NIAFUNKE +26,ML0301,0,0,2,0.0,0.0,0.0,0.0,0,BOUGOUNI +27,ML0302,0,0,2,0.0,0.0,0.0,0.0,0,ZEGOUA +28,ML0305,0,0,9,0.0,0.0,0.0,0.0,0,BIRAMABOUGOU +29,ML0703,0,0,5,0.0,0.0,0.0,0.0,0,TAMKOUTAT +30,ML0401,0,0,1,0.0,0.0,0.0,0.0,0,BARAOUELI +31,ML0404,0,0,1,0.0,0.0,0.0,0.0,0,NIONO +32,ML0304,0,0,1,0.0,0.0,0.0,0.0,0,KOUTIALA diff --git a/GoogleFloodHub/data/results/GFH_vs_IMPACT_168lt_2rp.csv b/GoogleFloodHub/data/results/GFH_vs_IMPACT_168lt_2rp.csv new file mode 100644 index 0000000..7b2f28f --- /dev/null +++ b/GoogleFloodHub/data/results/GFH_vs_IMPACT_168lt_2rp.csv @@ -0,0 +1,34 @@ +,admin_unit,TP,FP,FN,POD,FAR,precision,recall,f1,admin_unit_NAME +0,total,13,35,97,0.118,0.729,0.271,0.118,0.165, +1,ML0504,0,1,3,0.0,1.0,0.0,0.0,0.0,DOUENTZA +2,ML0605,0,2,4,0.0,1.0,0.0,0.0,0.0,TOMBOUCTOU +3,ML0107,1,0,1,0.5,0.0,1.0,0.5,0.667,YELIMANE +4,ML0701,0,1,1,0.0,1.0,0.0,0.0,0.0,ANSONGO +5,ML0402,1,1,4,0.2,0.5,0.5,0.2,0.286,BLA +6,ML0103,0,2,3,0.0,1.0,0.0,0.0,0.0,SANDIA +7,ML0901,1,2,9,0.1,0.667,0.333,0.1,0.154,BAMAKO +8,ML0105,0,1,1,0.0,1.0,0.0,0.0,0.0,KITA +9,ML0603,0,1,2,0.0,1.0,0.0,0.0,0.0,GOURMA-RHAROUS +10,ML0505,1,0,2,0.333,0.0,1.0,0.333,0.5,KORO +11,ML0204,0,1,2,0.0,1.0,0.0,0.0,0.0,KATI +12,ML0202,1,0,5,0.167,0.0,1.0,0.167,0.286,DIOILA +13,ML0506,0,1,6,0.0,1.0,0.0,0.0,0.0,MOPTI +14,ML0702,0,2,3,0.0,1.0,0.0,0.0,0.0,BOUREM +15,ML0405,2,0,1,0.667,0.0,1.0,0.667,0.8,SAN +16,ML0406,0,1,13,0.0,1.0,0.0,0.0,0.0,SEGOU +17,ML0503,2,0,0,1.0,0.0,1.0,1.0,1.0,DJENNE +18,ML0203,0,1,1,0.0,1.0,0.0,0.0,0.0,KENEKOUN +19,ML0101,0,0,1,0.0,0.0,0.0,0.0,0.0,BAFOULABE +20,ML0205,0,1,1,0.0,1.0,0.0,0.0,0.0,KOLOKANI +21,ML0207,1,1,5,0.167,0.5,0.5,0.167,0.25,NARA +22,ML0601,0,2,2,0.0,1.0,0.0,0.0,0.0,DIRE +23,ML0602,0,1,1,0.0,1.0,0.0,0.0,0.0,GOUNDAM +24,ML0206,0,1,5,0.0,1.0,0.0,0.0,0.0,TOUBAKORO +25,ML0604,0,2,3,0.0,1.0,0.0,0.0,0.0,NIAFUNKE +26,ML0301,0,1,2,0.0,1.0,0.0,0.0,0.0,BOUGOUNI +27,ML0302,0,2,2,0.0,1.0,0.0,0.0,0.0,ZEGOUA +28,ML0305,2,2,7,0.222,0.5,0.5,0.222,0.308,BIRAMABOUGOU +29,ML0703,0,4,5,0.0,1.0,0.0,0.0,0.0,TAMKOUTAT +30,ML0401,1,0,0,1.0,0.0,1.0,1.0,1.0,BARAOUELI +31,ML0404,0,0,1,0.0,0.0,0.0,0.0,0.0,NIONO +32,ML0304,0,1,1,0.0,1.0,0.0,0.0,0.0,KOUTIALA diff --git a/GoogleFloodHub/data/results/GFH_vs_IMPACT_168lt_5rp.csv b/GoogleFloodHub/data/results/GFH_vs_IMPACT_168lt_5rp.csv new file mode 100644 index 0000000..92b0068 --- /dev/null +++ b/GoogleFloodHub/data/results/GFH_vs_IMPACT_168lt_5rp.csv @@ -0,0 +1,34 @@ +,admin_unit,TP,FP,FN,POD,FAR,precision,recall,f1,admin_unit_NAME +0,total,4,25,106,0.036,0.862,0.138,0.036,0.058, +1,ML0504,0,0,3,0.0,0.0,0.0,0.0,0.0,DOUENTZA +2,ML0605,0,1,4,0.0,1.0,0.0,0.0,0.0,TOMBOUCTOU +3,ML0107,0,0,2,0.0,0.0,0.0,0.0,0.0,YELIMANE +4,ML0701,0,1,1,0.0,1.0,0.0,0.0,0.0,ANSONGO +5,ML0402,1,0,4,0.2,0.0,1.0,0.2,0.333,BLA +6,ML0103,0,1,3,0.0,1.0,0.0,0.0,0.0,SANDIA +7,ML0901,1,2,9,0.1,0.667,0.333,0.1,0.154,BAMAKO +8,ML0603,0,1,2,0.0,1.0,0.0,0.0,0.0,GOURMA-RHAROUS +9,ML0105,0,0,1,0.0,0.0,0.0,0.0,0.0,KITA +10,ML0505,0,0,3,0.0,0.0,0.0,0.0,0.0,KORO +11,ML0204,0,1,2,0.0,1.0,0.0,0.0,0.0,KATI +12,ML0202,0,1,6,0.0,1.0,0.0,0.0,0.0,DIOILA +13,ML0506,0,1,6,0.0,1.0,0.0,0.0,0.0,MOPTI +14,ML0702,0,2,3,0.0,1.0,0.0,0.0,0.0,BOUREM +15,ML0405,0,1,3,0.0,1.0,0.0,0.0,0.0,SAN +16,ML0406,0,1,13,0.0,1.0,0.0,0.0,0.0,SEGOU +17,ML0503,1,0,1,0.5,0.0,1.0,0.5,0.667,DJENNE +18,ML0203,0,1,1,0.0,1.0,0.0,0.0,0.0,KENEKOUN +19,ML0101,0,0,1,0.0,0.0,0.0,0.0,0.0,BAFOULABE +20,ML0205,0,1,1,0.0,1.0,0.0,0.0,0.0,KOLOKANI +21,ML0207,0,0,6,0.0,0.0,0.0,0.0,0.0,NARA +22,ML0601,0,1,2,0.0,1.0,0.0,0.0,0.0,DIRE +23,ML0602,0,1,1,0.0,1.0,0.0,0.0,0.0,GOUNDAM +24,ML0206,0,1,5,0.0,1.0,0.0,0.0,0.0,TOUBAKORO +25,ML0604,0,2,3,0.0,1.0,0.0,0.0,0.0,NIAFUNKE +26,ML0301,0,1,2,0.0,1.0,0.0,0.0,0.0,BOUGOUNI +27,ML0302,0,1,2,0.0,1.0,0.0,0.0,0.0,ZEGOUA +28,ML0305,1,1,8,0.111,0.5,0.5,0.111,0.182,BIRAMABOUGOU +29,ML0703,0,1,5,0.0,1.0,0.0,0.0,0.0,TAMKOUTAT +30,ML0401,0,1,1,0.0,1.0,0.0,0.0,0.0,BARAOUELI +31,ML0404,0,0,1,0.0,0.0,0.0,0.0,0.0,NIONO +32,ML0304,0,0,1,0.0,0.0,0.0,0.0,0.0,KOUTIALA diff --git a/GoogleFloodHub/data/results/GFH_vs_IMPACT_168lt_7rp.csv b/GoogleFloodHub/data/results/GFH_vs_IMPACT_168lt_7rp.csv new file mode 100644 index 0000000..9ca2ddc --- /dev/null +++ b/GoogleFloodHub/data/results/GFH_vs_IMPACT_168lt_7rp.csv @@ -0,0 +1,34 @@ +,admin_unit,TP,FP,FN,POD,FAR,precision,recall,f1,admin_unit_NAME +0,total,3,12,107,0.027,0.8,0.2,0.027,0.048, +1,ML0504,0,0,3,0.0,0.0,0.0,0.0,0.0,DOUENTZA +2,ML0605,0,0,4,0.0,0.0,0.0,0.0,0.0,TOMBOUCTOU +3,ML0107,0,0,2,0.0,0.0,0.0,0.0,0.0,YELIMANE +4,ML0701,0,1,1,0.0,1.0,0.0,0.0,0.0,ANSONGO +5,ML0402,1,0,4,0.2,0.0,1.0,0.2,0.333,BLA +6,ML0103,0,1,3,0.0,1.0,0.0,0.0,0.0,SANDIA +7,ML0901,1,1,9,0.1,0.5,0.5,0.1,0.167,BAMAKO +8,ML0105,0,0,1,0.0,0.0,0.0,0.0,0.0,KITA +9,ML0603,0,0,2,0.0,0.0,0.0,0.0,0.0,GOURMA-RHAROUS +10,ML0505,0,0,3,0.0,0.0,0.0,0.0,0.0,KORO +11,ML0204,0,0,2,0.0,0.0,0.0,0.0,0.0,KATI +12,ML0202,0,0,6,0.0,0.0,0.0,0.0,0.0,DIOILA +13,ML0506,0,0,6,0.0,0.0,0.0,0.0,0.0,MOPTI +14,ML0702,0,1,3,0.0,1.0,0.0,0.0,0.0,BOUREM +15,ML0405,0,1,3,0.0,1.0,0.0,0.0,0.0,SAN +16,ML0406,0,1,13,0.0,1.0,0.0,0.0,0.0,SEGOU +17,ML0503,0,0,2,0.0,0.0,0.0,0.0,0.0,DJENNE +18,ML0203,0,1,1,0.0,1.0,0.0,0.0,0.0,KENEKOUN +19,ML0101,0,0,1,0.0,0.0,0.0,0.0,0.0,BAFOULABE +20,ML0205,0,1,1,0.0,1.0,0.0,0.0,0.0,KOLOKANI +21,ML0207,0,0,6,0.0,0.0,0.0,0.0,0.0,NARA +22,ML0601,0,0,2,0.0,0.0,0.0,0.0,0.0,DIRE +23,ML0602,0,0,1,0.0,0.0,0.0,0.0,0.0,GOUNDAM +24,ML0206,0,1,5,0.0,1.0,0.0,0.0,0.0,TOUBAKORO +25,ML0604,0,1,3,0.0,1.0,0.0,0.0,0.0,NIAFUNKE +26,ML0302,0,1,2,0.0,1.0,0.0,0.0,0.0,ZEGOUA +27,ML0301,0,0,2,0.0,0.0,0.0,0.0,0.0,BOUGOUNI +28,ML0305,1,1,8,0.111,0.5,0.5,0.111,0.182,BIRAMABOUGOU +29,ML0703,0,0,5,0.0,0.0,0.0,0.0,0.0,TAMKOUTAT +30,ML0401,0,0,1,0.0,0.0,0.0,0.0,0.0,BARAOUELI +31,ML0404,0,0,1,0.0,0.0,0.0,0.0,0.0,NIONO +32,ML0304,0,0,1,0.0,0.0,0.0,0.0,0.0,KOUTIALA diff --git a/GoogleFloodHub/src/GRRR.ipynb b/GoogleFloodHub/src/GRRR.ipynb index bfe3958..55e9cfc 100644 --- a/GoogleFloodHub/src/GRRR.ipynb +++ b/GoogleFloodHub/src/GRRR.ipynb @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -54,16 +54,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 54, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 hybas_1120040380\n", + "1 hybas_1120040400\n", + "2 hybas_1120040850\n", + "3 hybas_1120040860\n", + "4 hybas_1120040960\n", + " ... \n", + "1659 hybas_1121945470\n", + "1660 hybas_1121947460\n", + "1661 hybas_1121947780\n", + "1662 hybas_1121948560\n", + "1663 hybas_1121948660\n", + "Name: gaugeId, Length: 1664, dtype: object\n" + ] + } + ], "source": [ "print(df_Mali_gauges['gaugeId'])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -94,9 +113,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 56, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "\" comment-block (4)\\nimport os\\n\\nlocal_directory = '/content/gauge_data'\\nif not os.path.exists(local_directory):\\n os.makedirs(local_directory)\\n # for every hybas: get data and store locally\\ncount = 0 # in the directory /gauge_data/\\nexpected_count = len(Mali_hybases * 3)\\nfor hybas_id in Mali_hybases:\\n try:\\n gauge_reforecast_ds = reforecast_ds.sel(gauge_id = hybas_id).compute()\\n gauge_reanalysis_ds = reanalysis_ds.sel(gauge_id = hybas_id).compute()\\n gauge_return_periods_ds = return_periods_ds.sel(gauge_id = hybas_id).compute()\\n\\n reforecast_file = f'{local_directory}/{hybas_id}_reforecast_ds.nc'\\n reanalysis_file = f'{local_directory}/{hybas_id}_reanalysis_ds.nc'\\n return_periods_file = f'{local_directory}/{hybas_id}_return_periods_ds.nc'\\n\\n gauge_reforecast_ds.to_netcdf(reforecast_file)\\n gauge_reanalysis_ds.to_netcdf(reanalysis_file)\\n gauge_return_periods_ds.to_netcdf(return_periods_file)\\n\\n # check whether export OK\\n for file_path in [reforecast_file, reanalysis_file, return_periods_file]:\\n if os.path.exists(file_path):\\n file_size = os.path.getsize(file_path)\\n if file_size > 0:\\n count += 1\\n else:\\n print(f'Warning: {file_path} is empty')\\n else:\\n print(f'Error: file {file_path} not found after saving')\\n print(f'progress: {count}/{expected_count}, {count/expected_count * 100:.2f}%, countMOD3 = {count % 3}')\\n except Exception as exc:\\n print(f'An error occurred while processing {hybas_id}: {exc}')\\n\\nprint(f'\\n[actual/expected] downloaded files: {count}/{expected_count}')\\n\\nfrom google.colab import files\\nzip_file = 'gauge_data.zip'\\n\\nif os.path.exists(local_directory):\\n print(f'Compressing files in {local_directory} into {zip_file}...')\\n !zip -r {zip_file} {local_directory}\\n print(f'Compression complete: {zip_file}')\\nelse:\\n print(f'Error: the directory {local_directory} does not exist')\\n\\nif os.path.exists(zip_file): # download .zip file\\n files.download(zip_file)\\n\"" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\" comment-block (1)\n", "gauge_reforecast_ds = reforecast_ds.sel(gauge_id=hybas_id).compute()\n", @@ -400,7 +430,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ @@ -447,7 +477,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -458,7 +488,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -472,27 +502,67 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], "source": [ "print(type(ds_reanalysis_1120724680))" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 61, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Dimensions: ()\n", + "Coordinates:\n", + " gauge_id object ...\n", + "Data variables:\n", + " return_period_10 float64 ...\n", + " return_period_100 float64 ...\n", + " return_period_15 float64 ...\n", + " return_period_2 float64 ...\n", + " return_period_20 float64 ...\n", + " return_period_200 float64 ...\n", + " return_period_25 float64 ...\n", + " return_period_5 float64 ...\n", + " return_period_50 float64 ...\n", + " return_period_7 float64 ...\n" + ] + } + ], "source": [ "print(ds_return_ps_1120724680)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 62, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1664\n", + "1664\n", + "1664\n" + ] + } + ], "source": [ "# Now, download for all hybases:\n", "# dict_ds_data_Mali = {}\n", @@ -537,9 +607,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 63, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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+       "Data variables:\n",
+       "    streamflow  (time) float32 ...
" + ], + "text/plain": [ + "\n", + "Dimensions: (time: 16063)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 1980-01-01 1980-01-02 ... 2023-12-23\n", + " gauge_id object ...\n", + "Data variables:\n", + " streamflow (time) float32 ..." + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ds_reanalysis_1120724680" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 69, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Gumbel and Log-Pearson III return periods for RP 2-20:\n", + "RP 2: 3696, 3761, 356, 2741\n", + "RP 3: 3969, 4013, 386, 2989\n", + "RP 4: 4144, 4160, 386, 4629\n", + "RP 5: 4273, 4264, 386, 11018\n", + "RP 6: 4376, 4342, 386, 29485\n", + "RP 7: 4462, 4406, 386, 73552\n", + "RP 8: 4535, 4459, 386, 165607\n", + "RP 9: 4599, 4504, 386, 339978\n", + "RP 10: 4655, 4543, 386, 646434\n", + "RP 11: 4706, 4578, 386, 1154059\n", + "RP 12: 4753, 4609, 386, 1955523\n", + "RP 13: 4795, 4638, 386, 3171727\n", + "RP 14: 4834, 4663, 386, 4956811\n", + "RP 15: 4871, 4687, 386, 7503525\n", + "RP 16: 4905, 4709, 386, 11048962\n", + "RP 17: 4937, 4729, 386, 15880631\n", + "RP 18: 4966, 4748, 386, 22342879\n", + "RP 19: 4995, 4766, 386, 30843656\n", + "RP 20: 5022, 4783, 386, 41861614\n" + ] + } + ], "source": [ "from typing import Any\n", "import matplotlib.pyplot as plt\n", @@ -734,7 +1657,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -841,7 +1764,8 @@ " dict_rp: Dict[str, xr.Dataset],\n", " method: str = 'Gumbel',\n", " rps: List[str] = ['1.5', '2', '5', '7', '10', '20'],\n", - " percentiles: List[int] = [95, 98, 99]\n", + " percentiles: List[int] = [95, 98, 99],\n", + " verbose = True\n", ") -> Dict[str, xr.Dataset]:\n", " \"\"\"\n", " Helper function to add return periods and percentiles to all datasets\n", @@ -852,6 +1776,7 @@ " :param method: the method to use for the calculation\n", " :param rps: the return periods to calculate\n", " :param percentiles: the percentiles to calculate\n", + " :param verbose: whether to print messages\n", " :return: the updated dictionary with all datasets\n", " \"\"\"\n", " common_keys = get_common_IDs(dict_rf, dict_ra)\n", @@ -862,7 +1787,13 @@ " raise ValueError('Dictionaries have different lengths')\n", "\n", " # add the RPs and %'s\n", + " idx = 1\n", " for key in common_keys:\n", + " if verbose:\n", + " if idx % 50 == 0:\n", + " print(f'{idx/len(common_keys)*100:.2f}% done')\n", + " idx += 1\n", + "\n", " ds_rf = dict_rf[f'ds_reforecast_{key}']\n", " ds_ra = dict_ra[f'ds_reanalysis_{key}']\n", " ds_rp = dict_rp[f'ds_return_ps_{key}']\n", @@ -889,31 +1820,558 @@ " # check if all attributes were added\n", " assure_all_attributes_added(dict_rf, common_keys, rps, percentiles)\n", "\n", + " print('100% done')\n", " return dict_rf, dict_rp" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 71, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3.00% done\n", + "6.01% done\n", + "9.01% done\n", + "12.02% done\n", + "15.02% done\n", + "18.03% done\n", + "21.03% done\n", + "24.04% done\n", + "27.04% done\n", + "30.05% done\n", + "33.05% done\n", + "36.06% done\n", + "39.06% done\n", + "42.07% done\n", + "45.07% done\n", + "48.08% done\n", + "51.08% done\n", + "54.09% done\n", + "57.09% done\n", + "60.10% done\n", + "63.10% done\n", + "66.11% done\n", + "69.11% done\n", + "72.12% done\n", + "75.12% done\n", + "78.12% done\n", + "81.13% done\n", + "84.13% done\n", + "87.14% done\n", + "90.14% done\n", + "93.15% done\n", + "96.15% done\n", + "99.16% done\n", + "100% done\n" + ] + } + ], "source": [ - "dict_datasets, dict_return_periods = \\\n", + "# add return periods and percentiles to all datasets and create\n", + "# a dictionary with all values recalculated (rc) for reference\n", + "dict_datasets, dict_return_periods_rc = \\\n", " add_RPs_and_percentiles(dict_datasets, dict_reanalysis, dict_return_periods)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 73, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:     (issue_time: 2738, lead_time: 8)\n",
+       "Coordinates:\n",
+       "  * issue_time  (issue_time) datetime64[ns] 2016-01-01 2016-01-02 ... 2023-06-30\n",
+       "    gauge_id    object ...\n",
+       "  * lead_time   (lead_time) timedelta64[ns] 0 days 1 days ... 6 days 7 days\n",
+       "Data variables:\n",
+       "    streamflow  (issue_time, lead_time) float32 ...\n",
+       "Attributes:\n",
+       "    RP_1.5:   89.75050452923384\n",
+       "    RP_2:     132.8784961487048\n",
+       "    RP_5:     239.01527224744933\n",
+       "    RP_7:     273.65214805644086\n",
+       "    RP_10:    309.28705329043413\n",
+       "    RP_20:    376.69343279034223\n",
+       "    pc_95th:  39.41727371215819\n",
+       "    pc_98th:  78.35467834472658\n",
+       "    pc_99th:  116.63700698852435
" + ], + "text/plain": [ + "\n", + "Dimensions: (issue_time: 2738, lead_time: 8)\n", + "Coordinates:\n", + " * issue_time (issue_time) datetime64[ns] 2016-01-01 2016-01-02 ... 2023-06-30\n", + " gauge_id object ...\n", + " * lead_time (lead_time) timedelta64[ns] 0 days 1 days ... 6 days 7 days\n", + "Data variables:\n", + " streamflow (issue_time, lead_time) float32 ...\n", + "Attributes:\n", + " RP_1.5: 89.75050452923384\n", + " RP_2: 132.8784961487048\n", + " RP_5: 239.01527224744933\n", + " RP_7: 273.65214805644086\n", + " RP_10: 309.28705329043413\n", + " RP_20: 376.69343279034223\n", + " pc_95th: 39.41727371215819\n", + " pc_98th: 78.35467834472658\n", + " pc_99th: 116.63700698852435" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dict_datasets['ds_reforecast_1120040380']" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 234, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# compare some of the calculated return periods with the actual values from Google\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "original_5YR_RP_values = [float(ds['return_period_5']) for ds in dict_return_periods.values() if\\\n", + " 'return_period_5' in ds]\n", + "calculated_5YR_RP_values = [float(ds.attrs['RP_5']) for ds in dict_datasets.values() if\\\n", + " 'RP_5' in ds.attrs]\n", + "df = pd.concat([pd.DataFrame({'rp': original_5YR_RP_values,\n", + " 'type': 'original'}),\n", + " pd.DataFrame({'rp': calculated_5YR_RP_values,\n", + " 'type': 'calculated'})])\n", + "sns.histplot(data = df, x = 'rp', hue = 'type', alpha = 0.5, edgecolor = None)\n", + "plt.axvline(x = 100, color = 'red', linestyle = '--')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "623\n", + "623\n" + ] + } + ], + "source": [ + "# exclude all datasets where the 5-yr RP is below 100\n", + "dict_datasets = {key: value for key, value in dict_datasets.items() if \\\n", + " float(value.attrs['RP_5']) >= 100}\n", + "dict_return_periods_rc = {key: value for key, value in dict_return_periods_rc.items() if \\\n", + " float(value.attrs['RP_5']) >= 100}\n", + "print(len(dict_datasets))\n", + "print(len(dict_return_periods_rc))" + ] + }, + { + "cell_type": "code", + "execution_count": 98, "metadata": {}, "outputs": [], "source": [ @@ -921,6 +2379,32 @@ "del dict_reanalysis" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Checkpoint: adjust comparison type, lead time, or threshold from here**\n", + "\n", + "From here, with the datasets and various return period calculated, the script can be ran with different configurations to generate different kinds of plots and metrics, which will all be exported (except for the plots) to the `data/` folder. The options are:\n", + "\n", + "* For comparison type (**COMP_TYPE**): IMPACT or OBSERVATION, giving a comparison to either events as entailed by the impact data or observational timeseries data. Note that the comparison will differ in sample size due to differing data types and data sizes, and the fact that flood events are discarded based on some criteria from the used comparative dataset (see below).\n", + "* For lead time (**LEAD_TIME**), the options are 1 to 7, since the GFH model does an autoregressive 7-day horizon forecast at each issue time.\n", + "* For threshold (**THRESHOLD**), the options are 1.5-, 2-, 5-, 7-, 10-, 20-year return period thresholds, as calculated through the timeseries maxima, or the 95th, 98th, 99th percentile thresholds, as calculated through the mean.\n", + "\n", + "One calculation can take up to 30 minutes, depending on whether some common precalculations are done already.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 543, + "metadata": {}, + "outputs": [], + "source": [ + "COMP_TYPE = 'IMPACT'\n", + "THRESHOLD = 1.5\n", + "LEAD_TIME = 7" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -935,7 +2419,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 544, "metadata": {}, "outputs": [], "source": [ @@ -1023,7 +2507,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 545, "metadata": {}, "outputs": [], "source": [ @@ -1181,9 +2665,52 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 546, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " gauge_id longitude latitude \\\n", + "0 1120040380 -4.91875 16.552083 \n", + "\n", + " geometry index_adm Shape_Leng \\\n", + "0 POLYGON ((-4.87383 16.55208, -4.87405 16.54768... 37 19.799568 \n", + "\n", + " Shape_Area ADM2_FR ADM2_PCODE ADM2_REF ADM2ALT1FR ADM2ALT2FR ADM1_FR \\\n", + "0 9.833102 Goundam ML0602 None None None Tombouctou \n", + "\n", + " ADM1_PCODE ADM0_FR ADM0_PCODE date validOn validTo \n", + "0 ML06 Mali (le) ML 2015-06-01 2021-12-20 0000/00/00 \n", + "{'1120040380': ['ML0602'], '1120550010': ['ML0702'], '1120550020': ['ML0702'], '1120550380': ['ML0702'], '1120550540': ['ML0702'], '1120550770': ['ML0702'], '1120551410': ['ML0702'], '1120551560': ['ML0603', 'ML0605'], '1120551780': ['ML0702'], '1120552270': ['ML0702'], '1120552280': ['ML0702'], '1120552460': ['ML0702'], '1120553570': ['ML0702'], '1120553750': ['ML0702'], '1120554770': ['ML0702'], '1120556990': ['ML0702'], '1120558440': ['ML0702'], '1120559030': ['ML0603', 'ML0605'], '1120561650': ['ML0702'], '1120561810': ['ML0603', 'ML0605'], '1120561830': ['ML0603', 'ML0605'], '1120563820': ['ML0603', 'ML0605'], '1120564960': ['ML0603', 'ML0601', 'ML0605'], '1120566570': ['ML0703', 'ML0702'], '1120567210': ['ML0703'], '1120567880': ['ML0602'], '1120568530': ['ML0703'], '1120569730': ['ML0603', 'ML0601'], '1120572190': ['ML0603', 'ML0601'], '1120572200': ['ML0603', 'ML0601'], '1120572390': ['ML0703'], '1120573290': ['ML0703'], '1120575020': ['ML0601'], '1120576250': ['ML0601'], '1120577750': ['ML0703'], '1120582050': ['ML0703'], '1120582680': ['ML0703'], '1120582940': ['ML0601', 'ML0604'], '1120582950': ['ML0601', 'ML0604'], '1120584350': ['ML0604', 'ML0602'], '1120584360': ['ML0601', 'ML0604', 'ML0602'], '1120585480': ['ML0703'], '1120586040': ['ML0604'], '1120587780': ['ML0703'], '1120589730': ['ML0604'], '1120589750': ['ML0703'], '1120590180': ['ML0604'], '1120591560': ['ML0604'], '1120592790': ['ML0703'], '1120593030': ['ML0604'], '1120593470': ['ML0701', 'ML0703'], '1120594490': ['ML0701', 'ML0703'], '1120596900': ['ML0508', 'ML0604'], '1120596910': ['ML0701'], '1120597370': ['ML0701'], '1120597480': ['ML0604'], '1120597890': ['ML0604'], '1120598250': ['ML0604'], '1120599220': ['ML0604'], '1120599600': ['ML0701'], '1120600480': ['ML0604'], '1120600830': ['ML0604'], '1120603340': ['ML0508', 'ML0604'], '1120603580': ['ML0504'], '1120603890': ['ML0508'], '1120604190': ['ML0701'], '1120604770': ['ML0508'], '1120606800': ['ML0701'], '1120607100': ['ML0508'], '1120607120': ['ML0701'], '1120608280': ['ML0701'], '1120608450': ['ML0701'], '1120609100': ['ML0508'], '1120609400': ['ML0508'], '1120610850': ['ML0701'], '1120611660': ['ML0701'], '1120613290': ['ML0508'], '1120614290': ['ML0508'], '1120616150': ['ML0701'], '1120617880': ['ML0701'], '1120618570': ['ML0506', 'ML0508'], '1120619820': ['ML0507'], '1120620550': ['ML0506'], '1120620950': ['ML0107'], '1120621160': ['ML0507'], '1120621340': ['ML0506'], '1120621490': ['ML0107'], '1120621510': ['ML0507', 'ML0404'], '1120621520': ['ML0701'], '1120622540': ['ML0506'], '1120623020': ['ML0507', 'ML0404'], '1120623930': ['ML0504', 'ML0603'], '1120624420': ['ML0103', 'ML0107'], '1120624560': ['ML0507', 'ML0404'], '1120625010': ['ML0701'], '1120625970': ['ML0207'], '1120626240': ['ML0207'], '1120626430': ['ML0404'], '1120626460': ['ML0504'], '1120626670': ['ML0103'], '1120626730': ['ML0207'], '1120626740': ['ML0404'], '1120627480': ['ML0504'], '1120627660': ['ML0207'], '1120627960': ['ML0506'], '1120628120': ['ML0207'], '1120628260': ['ML0207'], '1120628510': ['ML0207'], '1120628520': ['ML0207'], '1120629420': ['ML0404'], '1120629430': ['ML0504'], '1120630150': ['ML0207'], '1120630290': ['ML0504'], '1120630620': ['ML0103'], '1120630640': ['ML0207'], '1120630800': ['ML0207'], '1120631550': ['ML0404'], '1120631890': ['ML0504'], '1120632060': ['ML0504'], '1120632070': ['ML0504'], '1120632630': ['ML0506'], '1120633370': ['ML0103'], '1120633580': ['ML0207'], '1120634800': ['ML0207'], '1120634810': ['ML0506'], '1120635400': ['ML0207'], '1120635720': ['ML0103'], '1120636160': ['ML0103'], '1120636170': ['ML0207'], '1120636660': ['ML0207'], '1120636820': ['ML0102', 'ML0207'], '1120636970': ['ML0102', 'ML0207'], '1120637340': ['ML0404'], '1120637690': ['ML0102', 'ML0207'], '1120638320': ['ML0103'], '1120638470': ['ML0103'], '1120638490': ['ML0102'], '1120638930': ['ML0103'], '1120639310': ['ML0103'], '1120639350': ['ML0207'], '1120639620': ['ML0103'], '1120640190': ['ML0102'], '1120640580': ['ML0102'], '1120640680': ['ML0103'], '1120641640': ['ML0102'], '1120641660': ['ML0506'], '1120642000': ['ML0103'], '1120642160': ['ML0506'], '1120642490': ['ML0103'], '1120643540': ['ML0103'], '1120644270': ['ML0103'], '1120644470': ['ML0103'], '1120644510': ['ML0506'], '1120644920': ['ML0103'], '1120645190': ['ML0506'], '1120645770': ['ML0105', 'ML0102'], '1120646230': ['ML0105', 'ML0102'], '1120646780': ['ML0207'], '1120646950': ['ML0105', 'ML0102'], '1120647600': ['ML0506'], '1120648650': ['ML0105', 'ML0102'], '1120650110': ['ML0201', 'ML0207'], '1120651140': ['ML0103'], '1120651160': ['ML0506'], '1120652930': ['ML0201', 'ML0207'], '1120653070': ['ML0105', 'ML0205'], '1120653930': ['ML0201'], '1120654450': ['ML0503', 'ML0506'], '1120655670': ['ML0201'], '1120656040': ['ML0105', 'ML0205'], '1120656400': ['ML0201'], '1120656870': ['ML0403', 'ML0507'], '1120657320': ['ML0103'], '1120657550': ['ML0403', 'ML0507'], '1120657830': ['ML0103'], '1120658110': ['ML0503', 'ML0506'], '1120658270': ['ML0201'], '1120659180': ['ML0505'], '1120659570': ['ML0103'], '1120659990': ['ML0503', 'ML0506'], '1120660570': ['ML0105'], '1120661200': ['ML0105'], '1120661220': ['ML0503', 'ML0506'], '1120661440': ['ML0105'], '1120661550': ['ML0105'], '1120661570': ['ML0105'], '1120662160': ['ML0105', 'ML0205'], '1120662370': ['ML0505'], '1120662460': ['ML0503'], '1120662940': ['ML0105'], '1120663010': ['ML0105', 'ML0205'], '1120664760': ['ML0503'], '1120665270': ['ML0105', 'ML0205'], '1120665690': ['ML0105'], '1120666250': ['ML0105'], '1120666460': ['ML0101', 'ML0103'], '1120666620': ['ML0105', 'ML0205'], '1120666890': ['ML0101'], '1120667360': ['ML0101'], '1120667560': ['ML0101'], '1120667880': ['ML0105'], '1120668220': ['ML0101'], '1120668430': ['ML0503'], '1120668900': ['ML0505'], '1120669950': ['ML0105'], '1120670650': ['ML0406'], '1120671040': ['ML0105'], '1120671050': ['ML0105'], '1120671150': ['ML0105'], '1120671380': ['ML0101'], '1120671550': ['ML0101'], '1120671560': ['ML0105'], '1120671920': ['ML0503'], '1120672510': ['ML0105', 'ML0205'], '1120673030': ['ML0101'], '1120673060': ['ML0502'], '1120673460': ['ML0105', 'ML0205'], '1120673890': ['ML0101'], '1120673900': ['ML0101'], '1120674630': ['ML0405', 'ML0503'], '1120674800': ['ML0105', 'ML0205'], '1120674920': ['ML0101'], '1120674930': ['ML0101'], '1120675110': ['ML0105'], '1120675450': ['ML0101'], '1120675460': ['ML0101'], '1120676440': ['ML0105'], '1120677900': ['ML0105', 'ML0101'], '1120677910': ['ML0405'], '1120679780': ['ML0406'], '1120679900': ['ML0204', 'ML0105', 'ML0205'], '1120681730': ['ML0105'], '1120681900': ['ML0105', 'ML0101'], '1120682030': ['ML0101'], '1120682040': ['ML0105'], '1120682720': ['ML0204', 'ML0105'], '1120682900': ['ML0405'], '1120683440': ['ML0204', 'ML0105'], '1120683650': ['ML0105'], '1120683750': ['ML0405'], '1120684520': ['ML0101'], '1120684640': ['ML0206', 'ML0401'], '1120685070': ['ML0405'], '1120685220': ['ML0206', 'ML0401'], '1120685600': ['ML0101'], '1120685890': ['ML0104'], '1120686430': ['ML0105'], '1120687350': ['ML0402', 'ML0406'], '1120687650': ['ML0402', 'ML0405', 'ML0406'], '1120688460': ['ML0204', 'ML0105'], '1120689060': ['ML0105'], '1120689090': ['ML0206', 'ML0401'], '1120689180': ['ML0101'], '1120689210': ['ML0402', 'ML0406'], '1120689430': ['ML0101'], '1120689440': ['ML0105'], '1120689830': ['ML0206', 'ML0401'], '1120689850': ['ML0402', 'ML0406'], '1120689980': ['ML0105'], '1120690000': ['ML0402', 'ML0406'], '1120690130': ['ML0402', 'ML0406'], '1120690300': ['ML0402', 'ML0406'], '1120690900': ['ML0402', 'ML0406'], '1120691130': ['ML0204', 'ML0105'], '1120691540': ['ML0402', 'ML0406'], '1120692440': ['ML0101'], '1120692550': ['ML0101'], '1120692570': ['ML0206'], '1120692820': ['ML0101'], '1120693600': ['ML0206'], '1120693800': ['ML0101'], '1120694600': ['ML0402', 'ML0406'], '1120694610': ['ML0402'], '1120694990': ['ML0204', 'ML0105'], '1120696030': ['ML0101'], '1120696310': ['ML0105'], '1120696830': ['ML0206'], '1120696840': ['ML0402', 'ML0401', 'ML0406'], '1120697620': ['ML0204', 'ML0105'], '1120697730': ['ML0105'], '1120697740': ['ML0105'], '1120699620': ['ML0101'], '1120699850': ['ML0402'], '1120700000': ['ML0206'], '1120700210': ['ML0105'], '1120701160': ['ML0402', 'ML0401'], '1120701570': ['ML0105'], '1120702240': ['ML0101'], '1120702250': ['ML0105'], '1120702620': ['ML0105'], '1120702630': ['ML0105'], '1120702650': ['ML0204', 'ML0105'], '1120703660': ['ML0101'], '1120703920': ['ML0105'], '1120704050': ['ML0105'], '1120704600': ['ML0101'], '1120704610': ['ML0105'], '1120704760': ['ML0104', 'ML0105', 'ML0101'], '1120704900': ['ML0104', 'ML0105', 'ML0101'], '1120705070': ['ML0206'], '1120705440': ['ML0104', 'ML0105', 'ML0101'], '1120706180': ['ML0105'], '1120706530': ['ML0402', 'ML0401'], '1120706900': ['ML0204', 'ML0105'], '1120707730': ['ML0105'], '1120707980': ['ML0104', 'ML0105'], '1120708000': ['ML0204', 'ML0105'], '1120708130': ['ML0104', 'ML0101'], '1120708810': ['ML0402', 'ML0401'], '1120710240': ['ML0202', 'ML0402', 'ML0401'], '1120710930': ['ML0104', 'ML0105'], '1120712100': ['ML0105'], '1120712710': ['ML0204'], '1120712890': ['ML0204'], '1120712910': ['ML0202'], '1120713430': ['ML0202', 'ML0402'], '1120713810': ['ML0105'], '1120713990': ['ML0104', 'ML0105'], '1120714260': ['ML0105'], '1120714560': ['ML0202'], '1120714900': ['ML0204', 'ML0901'], '1120715340': ['ML0202'], '1120716000': ['ML0202'], '1120716140': ['ML0202'], '1120716370': ['ML0105'], '1120717080': ['ML0202'], '1120717700': ['ML0202'], '1120717720': ['ML0202'], '1120717980': ['ML0204', 'ML0901'], '1120718150': ['ML0104', 'ML0105'], '1120718190': ['ML0202'], '1120718500': ['ML0202'], '1120718910': ['ML0104'], '1120718920': ['ML0105'], '1120719300': ['ML0105'], '1120719480': ['ML0202'], '1120720250': ['ML0202', 'ML0304'], '1120721160': ['ML0104'], '1120721460': ['ML0104'], '1120721770': ['ML0301', 'ML0202'], '1120722020': ['ML0104'], '1120722180': ['ML0104'], '1120722200': ['ML0301', 'ML0202'], '1120722900': ['ML0105'], '1120722910': ['ML0105'], '1120722920': ['ML0202', 'ML0304'], '1120723030': ['ML0104', 'ML0105'], '1120723240': ['ML0202', 'ML0304'], '1120723250': ['ML0202', 'ML0304'], '1120723380': ['ML0202'], '1120724310': ['ML0104'], '1120724330': ['ML0105'], '1120724680': ['ML0204'], '1120724830': ['ML0104'], '1120726130': ['ML0105'], '1120726300': ['ML0202', 'ML0304'], '1120726500': ['ML0104', 'ML0105'], '1120726900': ['ML0104'], '1120726910': ['ML0301', 'ML0202'], '1120727660': ['ML0204'], '1120727970': ['ML0104', 'ML0105'], '1120728250': ['ML0202'], '1120728560': ['ML0105'], '1120728760': ['ML0301', 'ML0202'], '1120728950': ['ML0301', 'ML0202', 'ML0204'], '1120728960': ['ML0202'], '1120729190': ['ML0202', 'ML0305', 'ML0304'], '1120729430': ['ML0305', 'ML0304'], '1120729570': ['ML0104'], '1120729580': ['ML0204'], '1120729940': ['ML0104', 'ML0105'], '1120729950': ['ML0203'], '1120729960': ['ML0301', 'ML0202', 'ML0204'], '1120730150': ['ML0104'], '1120730650': ['ML0203'], '1120731270': ['ML0104'], '1120731410': ['ML0104'], '1120731570': ['ML0204'], '1120732080': ['ML0105'], '1120732420': ['ML0202'], '1120732980': ['ML0301', 'ML0204'], '1120733370': ['ML0105'], '1120733920': ['ML0305', 'ML0304'], '1120734770': ['ML0301', 'ML0202'], '1120734990': ['ML0202', 'ML0305'], '1120735330': ['ML0305', 'ML0304'], '1120735680': ['ML0305', 'ML0304'], '1120735690': ['ML0305', 'ML0304'], '1120736230': ['ML0203', 'ML0204'], '1120736800': ['ML0104'], '1120737100': ['ML0203', 'ML0204'], '1120738120': ['ML0301', 'ML0204'], '1120738140': ['ML0301', 'ML0202'], '1120738320': ['ML0203', 'ML0204'], '1120738560': ['ML0305', 'ML0304'], '1120739050': ['ML0104'], '1120739060': ['ML0104'], '1120739110': ['ML0202', 'ML0305'], '1120740080': ['ML0305', 'ML0304'], '1120741580': ['ML0305', 'ML0304'], '1120741590': ['ML0305', 'ML0304'], '1120741710': ['ML0202', 'ML0305'], '1120741790': ['ML0305', 'ML0304'], '1120742920': ['ML0203'], '1120743810': ['ML0202', 'ML0305'], '1120744170': ['ML0203', 'ML0204'], '1120744580': ['ML0203'], '1120744600': ['ML0305', 'ML0304'], '1120744740': ['ML0203'], '1120744750': ['ML0203'], '1120745160': ['ML0202', 'ML0305'], '1120746520': ['ML0301'], '1120747090': ['ML0305'], '1120747780': ['ML0301'], '1120748210': ['ML0203'], '1120748220': ['ML0301'], '1120748680': ['ML0203'], '1120748690': ['ML0306', 'ML0203', 'ML0204'], '1120750740': ['ML0301', 'ML0202', 'ML0305'], '1120751120': ['ML0301', 'ML0202', 'ML0305'], '1120751340': ['ML0305'], '1120751610': ['ML0301'], '1120752860': ['ML0301', 'ML0305'], '1120753120': ['ML0301'], '1120753530': ['ML0301', 'ML0305'], '1120753720': ['ML0301'], '1120756360': ['ML0306', 'ML0203'], '1120758950': ['ML0303', 'ML0301', 'ML0305'], '1120759390': ['ML0303', 'ML0301', 'ML0305'], '1120759680': ['ML0303', 'ML0301', 'ML0305'], '1120761040': ['ML0301'], '1120763240': ['ML0303', 'ML0305'], '1120764530': ['ML0303', 'ML0305'], '1120764870': ['ML0301'], '1120765350': ['ML0303', 'ML0305'], '1120766460': ['ML0306'], '1120766700': ['ML0306', 'ML0301'], '1120769340': ['ML0306'], '1120769890': ['ML0306', 'ML0301'], '1120770210': ['ML0306'], '1120771040': ['ML0303', 'ML0305'], '1120771890': ['ML0306', 'ML0301'], '1120772020': ['ML0303'], '1120772260': ['ML0303'], '1120774270': ['ML0303', 'ML0305'], '1120775120': ['ML0306'], '1120775680': ['ML0303'], '1120775880': ['ML0306'], '1120776340': ['ML0303'], '1120776760': ['ML0306', 'ML0301'], '1120777580': ['ML0306'], '1120777590': ['ML0303'], '1120778600': ['ML0306', 'ML0301'], '1120779390': ['ML0302', 'ML0305'], '1120779510': ['ML0303'], '1120780240': ['ML0306', 'ML0301'], '1120780250': ['ML0302', 'ML0305'], '1120780540': ['ML0306'], '1120780550': ['ML0303', 'ML0302', 'ML0305'], '1120780560': ['ML0302', 'ML0305'], '1120780900': ['ML0303', 'ML0302', 'ML0305'], '1120781290': ['ML0302', 'ML0305'], '1120781490': ['ML0306', 'ML0301'], '1120782480': ['ML0306'], '1120783050': ['ML0301'], '1120784440': ['ML0303'], '1120784660': ['ML0303', 'ML0302'], '1120785340': ['ML0306', 'ML0301'], '1120785520': ['ML0306', 'ML0301'], '1120789450': ['ML0306', 'ML0301'], '1120791410': ['ML0306', 'ML0301'], '1120794380': ['ML0306', 'ML0301'], '1120796190': ['ML0306', 'ML0301'], '1121850580': ['ML0702'], '1121851680': ['ML0702'], '1121852270': ['ML0603'], '1121852820': ['ML0603'], '1121853410': ['ML0603', 'ML0605'], '1121853780': ['ML0603', 'ML0605'], '1121854220': ['ML0603'], '1121854820': ['ML0603', 'ML0605'], '1121856630': ['ML0603', 'ML0605'], '1121862050': ['ML0601'], '1121869140': ['ML0604', 'ML0602'], '1121870490': ['ML0508', 'ML0604'], '1121873350': ['ML0504'], '1121875740': ['ML0701'], '1121876500': ['ML0508'], '1121878070': ['ML0507', 'ML0508'], '1121879830': ['ML0507', 'ML0404'], '1121879970': ['ML0507', 'ML0404'], '1121880270': ['ML0701'], '1121880500': ['ML0103', 'ML0107'], '1121880720': ['ML0207'], '1121880730': ['ML0507', 'ML0404'], '1121880840': ['ML0207'], '1121880970': ['ML0207'], '1121881070': ['ML0507', 'ML0404'], '1121881080': ['ML0506'], '1121881440': ['ML0404'], '1121882160': ['ML0103'], '1121882230': ['ML0207'], '1121883310': ['ML0504'], '1121886020': ['ML0506'], '1121886260': ['ML0103'], '1121887040': ['ML0404'], '1121887260': ['ML0102'], '1121887460': ['ML0207'], '1121887900': ['ML0102'], '1121888250': ['ML0404'], '1121888350': ['ML0207'], '1121888360': ['ML0507', 'ML0506'], '1121889530': ['ML0103'], '1121889650': ['ML0506'], '1121890090': ['ML0103'], '1121890100': ['ML0105', 'ML0102'], '1121890140': ['ML0506'], '1121890510': ['ML0105', 'ML0205', 'ML0102'], '1121891280': ['ML0503'], '1121891570': ['ML0105', 'ML0102'], '1121891870': ['ML0503', 'ML0507'], '1121891920': ['ML0103'], '1121892020': ['ML0105', 'ML0102'], '1121892440': ['ML0503', 'ML0507'], '1121893090': ['ML0507'], '1121893130': ['ML0105', 'ML0102'], '1121893390': ['ML0105', 'ML0205'], '1121893740': ['ML0105'], '1121893950': ['ML0201'], '1121894470': ['ML0105'], '1121895580': ['ML0403'], '1121895690': ['ML0105', 'ML0205'], '1121895840': ['ML0403'], '1121896230': ['ML0105', 'ML0205'], '1121896320': ['ML0103'], '1121896390': ['ML0403'], '1121896810': ['ML0105', 'ML0205'], '1121897330': ['ML0403'], '1121897430': ['ML0505'], '1121897510': ['ML0105', 'ML0205'], '1121898390': ['ML0101'], '1121898650': ['ML0105', 'ML0205'], '1121899050': ['ML0101'], '1121899800': ['ML0406'], '1121900350': ['ML0406'], '1121900570': ['ML0105'], '1121900800': ['ML0101'], '1121901200': ['ML0101'], '1121902250': ['ML0101'], '1121902260': ['ML0105'], '1121902930': ['ML0502'], '1121903600': ['ML0405'], '1121904080': ['ML0101'], '1121905090': ['ML0401', 'ML0406'], '1121905290': ['ML0206', 'ML0401', 'ML0406'], '1121905730': ['ML0105'], '1121906240': ['ML0204', 'ML0105'], '1121907090': ['ML0101'], '1121907100': ['ML0101'], '1121908920': ['ML0402'], '1121909160': ['ML0105'], '1121910110': ['ML0402', 'ML0401'], '1121910560': ['ML0402', 'ML0401'], '1121910980': ['ML0204', 'ML0105'], '1121911290': ['ML0206'], '1121912140': ['ML0206'], '1121914080': ['ML0204', 'ML0206'], '1121914930': ['ML0204', 'ML0206'], '1121915130': ['ML0105'], '1121915140': ['ML0105'], '1121915390': ['ML0202', 'ML0401'], '1121915430': ['ML0104'], '1121916030': ['ML0104'], '1121916060': ['ML0105'], '1121916080': ['ML0204', 'ML0901'], '1121916250': ['ML0204', 'ML0901'], '1121917110': ['ML0104'], '1121917290': ['ML0202', 'ML0402'], '1121919510': ['ML0204'], '1121919710': ['ML0105'], '1121919720': ['ML0105'], '1121920380': ['ML0301', 'ML0202'], '1121920790': ['ML0202', 'ML0304'], '1121921020': ['ML0301', 'ML0202'], '1121921400': ['ML0104'], '1121922880': ['ML0105'], '1121923150': ['ML0305', 'ML0304'], '1121924260': ['ML0104'], '1121924350': ['ML0204'], '1121925500': ['ML0301', 'ML0204'], '1121927280': ['ML0203', 'ML0204'], '1121927400': ['ML0203'], '1121927640': ['ML0301'], '1121927840': ['ML0104'], '1121928360': ['ML0301'], '1121928500': ['ML0305'], '1121929040': ['ML0301'], '1121930330': ['ML0306', 'ML0203', 'ML0204'], '1121930790': ['ML0203'], '1121931460': ['ML0306', 'ML0203'], '1121931640': ['ML0202', 'ML0305'], '1121931980': ['ML0306', 'ML0203'], '1121932130': ['ML0301'], '1121932550': ['ML0306', 'ML0203'], '1121933410': ['ML0306', 'ML0203'], '1121933800': ['ML0301'], '1121934670': ['ML0203'], '1121935030': ['ML0301'], '1121935350': ['ML0301'], '1121936790': ['ML0301'], '1121939410': ['ML0306'], '1121939420': ['ML0303'], '1121939430': ['ML0303'], '1121939720': ['ML0306'], '1121940130': ['ML0303'], '1121942020': ['ML0303', 'ML0305'], '1121942570': ['ML0306'], '1121942910': ['ML0303', 'ML0305'], '1121943580': ['ML0303'], '1121943810': ['ML0302', 'ML0305'], '1121944140': ['ML0303'], '1121944430': ['ML0303'], '1121945470': ['ML0306']}\n", + "\n", + "\n", + " ('ds_reforecast_1120040380', \n", + "Dimensions: (issue_time: 2738, lead_time: 8)\n", + "Coordinates:\n", + " * issue_time (issue_time) datetime64[ns] 2016-01-01 2016-01-02 ... 2023-06-30\n", + " gauge_id object ...\n", + " * lead_time (lead_time) timedelta64[ns] 0 days 1 days ... 6 days 7 days\n", + "Data variables:\n", + " streamflow (issue_time, lead_time) float32 ...\n", + "Attributes: (12/13)\n", + " RP_1.5: 89.75050452923384\n", + " RP_2: 132.8784961487048\n", + " RP_5: 239.01527224744933\n", + " RP_7: 273.65214805644086\n", + " RP_10: 309.28705329043413\n", + " RP_20: 376.69343279034223\n", + " ... ...\n", + " pc_98th: 78.35467834472658\n", + " pc_99th: 116.63700698852435\n", + " latitude: 16.552083333332178\n", + " longitude: -4.918750000002717\n", + " gauge_id: 1120040380\n", + " admin_unit: ['ML0602'])\n" + ] + } + ], "source": [ "# make sure country gauge coords are available and then assign them\n", "export_country_gauge_coords(df_Mali_gauges, 'Mali')\n", @@ -1193,7 +2720,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 547, "metadata": {}, "outputs": [], "source": [ @@ -1218,16 +2745,45 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 548, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Dimensions: (issue_time: 2738, lead_time: 8)\n", + "Coordinates:\n", + " * issue_time (issue_time) datetime64[ns] 2016-01-01 2016-01-02 ... 2023-06-30\n", + " gauge_id object ...\n", + " * lead_time (lead_time) timedelta64[ns] 0 days 1 days ... 6 days 7 days\n", + "Data variables:\n", + " streamflow (issue_time, lead_time) float32 ...\n", + "Attributes: (12/13)\n", + " RP_1.5: 750.0703848778509\n", + " RP_2: 817.8784610140584\n", + " RP_5: 984.7522319527934\n", + " RP_7: 1039.210133278208\n", + " RP_10: 1095.237188480154\n", + " RP_20: 1201.217011364657\n", + " ... ...\n", + " pc_98th: 873.9418603515626\n", + " pc_99th: 994.752163085937\n", + " latitude: 11.22291666666553\n", + " longitude: -8.485416666669321\n", + " gauge_id: 1120766460\n", + " admin_unit: ['ML0306']\n" + ] + } + ], "source": [ "print(dict_datasets['ds_reforecast_1120766460'])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 549, "metadata": {}, "outputs": [], "source": [ @@ -1239,7 +2795,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 550, "metadata": {}, "outputs": [], "source": [ @@ -1333,16 +2889,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 551, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Administrative units in Mali: 53\n", + "Administrative units with a gauge: 41\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plot_admin_units_with_gauges(dict_datasets, True)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 552, "metadata": {}, "outputs": [], "source": [ @@ -1361,67 +2936,53 @@ "import geopandas as gpd\n", "\n", "\n", - "def export_datasets_to_netcdf(d_ds: Dict[str, xr.Dataset], path: str) -> None:\n", + "def export_datasets_to_netcdf(\n", + " d_ds: Dict[str, xr.Dataset], path: str, lt: int\n", + " ) -> None:\n", " \"\"\"\n", " Export a dataset to a netCDF file\n", "\n", " :param d_ds: dict of datasets\n", " :param path: path to the file\n", + " :param lt: lead time of the dataset\n", " \"\"\"\n", " for key, ds in d_ds.items():\n", " try:\n", - " ds.to_netcdf(f'{path}{key}.nc')\n", + " if os.path.dirname(path) and not os.path.exists(os.path.dirname(path)):\n", + " os.makedirs(os.path.dirname(path), exist_ok = True)\n", + " ds.to_netcdf(f'{path}{key}_{lt * 24}lt.nc')\n", + " except FileNotFoundError as fnf_error:\n", + " print(f\"File not found error: {fnf_error}\")\n", + " except PermissionError as perm_error:\n", + " print(f\"Permission error: {perm_error}\")\n", + " except TypeError as type_error:\n", + " print(f\"Type error: {type_error}\")\n", " except Exception as exc:\n", - " print(f\"Failed to export dataset {key}: {exc}\")\n", + " print(f\"Failed to dataset to '{path}': {exc}\")\n", "\n", "\n", - "def export_rp_dataset_to_netcdf(ds: xr.Dataset, path: str) -> None:\n", - " \"\"\"\n", - " Export a return period dataset to a netCDF file\n", - "\n", - " :param ds: xarray Dataset\n", - " :param path: path to the file\n", - " \"\"\"\n", - " try:\n", - " ds.to_netcdf(path)\n", - " except Exception as exc:\n", - " print(f\"Failed to export return period dataset: {exc}\")\n", - "\n", - "\n", - "def import_datasets_from_netcdf(path: str) -> Dict[str, xr.Dataset]:\n", + "def import_datasets_from_netcdf(path: str, lt: int) -> Dict[str, xr.Dataset]:\n", " \"\"\"\n", " Import a dictionary of datasets from a folder with netCDF files:\n", " the inverse of export_datasets_to_netcdf()\n", "\n", " :param path: path to the files\n", + " :param lt: lead time of the datasets to import\n", " :return: dict of datasets\n", " \"\"\"\n", " d_ds = {}\n", " if not os.path.exists(path):\n", " raise ValueError('Path does not exist')\n", " for filename in os.listdir(path):\n", - " if filename.endswith('.nc'):\n", - " key = os.path.splitext(filename)[0]\n", + " if filename.endswith(f'_{lt * 24}lt.nc'):\n", + " key = filename.split('_')[0]\n", " file_path = os.path.join(path, filename)\n", " try:\n", " ds = xr.open_dataset(file_path)\n", " d_ds[key] = ds\n", " except Exception as exc:\n", " print(f\"Failed to import dataset from '{file_path}': {exc}\")\n", - "\n", - "\n", - "def import_rp_dataset_from_netcdf(path: str) -> xr.Dataset:\n", - " \"\"\"\n", - " Import a return period dataset from a netCDF file:\n", - " the inverse of export_rp_dataset_to_netcdf()\n", - "\n", - " :param path: path to the file\n", - " :return: xarray Dataset\n", - " \"\"\"\n", - " try:\n", - " return xr.open_dataset(path)\n", - " except Exception as exc:\n", - " print(f\"Failed to import return period dataset from '{path}': {exc}\")\n", + " return d_ds\n", "\n", "\n", "# def get_upstream_gauge_return_period(\n", @@ -1523,7 +3084,6 @@ " - method_return_periods: method of aggregation for the return periods\n", "\n", " :param dict_datasets: dict of datasets\n", - " :param dict_return_periods: dict of return period datasets\n", " :param lead_time: lead time of the forecast to aggregate\n", " :param method_streamflow: method of aggregation for the streamflow data\n", " :param method_return_periods: method of aggregation for the return periods\n", @@ -1603,18 +3163,61 @@ " ds_aggregated.attrs['gauge_ids'] = [ds.attrs['gauge_id'] for ds in datasets]\n", " dict_datasets_aggregated[admin_unit] = ds_aggregated\n", " \n", - " return dict_datasets_aggregated, dict_rp_aggregated" + " return dict_datasets_aggregated, dict_rp_aggregated\n", + "\n", + "\n", + "def aggregate_or_load_per_admin_unit(\n", + " dict_datasets: Dict[str, xr.Dataset],\n", + " lt: int = 7,\n", + " method_streamflow: str = 'max',\n", + " method_return_periods: str = 'max',\n", + " verbose: bool = True,\n", + " ) -> Dict[str, xr.Dataset]:\n", + " \"\"\"\n", + " Helper function to aggregate the data per gauge (with aggregate_per_admin_unit())\n", + " to per admin unit if not done already (then load the datasets instead)\n", + "\n", + " :param dict_datasets: dict of datasets\n", + " :param lt: lead time of the forecast to aggregate (e.g. 7)\n", + " :param method_streamflow: method of aggregation for the streamflow data\n", + " :param method_return_periods: method of aggregation for the return periods\n", + " :param verbose: whether to print some test print-s's\n", + " :return: dict of datasets with aggregated data\n", + " \"\"\"\n", + " if type(lt) != int or lt < 0 or lt > 7:\n", + " raise ValueError('Lead time must be an integer between 0 and 7')\n", + " \n", + " n_to_load = len(create_admin_unit_set(dict_datasets))\n", + " if not os.path.exists('../data/GRRR/aggregated/') or not os.path.exists('../data/GRRR/aggregated_rp/'):\n", + " os.makedirs('../data/GRRR/aggregated/', exist_ok = True)\n", + " os.makedirs('../data/GRRR/aggregated_rp/', exist_ok = True)\n", + " n_datasets_loaded = len([f for f in os.listdir('../data/GRRR/aggregated/') if f.endswith('.nc')])\n", + " n_rps_loaded = len([f for f in os.listdir('../data/GRRR/aggregated_rp/') if f.endswith('.nc')])\n", + " if (n_to_load == n_datasets_loaded) and (n_to_load == n_rps_loaded):\n", + " print('Loading in datasets...')\n", + " dict_datasets_au = import_datasets_from_netcdf('../data/GRRR/aggregated/', lt)\n", + " dict_return_periods_au = import_datasets_from_netcdf('../data/GRRR/aggregated_rp/', lt)\n", + " print('Loading complete')\n", + " else:\n", + " print('Aggregating datasets...')\n", + " dict_datasets_au, dict_return_periods_au = aggregate_per_admin_unit(\n", + " dict_datasets, lt, method_streamflow, method_return_periods, verbose)\n", + " export_datasets_to_netcdf(dict_datasets_au, '../data/GRRR/aggregated/', lt)\n", + " export_datasets_to_netcdf(dict_return_periods_au, '../data/GRRR/aggregated_rp/', lt)\n", + " print('Aggregation complete')\n", + "\n", + " return dict_datasets_au, dict_return_periods_au" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 553, "metadata": {}, "outputs": [], "source": [ "# test the code with just 10 gauges from the dict_datasets and dict_return_periods\n", "# dict_datasets_subset = {key: dict_datasets[key] for key in list(dict_datasets.keys())[:20]}\n", - "# dict_return_periods_subset = {key: dict_return_periods[key] for key in list(dict_return_periods.keys())[:20]}\n", + "# dict_return_periods_subset = {key: dict_return_periods_rc[key] for key in list(dict_return_periods_rc.keys())[:20]}\n", "# dict_datasets_aggregated, dict_return_periods_aggregated = \\\n", "# aggregate_per_admin_unit(\n", "# dict_datasets_subset, dict_return_periods_subset, verbose = True\n", @@ -1623,49 +3226,50 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 554, "metadata": {}, "outputs": [], "source": [ - "# loop through all datasets and print out all administrative unit names\n", - "idx = 0\n", - "for hybas, ds in dict_datasets.items():\n", - " print(idx, hybas, ds.attrs['admin_unit'])\n", - " idx += 1" + "# # loop through all datasets and print out all administrative unit names\n", + "# idx = 0\n", + "# for hybas, ds in dict_datasets.items():\n", + "# print(idx, hybas, ds.attrs['admin_unit'])\n", + "# idx += 1" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 555, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading in datasets...\n", + "Loading complete\n" + ] + } + ], "source": [ "# aggregate the data per gauge to per admin unit if not done already\n", - "dict_datasets_au, dict_return_periods_au = aggregate_per_admin_unit(dict_datasets)" + "dict_datasets_au, dict_return_periods_au = aggregate_or_load_per_admin_unit(\n", + " dict_datasets, LEAD_TIME\n", + ")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 556, "metadata": {}, "outputs": [], "source": [ - "if len(create_admin_unit_set(dict_datasets)) == \\\n", - " len([f for f in os.listdir('../data/GRRR/aggregated/') if f.endswith('.nc')]):\n", - " dict_datasets_au = import_datasets_from_netcdf('../data/GRRR/aggregated/')\n", - " dict_return_periods_au = import_rp_dataset_from_netcdf('../data/GRRR/aggregated_rp/return_periods.nc')\n", - "else:\n", - " dict_datasets_au, dict_return_periods = \\\n", - " aggregate_per_admin_unit(dict_datasets)\n", - " export_datasets_to_netcdf(dict_datasets_au, '../data/GRRR/aggregated/')\n", - " export_rp_dataset_to_netcdf(dict_return_periods_au, '../data/GRRR/aggregated_rp/return_periods.nc')\n", - "\n", - "#! TODO: test of dit daadwerkelijk werkt. Daarna verder naar onder werken" + "# sys.exit()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 557, "metadata": {}, "outputs": [], "source": [ @@ -1830,7 +3434,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 558, "metadata": {}, "outputs": [], "source": [ @@ -1840,9 +3444,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 559, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "l_gauges_admin_unit_most, admin_unit_most_gauges = \\\n", " get_datasets_unit_with_most_gauges(dict_datasets_au, dict_datasets)\n", @@ -1854,12 +3469,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 560, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "l_gauges_xth_admin_unit, admin_unit_xth_gauges = \\\n", - " get_datasets_for_xth_admin_unit(dict_datasets_au, dict_datasets, 49)\n", + " get_datasets_for_xth_admin_unit(dict_datasets_au, dict_datasets, 15)\n", "\n", "plot_aggregated_reforecast('2019-05-01', '2019-10-30',\n", " l_gauges_xth_admin_unit,\n", @@ -1868,7 +3494,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 561, "metadata": {}, "outputs": [], "source": [ @@ -1967,18 +3593,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 562, "metadata": {}, "outputs": [], "source": [ "def export_dict_flood_events_to_csv(\n", - " dict_flood_events: Dict[str, pd.DataFrame], verbose: bool = False\n", + " dict_flood_events: Dict[str, pd.DataFrame], th: Any,\n", + " lt: int, verbose: bool = False\n", " ) -> None:\n", " \"\"\"\n", " Export the dictionary with flood events to a csv file\n", " with a MultiIndex for keys and events\n", "\n", " :param dict_flood_events: dictionary with flood events\n", + " :param th: return period threshold\n", + " :param lt: lead time\n", + " :param verbose: whether to print some test print-s's\n", " \"\"\"\n", " df_flood_events = pd.concat(dict_flood_events,\n", " names = ['admin_unit', 'events'])\n", @@ -1989,33 +3619,38 @@ " # see difference between files\n", " n_flood_events = df_flood_events.shape[0]\n", " print(f'exporting {n_flood_events} flood events to csv')\n", + " \n", + " if th in [95, 98, 99]:\n", + " th_str = f'{th}pc'\n", + " else:\n", + " th_str = f'{th}rp'\n", " df_flood_events.to_csv(\n", - " f'../data/processed/flood_events/flood_events_per_admin_{n_flood_events}.csv',\n", + " f'../data/processed/flood_events/flood_events_au_{lt * 24}lt_{th_str}_n{n_flood_events}.csv',\n", " sep = ';', decimal = '.')\n", " \n", " \n", "def create_flood_mask(\n", - " ds: xr.Dataset, rp_ds: xr.Dataset, au: str, threshold: int = 5\n", + " ds: xr.Dataset, threshold: int = 5\n", " ) -> np.ndarray:\n", " \"\"\"\n", " Creates a boolean mask to identify when the streamflow\n", " exceeds the return period threshold\n", "\n", " :param ds: dataset with streamflow data\n", - " :param rp_ds: dataset with aggregated return periods\n", - " :param au: administrative unit\n", " :param threshold: return period threshold\n", " :return: boolean mask\n", " \"\"\"\n", - " if threshold not in [2, 5, 20]:\n", - " raise ValueError(\"threshold must be 2, 5, or 20\")\n", - " if not au in rp_ds:\n", - " raise ValueError(f\"No return period dataset found for admin unit {au}\")\n", - " if rp_ds[au][f'return_period_{threshold}'].item() is None:\n", - " raise ValueError(f\"No return period value found for admin unit {au}\")\n", + " if f'RP_{threshold}' not in ds.attrs and f'pc_{threshold}' not in ds.attrs:\n", + " raise ValueError(f\"No return period key ({threshold}) found for {ds.attrs['admin_unit']}\")\n", + " if ds.attrs[f'RP_{threshold}'] is None and ds.attrs[f'pc_{threshold}'] is None:\n", + " raise ValueError(f\"No return period value ({threshold}) found for {ds.attrs['admin_unit']}\")\n", + "\n", " # return a boolean mask where True indicates that the streamflow\n", " # exceeds the return period threshold for the administrative unit\n", - " return ds['streamflow'] > rp_ds[au][f'return_period_{threshold}'].item()\n", + " if f'RP_{threshold}' in ds.attrs:\n", + " return ds['streamflow'] > ds.attrs[f'RP_{threshold}']\n", + " else:\n", + " return ds['streamflow'] > ds.attrs[f'pc_{threshold}']\n", "\n", "\n", "def merge_sequential_flood_events(\n", @@ -2057,7 +3692,6 @@ "\n", "def create_flood_events(\n", " dict_ds_au: Dict[str, xr.Dataset],\n", - " ds_rp_agg: xr.Dataset,\n", " merge = True,\n", " threshold: int = 5,\n", " action_lifetime: int = 10\n", @@ -2068,20 +3702,19 @@ " streamflow exceeds the given threshold for the return period\n", "\n", " :param dict_ds_au: dict of ds per admin unit\n", - " :param ds_rp_agg: ds rp per gauge\n", " :param threshold: rp-value to trigger flood event (default is 5)\n", " :param action_lifetime: days allowed between events (default is 10)\n", " :return: dict with df of flood events per admin unit\n", " \"\"\"\n", - " if threshold not in [2, 5, 20]:\n", - " raise ValueError(\"threshold must be 2, 5, or 20\")\n", + " if threshold not in [1.5, 2, 5, 7, 10, 20]:\n", + " raise ValueError(\"threshold must be 1.5, 2, 5, 7, 10, 20\")\n", " # ds_rp_agg = aggregate_return_periods(dict_ds_au, ds_rp_agg, threshold)\n", " \n", " flood_events_per_au = {} # for each admin unit ds:\n", " for admin_unit, ds in dict_ds_au.items():\n", " # create a boolean mask to identify when\n", " # the streamflow exceeds the return period threshold\n", - " flood_mask = create_flood_mask(ds, ds_rp_agg, admin_unit, threshold)\n", + " flood_mask = create_flood_mask(ds, threshold)\n", " \n", " flood_events = []\n", " # find the start and end of flood events by checking\n", @@ -2143,42 +3776,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 563, "metadata": {}, - "outputs": [], - "source": [ - "dict_rp_au = aggregate_return_periods(dict_datasets_au, dict_return_periods, 5, 'max')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Note that the flood events are already calculated by their \"actual date\"\n", - "dict_flood_events_per_admin = create_flood_events(dict_datasets_au, dict_rp_au, True)\n", - "export_dict_flood_events_to_csv(dict_flood_events_per_admin)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "exporting 252 flood events to csv\n" + ] + } + ], "source": [ - "print(dict_rp_au['ML0201'])" + "# Note that the flood events are already calculated by their \"actual date\",\n", + "# hence, we export it using LEAD_TIME (* 24 hours) as lead time identifier\n", + "dict_flood_events_per_admin = create_flood_events(dict_datasets_au, True, THRESHOLD)\n", + "export_dict_flood_events_to_csv(dict_flood_events_per_admin, THRESHOLD, LEAD_TIME)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 564, "metadata": {}, "outputs": [], "source": [ "def plot_agg_reforecast(start_date: str, end_date: str,\n", - " ds_rf: xr.Dataset, ds_rp: xr.Dataset,\n", - " threshold: int = 5,\n", + " ds_rf: xr.Dataset, threshold: int = 5,\n", " ) -> None:\n", " \"\"\"\n", " Plots aggregated reforecast data for a given time range\n", @@ -2186,14 +3809,15 @@ " :param start_date: start date for the time range\n", " :param end_date: end date for the time range\n", " :param ds_rf: reforecast dataset of admin unit\n", - " :param ds_rp: return periods dataset\n", " :param thresholds: list of thresholds to add return periods for\n", " \"\"\"\n", " fig, ax = plt.subplots(figsize = (20, 4))\n", " ds_subset = ds_rf.streamflow.sel(issue_time = slice(start_date, end_date))\n", " \n", " ax.plot(ds_subset.issue_time, ds_subset.values)\n", - " analyse.add_return_periods(ax, ds_rp, [threshold])\n", + " ax.axhline(y = ds_rf.attrs[f'RP_{threshold}'], color = 'orange',\n", + " label = f'{threshold}-yr return period', linestyle = '--'\n", + " )\n", " ax.set_title(f'Reforecast data for {ds_rf.attrs[\"admin_unit\"]} with {threshold}-yr return period')\n", " plt.legend(loc = 'upper right')\n", " plt.show()" @@ -2201,9 +3825,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 565, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Check whether the flood events are correctly created using some plots:\n", "\"\"\"\n", @@ -2218,13 +3853,12 @@ "issue_time_start_date = '2018-05-01'\n", "issue_time_end_date = '2020-10-30'\n", "\n", - "plot_agg_reforecast(issue_time_start_date, issue_time_end_date,\n", - " dict_datasets_au['ML0201'], dict_rp_au['ML0201'])" + "plot_agg_reforecast(issue_time_start_date, issue_time_end_date, dict_datasets_au['ML0201'])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 566, "metadata": {}, "outputs": [], "source": [ @@ -2259,9 +3893,63 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 567, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['ID', 'Années', 'Mois', 'Jours', 'Start Date', 'End Date',\n", + " 'Duration (Days)', 'Pays', 'Région', 'Cercle', 'Commune',\n", + " 'Quartier/Villages', '#Ménages touchés', '#Personnes affectées',\n", + " '#Ménages sinistrées', '#Personnes sinistrées', '#Personnes blessées',\n", + " 'Personnes déplacées', '#Personnes décedées', 'Sum personnes affectées',\n", + " '#Maisons endommagées', '#Maisons detruites', '#Ecole endommagées',\n", + " '#Ecole occupées', '#Points d'eau endommagés', '#Latrines détruites',\n", + " '# Magasins effondres', 'Vivres (T)', 'Superficie Cultures (ha)',\n", + " 'Betails', 'Volailles', 'Sum maisons et services affectées',\n", + " 'Hauteur pluie (mm)', 'Autres dégâts', 'Alimentaires', 'Abris',\n", + " 'Kits WASH', 'NFI', 'Autres réponses', 'Sum réponse',\n", + " 'Organisations ayant apporté d'assistance', 'Besoins Non couverts',\n", + " 'Column1', 'Source', 'Document initial', 'Tab document initial',\n", + " 'Event Duration', 'Unnamed: 0', 'region (adm1)', 'cercle (adm2)',\n", + " 'commune (adm3)', 'year', 'month', 'date', 'source2',\n", + " 'damage_livelihood', 'damage_general_local_curreny', 'people_affected',\n", + " 'people_dead', 'houses_affected'],\n", + " dtype='object')\n", + " ID Années Mois Jours Start Date End Date Duration (Days) Pays \\\n", + "0 75.0 2022.0 9 23 23/09/2022 24/09/2022 1.0 Mali \n", + "1 78.0 2022.0 9 23 23/09/2022 24/09/2022 1.0 Mali \n", + "2 76.0 2022.0 9 17 17/09/2022 18/09/2022 1.0 Mali \n", + "3 77.0 2022.0 9 17 17/09/2022 18/09/2022 1.0 Mali \n", + "4 68.0 2022.0 9 15 15/09/2022 16/09/2022 1.0 Mali \n", + "\n", + " Région Cercle ... commune (adm3) year month date source2 \\\n", + "0 MOPTI DJENNE ... NaN NaN NaN NaN NaN \n", + "1 MOPTI BANDIAGARA ... NaN NaN NaN NaN NaN \n", + "2 MOPTI KORO ... NaN NaN NaN NaN NaN \n", + "3 MOPTI KORO ... NaN NaN NaN NaN NaN \n", + "4 SEGOU BAROUELI ... NaN NaN NaN NaN NaN \n", + "\n", + " damage_livelihood damage_general_local_curreny people_affected \\\n", + "0 NaN NaN NaN \n", + "1 NaN NaN NaN \n", + "2 NaN NaN NaN \n", + "3 NaN NaN NaN \n", + "4 NaN NaN NaN \n", + "\n", + " people_dead houses_affected \n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "\n", + "[5 rows x 60 columns]\n" + ] + } + ], "source": [ "# the next step is to load in the impact data and to transform it to\n", "# a format that is similar to the flood events, such that we can compare\n", @@ -2276,7 +3964,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 568, "metadata": {}, "outputs": [], "source": [ @@ -2323,7 +4011,7 @@ " print(df_flood_events) if verbose else None\n", " print(f'exporting {df_flood_events.shape[0]} impact events to csv')\n", " df_flood_events.to_csv(\n", - " f'../data/processed/flood_events/impact_events_per_admin_{df_flood_events.shape[0]}.csv',\n", + " f'../data/processed/flood_events/impact_events_au_{df_flood_events.shape[0]}.csv',\n", " sep = ';', decimal = '.', index = False)\n", " \n", "\n", @@ -2616,16 +4304,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 569, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "exporting 525 impact events to csv\n" + ] + } + ], "source": [ "dict_impact_events = process_impact_data_to_events(df_impact_data, False)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 570, "metadata": {}, "outputs": [], "source": [ @@ -2695,9 +4391,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 571, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\tno impact data found for ML0102\n", + "\tno impact data found for ML0104\n", + "ML0106 impact data discarded due to lack of forecast data\n", + "\tno impact data found for ML0201\n", + "\tno impact data found for ML0303\n", + "\tno impact data found for ML0306\n", + "ML0307 impact data discarded due to lack of forecast data\n", + "\tno impact data found for ML0403\n", + "ML0407 impact data discarded due to lack of forecast data\n", + "ML0501 impact data discarded due to lack of forecast data\n", + "\tno impact data found for ML0502\n", + "\tno impact data found for ML0507\n", + "ML0801 impact data discarded due to lack of forecast data\n", + "ML0802 impact data discarded due to lack of forecast data\n", + "ML0803 impact data discarded due to lack of forecast data\n", + "ML1001 impact data discarded due to lack of forecast data\n", + "exporting 110 impact events to csv\n" + ] + } + ], "source": [ " # determine available units and earliest and latest dates\n", "available_admin_units = set(dict_datasets_au.keys())\n", @@ -2710,7 +4430,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 572, "metadata": {}, "outputs": [], "source": [ @@ -2780,9 +4500,57 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 573, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\t\tML0101: all flood events discarded due to lack of impact data\n", + "\t\tML0102: all flood events discarded due to lack of impact data\n", + "\tML0103: excluding flood events of years 2018, 2020, 2021\n", + "\t\tML0104: all flood events discarded due to lack of impact data\n", + "\tML0105: excluding flood events of years 2018, 2020, 2021, 2022\n", + "\tML0107: excluding flood events of years 2016, 2018, 2019, 2020, 2021, 2022\n", + "\t\tML0201: all flood events discarded due to lack of impact data\n", + "\tML0202: excluding flood events of years 2016, 2018, 2019, 2020, 2021\n", + "\tML0203: excluding flood events of years 2018, 2020, 2021, 2022\n", + "\tML0204: excluding flood events of years 2018, 2019, 2020, 2021\n", + "\tML0205: excluding flood events of years 2018, 2020, 2021, 2022\n", + "\tML0206: excluding flood events of years 2018, 2020, 2021, 2022\n", + "\tML0207: excluding flood events of years 2016, 2019, 2020\n", + "\tML0301: excluding flood events of years 2016, 2018, 2019, 2020, 2021\n", + "\tML0302: excluding flood events of years 2016, 2018, 2020, 2021\n", + "\t\tML0303: all flood events discarded due to lack of impact data\n", + "\tML0304: excluding flood events of years 2016, 2017, 2018, 2020, 2021, 2022\n", + "\tML0305: excluding flood events of years 2020, 2021, 2022\n", + "\t\tML0306: all flood events discarded due to lack of impact data\n", + "\tML0401: excluding flood events of years 2018, 2019, 2020, 2021\n", + "\tML0402: excluding flood events of years 2018, 2019, 2020, 2021\n", + "\t\tML0403: all flood events discarded due to lack of impact data\n", + "\tML0404: excluding flood events of years 2018, 2019, 2020\n", + "\tML0405: excluding flood events of years 2016, 2018, 2019, 2020, 2021\n", + "\tML0406: excluding flood events of years 2018, 2019, 2020, 2021\n", + "\t\tML0502: all flood events discarded due to lack of impact data\n", + "\tML0503: excluding flood events of years 2018, 2019, 2020, 2021\n", + "\tML0504: excluding flood events of years 2018, 2019, 2020\n", + "\tML0505: excluding flood events of years 2016, 2018, 2019, 2020\n", + "\tML0506: excluding flood events of years 2018, 2019, 2020, 2021\n", + "\t\tML0507: all flood events discarded due to lack of impact data\n", + "\t\tML0508: all flood events discarded due to lack of impact data\n", + "\tML0601: excluding flood events of years 2016, 2017, 2020, 2021, 2022\n", + "\tML0602: excluding flood events of years 2017, 2018, 2019, 2020, 2021\n", + "\tML0603: excluding flood events of years 2016, 2017, 2018, 2019, 2020, 2021\n", + "\tML0604: excluding flood events of years 2018, 2020, 2021\n", + "\tML0605: excluding flood events of years 2017, 2018, 2020, 2021\n", + "\tML0701: excluding flood events of years 2016, 2018, 2020, 2021, 2022\n", + "\tML0702: excluding flood events of years 2016, 2017, 2018, 2020, 2021\n", + "\tML0703: excluding flood events of years 2020, 2021, 2022\n", + "\tML0901: excluding flood events of years 2020, 2021\n" + ] + } + ], "source": [ "# we use the impact events per administrative unit per year to \n", "# get the admin units with no impact data out of the flood events entirely,\n", @@ -2793,18 +4561,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 574, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "exporting 53 flood events to csv\n" + ] + } + ], "source": [ - "export_dict_flood_events_to_csv(dict_flood_events_final)" + "export_dict_flood_events_to_csv(dict_flood_events_final, THRESHOLD, LEAD_TIME)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 575, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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fjgYNGqBWrVpo0qSJY6rxkjRs2BD16tXDhAkTcObMGfj7++OLL74ocdxQq1atAACPP/44+vTpA1mWcfvtt5e6b4PBgCFDhmDZsmXIzc3FjBkzim3zzjvvoHPnzmjatCkefPBB1K1bF6mpqdi6dStOnz6Nffv2lbr/gIAA3HrrrZgzZw6EEKhXrx7WrFlTpeOqgP897kmTJuH222+HwWDAwIEDMW3aNGzatAk33ngjYmNjkZaWhrlz5yIqKqrUNZkAoHfv3jAajRg4cCAefvhh5OTk4P3330edOnVKLCivVK9ePQQGBmL+/Pnw8/ODj48P2rVrh/j4eHzwwQfo168frrvuOtx3332IjIzEmTNnsH79evj7++Prr7+usuelrFw575QpU/Djjz+iU6dOGDVqFOx2O95++200adIEe/fudeqxicgzsJAiIre1ZMkSmM1m/Oc//ynxdkmScOONN2LJkiU4d+4cwsPDsX79ejz22GN49dVXUbt2bTzyyCOIiIjAyJEjqzl92XXr1g3bt2/HsmXLkJqaioCAALRt2xZLliwp0srzwQcf4LHHHsMTTzwBi8WCyZMnX7WQMhgM+Prrr/H444/jlVdegdlsxuDBgzFmzBg0b968yLZDhgzBY489hmXLluGTTz6BpmlXLaSAi937PvjgAwghcNtttxW7vXHjxti5cyemTp2KRYsW4dy5c6hTpw5atmyJ//73v9d8XubMmQOr1Yr58+fDZDLhtttuw+uvv37Vx1xebdq0wYsvvoj58+fj+++/h6qqOHbsGG666SYcP34cH374IdLT0xEcHIxu3bph6tSpjslHSpKYmIjPP/8czz//PCZMmICwsDCMGjUKISEhjgWWr8ZgMOCjjz7CxIkT8cgjj8Bms2HhwoWIj49H9+7dsXXrVrz44ot4++23kZOTg7CwMLRr1w4PP/xwlT0n5eHKeVu1aoXvvvsOEyZMwAsvvIDo6GhMmzYNBw4cwN9//+304xOR+xMaR14SERERAQAGDRqE/fv3lziekojochwjRURERDVSfn5+kcuHDh3Ct99+i+7du+sTiIjcClukiIiIqEYKDw/HiBEjULduXZw4cQLz5s1DYWEh9uzZU+Kac0REl+MYKSIiIqqR+vbti6VLlyIlJQUmkwkdOnTA9OnTWUQRUZmwRYqIiIiIiKicOEaKiIiIiIionFhIERERERERlZPHj5FSVRVJSUnw8/ODEELvOEREREREpBNN05CdnY2IiAhIUuXalDy+kEpKSkJ0dLTeMYiIiIiIyEWcOnUKUVFRldqHxxdSfn5+AC4+Wf7+/jqnISIiIiIivWRlZSE6OtpRI1SGxxdSl7rz+fv7s5AiIiIiIqIqGfLDySaIiIiIiIjKiYUUERERERFRObGQIiIiIiIiKiePHyNFRETkalRVhcVi0TsGEZHHMRgMkGW5Wo7FQoqIiKgaWSwWHDt2DKqq6h2FiMgjBQYGIiwszOlryLKQIiIiqiaapiE5ORmyLCM6OrrSi0ESEdH/aJqGvLw8pKWlAQDCw8OdejwWUkRERNXEZrMhLy8PERER8Pb21jsOEZHH8fLyAgCkpaWhTp06Tu3mx6/CiIiIqondbgcAGI1GnZMQEXmuS19UWa1Wpx6HhRQREVE1c3a/fSKimqy63mNZSBEREREREZUTx0gRERHpzHrqNOzp56rteHJwbRiio5x+nClTpmDVqlXYu3dvhfdx/PhxxMfHY8+ePWjRokWVZauIESNG4MKFC1i1apUux1+0aBHGjRuHCxcuXHU7IQRWrlyJQYMGlXnfeXl5uOeee7B27VpkZ2cjIyMDLVq0wLhx4zBu3LhK5b6WiuStCtd6Pl3p3HOm7t27o0WLFpg1a5beUdwOCykiIiIdWU+dxsnm7aAVFlbbMYXJhJh928pdTG3duhWdO3dG37598c033zgpXVHR0dFITk5GcHBwtRzvambPng1N0xyXq/sD6LBhw9C/f3/H5aooVC/56KOPsHnzZmzZsgXBwcEICAio9D7dnSude9dSnUX+hg0b0KNHD2RkZCAwMNDpx3Nl7NpHRESkI3v6uWotogBAKyysUAvYggUL8Nhjj2HTpk1ISkpyQrLiZFlGWFgYFEX/734DAgJ0/eDo5eWFOnXqOGXfR44cQaNGjdCkSZNqWX/HHbjSuUeuiYUUERERXVNOTg6WL1+OUaNG4cYbb8SiRYuKbfPqq68iNDQUfn5+GDlyJAoKCorcPmLECAwaNAjTp09HaGgoAgMDMW3aNNhsNjz11FOoVasWoqKisHDhQsd9jh8/DiGEo9Vlw4YNEELg559/RuvWreHt7Y2OHTvi4MGDpWa/dJ/Lu3Dt3bsXQggcP34cwMVuXoGBgfjhhx/QqFEj+Pr6om/fvkhOTi6W/9LvGzduxOzZsyGEcOwrIyMDd911F0JCQuDl5YWEhIQij+dya9asQWBgoGM2x0uZnn32Wcc2DzzwAO6+++4iGS/9PnXqVOzbt89x/Mtfk/T0dAwePBje3t5ISEjA6tWrS31+unfvjpkzZ2LTpk0QQqB79+4lbnfy5EncfPPN8PX1hb+/P2677TakpqYW2WbevHmoV68ejEYjEhMTsXjx4iK3Hzp0CF27doXZbEbjxo2xdu3aUnNd8v3336Nz584IDAxE7dq1MWDAABw5csRx+6Vz5Msvv0SPHj3g7e2N5s2bY+vWrUX2s2jRIsTExMDb2xuDBw/GuXNX/zKhtHPvhx9+QMuWLeHl5YWePXsiLS0N3333HRo1agR/f3/ceeedyMvLc+yne/fuGDNmDMaMGYOAgAAEBwfjhRdeKNK6uXjxYrRu3Rp+fn4ICwvDnXfe6VgL6ZL9+/djwIAB8Pf3h5+fH7p06YIjR45gypQp+Oijj/DVV185zoUNGzaU+Jhyc3Nx7733wtfXF+Hh4Zg5c2axba6W5fjx4+jRowcAICgoCEIIjBgxokyvkydiIUVERETXtGLFCjRs2BCJiYm4++678eGHHxb5ILhixQpMmTIF06dPx86dOxEeHo65c+cW28+6deuQlJSETZs24Y033sDkyZMxYMAABAUFYdu2bXjkkUfw8MMP4/Tp01fNM2nSJMycORM7d+6Eoii4//77K/0Y8/LyMGPGDCxevBibNm3CyZMnMWHChBK3nT17Njp06IAHH3wQycnJSE5ORnR0NF544QX89ddf+O6773DgwAHMmzev1K5hXbp0QXZ2Nvbs2QMA2LhxI4KDg4t8CN64cWOJhc2wYcPw5JNP4rrrrnMcf9iwYY7bp06dittuuw2///47+vfvj7vuugvnz58vMceXX36JBx98EB06dEBycjK+/PLLYtuoqoqbb74Z58+fx8aNG7F27VocPXq0yDFXrlyJsWPH4sknn8Sff/6Jhx9+GPfddx/Wr1/v2MeQIUNgNBqxbds2zJ8/H88880yJmS6Xm5uL8ePHY+fOnfj5558hSRIGDx4MVVWLbDdp0iRMmDABe/fuRYMGDXDHHXfAZrMBALZt24aRI0dizJgx2Lt3L3r06IGXXnrpmscuyZQpU/D2229jy5YtOHXqFG677TbMmjULn376Kb755hv8+OOPmDNnTpH7fPTRR1AUBdu3b8fs2bPxxhtv4IMPPnDcbrVa8eKLL2Lfvn1YtWoVjh8/7ihQAODMmTPo2rUrTCYT1q1bh127duH++++HzWbDhAkTcNtttzkK/+TkZHTs2LHE7E899RQ2btyIr776Cj/++CM2bNiA3bt3F9nmalmio6PxxRdfAAAOHjyI5ORkzJ49G0DZXyePonm4zMxMDYCWmZmpdxQiIqrh8vPztb/++kvLz8//33W792qHvGtX+0/+7r3lyt6xY0dt1qxZmqZpmtVq1YKDg7X169c7bu/QoYP26KOPFrlPu3bttObNmzsuDx8+XIuNjdXsdrvjusTERK1Lly6OyzabTfPx8dGWLl2qaZqmHTt2TAOg7dmzR9M0TVu/fr0GQPvpp58c9/nmm280AEWe18tduk9GRobjuj179mgAtGPHjmmapmkLFy7UAGiHDx92bPPOO+9ooaGhRfLffPPNjsvdunXTxo4dW+RYAwcO1O67774Sc5Tk+uuv115//XVN0zRt0KBB2ssvv6wZjUYtOztbO336tAZA++effxwZAwICHPedPHlykef3EgDa888/77ick5OjAdC+++67UnOMHTtW69atW5HrYmNjtTfffFPTNE378ccfNVmWtZMnTzpu379/vwZA2759u6ZpF8+RBx98sMg+br31Vq1///6apmnaDz/8oCmKop05c8Zx+3fffacB0FauXFlqtiudPXtWA6D98ccfmqb97xz54IMPimU7cOCApmmadscddzhyXDJs2LAiz+eVynLuvfLKKxoA7ciRI47rHn74Ya1Pnz6Oy926ddMaNWqkqarquO6ZZ57RGjVqVOqxd+zYoQHQsrOzNU3TtIkTJ2rx8fGaxWIpcfsrz82SZGdna0ajUVuxYoXjunPnzmleXl7FzuOrZSnp76kkV75O1amk99pLqrI2YIsUERERXdXBgwexfft23HHHHQAARVEwbNgwLFiwwLHNgQMH0K5duyL369ChQ7F9XXfddZCk/338CA0NRdOmTR2XZVlG7dq1i3VrulKzZs0cv4eHhwPANe9zLd7e3qhXr16R/ZZ3n6NGjcKyZcvQokULPP3009iyZctVt+/WrRs2bNgATdOwefNmDBkyBI0aNcIvv/yCjRs3IiIiAgkJCeV+LJc/Pz4+PvD396/U83PgwAFER0cjOjracV3jxo0RGBiIAwcOOLbp1KlTkft16tSpyO3R0dGIiIhw3F7SOXKlQ4cO4Y477kDdunXh7++PuLg4ABe7Gl7uaudEWc/Psrj8OKGhofD29kbdunWLXHflc92+ffsi4846dOiAQ4cOObp17tq1CwMHDkRMTAz8/PzQrVu3Io9x79696NKlCwwGQ4UyAxfHwVksliLPQ61atZCYmFhku2tlKU1ZXydPwkKKiIiIrmrBggWw2WyIiIiAoihQFAXz5s3DF198gczMzHLt68oPgkKIEq+7Vnegy+9z6QNqafe5VLhpl3VFtFqtZcp2+X3Kol+/fjhx4gSeeOIJJCUl4YYbbii1eyBwcfzML7/8gn379sFgMKBhw4bo3r07NmzYgI0bNzo+xJZXRZ5TVzVw4ECcP38e77//PrZt24Zt27YBACwWS5HtynNOVMaVx6nsc52bm4s+ffrA398fS5YswY4dO7By5UoA/3uMXl5eVZC8arKUpqyvkydhIUVERESlstls+PjjjzFz5kzs3bvX8bNv3z5ERERg6dKlAIBGjRo5Pjhd8ttvv+kRuZiQkBAAKDJxRFVMGW40Gh0tClceb/jw4fjkk08wa9YsvPfee6Xu49I4qTfffNNRNF0qpDZs2FDqxA9XO74zNGrUCKdOncKpU6cc1/3111+4cOECGjdu7Njm119/LXK/X3/9tcjtp06dKvI6XOscOXfuHA4ePIjnn38eN9xwAxo1aoSMjIwK5dfz/Czp2AkJCZBlGX///TfOnTuHV199FV26dEHDhg2LtWg1a9YMmzdvLvELAKBs50K9evVgMBiKZMnIyMA///zjuFyWLEajEQCKHK+qXid3w0KKiIiISrVmzRpkZGRg5MiRaNKkSZGfoUOHOrr3jR07Fh9++CEWLlyIf/75B5MnT8b+/ft1Tn9R/fr1ER0djSlTpuDQoUP45ptvSpytrLzi4uKwbds2HD9+HOnp6VBVFf/973/x1Vdf4fDhw9i/fz/WrFmDRo0albqPoKAgNGvWDEuWLHEUTV27dsXu3bvxzz//XLVFKi4uDseOHcPevXuRnp6OQidOo9+rVy80bdoUd911F3bv3o3t27fj3nvvRbdu3dC6dWsAFycyWLRoEebNm4dDhw7hjTfewJdffulokevVqxcaNGiA4cOHY9++fdi8eTMmTZp01eMGBQWhdu3aeO+993D48GGsW7cO48ePL3f+xx9/HN9//z1mzJiBQ4cO4e2338b3339f/ieigk6ePInx48fj4MGDWLp0KebMmYOxY8cCAGJiYmA0GjFnzhwcPXoUq1evxosvvljk/mPGjEFWVhZuv/127Ny5E4cOHcLixYsds1XGxcXh999/x8GDB5Genl5iweXr64uRI0fiqaeewrp16/Dnn39ixIgRRbraliVLbGwshBBYs2YNzp49i5ycnCp7ndwNCykiIiIdycG1IUymaj2mMJkgB9cu07YLFixAr169SlygdejQodi5cyd+//13DBs2DC+88AKefvpptGrVCidOnMCoUaOqOnqFGAwGLF26FH///TeaNWuG1157rcIztl1uwoQJkGUZjRs3RkhICE6ePAmj0YiJEyeiWbNm6Nq1K2RZxrJly666n27dusFutzsKqVq1aqFx48YICwsrNn7lckOHDkXfvn3Ro0cPhISEOFoHnUEIga+++gpBQUHo2rUrevXqhbp162L58uWObQYNGoTZs2djxowZuO666/Duu+9i4cKFjsclSRJWrlyJ/Px8tG3bFg888ABefvnlqx5XkiQsW7YMu3btQpMmTfDEE0/g9ddfL3f+9u3b4/3338fs2bPRvHlz/Pjjj3j++efLvZ+Kuvfeex2Pe/To0Rg7diweeughABdbMBctWoTPPvsMjRs3xquvvooZM2YUuX/t2rWxbt065OTkoFu3bmjVqhXef/99R7fCBx98EImJiWjdujVCQkKKtQxe8vrrr6NLly4YOHAgevXqhc6dO6NVq1aO28uSJTIyElOnTsWzzz6L0NBQjBkzpspeJ3cjtPJ2/nUzWVlZCAgIQGZmJvz9/fWOQ0RENVhBQQGOHTuG+Ph4mM1mx/XWU6crtEBuRcnBtWGIjqq24xHVZN27d0eLFi0wa9YsvaPUGKW91wJVWxtwqWYiIiKdGaKjWNgQEbkZdu0jIiIiIiIqJ7ZIERERERE5yYYNG/SOQE7CFikiIiIiIqJyYiFFRERERERUTiykiIiIiIiIyomFFBERERERUTlxsgkiokrQNA2XluMr7feqOMa1rrvasYQQEEJc8/crr6ssVVUhSfy+joiIPBMLKSKicurQ+Dr4Z+c4Ll9edogrf65SlGiaBpRwu6ZpRe935eWSritlX9A0aAAgxMXirtjvF+/q2LzUtOXwb4x8qw3xbVph7tKl8PHxqYo9ExERuQwWUkRE5RRgMGDOuZwqa7nxZFt//gV9m7fAKws+QOdu3fSO47JOJaUhPSOr2o4XHOSP6Ig6Tj/OlClTsGrVKuzdu7fC+zh+/Dji4+OxZ88etGjRosqyVcSIESNw4cIFrFq1SpfjL1q0COPGjcOFCxeuup0QAitXrsSgQYOqJde1/P333xgxYgT27t2Lhg0bYtWqVdXymm7YsAE9evRARkYGAgMDnXacklzrXCnra+nuXO1crGospIiIyqlWnTq4cOgkgsBC6lo6QMJ1Sefw+u134vM+vTF97jvw9vbWO5ZLOZWUhma9H0BhobXajmkyGfD7jx+Uu5jaunUrOnfujL59++Kbb75xUrqioqOjkZycjODg4Go53tXMnj27SDfa7t27o0WLFpg1a1a1HH/YsGHo37+/43JVFKqVUdYPyZMnT4aPjw8OHjwIX19fZGdnV09AF3bla+nK4uLiMG7cOIwbN87px9L7nC4vdl4nIiqnuPr1kaSpesdwG/5CwotZhWjy+Vfo26wFftm4Ue9ILiU9I6taiygAKCy0VqgFbMGCBXjsscewadMmJCUlOSFZcbIsIywsDIqi/3e/AQEB1d6ycTkvLy/UqeP8lsSqduTIEXTu3BmxsbGoXbu23nFcgru+llQUCykionKKatAAqSykyq27JmFWUjreuf1OjBtxH/Ly8vSOROWQk5OD5cuXY9SoUbjxxhuxaNGiYtu8+uqrCA0NhZ+fH0aOHImCgoIit48YMQKDBg3C9OnTERoaisDAQEybNg02mw1PPfUUatWqhaioKCxcuNBxn+PHj0MI4fiGesOGDRBC4Oeff0br1q3h7e2Njh074uDBg6Vmv3Sfy7tR7d27F0IIHD9+HMDFrlaBgYH44Ycf0KhRI/j6+qJv375ITk4ulv/S7xs3bsTs2bMdk7QcP34cGRkZuOuuuxASEgIvLy8kJCQUeTyXW7NmDQIDA2G324tkevbZZx3bPPDAA7j77ruLZLz0+9SpU7Fv3z7H8S9/TdLT0zF48GB4e3sjISEBq1evLnLsjRs3om3btjCZTAgPD8ezzz4Lm83muD0uLq5YS1uLFi0wZcoUx+0AMHjwYAghHJevJITArl27MG3aNAghHPe/0rXyFBYW4vHHH0edOnVgNpvRuXNn7Nixo8g+vv32WzRo0ABeXl7o0aOH47W9mjfeeANNmzaFj48PoqOj8eijjyIn539jYMtyXtjtdowfPx6BgYGoXbs2nn766WtONnT5awlcbIlp0aIFPvzwQ8TExMDX1xePPvoo7HY7/u///g9hYWGoU6cOXn755SL7EUJg3rx56NevH7y8vFC3bl18/vnnRbZ55pln0KBBA3h7e6Nu3bp44YUXYLUW/fLm66+/Rps2bWA2mxEcHIzBgwcDuNjqeuLECTzxxBPXnIzo0KFD6Nq1K8xmMxo3boy1a9cW2+ZqWa52Tl/rddILCykionKKrl8PaUb9vx13R2ydcl8rVqxAw4YNkZiYiLvvvhsffvhhkQ+LK1aswJQpUzB9+nTs3LkT4eHhmDt3brH9rFu3DklJSdi0aRPeeOMNTJ48GQMGDEBQUBC2bduGRx55BA8//DBOnz591TyTJk3CzJkzsXPnTiiKgvvvv7/SjzEvLw8zZszA4sWLsWnTJpw8eRITJkwocdvZs2ejQ4cOePDBB5GcnIzk5GRER0fjhRdewF9//YXvvvsOBw4cwLx580rtltilSxdkZ2djz549AC4WE8HBwdiwYYNjm40bN6J79+7F7jts2DA8+eSTuO666xzHHzZsmOP2qVOn4rbbbsPvv/+O/v3746677sL58+cBAGfOnEH//v3Rpk0b7Nu3D/PmzcOCBQvw0ksvlfm5ulTELFy4EMnJycWKmkuSk5Nx3XXX4cknn0RycnKJz2dZ8jz99NP44osv8NFHH2H37t2oX78++vTp43hMp06dwpAhQzBw4EDs3bsXDzzwQJGCtDSSJOGtt97C/v378dFHH2HdunV4+umni2xzrfNi5syZWLRoET788EP88ssvOH/+PFauXHntJ/EKR44cwXfffYfvv/8eS5cuxYIFC3DjjTfi9OnT2LhxI1577TU8//zz2LZtW5H7vfDCCxg6dCj27duHu+66C7fffjsOHDjguN3Pzw+LFi3CX3/9hdmzZ+P999/Hm2++6bj9m2++weDBg9G/f3/s2bMHP//8M9q2bQsA+PLLLxEVFYVp06Y5zrOSqKqKIUOGwGg0Ytu2bZg/fz6eeeaZYttdLcvVzumyvE56YCFFRFROkZGROMtxPpXiaJ0adifGDh/B1ik3sGDBAkfLSN++fZGZmYmNlxXCs2bNwsiRIzFy5EgkJibipZdeQuPGjYvtp1atWnjrrbeQmJiI+++/H4mJicjLy8Nzzz2HhIQETJw4EUajEb/88stV87z88svo1q0bGjdujGeffRZbtmwp1gJWXlarFfPnz0fr1q1x/fXXY8yYMfj5559L3DYgIABGoxHe3t4ICwtDWFgYZFnGyZMn0bJlS7Ru3RpxcXHo1asXBg4cWOo+WrRo4SicNmzYgCeeeAJ79uxBTk4Ozpw5g8OHD6NbCRO1eHl5wdfXF4qiOI7v5eXluH3EiBG44447UL9+fUyfPh05OTnYvn07AGDu3LmIjo7G22+/jYYNG2LQoEGYOnUqZs6cCVUtW2t7SEgIACAwMBBhYWGOy1e61C3T19cXYWFh8PX1LbbNtfLk5uZi3rx5eP3119GvXz80btwY77//Pry8vLBgwQIAwLx581CvXj3MnDkTiYmJuOuuuzBixIhrPo5x48ahR48eiIuLQ8+ePfHSSy9hxYoVRba51nkxa9YsTJw4EUOGDEGjRo0wf/58BAQElOl5vJyqqvjwww/RuHFjDBw4ED169MDBgwcxa9YsJCYm4r777kNiYiLWr19f5H633norHnjgATRo0AAvvvgiWrdujTlz5jhuf/7559GxY0fExcVh4MCBmDBhQpHH+PLLL+P222/H1KlT0ahRIzRv3hwTJ04EcPHvVZZl+Pn5Oc6zkvz000/4+++/8fHHH6N58+bo2rUrpk+fXmy7q2W52jldltdJDyykiIjKKTIyEqkGWe8Ybs9fSHgxuxDNvliNvs1aYOuvv+odiUpx8OBBbN++HXfccQcAQFEUDBs2zPEhFgAOHDiAdu3aFblfhw4diu3ruuuuK7K+WGhoKJo2beq4LMsyateujbS0tKtmatasmeP38PBwALjmfa7F29sb9erVK7Lf8u5z1KhRWLZsGVq0aIGnn34aW7Zsuer23bp1w4YNG6BpGjZv3uz4MP7LL79g48aNiIiIQEJCQrkfy+XPj4+PD/z9/R2P5cCBA+jQoUORblqdOnVCTk7ONVsCneFaeY4cOQKr1YpOnTo5bjcYDGjbtq2j5aWs59+VfvrpJ9xwww2IjIyEn58f7rnnHpw7d67IlztXOy8yMzORnJxc5NiKoqB169blfBYudpf08/NzXA4NDUXjxo2L/b1ceU5e+Tg7dOhQpEVq+fLl6NSpk6OQff7553Hy5EnH7Xv37sUNN9xQ7ryXO3DgAKKjoxEREVFqrrJkKU1ZXic9sJAiIiqnkJAQXOBCs1WmmybhzaR0vHHLMEwcPRoWi0XvSHSFBQsWwGazISIiAoqiQFEUzJs3D1988QUyMzPLtS+DwVDkshCixOuu1TJy+X0ufQAv7T6XPohe3hXxyjEipWUr78La/fr1c4wpSUpKwg033FBq90Dg4hiUX375Bfv27YPBYEDDhg3RvXt3bNiwARs3biyxNaosKvKcXk6SpGKPvaTnzJ0dP34cAwYMQLNmzfDFF19g165deOeddwCgyPtQVZwXZVFVfxuX27p1K+666y70798fa9aswZ49ezBp0qQij+/ylkxnKkuWkpT1ddIDPwkQEZWTJEmAyaR3DI8SICS8klWAiMXL0adFS/z+++96R6J/2Ww2fPzxx5g5cyb27t3r+Nm3bx8iIiKwdOlSAECjRo2Kjd347bff9IhczKVuZ5eP76iK6ZWNRqNjoogrjzd8+HB88sknmDVrFt57771S93FpnNSbb77pKJouFVIbNmwocXzUtY5/LY0aNcLWrVuLFAO//vor/Pz8EBUV5XgMlz9fWVlZOHbsWJH9GAyGCh2/vHnq1asHo9GIXy9rtbZardixY4ej+2ijRo0cXRcvudb5t2vXLqiqipkzZ6J9+/Zo0KBBuWejDAgIQHh4eJFz32azYdeuXeXaT2Vc+Th/++03NGrUCACwZcsWxMbGYtKkSWjdujUSEhJw4sSJIts3a9as1C6sQNnOs0aNGuHUqVNFzpkrc5UlS0nHqorXyVlYSBERVYAws5Byhn52YPrxZEzs2x+vvfBClXxIo8pZs2YNMjIyMHLkSDRp0qTIz9ChQx3d+8aOHYsPP/wQCxcuxD///IPJkydj//79Oqe/qH79+oiOjsaUKVNw6NAhfPPNN5g5c2al9xsXF4dt27bh+PHjSE9Ph6qq+O9//4uvvvoKhw8fxv79+7FmzRrHh9qSBAUFoVmzZliyZImjaOratSt2796Nf/7556otUnFxcTh27Bj27t2L9PR0FBYWlin3o48+ilOnTuGxxx7D33//ja+++gqTJ0/G+PHjHa13PXv2xOLFi7F582b88ccfGD58OGS5aJfmuLg4/Pzzz0hJSUFGRkaZjl2RPD4+Phg1ahSeeuopfP/99/jrr7/w4IMPIi8vDyNHjgQAPPLIIzh06BCeeuopHDx4EJ9++mmJM0tern79+rBarZgzZw6OHj2KxYsXY/78+eXOP3bsWLz66qtYtWoV/v77bzz66KPVutDuZ599hg8//NDxd7d9+3aMGTMGAJCQkICTJ09i2bJlOHLkCN56661iE2FMnjwZS5cuxeTJk3HgwAH88ccfeO211xy3x8XFYdOmTThz5gzS09NLzNCrVy80aNAAw4cPx759+7B582ZMmjSpyDZlyVLSOV1Vr5MzsJAiIqoALz8/FDihawcBIULCrAv50ObMR7/WbXDkyBG9IzlVcJA/TCbDtTesQiaTAcFB/mXadsGCBejVq1eJg+eHDh2KnTt34vfff8ewYcPwwgsv4Omnn0arVq1w4sQJjBo1qqqjV4jBYMDSpUvx999/o1mzZnjttdfKNUNdaSZMmABZltG4cWOEhITg5MmTMBqNmDhxIpo1a4auXbtClmUsW7bsqvvp1q0b7Ha7o5CqVasWGjdujLCwMCQmJpZ6v6FDh6Jv377o0aMHQkJCHK2D1xIZGYlvv/0W27dvR/PmzfHII49g5MiReP755x3bTJw4Ed26dcOAAQNw4403YtCgQUXGCQEXZ6tbu3YtoqOj0bJlyzIdu6J5Xn31VQwdOhT33HMPrr/+ehw+fBg//PADgoKCAAAxMTH44osvsGrVKjRv3hzz588vcbKDyzVv3hxvvPEGXnvtNTRp0gRLlizBK6+8Uu78Tz75JO655x4MHz4cHTp0gJ+fn2P68OowdepULFu2DM2aNcPHH3+MpUuXOlrqbrrpJjzxxBMYM2YMWrRogS1btuCFF14ocv/u3bvjs88+w+rVq9GiRQv07NmzSOvetGnTcPz4cdSrV6/USUUkScLKlSuRn5+Ptm3b4oEHHig2VXtZspR0TlfV6+QMQnNGJ08XkpWVhYCAAGRmZsLfv2z/NIiIruWxO+/CoJXfIlbipBPOdEq14+Xavrhl/Hg8/MS4q65h4g4KCgpw7NgxxMfHw2w2O64/lZRWoQVyKyo4yB/REVwMlMjdCSGwcuVKx/pmdFFp77VA1dYGXAiFiKgCouvXQ4qmIhYspJwpWpIx93wePnr5VQz68gvMW7GiyKxQniI6og4LGyIiN8OufUREFRDdsCFS3LtxxG1IQuC+Ajse2fUn7mrXAQvefscpM2YRERGVBwspIqIKiI6JwVkfLspbnRIkBfPO5eDo5GkY0L4Djh49qnckIiJdaZrGbn06YiFFRFQBUVFRSDUb9Y5R4yj/tk6N//0gHunaHTOmTuPMfkREpAsWUkREFRAREYE0iX379BIryXjnfC5sb85Bn5bX448//tA7UrmwayIRkfNU13ssCykiogowGo2wG9kipSchBG6xaph66BQm9emHF8aO032V+2u5tA6Pq+ckInJneXl5AC4ufeBMnLWPiKiiuCivSwiVJMy8kI8fFn6C3t9/j1cXfoj2HTvqHatEiqLA29sbZ8+ehcFgcCx+SkREladpGvLy8pCWlobAwMBii0hXNRZSREQVZPD2hlXTYHDztY08gRACfe1A+1NpmDH0NoT27oXpc9+Bj4+P3tGKEEIgPDwcx44dw4kTJ/SOQ0TkkQIDAxEWFub047CQIiKqoIjoaJz94x9ECK4l5SoChYSXsgqw+fPV6PvLL/jv23Pwn3799I5VhNFoREJCArv3ERE5gcFgcHpL1CUspIiIKujiorxrEcFFeV1OF0i4PjkDc0aMxKft2+KNRQsRFBSkdywHSZJgNpv1jkFERJXAztlERBUU07AhUjRV7xhUCh8h8GyOBf1/3ICbW7TEik8+0TsSERF5EBZSREQVFB0XhzQuyuvyWkoK5p3Nxq9PPIVbe/REcnKy3pGIiMgDsJAiIqqgyMhIpHlx5j53YBICj+VZMeK33bizbXt8MOdtruVERESVwkKKiKiCIiMjkSLzbdSdJEoK5p/LwbEpL2JA+w44evSo3pGIiMhN8RMAEVEF+fj4oFDhnD3uRhYC9xXYMf73g3ikazfMmDoNdrtd71hERORmWEgREVWGiV373FWsJOOd83mwvTkHfVpejz///FPvSERE5EZYSBERVYLs5QWVY23clhACt1g1TD10Cs/17ofJ48dzfSciIioTFlJERJUQEhaK82Ah5e5CJQkzL+Qh+IOP0btZc2zbulXvSERE5OJYSBERVUJUXBxSuZaURxBCoJ8deP1kKt4YcivGjbgPeXl5esciIiIXxUKKiKgSoho0YCHlYYKEhJezCtDs86/Qp2kzrPvxR70jERGRC2IhRURUCVH16iLNyJn7PFFXTcKc5Awsvvc+PDB0KC5cuKB3JCIiciEspIiIKiEyMhJnvb31jkFO4isEJmUXotd363BTi5ZY9dlnekciIiIXwUKKiKgSIiMjkarIescgJ2stZMxLy8LaRx/HnX364uzZs3pHIiIinbGQIiKqhJCQEGRIQu8YVA1MQuCJPCtu2/QbhrZqjaWLFkHj1PdERDUWCykiokqQJAkaF+WtUZpICuan52DHhGdxa4+eSE5O1jsSERHpgIUUEVElSWaz3hGomhmFwKP5Nty3bQ/ubNcei+bPZ+sUEVENw0KKiKiSvAP8kc8P0TVSoqRgXnoODkyajEFduuLMmTN6RyIiomrCQoqIqJIiY2K4llQNpgiBBwvseGTXH7infUcsePsdtk4REdUAuhZSr7zyCtq0aQM/Pz/UqVMHgwYNwsGDB0vcVtM09OvXD0IIrFq1qnqDEhFdRUxCfRZShARJwdxzOTg8+UXc3LkLTp8+rXckIiJyIl0LqY0bN2L06NH47bffsHbtWlitVvTu3Ru5ubnFtp01axaE4MxYROR6ohITkcK3J8LF1qmRBTaM3r0f97bviPdmz2brFBGRh1L0PPj3339f5PKiRYtQp04d7Nq1C127dnVcv3fvXsycORM7d+5EeHh4dcckIrqq6JgY7PPxBvKtekchF1FPkjHvfC4WT52OAZ8uxdvLliI+Pl7vWEREVIVcaoxUZmYmAKBWrVqO6/Ly8nDnnXfinXfeQVhY2DX3UVhYiKysrCI/RETOFBUVhVSzUe8Y5GJkITCi0I7xvx/Ew126Ye7rM9g6RUTkQVymkFJVFePGjUOnTp3QpEkTx/VPPPEEOnbsiJtvvrlM+3nllVcQEBDg+ImOjnZWZCIiAEBERATSuCgvlSJWkvH2+VycefV13NrzBqSnp+sdiYiIqoDLFFKjR4/Gn3/+iWXLljmuW716NdatW4dZs2aVeT8TJ05EZmam4+fUqVNOSEtE9D9GoxE2E1ukqHSSELivwI67f9uDIa1aY/nixWydIiJycy5RSI0ZMwZr1qzB+vXrERUV5bh+3bp1OHLkCAIDA6EoChTl4pCuoUOHonv37iXuy2Qywd/fv8gPEZHTeXnpnYDcQBNJxvyz2dg6/mncdkMvpKSk6B2JiIgqSNdCStM0jBkzBitXrsS6deuKDcR99tln8fvvv2Pv3r2OHwB48803sXDhQh0SExGVLCg4GFmcAp3KwCgExuRZce/WXRjWpi0+evc9tk4REbkhXQup0aNH45NPPsGnn34KPz8/pKSkICUlBfn5+QCAsLAwNGnSpMgPAMTExHD2IyJyKfENGuAMCykqh0aSgnfP5eLP5/6LQV247hQRkbvRtZCaN28eMjMz0b17d4SHhzt+li9frmcsIqJyi2/aBGdUFlJUPooQeLjAhlG7/sS9HTri/bfeYusUEZGb0HUdqYr8s+A/GCJyRXUTE7HR2wxYWExR+dWXFMw7l4uPp7yMAUs+xbzPViAmJkbvWEREdBUuMdkEEZG7i42NRbK3We8Y5MZkIXBfoR3jfj+IER0744M5b/PLQyIiF8ZCioioCsTExCBZ5lsqVV68JGPe+VwcmfIiBnXpiqSkJL0jERFRCfhfn4ioCphMJtiMXEuKqoYsBEYW2PHIrj9wZ7v2+Gj+u2ydIiJyMSykiIiqiOBaUlTFEiQF88/lYv/zkzG4S1ecOXNG70hERPQvFlJERFXENygQuWw1oCqmCIGH8m14eNcfuKd9Ryx4+x22ThERuQAWUkREVSSuXj0kaXa9Y5CHSpAUzDuXgyOTp+Gmjp1w6tQpvSMREdVoLKSIiKpIbKNGSOKivOREshC4v8COx/YewPAOnfDum7PYOkVEpBMWUkREVSS2YSKSjLouz0c1RN1/Z/Y7/eKrGNC+A06cOKF3JCKiGoeFFBFRFYmLi0Oqj7feMaiGkIXA8EIbxv9+ECM7dcHcGTOgqmwRJSKqLiykiIiqSGxsLJIVtkhR9YqVZMw9n4vU6a9jQPsOOHbsmN6RiIhqBBZSRERVJCAgAFkK31ap+klC4J5CO5784x882KUr3n7t/9g6RUTkZPyPT0RUhWSuJUU6utg6lYf012bgxrbtcPToUb0jERF5LBZSRERVyWSCjbOokY4kIXB3oYqn9h/Gw1264a1XX2XrFBGRE7CQIiKqQnkWC7ZqNr1jECFGkvFORh4u/N+buLFtOxw5ckTvSEREHoWFFBFRFerUowfeUS16xyACcLF16s5CO57afxiPdO2OWS9PZ+sUEVEVYSFFRFSFrmvTGkk2Cw6obJUi13GpdSp75iz0a90Ghw4d0jsSEZHbYyFFRFSFYuvWRStvX8wRLKTItUhC4I5CFc8eOIrR3XvizZdeZusUEVElsJAiIqpC0dHRqB0QiNOqimTVrnccomKiJRlvZ+Qhd+Zstk4REVUCCykioioUGRmJFAm4RxV4V+K3/eSaJCFwu0XFxANHMaZ7T7zx4ktsnSIiKicWUkREVchgMEA1mXCrwQvbbYXI1vjhlFxX1L+tU3lvvIV+rdvg8OHDekciInIbLKSIiKqYMJsBAP+BgiVslSIXJ/5tnXr2wFGM6tYD7/zf69C4FhoR0TWxkCIiqmIBtWsjW1PxmGTEV5Z8WPihlNxA9L8z+6W9OgMDO3TEqVOn9I5EROTSWEgREVWxuIQEnNFUKJKEZrIBawQnnSD3IAmBewrtGLvvbwzv0AkfvjOXrVNERKVgIUVEVMXqNm2CM/8O3J8EIxbZCvhhlNxKvCRj7vlc/P3fqRjSrTtSUlL0jkRE5HJYSBERVbG6DRsiyfviOCl/SUKopOAXjetKkXtRhMBDBXY8sGMfhrVth6WLFukdiYjIpbCQIiKqYnFxcUj+t5ACgIlQMFez6piIqOISJQXz03Ow7amJGPaf3khPT9c7EhGRS2AhRURUxWJiYpAk/+/tta6kQBUCf6lslSL3ZBACY/KsuOOX7RjSqg1WrlihdyQiIt2xkCIiqmJmsxlWo7HIdeNUGW8LFlLk3ppICuadzcIPY8bingEDceHCBb0jERHphoUUEZETCG+vIpc7KEacUVUkq5zBj9ybSQhMyLVi4LpfMLDF9fh+zRq9IxER6YKFFBGRE/jXqoVsrehivHerAvO5QC95iOuFjLlpmfh85EN4YOhQZGZm6h2JiKhasZAiInKCuIQEJF1RSN1q8MIOW2GxAovIXXkJgWdzLOj53ToMaNGSrVNEVKOwkCIicoK6TZvgtFq8YPoPFCxmqxR5mLZCxjupmfhs5EMYOWQIW6eIqEZgIUVE5ARxDRogxctU7PrHJCNWW/Jh4QK95GG8hcDEHAtu+H49W6eIqEZgIUVE5AQxMTFIuWLCCQBQJAnNZQPWCE46QZ7p8tYpjp0iIk/GQoqIyAmio6ORLIsSb5sEIxbZCqCxVYo8lKN16t+xUz+wdYqIPBALKSIiJ/Dz80OeLJd4m78kIVRS8IvGVinybG3+bZ1aMfIhPHjLLcjKytI7EhFRlWEhRUTkJMJkLPW256BgrmapxjRE+rjUOtXj259xY/MWbJ0iIo/BQoqIyEmEsfRCKl5SoAqBv1RbNSYi0k/by1qn7h14E86dO6d3JCKiSmEhRUTkJIrZDNtVxkGNU2W8LVhIUc1xqXXq5p82YfD1rbFyxQq9IxERVRgLKSIiJwmuUwcXUHoh1UEx4oyqIlnlWCmqWZpLCuadzcIPY8bi3gEDceHCBb0jERGVGwspIiInCY2MRLp29cV371YF5nOBXqqBTEJgQq4VA9f9goEtWuK7r7/WOxIRUbmwkCIicpLwuNhrFlK3Gryw3VaI7GtsR+SpWgoZc9Oy8PkDD+PBW25Bdna23pGIiMqEhRQRkZOExsWhLMPpe0PBYrZKUQ3m9e/Yqe7f/oz+zVtg47p1ekciIromFlJERE4SFh6O895e19zuMcmIry35sHCBXqrh2gkZb6VkYP6d92D8yAdQUFCgdyQiolKxkCIicpLQ0FCcN5c+BfoliiShuWzA14KTThD5CQkvZhciccVK9GneArt37dI7EhFRiVhIERE5SWRkJNJkuUzbPgcjFlkLoLFViggAcIMq8H+n0jB14M2YOuEp2GxcKoCIXAsLKSIiJ/H390eWXLa3WX9JQpis4BeNrVJEl9QWEmZcyIff+wvRp+X1+Ouvv/SORETkwEKKiMhJhBCQzOYyb/8cFMzVLE5MROR+hBC4yQZMPXwKE3r1xutTpsBu5xcORKQ/FlJERE4keZmhlrG7XrykQBUCf6nswkR0pTBJxuwL+bDOnov+bdri8OHDekciohqOhRQRkROFhIUhA2Uf9zROlTFHsJAiKokQArdZVEw8cBSPdu+JuTNmcFwhEemGhRQRkRPF1K2L5HIstttBMeKMqiJZZdclotJESTLePp+L1Omv46aOnXDq1Cm9IxFRDcRCiojIiaIbJiJFLd9iu/eoAvO5QC/RVUlC4J5COx7bewDDO3bGovnz2TpFRNWKhRQRkRPFJiQgxevaa0ld7laDF3bYCpFdjpYsopqqriRj7rkc/PX8FNzaoydSU1P1jkRENQQLKSIiJ4qOjkaql1e57/cfKFjMVimiMlGEwEP5Nty3bQ9ua9MOXy5bpnckIqoBWEgRETlRdHQ0UpTyv9U+Jhmx2pIPC7sqEZVZoqRgbno2fnx8PO4fNBjZ2dl6RyIiD8ZCiojIifz9/ZFrUMp9P0WS0EI24GvBSSeIysMkBCbkWnDDjxvQv0VL/LJxo96RiMhDsZAiInIyyVz+rn0A8ByMWGQt4AB6ogpoJ2S8lXwebw27E88++igsFi52TURVi4UUEZGTKT7esFWgGPKXJITJCjZrbJUiqgg/IWF6diEiP1mBvi2vx/79+/WOREQehIUUEZGTRcZEI62CM/A9BwVzNX6TTlQZ/ezAi0eT8NR/+mDG1KlQy7kkARFRSVhIERE5WWyDRCRVsJCKlxRoQmC/aqviVEQ1S6gkYfaFfBTMegf927TF8ePH9Y5ERG6OhRQRkZPFXdcYSaLi9x+nynhbsJAiqiwhBG63qHjqryMY2bkrPpgzh2MQiajCWEgRETlZbHw8Uny9K3z/DooRZ1QVySrHShFVhVhJxtzzuTg85WUM7d6Di/gSUYWwkCIicrKoqCikmYyV2sc9qsA8iYUUUVWRhcADBTbcv30vbmvTDp9/+qnekYjIzbCQIiJysvDwcJyVKtG3D8CtBi/ssFmQVcGxVkRUsob/LuK7ftyTuGfAAFy4cEHvSETkJlhIERE5mdFohM1gqPR+ekPBYomFFFFVMwmBJ3KtGLjuVwxseT3W/fij3pGIyA2wkCIiqgbCbKr0Ph6TjPjakg8LB8cTOcX1QsbbqZn48N4RGDfiPhQUFOgdiYhcGAspIqJqoHh7wV7JAkiRJLSQDfhacKwUkbP4CIEp2RZc9/lq9G3REnt279Y7EhG5KBZSRETVIDQ8AulV0JL0HIxYZC3glM1ETtZDE3jtZComD7gJ0597DnY7v8AgoqJYSBERVYOo+HikVsFEEf6ShHBFwWaNH+qInK22kDDzQj6Uue+jX+s2OHr0qN6RiMiFsJAiIqoGkYkNqqSQAoCJmoK5mqVK9kVEVyeEwBCrhol/H8NDXbtxEV8icmAhRURUDaLj45HmVbm1pC6JlxRoQmC/aquS/RHRtUVLMt45n4dDU17CrT16Ii0tTe9IRKQzFlJERNUgMjISZ728qmx/41QZbwsWUkTVSRYCDxbYce+2PbilTVus+uwzvSMRkY5YSBERVYOoqCikKHKV7a+DYsQZVUWSyrFSRNWtsaRg3tlsfDN6LB4YegtycnL0jkREOmAhRURUDYKCgpClVO1b7j2qwHyJhRSRHkxC4JlcC7p9vw79mrfAls2b9Y5ERNWMhRQRUTUQQkAym6t0n7cavLDDZkFWFU1iQUTl1wESZiefx5u33Y7nxjwGq9WqdyQiqiYspIiIqonk5QW1imf76g0FiyUWUkR68hcSXskqRNjHS9G35fU4cOCA3pGIqBqwkCIiqiZhkZFIR9UWUo9JRnxtyYeF0zET6a6/HZh65DTG9eqNt159ldOkE3k4FlJERNUkNiEByVU8OYQiSWghGbBacKwUkSsIk2TMycjDuf97Ezd16ozk5GS9IxGRk7CQIiKqJnHXNUaSE8YzPSeM+MhawG+/iVyEJATuKbTj0T37cUe79vhsyRK9IxGRE+haSL3yyito06YN/Pz8UKdOHQwaNAgHDx503H7+/Hk89thjSExMhJeXF2JiYvD4448jMzNTx9RERBUTW68eUny9q3y//pKEMFnBZo2tUkSuJEFSMDc9B+ufmIDhA29CVlaW3pGIqArpWkht3LgRo0ePxm+//Ya1a9fCarWid+/eyM3NBQAkJSUhKSkJM2bMwJ9//olFixbh+++/x8iRI/WMTURUIdHR0UjxqtqZ+y55Dgrmahan7JuIKs4oBMbnWtH35824sUVLbN6wQe9IRFRFhOZCfUHOnj2LOnXqYOPGjejatWuJ23z22We4++67kZubC0VRrrnPrKwsBAQEIDMzE/7+/lUdmYiozAoLCzEkIRGzzzln8c5haj7+CwOuk6793khE1S9bU/FagDfiBt+EabNmwWg06h2JqMapytrApcZIXeqyV6tWratu4+/vX2oRVVhYiKysrCI/RESuwGQywebED07jVBlzhM1p+yeiyvETEl7KKkDUJyvQt+X1+Ouvv/SORESV4DKFlKqqGDduHDp16oQmTZqUuE16ejpefPFFPPTQQ6Xu55VXXkFAQIDjJzo62lmRiYjKTTipax8AdFCMSFJVJFXxzIBEVLX62oFpR89gQq/eeH3KFKgq14IjckcuU0iNHj0af/75J5YtW1bi7VlZWbjxxhvRuHFjTJkypdT9TJw4EZmZmY6fU6dOOSkxEVH5mX19UejEHtX3qALzuUAvkcsLk2TMvpAPy+y56Ne6DY4ePap3JCIqJ5copMaMGYM1a9Zg/fr1iIqKKnZ7dnY2+vbtCz8/P6xcuRIGg6HUfZlMJvj7+xf5ISJyFVFxcUh1whTol9xq8MIOWyGynHgMIqoaQggMs6h45sBRPNS1Gz58Zy6XMSByI7oWUpqmYcyYMVi5ciXWrVuH+Pj4YttkZWWhd+/eMBqNWL16Ncxm53WLISJytpiE+kh2cpHTGwoWs1WKyG3ESDLeOZ+HvyZPQ+92HbiIL5Gb0LWQGj16ND755BN8+umn8PPzQ0pKClJSUpCfnw/gf0VUbm4uFixYgKysLMc2djvHABCR+4lp1AgpwrnHeEwy4mtLPiz8ZpvIbchC4JF8Gzbv+x2tO3TF3Hnz2TpF5OJ0LaTmzZuHzMxMdO/eHeHh4Y6f5cuXAwB2796Nbdu24Y8//kD9+vWLbMOxT0TkjiKjonDWp+oX5b2cIkloIRmwWvALJyJ3st9ug+IdhPNKXTz/2rto26Ez/vnnH71jEVEpdF1s5FrftHTv3p3fxhCRR4mIiMBZsxHItzr1OM8JI+6y5mGo4gMhnNwERkRVYr5QYfcKhRASCgxh+CMlDz363Iy7bx+CF6dO5rpTRC7GJSabICKqKcLDw3FWcn5h4y9JCJMVbNLYKkXkLrYIAXjVdlyWDN44L8di3qc/ovn1bbF7924d0xHRlVhIERFVI29vbxSWsqB4VXsOCuZplmo5FhFVzhnVBptigpCKvj8IIWAzBuN4bi3cOORuPDH+KVitzm3RJqKyYSFFRFTNhNlULceJlxRoQmC/aquW4xFRxc3XbNB8w0u9XSgmXFBisOCLDWh+fVvs3bu3+sIRUYlYSBERVTNhMlXb+M9xqow5goUUkatbK8vQzMFX3eZS69SxnCD0H3QHnnzqGdhs/Psm0gsLKSKialYrOBiZqJ5CqoNiRJKqIknlWCkiV5WlqsgTCoRctskkhGJChhKL91f8jLYdOuPMmTNOTkhEJWEhRURUzSJiY5Hm5EV5L3ePKjBPYiFF5KoW2Asg/MLKdZ+LrVMh+CvNgA5dbsC3337npHREVBoWUkRE1Syqfj2kVmMhdavBCzttFmRV4zGJqOy+MhphN129W19pJKMvzooY3PfoBDwx/inY7fzShKi6sJAiIqpm0Q0aIEWRq/WYvaFgscRCisjVWFQV5zUByVDxhbqFJCPbEIOFX25Ap649kZqaWoUJiag0LKSIiKpZbGwsUn0r/qGpIh6TjPjakg8LFzkncinL7YWQfUOrZF8WQzD2nrKjTYduWPLp0irZJxGVjoUUEVE1i4mJQYqhetaSukSRJLSQDPhKsNsPkStZajTAWsFufSWRTH44K8Vi3HOv4saBg3DhwoUq2zcRFcVCioiomgUHByNDrt6ufQDwnDDiY2tBtU29TkRXp6oqTqsahNG3SvcrhIRcQwTW7UtDy9Yd8P33P1Tp/onoIhZSRETVTAgBVNOivJfzlySEygp+0bjuDJEr+EG1QvYJvvie4ATCFIAULQrDH3kS9943Evn5+U45DlFNxUKKiEgHktmsS8vQc1AwV7NW+3GJqLhFBhkWU4hTjyEkBdmGaHz5859ofn077Nmzx6nHI6pJWEgREekgODQUGdW0KO/l6koK7ELgb5WtUkR6O6hqkMyB1XIs1VQLpwpDcOPgOzDnnXnVckwiT8dCiohIBzH16iFZp3WdHlNlzOGkE0S62mmzAGZ/p3XrK4mQjchQ4jD19XcxeOhtyMvLq7ZjE3kiFlJERDqIbpiIFFWfQqqLYsQJ1YYUlcUUkV7elQVsXlUz7Xl5CCGQZwjHjztPovn17fDrr79WewYiT8FCiohIB9H16iHNZNDt+LerEt7nAr1EutkFQJhr6XZ8zRiE05ZQ3HLXQ3h0zOOwWCy6ZSFyVyykiIh0EBkZibPeXrod/07ZhF+thcjhVOhE1e6waoPd4AUhVf8yCJcTsgGZhhh88vVvaNexK86cOaNrHiJ3w0KKiEgHkZGRSDPo9yFKkiR0EwqWcawUUbV7F3aoPmF6x3CwGWvjwFkjOna9AT/+uFbvOERug4UUEZEOgoODkSHp+xb8hGTEF9Z82NgqRVStNkoSYA7WO0YRktEHaYjGvQ+NxaTn/8uFu4nKgIUUEZEOhBAQZrOuGcyShETFgB/AVimi6pKuqiiQDBCyfmMkSyMkBZlKDOZ98g369h+I3NxcvSMRuTQWUkREOhFmk94RMEkz4gN7Ib99Jqom76mFEL7hescolRACBYY62Lz/HNq074wjR47oHYnIZbGQIiLSiU9AAPJ0LmBCJAl+soxdXKCXqFp8qxiguli3vhKZAnE0OwDdevXHhx8u1DsNkUtiIUVEpJPImBik6rQo7+WeURW8LVhIETlbnqoiCxKEom+33rKSDF44J8fhmWmzcPOQW5GTk6N3JCKXwkKKiEgnUfXru0QhdZ2sIAsajnGBXiKn+theAMnPdWbrKwshJOQaIrB25yk0b9UOP/30s96RiFwGCykiIp3ENExEqtA7xUUPqjLmSiykiJzpc6MRNlNtvWNUjCkISbYI3PXAWNx+5z3Izs7WOxGR7lhIERHpJCo6Gmm+3nrHAAD0U0z4y2bFORdoISPyRDZVRZqqQTL66h2lwoSkINsQjdW/HEKz69tizZpv9I5EpCsWUkREOomKikKayah3DIcBmoRFEgspoqpWoKoYKNkgB8XqHaVqmIKQokZh5JhnMWjIbcjIyNA7EZEuWEgREekkPDwcaZKL9O0D8LBswlpLPgo5FTpRlUlS7egKK5KD6sPuHal3nCpzsXUqCj/sPI0WrTtg8eIlXEaBahwWUkREOjEajbAbXadFSpIktJUM+EJwrBRRVdhqs6AvbMgPbgLVK1TvOE4hTAFIE7F44oXX0a3Hf3D69Gm9IxFVGxZSREQ6coVFeS/3tDBiibUAKr9ZJqqURbZCPCRLUENbQZgD9Y7jVEJIyDOEY/uxQrTv0gsvTX8VFotF71hETsdCiohIRwYfH1hdqGjxlSREKwo2gK1SRBX1NKx4w+QNhLeBZPDSO061kYy+OCfH4f/mf4ZmLdtgy5YtekcicioWUkREOgqPikS6i82UN0lTMF8t1DsGkduxqSpughU/egdDq9MSQlL0jlTthBCwmergRH4wht4+HKdOndI7EpHTsJAiItJRZHw8UlyskIqWFEhCwp+qTe8oRG7jrKqis7DiZGA81MAGEMJ1JpLRg5CNKBC+OHjwoN5RiJyGhRQRkY4i6tVDugt17btkvCpjjmAhRVQWe+xW9IIVebWbQPUO1zuOy8izGbBh42a9YxA5DQspIiIdRcTGIt1s0DtGMW0VI5JVFUkqx0oRXc0yeyHulQB76PWAh08qUV6SORA/rP1Z7xhETsNCiohIR+Hh4Uj3Musdo0T3qALzJRZSRKX5L2x42egFhLWBZPDWO47LEZKM/IICvWMQOQ0LKSIiHYWFheGs4poD0m81eGGHzYJsFxvDRaQ3m6riFljxlVcQUKclhOx6rcquQNM0LtJLHo2FFBGRjkJDQ3FOdt234hsgY4lgIUV0yXlVRTdhxeHAWGhBDSGE6/796k+Dv6+v3iGInIZ//UREOpIkCXDRrn0A8LhkwiprvkutdUWkl/12G3rCiuzajaF6R+odxw0I5BdwKQXyXCykiIh0Jnv7wO6ihYpRktBUNuAbwbFSVLOtshXidqHBVqcFYK6ldxy3IISA3c73DvJcLKSIiHQWGhGOc3DNQgoAJsKID60FHOtANdbLmhUvGE1AeGtIRnZVKytNtcHf30/vGEROw0KKiEhnUfHxSFVddxxSLUlCsKxgq8Z1pahmUVUVd8KKFeYAILQVhGzUO5Jb0Sy5aNmiud4xiJyGhRQRkc6iEhsg1cVnxpsIBe9oVr1jEFWbbFVFd2HDX/7RUGs15qQSFSCp+ejQro3eMYichu8KREQ6i65bF2lm1/6mO0FSUCgE/lHZKkWe75BqQ1dYcaF2Q6i+0RBC6B3JLfmbBRo3bqR3DCKnYSFFRKSzyMhIpHm77sx9lzymypjDSSfIw31nK8QQqLCGNAfMtfWO49ZMogCNGzfWOwaR07CQIiLSWWRkJNJcdFHey3VTjDim2pDm4t0QiSpqhmrF0wYjEN4GkomTJFSGptoQGR4Kk8mkdxQip2EhRUSks9q1a+OC5B5dh4apEj5gqxR5GFVVcR+s+NjsB4S15qQSVUCzWxAdHaV3DCKnYiFFRKQzIQSE2T2+tb1LNmGTtRC5nAqdPESOqqKXsGGPfyS02k04qURVUe3w9fEpdnVBQQEyMjJ0CERU9fhuQUTkAoSbdH+RJAndhIJlbJUiD3BMtaEbrDhXOxGqbywnlahCQjFh69bfsH79emzcuBGDhtyKmPgEJDS+Ho2bt8Wbs97SOyJRpQnNw1dYzMrKQkBAADIzM+Hv7693HCKiEt3arTsm7fgDvm7wQa5AVTHYnoevFR8obpCXqCTrbRY8LgFaSFNIJn4+cAa1MBs+Uh4ADQWaGZoxEACgaRoCLMewZcN3qFu3rq4ZqeapytqALVJERC4gJj4eKZp7tPKYJQkNZQXfwz3yEl3pHbsFjysKENaKRZQTSSY/5BtCkW8IcxRRwMXuzNmaP2a99bZ+4YiqgOtPE0VEVANEN2iAZE1Ffb2DlNFzMOJBez5ulGV2hyK38ghs2GL2BWo3gZBkvePUWKqpNpZ+tQ6pqXehRfNm6Ne3D5o1awZJ4nf85D54thIRuYDoxAZIld3nQ12IJCFAlrHDTVrRiApUFb01K37zDYUW3IxFlM6EEMhVwvH9ln8wZfZS9B0yAvUbNsVzk15AYWGh3vGIyoSFFBGRC4iJiUGar7feMcrlGU3B27DqHYPoms6oNnSBFam16kP1r8tWVBdiNQZD9g1HlhyOZDUab338HRo2aYkR9z+IxYs/4Qx/5NJYSBERuYCoqCikGN2rt3VjSUEONBxR2SpFrutXmwX9YEd+SBNoXnX0jkNXIYSAag5BihaDZT8dwKPPvIamLdvhP336w27n+wy5HhZSREQuIDQ0FOfc8FvyR1UZ70g2vWMQlWiB3YJHFBlaWGtIpkC941AZCSEgmfxg94nCeUM97PwnHa3atMfmzb/oHY2oCBZSREQuQJIkaG6yKO/leikm/GO3IV1T9Y5CVMR4WDHb5AOEtYZQzHrHoUooVGrj4AV/3HrHvTh27JjecYgcWEgREbkIYXbPD3tDVAkLJBZS5BosqooBsGKdTx1oIc0hJPfqMkslE7IRF+QodO7ag5NRkMtgIUVE5CL8AgOR64ZrpI+QTVhvKUC+G2Ynz5KqqugCK04H1YUaUJ+TSngYyeiDwsJCGI1GvaMQAWAhRUTkMqLiYpHqhl3kJElCZ0nBComDwUk/u+xW9IYVeSFNoHqF6R2HnESY/LHis8/1jkEEgIUUEZHLiE5IQIobFlIAMF4YsdxSADtbpUgHn9oKMUISsIdeD8FJJTyabDAhoX49vWMQAWAhRUTkMmISE5EiuWdXJG9JQn1ZwVqwVYqq13Ow4lWTFxDeBpLBvdZiowqwWaDxCxtyESykiIhcRFR0tNstynu5STDiPTsHgVP1sKkqBsOKb71qQ6tzPSeVqCHskhH5+fl6xyACwEKKiMhlREVFIdVo0DtGhYVKEnxkGbvtVr2jkIdLVu3oKqw4FhAHNSiRk0rUIDaY8OGij2G18n2G9MdCiojIRYSFhSHdTbv2XfK0KuMtwQV6yTmyVBUPwIreEpBTuwlUnwi9I1E1KzQE44u1exAZE49Dhw7pHYdqOBZSREQuwmAwQDW597S+TWUDMqHhuMqxUlR1LKqKpzQLOgk7tgfWBcLbAeZAvWORTgqFNzIyMtG5e2907taTBRXphoUUEZErMbnnoryXe0iV8Q6nQqcqoKoqXrMXojVsWBsYC0S0B7zD2JWvhpOyjkIE1keWVyJ2nlBx9/D7K73Ph0eNQWR0HN6eOw/5+fmc0ILKhIUUEZEL8fL3Q6Gb/wPvp5iw32bFOTedyp1cw0JbAVrBhqWBUdAi2kH1iYIQ/NhS06nWPKiWXCh+FwtqyeCFE2fSsWbNN8jOzsbRo0eRlJQEu718X+as37AR502J+O9r7yLhuuuR2KgpTp065aRHQZ6C70hERC4kMibGLRflvdLNmoRFkvs/Dqp+39gK0VazYLZ/KGzhbaD6xXFGPnKQso5C9Ysrcl2mEoUHH3sGjVt2RJfeQ9CgUVPMmze/yDaqqmLO23Nx2x13IzMz03H95s2bMeK+B5Cdb4MQEgqM4Tgvx+FMQSBate2IpKSk6nhY5Kb4zkRE5EJiEuojRVMRA1nvKJXyoGxCP0suRiu+MLMbFpXBVpsFT8lAjk8QbP51IRm8wDOHLqdacgFLLpTaTYpcLyQFmVK047IWHIJXZ8zCffeNwJpvvsU333yLgwf/xqEz2cgXvmjVtiMaJiaiU8e2eP3NuVDNdVBoiC1yvmkGPyiaGUFBQdX06MgdsZAiInIhUQ0aIAXu3bUPACRJQnvNiC+EirvcvCgk5/pbteExSUOa2Rv2wARIRl92l6ESSdlHYfOPv+b5ISQF1kIbTp48ifFPTUS6NQBCCAivKAghcMbmh9P7zmL9rmVQfRtCSHKJRXu+5oP//ncypk6dAm9v913jj5yH71VERC4kOjbWrRflvdxTwoAl1nyobj7mi5wjSbVjMKy4TVGQXKsxtDotIRl99Y5FLkq15EK15EPxqVOm7TOVGPTscxOyRTBknzqQvEMck5QISYFk9IXmHQ4hlf5FT4EhBPM//hLde/SsksdAnoeFFBGRC4mKikKq2aR3jCrhK0mIlxX8DM7gR/+Tpaq4T7OijwQcDkqEFtoaEqcyp2sQWUeh+seVeXvJ4I1MU33YDBXvmickBXb/BBw5kYRjx45VeD/kuVhIERG5kIiICKS5+aK8l5sEA96zF+odg1xAgariyX/XgtoVVA8IbwfhVZtTmdM1qZYcaLayt0ZVNYN3IL74YiXOnDmjy/HJdbGQIiJyIWazGVaDQe8YVSZCkmGQJOy1W/WOQjpRVRXT7YVoCxt+Coz7dy2oUBZQVGYi61ixmfqqU6YUjpff+gjdevbm+lJUBAspIiIXIzyka98lT2kK3hbs3lcTfWAtQCtYsSIwClpEe2g+kVwLispF79YoAI5p0fMKCh3rU5WloLJarbDZbM6ORzriuxkRkYsxeHvD6kHferaUDUjXVJxUWUzVFF/ZCtFGs+DtgDDYwtv+uxYUZ2+k8hNZR6H6xesdA37WU5j49JOQZRkvv/IaagXXQacu3VAvIREbNmwotr2qqmjVpgNat+uIwkJ2b/ZUuhZSr7zyCtq0aQM/Pz/UqVMHgwYNwsGDB4tsU1BQgNGjR6N27drw9fXF0KFDkZqaqlNiIiLni4iOxlkPWJT3cvdrMuZJLKQ83RabBZ00Cyb7BqEgtBXUwAQI2ah3LHJTF1ujCqD4hOgdBRbNgDVfr0ZETD288d4KFAQ0x66TKs4UhmDUmHHIzc11bKtpGk6cOIH0bAvSzmXh/PnzOiYnZ9K1kNq4cSNGjx6N3377DWvXroXVakXv3r2LnIxPPPEEvv76a3z22WfYuHEjkpKSMGTIEB1TExE5V0RsLNI8rJC6STFhn82CCx72uOiiv1QbesGKUV4+yAxpDrXWdRCKWe9Y5OZE5lGofnX1jgEAMEjATz+txQVTA+QrdSBkw8U1z0x+OJllwqAht+LUqVPoP+BmGAxGtGnXAfmaDzItJqxdu1bv+OQkQnOhUXNnz55FnTp1sHHjRnTt2hWZmZkICQnBp59+iltuuQUA8Pfff6NRo0bYunUr2rdvf819ZmVlISAgAJmZmfD393f2QyAiqrRZ019BwLRX0MXDvsl/x5YPm8GAsRrXgvcUZ1QbRksajkpGqIEJkMwBekciD6EWZkNkHIAIa6t3FACAMfsgFK9A5CmhxW7TNA1+9hTIWgHyEACL5AdIMoSQoFrzkFgrF/t279QhNZWkKmsDlxojlZmZCQCoVasWAGDXrl2wWq3o1auXY5uGDRsiJiYGW7duLXEfhYWFyMrKKvJDROROTN7e8MQ57kZJJnxryUeh63x/RxV0QVUxXLOiryRwJCgRCGvNIoqq1MV1o+rpHcPB4pdYYhEFAEII5CjhyDTEw2qoBSEbHJOqSAZvpJwvwH33P4DPP/+iOiNTNXCZrwVVVcW4cePQqVMnNGnSBACQkpICo9GIwMDAItuGhoYiJSWlxP288sormDp1qrPjEhE5jdHbC/keWGxIkoTWmgGrhIph4MQD7qynZoG9ViLgFcJpzKnKqYXZgN0C2bu23lGqRJYcgU9/+B1fffMDflq3Hp07dkCDBgnIyMhA7969+TfkxlymkBo9ejT+/PNP/PLLL5Xaz8SJEzF+/HjH5aysLERHR1c2HhFRtfEPCsJ5yaU6DFSZZ4URt1vzcKviA4kfHtxWsKIgSfHma0hOIbKOQPV3jbFRVUFIMmTv2sjXgrDo611Y8vWv8DYAhVYbMk//idi6iejevSsiwsPQpHEjDB06BCaTZy2D4alcopAaM2YM1qxZg02bNiEqKspxfVhYGCwWCy5cuFCkVSo1NRVhYWEl7stkMvHkIyK3FhQUhN/NJsDieRMz+EkSoqBgI+zo4Rr/gqgCbrVY8U5hOlSjr95RyMNcbI2yekxr1OWEkCDMgbADyAYAGTDXi0QqgGVr90Oz74FRrMb/zXgDe3fv0DcslYmuX3lqmoYxY8Zg5cqVWLduHeLji64T0KpVKxgMBvz888+O6w4ePIiTJ0+iQ4cO1R2XiKhaRERE4KyX534h9BwUzFctesegSrhLNkHN5lIkVPVE1hFoHtQadS1CCAghIJn8IXsHw+4VjuQLVjw+drxj8V9yXboWUqNHj8Ynn3yCTz/9FH5+fkhJSUFKSgry8/MBAAEBARg5ciTGjx+P9evXY9euXbjvvvvQoUOHMs3YR0TkjqKjo5Eie2bXPgCIlRQIIfCnatM7ClWQtyTBX6jQbAV6RyEPohZmAXabR7ZGlUe2HI6PVm1GQqPm6NazNzZs2Kh3JCqFrv+p582bh8zMTHTv3h3h4eGOn+XLlzu2efPNNzFgwAAMHToUXbt2RVhYGL788ksdUxMROZefnx/yDQa9YzjVeFXGHMFCyp31s1ohFZzTOwZ5EJF1FGpAzWmNuhqrMRgpWjS2H7fj9vtG476RDyItLU3vWHQFl1pHyhm4jhQRuaO+jZvg7RMlz07qKW6y52GeMCFS4gx+7uisqqKXIkMLa613FPIAamEWRMZBiLA2ekdxSVp+OqL9CjDv7Vno0qULjEbPWmewOnnsOlJERHSR4uMNm2d/z4URqoT5kudNqFFThEgSjKoFGrtoUlXIPAI1oL7eKVyW8ArGyfxauG3kBCQ0aoHGTVuiXceumDvvXb2j1WgspIiIXFB4VBTOap5dZAwxmLHTVogsD3+cnqyzqkLLZ/c+qhy1IBNCs0P2CtI7ikuTDN7IN4ThrBSLY/mh+D3VjBenvwYP71zm0lhIERG5oJiE+kiuAQVGbyhYzFYptzUKMuQ8z+6CStUg6whU/3p6p3ArQghAtSGhXl0u6KsjFlJERC4ornFjJMHzv2V8TDLia0s+LPxG1S01kBTIlhyo1ny9o5CbUguzIDSVrVEVoBZcwK23DNY7Ro3GQoqIyAXFxMcj1cdb7xhOp0gSWkgGrBZcL8VdvW0HpNRdUAsz9Y5Cbkiz5MAq+egdwz3JRhw6fFTvFDUaCykiIhcUGRmJNHPNmJXpOWHER9YC9vN3Ux0VI76BDPPZPyDyz+odh9yMBgFRA1rfnSHQkI/+fXvrHaNGYyFFROSCIiMjkSbVjH7v/pKEMFnBLxpbpdxVtKRgEwyoff4fSDknWBRTmQkhQQieLxUR6C3Qt28fvWPUaCykiIhckJeXFywevijv5SZCwVzNoncMqgRvScJPmoJmWUmQzv8FrQZMlkJVQEj8MFpBnGRCfzx3iYhclDCb9I5QbepKCuxC4ADXJHJrkiThYyi4rSATSN0NzW7VOxK5OiHYIlVBWXlW/P7773rHqNFYSBERuSjZywtqDeoiNU6VMUewkPIEk4QBUyz5QMoOqNY8veOQKxMS2K5SMeet/pj28qt6x6jRWEgREbmo4DqhyKhBg7A7KkacUu1IVjlWyhMMVcxYrAJy6m5ohRf0jkMuSggJALuBVoS3lIfuXbvoHaNGYyFFROSiIuNikVrDxpncrUp4T65Zj9mTtZAN+BEGeJ39E1J+qt5xyCUJtkhVULCPhtGPPqJ3jBqNhRQRkYuKapBQ4wqpYQYv/GYtRHYNe9yeLFSSsAkGhGUcgZR1lDP6UVFCAnhOVIjFYkVBQYHeMWo0FlJERC4qun59pBoVvWNUuxug4FOJH6w8iVmS8D0MaJ+TCnHuD2jsvkmXCIkzPFbQOasPnnn2Ob1j1GgspIiIXFR0dDTSfLz1jlHtHpeMWGnJg5XfUnuc+VBwX0E2kLoLmp3T3RMAIYAaNBa0KtkMtbF81ffYs2eP3lFqLBZSREQuKjo6GilKzWuRMkoSmsoGfCPYauGJnpCMeM1qAZJ3QLXk6B2HdCbYta/iNBWKsCEiIkLvJDUWCykiIhdVq1YtXJBr5jDsiTDiQ2sBx9N4qP6KCcshQUnbCxSc1zsO6UlI/DuvMA0htYIQGhqqd5Aai4UUEZGLEkJAmM16x9BFLUlCsKxgq8Z1pTxVY0nBOhjgc+4vSHnJeschvXCMVIUJSUH6hVycOXNG7yg1FgspIiIXJszmGvtt7UQoeEez6h2DnKiWJGGzZkDshWOQMg/V2HO9ZhPs2lcJ6RYfvDSdi/LqhYUUEZELqx0Sggs1dCB2gqSgUAj8o7JVypMpkoSvYEDP3LMQZ/dxRr+ahi1SlSLMtfDdDz8jLy9P7yg1EgspIiIXFlOvHpJr8IeMx1QZczjpRI3wBgwYY8kFUnZCs3FtnBpDs0NVa+57XGUJIZBe6IV35s3XO0qNxEKKiMiFxTRqiOQa/CGjm2LEMdWGtBpcTNYkD0lGvGWzASm7oBZm6x2HnEyzW2BP3Q1NtbGYqgS74o8f1/6sd4waiYUUEZELi01IQKrZqHcMXQ1TJXzAVqkao4dixFeQYDy7Dyg4p3ccchLNVgh76m4I3yiYA6NhzzqtdyS3o2kapMJ0hCkpmPTs03rHqZFYSBERubDo6GikenvpHUNXd8kmbLIWIpcD0muMupKCjTAg8NzfkHL5AdvTqNZ82FN3AQF1IftFwGasDYOV0+CXl689BQ8M7Yq/ft+N7t276R2nRmIhRUTkwi4uyivrHUNXkiShm1CwjK1SNYqfJGGDpiAx6xRExt+ckMBDqJYcqKl7IGo1guJTBwAgTP6wW/J1TuZeNNWGEF+BN9+YAS+vmv1lm55YSBERubCAgABkKXyrfkIy4nNrAWxslapRJEnCck3BwLzzQNpeaJzB0a2pBZlQz+6DFNwEsleQ43ohBGQvf9jz2JWzrMy2c3j26fEQomYu2u4q+N+ZiMiFCSEgjCa9Y+jOLEloKCv4HmyVqoleEgY8XZgPLXkHVCtbLtyRVpgBNX0/pJCWkMz+xW63m0Ig5XNh5rLQVDt8RDaG3Xab3lFqPBZSREQuTjKzkAKA52DEB/ZCLtpaQ92jGPG+XYWUugtqYabecagcRME5qOkHIIVdD8noXeI2kldtqIU51ZzM/Wh2K2rZT+DD9+bCZOL/Br2xkCIicnEBtWohm+NDECJJCJBl7NDYKlVTdVCM+A4yzGf/gMhP0zsOlYHIT4Pt/D8Qoa0hKebSt5NkCNkAlWuIlUqzFaC2ehLLP/kQvXv/R+84BBZSREQuLzouDikspAAAz2gK3oZV7xiko0hJwSYYUPv8IUg5J9hC6cKkvGTYLxyDCGsDSbn2Mg6STyjUrBPVkMz9aJZsRJvPYe13X6Fz5056x6F/sZAiInJxUQn1kcpCCgDQWFKQAw1HVLZK1WTekoSfNAUtss5AOv8XZ/RzQVLuSdiyzwChbSBJSpnuo5mDgbx0qLZCJ6crG1daJLiWkoVvv/4SjRo10jsKXYaFFBGRi4uoVw9pEt+uL3lUlfGOxNnbajpJkrAIBgwryARSd0Ozs6XSVYisY7DnngNCrodUjvcuoZihBDeGmrrLJYopLXUHbKd/gf3cAag2i65ZhD0f8fHxumaoCE3TcOLECaxevdqlCtOqUravCIiISDfRMTHY7uMF5PGDIgD0UkyYZc9FumRAsGCBWdM9JwxoZCnAf1N2QK3TApKh5MkMqHpodivsOamQI9qjQhNzm4Mg1250ccHe0OuvOq7K6TTt4uPIT4UtbTeEYoLqGwPZu3a1RVBVG3DhEJKzUvDmrLcw/N67ERISUm3HLw9N03D8+HHs2LETa9dtwO7de5BxIRuFqoTzSUeQmpIEf//iMza6MxZSREQuLioqCqkmIwupywxRJSxQVDyjsZAiYLBiQl27Ffem7oYa0gTCFKh3pBpLLciAMPpWah/CHAQ5uDHsqbv1LaaEBCEpgE8kZO8IaIWZkHNPwX7hEGAOhgisW64Wt/JQLXkQWYehFuZCCYyFMSYBU2YtxutvvIU3Z0zHnXfc4ZTjlkdhYSHWrPkG33z3A/bs3YcLWTmwqAoyCwRskjeE0Q9CBAACCI5QPXI8IwspIiIXFx4ejrMSF1283AjZhP6WPDyu+MCLC1ISgOayAT+qKm46+yfy/aNgNwRAMvpCyAa9o9UoiuUcrF5hlR47IkyBkGs3/rdlqlW1F1OqJQ+S8r/pxYUQEOZAwBwIyW6BlJ8Ca/JvECYfaL7xJa6NVRH2vHOQso9D01QI/3jItWsDQkAAUM2hyNJCMO6ZaVj703oseH++0wq5kuTm5mLnzp348ad1WL9hE5JT03Au3wiL8IEwBkCIIEAA8Ko5Y4dYSBERuThFUaCZTAC4xsolkiShs6ZghWTHcI3/yuiiUEnCZtWA2eePY5fJhBOahgII2CUFstkfNsUXquzNAssJNE2DnHMCtsJsSAGJVbJPYQ6EHNzkYstUnZaQDF5Vst+yUAsyYDT7o6RRPUI2QvONgewTDS3/HETWEagXrLCb60D2j6lQcWPLOg0pLwmSYoYWUB+yOaDE7YSQkGOKw6p1e7C5UVMs//RjtGrVqtzHu5bCwkL88ccf+HXLVvy8fiMOHz6KnHwLcm0G5NiMkEz+EFIMYC570SQ88Esv/vchInIDwqzjOAEXNV4YcYslD3crPpA98B80VYxRkvCU0Qe4rBdRgU3F9qx0bFWTseeyAssKGYpfHViVAEjmAAiOuasQTbVBS/8TqmIA6rSu0lYSYQqAFHwd1LQ9QEiLUhf0rWqaJRM2c9BViwQhBIR3MOAdDNgKYMxL+reVyh9aQL1rFn6qqkLLPArknYXBpxbstZtCGLzKNLasUAnGGasFN99yJ555ciweG/NouR7f5VJTU7Fnzx5s3bYDO3buwvHjJ5GTX4hC1YgLBdLFLnpKnYuFkAGo6HcQLKSIiEgX3gH+yNdOsxvbZbwlCfWhYC3s6Mt/Z3QVZklCV8mIrjA6CixVVTHUnotB50/iW6MBh1UNVkmB7BMMixIAyRwIIcn6BncDqiUH6tnfIfxiAP8op3TpkkwBwKViqk7LaimmDLBCVcp+HKGYofnXhewXB+SfhXZuPzShwe4dCcUvosi2qs0CZB6GWnABBv9IqGGtocmGcj93QjbinBaPl15/G/Xr1UW/fn2vur2maThz5gx27NiBn9dvwvYdu3A+4wIKbECORUa+3QDJ6AvI/xZNMiD7lDNUDcP/PEREbiAqLhYpu/5EvOAHu8tNghGj7Pnoq/DfGZXPOQBBsoLhkhnDNQACyLGr+CbjNL42pOBvDbBICmSf2pcVVjzPLqcWZkM9+zuk4KZVNkaoNJIpACKkKexpe4A6LSAZnfsJX7UVQlRgBkghJMA7FLJ3KFRLDgx5Z2A9s/Xi+CrvMEg5J6Fa86EExkLUaghNSBWb3dBxPIEsORwjR42Fr7cJHy14Dx06tAcAJCUlYfv27fhp3UZs374D5zIyUWiTkGmRYIUXhNEXQoq8OK7JBDj7vwtbpIiISBfR9eojTVMR7/R/de4lVJLgI2TstltxPce8UDmchQq/K7qg+UoShkleGAYAAiiwq/guIwlfKyn4UwgUQIbsUwsWJfBiYVWDzzlN06Cd/wtScBOnF1GXCJM/pJCmUNP2Or2Y0lQVUiVfX8noC82YCNnfBpGfBi3nJOAbBdlcyzGBRFUQshEX5LrIKLDitjvuQVxcLFJS05BvBbIKZFiEF4TJD0L4XRzQVI5xTVXH82bsA1hIERG5hcgGCUjx0H9ElfW0KmOmsGERau6HWiq/c6qKAFlc9fOdWZIwWDJj8L+XbaqKHzNTsUpOwz4hkA8JsncQLIZASOYgCNlYLdldgZx7CjD5Q5QyKYKzSCZ/IKTZv8VU84td0aqYqqpAFY6XuziFegSET8S1N67McWQD0hGL9JOAkCNdbAY9wRYpIiLSR1R0NP7w8QYKbHpHcTlNZQMyVSuOq3bEcUwLldE5qPAThnJ9Ua5IEvpLJvT/97KqqlifdRarpLPYKUnIhQTZKwBWYxCEKQjisumzPYlqyYU98zREeAUX3a0kyeT3bzG1Dwi+DpI5sGoPYM2FXE2TWlS1mtxKqgcWUkREbiA6OhqpXiYWUqV4SJXxjmLH6+z6SGV0XtPgX8lGXkmScINkwg3/XlZVFVuyz+NLcQ7bFRnZGiCZ/WE11oIwB0HotbBsFbrUpQ9BidW6htGVJJMfUKcF1HN/QpgCoAU2KFceVb00sbl66QrH7/acVCgmvxKnPie6HAspIiI3EBkZiVQuyluqfooJc2y5OCcrqM0prKkMLmgawlUVqMIJXCRJQmfJiM6Ao6VrV24mPs/JwK8GGZkaIEy+sJtrQzMGVeu6SFVFykuCMHgB3rX1jgLJ6AMR1gZS7mnYUndAveJv/1KdLCBgKciBweRdpMueo6uZEBAQgLj4Y4CAzRDvIl3iPIUGTfO87ukspIiI3IDRaITdVHPGX1TEzZqERZKKJzV+/KFry4SKBnbV6Z+EWskGtAIcn+r/yMvGZzkZ2Gw04JyqQfIKhNVUG5K5lst3y9JsBbBdOAEpvL3LFBlCSBcXx/WNuep2xuRtEKGtyjylvas8Ps/hmV8EspAiInITwsv9vr2uTg/KJvSz5GK04guzBw5qpqqVJ8vw0eHDXVPZgKbyv2OzBLA1JwOf5p3HdklCPmTIvsGwGIIuzgroQq2rji59gfV17dJXUZqmeeRkB+6ELVJERKQb74AA5Gmn4c0PAyWSJAntNSO+ECru4lgpuoY8ScBX1f9vqYNiRId/f7eoKr7KOIMvjGn4R9VgV0wQ/pFQvcJ0zahpKqTMw9BkIySfOrpmqbh/K1eiKuR+XykQEdVQUbGxSNM4/PlqnhIGLLPme+Q3n1S18iHg42JfShglCbcavLBMU7BbGPCT1Qav84ehWnJ0y6TZCqCm7IJdA1C7iW45Ks8zp992J574vsxCiojITUTWjUcqC6mr8pUkBCkK9qqc3ZCurhCaLl37yiNEkvB/dgE566g+AQrOwZ66C5p/LKSgBvpkII/BQoqIiHQTmZCANC7Ke00P2S9OOkF0NYWaBl83aKHoohjhb8mp1lYpTVMhMg9BvXAEUmgbKG7bne8yrv9SezwWUkREpJvI6Gik+3DCiWvprBhxyG5Fjgf+06aqU6ipLt8idclLNq3aWqXUwizYk7fDrgJSWFtIiqfMFuoer7XnEiykiIhIPxEREUjjFOhl0h4KVgu73jHIhdk1DSa9Q5RRN8UIP0sOVEuu046haSpE9nFo5/6CVPs6SEEJTjsW1UQaZNnzJgFiIUVE5CaioqKQKvNtuyzGSUassBXoHYNcmOxmkw9MtamQs53TKqVacqCm7IBqK4QIawvJ5OeU4+jJfV5pz+WO0+Zfi+c9IiIiD+Xt7Y0Co2sv2Okq/CUJZknGX5x0gkohudkn6xsUE3wLs6u0VUrTNIjcU9DS/wACG0AEJXrkh92L3OwF9zSa5pHnluc9IiIiDyZxUd4yu1+V8BEnnaBSuGMno6pslVKt+VBTd0EtzIYIawfZK6hK9ktUIgG3agEuKxZSRERuxOTnh0IPHLDrDL0VE363WZDP54tKILlhC0UvxQSfgmyo1rwK70PTNIi8ZKhpewC/OIhajT2ypaAY93u5yQ3UgL8cIiLPER0XhxSuJVVmLYWC7zjpBJXAXT8ATbarFZ7BT7MVQDu7B2peOqTw9pB9gqs4HVEpNE5/TkREOotJqM9CqhyeEEZ8ai/UOwa5mGxVhclNmyj6KCZ4F2aVu1VK5KfBnrobqnckRHDTmtEKVYR7vt6ehF37iIhIV1GJiUjxvP9FThMiSRBCwhGVrVL0P2ehws+NC4nJNhVK1rEybavZLdDO/g41JwlSeFsovqFOTkdUMk8s3j3vERERebDomBic9fHWO4ZbudMu8DEnnaDLpKsq/N34Q11fxQSvwsxrt0oVpMOevAN2czBESAtIklI9AYmK4ax9RESks8jISKSauShvedwsG7HNWgiLB/bPp4o5Bw1+bt7V6wWbCjm75FYpTbUB5/ZDyzoJKawNFL+Iak7nitz79SbXxEKKiMiNREZGIs3dFsDRmSRJaCwrWAuuKUUXZWgq/PUOUUn9FRO88jOhWvOLXK8VZMCevB12xQ+izvWQFH7xoqpskdabEAJ2u+d1sWYhRUTkRkwmE2xclLfcnoSCT1Sr3jHIRWRAQ4AHNFBOsv9vXSlNtUNkHAQyj0AKvR5yQIzO6VyJCnjgRAfuRINnFrQspIiI3I3ZrHcCtxMpKSgQwClOOkEALqgq/Gzufy4MVEww51+APScF9uTtsAkDRGhrSArfI4pQVQjBj7z6YosUERG5AO+AABRwvE+5DbULLJH5vBGQLUvw9ZAxM0/a7LCl/w0ppDnkwLp6x3FRKuCBEx24G042QUREuoupG49kriVVbnfKJmyw5MPGIrTGy5ck+HhIV6/bDF5oZDRCtufoHcV1qXa2SOlN07iOFBER6S+mQSKSNM/rIuFskiQhQVawkZNO1Hh5QsBH7xBV6BNVBs79A83GxadLpNoBFlK6YyFFRES6i6hXF+l6h3BTY2HARxoLqZquUAC+HvTB2leS8H8qIM7th8YW12I0jS1SuhMspIiIyAWEhoXhvLeX3jHcUn1JQaamIYWTTtRohZrmUS1SANBHMaGVvQBSXpLeUVyPprJFipyCZxURkZuJjIzEWbNJ7xhuq78qsIyTTtRoharqMWOkLve+KkPJOAbVmqd3FJfCFilyFp5VRERuJiYmBsmy530IrC4jZRN+tORDZReoGsuiafDxkFn7LqdIEt7TJIj0P9nF73Iq15HSnQaPPCdZSBERuRkvLy9YjEa9Y7gtRZIQJRuwhWOlaiwJgOShH6xbyQb0UW2Qc07oHcWFqOBHXp0JFlJEROQiJC8uuFkZYzUFH4HjpGoqyTNrKIf/02SYs85ALczSO4pr0NgipT8BVfW8ZTtYSBERuSHF25vrIVXCdbKCFM2Oc1yPq0aS9Q7gZJIkYbEmQaTvh8ZzHJrKySZcAQspIiJyCaHh4UjnB6RK6alJ+FzwOayJJA8cH3WlBEnBPZoKOfOw3lH0p9mBGvCaU/VjIUVE5Iai6sYjlYVUpYySTPjaWuCR/fbp6mrKh5+nJSOCcs9CK8jQO4q+NBUaCylygpryXkJE5FEiGzRAGguASjFLEkIUBbtUTjpRk9hUFYreIarRC3YNWsYhvWPoi4UUOUmFC6kjR47g+eefxx133IG0tDQAwHfffYf9+/dXWTgiIipZdHw80rw4c19ljbJLWCixZa8mOQsNPjVkvMxeuxVjJQEEN9E7ir40FarGQkpvsux5oxMr9E6yceNGNG3aFNu2bcOXX36JnJwcAMC+ffswefLkKg1IRETFRURE4Cxn7qu0tooRx+02ZLGbZI2Rrqnwlzy/kNpjt+IeoUELbQnJ4K13HJ1pbJHSm6ZB8sC/uwo9omeffRYvvfQS1q5dC+Nla5n07NkTv/32W5n3s2nTJgwcOBAREREQQmDVqlVFbs/JycGYMWMQFRUFLy8vNG7cGPPnz69IZCIijxIZGYk0pSZ1UHKezpCwkpNO1BjnNA3+Ht4itctuxb0sohw01Q52hNabZxZSFfov/Mcff+DTTz8tdn2dOnWQnp5e5v3k5uaiefPmuP/++zFkyJBit48fPx7r1q3DJ598gri4OPz444949NFHERERgZtuuqki0YmIPEKtWrWQ6emL4VSTxyQT7rLl4V7ZB4JrzXi8dE2Fv4cPER+hWqGFt2IR9S9Js0LNPAZ77hkAF+fvu1RYlfS7ZrdBNvtDC0qEJPELKypdhc6OwMBAJCcnIz4+vsj1e/bsQWRkZJn3069fP/Tr16/U27ds2YLhw4eje/fuAICHHnoI7777LrZv385CiohqNCEEYOIYqargK0nwFTL+VO1oKvNDk6fLgAZ/vUM42UOSgvezjkGr3YRfDgBQZA1qYDNIJr8yba9pGqT8FFiTtwNetYDABh7ZmlK9BOx2z1sEvUL/MW6//XY888wz+OyzzyDExZWKf/31V0yYMAH33ntvlYXr2LEjVq9ejfvvvx8RERHYsGED/vnnH7z55pul3qewsBCFhYWOy1lZXNWbiDyTMJn0juAxHrTLWKjY8UaNms+tZjqnqYi3ax49b/FjshHbLdn4I+80VJ9ovePoTrUWQpSjdU4IAc07HLJXKKTcJFiTf4PmHQIRUK9aCipVVQHVAtgKodotgN0CzW4BVCs0uxWyBMBeCElWylUoa5oGUdpYsZKu1gCUsn/t4o1lPnZKzlnk5+fD29uzWkkr9B9j+vTpGD16NKL/n737DrOrKB84/p0559btLZveSOgthF4EBEV6EUUpIkUEEQQUBAQ1qKD8lC4gqAgWREURLKCCikjoTVogCZCE9O27t50z8/7+2CSkZ8vdvSXzeZ48SW45973t3HmnvDNuHMYYtt12W4wxnHjiiVxxxRV5C+7mm2/mrLPOYuzYsfi+j9aaO++8kw996EMbvM8111zDjBkz8haD4zhOsYpXVpIVIeZ6nAftAD/KtWE3PV6UCvd6liVrLd8gx/+UcEo5Z1Er3G099mt/j06vEhWvK3Q4BSUotO5/xTilNFI5Fi85Ep16n2DRU9iKkejqiWskVGsmPlkwwTqJj1YWJba3FLs1iBjEWkCtSlYUClEKhUJ5PtqL4HsRUD4S8RGihKJA+0j3+wQSwasYOaBXZEhsZEuOSNDT+zqVmQElUtFolDvvvJMrr7ySV199le7ubqZNm8bUqVPzGtzNN9/MU089xYMPPsiECRN4/PHHOffccxk9ejQHH3zweu9z2WWXcdFFF636f2dnJ+PGud4Yx3HKz+hx41jy0huMV+VXUrYQdsPnTxhOcKNSZeepMMcMchwTifMNFcPfDJJlrTV/tBEOWv4apmlH0H5vQ1cs0Pu3rPz/ystQ6GQDqoyKcVhrYZDnSKV9pHICXmI0unseweKnEeX1rqnqY+JjlYfSPmgfpXv/rZS30RElYd2UZ+XZSUmOXC6LlyiNJLkhUZ6bnw/q12L8+PGMHz8+X7GsIZ1Oc/nll/OHP/yBww8/HIAdd9yRl156ie9///sbTKRisRgxN93FcZzNwNgttmCJWMbjEql8+JKOcqZJc4Krhlg2ctbyZXIsw3C7TjBBvP7MRip5jVpzR6j4WutraKWI0Nvw84GIQFSECEJMLFELXQqebVPo6lGY5BiUX/rtKcl24Mcq8jIGo7wIUrMFfs0W638sNpz45JugQEppzZHavBOp1Ud5NuW6664bUDCrC4KAIAjWmYvqeV5ZDg06juP01/itt2KJK+qbN/VaE0Hzlg3Z0lXqKnmPhFmukxynRZOcoGKbbdGFPfwo/1hfC391Clb2x1hr+XHbAn7StZhMrBJTOQEdrxmGSIeGTbdCtLLQYeSdEbViJLFElOnXr8+/FC+++OIa/3/hhRcIw5CtttoKgLfeegvP85g+fXqfH7y7u5vZs2ev+v8777zDSy+9RH19PePHj2f//ffn4osvJpFIMGHCBP79739zzz335CVRcxzHKXXjJk7k9YoEZEqpV7K4nWo1d/uW7xQ6EGcdOWvpBrqwdAt0iaUHoQdIi6UHSImQQvifr4lq+LmqYITosm3EDQWtNWfpBGcBM1NdXBW8xvt4UDMRSTSV3LQ/bdOEqrr8xu2VLrERqfLU50Tqn//856p/X3fddVRVVXH33XdTV9c7N7OtrY3TTjuN/fbbr88P/txzz3HggQeu+v/KUa9TTz2Vn/3sZ/z617/msssu46STTqK1tZUJEybwne98h7PPPrvPj+E4jlOuxo8fz+JEHDI9hQ6lbBzmx7g57CbrRVwRjwJ424acE6ap8jQKhaY3B1IIHoq4UsSVJq4VCaWIoUkAceUTF6gRodkK+wns5UUK/GxK315+lL8KLLGWb7TN5snW2eiaMZjkaJRXGtsveJLDluN+WkrjthIsPCUDmLA4ZswY/va3v7Hddtutcfmrr77KRz/6URYuXJi3AAers7OTmpoaOjo6qK4u950jHMfZnORyOY6dsiU3tnQXOpSy8lWTYS/tc4xy0/uG2zVBikl+lE+5174ohdZyq81xj6cJ4zWEVZPQ0YpCh7VRZuFT6FG7l9xI2qaY1HJ0ejGqYftCh9In9bKQ5554hJEjB1JlML/ymRsM6FPV2dnJsmXL1rl82bJldHV1DSogx3Ecp2+i0ShhtDR6hUvJRSrKr2yu0GFsll71NbuJ62YvVr7WnO/HeU5FuaGng8jSFyGzvNBhbZxSZZdEAaA0qsTWyJZjsYkBfbKOPfZYTjvtNH7/+9+zYMECFixYwP33388ZZ5zBcccdl+8YHcdxnA1QiXihQyg7zVpjleI969YfDLc2EzK5HBu9ZegAP8rjRKhvmYXuercoG8nWhr0lx8uQUnqj+zYVo2L8jAzWgM5Wt99+O4ceeignnngiEyZMYMKECZx44ol87GMf49Zbb813jI7jOM4GVNTWkirDH6dC+4SBe7wSqohVBpZbS73e+L46TnGp0prHxGe3rkWo5f9DiqzzwaZb8WPlV7EPAOWV2IhUeZY/H1AilUwmufXWW2lpaeHFF1/kxRdfpLW1lVtvvZWKiuKeK+s4jlNORo8bx7JSKoFbIj7hxfhvLkNQhj/8xepBk3UFIkqQ1po78Tk72wWLn8UG6UKHhLUWm+nAdMzH+mXaLlUaKaVzvyrPEalBjXdWVFSw44475isWx3Ecp59GT5rIUrFMKL/ivgWltWZrIjwmhkNc4YNhMdPXnBMK7qNcmr6go+wc5jhnyfPYxu1R8doBHUdEwIaIySJhFkyOiArRJoMN0tgwixevJhepR/kJbKYNgi58ctgg23t/7eFHk3jVTdjEiPKsfq80G98crMgIZbkP7IB+HQ488MCNDr0/9thjAw7IcRzH6bsxU6a4EakhciE+l0uOQwbX5+j00UITsp1XhmWqNyN7+1H+Zi1Ht7xKpm4yJjEKpVZM6RKDhFnE5MBk8QnwbA4J05hcBiUGLYIWQ1xr6pRmhDWMzeWYoDQTlWay9hiH5p+dy7iZxbylPOK1Ywji9dhIEhVJolesiVqZYpRlEgWAlNQaKcGNSK2y8847r/H/IAh46aWXePXVVzn11FPzEZfjOI7TB6PHjePtZBxy5fcDVWgTtE+PzbHQGkZrN0wylHLWEge3d1cZMAgn5EJ+uvh1Qv028VgMZS0xBTVaM8IKY4KA8QgTlMcW2mMimphesdpEeSta3QAaoutO9/yIjvFtAvzGHbHRys1zEDPXidGJknnuSvWO9JebASVS119//Xov/+Y3v0l3t9vPxHEcZ7iMHDmSlngccoVfl1COjjaKX0aFi12eOqT+YQN2isRKaqaS84Hnwhw/15bZ1tCgNQfGYvzaxthKefiiepMjgJWD55HBjfK+aALaYwl0tEwLSfSBl20hrBhd6DD6pRwTqbw+o5NPPpmf/vSn+Tyk4ziOsxGjR49mqV9+P07F4lQvxmO5NKYMp6QUk0eVsE/gpqiWkpy1XB9mONz0cJcnHC0e93tJ7tEJTsNnO+3jD9EI46UemOrJQ3LsUhFmuvASdYUOo1/KsSJnXid+z5w5k3jc7WniOI4zXOrq6uj0XCI1VLTWTFIR/iMhByhXUW6ozMayi+c2ly4Fb9mQ7xMw3xiOjsb5hY1Sp/SwFQl524Ys8qPoeM3wPGARskEa7ZXW2k2FlOWI1IDehbU33RURFi1axHPPPceVV16Zl8Acx3GcTVNKoeMJoKvQoZStw4xiZlRzgBswGToivY1xpyiF1vJTk+XPWqhRijPFZ18/jhY17NUcLvEEWzMpv1OqSozKtWG8ihIrg6PciNRK1dXVa7wYWmu22morrrrqKj760Y/mLTjHcRynD+JRRKQsf6SKwQ7a408m+GCdh5NX1lqyYglFhmwqmDMwr9uQGwmZZwI+Ek1wu1GMKmDhlYXWMMfzUPH6gsVQDFS6BV05vtBhOAwwkfrZz36W5zAcx3GcgapraKSLeVSXcaHfQhqHZrk1bn+jIaK1ZhsiPIzhiBLrYy9HOWu5w2R4RAtNSnOq+Ozrx/BE5Xllff9doi1SO3Wz7jQSEWyuG6/kpjZKWZY/H9BXYvLkybS0tKxzeXt7O5Mnb96L/xzHcYbb2EkTWez2khoyWmuCQgdR5r5GlDtNpiwbWqXiZRNwpmQ4xqRQ0Sg/1Ql+qhPs70XwiiBxabeWl0VBvLHQoRSUBCm079YTFosBdf28++67GGPWuTybzfL+++8POijHcRyn78ZvuRWLxbJloQMpY6GAFUEXQYOyHDVqTR0+T0nIXq6ox7Cx1nKXyfKAtoxSHqeLx55+rCBrnzblaypE1W3RuyHRZkzn2gh0JaX2LRFxG/Ly4IMPrvr3I488Qk3NB8OKxhgeffRRJk6cmLfgHMdxnE0bt+VUXo/4H+zR4uRdTGs6EOqKrXVZRi7H5yoJ2Kvkmoilp8ta/k9yPG0DDo4muMtqGou42EfGWh5XQGLEZv8NlPRyvJqphQ6j35Ry5c855phjgN4X4tRTT13jukgkwsSJE/nBD36Qt+Acx3GcTRs3bhz/qkhAV7bQoZStCq1ptUJd+bUDisaW2idjA96yIVtqt1ZqKMy1IdcQssiEnBSJc7mOES/C0ae1fZsAr3YitoiTveEgIpggjR+tKHQozgr9OlNZ29vdOWnSJJ599lkaGzfveaqO4zjFYOzYsSyO+IBLpIZKlQitYtnCVZwYUl+yHjd5hltc0Ym8e8eGnB2muMJPsp8fQ1H8CRT0tj0fQmETo0oh3CEluS78iNuvtZgMKLV/5513XBLlOI5TJJqammjTm3sTY2jVhJYWV9BjyO3nR3nPhiy2667DdgbnEgKu8ZN8SPslNcXqBhugasagClh2vVh4QTuBV13oMJzV9LnL56abbuKss84iHo9z0003bfS2559//qADcxzHcfpGaw2xGNBd6FDKVrPAcn/znlY0XE60mh9FLd8Q13DOlz+FWZo9xXRVeiN9P/cUJjlmsx+NAjA9y/Aadih0GM5q+vyNuv766znppJOIx+Ncf/31G7ydUsolUo7jOMNMxWKFDqGs7e9FuAvLyYUOZDPw6UiCQ4Nusp5PrIRGToqVtZZbCLiHZKFD6befB2mkZhTKcwVIRCxicnglWvq8DAv2Af1IpN555531/ttxHMcpvFhlJVkR1/AcItO8CFeE3YgXLalpUaVqJ+XzVwzHuLVSg/ZtCTgqEmeElN6I6s2+j6kc50ajAJvpwCvhIhOK8qzaN6Bv1VVXXUUqlVrn8nQ6zVVXXTXooBzHcZz+GTVmDMvdGp4h1eD5vC5u7c5wuFBF+bXNFTqMkrfMWp62AWfa0psm+ZcwSy5Ri/JdcQWASNhO4NcWOoxBEJdIrTRjxgy6u9edi59KpZgxY8agg3Icx3H6Z8zkSSxxidSQOsdoLjJpHsSU5caSxSQC+G4cYtAuVzm+4seJlmAD9mpfE1ZNLHQYRSPoWYZXPbrQYQyKS6RWEFl/Vvnyyy9TX18/6KAcx3Gc/hm31VYukRpie/lR7vcqeMgGnGbTLHKV5YbMX0yW3Xy3LmawFFBtSy/pfyrM0RWpQEdKb13XUBAbosSiS3p/NVWWiVS/3pG6ujqU6n0httxyyzVeEGMM3d3dnH322XkP0nEcx9m4sRMm8O9kAnIumRpKlVpzJ3EeC7N81qY52UtwstVl2UAopJme4qRQcNt2Dc4+ofDfqGJ6ieVSV/gaUz1pYL39Zcim29CR0l0fVc76lUjdcMMNiAinn346M2bMoKamZtV10WiUiRMnstdee+U9SMdxHGfjxowZw9JEHHLrrl918u/DfowP2QhfsjlmCvyAGAmXTOXFX8Ms8yRkZ99VohysY70Ynw8znO+VzkjGWzZkaSSKjrn9klaKhO3kYo0lXnpFynJKdL/ek1NPPRWASZMmsffeexOJuGF3x3GcYjBmzBiWeq4hP5x8rfkhcX5is5xgevihl2Cc2zR0UO4Ls/yagHv8JEmXmA5atdZ0hJZQBL9EXs9LNNgaNxq1uiDVim7eotBhDNpmn0ittP/++6/6dyaTIZdbs7JOdbXrRXAcxxlO1dXVdHuuEV8IZ3gxdkZzhknxdZ1kXzcfbUDuNFn+Qcg9XpIq5ZrR+TLS83nDGnYogVGphdYw19OoWF2hQykaYnIotWLj9ZKmyjKRGtC7kkql+OIXv8iIESOoqKigrq5ujT+O4zjO8PMSrkxwoUz3IvzGq+D/TIYfqrAsGwxD6cEwy78x3O2SqLzbI7TMLP4cCoCvaovUTnZrDldjM23gVxY6jMEr07d0QGeriy++mMcee4zbbruNWCzGj3/8Y2bMmMHo0aO555578h2j4ziO0wc6nsC6BnzB1GrNH1SCx4MsT9ig0OGUDGsttxJwnY4Tdw3ovDvOi/MfU/yfx05reUkUxBsLHUpR8XOtSHJkocMYNJHynNo3oETqoYce4tZbb+XjH/84vu+z3377ccUVV3D11Vfzy1/+Mt8xOo7jOH3QNHIkrZTfD1Up0VqznRHa3PvQZzdLjoP9GCPcSNSQaNKaFmuKvpPlch2i6ya60ai1hOkOVLw8Znu5RGqF1tZWJk+eDPTOy29tbQVg33335fHHH89fdI7jOE6fjZ8ymUXWlT8vtBql6fJcUtBXj0jIGeLWlQ2lhNYsKOJ95jLW8rgFm2gudChFRcIMWntlsD6ql0ukVpg8eTLvvPMOAFtvvTW/+c1vgN6RqtVLojuO4zjDZ/w227BI3CaxhVajFJ1l0vAZDlO1z4tuc+MhM9eGiBXGFfGI39WEqNrxqCKOsSAyrRi/XPaPcsUmVjnttNN4+eWXAbj00kv54Q9/SDwe58ILL+SSSy7Ja4CO4zhO34ybPJklcbf3TqHVK01XGTYYhspnxOMPunhHS0rd1wi4TMeKdsqctZY/AjY5utChFB2VaUFXjil0GPlRnB+/QRtQHZcLL7xw1b8PPvhg3nzzTZ5//nkaGxv5xS9+kbfgHMdxnL4bNWoUrck4dGYKHcpmrR5Fp1sj1WfVSvFGLoOJRvGKtLFfqp4Kc8Q17KaLt2zfzTZA1Y1BuT3Y1iAi2Fw3XrxMZnpJb9JcbvIyhjphwgSOO+44ampq+MlPfpKPQzqO4zj91NzcTItfvA2mzUWj1nQW8XqUYvJvCTk96KZSKbcBax6E1jIzzPG9XA9nSoZLTZqvESl0WBt1t6cwybGFDqPoSNCDFymjGQZKYUz5TeF1v7iO4zhloqmpiVbXoV9wjWi6bJCnrsrS0y6W/0rI3zW8ZwJyIigUngKNol4pvq9ixFD8X5hhmhdlG+0X7dSzYve+DbmQgB5rSCjF1EiUnW2UQ61iajRGoohf118EaWzNSJRX3MleIehcO4GuLPI0uI+yLfRkWwnDsNCR5J1LpBzHccqE53nYaLTQYWz26oHUZrhGqlMsl0iO98WwvXicKh47qQR6rQqGfwqznEwaED7uxTgZj49Lmq3xOBA3vau/bpWQ45XHJ7x4bzIq9K5HKYGX8ibfx1SOL9flM4MiqWV4dVsXOoy8aNSt/N9N1zJu3LhCh5J3LpFyHMcpIzoRL3QImz2tNZtbEboWsZwWpviM8jl+E1XGjvBjHMGaU5Z+ZROcZNL8EEUEaPA8mrRHkygajaHBQp1S1ClNnVJUo9BFPNIynF7BcomKltyI3sNhllxlHcp356y1iQg2zOJFEoUOJS8qq2o44YQTCh3GkOhXInXcccdt9Pr29vbBxOI4juMMUqyigqwIsRJrVJWbzWmF1CJrONOkuFBFOdgf2JqOKq15kN4ELGMtC6xlXmh4XyzviuUFrenwNN1i6BEhYy0+4CmFD0SBes+jSXk0AU3GUi/QgKJRaRqVLsvvxE0my2ilqSnBsuHf8TVh5cTNdQbsRkm2Ey9SPgmm1uX33VupX4nUpvaIqqmp4TOf+cygAnIcx3EGbtTYsSx/+U3GqBKY11PGzGZSte89azjLpPimirGXn59ppXGtmYJmyvoqzakVf9ZqfadWJF/zrWGBWOaI5WmvN/nqFEO3NSDgK4igSChFs/YYpT1GGkuTERqVokFpRihNvMiTLmstX1I5tIKbVOkVJHg6zNGZqEBHy2WPpPzygjZyfk15rI+CstlQeH36lUjdddddQxWH4ziOkwdjJk9iqVjGlMICiTJmyzyPMiK8Zg0X2zTX6jg7FbhYQFJrtkSz5YaSr7W+Du3WMscY3gkC5ovlZa1o15pODMvDgPOiFRwlxdn4S1nLKZLhQC/GuVaX3JS+TrFcaTKEWYU2OZTn1nWuzfQsxxuxc6HDyAsxAdXVVYUOY8i4NVKO4zhlZOzUqSx2pbcLrtSXSD2hhe9le6jzPAIRsitG2ITeaYuhQJWnuUUlmFrEexRtSK3WTEczfT0JYMqLco7J8aiCq4lRUUSJynwb8jmb4Ut+gkPFK7lNTntEON2kONuLkrCWSxY/jzTvgurDlFARi023Ec21INonTIxER5LDEPXwEmsQG+KV4PdqfSRIMW3nPQsdxpApj3fJcRzHAWDsxIk8nkxAziVThST0jtqU6gaztwRp7vKSZLHUKU1yQ1NzSvPpbVRSa+4mzhVBD/dFDKcXSVPpiTDHtyTL970kO5TgiHNWhDNNimOIcNyKxCkaZrlgycpkat01QWJykGlBp5bg5VJso+Dk0LJELHf3LKEtUolt2A5VgmvENsRm2tHR8koQS23UtD+K4+zgOI7j5MWoUaNojccgly50KJu1qFKkEKqKONPoEMtME7DQ95gQWnwFLQr+jKHG82hEs9luhgV8Wse4o0jKhvzMZHlAAu72kozUpZdE5UT4vE2zv4pw8mpT+Q7yY9we5jh78fPYFcmUBD342RZs9xIqJORAazkDjyl6xejhipbraQJXZLt4qPV1bP12ZdNY9203Oa+qbNZHiQ2prCivxHB1LpFyHMcpIyNHjmS5X3oNrXIT05puEaqKqG3XIpZLJUtcaQzCuyZkRzQTAsPDWmFR1IWGL3hRppdNM27gtlGa+WEW8lREY6CukCyLsfzKryBZgsmCEeE8ybCj8jlbr/ta7uNHuSvMcdri51DaY4xWHJcLONGLUakjG83lv60i/CvTQYfJQpmUUQ+JoUxLocPIm/p4jpNO/FShwxgyLpFyHMcpI/X19bRvvoMIRWMU8DKWUUU0BWsGOQ42sO2KaXo7rK/hWTzhFpzWmowVRKRgox03hxkCD+7Q8ZLcN8uK8GXJMU5pLlIbTkh39aM8by2+gBYNkb43T63WUCbriQBUrBov9X6hw8gbX1mam5sLHcaQKZ9PnuM4jtNbZjYaA7oLHcpm7WLxucBm+ZgujpGdZyRksQgnlMkGn8OlyvNZKLZg2wn8hZD7SJZkEiUiXEFAUsEVfSjRHh1gieystVBG2z0oP4EJg/Lp01AKY0q9/M6GuX5Lx3GcMqNirpxwoY3RPhGtedWGhQ6FrAhXhRmud9P1+m2MhbelMI3A3wZpdvNjVJdgIQUR4TsqpEeEq4d4nytRpVcCfmOUUijPxxbBuSMfRBRBEBQ6jCFTet9Ox3EcZ6MiySShlPlGRiXgU1bzhyHoVhYRMiI8KgFdmyh1nxbhDJvmaB1lTBlNfxouXVpRU4CCIdZa7tGWc2xpNtNu1IZ51nCjHvrNgqWMkqiV/EQttmdZocPICwE3IuU4juOUjhEjR9LiEqmC21X7zMtjr7KIsFQsT9iAPdJtnJ3u3GhNueViOcX0cCAen3Obng7IEhsO+z5ZfwyzHG5THB1JMKoEK/TdqQwvmIDbGZ7PnBRxZcyBCrwqVLa10GHkSXlP7XPdU47jOGVm9ITxLMPS7PrKCmqZWCoGuO4DIBRhthgmKY8uhEttlgXWECB8KZLgz8pQs4FpX/Ot4XMmxcUqykHe0I8KlC2ByiEY8bjVZHlMWSqVplqEutBQCfxbw9aez90kGVGCo1G/UoZ/mCz3Eu9drzkMpASnPm6KilajehYUOoy8KPcRKZdIOY7jlJnRW0xh6SamfDlD76fKcKj4fdq0tkUs16qQuWFARClOxOd2m6PO91kapNjKizDNCj+OVAJwlk1zPhsu9/yYEj4qHgdFXBI1UJ3WUpXnJOp9G3Ke5NjB87nZRukWoUWE5Z6mzVPcaTWjSrRwwgPK8Nsww29VYtiSqG5rwSu/pqzy49gwVzYFJ8KwPNZ7rU/5ffocx3E2c2MmT+J/kQhFspfoZiurFE/bkJd8+KxRRJXiPWuYq4SHbEibEhIojvSiLMMSywXc4id4mJCHMPzQizNB+TyqFY9oOHfFyFLKWt43hv02sm/O7gJX+oqLhuvJlqF/24BtI9HeLvU8uNlkedgGXOUnmI63anHF1NVvVKKDK39Thp8EGe7XCfxhSqIAFmNRfjRfb1HRUEoRqWzGtr0BddsUOpxBEXEjUo7jOE4JGTduHI9WJqAzU+hQNmvflwh32wyJXMA5nqAEGrTH2FzAAi38w6+i1Vo+l+1mngn5T7yWuNacSpRTVzvOQX6Mg1b7//ckx6eiCbSsf7RERPiXBxW2/NaODKdnxbBbqAa0t9Y7NuQZE/CqEhb4HouCgL0iMe7XFcTLrDhCIML/BSn+4FUMuIT5QC22FuWX56irqZqELHsZ6ZyHVz2+0OEMXJl93tfmEinHcZwyM27cOJb47vReaJVac65OAnD6apeH0ShHmx4A6rVmOcI/E3V9amBba3naBlxuY+udMmhF+KYKWGwsdxHt07RCZ/3e9TWnyIYTg+XW8owNeMmGvBfxWSqGnLXElGKE9tgqGmHP0DLJasb7USpRZfl+vGBDJnkRKoc5iQJ6pzAXyV5t+aaUgsbtsYufw0Qq8RL1hQ7JWQ/3S+s4jlNmGhoaaNNl2GIrA1aE8yTLAd4Hjb86P0KA0JdW9hti2SoSI7ae22ZFuEAyNKC5Q2942p/TNwuDHP/nC0eGhrnWMMfXLFbQY0KiSlGtNFtGImxtFIdaxUQdoc5fLZkQBjSaVWp6tCJdoCqhPUhZFptYSWkf3bQjdumL2Obp6I1M53UKwyVSjuM4ZUYpBfEY0FXoUJzVpEW4WLI0KcXFq21SGlGKFrHU9aFB+IYNGRfx11j/1iaW32nLH4I0h+oY52lX6jwfKrTHZ/D5d0QxQTS7G5iIptmLoVeOHgolu64pXz6sfB7E8BOT5YxhrhC5pxeBbCdUDuvDDisdSaIatoWWV6F510KHMyBSxttxuETKcRynDKloea4bKFXvWcN5Js3hOsLnV9uk9H0bkgpDtoj0rad5F8/nrkyaXb0YEeAebXnfGg40mt97FcQLML2qHL1jQ5o9j31VhH1XtgE3g9GlgbqaKJ+wPXxIecO679ZU7SO5nmF7vHxbmWCoTUzrVfE6TKtBWTtsFRHzRURcIuU4juOUlsaxY/jre+/zsVA2+SPtDC0R4TyT5iodY2dvzfUcY7SPUarP79Fk7XO2jvKgsvQA51iPnT033Sff/mUCdo5G8laxr9wlleI6L875NsNDJIe1cp9vLTmxqBKa4idiUeklmLZ3UYCfqCGMj0An6jf4PCKVTWQ7F6BrS63whCrrRKp0PnWO4zhOn/3kgT+w7IxTuLA2wSJbvqVni5kV4UUT8IoNqfP9dZKolZKeZlk/9v060o9xnY7zIx3f4DGdwXnFgx1Ct39Af2ylfU6KJDhP5Yb1ccd6umRGpUQEehZiFj6FpFvRzdPxxuxFGBuBTi3CLn5+g/cNow1EgpZhjDZ/rC3f75JLpBzHccpQLBbjquuv59p//I1vbTWRX8Y8bBn3ChaTRdbwc0I+aXr4NgHnhSkOC9f/2ndbS8oY6sqxnFsJW6BgS+Um7fTXSVaz2Bjah7HhvEs2iwqKfz2ozXZhFz9DtmUOetTuqIbt0H7vekavohHVuANgkA10qqhYNSZXeltaCOW9RsolUo7jOGVs22235eEXnqfp8os5u6GCt2357jBfaDkRriTHWZJhSZDjRh3nfi/J47EaTogk1nuft8WwfSSG76ZfFpWUsYxw70m/KaXY24/yGzN8Df4DlI8fFm8iJdagOucgra+h6rbGjybQG1hH5kUSSHb9z0UphfIi2FI7h4sbkXIcx3FKmNaaL3zlK/z8qZn8dK/p3JiMkC3jHsLhsnKEr0UsD0jAp00PdRYe8ir4SiTJmD4sun9fLI0ltni83IXWklSbLgDgrGuuNfw9yHLyMK7b20v7mHTHsD1ef0imDbPoGUIjeKP2RMdrNnr7gDhqo0mhbDAJK1ZWhDAsseSvH0rr3XAcx3EGbMyYMfz2sUf5/X33cc6ll/H5JW3soVwpsv561xq+LBlSIvgotFLsKIprdJwt+9nIWSKWBnHvQTF5xoZMiURdoYl+esmGXGLSXK8TJIexcyCqNZ4NCKV4CuuICVAdb0OQQo/YGb3GiPRGPlheFC3hBm8hUjrrXUUs8WApYxujTJ06tdDhDBnXDeY4jrOZOe6EE/jTyy/x36MP5etVMdr7UejAgZckZMtQ+KtfyUN+BX/0knzLT/Q7iYIViZQralBUHpaAnd1b0i//xPBVk+FnXpLtvOHvo6/VGgkHPp1Qwmxv4tPyKrLsZWyQGngw6WWYxc9i/EpU865rJVEb33bbzy3HxEesP0ZrNnHvIpJto5l5fPdr5/L8szNpaGgodERDxiVSjuM4m6Hq6mpuvfdXfPF39/GV8c085pfID3QR+LCO8LIW5udhrUKbp6nLQ0xOfjwR5ngF4Ug3YafPfqMM14UZfuclGa0LM7q6vQmR3MDWSdlcD2bJ8+Qkhq2cgK0Yi136IpJt79dxJMxgl72EdC9AN++KV73+MuXGBOstKGHDLFZ6N+Dd0PE9v/g3247klvPRXcfxvxef4fNnnVly+171V3k/O8dxHGej9t53X+7/7xP8qXr9P97OuqqVpkF7zB/kAmprLa1aUVsqvcxl7j0b8i3J8iMvSbJIpogVMxHhRhXye5PjDzpBVYEazI+FWf4ZZFGZlgFVh9Ndc6F2CpHa8ehYFV6yAd08HdvyBiq9uE/HUNl2zJIXsPGRqKZpq6rxrY9f0dSbqK3VEWM65qNjG15DpYJORBX3dgciluZkht/95l6qqqoKHc6wcImU4zjOZu61115j63S20GGUlK+oKN+WLH8M+/e6vWdDtkm1cKzp4VOSIYFicoF68Z0PdFvLWSbDD7wkzWXeg54PRoTLCXjLhvyK2LBuwLu258UQ+AkwWeziZ7GZtn7dX2kfpddMULQfR43cA9v5PqpjziYTNBV0IslR+FUjN/14tVMh0YxZ/Nwa0xG9uslItgPd8/4697FBCtM+F6ndso/PqjAk28mhHzsE3998RnTd2cJxHGcz98ozzzK1exBrAjYzv9PC2xp+5CW51WZp7cfI1ATtc0iykona5zdekltUjBrlfooLyVrLqZLhy5EE27ukdpOyIpxtMyRE+KGKF3zqVgvg101Gj9gZ1bAtqnMudumL2Fx3n+6vdASxwTqXa61RzdMRk4Plr6xYo7R+Fg/6MdXXqx6LqpmCWfwCdkW5c601jJiO6VmCtL+NzXYiYhFrsMteQdVvu9GRrmJQ7ac45qjDCx3GsHJnb8dxnM3ci//5D1u76n198ndl+GWQ5pUw4FzJkvB8avt5jBuI8ZYJeLXU9oMpU+ergIP8GB/FfQc2pVMsnzEppuPxdR0rdDgAdPgerOiM0NFK1IjpSOV4aH0dWl/fdBGKWDW68x1sbgOdSfXbYGO1mCXPbfBYoajehKsfvIpG9IgdsctfgUxLb/xaI407E9reKYd20TOE789EVY7ESxT/asraBBx44IGFDmNYbT5jb47jOM56zZ89m5FuVKRPfhRm+LlKUOkN7vW6Wcf5kmQ5QMH51iPi1uQUxHU2R1TBOVaXTEG0QrEinGszfAKP473iGRmZozRqrXi8ZAMkGwg730ctfRG/cgS2cgJqPZU1bXwEqi6KWfYSkmzGq9tindt41RMIvQRm8Qvopu3Rseo1rlfaZyCnBB2thObdMEtfwK8HiTegtUbX95YL91b8KQU228mue+xc6DCGnfvldBzH2Yzlcjl0d0/R7L9S7HIClXmYyjRZ+/xRJUgZwydND3M2Mm3IGRoPhVmesQHfJeo+/31whzaM1B7H+8O32e6mPG8CFntxdLx2vdf71WNQI/cgtAqz6BlU94L1VsxT8Vq8UXvgEUDb6+s/VsUI9IidsMtfhdTSNddNKQ+tBrbxmPaj2GjdoMq3F5qI0Oi18H/fu7rQoQw7NyLlOI6zGXvttdeYku3flJRi9JoJ+WLQzS6RGFWhoUFppmufvfO4pqBLLJLHBrfWmiuJ8bJovmjTnO9XcKh1Dfrh8ntP+IqNEnVJVJ/8NcjyB50oqpG78zywdVttdFRAaw21k7HVEzHtb2E7nsav2wJJNK2RQCvtIbVbYRY9ja7KoNeTMOpoBYzaHWl5Fdv+DrpuMsTq0dkWBvPCRMhg/eaSHd2IBss55/OfZcyYMYUOZdiV6nvmOI7j5MFzM2eyTfvA9l8pBu3Wco5Nc6VkONOLcwQeu3gRaqMRblchF0kWO8gy5UaEewk5IUzxCeVjreUtG/KnMMt7NuQlE/BcOPBkdCcvwj06yX0l3CNdig4IhSfc/ml9FlGq4IUl1tYjqje56YPeKXNbo5unI6nF2MXPIGtV+FNK4dVNQbW9uZHj+KimnVEjdkL1LCJcOBMBpG6bAT8PG6RR0dIsFy5iGZHI8tVLvlLoUArCjUg5juNsxp5/7J+cUIKFJnLW8lWyvBYGnBtJcqQXR681snCy9vmRNhwdprnDxhm1VkW23wZpHvUVC4zBiBDRml3QXKGi+FrTbi0ZhC/YNFO1z++8JF3A0ZJmjPaYEPH5jQnosYaUgr8y8NGvJq3pMINL+Jz++YQX4+QgzQWbUanmwSiuFApCaxGv/+cu7UehcUdUrgfa3sR2KqiejIpVg1hUelnv6NQmjxOHxh3Jx85OIgpdohUjVaaF0794ymZV8nx1m+ezdhzHcQB4Z9YsxpZQoYkl1vJ1siwwhuMjca6NxDdYqEEpxdnis6tWfDZM8eFQ06g0UeDPHkzyNadZzU5ejBjQivCAshwfpkEgKrA4yLGb8hnpC59SGSqAK3Wc3ZUHAmgfq4QjTM+gn1tOBCuyTkLoDI2k1oQCbWKpK6HvQKHElaLL2oJtvLu2X5osumo0A+1+0NEKaJ6OTbfidb2Lacsg1qAqx+DVTMxnqBtlcyl0pDgqIPaXiNAY7eGcs88qdCgF4xIpx3GczVQYhtDZVRIL7d+2Id8moN0YzvHjfMSP46H6tCxhV+XxK7+CvyhDRik6UZwpcDDeGiWxGlCcgeaM1XpW39YxfqwtNWjuEk3Diga3FeFRG/Cur+m0hjHe4H9OKzyfJWIZVYIjhKVqB9H8B8NRRTfeUnzqtcc8Y9muCF6rrxLwFwUSHzHoaLxEPSTqC1Ydz6SWEk3UbXIErBjpbAuf+vTR1NbWFjqUginot+Hxxx/nyCOPZPTo0SileOCBB9a5zRtvvMFRRx1FTU0NFRUV7LbbbsybN2/4g3Ucxykzs2bNYlKuuPcyeiLM8XGbYoYEnKkiPOBX8DHl4/Uz+WtQmlOI8DnxOVe83iSqD6Zqn+8R5XT8VUkUwO+V4U6bg1yAHxpulsEXtRglMFdc9b7hdJqOcGeYpWs9ldycNTUqzYICfz7ftyEH2Sx/TTTA2L3XKUNeivywm1D3bZ1XMRGxxE0rZ3/+c4UOpaAKOiLV09PDTjvtxOmnn85xxx23zvVz5sxh33335YwzzmDGjBlUV1fz2muvEY8XT+lNx3GcUvXsU0+xTXsn6HzM8s+vPwQZfqINEz2fqyTKdnkY8cmnl7CcrCIc5edvSs6U0DIn6rNP3o7obMoU7fMZiXCWSfMzL0msBEZnC6UJWFjAhDNjLadjWFw3FZ0cURIj6X0Spoo6IRQRJEwjuW4iNoXJdmCDDIilPcjx9NPPsMUW6+69tbko6C/ToYceyqGHHrrB67/2ta9x2GGHce211666bHN+sxzHcfLpuUcf5ZgimKazkrWWG22OvxGyWyTGrTbCeOUVVbllgJdMwJMmw6e9JK/bECNCCKv+tkAIhAgWSInwjljeimgWi5C1Bn9FI1ABCoUCrBY+rRQlOcenhH3Ci7HUKL4kGW5l3aIl5WKeNbxlDXMimrfEMt+EZFd82CJAQmlGeT5bojjW6jVGYAEajGVOAROp81XIwkRTeSVR9J73vAJscCwiYEPEZBGTQ8IsvgrRNocN0tgg07vnlhg8P4rVMbJ+FV71FLyVlRJ7lrJ02bJhj72YFFcX32qstfz5z3/mkksu4ZBDDuHFF19k0qRJXHbZZRxzzDEbvF82myWbza76f2dn5zBE6ziOU3reeettxhfJIvu7ggz3EXJwJMYvJEoDuvjKhK0QU4ptozF+hEGj0PQutdJK9f694o+HZk6QZYkYTook+YwVpmiPek9tuCHokqiCONeLcqVk+YYKuEoiZdVQB/gvhm+aFLson61yhlO0z/Yqjr9a4Yh2a5kdhPxXAj6jhSna5xzx2Fr3NhXrLLQWsNDEyyJIxaiySnRtmEN5QzcjQGyISi1B297EaFVyhPRWKNQe2ouA8glFE3gxVKQCXdEE0SSe/iBNWHleW11VzLLr9F2GLP5SULSJ1NKlS+nu7ua73/0u3/72t/ne977Hww8/zHHHHcc///lP9t9///Xe75prrmHGjBnDHK3jOE7pyXV2FrxR0motJ9sUe0Ri/Fqi1KKLbgRqbdton1vW9/O5niToDB3wfRVlB+VTsNXsTp98S8X4vM1yu2c5R8rnzXrDhswwaX7rVVC7kUSoVmt21VF2JcqXgH+FOb6uA5TJcYaKMhdLty7Ml/NNG5KJVhT1FLiBkFwXXh6nB686rlh0aiFh+zyIN0C0Gl0xYp3kaHUDSQiCUOjqKt19CPOhaBOplRsoHn300Vx44YUA7Lzzzjz55JPcfvvtG0ykLrvsMi666KJV/+/s7GTcuHFDH7DjOE4JWb58OdXp7KZvOMTuNRmOjcT5HH7RJ1D9tdgalomwwxD2ODv5dRsRPmUyjPfjHG6LdEi0H963hgtMmh95iY0mUetzgB/lAGC+Dfk+IXElXJ6XXZP67ztaCCvHlV1fhJdswLS/hQ6zqDwkVCKCSi/DtM1GEvXoUXsO2SbKftDKuAaPadOmDcnxS0XRJlKNjY34vs+22267xuXbbLMNTzzxxAbvF4vFiMVKsx6/4zjOcHnuuefYtjtV6DB40td83VK00/gG4+fackyg3EhUCdFac4+Nc1w2xaF+RcFHbAejTSxnmTTfUTEmbWAUoi/GaZ8bC9xcNCKUXU/LClIxGt39HlK75eCOk2nDtr2FjiTQzbv2bjw8RCJBKwfuMp7f3vcrIpHNu6OoaBOpaDTKbrvtxqxZs9a4/K233mLChAkFispxHKc8PP33f7B9OgvDOFpyimRoMyHV2uMX9HZ4dZiQLYdgakuhZUV4LMzwZ6+id1E3lN26m3IV15rxyuffEnKgKs1GYkaEs0yac1SEXYewQT0czlSWly29a3nKkF8zgXDhTHTlwEalbK4b1f42YFEN26OiFUOacooI9ZEufvPrX272SRQUOJHq7u5m9uzZq/7/zjvv8NJLL1FfX8/48eO5+OKLOeGEE/jQhz7EgQceyMMPP8xDDz3Ev/71r8IF7TiOUwZeeuopjh1gL/XLJuA+CZjvaT5iFZ/xNv3jf1uYZlvf5zI/znclx41hhjO9OHWeV5YJxt3asq+OorXm+LAbC/zCqyC5iecqIpwjWZbbkLu9CirK8LUpBZeIz5WS48ACTWUbDCPCuTbDISrCEQWoBpcv1loO8SxL/AR65O5leZ5YyXiV0PYWXtMOm7ytiMVmOoiEHYSpFhCDrd4CL9kwLGN2EvSwxz67Eo2W7mcrnwo6meK5555j2rRpq+ZXXnTRRUybNo2vf/3rABx77LHcfvvtXHvtteywww78+Mc/5v7772ffffctZNiO4zglr2vp0k026jfkMsmyr/LZ2gqtpm8bdD6m4TMr1pzsbxXveJpWLBVFUjUw32qB/0jAJyXD8jBkhMDV5HjZBDwa5kjJB5UpFlnDzwlJifA1FdCgNdsqnzsIVo1mOcNrsvZJK5hrS2uDZBHhawRM0JozSziJ+nuYZbswxfKqMdC0c1knUQAqkiDoWY5kWte5TqzBpFrQnXOxi5/FLn4Gr2c+WQM07IAeuTtesmHYYpUgxR67Tx+2xyt2BR2ROuCAAzb5I3H66adz+umnD1NEjuM45W/p0qXUDrDQxMsmYILnc5iK8ifJcEEfpz6lrGW015s0JYG0UrRZIVmgKmBD7ZPicYCXJBDhvYjHVZJlioVbPMvyXJbZvuLzK0Y77vPgkXQ3L/lR5ih4wEsSKssnTZq9lGLPMp3SVOxOtx53+Ibvlsgitx4RblMhXWL5rooXOpwB+wIh/5YQb8wemEiy0OEMD6WJ1Y7DtMzCa94Fm+0kEnYQpFpRWHSkgly0Dj1i2qqqewU7KyhNOp0p1KMXnaJdI+U4juMMjWeeeYbtu3sGdN+7leFY6d0kN2ct31QhxwUhR3lRoiuqQz0V5nhdDFXAGOWxp/Z7N55d0avcgVAlQotYqpWX972TRIR2hAXWskAMO2qfMXr4G8MjlOYJDFeZDF9RUT66YgrkZdrwZJBlfhQWmJD3goDrIhXcpAwzVpTd9rXmaKOZGVHs6QalCuIIP8atYTc9XqTop1iKCMcFXUyLxLhZoiVbl+E/YY5/KcEbu8+Q7q9UfBSeH0UqR2GXvYiKVpCLNqKbJ6+qulcsDfaYDtl+u20KHUbRKJb3xXEcxxkmT//tb+yUCfpdaMJay2sm5NsrFkT/2Evymg15KAonBGlCgVCErf0IW6soCxCeEcu3gh4mrPZYlSgWi+VhY9jRT+T1uT0lhivDNMaPEsbitFrNAaaHWwo0qnCDyfAzL8no1RK5i3WcP5sskwJhax2jMdb7Gty1Vh/zp70YR+Z6ONevJFrkDflyFdceOYShXb6fH1opvi6RISt3PRzONhm8+smbWRIFKA8QdM1EqJkIFG8h06qoZfvtty90GEXDJVKO4zibmRdnzuRTqxWaCK3leMlgEEZoj6mB4VAvyk6rNWastZxIlhOjCZLyQaNyO+2znQC+T4dYKlD4qDVHmSJrrtXYTvvsoCHwIxxtB78Bb0aE8yRDpwiL/BitY/ZC+71TmzTw2vzHWa4tjQVYj6VFuM2zfGu1DV7rteYUvekEMqo1e0qEn2nLWWW0QWwpyVpLrVf8SdQTyoJSlO6Evl6HRWI87Jf6sxio0hh6TviWSZMmFTqMouESKcdxnM2IiJBe1kJstRGO+VialOZmFWO2GF6LePwIw3thjkrPI20tKWP4ZCzJqRtp0Nf0MVGJKcVlsiJJG2QbNSXCd8jxSryentopaD++Tk/u0spx/DSzmEtk+BOp67wEF5gc6IH1sF+pohwZpJjqJziwRNbqlJOIKu6y9SLCndrypzDDvTpZ0qNRAI8pBYmmQocx7JT2QIq/sImEWbbYemJRfyeGm0ukHMdxNiPz589nVLjmD/Yk7bMszBL3Fdsrn+2BE4jQ7QmdYqnWmgoNSornx9OIcIc2/CbM0Fk1hqBuyw1OhVE143i4Yy6nRSppGoJRqfuUISdCZWiYpn0mrpjG1yUWgB5rBjxPx9ea35Dk0ybNfD/OKVa7RswwsdYWdSPJiHAlAa3W8oBKlHwS9ZoJCeOVqEFsHlyylKIURqSipp1PnXBqocMoKqX9rXOcIheGYaFDcJw1PD1zJtu3d61zeah6p8itrlIpRmuPSqUK2ni3ImtUeBURLiHHTyNVLBu7P0Hdlhu9v9Y+i+u35ZM2y6XkWLYiwcmH/4rh10GGjlyO103AlyTLhZJlpgn4RNjDRSpg2iA3RK3SmgdUgqdtwBcki3Ul0YfF+1gaClCkpC+yInxBMkQQblfxkk+iAK7TFpMcXegwCkJMCHk8Lw0FsSGN8SwnfvpThQ6lqJT+N89xitSf/vRnxk2cwic/dVKhQ3GcVZ56+BF2NOv+YI/0fGbZDxJ/WSt5KZRnJOSgsIePhj28sSK+m7ThyWgV2cbt+9yA9KtH0TLuQzxYMZ6TwhQPmxwLB7lHUCjCNWGaW3WcL0aTfC1WyR+9JAcZuFUbrtFxfqPiXM3g9/PxteaHKk4l8HNd3A2ucvGyNYwrwtGRLrGcalLsLJoZatObYZeK5wE1jPshFQNrQ2T5K+j0YsL4yEKHs0FiAmrDefz0zluJxcrnM5cPLpFynCFw+4/u4Mxzv0J7dArvvjev0OE4ziqvvfACW6h1e9krQsO8FVNLRITzbIaTTIpsgZOpr5sMy8bsxaJRu3ORzfCONfzehHQ17DCg4/k141g4ajcuT1TzKZPhbTvwUeP7lGUHz2fUWqMWR/gxfq7iTBuCymPXEOVXuRSdRd57XQ4e8ISPhIXvTFjdEms5KUxxvPI5xyufBu2/wxwk61BlukH32qy1mLbZ2EXPoCqa0SN3Q0crCx0WADZIYVLLMT1LsT1LqJcFbFXXxW9/+RP233//QodXdIqvq8UZEplMhr/+9a8kk0k6Ozro6epi3/33Z8qUKYUOrayICJdcejl3//pPdEUmILkudpm2S6HDchwAjDGYjg68tabpPRXmmI/lkBUFEW7Qlhei1WT8Ck7qep87vQR1BWjgpETIaX9VBb4lNRP5bOc8WmumDmoqk45WEjbuwHI9hz9nlnLBAI6x0BruMSn+6FUMOI6B8LUmIppYCZTjLmWhtSw0Abv5xZOszLWGL5gUX1Mx9vMGP8pZTG6KaIL4qM2inErYsxTVMQe/ciR21B6gvaL4NosINXYhu+wwmf32OZxEIk48HuOIww9n7NixhQ6vaLlEajPR1dXFcccdxxHJKiZGozRmctxSGefeJ//L1KlTCx1eWQjDkE+deAqPPTOLdGRM75oSk2KfvXYvdGiOA8Brr73GlGywxmVd1vINyfITL0lUKX6iDPcD3U07A/CGV8EJbbO420usM/IylNIifFmytFd8MN0lrJlEW82kvDU6dO0kHlwwj895Ff3acLVbhM+GKb6io8QLsDbFhzWqLjr59wuT5aBoAl0kBVZeEsMlJsUNXoJti3C64WBYa3lbCTpeW+hQhpQNc6jW19BKoUZMQ/x4USRQK1WGizj/7JO4/NKvFjqUklJe30Znvd566y1+/ZOf8qEdduQj8xdxWM6CjrJ1T8Blnz+b3z76D1cFKg9OO/MsHnnqbUysedXJsTYu7LrrrgWNy3FWeurxx9m+rRNW683+HBm+HEkyFo87teUeFO0jdls179urHs0CHeG0lle5wEZY4nvMVTDfhrRbS1qEOqUZ5flUG8MeaB7FcJBoPuRFSdC38tFZEdpFWCiG+/3eUbLlNROwNUO3X4nWmuU1k/lS1zzuIIbu43nwSRuwo+fz0QJMrXrLhowus4Z0MXrIE24wqigWQDyG4VqT5m4vOaydGcPldyaLrh2NLeN2iOl4F+laiNcwFV2E5d3jwVI+fcxBLokaAHc2LnMvvvgip3/sUM5uT3GF9pi02kl4uvL430uvct23vs2Xv35lAaMsDyMam8hZb42pCVEVsOWWG68o5jjDZebDj3DGauujvmezbK0jfEQ0N+mQ+0TT0bzbOtPm/Mom5usduaR7IYGXQMWq0LFq8GJorZkfZng514PpXsJvuxZAoo4nPUUsSINYIig8en9wev8WLBAAIYoAMEqhPJ+cF6MlMRpd0Tw8lchqJvCqTXN5uoXv9rEoxOOe4qCwMC3sZ0zAVtFIKVRKLllLrMUXGOcVPmm5Txl+EWT4rU5SVQaV+dbn775PEKkty2l9NkhDy//wYzXY0bsXZ2n3bDt77zyeG6//QaEjKUlF+I46+ZLJZPjuV7/KNZ0Zpmyg/O6pmZALbr+Dj3/mFCZOnDi8AZaZTxx/LPfc/wg9q11WkYzjFcGPseMALJgzh5Grdab8w+T4MFHODHt4I1lDZ+POG0xevGQDJBtYX/kE7cfBj/feZsS2AHSt+LM+1vYWStjQYw3nD5O1FptL9fb096F+w1xreN5muUonhz649djPi/AtE0IxNsjKgLWWcyXD5/1YQZNVEeEWbfivCfiDTuCXaRIFMF9rlJ8odBhDQtrfgeRopHpsUU3jW0lMwOhEJ7/+1d/dzKQBKt9v5mbmyvPOY7/JW7D7lKmcdcop3HHLLXxk623Y9flXmLKRH1ylFDtmcjz22GPDGG152mWXXUh6a64/8X3X2HGKQ09PD7GeFACzbcgPVEjaWB4I0jyL0FW/3bDtRaO1Lpp9b+Ltb3FsmOY8s+l43reG80yKq1WsYPFP0D6LbFgUpenLjbWWk8lyhB/jI1K4DjAjwhUEvG5DfkWsrJMogFaxqBUFZcqNRxZVpGu/RIRau5Cf3nErlZXFUTGwFLlWXplY+N48rl7Uiq8Uf3/gz3T84c/8yCqifehhOCoTcMWllzOquZlDDz98GKItT9FolPraapa221UlXE0YkEqlMMb0ljs1Bs/ziER6+/WDoDfxEpFVjcuV+/dUVlailOrtMbd21fVKKURk1eWrN6iUUuvcbuX1qx975f2stUQikVWNwpUxrn79yn97nofneatiWv3YkUgE3/cL3qO19msx0GOs/WdtasUGtWq1jWpXf22BNd5PYwxhGK7xPq+87+r/XvsxV1638vjGGIIgIAgCcrncqr9XHntjz+n2227j4fnvcWQkRoXvcWgOHotWEdWaL9ssf8u2gj9qQK9ZqRITYHqW0yWG70c009EcJOtvtD6J5ZsmxQwVG5Ky5v1R5Xm8IIbpyv2E59Pp5NjPi/DZAiZRWRHOlwzNSnObilOUwxh5FqBQZbj2C8CEWXSkMKPXGyMmR1W4kIu+dJYraT5I7ixcBqy1RGuqmS+W3XWEE1dOT+njCbhJaa7tznHpGZ+j/ve/Y4+99x6yWMvdwQcdwOu/fAwvUQ/Asm7Yasfd+eDNUPTOFxEUio7li8h2tXH46HGgensi1YpbrZwiqFf8366458pDqBXXaXob9gJYEUSBSO9tV/8IyGr3U9BbOUiEEBClem8rgr/icrXib616D2hW3M6KrIpppRBWXa9WPsXeR13tVmq1vzb14ZQN3H3lMdSqqxUg1q6KX611t3Xvu/KvD2JYmbys/i6p1V8vtdZtV3sMWes+amXoK96HZxbMZ7fRY4it1qu88nW0ax1n9cdnxf1XHgvpfa8jQEQpfBF8ICLgrXhP1ketOPhrHe1c4Cc404vjK83qc/TOweOfrW8jHe+sel2sUoj2keqJkGjcwNFLl4hFlrzAmSvWw9TnAu704AfGEAVyQFwrPBSeCEut4fd+JbVFMDrwA4lwmknzI5JrrHt1Bu7zNsMOns85Urhm0VxruNim+bCKcK4unrLrQ82W9d5Rquj2xoqFLYytsdx2y53su+++hQ6n5Ckp8/kBnZ2d1NTU0NHRQXV1daHDGRIXnX4G6oGHOCtj1tkfpj+WieVrk8fwp2eeJpksvh6U1YkID/7+99x4xZXUjRjBsaefxriJE3nthRf538yZNI8byxkXXMC4ceOGNa6ZM2dy1IlfoMfv2w7l1oY0zv8Pt3lxtnFrHsrSUWEPD/rDu9dQviy3lmPI0d64Q1mUJhYRdMur2FwKXwwf9Ty+Z9dt5KSsJc4Ha7heMQGXmgwTIxG+J9GiWPT/ug25yKS526uguQjiKWUXSZYGpblcCjOqnl2xHurRIMu3VJTpBR7xHE7LreWgaBQZMa3QoeSdtSEsexndPL3QoaxhjLeAWa+/XDTTqwshn7mBa7mVuJaWFmb97e/cmLWreukHqklpznjnfY7b/wDu/dsj1NXV5SnKDyxcuJCf33Yb2+y2G4cddtgaa4istSxZsoS5c+cyd84csuk0Y8aPR0SIRqMkEgn23ntv5syZwwUnncyWc9/j+p4cS99dxCvPns//kgkmd6X4hPZYJJYL7/sdXdWVSBii4nH2Ofponn/tDb555eVMmzaNd999l/fee4/6+nra2tpobW2lpaWF9o4uRjY38YlPfIJodONVvESEdDpNT08P3d3dxGIxVLYV+phIae2zfNTunL3kOS5HcUhZ1i3afL1tQ0aXcLGRRq35Zqi4OLMEUwaJFIDJdnOAVtxCZIPFJZJrNTB29CL8Wfv8SVk+Efawo0S4VEWpL2BDZFvtc4WNcaZJ8QuVpKbIer1LyRsm4C9eRUGSqGckZEaYYT8vwp90YrNr3L5sA3SsDlPoQIaATbUQjVf3pYbNsMoGxq2xzCM3IlXiZs2axXcOPJivd6TzdsxnTcBv95rOfX97ZNVanny57OxzqLjr57QnE8ysreKQTxzPwrnvsODdd0m3tjIyCBmdyTG6s5sosCwRwxchrT1aIx5z4zGqjeHs1m4m9GNKS48IF5LjiYpxNFWETBg3hvcWLCYrcSIe5IwiEwihBZRHVBsaEznq62oACEODsQZrhHDFOiJjLMZaQIP2sKKxAulQkYs29+t1sTakbsmzHIpwifXxXfWcsnB9LkVDJMpnSngtS2gtu2hg9B6FDmXQVKYFaX+HRJDmaW9gi9tzIvxFGX4aZJjoR7hJFXYK1oNhlp8TcpOOF9UeQ+9Zw7+08JgN6Fk1jbX3bytgxHJ4NMFJVlNb4CTwCNPD/To5rJscd4hlBgHzxHAjUcZspjMSbs6l+HHjFkjl2EKHknfB8jfx41WoyjEDun/CLCcu3QTE6cgoVLQCFUkOeqpgM/N55+1XB3WMUudGpJxV3n77bUals3k95m5ehPdf/B8HbbkVR332VC668sq89ZI1TxhPtdJ8KiectqSDV276EXsrTbPSJFb/EfNXNE4CWLVCKGehZ0VVvH42GCqU4iCr+U+QotXfitaFFuVP/OAGKxafrDyqAZYAi1t7+xk22FO5+suycvFR37aiWfMw2qdj1F78oeUNXkot5XYdp971MJe8VyKaL6+9WK3E+FqTJKDH5FDeAD7cRUSWv8HD+IweYBIFEFWKJlHkEHY1FPxX9Cg/BiGcQ5YKA6eoCB9Wfp8KDeVbKMKt2vBILkOl77FnIFzrxWn21j2XhdZya5DjRAzb+RHOth5bFCgRrFSaV204LFPqRISHlOWWMMVnVZTr/OKeRj/UZvkeoYqW5VyMCDmMlxzwc6uLZnj+6aeYNWsWzzz7HE898xxvvjmLzq4e0rmQnEToTIN4id4kq4/JeCRSjq924bhEqsS98Pjj7JjOQp5/AI4JhKOWdHDX9Tdz9qxZXHfHHXkpjzl93335bVUFH0oFxJRit2GcCz5VoF5SdCkNfUxShnuqR7ZhG16N1PC59rf4lTe8PaRO/i01hq280l80vo3As9kOVLKp0KEMjh/n3mwPXx7gHlBWhCtUwBwx/NyroKlIpmEd5cc4CnjPhtxAyA1hlj0jMT5rNROHKTlZYA0X2Azbi89DXhK9VkGTtflac76Ocz7wSJjlEp0lbuBsFWFfNbxrla4mwrmS4QylOX6IK/Z9TjJoUfzeq6CySD4/hfSe75fvHlJhFh0d+PrYRCJOTU0Nu+++O7vvvjtfPPeD63p6epg1axavvfY6Tz/7PK/8738sb1lKTyqDIUJ3TpEOPVS0EuXHV32f/FwLH/7IfoN9as5qXCJV4p76+z84YYimBGilOD0n/POBv3LoC7tx4y9+zi677jqoY7754kvUhIWZDT1Ze+hsd0Eeuz/86tHMNSlO7FrAN1SMHT33NS1FS6ylVikiZZAMHxaGvBR2YijtREoat+furvdYkGnl+gFUZ/uFtvQYy326OBt+E7TP9fhYLA8EOc5RWU70Epxs9ZAmJg8qyy0mzVUqyp66/6OWh/gxDqF3f7PvEfLdMMuZkTjHiDcsCdVk7fNHkpxnc9xl0kSVokppJnkRPi2arfO05Wa3CEtFeNArzs9PISyzFhUpn9dDREAsiCUMc/hiEZPr7bxVvfVu+/qZ9jaSaFdUVLDLLruwyy67cMopJ6+63FrLvHnzmDVrFs+/8BLPv/Aic995l67uFOlMjmk7bcPNN14/2KfprMa10ErYvx57jNjSZYOq1LcpSik+jMeO85Zw2VHH8Pnrvs9xn/pUv4/T0dHBF088iReefZbfZM2gC2MMRJTektGlwNRNYVaiiS+2vcFEk+EyfFfVr8T8xGQ4PFLaU+FWOtqL8a3uZVC9RaFDGRTlx7EVY3kz27aeGvkbt8AafmXT/GmAo1nDSWvNcTrOUdZyrskxE+Fa4lTm+by72Bq+owK6LDzgJdcp0tFfU7TPnfh0Y/mq5Pi1yfIdHdvopvL5EtWaHxFf1Spqt5Z7cxnujUaZsYG9xfprsRhqSrj4TL69Y0N6FH2ekjaURARsiNhgxd8hWIPYkJiviPqKiCd4ChQWJQaFxfc9fM/D8zS+5xGJ+FRWVhCNRlleuzXjxteTywVkMhmy2TRBEK7Yn1GwYrG2N/mxYjHGrtgvsHf/xtrq0f1+HlprJk6cyMSJEznkkEPWuK6np4eKitKsIFvMCv/pdQbs4lM+wx1tqT5PUxuMRqW5vj3Nt750EXNnzeIr3/hGn+/76MMP88XPn82lbd1cGkpBpquJCBdIlpaaScP+2AOl4zW0j9qT59NtnN32JlNsb0I1HI0KZ/Ce0XCW6JJeH7VSVGsaVcjSXM+gpqoUBbF4/UyiRIRLJMvXieKX0HQsf0VycLfJcoJNEQd2iETZOxS2Uh5jlB5QYZt3rOFGFTJHQk43HsdGBr7mbH0qteaHxHlRBVwgWfZVwgXWJz6Mvx21WnMEUb5tQ8hTsZjFYqmxQp4GuEqatZZPK4M07DDgU+QHoz8GMasnQCGIIRbRRLyVCZCgsSAhWil83yPieys2mtfEolFqamqorx9JXV0djfV11NfXM6Kpgbq6OmpqaqiurqaqqopkMkl1dTWJRGJIR0zzXQvOJVFDw7XIStQbb7zBGAtVw1iQIKoUV3Vlue3m2znpqaf58e/vJ5HY+JD8X//4R757zrlc1NrFPl6kICNRAD/Ulv9FaqBmQkEefzC8RB1tib14qmc5Z7TP4jAV8tUCbhrpbFqXtfgIjWVUMOQTuRw/yi7HlngipaIVLLAGVN9HBn6lLU2i2btEi22c6sU4lRg5a/lnEPB3ZfmZsnQYQ0RBtdJs6UXYxljqBCpQJFEklSJJb7GeBIq3xHADIcvFcq71ONivYCirBEzzIvyJCNcHWY6Rbo6IJjjSqH5VbB2MdpG8doRsp33mhD28Jj7bbeZTtr+gDanEiN6Kt5n23kRIDCDEPEUsAhEPvFXJD/iexvP93gRIayIRn0QyQWWygrq6Ohoa6mlsbKCpsYGG+jqqqqqoqqqipqZmjUQo39WIh0ohyvE7/efKn5eosz5+PMf95R8FG514XFke2Xs3fvbHBzaaTO0zeQo/Wtw2rD2Ja3scwxViaB21V1ns0VG55Dk+a0POGuJF0c7A3ZJLEY1FOauMEt4ua9nHUzBq90KHMigiFm/hTF5SfUuK3reG002ah7wk0TI4f6xPu7XMtAEv2pB2T5PWioxSZOkt954TS06ESq35ivHY1R/+hDJjLfeYDH/3FDlr+FgkzuesN6RbRZxo01wsPtPyWBTpHWv4vEnxyyIqVjLc/uQrrvaE3fbZj4bGBpoaGhgxoonGhjoqKyuprKykvr6e+vp6amtrqampIR7P76ins3lz5c8dGkc201XAHPhDolFPPsdHtt+B799zN3vus896bxdNJtC0DXN0H1hgDd+wGVpH710WSRRAZ9Mu3LP4KbYEDijLorGl71++4jqjymoKT5XWxCUgbQJUHhqWvX14Mug9UfrLa3+LI7Xu0xopK8JFNsM3VLRskyjoncZ2qI5xKOupMLlyW4eVCtRqiGvNWTrJWUAGy7dMji8ScDPxISnoMtuGWJG8JlEAk7THt1WCz5gUfyBJvIw/V+tzb8zjvQP3Y9Fv7sNz68WcMrB5fYPLSKYnVdBRHoD9RHHDolb23W8/Wlpa1rl+4cKFxDo7C7KfCUBWhHNthqVNO6IL0IM6VLTWtDfuxF0SFDoUZz1y1pKzhvFFtDlqvuxlLWTW/a73hYhge5aiO2djFj+HXfQUZuFT0PY6NtuVtxjFGnTH25Bevt7rg3Q7f8hlmW/DTR7rTm2YoD32LqPzRzmIa813dJypaM62GbJD0Kn4fRVyzsbqtw/C7srnnEiSz6nckBy/GIkItyYitB93FHf+7rcuiXLKhkukStAzM2fy37/+la37Mcd/qDxvAmqV5qZrvrvm5c8+y5G7TOf0tp4CRQbXacP8qjF4ifpheTwbpFBd7yLLXkKWvdw753uI6GgFrdYO2fGdgfuNybKfX/p7R63PZ60ibJsLLf/DLHwanVoI9E6X2xgR6U1uuheQUxWoETvjjd4Lf8zehH49qm0WsuwVbJAadIw23cL2HQvxWt5c73fQG70nfsMk/rWJ7+dbNuSPQYbvDmSHbWdYfFnH2BmPz9k0mTwnU41G6BrCPsCjRNNpNp3MlwMrwncrozSddTo/+PGdbu2PU1ZcIlViRIQLP30St3XliuJk9CtP+GGkgn/ee+8ao1LXfvVSbu7MskuB2vqdYvl7mCOsmzosjyfWYBY/T86A1G2NiTdhlrzQu3/EEMkO2ZGdwfirrzjCFv67ORR+6iv8RB22ciJq5G6Y7sUEC54kN+9x6F6AhJn13k93zsaaHLp5F/yqUejV1nb6VSNRI3fFJEfC8v9B6+uD6oSImi4+icdRArp7/npvY/CZaze8n11WhK+YDNfpeNlMCS5X53lR9sPni7L+z95AHat8HtVDO31+nBfh9T6MjJYyI8I3qmLsftklXHb1dwodjuPknfuFKEFaK1JFUiNkiTFsr32+0NbDx/c/gOefew6AtiVLaCpg3eefaMvyyrHD94BKob0IkdqJaD+OXzUaVTUOs+QFbLYz72VMAUKlhmRKizNwC62hKwyLYrQ4316zIf/Cg/qt0bEqtNaoEbvgNU8jMmZPgmwKaXl9nfvpngXYXA+qYfuNHt+vGIEetQeB+OieBQOKUUQIu5ZysI7wDRVhdM+i9R8r3sC9WnPDBkbA/k+FfEhH2NptNVASPudFaQfmbSQ57q/pXoTZ4dBOvdsNj78P8WMUUiDC5dVxDvvWDD5/4YWFDsdxhoRLpEqMUoof3PsrLq0tjp3APSCmFLsqj+/MeZ8zDz+CN998k86WloKNmLWI5aEgix2GPaPEhtglL2AWPoUfr1zjOq9qNNRORXfOwS56ClpeRXoWI3n6sQ8iSV4r897MUnOZynGxHy+K0eJ8+7yySMO26zw3HUmg/TiRhi17N7NcXaaVsGsh0rBjnx/Hq5tC0L1kQDFKpoXtlJDUGq01f7Y+ozreQ/esOTKl/Dj+6N241183UVpkDU+ZHF/xynN6Zrk6wsBv+7tB2CbEtMeiPCZna3tDWXYow7WUABkRLq6O8+kfXMspZ32u0OE4zpBxiVSJCYKAb1/0ZU5JFUmhgdXaVM1ac15Him222Ybzugoz8WyJtZxsUiyp22pYpuTornewsVr8MXsj9ev2uPvJBmiahjd6L2zFWCTdgln0NKrj7UGPUrVWb8EP9dD9yDv9868wh7XCfnnavLOY3B1m6E42oGNVG72d1h421w30jg6Z1rehccd+fRe11iC2d2PNfopklnJB+MH3amUyNaVzAWrZy0iYQaxBepbgtb+FXU8j+REtHGjdT2OpOdmL8Wguk9fR/x2N8KQamvnpIsIrQY4DdGnsadQf3SJcWJfgvJ/cwfEnnVTocBxnSJXfL36Ze+SRRxj56hscFBZHj3e41m/Wh7woj8drGTVMOfoia3hLDBUo2hVcY7Isatgev7JpWB4/TLWim3fr0211vBbitWjALnsFnV6CJEcO+LG9RB1zUSy0htFl2qtZKlqt5WrJ8nNd2pvVrk/OWq7TGlu9xSYn65rK8bDsf0jdlqigCy8SBb9/+7/YTDteNInaxLQ6MTlspg0dq0H58d5pfal2dl/rflprfieaR9JdfC33PBbYEzhfNFt7647s/9Xk+JHn9qwpNb7WNCmfV2zITnkqWb6L0tweZPA8QZRCieCJIPT2QsdQCMLKVGus9th+I59bsyLJ85TiDTE0+D66jDbtBmgXy1fqKrj6179i7/32K3Q4jjPkXCJVYg466CAuq64gbOkZ0o0I+0qp3oXZsdViGTVMjfqsCJ8xadqS9cQQRITO+l3w+9lwGygxAQoGNPIlDdsSLHwaL1qHGkSFtyWV4/lRzwJmuP2kCupMyXCln6C5zBpFAF/RBmom9mnvKL9iBNZPoDrnYFQM6rbrd5eK7n4PUzl+o59onVqM3/o2uwv8VymkbhIq28kBig02TA/xYxyy+gXrOX22iyVN775Kg7FyVKQcp3gWs1OM4te+sNMgjtEllv+I4V4J2OHIwzhjt90YP2kSWmustQS5HEprrDGku7tRSq0q5X3HT37K519+g+3WSqZCEe6Pah5urMNTmq27upnTnuIQoxiiCusFscRaLmuq4oY//J5dpk8vdDiOMyxcIlVi5s2bh+ro4PtVlXyiM8UWBR6JqFeaN2zIznnetLAv/o6hvaKRXOMOrFyuO7zNWOnNJAdAax9bNxWz5Hm85l1QA0z+/Jrx/KfjHbo9n0rXaCuIb9ose3gR9ivD0+l8G/JPpSA5us+lY3SsCpp2HvCrISaHjlZu+Powi7TO5gmixD1Nt7V8o/1dJoaG8yKDWzv6KJZpMrjv0WJruFhypKzh/siGn4eTfwf7MX4QdtPp+VT3o1PjXWv4uyf8PczRYQzvhzm+PmMGl3/96/16/COPPZbjpu/Kbcu6VnUuPmNDbh9Rx4lfOp9/nn8enufxwgsv8I0LL+LRefNo78lwZHeGCSU+q+Bda5gxqp6fPPxXttxyy0KH4zjDpvy6T8vcuHHjOOqzp3LgD77HTXWFnUb0aJilyxq2KkBlq5wIt5sM6eothv2xV1JedFDz8f2KEai6rXor+w1i/5zWymbuc2ulCuKxMMubNuQrUn5JVMpaPoWB+q2GdWTFmhA2sG5EbAhLX+RGq4ivGDWq1JofqOigkyiAP0vImQNcsyIi3KcMn7IZnq/dkmWxCq5VrhjMcPusinKCSfFdFdC6gf3NciLMNAFXqIDDg24uVTmy2RyneDEmbLUlr8+Z0+8kCqCxsZEL/+9abq6MstgavloTZ+bxR/LHl17g7IsuxPd9lFJMnz6dPz3+b/49dw7H/u7X/PKj+/P5piruimmWbmJPtmL0pg351vhm7nviPy6JcjY7SoaiLnMR6ezspKamho6ODqqrqwsdTt785z//4Q/HfpIvpAtTdOItG3K+SfMLv4LGYZ7OJCJcSI7HK0YS1k4Z1sdeJ5ZlLyF1W6MHMZ3QpNuQljfQI3ZCR/ufHFsbUr/gCU6NxDjFekTdyNSwyFnLEaaHX/gVjCizKX3v2ZDjMIQNWyGJ4VlvuJJZOBM9ak+UUkiYweZ60Il6QGDJC1weZPj0EFXUO8GkuFf1f++o96zhMsnyTryaroYdVu2TVbX0BY4zWS6ynpvmN4ystdxlctyvQsZoD2/FVhG5FX96EMZ7PscZxcE6QqgUN1TF0Ad8iBvu/hnx+OCmh592zDEsmr+A7/30J+y0U98mGuZyOR75y1/4xU030zV7Nkcv72R/9Aan8HeJZaYYOn2PaaEwUWm8jXzGRITXxfBMIkpzOst2aMYrPejP5UwbctcW4/jtv/9FQ0PDoI7lOMMln7mBS6RK1A+vv57M12ZwdIEqhD0SZvkFhp95iY2evIfCnyTk236UVHPh52DrrrnkJIZfPWZQx7GZDuzyV1ckU/2fDmStJd76BtVdi6nxI3gIlVpTqzVboNktFLbXbvpfPt0bpFkQjXBxCY5GpaxlIZYuEZ4wAf+JRUkrRVIgKZbnrWCbdkDHCnDOXPYitmoyyo9jlr6I9qLYMANoThfLV4awytlpNs0PiFHfx0RqmVj+T4U8I8LSmq3WW+SmaumLHBCm+JZE0O77N+xm25AIUIGmElaNZK60xFqurK/gC9d+t2gqzLW0tPCTG2/i4d/8hubuHuqMoAGjIKsU8yMeVWPGcPDHP07DyGb++5e/8Narr2HaO5gQhGzd3sk0q2hUmqck5PGGGhZXVDBtn7356KdOYP7cuTz76GPMmfkUX2np2ugSARGhB+gQSztClwhLFLxfVcErEY9tPnwg377lZmpqaobt9XGcwXKJVD+UayL1kWm78O1Z79JQwJ7wKyXLMmvZxY+SECFuhUpr+YgXHbJCGFaEI0yKeaP3RvvRIXmMfsXTvRCT6SDSuM3gj5Xt6q3mN8BkSne9Sxjm0HVbYq0Fm4Mwg8m0Uxu04aXaucaPl2V57kI4VTJcLP5Gq3QVi/dtSBOa2Vgu0ML7uSx+RR0oDbE6Qr+yt0qeGMQadKwK5RXm+2VSLUjbrN4RqapJ+FUjsSYgvvApnhvianrnk+V0o1et+XzfGp5VliPw1zindYnlVm15OMyxtHoyXs24jR430fo6Dd1L+GgkzmEGpio3QlUMnhPD7eOauf2PD7D11lsXOpz1mj9/Pp2dnVhr8TyPeDzO2LFjiUbX/X5aa5k9ezbPPPkk//3LX1k4fz4HHXM0R37yk0yatO6+irNnz+bqL3+Fd15+hR1TGQ7pStEjwr2NtXRXJvGiUZTvU1ldTV1DAw0jRlDXPIIxU6YwecoUtt9+eyor3TpAp/S4RKofyjGR6uzs5FPbbMdN7elCh8JDYZZlYukRIY3wKsLusQRflKFZOPsPCfl6JE73iGlDcvz+skEK1fo6qnnXvBzP9CzHzy5F6rft1/0kzGCWvIAetecGpyXZMMekhTN5yE/mI9TN3idtmq8TKfpEqttapmXaiCaqsWEOPWInlB9DR0rnc2BSy9m9bRZ3qaFN7l7C8tWgh+PxecpXzEXR4VcwLtvB9TrOGKW5W1t+HWRYXjUOWzOpz9MArQ0x7fNozi2nOpfiJh1nYokXGChVIsLdcZ+3p+/Ij3//e6qqNr4/WrkzxvDkk0/y+x//GD8a44JvfoMxYwY3y8Jxilk+c4PibgE461VRUcHSZIJ3W7sL/kN85Fqlu621HJZLcaZfQTzPPa4iwi0mS+eInYumSoqOJDHGoGy4al3EYHgVjYQds/tdzFx1zIbqjTfqtB+lx/PoEEtNma3pKYRvEuEbNstvinx04X6TJdk0FanZAi1S1LFuSNR08rHQDHmp6J3RfNpPcKfJ0l6/E16iDoDZ6TZOW/4KEWNpqxpJtnl3tNb9Og9p7aPrJ9PKZJal2/jSspd5QCVL8v0oZd0izKiJs+85n+fXV17pXn/A8zz2228/9nP7PjlOv7nWVAm65667eH7227QXYXUfrTV7a5/f6vzHNlNCWmIV6DxU58onv2oktuPdvB1Pex4SZvp8e5vrxuZS+FWjNnnb7mgVz1tXSSwfttU+IzyPB1XxfQ9Xd380gok1AqW7r5HpaeGwISowsbpF1vBTk6Nj7IdWJVHQu/l1y5j9WDxuf4L6bQa0d9zqvEQdndqnm7KeEFJ0ZtuQ85uquejeX/Llr3+9ZL8PjuMUD5dIlZgFCxZw0ze+yZOJuoLs3dQXF6gov8imaMljomdEuNrmaKvbLm/HzBebGInOtOTvgF68X+XQVcdspKZvZeC7IjW86buvfb58T6LcGqRIFfEM6XlWUIUoGpEnIoLNpRnqNOo9a/iNMgTJuvUmSlrrQSdQaxBLfLXduYIi/gyVg4d8xfXbTuG+p55kvwMOKHQ4juOUCdeiKiF3XH8D+22zLV9rT9NUxFOzqrXmyzrKKWEPC+zg9jcSEa5RIR8zKZbXjEVHi29dh/JjqEgcm2nP0wEV9DEJlUwb2BAv2ceysyakyrXX8qZSa47UUb6vCrMNwaa8bAKIVZV0z7tSCr9xKrsR8sMw01tIJc+eNQEHZ9r5RbyWrvrt83789VHao4vectwzCDgo7OYEk+JEm+Ykm+bvyn1R8+W7VTEWn3g8f376KUaN2vTIveM4Tl+5NVJFLpfLcdbxxzN/1tuM7+jkbyZSEo2ij/ox6kPFOSbNg6piwDF/S4f8NVJFz6i98hwhiDV4PfMIelrAGvya0djkGNQAklQba8J0vk80Xjv4uKRviZTNdWOXv44eOZ2+vrpictQYA5776ufLF70YHzcpZmqPvVRxFQ/4jq8IK0aXfI+ZTY5CYo3c2TOPOzoXc6QVLidCMk8jRDtqn1HROO0N2w3ba9WZbOQr3UsYoRR/i9YQjt6b1lwKtI/YHN9c8BS/jMYQhKXGoJRCA4JQr32+LF7RzkooJv9SlsqPfZTv3XZboUNxHKcMudZUkXv77bdRz77AjzpXrJkpgSRqpV39KHFrWIYwos9N/Q+ICP8xAT2jdsh7bJJuxbTOwlY0oUbsAkCw7BUiIkjl+P4fUPt4eWqBWQG1iUTKBuneUumN2/drM+CkNlQO4L1wNu52FeeUsId7/QrqimS0OGUtbypBxesLHUpeKC+Crd4CqZzIQ+lF/LF9Hh9RwnV5qBA6VwwM83YKubqteDragM124tVOBBsi3YsYkV1KIshyZryCrSxkRZjmxxFAK4WI8IoNudJm+TiWU4dh7VipelEM902dyIO33VroUBzHKVMukRpmslrVrOeeeYZ7b7udjx3/cT5y+OEAzJ07l6qqKpYuXYrWmhu/czX1ueKcNtQXjUoz3xpGDCDLeAJDJpLffWMkzEL7W2By6OZpayYhTdsTLnkebyCJlFjytZOAReFtZEqkZFqwy99E1W+NjvdvE8SEGKpdIpV3TVpzjo3ybQJ+MOSrefrmBptD1U8oqc6XvlDaQyrGQnIMj7a9yYxMG98YZDm/N8SyLNow1EUB1+FVNOJV9BYCqV30NMcJHGsVE/yK3husdtpc+S4qpdjJi/Br7XOhZHhFsvyfRPK7fquELbCGR+MRXq9IYCaO5/d//QuJRHEVKHIcp3y4RGoYBUFANBrlI1tvgw4NNT0pTmnr4qpHH2XyPx9jiy224OA99mCM8ujIZpheUcXBbV3srrySbQwlRegZQGWqudZwpc3S1rx33qba2GwHdtmrUD0Rv3rMOumE1j6iPWyQ6tceOzZIoXoWIsnReYnTS47Azy1DWHMfD7EG3f0uNtWCHrnbgDYkjtpcQTdxLmdH+zHuCLsRL1oU02//FvExsaaSn9a3IUopbN1WPLhwJt8Y5Mvd6mnQhZsml2x7Az+b4kuRKpTu25NJKsXtxLlFGw4PUoxREQ4JLUd7MaJlnFRZEeaI4Q2EtngMqxVGaZbEIrwXjzF+m605/qzP8aW996axsbHQ4TqOU+ZcIjWMIpEIB+08jT0XLOIzqRWjTNrnm8s6+eKHDmDaccdSn6zgruXdgA8daSjyzT43JWYt6X6OgLSL5RyTZnnzLgNKFtYr04JtmYUeMW2jBSvC2Aii3fORuq02eBuxBsl14YWdhF2L0VoRxpqJVI3MS6heRSNB+9t41TmUF0XEojItmNa3sckm1IhdB9z7rE1IVZGt4ykntZ7PbDFMVYX/3tYpxXIbAOXbG6+URvLQMbBYgSrQBsXWhozoWsJvIv0vCqKU4jzxOcer4BUb8reoxyeDNIhiJ1GcrCNMLfHfkJW6xHJ/PMLjtZXsss8+7PaRg9lh1Cii0Sie59Hc3MyUKVOKohPDcZzNR3mcYUvI355/jr0nb/FBIgVM0B43taV48sd3MyVSXouH48aS8fvecJ9lQy6wGRbWbdnvaWsbolOLCdrfRTfvusnELFI7HrPoKch2rWhYCTbbiW+6sek2bJhBAToSJ6cq8Jp3QWk/71OCVNUYZMkLWAVKgGgC3Twd7Q9u2lhPJMmsTA+N3vCuB9lc7BVY/h2FqYUOBNg6l+PtMAUlXPq8L6zSDHY7pmViC7Y/nel4nwMjMeIy8ATAV4pdvAi7COD7LBfLvzFcKyELwgzNns+ugeVoP8q4EkusFlnDL6sTzB3ZxFmXXcY3jz8e3y+t5+A4TvlyZ6NhprXmkKOP4vRH/saYllau6glRSqGUYh8VgcFVCy86PZ63xl4pGyIi3KMtP5WAluZd0bGqQT+2iOB1v4dJtaBG7t7nURypmYpqe2PVmicdSZDzqvBqpuKtNpo1lCmvVz0eqtdcq5WPftbOWBN/C1Lsk4djOev6lB/nSybDmUVQFXFvNA8HnRjyM1JarFQe1ia+b0KIFibhbMwt48BQII8DxY1K83E0H1cRjBJet4Zno/BNG7IkzBDXHltb4RB89tF+Ua6vWmQNd9RW0DNlMl++5mr22XffQofkOI6zjsL/2m+GZtx4I3v+6U984phjuDxaU8YTb2Cuhgs20ULoEMuFkuVNv5rO5r4nPBsjIujOOZigB2ma1q9jeskGWGtfpnIZJ9SVo3gs9T5vB2m+piJsV2K908WuUWvaQiErQqzAU4y+62uCRHPZrpGCFcV7xMIgp6sa1LAnEybVgs20E890sdPK4hJDwFOKHTyfHYDTtQ+6N0l5Xhn+4it+EKQJBMZpj31C4UgvRm0BE6usCLdVRJk3ZUu+ccvNTJ8+vWCxOI7jbIprRRXIHnvvzbXXXcc111zLVStLm5cZay3dJmSkH+dtGzJReUTWalw+J4ZLwzSL66aiq8dutNFnc934Xe8h2S5EaXQkDrFqTGIkarXqeyKC6ngbMTlU406uRt1qtNZ0jNydtkw757S+wZY2wxVEmKjduql8maI9/mtDPlzAPX6stXR5PjqWn+mxRcvkSGo16Kl9w36O6JjHlI65HB6JcbCXGPZ1PaO0xxF4HCGAHyElwv9syNNRxblhhvbQUuv5bB9ajtARdhimz/JTNuSOEbWcf83VHH/iicPymI7jOIPhEqkCqayspKO1lWpbvrvX/8sGzA1yHKF6UFZImZDRsTgiggVy1vJ+mCNdOxatwfQsBaUBtaJKoQIb4EkAPUtoMBmuCC0f8WMYY5lneni4p52fRRaSiVYSVozFs2ls58LeKXgN2xf4FSheOl5L++i9eLJnGZ9tn8VBCJeJh+8Wag/aGeJxuzZ8uIDjmPOx6EgFm97WubTZXBdbWxl0JjScn3prLc1ts/lVpJIKURTDkGFSKfbwIuwhgOdjRXhHLM/7ljuUZV7YA0oxWSkOtJojdH7LradE+H5VjOqPHsYfb7qRurq6vB3bcRxnKLlEqkCeeeYZXr7hZq7IUbKlzTflw36M13QEX2vesCHf9QNuIwYKooAf0SzzLC/2tPFa13Lm+h45pQkVhCgEaDCG8cZwiB9lWx1Z9Yn1tGYSmnO0zznAE6kuzk+9SjqSxGvYDjZSmc/5gF/RRGtFE39sncXLPYu5RcUY6UanBmUnL8J7YbagZ9dXrEFtBt8BP72YY4zNw2s9jB1aNiBjDQ8Tcoj4VBbh+V8rxRbKYws8Pgngx2gXy4s25C9a+LvKcTOD3+OvSywPRj0eG9HAZdf9gI8dccSgj+k4jjOcXCJVIH+57z4OzlniZV6K2l/Ra1mPJq0guVap4iat+aiO8dENHcDz+7QIe18/yuPWcoDJkJFwcEFvhnL1W/F6tJZPt7zObcTZ2q2dGhRVwAmlj4RZvqYVEh9Z1tNaJdNGU7aTIwZZyfIhZVk2jJ0H2o/RMXp3vt76Fm2EnFkiP8O1SnOgF+UAEY4Oe+jyLFUDHJV624b8oq6K9tEjOflL5/O1T3/aVeJzHKckuTPXMAvDkM8edTQvPvUUfyzzJGp1voJQGNI5NJVa80fr8bFlryBj9ka5jWf7xa9sZlm0gnMWPcsdxMtm/5lC6OOeqnkXWstFStAjd0MNMsEodrrzHX5sBzc17gFl+IE1tI3ac1hn2Ol4DWGkkupsW1FM7esPpRQficb5bS7L6XrTpZJEhAViedpXPF9TRXtFgsk77MDXrprBtttuOwwRO47jDB3XUhpmLS0t5F75H/dnKMAK58LpFKFiGBKbMdpnS62Yle1C5Wkfqs2JjlaybOSunLXkOZdMDVC3tQTW5rWcdV/9SVvE6hVrDcuXiMUPMkzSA1+Hdr+y3GANbaP2Kkj573rSTCnRJbIHGfiurzh9Pdd1iWWONbzte7xYW0VrRZLJ223LQcd/nM9++MOMHFne5fgdx9m8uFbSMFu8eDE1xm52i/rbxVIxTE9570yWt8MuwCVSA6FjVSxr3pXPLX+FpOlhay/K0aLYX7nTRV98gSznR4Z/fZKIcJvJQPVEzKJn8Ru2hETjsMcxUCKCyiyFjnkggqqfgsTq13tbm2ln6wGeT0IRbtCGPwoFS6JsmMNLdTDFL811bNsojxbzwTrA2Tbkd7VVzEnGaBgzhu2nT2f7vffis/vuy6hRowobrOM4zhByLaNhNn/+fBZnMnSKpbrMe41XtwShcph66T/mRfl5th1bOXboH6xM6VgVrWP2Ybm1vJdpY2brG9xshV0LWNK7GFhr+bsNyACHryiksrpHwywxDYcVYDjqbTFkoxX4tZOwlWOQtteg+32o27pop/nZIIWfXoztXkZEQnZSihtt72u377LXkTH7rLc0eDTXwqfD/heZeNcaLrAZ3k+MJF27ZWGSKBtSt/hprookqC61eX0rKKXW2Mrilw01nHXvL9h3332HvZS74zhOIblEapgdfvjh3L37rsx//Cm220wSqXax3GCz/Mgbnq2Ht/N8bKZrWB6r3GmtIdmA7akik+kudDgFFVrLoaaHPaJx4ih+EqTw0exmFafqCD3ANZLjZxRmlKFLhHBFoqv9KDRNI+xaCEueI1K3BTbRXDSNXJvrRi1/lSYlnJIL+KwXQ+to75UrTovTdYQXFj2NaA8diaO0D9oDAdO5mEN1/5LDJdbyGZOiZcQ0vERdQVIYay21i5/hYi/K/lLa538fIbQWX2tSSrHjjjsWzefLcRxnuLhEapgppdj/wAOZ+cLLbJcKCh3OkBMRzrcZvqCiTBjG9TbNGhZlu9CxqmF7zHJWEXQzdTOf2nenyXJ4NMEFsuJ18CtZZA3/9IRLJeC9bIZD/RhjC1Q+/mlf0elVrnGZXzUaWzECaX0d6XofqZmCLoK1g16ujdNzWb4UTUJk/Z+ru2xvopELLe+G3XSJ0C1CiLCfjq0zGrgpsyQkk2zASxRuj6Lapc9xltIcVeJJFMDefox7VhSc6FG9eyM6juNsbjbvllGBjBg/jvnGFDqMYfFnDJVKc5Q3vFOLzsmFXJVehN3MEymb6UDEDrrxqKylejPsbbYivCGGf2rhdybL/Ta2RpGYUdrjROBE5bMsHuMmFXK46eHTVnOMF6NyGKeO/TnIYpu3WGekRWsfGndE0q14nXMwrQFezXgkMQJVoKQv1El+iuUJkwJ6X9I9IjG+bNeNJ6o1W+Zh/Gi+VnTpRAG3SQad7eEjXqLkKvWtzyeN4kuecDpgPQ/P23yq0DqO46zkEqkCqK2t5a9akITPh3syAEwpw+poORFuDTP82hv+qU7HeFGu6l6KjTeh44Xrgc4HG2bQfv83vzSdC5nUPotqpZlT0US6fuClhnPRJG9ms0zbDNZILbaG/yjLw1jmW0M2miSVSXFBooqGjYwkNCnNt4iyWHn8LCp8LszQHQq+VoxVmu1Dy4e96JBVQhzr+byX64INjDh5iXpI1KPCHLZjNrb9HSKVTZjkGPQwFseQMItuncUdOsoeXnTV5ccGPXzZqxiyx620FjGF3WOupWkHzlr+KvepJMkS75gYqz08A8usRbk9oBzH2Uy5s18BfPSww3h89tvcMGMGZ/3qV4TtHVwWr+bQnC10aHl1vzJM0z7VBVjQrVfsKfXZ1jdojddiq7co2gX3G2JzPdQtf5nFqU5ikw/uHVno632tZUT7W9zlJWlAcVZqOTO9BXg1AyvAsVxX8byXZdqA7l38OsXyC235c5Al7UdZHq3DVo9DRyuRjvnsGbzLiVb3acuCkdrjUqF3M2mgVSyzrOG1iM/1YlhosoTAWO1zi6xbsGKgjhLNs93zCTcxdU/7UWjYFqwl6Hof3fIaVntQOR6VaBjSdS5iAljyAjdZYQ8/usZ1oYARwRuix69BUaEMhZxQLdbQLZZlYplQBvsIftKLcmOYJfTKYIjNcRxnANzZr0Bqa2v55vXX8/a8ecy48QZ+IOW3Xuohk+NiFd30DYfIBO3zTyJc2t1CbMlz6LY3kTBTsHj6K9H+FucYywnJamKLn8e0z+vzfStbX+W0SJwmpdFKcbWKMaJzzoBj8eon88sgSygluvHNJpxq0twea+S9sR9i+ei9oXEbdLQSm0sxsn02P1DRAScY9UqzlxfhTHxuVTEe8Cq4XydZFuT4t83f9/5DyqMu09bn22ut8WvGoUfuBjVToXsBsuxlxOTyFtPabGoZR+QyHOive15oQvFIHl+PtflAhMJNqY63zmLbtje5z69gQoGmVObboeLxeJDhwGOPKXQojuM4BeESqQKLxWJ8+CMf4b2OdqTMGqkdYqktwGjU2j7tx3lORbmicxmJJc/jdfc9IbFhlsqlL9A87580LXgc3fnepu9jLWHXYqqXPE/zvH+xxfzHmTDvX1Qvf6VfcXd7lXR4HjPE51Zj2LpjDmHHfKzd+PSksHsZE9NtnGw/eO1HKM3BXgTaZvcrht7nE0LbO3giZPt5XxHhYZPjDkKWSXGOuL5nDe2RGNRPXaMctrWW+qUv8D0/kdetCkSEa1TAmEiEg/I4SvqyWLIDPJ6OVaFH7IyNN2IWPYtk2vMW1+p8ZRm/nnPCfBsyTwxTh7CS6T1a6KoYN2TH3xBrQ2oWzeTITAu/1glGlFG11gqlmJ6oYMe99ip0KI7jOAXhpvYVgerqagBetCHba59oic+dX2mE9phrQyYXyfqv4yNxjrOWEzoXMKtnGVSMROINqPWsP7JhhmTbLOrSrXzZi/MRr4Ie4NT2d5iFh67e8BS5ZOvr7JFp47PisbOXxFMKEeGoVCvtYa53alUfNAWt7GPA8xR7eBGmeTB3+etEOuaSSTRgayajox+sbTEdC2hKv08sm+J6L4Fe63N0gfi80LWAN4MMEq8jmm2j3vSggiwxhAjQA4SRBFosOsySBCqVQqzQpTWfNimiCpq1z1Tt02wtcWOJA1EUMQUxVG/vv1J0ifBNm6MjMYbf9LzP/X6SmiJrSD7oCUtiI9Y5GUY65nCY1uySxz2hRIQZKqBVLDep/q9725BQhO/YDO2New2qd8yvHotNNmKXvohfNwVJNOUtRgAtAY3rmR95ls1wtZ8Y0sqQc0yIl2wYsuOvj0m10LT8f1zpxzkIv09TQ4dal1gqUOucHwZq62QlTU35/Zw4juOUiuJo4W7mmpqaeOKJJ/jVrbdy48yn2K07zRd7hm56zXD5uPK5wwZ8t4g+ZlprfotmfpDjZ61z+HtkHu0WdP1kbKIZa0MqW16lMd3O2V6MQ7yKVRtPVgJ3eQlOap/NHB3Br2xe72NUp1v5vo4T0x80VJRSTPIjvBOmoY+J1HJdyRza2XHF/68gwtfidXxThTzXvZh012KSkSgBQiDCHn6E061mil+x3mloFUpxj5fkQdPNvJ4udjDCdmjG6Dj+ittbEd4JLUlgpE58cJzVWufWWuaI5YVcjvdFyCBkFGSVJqcUWQUGhUEIFdRbS+D7LK9o5q/ZDj5VZAPhDwdZdPOENS6zYY7mzgV8ya/IW+N3qJIogB8rw/KKEQMqSrI27cexI3fDLH0BX3LY5Jg8RLiCDRi5nrVBOWvZfgirvr1nDbaP37t88dtnM6lzAT/UccYWYIPm9flDRPHQ6FFEBeq7utm7tYN90dQOonMjag25XOn/XjmO4wxE8bRwN3P77LMP++yzDwCH7jKd1JvvlnxVpwPwuV2K8wd2nPa5UvtcKZATy1Fts1naMZ+GbBdfjCQ40kuut8e2Wml+5v0/e3cd5laxPnD8O3POia7v1pUqUKS4u1ykWHF314u7Xdzd+eHuVqy4thQolGKl1L1dj55zZn5/tJTKtl1JNtnd+TxPn3vZJDOTbJKd98zM+4Y5eMGvzLACDaYVt4FgA4/tLSR+oqpRdXyUl6Y8NZ+1lzljJoTgKhw21pq1nSCPLlvkeBXzoagQHKytFd5XCkH/VRyCl1IyENno7HNfS4v/unWkSgfzyqxRHGTlx9eO0pr38KkLRJZL5FFc+QvnOGHCGVxCqEYz2kszws5svZ1vtc+z+CRK18hYiCqljeq8If68sdhC4Ie7Z6Rd7aXo2sDWvjWExbB0Lf2dIMdgsZnMbHbI5y3NnFD3VvmDp5RH8dwf2Eq5XGVFGvwuaG1Jrbm5IEjXfffik3vuwbIsZs6cyYjXX+f6556nduo0Nq2tZ+ekR7cmnt/yhVhqS6xhGEZHYr798tBuBx3EV7rt15kqEAKb/D339avyOEwnOU2kOcL1WT8d4207yl5YK932Ui4kD1thOs8bi0rHl7s9bVnMVMv//vbzBZ0TMxs1tvK5Y7jBCq4wLf7oUAl/eWnq8vTc0ZKmS6glgLRDLJBWTs9KzVGKZ/A4Sif5jx/netuhsmLoUvdR6Xo6J2v5T4aLpjoIMB1rJAAAkA5JREFUkkpRqzL3/BNac5mXoLLLRhmfzEop0eVr4tXPzVibyk3Ro4E/O/c4UT4OFnMeNlf6Sb7w00xu4DPUrD615iM3iSzunZH2VtpXsoby6V9xvtbcQCAvgqgpyufUigL2f/Bebrz//sX1nrp3785xp5zCK198zlt//MZGjz3MQ9tsysnlBXyp/Uaf2Z0RCtKnT59V39EwDKMdMoFUHhp+6CG8U1rQ5pNP+FqTn+tRC92rXfb2YT9sPrLgahls9MSnj7S4S4Ypn/MdKh1b6rY5wc68Yy3/u+srLQYpH69u1krbVkoR8NJssYrtQLtIh2dymIWsscZJgVh0NmVeqDP3qzSf+Qv//aI8Usu8z1Na85Wf5jntMlk1fkK3IlprRvkuR6skBwuXGwJljOm0PnN6b0tNlw2XO7NWumA8F8tgxtOAFwjBFYEoR+rMZY68XXrMK+yJzFJqf2mHUH7LMulprdCx2cjKX0nGq4isJOAbJG3ut8LcLXyO9+OcqZPUt/D3/53yiIWKsrJq4sXm4s/6FjH/J6ieTK+5P/CoDLBXhoPw5vrIgusH9uHpr75k2D77rPB+oVCIPffem6fee5cXf/qRCccexkkVhXyhvZV+/mJaM70wSq9erZ/EwzAMIx/kxx4bYyk9evSg/2678tpTzzE8A2cecuVr7dEjTxJNLGuMl2YmPntaUQJCsHMzDrmvLS3u1EEum/0dswu6kipbHQCpfRas4DH/w+Ggqj+YH+2ywomdSsxnw0ac5zjRCrGfW080IDg8jz/KSmuiiXmkop3Rpf14XaV4EwBNRLs46RghpQkCKSCJIB4solaG6OxWE3Dj9LdstkCymoK+QtK9EduP6rXmVeHznJ+kLlhEdfEAZKgYwYqPPfmJKvr4KTaS4RXco2W2weJdy+Y5L8nBLfxs/6k83hcKVTYwQ6NbgWauIOpULaLqT6SfZksUR/sCZa+68G8/afMiNkh4wkuxv67nWjvC+k2ou+RpzffK4y0bvnRjVJUNyugnRHkpROUvWMJGV6yLPWMUm9m13GhFiebBKhQsPA/1yzabM+KllwgEGn8+rLS0lGvvvpuqq6/m1iuu4OnX3+SYedVs0sB3+RsByXHnn5fV2mOGYRj5TOi2vuyxCrW1tRQXF1NTU7M4O15bMH36dHZdfwNei+X/ikNDtNYcpOJcL4J5k7UPFh5qP0IliCnFvXaE3hmo5+Jpza3S5ysvTVxrhlg21+BQuIID3A8Kn4dlgGSnoQ0GUypdT/dZ3/FSIzLcveQmmBJwOFfnz2u8LE9rtkvXUtVn+5WuCiilVhxcJqvx6+dSrOOE3Ti9fI9rRKDB35/Wmmek4lE3SXW0K27pgEYXMy6d+TUPKsHqWXzPVmnFIX6cd1twViqpNfv6MaZ0Xr9RZ+5awp/5LbLbJo2eLCs3jl03iVCimpe0pFcLX8sZyuMUnWYry+EsbS9OjNKQsdrnAVym+h69pMOuvuYu4TO/97YtGsM/lFLoumnouhlYFYMRoYUrrcF5P/O/VD27ZPhsV3O9FJT8te1WPPTSi4u38jVXZWUlV5x5FvNGfszZNXHKhERrzcdS83TPLnw87mccJz+et2EYRmNkMjbIj/0HxnJ69OhBp2hmD6W3lrjW3CQ8CqSVV0EUwGmk2ELavOAUZCSIArCF4AJt86YVYaQd5U4RXGEQBXCckpys0lRM/xx//gTUoiLBSqmFNZvsEDOK+3OaWnXVpt/Q9FX5fS3kd+1DeNVbq1Z2uwyV4FQMIt5pKAu6b86Y0jU4XKd4VHioJa4FzVI+h6gE99ph5vXcGr989UYHUV79HNbUKqtBFECpkC2qS6W15lzSzCjqk/UgCsCOlKHn/djoQr0ytYBtq+fwtbZbHEQB9JA2b1gREkpxjEqs8H4fS825XpzTlc0Iu4C7RIAXpaKyeLUW9e/VzUIlq9FVf6BmjcLWKaxuGy0OogASRavxvMiPi17PBS0m77gdD7/8UouDKICysjLufupJznrlRS7o05V7HTi+UyEzTziK974fY4IowzA6tPya5RqLffnllwyOLZ/IIN+9LxS3uTF2EQ4Py0Be1E2BhUHKHSqNKzSnyUBOt6JYQnCsthgmw7yTns/I2bNIao0Fi2uI+VrTsxFbmQYj+FNCHuf0oIeQOI2chDeWXdCJBZGteKhqPO/EFnC+DDDFktyvkswtWwO7oEuTrxJ1rv6Ti3Ba5T3bknQTHyuXMXYQVdIvY+NZGV0yCFU3C2aPwSpfAxFaPlPlkiyVZic7kPEzSZfJIPv4sRXe/rGXYjdtMWRRVsgflcfEYCGquPmJELy62aiaSWBZKDeF02MztOUs9xaRwUImIxmvPIbk6OLRFOXzaHGEHnvuzgMPPpjx77hNN9+cD37+ibffeov/7bwzBQVt80KfYRhGJplAKk8FHIf6PCtcuio/+i536RSvWdGVHihvbY97SV7AYysnyAMq80kEmquLlByD5JgmTry+9NJc6MUpsm3W14Jvk3EuDmZ/ZaK5SoXE8jN/tV5KSaJ8bf4srOe8qt/xpU1tlw2xmzGR9WumsqmU9G6lej8tiXt7C0lIKFrzMotd2A0VLsWb/T1Ozy0avI/WGlH9O/ULptArmPlt1LOUv8Ktrh8KzTdemovlv0k3VhMWkVQ9sZVsGV0V7acJFlagigZioREr+U6eX7EOF8z5nteEtbj2XGsYrzweLysiPGQNzr/pRoYOHZq1vhzHYZ/hw7PWvmEYRluT09nu559/zh577EH37t0RQvD666+v8L4nnXQSQgjuuOOOVhtfLo149jmSMj8m/I012hbspWVeBFFppbjLS7CbV89U2+JpK8LF2smLdMQt1V9arBYI8rwVIeA4POrk95VhX2v8LC7zyEABNV02pL7T0EZv41uSUorOtZNa9ZxZS1akBgiLUDqxeEtoa1GJKgIFnVZ4uxWbhlaKYPkgXstCPHoBaQ6RyydN+Fv53JSu5w27gB2WyF7YRUp2tx2cmr+a1Z9SChmfgYr2Rgix0iAKFq5KzYp04knZOun9xyiPM0sjjBi2M7d9+RnPfvB+VoMowzAMY3k5nfHGYjHWXXdd7r333pXe77XXXuPbb7+le/fMFIXMd1pr3h3xDv+rWfF5gHzUxVM0rkpS9oz3PY7TSfb249iOw1NWhMtxKG9jq3sr001a1CtFkZBcLgL0ydBZr2ypQ0MGzmpki6yZzC52gIpWfI/oFqxJCSG41gpRPmsUymu9AgNWah5esOFASvtp0jXT0aVrIEv78anvMStDdaAAnvZSFAvBzg2sGJ6jktwiQxQ0cAHnWCUpic1pVp+69m/sgq6IRmZX9GqmEq+exjpZjqNSWnNNQYDP99mdh0d/y4Mvvchqq7XsHJhhGIbRPDmdXe66665cc8017LOS+hYzZszg9NNP55lnnukwh1o///xzelbVrjQ7VT4aKCRT7dwGLGerBMcri3fsKKdou10FUP+4Jx1niptqM3XGYloj8izpyD+UUlTUTeUU1XrvkwVa0bLKTLCBsDhbOESqfsvImBpDQIPbYrVW6Pm/QGGfxVvoZhf24dEGaqk11/+pFL2Q3CQ8HhT+UglGfK3ps4LzhO8LRU24vMHbVik+H1XQ+PpIMtqZ0mgJX8vsfi6fD1psfsWl3PfsMx3m4qJhGEa+yutZplKKww8/nPPOO48hQ4Y06jGpVIra2tql/rU1oz7/grVSLZ1qtb6+wmJeBq9CN1VSKcqkxSaWkzfnoDJNKcV9XoJXg8Vt5jm6gM7TsQaq/+RAJ7TSLIuZNtp3WSsDqxarI4g0IrNjpnhaor3l+9PpeoQAu6jH4p/JQAG1GcyAcrUM0dnzWd31mei7/FenmKh87hMe83yPyXr57x2tNU95KdLFA5rcn57zPel4NTShdpW0Q9R22ZgXhcULWQymvi2OcuSxx2atfcMwDKPx8jqQuvHGG7FtmzPOOKPRj7n++uspLi5e/K8tVlzfbZ+9mVaU3+deGvKj9ujWhIlHpoWkJNFGVmmaa2e/nr0jhfRpQyttLhqVp+Mtq5/NUa24GgUwQFp8j+LKVD0jGwhMGiOlNW/jU2kVZnh0K6ZlCKvBtTSBWGZbnXAiLFCZ2+O2pR3gKCfMnnaQm2SIrkJysUhjpdN8GChiqLX8boXR2qcmWIBsRHFrWFhk113wF8z/Cc9NEuy+QZPHKaWkKtKDiS06BbdylTU1fPjOO1lr3zAMw2i8/NxvA3z//ffceeed/PDDD0268n7RRRdx9tlnL/7v2traNhdMhUIhfkIxW/l0zfPzL0t6HJ//5rgwrCcgoTXhPF0BaanuloOddplkW/RrQtCa0jpniTZcyMttiCpdTz/LbvXXZaC0uUqHWCAUTwuf93WKG7XT6MxyvtYcqhJMDZeiyga32tUwEYgiVXy5EEHYIZSXXnocVpC/fY8FVnbOJ14kFgVHK9ntPUf7VIuiRr0+Sin0nB8IFPfAtyuwy4tWmVxiRSLJ+Wzm+lk7FzgMi5Tb9nYsGIZhtEf5eZkY+OKLL5g7dy69e/fGtm1s22bKlCmcc8459O3bd4WPCwaDFBUVLfWvrRkwYAB3Pf8cl5RFmZnDrXJNUakVc7S/uIZLrvSUFj8rL6djyKbrcXjJS3K2F6dWr/qqt9aao/w4u3v1HOvF2dutZ3QD26CyaYCwKEjFUOkV1wDKBb9uNhvnaAV1c8thDzvI/8kwfaXFATR+Zepn5TE7UECyYp2M12paGRkuJVk9AzXne2TNX1A/DVn9B2re2OWCDiklc6PdeVu0Tga7hvRCUuZWNeq+ovIX7NI+6ILeyFBJ84Ooqj9YM1XDZjJ753m/Lipg2N57Z619wzAMo/HyNpA6/PDD+fnnnxk7duzif927d+e8887j/fffz/Xwsm7LrbfmkU8/4cr+Pfg2b39L//oAxSY69wPd0tN8Y7fP1SiAHtLmt0g56zgBNk1U8bPv8bda+vD9P1Jas2Wymk7SYqRTyC5acKJwuN1PtuoKUUAIrpVByuaPbbU+G6NM1bGun9uVMikEp2qbZBO2wX1oCypDnbM4qoZJO0Sg99ZQvjZpWYCbSpF2yhCdN0B02XC5+4toF0aq1l05mal87sNjXz/OWSpF1SpKAyil8Cv/AK1R4W4t6ttPVNGrfjaPyRChLK1yzlI+FQMHEAwGV31nwzAMI+tyunxQX1/PX3/9W+Nj0qRJjB07lrKyMnr37k15+dLZlhzHoWvXrgwePLi1h5oTAwcO5IFXX+W67Xdi06r8upq/rLe1y80N1HhpbXtaQU70kpDjlbFsu1oEWcfRHJGqJYbmm3ApFcvUagoA2wVClLoeBILs74QBeMhz+VB77CxaLwvmUGmzDS5vVv+NLunXav2uTChdzxoy9xNSrTWFwCmkuI+F47nPTzFaKO4gSMkyq05TtEKGSlp/oItIO4As7LrS+ygvScXcHzm3FV5fT2s+0R7/pz1mS4s5wS7I4t7gpxC1f6/4cXWzofZvnKJuqJIBLU7eUlb3N+fjYGVxq+jIoM0hp5+WtfYNwzCMpsnpEsKYMWNYb731WG+99QA4++yzWW+99bj88stzOay88vvvv9O/tj7Xw1ip+VpRrRXd8uA8V5GU1GjV4ApNezPcCnCWE6a/E2CUv/yV/68kjFYeu9pLT2a7SItPtN/q55Yu0jada6ag8mTrZVApCvLgLJ0QgufsKF0Q3KBSjPBSjMZnSy25Xi+/5a9G+WDlPgBcEeWlKZ81ilutEOtmMe39WN/lVuGxix/j0mCUcV02YEGPLbDLBywM9oKFaD+NSC5Y6nF+fAFq1mis1Dxk5/XQhashMvDdpRAsyPLbaXRRhG222y67nRiGYRiNltPL9ttuu22TJnOTJ0/O3mDy1M/ffMNqaQ8ayEqVa1pr3hKKe7w4/xW5X436R4XlMEH7DBbte1VKSslRMkxnL801fhxLSoYiGSMUw4TDG36aSW6aP3BYc4kJbSdh8Xyyjv+GA3Sm9QKJiBAc44S4tfIP0hWNK2eQLSodp2srni9qjIu1wx5+PZVItraDbKLga6mZpXxKEYQWjbeHtPkhUbnKVaGc8RJ00QtrXWVLSmuOd2PUR/tjdemLlLLhq4IV6+LOGYPstC4oF1HzF1La6LI1EMHCjL77a8rW5H9zfuBv6XOKyvxzn6p87F692uS5X8MwjPaqfc8024GxX3/Nzlla6ZmofC5QSQqk5FoC9GhCP/O04mQ/Qbm0eNWKUpBHk9L1XJ/PA5KOsQEUdrMDlABHJmvpawdIasWXThApBEODIfZaJsiVvseVoUI6t3JK8rTWFCiFVT8bchxI+fWz2TjPAm1HCDazg1QL6CkkqwnBNDfB7l6Cbk6A43yL6Shmap/i6r+oi1YgFwXIfqIKXT+HCl1PXARJRLtjRZpZiLaFZKiYeUJkNVPkjdJHAU7ZyreJSjsA5Wvizh6DEyxAFw9EhoqzcvlA2iFqum3KC3O/4xuV4H8E6JvB7+77isJccecdGWvPMAzDaLn8mkkYS9FaM2fmLMqyMOH9Q3mc6ie4VYaoVppjSbCHFeIEZeE0YvJzq/A4UEv2l6GMj62ljrdD7OvG2cISS63EtGeb2wEm2P9OnO9Ix+kpJNdb4aUyu6WV4mPfpYsTJIP1UhvlSJVgYqiEePG64KUbXd8nGxyVpEzpvEu3c8U/Qa8GBFxthZkSEHRH8rZ26aQlBymbh/0UzrQvmF+xNuWV4xkiJdtisZYWTCfNO+5vjFugmFvUH7u4x0r7zAYhJUk0wSyELD8pjw+1i9tvp0bdX4ZKCIQK0SWDkYFoxsezVF9SUtV1E+bHF3BU5Xg2xmKB1kxNp3glUEBRM7/Lpyqf4HrrsOGGyyf1MAzDMHKnY8wy26hzjjue1aprM96upzXn+knus8IMWhRobKVsrvFd9vGTXGGH2Wgl23LmacU45XKDk91JSXMVSMkDhDjZT/CCiFKcp8Vgs+msQGS5nyml2NOtp0DDyUrSirv6AJiYTlEoauk053sSnsecskFYxbmp8aZK+vH0zG/ZX9gtTjKQTZtJm80WBbxbE1j4O7NgdyvAd/jcU/UrF4gAa/6zuiZgLWAXYJbwuS02mTG1E5kf7YEuWa3V0qXXBor5JlXHLhn+7L0vFNfgUdVlgybFwL4MY6VrIcuB1D+sSDnzQ1vydmwuMlhIl8pfqPU0Rc18q9WhWa3/gMwO0jAMw2gxE0jlqeeeeopZb7/D/+KZP5g/Tnl0tm0GLbG1SUrJ5QSZhsV/dYqAgl2tANspQU9p4WvNPK2YphV36jR7awtyn1tihVaTNkeqAFfgcgf5ezC/Nb3hpwkIeDZQlJPg4aVgERVCEpWCBVKxX81E5hX2aNVaSP+QdoiqYJQxaZeN8vD8YWNshMUTMrzC27tJi5uxWCAVj6bm8t70aVSW9kcVZj94jdlFfO/Vs0uGVz1vdeNU9dxq8ZbGxhKRzsjUXDQtS3HeFFLKxefYfGlRR/NTwSsNMksFfg3DMIzm63iX6vOc7/vccd313H/2uVxSl85KH5/bgm29hmc4vaTNyzLC7SLEHDfNf0kzzKtnTz/OGaR5RPqciMPxTv5t6VvWwXaQ2VrxFm2jqHG2zUVjCZmzTHV9pEV0Ud/lQrKJE0Al5udkLAALCvtxs0q1+wyP5UJyvrZ5wwrTqWrF6cAzqUtsKof7mX2fjVceKSfU5CAKQIRK8ZKZX91vrGoZ5vcW7KVVaCzbXPc0DMPIN+abOY+89eqrXHfBhWw9v5r7U37WDmp/5aX5P2vlgVAXKTlXLtoetmy43YbeNf9HkEP9BDV2mMPyoGBwrlxMms+8JPcHCnM9lMW28jQfxWeTirZ+cVmlPCoWjKdICM4nzc06kNdb/DKhUEhWtyxm1szAyuK5KZWO0wfoncFECwmtOUclWdB5o2Zd/ZNS4qPRWiFysNXXK+zNO6mf2KeZj9eAr8wFIcMwjHzTcWeWeeiwQw/l1hnzOT6tshZEpbSmXqm8yrKXTREpeUWEecaNs0CrXA8nJ0Z4Kd6M1/FZqIR18qRQ8Tv43KJd4pHuOelf1c1id9vhETuKDVyC2+p1tXLhahz61PyJVz8ne53YIWYqDzdDr2etVpyskswu6o0MFDS7HcsJo1O5WZWSwUJGpRKc3LOCc8qifGk17ft9dWkz8rXXicfjWRqhYRiG0RwdYzbdRjz86KM8Fc3ueZ7rdZrJ0mEz7aJUxwgspJTsqS2ekh3j+S7rBUvzf6Fi7DxZcbld+lwnLeb13BIrWpGTMVjpWtb2Fr4fbhBB/lAeY/OkUHA2lQrJ41aENap+p2Dujygv89uHpZQkQ0X8moHXc45S7OvF+b5oNVRJ/xa15QW7IBMzWzym5op07YfboxdP/vIzz/TryVNS8XBQcn1RiIOKAnwnVhx4hoRg43iK77//vhVHbBiGYayKCaTyyAGHHMJf3TpTl6WVk7RSvIrA6rEZ8cJu3O8ns9JPPjrRCvJeOkGyA6w6LGu+7zM0i8VRm+qDdJKazhs066xLpjhCseTm1iSaNTpIqvzOQvKyDHOpl6L7zK+wK3/L+EUVJawWpFZY6CflcawfZ0bZ6ogMZHe0C7viJ2vRXm6+9xKR/kyZPovi4mKe/2gka//fg2z/3FOcPfJ9Pvr9N27v0YkHgws/p+OUx+uWZvoS2/n2qE/y0HXX52TshmEYRsNMIJVnhm68MdOzEEilleIonUaU9EJICz/UibcDuavj09qklOwsA9wt2v+qQ0PyJXxMa00sz4LZacqjk5CE8mTFrjUIIdgNi7esKCelaug1/XOK549tcjuydipdp35KydRP8eb+Qtmsb6iY8SUiVsm7+Hzju0xTPvO0YpTvUrnMd1tca7xl3g9JrbkSlzOEYnKX9bELM5dpT0d7IuunZKy9prIWZd4rLy9nv/335z//+Q9DhgyhuLiYUb//xm9rDGSa8rmhWzmF/7uCy1frzmjf5VlHcHXXUtbZyNSRMgzDyCcd4xJsG1JcXsaPQYc13MxMNj2luF2leUYKdFk/VKQ7AhBOlJlKt3otoVw6SzgM8+IcbVlUdKDaUuVC8J1y2dLKfeAcEIJhTohn5o/DrxiSs1WpJXdRTVEKT2iU1sgOFEwBBIXgBG1xvBXhnFQ979dMxyruCYCfqKJ87k8ki7qRLB0MgPKS+HWzQAiEE6FrzSRetsIkNIxJVjNE2lSIADMsi5EqzbMWzBc+aa3pJAWzlYtCE2BhUO2xsPD43k6YjX3NLDR3qjRzi3rhlw7I+JU+u6gn3sxvkQUphN36ZREsa8XPSAjBFttsw2Xjf+Xg447jxDPPYMdhu3PqIYdy1OmncdGBB+I4bTNVv2EYRnsldDs/YV1bW0txcTE1NTUUFRXlejir5Ps+x+wznEFffsuBqeZlaVJK8Z5yedKW/Ko0srgnfqQ7Ypl6ObJ6AqfUzuGEHEwocuUuL4HtOJyiO841hMu9BH2kxbEy94EULEx48oT0ec9Ls0BaLOi0PrKBAsLZVD7rG57yF9ZIA7hIpygVkvPpuBPVeVpxgEoyr8dWSCnx6mazRc0EwgJ+RBL0PbpKwRbSASmYrjWrS6vFac6rleIFP8kY22KSm2Jm2WDsop4ZelbL86omErAtVGHfrPWxIn3Dc/n15xWfc9JaM27cOIYMGbJ49cowDMPIrEzGBiaQykNKKTYdMIDHZtdwtVTMBR7Wq/6j+pfyuFZovkdjRTuRDlYgQyUrTPerfRc5axTf4RDoIFn8kkqxhxfjETtCnwymZ85nGyer2CEQ5nqZf7W/9vLiTOy5RausTCnloernUJqYRb90nKespYvZHqDiHGUF2a0Rn7X26jbh8WSwHFU2COWl6Dz9Kz50CpiqFX2EzPqK3QdeiguKOuOXDMpaH17tDAIijSpcLWt9NESmq9h+vZ68+frLrdqvYRiGsbRMxgYd57J8GyKl5JIbbmCjQw6Bwq5YoWLWrZ5GH9tCa81WrscZMkBISiYpjxf8NG84DvFACL+gFyJcji8kq5oOCstBdlqdDef9ziEenC8dZDsPqEJScoMV4gQ/wUEiyBHYWO18O9cldoQH/DTfY7NBniVUWMt2mF31B4nyIVnrQ6XqqJj7I6VoNrQD7ORpNmogqHycEPuk46xmhTpM4ollnaIs3q+fwYyCnvg1UzjaCmAJwWqtlKxke+mgkjVZ7UMrF2237vecVh5dgzW8+PynrdqvYRiGkV1mRSqP7fafXfjyp4m40b4gLHS6DrTG9mpQNdORgA5E0OEKdKgCYTdvxUErDys2nWDtdD7SToeoMZVWis1TNbwcLKJvB1iZmqI8TvATvO8UktKaOnRenBNTWnOSTvJtYV8o7p359pWifOZXPIjN6o0Ijv5WHqf4CV6yoxTmweuTC99rn9NVmvlWAefrJMeJ1t3uuC4equvGiCx9Lt0Ff+EEQ1CQve2Dy9Ja0yc0h99/+bHV+jQMwzAalsnYoGPOFNqId957lztvuJRucjraSyCDRchQMaqgN/TYHL/7ZuhOQ6GgZ7ODKAAhbVRhXxJlq7OL8PA6QH2pgJRc7UT4H5mvo5OP+kibCsvhLlyu1mm2SlQxSzXvDF4mSSG4VQQpr/4rK+2Hq35jX6txQRRAP2mzmbAZQfv/DKzIBsLiHmz2UDHG5KC21p5Cwuwx2SuQ7Nbiq9a9fiiEIJ5I4XkdM2uoYRhGe2UCqTwmhODoo47kw/feZlBpDD9RtdztGRWuoL6sPzsKj3QHCKZ2s4NUo5mYBwFFa3iKABPdNB8kY9wWKOAwL8ZObh2HeDHG6dy9BmlYLhFKS/iJKsLzxtJ56qfslKrmFNW0lY0TZIARuqVVkNq29S2H/bWFk4Ntr//Tkv7KRcXnZ7xtrRVe/VwK9AK037oXUVyC/Pnnn63ap2EYhpFdJpBqA/r378/HH77HOj0sSFVntS8V7kplcW/+2wHqLVUqhfR8JubgqnsuSCm5wAoRsix2sQJ8FCjiQ6eQDZXgci/e6uNJK8WXXprz/CRzwl1b3F5wwXg6TfuMrSrHc1MyzrtWhOsIYDcxGBinPET73vHcKEk0wRy8Dl96aSZaDjJSnvnG/YUB8qEHH4hfPxudpeLnDUl6MGvWrFbrzzAMw8i+jnmiug2qqKjgqSceZfthB1FNSVb70tEefFE9BU8r7HZwXmqC8hjpp/nNEkxF4ylNQEChkGwQDLOpavvPsbG6SwsBjNE+G4mFH/9T7BCPJqs4gHqetaNNDjyaKqkUe/lxiqRgoBNgE2UzIzadeSpBSltEhI+DosoqxCrqhbRXnbZdVv3FTokqLpfhhYV1m3m85iff5Xad5mkr2rwG2pGUXhRItfIRwkdsgSoegJXhM2pBrwqvbiYXXHgxhxx8IG+++RbTJ3+M02urVqkplUhr5s6dm/V+DMMwjNZjAqk25IGHHqE6HYRl/uZb6UoK7DR1XggVKGlxP0JIZHEvbqqaysV5mDK7qf6rU+xmB9hPadaWNqVLZuzSdKiixADVvo/r/LvSEJKScaFS9vJinOcnuNUKZzXN9RN+kmGBEKdre/Hrf7Tl8EGyDqE1hUIQRPCDleDV2inMKF8Du7DbStsscGvZXglCdvPH/bvyOF8leciKUN5BE00syQfqaP0Vqb+0atGZz2UpN0GxqGS7zYdyyok30atXL55/4SXqkz7BrmujWqlQtZYOk6dMa5W+DMMwjNZhZgtthFKK1998Bx0oXe62Cqea9159nO6RekR8FkVqFgWqZVc+/WgPnrMsfm3j297u9lNsbAU4RThsbQUo7cAT5Dql2CFdSwLNlGVWGqWUvGZHcS3J4SqBn8UtXR9agr2WKeIaEIJhVoDd7SBbWwE2sRxOxmbzYJjGRLrVJYP4nyM5zE9Q38yxn6fT3GetuL5YnVZUa4XSmlQH2Pq3gxVggYQn/FSr9Pe78thCp6kv6IJwWl6gWSuPUm8yW60e5brLz+b5Z55k6623Zvz48Vx724PEIgNRoc6ZP2u6AsIKMHXa9FbpyzAMw2gdZkWqDenbuye1f88j6XRe/DORqmKjLTZi3XXX5YN33+Knn35CCMGRx5yIHxDISEWzJgpC2qhO63DY3LF8qSSRNrjFb4Ly+EC5vCyjHW7VqSG7unWc5oTZ3SmgsIFrKLaU3EOIk60Ul+o01+hAxmtsJZXCU4re9sr3i6W05nLh8q3SyGjFSu+rlEL7LvPtEnRqFlVCUdDIukf1ShEDigFHa3pLyad+miACF80vtuRPpZjku3gCgkKQVIoJ6RSvh4oZ0o7rTQWF4GEZ4Ug/TqEPw63sbX/72ktzgiWgYm1ksCgjH1cVX8A555/I2f89a6mf9+vXj1T1NAZ3K8WyJHWxBIk0VFOB9GJIKfEbuGDVUsIKMNOckTIMw2hX2u8soJ2RUvLRh+/xn12H8d2flbhOGVpryu0aHnvkQQD69u1L3759mTx5MsOG7cbnn33KHK8A4YSb12egAFUxmA3n/sZwYXNNK9eTaYm0UpyhktxmhQi284K7jRFXikrfo4sNhasIiu8nyAU6yYOW4hSd2QMykoWrT6vyu/L4VGjqivtB/Rwo6LZcseiS+WMJJ2oJoBlg22yiBDs7Ucoaseo4TXlcJDxiyicsBLN8lxpfMVxrukmLoBRIrRma9jlc2mxg/3tm6gWV4quwzRDR/r8+I0LwqBXmAC/O3iI7BbsnKI9TpIbO6yOb+V3VMI1lLf/+XXPNNUnE49j2v7+/sWPHctY5F7De0A2ZMGECX/w0Azew8gC+yawA34waw8iRI9lxxx0z27ZhGIaRE+1/JtCOWJbFiLffYM2112OGW0CJN5mjjzmSaHTpg/F9+/blqccf5ahjj+eFD8cDzZ+cqFAnrF4VvFk5nnGpGp5TNr8qj5u1S28tqHVs+mi4WLbOOYPGOoYUxzlh1shwINBWzUThAn0buVJzLQH2Tsc5xSnI6DgCUhLzFFrrla6UriNtDpeK+thUapTP17V/owJRbO0j3CQBrdjGDnCRtei93YSzbk96KZ7Raa6yQmy66CxOQij+sHz6CouSf4IFwXKbn0d4Kf5Pp3mJjpOMogBBSGte99MMz+CZyTqlOM5S/Co0umKdjAZRWivKAgmG7b5bg7cvGUQBDB06lE8/eh8Az/M46JDD+WzMBGJWp4yNSQhJjSrlzz8nmEDKMAyjnTCBVBsTCATYcvPN+OSzLzjl9FO44LxzVnjfIw49mLdGHEs8UIhowdkgIQSUr8WUxBw2qZqEFSnFkyF+sSMgbb6p/J2Lm9165l2ikwyWFvuaIGqxy3A5PlLEak1IwZatGkKdLZsflcf6K6kdJYTgNG0tDJCwmIJPTSpFWEBPESQsBc3Jg/Cal2SkULxsRSlc4jMRlpKhjTgyei8ed1thijrIWTutNdcJl362k9EgaoryOFp7zC/sB9FuyAy/noX+bC45/0z69+/f5Mfats2Lzz9D91590aFSRAa3b4pAlG9Hf88pp2SsScMwDCOHTCDVBj3+2CONut/222/P/XfdzAUXXszsVCkiVNaiflW4CyLcBcW/F+q1VoTy5PzUp16aG3SaLZ0gF2nbnItawp+pJPuHChr9mnygXNZ1As0KVlblcF/wvK1ZvwmPWVECiKZ6TPjcJ0JLBVFNsS2SDywY1E5yTdRpxatCEVKaX6TmOzfFNXaEDZA8IhXPJGoZGo5wRwaDqLhSDMcnVb46Ity8M5wN0Vqh3QSlcgHbbbEhp55yUrPbklLy3NNPcuKpZ1CdENSqYmRg1auQKlm9sNCv1hSHNGErjePYCBZeHEh6Mfr2MatRhmEY7YUJpNq5A/bfjw03WJ+ttt+FSl3SopWphmgvuXArVOvVtWyQUorrSfO4FaYblgmilqHRDNWy0a/L+0Kxq0tWviG2t4Pc5cWgEfWhMukqlWJ1y6ZnCwojfSfhYp92ke+0XmsO8mJsJWxcrVnfl5xsRTjeTyK1JioEqwdD3LFsvYUW2lf6eKWDkOHMbZtT6RjdnLlsuuUmHHXEpfznPzu3uM3tttuWP8b/xOjRozn2+JOZUpPCD6z4YpRK1jCgJMFxxx2DlJJNNt6IDTbYYLlthIZhGEb7Yb7hO4BOnToRsC3QOuMBhnYTdFeKVq/auYzftGKw7SwMoozFlFIM82JsFQjTrwmrOsdgc4lOsa0OLCxwm2FJrZmqfHpnaKVpZX70XS7RKda2HK7XgRZ9BhTQpZkN/K18bsFlDctGAbv5MEBYGU+//Zn2SGvNjsJequ23hc8kNLv4MFDafKM9Olk2F8qlzya9I6MopTiXNLtk8POUVop9pc/swm7ocOdVP6ARtNYUulPpUhbl7dffp0+fPhlp9x9CCDbZZBN+GPMtw/c/kC/GzsANlDd8Z8uhtKycs848I6NjMAzDMPJXO7iuaqzKyJEjmZcIILIwadV+ml7p1qkzszI/KZcBjUyk0JG85KewtG7y1qx1LYedhMPNwkNnoWaSFNBaOSDDQuBozY0i2OJ07uv5mi9E05dfpyqfk/04w5SgNO1SkHa5Qnjs6tXztFx5e57WfKlcDlMJ9vVjnKKTXCZcJip/ufv+pjyu9RI8pV0O9eMc7id4SHg856V4wE1QlHY52U9wjkpyt3a5ZQWrTVJKflc+W2UoM+Ek5bEFLlNL++EXrpaRNmHR+U2tOO/sMzMeRC0pEAjw+isvsV7/YpzkjAY/E9KJMH3mbFzXzdo4DMMwjPxiAqkOYL311qMilKDUnbRw/34GCSHw8+Dg/Q/aZzUvx/sL89BHFpxnh5q16nGmHWQait39GPv5MV7GQ7UwqKpUimu8BJ2ERbdWWI0CWF3aCGmxQLf8/XGwFeADvXwAsyRPa+q1plor/lIeX/sup/oJbpQhdrODHOaEOdYJ86wIsYblUOY33N5D0mcfL8Zefown8bkah5dEmFOVzZau4nQ/zo++y2vK5Vk/zU7pOi4izZUiyJNWhItEgLtFkFQqzQ9C8ZAMc6QT5n4rzKa+5k0rQsVKzjemlU86A4fkPvBS7Iki0WkddLhri9v7h/aS+LF51FndufCSK5k3b17G2m6Ibdt88N47nHviQfSwpxOqGbdcQFXnOowePTqr4zAMwzDyh9na1wH07duXSX/9wTbb78SCSR4ZXbiRDrPs3NaXOlwnKXMctjBv5+XMR9OvBb/whwiCHaRaKY7zEpSJANuvJNveikxSHmeTxtKa4XaQM3TrBt/raMFX2mfPFgT9fyqPW/Co9r0VXoKapxVHezFsy0ICBVJSquA04TB0mddNKcXvvstN9vKrQhOVzwg/yasyvFztpiFIhmBT7Anukj7lnsKTglfsKEVSLh7b2ov6Oz0QWerxA6XNwEZkojtVBjjZT/C0FUG2YCXvDOXidN8MaWcuYYX2UnRiOkefeDgjP/qUQKA/hYWFGWt/RQKBAJddejGXXXox22y/Ez+M/YlgYSfqvRAiWISbTjNhwl9sscUWWR+LYRiGkXtm5tlB/Pjjj/z8y2+I4rUz2q4MFfNLjhM71CnFOSJAWZ5kD8wns900rtPyZAElUnI1QW7HY/smbsqboDxO9RPcboUZYi36ymnl98zWSD6zYM8WLLDcpl0Ga/jvouK8P/ouCugtLULAZ0JztxfnYhFkmyXrqkkaDLye9FNsGwjj6KVfjJTWXKySnI6NtFb8nt7UDrApZG2P5D52iIe9elqaW6O/ZTMjMRtV2Dcj41LpGJ3kbF5+4Vk23ngjrrri8oy021QPP3Avv/32G+Xl5bw94j2++PIrBg/aiiOOODwn4zEMwzBanwmkOoj11luPA/fdi8ff+g4rUpGxdoW0cUMlnJqs4d4cvZ1uFwEu1mmeM2/npdQqBRp+036T6ketyJrSZoFKczMuW/nQTciVpiX/S3lcJTzm+y73WuFGrYJky7tSs5VuWfR2jQhypIpzOvCU8HlDp+lm2VTi4WpNd+TC+lSNDOjHStjNU8vlablTeAwVFjtYmc2W1xwN1CRusqOU5rLKqTgFvTOSNbTCruTLjz/M6pmoxhg0aBCDBg0CYMstt8zpWAzDMIzcMJfwOwghBJddejE9ozG8ulmoVF3G2vZL1+Crgs7sTpq0av1zSqtJmxhk5AxMe3KTn2CwtNlBZm7J4mVCFHk+z0ifg9N1pFZyZuoa4XGkLxlhF+Q0iEorxXjfZfcWFmiukJINpM2+6Tq+US6vyzAPiiAviTCvy8jC+lRNWBU9STg8hbf4v+u04n0vxed+mouszG2Da4kBwuIW4a36jiuxvxNmQDCATscyMiZXSV559fWMtGUYhmEYLWECqQ6kZ8+efDLyPW6/7ASGdPVRqZqMtCuEQBX1Z0ZpP7YTLvEcBFODEfzot2zC194EEaxuOwQzmF5bSsmJdoi7RYgSy2JllaAKEUx3Mp/eu6lu1mn2C4RxMjCOi0WAPaTNIyK03Nmlplpd2rhCMNZ3+UV57OHW86bU3C9yvxIF8K2X5nflcaBq+Z+JmFKQofdBrdWd6267j6efeTYj7RmGYRhGc5lAqoPp3bs3p556Cj169FhYVyqDVLgb9WWD2QGX+lYOptZU8KNj3s5LOscK8a3KXnCZBu6U/gpXpa7XDq+kE1nrvzGSSvGFcjlcZSbDSkhKTnAiq75jI3zjpdnDhwv8BBf6SW6QIe6VIXrlcPVuSTdLjzusMH0zkF2xQCu0m5n3ghCCWKAPF15yFb///ntG2jQMwzCM5jAzzw5q/333oVhUZbxdHe5EvGwQB1srTxHdUvfjsocfY08vxt5+nPekZu/sdtnmRKSkWvlMaqDeUCaMsKIkPZ8zdMN1xG7TaYY7ud2i9pifZA8nnNFVueYa4aW4Ix3nAi/BMC/G85bmO1sSRnClCLCpvbL1vdbXV0tmZuCCSKVS/J6oRwSiGRjVQkJaLBDd2X3P4aTTmS3pYBiGYRiNZQKpDurwww4lYntYbma29y1JRzozxQrzpZe9Cc5X2mNT6XCXDPGEDPGCFcnpOZx8pbSmZ5bqfAWk5EIryPxl6ipNVD6jvDTfKJdDWnguqaW+sASb+pkvKNykMXhp9vBjfGxBJ8dhRywekSHuFEHuEEFeDxSyYZ4FUQBHYPGcbHkQXokiWtIdmaGVvH8IO0TKg1Qq9wXBDcMwjI7JBFIdWG1tDaJ+KsX+dHSGt4CpkkGcZWlUlrb4PamDWFpziXDZ263na9/NSj9tnSb7H/Ja3yexaHvfC8LnNJXgAanQWlOXgYKuzaW1pr8WXOEliGd4G2tj3ahS3IPLXSLELSLIocJhJztA11YqRtwS61oOc7VmdgtXNDsj8ZN1aC+ZoZH9q84N8Mgjj2bte8YwDMMwVsYEUh1YTXUV9VWzOOHwffFj8zLatgxE8Yp7c3oGrmg32L6UXCiDPCNCHCBs/rByv3Ur37zgJhhoO1hZ3tZ2oBVkP7ee/b0Yb/hp3pIRHpMhzpdBjvbiVGU5m+J8rfjUT6OXCJYSWnOGTjFfwnArwDkr2H6YTWN9lx+UxzNWhNXaQODUkLV8zfctvMhSJCVn+j66akKGRvWvdKAT19z5BIPWWJvp06dnvH3DMAzDWBkTSHVg1dXV/DR2LNtsszWFwcxfsfejvfhcOHySxS1+8M+b2ARSS0oqxTjls00GU5+vyHFWkIfsMM/IMM/KMPaibHbb20E2VPChzt7htVeF4lA/xmN4HKYSzFQ+05TPgV6MtbTgfhHiGDvEjCydE1uZtNb0cQLYeXA+q6mUUlzvp/heKFbPwJbZA6wgKpH5M5lC2iScrkyrC/Hc8y9kvH3DMAzDWBlzqKQDmzNnDkcceTSeFlhW5q+YCyHQndbmjLk/MVynuUrk3zmQ9kgpxU5uHZ2l5IwMFOJtjB4rmGwHpSQmsxNITFI+D6sEb8koASn5wktzPEmU1vxPBNjQ+vf9lotY5g/t05XsB7KZMEcpwgKKhORRN8mLuOwZCPOGKiCUgRevSEqiSJJeEmFnPgGJsIJMnzkr4+0ahmEYxsqYQKoD832fsT9+T6j/zggrO4uTwg6hu23EGzV/MTlRyRNZSD5QjmSy1GCOSQAwG43UmiftAqI5XA2pV4pP8HlZy6wsGL5oaY7yLQKLVsC2sgNstYLKVrk4IvW1BXt7ilaKZZttNIpL/RhBKVnguqzrBHhRRinO8O9tU+DjVA1WFgIprTwKopnLCmgYhmEYjWG29nVgP/44lsLuayKylNXtH0JI/OIBjM/CgfC4UjynXd6L12e87bbqeXzqtaIyy2eTVuV8kebkQITCLL2/vnVT7GM1rnitj+YoleAu4TGulQo3X4zDHSrFghz/HlZlovbZSUvesqLcZUeYrhSFWYh891FgJeZkvF2AqOOyw3bbZKVtwzAMw1gRE0h1YAUFUcKB1lmUFELiZ2F15FhSdEfkZfroXHk8Wc+LwWJ65TjBwSTfoyhLK0HVWuELsXg1alXesQu4ngClaZfrhct+XowPlIfK4lJVL2lzighwCfld52h1BX86C78HNrQD9HMcLiBNLMOvzfZ2EB2rRGfhvFrI0vTu3Tvj7RqGYRjGyphAqgP76JNPqZo7Fd1KqcNVqIgRXmayp/2uPLbFZZzrMhPNZVY4I+22B9sHQrwhc78K8qKMcIMb568Mp9YHuF94bNrEPXPdpMXhzsKEGHfJEG/gsadXT61Wi9Oj+xkOHvawg8xUir9zkOyisQZKmzlLjO9OghR6PveIzP/e1rEcVGJBxtutSlm8/MprGW/XMAzDMFbGBFId2EUXnE9Q+mjVOoGUX7gaF0rB183M4ucpxVteip1wOcB2WFC+FqLPtvwRruCBLEz62qo77AgvJWO8IHIbTBVKSVdn5SuFHwnFY/ikGhnAzNeKa3WaP5Xi4kZu62tId2lxrwzRww5wkZdgV7eWYV6MPdz65Vap6rXmd+Ux0kvzsp/mIy/NWN9dKt36ylyubW4SrfMZ04vGeofw2N+LcTnuKoPDAiFgmXpfl1ohPnZTjMtwxsVztSA968eMtglAoJQXX34l8+0ahmEYxkqYZBMdWKdOnTj40MN58p0faY3kYtKJoLqsz4nzfuJkleYUueJJdp1S/KE8JmifcQI+sx3qpMAq7IIb6oIMFv17iiNSznsL5lHmwP7YiyaGHdsHgSK2ilVzYKQsp+OIK0WxaPjNNVp53OQn2EI67K1ctgqGWc3X9FKansKii5CEgDQwEo/ntUeN1uygBY/K5gdRS9rS1/zg2HyiwkgpOUEluUKnqBGCmb5HSi/M+FcmbbqgKPYVNVIyTvucKST/WcmqWFIp3vXTPCJ89rLCWUuGEtOab5XLuxb86qUptW12TGuesMJc7Kd40RIcvIqv+mWfhZSSG3SQ09L1nBwqYH8lW1yPTGvNW0IRDBWQnvo5oc6ro0KdW9TmP1S6jm23MWekDMMwjNZlAqkObMKECTz84H2E+m7ban1KJ4zuuhEPVI5nfrqey5eJ4GYqn2OlYrplY0fLwA7jiiAiVIawg/gsv4wqCnswQ8Ot88YzOFDA5lbbSDmdTU+qFNuGIrkeButLiwv9FHfI4FJJJ87TKaah+D8rTA9pUysCfJl2+U35jLIls/GZm0oRth00mjWkzTU49LEy+5V1uB3icFj8prqBAG/5KTbCZnXhIJfMZrlE19VKcbAbY1u7gGADAUZcKYZ59WwRDPOw79BdNX7xP6U1D0mfMb5LTCsGWg5XaYdAA/1MVz4n+QkGWhb7exa3OAULb1j0EbhBBdnHi6OcMIcoiVhBMNTQ6NazHD4UhZyvXN72PR6xIs1Ohf67VlzkJ5gTKYGydbBRpGeNwupWhshAnSoLj149e7a4HcMwDMNoCqEbuz+ljaqtraW4uJiamhqKiopyPZy8c9Z/z+G+p0dgl/Rt1X61VjDzW0ZoQS9p4ynFRcLjPQSUr44INX4lRSlF+cyvuEZLtpTOCieLHYFSipu0yyjl8rQdzWn6838856V4CZd7ZZhSIblPePyoPJ6SKz7X5mrN3irOO1b+prS+xk9SYducpJcOBMb7HlfoFPs4IQ5tRrr/x/D53k1yhRWmHDhPp7EEnI1D10UJRGJa86Lwec5NcL0MscFKLh54SnEiKQZaNhfqhu+3vx/nJWvFgfcVpBntpnjGjlLWjCyMT+FxnVOK02n1xT/zqyYiVBJRujpCWqhUHQiBcKIr/AxrL4lKViOjXZa6T4WextjRn1NWltsVWMMwDCP/ZTI2MCtSHdT06dM59IijmTljOhFR3+p5xYSQ6PI12W3+L3QTMFtoZHFviPZodDp2pRRlc8egU/UcGoiwVRZqVLU15/spXAnP2dGMFFJtivlKUQLYy2TSO9gOUuwJTtEpXK3ZQNg8wcq35jlCIPP8Es/FIsCu6Tj/scLcJFzm+B6bY/GZ9jhfBtlCNb0OU0prnvfivGFFCS16HW9WAZ71U5xspUh7moBYeL8tsHndihJZReZCW0oeJcyubj1nWjbhBt4X7iqup11FgBfwuVynuUc0vQ7Uar6iyEmRWOJnong1dM3fqFmjEFYAKQVCCHw3DVIikBSUVFDrBhFCUhryWK1HKZttsgPPvPo+dfbCFSiZmMtqA7uaIMowDMNodSaQ6qDOPudcfpk4l7jVHVGcm9ThIlSC7rE5M9MxRKAAJUQT550KnahldSfI9r7u8KlTPvZSzJWah2W4we1m2fSRl+KMdD3DA1H+J5efaO9mB9htBcVyV8QC0ko1OsV5a5NScpxvsXOymoucCJvIEJe69QSlxVZW8z5TLwrFRtJZHET9089hMsxh0KL3eB/L4Sflsekyq1d1WqEa8X450AnzjB9jrlZ0buKqlA/4ywxeSgmlA1DFfSEdQ4SKgYW/d6UUfvUktt98KEOHrks0GmXrrbZkvfXWA+CviZMYNXoMJcVFDN5wIC+98FyTxmMYhmEYmWACqQ5o7ty5vPveh7ilayGbOeHLFCEkIljYrMdKaVPZZT2+Uh5XV//Bkx347XypTvG9TnNnKwZR/0nVUiYlM5VPV8vmjVAxh6fqcKTg8gwkg9jFDnK/l+LMlWwBzLX9nTBJ4HBn4RgPVSF+d5q3MprQmme9OK9kaTvj6criApVgd1vQ21NsLx3CQjBaeQxoZITWXdpMVT6draYFUtOVIq5Fg59QKW1YFET9+zOJFS5i0ODBXHzRhcs95s3XXyGRSBAO5+97wzAMw2j/8vNSr5FVruvSpWtXiq26XA+lxaxIOdIOEWrGuY324lqVQumFRWcHZeDgfmN86aVZoDwmei6vBgp5wY4yQNo8GSzktwylp9tfS0aKPN/fx79BFEBUCOY2MWV4nVbcLTz29uo5wAqtcqtecw2xbM4TQUJplxHK5TLSVGnFx7ZgmG5c8O0v+tcYWmu+US4H+nEeDDjIkn5NGm9x0GWP3Xdd4e0miDIMwzByrePOPjuwHj168Ncf4+lSKFqtGG9WBQqZ4nuNruvTniSV4iMvxYnYyFbczvem8Lk2UMDocCnlSwSxFgI7Q+MoF5JCFmbIayt2tYPMUprRetV1zeZrxTW4HODHUZ7Hu1aUo2V2M05uYwc42glzrxMlIASH+HFejNWybSP7jWhNelHNqS/wuUy4XChcLhAuV+PiLfoM/qY8DlQJzrMDjO+8PtXdNkUGmpZFstIr4oCDD2PSpEkd8rNtGIZh5L+Ouxeqg5s8eTIzZ86EwvZwQFuRVArXoomncNoWTymuJs1MITjKFwyVNoeoBGcHC+ijW/eayHituKSBgrgaMpo1sbft8KfrsfFKao7lmw19xQiVYmOn4a/XuVpxm/AY57vsj8U7MrLwvFAru44AStp8GnAa3f9GvuaHgGQrDTe7Cc4RAcIsvCJ3s/T4WmteszQ/CMGCiqHIUHGzr9bJQAGVbie23GEPBvTtxgfvvk0wmJn6YYZhGIaRCWZFqoMqKyujV69e6HQs10NpES82l5Ipn3FZMNpgnZ325Ak/hQecoCSX+wl2StdygBVgWCsHUben43iex3FenOt1evEqBMCD0mcLP3O/h25CMqmJW+Vy7TA7yDNukheEj9aaycpnllr4HCq14igvxiau4h07ylF2KCdB1D+klGxvNz442dxy+GPRcxnoBCgQgo3tABvaAVZP+1zoJfkg2oeqHlsglzn31By+U0yV1YufJsxl5MiRLW7PMAzDMDLJBFIdkNaaN954k3giiXByX7S1JXQ6xrBQhB1bOZjIhZ8k7KQlG1sOIwJFfBEs5jDR+sWHbSCmFb+6KaYqn1vkv4HONN/jSJG5he5unmKybjtb+wB6SJsRoWJe9pLs7NZxikpwmBfnQy/NCX6C00WAfZympxDPB52QVCsfV2umeC6dl7h4IaSkpmJNrOJeGe83KQp4460RGW/XMAzDMFqi/c8+jeVMnDiRI444nKmzq1DJ6lwPp0VKayZxRAZXQPJVUin+VB6bLzrLEhKZO4vUVCfaIc5zIowKlXKvCPJZOrG4DlE3y+aPDK4gddOa2Xbb+5oaKG0eFGEetCOMsAt4wA5zjZ9giF54jqqtKpQSJSR7evVsbDv0WiK5yeRAALKUBVTYYd5+90MuvfzKrLRvGIZhGM3R9mYoRov169ePM878L8mq6aj5P6PS9bkeUrMFpaS4nWfsG+Gl2DhVzU52sNXrQzUkICV72UEKpERKyTp2gHN0ionKpyuC39WqEy00Vh9h8bvyUW0o4cQ/yqSk36JAY6C0ucoKM462nzTheRniXaeQ85c5kfizJiPb+RoiLIdK0Z1HH/0/fL9tbfU0DMMw2q/2PQM1GiSl5I7bb6W6upoLL7yI1NQvUanaXA+ryby62Xi+T10ebv2arnyuKQ7zOB5nFIX4yE9zcmmE4woc/s+Bj/00U5SPv5JsZJ5SnKRTvCoVzwaLOC5Pc8PcKILsogQXkOJzP832DSShaK7e0uIgJ8zxpDPWZi7MUYoT03WsZrf+VszW8KPvooIFiCyl35fpavpEKvny80+wrObV6TIMwzCMTMvPmZmRdUIIiouLGbruOpSVlxP340BRrofVaEopKip/4+VAAZ3zbEVqnO9xQ8TmpGuv5phjjuHdV57niTvv5PFHHkFKybdff834Md8z6rff+H3MGM6urGddsfTkcJ5SHK0THGiFOFzn/8RxNzvIbllq+0ht8afweMBPcpLVVs8WLawxdRntM5C6zQIv0j0rV+a0n2a10jTffTuaUKht/v4NwzCM9knodl6go7a2luLiYmpqaigqajuBQmvxfZ8TTjyZN0eOIuZ0z/VwGk1XT2LfxCyu1Pk1Ma3Tim10gseefprhw4cDK08HPm/ePI7YY08GTfibUxMeUghGe2ku1Sn+Z0fYROR/ENUapiqf80SaF0TjirC+4aXYQjpU5DAj3rKO8uNsbQc5pg0Exk21rnZR3TdFZOGihkrVccD2g3ny8Ucz3rZhGIbR8WQyNsifWYaRE0opXnr5ZertbrkeSqOJ2ul0rZnMOSr/JqSFQnJCqIB7r7wKIcQqayp16tSJEd98zeCLzue4ToWcZitO9+I8Zpkgakm9hKS+kWdj6pTi3HQ9n/v5tR3wNhHi0WQ9E1X7OuPzrpdCRMuzEkQBBImx1x67Z6VtwzAMw2gJE0h1cLNnz8aygxktoppNfrySzlV/8qodoTDPtvT946S0ptv8SjZac00SicQq7y+E4JRzz+HTSX9z/CMPssP22/NiUeNWXjoKIQS9LJs/V5HI4mYvwbapagoQDLLya+fysHQtBRpGK4/P/fTi2lJt3esWuE72CnuXBFx23XWXrLVvGIZhGM2VnzNRI+tGjvyIrl27cf0NN9FGYigAiuuncKEI5m0Q9Y+rapNsO2Umj9xzT6MfI6Vk3/3358UPP+Dpuup2M9HOlO2weHUlq0x/KY/3/DTPBIvoGgiwVpYSHzSXLaBXIMB47fEqPifqJLfLtv87rhICsvh5dJVg6tSpWWvfMAzDMJorv2ejRla4rsu+++1HDWU8+sZoEoVDcj2kRquyi/mljdQVGq4lT9x2O2cccSR1dXVNeuy7I0dycZcSJiiPGq342fd4y0/zA42feM9dJpuhqzVt+Uhkha8XTtqX4SnFTOVzm59kHztEvdYEyL+rA58HS3hEhrnGiXKHFeZNK8p7qTiVeZh1srFecZP8LoPIcPZWpCr9Us7477lZa98wDMMwmqttzEiNjJo7dy61NdVQ0BMrXIaw8ithw4p49XMIpKuYStuYeHYSkidqUtz91JPEYrEmPXbzzTfnsZEfcniyluHpeu6yfMYoj/PTMWauYqUqrTVX4nKgW8+JKsmDeByrkuzhxTjQj1PTRifulgC1THw0znfZyavnPJ0kJiUHS4cNLYfelsXXXn6dkWrIMTLAdWL57Yr5HvAqpTgdlytDEXSndbK2NVhrjbBD/PLHZCZOnJiVPgzDMAyjuUwg1QH16NGDffY9EO0lcz2UJula9TtXpxOcr/Jry9bK/GwJ1u7dhy5dujT5sQMGDOCP+fPo3rkTjxDkKifClTLEWSq5wvpTU5XPgX6MAqX4JFDEkUpiuy4XYfOeU4BjWVTm+SR9RSzAW2K+PkcpDkvXsZ10eMaK8oQVoXzRFrMogsk6/7fNHWgF+dVNMW9RcDtPK/Zx69k0Wc3HOnOFjTPpT+WxufD4oqgHdF4fYQVW/aBmUMkaiuPjKUn+zoKY5tbb78xKP4ZhGIbRXCaQ6qCEBFZxcD/feIEwV7lxHrHazorK59EgD73wfLOv2N9x1VXslvz397SlHWCItLm+gVWMt4XP8X6CSwhwrlxYFHdzO8CxTpgBi84LpbWmrVbi+ckSFOl/X8drdIorAgVcbi+fmGO2VgwQFkrl/3tloBPkKD/BEW49uyWq6SskVzsRrk03bRWzNbznpdhXQH3F2qiCPllNUqO9JFdcfgmff/oRZXYdM2bMyFpfhmEYhtEcbefSvpExv//+O6NHjQbZK9dDaZLKThuii6pZUP17rofSKDGt+TNWj+u6zXr81KlT+e61N7gntfTKyhUyyCEqwVVCs7sSSOAh4RNH85oVIbKS2klbY3EtLndoid2Gsow8LX0+c11eEP+Ggb8pj//ZwQbv/z8CXCHT1OHzEvmdAfFOAmAHuMBPsp4tGSYDTFM+U31v4da2PPo9PehIVMnqWMHs1uTTWhMgyeTJUxk4cCCzZphkE4ZhGEb+MYFUB6O15o033iSmoshQJNfDaRIpJcoK8lm8Dh0qzZsJ5iTl83hpAbF0mppohMqaGnYVFt8mE1jrbcBGG23UrHbPPepozppfAw1kn3uSIK94KR6yBT5whC/Zxl71FqvTZYAT/QSf4bGDaBtn48b6Lnck6/k4UIxcFCSerVNMcdNE7YIGH9NLWpzp21zbwMpdvrrRCi3cv8jCrYmD7UDevMdh4e/hL8dBhkqy2o/WimJvGkcfvS/X/O/KrPZlGIZhGC1hAqkO5tjjT+K1t94nGe3f4rxmWiuEkGitUPH54KexglEIlmZkrA2RgSgRabEATUUeZGbTWnNTcZirXn6BYDC48Or5rFl8+8UXTHtnBBdeeQWhUNM3002bNg31x4TFW/KWZUvJgTLMgYt/0Pi2uypNXLadc1LrSpsrQkUc4MbY2replvBJOsG4cBnOCgKNmNZcqJLca+X3atSKdEXgCtguVcN03yMAbBUu4AHR8Apca7hSavxQBdksE62VTzg5hauvPI8Tjj8uiz0ZhmEYRsuZQKoDqa+v58233yFVtHbLgyjfJTnpI3r0HUwqUc+B+w/HcQKM/u47fpnwF+noagiZ+SmXUj71WrFZooqTi8r4QSgGSZtt4ym6CcnAVqwdVKMV55RE2OGQg9l8880X/7yoqIjBgwdz5HHNnwhOnDiRV2ZO4+JwKUVCZnSL13xbUpb/R4cWE0KgPI9u0uKxVJyTAhGeDBQRWsnr8afyqFWKOy2fm5UksJLtjvlISslrRDlcJLjFjrBAK85PxrjKUewtbPoLi4JWfk7XKskFddOY5gTQ0R4Zb1+5CcqZxU03X8khBx+U8fYNwzAMI9OEzvc8uy1UW1tLcXExNTU1FBVld19/vvv777/ZaPPtSRSu0eK2rOQcLjvjUM49578Ai7dc+b7Psccdz/Pv/4iMdm1xP/9Q6XqEtAnU/ILyXB5/7FGOOexwHnnyCV559P8YvNYQnnn2WXZMehyacPGBgBAoremawYBuhvJ5sijCr0KRAq556EF223PPjLW/pMP224/x74xgntbMSCX5IVyakULEH3kpnpeKh2X+r9aM9FJc6yWYrnwuC0RYXdhs3Mh0/X8rn3fxmaEV11ltL8WGpxSH6STPWxG01vylfb6V8LabZJLnckQgwmlW665QzVOK7aWGbptkfNthQWICrz7/OFtuuWVG2zUMwzCMJWUyNjCBVAeSTCbp1bsvdZHBSKdl56PEnFG89frLbL/99svdVlNTQ/9BaxIrXDsjky2VjjGguI6069K7Vy9GfvBug/dLJpOMHDmSB665llgqxadjf+TwwlIu91sefExQHhcXhejSuzeX3X4b62+wAcFgcHEAmQ1VVVV89tlndO/enbtvuQV3xAdcozOz4ra7W887TsPni/LFFX6SZ1Mx9gsXcJq26dHEgHiBVlygknQSkutlfgZSnlKMVR5rSpsqFCN9l58lxKQkiSak4YEGxl6vNeslKjkjXMjpIjvpx1fkTJ3ms5LeqGhmk9X4iSq2X7cTr7/6MsFg7rYwGoZhGO2bCaSawARSS/vzzz/ZesfdqbH7NLsQr0rVsdnACB+89w6O03Ab9973AFdcfyexYMtSJGutCaRmM7hHlNHfftWkxz58512ccNaZANxYVM42rlpcZ6gpKrXijIpCnv30E/r169fkx2dCTU0NJSUl/Bkua3Fw+q2X5kUbbqN1J+BNcaJKMtdzuduO0LOJAZTWmhdVmueVy+HYDHfyM4gCOEYlsbQmhiYiJEMthyGeTzGCgBD0FJKSZd6zWmuuVilGuElOt0McZrfu8xvhpThXSuyem6/6zo2kktVo5UPtZC44+1SuvuqKjLVtGIZhGEvKZGxgzkh1MIMGDeLOW67juhtuYm5lPZWpMDJc1uigqsCfyxoDyrjz9ltWGEQBnHrKSaRSKW669Q48p4R6XdT4VbB0LcXMw5VRhJ/ksAOGceH55zbusUs4/swz2GmvPfno/ff56etv2O3VVxmuJRc0cVXnvqIw/3v4oZwFUQATJkxg17IKRLLl1z1eFopdfElWswa0wEdeivFekg+CxUSaETTOQ3NZqp4iKUk6uQ8WlVLMQFEHJLRmPWEhpeR730WjeNha4nOhAWvFv5g3LM019dVUa8WPodJWPSdVqRQnSJ8/gxGs8iGZazhVxTo9LPbYY09CwQD777dv5to2DMMwjCwyK1Id2K+//srb74zgzrvvozIwELGS1RqtPIrVHFK1c5g6+S8KCwsb1cf8+fMZMWIE5195G7VWt0Y9Jpiew1nHDWfH7bejsLCQtdfOzBZB13UZvvN/GD16FJsWFFOiFBfF3FXWUzq3JML9Y0bRrVvjxp8Nw3fdjQHffMcJbss/ruf5CbbCYk8r90FGQy5K1RG3LO60m7/99FU8KnzFzbi8ZUUzOLqmmaQ8TlNJukmbAilJKUUdmqdlmFnK51JcHm3CtsP/pGt5yI7wre9yoNM6Z9ySSnG98HhVgygfjA6VZ/R8VGc9mfE/jSEazd3vyTAMw+g4Mhkb5DSV1eeff84ee+xB9+7dEULw+uuvL77NdV0uuOAC1l57baLRKN27d+eII45g5syZuRtwO7Pmmmty/nnncvBBB6ASVSu9r0pUsd8e2/HVF580OogCqKioYPjw4UiVaPRjpJ8gkUiyxRZbsM4662Rs0uY4Dm998jHTq6u57uMPCf1nR15T6VU+rqvn5/x9N+WXXzg2nZlUe+eKIPeqFD/qfwv9prWmVudHKr93lcuaLUiqMVr7aM/nBpXiHJ27Wll1SnGsF+dGGeIRGeIOAtwvQwyVNkf6cR7zkvhNfM23D0a4XviLg6h6pVBKUa0Ub3upjD+HD70UG+LxRnEv6L4phCsynmQiEo6YIMowDMNok3IaSMViMdZdd13uvffe5W6Lx+P88MMPXHbZZfzwww+8+uqr/PHHH+yZpQxpHdnQddehUNSgveQK7yMCUX4eN54111yzye3/8ssvuH7jV1LCQZszTz+1yf00luM4DBkyhJvuvZdvNt2QIwocTisvYN+I5H/RAPElFmlH+S7TBvVnvfXWy9p4GmN2Xe3iD6vWGtWCheQuUvKYFeFCL858rRjne2yVrOZSlfmJeHOsFQgxuJlfTbOUz3/T9fzsu9xlhdm2EUWKs8FTioNVgksDUdZaJiX/OdpmPxmguxPkriYmwbhA28zxXA7XSQ5WCYa5dezk1bO3V8/lbiyTTwGASywBXdZHFfTOWDkD7buUuhMZULCAbnIa8frqjLRrGIZhGK0tp2ekdt11V3bdddcGbysuLubDDz9c6mf33HMPG2+8MVOnTqV3796tMcQO4bBDD6FP714ceuSxzPN6IJY5vC7cWsr8Gdxz55vNav/Nt94h7q18ZUBrjUpWUWgnUV4tJSUlzeqrKYqLi3nz00+ora0lGAxSX1/PM//3GMfecgsbYLFWdS2TtM/A/v2zmp2vMYbtsis7vv8+gViMv9wUu0cKuaMFySK6S4vzVIB903WU2A7PBQs52U+QlppAhlccmiqmFU4zh1AmJIVCMkrCeNK8qGROfncXCZf9nBDb6+WDDyEEe7Tgq/dRO8JcrfCBNQIhXCCJ5kQryctukv7SYr1mJpJZ0qdemnRBCTLDWwgj7kzuv/dW9txzD2DhZ98wDMMw2qI2VaWypqYGIcRKJ9mpVIra2tql/hmrttVWW/HUY4+wXg9NODkFnZiHStbgzP+OHqFq/vztF9ZZZ51mtX35ZZdQFkwuzMq1AtqNY1f/yguP3sbvv44jHG69GkdFRUUEg0HKy8s547xz+WbGdI564xVCd93CoNtu4sIbrm+1sazIg88/x28zprPBnsOYN28edYMG8L5s2QR0RzvIY06UN6wI/aRNb9vhXbycTmyfVGnmuC4by+YFAkEheM0p4GkrwlZWgEPIzSrbAjRrNmEVtinKhGR1aTNE2kghCApBsZDsbAUYIRSne3F2duuYpLwW9SOgSZk9tfJQyRpUOoZK1RFIzyU58QOcugnoyt8Qibn4iSpKI4I99hj2bz85DtwNwzAMo7nyJtmEEILXXnuNvffeu8Hbk8mFZ2ZWX311nnnmmRW2c+WVV3LVVVct93OTbKLxPv74Yz797AveGfEer7/6Ij179mzxZGfH/+zGl7/XIwPLn4XQWkO6Gqd2AhMn/E6nTp1a1FdHMGPGDDZfe20eS2h6Z2jLVbVSnCHSzPc8tg4EOV5ZzUoX3xw/+S7HuzFKpeRZpyAj/Z6rU/TQgv/Kf1fulFLEgMIsr1K96aX42bG4NEN1v5ricLee3900jhAkgLOCBRzZjMB0ivLYKxRFVSx/AUWl6hb9bw1FIbEwQCqKss02W5FIpJCWZPCggZxx2imMGjWKr7/+hoLCQiZPmca+++zFDjssX3/OMAzDMFpDu6wjtbJAynVd9t13X6ZPn86nn3660iedSqVIpf69Cl1bW0uvXr1MIJVjo0ePZs+DjqfW6r7cbSXuZIYMXo0H7rub/v3752B0bdM333zDVXsP5556N6PtKqV4SqV5Qbu8ZRdgZWHF4E/lUa0Uq0ubALBusooj7RAXNxBoN9eWyWoilkUXJ4CnNUmt8JQioRRnySDD7OwVfa1XikP8OG/mqOjxjTrFH77HBpbDA4k6hgbDPChCRJoQQHpKsb4toetGi3/mx+dTLGvoVlFI7z592Wn7benbtw+9e/dm6NChWXgmhmEYhpFZHaqOlOu6HHDAAUyZMoWPP/54lU84GAwSDGZvgmQ0zyeffk5N5Two67TUdiGtPLpUFPPh+yNyOLq2acrkyWxbFweR2cx0UkqOlCHGaHgbn70y/DUxRXmc7MUpE5KEl+IvL82xoSjnisx+bt8NFjFNK4JKEACiQlBmS6r1wiBnGNn7niiQEldBrVYUtdKq3pIuEEFYFCieHC7jUj/JcTrBs7LxgaotJUJrNKC9FKG639hrz905+6wzmr3N1zAMwzDak7wOpP4JoiZMmMAnn3xCeXl5rodkNNOhhxxE1y6dOf+iS6gW3bAiC3+XhWou5597cY5H1zYtmDmLcqWzVlj3Oh1gXz/GNnaUkgwFA295Ke7Wae6yowxZtCVRORqZhVWvQiEbTKNeIiSC7J7L+Vt5eEoTsHJ//kcKwQFWgPPS9TwuUhxlNT6AlFrhKY/i9ETuffA+9t13nyyO1DAMwzDalpwmm6ivr2fs2LGMHTsWgEmTJjF27FimTp2K67rst99+jBkzhmeeeQbf95k9ezazZ88mnV517R8jv/Ts2ZMjjzyCMaO+ZqcNe1Cc+I1o8m/KIpr/7LxTrofXJn3zwQfLpdbOpEIpGWLZ/NzCpAUAH3kpdvXq+cKGB6zI4iAKyEoQtSrZ7vE80txmhQnlSSKFocJik0CIOE3byZ1OJ/Cmf8mdt91sgijDMAzDWEZOV6TGjBnDdtttt/i/zz77bACOPPJIrrzySt58c2G67WX33n/yySdsu+22rTVMI4N69erF22+8RjqdZvLkyQwYMCDnqcXbqjkzZlCR5ZBgcx8+cgRbN/PxtUpxBmmE1PwfYbph5UWuUI3mSy/Nj8pjuB2gRwYD0s+8NMVSsLaVXwv+s32Pt90UnWzN/o1IaT5N+URsyVMvvcjuu+/eCiM0DMMwjLYlp3/pt91225WmWs6TPBhGFgQCAQYNGpTrYbRZWmuSnocHZPaE1NJma01zK7Y96iV5Ubuc40TYOVv7D5tpNWkzwhL01wFOdBMcrgMc2IQtbysSV4prdYqHiWRglJn1iB3lMyvIRal6PrEl9y1zJi2pNQk0XymPdYXFwUHNJ598xdAcF6M2DMMwjHyVB9eGDcNoqkfuvpst5lfhZHnr2H52kI/9pmUFTCvFkSrJ75bgZTuad0EUwD0yxHXa4VhsnrOjPK7SfOO1fMvw036KrZ0QfTKUkj7TthE2nwSLGZOM85GX4lTpMTC+gI/w2caPsa1bz/Or92NXt47zzz3XBFGGYRiGsRL5tffEMIxVmjp1Ki/ceBP3xl3IciCVQDcpMcMk5XGKSnKME2Z/nZ/BxLIKheQ+K8LtwuNqr55+0uZIJdnYDqz6wct4Tfg8r4PZP4TVAkEh6GFZ/M9LsGmggF4lpVwfcDhs/0O57sYbiUaj1NbWmnIRhmEYhrEKJpAyjDbmxzFj6JtIZ6W+07I+8102DTisKkfBU8rlQ6mY56e5xQozpI0EUf9YTVrchYVrBfhWeTxraa7w6tlEwVdCk1SKM2RgpWeLJimPLtKiOAfpzpvqPjtKkZBElaA2pbgmGaPyyWfZ+q23uer22xg2fHiuh2gYhmEYeS///+IbhrGUHXbemRkFq04WkAn7WEHeSCeYqvwV3udP5fGMn+QyZfGqXcCQLGYSzDZHCLayHO4QAZ63Isy0JM/YUW4OFvCZJdjJreMYleCLZbYBzlAeJ/gJTrZCORp503STFtFFgXiRkNwkQ1zhS26aW8Me++7L7ddem+MRGoZhGEb+M4GUYbQxo0aNYv36ZKv0VSIl/S2bmVo1ePss5XOan+AeK8xAaRPOk3TfmVAsJA9ZEToLyaZY3CNDvGcXcJy2ecFSHK7//R2ch8u1VphNdNt+/n2kxXPBIv7vzrtyPRTDMAzDyHsmkDKMNua7Tz5h9Xj2A6la32eHdB1prVmvgVWmOqU4SiW43o4woA2vQjWFJQSbWw43EGSOtzAJx3ylSCnFxu3kNVhP2nTu1CnXwzAMwzCMvNc+/vIbRgfyzYcjuSbLk3ZPKfYQLvPDpWgvTkxrYlrjsHAr34NSMc13ucCJsEEeZuXLtnlaEVmUma8KRWE7qoU2RSt69uuX62EYhmEYRt4zgZRhtCFaa2Lz5mdtC91IL8VdjsVkoZElfZGRnlSm5rFdzXQQgnjtHCTwaKiIze0gMp/T02VRDyGpd11mCZ+0hmg7CqQKhSAZi+d6GIZhGIaR90wgZRhtyNSpU5lZuYDRvmJja+lSvCmtCTYywBrjpbnbEoxb9N9CazxAFlbghrsigsUosTDxuQp1hlBnVLqeLukYn+Jgt6PAoTlSaBCCKjRXkuJ4GVplZsO24plokCPOPD3XwzAMwzCMvGcCKcNoQ3r37s09r77Ccw88yPNffc0GNfX09jXTwkFuSdTyjA6yxiq2/Z2VjvGOlyTYfQNEuBwhJFovjAK0ECs8OCnT1QzzfWwnmOFn1bbMV4qTdJIi4D7pczAhdm5j6d5XpFIrfi4v4Z699sr1UAzDMAwj73Xsy8qG0cYIIdh+++15+MUXuOWTjyi+/CKOSdagjz2Ce+65h3H2iif0SikmKI+Ztk2goDMy0gmxqOaREAKxitUsmaxkP6vpRWrbmy/8NF0QvBoo4h6CDG9HZ8SSWpNwXa44+2weuO32xQG2YRiGYRjLE7qd/6Wsra2luLiYmpoaioqKcj0cw8i4BQsWUF5eTjKZZNs11uTi2VWsKZef3G/n1jPdTWNHy7C7brjKwAlApWMAyEAUMfNbfmpHQUNznaxT7CZs9minr8UU5bNAK96MBtny4gs46Zxzcj0kwzAMw8iYTMYGZkXKMNq48vJyAEKhEM9/8jHXFwSWW0moV4rpbopgn60aHUQBOImZhOd8j5z5DSV6xUV5O5IYMFi13+tPfaTF+pbDFQmfVx5+JNfDMQzDMIy8ZQIpw2hHevfuzR+pBF8qd6mfxxb9r3QijQ6iALQV5GQFY7H5TJhtfQBdleLv9pJZYiWEEBTW1fPHH3/keiiGYRiGkZdMIGUY7UxtLMbGcumMflOUB9DkMy8eFnO0ytjY2oPjhMNdXpLxi17T9myT+dWMfPfdXA/DMAzDMPKSCaQMox2RUvLSc89xZtQmtUTQ9KFykXaoSatRAARLecG2qVQKpUxABTBI2lxnhTjPS+R6KFk3pbSIDTfbLNfDMAzDMIy8ZAIpw2hn9jngAA66+kqushXjlcdL2uM5fEKFZU1uSzoRdKc12VyluMJPZX6wbVhfx1n1ndo4pz7G7+PH53oYhmEYhpGXTCBlGO3QUccfzxHPPsXIfffg47VX5+fxv1AUDTWrLR0sI1zUlQ2F+boAqFOKi3SKo3T7L8OXKihg9SFDcj0MwzAMw8hL7X8mYBgdkG3bDBs2jGHDhi3+WY/uXaiem0TYTQ+otBVgtCUwZVrhcS/JMCfAxqL9f31uWl3Lm089xSabbJLroRiGYRhG3jGXmA2jg7jq8ksp86fSRU+myJuGStWhG5lIwi/ozZvCZrSXzvIoM6tOKbZQSR7yMzPuP5XHExa8mE5yi/Dw23EZvl+Vx6O9unL0WWfleiiGYRiGkZdMQV7D6EC01gghePqZZ3nv/Q/5/Iuv8USASlWGdCIrfaxy4zhzfuArHCKybVyD2QWXmcX9EKkqCpNVHOl6HGkFCTRx/GcLn6RSfOp7yC5DkcEiQvN/YW+3jovb4Ra/v5THzYP78twHH9C5c+dcD8cwDMMwMsYU5DUMo1n+ydp32KGH8Pj/PczGG29ArGomdmzKKh8rnQiqfBCHyLZRmPdmlWZWuAyiXdFla1DdaSj3lfVmQ6E4TzY+A+ErbpIP7TCfuEmkE0IGF37p1gdK2+2K1EfRMJfdcYcJogzDMAxjJUwgZRgd1HvvvccHX47DrdgYVbJGox6jw52ZFCrmDJ3O63To43yXJ6VEFQ9c/DPpRPAL+6K7b8p7WrCD9LmpEVv+7nAsdMlAnC7rQMVa/94g7XZbY+vPSJCNNtoo18MwDMMwjLzW/vakGIbRKOuttx4DuhewoHIyMc8hHujRqMep0jX5PDCVzWqm8ZSyGCTz62vkUy/NGVKjK4YipbXc7UIIdNeNmOMleCY+g49j83hVWUSk5DMvzSfKZVwwRCet6aoVtaHihdsenchSV54qYlM4RkmqpWKS8hkq7abX6cpjso1s3zQMwzCMXDF/KQ2jA6mvr+fsc87n9DP/SyQS4YfvvuH+u29FNyG1uRACVdCHWMU67CvgBpU/CSiuwuV0x0F33RAZKFjh/YQQC2tkFQ9kVukAtsLlaJXmFNvm5YpB/FG6Bt+U9OX1SDmqbM3lHq+8NE4yxs+OxXA/wYn4PC/axpbHxihSmqqqqlwPwzAMwzDyWn5dSjYMI6vOPvcCnnzzG5AOb76zBaXFRcyvrCIue9LUtRQZLEJ334Tna/7i88QCRuQw6UJcKfaVPrMiFVA8ANGEwFCHO5PqHGW0l0CGShCLVtg0xehItwZfF139N7tIm8e8NAt6bk3pvO/p53rt5tJUoa+orKyke/fuuR6KYRiGYeQtE0gZRgfiOA5aBrDCpcyjjLk1GmGXNjmI+ocQElUyiBnuT4xPxhlitf5Xyjjf5QihUKWD0OHOzXouMhCFQLTR9y9Rcab5HrUFXZBS4qQTrCmDzeg5P4V8n7q6ulwPwzAMwzDyWju5fmoYxsokEglGjRpNwJEUWbHFP8/UmR4/2oOLG8iEN0F5nKNSbKpdjtcu3/sus1Rmt8BdZkG6ZCA63HoZ5qoivfg+EMItG7TwB1oRaHY4mj+mKJ9ri0L82qs7Q4cOzfVwDMMwDCOvmRUpw2jnzrvgYp594RU8bKpTAWSoU8an/CJczuRUOVslKuklJDUCZvo+KhhFRbpCqIxvU9V8l5iL9lLYXpJtheBWnBb3fY6nOT01F1XQJQPPpHHsgk7UFXRafCWqtqAbh9XN4jYrRK8GEly0BR/ZgtcGDeSWx/6PtdZaa9UPMAzDMIwOzgRShtHOvff+h1Q5/QCwWh63NEgIgSoZTHVhiko3gbAchBNBCPlv0BbpjIosXDVKK48Ppn0FTssHtJUdIJCsI+GlEHZuttelywbziwhxY3wa99A2A6m3iyK8+tmnRCIrL8xsGIZhGMZCZmufYbRzXbt2RnvJrPcjhEDYIaxwKTJQsNKED0LaiGCEDdx6xvtei/s+3vOw4tNb3E5LOKV9+Nn3md9Ga0uFgXg8nuthGIZhGEabYQIpw2inPvxwJBdfchmTJ08BmaWlqJZwIlgIOjchw96KHGsF0bWz0Rk+f9UUbtUkQlrR/NQdueNrzVylCAbbT8IMwzAMw8g2s7XPMNqpE045g5nxAoQsQobya7uZ1hqdqOZbK5yRwq9SSnZWmvcTcyCam5TdwcoJ7GuH+F37DBFt56t1nPK4q6KIE668ksLCwlwPxzAMwzDajLbz194wjEZTSuGlk8hwrybVVGotqUkfs3kogszgovjlOLxXPQUi3TKWjbAp3M5r82RiNk+k6rlOw7Z5GkylteY35TEqGuKngghd11mLlx9/nPLy8lwPzTAMwzDalPz8S28YRosccdSx1IvS5YIo7adRqTrQPjJUAkJipRfgE0CESlttfKGizuwSqwInc19BhVKyldB8teAXVPlarR5MWYXdqCvsRnDaF1ySrGP3SCEXKguZg6BuRW6IOkzp0Y1NttiCXYbvw/+22MJs5zMMwzCMZjKBlGG0Q199O5qU03u5n0f9eQz7z0YM6D+ATz//gkQiwcEHHMc3o0bx3pfjSdidsj42rTUq0o0ra2dzkBPOaNv3aYs93Xr+TtUiQsUZbbuxnECYWLQLI+pncrQMUYYkmCfBlHYc7n/pRQYMGJDroRiGYRhGm2cCKcNoR9LpNMedcDIxL8iyWbi171IUcHn04YewLItLL7lo8W2nnnoym26xNT9PnQeh8qxuBxSxmaRnj6MoS7nYD0u7XJ+ej5+jQKq+y4YA6NppbJ2u5tJwIUcSyHq/Ka2ZoRXztKJWa7awHCLLBHB9Ywl+GD3aBFKGYRiGkQH5d3jCMIxmO/iwI3jt43HUWw0Up01VstOOO2BZyyeeEEIw8v0R/Peo3SjxZ2Z1jDranVC/HUkFC3jWdzPe/nAriF8/N+PtNlV153UpDBXxlJvkQ0uT0Dqj7Sut+Ui7XCBc9vFi7KviXCFcnpY+7+Kxj1fPG8JHL9HvtimPd599LqPjMAzDMIyOygRShtGOjB07Dj+4dNIAlayhk57KNuv24OYbr1vhYwsLC7numqspiWY/w583czR4SRbIzG95s6WkTIByc1sTyYpU4PXcnJnla3BhfRXrJCp5TGcucLxD+jzlu+zlal6RYd62ojwlQtwtQtxmR3jFivK2cjlGJVmwqLbVAaladDDIhAkTMjYOwzAMw+iozNY+w2hHAsEAOqFx0gvQ8VlYAvr37cn7735GRUVFo9qwnQCksjdGIQTBkp7I6imcqiXZKLu0ZzrNE4m5aKdv5htvIhntSqKzxNEej8z7laPDmUnqMcpL85wMrTB9fIGUPEyIN3WKQ7wYBzlhZmtFwXsfck06xRNvvZWRcRiGYRhGR2VWpAyjHTn5xOPpF5nHeScO555br2Pku68z+tuvGh1EAUgBetEKRraogt6oaCeuc+N85GU+ajvNChGpmw7Jyoy33VRSSuzCrsiCrkjLXmqrXUt46EbV4NrTDvKGFWW273FIuIAdlaBL124ZGYNhGIZhdGRCZ+qvep6qra2luLiYmpoaioqKcj0cw8h7d99zL5fc9H94wc5Z7Uf7aby5P+PHK/kzQ6s0S6pUih1wSZcPwcpC+03lxeayfuVvPG1FlrttivJ5C4/BStBdSobIVW8WOJc0O3ma/9hNS1/ua83JPSv4+M8/mvQ4wzAMw2gPMhkbmBUpwzCWcuQRh1NkxbLej7ACBCyLO50Ik5SX8fbLpORVLHpU/YZYMC5jK0HNFYzNYjNhMUF5fKY8Rvvu4jE96Cf5v1SMl/E5PFVLnVZ4qxjvTp7mU/wmj0MAkysrmTs39wk5DMMwDKMtM2ekDMNYrLKykt2G7U2tLmmdDov7cr6aiErUMMopoKARW9WaYjVp8wFwcKqO8cn5EM5+nawVKdRpHk3GeFRAndZ0tmyKELjAfOXxkFPAxnaAy22LXVN1zPE9fgmXERQCX2tGKY9SIVhDLtwe+Lct8VXTg0MpBDfUp9l7gw159IP3WWONNTL/ZA3DMAyjAzBb+wzDABbWoFpnvY2YXBtFtlINpn++fvx54zg2Xsk5gWhW+vnSS3NqtBhdvlZW2m8MP76AYLqKWCKGis1ifKiUqShSGqZon92W2aJ3rp/gi3SSwU6APgq+0j61yue6cBHXpOrpHwjyqA406pxUQyYqnwc2WofXPv8sE0/PMAzDMNqETMYGZkXKMAxgYVCTSKaQoe6t1+ncH9FeEktrtpHZKdALEEcTr5pOOIeBlBUpxw0Vo+aPZHggQkBKBizaXT2kga/iW6ww3wdsrtEpfpOC20WYQ1N13OYleNMppES0LOPhfK3ovdpqzW/AMAzDMDo4E0gZhgHA+PHj8XX2a0j9w09UIVL1vCkdolh0sbNzZHOUl+ZslSbSfV1yvfwuk5XY5YN5v346Nzbi/htYDq/xb4D5SaiEThna/vheaSEXnn9eRtoyDMMwjI7IBFKGYRCPx9l734NYIHplo6xTg9IzRnF5qIh+jchQ11yjvTSHpeuwywYgI7lP+Z2Y/RNrWjbb2qFmPT5TQZSrNdPKShgyZEhG2jMMwzCMjshk7TMMAyEEFeVldBYzUOksZeyb9zPUT8Od8S1+fAEAu5C9FbCkUpyCT6jTYJyyAVnrpykC3TdiopCcJXJ3DevBoGQHmeLIk0/K2RgMwzAMoz0wgZRhGITDYX4Y8y2XXXQewqvLSh8a0HN/x0vUoOaPp1eogGxWd7rRjROzQ4ji/DgHpNw46Vk/cIFurTW/hnWOJTj5tNM4+rTTcjoOwzAMw2jrTCBlGMZit9x+J4QqstN42ep4VoAJkTLGyyAfyyB2htOd/2OS8njaT2GVr56V9ldG+y7aSy31M5GuZrWCGh66725uwmWGanr9p0xJOQ5rbrRRzvo3DMMwjPbCBFKGYSy21pA1kMn5WWlbLBjPeWLhV05zU3Y31qO+C0IiAoVZ7WdZ2kvRmals0FtQ5k/Fr5+NnZrDRv0L+X7012y3ww5sXVpOD9l6ST2WVR0KUF5enrP+DcMwDKO9MMkmDMMA4P4HHuLzL75GRdfMSsIJ5aUoEK0TQFzjhPnWlsxKVmOFW76BUGtN1J0JQMzuilhhIKRZe+21ePuNV5kxYwbPv/Ai8+dXcs3/rsSyLCZOmMDqqsXDaRElLSKRSG4HYRiGYRjtgAmkDMMA4IWXXqY22A8pMr9aJKon4KcT3CoEB1jZqxe1pOGez/2x6ZCBQEolFrDjNutQXl7GI69+gxVZwfZHK8js2XMA6NGjB+ec/d+lb/d9PhWK7ZTHkCxmK1yZkO8Ri2UpoYhhGIZhdCBma59hGABMmToN0cy03Cui/TT+gj+Iz5/I01aQUU40o+2vzBFWCC9e1eJ2tNY4scmkkgnOPutMyu0a/Ng8tF5+aUkIQXVN7Qrb2nn33TnhkovZO1nDN77b4rE1la813/ou4XC41fs2DMMwjPbGBFKGYQCgtERkeDUqOeUL0lWTAOiehZWulSmQkr62g0pWtqgd7cZYf+javPbqK/Tv3583Xn6Gs4/ahTJvMrqBpBFJVzB9+vQG23Jdl/POPY//CxayWSutzC3JAz6pqaLAbO0zDMMwjBYzgZRhGACsMagfXcVUStJ/N7ja0hxCK652InwaKqZbDhIs3KdAVP6J1roFrQimTJm6+L822mgjrr/uGm6/+Toq9BTs+AyIz0GlY2jfReoUtt3wtj3HcXDR/JKjDOhBITi/sIzvRo3KzQAMwzAMox0xgZRhGAC8N+It/v5zPFtutiE6Q0V57YrBXO7G6ZGj80CrSZsNtUIm5jS7DeGEKShcPvvfAfvvyx+//MizD17HrZeeyO6b9EDOHc1Tjz1M165dG2yrsrKSHTbZhE1zWEuqs+eTisdz1r9hGIZhtBcm2YRhGEs55OAD+WzUpdTR8tThdrgMF9jAi/O9nZvtZHdpi80rJ0Ko00qy7a2YdhP8Om4svu9jWUs/PhKJMGzYMABOPvnEBu+zuB2t2XvLrThsykzWy8G2vn98UlLI5RtvnLP+DcMwDKO9MCtShmEsZa8996C8wFquqGyzBApASGrTCR5yky1vrxkKpWR/wIpNa9bjo9RwzjnnNKr21YqCKFh4PqqyspIbHRhp52ZFqkYr5kXDbLzZZjnp3zAMwzDaExNIGYaxFCEEp518AirZ8ox3AOH+O2MXduUWN3fbyS7FRtRMb1Zw6LouxSWlCNGy4CcQCPDRT2N5/YvPuTNkcVphgNoMnUVrrDsDggOPPaZV+zQMwzCM9soEUoZhLGfHHXegPLx8Rrrm8mLzOc9pOOV2rEWJIBpHSskFvsKqndjkx7pK8Oeff2ZkHF26dGHttdfmoReeZ77ys/Lcf1Ee05fIJugt6iOmNa8m6jnulFMy3qdhGIZhdETmjJRhGMsZNGgQAWvpQEql6ginpqLD3Ug7ZY1uS2sNyuMm5TFOCu6y/q1V9aYjuFX43JSCTcTCbXGPhG2+Kikk6PmsHUtwcCxFWQZSpx/khLk7UUVNuh4ZKGj8+EOdePfDT9hiy6355OORBAKBFo9l7HffcUJtgm5Wy9ta0iuW5t3VB+DX19O7LkatgO/r6zhI2KyVdDnu8MMpKirKaJ+GYRiG0VGZFSnDMBrkp5PoZCV+oooSbyprd9ecd+ZJiOTcJrUjhCDU/z8Euq3Hu6kYZ6oUWmuuKAoyeY9d+XXyZJ5bZ3UeCQg+8tL8OngAn0/4k3cn/EHw2CO5JZi5r6k7fZBVfzTpMdIJEy8Ywrg/p3Pf/Q9kZBy777svD3YpYwzN39r3ntQc0bmIM4tDXF0a5czSCFN2/w8ffvsNH437mSs+/Ygnxv3EtMoFdPvvGRybqmP4EUdkZPyGYRiGYZgVKcMwVuDRh+/n/Q8+YsrUqVx/7dUMHDiQDz74ABl6qcltCSGwol0IFHSmLl7Fw4VBirbZmrueehKA17/8gpEjR/L1e+9x4wknIITAcRymTviLSCoFIpiR57ShHaCnn2JKogorXNrox2kvRWHYZu+99szIOOrr65k6bx5TQwVsmGr6FsqXA5JJu+zIJ48/xrx581BKUVxcTHFx8eL7DBo0aPH/P++Kyznp7P9SUND4lTjDMAzDMFbOBFKGYTRo5513Zuedd17u50o1/+yU78b5WiguePpxdlqibdu22WWXXdhll12Wuv8222/Hex99Am6zu1zOtT4cVT8FvUwgpdw4ZcylUpUjg0unflepWubNn0zfvn0zMobPPviAo4TN8CYGUQu0YgyKt7v14LOnn8KyLHr27NmoxxY2UAvLMAzDMIzmM1v7DMNotJ122onBPUtQbmLxz7TyGv34aEkXBg5ag92HDWvUWaPjTz6Zr7THLOUzUfnUZyA5w3qWQ7p+Aap2KipVi/aS+LG5FCb/5qlH72FAaYIKPZWwOxutPLTWRKw02+2wfFDZXHvuvz+3xGuZ0ITXDuC4sGTuScfw/nejV5pq3TAMwzCM7DOBlGEYjSaE4IH77qJEzUQk5tBZT2JQUTUhb/4qH6vjc+hWFuLY445rdH9SSlJKsXWymld335ETyqNUtzBleK1WrNm1M7dfeRq7bdyTPpH59C6o57tvv2CHHXbgl5++549xY3jo1kvpYc+iMP4rh+6zPSPefqNF/S7pohNO5KlQMQNl0zYFlJSXc9VttxGNRjM2FsMwDMMwmkdo3Qq5h3OotraW4uJiampqTLYqw8iQL7/8ks8+/5Kz/3smtm2z2qC1qLT7rfD+2nfxZ3zJk088zkEHHdSkvuLxONXV1XTv3p3rL7mE3rfewyaW06xxp7Xm9ACc/+xT/Ge33Rr1GK11i2tI/SMWi3H9RRdx7d13c06kiJNo/POo04rTe1Tw5YTMpGI3DMMwjI4ok7GBOSNlGEaTbbnllmy55ZaL/7tv754smO4hVrLC4qZTDBgwoMl9RSIRIpEIQIsDmqcDksHD92DnXXdt9GMyFUQBvPfuu3z7f09wdWEpO3pAE5q+sSDIqVdcnrGxGIZhGIbRMmZrn2EYLXbi8ccQ9RtOi66VR0HiD+5/4CE23HDDZvfxw5gxvPjkU6y1KFiLac0ov/FZKEah+HmNgdzxwAMZDY6aYvi++1LTuYLhnqBTI2pj3WspdnY8LisK0b22nsq581phlIZhGIZhNIZZkTIMo8UOO/QQrr/xZibFXMQy2+68WaP/v717j6qqzv8//jqggMZN5J6AaIp3xxxlQY5m4r1Gsl8XcwpbmFpeMl2lTCZpmY3jjDXZZH2nwZpaa9Rvo82k5Q8tvKCSknjByxJ+kKCgMzWCmIrA5/eH0xmPcvHI5YDn+VjrrMXZ+/P57Pc+7/XZhzf7gp59cY6mTX26Xtv4/dI3dOxUodJbtVW6n7cK2vkoqk8ffXL8hKrKL0sVlaoqL1erigoNL7uoB8pt76V6z6etNqX+3wb5h7q3ymKxaPKM6eo1d64OtfGTRx0FnaeLi/7w8Udq06qV0r74UpOmTmmiSAEAQF24RwpAvZWWlqpnn/76V6tOslxzpsXzSqF83a/o4IEseXh41Gsb5eXl+mLTJn31j881ZNgwjX98QrXtLl++rCcfeEDjdnyjgddcavjeHe463jlC76//m4KDg+sVS309nzhZ3236QgnnLqiHxbXaM2Q/GqPpgd7aePAAxy4AABpIQ9YGFFIA6i03N1eDR4zXv11CVVV+Qb6upTqTf1CjRo3RF5s+b/J4SkpK9HxCgrK/3a/X/lmqSJerjwpfV1Uuv9++rqkzZjR5TNc7ePCg3v/NMn3z9dfydXPTHZVV8qqs0j3nyhRujP7i6a6ElA808v77HR0qAAC3DQopO1BIAY2v/8AYHSl2kdw81b4yT2s/WS1fX1/16NHDoXH9euZM9f6fjzTgP5cbzmrvqY++3Sd/f3+HxnWtn54KWFJSosLCQm1a978qzs9Xh86d9PzLLzs6PAAAbis8tQ9As3K+tFRuppX07/+n//Pk44qNjXV0SJKk44cOK7CNh8ovV2i9m0WRg2KbVREl/fepgD4+PvLx8VHPnj0dHBEAALgZnJECUG+XL1/Wxo0b1b59ew0ePNhhT8W73sWLF5U07RnlZGcr7sEHNXP+PLm6ujo6LAAA4CBc2mcHCikAAAAAUsPWBvwfKQAAAACwk0MLqe3bt+uBBx5QaGioLBaLNmzYYLPeGKOFCxcqJCREbdq0UVxcnE6cOOGYYAEAAADgPxxaSF24cEF9+/bVO++8U+36ZcuW6Q9/+INWrVqljIwM3XHHHRo5cqQuXbrUxJECAAAAwH859Kl9o0eP1ujRo6tdZ4zRm2++qQULFmjcuHGSpI8++khBQUHasGGDHnvssaYMFQAAAACsmu09Unl5eSouLlZcXJx1mY+Pj6Kjo7V79+4a+12+fFmlpaU2LwAAAABoSM22kCouLpYkBQUF2SwPCgqyrqvO0qVLrf+PxcfHR2FhYY0aJwAAAADn02wLqVuVlJSkkpIS66ugoMDRIQEAAAC4zTTbQio4OFiSdObMGZvlZ86csa6rjru7u7y9vW1eAAAAANCQmm0hFRkZqeDgYG3dutW6rLS0VBkZGYqJiXFgZAAAAACcnUOf2ldWVqacnBzr+7y8PGVlZcnPz0/h4eGaPXu2XnvtNXXp0kWRkZF6+eWXFRoaqvj4eMcFDQAAAMDpObSQ2rdvn4YOHWp9P2fOHElSQkKCVq9erRdffFEXLlzQlClTdO7cOQ0aNEhffvmlPDw8HBUyAAAAAMhijDGODqIxlZaWysfHRyUlJdwvBQAAADixhqwNmu09UgAAAADQXFFIAQAAAICdKKQAAAAAwE4UUgAAAABgJwopAAAAALAThRQAAAAA2IlCCgAAAADsRCEFAAAAAHaikAIAAAAAO1FIAQAAAICdKKQAAAAAwE4UUgAAAABgJwopAAAAALAThRQAAAAA2IlCCgAAAADsRCEFAAAAAHaikAIAAAAAO1FIAQAAAICdKKQAAAAAwE6tHB1AYzPGSJJKS0sdHAkAAAAAR/qpJvipRqiP276QOn/+vCQpLCzMwZEAAAAAaA7Onz8vHx+feo1hMQ1RjjVjVVVVOn36tLy8vGSxWBp8/NLSUoWFhamgoEDe3t4NPj4aDrlqOchVy0GuWg5y1TKQp5aDXLUc1+bKy8tL58+fV2hoqFxc6neX021/RsrFxUUdOnRo9O14e3sziVoIctVykKuWg1y1HOSqZSBPLQe5ajl+ylV9z0T9hIdNAAAAAICdKKQAAAAAwE4UUvXk7u6u5ORkubu7OzoU1IFctRzkquUgVy0HuWoZyFPLQa5ajsbK1W3/sAkAAAAAaGickQIAAAAAO1FIAQAAAICdKKQAAAAAwE4UUgAAAABgJwqpOixZskSxsbFq27atfH19b1h/4MABTZgwQWFhYWrTpo26d++ut956q85xO3bsKIvFYvN64403GmEPnEdduZKkkydPauzYsWrbtq0CAwP1wgsvqKKiotZxf/jhB02cOFHe3t7y9fVVYmKiysrKGmEPnFdaWtoN8+Gn1969e2vsd++9997Qftq0aU0YufO5lWPXpUuXNH36dLVv316enp566KGHdObMmSaK2Dnl5+crMTFRkZGRatOmjTp37qzk5GSVl5fX2o851TTeeecddezYUR4eHoqOjtY333xTa/t169apW7du8vDwUO/evbVp06YmitR5LV26VAMGDJCXl5cCAwMVHx+v48eP19pn9erVN8wfDw+PJorYeb3yyis3fO7dunWrtU9DzSkKqTqUl5fr4Ycf1jPPPFPt+szMTAUGBurjjz9Wdna2XnrpJSUlJWnlypV1jr148WIVFRVZXzNnzmzo8J1KXbmqrKzU2LFjVV5erl27dunDDz/U6tWrtXDhwlrHnThxorKzs5WamqrPP/9c27dv15QpUxpjF5xWbGyszVwoKirS5MmTFRkZqZ///Oe19n366adt+i1btqyJonZe9h67nn/+ef3jH//QunXrtG3bNp0+fVrjx49vomid07Fjx1RVVaX33ntP2dnZWrFihVatWqVf//rXdfZlTjWuNWvWaM6cOUpOTta3336rvn37auTIkTp79my17Xft2qUJEyYoMTFR+/fvV3x8vOLj43X48OEmjty5bNu2TdOnT9eePXuUmpqqK1euaMSIEbpw4UKt/by9vW3mz3fffddEETu3nj172nzuO3furLFtg84pg5uSkpJifHx8bqrts88+a4YOHVprm4iICLNixYr6B4Yb1JSrTZs2GRcXF1NcXGxd9u677xpvb29z+fLlasc6cuSIkWT27t1rXfbFF18Yi8ViTp061eCx46ry8nITEBBgFi9eXGu7IUOGmOeee65pgoIxxv5j17lz50zr1q3NunXrrMuOHj1qJJndu3c3QoSoybJly0xkZGStbZhTjW/gwIFm+vTp1veVlZUmNDTULF26tNr2jzzyiBk7dqzNsujoaDN16tRGjRO2zp49aySZbdu21djGnt8V0XCSk5NN3759b7p9Q84pzkg1gpKSEvn5+dXZ7o033lD79u3Vr18//fa3v63zEjPUz+7du9W7d28FBQVZl40cOVKlpaXKzs6usY+vr6/NWZG4uDi5uLgoIyOj0WN2Vn//+9/1/fff66mnnqqz7SeffCJ/f3/16tVLSUlJ+vHHH5sgQudmz7ErMzNTV65cUVxcnHVZt27dFB4ert27dzdFuPiPm/1uYk41nvLycmVmZtrMBxcXF8XFxdU4H3bv3m3TXrr63cX8aVolJSWSVOccKisrU0REhMLCwjRu3Lgaf79Awzpx4oRCQ0PVqVMnTZw4USdPnqyxbUPOqVZ290Ctdu3apTVr1mjjxo21tps1a5buvvtu+fn5adeuXUpKSlJRUZF+//vfN1Gkzqe4uNimiJJkfV9cXFxjn8DAQJtlrVq1kp+fX419UH8ffPCBRo4cqQ4dOtTa7vHHH1dERIRCQ0N18OBBzZs3T8ePH9ff/va3JorU+dh77CouLpabm9sN9y0GBQUxh5pQTk6O3n77bS1fvrzWdsypxvWvf/1LlZWV1X4XHTt2rNo+NX13MX+aTlVVlWbPnq177rlHvXr1qrFdVFSU/vznP6tPnz4qKSnR8uXLFRsbq+zs7Dq/z3DroqOjtXr1akVFRamoqEiLFi3SL37xCx0+fFheXl43tG/IOeWUhdT8+fP1m9/8ptY2R48erfNGtesdPnxY48aNU3JyskaMGFFr2zlz5lh/7tOnj9zc3DR16lQtXbpU7u7udm33dtZYuULTuJX8FRYWavPmzVq7dm2d4197r1rv3r0VEhKiYcOGKTc3V507d771wJ2MPXni2OVYtzKnTp06pVGjRunhhx/W008/XWtf5hRwo+nTp+vw4cO13ncjSTExMYqJibG+j42NVffu3fXee+/p1Vdfbewwndbo0aOtP/fp00fR0dGKiIjQ2rVrlZiY2KjbdspCau7cuZo0aVKtbTp16mTXmEeOHNGwYcM0ZcoULViwwO6YoqOjVVFRofz8fEVFRdnd/3bVkLkKDg6+4clIPz05LDg4uMY+198AXFFRoR9++KHGPvivW8lfSkqK2rdvr1/+8pd2by86OlrS1b++80vfzavPPKvr2BUcHKzy8nKdO3fO5qzUmTNnmEO3wN5cnT59WkOHDlVsbKzef/99u7fHnGpY/v7+cnV1veGplbXNh+DgYLvao2HNmDHD+qApe88qtW7dWv369VNOTk4jRYfq+Pr6qmvXrjV+7g05p5yykAoICFBAQECDjZedna377rtPCQkJWrJkyS2NkZWVJRcXlxsuI3N2DZmrmJgYLVmyRGfPnrV+zqmpqfL29laPHj1q7HPu3DllZmaqf//+kqSvvvpKVVVV1l8wUDN782eMUUpKip588km1bt3a7u1lZWVJkkJCQuzu68zqM8/qOnb1799frVu31tatW/XQQw9Jko4fP66TJ0/a/OUWN8eeXJ06dUpDhw5V//79lZKSIhcX+2+LZk41LDc3N/Xv319bt25VfHy8pKuXjW3dulUzZsyotk9MTIy2bt2q2bNnW5elpqYyfxqZMUYzZ87U+vXrlZaWpsjISLvHqKys1KFDhzRmzJhGiBA1KSsrU25urp544olq1zfonLL78RRO5rvvvjP79+83ixYtMp6enmb//v1m//795vz588YYYw4dOmQCAgLMr371K1NUVGR9nT171jpGRkaGiYqKMoWFhcYYY3bt2mVWrFhhsrKyTG5urvn4449NQECAefLJJx2yj7eLunJVUVFhevXqZUaMGGGysrLMl19+aQICAkxSUpJ1jOtzZYwxo0aNMv369TMZGRlm586dpkuXLmbChAlNvn/OYMuWLUaSOXr06A3rCgsLTVRUlMnIyDDGGJOTk2MWL15s9u3bZ/Ly8sxnn31mOnXqZAYPHtzUYTuNmzl2XZ8nY4yZNm2aCQ8PN1999ZXZt2+fiYmJMTExMY7YBadRWFho7rrrLjNs2DBTWFho8/10bRvmVNP761//atzd3c3q1avNkSNHzJQpU4yvr6/1ibJPPPGEmT9/vrV9enq6adWqlVm+fLk5evSoSU5ONq1btzaHDh1y1C44hWeeecb4+PiYtLQ0m/nz448/Wttcn6tFixaZzZs3m9zcXJOZmWkee+wx4+HhYbKzsx2xC05j7ty5Ji0tzeTl5Zn09HQTFxdn/P39rb+LN+acopCqQ0JCgpF0w+vrr782xlx95GJ16yMiIqxjfP3110aSycvLM8YYk5mZaaKjo42Pj4/x8PAw3bt3N6+//rq5dOlS0+/gbaSuXBljTH5+vhk9erRp06aN8ff3N3PnzjVXrlyxrr8+V8YY8/3335sJEyYYT09P4+3tbZ566ilrcYaGNWHCBBMbG1vtury8PJt8njx50gwePNj4+fkZd3d3c9ddd5kXXnjBlJSUNGHEzuVmjl3X58kYYy5evGieffZZ065dO9O2bVvz4IMP2vxCj4aXkpJS7fHw2r+fMqcc5+233zbh4eHGzc3NDBw40OzZs8e6bsiQISYhIcGm/dq1a03Xrl2Nm5ub6dmzp9m4cWMTR+x8apo/KSkp1jbX52r27NnWvAYFBZkxY8aYb7/9tumDdzKPPvqoCQkJMW5ububOO+80jz76qMnJybGub8w5ZTHGGPvPYwEAAACA8+L/SAEAAACAnSikAAAAAMBOFFIAAAAAYCcKKQAAAACwE4UUAAAAANiJQgoAAAAA7EQhBQAAAAB2opACANz28vPzZbFYlJWV1SjjWywWbdiwoVHGBgA0TxRSAIBGN2nSJMXHxzts+2FhYSoqKlKvXr0kSWlpabJYLDp37pzDYgIAtGytHB0AAACNzdXVVcHBwY4OAwBwG+GMFADAobZt26aBAwfK3d1dISEhmj9/vioqKqzr7733Xs2aNUsvvvii/Pz8FBwcrFdeecVmjGPHjmnQoEHy8PBQjx49tGXLFpvL7a69tC8/P19Dhw6VJLVr104Wi0WTJk2SJHXs2FFvvvmmzdg/+9nPbLZ34sQJDR482Lqt1NTUG/apoKBAjzzyiHx9feXn56dx48YpPz+/vh8VAKAZoZACADjMqVOnNGbMGA0YMEAHDhzQu+++qw8++ECvvfaaTbsPP/xQd9xxhzIyMrRs2TItXrzYWsBUVlYqPj5ebdu2VUZGht5//3299NJLNW4zLCxMn376qSTp+PHjKioq0ltvvXVT8VZVVWn8+PFyc3NTRkaGVq1apXnz5tm0uXLlikaOHCkvLy/t2LFD6enp8vT01KhRo1ReXm7PxwMAaMa4tA8A4DB//OMfFRYWppUrV8pisahbt246ffq05s2bp4ULF8rF5erf+/r06aPk5GRJUpcuXbRy5Upt3bpVw4cPV2pqqnJzc5WWlma9fG/JkiUaPnx4tdt0dXWVn5+fJCkwMFC+vr43He+WLVt07Ngxbd68WaGhoZKk119/XaNHj7a2WbNmjaqqqvSnP/1JFotFkpSSkiJfX1+lpaVpxIgR9n1IAIBmiUIKAOAwR48eVUxMjLXgkKR77rlHZWVlKiwsVHh4uKSrhdS1QkJCdPbsWUlXzyqFhYXZ3AM1cODARos3LCzMWkRJUkxMjE2bAwcOKCcnR15eXjbLL126pNzc3EaJCwDQ9CikAADNXuvWrW3eWywWVVVVNfh2XFxcZIyxWXblyhW7xigrK1P//v31ySef3LAuICCgXvEBAJoPCikAgMN0795dn376qYwx1rNS6enp8vLyUocOHW5qjKioKBUUFOjMmTMKCgqSJO3du7fWPm5ubpKu3l91rYCAABUVFVnfl5aWKi8vzybegoICFRUVKSQkRJK0Z88emzHuvvturVmzRoGBgfL29r6pfQAAtDw8bAIA0CRKSkqUlZVl85oyZYoKCgo0c+ZMHTt2TJ999pmSk5M1Z84c6/1RdRk+fLg6d+6shIQEHTx4UOnp6VqwYIEk2VwyeK2IiAhZLBZ9/vnn+uc//6mysjJJ0n333ae//OUv2rFjhw4dOqSEhAS5urpa+8XFxalr165KSEjQgQMHtGPHjhsebDFx4kT5+/tr3Lhx2rFjh/Ly8pSWlqZZs2apsLDwVj46AEAzRCEFAGgSaWlp6tevn83r1Vdf1aZNm/TNN9+ob9++mjZtmhITE62F0M1wdXXVhg0bVFZWpgEDBmjy5MnW4sbDw6PaPnfeeacWLVqk+fPnKygoSDNmzJAkJSUlaciQIbr//vs1duxYxcfHq3PnztZ+Li4uWr9+vS5evKiBAwdq8uTJWrJkic3Ybdu21fbt2xUeHq7x48ere/fuSkxM1KVLlzhDBQC3EYu5/mJwAABauPT0dA0aNEg5OTk2hRAAAA2FQgoA0OKtX79enp6e6tKli3JycvTcc8+pXbt22rlzp6NDAwDcpnjYBACgxTt//rzmzZunkydPyt/fX3Fxcfrd737n6LAAALcxzkgBAAAAgJ142AQAAAAA2IlCCgAAAADsRCEFAAAAAHaikAIAAAAAO1FIAQAAAICdKKQAAAAAwE4UUgAAAABgJwopAAAAALAThRQAAAAA2On/A2uSjELxcS0+AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# make a map of all the admin units with at least one flood event\n", "# and impact event in the same year, i.e. all admin units that are\n", @@ -2831,6 +4618,9 @@ " gpd_adm_units_Mali.plot(\n", " ax = ax, color = gpd_adm_units_Mali['col'], edgecolor = 'black', linewidth = 0.5\n", " )\n", + " red_patch = Patch(color = red, label = 'Admin units with flood and impact data')\n", + " blue_patch = Patch(color = blue, label = 'Admin units without flood and impact data')\n", + " plt.legend(handles = [red_patch, blue_patch], loc = 'upper right')\n", " ax.set_xlabel('Longitude')\n", " ax.set_ylabel('Latitude')\n", " ax.set_title('Administrative units after filtering')\n", @@ -2843,7 +4633,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 576, "metadata": {}, "outputs": [], "source": [ @@ -2928,9 +4718,29 @@ " 'f1': total_f1\t\n", " })\n", "\n", + " # round floats to 3 decimals \n", + " for metric in metrics_list:\n", + " for key, value in metric.items():\n", + " if isinstance(value, float):\n", + " metric[key] = np.round(value, 3)\n", + "\n", " return pd.DataFrame(metrics_list)\n", "\n", "\n", + "def add_admin_unit_name_column(df: pd.DataFrame) -> pd.DataFrame:\n", + " \"\"\"\n", + " Adds a column to a DataFrame with the Cercle name based on the \n", + " pcode in the 'admin_unit' column\n", + "\n", + " :param df: DataFrame with 'admin_unit' column\n", + " :return: DataFrame with added 'admin_unit_NAME' column\n", + " \"\"\"\n", + " with open('../data/mappings/PCODE_to_Cercle.json', 'r') as f:\n", + " mapping = json.load(f)\n", + " df['admin_unit_NAME'] = df['admin_unit'].apply(lambda x: mapping.get(x, None))\n", + " return df\n", + "\n", + "\n", "def match_events_and_get_metrics(\n", " d_flood_events, d_impact_events, action_lifetime: int = 10\n", ") -> Dict[str, int]:\n", @@ -3021,14 +4831,43 @@ " # store the metrics for the admin unit\n", " metrics[admin_unit] = {'TP': TP, 'FP': FP, 'FN': FN}\n", "\n", - " return calculate_metrics(metrics)" + " return add_admin_unit_name_column(calculate_metrics(metrics))\n", + "\n", + "\n", + "def export_results(\n", + " df: pd.DataFrame, ct: str, lt: int, th: int\n", + " ) -> None:\n", + " \"\"\" \n", + " Simple function that exports the results df in correct name format\n", + " \n", + " :param df: DataFrame with results\n", + " :param ct: comparison type (e.g. 'IMPACT')\n", + " :param lt: lead time in days (e.g. 7)\n", + " :param th: threshold (e.g. 5)\n", + " \"\"\"\n", + " if th in [95, 98, 99]:\n", + " th_str = f'{th}pc'\n", + " else:\n", + " th_str = f'{th}rp'\n", + " df.to_csv(\n", + " f'../data/results/GFH_vs_{ct}_{lt * 24}lt_{th_str}.csv'\n", + " )" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 577, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Admin units with impact data without a flood event for threshold 1.5 is 1 \n", + "leading to 1 inevitable False Negatives\n" + ] + } + ], "source": [ "# We can now calculate the performance of the model by comparing the\n", "# flood events to the impact events, and we will do this by calculating\n", @@ -3049,25 +4888,127 @@ "action_lifetime = 10 # also called the margin of error\n", "df_metrics = match_events_and_get_metrics(dict_flood_events_final,\n", " dict_impact_events_final,\n", - " action_lifetime)" + " action_lifetime)\n", + "# note that when action_lifetime is set to an arbitrarily large number such as\n", + "# 10000, you'd expect only true positives, but that's not the case, since there\n", + "# might be impact events for which *the* threshold is not passed within those\n", + "# 10000 days, i.e. when the threshold is so high it is not passed within the timeframe\n", + "inevitable_FNs = sum([len(dict_impact_events_final[admin_unit]) for admin_unit in \\\n", + " dict_impact_events_final.keys() if admin_unit not in dict_flood_events_final])\n", + "print(f'Admin units with impact data without a flood event for threshold {THRESHOLD} is',\n", + " len(dict_impact_events_final.keys()) - len(dict_flood_events_final.keys()),\n", + " f'\\nleading to {inevitable_FNs} inevitable False Negatives')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 578, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['ML0103', 'ML0105', 'ML0107', 'ML0202', 'ML0203', 'ML0204', 'ML0205', 'ML0206', 'ML0207', 'ML0301', 'ML0302', 'ML0304', 'ML0305', 'ML0401', 'ML0402', 'ML0404', 'ML0405', 'ML0406', 'ML0503', 'ML0504', 'ML0505', 'ML0506', 'ML0601', 'ML0602', 'ML0603', 'ML0604', 'ML0605', 'ML0701', 'ML0702', 'ML0703', 'ML0901']\n", + "['ML0101', 'ML0103', 'ML0105', 'ML0107', 'ML0202', 'ML0203', 'ML0204', 'ML0205', 'ML0206', 'ML0207', 'ML0301', 'ML0302', 'ML0304', 'ML0305', 'ML0401', 'ML0402', 'ML0404', 'ML0405', 'ML0406', 'ML0503', 'ML0504', 'ML0505', 'ML0506', 'ML0601', 'ML0602', 'ML0603', 'ML0604', 'ML0605', 'ML0701', 'ML0702', 'ML0703', 'ML0901']\n" + ] + } + ], "source": [ - "# TODO: centralize the steps from where the return period is import (i.e. event creation)\n", - "# and do all steps here 1-by-1 and export the results and events with correct names etc.\n", - "# also print progress because it might take a while.\n", - "\n", + "# print all keys of flood evetns and impact evetns and sort them\n", + "print(sorted(dict_flood_events_final.keys()))\n", + "print(sorted(dict_impact_events_final.keys()))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 579, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " admin_unit TP FP FN POD FAR precision recall f1 \\\n", + "0 total 17 40 93 0.155 0.702 0.298 0.155 0.204 \n", + "1 ML0504 2 1 1 0.667 0.333 0.667 0.667 0.667 \n", + "2 ML0605 0 3 4 0.000 1.000 0.000 0.000 0.000 \n", + "3 ML0107 1 0 1 0.500 0.000 1.000 0.500 0.667 \n", + "4 ML0701 0 1 1 0.000 1.000 0.000 0.000 0.000 \n", + "5 ML0402 1 2 4 0.200 0.667 0.333 0.200 0.250 \n", + "6 ML0103 0 2 3 0.000 1.000 0.000 0.000 0.000 \n", + "7 ML0901 1 2 9 0.100 0.667 0.333 0.100 0.154 \n", + "8 ML0105 0 1 1 0.000 1.000 0.000 0.000 0.000 \n", + "9 ML0603 0 1 2 0.000 1.000 0.000 0.000 0.000 \n", + "10 ML0505 2 1 1 0.667 0.333 0.667 0.667 0.667 \n", + "11 ML0204 0 1 2 0.000 1.000 0.000 0.000 0.000 \n", + "12 ML0202 1 1 5 0.167 0.500 0.500 0.167 0.250 \n", + "13 ML0506 0 1 6 0.000 1.000 0.000 0.000 0.000 \n", + "14 ML0702 0 2 3 0.000 1.000 0.000 0.000 0.000 \n", + "15 ML0405 2 0 1 0.667 0.000 1.000 0.667 0.800 \n", + "16 ML0406 1 0 12 0.077 0.000 1.000 0.077 0.143 \n", + "17 ML0503 2 0 0 1.000 0.000 1.000 1.000 1.000 \n", + "18 ML0203 0 1 1 0.000 1.000 0.000 0.000 0.000 \n", + "19 ML0101 0 0 1 0.000 0.000 0.000 0.000 0.000 \n", + "20 ML0205 0 1 1 0.000 1.000 0.000 0.000 0.000 \n", + "21 ML0207 1 1 5 0.167 0.500 0.500 0.167 0.250 \n", + "22 ML0601 0 2 2 0.000 1.000 0.000 0.000 0.000 \n", + "23 ML0602 0 1 1 0.000 1.000 0.000 0.000 0.000 \n", + "24 ML0206 0 1 5 0.000 1.000 0.000 0.000 0.000 \n", + "25 ML0604 0 3 3 0.000 1.000 0.000 0.000 0.000 \n", + "26 ML0301 0 1 2 0.000 1.000 0.000 0.000 0.000 \n", + "27 ML0302 0 2 2 0.000 1.000 0.000 0.000 0.000 \n", + "28 ML0305 2 3 7 0.222 0.600 0.400 0.222 0.286 \n", + "29 ML0703 0 3 5 0.000 1.000 0.000 0.000 0.000 \n", + "30 ML0401 1 0 0 1.000 0.000 1.000 1.000 1.000 \n", + "31 ML0404 0 1 1 0.000 1.000 0.000 0.000 0.000 \n", + "32 ML0304 0 1 1 0.000 1.000 0.000 0.000 0.000 \n", + "\n", + " admin_unit_NAME \n", + "0 None \n", + "1 DOUENTZA \n", + "2 TOMBOUCTOU \n", + "3 YELIMANE \n", + "4 ANSONGO \n", + "5 BLA \n", + "6 SANDIA \n", + "7 BAMAKO \n", + "8 KITA \n", + "9 GOURMA-RHAROUS \n", + "10 KORO \n", + "11 KATI \n", + "12 DIOILA \n", + "13 MOPTI \n", + "14 BOUREM \n", + "15 SAN \n", + "16 SEGOU \n", + "17 DJENNE \n", + "18 KENEKOUN \n", + "19 BAFOULABE \n", + "20 KOLOKANI \n", + "21 NARA \n", + "22 DIRE \n", + "23 GOUNDAM \n", + "24 TOUBAKORO \n", + "25 NIAFUNKE \n", + "26 BOUGOUNI \n", + "27 ZEGOUA \n", + "28 BIRAMABOUGOU \n", + "29 TAMKOUTAT \n", + "30 BARAOUELI \n", + "31 NIONO \n", + "32 KOUTIALA \n" + ] + } + ], + "source": [ + "export_results(df_metrics, COMP_TYPE, LEAD_TIME, THRESHOLD)\n", "print(df_metrics)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 580, "metadata": {}, "outputs": [], "source": [ @@ -3117,8 +5058,9 @@ " :return: dataframe with all events for admin unit\n", " \"\"\"\n", " if not admin_unit in d_floods.keys() or not admin_unit in d_impacts.keys():\n", - " raise ValueError(f'Cannot continue with plot, {admin_unit} not in events')\n", - "\n", + " print(f'Cannot continue with plot, {admin_unit} not in events')\n", + " return None\n", + " \n", " df_floods = prepare_plot_df(d_floods, 'flood')\n", " df_impacts = prepare_plot_df(d_impacts, 'impact')\n", " df_all_events = pd.concat([df_floods, df_impacts],\n", @@ -3159,8 +5101,8 @@ "\n", "def plot_flood_and_impact_events(\n", " d_floods: Dict[str, pd.DataFrame], d_impacts: Dict[str, pd.DataFrame],\n", - " ds_reforecast: xr.Dataset, ds_return_periods: xr.Dataset,\n", - " admin_unit: str, start_time: str, end_time: str, action_lifetime: int = 10\n", + " ds_reforecast: xr.Dataset,\n", + " admin_unit: str, start_time: str, end_time: str, threshold: float, action_lifetime: int = 10\n", ") -> None:\n", " \"\"\" \n", " Timeseries met discharge van FloodHub (en GloFAS) met transparante\n", @@ -3171,14 +5113,16 @@ " :param d_floods: dictionary with flood events\n", " :param d_impacts: dictionary with impact events\n", " :param ds_reforecast: reforecast dataset\n", - " :param ds_return_periods: return periods dataset\n", " :param admin_unit: administrative unit\n", " :param start_time: start time of the plot\n", " :param end_time: end time of the plot\n", + " :param threshold: return period threshold\n", " :param action_lifetime: margin of error/action lifetime for comparison of dates\n", " \"\"\"\n", " df = get_plot_df_for_admin_unit(d_floods, d_impacts, admin_unit)\n", - " \n", + " if df is None:\n", + " return\n", + "\n", " fig, ax = plt.subplots(figsize = (20, 6))\n", " alpha = 0.5 # transparency\n", " red, blue = '#DB0A13', '#092448'\n", @@ -3190,7 +5134,10 @@ " \n", " ds_subset = ds_reforecast.streamflow.sel(issue_time = slice(start_time, end_time))\n", " ax.plot(ds_subset.actual_date, ds_subset.values, color = 'black', linewidth = 2)\n", - " analyse.add_return_periods(ax, ds_return_periods, [5], True)\n", + " ax.axhline(y = ds_reforecast.attrs[f'RP_{threshold}'], color = 'orange',\n", + " label = f'{threshold}-yr return period', linestyle = '--'\n", + " )\n", + " # analyse.add_return_periods(ax, ds_return_periods, [5], True)\n", "\n", " # if event is of type impact, add margin of error to start and end\n", " for idx, row in df.iterrows():\n", @@ -3233,33 +5180,63 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 581, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "au_plot = 'ML0305'\n", "plot_flood_and_impact_events(dict_flood_events_final, dict_impact_events_final,\n", - " dict_datasets_au[au_plot], dict_rp_au[au_plot],\n", - " au_plot, '2018-07-01', '2019-12-31')" + " dict_datasets_au[au_plot],\n", + " au_plot, '2018-07-01', '2019-12-31', THRESHOLD)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 582, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "au_plot = 'ML0305'\n", "plot_flood_and_impact_events(dict_flood_events_final, dict_impact_events_final,\n", - " dict_datasets_au[au_plot], dict_rp_au[au_plot],\n", - " au_plot, '2016-07-01', '2022-12-31')" + " dict_datasets_au[au_plot],\n", + " au_plot, '2016-07-01', '2022-12-31', THRESHOLD)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 583, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['ML0103', 'ML0105', 'ML0107', 'ML0202', 'ML0203', 'ML0204', 'ML0205', 'ML0206', 'ML0207', 'ML0301', 'ML0302', 'ML0304', 'ML0305', 'ML0401', 'ML0402', 'ML0404', 'ML0405', 'ML0406', 'ML0503', 'ML0504', 'ML0505', 'ML0506', 'ML0601', 'ML0602', 'ML0603', 'ML0604', 'ML0605', 'ML0701', 'ML0702', 'ML0703', 'ML0901']\n" + ] + } + ], "source": [ "# make a list of admin units:\n", "admin_units = list(dict_flood_events_final.keys())\n", @@ -3268,93 +5245,384 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 584, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "au_plot = 'ML0206'\n", "plot_flood_and_impact_events(dict_flood_events_final, dict_impact_events_final,\n", - " dict_datasets_au[au_plot], dict_rp_au[au_plot],\n", - " au_plot, '2016-07-01', '2022-12-31')" + " dict_datasets_au[au_plot],\n", + " au_plot, '2016-07-01', '2022-12-31', THRESHOLD)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 585, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "au_plot = 'ML0406'\n", "plot_flood_and_impact_events(dict_flood_events_final, dict_impact_events_final,\n", - " dict_datasets_au[au_plot], dict_rp_au[au_plot],\n", - " au_plot, '2016-07-01', '2022-12-31')" + " dict_datasets_au[au_plot],\n", + " au_plot, '2016-07-01', '2022-12-31', THRESHOLD)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 586, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "au_plot = 'ML0406'\n", "plot_flood_and_impact_events(dict_flood_events_final, dict_impact_events_final,\n", - " dict_datasets_au[au_plot], dict_rp_au[au_plot],\n", - " au_plot, '2022-07-01', '2022-12-31')" + " dict_datasets_au[au_plot],\n", + " au_plot, '2022-07-01', '2022-12-31', THRESHOLD)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 587, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "au_plot = 'ML0401'\n", "plot_flood_and_impact_events(dict_flood_events_final, dict_impact_events_final,\n", - " dict_datasets_au[au_plot], dict_rp_au[au_plot],\n", - " au_plot, '2016-07-01', '2022-12-31', 10)" + " dict_datasets_au[au_plot],\n", + " au_plot, '2016-07-01', '2022-12-31', THRESHOLD)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 588, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "au_plot = 'ML0401'\n", "plot_flood_and_impact_events(dict_flood_events_final, dict_impact_events_final,\n", - " dict_datasets_au[au_plot], dict_rp_au[au_plot],\n", - " au_plot, '2022-07-01', '2022-12-31')" + " dict_datasets_au[au_plot],\n", + " au_plot, '2022-07-01', '2022-12-31', THRESHOLD)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 589, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "au_plot = 'ML0301'\n", "plot_flood_and_impact_events(dict_flood_events_final, dict_impact_events_final,\n", - " dict_datasets_au[au_plot], dict_rp_au[au_plot],\n", - " au_plot, '2016-07-01', '2022-12-31')" + " dict_datasets_au[au_plot],\n", + " au_plot, '2016-07-01', '2022-12-31', THRESHOLD)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 590, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "au_plot = 'ML0301'\n", "plot_flood_and_impact_events(dict_flood_events_final, dict_impact_events_final,\n", - " dict_datasets_au[au_plot], dict_rp_au[au_plot],\n", - " au_plot, '2022-07-01', '2022-12-31')" + " dict_datasets_au[au_plot],\n", + " au_plot, '2022-07-01', '2022-12-31', THRESHOLD)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 591, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "au_plot = 'ML0103'\n", + "plot_flood_and_impact_events(dict_flood_events_final, dict_impact_events_final,\n", + " dict_datasets_au[au_plot],\n", + " au_plot, '2016-07-01', '2022-12-31', THRESHOLD)" + ] + }, + { + "cell_type": "code", + "execution_count": 592, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2018-07-01 2018-07-08 94.95633697509766\n", + "2018-07-02 2018-07-09 102.57157897949219\n", + "2018-07-03 2018-07-10 118.29781341552734\n", + "2018-07-04 2018-07-11 117.41736602783203\n", + "2018-07-05 2018-07-12 116.64270782470703\n", + "2018-07-06 2018-07-13 117.92395782470703\n", + "2018-07-07 2018-07-14 153.92591857910156\n", + "2018-07-08 2018-07-15 155.8284912109375\n", + "2018-07-09 2018-07-16 156.59588623046875\n", + "2018-07-10 2018-07-17 170.17027282714844\n", + "2018-07-11 2018-07-18 171.3748779296875\n", + "2018-07-12 2018-07-19 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flood_startflood_enddurationpeak_streamflow
02016-08-242016-10-0745773.467407
12017-08-282017-08-303405.481079
22018-08-202018-10-16581107.999023
32019-08-282019-10-2054940.436890
\n", + "
" + ], + "text/plain": [ + " flood_start flood_end duration peak_streamflow\n", + "0 2016-08-24 2016-10-07 45 773.467407\n", + "1 2017-08-28 2017-08-30 3 405.481079\n", + "2 2018-08-20 2018-10-16 58 1107.999023\n", + "3 2019-08-28 2019-10-20 54 940.436890" + ] + }, + "execution_count": 593, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dict_flood_events_final['ML0305']" ]